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
201	17	Female	Asia	Low	High School	Student	5.36	148	124	63	183	7	5.868555	2.282463	5.302212	11	1.499281	9.4	70	0	Tablet	69	36.684152
202	28	Male	Europe	Upper-Mid	Bachelor	Full-time Employee	10.52	241	138	235	32	2	5.863612	1.897478	7	12	2.158311	9.3	54	0	Tablet	71	47
203	22	Female	Africa	Lower-Mid	High School	Full-time Employee	4.82	133	111	154	166	0	6.557887	3.795804	7.473146	12	1.25055	9.5	75	0	Laptop	76	23
204	35	Male	Africa	Low	Bachelor	Caregiver/Home	10.88	204	164	76	38	6	7.578715	2.258535	9	10	3.73099	7	56	0	Tablet	65.299301	45.9
205	29	Female	South America	Upper-Mid	Bachelor	Full-time Employee	5.07	95	134	165	116	1	7.941462	2.873268	6.735197	6	6.360236	6.9	54	0	Tablet	51	22.3
206	20	Female	Asia	Low	Bachelor	Student	4.91	123	326	57	60	3	8.444298	2.008058	5.116906	7	8.014798	2.9	37	0	Android	56	28.1
207	30	Male	Middle East	Upper-Mid	Bachelor	Full-time Employee	8.49	170	514	132	234	5	7.05794	1.14844	4	8	3.730535	9.1	41.5986	0	Laptop	70	45.9
208	49	Male	Europe	Lower-Mid	Master	Part-time/Shift	7.47	64	1,200	28	71	3	7.65131	1.910593	4	13	5.02712	5	0	0	Tablet	70	53.8
209	22	Male	Africa	Low	Bachelor	Unemployed_Looking	6.76	196	113	187	229	3	6.669612	1.979534	2	13	3.970722	8.8	68	0	Tablet	70	36.684152
210	33	Male	South America	Low	Master	Full-time Employee	8.5	215	458	158	106	3	7.680889	3.00188	4	13	6.08484	5.3	16	0	Laptop	95	47.7
211	18	Female	Asia	Low	Bachelor	Student	5.58	163	301	162	202	4	7.411106	2.124797	10.468452	8	6.918928	7.8	35	0	Tablet	71	31.9
212	36	Female	South America	Low	PhD	Caregiver/Home	7.79	127	830	187	42	7	9.300561	3.325893	8.645015	8	6.748009	5.7	0	0	Tablet	76	49.1
213	22	Male	Asia	Low	Bachelor	Full-time Employee	4.72	79	468	49	58	4	7.66176	4.113944	6	3	4.023806	9.7	36	0	Tablet	75	27.2
214	33	Male	Africa	High	Master	Full-time Employee	4.55	11	117	28	221	5	7.692988	3.08021	4	8	2.812007	9.9	66	0	Android	72	13.2
215	37	Female	Europe	Upper-Mid	Bachelor	Full-time Employee	6.03	142	237	167	0	7	7.492871	3.275258	6.693534	3	9.668477	6.3	65	0	Tablet	62	31.6
216	14	Male	North America	Low	High School	Student	6.49	127	544	226	98	5	7.652226	3.153277	4	8	3.792795	6	0	0	Tablet	73	36.8
217	31	Male	Africa	Upper-Mid	High School	Full-time Employee	2.68	44	217	80	202	3	8.944837	4.030088	6	5	7.039996	8.1	67	0	Laptop	57	14.4
218	46	Male	Europe	Upper-Mid	Bachelor	Caregiver/Home	7.77	150	259	33	79	1	7.297938	2.80501	2	12	2.22139	9.5	60	0	Tablet	63	37.7
219	22	Female	North America	Lower-Mid	Bachelor	Part-time/Shift	7.1	185	327	116	218	6	6.468121	3.207572	6.867677	8	1	10	31	1	Android	60	38.7
