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	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
1,201	doctor	36	male	district	remote	3	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
1,202	nurse	32	female	clinic	rural	5	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	1	0	2,023
1,203	chw	50	female	district	rural	6	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,204	chw	27	female	district	remote	5	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
1,205	midwife	40	female	community	remote	1	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,206	midwife	24	male	district	remote	7	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	1	0	1	1	0	2,020
1,207	doctor	30	male	clinic	peri_urban	3	0	0	1	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	0	1	0	0	0	0	2,021
1,208	midwife	35	male	community	remote	9	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,209	nurse	34	female	clinic	peri_urban	0	0	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
1,210	chw	27	male	health_centre	rural	0	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
1,211	nurse	46	female	clinic	peri_urban	9	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
1,212	nurse	20	female	district	rural	20	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
1,213	pharmacist	48	male	district	remote	3	0	1	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
1,214	doctor	47	female	community	rural	13	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
1,215	chw	27	female	health_centre	remote	13	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	1	0	1	1	0	0	0	0	2,019
1,216	pharmacist	47	female	health_centre	urban	12	0	0	1	0	0	maternal_health	simulation	none	0	0	0	0	0	0	1	0	1	1	1	1	0	2,021
1,217	doctor	22	female	clinic	peri_urban	0	0	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	2,022
1,218	chw	27	female	district	rural	6	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
1,219	midwife	21	male	district	remote	9	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	1	0	1	1	0	0	1	0	2,023
1,220	chw	36	female	district	remote	0	0	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	1	0	0	1	0	0	0	0	2,021
1,221	other	28	female	clinic	remote	26	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
1,222	chw	31	female	health_centre	urban	18	1	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
1,223	midwife	33	male	community	urban	1	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	1	1	0	0	1	0	2,019
1,224	clinical_officer	25	female	district	urban	1	0	0	1	0	1	clinical_skills	text_module	moodle	0	0	0	0	0	1	0	0	1	0	0	1	0	2,020
1,225	midwife	32	female	health_centre	peri_urban	37	1	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
1,226	chw	29	female	health_centre	remote	0	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
1,227	nurse	44	male	health_centre	remote	1	0	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
1,228	other	24	male	district	peri_urban	0	0	0	0	0	1	maternal_health	whatsapp_group	whatsapp	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,229	doctor	26	male	health_centre	urban	8	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,230	pharmacist	40	female	community	remote	0	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
1,231	nurse	34	male	health_centre	rural	9	0	0	1	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	0	1	0	1	1	0	2,022
1,232	doctor	44	female	community	remote	26	1	0	0	1	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	1	0	0	1	0	0	2,020
1,233	chw	20	female	clinic	rural	0	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,234	nurse	44	male	clinic	remote	26	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
1,235	clinical_officer	41	female	tertiary	urban	8	1	0	0	0	1	infection_prevention	blended	custom	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
1,236	clinical_officer	37	male	community	urban	5	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,237	midwife	38	female	clinic	rural	19	0	0	1	0	0	other	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	0	2,023
1,238	doctor	29	male	clinic	urban	12	1	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,239	nurse	34	female	health_centre	urban	9	1	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
1,240	clinical_officer	40	female	health_centre	rural	12	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
1,241	nurse	29	male	community	remote	6	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
1,242	pharmacist	30	male	district	remote	12	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
1,243	doctor	45	male	district	rural	1	0	0	1	0	0	other	interactive	none	0	0	0	0	0	0	0	0	1	0	1	1	0	2,023
1,244	doctor	42	male	health_centre	rural	15	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
1,245	other	35	female	tertiary	peri_urban	9	1	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
1,246	midwife	38	male	health_centre	urban	1	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
1,247	nurse	38	female	health_centre	urban	10	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	2,022
1,248	other	22	female	tertiary	peri_urban	8	0	0	0	0	1	maternal_health	whatsapp_group	other	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
1,249	lab_tech	44	female	health_centre	rural	5	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	1	1	1	1	1	0	2,020
1,250	nurse	36	female	district	remote	1	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
