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	course_completed int64	hours_studied float64	modules_completed int64	assessment_passed int64	knowledge_improved 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
7,901	lab_tech	26	female	clinic	remote	28	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
7,902	lab_tech	44	female	clinic	rural	0	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,903	midwife	33	female	clinic	rural	5	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
7,904	chw	20	male	health_centre	rural	10	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,023
7,905	chw	25	female	clinic	remote	17	0	0	1	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,022
7,906	other	21	female	district	remote	10	0	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,021
7,907	chw	25	male	health_centre	peri_urban	2	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,908	clinical_officer	30	male	clinic	rural	19	0	0	0	0	1	hiv_management	blended	other	0	0	0	0	0	0	0	1	1	1	1	0	0	0	0	2,022
7,909	pharmacist	46	male	health_centre	remote	3	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
7,910	nurse	39	female	community	rural	6	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
7,911	clinical_officer	29	male	clinic	urban	6	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
7,912	other	42	male	district	rural	16	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,913	other	40	female	tertiary	peri_urban	0	0	0	1	0	0	other	blended	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,021
7,914	chw	48	female	community	urban	29	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
7,915	nurse	26	female	health_centre	rural	27	0	1	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
7,916	midwife	33	male	health_centre	rural	3	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
7,917	chw	20	female	clinic	peri_urban	4	0	0	0	0	1	other	blended	whatsapp	1	0	10.7	2	0	0	1	0	0	1	1	0	1	0	4	2,023
7,918	nurse	38	male	clinic	urban	2	1	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
7,919	clinical_officer	28	male	community	rural	5	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
7,920	chw	21	male	community	peri_urban	30	0	0	1	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	1	0	1	1	0	0	0	2,023
7,921	nurse	30	female	health_centre	rural	3	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,019
7,922	chw	29	male	tertiary	remote	1	0	0	0	0	1	clinical_skills	interactive	openwho	1	0	11	4	0	0	1	0	1	1	1	0	0	0	7	2,023
7,923	nurse	60	male	clinic	peri_urban	0	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
7,924	chw	20	female	district	remote	2	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,925	other	31	female	district	rural	28	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
7,926	nurse	56	female	community	urban	5	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
7,927	pharmacist	46	female	district	rural	2	1	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,928	nurse	29	female	community	rural	16	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
7,929	other	61	female	health_centre	remote	0	0	0	1	0	1	data_management	blended	youtube	1	0	3.4	5	0	0	0	1	0	0	1	0	0	0	5	2,020
7,930	midwife	32	female	health_centre	urban	24	0	0	0	0	1	clinical_skills	video	youtube	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
7,931	clinical_officer	20	male	district	rural	4	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
7,932	other	43	female	community	peri_urban	0	1	0	0	1	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	0	0	1	1	0	2,020
7,933	lab_tech	40	male	clinic	rural	3	0	0	1	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
7,934	nurse	20	female	clinic	urban	4	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
7,935	clinical_officer	52	female	clinic	remote	2	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,936	chw	26	female	clinic	rural	1	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,937	doctor	37	male	district	urban	2	1	1	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,938	clinical_officer	37	female	district	peri_urban	20	1	0	0	0	1	clinical_skills	whatsapp_group	custom	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
7,939	doctor	52	male	community	peri_urban	11	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,020
7,940	chw	26	male	community	remote	5	0	0	1	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,023
7,941	doctor	20	male	health_centre	remote	9	0	1	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,021
7,942	chw	36	female	health_centre	rural	0	1	0	0	0	1	emergency_care	blended	whatsapp	1	0	4.4	1	0	0	0	0	1	1	1	1	0	0	7	2,021
7,943	clinical_officer	23	male	tertiary	rural	2	0	1	0	0	0	leadership	simulation	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,944	doctor	31	female	health_centre	remote	4	0	0	0	0	1	other	blended	openwho	1	0	7.1	3	0	0	1	0	0	1	1	0	1	0	6	2,023
7,945	nurse	41	male	health_centre	urban	0	1	0	1	1	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2,020
7,946	chw	31	female	district	rural	0	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
7,947	chw	38	male	community	peri_urban	3	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,022
7,948	pharmacist	35	male	health_centre	rural	1	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
7,949	doctor	20	female	health_centre	urban	33	1	0	0	1	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	2,022
