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
7,201	other	28	male	health_centre	rural	15	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	1	0	1	1	0	0	1	0	2,023
7,202	lab_tech	31	female	health_centre	urban	6	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,203	midwife	32	female	district	peri_urban	23	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
7,204	lab_tech	30	female	district	peri_urban	22	1	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,205	chw	20	male	community	peri_urban	3	0	1	0	0	1	infection_prevention	text_module	openwho	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,206	pharmacist	26	male	community	rural	3	0	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
7,207	nurse	44	female	clinic	urban	5	0	0	1	0	0	leadership	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	2,022
7,208	chw	37	female	tertiary	remote	2	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,209	lab_tech	30	female	health_centre	peri_urban	2	1	0	0	1	0	infection_prevention	video	none	0	0	0	0	0	0	1	0	0	1	0	0	2,023
7,210	clinical_officer	25	male	district	urban	8	0	0	1	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	1	0	1	0	0	2,021
7,211	nurse	28	male	health_centre	urban	11	0	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	1	1	1	1	1	0	2,021
7,212	lab_tech	26	female	clinic	urban	2	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,213	clinical_officer	41	male	community	rural	8	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
7,214	clinical_officer	44	female	tertiary	remote	18	0	1	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
7,215	nurse	32	male	community	peri_urban	2	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
7,216	pharmacist	20	female	health_centre	rural	14	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
7,217	doctor	34	female	district	remote	0	0	0	1	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	0	0	2,023
7,218	doctor	51	female	clinic	rural	2	1	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,219	nurse	33	female	district	rural	2	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
7,220	pharmacist	23	female	clinic	rural	1	0	0	0	0	0	other	blended	none	0	0	0	0	1	0	1	1	0	1	0	0	2,023
7,221	other	26	female	clinic	urban	1	0	0	1	0	0	data_management	text_module	none	0	0	0	0	1	0	0	1	1	0	1	0	2,022
7,222	midwife	39	female	clinic	urban	6	0	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	1	0	1	1	0	0	0	2,022
7,223	clinical_officer	55	female	health_centre	rural	1	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,224	nurse	35	female	health_centre	peri_urban	3	1	1	0	0	0	emergency_care	blended	none	0	0	0	0	1	0	1	1	1	0	1	0	2,019
7,225	other	23	male	tertiary	remote	1	0	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	1	0	1	0	0	2,021
7,226	clinical_officer	42	female	district	urban	3	0	0	0	0	1	clinical_skills	mobile_app	custom	0	0	0	0	0	1	1	1	0	0	1	0	2,020
7,227	midwife	49	female	health_centre	remote	6	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,228	midwife	30	female	clinic	remote	3	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
7,229	pharmacist	41	female	community	rural	22	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
7,230	midwife	47	female	health_centre	remote	22	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,231	nurse	22	male	health_centre	rural	2	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
7,232	midwife	38	female	clinic	urban	7	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,233	other	30	female	community	rural	14	1	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
7,234	chw	42	male	health_centre	urban	29	1	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
7,235	pharmacist	20	female	health_centre	urban	0	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,236	nurse	42	female	clinic	remote	3	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
7,237	clinical_officer	34	female	health_centre	peri_urban	0	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,238	nurse	29	female	clinic	remote	12	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
7,239	lab_tech	38	male	health_centre	urban	6	0	0	1	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
7,240	lab_tech	51	female	tertiary	remote	0	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
7,241	doctor	23	female	health_centre	urban	1	1	0	1	0	0	hiv_management	mobile_app	none	0	0	0	0	1	0	0	1	0	1	0	0	2,019
7,242	midwife	42	male	clinic	remote	1	0	0	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	0	0	2,020
7,243	midwife	31	female	district	remote	7	1	0	0	0	1	leadership	text_module	other	0	0	0	0	0	0	1	1	0	0	0	0	2,019
7,244	doctor	24	male	clinic	rural	2	1	0	1	0	0	other	whatsapp_group	none	0	0	0	0	0	1	0	1	1	0	0	0	2,021
7,245	nurse	29	male	community	rural	6	1	0	0	1	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	0	1	0	0	0	2,023
7,246	chw	34	male	district	remote	0	0	0	0	0	1	other	blended	other	1	4.2	3	0	1	1	1	1	0	1	1	4	2,022
7,247	doctor	35	male	clinic	urban	12	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,020
7,248	clinical_officer	46	female	community	rural	4	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
7,249	nurse	38	female	clinic	rural	15	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	1	0	1	1	0	1	0	0	2,023
