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
501	32	Male	Asia	Low	Master	Part-time/Shift	9.33	233	564	71	297	3	7.342374	1	5	15	9.131111	2.7	19	0	iPhone	74	54.6
502	29	Female	Europe	Lower-Mid	PhD	Part-time/Shift	9.34	166	224	224	121	5	6.095165	2.092742	10.541063	16	1	6.1	54	0	iPhone	84	39.8
503	17	Male	Africa	Low	High School	Student	3.96	75	74	67	30	3	7.243151	4.006608	8	2	8.101014	8	94	0	iPhone	51	15.3
504	39	Male	Europe	Low	Master	Part-time/Shift	11.16	221	160	45	72	3	6.748104	1.942522	7	15	10	0	65	1	iPhone	71	48.4
505	29	Female	Europe	Upper-Mid	Master	Unemployed_Looking	4.84	152	266	139	42	5	9.162507	3.169287	5	6	1	8.6	52	0	Android	58	29.7
506	21	Male	South America	Lower-Mid	Bachelor	Unemployed_Looking	7.7	141	601	248	243	5	6.163431	2.118104	4	11	1.798493	9.2	6	0	iPhone	60	36.684152
507	22	Male	Asia	Low	High School	Unemployed_Looking	4.57	120	244	182	0	5	7.996503	4.045757	5	6	5.838018	9.4	44	0	iPhone	59	25.1
508	29	Female	Africa	Upper-Mid	Bachelor	Full-time Employee	7.44	178	256	49	100	3	6.718027	1.92292	4.078873	6	5.990211	9.5	47	0	Laptop	65.299301	37.9
509	20	Male	Africa	Upper-Mid	Bachelor	Student	7.15	178	721	59	96	3	7.027196	1	1	8	1	7.4	0	0	Laptop	65	47.9
510	33	Male	Europe	Low	Master	Full-time Employee	6.31	139	227	44	25	3	7.199502	2.04045	0	7	1.9438	9.3	53	0	Android	57	31.5
511	32	Female	Africa	High	High School	Full-time Employee	6.4	153	111	257	259	4	7.345863	4.096982	8.258347	2	3.867517	7.6	58	0	iPhone	68	29.5
512	33	Female	Europe	Lower-Mid	Bachelor	Part-time/Shift	11.43	253	64	299	172	6	5.253315	2.292887	11.838378	13	5.695156	7	42	0	iPhone	64	48.9
513	23	Female	Europe	Low	Bachelor	Full-time Employee	7.11	143	530	172	0	4	6.765497	2.134607	2.832965	4	5.85527	3.3	18	0	Laptop	63	40.3
514	50	Female	North America	Upper-Mid	Bachelor	Full-time Employee	3.76	41	346	12	176	6	8.47914	4.184957	7.029132	2	1	9.3	38	1	Laptop	56	21.8
515	21	Female	Europe	Lower-Mid	High School	Student	6.77	174	545	288	102	6	7.047302	4.20227	6.177024	17	3.704627	7.9	0	0	Android	59	42.5
516	18	Male	Europe	Lower-Mid	Bachelor	Full-time Employee	9	265	873	74	215	6	6.103145	1.19113	3	15	9.749922	3.1	0	1	Android	73	63.2
517	28	Female	North America	Upper-Mid	Bachelor	Full-time Employee	5.25	90	290	452	52	6	7.744933	3.178119	4.781945	9	1	8.3	18	0	Laptop	70	25.6
518	26	Female	Asia	Upper-Mid	Master	Full-time Employee	1.88	52	61	175	151	3	7.426966	3.879966	5	0	8.000177	2.1	57	0	Tablet	55	8.8
519	14	Female	Asia	Lower-Mid	High School	Part-time/Shift	4.63	138	825	42	183	2	6.162071	2.891418	1.335109	0	10	1	1	1	Laptop	66	40.7
520	32	Male	South America	Low	Master	Full-time Employee	6.12	166	70	139	41	7	7.32215	3.227301	4	10	1	9.7	50	0	Tablet	73	28.8
