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
5,901	nurse	35	female	health_centre	rural	3	0	0	1	0	0	leadership	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	2,021
5,902	nurse	30	male	district	rural	2	1	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,903	nurse	32	male	health_centre	remote	13	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	1	0	1	1	0	1	1	0	2,023
5,904	other	23	female	district	urban	29	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	1	0	1	1	0	1	0	0	2,021
5,905	nurse	27	male	community	urban	20	1	0	0	1	0	leadership	text_module	none	0	0	0	0	0	0	1	0	0	1	0	0	2,022
5,906	clinical_officer	51	female	health_centre	urban	2	1	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
5,907	chw	31	male	community	urban	0	0	1	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,908	clinical_officer	31	male	health_centre	remote	10	0	0	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	1	0	2,023
5,909	midwife	47	male	health_centre	remote	0	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	1	0	1	1	0	1	0	0	2,019
5,910	chw	20	female	health_centre	urban	14	0	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
5,911	lab_tech	20	female	health_centre	urban	2	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,912	lab_tech	46	male	health_centre	rural	1	1	0	0	0	0	leadership	text_module	none	0	0	0	0	1	0	1	1	0	1	0	0	2,023
5,913	nurse	45	female	community	rural	0	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,914	nurse	48	male	health_centre	rural	2	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,915	midwife	21	male	clinic	remote	16	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
5,916	chw	37	female	district	rural	13	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,917	nurse	36	female	district	urban	6	0	0	1	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
5,918	nurse	24	female	clinic	rural	10	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,919	nurse	41	male	clinic	rural	8	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,920	other	33	male	district	urban	7	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,921	lab_tech	30	female	health_centre	urban	47	1	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
5,922	nurse	47	female	district	rural	16	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
5,923	chw	26	female	district	urban	1	0	0	1	0	1	lab_techniques	text_module	moodle	1	7.7	0	1	0	0	0	1	0	0	0	5	2,020
5,924	pharmacist	27	male	community	urban	2	0	0	1	0	0	data_management	interactive	none	0	0	0	0	0	0	0	1	1	0	1	0	2,023
5,925	lab_tech	31	female	district	remote	27	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
5,926	chw	25	female	district	urban	1	0	0	1	0	0	mental_health	video	none	0	0	0	0	0	0	0	1	0	0	1	0	2,022
5,927	clinical_officer	20	male	community	rural	7	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,928	other	36	male	health_centre	rural	2	1	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	1	1	1	1	0	1	0	2,023
5,929	midwife	32	female	district	remote	10	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,930	clinical_officer	50	female	clinic	urban	0	0	0	1	0	0	leadership	mobile_app	none	0	0	0	0	0	1	0	1	1	1	1	0	2,021
5,931	nurse	39	male	health_centre	remote	2	0	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,021
5,932	nurse	37	female	district	rural	0	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,933	chw	42	female	clinic	urban	12	1	1	1	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	0	0	2,020
5,934	chw	22	female	health_centre	rural	2	0	0	1	0	1	other	mobile_app	custom	0	0	0	0	0	1	0	1	1	1	0	0	2,023
5,935	chw	27	male	clinic	remote	9	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,936	nurse	20	male	clinic	urban	39	0	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
5,937	clinical_officer	20	male	health_centre	peri_urban	6	0	1	0	0	1	hiv_management	text_module	other	0	0	0	0	0	0	1	1	1	1	0	0	2,023
5,938	chw	25	male	clinic	peri_urban	5	0	1	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
5,939	chw	50	female	health_centre	urban	6	0	0	1	0	0	other	whatsapp_group	none	0	0	0	0	0	1	0	1	0	0	0	0	2,020
5,940	nurse	21	male	health_centre	remote	4	0	0	0	0	1	lab_techniques	mobile_app	other	0	0	0	0	0	1	1	1	0	0	0	0	2,021
5,941	nurse	32	female	district	rural	7	0	0	0	0	0	mental_health	simulation	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,942	clinical_officer	40	male	health_centre	peri_urban	5	0	0	0	0	0	mental_health	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
5,943	nurse	25	female	clinic	remote	2	1	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
5,944	other	20	female	district	rural	25	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,945	midwife	30	female	health_centre	remote	10	0	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
5,946	doctor	35	male	community	remote	9	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
5,947	clinical_officer	46	male	clinic	urban	7	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
5,948	chw	30	female	clinic	peri_urban	9	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,949	other	23	female	health_centre	rural	12	0	0	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	1	0	1	0	0	2,023
5,950	nurse	20	female	district	remote	1	0	0	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
