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
1,901	midwife	35	female	clinic	urban	20	0	1	0	0	1	other	simulation	custom	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,902	other	44	male	community	urban	9	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
1,903	nurse	22	male	clinic	peri_urban	11	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
1,904	chw	35	female	tertiary	remote	26	0	1	0	0	1	infection_prevention	text_module	youtube	1	9.2	4	0	1	1	1	1	1	0	0	2	2,019
1,905	other	22	male	clinic	rural	34	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,906	nurse	41	female	community	urban	4	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
1,907	other	41	female	health_centre	rural	2	0	0	0	0	1	hiv_management	interactive	youtube	1	11.4	4	0	0	0	1	1	0	1	0	4	2,023
1,908	chw	36	female	tertiary	rural	3	1	1	0	1	0	emergency_care	text_module	none	0	0	0	0	0	0	1	0	1	0	0	0	2,021
1,909	clinical_officer	31	female	health_centre	remote	0	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
1,910	doctor	52	female	clinic	remote	1	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
1,911	chw	48	male	health_centre	remote	12	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,912	nurse	20	female	tertiary	urban	7	0	0	0	0	0	other	video	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
1,913	clinical_officer	38	male	clinic	remote	5	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,914	nurse	36	female	health_centre	remote	13	0	0	0	0	0	hiv_management	simulation	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
1,915	nurse	52	male	community	rural	2	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,916	clinical_officer	42	female	community	rural	6	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,021
1,917	lab_tech	20	female	clinic	remote	7	1	0	0	0	0	mental_health	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
1,918	nurse	20	female	district	urban	16	0	0	1	0	0	lab_techniques	text_module	none	0	0	0	0	0	1	0	1	1	0	0	0	2,022
1,919	clinical_officer	48	female	health_centre	urban	1	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
1,920	chw	20	female	clinic	urban	0	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,921	lab_tech	40	male	clinic	remote	19	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
1,922	clinical_officer	35	male	community	rural	4	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,923	nurse	33	female	district	remote	0	0	0	0	0	1	other	blended	openwho	1	7	2	0	0	1	1	1	0	1	0	2	2,022
1,924	chw	39	male	district	rural	7	0	1	0	0	1	hiv_management	interactive	moodle	0	0	0	0	0	0	1	1	1	0	0	0	2,020
1,925	nurse	33	female	health_centre	peri_urban	9	1	0	1	1	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	0	0	2,022
1,926	lab_tech	47	male	district	rural	10	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
1,927	nurse	20	female	clinic	rural	14	0	0	0	0	0	leadership	blended	none	0	0	0	0	1	0	1	1	0	0	0	0	2,022
1,928	nurse	25	female	community	remote	2	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
1,929	chw	37	female	tertiary	urban	2	1	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
1,930	lab_tech	30	male	clinic	rural	16	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
1,931	chw	44	male	health_centre	remote	3	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
1,932	nurse	48	female	community	urban	1	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
1,933	nurse	20	male	health_centre	urban	8	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	1	0	1	1	0	0	0	0	2,019
1,934	nurse	52	female	community	urban	0	0	0	0	0	0	leadership	video	none	0	0	0	0	1	1	1	1	0	1	0	0	2,023
1,935	nurse	29	male	community	rural	32	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,936	midwife	56	female	community	remote	4	0	1	0	0	0	other	interactive	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
1,937	doctor	36	female	tertiary	urban	0	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
1,938	midwife	45	male	health_centre	urban	10	0	0	0	0	1	data_management	blended	youtube	1	8.1	6	1	0	1	1	1	1	0	0	6	2,019
1,939	doctor	35	female	health_centre	rural	11	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,940	nurse	32	female	district	rural	0	1	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
1,941	chw	38	male	health_centre	rural	3	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,942	lab_tech	55	female	community	remote	4	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
1,943	nurse	30	female	community	remote	0	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,944	clinical_officer	20	female	community	peri_urban	5	1	0	0	1	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	0	1	1	0	0	2,021
1,945	nurse	40	male	clinic	remote	4	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	1	1	0	1	0	2,021
1,946	pharmacist	30	male	health_centre	urban	15	1	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
1,947	other	54	female	community	remote	8	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	1	0	1	1	0	0	0	0	2,022
1,948	nurse	39	female	clinic	rural	4	0	0	0	0	1	hiv_management	blended	youtube	1	10.1	4	0	0	0	1	1	0	1	1	3	2,020
1,949	nurse	40	male	health_centre	peri_urban	5	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
1,950	chw	20	female	health_centre	rural	0	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
