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
6,801	chw	33	female	health_centre	peri_urban	23	0	0	0	0	1	infection_prevention	whatsapp_group	whatsapp	1	2.2	6	0	0	1	1	1	1	0	0	5	2,020
6,802	clinical_officer	38	male	community	rural	4	0	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	1	1	0	1	0	2,020
6,803	nurse	52	female	clinic	remote	2	0	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,020
6,804	doctor	40	male	clinic	rural	0	0	0	0	0	1	infection_prevention	whatsapp_group	custom	1	4.1	3	0	1	0	1	1	0	0	0	4	2,023
6,805	midwife	31	male	district	peri_urban	3	0	0	1	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
6,806	nurse	35	female	district	rural	0	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	1	0	1	1	0	1	1	0	2,020
6,807	chw	23	female	tertiary	rural	2	0	1	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	1	1	1	0	2,021
6,808	midwife	37	male	clinic	peri_urban	0	1	0	0	1	1	emergency_care	whatsapp_group	custom	1	1.3	2	1	0	0	1	0	0	0	0	6	2,020
6,809	lab_tech	50	female	community	urban	1	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
6,810	doctor	34	female	clinic	peri_urban	9	0	1	1	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	2,023
6,811	nurse	23	female	health_centre	rural	0	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	1	0	1	1	1	1	0	0	2,023
6,812	chw	20	female	community	rural	15	0	0	0	0	0	hiv_management	simulation	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
6,813	doctor	27	male	tertiary	peri_urban	17	0	0	1	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
6,814	doctor	42	female	community	rural	9	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
6,815	clinical_officer	29	female	clinic	rural	6	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,816	nurse	37	female	district	remote	6	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	1	1	1	0	0	1	0	2,023
6,817	nurse	20	female	health_centre	rural	9	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
6,818	doctor	48	female	health_centre	urban	6	0	0	0	0	1	maternal_health	whatsapp_group	other	0	0	0	0	1	1	1	1	0	1	0	0	2,022
6,819	chw	36	female	clinic	urban	1	0	0	1	0	0	leadership	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	2,023
6,820	chw	52	male	district	peri_urban	5	0	0	0	0	1	infection_prevention	whatsapp_group	openwho	1	1.8	0	0	0	0	1	1	1	1	1	1	2,023
6,821	midwife	31	female	district	remote	36	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	1	0	1	0	1	0	0	2,022
6,822	other	60	female	district	urban	3	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	1	0	1	1	1	0	0	0	2,023
6,823	nurse	54	male	clinic	peri_urban	7	1	0	1	0	1	other	mobile_app	youtube	1	8	8	0	0	1	0	1	0	0	0	5	2,021
6,824	nurse	31	female	district	urban	14	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	1	0	1	1	0	1	1	0	2,023
6,825	other	45	male	health_centre	peri_urban	0	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	1	1	0	2,021
6,826	lab_tech	60	male	community	urban	5	0	0	0	0	0	leadership	video	none	0	0	0	0	0	1	1	1	1	0	0	0	2,021
6,827	lab_tech	49	male	health_centre	rural	25	0	0	0	0	0	hiv_management	video	none	0	0	0	0	1	0	1	1	0	1	0	0	2,022
6,828	chw	38	male	community	peri_urban	9	1	1	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,019
6,829	midwife	38	female	community	peri_urban	20	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	1	1	1	0	1	0	0	2,021
6,830	chw	32	female	health_centre	remote	24	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
6,831	midwife	33	female	district	peri_urban	3	1	0	1	0	1	data_management	mobile_app	youtube	1	2.8	2	0	0	0	0	1	0	1	0	1	2,022
6,832	nurse	36	male	health_centre	remote	1	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	1	0	1	1	0	1	0	2,021
6,833	doctor	44	male	health_centre	rural	2	0	1	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
6,834	midwife	22	male	clinic	peri_urban	11	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
6,835	other	37	male	health_centre	remote	11	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,836	nurse	20	male	clinic	rural	2	1	0	0	0	0	data_management	text_module	none	0	0	0	0	0	1	1	1	1	1	1	0	2,021
6,837	midwife	41	female	clinic	rural	12	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,838	other	36	female	clinic	rural	1	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	1	1	1	0	2,021
6,839	nurse	35	male	health_centre	rural	15	1	0	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
6,840	pharmacist	41	female	district	rural	1	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,841	nurse	20	male	health_centre	remote	6	0	0	0	0	0	other	video	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
6,842	midwife	41	male	community	remote	1	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	1	0	2,020
6,843	midwife	51	male	clinic	rural	0	0	0	1	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
6,844	chw	33	male	district	urban	8	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
6,845	chw	39	male	health_centre	peri_urban	5	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,846	clinical_officer	24	female	community	urban	8	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,847	doctor	23	female	health_centre	rural	5	1	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,848	chw	51	female	health_centre	peri_urban	8	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	1	1	1	0	0	1	0	2,022
6,849	nurse	28	male	clinic	urban	9	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
6,850	chw	31	female	district	remote	1	0	0	0	0	1	clinical_skills	blended	other	0	0	0	0	0	1	1	1	1	0	0	0	2,021
