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
2,201	nurse	26	female	health_centre	remote	8	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
2,202	midwife	57	male	clinic	remote	8	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
2,203	doctor	35	female	clinic	peri_urban	0	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
2,204	chw	33	female	district	rural	2	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
2,205	other	39	male	clinic	peri_urban	0	1	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,019
2,206	chw	26	female	health_centre	peri_urban	11	1	0	0	0	1	other	mobile_app	custom	1	5.7	4	0	0	0	1	1	1	1	0	7	2,022
2,207	doctor	27	female	district	rural	7	0	0	0	0	1	maternal_health	whatsapp_group	other	0	0	0	0	0	1	1	1	1	1	1	0	2,023
2,208	doctor	37	male	community	remote	19	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
2,209	clinical_officer	45	female	health_centre	rural	3	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	1	0	2,020
2,210	chw	41	female	district	remote	17	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,211	doctor	35	female	district	urban	15	1	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
2,212	doctor	23	male	health_centre	urban	16	1	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
2,213	lab_tech	33	male	clinic	urban	75	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
2,214	midwife	20	female	community	urban	0	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	1	0	2,022
2,215	chw	52	female	district	urban	4	1	0	1	1	0	emergency_care	video	none	0	0	0	0	0	1	0	0	1	0	0	0	2,020
2,216	lab_tech	33	female	district	urban	8	1	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,217	nurse	36	male	community	rural	17	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	1	1	1	1	0	0	0	2,019
2,218	nurse	20	female	health_centre	remote	0	1	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,219	other	28	female	community	urban	21	0	0	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	0	0	2,021
2,220	nurse	23	male	district	urban	3	0	1	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,221	nurse	46	female	community	remote	4	0	1	1	0	0	clinical_skills	text_module	none	0	0	0	0	1	1	0	1	1	0	0	0	2,022
2,222	chw	35	female	tertiary	remote	12	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
2,223	lab_tech	48	male	clinic	rural	1	1	0	1	0	0	lab_techniques	text_module	none	0	0	0	0	0	1	0	1	1	0	0	0	2,022
2,224	doctor	43	male	tertiary	urban	1	0	1	0	0	0	data_management	interactive	none	0	0	0	0	1	0	1	1	1	0	0	0	2,022
2,225	other	41	male	district	urban	0	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,226	other	28	male	district	remote	0	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,227	midwife	35	female	clinic	remote	3	1	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
2,228	clinical_officer	30	female	community	rural	25	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	1	1	1	1	0	0	0	2,021
2,229	lab_tech	28	male	tertiary	urban	12	1	0	1	0	1	mental_health	text_module	youtube	0	0	0	0	0	1	0	1	0	0	0	0	2,021
2,230	nurse	47	male	community	urban	6	1	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,231	doctor	40	female	health_centre	urban	4	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	1	1	1	0	2,023
2,232	chw	46	female	clinic	urban	0	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	1	0	1	1	0	0	0	0	2,022
2,233	lab_tech	49	female	health_centre	rural	6	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
2,234	nurse	46	female	district	urban	11	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,235	midwife	43	female	health_centre	remote	14	0	0	0	0	0	maternal_health	simulation	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
2,236	chw	49	female	district	peri_urban	7	0	0	0	0	1	maternal_health	interactive	other	1	2	3	0	0	0	1	1	1	0	0	2	2,021
2,237	doctor	40	female	clinic	remote	7	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,238	other	37	female	community	rural	1	1	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
2,239	pharmacist	26	male	health_centre	peri_urban	1	1	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
2,240	doctor	32	female	tertiary	remote	14	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
2,241	nurse	28	male	district	urban	7	0	1	0	0	1	hiv_management	whatsapp_group	whatsapp	1	3.3	7	0	0	0	1	1	0	1	0	9	2,019
2,242	chw	27	female	tertiary	urban	3	1	1	1	0	1	infection_prevention	whatsapp_group	other	0	0	0	0	0	1	0	1	0	0	0	0	2,023
2,243	clinical_officer	20	female	tertiary	peri_urban	2	1	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
2,244	lab_tech	35	female	clinic	urban	13	1	0	0	1	1	lab_techniques	mobile_app	youtube	0	0	0	0	0	0	1	0	0	0	1	0	2,023
2,245	nurse	20	male	district	rural	3	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
2,246	nurse	44	male	clinic	urban	5	1	0	1	1	0	other	mobile_app	none	0	0	0	0	1	0	0	0	0	1	0	0	2,022
2,247	clinical_officer	31	female	district	remote	0	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
2,248	nurse	46	female	clinic	peri_urban	11	0	1	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
2,249	other	40	female	district	rural	7	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