521	32	Male	Asia	Low	Bachelor	Part-time/Shift	4.62	65	332	64	183	6	8.142151	3.209986	6	5	5.758068	8.8	35	1	Tablet	48	24
522	19	Male	Africa	Low	Bachelor	Student	4.82	80	225	164	16	3	6.502109	2.077829	2	7	1.049571	9.4	47	0	Android	70	21.2
523	47	Female	Middle East	Lower-Mid	High School	Caregiver/Home	8.01	157	103	142	46	1	8.734442	2.786804	5.953928	10	1	9	63	0	Laptop	58	35.2
524	19	Female	Africa	Lower-Mid	Bachelor	Student	6.8	164	496	373	25	6	8.54709	4.221433	11.153101	10	8.812705	4.7	18	0	Tablet	71	39.9
525	43	Male	North America	Lower-Mid	Master	Part-time/Shift	6.31	117	165	397	73	5	8.090227	3.177142	0	8	1	9.8	26	0	Android	57	29
526	25	Female	Europe	Low	Bachelor	Full-time Employee	10.91	218	91	107	0	5	5.387962	1.145824	16.997639	24	6.93105	8.9	57	0	Laptop	47	45.2
527	23	Female	Europe	Low	Master	Full-time Employee	14.35	248	78	70	84	3	6.532716	2.986665	24.2709	18	6.040586	7.1	69	0	Laptop	49	55.3
528	24	Female	South America	High	Bachelor	Student	10.19	179	358	84	0	2	6.020909	2.874036	8.228971	14	1.18819	7.6	46	0	iPhone	65	46.3
529	36	Male	Europe	Upper-Mid	Master	Full-time Employee	4.72	130	375	201	210	6	7.003168	4.2001	4	6	9.825225	3.7	28	0	Laptop	68	30.7
530	18	Female	Europe	Lower-Mid	Bachelor	Student	2.28	32	273	148	71	5	8.924791	5	9.306122	3	1	9.5	55	1	Tablet	56	12.7
531	22	Male	Middle East	High	Bachelor	Unemployed_Looking	5.67	99	215	65	119	6	6.338059	4.253997	3	2	4.692268	8.8	68	0	iPhone	71	24.8
532	22	Female	Middle East	Low	Bachelor	Part-time/Shift	7.92	219	229	48	244	4	6.899974	1.96485	8.716949	14	6.93205	0.2	49	1	Laptop	48	41.4
533	50	Female	South America	Upper-Mid	PhD	Caregiver/Home	9.89	185	320	38	92	0	5.209442	1	5	21	5.428786	8.2	62	0	Android	65.299301	47.6
534	20	Male	Europe	Upper-Mid	Bachelor	Full-time Employee	5.05	145	839	108	42	2	8.22085	2.821971	5	6	3.217006	2.9	0	0	Laptop	53	43.5
535	18	Male	Africa	Low	High School	Part-time/Shift	14.66	309	778	63	174	3	4.011204	1.020171	21	22	10	0	1	1	Android	65.299301	78.3
536	32	Female	South America	Upper-Mid	High School	Full-time Employee	6.76	134	254	48	159	0	7.248711	2.714696	6	4	5.236129	8.8	36	0	Laptop	65	32.5
537	24	Female	Europe	Upper-Mid	Master	Full-time Employee	6.92	175	288	99	17	2	5.610806	1	7.857719	13	4.163487	8.7	44	0	Android	56	36.7
538	32	Male	Europe	High	High School	Unemployed_Looking	15.66	294	345	48	93	4	5.738425	1.08089	21	23	8.857301	1.7	42	1	Laptop	61	69.7
539	33	Female	South America	Low	PhD	Full-time Employee	10.82	235	220	119	102	5	5.806702	1.178248	9.204905	12	1.705059	7.2	48	0	iPhone	75	49.7
540	19	Male	Middle East	Low	Bachelor	Student	13.18	275	893	80	51	6	5.455689	1.18979	18	15	9.616631	0	0	1	iPhone	59	74.9
