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
601	chw	23	female	health_centre	urban	45	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
602	lab_tech	20	male	community	remote	1	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
603	nurse	22	female	district	remote	6	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	1	1	1	1	0	1	0	2,020
604	chw	37	male	tertiary	urban	0	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	2,023
605	nurse	22	female	health_centre	rural	35	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
606	chw	28	male	clinic	peri_urban	3	0	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
607	midwife	37	male	clinic	rural	24	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	1	1	1	1	1	0	0	2,022
608	midwife	38	female	community	remote	2	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	1	1	1	1	1	0	0	2,023
609	clinical_officer	41	female	health_centre	remote	3	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
610	pharmacist	27	female	health_centre	remote	1	0	0	0	0	1	clinical_skills	text_module	whatsapp	0	0	0	0	0	0	1	1	0	0	1	0	2,023
611	other	23	female	health_centre	rural	10	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
612	chw	27	female	community	peri_urban	4	0	0	0	0	1	clinical_skills	whatsapp_group	moodle	1	4.6	3	0	0	1	1	1	1	1	0	3	2,019
613	clinical_officer	48	female	clinic	urban	1	0	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
614	nurse	36	female	clinic	rural	1	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
615	nurse	42	female	clinic	peri_urban	8	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,021
616	pharmacist	31	female	clinic	urban	6	0	0	0	0	0	hiv_management	video	none	0	0	0	0	1	1	1	1	1	1	0	0	2,021
617	nurse	42	female	clinic	rural	15	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	1	1	0	0	2,022
618	doctor	36	male	clinic	urban	1	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
619	nurse	30	male	health_centre	peri_urban	13	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
620	pharmacist	43	male	community	remote	55	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
621	lab_tech	28	female	district	rural	23	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
622	midwife	31	female	community	peri_urban	2	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
623	nurse	29	male	health_centre	peri_urban	21	1	0	0	1	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	0	0	1	0	0	2,020
624	nurse	40	male	district	remote	16	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	1	0	1	1	0	0	0	0	2,021
625	doctor	28	male	district	urban	16	0	0	0	0	1	mental_health	mobile_app	custom	1	9.1	3	1	1	0	1	1	0	0	0	1	2,022
626	nurse	34	female	district	peri_urban	12	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	1	1	0	0	0	2,021
627	clinical_officer	27	female	district	urban	4	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
628	nurse	20	male	clinic	rural	1	0	1	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
629	pharmacist	37	female	district	urban	4	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	0	0	1	0	2,021
630	midwife	20	female	clinic	rural	0	0	1	0	0	0	leadership	video	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
631	midwife	36	female	community	remote	1	0	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
632	lab_tech	36	female	community	urban	5	1	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
633	nurse	20	male	clinic	urban	9	1	1	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
634	pharmacist	29	male	health_centre	remote	15	0	0	0	0	1	infection_prevention	video	moodle	0	0	0	0	0	1	1	1	0	1	1	0	2,020
635	nurse	30	female	community	remote	2	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
636	doctor	29	male	community	rural	1	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
637	doctor	40	female	clinic	urban	19	0	0	1	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
638	nurse	36	male	tertiary	remote	10	1	0	0	0	0	maternal_health	video	none	0	0	0	0	0	1	1	1	0	1	1	0	2,020
639	pharmacist	23	male	district	rural	3	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
640	other	20	female	clinic	urban	0	0	0	0	0	1	infection_prevention	mobile_app	openwho	1	2	5	0	0	1	1	1	0	0	0	6	2,022
641	clinical_officer	20	female	health_centre	urban	4	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
642	nurse	36	female	clinic	peri_urban	7	1	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
643	midwife	29	male	community	remote	1	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	1	0	2,020
644	doctor	42	male	tertiary	remote	1	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
645	clinical_officer	35	male	tertiary	peri_urban	3	0	1	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
646	chw	37	female	community	remote	16	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	1	1	1	0	2,022
647	pharmacist	20	female	district	remote	0	0	0	0	0	1	clinical_skills	interactive	custom	0	0	0	0	0	0	1	1	1	0	1	0	2,022
648	chw	42	female	district	remote	7	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
649	lab_tech	29	male	district	urban	5	1	0	1	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	1	0	0	1	0	2,023
650	chw	32	male	health_centre	remote	2	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,021
