digital-lifestyle-benchmark-dataset

Split (1)

train · 3.5k rows

id int64	age int64	gender string	region string	income_level string	education_level string	daily_role string	device_hours_per_day float64	phone_unlocks int64	notifications_per_day int64	social_media_mins int64	study_mins int64	physical_activity_days float64	sleep_hours float64	sleep_quality float64	anxiety_score float64	depression_score float64	stress_level float64	happiness_score float64	focus_score float64	high_risk_flag int64	device_type string	productivity_score float64	digital_dependence_score float64
101	35	Female	Asia	Low	Bachelor	Full-time Employee	7.26	131	89	89	178	1	7.999166	2.812377	8.486008	9	10	3.3	56	0	Laptop	51	29.9
102	16	Female	South America	Low	High School	Student	4.67	131	51	168	2	4	9.128402	3.04119	6.168693	8	1	9.9	89	0	Android	61	20.7
103	41	Female	Europe	Upper-Mid	Master	Full-time Employee	6.14	92	392	252	0	4	7.875304	2.989117	5.930322	6	1.011152	9.9	31	0	Tablet	62	31.9
104	39	Female	Asia	High	Bachelor	Full-time Employee	5.13	126	518	0	169	4	7.114112	3.049698	5.517598	4	3.896892	7.1	29	0	Tablet	57	35.5
105	17	Male	Asia	Lower-Mid	High School	Student	3.95	80	1,105	151	0	2	6.024606	2.760821	4	7	3.084811	7.8	0	0	Tablet	65.299301	41.6
106	20	Female	Europe	Low	High School	Part-time/Shift	2.74	41	96	62	43	4	6.085234	3.043777	4.682835	3	3.112982	9.9	81	0	Android	65.299301	9.8
107	43	Female	Europe	Upper-Mid	Bachelor	Part-time/Shift	9.43	209	337	82	19	2	6.349469	2.895315	7.577693	15	3.289319	6.1	38	0	Android	84	47.8
108	15	Female	Africa	Low	High School	Student	8.2	139	740	353	183	5	4.638497	3.143905	6.863509	14	9.86166	3.9	0	0	Laptop	67	47.1
109	24	Male	South America	Upper-Mid	Bachelor	Student	2.46	61	305	122	186	6	7.65599	3.133489	4	0	1	9.6	52	0	Laptop	68	16.6
110	19	Male	Europe	Low	Bachelor	Unemployed_Looking	8.04	225	929	47	28	5	8.06857	3.14305	4	6	3.646179	9.8	0	0	iPhone	64	59.2
111	17	Female	Asia	Low	High School	Part-time/Shift	2.88	56	158	131	159	4	7.372742	2.999853	7.745852	1	4.867763	8.4	57	0	Tablet	46	13.4
112	30	Female	Asia	Low	Master	Full-time Employee	3.68	82	424	56	186	0	9.835491	2.691763	8.402754	0	4.319221	8.6	53	0	Laptop	65	24.9
113	24	Male	Africa	Upper-Mid	Bachelor	Unemployed_Looking	14.82	310	176	197	47	3	6.255626	3.007937	4	19	10	4.5	42	1	Tablet	66	63.8
114	23	Female	North America	Low	Bachelor	Part-time/Shift	4.85	101	137	611	0	2	7.136412	2.992861	7.14981	2	5.104597	8	13	1	Android	90	20.6
115	24	Female	Middle East	Upper-Mid	Bachelor	Student	13.09	279	283	176	170	2	5.918663	2.894724	7.227227	18	8.93979	0.9	42	1	iPhone	63	59.9
116	24	Male	South America	Low	Bachelor	Student	9.17	211	301	169	117	3	6.979786	2.931186	4	9	3.068161	7.1	41	0	Tablet	68	45.2
117	26	Female	Asia	Low	Bachelor	Full-time Employee	4.91	98	166	77	246	1	8.092798	2.821705	7.467067	6	7.293798	9.2	35	0	Tablet	65	22.3