1,951	chw	61	female	community	peri_urban	9	1	0	1	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	1	0	0	1	0	2,022
1,952	chw	35	male	clinic	peri_urban	9	1	0	0	1	1	data_management	text_module	custom	1	2.1	4	0	0	0	1	0	0	0	0	5	2,023
1,953	clinical_officer	29	male	community	peri_urban	0	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,021
1,954	nurse	22	female	district	urban	5	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,955	nurse	28	male	clinic	peri_urban	7	0	0	1	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	2,022
1,956	nurse	23	female	health_centre	rural	3	1	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,957	nurse	33	male	district	peri_urban	56	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
1,958	other	32	female	clinic	remote	3	0	1	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,959	nurse	35	male	health_centre	rural	7	0	0	1	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
1,960	midwife	43	male	district	rural	26	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,961	lab_tech	27	male	district	peri_urban	1	0	0	0	0	0	leadership	blended	none	0	0	0	0	1	1	1	1	0	0	1	0	2,021
1,962	lab_tech	40	female	community	urban	12	1	0	0	1	0	other	blended	none	0	0	0	0	0	0	1	0	0	1	1	0	2,019
1,963	chw	31	male	clinic	urban	0	1	0	1	1	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	0	0	2,022
1,964	midwife	28	female	health_centre	remote	3	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
1,965	chw	49	female	health_centre	rural	8	0	0	0	0	0	leadership	blended	none	0	0	0	0	1	0	1	1	0	1	0	0	2,022
1,966	doctor	35	male	clinic	urban	0	1	0	0	0	1	lab_techniques	text_module	whatsapp	1	4.7	2	1	0	0	1	1	0	0	1	5	2,022
1,967	nurse	30	male	clinic	peri_urban	28	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
1,968	midwife	31	female	community	remote	0	1	0	0	1	0	leadership	blended	none	0	0	0	0	0	1	1	0	0	0	0	0	2,022
1,969	lab_tech	20	female	health_centre	rural	8	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,970	chw	24	female	community	remote	14	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
1,971	doctor	20	female	district	rural	17	0	1	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	1	1	1	0	2,023
1,972	chw	20	male	community	urban	4	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,973	nurse	41	female	community	urban	3	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,974	midwife	35	male	health_centre	peri_urban	19	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
1,975	doctor	28	female	district	rural	19	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
1,976	chw	46	female	health_centre	remote	15	1	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
1,977	other	27	female	health_centre	remote	3	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	1	1	1	0	0	0	0	2,019
1,978	other	26	male	health_centre	urban	28	0	1	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,979	midwife	26	male	tertiary	remote	4	1	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	1	0	2,020
1,980	nurse	26	male	district	remote	18	0	1	1	0	0	lab_techniques	simulation	none	0	0	0	0	0	0	0	1	0	1	0	0	2,019
1,981	nurse	44	female	tertiary	peri_urban	2	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	1	0	2,020
1,982	nurse	47	male	health_centre	urban	10	1	0	1	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	1	0	1	0	0	2,020
1,983	clinical_officer	40	female	district	urban	20	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
1,984	lab_tech	55	female	community	urban	42	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
1,985	nurse	24	female	clinic	urban	3	0	1	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,986	lab_tech	48	female	health_centre	urban	25	0	1	1	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	2,021
1,987	lab_tech	22	female	health_centre	rural	1	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
1,988	chw	32	male	community	rural	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
1,989	other	53	male	health_centre	peri_urban	2	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,990	nurse	42	female	health_centre	peri_urban	2	0	0	1	0	1	mental_health	whatsapp_group	custom	0	0	0	0	0	0	0	1	0	0	0	0	2,023
1,991	other	46	male	community	rural	4	0	0	1	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	1	0	1	0	0	0	0	2,022
1,992	doctor	45	female	clinic	peri_urban	13	1	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,993	pharmacist	20	female	health_centre	peri_urban	0	1	0	1	0	0	leadership	video	none	0	0	0	0	0	0	0	1	0	1	1	0	2,023
1,994	nurse	37	male	health_centre	remote	2	1	0	0	1	1	mental_health	interactive	youtube	0	0	0	0	0	0	1	0	0	0	0	0	2,019
1,995	clinical_officer	51	male	district	urban	2	0	1	0	0	1	lab_techniques	text_module	openwho	1	5.2	7	0	0	0	1	1	1	0	0	3	2,021
1,996	chw	27	female	health_centre	remote	3	0	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	1	0	1	0	1	0	0	2,020
1,997	other	34	male	clinic	peri_urban	6	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
1,998	clinical_officer	36	female	community	peri_urban	0	0	0	0	0	1	data_management	mobile_app	other	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,999	nurse	24	male	community	rural	17	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
2,000	nurse	33	female	district	rural	4	1	1	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	1	1	0	1	0	2,019

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