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	assessment_passed 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
801	other	28	female	health_centre	remote	0	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
802	clinical_officer	35	female	health_centre	urban	7	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
803	midwife	28	female	clinic	remote	21	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
804	pharmacist	26	male	clinic	remote	17	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
805	other	52	female	health_centre	remote	0	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
806	lab_tech	41	female	tertiary	remote	0	1	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
807	nurse	20	male	district	remote	2	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
808	nurse	48	female	health_centre	remote	5	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
809	chw	23	female	district	rural	4	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
810	clinical_officer	38	female	community	peri_urban	3	1	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
811	chw	20	male	tertiary	remote	0	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
812	lab_tech	35	male	community	urban	3	0	1	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	0	1	1	1	0	0	2,022
813	doctor	29	female	clinic	urban	0	1	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
814	nurse	31	female	tertiary	rural	8	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
815	chw	27	female	health_centre	urban	14	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	0	1	1	1	1	0	0	2,020
816	clinical_officer	39	female	district	rural	14	0	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
817	nurse	31	female	community	urban	8	0	1	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
818	doctor	40	male	health_centre	remote	3	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,020
819	other	40	male	community	rural	2	0	0	0	0	1	other	text_module	custom	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
820	pharmacist	31	female	clinic	remote	5	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
821	nurse	23	female	health_centre	remote	8	1	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
822	doctor	40	male	health_centre	remote	3	0	0	0	0	1	mental_health	text_module	whatsapp	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,019
823	other	29	male	tertiary	rural	9	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,021
824	chw	26	female	tertiary	remote	6	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	1	1	1	0	0	0	2,021
825	other	29	female	health_centre	peri_urban	0	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
826	midwife	25	female	tertiary	rural	2	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,023
827	other	28	male	community	peri_urban	4	0	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,022
828	doctor	33	female	district	remote	0	0	0	0	0	0	other	simulation	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
829	chw	39	male	community	urban	1	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
830	other	27	male	health_centre	urban	6	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	1	0	1	1	1	1	0	0	2,019
831	chw	22	female	clinic	remote	12	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
832	nurse	40	female	district	rural	7	0	1	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
833	chw	30	male	clinic	rural	23	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
834	chw	20	female	tertiary	remote	0	0	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,020
835	chw	30	female	community	peri_urban	21	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
836	midwife	25	male	health_centre	urban	0	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
837	clinical_officer	29	female	district	peri_urban	8	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
838	midwife	38	female	clinic	peri_urban	21	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
839	other	39	female	health_centre	urban	0	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,022
840	pharmacist	36	female	health_centre	urban	14	1	0	0	0	1	other	text_module	custom	1	0	13	5	0	1	0	0	1	1	0	0	0	6	2,023
841	doctor	29	male	community	remote	8	0	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,023
842	midwife	41	female	clinic	remote	0	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
843	nurse	47	male	health_centre	rural	28	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,023
844	nurse	28	female	tertiary	peri_urban	1	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,020
845	chw	25	female	district	peri_urban	0	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
846	chw	30	female	health_centre	rural	0	0	0	0	0	1	leadership	blended	whatsapp	1	0	7.8	5	0	0	0	0	1	1	0	1	0	7	2,021
847	other	56	female	health_centre	urban	23	0	0	0	0	1	infection_prevention	text_module	youtube	1	0	12.9	3	0	1	0	0	1	1	1	0	0	7	2,023
848	other	30	female	district	rural	2	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,019
849	other	39	male	health_centre	rural	31	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,023
850	nurse	33	male	clinic	peri_urban	1	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
851	chw	50	female	health_centre	remote	25	0	0	0	0	0	hiv_management	simulation	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,023
852	chw	46	male	community	rural	0	0	0	0	0	1	lab_techniques	mobile_app	custom	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
853	chw	38	female	health_centre	rural	4	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
854	pharmacist	38	female	community	urban	2	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
855	other	20	female	tertiary	peri_urban	7	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
856	clinical_officer	32	female	clinic	remote	4	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
857	nurse	34	male	clinic	urban	7	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
858	chw	38	male	district	peri_urban	7	0	0	0	0	1	leadership	blended	other	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
859	lab_tech	46	female	health_centre	peri_urban	8	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
860	nurse	30	female	clinic	remote	5	0	0	1	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
861	nurse	33	female	health_centre	remote	6	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,022
862	chw	43	male	community	urban	9	0	0	1	0	1	clinical_skills	interactive	openwho	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,021
863	nurse	20	female	health_centre	remote	9	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
864	clinical_officer	35	male	clinic	peri_urban	1	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	0	1	1	0	0	1	0	2,023
865	nurse	28	male	health_centre	urban	14	0	1	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
866	nurse	35	male	health_centre	urban	6	0	0	1	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,021
867	midwife	50	female	health_centre	remote	3	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,020
868	doctor	33	male	tertiary	urban	8	1	0	0	1	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	0	0	1	0	0	2,021
869	lab_tech	29	male	clinic	remote	8	1	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
870	chw	55	female	community	remote	1	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
871	lab_tech	43	male	health_centre	rural	2	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,020
872	chw	20	female	health_centre	rural	2	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
873	chw	36	male	community	peri_urban	19	1	0	0	1	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2,023
874	chw	32	female	clinic	urban	4	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
875	pharmacist	37	female	health_centre	urban	17	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
876	midwife	38	male	clinic	remote	0	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
877	chw	20	female	health_centre	rural	14	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,023
878	chw	46	female	community	urban	39	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
879	chw	35	female	community	rural	16	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,020
880	midwife	39	female	tertiary	rural	11	0	0	0	0	1	data_management	blended	other	1	1	17.2	3	1	0	0	1	1	1	0	1	0	8	2,020
881	doctor	61	male	health_centre	peri_urban	4	0	1	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
882	midwife	36	male	health_centre	remote	2	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
883	nurse	35	male	district	rural	5	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
884	chw	32	female	community	urban	30	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
885	lab_tech	35	male	district	rural	21	1	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
886	pharmacist	30	female	district	urban	3	0	0	0	0	1	infection_prevention	mobile_app	youtube	1	1	8.3	6	1	1	0	1	1	1	1	0	0	3	2,023
887	clinical_officer	32	male	tertiary	urban	22	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,020
888	doctor	39	male	clinic	remote	0	0	0	0	0	0	other	video	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,019
889	chw	27	male	community	peri_urban	0	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
890	lab_tech	22	female	health_centre	peri_urban	9	1	0	0	0	1	emergency_care	text_module	youtube	1	0	2	6	0	0	0	0	1	1	0	1	0	5	2,020
891	pharmacist	55	male	health_centre	remote	3	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,019
892	lab_tech	32	female	health_centre	urban	20	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
893	nurse	21	male	district	remote	1	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,021
894	nurse	48	male	clinic	peri_urban	15	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,023
895	nurse	22	female	health_centre	peri_urban	7	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
896	other	48	male	clinic	rural	7	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,020
897	pharmacist	32	male	community	rural	7	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
898	nurse	20	male	health_centre	rural	6	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	0	1	1	0	1	1	0	2,021
899	chw	50	female	community	peri_urban	1	1	0	0	0	0	other	video	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
900	chw	20	male	health_centre	rural	8	1	0	0	0	1	maternal_health	text_module	whatsapp	1	0	3.1	2	0	1	0	0	1	1	1	0	1	2	2,022

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