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
3,401
44
Female
Europe
High
High School
Full-time Employee
6.76
88
463
70
16
5
6.516427
3.135538
5.936322
8
6.874552
6.1
42
0
Laptop
65.299301
36.684152
3,402
42
Female
Europe
Lower-Mid
Master
Unemployed_Looking
7.2
90
483
15
128
4
8.933457
1.033139
3.717281
11
1
9.2
28
0
Tablet
71
36.4
3,403
49
Male
Asia
Lower-Mid
Master
Caregiver/Home
8.75
131
286
38
170
4
7.300149
1.099579
2
10
10
2.3
53
0
Android
67
39.3
3,404
14
Male
Middle East
Low
High School
Part-time/Shift
4.41
84
876
124
67
1
6.720224
1
4
5
10
5.2
41.5986
0
Tablet
64
36.9
3,405
19
Female
South America
Lower-Mid
Bachelor
Student
7.24
178
123
303
30
4
7.252827
2.073429
5.140888
11
4.906545
4.1
45
1
Android
69
32.7
3,406
38
Male
Asia
Upper-Mid
PhD
Full-time Employee
7.14
188
252
225
0
7
8.433699
3.258894
1
3
9.664067
2.1
63
0
Android
40
39.2
3,407
38
Female
Asia
Lower-Mid
Master
Full-time Employee
12.4
233
456
382
297
1
6.780607
1.823423
10.836025
13
6.239711
7.2
0
0
Android
72
59.7
3,408
17
Male
North America
Low
High School
Part-time/Shift
8.93
188
522
274
212
7
6.300526
1.295026
4
21
9.618012
0
7
0
iPhone
66
47.7
3,409
28
Male
South America
Low
Bachelor
Part-time/Shift
10.56
155
354
91
190
6
5.70359
1.199105
9
12
6.516106
7.7
50
0
Laptop
63
45.6
3,410
21
Female
Middle East
Lower-Mid
Bachelor
Part-time/Shift
6.65
106
271
125
144
3
6.353068
1.995931
8.653186
5
7.038616
9.3
48
0
Tablet
85
28.7
3,411
19
Male
North America
Low
Bachelor
Student
3.04
51
487
83
60
4
9.596698
3.054108
1
6
1
9.1
36
1
Laptop
58
21.5
3,412
22
Female
North America
Low
Bachelor
Part-time/Shift
6.4
128
190
161
152
1
7.777169
2.805631
8.771043
6
7.152629
7.7
55
0
Android
61
28.7
3,413
21
Female
Europe
Upper-Mid
Bachelor
Full-time Employee
10.3
216
527
214
102
4
7.224526
1.034104
13.029805
14
8.823941
2.5
21
1
Android
85
53.3
3,414
34
Female
North America
High
Master
Full-time Employee
5.09
69
452
202
116
3
7.184087
3.97592
0.561374
1
6.953873
9.5
21
0
iPhone
57
28.5
3,415
22
Male
Asia
Lower-Mid
High School
Student
5.37
146
277
124
63
0
7.427394
1.743489
3
9
5.31291
9.2
57
0
Android
59
30
3,416
28
Male
North America
Upper-Mid
Master
Full-time Employee
3.78
69
213
164
247
3
7.00996
2.922583
6
0
1
2.9
47
0
Android
64
18.5
3,417
39
Male
Europe
Lower-Mid
Bachelor
Unemployed_Looking
6.58
96
524
100
70
2
6.432904
1.874682
2
12
3.196934
8.1
9
0
iPhone
73
36.1
3,418
28
Male
Africa
Upper-Mid
High School
Part-time/Shift
6.4
142
478
49
102
3
6.600265
1
2
11
2.055071
8.7
38
0
iPhone
67
37.6
3,419
15
Female
Africa
Lower-Mid
High School
Student
7.16
151
507
68
18
2
8.280347
2.890163
7.96867
10
1
8.2
17
0
iPhone
52
40.1
3,420
37
Male
Africa
Lower-Mid
Bachelor
Part-time/Shift
7.65
79
447
585
211
5