541	37	Female	Europe	High	Master	Full-time Employee	2.68	37	467	68	116	2	7.657729	1.928186	9.367388	0	10	9.8	18	0	iPhone	73	20.2
542	42	Female	South America	High	High School	Part-time/Shift	7.54	129	47	15	47	0	6.138082	1.618132	5.583697	12	9.465701	4.6	77	0	Laptop	54	29.9
543	33	Male	Middle East	Upper-Mid	High School	Full-time Employee	7.16	144	52	89	113	6	7.171516	2.145664	4	15	5.720852	6.6	84	0	Tablet	70	29.1
544	32	Male	South America	Lower-Mid	High School	Full-time Employee	6.53	139	354	583	0	2	8.533709	2.956776	3	8	1	9.3	0	0	Android	79	34.5
545	25	Male	North America	Upper-Mid	Bachelor	Student	7.67	126	268	132	32	3	6.714693	1.960857	3	10	4.131911	6.418568	48	0	iPhone	40	34.4
546	35	Female	Middle East	High	Master	Unemployed_Looking	2.32	50	232	55	114	0	9.413671	2.639276	8.074268	0	1.233262	6.6	53	0	Tablet	57	14.8
547	32	Female	Europe	Upper-Mid	Bachelor	Full-time Employee	6.04	109	501	148	150	6	11.004566	2.176751	7.819252	8	2.759355	6.6	22	0	iPhone	71	34.8
548	19	Male	Asia	Lower-Mid	Bachelor	Unemployed_Looking	6.86	103	146	469	63	2	8.16224	2.845986	2	3	2.142865	8.3	24	0	Android	63	26.2
549	31	Female	Europe	High	High School	Unemployed_Looking	8.56	174	167	243	74	5	6.783651	3.123512	8.766783	8	9.869538	2.2	52	0	Tablet	69	37.8
550	20	Male	Asia	Low	High School	Student	8.06	175	338	65	241	1	7.536925	1.793734	4	13	1	9	32	0	Tablet	59	40.3
551	19	Female	Europe	Lower-Mid	Bachelor	Full-time Employee	11.67	246	377	61	0	1	5.595485	1	13.805429	16	8.18487	5	33	1	Tablet	65.299301	55.6
552	28	Male	Asia	Lower-Mid	Master	Full-time Employee	13.1	249	376	64	134	1	5.0386	1	11	18	10	9.2	53	1	Tablet	63	60
553	16	Male	Europe	Low	High School	Student	9.11	196	358	45	78	4	7.046195	2.119912	6	7	5.062702	8.8	55	0	Tablet	77	44.2
554	24	Female	Europe	Lower-Mid	Bachelor	Full-time Employee	16.08	300	187	230	222	6	3.675182	1.232922	24.0007	17	9.786614	3.6	57	0	Tablet	68	66.2
555	33	Female	North America	Upper-Mid	Master	Full-time Employee	5.69	91	107	95	230	4	8.553643	3.074809	6.033066	4	1	8.7	67	0	Laptop	68	22.5
556	36	Male	Africa	High	High School	Full-time Employee	9.01	157	1,195	249	19	4	6.919053	1.110183	3	14	8.823489	3.8	0	0	Android	61	64.4
557	47	Male	Asia	Low	Bachelor	Full-time Employee	3.55	75	182	2	104	3	8.592096	3.952602	4	4	9.902714	2.6	81	0	Android	60	19.6
558	29	Female	North America	High	Bachelor	Full-time Employee	3.82	86	260	133	35	6	6.775275	3.1486	5.154912	6	1	10	52	1	Tablet	61	21.4
559	16	Female	Europe	Low	High School	Student	6.97	163	145	90	266	4	7.753139	3.112274	4.285089	9	1.85436	1.9	62	0	Android	69	31.1
560	44	Female	Asia	Lower-Mid	Master	Full-time Employee	5.44	121	565	92	171	3	8.845625	1.978832	4.019155	10	1	9.4	17	0	Android	61	37.4
