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
8,101	other	24	male	district	rural	16	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,020
8,102	other	41	female	health_centre	peri_urban	18	0	1	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
8,103	chw	27	female	tertiary	peri_urban	17	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
8,104	other	31	female	health_centre	remote	15	1	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
8,105	doctor	21	male	community	rural	1	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
8,106	other	47	female	district	peri_urban	13	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
8,107	nurse	30	male	health_centre	urban	4	0	0	1	0	1	hiv_management	text_module	other	0	0	0	0	0	0	0	1	0	1	0	0	2,021
8,108	midwife	29	female	community	rural	22	0	0	0	0	1	lab_techniques	interactive	openwho	0	0	0	0	1	0	1	1	0	1	1	0	2,023
8,109	midwife	28	male	clinic	peri_urban	2	0	0	1	0	0	data_management	video	none	0	0	0	0	0	0	0	1	1	0	0	0	2,023
8,110	chw	36	female	community	urban	4	1	0	0	0	1	emergency_care	text_module	custom	1	3.6	2	1	0	1	1	1	0	1	0	5	2,019
8,111	other	37	male	health_centre	rural	2	1	0	0	0	0	emergency_care	interactive	none	0	0	0	0	1	0	1	1	1	0	0	0	2,022
8,112	midwife	48	male	community	peri_urban	1	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
8,113	clinical_officer	39	female	district	urban	4	1	1	0	1	0	emergency_care	text_module	none	0	0	0	0	0	0	1	0	1	1	0	0	2,023
8,114	other	46	male	community	remote	15	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
8,115	nurse	26	male	district	peri_urban	2	1	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
8,116	lab_tech	47	female	district	rural	3	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
8,117	chw	28	female	health_centre	rural	5	1	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
8,118	doctor	43	male	health_centre	peri_urban	2	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
8,119	other	40	female	district	remote	4	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,021
8,120	midwife	20	female	community	urban	11	0	0	1	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	1	0	2,022
8,121	chw	36	male	clinic	urban	10	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
8,122	nurse	35	female	community	peri_urban	28	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
8,123	nurse	50	male	community	rural	2	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
8,124	chw	34	female	clinic	rural	3	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	1	0	2,020
8,125	doctor	44	female	health_centre	urban	19	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
8,126	nurse	34	female	district	rural	4	1	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,020
8,127	clinical_officer	33	male	clinic	remote	4	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
8,128	lab_tech	21	female	district	urban	3	1	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
8,129	nurse	46	female	clinic	urban	1	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,021
8,130	chw	37	male	clinic	remote	1	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
8,131	nurse	30	male	tertiary	rural	30	0	0	0	0	0	other	simulation	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
8,132	other	28	male	community	remote	6	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
8,133	nurse	47	male	community	rural	11	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
8,134	nurse	25	female	health_centre	urban	4	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
8,135	pharmacist	34	male	district	rural	6	1	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
8,136	chw	23	female	clinic	remote	16	0	0	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	1	0	2,023
8,137	clinical_officer	34	female	district	remote	2	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	1	0	1	1	0	0	0	0	2,022
8,138	nurse	51	male	health_centre	rural	3	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
8,139	pharmacist	30	female	community	urban	2	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
8,140	doctor	21	female	clinic	peri_urban	0	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	1	1	1	1	1	0	0	2,020
8,141	midwife	41	male	health_centre	urban	3	0	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
8,142	other	30	male	health_centre	peri_urban	13	0	0	1	0	0	other	interactive	none	0	0	0	0	0	0	0	1	0	1	0	0	2,019
8,143	nurse	30	female	tertiary	urban	7	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
8,144	nurse	42	female	clinic	urban	4	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
8,145	lab_tech	43	female	tertiary	rural	2	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
8,146	chw	50	female	clinic	rural	4	0	0	0	0	0	other	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
8,147	other	25	male	community	peri_urban	4	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
8,148	nurse	48	female	clinic	rural	18	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
8,149	nurse	41	male	district	urban	2	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
8,150	doctor	31	female	district	remote	5	1	0	0	0	0	maternal_health	simulation	none	0	0	0	0	0	0	1	1	1	1	1	0	2,020
8,151	lab_tech	20	female	district	rural	6	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