220	21	Male	North America	Lower-Mid	High School	Student	3.66	78	160	326	2	4	10.046479	4.086282	2	2	1	9.9	42	0	Laptop	66	17
221	19	Female	Middle East	Lower-Mid	High School	Student	4.83	90	334	73	0	3	6.225707	2.915747	5.758556	4	7.101171	9.4	48	0	Android	88	24.3
222	16	Male	Middle East	Low	High School	Student	3.88	120	218	386	216	4	5.485116	4.132295	5	4	2.004522	10	50	0	Laptop	46	22.6
223	38	Male	South America	Upper-Mid	High School	Full-time Employee	9.8	183	297	142	147	5	7.549902	2.087853	3	14	1	9.6	19	0	Tablet	72	45.3
224	46	Female	Asia	Low	Master	Full-time Employee	12.27	275	826	12	75	3	7.185307	1	21.089109	25	8.08138	4.5	0	1	Tablet	49	73.9
225	28	Female	Middle East	High	Bachelor	Part-time/Shift	6.98	128	346	57	100	5	6.44352	2.132313	7.798696	12	1	7.6	62	0	iPhone	60	34.6
226	41	Male	South America	Lower-Mid	Bachelor	Full-time Employee	7.37	112	214	210	168	6	7.079217	2.296617	5	9	5.853819	4.8	53	0	Android	76	31.5
227	37	Male	Europe	Low	High School	Full-time Employee	9.51	158	217	122	52	3	6.722967	2.001363	6	15	1.181632	9.8	51	0	Android	66	40.5
228	45	Male	Asia	Upper-Mid	Bachelor	Part-time/Shift	4.48	39	466	105	180	5	7.390933	3.169364	6	3	9.805543	7.2	29	0	Laptop	54	25.9
229	22	Female	North America	Low	Bachelor	Part-time/Shift	5.64	178	82	70	117	7	6.889788	3.293648	4.135884	6	5.581572	8.4	78	0	iPhone	58	28.5
230	30	Female	South America	Low	Master	Full-time Employee	9.84	213	122	336	0	1	7.756025	1	6.614379	12	2.299298	7.5	41.5986	0	iPhone	72	42.8
231	19	Male	Europe	Low	High School	Part-time/Shift	5.24	100	526	103	97	5	6.232624	3.054564	5	8	1	9.6	35	0	Tablet	58	32
232	25	Female	Europe	Upper-Mid	Master	Full-time Employee	7.11	157	1,196	63	277	1	7.5611	1.699302	3.42089	10	4.23415	9.7	0	0	Tablet	67	58.7
233	34	Male	South America	Upper-Mid	Master	Full-time Employee	3.25	85	215	58	0	6	9.467351	3.221508	3	8	1	7.7	56	0	iPhone	65	19.2
234	24	Male	Africa	Lower-Mid	Master	Student	13.62	301	187	83	211	4	5.129584	1.117552	14	18	6.955223	2	72	0	Android	58	60.7
235	27	Male	Europe	Low	Bachelor	Full-time Employee	5.39	107	128	295	0	1	7.930448	3.829478	3	8	5.29442	8.9	66	0	Laptop	86	22.7
236	31	Female	North America	Lower-Mid	Bachelor	Part-time/Shift	6.61	124	388	29	81	1	5.885	3.843451	2.959293	2	1.308371	9.8	35	0	Android	71	34.4
237	34	Male	Asia	Upper-Mid	Master	Full-time Employee	14.34	303	316	51	0	2	6.597343	1	19	20	9.171736	2.6	56	1	Tablet	45	67.2
238	44	Male	Africa	Low	Bachelor	Unemployed_Looking	7.11	115	331	102	36	2	7.35854	2.908594	1	6	1.122103	8.9	62	0	Laptop	67	34.8
239	16	Male	Asia	Low	High School	Student	6.53	216	47	142	241	3	6.288816	1.965908	6	13	10	0	71	0	Laptop	58	32.4
240	23	Male	Middle East	Lower-Mid	Bachelor	Full-time Employee	9.85	230	311	89	127	3	8.997123	1.931114	3	12	10	0	51	0	Android	74	48.4
