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	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
401	nurse	20	male	clinic	peri_urban	7	0	0	0	0	1	hiv_management	blended	whatsapp	1	0	17.3	3	0	0	1	0	0	0	1	1	1	0	0	2	2,021
402	lab_tech	32	female	health_centre	urban	6	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
403	other	20	female	community	urban	0	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
404	doctor	20	male	community	rural	3	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
405	nurse	43	female	district	peri_urban	8	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
406	midwife	42	male	district	rural	8	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
407	nurse	30	male	community	urban	37	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
408	chw	23	male	health_centre	peri_urban	6	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
409	doctor	35	female	clinic	rural	0	1	0	0	1	1	infection_prevention	mobile_app	youtube	1	0	7.5	3	0	0	1	0	0	1	1	0	0	1	0	4	2,022
410	clinical_officer	32	male	district	peri_urban	24	0	1	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
411	clinical_officer	21	female	district	peri_urban	37	0	0	0	0	1	other	text_module	whatsapp	1	0	2.3	3	0	0	1	0	0	0	1	1	0	1	1	1	2,021
412	nurse	41	male	clinic	urban	3	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
413	lab_tech	39	male	district	urban	6	1	0	0	0	1	data_management	text_module	other	1	1	4.7	2	0	0	0	0	0	0	1	1	0	0	0	1	2,023
414	nurse	46	female	clinic	remote	1	0	0	0	0	1	emergency_care	mobile_app	youtube	1	0	1.8	2	0	0	0	0	0	0	1	1	0	0	0	6	2,022
415	chw	48	male	district	remote	3	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
416	chw	47	female	health_centre	urban	44	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
417	clinical_officer	27	male	clinic	remote	2	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
418	nurse	29	male	community	peri_urban	5	1	0	0	0	1	infection_prevention	whatsapp_group	other	1	0	1.7	4	0	0	0	0	0	0	1	1	1	1	0	3	2,023
419	doctor	29	female	community	urban	3	0	0	0	0	1	infection_prevention	blended	youtube	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
420	chw	20	male	clinic	peri_urban	3	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
421	nurse	40	female	tertiary	remote	2	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
422	chw	33	female	community	remote	7	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
423	other	28	female	health_centre	urban	2	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
424	chw	29	female	community	urban	21	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,021
425	midwife	20	female	community	peri_urban	8	1	1	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
426	nurse	40	female	district	urban	4	0	0	1	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,023
427	nurse	38	male	health_centre	urban	4	1	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
428	chw	24	female	district	rural	0	0	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
429	midwife	34	male	district	peri_urban	16	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
430	chw	33	male	health_centre	remote	2	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,023
431	nurse	42	male	health_centre	urban	5	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
432	lab_tech	41	female	clinic	urban	8	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	0	2,020
433	clinical_officer	24	female	district	remote	0	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
434	nurse	31	female	health_centre	rural	25	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
435	chw	41	female	clinic	urban	5	0	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
436	pharmacist	25	female	health_centre	rural	0	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
437	nurse	21	female	tertiary	urban	5	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
438	doctor	30	female	district	remote	6	1	1	0	0	1	other	whatsapp_group	whatsapp	1	0	5.8	7	0	0	0	0	0	0	1	1	1	1	0	6	2,021
439	nurse	25	male	district	remote	0	0	0	0	0	1	data_management	blended	openwho	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
440	chw	34	male	clinic	urban	1	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
441	other	28	female	district	rural	5	0	0	1	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,023
442	chw	57	male	community	urban	4	1	1	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
443	chw	37	male	clinic	rural	12	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
444	other	29	female	community	rural	0	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,022
445	chw	38	male	community	rural	0	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,020
446	chw	36	male	district	rural	8	1	1	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
447	nurse	31	female	community	rural	3	1	0	1	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	1	0	0	1	0	1	0	0	2,021
448	midwife	25	male	health_centre	rural	2	0	0	1	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
449	other	23	female	health_centre	rural	3	0	1	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
450	chw	37	female	district	urban	4	1	1	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,020
451	nurse	32	male	health_centre	rural	1	1	1	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	0	1	1	1	1	0	2,022
452	doctor	44	female	clinic	remote	1	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
453	midwife	37	female	tertiary	rural	2	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
454	nurse	37	male	health_centre	urban	9	1	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,023
455	chw	27	female	clinic	remote	1	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
456	midwife	27	female	clinic	rural	10	1	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
457	other	53	female	community	peri_urban	3	0	0	0	0	0	maternal_health	simulation	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
458	other	23	female	district	rural	13	1	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
459	lab_tech	20	male	district	urban	8	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
460	nurse	37	female	clinic	rural	6	1	0	1	0	0	leadership	video	none	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,022
461	nurse	31	female	clinic	urban	21	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,023
462	midwife	41	male	health_centre	remote	21	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
463	chw	35	male	health_centre	rural	2	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
464	other	34	male	clinic	remote	4	1	0	0	1	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2,019
465	chw	20	male	clinic	rural	2	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,019
466	other	29	female	health_centre	rural	4	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
467	other	51	female	community	rural	10	0	0	1	0	1	leadership	mobile_app	youtube	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	2,023
468	lab_tech	27	male	clinic	remote	9	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,021
469	pharmacist	42	male	community	rural	4	1	0	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,022
470	other	43	female	community	rural	51	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
471	nurse	31	female	clinic	urban	8	0	1	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,022
472	midwife	30	female	district	urban	5	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
473	midwife	47	male	community	peri_urban	3	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
474	other	33	female	health_centre	rural	1	0	0	0	0	1	leadership	text_module	youtube	1	1	2.9	3	1	1	1	1	0	0	1	1	0	0	0	3	2,022
475	nurse	31	female	health_centre	remote	18	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,023
476	other	53	female	clinic	urban	9	1	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
477	clinical_officer	37	female	district	peri_urban	6	1	0	0	0	1	data_management	interactive	custom	1	0	15.8	2	0	0	1	0	0	0	1	1	0	0	1	1	2,021
478	midwife	24	male	community	remote	8	0	0	1	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
479	nurse	41	male	district	peri_urban	15	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
480	midwife	43	female	district	rural	16	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,019
481	pharmacist	28	male	community	remote	12	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,020
482	nurse	32	male	community	rural	2	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
483	nurse	49	male	community	remote	6	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
484	chw	39	male	clinic	rural	17	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
485	chw	33	female	health_centre	peri_urban	9	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
486	chw	39	female	clinic	remote	1	0	0	0	0	0	other	video	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
487	clinical_officer	33	female	community	urban	0	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
488	clinical_officer	43	female	clinic	rural	1	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
489	doctor	32	female	district	rural	30	1	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
490	nurse	32	female	clinic	peri_urban	8	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
491	nurse	20	female	community	urban	3	1	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	0	1	1	1	0	0	2,023
492	clinical_officer	35	male	clinic	remote	7	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
493	nurse	33	male	district	remote	1	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,021
494	nurse	45	male	community	remote	11	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
495	clinical_officer	36	female	health_centre	remote	7	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
496	clinical_officer	30	female	district	rural	0	0	1	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
497	nurse	39	male	clinic	urban	8	0	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,023
498	lab_tech	47	male	health_centre	remote	1	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
499	chw	37	male	community	rural	6	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	1	0	1	1	1	1	0	0	2,023
500	nurse	41	female	clinic	remote	14	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023

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