6,851	clinical_officer	27	male	tertiary	peri_urban	2	1	0	0	1	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	0	1	1	0	0	2,021
6,852	lab_tech	39	female	clinic	rural	22	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
6,853	pharmacist	33	male	clinic	urban	2	1	0	1	1	0	other	text_module	none	0	0	0	0	0	0	0	0	1	0	0	0	2,021
6,854	other	34	female	community	urban	14	1	1	0	1	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	0	1	1	0	0	2,021
6,855	clinical_officer	35	female	district	remote	15	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
6,856	midwife	31	female	clinic	urban	6	0	0	1	0	0	leadership	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	2,021
6,857	chw	50	female	clinic	peri_urban	14	1	0	0	0	1	infection_prevention	blended	youtube	1	14.7	4	0	0	0	1	1	0	0	0	4	2,023
6,858	nurse	40	male	district	peri_urban	7	1	0	0	0	1	maternal_health	mobile_app	other	1	5.7	2	0	0	0	1	1	0	0	0	3	2,023
6,859	lab_tech	20	female	clinic	peri_urban	1	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,860	clinical_officer	50	female	community	remote	2	1	0	0	0	1	clinical_skills	mobile_app	other	1	12.5	3	1	1	0	1	1	0	0	0	5	2,023
6,861	other	35	male	clinic	remote	28	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,019
6,862	midwife	20	female	clinic	peri_urban	17	0	0	1	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	2,019
6,863	nurse	25	male	health_centre	remote	10	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
6,864	midwife	39	male	tertiary	rural	34	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
6,865	nurse	43	female	health_centre	rural	2	0	1	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
6,866	nurse	20	male	community	urban	3	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,867	other	45	female	health_centre	rural	1	0	0	0	0	1	clinical_skills	whatsapp_group	youtube	1	2.7	5	1	0	1	1	1	0	1	0	3	2,023
6,868	other	24	male	clinic	remote	2	0	0	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	1	0	1	0	1	0	0	2,023
6,869	midwife	45	female	district	rural	0	0	0	0	0	0	maternal_health	simulation	none	0	0	0	0	1	0	1	1	1	1	0	0	2,023
6,870	clinical_officer	47	female	health_centre	rural	32	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,871	nurse	54	male	clinic	urban	0	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,872	nurse	37	female	clinic	remote	10	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
6,873	pharmacist	24	male	tertiary	remote	10	0	0	0	0	1	hiv_management	text_module	other	1	5.2	4	1	0	1	1	1	1	1	0	6	2,020
6,874	lab_tech	31	female	community	remote	7	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
6,875	pharmacist	37	male	community	remote	7	1	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,876	doctor	39	female	district	peri_urban	6	0	0	1	0	0	other	mobile_app	none	0	0	0	0	0	1	0	1	1	0	0	0	2,023
6,877	chw	31	female	district	rural	7	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
6,878	nurse	20	male	tertiary	peri_urban	8	1	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
6,879	clinical_officer	36	male	district	urban	9	0	1	0	0	0	other	blended	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
6,880	clinical_officer	31	female	health_centre	rural	3	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	1	0	1	1	1	0	1	0	2,023
6,881	nurse	44	male	tertiary	peri_urban	9	0	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	1	0	0	1	0	2,021
6,882	doctor	21	female	health_centre	peri_urban	3	1	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
6,883	clinical_officer	48	female	health_centre	remote	8	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
6,884	nurse	32	male	district	rural	7	0	0	1	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	2,022
6,885	chw	23	female	clinic	peri_urban	4	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
6,886	chw	59	female	health_centre	rural	1	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,887	lab_tech	42	male	community	urban	0	0	0	1	0	1	emergency_care	video	whatsapp	1	7.3	4	0	0	0	0	1	1	0	0	3	2,021
6,888	clinical_officer	25	male	district	remote	5	0	1	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
6,889	chw	41	female	district	rural	8	0	1	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
6,890	chw	21	male	district	peri_urban	9	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
6,891	doctor	35	male	clinic	remote	6	0	0	0	0	0	other	video	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
6,892	lab_tech	26	female	clinic	urban	11	1	0	0	1	0	leadership	mobile_app	none	0	0	0	0	0	0	1	0	1	0	1	0	2,023
6,893	nurse	35	male	health_centre	remote	18	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,019
6,894	clinical_officer	38	female	district	urban	2	1	1	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
6,895	clinical_officer	20	female	district	urban	2	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
6,896	lab_tech	34	female	health_centre	urban	5	0	0	1	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	1	1	0	0	0	2,023
6,897	nurse	35	male	health_centre	remote	1	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
6,898	chw	33	female	clinic	peri_urban	4	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
6,899	nurse	39	female	health_centre	urban	5	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
6,900	nurse	51	female	tertiary	remote	2	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	1	1	1	0	1	1	0	2,022

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