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
6,201	chw	34	female	health_centre	remote	4	0	1	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
6,202	pharmacist	20	female	community	urban	3	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	1	0	1	0	0	0	0	2,022
6,203	lab_tech	49	female	community	urban	6	0	0	1	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	1	0	1	1	0	2,023
6,204	nurse	33	female	district	peri_urban	3	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
6,205	midwife	46	male	community	peri_urban	0	0	0	0	0	0	data_management	blended	none	0	0	0	0	1	0	1	1	0	0	0	0	2,022
6,206	lab_tech	32	male	tertiary	remote	5	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
6,207	pharmacist	20	female	community	peri_urban	3	0	0	0	0	1	hiv_management	mobile_app	other	1	2.3	4	1	0	0	1	1	0	0	0	2	2,021
6,208	clinical_officer	25	female	clinic	peri_urban	8	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
6,209	nurse	30	male	district	peri_urban	2	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	1	0	1	1	0	0	0	2,023
6,210	doctor	44	female	community	peri_urban	3	1	0	0	1	0	maternal_health	whatsapp_group	none	0	0	0	0	0	1	1	0	0	0	0	0	2,021
6,211	chw	38	male	clinic	remote	17	0	0	0	0	1	lab_techniques	blended	youtube	1	9.3	5	0	0	0	1	1	1	0	0	3	2,023
6,212	chw	40	female	district	rural	4	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
6,213	chw	23	male	community	urban	2	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
6,214	chw	20	female	health_centre	rural	3	1	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	1	1	1	1	1	0	0	2,021
6,215	pharmacist	35	female	tertiary	urban	5	1	1	1	0	0	lab_techniques	interactive	none	0	0	0	0	1	0	0	1	0	0	0	0	2,022
6,216	doctor	34	male	district	remote	13	1	0	0	1	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	0	1	0	0	0	2,019
6,217	nurse	41	male	clinic	remote	5	0	0	1	0	1	clinical_skills	mobile_app	custom	1	4	6	1	0	0	0	1	0	0	0	5	2,020
6,218	midwife	32	male	health_centre	peri_urban	8	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,219	other	43	female	community	peri_urban	10	0	0	0	0	0	mental_health	simulation	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
6,220	nurse	39	female	health_centre	peri_urban	8	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
6,221	nurse	20	female	clinic	peri_urban	5	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
6,222	clinical_officer	25	female	health_centre	rural	5	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
6,223	chw	39	male	health_centre	peri_urban	15	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
6,224	clinical_officer	23	female	district	urban	20	0	0	1	0	1	maternal_health	text_module	other	1	5.6	3	0	1	0	0	1	0	1	1	1	2,023
6,225	other	23	male	health_centre	remote	0	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	1	1	1	0	2,022
6,226	other	53	female	district	urban	10	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
6,227	lab_tech	43	female	health_centre	peri_urban	8	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
6,228	midwife	20	female	tertiary	remote	0	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
6,229	chw	65	male	health_centre	rural	30	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,230	clinical_officer	53	male	district	peri_urban	12	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
6,231	nurse	27	female	district	remote	4	1	0	0	0	0	data_management	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,232	nurse	35	male	health_centre	urban	2	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
6,233	clinical_officer	28	male	clinic	rural	0	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,234	lab_tech	21	female	community	rural	5	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,235	nurse	43	male	district	rural	21	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
6,236	clinical_officer	35	female	clinic	rural	2	0	0	0	0	1	lab_techniques	text_module	other	1	22.7	6	0	0	0	1	1	0	0	0	5	2,022
6,237	nurse	42	female	clinic	rural	5	0	0	0	0	0	lab_techniques	simulation	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
6,238	other	24	male	clinic	remote	1	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,239	chw	30	female	district	remote	6	0	1	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,240	pharmacist	45	female	clinic	peri_urban	2	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
6,241	midwife	41	female	district	remote	32	1	0	0	0	0	emergency_care	video	none	0	0	0	0	1	0	1	1	0	1	0	0	2,023
6,242	nurse	21	male	health_centre	urban	3	1	0	0	1	0	data_management	interactive	none	0	0	0	0	0	0	1	0	0	0	0	0	2,023
6,243	nurse	36	female	community	peri_urban	0	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	2,022
6,244	doctor	39	female	clinic	urban	2	1	0	0	1	0	other	whatsapp_group	none	0	0	0	0	0	0	1	0	0	0	0	0	2,023
6,245	midwife	30	male	clinic	rural	38	1	1	0	1	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	0	0	0	0	0	2,020
6,246	midwife	41	female	health_centre	rural	4	0	0	0	0	1	infection_prevention	text_module	whatsapp	0	0	0	0	0	0	1	1	0	1	0	0	2,021
6,247	nurse	39	male	district	remote	9	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
6,248	nurse	42	female	clinic	rural	8	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
6,249	lab_tech	46	female	community	urban	10	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