241	22	Female	Asia	Upper-Mid	High School	Student	1.79	48	124	66	247	4	7.683499	4.153036	10.214913	0	1.893573	8.7	67	0	Android	57	9.4
242	20	Male	Asia	Lower-Mid	Bachelor	Part-time/Shift	6.49	150	152	440	31	5	7.930278	2.158137	5	6	8.809802	6	34	0	iPhone	64	29.6
243	28	Male	North America	Upper-Mid	High School	Part-time/Shift	14.57	288	316	144	206	3	5.662681	2.92486	21	18	2.897602	3	49	0	Tablet	70	65.1
244	30	Male	Asia	Low	Master	Full-time Employee	5.09	117	456	155	63	1	7.256756	3.753713	5	4	3.235726	9.4	15	0	Laptop	74	31.8
245	23	Female	Africa	Low	Master	Student	3.57	74	274	109	37	1	7.709356	3.874924	12.097725	2	9.30538	9.2	64	0	Android	53	19.9
246	44	Male	South America	Lower-Mid	Bachelor	Full-time Employee	1.52	27	183	170	0	2	9.232889	4.840284	3	3	1	9.1	54	0	Android	62	10.4
247	25	Male	Europe	Lower-Mid	Bachelor	Full-time Employee	4.45	100	176	219	55	3	6.651819	3.064732	2	6	1.158933	9	49	0	Tablet	60	21.6
248	33	Male	South America	Upper-Mid	PhD	Full-time Employee	6.94	86	149	42	0	4	6.042854	2.914102	3	10	3.909729	8.2	74	0	Android	58	26.4
249	45	Female	Europe	Lower-Mid	Bachelor	Full-time Employee	9.53	183	445	159	99	2	7.380498	2.963285	5.631774	7	10	1.2	9	1	Laptop	83	48.8
250	13	Female	Africa	Low	High School	Student	6.56	153	199	68	8	3	7.282014	2.996385	2.799952	9	1	9.9	74	0	Tablet	69	36.684152
251	24	Male	Africa	High	Bachelor	Student	2.59	98	286	208	11	5	8.363287	4.137739	7	0	4.011682	9.4	48	1	Laptop	52	20
252	16	Female	Europe	Lower-Mid	High School	Student	12.22	250	232	140	163	3	7.691945	1	16.374481	17	8.048861	1.9	38	1	iPhone	74	53
253	30	Male	Europe	Lower-Mid	Bachelor	Full-time Employee	6.42	83	398	131	127	5	8.144648	3.226346	4	7	5.740719	9.3	31	0	Tablet	86	30.2
254	13	Male	Africa	Lower-Mid	High School	Student	4.91	128	613	493	140	5	6.94335	4.167163	2	4	5.892088	8.2	2	0	iPhone	75	34.7
255	43	Female	North America	Upper-Mid	Master	Unemployed_Looking	9.9	120	428	141	0	2	6.896038	2.846996	10.274074	10	5.293051	4.6	30	1	Android	50	44.6
256	20	Male	North America	Lower-Mid	High School	Full-time Employee	14.36	307	341	183	0	2	6.065493	1	19	21	3.117988	1.3	54	0	iPhone	60	66.5
257	17	Male	Europe	Low	High School	Student	3.51	107	90	112	167	3	7.826429	1.980905	5	2	10	1.8	47	0	Laptop	78	16.6
258	13	Male	North America	Lower-Mid	High School	Student	8.06	134	68	336	0	3	6.56649	1.971987	1	13	4.135578	9.3	59	0	Android	58	29.3
259	28	Male	Africa	Upper-Mid	Master	Full-time Employee	7.81	157	139	54	196	5	6.995013	3.055816	5	9	1	9.4	80	0	iPhone	69	33.5
260	25	Male	Europe	Low	Bachelor	Full-time Employee	4.57	103	378	18	159	2	9.027503	3.889386	3	4	7.153837	1	58	0	Tablet	73	27
