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
401
35
Female
Europe
Lower-Mid
Bachelor
Full-time Employee
6.54
205
71
17
93
6
5.472642
5
3.841858
6
4.713401
3.1
84
0
Android
49
34.1
402
23
Female
South America
Lower-Mid
Master
Unemployed_Looking
3.76
101
916
52
102
3
9.326464
3.952407
5.33307
7
2.933526
9.6
0
0
Tablet
59
38.8
403
15
Female
Europe
Lower-Mid
High School
Student
3.05
97
262
631
290
3
8.72416
3.920449
3.106982
1
1.106945
8.7
0
0
Laptop
65
19.2
404
39
Male
Africa
Lower-Mid
Bachelor
Caregiver/Home
6.95
123
252
124
210
5
8.266524
3.087347
5
9
1.883735
9.8
40
0
Android
65
32.6
405
27
Female
South America
High
PhD
Full-time Employee
8.38
145
294
277
25
1
7.63732
2.83399
6.896858
15
1.19626
6.4
49
1
iPhone
60
37.9
406
35
Male
Europe
Upper-Mid
Bachelor
Full-time Employee
15.32
323
321
155
11
5
4.825643
3.13839
21
24
9.880853
0.7
36
1
Android
71
70.6
407
45
Female
Africa
Low
Bachelor
Full-time Employee
6.53
143
1,201
159
0
0
5.579356
1
3.956463
10
9.386811
9.8
0
1
Tablet
54
58.3
408
29
Male
South America
Upper-Mid
High School
Full-time Employee
1.72
49
156
27
258
3
8.901814
2.982741
6
0
6.934831
8.6
48
0
iPhone
64
10.6
409
24
Male
Europe
Lower-Mid
Master
Student
6.29
148
189
123
191
3
5.186971
2.007257
3
14
9.968965
3.3
57
1
iPhone
66
30.1
410
44
Male
Middle East
Upper-Mid
PhD
Full-time Employee
5.34
101
180
162
141
2
8.352535
3.936066
4
5
1
9
49
1
Android
70
25.4
411
15
Female
South America
Lower-Mid
High School
Part-time/Shift
9.43
275
449
133
32
3
6.156287
1.884955
5.906759
10
2.062033
5
22
0
Laptop
72
54.1
412
49
Male
North America
Low
PhD
Unemployed_Looking
3.24
64
67
131
158
3
8.981008
3.929325
5
0
1
9
70
0
Tablet
54
15.3
413
37
Female
Asia
High
Bachelor
Full-time Employee
7.17
151
296
159
43
4
6.95806
2.040356
6.204559
12
9.862089
2
40
0
iPhone
50
36.9
414
22
Male
North America
Upper-Mid
Bachelor
Student
5.86
153
960
177
96
3
8.525212
1.970906
3
9
5.996048
6.3
0
0
Android
78
48.7
415
16
Female
Africa
Low
High School
Student
4.05
67
186
144
85
0
8.068386
2.698882
5.999633
4
4.32126
2.8
50
0
Laptop
68
17.1
416
19
Male
Europe
Lower-Mid
Bachelor
Student
10.67
146
358
80
80
1
7.032082
1
7
10
2.182628
8.7
34
0
Tablet
58
44.5
417
39
Male
Europe
Lower-Mid
PhD
Full-time Employee
5.73
96
603
36
225
6
8.593038
4.310692
0
3
1
9.2
14
0
iPhone
81
36
418
20
Male
Asia
Lower-Mid
Bachelor
Full-time Employee
8.01
116
111
136
0
7
6.810012
3.300887
3
13
1.702429
6.9
64
0
iPhone
65.299301
29.2
419
27
Female
Asia
Upper-Mid
Bachelor
Student
11
170
589
177
165
7
6.72054
1.295796
9.720425
15
9.688879
4.8
4
1
Android
77
53.4
420
35
Female
North America
Lower-Mid
High School
Unemployed_Looking
12.25
172
175
362
11
3
7.468843
3.014513
16.642892