8.247517
1.102193
1
11
3.830917
9.6
15
0
Tablet
60
35.4
3,421
32
Male
Asia
Upper-Mid
High School
Full-time Employee
5.67
95
213
113
108
3
6.9266
3.01058
7
10
8.06274
4.6
64
0
Tablet
59
25.7
3,422
22
Female
South America
Low
Bachelor
Unemployed_Looking
6.76
104
72
428
334
2
6.799491
1.925792
9.404541
4
4.117507
3
40
0
Tablet
64
36.684152
3,423
44
Male
South America
Lower-Mid
PhD
Caregiver/Home
7.09
84
250
38
3
6
7.595733
2.165557
4
13
1
9.8
38
0
Android
69
29.9
3,424
13
Female
Asia
Low
High School
Student
6.96
159
217
82
128
2
5.668531
1
5.103329
10
1.159017
9.8
75
0
Tablet
69
32.3
3,425
32
Male
South America
High
High School
Full-time Employee
4.06
91
64
7
169
5
8.551813
4.163735
2
2
1
9.3
83
0
Android
47
18.1
3,426
32
Female
Asia
Upper-Mid
Master
Unemployed_Looking
3.63
95
175
471
145
6
7.594801
2.202929
5.266447
10
1
9.4
30
0
Laptop
76
19.5
3,427
25
Female
South America
Upper-Mid
Master
Unemployed_Looking
10.13
151
173
79
26
4
7.249172
2.015514
9.500017
15
3.911221
9.1
48
0
Tablet
68
39.2
3,428
21
Female
Africa
Low
Bachelor
Part-time/Shift
14.17
267
415
352
217
2
3.698439
1.837536
13.377266
14
10
2.6
5
1
Laptop
79
64.1
3,429
18
Female
North America
Low
High School
Part-time/Shift
6.09
55
279
39
175
1
7.802275
1.854984
4.652351
11
1
9.5
45
1
Android
69
23.5
3,430
33
Female
Africa
Upper-Mid
Master
Full-time Employee
5.69
112
146
280
69
3
7.079962
3.017176
5.941177
10
1.105354
9.6
50
0
Android
76
25.2
3,431
25
Female
Europe
Low
Bachelor
Full-time Employee
11.79
251
163
165
74
3
5.874721
2.961643
10.229052
8
5.080225
7.1
64
0
Laptop
70
51.3
3,432
30
Female
Africa
Lower-Mid
PhD
Full-time Employee
10.49
194
321
121
90
6
6.839365
1.250001
5
13
4.850112
1.3
50
0
iPhone
78
47.6
3,433
19
Female
Europe
Low
Bachelor
Student
3.85
141
264
294
51
3
8.302656
2.82378
3.058514
6
5.190707
9.9
52
0
Tablet
70
25.1
3,434
34
Male
Africa
Upper-Mid
Master
Full-time Employee
8.33
171
264
97
173
3
7.206414
1.038418
3
12
1
9.6
47
0
iPhone
64
39.9
3,435
38
Male
Asia
Low
Master
Unemployed_Looking
8.51
176
256
286
61
5
7.214476
3.123962
10
17
6.746699
3
49
0
Laptop
88
40.2
3,436
28
Male
Asia
Lower-Mid
Master
Full-time Employee
7.94
160
142
347
30
3
7.190249
3.979129
3
5
2.015656
9.2
61
0
Android
74
34
3,437
36
Female
South America
Upper-Mid
Master
Full-time Employee
6.76
73
319
108
202
5
5.668761
3.115784
4.703342
8
10
1.9
42
1
Laptop
71
36.684152
3,438
18
Female
Europe
Lower-Mid
Bachelor
Full-time Employee
8.89
156
88
81
0
2
6.877802
1
4.019291
13
2.018244
8.1
61
0
Android
52
34.2
3,439
21
Male
Africa
Upper-Mid
High School
Student
3.29
94
1,183
84
109
4
10.213213
2.998888
9
4
5.893124
6.9
0
0
Tablet
52
43.9
3,440
33
Female
Europe
Upper-Mid
Master
Full-time Employee
6.26
230
367
243
72
5
8.519308
