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
5,101	lab_tech	30	male	district	rural	34	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
5,102	nurse	35	male	district	peri_urban	1	0	0	0	0	0	infection_prevention	simulation	none	0	0	0	0	0	0	1	1	1	0	1	0	2,021
5,103	lab_tech	20	male	health_centre	peri_urban	8	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	1	1	1	0	1	1	0	2,023
5,104	other	48	male	community	urban	8	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,105	nurse	36	female	health_centre	rural	5	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
5,106	lab_tech	36	female	health_centre	rural	18	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
5,107	nurse	34	female	tertiary	rural	3	0	0	0	0	1	clinical_skills	mobile_app	openwho	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,108	nurse	24	male	district	peri_urban	9	0	0	1	0	0	leadership	blended	none	0	0	0	0	0	1	0	1	0	0	0	0	2,023
5,109	chw	21	female	district	peri_urban	2	1	0	0	0	1	maternal_health	interactive	moodle	1	8.5	3	1	0	1	1	1	1	0	0	3	2,023
5,110	nurse	30	male	health_centre	remote	3	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
5,111	clinical_officer	34	male	tertiary	rural	0	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,112	chw	33	female	community	urban	4	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,113	clinical_officer	33	male	clinic	remote	7	0	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,020
5,114	midwife	50	female	health_centre	rural	5	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	1	0	1	1	1	0	0	2,019
5,115	chw	28	female	clinic	peri_urban	5	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
5,116	nurse	45	female	health_centre	remote	2	1	1	0	0	0	mental_health	interactive	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
5,117	chw	35	female	health_centre	remote	9	0	0	0	0	0	data_management	interactive	none	0	0	0	0	1	0	1	1	0	0	0	0	2,020
5,118	chw	26	female	health_centre	urban	0	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	1	0	1	1	1	0	0	0	2,023
5,119	chw	42	male	health_centre	peri_urban	5	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
5,120	nurse	20	female	district	rural	8	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
5,121	chw	20	female	tertiary	urban	15	0	1	1	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	2,022
5,122	clinical_officer	38	female	tertiary	rural	8	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,123	lab_tech	35	female	health_centre	peri_urban	3	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,124	nurse	37	female	clinic	urban	8	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,125	clinical_officer	50	female	health_centre	urban	1	0	0	1	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	1	0	2,022
5,126	midwife	26	female	district	rural	4	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	1	1	1	1	0	1	0	0	2,023
5,127	chw	33	male	district	peri_urban	7	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
5,128	nurse	20	male	health_centre	urban	4	0	0	0	0	1	data_management	whatsapp_group	custom	1	12	2	1	0	0	1	1	0	1	0	1	2,022
5,129	nurse	38	male	district	remote	5	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,130	pharmacist	41	female	tertiary	peri_urban	44	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,131	chw	20	male	community	urban	20	1	0	0	1	1	data_management	mobile_app	other	1	6.7	3	0	0	0	1	0	0	0	0	5	2,021
5,132	clinical_officer	38	male	community	remote	2	1	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	2,023
5,133	other	35	male	tertiary	urban	0	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	1	1	1	1	0	1	0	2,022
5,134	clinical_officer	58	female	district	rural	3	1	0	0	1	0	other	mobile_app	none	0	0	0	0	0	0	1	0	0	0	0	0	2,020
5,135	nurse	43	male	clinic	rural	24	1	0	0	0	0	leadership	simulation	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
5,136	lab_tech	38	female	district	remote	5	0	1	0	0	1	clinical_skills	blended	openwho	1	23.4	3	0	1	0	1	1	0	0	0	2	2,022
5,137	midwife	22	male	district	rural	13	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
5,138	doctor	42	male	district	rural	10	0	1	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,139	nurse	25	female	district	remote	1	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,140	midwife	33	female	community	remote	0	0	0	0	0	1	maternal_health	text_module	openwho	0	0	0	0	0	0	1	1	0	0	1	0	2,020
5,141	other	42	female	community	peri_urban	0	0	1	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,142	chw	28	female	community	urban	6	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
5,143	lab_tech	35	male	community	rural	12	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	0	1	0	2,020
5,144	nurse	62	female	community	rural	2	1	0	0	1	0	mental_health	interactive	none	0	0	0	0	0	1	1	0	1	0	0	0	2,022
5,145	lab_tech	20	male	community	rural	1	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,146	nurse	39	male	health_centre	peri_urban	2	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
5,147	doctor	55	male	community	rural	4	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
5,148	nurse	38	female	health_centre	urban	21	1	0	0	0	0	data_management	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
5,149	nurse	39	female	community	peri_urban	7	0	0	1	0	0	clinical_skills	interactive	none	0	0	0	0	1	0	0	1	0	0	0	0	2,020