8,152	midwife	30	male	clinic	remote	2	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
8,153	chw	29	female	tertiary	remote	3	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
8,154	other	30	female	clinic	peri_urban	5	1	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	2,022
8,155	doctor	24	male	clinic	rural	6	1	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	1	0	1	1	0	0	0	2,022
8,156	lab_tech	40	female	clinic	urban	17	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
8,157	chw	34	male	district	remote	24	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
8,158	chw	37	female	clinic	peri_urban	7	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,019
8,159	nurse	20	female	district	rural	9	0	1	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
8,160	chw	44	female	health_centre	urban	7	0	0	1	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
8,161	clinical_officer	20	male	district	rural	7	0	1	0	0	1	lab_techniques	mobile_app	openwho	1	5.5	5	0	1	0	1	1	1	1	0	5	2,020
8,162	chw	42	female	health_centre	remote	5	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	1	1	1	1	0	0	1	0	2,019
8,163	midwife	35	male	district	peri_urban	6	1	0	0	0	1	clinical_skills	blended	custom	1	6.5	5	0	0	0	1	1	0	1	0	4	2,020
8,164	pharmacist	28	female	health_centre	urban	1	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
8,165	chw	38	male	health_centre	remote	9	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	1	1	1	1	1	0	0	0	2,021
8,166	clinical_officer	26	female	clinic	remote	0	0	1	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
8,167	nurse	32	male	clinic	rural	16	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	2,023
8,168	pharmacist	29	male	district	rural	5	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
8,169	pharmacist	58	male	district	remote	4	0	0	1	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	1	1	1	0	0	2,019
8,170	nurse	43	male	health_centre	remote	3	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
8,171	lab_tech	24	female	tertiary	remote	41	1	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,019
8,172	other	20	female	clinic	peri_urban	13	1	1	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
8,173	clinical_officer	29	female	health_centre	rural	1	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	1	0	1	1	1	1	0	0	2,021
8,174	chw	44	female	community	urban	24	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	0	0	1	0	2,022
8,175	doctor	39	female	tertiary	remote	4	0	1	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
8,176	pharmacist	32	female	district	rural	1	0	1	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
8,177	other	28	female	tertiary	remote	6	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
8,178	midwife	35	female	health_centre	remote	5	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
8,179	other	46	male	district	rural	2	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
8,180	midwife	48	female	health_centre	rural	14	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
8,181	lab_tech	37	female	health_centre	urban	25	0	0	1	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
8,182	chw	20	female	community	remote	15	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
8,183	other	37	male	clinic	rural	6	0	0	0	0	1	hiv_management	blended	moodle	0	0	0	0	0	1	1	1	0	0	0	0	2,020
8,184	midwife	48	male	health_centre	peri_urban	8	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
8,185	lab_tech	26	female	community	rural	0	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
8,186	chw	26	female	health_centre	urban	6	1	1	1	0	0	other	simulation	none	0	0	0	0	1	0	0	1	0	0	0	0	2,022
8,187	nurse	37	male	clinic	peri_urban	0	0	0	1	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	2,023
8,188	midwife	33	male	district	rural	2	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,020
8,189	lab_tech	43	male	health_centre	remote	7	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
8,190	doctor	62	female	health_centre	remote	21	0	1	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	2,020
8,191	midwife	20	female	clinic	peri_urban	10	0	0	1	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	0	2,023
8,192	midwife	42	male	health_centre	remote	12	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
8,193	nurse	39	female	tertiary	rural	27	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	1	1	1	1	1	0	0	2,022
8,194	pharmacist	36	female	clinic	urban	3	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,023
8,195	chw	35	female	health_centre	rural	2	0	1	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
8,196	nurse	29	female	tertiary	remote	9	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
8,197	midwife	34	female	health_centre	urban	17	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	1	0	1	1	0	0	0	0	2,022
8,198	clinical_officer	28	female	health_centre	rural	3	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
8,199	nurse	34	male	health_centre	urban	6	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	1	1	1	0	1	1	0	2,019
8,200	nurse	59	female	clinic	peri_urban	3	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023

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