118	21	Male	Africa	Low	High School	Full-time Employee	13.82	304	397	35	146	7	5.11567	3.33853	4	21	4.73938	5.7	37	1	Laptop	53	66.6
119	21	Male	Europe	Lower-Mid	Bachelor	Full-time Employee	16.51	261	257	83	146	4	6.078185	3.082975	4	20	9.867702	0.3	45	1	iPhone	76	65.2
120	24	Female	North America	Upper-Mid	Bachelor	Full-time Employee	5.62	72	429	153	26	6	8.403295	3.34885	4.637871	1	4.648128	7.4	33	0	iPhone	73	28
121	21	Male	South America	Upper-Mid	Bachelor	Full-time Employee	3.31	67	396	52	0	5	8.322897	3.096043	4	0	2.609855	9.8	50	0	Android	73	21
122	44	Female	Africa	High	Bachelor	Unemployed_Looking	5.88	152	284	18	173	5	8.008175	3.144421	8.559913	11	3.800768	5.9	55	1	Android	65.299301	34.1
123	25	Male	Europe	Lower-Mid	Bachelor	Full-time Employee	10.01	120	249	21	240	3	6.862038	3.049486	5	11	3.109368	7.3	61	0	Tablet	79	37.8
124	29	Female	Middle East	Low	Bachelor	Part-time/Shift	6.92	206	511	272	102	1	7.963667	2.886579	9.690949	8	2.201364	5.7	9	0	Laptop	51	45.7
125	34	Female	Europe	High	Bachelor	Full-time Employee	8.33	141	66	72	64	2	7.092822	2.794652	8.497782	9	10	0.5	81	0	iPhone	71	32
126	30	Female	Middle East	Lower-Mid	Master	Full-time Employee	3.22	91	146	83	0	6	9.20429	3.211526	6.643073	7	1.697213	6.418568	76	0	Laptop	87	16.9
127	26	Male	North America	Lower-Mid	Bachelor	Full-time Employee	11.65	262	509	272	77	5	6.1738	3.206036	4	15	4.836013	7.3	0	0	iPhone	55	61.2
128	34	Male	Africa	Low	PhD	Full-time Employee	8.96	184	148	382	0	3	6.735328	3.116573	4	14	1	7.4	60	0	Android	59	39.6
129	24	Female	Africa	Lower-Mid	Bachelor	Part-time/Shift	3.53	81	146	157	44	3	7.69215	3.00723	8.163609	3	1	9.1	58	0	Tablet	66	16.8
130	15	Male	Africa	Low	High School	Student	4.25	104	253	238	52	3	8.193241	2.953647	4	3	9.878934	0.5	45	0	iPhone	60	22.6
131	26	Female	Asia	Low	Bachelor	Full-time Employee	6.44	175	264	72	72	5	8.047326	3.08135	8.51868	9	9.87975	2.6	49	0	Tablet	49	35.4
132	41	Female	Asia	Upper-Mid	Bachelor	Full-time Employee	4.85	80	398	489	32	2	9.277546	3.003093	7.132213	2	1	9.7	0	0	Android	66	27.9
133	28	Female	Asia	Lower-Mid	Master	Full-time Employee	14.73	297	268	59	203	6	4.683555	3.248131	7.585277	18	6.826484	2.2	55	0	Tablet	54	36.684152
134	27	Female	Asia	Upper-Mid	Bachelor	Unemployed_Looking	4.43	58	255	107	88	7	6.69307	3.249176	5.089261	0	4.529631	9.5	50	0	Android	70	19.9
135	17	Female	Asia	Lower-Mid	High School	Student	4.85	119	172	194	0	1	7.069932	2.802113	7.388175	9	10	6.418568	61	0	Laptop	56	23.5
136	31	Female	Africa	Low	Master	Part-time/Shift	11.11	192	26	89	28	3	6.439752	2.98755	5.605978	18	1.082385	8.2	87	0	Tablet	80	41.4
137	30	Female	Asia	Lower-Mid	Master	Part-time/Shift	4.38	67	113	562	102	1	8.372309	2.839461	6.008582	10	10	0	20	0	iPhone	57	17.6
