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
701	nurse	24	male	community	urban	1	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
702	nurse	25	male	district	rural	1	0	0	0	0	1	clinical_skills	text_module	youtube	1	5.4	3	1	0	0	1	1	1	1	0	8	2,020
703	lab_tech	27	female	clinic	peri_urban	0	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	1	1	1	0	1	0	0	2,021
704	lab_tech	22	male	clinic	rural	3	0	0	1	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	1	1	1	1	0	2,023
705	nurse	20	female	clinic	urban	1	0	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,020
706	lab_tech	20	male	health_centre	peri_urban	2	0	1	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
707	midwife	29	female	health_centre	urban	2	0	0	1	0	0	leadership	interactive	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
708	nurse	29	female	health_centre	remote	9	0	0	0	0	1	lab_techniques	simulation	moodle	0	0	0	0	0	0	1	1	0	1	0	0	2,022
709	doctor	29	male	district	rural	0	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,019
710	chw	20	female	clinic	remote	0	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
711	nurse	20	male	district	rural	13	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
712	nurse	50	female	clinic	urban	7	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
713	nurse	27	female	health_centre	peri_urban	33	1	0	1	1	0	emergency_care	video	none	0	0	0	0	0	0	0	0	0	1	1	0	2,022
714	nurse	26	male	health_centre	urban	1	1	1	0	0	1	hiv_management	mobile_app	whatsapp	1	7.8	4	0	0	0	1	1	1	0	1	5	2,021
715	chw	20	female	clinic	urban	28	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
716	chw	59	female	community	remote	1	0	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
717	clinical_officer	37	male	health_centre	rural	15	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
718	nurse	20	male	community	rural	0	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
719	doctor	32	male	clinic	peri_urban	9	1	0	0	1	1	emergency_care	interactive	other	1	13.3	9	0	0	0	1	0	1	0	0	4	2,021
720	doctor	31	female	clinic	remote	25	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
721	nurse	30	female	district	peri_urban	1	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
722	lab_tech	36	female	health_centre	peri_urban	23	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
723	chw	20	female	clinic	urban	20	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
724	clinical_officer	29	female	health_centre	peri_urban	0	0	0	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	1	0	1	0	1	0	0	2,023
725	clinical_officer	27	female	clinic	rural	8	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
726	pharmacist	33	male	clinic	urban	1	0	0	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
727	midwife	34	male	community	urban	22	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
728	lab_tech	33	female	community	remote	9	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
729	midwife	35	male	district	rural	4	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
730	midwife	42	female	clinic	peri_urban	9	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
731	lab_tech	34	female	district	rural	7	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
732	other	30	male	health_centre	remote	10	0	0	1	0	0	maternal_health	mobile_app	none	0	0	0	0	0	1	0	1	1	0	0	0	2,021
733	chw	47	female	clinic	rural	12	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
734	midwife	48	male	tertiary	urban	4	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
735	other	39	female	health_centre	remote	0	0	0	0	0	0	hiv_management	video	none	0	0	0	0	0	1	1	1	0	1	0	0	2,021
736	clinical_officer	31	female	health_centre	rural	7	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
737	nurse	40	female	district	rural	16	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
738	chw	48	female	community	rural	30	0	0	1	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
739	nurse	20	female	community	rural	1	0	0	0	0	0	other	video	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
740	chw	32	female	clinic	urban	6	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	1	1	1	0	0	1	0	2,020
741	lab_tech	31	male	district	peri_urban	2	0	0	0	0	1	maternal_health	text_module	other	0	0	0	0	0	0	1	1	1	1	0	0	2,021
742	other	44	female	district	urban	14	0	0	0	0	1	clinical_skills	mobile_app	other	1	1.3	2	0	0	0	1	1	0	1	0	6	2,019
743	clinical_officer	25	female	health_centre	rural	1	1	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
744	chw	41	female	health_centre	rural	1	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
745	midwife	36	male	health_centre	urban	4	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,020
746	lab_tech	24	female	district	rural	4	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
747	nurse	58	male	tertiary	urban	0	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
748	other	57	male	clinic	rural	0	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
749	pharmacist	38	female	community	rural	2	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
750	doctor	32	female	health_centre	peri_urban	0	0	0	0	0	0	leadership	video	none	0	0	0	0	0	1	1	1	1	0	1	0	2,021
751	pharmacist	51	female	community	peri_urban	8	1	0	0	1	1	data_management	mobile_app	youtube	0	0	0	0	0	0	1	0	1	0	0	0	2,021
