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	certification_earned int64	confidence_improved int64	peer_sharing 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
9,801	doctor	20	female	health_centre	rural	8	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
9,802	midwife	31	female	clinic	urban	39	1	0	0	0	0	data_management	video	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
9,803	doctor	41	male	health_centre	rural	5	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
9,804	chw	20	female	district	urban	3	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,021
9,805	nurse	28	female	community	urban	2	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,806	nurse	20	female	district	rural	6	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
9,807	clinical_officer	39	male	community	urban	14	0	0	0	0	1	other	interactive	youtube	1	0	12.8	3	0	0	1	0	0	0	1	1	0	0	0	7	2,020
9,808	pharmacist	45	female	community	urban	3	1	1	1	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,023
9,809	nurse	32	female	district	urban	9	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
9,810	clinical_officer	42	male	district	peri_urban	12	1	1	0	0	1	lab_techniques	video	openwho	1	0	40.3	1	0	0	0	0	0	0	1	1	0	0	0	4	2,021
9,811	chw	26	male	health_centre	urban	14	0	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
9,812	chw	41	female	community	urban	4	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,019
9,813	clinical_officer	40	male	tertiary	rural	2	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
9,814	chw	41	female	clinic	peri_urban	13	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,815	chw	45	female	community	urban	11	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
9,816	chw	23	male	district	urban	7	1	0	1	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
9,817	clinical_officer	34	male	community	remote	0	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,818	nurse	34	female	district	peri_urban	8	0	0	0	0	1	leadership	blended	youtube	1	0	20.8	4	0	0	1	0	0	1	1	1	0	0	0	5	2,023
9,819	midwife	29	female	community	urban	9	0	0	1	0	0	other	video	none	0	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,020
9,820	clinical_officer	20	male	health_centre	remote	16	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,821	clinical_officer	25	female	clinic	rural	7	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,822	nurse	36	female	clinic	remote	16	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,023
9,823	nurse	54	male	tertiary	rural	10	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
9,824	doctor	47	female	health_centre	remote	4	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
9,825	nurse	45	female	clinic	rural	2	1	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
9,826	nurse	39	male	community	remote	1	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,023
9,827	nurse	30	female	community	peri_urban	3	0	0	1	0	0	other	video	none	0	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,021
9,828	chw	42	female	community	remote	3	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
9,829	nurse	27	female	clinic	rural	16	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
9,830	nurse	32	female	health_centre	remote	4	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,023
9,831	chw	45	male	district	rural	3	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,832	clinical_officer	20	male	community	rural	6	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,833	chw	36	female	clinic	peri_urban	5	0	0	0	0	1	emergency_care	text_module	other	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,834	nurse	28	female	community	rural	4	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	2,020
9,835	nurse	27	female	health_centre	rural	6	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,022
9,836	clinical_officer	33	female	community	remote	4	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,837	lab_tech	51	female	health_centre	remote	6	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,838	pharmacist	24	female	community	rural	10	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,839	nurse	55	female	community	urban	0	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,840	nurse	33	female	clinic	urban	10	1	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
9,841	doctor	42	male	community	peri_urban	18	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
9,842	pharmacist	24	female	clinic	rural	16	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,023
9,843	nurse	36	female	community	urban	0	1	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
9,844	lab_tech	33	male	clinic	remote	7	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	1	0	1	1	0	0	1	0	2,021
9,845	midwife	30	male	community	remote	19	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	1	0	1	1	1	1	0	0	2,022
9,846	other	36	male	district	remote	8	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
9,847	nurse	43	male	health_centre	urban	0	0	0	1	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	0	1	1	1	0	0	2,019
9,848	chw	52	female	district	remote	10	1	1	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
9,849	nurse	42	male	health_centre	urban	1	1	0	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	0	1	0	1	1	0	2,019
