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
601	31	Male	Europe	Upper-Mid	Bachelor	Unemployed_Looking	10.74	226	122	16	167	4	6.53852	2.0066	6	7	10	2.2	90	1	iPhone	73	46.1
602	31	Male	Europe	Upper-Mid	High School	Full-time Employee	7.51	187	455	47	112	3	6.662612	1.935773	6	14	1.188308	8.5	39	0	Laptop	56	44.1
603	24	Male	Asia	Upper-Mid	Bachelor	Full-time Employee	7.04	220	278	53	42	6	8.368683	1.278942	1	11	1	8.6	59	0	Tablet	74	40.1
604	37	Male	South America	High	High School	Full-time Employee	6.32	121	270	274	122	5	6.558901	3.101141	1	10	6.864798	6.6	29	0	Tablet	79	30.8
605	23	Female	North America	Lower-Mid	Bachelor	Student	12.18	175	50	608	0	7	5.864086	2.339312	14.848187	17	9.440573	5.6	38	1	Android	69	42.7
606	31	Male	Africa	Upper-Mid	Master	Full-time Employee	10.98	214	326	276	8	5	5.764886	2.194576	6	15	9.992234	2.8	23	1	Android	84	50.5
607	25	Female	Asia	Lower-Mid	Bachelor	Unemployed_Looking	6.16	156	1,010	157	0	2	6.42668	2.855483	5.652526	12	6.097753	6.1	0	0	Tablet	57	51.8
608	18	Male	North America	Low	Bachelor	Student	2.32	88	292	146	102	2	7.070639	3.847658	5	6	5.069115	9.4	36	0	Tablet	53	18.1
609	16	Male	Middle East	Low	High School	Student	6.45	106	292	81	62	2	6.914279	2.878349	3	6	3.123376	8.7	70	0	Tablet	47	29.4
610	30	Female	North America	Upper-Mid	Master	Full-time Employee	8.97	147	299	187	36	3	5.817501	2.917609	4.325603	9	1.158213	9.3	51	0	iPhone	80	39.4
611	14	Female	South America	Lower-Mid	High School	Student	15.53	360	200	119	102	4	3.174203	1.057977	22.935478	18	10	1.1	63	1	Laptop	72	69.3
612	31	Female	Europe	High	Bachelor	Part-time/Shift	7.86	109	133	96	108	5	8.044032	2.121527	5.207657	9	1.834286	3.8	65	0	Laptop	64	29.8
613	30	Female	Africa	Upper-Mid	High School	Full-time Employee	6.86	98	419	85	131	5	6.368689	3.149839	6.041079	7	1.904101	9.4	28	0	iPhone	68	33.6
614	40	Male	North America	Low	High School	Caregiver/Home	3.4	88	93	172	99	4	9.469841	4.121772	3	7	3.934223	2.5	51	0	Tablet	54	17.6
615	25	Male	Europe	Upper-Mid	Master	Student	5.33	138	405	439	278	4	8.468034	4.092799	5	9	9.847743	3.6	6	0	Tablet	89	31.9
616	13	Male	Asia	Lower-Mid	High School	Student	9.47	217	218	248	216	5	6.580206	4.156272	6	7	9.942393	3.1	59	0	Tablet	66	43.3
617	29	Male	Europe	Upper-Mid	Master	Full-time Employee	4.88	85	211	175	219	3	8.071797	2.873738	8	0	9.987509	0.1	51	0	iPhone	66	22.5
618	14	Female	Asia	Lower-Mid	High School	Student	8.3	202	69	174	16	2	6.630732	2.914325	4.906216	7	1.266635	9.7	70	0	Laptop	72	35.3
619	17	Male	South America	Lower-Mid	High School	Student	7.3	150	1,103	506	144	3	6.987322	3.058172	6	7	10	2.1	0	0	Android	70	55.2
620	30	Male	Africa	High	PhD	Full-time Employee	9.24	140	619	74	236	4	8.053241	1	6	8	1	7.9	4	0	Laptop	65.299301	47.9
