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
2,901	39	Male	Asia	Upper-Mid	Master	Full-time Employee	6.76	229	218	13	0	5	7.678307	2.105097	9	6	7.854465	5.6	59	0	Tablet	65	36.684152
2,902	16	Female	Middle East	Low	High School	Student	9.32	184	502	91	242	5	7.953708	2.141817	8.777807	12	1	6.8	42	0	Tablet	61	47.8
2,903	19	Female	North America	Low	Bachelor	Student	14.61	308	254	56	110	5	4.608561	1.232476	23.935523	24	5.823725	1.4	51	0	Tablet	65.299301	64.9
2,904	20	Male	South America	Lower-Mid	Bachelor	Unemployed_Looking	3.24	111	171	95	221	4	6.543349	3.025747	9	2	1.928859	10	100	0	Android	68	18.9
2,905	39	Female	South America	High	High School	Part-time/Shift	6.27	110	347	61	119	7	8.74024	2.239613	5.893714	9	4.569677	2.7	47	0	Tablet	50	32.8
2,906	35	Female	Asia	Upper-Mid	High School	Full-time Employee	6.59	152	218	86	14	5	7.868856	3.0751	6.131345	6	9.954805	0.4	44	0	iPhone	73	32.8
2,907	18	Female	Africa	Lower-Mid	Bachelor	Unemployed_Looking	4.68	119	834	214	297	5	7.055816	4.120933	1.118668	7	2.847957	9.8	0	0	Android	61	39.9
2,908	20	Male	North America	Upper-Mid	Bachelor	Full-time Employee	11.2	214	240	87	145	3	7.324043	1.921867	10	11	10	3	62	0	iPhone	54	48.7
2,909	50	Male	South America	Low	Master	Full-time Employee	6.42	142	196	41	148	3	8.056631	2.055741	6	8	2.068341	6.9	63	0	Tablet	60	32.7
2,910	32	Female	South America	Lower-Mid	PhD	Full-time Employee	7.98	184	217	169	127	4	6.838777	4.062743	3	9	4.169155	9.5	49	0	Android	78	38.3
2,911	28	Female	Europe	Low	Bachelor	Full-time Employee	8.41	123	349	68	156	4	7.480134	4.100511	7.066796	2	9.840229	1.1	35	0	Tablet	65.299301	37.7
2,912	26	Female	Middle East	Lower-Mid	Bachelor	Full-time Employee	7.31	182	97	220	49	2	7.231898	2.877222	6.522769	8	3.076189	8.2	49	0	Android	69	33.3
2,913	36	Female	Africa	High	High School	Full-time Employee	11.26	279	151	142	113	5	5.588761	1.0748	17.709163	15	4.713808	3.9	63	0	Tablet	58	53.4
2,914	44	Male	Asia	Upper-Mid	Master	Caregiver/Home	10.24	143	144	377	168	3	7.611394	1.906571	7	15	7.018672	2.3	39	0	Android	73	39.6
2,915	48	Female	North America	High	PhD	Part-time/Shift	7.63	113	323	74	128	4	6.696355	3.006525	6.841055	10	2.950408	9.2	45	0	Android	72	35.8
2,916	19	Female	Africa	Lower-Mid	Bachelor	Student	6.81	130	234	57	222	3	7.661372	2.989417	5.220622	2	1	9.2	70	0	Android	83	30.1
2,917	26	Female	Asia	Lower-Mid	Bachelor	Full-time Employee	5.03	104	152	64	3	2	7.909486	2.91815	3.451942	6	7.100614	5.4	49	0	Tablet	63	22.7
2,918	14	Female	Middle East	Lower-Mid	High School	Student	4.81	163	460	97	210	5	7.466397	2.161969	4.679615	10	1	8.1	36	0	Tablet	72	33.8
2,919	27	Male	Asia	Low	Bachelor	Full-time Employee	14.22	301	407	87	4	1	6.294619	1	21	22	10	5.1	54	1	Tablet	66	67.8
