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	knowledge_improved int64	confidence_improved int64	peer_sharing 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
3,101	nurse	30	male	district	remote	6	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,019
3,102	midwife	36	female	health_centre	urban	11	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
3,103	nurse	46	male	clinic	rural	3	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
3,104	other	48	female	tertiary	rural	3	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
3,105	nurse	38	female	community	peri_urban	1	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,106	other	31	female	health_centre	peri_urban	1	0	0	0	0	1	other	blended	youtube	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
3,107	lab_tech	57	female	clinic	peri_urban	7	1	0	0	0	1	infection_prevention	text_module	other	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
3,108	other	36	female	district	rural	1	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,109	chw	31	female	community	urban	5	0	1	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
3,110	midwife	33	female	community	remote	1	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
3,111	doctor	32	female	clinic	rural	3	1	0	0	1	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	2,022
3,112	nurse	20	female	district	rural	0	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
3,113	other	31	male	clinic	peri_urban	3	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
3,114	midwife	42	male	district	remote	6	1	0	0	0	1	data_management	blended	custom	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,115	clinical_officer	39	female	clinic	remote	18	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,116	nurse	32	male	health_centre	urban	0	1	0	0	1	1	emergency_care	simulation	custom	1	1	10.2	2	1	0	1	0	0	1	0	0	0	0	5	2,020
3,117	chw	32	female	clinic	peri_urban	5	0	0	1	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,020
3,118	nurse	36	female	community	rural	5	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,021
3,119	doctor	35	male	community	peri_urban	1	1	0	0	1	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	2,020
3,120	nurse	20	male	tertiary	rural	4	0	1	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,121	midwife	33	female	community	peri_urban	4	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,122	nurse	33	female	community	rural	3	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
3,123	doctor	35	male	clinic	rural	0	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
3,124	nurse	20	female	clinic	urban	1	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,125	chw	20	female	clinic	remote	4	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
3,126	other	41	male	district	rural	25	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,127	nurse	43	female	clinic	rural	23	1	0	1	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	1	0	1	0	0	2,022
3,128	chw	21	female	clinic	urban	0	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
3,129	nurse	23	female	health_centre	remote	0	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
3,130	chw	65	male	clinic	urban	19	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
3,131	nurse	45	female	clinic	urban	8	0	0	0	0	1	other	text_module	other	1	0	3.9	4	0	1	0	1	0	1	1	1	0	1	1	2,021
3,132	chw	26	male	clinic	urban	4	1	1	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
3,133	doctor	41	female	health_centre	remote	8	0	0	0	0	1	maternal_health	mobile_app	whatsapp	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
3,134	midwife	33	female	health_centre	peri_urban	5	0	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,023
3,135	pharmacist	41	female	tertiary	peri_urban	1	1	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
3,136	clinical_officer	25	female	district	remote	4	1	0	0	0	1	hiv_management	whatsapp_group	custom	1	0	2.5	3	0	1	0	0	1	1	1	0	0	1	3	2,023
3,137	chw	26	female	tertiary	rural	0	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
3,138	doctor	50	female	clinic	remote	4	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,139	lab_tech	36	female	district	urban	2	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,140	lab_tech	39	male	district	urban	6	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,023
3,141	doctor	30	male	district	rural	9	0	0	0	0	0	mental_health	video	none	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,020
3,142	other	24	female	health_centre	rural	9	0	0	0	0	1	data_management	text_module	whatsapp	1	0	2.4	5	0	0	0	0	0	1	1	1	1	0	3	2,023
3,143	nurse	44	female	district	rural	5	1	0	0	1	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	2,023
3,144	chw	38	male	community	remote	8	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,145	lab_tech	36	female	health_centre	urban	16	1	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,021
3,146	doctor	20	female	district	rural	13	1	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
3,147	midwife	39	male	clinic	urban	5	1	1	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	0	0	1	1	0	1	0	2,021
3,148	lab_tech	33	female	health_centre	rural	0	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	0	1	1	0	0	0	2,023
3,149	clinical_officer	26	male	clinic	peri_urban	8	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