1,251	nurse	24	female	health_centre	peri_urban	4	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,252	chw	49	female	community	urban	5	0	0	1	0	0	clinical_skills	interactive	none	0	0	0	0	0	1	1	0	1	0	0	0	0	2,021
1,253	midwife	25	female	district	urban	3	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,254	pharmacist	46	female	district	urban	14	1	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,255	chw	41	male	health_centre	remote	2	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
1,256	midwife	20	male	clinic	remote	15	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
1,257	midwife	35	male	clinic	rural	4	0	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	1	1	0	1	0	2,023
1,258	doctor	44	male	district	remote	10	1	0	0	1	1	maternal_health	whatsapp_group	moodle	0	0	0	0	0	0	0	1	0	0	0	0	0	2,020
1,259	doctor	54	female	health_centre	urban	8	1	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
1,260	lab_tech	24	male	district	remote	19	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
1,261	clinical_officer	49	male	clinic	urban	0	1	0	1	1	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	2,023
1,262	lab_tech	33	male	district	urban	2	0	1	0	0	1	data_management	text_module	moodle	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,263	midwife	42	male	health_centre	urban	4	0	1	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,264	doctor	46	female	district	remote	10	1	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
1,265	chw	36	female	tertiary	urban	12	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	0	0	0	0	2,019
1,266	nurse	43	female	health_centre	urban	0	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	1	1	1	0	1	0	2,021
1,267	chw	35	female	tertiary	rural	3	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
1,268	midwife	20	female	clinic	peri_urban	6	1	0	1	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
1,269	clinical_officer	45	male	community	urban	0	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,270	nurse	46	female	clinic	remote	42	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
1,271	clinical_officer	27	male	health_centre	rural	1	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	1	1	1	1	0	0	2,023
1,272	pharmacist	26	female	community	peri_urban	7	0	0	0	0	1	leadership	text_module	openwho	1	0	3.7	4	0	0	0	1	1	0	1	0	4	2,020
1,273	chw	20	female	community	urban	21	0	0	0	0	0	mental_health	video	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,274	nurse	31	female	community	urban	17	0	0	1	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	1	0	1	0	0	2,021
1,275	nurse	48	male	district	rural	1	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	1	0	1	1	0	2,021
1,276	nurse	31	female	health_centre	rural	3	1	0	0	0	1	clinical_skills	blended	custom	1	0	11.4	9	0	0	0	1	1	0	0	0	6	2,022
1,277	nurse	24	female	community	rural	1	0	0	1	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	1	0	1	0	1	1	0	2,022
1,278	chw	53	female	community	remote	9	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
1,279	clinical_officer	28	male	health_centre	urban	2	0	0	1	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
1,280	other	51	male	health_centre	peri_urban	1	0	0	0	0	1	lab_techniques	mobile_app	custom	1	0	16.9	3	0	0	0	1	1	0	1	0	4	2,020
1,281	lab_tech	25	female	clinic	remote	3	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,282	nurse	37	male	community	rural	16	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
1,283	chw	39	male	health_centre	remote	17	1	1	0	1	0	data_management	mobile_app	none	0	0	0	0	0	0	0	1	0	1	0	0	0	2,022
1,284	lab_tech	42	male	clinic	rural	4	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	2,022
1,285	nurse	25	female	health_centre	remote	1	1	1	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,286	nurse	20	female	health_centre	urban	1	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	1	0	1	1	0	0	0	0	2,022
1,287	nurse	47	female	district	urban	3	1	1	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
1,288	midwife	26	male	health_centre	remote	4	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,289	chw	34	female	health_centre	urban	2	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	2,022
1,290	other	36	male	tertiary	rural	2	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
1,291	nurse	20	male	clinic	urban	0	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	1	0	1	1	0	0	1	0	2,023
1,292	other	39	female	clinic	rural	18	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
1,293	midwife	40	female	district	rural	7	0	0	1	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	1	0	1	0	0	2,019
1,294	chw	34	male	district	urban	23	0	1	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	0	1	0	1	0	0	2,021
1,295	nurse	34	female	health_centre	urban	44	1	1	1	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	1	0	1	0	0	2,021
1,296	chw	35	male	district	peri_urban	8	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
1,297	chw	57	male	community	rural	2	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
1,298	chw	33	female	district	remote	7	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	1	0	2,023
1,299	chw	20	female	district	rural	2	0	0	0	0	1	other	video	other	1	1	12.5	7	1	0	1	1	1	1	1	0	3	2,023
1,300	clinical_officer	23	female	district	rural	2	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	1	1	0	2,020

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