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
901	midwife	37	female	district	remote	3	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
902	other	29	female	clinic	urban	0	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,021
903	clinical_officer	41	female	tertiary	urban	1	0	0	0	0	1	data_management	whatsapp_group	youtube	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
904	nurse	40	female	district	urban	4	0	0	1	0	0	other	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,020
905	nurse	39	male	community	urban	10	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
906	clinical_officer	28	female	district	urban	8	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,023
907	nurse	47	female	health_centre	urban	6	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,020
908	lab_tech	27	female	health_centre	rural	2	1	0	0	0	1	hiv_management	text_module	openwho	1	1	9.3	4	1	1	0	0	0	1	1	1	1	0	7	2,021
909	doctor	29	male	district	remote	2	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
910	nurse	30	male	clinic	rural	7	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	1	1	1	1	0	0	1	0	2,022
911	nurse	29	female	clinic	rural	34	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
912	chw	20	female	district	remote	3	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
913	pharmacist	36	female	community	peri_urban	1	0	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,020
914	nurse	29	female	district	urban	10	0	1	0	0	1	emergency_care	text_module	moodle	1	0	6.2	0	0	0	0	0	0	1	1	0	0	0	9	2,021
915	clinical_officer	36	female	health_centre	urban	13	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,020
916	other	45	male	health_centre	urban	2	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,020
917	nurse	20	female	community	urban	3	0	1	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
918	nurse	46	female	community	rural	9	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,023
919	pharmacist	56	female	health_centre	remote	4	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
920	nurse	46	male	district	urban	4	1	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
921	chw	33	female	community	peri_urban	7	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
922	other	49	female	clinic	rural	13	0	0	1	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
923	clinical_officer	46	female	health_centre	rural	4	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
924	doctor	37	male	community	remote	3	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
925	midwife	48	male	community	peri_urban	8	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
926	chw	32	female	community	peri_urban	4	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
927	midwife	30	female	district	remote	0	0	1	0	0	0	other	text_module	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,023
928	nurse	40	male	clinic	remote	20	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
929	clinical_officer	38	male	health_centre	rural	15	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	0	1	0	2,021
930	lab_tech	37	female	health_centre	remote	0	1	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
931	lab_tech	36	female	community	rural	2	1	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	1	1	1	1	0	1	0	2,022
932	midwife	31	female	tertiary	peri_urban	5	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
933	lab_tech	31	female	health_centre	remote	7	0	1	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
934	clinical_officer	32	female	health_centre	urban	10	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
935	nurse	24	male	clinic	peri_urban	8	0	0	1	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,023
936	nurse	42	female	district	rural	18	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
937	lab_tech	25	male	community	remote	14	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
938	chw	58	male	district	rural	7	0	1	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
939	other	39	male	district	remote	8	0	1	1	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,022
940	lab_tech	38	female	district	rural	10	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
941	chw	36	female	district	urban	1	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,023
942	chw	33	female	health_centre	rural	17	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
943	nurse	40	female	clinic	remote	12	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
944	nurse	32	female	health_centre	peri_urban	4	1	0	1	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
945	doctor	41	male	health_centre	rural	8	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
946	midwife	47	male	health_centre	remote	14	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
947	nurse	37	male	health_centre	peri_urban	12	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
948	lab_tech	30	female	community	remote	5	1	1	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
949	clinical_officer	41	female	district	urban	0	0	0	1	0	1	data_management	mobile_app	other	1	0	7.7	0	0	0	1	0	0	0	1	1	1	1	4	2,020
950	nurse	35	female	clinic	urban	3	1	0	0	1	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	0	1	0	1	0	1	0	2,021
951	lab_tech	52	female	clinic	rural	7	0	1	0	0	1	maternal_health	text_module	openwho	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
952	clinical_officer	24	female	health_centre	rural	10	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
953	doctor	26	male	health_centre	urban	3	1	0	1	0	1	emergency_care	whatsapp_group	custom	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
954	midwife	32	male	community	remote	1	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
955	nurse	37	male	clinic	urban	1	0	1	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
956	chw	38	male	district	remote	3	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
957	nurse	39	female	district	peri_urban	10	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,019
958	chw	32	male	community	rural	0	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
959	doctor	39	female	clinic	peri_urban	31	1	0	0	1	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2,021
960	chw	28	male	tertiary	urban	20	0	0	1	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	1	0	1	1	0	0	0	2,022
961	lab_tech	21	female	tertiary	rural	4	0	1	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
962	nurse	29	male	district	remote	1	1	0	0	1	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	2,023
963	other	50	male	community	rural	0	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
964	clinical_officer	33	male	community	rural	1	1	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
965	doctor	31	male	clinic	urban	3	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
966	chw	35	female	district	peri_urban	2	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,021
967	chw	38	female	community	urban	14	0	1	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
968	nurse	41	male	clinic	rural	7	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
969	chw	51	female	district	remote	2	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
970	nurse	52	female	health_centre	urban	0	1	1	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	1	1	1	1	1	1	0	0	2,023
971	nurse	31	female	health_centre	urban	17	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
972	lab_tech	42	female	tertiary	rural	7	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
973	lab_tech	43	female	district	urban	9	1	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
974	lab_tech	48	male	health_centre	rural	1	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
975	other	36	female	district	remote	6	0	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,021
976	chw	23	female	community	peri_urban	3	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
977	clinical_officer	40	male	health_centre	rural	21	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
978	clinical_officer	29	female	district	remote	0	0	0	0	0	1	data_management	mobile_app	custom	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
979	midwife	49	female	tertiary	urban	4	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	2,023
980	chw	55	female	health_centre	urban	7	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,020
981	chw	34	female	community	rural	45	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,021
982	midwife	37	female	tertiary	remote	10	0	0	0	0	1	hiv_management	whatsapp_group	whatsapp	1	0	2.8	4	0	0	0	0	0	1	1	0	0	0	3	2,023
983	clinical_officer	24	female	tertiary	rural	2	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	2,021
984	clinical_officer	32	female	clinic	rural	11	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
985	nurse	39	male	clinic	rural	3	0	1	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
986	nurse	25	female	tertiary	rural	0	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
987	doctor	44	male	health_centre	urban	1	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,020
988	nurse	42	female	clinic	remote	3	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
989	nurse	28	male	community	rural	1	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
990	nurse	27	female	district	rural	10	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,023
991	nurse	26	female	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	2,023
992	clinical_officer	22	female	clinic	urban	12	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,022
993	nurse	20	female	health_centre	urban	2	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,023
994	chw	43	female	clinic	peri_urban	2	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
995	midwife	33	female	clinic	urban	11	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
996	pharmacist	35	female	community	remote	11	1	0	0	1	0	hiv_management	video	none	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	2,022
997	nurse	47	female	health_centre	urban	13	1	0	0	0	1	emergency_care	mobile_app	custom	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,023
998	nurse	20	male	clinic	rural	3	1	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	0	0	1	1	1	1	0	1	0	2,021
999	nurse	38	female	community	rural	5	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
1,000	chw	25	male	district	peri_urban	12	1	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022

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