2,250	nurse	43	female	health_centre	rural	11	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,251	chw	42	female	health_centre	rural	1	1	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,252	chw	35	female	district	peri_urban	3	0	0	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
2,253	midwife	29	male	health_centre	urban	5	1	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	2,021
2,254	chw	49	male	tertiary	remote	7	1	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,021
2,255	other	44	female	tertiary	peri_urban	7	0	0	1	0	1	hiv_management	interactive	openwho	1	4.5	5	0	0	0	0	1	1	1	0	5	2,023
2,256	nurse	26	female	district	rural	5	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,257	doctor	33	female	community	remote	1	0	0	1	0	0	lab_techniques	text_module	none	0	0	0	0	0	1	0	1	0	1	0	0	2,022
2,258	nurse	27	male	district	peri_urban	11	0	1	0	0	1	infection_prevention	mobile_app	openwho	1	9.4	2	0	0	0	1	1	1	0	0	2	2,020
2,259	nurse	47	female	clinic	peri_urban	14	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
2,260	clinical_officer	60	female	clinic	remote	18	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
2,261	nurse	35	male	health_centre	remote	12	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
2,262	nurse	54	male	health_centre	peri_urban	1	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
2,263	doctor	20	female	community	rural	16	1	1	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,264	clinical_officer	29	female	clinic	urban	12	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,019
2,265	lab_tech	28	female	clinic	urban	4	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
2,266	nurse	20	female	health_centre	urban	9	1	0	0	0	0	other	blended	none	0	0	0	0	0	1	1	1	0	1	0	0	2,020
2,267	chw	38	female	district	remote	17	0	0	1	0	0	hiv_management	video	none	0	0	0	0	0	0	0	1	0	0	1	0	2,021
2,268	nurse	23	female	health_centre	remote	18	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	1	0	1	1	1	0	1	0	2,022
2,269	chw	41	male	health_centre	remote	4	1	0	0	1	0	other	text_module	none	0	0	0	0	0	0	1	0	1	0	1	0	2,022
2,270	chw	34	female	community	peri_urban	20	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
2,271	chw	33	female	health_centre	rural	2	1	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
2,272	nurse	55	male	clinic	peri_urban	2	1	0	0	0	1	maternal_health	mobile_app	youtube	0	0	0	0	0	1	1	1	0	0	0	0	2,020
2,273	other	36	female	district	rural	2	0	1	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,274	chw	34	male	district	rural	4	0	1	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
2,275	nurse	39	male	clinic	urban	18	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	0	1	0	0	0	0	2,021
2,276	lab_tech	41	male	health_centre	urban	3	0	0	1	0	0	clinical_skills	video	none	0	0	0	0	1	0	0	1	1	1	0	0	2,023
2,277	nurse	35	female	clinic	rural	19	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	1	0	1	1	0	0	0	0	2,023
2,278	nurse	29	female	district	urban	15	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,279	midwife	39	female	health_centre	rural	2	0	0	0	0	1	infection_prevention	whatsapp_group	custom	0	0	0	0	0	0	1	1	0	1	0	0	2,021
2,280	nurse	28	female	district	peri_urban	15	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
2,281	chw	48	male	district	rural	4	1	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	1	1	0	1	1	0	2,021
2,282	nurse	32	female	health_centre	urban	10	1	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	1	1	1	0	2,023
2,283	nurse	20	female	district	urban	5	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,284	chw	33	female	health_centre	urban	4	0	0	1	0	0	mental_health	interactive	none	0	0	0	0	0	1	0	1	0	0	1	0	2,023
2,285	nurse	36	male	community	remote	3	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
2,286	doctor	41	male	community	peri_urban	14	0	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	1	0	1	0	1	0	0	2,021
2,287	other	33	male	health_centre	remote	7	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
2,288	lab_tech	44	female	tertiary	remote	11	1	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	1	1	0	1	1	0	2,020
2,289	nurse	28	female	health_centre	rural	7	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
2,290	other	39	male	clinic	peri_urban	4	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,291	chw	63	male	district	peri_urban	0	1	1	0	1	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	0	0	1	0	0	2,021
2,292	other	40	female	community	urban	4	1	0	1	0	0	hiv_management	video	none	0	0	0	0	0	0	0	1	1	0	1	0	2,021
2,293	nurse	42	female	district	peri_urban	8	0	1	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	2,021
2,294	nurse	28	female	clinic	remote	6	1	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
2,295	nurse	47	male	community	rural	2	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,296	pharmacist	38	male	clinic	peri_urban	6	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
2,297	lab_tech	43	male	community	rural	17	0	0	1	0	0	leadership	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	2,020
2,298	chw	21	male	health_centre	rural	0	0	0	0	0	1	other	video	moodle	1	4.4	3	1	0	0	1	1	0	0	0	3	2,023
2,299	nurse	20	female	health_centre	remote	16	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
2,300	clinical_officer	52	female	health_centre	remote	12	0	0	1	0	0	other	mobile_app	none	0	0	0	0	0	1	0	1	0	0	0	0	2,023

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