138	33	Female	Africa	Low	Bachelor	Full-time Employee	10.36	160	645	136	84	3	7.282211	2.927059	5.511568	22	2.968056	5.8	0	0	Tablet	62	53.3
139	31	Female	Asia	Lower-Mid	Bachelor	Full-time Employee	15.36	300	236	270	79	6	5.03153	3.180985	6.42451	21	7.526382	2.3	54	1	Laptop	73	66.2
140	28	Female	Europe	Lower-Mid	Bachelor	Full-time Employee	7.52	167	76	178	141	4	6.586396	2.969278	6.965038	14	1.958523	9.9	54	0	Laptop	53	32.6
141	22	Male	Asia	Low	Bachelor	Part-time/Shift	9.51	201	265	53	79	1	5.516536	2.864259	4	8	10	0	50	1	iPhone	67	44
142	42	Female	South America	Upper-Mid	High School	Full-time Employee	8.91	171	316	114	155	4	6.819031	3.034844	6.249367	10	9.885433	7.6	37	0	iPhone	78	42.9
143	29	Female	Middle East	Upper-Mid	Master	Full-time Employee	14.34	285	134	61	64	2	6.038299	2.915472	9.336605	22	7.204908	3.5	81	0	iPhone	49	60.4
144	30	Female	Middle East	Low	High School	Full-time Employee	7	127	132	395	196	3	8.222191	3.043153	6.739743	6	1	8.7	41	0	Android	67	29.1
145	38	Male	South America	High	Bachelor	Unemployed_Looking	12.8	125	341	25	49	5	4.116071	3.142803	4	21	4.718718	3.7	51	0	iPhone	68	36.684152
146	22	Female	South America	Low	Bachelor	Student	11.68	250	115	94	0	1	5.156693	2.806623	7.282865	16	10	1.7	63	1	Tablet	73	49.4
147	39	Male	North America	Upper-Mid	Master	Part-time/Shift	14.65	178	222	100	125	3	7.894928	2.981736	4	19	9.946962	3.8	43	1	Android	53	55.1
148	40	Male	Middle East	Low	Bachelor	Caregiver/Home	11.29	221	343	183	207	2	7.902006	2.895315	4	9	5.335233	7.2	30	0	iPhone	52	54
149	23	Male	Europe	Upper-Mid	Master	Part-time/Shift	11.53	153	769	412	260	1	6.007067	2.874579	5	16	8.308127	4.9	0	1	iPhone	70	57.6
150	35	Female	Africa	Upper-Mid	High School	Part-time/Shift	10.96	217	282	205	80	4	5.245645	3.067467	5.090673	15	5.945856	3.6	18	0	Android	68	50.4
151	22	Male	Africa	Low	High School	Student	10.59	133	433	91	0	5	7.080024	3.10459	4	14	1	8.4	30	0	Android	68	45.1
152	27	Male	Asia	Upper-Mid	Bachelor	Part-time/Shift	6.15	138	530	104	0	7	7.864721	3.343971	4	6	1	10	37	0	iPhone	68	37.9
153	34	Male	North America	Lower-Mid	Bachelor	Full-time Employee	8.4	148	133	303	61	3	7.059706	3.033565	4	6	4.130655	8.8	41	0	Android	58	34.9
154	18	Female	Europe	Lower-Mid	Bachelor	Student	10.22	235	837	103	103	4	4.802916	2.985008	4.918269	15	4.891519	3.2	0	0	iPhone	67	62.8
155	34	Female	Asia	Upper-Mid	Bachelor	Unemployed_Looking	8.41	152	245	57	0	2	8.230926	2.968795	5.936793	10	1	9.7	48	0	iPhone	68	37.8
156	16	Female	Middle East	Low	High School	Student	6.03	102	252	235	191	7	8.872553	3.309815	8.818173	1	1	8.7	39	0	iPhone	58	26.7
157	34	Female	North America	Low	High School	Full-time Employee	15.3	239	241	108	29	7	6.466895	3.305742	8.792501	16	9.766441	8.4	41.5986	1	Laptop	84	61
158	14	Female	Asia	Lower-Mid	High School	Student	4.93	153	323	178	107	1	9.355433	2.862602	5.891701	6	1	8.1	42	0	Android	70	29.7
