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	knowledge_improved int64	practice_changed 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
3,201	pharmacist	32	female	health_centre	remote	3	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,202	other	33	male	district	peri_urban	26	0	0	0	0	0	clinical_skills	simulation	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
3,203	nurse	42	female	clinic	rural	4	0	0	0	0	1	mental_health	interactive	youtube	1	0	23.6	5	0	0	0	0	0	1	1	0	1	0	4	2,021
3,204	chw	50	male	health_centre	peri_urban	1	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
3,205	midwife	44	female	health_centre	rural	4	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,020
3,206	nurse	24	female	clinic	peri_urban	2	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
3,207	clinical_officer	20	female	clinic	peri_urban	17	1	0	0	0	1	clinical_skills	blended	custom	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
3,208	midwife	45	female	district	rural	11	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,209	chw	32	female	health_centre	remote	10	0	1	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,210	midwife	40	female	tertiary	peri_urban	4	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
3,211	midwife	26	female	health_centre	peri_urban	7	0	1	0	0	1	hiv_management	whatsapp_group	moodle	1	0	3.5	6	0	0	1	0	0	1	1	1	1	1	2	2,022
3,212	chw	41	male	clinic	urban	0	0	0	0	0	1	emergency_care	whatsapp_group	whatsapp	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,022
3,213	midwife	25	female	health_centre	peri_urban	3	0	0	1	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,021
3,214	nurse	51	male	clinic	urban	1	1	0	1	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,023
3,215	chw	34	female	clinic	remote	25	1	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,021
3,216	lab_tech	41	female	community	urban	2	0	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
3,217	midwife	28	female	health_centre	rural	19	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
3,218	midwife	34	female	community	urban	4	1	0	1	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
3,219	nurse	32	male	district	urban	0	0	0	1	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,022
3,220	clinical_officer	20	female	community	peri_urban	1	0	1	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,023
3,221	pharmacist	22	female	clinic	peri_urban	3	0	1	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	0	0	1	0	1	0	0	2,020
3,222	other	20	female	community	remote	2	1	1	1	0	1	maternal_health	text_module	other	1	0	1.9	3	0	0	0	0	0	0	1	1	1	0	7	2,022
3,223	nurse	35	female	community	peri_urban	19	0	0	1	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,022
3,224	other	33	male	clinic	rural	1	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
3,225	nurse	42	female	health_centre	urban	4	0	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
3,226	doctor	29	male	clinic	urban	15	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
3,227	nurse	57	female	health_centre	rural	26	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
3,228	midwife	34	female	community	peri_urban	21	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,019
3,229	clinical_officer	25	male	clinic	rural	4	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
3,230	lab_tech	27	female	community	peri_urban	6	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	2,021
3,231	doctor	41	male	clinic	urban	0	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,023
3,232	nurse	47	male	clinic	rural	5	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
3,233	chw	35	female	health_centre	urban	2	1	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
3,234	nurse	43	female	clinic	urban	3	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
3,235	chw	23	female	district	remote	0	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,022
3,236	pharmacist	42	female	health_centre	peri_urban	0	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,022
3,237	clinical_officer	24	male	clinic	rural	8	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	1	0	2,020
3,238	midwife	28	male	district	urban	2	1	0	0	0	1	infection_prevention	mobile_app	other	1	0	16.8	2	0	0	0	0	0	1	1	0	0	1	4	2,023
3,239	nurse	33	female	health_centre	remote	1	1	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
3,240	clinical_officer	49	male	health_centre	rural	22	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
3,241	chw	24	male	district	rural	3	0	0	0	0	1	infection_prevention	text_module	openwho	1	0	4.7	5	0	0	0	1	0	1	1	0	0	0	3	2,020
3,242	nurse	37	male	district	peri_urban	4	0	1	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,020
3,243	doctor	47	male	health_centre	rural	0	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
3,244	nurse	42	female	clinic	urban	16	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,019
3,245	midwife	30	female	clinic	peri_urban	4	0	0	0	0	1	mental_health	mobile_app	youtube	0	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,023
3,246	clinical_officer	20	male	district	urban	9	1	0	1	1	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	2,023
3,247	lab_tech	28	female	tertiary	peri_urban	0	1	0	0	0	1	maternal_health	interactive	moodle	1	0	8.9	7	0	0	1	0	0	1	1	0	0	1	2	2,020
3,248	chw	28	female	district	rural	10	0	1	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
3,249	nurse	35	male	district	peri_urban	1	0	0	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	1	1	0	0	0	2,021
3,250	clinical_officer	33	female	district	urban	3	0	0	0	0	1	maternal_health	mobile_app	whatsapp	1	0	2.4	5	0	0	0	0	0	1	1	0	1	1	3	2,020