3.205533
5.305981
4
9.711238
5.5
33
0
Laptop
68
42.3
3,441
28
Male
Asia
High
Bachelor
Part-time/Shift
8.35
220
584
126
48
1
6.280445
1.832085
3
15
4.260286
5.5
0
0
Android
66
51.5
3,442
22
Female
Asia
Upper-Mid
Bachelor
Full-time Employee
4.9
88
348
174
145
1
8.261708
3.843404
5.876408
5
2.15409
8.7
46
0
Tablet
59
25.9
3,443
34
Female
Asia
Upper-Mid
Bachelor
Full-time Employee
7.88
54
523
276
113
5
6.661295
1.115349
3.307721
10
4.815554
4
11
0
Tablet
66
35.4
3,444
27
Male
Asia
Lower-Mid
Master
Part-time/Shift
6.36
183
190
273
102
0
5.892775
2.666975
4
8
1.20081
3.1
48
1
Tablet
81
33.2
3,445
17
Male
Europe
Lower-Mid
High School
Part-time/Shift
3.27
69
137
221
189
3
6.582362
5
4
0
2.086689
8
63
1
iPhone
72
14.2
3,446
18
Female
Europe
Low
Bachelor
Student
4.18
55
502
87
0
1
9.556203
3.827842
9.436265
1
6.348093
9
23
0
Tablet
54
25
3,447
20
Female
Asia
Upper-Mid
Bachelor
Full-time Employee
11.13
175
686
30
1
2
5.497426
1
14.107155
13
9.113077
4.3
18
1
Tablet
64
56.3
3,448
28
Female
North America
Lower-Mid
Bachelor
Full-time Employee
4.64
103
331
177
142
6
6.955412
3.202005
9.868958
1
6.706931
8.5
30
0
Tablet
57
26.7
3,449
43
Female
Europe
High
High School
Unemployed_Looking
11.38
235
470
142
150
2
8.059832
1
15.41995
8
5.13072
2.5
15
0
Tablet
61
58.6
3,450
29
Male
Asia
Upper-Mid
Master
Full-time Employee
7.65
156
290
91
117
5
7.348599
3.201214
1
6
1
9.5
41.5986
0
Tablet
61
37.2
3,451
28
Female
Asia
Upper-Mid
Bachelor
Unemployed_Looking
12.5
163
79
323
219
6
6.241126
1.307289
16.212642
16
8.714687
2
66
0
iPhone
60
43.9
3,452
20
Male
Europe
Lower-Mid
Bachelor
Student
2.78
115
651
154
84
4
8.332037
5
2
2
5.992216
3.1
41.5986
0
Tablet
52
30.9
3,453
31
Female
Europe
Low
Bachelor
Full-time Employee
6.49
179
382
29
177
3
7.319666
2.934402
9.225798
11
1
9.4
56
0
Android
64
38.9
3,454
28
Female
Asia
High
Bachelor
Unemployed_Looking
9.2
242
186
36
63
0
6.403885
1
10.286953
16
1.291692
9.3
71
0
Android
59
45.5
3,455
23
Female
Asia
Lower-Mid
Master
Full-time Employee
2.96
80
304
219
106
4
7.320176
4.039224
10.280828
2
4.90602
6.9
21
0
Tablet
36
20.2
3,456
44
Female
Africa
Lower-Mid
Bachelor
Part-time/Shift
9.38
182
359
238
0
2
6.533535
1.922119
4.31648
12
8.215922
4.6
10
0
Tablet
86
46
3,457
35
Female
Europe
Low
Master
Part-time/Shift
1.71
34
868
247
0
2
7.40597
2.879192
12.213416
0
1
8.7
0
0
Tablet
76
27.7
3,458
50
Female
Europe
Lower-Mid
Bachelor
Full-time Employee
13.34
110
268
79
142
4
6.322078
1.130126
15.030836
17
6.773109
7
52
0
Tablet
61
36.684152
3,459
24
Male
South America
High
Bachelor
Student
6.16
117
718
167
125
0
8.607273
2.697412
4
2
10
9
0
1
Tablet
65
40.8
3,460
20
Female
Africa
Lower-Mid
Bachelor
Part-time/Shift
13.47
312
125
350
200
1
5.669374
1
22.049749
21