621	22	Female	South America	Upper-Mid	High School	Student	9.16	135	351	137	121	3	7.222015	2.00651	12.516715	11	5.183597	4.2	50	0	Android	57	40
622	31	Female	Africa	Upper-Mid	PhD	Unemployed_Looking	15.17	166	148	410	98	7	4.859826	1.283611	24.068265	20	9.789816	3.7	33	1	Tablet	70	52.3
623	24	Female	South America	Upper-Mid	Bachelor	Student	6.55	140	436	78	241	2	7.404706	2.849666	4.821651	7	8.129773	5.5	37	0	iPhone	84	35.9
624	28	Female	Europe	Upper-Mid	High School	Part-time/Shift	11.06	263	166	52	71	6	6.314058	1.251751	15.392834	12	4.653037	2.8	62	0	iPhone	78	50.6
625	18	Male	Africa	Lower-Mid	Bachelor	Student	12.44	209	229	96	30	0	5.937152	2.817872	8	14	4.207676	9.4	70	0	Tablet	81	50
626	22	Female	Europe	Low	Bachelor	Full-time Employee	4.19	143	140	110	172	0	8.107656	1.771148	8.124452	5	6.536393	9	63	0	Laptop	60	23.5
627	21	Male	Middle East	Lower-Mid	High School	Unemployed_Looking	6.14	136	275	77	50	5	8.641464	2.11325	3	10	1	9.2	50	0	Tablet	55	31
628	21	Female	North America	Low	Bachelor	Student	5.36	103	456	42	53	5	6.846567	4.084636	5.642546	6	4.915057	7.8	37	0	Tablet	64	30.7
629	23	Male	Middle East	Upper-Mid	Bachelor	Full-time Employee	2.96	69	103	74	18	3	7.913951	4.979272	8	0	5.977979	7.2	69	0	iPhone	66	13.3
630	29	Female	Africa	Lower-Mid	Bachelor	Part-time/Shift	3.42	62	303	53	85	5	5.605085	3.175468	9.220173	0	9.947315	6.418568	53	0	Laptop	76	19.1
631	34	Female	Middle East	Low	High School	Full-time Employee	7.24	219	381	66	62	3	8.955782	1.952688	4.029614	10	5.98127	7.7	38	0	Android	48	44.8
632	17	Female	Africa	Lower-Mid	High School	Student	14.94	315	278	49	147	6	4.93002	1.197175	24.493447	8	9.622403	0.7	55	0	iPhone	80	66.1
633	33	Male	North America	Upper-Mid	Master	Part-time/Shift	12.85	294	268	338	239	2	5.550351	1.033256	16	15	7.127112	6.6	61	0	iPhone	63	36.684152
634	47	Male	North America	Lower-Mid	High School	Part-time/Shift	6.29	147	153	9	204	3	9.907904	3.025973	7	9	6.994737	9.6	89	0	iPhone	61	31.4
635	28	Female	Asia	Upper-Mid	High School	Full-time Employee	10.62	265	197	13	143	2	7.031147	1	13.225423	18	10	0.7	64	1	Android	55	51.2
636	39	Female	North America	High	Bachelor	Part-time/Shift	4.71	65	120	579	0	5	6.980316	5	1.320988	0	8.820142	3.6	33	0	Android	65.299301	19.5
637	30	Male	Middle East	Low	Master	Unemployed_Looking	8.24	204	269	54	241	6	5.254086	2.176335	7	9	2.767957	7.8	51	0	Android	73	41.9
638	27	Female	North America	Lower-Mid	Bachelor	Part-time/Shift	8.57	223	251	93	43	4	5.638417	3.055659	6.522506	11	9.907485	9.4	55	1	Laptop	66	43.8
639	19	Male	Asia	Low	High School	Full-time Employee	5	101	255	620	21	4	8.487795	3.001868	7	1	4.877558	9.9	12	0	Tablet	52	24.8