9,850	lab_tech	54	female	community	rural	4	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
9,851	chw	27	female	district	peri_urban	2	0	0	0	0	1	data_management	interactive	whatsapp	1	0	7	3	0	0	0	0	0	0	1	1	0	0	0	4	2,023
9,852	doctor	58	male	community	urban	4	1	0	0	1	1	leadership	video	openwho	1	0	4.9	8	0	0	1	0	0	0	1	0	0	0	0	3	2,022
9,853	doctor	36	female	health_centre	remote	0	1	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
9,854	clinical_officer	61	female	health_centre	rural	27	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
9,855	clinical_officer	54	female	clinic	remote	4	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
9,856	doctor	56	male	district	remote	17	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,022
9,857	midwife	39	male	community	rural	28	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
9,858	other	33	female	community	rural	8	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
9,859	midwife	20	female	community	rural	15	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,860	midwife	20	female	health_centre	rural	3	0	1	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,861	nurse	23	male	community	rural	1	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
9,862	clinical_officer	22	male	health_centre	urban	3	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
9,863	other	25	female	health_centre	remote	5	0	0	1	0	0	leadership	simulation	none	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,023
9,864	midwife	28	female	clinic	rural	6	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,021
9,865	pharmacist	37	female	clinic	rural	9	1	0	0	0	1	other	mobile_app	custom	1	1	6.4	7	1	1	1	1	0	0	1	1	0	1	0	3	2,023
9,866	midwife	51	female	clinic	remote	0	1	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,023
9,867	other	45	female	community	remote	0	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,868	chw	33	female	clinic	rural	0	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
9,869	nurse	39	female	health_centre	rural	9	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	0	1	1	0	1	1	0	2,020
9,870	chw	53	female	community	peri_urban	8	0	0	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,023
9,871	chw	43	female	health_centre	rural	5	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
9,872	doctor	29	male	clinic	remote	3	1	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
9,873	doctor	34	female	health_centre	rural	2	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
9,874	chw	22	male	clinic	rural	7	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,875	nurse	33	female	community	remote	0	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
9,876	nurse	32	female	clinic	rural	1	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
9,877	nurse	32	male	district	urban	11	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,020
9,878	midwife	24	male	tertiary	peri_urban	2	0	0	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
9,879	nurse	34	female	district	peri_urban	5	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
9,880	pharmacist	34	male	health_centre	peri_urban	5	0	0	0	0	1	other	mobile_app	whatsapp	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
9,881	chw	47	female	community	rural	6	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,882	clinical_officer	26	male	clinic	remote	6	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,020
9,883	nurse	20	female	district	rural	3	0	1	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
9,884	other	50	male	community	remote	25	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
9,885	pharmacist	34	male	health_centre	remote	0	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,886	nurse	35	male	community	urban	7	0	0	1	0	1	maternal_health	text_module	openwho	1	0	3.7	5	0	0	0	0	0	0	0	1	0	0	0	6	2,020
9,887	midwife	20	female	clinic	urban	1	0	0	0	0	0	mental_health	video	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,888	other	25	male	health_centre	urban	20	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,889	lab_tech	63	female	clinic	rural	5	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
9,890	nurse	39	male	health_centre	rural	1	1	0	0	1	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	0	2,022
9,891	nurse	48	male	district	peri_urban	12	1	1	0	0	1	clinical_skills	mobile_app	openwho	1	0	28.4	2	0	0	0	0	0	0	1	1	1	0	0	6	2,021
9,892	nurse	52	female	community	rural	4	0	0	0	0	0	hiv_management	simulation	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,893	nurse	40	female	community	urban	5	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
9,894	chw	38	male	clinic	rural	0	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,895	other	42	female	district	rural	1	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,023
9,896	nurse	36	female	tertiary	urban	33	0	1	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,897	doctor	40	male	community	peri_urban	6	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
9,898	chw	25	male	district	rural	17	0	1	0	0	1	data_management	whatsapp_group	custom	1	0	2.6	3	0	0	0	0	0	1	1	1	1	0	0	3	2,021
9,899	other	20	female	health_centre	remote	9	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,900	nurse	25	male	clinic	urban	4	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022

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