8.290013
3.2
51
1
Android
53
59.5
3,461
20
Male
South America
Low
Bachelor
Student
5.68
114
276
427
97
4
9.982769
4.02749
3
4
1
5.6
9
0
Tablet
82
27.3
3,462
17
Female
Asia
Low
High School
Student
13.51
318
916
96
48
5
6.359907
1.117734
19.450164
23
9.777962
0
0
1
Laptop
84
79.1
3,463
22
Female
Middle East
Upper-Mid
Bachelor
Unemployed_Looking
4.73
75
584
464
67
6
8.758151
3.191092
9.521824
10
9.656926
2.3
0
0
Tablet
67
30.1
3,464
22
Male
Africa
High
Bachelor
Full-time Employee
14.58
245
740
57
154
4
4.508022
1.088855
21
18
9.861413
3
1
1
Tablet
75
71.6
3,465
26
Male
North America
Upper-Mid
Bachelor
Full-time Employee
6.06
144
370
115
147
4
8.193892
3.097843
4
6
2.986246
8
39
0
Laptop
67
34
3,466
22
Male
Asia
Low
Bachelor
Unemployed_Looking
12.59
254
684
151
124
1
4.451984
1
12
13
10
1.9
3
1
Laptop
52
66.9
3,467
25
Female
Africa
Low
Master
Part-time/Shift
10.77
224
271
120
0
4
5.659019
3.046526
12.244944
13
5.909525
7.2
41
0
Android
61
49.6
3,468
24
Male
North America
Upper-Mid
Master
Student
2.48
60
194
123
73
3
7.806498
3.979049
6
0
1
9.4
53
0
Laptop
66
13.8
3,469
20
Female
Middle East
Low
Bachelor
Student
4.82
78
510
318
135
3
7.120034
3.016926
2.771121
8
9.920856
3
0
0
Laptop
60
28.7
3,470
32
Female
Africa
High
PhD
Full-time Employee
6.76
185
152
42
18
2
7.66547
2.938621
9.736762
10
10
6.418568
85
0
Android
63
36.684152
3,471
23
Female
Africa
Low
Bachelor
Part-time/Shift
8.82
211
297
69
88
4
5.454953
1.917411
9.682032
12
9.889181
2.9
51
1
Laptop
64
44.2
3,472
41
Female
South America
Low
Bachelor
Full-time Employee
9.17
168
268
0
105
2
7.677877
1
11.921046
6
5.158868
6.8
60
0
Tablet
64
36.684152
3,473
22
Male
Asia
Low
Bachelor
Student
6.55
180
125
243
127
3
6.869883
2.960827
5
2
4.916633
9.4
60
0
Laptop
66
31.7
3,474
20
Male
Asia
Lower-Mid
High School
Student
10.52
161
79
452
61
5
6.394327
1.165272
6
16
6.764899
4.2
32
0
Laptop
54
38.5
3,475
30
Female
Africa
Low
Bachelor
Full-time Employee
10.09
170
507
30
0
0
7.528918
1
10.326898
12
8.417305
8.9
41.5986
1
Laptop
58
49.9
3,476
25
Male
Middle East
High
Bachelor
Full-time Employee
7.66
132
572
105
183
4
6.174693
2.087884
4
10
4.137748
5.7
13
0
Android
65.299301
42.3
3,477
34
Female
Europe
Upper-Mid
Bachelor
Full-time Employee
5.84
152
330
103
18
1
9.019165
1.758338
10.100608
7
5.092208
8.6
53
0
Laptop
75
33.7
3,478
40
Male
Africa
Lower-Mid
Bachelor
Unemployed_Looking
7.38
91
143
324
55
2
8.724848
1.905158
4
10
4.127704
9.3
28
0
Laptop
44
28.8
3,479
39
Male
South America
Low
High School
Caregiver/Home
3.15
42
386
15
0
4
8.246526
3.096935
5
0
1.963749
9.6
36
0
Tablet
77
19.8
3,480
18
Male
Europe
Low
Bachelor
Full-time Employee
10.22
218
260
159
84
6
6.748552
2.137975
10
18
1
7.4
45
0
Android
79
46.4
3,481
41
Male
Africa