6,250	lab_tech	26	male	community	peri_urban	4	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,251	lab_tech	20	female	district	urban	9	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,252	nurse	29	female	community	urban	3	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	1	0	1	0	2,020
6,253	chw	28	male	health_centre	peri_urban	10	1	0	0	0	1	leadership	mobile_app	whatsapp	0	0	0	0	0	1	1	1	0	0	0	0	2,021
6,254	other	35	male	tertiary	rural	5	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
6,255	lab_tech	20	male	tertiary	urban	4	0	0	0	0	1	emergency_care	blended	youtube	1	26.1	2	1	0	0	1	1	1	1	0	5	2,021
6,256	other	20	male	district	remote	8	0	1	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,257	chw	26	male	district	rural	12	0	1	1	0	0	hiv_management	text_module	none	0	0	0	0	0	1	0	1	0	0	1	0	2,023
6,258	doctor	25	female	clinic	rural	10	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,020
6,259	other	35	male	community	rural	2	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
6,260	midwife	40	male	district	peri_urban	9	0	1	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
6,261	lab_tech	56	female	district	urban	2	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,262	doctor	26	male	health_centre	remote	5	0	0	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	0	2,022
6,263	chw	36	female	clinic	remote	3	0	0	1	0	0	data_management	blended	none	0	0	0	0	1	1	0	1	1	0	0	0	2,021
6,264	chw	23	female	community	peri_urban	8	1	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
6,265	chw	20	female	health_centre	rural	10	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,266	chw	22	female	clinic	urban	3	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,267	chw	35	female	health_centre	remote	38	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,268	chw	40	male	district	peri_urban	10	0	1	1	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
6,269	nurse	40	male	health_centre	remote	10	0	1	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,270	pharmacist	23	female	health_centre	remote	13	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
6,271	doctor	42	female	health_centre	rural	7	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
6,272	other	36	male	clinic	urban	34	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
6,273	pharmacist	47	female	health_centre	rural	4	1	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
6,274	doctor	22	female	district	rural	3	0	1	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
6,275	nurse	30	female	health_centre	rural	24	0	0	0	0	1	other	mobile_app	other	1	5.1	3	1	0	0	1	1	1	0	0	5	2,020
6,276	other	47	male	health_centre	rural	1	0	1	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	2,022
6,277	chw	20	female	health_centre	remote	3	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,278	nurse	25	female	community	rural	9	0	0	1	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	1	0	1	1	0	2,021
6,279	nurse	39	female	community	rural	1	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
6,280	clinical_officer	35	male	district	urban	5	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
6,281	other	30	female	district	peri_urban	4	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
6,282	chw	20	female	district	remote	7	0	1	0	0	0	other	video	none	0	0	0	0	0	1	1	1	1	0	1	0	2,021
6,283	pharmacist	41	female	district	rural	2	0	0	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
6,284	lab_tech	40	female	health_centre	rural	2	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,285	pharmacist	32	female	clinic	rural	8	1	1	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
6,286	nurse	34	female	district	remote	2	1	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
6,287	chw	37	female	community	rural	4	0	0	0	0	1	data_management	text_module	youtube	0	0	0	0	1	0	1	1	1	0	0	0	2,023
6,288	nurse	24	female	clinic	remote	0	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	1	1	1	1	0	0	0	2,019
6,289	chw	32	male	clinic	rural	0	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,019
6,290	other	27	male	community	remote	16	0	0	1	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
6,291	other	52	male	community	urban	2	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	1	1	0	1	1	0	0	0	2,023
6,292	nurse	37	female	clinic	rural	0	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	1	1	1	1	1	1	0	0	2,021
6,293	nurse	28	male	health_centre	rural	5	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
6,294	doctor	47	male	community	remote	17	0	0	0	0	0	mental_health	video	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
6,295	midwife	37	male	health_centre	peri_urban	5	1	0	0	1	0	emergency_care	interactive	none	0	0	0	0	0	0	1	0	0	1	0	0	2,021
6,296	midwife	39	female	health_centre	urban	6	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,297	nurse	31	female	tertiary	urban	15	0	0	1	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	1	0	1	1	0	2,022
6,298	chw	35	female	clinic	remote	30	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
6,299	pharmacist	46	female	community	remote	2	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
6,300	clinical_officer	45	female	clinic	remote	53	0	0	0	0	0	data_management	interactive	none	0	0	0	0	1	0	1	1	0	0	1	0	2,021

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