14
6.935419
9.1
66
0
Laptop
66
47
421
29
Male
Africa
Lower-Mid
Bachelor
Unemployed_Looking
5.07
77
77
39
77
3
8.71436
3.878748
5
1
9.048184
6.418568
86
0
Android
86
18.3
422
29
Male
Asia
Low
PhD
Full-time Employee
14.01
241
1,202
217
148
4
5.07781
1.053348
18
18
9.858588
5.5
0
1
Laptop
65.299301
82.1
423
24
Female
North America
Low
Master
Student
5.24
62
184
351
160
6
8.265717
4.260646
9.115391
0
9.696816
2.7
37
0
Laptop
63
20.3
424
22
Female
Middle East
Lower-Mid
Bachelor
Student
9.41
247
229
81
179
5
7.005864
2.099652
7.675349
16
1
10
59
0
Tablet
75
46.5
425
38
Female
Middle East
Upper-Mid
High School
Full-time Employee
9.66
126
275
34
37
3
6.534121
1
10.044214
18
3.003053
8.1
46
0
Android
71
36.684152
426
28
Female
Africa
Lower-Mid
Bachelor
Part-time/Shift
4.82
90
74
147
60
1
8.388575
2.802981
1.641611
5
1
8.4
77
0
iPhone
79
18.8
427
37
Female
North America
Low
High School
Part-time/Shift
3.63
89
161
64
0
0
9.066517
3.729352
6.035913
1
1
9.9
70
0
iPhone
55
19.6
428
17
Male
North America
Lower-Mid
High School
Student
7.5
175
134
154
99
4
7.404266
2.006492
3
10
1
8.5
74
0
Tablet
72
33.1
429
34
Male
Africa
Low
High School
Full-time Employee
5.78
100
1,199
81
0
1
6.191286
2.917079
1
8
10
2.6
0
0
Laptop
76
51.3
430
23
Female
Europe
Lower-Mid
Bachelor
Student
6.77
123
274
44
25
7
7.459096
3.267644
2.738853
11
4.69473
9.1
66
0
Tablet
47
31.7
431
44
Male
Middle East
Lower-Mid
Master
Full-time Employee
14.3
271
215
249
112
1
5.819559
1
21
22
10
2.9
30
1
Tablet
53
62.4
432
29
Female
North America
Low
High School
Unemployed_Looking
3.15
39
782
131
165
3
8.868832
3.967359
9.313476
0
3.97627
8.8
3
0
Android
45
29.6
433
24
Male
Asia
Lower-Mid
Bachelor
Unemployed_Looking
9.18
157
104
130
326
0
6.914203
1.777779
10
11
3.472564
8.9
76
0
Laptop
62
35.8
434
43
Female
South America
Low
Master
Full-time Employee
6.3
125
539
122
189
4
6.266577
2.052796
6.128363
11
2.950286
9
13
0
iPhone
72
38.7
435
17
Female
Africa
Low
High School
Student
4.45
83
157
91
231
2
5.827113
3.916435
3.309808
1
10
1.5
67
1
Android
80
18.4
436
29
Female
South America
High
Bachelor
Unemployed_Looking
8.6
207
828
122
187
1
5.280145
1.768696
6.662099
12
10
7.5
5
1
iPhone
66
57.4
437
18
Male
North America
Low
High School
Student
9.83
181
248
126
342
5
7.359209
1.206194
7
14
1.843962
7.3
37
0
Tablet
81
41.9
438
15
Female
North America
Low
High School
Student
9.36
203
198
150
66
6
6.139886
1.23978
13.502091
10
2.661086
7.5
43
0
Laptop
51
42
439
20
Female
Middle East
Low
Bachelor
Student
4.6
89
268
102
100
2
6.868539
2.944541
1.884513
0
10
1.9
64
0
iPhone
48
36.684152
440
14
Male
Asia
Lower-Mid
High School
Student
6.62
117
379
241
223
3
7.962018
3.990298
3
3
1
8.7
27
0
iPhone
64
32.3