561	17	Female	North America	Low	High School	Student	3.25	109	277	70	77	0	6.048859	2.739354	5.523499	10	1.462515	8.9	59	0	iPhone	68	21.2
562	40	Female	Asia	Upper-Mid	Master	Full-time Employee	5.03	76	234	102	141	3	5.953567	1.940374	3.221733	3	1.908167	9.1	62	0	iPhone	86	23.1
563	34	Male	Asia	Upper-Mid	High School	Part-time/Shift	6.96	106	78	585	193	5	6.107827	2.100967	2	13	8.943635	1.5	32	1	Laptop	74	26
564	32	Female	South America	Low	Bachelor	Full-time Employee	3.46	61	189	107	0	3	9.801757	4.014376	6.258897	6	9.016988	3.2	64	0	iPhone	62	16.9
565	13	Male	Asia	Lower-Mid	High School	Student	5.43	156	137	224	26	3	5.947198	4.021273	5	3	7.945393	8.3	63	0	Tablet	77	26.2
566	40	Male	South America	Low	PhD	Full-time Employee	13.66	247	93	53	0	5	6.410059	1.171001	17	21	1.804466	2.1	67	0	iPhone	61	55.2
567	28	Female	Middle East	High	Bachelor	Full-time Employee	3.2	73	139	213	53	4	8.204019	3.091573	7.627563	0	1	9.6	53	0	Android	45	16.2
568	48	Male	Africa	Low	High School	Part-time/Shift	5.66	66	777	211	189	0	6.230495	1.760838	1	4	5.392084	5.1	0	0	Laptop	55	39.2
569	36	Female	Europe	Lower-Mid	Master	Caregiver/Home	5.9	94	126	1	106	3	9.477322	1	1	11	1	9.2	70	0	Laptop	46	24.7
570	41	Female	Asia	Lower-Mid	Master	Part-time/Shift	9.26	168	90	146	379	2	6.470452	1.883387	7.510763	8	1	9.3	56	0	iPhone	61	38.1
571	44	Female	South America	Low	Bachelor	Caregiver/Home	7.62	109	782	236	350	4	8.498711	3.112441	4.128073	6	6.913122	0.6	0	0	Tablet	65	46.9
572	31	Female	Europe	Low	Bachelor	Full-time Employee	15.2	258	257	331	206	1	4.774571	1	21.976472	21	10	0.7	24	1	Tablet	82	62.6
573	21	Female	North America	Upper-Mid	Bachelor	Part-time/Shift	15.54	309	114	372	15	2	6.107721	1	22.606092	17	10	7.2	40	1	Laptop	68	63.5
574	20	Female	South America	Upper-Mid	Bachelor	Student	14.5	308	1,054	131	143	4	5.866602	1.011724	24.091524	21	9.835796	4.6	0	0	Laptop	63	85
575	33	Female	Europe	Low	Bachelor	Full-time Employee	6.76	288	174	225	138	6	4.880189	3.178729	17.180841	17	9.6787	3.4	27	1	Android	73	36.684152
576	39	Female	North America	Lower-Mid	Bachelor	Full-time Employee	6.74	159	108	411	176	2	8.859892	2.880348	9.24371	12	4.158399	7.5	36	0	Laptop	43	32.1
577	20	Male	Middle East	Lower-Mid	Bachelor	Part-time/Shift	5.6	144	22	81	0	3	6.732703	3.931843	5	12	1.020283	7.7	98	1	Android	67	23.6
578	45	Female	Asia	Lower-Mid	Master	Caregiver/Home	4.6	58	137	17	174	4	7.022306	5	8.677317	1	9.950801	3.2	69	0	iPhone	73	18.9
579	18	Female	Asia	Lower-Mid	Bachelor	Full-time Employee	6.03	92	65	254	0	0	7.762233	3.664985	4.52871	11	1	8.2	36	1	Laptop	50	21.5
580	42	Male	Asia	Upper-Mid	Bachelor	Unemployed_Looking	4.82	139	330	368	122	6	8.391555	4.216656	2	5	9.625106	0.5	19	0	iPhone	76	30.8