7,950	other	58	female	health_centre	rural	5	0	1	0	0	0	leadership	interactive	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	0	2,019
7,951	clinical_officer	34	male	community	urban	12	0	1	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,021
7,952	chw	34	female	clinic	peri_urban	5	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
7,953	clinical_officer	27	female	tertiary	rural	4	0	1	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,954	lab_tech	21	female	district	urban	1	1	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,955	clinical_officer	30	female	clinic	remote	13	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,021
7,956	midwife	25	male	clinic	urban	24	1	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,957	other	22	male	community	remote	2	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,958	chw	40	male	health_centre	peri_urban	0	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,959	nurse	34	female	community	urban	7	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,960	pharmacist	29	female	health_centre	urban	7	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,961	pharmacist	32	female	health_centre	urban	6	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,962	chw	36	male	clinic	rural	7	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
7,963	midwife	30	male	tertiary	rural	1	0	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,020
7,964	other	42	female	tertiary	peri_urban	18	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,965	chw	27	male	health_centre	rural	1	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,966	clinical_officer	41	female	health_centre	rural	2	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,019
7,967	doctor	52	female	district	remote	13	0	1	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,019
7,968	other	32	male	tertiary	peri_urban	3	1	0	0	0	1	infection_prevention	text_module	other	1	0	2.5	4	0	0	1	0	0	1	1	1	0	0	3	2,023
7,969	nurse	26	female	health_centre	rural	0	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,970	nurse	25	female	health_centre	remote	6	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,971	midwife	33	female	health_centre	urban	8	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	0	1	0	1	1	0	2,021
7,972	lab_tech	47	female	district	remote	0	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,973	midwife	20	male	clinic	rural	1	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,974	lab_tech	40	male	health_centre	rural	32	0	0	1	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	1	0	1	1	0	0	0	2,021
7,975	nurse	23	male	community	remote	2	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,976	other	26	male	clinic	urban	2	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
7,977	chw	24	female	health_centre	remote	5	1	0	0	0	1	hiv_management	text_module	moodle	1	0	3.2	5	0	0	0	0	0	1	1	1	1	0	6	2,019
7,978	chw	37	female	clinic	rural	34	0	0	1	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,021
7,979	midwife	37	male	community	urban	0	1	0	1	0	1	other	simulation	openwho	1	0	17.6	4	0	0	0	0	0	0	1	0	1	0	4	2,020
7,980	lab_tech	25	female	community	rural	4	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
7,981	nurse	27	female	health_centre	urban	9	1	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
7,982	other	43	female	tertiary	peri_urban	0	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
7,983	midwife	39	female	community	rural	11	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,023
7,984	lab_tech	55	female	district	remote	5	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,020
7,985	doctor	28	female	community	peri_urban	30	1	0	0	1	0	data_management	video	none	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	2,021
7,986	clinical_officer	31	male	community	urban	0	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,023
7,987	nurse	40	female	district	rural	12	1	0	0	0	1	data_management	whatsapp_group	openwho	1	1	5.3	0	1	1	0	0	1	1	1	0	0	0	3	2,022
7,988	midwife	45	male	health_centre	peri_urban	5	0	1	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
7,989	chw	37	male	health_centre	peri_urban	3	1	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,020
7,990	clinical_officer	37	female	community	peri_urban	1	1	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
7,991	chw	43	female	community	peri_urban	16	0	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	0	1	1	1	1	0	2,022
7,992	lab_tech	32	male	district	peri_urban	5	1	0	0	0	1	maternal_health	blended	custom	1	0	15.6	3	0	0	0	0	0	1	1	0	0	0	4	2,021
7,993	clinical_officer	43	female	district	remote	7	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
7,994	lab_tech	37	male	community	peri_urban	6	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,995	clinical_officer	20	male	health_centre	remote	17	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,996	nurse	27	male	clinic	remote	21	1	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	1	0	2,022
7,997	nurse	20	female	district	remote	0	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	0	1	0	0	1	0	2,021
7,998	lab_tech	31	male	tertiary	rural	2	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,999	lab_tech	39	male	district	peri_urban	1	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,021
8,000	chw	35	female	district	urban	6	0	0	1	0	1	infection_prevention	mobile_app	other	1	0	1.5	3	0	0	0	0	0	0	1	0	0	0	4	2,022

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