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	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
5,801	nurse	31	female	health_centre	peri_urban	28	0	0	1	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,022
5,802	clinical_officer	40	female	health_centre	rural	1	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,803	midwife	51	male	health_centre	rural	18	1	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	1	1	0	1	1	0	2,022
5,804	nurse	33	female	district	urban	1	1	0	1	0	1	other	blended	whatsapp	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,022
5,805	lab_tech	29	female	health_centre	rural	3	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,806	chw	26	male	district	urban	15	0	0	1	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,021
5,807	lab_tech	40	female	health_centre	rural	9	1	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	1	0	1	0	2,022
5,808	chw	31	female	health_centre	remote	4	0	1	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,809	pharmacist	38	female	clinic	urban	5	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,023
5,810	chw	30	female	district	peri_urban	12	1	0	0	0	1	emergency_care	text_module	other	1	1	12	6	0	0	0	1	1	1	0	0	0	8	2,023
5,811	chw	20	female	community	rural	1	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
5,812	nurse	32	female	district	peri_urban	3	0	0	0	0	1	data_management	interactive	moodle	1	0	7.2	4	0	0	0	0	1	1	1	0	0	5	2,023
5,813	pharmacist	20	female	community	urban	13	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
5,814	lab_tech	37	male	community	remote	2	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,021
5,815	doctor	25	female	district	remote	3	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,816	midwife	30	male	clinic	rural	28	1	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,817	nurse	32	female	district	rural	9	0	1	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
5,818	nurse	41	female	health_centre	remote	9	1	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,819	nurse	44	male	tertiary	urban	4	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
5,820	chw	20	male	district	remote	9	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	0	1	1	0	0	1	0	2,023
5,821	chw	39	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	0	0	0	0	2,023
5,822	nurse	33	male	health_centre	urban	4	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,022
5,823	chw	28	male	tertiary	rural	3	0	1	1	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,020
5,824	other	43	male	health_centre	remote	7	0	1	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,019
5,825	doctor	35	female	tertiary	rural	6	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
5,826	midwife	21	male	health_centre	rural	3	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,023
5,827	pharmacist	27	male	tertiary	urban	1	1	0	0	1	0	other	text_module	none	0	0	0	0	0	0	0	1	1	0	1	1	0	0	2,020
5,828	chw	44	female	community	rural	0	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,829	nurse	34	female	health_centre	urban	26	0	0	1	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,023
5,830	doctor	41	female	community	rural	21	0	0	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,023
5,831	nurse	24	female	health_centre	rural	0	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,022
5,832	clinical_officer	36	male	tertiary	urban	8	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,021
5,833	clinical_officer	31	male	clinic	urban	1	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
5,834	chw	26	male	health_centre	peri_urban	0	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,835	nurse	58	female	district	urban	0	0	0	1	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	1	0	2,022
5,836	nurse	50	male	district	remote	0	1	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	0	1	1	0	1	1	0	2,022
5,837	lab_tech	22	female	health_centre	rural	39	1	1	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,019
5,838	lab_tech	35	female	health_centre	urban	20	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,839	clinical_officer	23	female	clinic	remote	14	0	0	1	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,021
5,840	doctor	35	male	health_centre	peri_urban	29	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,020
5,841	other	20	male	health_centre	urban	8	0	0	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	1	1	1	0	2,023
5,842	chw	33	male	health_centre	peri_urban	1	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
5,843	doctor	20	male	community	remote	1	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
5,844	clinical_officer	29	female	health_centre	peri_urban	10	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,022
5,845	lab_tech	46	male	health_centre	urban	1	1	0	0	0	1	clinical_skills	mobile_app	custom	1	0	15.5	5	0	0	0	1	1	1	1	0	0	3	2,019
5,846	midwife	26	male	district	rural	2	0	0	1	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,023
5,847	other	53	female	clinic	remote	7	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,020
5,848	chw	42	female	tertiary	remote	6	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,849	nurse	37	female	community	remote	17	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,021
5,850	doctor	35	female	district	rural	28	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,021
