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	course_completed int64	hours_studied float64	modules_completed int64	assessment_passed int64	confidence_improved int64	peer_sharing 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
8,201	midwife	41	female	health_centre	peri_urban	0	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
8,202	clinical_officer	40	male	community	urban	3	0	1	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
8,203	other	35	female	tertiary	peri_urban	18	0	0	0	0	1	maternal_health	blended	other	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
8,204	chw	23	female	district	remote	18	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
8,205	nurse	28	male	community	urban	2	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
8,206	other	28	female	tertiary	peri_urban	18	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
8,207	clinical_officer	28	female	district	rural	3	0	1	1	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
8,208	doctor	34	male	health_centre	urban	2	0	0	1	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,021
8,209	chw	20	female	community	rural	15	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,022
8,210	chw	27	male	clinic	peri_urban	1	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,020
8,211	other	29	female	clinic	rural	8	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,019
8,212	clinical_officer	41	female	community	rural	5	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,021
8,213	midwife	29	male	health_centre	remote	7	0	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,023
8,214	lab_tech	33	male	clinic	urban	6	0	0	0	0	0	mental_health	simulation	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
8,215	doctor	20	female	health_centre	urban	11	1	0	1	1	0	hiv_management	simulation	none	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2,022
8,216	doctor	36	female	district	remote	3	1	0	0	1	1	leadership	text_module	other	1	1	13.2	5	1	0	1	0	0	1	0	1	1	0	3	2,022
8,217	other	43	male	health_centre	remote	9	1	0	0	1	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2,021
8,218	doctor	20	female	health_centre	remote	11	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
8,219	doctor	20	female	district	urban	7	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
8,220	chw	20	male	health_centre	remote	3	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,023
8,221	lab_tech	46	male	community	peri_urban	3	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,021
8,222	pharmacist	33	female	health_centre	urban	21	0	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	0	1	1	1	0	0	2,020
8,223	nurse	28	male	district	urban	0	1	1	0	1	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	0	2,022
8,224	midwife	20	female	health_centre	remote	1	0	0	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,020
8,225	chw	31	female	clinic	peri_urban	0	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,022
8,226	other	43	male	health_centre	urban	7	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,023
8,227	lab_tech	25	male	community	rural	3	0	0	0	0	0	mental_health	simulation	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
8,228	midwife	42	female	health_centre	peri_urban	5	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	1	0	2,020
8,229	lab_tech	33	female	clinic	remote	1	1	0	0	0	1	clinical_skills	text_module	moodle	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,021
8,230	chw	39	female	health_centre	urban	2	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,021
8,231	chw	27	female	health_centre	peri_urban	22	1	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
8,232	nurse	35	female	district	remote	16	0	0	1	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,023
8,233	clinical_officer	41	male	health_centre	urban	1	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
8,234	lab_tech	44	male	health_centre	remote	5	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
8,235	nurse	43	female	health_centre	urban	14	0	0	1	0	0	other	video	none	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	2,022
8,236	midwife	33	male	clinic	rural	9	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
8,237	clinical_officer	20	male	health_centre	urban	2	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
8,238	nurse	41	female	clinic	rural	1	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
8,239	midwife	30	female	clinic	remote	4	0	0	1	0	0	other	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,020
8,240	other	26	female	district	rural	10	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
8,241	nurse	26	female	community	rural	19	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	0	1	1	0	1	1	0	2,022
8,242	nurse	44	male	community	peri_urban	17	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
8,243	clinical_officer	53	male	district	rural	5	1	1	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
8,244	nurse	33	male	health_centre	rural	7	0	0	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,022
8,245	pharmacist	32	male	health_centre	rural	5	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
8,246	other	44	male	clinic	remote	4	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,023
8,247	pharmacist	33	female	health_centre	peri_urban	0	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
8,248	midwife	37	female	clinic	rural	2	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
