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	hours_studied float64	modules_completed 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
7,801	nurse	49	male	clinic	rural	3	1	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	1	1	1	0	1	0	0	2,021
7,802	clinical_officer	23	male	clinic	peri_urban	56	1	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,803	lab_tech	42	male	clinic	rural	1	1	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
7,804	clinical_officer	43	female	tertiary	urban	7	1	1	1	0	1	data_management	video	openwho	1	4.4	4	1	0	0	0	1	1	1	0	6	2,020
7,805	other	46	female	health_centre	rural	16	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
7,806	chw	36	female	health_centre	urban	0	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
7,807	doctor	43	male	district	rural	4	1	1	0	0	0	mental_health	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,020
7,808	midwife	48	female	district	peri_urban	13	0	0	0	0	1	infection_prevention	text_module	moodle	1	3.6	3	1	0	1	1	1	0	1	0	6	2,022
7,809	other	34	male	clinic	rural	22	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
7,810	midwife	28	male	clinic	peri_urban	2	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
7,811	nurse	36	female	health_centre	rural	7	1	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,812	nurse	30	female	health_centre	urban	0	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	1	0	1	0	2,021
7,813	nurse	36	female	district	urban	5	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
7,814	chw	34	female	clinic	urban	12	1	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	2,022
7,815	doctor	36	female	tertiary	peri_urban	6	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
7,816	chw	46	male	health_centre	urban	14	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	1	1	1	0	1	1	0	2,023
7,817	lab_tech	20	female	health_centre	peri_urban	6	0	1	1	0	0	maternal_health	interactive	none	0	0	0	0	0	1	0	1	1	1	0	0	2,023
7,818	nurse	36	female	community	urban	0	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
7,819	lab_tech	37	male	district	rural	4	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
7,820	clinical_officer	37	female	clinic	peri_urban	9	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
7,821	midwife	22	female	tertiary	rural	4	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	2,023
7,822	chw	23	female	community	peri_urban	6	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,823	chw	45	female	district	peri_urban	10	1	1	0	0	1	leadership	text_module	openwho	1	3.6	6	0	1	1	1	1	1	0	0	1	2,019
7,824	nurse	31	female	district	rural	2	0	1	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,825	clinical_officer	36	male	tertiary	peri_urban	0	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
7,826	midwife	36	male	district	urban	18	1	1	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
7,827	chw	20	female	community	peri_urban	5	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
7,828	lab_tech	32	female	district	rural	16	1	1	0	0	0	other	mobile_app	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
7,829	doctor	20	female	district	remote	5	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
7,830	other	52	female	clinic	rural	6	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,831	nurse	30	male	health_centre	rural	12	0	0	0	0	0	leadership	text_module	none	0	0	0	0	1	1	1	1	0	0	0	0	2,021
7,832	other	35	male	community	peri_urban	46	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
7,833	midwife	26	female	health_centre	remote	28	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,023
7,834	midwife	29	female	health_centre	remote	23	0	0	1	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
7,835	nurse	31	male	community	rural	5	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
7,836	nurse	26	male	clinic	urban	3	0	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	1	0	1	0	0	1	0	2,023
7,837	other	34	male	community	urban	6	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,838	chw	44	male	community	urban	12	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
7,839	midwife	50	male	district	peri_urban	14	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
7,840	doctor	38	female	clinic	peri_urban	14	0	1	1	0	1	infection_prevention	mobile_app	custom	1	9.2	7	1	0	0	0	1	0	0	0	5	2,023
7,841	other	26	male	health_centre	urban	1	0	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	1	0	1	1	0	0	0	2,023
7,842	chw	43	female	clinic	urban	7	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
7,843	doctor	49	female	district	peri_urban	5	0	1	1	0	0	maternal_health	video	none	0	0	0	0	0	1	0	1	0	0	0	0	2,019
7,844	nurse	31	female	tertiary	urban	0	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	2,023
7,845	nurse	20	female	health_centre	remote	18	0	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,846	doctor	36	male	community	remote	12	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
7,847	nurse	50	female	clinic	remote	1	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,848	nurse	24	male	district	remote	1	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
7,849	pharmacist	31	male	district	peri_urban	13	0	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	2,023