High
Bachelor
Unemployed_Looking
4.1
75
269
178
219
6
10.274375
4.337376
5
1
9.785703
2.6
19
0
Tablet
65.299301
22.5
3,482
17
Female
Europe
Lower-Mid
High School
Student
2.36
98
168
203
121
3
7.281747
4.031585
2.287962
1
1
9.9
53
1
iPhone
39
16.2
3,483
21
Female
South America
Upper-Mid
Bachelor
Student
14.58
306
201
155
0
5
6.113389
1.131877
23.503321
23
4.836562
4.8
71
0
Android
61
63.4
3,484
34
Male
Europe
Low
Bachelor
Unemployed_Looking
4.41
126
311
105
5
3
9.033452
2.93062
2
3
5.995514
1.6
36
0
Laptop
64
27.9
3,485
24
Female
Africa
High
Master
Full-time Employee
8.3
201
194
97
116
1
7.566611
2.803517
5.53373
11
1
6.418568
49
0
iPhone
55
39.9
3,486
30
Female
North America
Low
Master
Full-time Employee
14.4
296
121
80
4
3
5.649637
1.97623
23.181794
16
7.98317
5.8
61
1
Laptop
60
61
3,487
23
Female
North America
High
Bachelor
Part-time/Shift
4.05
17
179
25
0
7
7.798915
5
7.137919
4
9.583078
1.9
75
0
Laptop
80
12.9
3,488
24
Male
North America
Upper-Mid
Master
Student
5.11
94
187
592
100
4
7.25042
4.126958
5
1
5.006422
9.3
24
0
Android
72
22.5
3,489
30
Male
North America
Upper-Mid
Master
Full-time Employee
12.34
295
83
597
48
6
7.215712
1.187889
15
21
9.635498
1.1
38
1
iPhone
65.299301
55.1
3,490
28
Female
Europe
Upper-Mid
Bachelor
Full-time Employee
12.42
276
404
116
184
2
3.887752
1
19.338244
19
5.149292
3.4
26
0
Android
49
61.9
3,491
33
Female
South America
High
Master
Full-time Employee
12.88
189
637
50
151
0
4.737016
1
12.385681
19
10
4.4
17
1
Laptop
62
61.6
3,492
26
Female
Africa
Low
Master
Full-time Employee
4.68
72
558
152
124
4
6.721677
3.031245
4.536672
0
1.843732
9.7
14
0
Android
63
29.5
3,493
24
Female
Asia
High
Master
Student
14.13
246
356
78
86
3
9.047194
1
24.744154
20
9.06785
1.2
58
1
Tablet
70
61.2
3,494
21
Female
Europe
Upper-Mid
High School
Part-time/Shift
11.8
306
900
207
84
3
5.711699
1.006603
7.242675
18
9.958024
0.8
0
0
Android
60
74.6
3,495
42
Female
Europe
High
Bachelor
Full-time Employee
6.97
139
198
319
43
5
6.554284
1.094148
3.627631
10
9.780688
0
22
0
Laptop
70
32.7
3,496
15
Female
Africa
Low
High School
Part-time/Shift
6.41
119
308
111
11
3
6.128898
2.950001
4.772862
9
7.076726
2.4
59
0
Laptop
84
29.6
3,497
28
Female
Europe
High
Bachelor
Part-time/Shift
4.21
55
415
136
155
4
6.699823
3.124953
5.520824
2
1
8.9
27
1
Laptop
73
23.2
3,498
44
Female
Europe
Lower-Mid
Bachelor
Part-time/Shift
11.51
146
119
41
206
6
6.590077
2.26979
8.518051
11
1.783568
7.6
56
0
Android
65
42.4
3,499
29
Female
North America
Low
Master
Full-time Employee
5.13
63
180
182
153
2
9.626066
4.902579
4.238655
8
10
2.8
52
0
Laptop
63
20.5
3,500
27
Male
Middle East
Low
Bachelor
Full-time Employee
4.03
87
197
158
200
2
6.546425
4.780323
2
5
1.178647
8.4
58
0
Laptop
61
20.2