8,249	nurse	48	female	clinic	urban	3	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
8,250	lab_tech	32	female	health_centre	urban	14	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
8,251	clinical_officer	34	male	tertiary	rural	0	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,020
8,252	other	23	male	tertiary	remote	6	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,021
8,253	chw	31	male	health_centre	rural	6	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,021
8,254	clinical_officer	22	male	health_centre	remote	1	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,023
8,255	other	34	female	health_centre	remote	15	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
8,256	clinical_officer	34	female	health_centre	peri_urban	0	1	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
8,257	midwife	43	male	tertiary	urban	1	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
8,258	midwife	42	male	health_centre	rural	14	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
8,259	midwife	50	male	tertiary	rural	2	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,019
8,260	nurse	27	female	clinic	urban	2	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
8,261	lab_tech	36	female	district	urban	3	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
8,262	nurse	32	male	health_centre	peri_urban	3	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
8,263	midwife	36	male	health_centre	peri_urban	15	1	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,021
8,264	other	27	female	district	rural	9	0	0	1	0	0	data_management	video	none	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	2,022
8,265	chw	40	female	clinic	rural	1	0	0	1	0	1	data_management	mobile_app	custom	0	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,020
8,266	nurse	34	female	clinic	remote	1	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
8,267	midwife	27	female	community	remote	11	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
8,268	chw	41	female	community	peri_urban	11	1	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
8,269	clinical_officer	47	male	health_centre	rural	4	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
8,270	other	44	male	community	urban	53	0	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
8,271	lab_tech	35	male	clinic	remote	11	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
8,272	nurse	42	male	health_centre	remote	10	1	0	0	0	0	other	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,020
8,273	chw	40	female	health_centre	urban	11	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,019
8,274	nurse	46	female	community	peri_urban	16	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
8,275	chw	31	male	clinic	urban	19	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
8,276	nurse	39	male	district	rural	3	1	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,023
8,277	other	36	male	community	urban	4	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
8,278	nurse	47	female	community	rural	0	0	0	0	0	1	mental_health	mobile_app	moodle	1	0	4.4	1	0	0	0	0	1	1	1	1	0	0	5	2,023
8,279	lab_tech	40	male	district	urban	7	1	1	1	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,021
8,280	other	29	female	district	remote	17	0	1	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
8,281	doctor	40	female	tertiary	urban	11	1	0	0	0	1	emergency_care	blended	custom	1	1	2.6	4	1	1	0	0	1	1	1	0	0	0	2	2,023
8,282	chw	47	female	community	peri_urban	27	0	0	0	0	1	lab_techniques	interactive	custom	1	0	7.2	4	0	0	0	0	0	1	1	0	0	0	5	2,023
8,283	midwife	55	female	community	remote	19	1	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,021
8,284	lab_tech	32	female	community	rural	8	0	0	1	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
8,285	midwife	27	female	health_centre	rural	11	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
8,286	pharmacist	24	female	district	urban	8	0	1	1	0	0	leadership	video	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,021
8,287	nurse	28	female	clinic	peri_urban	7	1	0	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,022
8,288	other	43	male	clinic	urban	2	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,020
8,289	doctor	35	female	health_centre	peri_urban	9	1	0	0	0	1	other	blended	other	1	0	4	3	0	0	0	0	0	1	1	1	0	1	6	2,021
8,290	clinical_officer	36	male	district	rural	9	0	1	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
8,291	chw	33	female	health_centre	urban	5	0	0	0	0	1	data_management	mobile_app	other	1	1	6	4	1	1	0	0	0	1	1	0	1	0	5	2,021
8,292	midwife	46	male	community	rural	8	1	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
8,293	lab_tech	41	female	community	urban	8	1	0	1	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	2,020
8,294	nurse	29	male	tertiary	rural	0	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
8,295	chw	35	female	clinic	urban	9	1	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
8,296	nurse	48	female	community	urban	1	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
8,297	nurse	36	male	community	rural	7	0	0	0	0	0	other	video	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
8,298	pharmacist	36	female	health_centre	remote	7	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,023
8,299	lab_tech	33	female	community	remote	0	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
8,300	chw	22	female	community	remote	4	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020

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