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	certification_earned 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
3,901	chw	32	male	community	rural	13	0	1	1	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	2,023
3,902	pharmacist	35	male	health_centre	urban	1	1	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
3,903	chw	36	female	health_centre	rural	5	1	1	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,020
3,904	nurse	31	female	community	peri_urban	20	0	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,023
3,905	nurse	42	female	clinic	rural	3	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
3,906	chw	38	female	clinic	remote	12	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
3,907	nurse	30	male	health_centre	urban	12	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
3,908	chw	32	male	health_centre	rural	12	0	0	1	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
3,909	chw	43	male	health_centre	peri_urban	20	1	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
3,910	chw	44	female	district	peri_urban	8	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
3,911	midwife	43	male	clinic	rural	8	0	1	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,022
3,912	clinical_officer	40	female	clinic	remote	3	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,913	midwife	20	female	health_centre	remote	9	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,914	nurse	24	female	health_centre	remote	2	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,019
3,915	lab_tech	36	female	clinic	urban	6	1	0	1	0	0	other	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,022
3,916	clinical_officer	34	female	clinic	urban	13	0	0	1	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
3,917	nurse	25	male	district	urban	5	0	0	0	0	1	emergency_care	mobile_app	custom	1	0	14.8	2	0	0	0	0	1	1	0	0	0	6	2,022
3,918	nurse	20	female	district	remote	6	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
3,919	clinical_officer	25	male	tertiary	urban	0	1	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,920	other	38	male	community	rural	1	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,921	lab_tech	43	female	community	urban	24	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
3,922	other	33	male	health_centre	rural	10	1	1	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
3,923	midwife	31	female	community	rural	4	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
3,924	other	36	male	community	rural	0	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,020
3,925	clinical_officer	35	female	community	peri_urban	12	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
3,926	nurse	50	male	health_centre	rural	14	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
3,927	nurse	27	male	community	urban	12	0	0	1	0	0	other	video	none	0	0	0	0	0	0	1	0	0	1	0	0	0	0	2,023
3,928	nurse	50	female	clinic	remote	22	1	1	0	0	1	leadership	interactive	custom	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
3,929	chw	49	female	community	remote	2	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
3,930	pharmacist	47	female	clinic	remote	14	1	0	1	1	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	2,019
3,931	chw	20	male	health_centre	urban	0	0	0	0	0	1	lab_techniques	blended	custom	1	1	1.2	3	1	1	0	1	1	1	1	0	0	3	2,023
3,932	clinical_officer	30	female	health_centre	rural	2	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
3,933	midwife	29	female	district	rural	0	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
3,934	clinical_officer	30	female	district	remote	0	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
3,935	other	27	female	community	remote	9	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,936	doctor	39	female	clinic	peri_urban	1	1	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
3,937	lab_tech	35	female	health_centre	peri_urban	6	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	0	1	0	1	1	0	2,021
3,938	nurse	40	male	community	peri_urban	0	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
3,939	midwife	34	male	clinic	remote	1	0	1	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
3,940	doctor	30	male	community	urban	4	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,019
3,941	clinical_officer	27	female	district	peri_urban	24	0	0	0	0	1	hiv_management	whatsapp_group	whatsapp	1	0	8.8	4	0	0	1	0	1	1	1	1	0	2	2,020
3,942	nurse	24	male	tertiary	remote	2	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
3,943	nurse	28	male	district	peri_urban	2	1	1	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
3,944	lab_tech	40	female	district	remote	22	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
3,945	other	40	female	health_centre	urban	1	1	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,022
3,946	nurse	54	female	health_centre	remote	2	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
3,947	chw	36	female	health_centre	urban	0	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
3,948	midwife	42	male	health_centre	urban	6	1	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,020
3,949	clinical_officer	34	female	health_centre	urban	19	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,020
3,950	nurse	24	male	health_centre	urban	3	0	1	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,020
3,951	nurse	40	female	health_centre	rural	17	0	0	0	0	1	hiv_management	whatsapp_group	whatsapp	1	0	1.6	8	0	0	0	0	1	1	1	0	0	4	2,022
