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
501	chw	39	female	district	remote	0	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
502	midwife	27	female	health_centre	peri_urban	21	0	0	1	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,022
503	midwife	55	female	clinic	peri_urban	4	0	1	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
504	chw	41	female	health_centre	rural	15	0	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,022
505	lab_tech	38	female	clinic	urban	9	1	1	0	1	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	2,022
506	other	33	male	community	urban	2	0	1	1	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
507	pharmacist	44	male	community	remote	6	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
508	nurse	28	female	district	peri_urban	9	0	0	0	0	1	clinical_skills	blended	whatsapp	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
509	nurse	35	male	community	urban	1	1	1	1	0	1	emergency_care	mobile_app	custom	1	0	3.7	4	0	0	0	0	0	0	1	0	0	1	3	2,020
510	doctor	34	male	community	remote	32	0	0	0	0	1	other	text_module	custom	1	0	9	3	0	0	1	0	0	1	1	0	0	0	6	2,022
511	nurse	38	female	health_centre	peri_urban	0	1	0	0	1	1	clinical_skills	blended	youtube	1	0	7.6	3	0	0	0	1	0	1	0	1	0	1	6	2,022
512	nurse	20	male	community	remote	4	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
513	clinical_officer	36	female	health_centre	remote	15	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
514	pharmacist	48	female	community	peri_urban	3	1	0	0	1	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	0	2,019
515	lab_tech	34	male	clinic	rural	2	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
516	lab_tech	20	female	health_centre	urban	6	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,019
517	midwife	63	male	health_centre	rural	1	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,022
518	chw	22	female	community	peri_urban	3	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
519	nurse	30	male	district	peri_urban	5	1	0	0	0	1	infection_prevention	whatsapp_group	moodle	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
520	other	20	male	community	urban	6	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	2,019
521	clinical_officer	20	female	clinic	peri_urban	13	0	1	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,023
522	clinical_officer	31	male	health_centre	remote	2	0	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	0	1	0	0	1	0	2,022
523	chw	33	male	district	remote	12	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,019
524	other	36	male	community	remote	6	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,019
525	midwife	32	female	health_centre	peri_urban	2	1	0	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
526	chw	45	female	clinic	peri_urban	0	1	0	0	1	0	other	mobile_app	none	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	2,019
527	midwife	53	male	health_centre	remote	1	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
528	nurse	33	male	district	rural	3	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	0	1	1	1	1	1	0	0	0	2,021
529	nurse	41	male	health_centre	rural	0	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
530	nurse	33	male	tertiary	peri_urban	0	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
531	chw	29	male	tertiary	peri_urban	15	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
532	midwife	20	female	tertiary	peri_urban	0	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
533	other	32	male	health_centre	peri_urban	3	0	0	1	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	0	1	0	1	1	0	0	0	2,019
534	other	31	female	health_centre	remote	2	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
535	midwife	26	female	district	rural	3	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
536	lab_tech	38	female	community	peri_urban	17	0	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
537	doctor	45	female	clinic	remote	3	0	0	0	0	1	other	text_module	other	1	0	31.6	6	0	0	0	0	0	1	1	0	0	0	3	2,022
538	doctor	21	female	health_centre	rural	24	0	1	1	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
539	doctor	30	female	health_centre	rural	10	1	0	0	0	0	hiv_management	simulation	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
540	nurse	34	female	district	urban	5	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,019
541	chw	39	male	health_centre	peri_urban	5	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
542	other	40	female	health_centre	peri_urban	17	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	2,021
543	lab_tech	38	male	health_centre	rural	45	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
544	doctor	45	female	district	remote	8	1	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
545	other	53	male	clinic	rural	23	0	1	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,023
546	nurse	30	female	district	urban	7	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
547	chw	39	male	clinic	urban	2	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
548	chw	42	female	district	remote	0	0	0	0	0	1	data_management	blended	custom	1	0	6.9	4	0	0	0	0	0	1	1	0	0	0	6	2,023
549	midwife	36	male	clinic	peri_urban	16	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
550	clinical_officer	20	female	tertiary	remote	9	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,023
551	nurse	50	male	health_centre	rural	19	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
552	nurse	20	female	clinic	urban	8	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
553	nurse	30	female	community	urban	5	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
554	doctor	23	male	district	remote	3	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
555	clinical_officer	41	female	health_centre	remote	13	0	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
556	chw	44	female	community	rural	18	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
557	nurse	30	male	community	remote	21	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
558	midwife	23	female	tertiary	remote	9	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
559	clinical_officer	29	female	district	rural	9	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,020
560	midwife	36	female	clinic	rural	4	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
561	other	32	female	district	peri_urban	38	0	1	1	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,021
562	chw	29	female	district	urban	5	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
563	midwife	33	male	health_centre	rural	3	1	0	0	1	0	data_management	simulation	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	2,019
564	lab_tech	33	female	health_centre	rural	4	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
565	doctor	41	female	community	rural	2	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
566	pharmacist	20	female	community	peri_urban	0	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,021
567	clinical_officer	20	male	clinic	urban	2	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
568	chw	53	male	health_centre	urban	30	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
569	other	29	female	health_centre	rural	46	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
570	chw	24	female	district	urban	13	1	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
571	clinical_officer	25	male	district	urban	4	0	0	1	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
572	midwife	32	female	community	remote	1	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
573	other	25	female	health_centre	urban	0	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,021
574	other	30	female	community	rural	3	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
575	nurse	53	female	health_centre	peri_urban	23	1	0	0	1	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	2,021
576	midwife	56	male	community	peri_urban	11	0	1	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
577	chw	24	female	health_centre	urban	11	0	1	0	0	1	leadership	video	custom	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
578	clinical_officer	45	male	health_centre	rural	0	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
579	nurse	20	male	district	remote	8	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
580	doctor	32	female	district	urban	0	0	1	1	0	0	data_management	video	none	0	0	0	0	0	0	0	1	0	0	1	0	1	0	0	2,020
581	chw	35	female	community	rural	0	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
582	chw	37	male	clinic	remote	0	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
583	nurse	39	male	clinic	urban	19	1	0	1	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	2,020
584	pharmacist	35	female	clinic	peri_urban	3	1	0	1	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,023
585	chw	47	female	clinic	urban	12	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
586	clinical_officer	40	male	health_centre	rural	3	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
587	other	26	male	health_centre	urban	0	0	0	1	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,020
588	lab_tech	25	male	health_centre	rural	26	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
589	doctor	46	female	clinic	rural	2	1	0	0	1	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	2,022
590	doctor	25	female	clinic	remote	4	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	2,022
591	clinical_officer	49	male	health_centre	remote	0	0	1	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
592	nurse	35	female	district	remote	4	0	1	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,022
593	nurse	39	female	health_centre	peri_urban	0	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
594	other	39	female	district	urban	5	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,023
595	clinical_officer	22	female	clinic	urban	11	1	1	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
596	midwife	27	female	community	peri_urban	4	0	1	0	0	1	data_management	text_module	whatsapp	1	0	7.1	3	0	0	1	1	0	1	1	1	0	0	5	2,021
597	pharmacist	46	female	health_centre	remote	6	0	0	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
598	nurse	25	male	health_centre	remote	16	0	0	1	0	1	clinical_skills	video	whatsapp	1	1	0.8	5	1	1	1	0	0	0	1	0	0	1	5	2,021
599	other	46	male	health_centre	peri_urban	0	0	1	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,023
600	nurse	20	female	district	remote	21	0	1	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,023

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