5,150	other	34	male	health_centre	urban	43	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
5,151	doctor	44	male	community	rural	2	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
5,152	chw	48	female	tertiary	remote	15	0	1	0	0	1	clinical_skills	blended	other	1	28.9	3	1	0	0	1	1	0	1	0	7	2,021
5,153	nurse	20	male	clinic	urban	17	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,154	chw	45	male	district	urban	0	0	1	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	1	1	1	1	1	0	0	2,023
5,155	nurse	35	female	tertiary	rural	8	0	1	1	0	1	data_management	text_module	other	1	5.8	5	1	0	0	0	1	1	0	0	1	2,020
5,156	nurse	45	male	health_centre	rural	0	0	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,157	chw	38	male	health_centre	urban	2	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	1	0	1	1	0	0	0	0	2,021
5,158	pharmacist	30	female	health_centre	rural	1	1	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,159	nurse	36	male	district	peri_urban	11	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,160	chw	30	female	health_centre	urban	0	0	1	0	0	0	leadership	video	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
5,161	clinical_officer	30	female	district	peri_urban	8	0	0	1	0	1	clinical_skills	blended	youtube	1	6.8	5	1	0	1	0	1	0	0	0	6	2,021
5,162	doctor	27	female	health_centre	rural	0	1	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
5,163	doctor	37	female	district	rural	3	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
5,164	clinical_officer	37	female	community	peri_urban	16	1	0	0	1	0	maternal_health	blended	none	0	0	0	0	0	0	1	0	0	1	1	0	2,022
5,165	doctor	33	female	clinic	remote	8	0	0	1	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
5,166	chw	21	male	clinic	remote	11	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	1	0	1	1	0	2,020
5,167	chw	36	female	clinic	rural	10	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
5,168	other	40	female	health_centre	rural	0	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
5,169	clinical_officer	20	male	district	remote	8	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
5,170	chw	33	female	clinic	peri_urban	7	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
5,171	midwife	27	male	health_centre	remote	11	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
5,172	nurse	39	female	health_centre	rural	3	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,173	other	41	female	health_centre	urban	0	1	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
5,174	midwife	32	male	health_centre	remote	1	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,175	other	30	male	health_centre	remote	6	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	1	1	1	0	0	2,022
5,176	nurse	46	male	health_centre	peri_urban	10	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,177	chw	37	male	community	urban	11	0	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
5,178	lab_tech	20	female	district	rural	3	1	1	0	1	0	hiv_management	interactive	none	0	0	0	0	0	0	1	0	0	1	0	0	2,022
5,179	pharmacist	45	male	health_centre	remote	22	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
5,180	doctor	39	female	clinic	peri_urban	11	1	1	0	0	0	other	blended	none	0	0	0	0	0	1	1	1	1	1	0	0	2,023
5,181	nurse	54	male	clinic	urban	8	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,019
5,182	doctor	33	female	clinic	remote	1	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
5,183	nurse	31	male	health_centre	remote	9	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	1	1	1	1	1	0	0	2,020
5,184	chw	37	male	community	remote	11	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,185	midwife	37	female	clinic	rural	2	1	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
5,186	chw	48	female	community	urban	11	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
5,187	nurse	37	female	health_centre	rural	3	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,188	nurse	20	male	health_centre	urban	2	1	0	0	1	0	clinical_skills	blended	none	0	0	0	0	0	0	1	0	0	1	0	0	2,023
5,189	doctor	27	female	health_centre	urban	2	1	0	1	0	0	data_management	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	2,023
5,190	other	47	female	clinic	rural	0	1	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
5,191	chw	37	female	community	urban	31	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
5,192	doctor	20	female	tertiary	remote	3	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	1	1	1	1	0	0	0	0	2,020
5,193	clinical_officer	28	male	community	urban	6	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,021
5,194	pharmacist	38	female	district	remote	0	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,195	nurse	38	male	district	remote	1	1	1	1	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	1	0	1	0	0	0	0	2,022
5,196	midwife	25	male	community	rural	4	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,197	chw	32	female	clinic	urban	9	1	1	0	0	0	mental_health	blended	none	0	0	0	0	1	1	1	1	1	0	0	0	2,020
5,198	chw	24	female	community	peri_urban	6	0	0	1	0	0	other	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	2,023
5,199	other	36	female	district	urban	4	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,200	nurse	47	female	district	peri_urban	3	0	0	1	0	1	maternal_health	text_module	openwho	1	4	8	1	0	0	0	1	0	1	0	3	2,020

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