2,920	16	Male	Europe	Low	High School	Student	9.9	231	268	146	161	4	7.539383	2.051905	2	7	9.955581	2.5	60	0	Android	78	46.7
2,921	22	Female	Asia	Lower-Mid	Bachelor	Student	10.72	214	359	166	60	1	7.922001	1	6.860272	16	3.339444	5.6	33	0	Tablet	58	50.7
2,922	26	Female	Africa	Lower-Mid	Bachelor	Full-time Employee	8.59	211	515	532	74	3	8.305089	1.992114	7.324275	8	1	7.4	0	0	iPhone	72	49.2
2,923	21	Male	Middle East	Lower-Mid	Bachelor	Part-time/Shift	4.1	106	268	115	70	5	7.524907	4.155764	7	1	5.894735	5	14	0	Android	63	36.684152
2,924	20	Female	Middle East	Upper-Mid	High School	Student	10.79	195	98	87	111	4	5.721675	1.993316	9.653801	15	5.01764	9.7	74	0	iPhone	64	42.2
2,925	21	Male	Middle East	Low	Bachelor	Part-time/Shift	4.77	146	72	272	30	4	8.633228	4.100326	9	6	2.953393	8.9	44	0	iPhone	66	23.1
2,926	20	Male	South America	Lower-Mid	Bachelor	Student	4	103	109	114	239	4	7.893573	3.168866	4	4	9.918075	8.6	78	0	Laptop	65.299301	18.4
2,927	42	Male	Asia	High	Bachelor	Full-time Employee	1.78	46	105	38	136	1	8.607228	4.854013	5	0	1	8.1	76	0	iPhone	64	10.3
2,928	20	Female	North America	Upper-Mid	Bachelor	Full-time Employee	4.54	77	1,205	78	105	2	6.840486	3.884014	5.678436	4	10	4.6	0	0	Laptop	67	45.4
2,929	21	Male	Europe	Lower-Mid	High School	Unemployed_Looking	12.4	265	433	172	182	4	6.282983	1.036098	14	17	9.888872	0.3	22	0	Laptop	81	60.1
2,930	19	Female	Europe	Lower-Mid	Bachelor	Full-time Employee	3.34	77	245	104	127	7	7.27766	3.281126	9.966567	2	1	8.2	68	0	Android	75	17.9
2,931	19	Female	Africa	Lower-Mid	Bachelor	Full-time Employee	8.1	160	430	36	183	0	7.230547	2.69435	8.177627	8	5.384561	6.2	46	0	Android	74	40.9
2,932	29	Female	Europe	High	High School	Unemployed_Looking	4.68	116	580	113	252	1	8.223073	3.824891	8.300803	4	1	9.9	17	0	Tablet	60	34.2
2,933	45	Male	Africa	High	High School	Part-time/Shift	6.05	68	172	564	104	5	8.656484	4.074887	2	3	9.731427	3.2	32	0	iPhone	56	24.5
2,934	46	Female	Europe	Lower-Mid	Master	Part-time/Shift	8.42	178	268	1	87	2	7.276083	1	5.507606	11	1	8.8	41.5986	0	Laptop	75	36.684152
2,935	31	Female	Europe	Lower-Mid	Bachelor	Unemployed_Looking	5.47	135	267	250	152	5	8.114683	3.14279	6.416826	5	2.790095	8.6	50	0	Android	74	36.684152
2,936	34	Female	Europe	Lower-Mid	Master	Full-time Employee	9.46	253	503	50	76	4	5.723206	2.052987	11.459113	8	6.842765	8.7	31	0	Tablet	65.299301	55.1
2,937	42	Female	South America	High	High School	Full-time Employee	2.86	53	584	88	0	4	7.140124	3.023367	2.474789	9	2.895629	6.4	15	0	Laptop	59	25.9
2,938	30	Male	Asia	Lower-Mid	Bachelor	Full-time Employee	6.76	214	596	101	155	6	5.572761	2.147559	18	8	9.916442	0.5	15	0	Tablet	65.299301	36.684152
2,939	16	Male	Asia	Low	High School	Student	1.56	66	483	94	102	2	7.889393	4.906643	8	0	5.112775	9.9	26	0	Tablet	49	19.2
