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	knowledge_improved 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
1,801	nurse	40	male	health_centre	peri_urban	2	1	0	0	1	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	0	2,020
1,802	nurse	20	female	health_centre	rural	1	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
1,803	other	38	female	clinic	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	0	0	0	2,022
1,804	doctor	36	female	community	peri_urban	2	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,023
1,805	doctor	41	female	clinic	remote	6	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
1,806	midwife	27	male	clinic	peri_urban	12	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
1,807	nurse	20	female	district	urban	8	1	0	1	1	1	infection_prevention	text_module	openwho	1	1	7	5	1	1	0	0	0	0	0	0	0	0	4	2,021
1,808	chw	20	female	community	peri_urban	7	1	1	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,809	nurse	39	male	district	urban	8	1	0	0	1	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	2,022
1,810	nurse	28	female	clinic	peri_urban	3	1	0	0	0	1	lab_techniques	mobile_app	custom	1	0	15.5	4	0	0	0	0	1	1	1	0	0	0	4	2,023
1,811	doctor	20	female	tertiary	peri_urban	5	0	1	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,812	lab_tech	39	male	district	rural	3	0	0	1	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,023
1,813	clinical_officer	33	female	health_centre	peri_urban	9	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
1,814	nurse	29	male	health_centre	urban	1	0	0	0	0	1	hiv_management	text_module	youtube	1	0	17	9	0	0	1	0	0	1	1	0	0	0	5	2,022
1,815	clinical_officer	33	female	health_centre	rural	3	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
1,816	other	31	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	0	1	0	0	2,022
1,817	chw	48	female	health_centre	rural	0	1	0	0	1	0	mental_health	interactive	none	0	0	0	0	0	0	0	0	0	1	0	1	0	1	0	2,023
1,818	chw	33	female	clinic	remote	2	0	0	1	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,019
1,819	nurse	38	male	district	peri_urban	0	0	0	0	0	1	mental_health	blended	youtube	1	0	1.1	6	0	0	0	0	1	1	1	0	0	0	2	2,022
1,820	midwife	40	male	clinic	rural	1	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,020
1,821	nurse	20	female	clinic	urban	5	1	0	0	1	1	leadership	text_module	custom	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2,021
1,822	lab_tech	42	female	health_centre	remote	4	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
1,823	chw	26	female	district	urban	5	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	2,022
1,824	nurse	24	female	community	rural	1	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,825	chw	35	female	community	rural	1	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,021
1,826	pharmacist	45	male	clinic	urban	2	1	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,827	nurse	43	female	community	urban	0	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,828	nurse	44	female	health_centre	rural	13	0	1	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,022
1,829	nurse	34	female	clinic	rural	2	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
1,830	midwife	37	male	clinic	peri_urban	2	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
1,831	chw	32	female	community	urban	4	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
1,832	other	27	male	clinic	urban	3	0	0	1	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,020
1,833	chw	34	male	clinic	urban	6	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,021
1,834	doctor	48	female	health_centre	rural	9	1	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
1,835	midwife	20	female	community	remote	4	1	0	1	1	0	other	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	2,021
1,836	nurse	38	female	district	peri_urban	0	0	1	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,020
1,837	doctor	24	male	clinic	rural	19	1	0	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,023
1,838	nurse	51	female	health_centre	peri_urban	5	0	1	1	0	1	maternal_health	blended	other	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,021
1,839	nurse	40	male	clinic	urban	25	0	0	1	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	1	0	1	1	0	1	0	2,022
1,840	chw	41	male	clinic	rural	8	1	0	0	1	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	2,022
1,841	chw	35	male	district	remote	3	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	2,023
1,842	chw	21	female	tertiary	rural	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	2,023
1,843	nurse	36	female	community	rural	2	0	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
1,844	nurse	24	male	clinic	urban	23	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
1,845	nurse	31	female	district	urban	6	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	2,022
1,846	clinical_officer	40	female	community	peri_urban	3	1	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,019
1,847	lab_tech	41	female	health_centre	remote	3	1	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,022
1,848	doctor	38	female	tertiary	peri_urban	0	1	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
1,849	nurse	36	male	health_centre	rural	17	0	1	0	0	0	mental_health	video	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,850	midwife	26	female	clinic	peri_urban	8	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,020