651	pharmacist	27	male	clinic	rural	4	0	1	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
652	chw	45	male	clinic	urban	1	1	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	2,022
653	nurse	26	male	health_centre	peri_urban	24	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	1	0	0	1	0	2,021
654	chw	35	male	health_centre	rural	25	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
655	midwife	20	male	health_centre	urban	2	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
656	chw	51	female	health_centre	rural	3	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
657	nurse	41	male	clinic	rural	13	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
658	midwife	21	female	health_centre	urban	6	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
659	midwife	36	female	district	rural	6	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
660	chw	43	female	district	remote	0	0	0	0	0	1	lab_techniques	text_module	youtube	0	0	0	0	0	1	1	1	1	1	0	0	2,023
661	nurse	31	female	health_centre	rural	57	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
662	nurse	31	male	district	rural	11	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	1	1	1	0	2,023
663	nurse	40	female	clinic	remote	1	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
664	lab_tech	33	female	health_centre	peri_urban	4	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
665	midwife	30	female	district	urban	2	0	1	0	0	0	leadership	mobile_app	none	0	0	0	0	0	1	1	1	1	1	0	0	2,023
666	nurse	22	female	health_centre	rural	3	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	1	1	1	1	0	0	0	2,019
667	chw	34	female	clinic	urban	5	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
668	other	23	male	health_centre	urban	5	1	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,021
669	nurse	39	male	health_centre	remote	16	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
670	nurse	33	female	tertiary	urban	4	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
671	nurse	32	female	health_centre	peri_urban	6	1	0	0	1	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	0	1	1	0	0	2,022
672	chw	24	male	district	rural	1	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
673	nurse	36	female	health_centre	peri_urban	4	1	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	1	1	1	1	0	1	0	2,022
674	doctor	48	female	health_centre	rural	12	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
675	clinical_officer	31	female	district	remote	3	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
676	clinical_officer	32	male	tertiary	peri_urban	0	0	0	0	0	1	clinical_skills	blended	youtube	1	11.4	3	0	0	1	1	1	0	1	0	6	2,021
677	nurse	26	male	community	peri_urban	10	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
678	chw	55	male	district	urban	33	0	0	1	0	0	maternal_health	interactive	none	0	0	0	0	0	1	0	1	1	1	0	0	2,021
679	midwife	35	male	district	urban	0	0	0	0	0	1	other	whatsapp_group	custom	1	20.1	5	0	0	0	1	1	1	1	1	6	2,021
680	chw	25	female	clinic	remote	7	1	0	0	1	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	0	1	0	0	0	2,023
681	chw	49	female	health_centre	peri_urban	6	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
682	doctor	27	female	health_centre	urban	3	1	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	1	1	1	0	2,020
683	lab_tech	31	female	health_centre	rural	1	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
684	clinical_officer	51	female	district	urban	3	0	0	1	0	1	data_management	text_module	moodle	0	0	0	0	0	0	0	1	1	0	0	0	2,021
685	chw	38	female	health_centre	peri_urban	20	1	1	1	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	1	0	1	0	0	2,020
686	lab_tech	39	male	district	rural	5	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	1	1	1	1	1	0	2,023
687	nurse	26	male	health_centre	peri_urban	1	0	0	1	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
688	clinical_officer	30	female	health_centre	rural	0	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
689	chw	26	male	clinic	rural	5	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	1	1	1	0	0	2,020
690	nurse	40	female	district	remote	1	0	1	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
691	nurse	24	male	health_centre	rural	1	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
692	nurse	34	female	district	remote	9	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	1	1	1	1	1	0	0	2,020
693	clinical_officer	31	female	community	remote	1	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,021
694	nurse	41	female	tertiary	urban	0	0	0	0	0	0	other	text_module	none	0	0	0	0	1	0	1	1	1	0	0	0	2,021
695	clinical_officer	33	male	community	rural	0	1	0	1	1	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	0	0	0	2,023
696	chw	47	female	district	urban	5	1	1	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	0	0	1	0	2,022
697	doctor	26	female	community	urban	3	0	0	1	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	2,023
698	lab_tech	48	female	district	urban	12	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,020
699	nurse	38	male	clinic	peri_urban	2	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
700	clinical_officer	43	female	community	peri_urban	8	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021

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