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
9,901	nurse	37	female	health_centre	remote	7	1	1	0	0	1	infection_prevention	whatsapp_group	moodle	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,902	doctor	41	female	health_centre	peri_urban	1	1	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
9,903	chw	42	female	community	urban	0	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	1	1	1	0	2,021
9,904	lab_tech	35	female	community	urban	4	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
9,905	other	27	male	community	peri_urban	3	1	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
9,906	nurse	26	male	clinic	urban	6	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,019
9,907	midwife	47	female	health_centre	remote	4	0	0	1	0	0	clinical_skills	video	none	0	0	0	0	0	1	0	1	1	1	0	0	2,023
9,908	nurse	20	male	health_centre	urban	9	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
9,909	clinical_officer	45	female	health_centre	rural	2	0	0	1	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
9,910	chw	38	male	district	peri_urban	12	0	1	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
9,911	other	52	female	district	rural	3	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
9,912	clinical_officer	39	female	health_centre	urban	1	0	1	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,913	doctor	35	male	district	rural	0	1	0	0	1	0	data_management	blended	none	0	0	0	0	0	0	1	0	0	1	0	0	2,022
9,914	nurse	32	female	health_centre	urban	2	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
9,915	doctor	35	female	health_centre	rural	0	1	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,916	chw	20	female	health_centre	rural	1	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
9,917	clinical_officer	38	female	community	peri_urban	8	1	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	0	1	0	0	1	0	2,022
9,918	nurse	23	male	clinic	remote	8	0	0	1	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	1	1	0	1	0	2,022
9,919	clinical_officer	62	male	health_centre	rural	7	1	0	0	0	1	infection_prevention	text_module	youtube	1	4.7	1	1	0	0	1	1	1	0	1	4	2,023
9,920	chw	29	female	district	urban	2	1	0	0	0	0	leadership	mobile_app	none	0	0	0	0	1	0	1	1	1	0	0	0	2,023
9,921	chw	27	male	health_centre	remote	3	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,922	lab_tech	48	female	health_centre	urban	19	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,923	doctor	20	female	district	peri_urban	2	1	0	1	0	0	other	interactive	none	0	0	0	0	0	0	0	1	0	1	0	0	2,023
9,924	other	45	female	community	rural	28	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
9,925	pharmacist	26	male	community	peri_urban	0	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
9,926	chw	20	female	health_centre	rural	4	0	0	0	0	0	lab_techniques	simulation	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
9,927	chw	28	female	tertiary	peri_urban	3	0	0	0	0	1	other	mobile_app	moodle	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,928	other	42	male	health_centre	peri_urban	18	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	2,021
9,929	lab_tech	38	female	health_centre	peri_urban	1	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,930	midwife	41	male	health_centre	peri_urban	12	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
9,931	nurse	20	male	clinic	peri_urban	3	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
9,932	clinical_officer	24	male	district	rural	1	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,933	clinical_officer	23	male	health_centre	peri_urban	5	1	0	1	0	0	leadership	interactive	none	0	0	0	0	1	0	0	1	1	0	0	0	2,023
9,934	midwife	39	female	district	remote	9	0	1	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
9,935	midwife	55	female	district	peri_urban	16	0	0	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	1	0	2,022
9,936	nurse	33	female	district	rural	4	0	1	1	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	0	2,021
9,937	other	20	male	community	remote	0	1	0	0	0	0	maternal_health	video	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
9,938	pharmacist	30	female	health_centre	urban	3	1	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
9,939	nurse	38	female	health_centre	urban	1	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
9,940	midwife	33	female	clinic	rural	9	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
9,941	nurse	40	female	health_centre	remote	21	1	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,942	doctor	29	female	district	rural	0	0	0	0	0	1	clinical_skills	interactive	moodle	1	18.4	9	0	0	0	1	1	0	1	0	4	2,022
9,943	nurse	42	female	community	remote	4	0	1	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,944	pharmacist	60	male	clinic	peri_urban	8	1	0	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	0	0	2,019
9,945	chw	31	male	clinic	peri_urban	0	0	0	0	0	1	other	text_module	moodle	1	2.7	6	1	0	0	1	1	1	1	1	3	2,019
9,946	other	26	male	district	remote	0	0	1	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
9,947	midwife	31	male	health_centre	remote	1	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
9,948	doctor	45	female	health_centre	urban	5	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