752	other	20	female	district	urban	13	0	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	1	1	1	0	1	0	0	2,020
753	chw	35	male	clinic	peri_urban	2	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
754	midwife	40	female	clinic	peri_urban	21	0	0	1	0	0	other	text_module	none	0	0	0	0	1	1	0	1	1	0	0	0	2,022
755	lab_tech	29	female	clinic	rural	21	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
756	chw	20	male	health_centre	remote	1	0	0	0	0	0	leadership	blended	none	0	0	0	0	1	0	1	1	0	0	0	0	2,022
757	chw	31	female	clinic	urban	2	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	1	0	2,020
758	nurse	37	male	community	rural	8	0	0	0	0	0	other	interactive	none	0	0	0	0	0	1	1	1	0	0	1	0	2,020
759	doctor	27	male	health_centre	remote	3	0	1	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
760	nurse	37	female	community	peri_urban	5	1	0	1	0	1	clinical_skills	text_module	whatsapp	1	3.6	5	0	0	0	0	1	0	1	0	2	2,021
761	clinical_officer	20	female	community	rural	19	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	1	0	1	1	1	1	0	0	2,019
762	midwife	20	female	district	rural	6	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
763	nurse	31	female	health_centre	peri_urban	5	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
764	midwife	20	male	district	remote	7	0	0	0	0	0	data_management	text_module	none	0	0	0	0	1	0	1	1	1	0	1	0	2,020
765	clinical_officer	42	female	health_centre	remote	0	0	0	1	0	0	mental_health	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
766	lab_tech	46	female	district	rural	3	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	1	1	0	2,019
767	midwife	46	female	clinic	urban	2	0	0	0	0	1	hiv_management	blended	moodle	1	2.1	5	0	0	0	1	1	1	1	0	3	2,021
768	chw	34	male	clinic	rural	3	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
769	other	38	male	community	urban	1	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	1	0	1	1	1	1	0	0	2,022
770	clinical_officer	25	female	district	remote	4	0	1	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
771	lab_tech	34	female	health_centre	rural	9	1	0	0	1	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	0	0	1	0	0	2,019
772	other	34	female	tertiary	urban	5	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
773	midwife	32	female	health_centre	remote	6	0	0	0	0	1	clinical_skills	text_module	custom	0	0	0	0	1	1	1	1	1	0	0	0	2,020
774	chw	50	female	district	remote	23	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	1	1	1	1	1	0	0	2,019
775	clinical_officer	29	female	community	remote	4	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	1	0	1	1	1	1	0	0	2,022
776	chw	43	female	health_centre	remote	0	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	1	0	1	1	0	0	1	0	2,021
777	midwife	37	female	district	peri_urban	10	1	0	0	0	1	infection_prevention	blended	openwho	0	0	0	0	0	0	1	1	0	0	0	0	2,020
778	chw	26	female	health_centre	peri_urban	0	1	0	1	0	1	hiv_management	mobile_app	whatsapp	1	11.2	4	0	0	0	0	1	0	0	0	3	2,023
779	midwife	38	male	community	peri_urban	0	1	1	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
780	nurse	48	female	community	rural	0	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	1	0	2,020
781	midwife	37	female	clinic	urban	2	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
782	nurse	26	female	health_centre	remote	5	0	1	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
783	chw	36	female	district	urban	3	1	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	0	0	1	0	2,021
784	chw	46	female	community	rural	14	0	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
785	lab_tech	41	male	health_centre	urban	2	1	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
786	lab_tech	36	female	district	rural	3	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
787	doctor	24	female	health_centre	urban	6	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
788	chw	37	female	health_centre	rural	6	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
789	midwife	46	female	tertiary	peri_urban	1	1	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
790	chw	33	male	district	rural	18	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
791	nurse	40	female	district	rural	7	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	1	1	1	0	0	2,021
792	chw	34	female	district	urban	2	1	0	0	0	1	lab_techniques	simulation	other	1	5.1	4	0	0	1	1	1	0	1	0	6	2,022
793	clinical_officer	32	male	clinic	urban	23	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
794	nurse	25	female	community	remote	1	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	1	1	1	0	1	1	0	2,020
795	nurse	38	female	district	urban	0	0	1	1	0	1	emergency_care	blended	moodle	0	0	0	0	0	0	0	1	1	0	0	0	2,023
796	lab_tech	44	female	community	urban	0	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	0	1	1	0	2,020
797	doctor	31	male	district	remote	0	1	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
798	doctor	24	male	clinic	rural	5	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
799	chw	26	female	health_centre	urban	5	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
800	nurse	38	male	health_centre	rural	11	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,019

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