159	29	Male	North America	Low	High School	Unemployed_Looking	3.51	82	138	383	48	4	7.300891	3.023576	4	4	5.030411	7.1	60	0	Tablet	53	17.5
160	28	Male	Africa	Low	Bachelor	Part-time/Shift	7.14	167	196	126	63	3	5.909741	3.019749	4	6	1.990527	8.9	65	0	Laptop	72	34.2
161	17	Female	Asia	Lower-Mid	High School	Student	3.48	67	107	56	86	3	9.250985	2.953202	8.755395	4	4.12193	9.1	61	0	Laptop	55	14.2
162	17	Female	Europe	Lower-Mid	High School	Student	10.23	242	159	222	0	3	6.51254	2.898293	7.306545	16	10	6.5	51	1	Tablet	73	45.8
163	21	Female	Europe	Lower-Mid	Bachelor	Student	7.34	142	125	89	156	0	6.961073	2.682499	8.187052	9	10	2.9	98	0	Laptop	77	29.9
164	22	Female	Europe	Upper-Mid	Bachelor	Part-time/Shift	11.81	304	145	114	158	1	4.947946	2.840622	5.856133	16	10	1.4	59	1	Android	65.299301	55.4
165	23	Female	Europe	Upper-Mid	Bachelor	Student	15.15	309	284	321	103	7	5.523391	3.244306	7.847046	12	4.527806	3.9	40	1	Android	75	66.9
166	23	Male	Asia	Low	Bachelor	Student	6.13	151	387	95	174	4	7.865601	3.132429	4	9	1	9.4	49	0	Tablet	69	34.9
167	15	Female	Africa	Low	High School	Student	6.76	164	331	124	90	6	6.3306	3.271158	8.064911	4	1.752781	8.9	47	0	Android	73	35.2
168	24	Male	Asia	Upper-Mid	Bachelor	Part-time/Shift	11.02	231	313	122	39	3	7.423249	3.038712	4	13	8.07888	4.9	44	1	Laptop	84	51
169	22	Male	Europe	High	Bachelor	Student	12.48	224	417	170	90	3	4.766006	2.978279	4	16	7.001217	6	12	0	Laptop	63	57
170	35	Female	Africa	Upper-Mid	Bachelor	Part-time/Shift	11.85	222	204	37	67	3	6.011102	2.984933	7.248963	15	4.204181	6.3	67	0	Tablet	57	51.3
171	27	Male	Europe	Upper-Mid	PhD	Full-time Employee	3.32	133	885	100	116	5	7.077577	3.072124	4	5	9.720659	6	0	1	iPhone	56	36.684152
172	30	Male	Africa	Upper-Mid	Bachelor	Part-time/Shift	4.65	103	210	14	0	5	6.694739	3.181599	4	7	1	9.7	68	0	Android	57	23.8
173	33	Male	North America	Upper-Mid	Bachelor	Unemployed_Looking	4.64	113	127	126	27	0	7.075496	2.751378	5	7	1	8.5	72	0	iPhone	64	22.6
174	29	Female	Asia	Low	Bachelor	Full-time Employee	3.68	68	181	181	154	6	7.318518	3.24006	5.84981	7	4.869812	8.7	67	0	Laptop	68	17.4
175	16	Female	Europe	Low	High School	Part-time/Shift	7.06	142	90	385	88	5	7.128621	3.216225	5.153544	10	2.697196	9.9	57	0	Laptop	68	28.2
176	32	Female	North America	Lower-Mid	High School	Unemployed_Looking	7.71	65	116	516	91	4	8.900078	4.021627	4.362136	10	5.86126	7.1	48	0	Laptop	73	25.1
177	24	Female	Africa	High	Bachelor	Full-time Employee	14.11	304	513	119	201	5	4.967213	3.125503	24.378365	18	7.943609	1.3	41	1	Tablet	65	70.3
178	40	Male	Europe	High	PhD	Unemployed_Looking	7.22	125	114	84	255	6	6.216192	2.228028	2	6	1	9.9	66	0	Laptop	80	29.6
179	19	Male	Asia	Lower-Mid	Bachelor	Full-time Employee	6.39	141	358	284	88	6	7.170252	3.164923	2	8	4.589224	8.7	27	0	Android	62	33.7