581	40	Female	South America	High	Master	Full-time Employee	2.67	23	168	87	37	4	9.048299	4.05855	10.111235	1	6.925615	10	67	0	iPhone	68	11.8
582	21	Male	Africa	Low	Bachelor	Student	3.79	107	147	264	165	2	9.094972	3.801616	3	0	1.877432	9.4	47	0	Tablet	61	19.6
583	45	Female	Africa	Low	Bachelor	Full-time Employee	7.76	191	350	15	102	4	8.864877	2.029874	6.674939	10	6.950553	5.5	49	0	iPhone	71	43.2
584	15	Male	North America	Lower-Mid	High School	Student	7.08	184	261	94	65	5	7.289015	3.144595	0	8	2.800189	1.7	47	1	iPhone	88	35.5
585	30	Male	Africa	Upper-Mid	Bachelor	Full-time Employee	11.6	286	503	357	93	6	6.819918	2.233131	9	14	9.639065	0.7	0	1	Android	67	63
586	42	Male	Europe	High	Bachelor	Full-time Employee	4.36	95	203	109	102	6	9.088222	4.201479	6	1	3.742998	9.8	70	0	Laptop	67	23
587	41	Female	Africa	Upper-Mid	Bachelor	Unemployed_Looking	9.65	233	102	21	102	4	7.117119	2.085769	9.276052	9	3.024582	3	83	0	Tablet	60	44.8
588	32	Female	North America	Lower-Mid	Master	Unemployed_Looking	8.94	171	96	364	132	6	6.874573	1.206228	8.94647	14	2.67966	9.2	58	0	Laptop	57	37
589	42	Female	Europe	Upper-Mid	Bachelor	Unemployed_Looking	12.25	164	994	69	102	7	4.934502	1.292262	13.31637	18	9.535643	0.2	0	0	Tablet	73	67.6
590	33	Male	Africa	Low	PhD	Unemployed_Looking	3.81	103	261	469	206	4	8.290391	3.064508	6	0	9.943969	8	39	0	Laptop	56	23.4
591	22	Male	South America	High	Bachelor	Full-time Employee	5.44	134	495	98	19	3	6.474204	3.01839	10	9	9.930431	1.8	26	0	Android	66	34.6
592	14	Male	Europe	Lower-Mid	High School	Student	6.76	126	334	149	69	6	6.932435	2.177908	4	6	9.66491	3.1	24	0	Tablet	60	36.684152
593	18	Male	Africa	Lower-Mid	Bachelor	Student	9.25	200	287	83	152	5	6.641767	2.107469	9	10	1	8.9	62	0	Android	70	43.5
594	24	Female	Asia	High	Bachelor	Full-time Employee	6.34	110	208	93	26	5	7.955093	3.098365	4.204285	4	5.829228	7.8	58	0	Android	68	27.4
595	32	Male	Middle East	Low	Bachelor	Part-time/Shift	3.08	47	335	124	174	0	8.65487	2.715777	4	1	4.206461	9.3	50	0	Android	75	18.2
596	49	Female	Europe	Lower-Mid	High School	Full-time Employee	9.65	74	188	122	127	2	5.791524	1	11.770724	11	9.000033	6.7	49	1	iPhone	60	34.2
597	17	Female	Asia	Lower-Mid	High School	Student	4.35	103	442	159	223	5	7.466384	3.160446	4.366127	6	1	9.9	33	0	Laptop	62	27.6
598	33	Male	Asia	Low	Bachelor	Full-time Employee	9.19	147	268	22	28	3	8.33429	1.915486	3	15	1	7.3	80	0	iPhone	55	36.684152
599	29	Female	North America	Upper-Mid	High School	Full-time Employee	8.09	165	655	67	0	2	6.947153	1.862133	7.701967	10	2.014383	8.9	0	0	Tablet	61	48.3
600	27	Female	Asia	Lower-Mid	Bachelor	Full-time Employee	4.84	109	223	297	127	4	7.892769	3.070563	4.751664	3	9.966744	0.1	32	0	Android	69	24.5

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