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
5,201	nurse	37	female	health_centre	peri_urban	8	1	0	1	0	0	data_management	blended	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
5,202	midwife	37	male	district	rural	5	0	0	0	0	1	maternal_health	video	other	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,203	nurse	26	female	clinic	remote	3	0	0	0	0	0	leadership	interactive	none	0	0	0	0	1	0	1	1	0	0	0	0	2,022
5,204	midwife	29	female	district	urban	0	1	0	0	0	0	mental_health	blended	none	0	0	0	0	0	1	1	1	0	1	0	0	2,020
5,205	clinical_officer	25	female	tertiary	remote	9	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,206	nurse	43	female	clinic	remote	7	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,207	other	24	female	tertiary	urban	13	1	1	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	1	0	0	1	1	1	1	0	2,023
5,208	clinical_officer	28	female	health_centre	urban	25	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
5,209	chw	34	female	clinic	urban	16	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,210	nurse	22	female	community	rural	17	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
5,211	midwife	45	female	health_centre	rural	4	0	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
5,212	chw	31	female	community	urban	5	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	1	1	1	1	0	1	0	2,021
5,213	chw	40	male	health_centre	rural	2	0	0	0	0	1	hiv_management	whatsapp_group	moodle	1	2	6	0	0	0	1	1	0	0	0	5	2,023
5,214	nurse	44	female	clinic	rural	9	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,215	chw	30	female	health_centre	remote	10	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	1	1	1	1	1	0	2,023
5,216	clinical_officer	40	male	health_centre	remote	8	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
5,217	midwife	43	female	community	remote	2	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,218	lab_tech	42	male	district	peri_urban	35	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	1	1	0	2,023
5,219	chw	20	female	clinic	remote	1	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
5,220	nurse	53	female	community	peri_urban	2	0	1	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
5,221	other	40	male	district	rural	29	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,222	clinical_officer	50	male	district	peri_urban	51	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,223	chw	25	female	community	urban	5	1	0	1	0	0	other	interactive	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
5,224	doctor	34	female	community	urban	2	1	1	1	0	0	other	text_module	none	0	0	0	0	0	1	0	1	1	1	0	0	2,021
5,225	pharmacist	45	male	tertiary	urban	0	1	1	1	1	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	2,023
5,226	nurse	37	male	health_centre	urban	3	0	0	1	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	1	0	1	0	0	2,023
5,227	doctor	29	female	community	peri_urban	0	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,021
5,228	nurse	20	female	health_centre	remote	20	0	0	1	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
5,229	midwife	41	female	health_centre	urban	4	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	1	0	2,019
5,230	pharmacist	21	female	health_centre	urban	32	0	0	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	1	0	2,019
5,231	chw	34	female	community	urban	45	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,232	other	40	male	clinic	rural	24	0	0	0	0	0	other	text_module	none	0	0	0	0	1	0	1	1	1	1	0	0	2,022
5,233	nurse	35	male	community	rural	1	1	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
5,234	other	34	female	health_centre	urban	1	1	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,235	midwife	48	male	community	remote	3	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	1	0	1	1	0	0	0	0	2,023
5,236	clinical_officer	49	female	district	rural	1	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
5,237	chw	31	female	community	remote	13	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
5,238	nurse	36	male	health_centre	remote	7	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	1	0	1	0	0	0	0	2,021
5,239	nurse	38	male	clinic	urban	5	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
5,240	other	20	female	district	remote	9	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	1	0	2,020
5,241	doctor	29	female	district	remote	5	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
5,242	nurse	26	female	tertiary	remote	3	1	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,243	other	26	male	health_centre	urban	7	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
5,244	nurse	37	male	health_centre	remote	0	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	1	1	1	0	0	0	0	2,019
5,245	nurse	21	female	health_centre	remote	5	0	0	0	0	1	hiv_management	mobile_app	youtube	1	2.3	7	1	0	0	1	1	0	1	0	2	2,022
5,246	other	39	male	community	peri_urban	2	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
5,247	chw	39	male	health_centre	peri_urban	0	1	1	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	2,022
5,248	other	49	male	community	urban	6	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,249	nurse	47	female	community	remote	12	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,250	other	45	female	health_centre	remote	1	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
5,251	other	40	male	health_centre	rural	4	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