640	25	Female	North America	Low	Master	Part-time/Shift	8.66	143	404	300	203	4	7.118209	2.131945	8.771373	14	9.884082	10	20	0	Laptop	52	41.3
641	31	Male	North America	Lower-Mid	Master	Part-time/Shift	8.39	198	68	77	85	1	6.488562	1.882787	2	11	10	1.8	78	0	Laptop	62	37
642	42	Female	Asia	High	High School	Unemployed_Looking	6.11	112	300	22	86	6	9.173287	3.185017	6.838327	8	1	8.3	50	0	Android	82	30.7
643	25	Male	Europe	Low	Bachelor	Full-time Employee	6.86	115	856	269	0	4	8.284098	4.141121	5	3	3.772066	8.9	0	0	Tablet	62	45.9
644	27	Male	Europe	Lower-Mid	Master	Full-time Employee	6.8	102	100	126	30	6	9.091631	3.211482	4	5	1	10	77	0	Laptop	50	25.9
645	18	Male	Asia	Lower-Mid	Bachelor	Student	7.93	218	285	269	82	6	7.717735	2.341164	8	8	3.72549	6.1	36	0	Laptop	63	42
646	15	Male	Asia	Lower-Mid	High School	Student	9.89	219	203	448	115	6	4.351266	2.218929	5	15	6.865373	5.2	42	0	Tablet	62	44.4
647	20	Male	Middle East	Lower-Mid	Bachelor	Full-time Employee	2.79	78	159	213	61	5	8.175902	3.160619	5	0	3.90655	7.6	69	0	Android	38	15.6
648	13	Female	Europe	Lower-Mid	High School	Student	6.42	155	262	119	0	5	9.676642	2.201805	6.428064	11	1	9.2	62	0	Tablet	64	32
649	50	Female	Asia	High	Bachelor	Full-time Employee	5.08	78	67	38	205	3	8.043909	5	3.403286	3	1	8.1	76	0	iPhone	63	20.7
650	29	Male	Africa	Lower-Mid	Master	Full-time Employee	14.05	244	262	233	0	4	6.592619	1.077462	15	19	9.928274	2.3	32	1	Tablet	72	58.9
651	30	Female	Africa	High	PhD	Part-time/Shift	6.17	149	94	297	31	2	6.942511	1	6.907519	7	10	1.1	56	0	iPhone	83	27.6
652	25	Female	Africa	Upper-Mid	Bachelor	Student	15.01	271	567	120	29	3	3.677724	1.997747	22.48835	20	6.944879	2.6	18	0	Laptop	76	70.7
653	19	Male	South America	Low	Bachelor	Part-time/Shift	7.48	175	393	93	61	3	7.622477	2.931231	2	10	2.845426	6.9	45	0	Tablet	62	40.1
654	21	Male	Europe	Low	Bachelor	Student	2.47	52	402	51	148	1	6.075282	3.819878	4	2	6.137631	6.1	32	0	Tablet	54	18.4
655	22	Male	Middle East	Upper-Mid	High School	Unemployed_Looking	6.76	86	77	88	0	3	7.156965	2.916575	5	7	1	8.2	64	0	Android	91	36.684152
656	33	Female	Africa	Upper-Mid	High School	Full-time Employee	6.74	130	1,204	81	176	2	6.821694	2.803112	7.390998	3	10	4.3	0	0	Laptop	65.299301	56.3
657	27	Female	Middle East	Lower-Mid	Bachelor	Full-time Employee	5.43	143	249	64	161	2	7.088408	1.894677	6.496458	7	1.160955	8.8	38	0	iPhone	65	29.5
658	42	Male	Europe	Low	Bachelor	Unemployed_Looking	6.57	94	331	8	0	2	5.485523	1.95527	3	8	8.069821	5.8	56	1	iPhone	65	31.5
659	39	Male	Africa	High	High School	Unemployed_Looking	4.72	124	415	258	118	4	9.045938	3.098215	7	8	9.966977	0.3	19	0	Android	67	36.684152
660	22	Female	Africa	Upper-Mid	Bachelor	Full-time Employee	10.22	238	351	61	3	1	6.533657	1	11.257086	15	10	3.6	43	1	iPhone	64	51.1
