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
1,001	clinical_officer	38	female	community	rural	9	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
1,002	clinical_officer	35	female	community	remote	23	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
1,003	clinical_officer	43	female	health_centre	remote	0	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,004	nurse	20	male	health_centre	rural	8	0	1	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
1,005	nurse	38	female	clinic	remote	21	0	0	1	0	1	hiv_management	blended	moodle	1	11.2	2	1	0	0	0	1	1	0	0	5	2,021
1,006	nurse	28	female	health_centre	rural	0	1	1	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,007	nurse	20	female	clinic	rural	1	1	1	0	0	1	infection_prevention	text_module	openwho	1	4.9	7	0	0	1	1	1	0	0	0	6	2,020
1,008	clinical_officer	29	female	health_centre	urban	5	0	0	0	0	1	other	mobile_app	openwho	0	0	0	0	0	0	1	1	0	0	0	0	2,020
1,009	lab_tech	31	female	clinic	rural	8	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
1,010	other	33	male	tertiary	remote	0	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,011	lab_tech	27	female	health_centre	peri_urban	12	1	0	0	0	1	mental_health	blended	custom	1	6.6	3	0	0	1	1	1	0	0	0	6	2,023
1,012	clinical_officer	28	female	community	urban	9	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	2,023
1,013	lab_tech	39	female	health_centre	urban	2	0	0	0	0	0	other	interactive	none	0	0	0	0	1	0	1	1	0	0	0	0	2,020
1,014	nurse	32	male	health_centre	rural	1	0	0	0	0	0	other	blended	none	0	0	0	0	1	0	1	1	1	0	0	0	2,021
1,015	other	24	male	district	remote	5	1	1	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,016	chw	34	male	health_centre	remote	2	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,017	other	50	male	community	urban	8	0	1	0	0	0	other	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
1,018	midwife	21	male	district	urban	1	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	2,022
1,019	nurse	24	female	clinic	remote	30	0	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	1	0	0	0	2,022
1,020	chw	46	female	tertiary	rural	2	0	0	1	0	0	data_management	mobile_app	none	0	0	0	0	1	0	0	1	1	0	1	0	2,022
1,021	other	38	female	community	remote	7	0	0	0	0	0	leadership	interactive	none	0	0	0	0	1	0	1	1	1	0	1	0	2,021
1,022	nurse	20	male	district	peri_urban	8	1	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,023	chw	38	female	community	remote	3	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,024	chw	43	male	tertiary	urban	14	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,025	chw	34	female	district	urban	0	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,026	nurse	46	male	health_centre	remote	2	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	1	1	1	1	1	0	0	0	2,023
1,027	nurse	47	female	clinic	peri_urban	4	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	0	1	0	0	0	0	2,022
1,028	clinical_officer	37	male	clinic	urban	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
1,029	doctor	20	male	district	peri_urban	6	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
1,030	chw	49	male	health_centre	remote	5	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	1	1	1	1	1	0	0	2,022
1,031	midwife	41	female	tertiary	rural	2	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,032	pharmacist	20	male	clinic	urban	1	1	0	0	1	0	emergency_care	text_module	none	0	0	0	0	0	1	1	0	0	0	0	0	2,021
1,033	nurse	48	male	community	rural	12	1	0	0	1	0	infection_prevention	blended	none	0	0	0	0	0	0	1	0	1	0	0	0	2,022
1,034	chw	52	female	district	rural	2	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,035	nurse	41	female	health_centre	rural	25	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,036	nurse	32	female	community	rural	6	0	0	0	0	0	leadership	simulation	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
1,037	lab_tech	30	male	tertiary	rural	10	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
1,038	chw	31	female	district	rural	0	0	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
1,039	clinical_officer	54	female	clinic	rural	0	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
1,040	midwife	20	female	district	remote	0	0	1	0	0	1	mental_health	blended	youtube	1	1.7	5	1	0	0	1	1	0	1	0	5	2,023
1,041	chw	42	male	tertiary	rural	4	1	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	1	0	2,023
1,042	chw	44	female	community	urban	6	0	1	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
1,043	chw	44	male	health_centre	rural	6	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
1,044	clinical_officer	22	female	district	rural	16	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	1	0	1	1	0	1	0	0	2,019
1,045	nurse	22	male	clinic	rural	34	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	2,023
1,046	nurse	20	female	health_centre	peri_urban	1	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	2,021
1,047	chw	28	male	community	urban	5	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	1	0	1	1	0	0	0	0	2,021
1,048	doctor	20	female	health_centre	peri_urban	1	0	0	0	0	1	clinical_skills	blended	youtube	0	0	0	0	0	0	1	1	0	0	1	0	2,021
1,049	midwife	35	female	health_centre	urban	1	1	0	0	1	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	0	0	0	0	0	2,022
1,050	chw	35	female	health_centre	peri_urban	9	0	0	0	0	1	maternal_health	video	other	1	11.8	4	1	0	0	1	1	0	1	0	10	2,019
