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	elearning_access int64	training_topic string	learning_format string	platform string	course_started int64	course_completed int64	hours_studied float64	modules_completed int64	assessment_passed int64	certification_earned 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
6,101	chw	49	female	district	rural	0	0	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
6,102	pharmacist	28	female	community	rural	2	1	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,103	clinical_officer	46	female	district	urban	11	0	0	1	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,019
6,104	midwife	37	male	health_centre	urban	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
6,105	midwife	35	male	health_centre	rural	13	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,022
6,106	nurse	41	male	community	urban	5	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,107	nurse	41	female	clinic	remote	8	0	0	1	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
6,108	clinical_officer	33	female	health_centre	rural	5	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
6,109	nurse	40	female	community	rural	3	0	0	1	0	other	mobile_app	none	0	0	0	0	0	0	0	0	1	0	1	0	0	1	0	2,023
6,110	nurse	27	female	community	remote	2	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
6,111	other	23	female	community	rural	13	0	0	1	1	maternal_health	interactive	openwho	1	1	2	3	1	1	1	0	0	0	1	1	1	0	6	2,023
6,112	nurse	37	female	health_centre	urban	5	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
6,113	chw	30	male	health_centre	peri_urban	1	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
6,114	lab_tech	40	female	health_centre	urban	0	1	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,115	midwife	40	female	community	peri_urban	7	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
6,116	clinical_officer	26	male	health_centre	urban	15	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,022
6,117	doctor	28	male	clinic	rural	17	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,019
6,118	nurse	27	male	community	rural	10	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,119	clinical_officer	48	female	clinic	peri_urban	17	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
6,120	midwife	44	female	clinic	rural	6	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,121	doctor	45	male	clinic	remote	7	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
6,122	clinical_officer	41	male	clinic	urban	11	0	0	1	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
6,123	clinical_officer	30	male	health_centre	peri_urban	6	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
6,124	nurse	34	male	clinic	peri_urban	11	0	0	1	0	lab_techniques	video	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,020
6,125	nurse	24	female	district	urban	3	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
6,126	chw	37	female	health_centre	peri_urban	0	1	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
6,127	chw	37	female	clinic	peri_urban	8	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	0	1	1	1	1	1	0	2,022
6,128	lab_tech	38	female	district	rural	2	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
6,129	chw	24	female	district	urban	15	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	1	1	1	0	0	2,020
6,130	lab_tech	26	female	clinic	rural	2	0	0	0	0	other	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,022
6,131	lab_tech	36	female	health_centre	peri_urban	2	0	0	0	1	hiv_management	mobile_app	openwho	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,021
6,132	nurse	24	female	health_centre	peri_urban	10	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
6,133	lab_tech	20	female	health_centre	rural	9	0	1	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	1	0	1	0	2,019
6,134	doctor	36	female	district	rural	18	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
6,135	nurse	28	female	district	remote	1	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,136	nurse	46	male	district	rural	8	1	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
6,137	nurse	28	male	clinic	rural	12	0	0	0	0	other	video	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
6,138	other	21	female	district	rural	3	0	1	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,139	doctor	27	female	clinic	peri_urban	1	0	0	1	1	maternal_health	text_module	whatsapp	0	0	0	0	0	0	0	1	0	0	1	0	1	0	0	2,021
6,140	nurse	55	female	clinic	urban	1	0	0	0	1	leadership	mobile_app	custom	1	0	3.5	2	0	0	1	0	0	1	1	0	1	0	3	2,022
6,141	clinical_officer	23	female	clinic	remote	26	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,021
6,142	other	37	female	clinic	peri_urban	28	1	1	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,023
6,143	nurse	48	female	district	rural	1	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
6,144	chw	27	male	clinic	remote	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
6,145	other	41	male	health_centre	urban	21	0	0	0	1	data_management	text_module	other	1	0	1.4	4	0	0	0	0	0	1	1	1	1	0	4	2,020
6,146	nurse	30	female	health_centre	peri_urban	4	0	0	1	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,023
6,147	pharmacist	31	female	district	urban	7	1	1	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,148	chw	43	female	tertiary	rural	6	0	0	0	1	data_management	text_module	openwho	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,149	chw	38	male	community	peri_urban	0	0	0	1	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,020