5,951	pharmacist	22	female	district	rural	5	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	1	0	1	1	1	1	0	0	2,021
5,952	nurse	40	male	health_centre	rural	6	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
5,953	chw	23	male	district	urban	8	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	1	1	1	1	0	0	0	2,020
5,954	other	36	female	clinic	rural	19	0	0	1	0	0	data_management	interactive	none	0	0	0	0	0	0	0	1	0	1	0	0	2,020
5,955	midwife	37	female	community	urban	6	1	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
5,956	nurse	46	female	tertiary	urban	3	1	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
5,957	midwife	45	male	clinic	rural	5	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
5,958	nurse	27	female	community	remote	5	1	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
5,959	other	29	female	clinic	rural	1	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,960	nurse	20	female	community	urban	15	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
5,961	nurse	35	female	health_centre	remote	8	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
5,962	nurse	35	male	tertiary	urban	11	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,963	chw	34	female	clinic	urban	17	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
5,964	other	25	male	clinic	rural	12	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,965	pharmacist	43	male	health_centre	urban	0	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	0	1	1	0	2,021
5,966	clinical_officer	29	male	health_centre	urban	27	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,967	clinical_officer	34	female	health_centre	remote	42	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
5,968	nurse	32	male	tertiary	rural	3	0	1	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
5,969	pharmacist	46	female	health_centre	peri_urban	3	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,970	chw	50	female	district	rural	7	0	0	0	0	0	data_management	text_module	none	0	0	0	0	1	0	1	1	0	0	1	0	2,020
5,971	nurse	39	female	clinic	peri_urban	37	0	0	0	0	1	leadership	whatsapp_group	moodle	1	4.6	4	0	0	0	1	1	0	0	0	1	2,021
5,972	lab_tech	39	female	clinic	peri_urban	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
5,973	other	43	female	clinic	urban	20	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,974	nurse	20	female	health_centre	peri_urban	4	0	0	0	0	1	leadership	blended	openwho	1	7.6	3	0	1	0	1	1	1	0	0	2	2,022
5,975	clinical_officer	38	female	health_centre	remote	35	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
5,976	midwife	21	female	community	remote	6	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,977	nurse	49	female	tertiary	remote	0	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
5,978	clinical_officer	48	male	health_centre	rural	9	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
5,979	nurse	28	male	clinic	rural	2	0	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
5,980	nurse	25	female	community	remote	42	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
5,981	clinical_officer	45	male	community	remote	27	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,982	midwife	43	female	health_centre	peri_urban	39	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,983	nurse	38	female	clinic	rural	19	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	1	1	1	1	0	0	0	2,020
5,984	nurse	34	male	clinic	urban	30	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,985	midwife	40	female	health_centre	remote	23	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,019
5,986	clinical_officer	29	female	district	remote	9	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	1	1	1	1	0	0	0	2,023
5,987	other	34	female	health_centre	urban	11	1	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	1	1	1	0	1	1	0	2,021
5,988	lab_tech	29	female	clinic	peri_urban	0	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
5,989	chw	41	female	health_centre	rural	8	1	0	0	0	0	leadership	video	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,990	nurse	30	male	clinic	rural	0	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	1	0	1	1	1	0	0	0	2,019
5,991	clinical_officer	31	female	district	rural	0	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	1	1	1	0	1	0	0	2,019
5,992	nurse	20	female	district	remote	13	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	1	0	1	1	1	1	0	0	2,019
5,993	clinical_officer	41	male	community	peri_urban	22	1	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,994	other	23	male	district	remote	5	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,995	nurse	29	female	health_centre	urban	4	0	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,996	chw	38	male	health_centre	peri_urban	21	0	0	1	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	1	0	0	1	0	2,020
5,997	clinical_officer	34	female	clinic	remote	3	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,998	clinical_officer	32	male	clinic	rural	1	0	0	1	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	0	2,023
5,999	other	38	male	health_centre	urban	9	0	0	1	0	0	data_management	blended	none	0	0	0	0	0	0	0	1	0	0	1	0	2,021
6,000	doctor	32	female	community	peri_urban	8	0	0	0	0	0	leadership	text_module	none	0	0	0	0	1	0	1	1	1	0	0	0	2,020

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