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
9,101	midwife	41	female	district	peri_urban	0	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	1	0	1	1	0	1	0	0	2,020
9,102	nurse	27	female	tertiary	rural	1	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,103	other	43	female	community	urban	1	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
9,104	clinical_officer	39	male	health_centre	rural	3	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,105	nurse	39	male	clinic	remote	3	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
9,106	clinical_officer	20	male	clinic	urban	1	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,107	midwife	20	female	health_centre	rural	7	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
9,108	nurse	43	female	community	peri_urban	0	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
9,109	midwife	49	female	clinic	rural	5	0	0	0	0	1	other	text_module	whatsapp	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,110	midwife	56	female	district	rural	4	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	1	0	1	1	1	1	0	0	2,023
9,111	midwife	53	female	health_centre	rural	2	1	0	0	1	0	lab_techniques	blended	none	0	0	0	0	0	0	1	0	0	1	0	0	2,021
9,112	midwife	37	male	district	peri_urban	1	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,113	midwife	24	female	district	urban	6	1	1	1	1	0	leadership	text_module	none	0	0	0	0	0	1	0	0	0	1	0	0	2,022
9,114	pharmacist	40	male	community	urban	3	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
9,115	midwife	35	female	district	remote	5	1	0	0	1	0	maternal_health	text_module	none	0	0	0	0	0	0	1	0	0	0	1	0	2,023
9,116	pharmacist	30	female	district	urban	3	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
9,117	clinical_officer	40	female	clinic	urban	3	1	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
9,118	nurse	39	female	district	urban	1	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
9,119	midwife	44	female	health_centre	rural	2	0	0	0	0	0	other	simulation	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,120	chw	36	male	community	rural	0	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
9,121	nurse	47	female	district	rural	1	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
9,122	midwife	46	female	health_centre	urban	0	0	0	1	0	0	infection_prevention	interactive	none	0	0	0	0	0	1	0	1	1	1	0	0	2,019
9,123	chw	24	male	clinic	rural	20	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,124	nurse	35	female	health_centre	remote	1	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,019
9,125	chw	43	male	district	urban	2	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
9,126	doctor	22	female	community	urban	19	1	1	0	0	0	maternal_health	blended	none	0	0	0	0	0	1	1	1	1	0	0	0	2,023
9,127	doctor	40	female	clinic	peri_urban	5	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
9,128	nurse	38	female	health_centre	peri_urban	8	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
9,129	chw	41	female	clinic	peri_urban	23	1	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
9,130	nurse	31	male	health_centre	rural	8	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,131	nurse	29	female	district	rural	0	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
9,132	nurse	38	female	district	peri_urban	5	0	0	1	0	0	leadership	whatsapp_group	none	0	0	0	0	1	0	0	1	0	0	0	0	2,021
9,133	doctor	37	female	community	peri_urban	18	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
9,134	clinical_officer	49	female	clinic	rural	8	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	1	0	1	1	0	0	0	0	2,020
9,135	chw	30	female	health_centre	remote	19	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
9,136	chw	48	male	district	remote	3	0	1	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,137	chw	37	male	district	rural	6	0	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
9,138	nurse	28	female	health_centre	urban	9	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	1	1	1	1	0	0	0	2,021
9,139	lab_tech	26	female	clinic	rural	0	0	0	0	0	1	clinical_skills	text_module	moodle	0	0	0	0	1	1	1	1	0	0	0	0	2,021
9,140	chw	26	female	community	remote	3	0	1	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
9,141	other	32	female	health_centre	rural	5	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
9,142	other	29	male	health_centre	rural	13	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
9,143	lab_tech	41	female	clinic	rural	1	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
9,144	midwife	47	female	tertiary	remote	15	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,020
9,145	nurse	32	male	tertiary	remote	3	0	0	0	0	1	clinical_skills	interactive	openwho	1	4.8	2	0	0	0	1	1	0	1	0	5	2,021
9,146	clinical_officer	37	female	health_centre	urban	15	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,020
9,147	chw	47	female	district	urban	3	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
9,148	nurse	22	female	health_centre	rural	1	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
9,149	clinical_officer	20	female	health_centre	peri_urban	17	1	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,150	clinical_officer	28	female	community	remote	9	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,019