7,850	pharmacist	31	female	health_centre	remote	3	0	0	0	0	0	maternal_health	video	none	0	0	0	0	1	0	1	1	0	0	0	0	2,020
7,851	chw	38	male	community	urban	9	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,852	other	26	female	clinic	peri_urban	8	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
7,853	nurse	20	male	tertiary	rural	18	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,854	other	36	male	health_centre	peri_urban	11	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	1	1	1	1	1	0	0	2,021
7,855	nurse	32	female	health_centre	urban	0	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	1	0	1	1	0	2,020
7,856	chw	29	female	clinic	remote	5	0	0	0	0	1	clinical_skills	text_module	openwho	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,857	doctor	38	female	tertiary	rural	8	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,858	lab_tech	28	female	health_centre	remote	2	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
7,859	chw	38	male	tertiary	remote	0	0	1	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	1	1	1	1	1	1	0	0	2,022
7,860	chw	44	male	community	peri_urban	0	1	0	1	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	0	2,022
7,861	nurse	27	male	health_centre	rural	5	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
7,862	other	55	male	health_centre	urban	0	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
7,863	midwife	40	male	tertiary	urban	1	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
7,864	midwife	41	female	tertiary	rural	3	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
7,865	nurse	26	female	district	remote	4	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
7,866	clinical_officer	55	male	clinic	urban	7	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
7,867	chw	27	female	community	rural	4	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
7,868	lab_tech	35	female	clinic	rural	3	1	0	0	1	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	0	0	1	0	0	2,019
7,869	chw	20	male	tertiary	rural	0	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
7,870	clinical_officer	37	male	clinic	urban	7	1	0	0	0	0	other	interactive	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
7,871	other	35	male	district	peri_urban	17	1	0	1	0	1	lab_techniques	text_module	other	1	6.5	3	0	0	0	0	1	1	0	0	8	2,022
7,872	chw	46	male	community	rural	13	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,873	chw	30	male	health_centre	rural	6	1	0	0	1	0	emergency_care	text_module	none	0	0	0	0	0	0	1	0	1	1	0	0	2,021
7,874	lab_tech	43	female	clinic	remote	8	1	0	0	0	0	other	blended	none	0	0	0	0	1	0	1	1	1	0	0	0	2,022
7,875	midwife	31	male	clinic	urban	10	0	1	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
7,876	chw	42	female	tertiary	rural	5	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
7,877	chw	43	female	clinic	rural	9	1	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	1	0	1	1	0	1	1	0	2,023
7,878	pharmacist	44	female	tertiary	urban	6	1	0	0	1	0	emergency_care	text_module	none	0	0	0	0	0	0	1	0	0	0	0	0	2,022
7,879	midwife	32	male	community	peri_urban	9	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,880	other	23	female	clinic	remote	10	0	0	0	0	0	leadership	video	none	0	0	0	0	0	1	1	1	1	0	1	0	2,019
7,881	lab_tech	43	male	health_centre	rural	10	1	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
7,882	nurse	37	male	health_centre	rural	6	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,883	chw	33	female	district	rural	11	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,884	doctor	39	female	community	rural	3	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,885	clinical_officer	25	female	tertiary	urban	28	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,886	clinical_officer	58	female	district	remote	3	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
7,887	lab_tech	42	male	community	urban	0	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	1	0	1	0	2,021
7,888	nurse	56	male	health_centre	remote	0	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
7,889	other	36	female	tertiary	rural	5	0	1	1	0	0	mental_health	text_module	none	0	0	0	0	0	1	0	1	1	0	0	0	2,021
7,890	clinical_officer	21	male	health_centre	peri_urban	3	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
7,891	nurse	29	female	district	remote	3	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
7,892	other	27	female	tertiary	remote	0	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
7,893	clinical_officer	60	male	district	remote	3	0	1	0	0	0	leadership	blended	none	0	0	0	0	0	1	1	1	1	0	0	0	2,020
7,894	chw	24	female	health_centre	rural	2	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
7,895	pharmacist	39	female	health_centre	rural	5	0	0	1	0	0	hiv_management	interactive	none	0	0	0	0	1	1	0	1	0	0	0	0	2,020
7,896	other	41	female	clinic	rural	0	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	1	1	1	1	1	0	0	2,022
7,897	nurse	24	female	health_centre	urban	0	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	1	0	1	1	0	0	0	0	2,023
7,898	nurse	20	female	clinic	urban	2	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
7,899	nurse	25	male	clinic	urban	28	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
7,900	midwife	46	male	clinic	remote	4	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021

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