5,252	lab_tech	28	male	district	rural	4	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
5,253	other	43	female	district	rural	16	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,254	doctor	49	female	health_centre	peri_urban	1	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
5,255	chw	41	female	district	remote	21	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,256	chw	31	male	district	urban	7	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	1	0	1	0	1	0	0	2,023
5,257	clinical_officer	41	male	community	urban	7	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,020
5,258	doctor	36	male	clinic	remote	3	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,259	pharmacist	25	female	district	rural	8	0	1	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
5,260	nurse	47	female	district	rural	32	0	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
5,261	nurse	65	female	clinic	urban	5	0	0	1	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	0	0	2,021
5,262	nurse	51	female	health_centre	peri_urban	2	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	1	0	1	1	0	0	0	0	2,023
5,263	chw	35	male	community	remote	5	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
5,264	midwife	28	male	health_centre	urban	19	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	1	1	1	1	0	0	0	2,021
5,265	doctor	41	female	health_centre	rural	2	1	0	1	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	1	0	1	1	0	2,022
5,266	nurse	24	male	clinic	remote	0	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
5,267	chw	33	female	community	rural	10	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	1	0	1	1	1	0	0	0	2,023
5,268	clinical_officer	26	female	community	peri_urban	4	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	0	1	1	0	2,021
5,269	midwife	39	male	community	urban	10	0	0	0	0	0	leadership	simulation	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
5,270	lab_tech	33	male	community	peri_urban	10	1	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	0	0	1	0	2,020
5,271	lab_tech	32	female	health_centre	urban	9	1	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
5,272	other	37	female	community	peri_urban	0	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
5,273	chw	20	female	health_centre	rural	11	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	1	0	2,021
5,274	nurse	41	female	district	remote	26	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
5,275	chw	26	female	health_centre	rural	7	0	1	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
5,276	chw	43	female	health_centre	rural	6	0	0	1	0	0	mental_health	blended	none	0	0	0	0	0	1	0	1	0	0	0	0	2,021
5,277	chw	33	male	clinic	peri_urban	11	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
5,278	clinical_officer	30	female	tertiary	rural	3	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,279	clinical_officer	44	female	community	peri_urban	13	1	0	0	0	1	infection_prevention	whatsapp_group	youtube	1	3.4	6	1	0	0	1	1	0	1	0	4	2,023
5,280	midwife	32	female	clinic	remote	3	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
5,281	pharmacist	62	male	health_centre	remote	0	1	0	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
5,282	chw	48	male	district	rural	1	1	0	0	0	0	leadership	simulation	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
5,283	lab_tech	29	female	clinic	peri_urban	6	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
5,284	clinical_officer	39	male	district	urban	3	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,285	lab_tech	47	female	community	urban	11	0	0	0	0	0	data_management	simulation	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,286	chw	38	female	clinic	peri_urban	11	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	1	0	1	1	0	0	1	0	2,023
5,287	nurse	49	female	community	rural	2	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
5,288	doctor	32	female	health_centre	remote	21	1	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,289	clinical_officer	20	female	community	peri_urban	11	1	0	0	1	0	other	blended	none	0	0	0	0	0	0	1	0	1	0	0	0	2,022
5,290	other	30	male	clinic	rural	0	1	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	1	1	1	0	1	1	0	2,021
5,291	nurse	41	female	clinic	urban	15	1	0	1	0	0	other	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	2,020
5,292	pharmacist	40	female	health_centre	urban	18	1	0	1	1	0	data_management	whatsapp_group	none	0	0	0	0	1	0	0	0	0	0	0	0	2,021
5,293	nurse	29	male	health_centre	remote	3	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	1	1	1	1	0	1	1	0	2,022
5,294	other	35	female	clinic	peri_urban	2	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	1	0	1	1	0	0	0	0	2,023
5,295	nurse	39	female	clinic	remote	12	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,296	midwife	20	female	clinic	remote	6	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
5,297	midwife	28	male	health_centre	rural	11	1	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,298	chw	39	male	district	rural	6	0	1	0	0	0	leadership	blended	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
5,299	other	49	female	health_centre	rural	7	0	0	1	0	1	hiv_management	text_module	moodle	0	0	0	0	0	0	0	1	0	0	0	0	2,023
5,300	other	21	female	district	urban	6	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020

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