2,940	34	Female	Asia	Lower-Mid	Bachelor	Full-time Employee	7.24	162	89	137	116	2	5.915911	2.842647	6.459499	9	7.117785	7.9	57	0	Laptop	61	32.1
2,941	14	Female	Africa	Low	High School	Student	8.67	243	367	169	103	4	7.286157	1.044978	7.591138	9	9.915398	9.8	37	0	Android	75	47.3
2,942	22	Female	Europe	Lower-Mid	Bachelor	Unemployed_Looking	7.69	162	138	173	188	2	6.874171	2.980404	5.921128	7	1.131903	8.3	44	1	iPhone	60	33.3
2,943	29	Male	South America	Low	Bachelor	Unemployed_Looking	6.33	90	624	93	0	2	7.801492	1.924715	3	7	1	8	6	0	Android	71	36.7
2,944	29	Male	Middle East	Lower-Mid	Bachelor	Full-time Employee	14.66	320	318	224	144	1	5.623995	1	20	21	10	3.4	42	1	Android	63	68.5
2,945	21	Female	South America	Lower-Mid	Bachelor	Full-time Employee	5.77	123	286	357	182	5	8.93546	3.068067	11.983219	3	5.910301	7.1	28	0	Laptop	68	28.9
2,946	31	Male	Asia	Upper-Mid	Master	Part-time/Shift	9.26	89	440	165	240	2	6.160604	1	4	16	1.168936	6	37	0	Tablet	54	39.6
2,947	27	Male	South America	High	High School	Full-time Employee	7.48	138	110	45	200	5	8.515563	2.063044	2	7	1	8.8	71	0	iPhone	66	30.4
2,948	24	Female	Europe	Upper-Mid	Master	Full-time Employee	5.16	104	180	174	106	4	7.50434	2.951839	1.858994	6	3.903219	2.2	39	0	Android	35	24.4
2,949	26	Female	North America	Upper-Mid	Bachelor	Unemployed_Looking	6.04	138	766	208	131	4	8.091185	2.078544	3.179487	13	3.886644	6.4	0	0	iPhone	63	43.6
2,950	31	Female	South America	Upper-Mid	Bachelor	Part-time/Shift	13.25	291	570	37	166	2	5.304341	1	19.983595	8	9.148028	2.3	27	1	Android	49	69.7
2,951	40	Male	Asia	High	High School	Unemployed_Looking	12.08	206	221	17	83	0	5.532913	1	11	14	1.463254	6.3	56	0	iPhone	77	50.8
2,952	21	Female	North America	Low	Bachelor	Student	8.19	178	412	46	0	2	7.498225	2.905307	5.175584	7	10	3.4	38	0	Tablet	73	42.4
2,953	33	Female	Europe	Lower-Mid	PhD	Part-time/Shift	10.71	230	277	297	88	2	7.137517	1.88889	10.594348	13	9.13674	5.3	26	1	Tablet	70	50.6
2,954	35	Male	North America	High	Master	Full-time Employee	6.23	107	465	68	25	3	7.693778	3.938931	2	4	10	0	35	0	iPhone	80	34.1
2,955	27	Female	Africa	Lower-Mid	Master	Part-time/Shift	7.32	186	184	37	192	3	6.661588	1.997847	3.938228	8	1.107376	7.8	71	0	Laptop	56	36.3
2,956	23	Female	Europe	Upper-Mid	Bachelor	Unemployed_Looking	6.44	116	240	122	5	0	5.330263	3.808881	8.18902	9	10	3.4	54	1	Tablet	82	28.6
2,957	24	Female	Africa	Upper-Mid	Master	Student	8.83	170	438	211	102	3	7.572079	1.946979	6.926153	13	1	8.9	22	0	Android	74	44.1
2,958	27	Female	Africa	Lower-Mid	Master	Full-time Employee	2.35	58	253	93	64	1	6.466563	3.761234	11.03436	0	10	9.9	64	0	Android	63	15.2
2,959	23	Male	South America	High	Bachelor	Student	8.72	146	108	605	69	2	8.059323	1	4	13	9.98487	2.2	38	0	iPhone	76	33.3
2,960	14	Female	Africa	Lower-Mid	High School	Student	6.91	147	553	88	58	6	7.377064	2.168358	7.933685	7	7.784354	7.3	3	0	iPhone	54	40.3