7,250	nurse	46	female	district	remote	1	0	0	1	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
7,251	doctor	46	male	health_centre	remote	6	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	1	1	0	0	1	0	2,019
7,252	chw	26	female	health_centre	urban	8	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,253	chw	27	female	clinic	rural	1	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
7,254	other	48	female	health_centre	rural	1	0	1	0	0	0	mental_health	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
7,255	chw	35	female	clinic	rural	4	0	1	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
7,256	midwife	27	male	district	remote	62	0	1	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	1	1	1	0	2,021
7,257	other	26	female	clinic	peri_urban	1	1	0	1	1	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	0	0	2,023
7,258	chw	44	male	clinic	urban	9	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
7,259	nurse	28	female	health_centre	urban	10	0	0	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	1	0	1	1	1	0	0	2,023
7,260	lab_tech	36	female	health_centre	urban	1	0	0	1	0	0	other	video	none	0	0	0	0	1	0	0	1	1	0	0	0	2,023
7,261	nurse	27	male	clinic	peri_urban	13	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
7,262	lab_tech	36	male	health_centre	peri_urban	7	1	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
7,263	midwife	42	male	health_centre	remote	28	0	0	1	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
7,264	midwife	50	male	health_centre	urban	4	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
7,265	doctor	57	female	clinic	peri_urban	0	1	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
7,266	chw	59	female	health_centre	remote	0	0	0	0	0	0	other	text_module	none	0	0	0	0	1	1	1	1	0	0	0	0	2,023
7,267	nurse	22	female	community	peri_urban	2	1	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,268	nurse	44	male	clinic	remote	2	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,269	nurse	43	male	health_centre	rural	2	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
7,270	nurse	26	female	health_centre	peri_urban	7	0	0	0	0	0	other	interactive	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
7,271	doctor	20	male	health_centre	rural	2	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,272	nurse	25	male	tertiary	remote	1	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	1	0	1	1	0	1	0	0	2,022
7,273	midwife	20	male	health_centre	rural	10	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,019
7,274	midwife	33	female	tertiary	rural	10	0	1	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,275	chw	50	male	community	peri_urban	4	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
7,276	nurse	21	female	clinic	peri_urban	12	1	1	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,277	chw	27	female	community	rural	2	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,278	midwife	37	male	community	remote	10	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
7,279	pharmacist	20	female	health_centre	rural	0	0	1	0	0	1	other	interactive	whatsapp	1	12.6	3	1	0	0	1	1	1	1	0	2	2,021
7,280	nurse	35	male	community	rural	30	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
7,281	chw	43	female	district	rural	7	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
7,282	chw	45	female	tertiary	remote	1	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	1	0	1	1	0	2,020
7,283	other	39	female	health_centre	rural	9	0	1	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
7,284	lab_tech	20	male	clinic	remote	4	0	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	2,022
7,285	nurse	51	female	clinic	remote	9	1	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
7,286	chw	31	male	district	rural	5	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,021
7,287	nurse	47	female	clinic	urban	2	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,019
7,288	lab_tech	40	male	health_centre	rural	2	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	1	1	1	0	1	0	2,019
7,289	chw	31	female	health_centre	rural	0	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
7,290	chw	38	female	community	rural	1	0	0	1	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	2,022
7,291	clinical_officer	34	female	district	peri_urban	11	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	1	0	1	0	1	0	0	2,020
7,292	other	42	male	district	remote	3	0	0	0	0	1	hiv_management	text_module	youtube	1	2.8	6	0	0	0	1	1	0	0	1	6	2,023
7,293	chw	41	female	health_centre	remote	18	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
7,294	lab_tech	43	female	district	rural	0	0	1	1	0	0	leadership	text_module	none	0	0	0	0	0	1	0	1	0	0	0	0	2,022
7,295	midwife	42	male	health_centre	remote	2	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
7,296	chw	23	male	health_centre	remote	19	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
7,297	lab_tech	28	male	health_centre	urban	3	1	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,019
7,298	pharmacist	55	female	clinic	rural	7	0	0	1	0	0	other	blended	none	0	0	0	0	0	1	0	1	0	1	0	0	2,022
7,299	nurse	26	female	health_centre	peri_urban	4	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	1	0	0	1	0	1	0	0	2,022
7,300	nurse	38	male	clinic	urban	5	0	1	1	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023

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