661	18	Female	North America	Lower-Mid	Bachelor	Student	5.69	101	247	73	106	1	8.664625	1.899621	6.656256	8	1.29998	7.4	55	0	iPhone	59	25.9
662	23	Female	Europe	Lower-Mid	Bachelor	Student	5.6	119	314	106	180	3	8.053035	2.943587	5.784581	6	7.134042	8.2	48	1	iPhone	60	29.3
663	19	Male	North America	Lower-Mid	Bachelor	Full-time Employee	7.23	176	192	96	0	1	6.518523	2.716379	0	6	1.227112	8.9	57	0	iPhone	65	34.4
664	23	Female	Asia	Low	Bachelor	Part-time/Shift	10.35	180	551	171	203	1	7.272462	1.703166	6	14	8.179918	10	18	1	Android	60	51.8
665	25	Male	North America	Upper-Mid	Bachelor	Student	3.76	63	179	49	92	3	8.644234	4.912981	7	0	10	4.9	72	0	Laptop	58	17
666	16	Male	North America	Low	High School	Student	7.34	129	196	72	35	2	8.704951	1.932987	5	7	2.207979	8.1	64	0	Android	66	30.5
667	34	Female	Asia	Low	Master	Full-time Employee	6.86	174	758	226	28	7	6.506799	3.259839	5.41189	14	3.619287	7.7	0	0	Tablet	65.299301	49.2
668	16	Male	Europe	Low	High School	Student	7.25	190	243	93	0	4	8.135438	1.074973	0	12	2.104971	8.9	57	0	Android	80	36.3
669	15	Female	Middle East	Low	High School	Student	4.73	119	876	188	84	4	7.83044	4.134239	8.86502	3	5.895741	9.3	0	0	Tablet	38	41.5
670	22	Female	North America	Low	Bachelor	Student	10.79	179	163	173	53	5	5.470066	2.076805	11.858774	12	1	9.3	56	0	iPhone	76	42.3
671	18	Male	Europe	Low	Bachelor	Full-time Employee	12.55	276	681	93	135	5	6.436995	1.155735	11	17	6.857701	2.6	15	1	Android	77	67.5
672	19	Female	South America	Low	Bachelor	Full-time Employee	4.86	150	979	112	220	7	6.974265	5	6.417968	5	2.557233	7.5	0	0	Laptop	44	47.2
673	14	Male	Europe	Lower-Mid	High School	Student	15.38	314	127	76	175	1	4.574877	1	21	23	10	0.1	69	0	Laptop	62	63.4
674	31	Male	Europe	Low	Master	Full-time Employee	2.48	56	471	161	31	3	10.050575	3.039751	5	0	5.970639	3.6	31	0	Laptop	61	21.2
675	41	Female	North America	Upper-Mid	Bachelor	Full-time Employee	5.89	163	214	49	0	3	7.959491	2.957655	7.826441	7	5.00526	8.6	53	0	Tablet	51	33.1
676	19	Female	Middle East	Low	Bachelor	Full-time Employee	7.5	117	128	436	22	3	7.778298	2.952853	4.637815	4	3.188547	8.1	46	0	Laptop	57	28.6
677	28	Female	Asia	Lower-Mid	Master	Full-time Employee	6.59	155	380	286	131	2	7.536663	2.997736	6.327521	6	1.111345	5.7	23	0	Tablet	54	37.1
678	23	Female	Europe	Upper-Mid	Bachelor	Student	7.87	157	176	89	80	3	7.424702	1.998179	9.166779	10	2.973371	7.1	45	0	iPhone	65.299301	33.8
679	23	Male	North America	Lower-Mid	Bachelor	Full-time Employee	4.08	72	304	140	113	5	7.788063	4.178074	3	0	4.917908	9.4	41	0	Tablet	74	21
680	43	Male	South America	High	PhD	Unemployed_Looking	10.85	270	99	155	99	3	7.208081	3.039785	11	18	1	6.4	41.5986	0	iPhone	78	50.5