9,151	chw	20	male	clinic	urban	3	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
9,152	midwife	55	male	health_centre	rural	0	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,153	nurse	38	female	district	rural	1	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,154	nurse	30	female	clinic	urban	0	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
9,155	chw	20	male	health_centre	urban	11	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
9,156	nurse	31	female	community	remote	19	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
9,157	chw	36	female	clinic	rural	0	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
9,158	midwife	33	female	clinic	rural	12	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
9,159	chw	22	male	health_centre	remote	16	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
9,160	lab_tech	31	male	district	rural	23	1	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,161	nurse	39	male	clinic	urban	0	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	1	0	1	0	0	0	0	2,022
9,162	other	39	male	district	urban	16	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
9,163	chw	40	female	health_centre	peri_urban	6	0	0	1	0	1	maternal_health	text_module	moodle	0	0	0	0	0	0	0	1	1	1	0	0	2,020
9,164	nurse	34	male	clinic	rural	4	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
9,165	pharmacist	51	female	health_centre	rural	1	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	1	1	1	0	0	1	0	2,022
9,166	nurse	49	male	community	peri_urban	13	0	0	1	0	0	data_management	text_module	none	0	0	0	0	1	0	0	1	1	1	0	0	2,019
9,167	other	26	female	district	urban	4	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	1	0	1	1	1	0	0	0	2,022
9,168	midwife	30	female	district	urban	3	1	0	1	0	1	lab_techniques	video	whatsapp	1	13	5	1	0	0	0	1	1	0	0	5	2,020
9,169	doctor	41	male	clinic	rural	6	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
9,170	other	35	male	health_centre	urban	3	0	1	0	0	0	infection_prevention	video	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
9,171	other	24	male	clinic	rural	2	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
9,172	pharmacist	20	female	health_centre	peri_urban	7	1	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
9,173	chw	50	male	health_centre	remote	0	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,174	chw	27	female	health_centre	remote	2	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
9,175	nurse	31	male	clinic	remote	12	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
9,176	lab_tech	35	male	community	remote	0	0	0	1	0	0	other	video	none	0	0	0	0	0	0	0	1	1	1	0	0	2,020
9,177	lab_tech	30	female	health_centre	peri_urban	2	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,178	lab_tech	24	male	clinic	peri_urban	5	1	0	0	1	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	0	0	0	1	0	2,021
9,179	nurse	21	male	community	peri_urban	3	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	0	0	1	0	2,020
9,180	lab_tech	38	female	community	remote	3	0	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	1	1	1	0	0	2,022
9,181	midwife	52	female	community	rural	7	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
9,182	other	20	female	tertiary	remote	0	0	0	0	0	0	other	blended	none	0	0	0	0	0	1	1	1	0	0	1	0	2,022
9,183	chw	43	female	district	rural	5	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
9,184	lab_tech	41	female	community	peri_urban	0	0	0	1	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
9,185	doctor	48	female	community	remote	2	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,186	clinical_officer	32	female	community	urban	8	0	1	1	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	1	0	0	1	0	2,022
9,187	nurse	34	male	community	rural	6	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
9,188	midwife	40	female	tertiary	remote	3	0	1	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
9,189	nurse	23	male	health_centre	urban	5	1	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
9,190	nurse	44	female	district	peri_urban	17	1	0	0	1	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	0	0	1	0	0	2,020
9,191	midwife	49	female	health_centre	rural	13	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,192	nurse	20	male	district	remote	22	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	1	1	0	0	2,022
9,193	midwife	28	female	district	urban	29	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
9,194	clinical_officer	44	female	clinic	remote	2	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
9,195	nurse	32	female	clinic	remote	3	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
9,196	midwife	39	female	clinic	urban	0	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
9,197	other	29	female	health_centre	peri_urban	2	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,021
9,198	chw	29	male	clinic	rural	9	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	0	1	0	0	0	0	2,019
9,199	nurse	34	male	clinic	urban	3	0	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	1	0	1	0	0	2,019
9,200	doctor	36	female	clinic	peri_urban	5	0	0	0	0	1	clinical_skills	blended	other	1	3.7	3	1	0	0	1	1	0	1	0	5	2,022

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