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
2,901	chw	34	male	community	rural	12	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	0	1	1	0	2,022
2,902	nurse	34	female	health_centre	remote	6	1	0	0	0	0	other	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
2,903	pharmacist	38	female	community	rural	37	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,904	midwife	38	female	clinic	rural	1	1	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
2,905	chw	37	male	community	peri_urban	0	1	0	0	0	1	emergency_care	text_module	whatsapp	1	2.4	3	0	0	0	1	1	1	1	0	2	2,023
2,906	clinical_officer	33	female	tertiary	rural	4	0	0	0	0	0	other	blended	none	0	0	0	0	1	0	1	1	0	0	0	0	2,022
2,907	nurse	41	male	district	urban	0	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
2,908	midwife	22	male	community	rural	10	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	1	1	0	0	1	0	2,020
2,909	chw	35	female	clinic	remote	3	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	1	1	1	0	1	0	0	2,021
2,910	chw	36	female	health_centre	peri_urban	9	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	1	0	1	1	0	0	1	0	2,019
2,911	lab_tech	20	female	health_centre	urban	11	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,912	nurse	20	female	community	urban	11	1	0	0	1	0	clinical_skills	whatsapp_group	none	0	0	0	0	1	0	1	0	0	0	0	0	2,022
2,913	chw	35	female	health_centre	rural	18	1	0	1	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	1	0	1	0	0	2,021
2,914	lab_tech	33	male	district	peri_urban	3	0	1	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,915	nurse	32	female	health_centre	urban	17	1	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
2,916	other	39	female	health_centre	peri_urban	5	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
2,917	midwife	20	female	clinic	peri_urban	0	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,918	nurse	49	male	community	urban	0	0	0	0	0	0	hiv_management	simulation	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,919	midwife	31	female	clinic	peri_urban	0	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
2,920	other	26	female	health_centre	urban	3	1	0	1	0	0	leadership	blended	none	0	0	0	0	0	1	0	1	0	1	0	0	2,023
2,921	midwife	20	female	community	urban	13	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
2,922	chw	20	male	tertiary	peri_urban	4	1	1	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
2,923	other	20	female	community	peri_urban	2	0	1	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
2,924	nurse	24	male	district	peri_urban	6	1	1	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,925	midwife	51	female	district	rural	6	0	1	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
2,926	other	38	male	health_centre	rural	7	0	1	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	2,023
2,927	nurse	26	female	district	remote	6	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
2,928	chw	32	female	community	peri_urban	0	0	0	0	0	1	other	mobile_app	youtube	0	0	0	0	0	0	1	1	1	0	1	0	2,022
2,929	doctor	29	male	tertiary	urban	1	0	1	0	0	0	data_management	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,023
2,930	lab_tech	39	male	clinic	urban	1	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
2,931	midwife	21	female	clinic	urban	12	0	1	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
2,932	doctor	23	female	community	urban	14	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,933	other	48	female	tertiary	remote	9	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
2,934	chw	41	male	health_centre	peri_urban	10	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
2,935	nurse	20	male	district	rural	8	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,936	doctor	26	male	clinic	urban	0	1	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
2,937	nurse	20	female	health_centre	rural	7	0	0	1	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
2,938	chw	38	male	clinic	remote	6	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	1	1	1	1	1	0	0	0	2,023
2,939	midwife	36	female	district	rural	3	0	0	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	0	0	2,022
2,940	chw	39	female	health_centre	rural	6	1	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
2,941	chw	37	female	district	urban	1	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,942	nurse	46	male	clinic	remote	1	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
2,943	chw	35	female	community	rural	4	0	0	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	1	0	0	1	0	0	0	0	2,023
2,944	pharmacist	30	male	clinic	urban	6	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
2,945	nurse	20	female	health_centre	remote	11	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,020
2,946	chw	32	female	clinic	peri_urban	12	0	1	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,947	nurse	45	male	community	rural	7	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
2,948	nurse	44	male	community	peri_urban	7	1	0	0	1	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	0	0	0	0	0	2,021
2,949	midwife	41	male	community	remote	17	0	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,950	nurse	32	female	health_centre	rural	4	0	0	0	0	1	other	interactive	moodle	1	2.3	5	0	1	0	1	1	0	0	0	4	2,020
2,951	nurse	31	female	district	remote	8	0	1	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