261	16	Male	Europe	Low	High School	Student	5.2	152	29	172	130	6	7.556212	3.182998	0	2	1	9.7	63	0	Android	56	23.4
262	24	Male	Europe	Lower-Mid	Master	Part-time/Shift	13.38	279	269	71	184	0	5.191064	1	16	16	9.350316	6.7	41	1	Android	64	60.2
263	20	Female	Asia	Lower-Mid	Bachelor	Student	5.69	131	216	74	0	5	8.544713	2.168106	8.60021	8	9.860942	1.9	69	0	iPhone	33	28.6
264	16	Male	Middle East	Lower-Mid	High School	Student	4.2	110	404	61	141	4	8.958137	5	6	0	10	3.1	40	0	Tablet	55	27
265	43	Female	Europe	Lower-Mid	Master	Part-time/Shift	5.02	75	145	181	200	3	7.975909	3.017485	4.94552	1	3.063995	9.8	56	0	Laptop	62	21.7
266	34	Female	Europe	Low	Master	Unemployed_Looking	14.76	289	320	228	0	4	7.21268	1.015853	25.166119	24	9.900374	1	30	1	Tablet	53	66.9
267	29	Male	North America	Upper-Mid	Bachelor	Unemployed_Looking	9.47	139	460	34	258	7	7.418947	3.310025	1	12	3.655658	5.9	22	0	iPhone	81	43.9
268	20	Female	South America	Upper-Mid	Bachelor	Full-time Employee	3.88	99	472	139	128	0	7.465982	4.735542	12.973681	4	4.425625	7.7	18	0	iPhone	51	27.6
269	33	Male	Europe	Upper-Mid	Master	Full-time Employee	3.88	107	395	82	68	4	9.041452	2.985319	5	2	6.961135	7.7	42	0	Tablet	61	27.2
270	17	Male	Europe	Lower-Mid	High School	Student	11.14	207	437	160	166	2	7.999132	1	9	19	7.076897	0	31	0	iPhone	66	52.4
271	31	Male	North America	High	Bachelor	Full-time Employee	11.33	295	148	290	48	5	7.762595	1.224643	8	9	1	5.6	39	0	Laptop	79	53.8
272	20	Male	Europe	Upper-Mid	Bachelor	Student	3.74	116	301	113	0	6	7.499953	5	7	0	3.793567	9.8	55	0	Tablet	51	24.3
273	50	Male	South America	Lower-Mid	Bachelor	Full-time Employee	8.16	175	118	82	13	1	8.385793	3.732562	3	10	2.139664	8.9	75	0	Android	77	37.2
274	41	Male	Asia	Lower-Mid	High School	Full-time Employee	5.78	84	407	223	131	4	8.832843	4.053438	4	11	5.763312	8.6	16	1	Android	65	30.7
275	14	Male	South America	Lower-Mid	High School	Student	14.8	319	268	33	32	3	7.099881	1	16	26	5.157926	6.418568	55	0	Tablet	55	66.3
276	30	Female	North America	Upper-Mid	High School	Full-time Employee	5.88	134	187	115	9	2	7.199954	1	4.270693	5	4.184706	4.5	51	0	iPhone	70	36.684152
277	40	Female	Europe	Low	High School	Caregiver/Home	5.14	93	83	16	125	6	6.91044	4.237938	3.034712	6	1	10	68	0	Laptop	67	21.5
278	37	Male	North America	Upper-Mid	Bachelor	Caregiver/Home	0.76	21	461	283	37	4	8.489999	4.04338	8	0	4.844621	7.7	12	0	iPhone	59	14.6
279	19	Male	Asia	Lower-Mid	High School	Full-time Employee	6.55	140	268	187	0	3	9.09487	2.955482	2	1	1	5.7	47	0	iPhone	66	31.7
280	16	Male	Europe	Low	High School	Student	4.32	88	257	206	65	2	7.376019	3.881544	4	4	10	0.3	28	0	Laptop	61	21.5