681	27	Male	Asia	Low	Bachelor	Full-time Employee	14.91	303	282	128	208	5	4.988488	2.099286	21	13	5.768818	3.6	44	0	Android	72	66.2
682	25	Male	Asia	Upper-Mid	Master	Student	3.15	73	435	132	138	3	8.292992	3.034531	1	0	1	9.9	20	0	iPhone	54	23
683	27	Male	North America	Upper-Mid	High School	Student	6.54	156	419	109	45	2	6.61758	2.867061	5	7	7.218865	9.4	21	0	Android	60	37.8
684	37	Male	Asia	Upper-Mid	PhD	Part-time/Shift	6.95	116	875	137	180	4	7.147056	3.024694	3	6	2.028405	8	0	0	Laptop	70	47.6
685	28	Male	Europe	Low	Bachelor	Full-time Employee	2.47	47	394	46	0	5	9.928264	5	6	0	9.764476	0.6	27	0	Laptop	53	18.5
686	32	Female	Europe	Upper-Mid	High School	Full-time Employee	2.99	71	361	595	125	4	5.445082	3.020822	7.698184	3	5.978447	9.7	0	0	Laptop	72	20.7
687	28	Female	Europe	Lower-Mid	Master	Full-time Employee	6.86	144	146	63	63	2	8.349834	1.933264	4.254207	10	6.106504	5	68	1	Android	63	30.6
688	25	Female	Africa	Lower-Mid	Bachelor	Full-time Employee	6.76	105	1,189	201	188	3	8.281687	4.985401	8	5	6.988827	7.4	0	0	Tablet	61	36.684152
689	50	Male	Africa	Upper-Mid	Bachelor	Part-time/Shift	3.11	62	222	21	96	2	8.321925	2.867595	0	3	1	9	67	0	Laptop	72	18.3
690	41	Female	Europe	Low	PhD	Unemployed_Looking	6.02	54	414	63	266	3	5.910887	2.005766	0.842233	10	1	6.9	41.5986	0	iPhone	69	28.7
691	26	Male	Africa	Low	Bachelor	Full-time Employee	10.24	161	477	104	0	6	7.231763	2.197935	8	20	2.739997	7.5	27	0	Laptop	61	48.3
692	30	Female	Middle East	Upper-Mid	Bachelor	Full-time Employee	6.37	111	421	46	114	0	9.208964	2.715983	4.649861	10	6.369264	4.1	25	0	iPhone	77	33.3
693	21	Female	Europe	Low	Bachelor	Full-time Employee	3.22	75	236	148	191	2	8.955076	2.89459	7.649285	12	1.058132	9.9	59	1	Laptop	54	17.9
694	28	Male	Middle East	Upper-Mid	High School	Full-time Employee	13.57	300	249	176	142	5	5.38234	2.154983	10	12	7.901541	0	44	1	Tablet	71	62.1
695	15	Female	Asia	Lower-Mid	High School	Student	6.49	182	181	203	88	3	7.764265	3.991533	2.56737	2	1	8.1	52	0	iPhone	65.299301	32.4
696	23	Female	Europe	Upper-Mid	Bachelor	Student	8.48	170	242	64	148	1	5.660474	1	8.062056	16	1.091402	9.3	74	0	iPhone	62	38.6
697	42	Male	Europe	Upper-Mid	PhD	Full-time Employee	5.62	149	189	59	73	4	7.601216	3.094281	3	2	9.95296	0.4	54	0	Tablet	68	30.2
698	47	Female	Middle East	Upper-Mid	Bachelor	Part-time/Shift	6.5	85	130	9	84	5	7.290862	2.12069	9.221618	6	1	9.3	79	0	Android	52	26.3
699	15	Male	South America	Lower-Mid	High School	Student	3.04	93	531	126	105	4	8.190165	4.019176	2	1	1	8.5	30	0	iPhone	74	25.5
700	16	Male	Europe	Low	High School	Student	7.6	79	138	175	0	4	8.916876	2.978524	3	7	5.815135	9.6	58	0	Laptop	63	25.5

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