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