1,051	doctor	46	female	district	urban	12	0	1	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,052	lab_tech	48	female	health_centre	remote	6	1	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,053	clinical_officer	39	female	community	peri_urban	1	1	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,054	chw	41	female	health_centre	urban	3	0	0	1	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	1	0	1	0	0	2,023
1,055	chw	33	female	clinic	peri_urban	5	0	0	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
1,056	nurse	42	female	clinic	urban	5	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,057	doctor	27	female	community	peri_urban	1	1	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
1,058	lab_tech	23	male	clinic	rural	0	1	0	1	0	0	clinical_skills	blended	none	0	0	0	0	1	0	0	1	0	1	0	0	2,021
1,059	lab_tech	41	female	health_centre	remote	5	0	1	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	1	0	1	0	0	0	0	2,023
1,060	chw	39	male	district	remote	4	1	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
1,061	midwife	41	female	district	rural	18	0	1	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	1	0	1	0	2,021
1,062	lab_tech	32	male	community	remote	5	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	1	1	0	1	1	1	0	0	2,021
1,063	lab_tech	36	male	community	urban	4	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
1,064	lab_tech	28	female	clinic	rural	2	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,065	other	37	female	district	rural	2	0	1	0	0	0	other	interactive	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
1,066	other	42	female	community	peri_urban	10	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,067	chw	31	male	health_centre	remote	7	0	1	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
1,068	lab_tech	56	male	health_centre	urban	15	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
1,069	other	38	female	community	peri_urban	10	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
1,070	other	52	female	health_centre	urban	2	0	0	1	0	0	mental_health	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	2,023
1,071	lab_tech	61	male	health_centre	remote	2	1	1	0	0	0	emergency_care	video	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
1,072	nurse	21	female	community	urban	1	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,019
1,073	midwife	35	female	district	rural	10	0	0	0	0	1	hiv_management	text_module	youtube	1	3.4	8	0	0	0	1	1	0	0	1	1	2,023
1,074	midwife	40	male	clinic	urban	8	1	0	1	1	0	infection_prevention	video	none	0	0	0	0	0	1	0	0	1	0	0	0	2,022
1,075	other	39	female	community	rural	3	0	0	0	0	1	other	text_module	youtube	1	3.4	5	1	0	0	1	1	0	0	0	8	2,022
1,076	chw	41	male	tertiary	remote	16	0	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	1	1	1	0	0	2,023
1,077	other	54	female	clinic	urban	13	0	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
1,078	chw	28	male	health_centre	urban	2	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	1	0	1	1	1	0	0	0	2,023
1,079	chw	20	male	clinic	rural	16	0	1	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
1,080	clinical_officer	37	female	community	rural	5	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,081	chw	32	male	health_centre	remote	27	0	0	0	0	1	hiv_management	blended	custom	1	1.9	7	0	0	0	1	1	0	1	1	4	2,023
1,082	nurse	36	female	health_centre	remote	0	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,020
1,083	other	45	male	district	remote	0	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,084	clinical_officer	23	female	district	peri_urban	6	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
1,085	other	28	female	district	remote	11	0	1	0	0	0	other	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,086	pharmacist	36	male	clinic	rural	11	0	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
1,087	clinical_officer	35	female	health_centre	urban	2	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,088	clinical_officer	39	male	district	urban	5	0	1	1	0	1	infection_prevention	video	moodle	1	1.7	3	0	0	0	0	1	0	1	0	6	2,023
1,089	doctor	32	male	health_centre	peri_urban	2	0	0	1	0	1	mental_health	text_module	youtube	1	5	0	0	0	1	0	1	0	1	1	3	2,023
1,090	nurse	39	male	clinic	rural	18	0	0	0	0	1	infection_prevention	text_module	youtube	1	5.2	5	0	0	0	1	1	0	0	0	4	2,023
1,091	chw	36	female	clinic	remote	14	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,092	nurse	46	male	community	rural	3	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
1,093	other	41	male	clinic	rural	11	0	0	0	0	0	maternal_health	simulation	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,094	nurse	36	male	clinic	remote	7	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,095	pharmacist	35	female	health_centre	peri_urban	52	1	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,096	lab_tech	27	female	clinic	urban	7	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
1,097	nurse	40	male	community	rural	0	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
1,098	nurse	40	female	community	urban	17	0	1	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
1,099	midwife	31	male	community	peri_urban	2	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
1,100	nurse	45	male	community	peri_urban	5	0	1	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,019

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