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
3,801	lab_tech	40	female	clinic	remote	12	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
3,802	nurse	46	female	district	rural	13	0	1	0	0	0	emergency_care	simulation	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,022
3,803	pharmacist	36	male	health_centre	remote	6	1	0	1	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,021
3,804	nurse	33	male	community	peri_urban	1	0	0	0	0	1	other	text_module	whatsapp	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,805	pharmacist	43	female	clinic	remote	11	0	1	1	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	2,022
3,806	chw	35	male	district	peri_urban	11	1	0	0	1	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	2,019
3,807	nurse	36	male	district	urban	8	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
3,808	midwife	42	female	health_centre	remote	5	0	0	1	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,021
3,809	midwife	33	female	health_centre	urban	2	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
3,810	lab_tech	36	male	health_centre	urban	0	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
3,811	nurse	26	female	health_centre	urban	15	1	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,812	nurse	40	female	district	rural	9	1	0	0	1	0	maternal_health	interactive	none	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	2,023
3,813	lab_tech	24	female	district	urban	2	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
3,814	nurse	37	male	district	peri_urban	6	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
3,815	lab_tech	33	female	health_centre	rural	4	1	0	0	1	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	0	0	1	0	0	2,023
3,816	midwife	33	male	tertiary	urban	4	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
3,817	midwife	40	male	tertiary	urban	5	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
3,818	doctor	43	female	district	remote	1	0	1	0	0	1	hiv_management	mobile_app	other	1	0	5.8	1	0	0	0	0	0	1	1	1	0	1	9	2,020
3,819	other	42	female	community	remote	3	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
3,820	nurse	22	male	health_centre	rural	21	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,022
3,821	pharmacist	27	female	district	rural	30	1	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
3,822	other	20	female	clinic	urban	10	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,020
3,823	other	24	female	clinic	rural	4	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
3,824	chw	40	female	clinic	remote	1	0	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
3,825	clinical_officer	48	male	district	urban	25	0	1	1	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	2,020
3,826	midwife	40	female	clinic	urban	10	0	0	0	0	1	data_management	video	youtube	1	0	19.6	4	0	0	1	0	0	1	1	1	1	0	3	2,023
3,827	nurse	28	male	community	rural	0	1	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
3,828	nurse	27	female	district	rural	2	1	0	0	0	1	data_management	whatsapp_group	other	1	0	1.9	7	0	0	0	0	0	1	1	0	0	1	4	2,021
3,829	chw	27	male	clinic	rural	10	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
3,830	chw	53	male	community	rural	32	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,019
3,831	nurse	41	female	clinic	peri_urban	10	1	1	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	1	1	1	1	0	1	0	0	2,020
3,832	midwife	36	female	district	rural	7	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	2,020
3,833	lab_tech	37	male	tertiary	remote	4	0	1	1	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,021
3,834	lab_tech	45	female	health_centre	remote	7	1	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
3,835	other	42	female	district	rural	27	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
3,836	other	40	female	clinic	rural	2	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
3,837	chw	32	male	health_centre	remote	5	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
3,838	midwife	32	male	community	urban	10	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,839	chw	20	female	community	peri_urban	10	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,840	midwife	46	female	health_centre	remote	10	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,841	chw	32	male	district	rural	3	0	0	1	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
3,842	midwife	25	female	district	rural	0	0	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,023
3,843	midwife	33	female	district	remote	16	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,844	doctor	37	male	tertiary	peri_urban	11	0	0	0	0	1	data_management	mobile_app	custom	1	0	19.7	2	0	0	0	0	0	1	1	0	1	0	4	2,022
3,845	nurse	26	female	clinic	rural	3	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
3,846	doctor	43	female	community	urban	1	0	0	0	0	1	emergency_care	video	moodle	1	0	8.1	5	0	0	0	0	0	1	1	0	0	0	5	2,023
3,847	chw	52	male	community	rural	7	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,021
3,848	chw	33	female	district	rural	5	0	0	1	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
3,849	doctor	25	female	clinic	rural	1	0	0	1	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	1	1	0	1	1	0	0	0	2,019
3,850	lab_tech	50	female	district	urban	0	1	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,851	doctor	41	male	community	remote	1	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