3,251	nurse	31	female	health_centre	remote	2	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,252	clinical_officer	51	female	health_centre	peri_urban	9	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
3,253	midwife	33	female	health_centre	peri_urban	1	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
3,254	other	48	male	district	rural	0	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,020
3,255	clinical_officer	38	female	community	peri_urban	1	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
3,256	chw	34	female	community	rural	4	1	0	0	1	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2,021
3,257	clinical_officer	51	male	district	rural	11	0	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,023
3,258	lab_tech	46	female	tertiary	urban	2	1	0	0	1	1	clinical_skills	mobile_app	moodle	1	0	4.1	5	0	0	0	0	0	1	0	0	1	1	2	2,022
3,259	other	20	female	health_centre	peri_urban	4	1	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,020
3,260	lab_tech	28	female	clinic	peri_urban	9	1	0	0	1	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	0	1	1	0	0	2,023
3,261	other	24	female	clinic	peri_urban	8	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
3,262	pharmacist	37	female	clinic	remote	2	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
3,263	pharmacist	39	female	community	urban	12	1	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
3,264	nurse	31	female	health_centre	remote	3	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
3,265	pharmacist	20	male	community	urban	13	1	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
3,266	pharmacist	40	male	district	rural	1	1	0	0	0	1	emergency_care	interactive	moodle	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
3,267	nurse	28	female	health_centre	remote	8	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
3,268	clinical_officer	30	female	district	remote	10	0	0	1	0	0	leadership	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,022
3,269	clinical_officer	34	male	community	remote	0	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,022
3,270	nurse	48	female	health_centre	rural	2	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
3,271	chw	30	female	district	peri_urban	3	0	0	0	0	1	data_management	blended	custom	1	1	3.4	4	1	1	1	0	0	1	1	0	0	0	6	2,020
3,272	clinical_officer	41	female	clinic	urban	10	1	1	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,022
3,273	chw	20	male	tertiary	rural	6	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
3,274	lab_tech	25	male	clinic	remote	1	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	1	1	1	1	0	1	0	2,022
3,275	chw	23	female	health_centre	remote	0	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
3,276	clinical_officer	65	female	community	urban	22	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,021
3,277	nurse	60	female	health_centre	peri_urban	4	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	2,021
3,278	pharmacist	48	female	community	urban	34	1	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
3,279	chw	34	male	district	urban	11	1	0	0	0	1	data_management	whatsapp_group	custom	0	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,021
3,280	other	22	male	health_centre	rural	15	0	0	0	0	1	hiv_management	blended	whatsapp	1	0	3.1	5	0	0	0	0	0	1	1	0	0	0	5	2,020
3,281	doctor	23	male	clinic	rural	2	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
3,282	clinical_officer	33	female	health_centre	peri_urban	6	1	1	0	1	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2,023
3,283	midwife	28	female	clinic	peri_urban	1	1	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	1	1	0	1	0	2,021
3,284	doctor	23	male	clinic	rural	1	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,023
3,285	chw	27	female	health_centre	peri_urban	6	0	0	1	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,020
3,286	clinical_officer	23	male	clinic	peri_urban	8	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,019
3,287	nurse	44	female	clinic	urban	0	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
3,288	midwife	26	male	clinic	rural	27	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
3,289	nurse	36	male	clinic	urban	3	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
3,290	doctor	36	female	health_centre	peri_urban	6	0	0	0	0	1	clinical_skills	whatsapp_group	other	1	0	8.8	4	0	0	1	0	1	1	1	0	1	1	6	2,022
3,291	chw	36	female	community	peri_urban	3	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,020
3,292	midwife	36	female	clinic	remote	2	0	1	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,022
3,293	clinical_officer	35	female	community	urban	4	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
3,294	clinical_officer	32	female	clinic	rural	24	0	1	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,023
3,295	clinical_officer	20	female	community	remote	21	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
3,296	midwife	30	male	clinic	peri_urban	7	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
3,297	midwife	22	female	community	rural	15	0	1	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
3,298	lab_tech	32	male	clinic	peri_urban	6	1	0	0	0	1	infection_prevention	text_module	other	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
3,299	clinical_officer	51	male	health_centre	rural	8	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
3,300	nurse	41	female	health_centre	urban	6	0	0	0	0	1	emergency_care	text_module	whatsapp	1	0	3.1	3	0	0	0	0	1	1	1	0	0	0	5	2,019

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