441
34
Female
Asia
Upper-Mid
High School
Unemployed_Looking
2.94
50
870
136
173
3
9.28347
5
5.603824
0
8.137754
9.6
0
0
Tablet
69
32.1
442
31
Female
Middle East
Upper-Mid
High School
Full-time Employee
14.63
297
503
119
84
3
3.903528
1
5.690281
14
10
2.3
19
1
Laptop
65
71.2
443
33
Female
Europe
Upper-Mid
Bachelor
Full-time Employee
7.62
180
381
53
162
5
7.059019
2.107239
2
10
3.914207
2.2
44
0
Tablet
44
42.3
444
20
Male
North America
Upper-Mid
Bachelor
Student
12.78
250
1,196
69
38
3
5.265813
1.039364
13
17
8.134318
3
0
1
iPhone
64
79.7
445
26
Female
Europe
Lower-Mid
Bachelor
Part-time/Shift
7.53
137
249
148
114
0
7.129406
1.810374
10.147215
11
5.323681
5.8
45
0
Android
52
34.3
446
31
Male
Europe
High
High School
Full-time Employee
7.97
160
241
67
194
2
8.782355
2.834802
6
13
1
7.2
67
0
Laptop
72
37
447
32
Male
Asia
Lower-Mid
Bachelor
Full-time Employee
9.1
175
161
228
0
3
7.404061
1
3
15
5.033142
8.3
40
0
Laptop
69
39.1
448
14
Female
North America
Lower-Mid
High School
Student
8.19
186
662
129
219
4
7.813451
1.030378
8.991578
14
2.860946
3.9
6
0
Laptop
65.299301
49.3
449
16
Female
Middle East
Low
High School
Student
7.76
148
171
191
0
2
7.668865
3.857304
6.055674
12
6.156989
9.7
51
0
Tablet
60
32.7
450
32
Female
North America
Lower-Mid
Master
Full-time Employee
8.86
168
126
72
14
7
5.335904
2.305821
8.791395
11
3.701796
7
74
0
Tablet
54
37.4
451
22
Female
South America
Upper-Mid
Bachelor
Student
7.85
157
723
214
310
0
6.517339
1.789435
6.133804
9
9.343367
2.7
0
0
Android
64
48.1
452
36
Female
North America
Lower-Mid
Bachelor
Part-time/Shift
4.36
130
526
0
232
3
8.203398
4.994623
6.282609
3
1.049279
8.2
17
0
Android
75
36.684152
453
31
Male
Europe
Lower-Mid
Master
Full-time Employee
7.97
200
236
100
101
4
5.95511
2.035949
5
8
6.923259
8.2
67
1
Android
55
40.7
454
23
Male
Europe
Low
Bachelor
Full-time Employee
5.56
69
129
52
0
3
6.856771
2.997783
3
7
1.101498
8.3
70
0
Android
70
20
455
21
Female
Europe
Upper-Mid
High School
Full-time Employee
11.61
246
433
106
152
6
6.743407
3.193695
12.161821
17
2.664318
3.5
41
0
Laptop
60
57.2
456
27
Female
Middle East
Upper-Mid
Bachelor
Full-time Employee
7.07
141
127
59
19
5
8.295668
2.152415
10.810753
5
2.648538
7.1
79
0
Tablet
57
30.3
457
34
Male
Asia
Lower-Mid
PhD
Full-time Employee
6.26
99
320
112
267
4
7.780206
3.121748
1
4
2.968436
9.7
36
0
Laptop
64
30.3
458
44
Male
North America
Lower-Mid
PhD
Full-time Employee
7.19
112
284
111
159
3
7.558623
1.868182
2
8
1.116306
9.1
35
1
Android
55
33.8
459
22
Male
South America
Lower-Mid
Bachelor
Part-time/Shift
14.95
232
103
78
193
3
4.956342
3.011903
21
27
10
0.3
73
1
Android
59
55.6
460
29
Male
Africa
Upper-Mid
High School
Full-time Employee
4.16
92
