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