2,952	lab_tech	26	female	health_centre	remote	4	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,953	nurse	21	male	district	peri_urban	5	1	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,954	nurse	33	male	health_centre	urban	9	0	0	1	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
2,955	clinical_officer	20	male	community	peri_urban	2	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
2,956	nurse	51	female	community	urban	26	1	1	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
2,957	doctor	53	female	clinic	peri_urban	6	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	0	0	1	0	2,019
2,958	nurse	38	male	district	rural	3	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
2,959	chw	55	female	health_centre	remote	15	0	1	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
2,960	other	41	female	health_centre	remote	3	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,961	midwife	45	female	health_centre	remote	1	0	1	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	1	0	1	1	1	1	0	0	2,021
2,962	clinical_officer	36	male	district	peri_urban	0	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,023
2,963	nurse	31	female	district	urban	1	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	1	0	1	0	0	1	0	2,023
2,964	nurse	41	male	health_centre	urban	3	1	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
2,965	nurse	30	female	clinic	rural	1	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,966	other	34	female	district	peri_urban	2	1	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	1	1	1	1	1	0	0	2,021
2,967	doctor	36	male	clinic	remote	6	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	1	1	1	1	0	0	0	2,021
2,968	nurse	53	female	community	rural	6	0	1	0	0	1	clinical_skills	video	other	1	5.1	4	1	0	0	1	1	0	1	0	7	2,021
2,969	nurse	42	female	district	rural	12	0	0	1	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	0	2,023
2,970	doctor	43	female	tertiary	peri_urban	4	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	1	1	1	1	0	0	0	2,023
2,971	clinical_officer	33	female	health_centre	remote	5	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
2,972	chw	22	female	health_centre	remote	5	0	1	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
2,973	chw	33	male	district	urban	19	1	0	0	1	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	0	1	1	0	0	2,023
2,974	chw	25	male	clinic	rural	0	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
2,975	chw	30	male	health_centre	rural	8	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	1	0	1	1	0	1	1	0	2,022
2,976	midwife	39	female	district	remote	4	0	1	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	1	0	1	0	2,021
2,977	pharmacist	31	female	tertiary	rural	19	1	0	1	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
2,978	clinical_officer	23	female	district	peri_urban	6	1	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	1	0	2,023
2,979	chw	33	female	health_centre	urban	1	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	1	1	1	0	1	0	0	2,020
2,980	clinical_officer	40	male	community	urban	14	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,981	midwife	40	female	health_centre	peri_urban	7	1	0	0	0	0	other	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
2,982	doctor	45	male	community	urban	2	1	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
2,983	chw	27	male	community	peri_urban	3	0	0	0	0	1	clinical_skills	whatsapp_group	custom	1	16.7	4	1	0	0	1	1	1	0	0	5	2,020
2,984	nurse	28	female	clinic	peri_urban	24	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
2,985	lab_tech	42	male	health_centre	urban	4	0	0	0	0	0	other	blended	none	0	0	0	0	1	0	1	1	0	0	0	0	2,022
2,986	chw	20	female	health_centre	urban	14	0	0	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	1	0	1	1	1	0	0	2,019
2,987	pharmacist	34	female	district	rural	10	0	0	0	0	1	emergency_care	blended	custom	1	1.2	5	0	0	0	1	1	1	1	1	4	2,022
2,988	nurse	39	female	community	rural	7	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
2,989	midwife	29	female	health_centre	remote	5	0	0	0	0	0	other	interactive	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
2,990	clinical_officer	38	male	community	urban	2	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,991	nurse	36	male	tertiary	rural	7	0	1	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,992	nurse	26	female	community	rural	1	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	1	1	1	1	1	0	0	2,022
2,993	nurse	25	male	district	peri_urban	1	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
2,994	nurse	43	female	health_centre	peri_urban	6	1	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,019
2,995	chw	51	male	health_centre	remote	5	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,996	doctor	37	female	health_centre	urban	10	1	0	0	0	0	leadership	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
2,997	nurse	34	male	community	remote	19	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
2,998	clinical_officer	34	female	health_centre	remote	0	0	0	1	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	0	0	2,019
2,999	other	39	female	district	peri_urban	4	0	0	0	0	1	clinical_skills	mobile_app	openwho	1	11	1	0	1	0	1	1	0	0	0	6	2,023
3,000	chw	34	female	health_centre	remote	11	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021

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