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
101	other	31	male	district	rural	3	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,021
102	chw	24	female	community	rural	2	0	0	0	0	1	infection_prevention	text_module	custom	1	0	3.2	2	0	0	0	0	1	1	1	0	0	0	3	2,022
103	doctor	20	female	clinic	peri_urban	2	1	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,020
104	clinical_officer	26	female	district	remote	12	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,019
105	clinical_officer	35	male	health_centre	remote	4	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	1	0	1	0	2,021
106	nurse	30	female	health_centre	peri_urban	2	0	0	0	0	1	clinical_skills	text_module	custom	1	0	5.1	2	0	0	0	0	0	1	1	1	0	0	5	2,022
107	lab_tech	38	female	clinic	remote	4	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
108	nurse	36	female	district	peri_urban	13	0	0	1	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,020
109	nurse	31	male	district	rural	4	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
110	doctor	22	male	district	rural	1	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,022
111	doctor	40	male	tertiary	urban	3	1	1	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,023
112	other	34	female	health_centre	remote	19	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,022
113	doctor	32	female	clinic	remote	3	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,021
114	clinical_officer	26	male	health_centre	urban	9	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,023
115	chw	34	female	district	rural	7	1	0	0	1	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	2,022
116	chw	27	male	district	remote	3	0	0	0	0	1	clinical_skills	whatsapp_group	other	1	0	2.1	3	0	0	0	1	1	1	1	0	1	0	1	2,023
117	chw	35	male	health_centre	peri_urban	1	0	1	0	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
118	midwife	41	female	health_centre	remote	11	1	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
119	chw	35	female	community	urban	38	1	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,021
120	other	26	female	health_centre	peri_urban	0	0	1	1	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,021
121	chw	40	female	tertiary	peri_urban	5	0	0	1	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	1	0	1	0	0	2,023
122	nurse	53	female	health_centre	rural	3	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,021
123	chw	44	female	community	urban	0	1	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,022
124	pharmacist	39	female	district	peri_urban	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
125	nurse	37	male	tertiary	remote	28	1	0	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	2,022
126	chw	41	female	community	remote	5	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
127	doctor	42	male	district	remote	1	0	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
128	chw	41	female	clinic	remote	0	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	2,023
129	chw	40	female	district	peri_urban	3	0	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
130	chw	32	male	tertiary	urban	1	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
131	other	37	male	community	remote	14	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
132	clinical_officer	35	female	health_centre	urban	4	1	0	1	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,023
133	other	25	female	clinic	rural	16	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	2,021
134	other	27	male	health_centre	rural	4	0	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
135	chw	31	male	district	rural	22	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,019
136	nurse	34	female	health_centre	urban	4	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
137	chw	42	female	tertiary	urban	16	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
138	pharmacist	48	male	community	rural	0	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	2,023
139	nurse	44	female	health_centre	remote	2	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	2,021
140	chw	45	male	community	peri_urban	5	1	0	0	0	1	hiv_management	text_module	youtube	1	0	1.1	8	0	0	0	0	0	1	1	1	0	0	5	2,023
141	midwife	35	female	community	urban	7	1	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
142	other	24	male	district	remote	1	0	0	1	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,020
143	midwife	32	male	health_centre	rural	1	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
144	nurse	36	female	tertiary	urban	9	0	1	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
145	doctor	46	female	clinic	remote	3	0	1	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,021
146	nurse	36	female	health_centre	remote	2	0	1	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
147	doctor	41	male	district	peri_urban	6	1	1	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
148	chw	43	female	community	rural	3	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	2,021
149	doctor	30	female	health_centre	urban	1	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	2,022
150	midwife	41	female	health_centre	peri_urban	1	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,020
151	nurse	30	female	tertiary	urban	0	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
152	other	25	female	district	rural	3	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,020
153	clinical_officer	42	female	district	urban	7	1	0	0	1	1	leadership	mobile_app	youtube	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2,022
154	pharmacist	40	female	health_centre	urban	1	1	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,023
155	nurse	31	female	health_centre	urban	0	1	0	0	0	1	lab_techniques	text_module	youtube	1	0	1.6	3	0	0	0	0	0	1	1	0	0	0	4	2,022
156	nurse	54	female	tertiary	urban	0	0	1	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
157	nurse	45	female	district	rural	1	0	0	1	0	1	data_management	text_module	other	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,021
158	nurse	31	female	health_centre	rural	7	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,022
159	doctor	45	female	health_centre	remote	17	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
160	clinical_officer	49	male	district	peri_urban	5	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	2,023
161	chw	20	female	health_centre	rural	1	0	0	1	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
162	other	20	female	health_centre	urban	0	0	0	1	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,020
163	other	36	male	clinic	rural	4	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
164	nurse	30	female	health_centre	remote	1	1	0	0	0	1	data_management	text_module	custom	1	0	2.5	6	0	0	0	0	1	1	1	1	1	1	3	2,023
165	nurse	23	female	district	rural	9	0	1	0	0	1	lab_techniques	whatsapp_group	whatsapp	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
166	clinical_officer	42	male	health_centre	urban	0	0	0	1	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,020
167	nurse	40	female	community	remote	10	0	0	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,023
168	midwife	32	male	health_centre	peri_urban	20	0	0	1	0	0	leadership	video	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,020
169	nurse	34	female	health_centre	peri_urban	3	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
170	nurse	41	male	community	urban	10	0	1	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,020
171	other	21	female	clinic	rural	4	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,021
172	nurse	45	male	clinic	rural	13	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
173	doctor	30	female	tertiary	remote	4	0	0	0	0	1	leadership	mobile_app	moodle	1	1	7.4	7	1	1	1	0	0	1	1	0	1	0	8	2,023
174	nurse	20	female	clinic	remote	5	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
175	nurse	27	female	clinic	peri_urban	5	0	0	1	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	0	0	1	0	1	0	0	1	0	2,023
176	clinical_officer	44	male	community	remote	7	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	2,023
177	doctor	20	female	clinic	urban	2	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,019
178	nurse	24	female	clinic	urban	3	0	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
179	other	28	female	health_centre	peri_urban	0	0	0	1	0	1	emergency_care	whatsapp_group	custom	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,019
180	doctor	41	female	community	remote	0	0	0	0	0	1	emergency_care	blended	whatsapp	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
181	midwife	25	female	community	remote	7	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
182	doctor	20	female	district	remote	4	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
183	nurse	53	female	community	remote	10	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,020
184	nurse	30	female	tertiary	urban	5	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
185	clinical_officer	55	male	community	remote	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	2,020
186	other	48	female	health_centre	remote	6	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	2,023
187	midwife	48	female	community	peri_urban	7	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,021
188	nurse	34	female	district	remote	0	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	2,020
189	nurse	21	female	district	rural	4	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
190	lab_tech	20	female	health_centre	peri_urban	0	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,020
191	nurse	42	male	health_centre	remote	0	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
192	nurse	27	female	community	peri_urban	2	0	1	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,021
193	doctor	20	male	health_centre	remote	10	0	1	1	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,022
194	midwife	26	female	clinic	remote	11	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
195	other	20	female	clinic	remote	4	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
196	nurse	25	male	community	peri_urban	3	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
197	nurse	41	female	health_centre	peri_urban	6	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
198	lab_tech	27	male	health_centre	remote	11	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
199	doctor	27	male	district	urban	3	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
200	chw	63	female	clinic	rural	0	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021

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