133
119
124
6
8.629516
3.134742
5
0
2.666522
7.8
87
0
Android
53
19.8
461
27
Male
Middle East
Upper-Mid
Bachelor
Student
14.18
167
316
81
227
7
3.0951
1.352995
21
8
4.520427
1.4
45
0
Laptop
85
53.4
462
13
Male
Middle East
Lower-Mid
High School
Student
8.6
149
1,131
189
19
2
6.511038
1.860304
5
14
10
3.6
0
0
Laptop
65
58.8
463
20
Female
North America
Upper-Mid
Bachelor
Part-time/Shift
6.55
164
658
290
26
4
7.149577
2.991041
6.064886
16
2.942085
7.2
0
0
iPhone
58
44
464
29
Female
North America
Low
Bachelor
Full-time Employee
4.24
93
825
157
207
2
7.192662
2.926919
5.364574
8
5.133729
1
0
0
Tablet
67
37.2
465
31
Male
Africa
Lower-Mid
PhD
Full-time Employee
11.66
131
584
88
37
1
6.35379
1
11
17
10
5.2
14
1
Tablet
64
36.684152
466
14
Male
Europe
Low
High School
Part-time/Shift
2.78
67
239
314
191
5
7.081527
3.08185
4
0
4.74851
3.8
45
1
Android
63
15.4
467
15
Male
North America
Lower-Mid
High School
Student
8.9
238
194
214
196
2
6.533532
1.829506
2
8
1.285795
9
58
0
Tablet
71
43.2
468
29
Female
Middle East
Lower-Mid
Bachelor
Full-time Employee
5.76
91
97
156
117
4
7.677863
2.042551
3.717197
1
1
7.4
41.5986
0
Android
73
21.9
469
30
Male
North America
Upper-Mid
Bachelor
Full-time Employee
8.88
137
89
32
88
5
8.124969
2.071605
3
10
7.677408
0
90
0
Tablet
60
33.6
470
33
Female
Africa
Upper-Mid
High School
Part-time/Shift
3.07
55
327
186
52
0
8.075894
2.679313
5.593428
7
1.342482
8.3
41
0
Android
59
19.1
471
20
Female
South America
Upper-Mid
Bachelor
Full-time Employee
4.45
116
362
247
80
0
6.792773
4.738167
5.471943
6
1.433578
9.5
30
0
Tablet
62
27.2
472
24
Male
Middle East
Upper-Mid
Bachelor
Student
8.75
206
477
83
75
4
6.410707
4.003631
3
8
6.901562
7.2
45
0
iPhone
42
48.9
473
32
Female
South America
High
Master
Full-time Employee
5.59
115
372
129
0
3
8.425618
2.993367
11.28843
5
5.919297
5
39
0
iPhone
50
31.5
474
24
Male
Asia
Low
Master
Student
7.64
113
113
41
145
4
7.255994
2.126432
0
14
2.917605
9
74
0
Android
79
28.1
475
38
Male
North America
Upper-Mid
Master
Full-time Employee
8.8
175
103
115
108
3
6.654863
3.964613
5
10
2.968706
9.7
49
0
Laptop
81
37
476
15
Male
Europe
Lower-Mid
High School
Student
7.02
177
285
108
0
5
7.285457
3.138317
4
4
4.863599
9.8
56
0
Android
63
36.1
477
16
Female
Europe
Lower-Mid
High School
Student
7.36
174
461
84
52
2
8.55979
2.993061
11.940604
9
10
9
36
0
Tablet
71
41
478
33
Male
Africa
Upper-Mid
Master
Full-time Employee
2.96
81
146
100
308
4
8.111082
2.992545
5
3
1
8.7
52
0
iPhone
68
16.2
479
32
Female
North America
Lower-Mid
Bachelor
Full-time Employee
7.5
178
155
208
136
3
6.800973
3.031602
6.36159
10
3.980815
9.7
54
1
Laptop
95
34.6
480
13
Female
Africa
Low
High School
Student
5.16
96
274
138
92
3
7.528176