180	41	Female	Europe	High	Bachelor	Part-time/Shift	8.77	94	307	40	5	5	8.709586	2.12243	9.00607	11	1	7.8	53	0	iPhone	92	35.3
181	21	Male	Europe	Lower-Mid	Bachelor	Student	4.8	121	162	131	0	2	9.70385	4.916803	4	1	1	9.8	50	0	iPhone	71	23.2
182	33	Female	North America	Lower-Mid	Bachelor	Part-time/Shift	6.5	124	192	15	278	7	7.040865	2.275308	5	12	3.738606	9	70	1	Android	56	29.8
183	28	Female	South America	High	High School	Full-time Employee	7.85	147	301	157	294	0	6.129958	2.797836	9.775462	11	9.341997	8.8	41.5986	0	iPhone	54	37.4
184	20	Male	South America	Lower-Mid	Bachelor	Student	9.03	215	476	161	7	2	6.214215	1.81661	7	22	1.095133	7.2	22	0	Android	70	49.2
185	15	Male	Europe	Low	High School	Part-time/Shift	1.87	66	225	269	76	1	8.537631	3.86841	5	7	10	6.2	36	0	iPhone	63	12.9
186	28	Female	South America	Low	Bachelor	Part-time/Shift	6.03	118	593	145	83	3	7.859059	2.0051	4.937253	2	7.074847	8.2	13	1	iPhone	72	37.5
187	38	Female	Europe	Low	Bachelor	Part-time/Shift	4.52	80	607	90	90	4	7.216386	4.023484	0.952193	3	1.966066	8.7	14	0	iPhone	70	32
188	20	Male	South America	Low	High School	Student	15.44	308	460	107	159	1	5.774954	1	21	17	8.236066	8.5	8	1	Tablet	64	72.1
189	38	Male	Africa	High	High School	Full-time Employee	5.59	93	259	135	149	2	7.379251	2.788142	2	8	9.987385	2.3	47	0	Laptop	57	27.2
190	15	Male	Europe	Lower-Mid	High School	Student	4.62	140	1,196	148	232	2	6.750925	1.852397	2	2	7.070383	4.7	0	0	Laptop	50	50.9
191	17	Male	Middle East	Lower-Mid	High School	Student	7.18	159	548	502	66	1	6.33807	2.86463	4	7	9.363927	6.7	0	0	Laptop	61	41.9
192	30	Male	Middle East	Low	Master	Full-time Employee	8.16	138	1,203	154	71	3	6.924357	2.969236	4	8	10	2.4	0	0	Android	74	59.8
193	16	Male	North America	Low	High School	Student	8.02	121	216	83	196	4	7.644014	2.110074	6	14	4.904965	6.3	72	0	iPhone	67	31.9
194	46	Female	Middle East	Low	Bachelor	Unemployed_Looking	4.85	116	182	13	120	3	7.957043	3.941047	5.889286	5	1.126733	1.8	61	0	Laptop	53	26.2
195	27	Female	North America	Lower-Mid	Bachelor	Unemployed_Looking	5.17	95	485	149	88	1	7.609198	2.847626	5.855894	2	1.159896	2.5	9	0	Android	67	30.8
196	24	Female	Asia	Upper-Mid	Bachelor	Student	5.31	74	73	385	34	1	7.923143	1.776396	4.653807	14	1	8.8	52	0	Laptop	65.299301	18.5
197	39	Male	Europe	High	Master	Caregiver/Home	4.73	92	347	61	40	4	9.410588	2.003646	7	8	6.941787	8.6	48	0	iPhone	56	27.4
198	26	Female	Europe	Upper-Mid	Master	Part-time/Shift	11.04	234	325	250	188	5	7.300526	3.126453	17.685883	14	4.788944	4.4	37	0	Laptop	67	52.3
199	30	Female	South America	Lower-Mid	Bachelor	Full-time Employee	4.04	78	504	154	82	5	8.771464	3.098561	6.65152	8	6.832315	1	25	0	Laptop	65.299301	27.5
200	31	Female	Africa	Low	Bachelor	Part-time/Shift	3.59	91	222	177	328	5	8.813515	3.054669	3.394585	4	9.809238	4.6	41.5986	0	Laptop	54	20.8

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