3,852	midwife	47	male	clinic	urban	4	0	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
3,853	pharmacist	32	female	district	peri_urban	1	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
3,854	lab_tech	30	female	health_centre	urban	4	1	0	1	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	0	0	1	0	1	0	1	1	0	2,022
3,855	clinical_officer	23	female	clinic	rural	5	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
3,856	midwife	40	female	health_centre	remote	17	0	1	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	1	0	1	0	2,023
3,857	clinical_officer	25	female	community	remote	6	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	2,021
3,858	nurse	20	male	tertiary	urban	8	0	0	0	0	1	emergency_care	text_module	youtube	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
3,859	chw	58	female	community	urban	4	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	2,022
3,860	lab_tech	35	female	health_centre	rural	14	0	0	0	0	0	other	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
3,861	chw	48	female	health_centre	remote	0	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
3,862	nurse	37	female	community	peri_urban	3	0	0	1	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,021
3,863	midwife	44	male	health_centre	peri_urban	7	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
3,864	midwife	29	male	health_centre	urban	5	1	0	0	0	0	emergency_care	simulation	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,023
3,865	other	34	male	health_centre	peri_urban	33	0	0	1	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
3,866	pharmacist	37	female	district	remote	3	1	1	0	0	0	other	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
3,867	clinical_officer	35	female	community	remote	15	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
3,868	lab_tech	34	male	clinic	urban	4	1	0	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
3,869	midwife	30	female	community	peri_urban	0	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
3,870	midwife	32	male	health_centre	rural	1	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
3,871	chw	26	female	clinic	urban	1	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,872	nurse	38	female	health_centre	rural	4	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
3,873	doctor	46	female	health_centre	rural	22	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
3,874	midwife	41	female	district	urban	2	0	0	1	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
3,875	doctor	22	female	health_centre	peri_urban	3	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
3,876	other	46	male	clinic	urban	3	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,023
3,877	lab_tech	29	female	tertiary	remote	14	1	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,022
3,878	nurse	47	female	community	rural	0	0	1	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
3,879	nurse	33	female	district	rural	10	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,880	nurse	58	female	district	rural	2	0	1	0	0	0	hiv_management	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
3,881	pharmacist	37	female	district	rural	3	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
3,882	other	20	male	community	remote	11	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,883	chw	29	male	clinic	urban	3	0	0	1	0	1	clinical_skills	blended	custom	1	0	19.3	5	0	0	0	0	0	0	1	0	0	0	5	2,022
3,884	clinical_officer	27	female	community	peri_urban	7	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
3,885	doctor	34	female	health_centre	urban	0	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	1	0	2,023
3,886	lab_tech	40	male	district	urban	8	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
3,887	nurse	45	female	district	peri_urban	11	0	0	1	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
3,888	other	24	female	community	peri_urban	3	1	1	1	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
3,889	chw	40	male	health_centre	peri_urban	5	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
3,890	nurse	20	male	clinic	peri_urban	12	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
3,891	midwife	53	female	district	rural	6	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
3,892	clinical_officer	45	male	district	remote	25	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,893	clinical_officer	41	female	district	peri_urban	26	0	0	0	0	1	infection_prevention	mobile_app	youtube	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
3,894	nurse	25	male	clinic	urban	1	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,895	nurse	36	female	health_centre	peri_urban	3	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,896	midwife	33	female	health_centre	peri_urban	8	0	0	1	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,021
3,897	clinical_officer	45	male	clinic	peri_urban	8	1	0	0	1	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	2,022
3,898	chw	41	female	district	urban	14	0	1	0	0	1	maternal_health	mobile_app	other	1	1	3.1	5	1	1	0	0	1	1	1	0	1	0	5	2,022
3,899	midwife	42	male	health_centre	peri_urban	0	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
3,900	clinical_officer	21	male	health_centre	rural	3	1	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023

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