3,150	other	45	female	health_centre	remote	5	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
3,151	chw	31	male	clinic	urban	9	1	0	1	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,019
3,152	chw	30	female	health_centre	urban	16	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,021
3,153	midwife	21	male	district	remote	11	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
3,154	chw	44	female	health_centre	remote	0	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
3,155	chw	20	male	health_centre	remote	4	0	0	1	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
3,156	nurse	20	male	tertiary	remote	0	1	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
3,157	chw	35	male	health_centre	remote	7	1	0	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
3,158	nurse	40	female	clinic	urban	6	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
3,159	lab_tech	23	female	health_centre	remote	1	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,021
3,160	lab_tech	26	male	health_centre	urban	15	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
3,161	midwife	29	female	clinic	rural	7	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,019
3,162	lab_tech	25	male	district	remote	17	0	1	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
3,163	chw	36	male	community	rural	2	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
3,164	lab_tech	43	male	community	urban	7	1	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
3,165	lab_tech	30	female	clinic	urban	3	1	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,023
3,166	chw	45	male	health_centre	urban	1	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	0	0	1	0	1	0	0	2,022
3,167	lab_tech	29	female	district	urban	10	1	0	0	1	1	infection_prevention	interactive	openwho	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	2,023
3,168	nurse	48	male	community	rural	3	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
3,169	other	41	male	district	remote	2	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
3,170	nurse	35	female	tertiary	remote	10	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
3,171	doctor	42	male	clinic	peri_urban	1	1	0	0	0	1	maternal_health	whatsapp_group	youtube	1	0	11.5	3	0	0	0	0	0	1	1	1	0	0	6	2,022
3,172	nurse	29	female	community	peri_urban	6	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,173	chw	40	female	health_centre	urban	3	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
3,174	lab_tech	37	male	tertiary	urban	5	0	0	1	0	1	maternal_health	mobile_app	whatsapp	1	0	3.9	4	0	0	0	0	0	0	1	1	0	0	4	2,019
3,175	midwife	40	male	tertiary	remote	3	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
3,176	other	42	female	clinic	peri_urban	4	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
3,177	chw	41	male	clinic	urban	32	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,020
3,178	clinical_officer	42	female	community	peri_urban	4	0	0	0	0	1	maternal_health	blended	custom	1	0	1.6	5	0	1	0	0	0	1	1	1	0	1	5	2,021
3,179	chw	46	female	health_centre	urban	0	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,180	chw	27	female	health_centre	remote	56	1	0	1	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
3,181	lab_tech	33	male	clinic	remote	5	0	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,182	lab_tech	27	female	health_centre	rural	21	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
3,183	chw	36	female	clinic	urban	8	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,019
3,184	lab_tech	35	female	community	remote	4	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,023
3,185	clinical_officer	47	male	health_centre	rural	0	1	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,022
3,186	lab_tech	39	male	district	peri_urban	6	1	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,019
3,187	midwife	43	female	community	urban	1	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	0	1	1	1	1	0	2,023
3,188	other	52	male	health_centre	peri_urban	3	0	0	1	0	1	lab_techniques	blended	youtube	1	0	6.8	4	0	0	0	0	0	0	1	0	0	0	6	2,022
3,189	chw	30	female	clinic	peri_urban	10	1	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,020
3,190	nurse	21	male	clinic	remote	25	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,023
3,191	chw	38	female	health_centre	peri_urban	16	1	0	1	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
3,192	nurse	46	male	tertiary	peri_urban	3	1	0	0	0	1	hiv_management	text_module	youtube	1	0	4.1	3	0	0	0	0	0	1	1	0	0	0	5	2,021
3,193	lab_tech	47	male	clinic	rural	0	1	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,020
3,194	clinical_officer	40	female	health_centre	urban	23	0	0	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,022
3,195	chw	33	male	health_centre	peri_urban	8	1	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
3,196	lab_tech	30	male	health_centre	remote	16	1	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,019
3,197	midwife	30	male	clinic	peri_urban	8	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,198	nurse	32	male	health_centre	peri_urban	4	0	0	0	0	1	lab_techniques	video	youtube	0	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,020
3,199	midwife	35	female	community	rural	6	0	1	1	0	0	other	blended	none	0	0	0	0	0	0	0	1	1	0	1	0	1	0	0	2,021
3,200	other	27	female	health_centre	remote	2	1	0	0	1	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	2,020

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