3,952	other	46	female	clinic	rural	14	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
3,953	other	27	male	district	rural	4	0	0	0	0	1	leadership	mobile_app	other	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
3,954	nurse	31	female	health_centre	remote	6	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,955	midwife	20	male	clinic	rural	13	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,021
3,956	doctor	34	male	district	urban	14	1	0	0	1	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	1	0	1	0	2,022
3,957	lab_tech	30	male	health_centre	urban	3	1	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,958	nurse	28	female	community	urban	2	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,023
3,959	nurse	29	male	health_centre	peri_urban	2	0	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
3,960	chw	32	male	community	peri_urban	18	1	1	1	0	1	lab_techniques	text_module	moodle	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,022
3,961	midwife	23	female	clinic	peri_urban	14	1	0	1	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,020
3,962	clinical_officer	36	male	district	remote	11	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,020
3,963	lab_tech	61	female	clinic	remote	0	0	0	0	0	0	emergency_care	simulation	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,964	chw	62	female	health_centre	rural	1	1	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
3,965	midwife	42	female	clinic	remote	8	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	0	1	1	1	1	1	1	0	2,022
3,966	nurse	22	female	community	urban	3	1	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
3,967	nurse	38	male	district	rural	6	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
3,968	midwife	29	male	district	rural	16	0	0	1	0	0	emergency_care	video	none	0	0	0	0	0	0	1	0	0	1	0	1	1	0	2,022
3,969	chw	29	female	clinic	remote	3	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
3,970	lab_tech	20	female	community	rural	3	1	0	0	1	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	1	0	1	1	0	0	2,020
3,971	chw	47	male	district	rural	33	0	0	1	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,021
3,972	chw	42	male	district	rural	15	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	0	1	1	0	0	1	0	2,021
3,973	doctor	33	male	clinic	remote	1	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
3,974	pharmacist	28	female	community	peri_urban	4	0	0	1	0	1	data_management	whatsapp_group	custom	1	0	4.3	1	0	0	0	0	0	1	0	1	0	4	2,022
3,975	nurse	20	male	community	remote	15	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
3,976	nurse	30	female	health_centre	peri_urban	3	1	0	1	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	1	0	1	1	1	0	0	2,019
3,977	chw	40	male	health_centre	rural	16	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
3,978	other	26	female	health_centre	rural	0	1	0	0	1	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	1	0	0	2,021
3,979	doctor	52	female	clinic	remote	4	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
3,980	chw	24	female	community	remote	7	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,022
3,981	pharmacist	36	female	health_centre	urban	4	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,982	chw	28	female	health_centre	rural	6	0	0	0	0	1	infection_prevention	whatsapp_group	other	1	0	7.8	4	0	0	0	0	1	1	1	0	0	7	2,022
3,983	other	22	female	health_centre	urban	13	0	1	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,984	doctor	47	male	clinic	urban	9	0	0	1	0	0	hiv_management	video	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
3,985	clinical_officer	33	male	district	peri_urban	11	0	0	1	0	0	data_management	video	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,022
3,986	midwife	50	female	health_centre	urban	0	0	0	1	0	0	other	interactive	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
3,987	nurse	34	male	clinic	urban	3	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,021
3,988	chw	57	female	clinic	remote	20	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
3,989	clinical_officer	53	female	clinic	rural	18	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,990	other	49	male	community	rural	2	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,021
3,991	other	26	female	health_centre	urban	7	0	0	1	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,021
3,992	doctor	37	female	district	rural	7	1	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
3,993	doctor	26	male	district	peri_urban	9	1	0	0	1	1	clinical_skills	whatsapp_group	moodle	0	0	0	0	0	0	1	0	1	0	0	0	0	0	2,023
3,994	doctor	41	female	district	urban	18	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
3,995	nurse	20	female	community	remote	5	0	1	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	0	1	1	1	1	0	0	2,023
3,996	chw	35	male	community	rural	8	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,019
3,997	nurse	22	female	tertiary	rural	7	0	0	0	0	1	infection_prevention	mobile_app	youtube	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
3,998	lab_tech	36	male	health_centre	rural	10	0	0	0	0	1	maternal_health	text_module	youtube	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
3,999	other	57	female	clinic	remote	4	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
4,000	lab_tech	28	male	district	rural	20	0	1	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019

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