281	43	Male	North America	Low	High School	Full-time Employee	4.02	62	896	122	0	0	8.925198	4.7328	1	2	10	5.7	0	0	Laptop	66	37.2
282	16	Female	Europe	Low	High School	Student	4.65	76	113	243	163	7	6.794407	4.252967	5.961165	6	4.725171	9.7	42	0	Android	72	17.3
283	44	Female	North America	High	Bachelor	Caregiver/Home	10.27	217	152	26	0	3	8.30797	1	9.073547	9	1	9.7	72	0	Laptop	81	45.9
284	24	Male	Middle East	Low	Bachelor	Part-time/Shift	6.33	129	213	214	71	3	7.01051	4.028975	4	4	5.005593	4.5	59	0	Android	53	29.7
285	29	Female	Europe	Low	Bachelor	Full-time Employee	10.19	204	568	32	121	3	7.426066	1	12.975425	10	5.00704	3.6	8	0	Tablet	86	53.7
286	23	Male	South America	Lower-Mid	Bachelor	Student	4.21	93	313	164	76	7	8.461759	4.299931	4	0	9.45001	0	44	0	Tablet	45	24.2
287	20	Male	Middle East	Lower-Mid	Bachelor	Student	1.97	73	145	51	26	2	7.993994	2.90642	5	6	10	9	49	0	iPhone	63	12.2
288	33	Male	Asia	Lower-Mid	Master	Full-time Employee	12.66	251	486	360	143	4	6.353314	1.068026	4	17	9.951715	6.418568	9	1	Android	71	62.2
289	20	Male	Europe	Upper-Mid	High School	Student	5.62	144	150	214	115	4	6.94231	3.993234	7	2	1.91524	8.6	58	0	Tablet	68	26.8
290	21	Male	Europe	Low	Bachelor	Student	5.57	144	349	179	77	5	6.988012	2.048018	0	8	3.926533	8.2	33	0	iPhone	59	32.1
291	18	Female	North America	Low	Bachelor	Student	4.75	134	131	38	205	6	8.308902	3.18226	2.676544	6	1	9.1	61	0	Tablet	63	23.4
292	29	Male	Africa	Lower-Mid	Master	Full-time Employee	5.6	176	412	200	194	5	7.704908	2.151595	3	11	1	8.8	30	0	Android	60	37.2
293	19	Female	Asia	Low	Bachelor	Full-time Employee	7.82	247	454	68	164	4	6.108755	3.015528	9.068369	4	9.862766	0.4	33	0	Android	65.299301	48.7
294	35	Female	North America	Lower-Mid	Bachelor	Full-time Employee	9.28	245	404	17	208	4	6.121499	2.034179	8.551775	13	3.908463	8.8	42	0	Android	73	51.8
295	14	Female	Europe	Low	High School	Student	4.72	161	373	95	177	2	6.681536	2.998521	6.066269	6	1.14919	9.8	35	1	Android	69	31.3
296	36	Female	South America	Low	High School	Full-time Employee	4.17	48	831	111	137	4	5.941863	2.959654	5.65235	2	4.965168	0	0	0	Tablet	58	34.3
297	23	Female	Europe	Upper-Mid	Bachelor	Student	3.88	89	215	124	0	7	8.270444	3.253827	3.620301	0	1	9.7	57	1	iPhone	74	19.8
298	18	Female	Europe	Low	Bachelor	Full-time Employee	11.48	147	361	63	103	4	3.811888	3.146755	12.396403	16	9.860578	4.3	57	0	Android	68	36.684152
299	46	Female	Europe	Low	Master	Unemployed_Looking	10.26	175	470	31	0	1	7.543952	1.810041	10.054638	12	5.385186	5.9	37	0	iPhone	73	50.9
300	19	Male	Asia	Lower-Mid	High School	Student	11.77	252	109	36	132	0	5.758518	1	13	19	2.549749	6.4	88	0	Laptop	71	49.3

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