6,150	chw	24	male	clinic	urban	4	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,151	doctor	40	female	district	urban	5	1	0	1	1	lab_techniques	blended	whatsapp	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,019
6,152	doctor	53	male	district	peri_urban	2	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,023
6,153	nurse	50	male	clinic	urban	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
6,154	doctor	37	male	health_centre	urban	1	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
6,155	doctor	41	male	community	peri_urban	2	1	0	0	1	emergency_care	whatsapp_group	other	1	0	10.1	4	0	0	0	0	0	1	1	1	1	0	4	2,022
6,156	nurse	36	female	community	peri_urban	18	1	0	1	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
6,157	nurse	48	female	health_centre	remote	16	1	0	1	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,019
6,158	chw	48	male	health_centre	remote	1	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,020
6,159	other	20	male	clinic	remote	15	1	0	1	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,019
6,160	clinical_officer	28	male	health_centre	urban	6	0	0	1	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	1	0	1	1	0	0	0	2,023
6,161	clinical_officer	47	female	health_centre	rural	5	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,162	doctor	32	female	community	peri_urban	2	0	0	1	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	1	0	1	1	0	0	0	2,022
6,163	other	39	male	clinic	rural	2	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
6,164	other	39	female	community	remote	5	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
6,165	nurse	32	male	health_centre	rural	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
6,166	doctor	38	female	community	rural	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,022
6,167	chw	59	female	district	peri_urban	22	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
6,168	nurse	32	male	clinic	remote	5	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
6,169	chw	39	female	community	rural	1	0	0	1	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,021
6,170	midwife	50	female	health_centre	remote	20	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,023
6,171	midwife	43	male	community	rural	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
6,172	chw	20	male	clinic	urban	1	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,173	lab_tech	43	male	community	remote	6	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
6,174	lab_tech	25	female	community	remote	2	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
6,175	chw	51	female	clinic	remote	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
6,176	midwife	33	female	community	rural	5	0	0	0	0	emergency_care	simulation	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,177	chw	33	female	tertiary	remote	12	1	1	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,022
6,178	clinical_officer	41	male	health_centre	remote	7	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
6,179	nurse	25	male	district	remote	6	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	1	0	1	1	0	1	1	0	2,020
6,180	clinical_officer	35	female	district	remote	8	0	1	0	0	leadership	video	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,023
6,181	chw	43	male	health_centre	peri_urban	2	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,019
6,182	chw	37	female	health_centre	peri_urban	2	0	0	1	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,020
6,183	nurse	43	male	health_centre	rural	6	0	0	0	0	other	video	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
6,184	lab_tech	52	male	health_centre	rural	16	0	1	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
6,185	chw	34	male	health_centre	urban	14	0	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,186	midwife	39	female	tertiary	urban	3	0	1	1	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,022
6,187	lab_tech	37	male	health_centre	remote	3	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
6,188	other	28	female	tertiary	rural	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,023
6,189	other	35	female	tertiary	rural	1	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,190	chw	24	female	clinic	urban	6	0	0	1	1	hiv_management	blended	whatsapp	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
6,191	other	41	male	health_centre	rural	3	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	0	1	0	2,021
6,192	nurse	41	female	health_centre	urban	8	0	0	1	0	other	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,023
6,193	other	37	female	community	peri_urban	41	0	0	1	1	other	text_module	youtube	1	1	35.7	6	1	0	0	0	0	0	1	1	1	0	3	2,023
6,194	clinical_officer	50	female	district	rural	5	1	0	0	1	infection_prevention	text_module	other	1	0	5.3	5	0	0	1	0	0	1	1	0	0	0	4	2,021
6,195	clinical_officer	20	male	community	peri_urban	21	1	1	1	0	other	blended	none	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	2,021
6,196	chw	24	female	clinic	urban	3	1	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,019
6,197	midwife	23	female	district	peri_urban	3	1	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
6,198	chw	26	male	health_centre	urban	6	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,199	nurse	31	female	community	remote	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	0	1	1	1	1	0	0	2,023
6,200	chw	36	female	health_centre	peri_urban	6	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023

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