2.025583
6.477542
8
5.097811
9.4
37
0
Android
76
23.9
481
31
Male
Africa
Upper-Mid
High School
Part-time/Shift
7.48
127
365
49
0
7
6.674994
4.334295
6
4
9.542521
5.8
26
1
Tablet
64
36.4
482
39
Female
Africa
Lower-Mid
Master
Unemployed_Looking
7.32
93
528
50
176
3
4.942841
2.036628
7.37459
11
8.950707
9.6
47
1
iPhone
55
38.2
483
29
Male
Middle East
Low
Bachelor
Full-time Employee
3.9
22
56
91
115
4
8.998623
4.065954
7
6
5.836471
6
83
0
iPhone
49
11.3
484
36
Female
Asia
Upper-Mid
Bachelor
Caregiver/Home
8.47
193
444
45
19
3
6.898303
1.942894
9.671475
9
1.065443
8.4
37
0
Tablet
67
46.7
485
31
Female
Europe
Lower-Mid
Bachelor
Full-time Employee
10.69
205
76
68
44
3
7.769183
1.026769
10.180269
18
8.062012
6.5
70
1
Tablet
57
43.5
486
28
Female
Africa
High
Master
Part-time/Shift
6.72
166
681
45
22
1
7.180971
2.868913
7.243953
11
5.195582
2.7
10
0
Tablet
51
46.1
487
41
Male
North America
High
Master
Full-time Employee
15.58
284
109
204
137
3
5.663004
1.027306
16
25
10
3.4
68
0
Android
59
63.5
488
25
Female
North America
Low
Bachelor
Full-time Employee
8.82
214
376
90
218
0
5.484516
2.734612
5.776616
15
6.478989
8
27
0
iPhone
54
46.9
489
23
Male
Asia
Upper-Mid
Bachelor
Full-time Employee
10.5
156
419
167
150
4
7.716219
3.016115
8
11
9.852842
0.8
57
0
Android
82
46.1
490
26
Male
Asia
Upper-Mid
High School
Student
7.17
133
1,119
190
166
2
7.947461
2.901724
2
6
4.987653
2.8
0
0
Tablet
74
54.6
491
47
Female
Middle East
Low
Bachelor
Full-time Employee
3.36
25
268
46
137
5
9.204927
5
6.878318
1
2.86066
3.8
38
0
Android
65
36.684152
492
15
Male
Middle East
Low
High School
Student
3.4
105
228
138
61
4
9.66939
4.103143
3
6
7.921935
9
69
0
Tablet
80
19.4
493
16
Male
Europe
Low
High School
Student
5.66
112
87
100
190
1
6.49666
4.790787
6
0
2.193503
9.1
72
1
Android
66
22.3
494
16
Male
North America
Lower-Mid
High School
Student
3.29
85
170
109
4
5
9.772727
4.147578
3
3
1
9.1
57
1
Android
56
16.8
495
35
Male
Europe
Upper-Mid
High School
Unemployed_Looking
3.49
95
122
148
265
4
7.484039
4.986486
6
6
6.997905
9.3
60
0
Laptop
80
17.9
496
29
Male
Africa
Low
Bachelor
Part-time/Shift
3.02
85
230
65
131
2
7.904676
3.941403
4
3
5.96713
9.1
46
0
Tablet
65.299301
18.4
497
40
Female
Europe
High
High School
Full-time Employee
7.18
135
107
20
22
4
6.249184
4.01276
6.406565
6
1
8.6
77
0
Android
55
30.8
498
24
Male
Europe
Upper-Mid
Master
Student
5.82
91
52
80
150
3
7.769542
3.011303
4
8
2.222681
8.9
76
0
Tablet
63
20.8
499
19
Male
Middle East
Low
Bachelor
Student
4.45
103
1,198
82
0
3
6.633812
2.914575
4
5
10
3.1
0
0
Laptop
56
47.5
500
42
Male
South America
High
High School
Full-time Employee
6.76
226
338
15
145
2
4.894865
2.943727
21
14
10
0.2
62
0
iPhone
51
36.684152