5,851	lab_tech	36	female	clinic	remote	1	1	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,022
5,852	lab_tech	34	female	health_centre	urban	2	1	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,022
5,853	nurse	24	male	health_centre	remote	1	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
5,854	lab_tech	29	male	district	remote	2	0	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
5,855	midwife	37	female	community	rural	6	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,023
5,856	other	41	male	community	rural	8	0	0	0	0	1	infection_prevention	whatsapp_group	moodle	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,023
5,857	pharmacist	23	male	community	rural	2	1	1	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,019
5,858	chw	25	female	clinic	urban	0	0	0	0	0	1	clinical_skills	mobile_app	other	1	1	3.4	5	1	1	0	0	1	1	0	1	1	6	2,023
5,859	nurse	32	female	clinic	peri_urban	10	0	0	1	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	1	0	1	1	1	0	0	2,022
5,860	nurse	23	male	district	remote	44	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
5,861	clinical_officer	39	male	clinic	peri_urban	5	1	0	0	1	0	hiv_management	video	none	0	0	0	0	0	0	0	0	1	0	1	1	1	0	2,023
5,862	nurse	46	female	community	remote	33	0	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,023
5,863	nurse	41	male	community	rural	12	0	1	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
5,864	nurse	36	female	community	rural	4	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
5,865	lab_tech	45	male	district	remote	8	0	0	1	0	1	hiv_management	text_module	other	1	0	4.5	6	0	0	0	0	0	1	0	0	1	5	2,021
5,866	nurse	32	female	health_centre	rural	4	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,867	lab_tech	45	male	health_centre	peri_urban	3	1	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
5,868	nurse	50	male	community	peri_urban	2	0	0	1	0	1	hiv_management	blended	moodle	1	0	4.9	2	0	0	0	0	0	1	1	1	0	2	2,021
5,869	other	41	female	health_centre	urban	14	0	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,022
5,870	chw	36	female	clinic	rural	4	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,023
5,871	lab_tech	38	male	health_centre	remote	1	1	0	0	1	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	2,023
5,872	chw	32	female	health_centre	rural	34	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
5,873	chw	23	male	tertiary	remote	4	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,023
5,874	doctor	41	male	community	rural	0	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
5,875	lab_tech	45	male	community	rural	0	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,876	other	27	female	district	remote	4	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,877	chw	38	female	health_centre	peri_urban	9	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
5,878	chw	42	female	health_centre	peri_urban	6	1	0	1	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,023
5,879	chw	27	female	community	rural	0	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
5,880	doctor	31	male	health_centre	urban	14	1	0	0	0	1	other	text_module	moodle	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
5,881	clinical_officer	44	female	community	peri_urban	1	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
5,882	nurse	30	male	clinic	urban	0	0	0	1	0	0	data_management	simulation	none	0	0	0	0	0	0	1	0	0	1	0	1	0	0	2,021
5,883	doctor	56	male	tertiary	urban	13	0	1	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,020
5,884	nurse	25	female	district	rural	7	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,023
5,885	chw	25	male	district	remote	1	0	0	1	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
5,886	lab_tech	37	female	clinic	urban	9	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,887	clinical_officer	28	female	district	peri_urban	14	0	0	1	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,020
5,888	other	33	female	clinic	rural	20	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,889	doctor	33	female	health_centre	rural	0	1	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
5,890	nurse	44	female	community	peri_urban	7	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	1	1	1	0	1	0	2,023
5,891	clinical_officer	22	female	clinic	remote	4	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,892	chw	33	female	clinic	rural	2	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
5,893	other	24	male	tertiary	remote	4	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,894	midwife	23	female	clinic	rural	1	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,895	midwife	38	male	clinic	urban	19	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	0	1	1	1	1	0	0	2,022
5,896	pharmacist	34	female	health_centre	urban	9	0	1	1	0	0	other	interactive	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
5,897	chw	20	male	community	rural	5	0	1	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
5,898	chw	46	female	health_centre	remote	0	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
5,899	lab_tech	41	female	clinic	urban	13	1	0	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,021
5,900	other	36	female	district	urban	7	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023

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