2,961	27	Female	Asia	Upper-Mid	Master	Unemployed_Looking	4.11	88	257	543	101	5	7.28007	3.14194	5.51139	8	4.696893	8.5	2	0	Tablet	57	22.2
2,962	21	Female	Middle East	Upper-Mid	Bachelor	Part-time/Shift	3.83	62	166	103	143	2	9.697207	4.785174	6.254095	4	1	9.6	53	0	iPhone	59	16.3
2,963	28	Male	Africa	High	High School	Full-time Employee	8.73	141	734	47	142	4	6.69463	2.073884	8	16	7.793667	8.4	14	0	Laptop	60	49.8
2,964	17	Female	Africa	Low	High School	Student	7.82	191	358	103	194	1	5.42177	2.844467	7.616021	15	10	1.7	32	1	Tablet	54	41.5
2,965	44	Male	Europe	Upper-Mid	Master	Unemployed_Looking	8.12	100	114	141	18	3	6.923576	1.882136	6	10	7.008177	3	45	0	Laptop	77	30
2,966	22	Male	Europe	Low	High School	Full-time Employee	3.02	71	68	204	0	3	7.64137	2.923081	6	6	2.97567	8.7	53	0	Laptop	62	12.7
2,967	30	Male	Europe	Lower-Mid	Bachelor	Part-time/Shift	6.68	135	335	56	90	5	8.019837	3.135794	5	8	1	9	46	0	Android	69	34.2
2,968	42	Female	Europe	Low	High School	Part-time/Shift	7.56	166	723	6	0	7	7.367183	3.284405	12.072193	15	2.693833	8.3	3	0	Android	59	50.1
2,969	19	Female	Europe	Lower-Mid	High School	Full-time Employee	4.53	75	398	73	189	4	8.303571	4.077907	9.799672	0	1	8.2	41	0	iPhone	47	25.2
2,970	45	Female	North America	Lower-Mid	Master	Full-time Employee	5.02	67	299	211	0	3	10.07587	3.964984	9.565621	8	4.080891	9.6	43	0	Laptop	68	24.9
2,971	24	Male	South America	Upper-Mid	Bachelor	Student	11.09	172	155	62	167	3	6.160777	2.035279	15	12	4.960028	4.1	68	0	Laptop	46	43.3
2,972	22	Male	Asia	High	Bachelor	Part-time/Shift	5.43	134	495	115	0	5	8.276815	3.115751	7	8	1.809094	4.5	32	0	Android	64	34.6
2,973	29	Male	South America	Low	Master	Unemployed_Looking	9.6	233	77	378	2	5	5.924628	1.082658	8	11	9.850161	0.4	51	1	Tablet	51	43.3
2,974	21	Male	Asia	Low	Bachelor	Full-time Employee	7.84	187	227	86	121	2	5.971855	1.838984	1	15	2.06407	0.8	59	0	iPhone	85	37.3
2,975	18	Male	South America	Lower-Mid	High School	Student	7.1	155	134	67	20	5	5.70096	3.168583	4	8	5.719316	5.5	52	0	Android	74	30.5
2,976	27	Male	Asia	Low	Master	Unemployed_Looking	9.17	195	406	161	100	3	5.905325	1.973521	8	15	10	0	29	0	Laptop	66	46.7
2,977	41	Female	North America	Lower-Mid	High School	Unemployed_Looking	4.87	92	554	140	188	6	8.099164	2.24338	4.559938	10	9.807587	6.1	14	0	Android	78	32.6
2,978	37	Female	Africa	Low	Bachelor	Unemployed_Looking	8.35	183	365	186	95	3	5.554878	1.002696	2.754763	7	1.030954	6.5	22	0	Android	57	43.9
2,979	14	Male	North America	Lower-Mid	High School	Student	7.85	155	151	70	251	2	7.019287	1.791163	6	10	5.107207	6.8	58	0	Android	70	32.4
2,980	30	Female	Middle East	Lower-Mid	Bachelor	Full-time Employee	7.45	212	443	193	113	2	5.843139	2.835152	0	5	4.156246	7.3	29	0	Laptop	67	45.3