1,851	chw	43	male	health_centre	rural	6	1	0	0	0	1	emergency_care	simulation	moodle	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
1,852	other	34	female	clinic	urban	6	0	0	1	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,021
1,853	nurse	35	male	community	rural	4	1	1	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,020
1,854	lab_tech	20	female	district	remote	9	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	2,022
1,855	chw	31	female	health_centre	remote	23	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,856	clinical_officer	35	female	district	urban	1	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,020
1,857	nurse	20	female	community	rural	4	0	0	1	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,019
1,858	lab_tech	24	female	community	rural	2	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,023
1,859	pharmacist	20	female	district	urban	4	1	0	0	0	1	leadership	interactive	moodle	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,860	chw	28	female	district	urban	10	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,021
1,861	chw	40	female	district	urban	5	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
1,862	clinical_officer	34	male	community	peri_urban	2	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
1,863	other	29	female	health_centre	rural	2	0	1	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,023
1,864	nurse	33	male	community	urban	4	0	0	1	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,020
1,865	midwife	43	male	clinic	rural	1	0	0	1	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
1,866	chw	40	male	health_centre	rural	18	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
1,867	lab_tech	42	male	district	urban	8	1	1	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,868	lab_tech	50	female	health_centre	remote	20	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,869	nurse	48	male	health_centre	remote	0	1	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
1,870	other	38	female	health_centre	remote	11	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	2,023
1,871	midwife	33	male	community	urban	5	0	0	1	0	1	data_management	text_module	custom	1	0	5.6	6	0	0	1	0	0	0	1	0	0	0	3	2,021
1,872	clinical_officer	26	female	health_centre	remote	4	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
1,873	chw	40	female	district	peri_urban	1	0	0	0	0	0	mental_health	video	none	0	0	0	0	0	0	0	1	0	1	1	0	1	1	0	2,023
1,874	nurse	22	female	clinic	peri_urban	36	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,021
1,875	pharmacist	28	female	community	urban	5	1	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
1,876	lab_tech	34	female	health_centre	remote	0	1	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
1,877	chw	44	male	tertiary	rural	0	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
1,878	nurse	24	female	clinic	peri_urban	24	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,020
1,879	clinical_officer	37	male	community	rural	6	0	0	1	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
1,880	clinical_officer	38	female	tertiary	rural	8	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,021
1,881	midwife	45	female	health_centre	rural	3	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	2,019
1,882	chw	20	male	health_centre	rural	2	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	2,022
1,883	doctor	50	male	health_centre	rural	5	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
1,884	nurse	32	female	district	peri_urban	14	1	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,885	nurse	31	male	health_centre	rural	20	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
1,886	pharmacist	47	female	health_centre	urban	9	0	0	1	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,020
1,887	clinical_officer	45	female	clinic	urban	11	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,023
1,888	clinical_officer	20	female	community	remote	26	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,889	doctor	52	male	district	rural	29	1	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
1,890	nurse	51	female	health_centre	remote	2	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
1,891	chw	24	female	health_centre	rural	14	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,023
1,892	pharmacist	27	male	district	peri_urban	9	1	0	0	0	1	mental_health	text_module	youtube	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
1,893	doctor	33	male	health_centre	remote	1	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,894	chw	27	male	health_centre	remote	5	0	0	1	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	2,022
1,895	chw	23	male	community	peri_urban	1	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,023
1,896	other	34	female	community	remote	43	0	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,021
1,897	chw	34	female	health_centre	rural	8	0	1	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
1,898	chw	23	male	community	remote	15	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
1,899	other	43	female	health_centre	rural	12	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,900	midwife	43	male	health_centre	remote	13	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,019

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