9,949	nurse	27	male	district	urban	7	0	0	0	0	1	emergency_care	mobile_app	openwho	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,950	chw	34	male	health_centre	urban	1	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	0	1	0	0	0	0	2,021
9,951	chw	32	male	health_centre	peri_urban	2	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	1	0	1	0	2,023
9,952	nurse	43	female	community	rural	3	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
9,953	nurse	41	male	tertiary	rural	1	1	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,954	doctor	39	male	clinic	urban	1	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
9,955	other	34	female	tertiary	urban	3	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,956	midwife	47	female	community	rural	6	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
9,957	nurse	34	female	health_centre	urban	6	1	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	1	1	1	1	0	0	0	2,023
9,958	other	25	female	health_centre	rural	1	1	0	0	0	0	leadership	video	none	0	0	0	0	0	1	1	1	1	0	0	0	2,021
9,959	lab_tech	39	female	district	rural	0	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
9,960	midwife	21	female	community	remote	6	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,961	midwife	41	male	community	rural	0	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,962	clinical_officer	20	female	clinic	urban	26	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
9,963	pharmacist	35	male	community	rural	5	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
9,964	nurse	26	female	community	rural	20	1	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,019
9,965	chw	57	male	community	urban	16	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,966	other	20	male	district	urban	2	1	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
9,967	other	26	female	clinic	urban	6	0	0	1	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
9,968	lab_tech	45	female	health_centre	peri_urban	18	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
9,969	doctor	27	female	tertiary	peri_urban	19	1	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	1	0	0	0	2,022
9,970	chw	23	female	community	urban	9	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,971	nurse	47	female	community	urban	11	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,972	midwife	22	female	clinic	peri_urban	16	1	0	0	0	1	other	blended	custom	0	0	0	0	1	0	1	1	0	0	1	0	2,022
9,973	doctor	31	female	district	urban	11	1	1	0	0	0	leadership	video	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
9,974	clinical_officer	28	male	clinic	urban	15	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
9,975	midwife	30	female	community	remote	23	1	0	0	0	0	leadership	video	none	0	0	0	0	0	0	1	1	1	1	1	0	2,022
9,976	midwife	38	female	community	peri_urban	6	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
9,977	chw	27	male	community	urban	13	1	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,978	nurse	24	female	health_centre	remote	5	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	1	1	1	1	1	1	0	2,022
9,979	midwife	49	female	health_centre	rural	7	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	1	0	1	0	2,021
9,980	chw	42	male	health_centre	remote	2	1	0	1	1	0	other	video	none	0	0	0	0	0	0	0	0	0	0	0	0	2,022
9,981	other	33	male	health_centre	rural	1	0	0	1	0	0	lab_techniques	text_module	none	0	0	0	0	1	0	0	1	0	1	0	0	2,022
9,982	other	58	female	health_centre	urban	1	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	1	1	1	1	0	2,022
9,983	chw	28	male	health_centre	remote	1	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
9,984	chw	45	female	district	remote	5	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,985	nurse	46	female	health_centre	rural	15	0	1	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,986	nurse	20	male	health_centre	remote	6	1	0	0	1	0	lab_techniques	mobile_app	none	0	0	0	0	1	0	1	0	0	1	0	0	2,023
9,987	nurse	41	male	health_centre	peri_urban	7	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
9,988	other	36	female	tertiary	peri_urban	14	1	0	0	0	1	mental_health	mobile_app	youtube	1	0.8	3	0	0	0	1	1	0	1	0	6	2,020
9,989	nurse	35	female	district	remote	1	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,990	nurse	42	male	health_centre	urban	5	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
9,991	nurse	27	male	district	urban	0	0	0	1	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	1	0	1	0	0	2,023
9,992	nurse	31	female	health_centre	rural	4	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,993	doctor	20	male	community	remote	6	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
9,994	nurse	25	male	health_centre	rural	1	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
9,995	lab_tech	20	male	health_centre	remote	4	1	0	0	1	0	data_management	simulation	none	0	0	0	0	0	0	1	0	1	0	0	0	2,020
9,996	chw	39	female	health_centre	remote	0	0	1	0	0	0	data_management	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,997	nurse	36	female	community	urban	5	1	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
9,998	chw	41	female	health_centre	peri_urban	6	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,999	lab_tech	23	male	clinic	remote	2	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
10,000	lab_tech	29	female	clinic	peri_urban	0	1	0	0	0	1	lab_techniques	mobile_app	moodle	0	0	0	0	0	0	1	1	1	1	0	0	2,021

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