2,981	44	Female	Asia	Low	Bachelor	Full-time Employee	4.73	86	83	160	0	4	8.28506	3.000894	12.637928	1	9.935205	1.1	77	1	Laptop	68	20.3
2,982	32	Male	South America	Lower-Mid	Bachelor	Part-time/Shift	5.68	142	163	577	131	7	6.809594	3.250776	2	13	1	9.8	26	0	iPhone	78	27.9
2,983	34	Male	Europe	Lower-Mid	Master	Part-time/Shift	4.54	49	464	27	195	2	10.701071	2.871138	2	8	1	8.8	42	0	Tablet	72	25.3
2,984	33	Male	Europe	Lower-Mid	Bachelor	Full-time Employee	6.55	135	204	89	189	5	7.780397	2.181767	8	9	2.738725	6.9	61	0	iPhone	68	30.8
2,985	37	Male	Europe	Lower-Mid	PhD	Full-time Employee	3.47	50	437	101	199	2	7.177717	3.95208	1	6	1.076174	9.6	32	0	iPhone	48	23.1
2,986	25	Female	Africa	Upper-Mid	Master	Student	10.74	188	734	64	0	3	7.196159	1	11.999058	12	5.049349	1.1	0	0	Android	55	58.4
2,987	28	Female	North America	Low	Master	Full-time Employee	5.88	103	329	121	92	5	7.450182	3.119246	6.707173	8	1	9.2	39	0	iPhone	64	29.3
2,988	43	Male	Africa	Upper-Mid	High School	Full-time Employee	4.26	47	104	85	0	6	9.947516	4.176423	8	1	1	8.9	51	0	Tablet	66	16.4
2,989	21	Male	Middle East	Low	High School	Unemployed_Looking	9.8	192	1,169	60	0	4	7.737297	2.056384	7	14	8.951373	4.6	0	0	iPhone	65.299301	67.2
2,990	15	Male	North America	Lower-Mid	High School	Student	15.15	322	702	84	88	5	7.215051	1.141936	21	22	6.720195	2.6	0	1	iPhone	89	77.5
2,991	23	Male	Middle East	Upper-Mid	Bachelor	Student	13.78	316	268	71	147	4	6.08591	1.092249	15	22	10	4.6	72	1	Tablet	80	36.684152
2,992	43	Male	Asia	High	Bachelor	Unemployed_Looking	8.24	110	236	0	72	2	6.08745	1.932078	8	15	1.245546	7.7	44	0	Tablet	71	34.3
2,993	30	Male	Africa	Upper-Mid	Bachelor	Unemployed_Looking	4.71	99	158	49	335	2	6.573429	2.77705	0	0	10	3	59	0	Android	66	22
2,994	31	Female	Middle East	Low	Master	Part-time/Shift	5.35	81	210	74	124	4	6.755768	3.044298	6.899896	4	4.957383	4.6	61	0	Tablet	63	23.5
2,995	25	Female	Africa	Upper-Mid	Bachelor	Full-time Employee	8.11	160	387	12	0	0	5.952304	1	6.349777	16	1.309184	9.5	42	0	Tablet	55	40.9
2,996	19	Male	South America	Low	Bachelor	Full-time Employee	8.04	193	201	360	0	1	6.431375	1	4	12	1.261414	9.2	49	0	Android	65.299301	38
2,997	23	Female	North America	Lower-Mid	Bachelor	Full-time Employee	8.96	177	586	348	36	3	5.403607	2.029002	5.213342	8	6.121544	5.8	0	0	Android	68	49
2,998	29	Male	Asia	Low	PhD	Full-time Employee	5.65	120	176	79	123	1	8.549654	3.796948	4	5	7.420714	2.7	61	1	Android	53	26.8
2,999	32	Male	Africa	Upper-Mid	Bachelor	Part-time/Shift	4.83	108	217	252	203	4	7.285024	2.060671	7	11	9.990869	2.2	47	0	Laptop	68	24.7
3,000	32	Male	South America	Low	Master	Unemployed_Looking	6.9	119	239	591	220	3	7.980765	1.915196	2	11	10	1.9	15	0	Tablet	63	31.2

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