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
3,301
13
Male
Europe
Lower-Mid
High School
Student
7.13
181
146
537
203
4
6.156017
2.989072
6
10
3.787796
8.8
18
1
Laptop
68
32.8
3,302
31
Male
Europe
Lower-Mid
Master
Full-time Employee
7.27
175
129
203
176
3
5.881235
1
4
8
3.956597
9.1
72
0
Laptop
56
34.2
3,303
26
Male
Middle East
Low
Master
Full-time Employee
6.84
164
96
258
314
5
6.682729
3.210676
5
4
9.804505
0.8
63
0
iPhone
67
30.6
3,304
22
Male
North America
Low
Bachelor
Full-time Employee
2.76
61
683
144
163
2
9.643077
1.866883
4
1
1
7.2
6
0
Laptop
55
27.1
3,305
30
Male
South America
Upper-Mid
PhD
Part-time/Shift
5.7
120
419
289
132
4
9.068295
2.997435
3
4
10
4
33
0
Laptop
76
32.5
3,306
23
Male
Africa
Lower-Mid
Master
Full-time Employee
6.25
100
207
517
125
5
6.406148
3.164406
7
10
1
8.7
0
0
Laptop
76
26.1
3,307
21
Male
Africa
Low
Bachelor
Full-time Employee
15.03
223
910
270
72
3
5.796399
1
21
22
9.991296
1.9
0
1
Tablet
70
75.2
3,308
32
Male
North America
High
PhD
Full-time Employee
6.24
115
285
35
68
2
8.536591
2.786191
7
3
6.246161
8.4
50
0
Laptop
69
30.3
3,309
21
Male
Asia
Lower-Mid
High School
Student
5.52
103
611
183
0
5
6.459123
3.164927
7
8
2.940197
9.8
0
1
Tablet
83
34.5
3,310
33
Female
Europe
Lower-Mid
PhD
Part-time/Shift
11.89
236
510
304
302
3
6.362757
1.078464
10.194923
8
8.028226
1.2
4
0
Android
65
59.9
3,311
26
Female
Europe
Upper-Mid
Master
Full-time Employee
5.06
129
347
101
141
1
7.733151
2.682244
7.42948
7
1.214252
8.1
44
1
Android
53
30.2
3,312
20
Male
North America
Low
Bachelor
Student
9.48
217
177
39
234
2
5.951659
1
4
13
10
7.1
80
0
Android
69
42.8
3,313
21
Male
Africa
Lower-Mid
Bachelor
Full-time Employee
6.05
145
296
245
0
0
7.777756
3.58996
4
8
1
9.5
37
0
iPhone
86
31.2
3,314
46
Female
North America
Upper-Mid
Bachelor
Unemployed_Looking
7.58
164
817
71
170
3
8.238029
2.968275
3.666011
12
5.057785
9.1
0
0
iPhone
55
52.9
3,315
33
Female
Europe
High
Bachelor
Full-time Employee
4.69
77
688
584
0
7
8.903435
3.341098
9.641147
2
1
8.8
0
0
iPhone
61
34
3,316
21
Female
Africa
Upper-Mid
Bachelor
Student
6.09
141
364
352
69
4
5.621578
4.0572
6.697641
3
4.954921
7.8
21
0
Android
69
33.2
3,317
20
Male
Europe
Lower-Mid
High School
Unemployed_Looking
5.45
138
259
43
39
2
7.349223
4.961756
0
4
2.103343
9.5
63
0
Tablet
64
28.7
3,318
29
Female
Europe
Upper-Mid
High School
Full-time Employee
3.97
99
338
234
29
3
8.028413
4.013568
7.013442
5
1
8.2
19
0
iPhone
55
25
3,319
20
Female
Asia
Upper-Mid
Bachelor
Full-time Employee
7.12
188
159
36
47
5
8.393985
2.216917
5.552386
8
1
8.1
87
0
Laptop
76
34.1
3,320
32
Female
North America
Low
Bachelor
Full-time Employee
9.44
184
197
17
153
5
6.186753
2.18982
9.212513
12
1
8.6
69
0
Tablet
88
41
3,321
17
Female
Europe
Low
High School
Student
7.24
154
165
112
189
7
6.553039
3.271432
5.359603
14
6.588186
9.2
41.5986
1
Tablet
67
31.6
3,322
18
Female
North America
Low
Bachelor
Part-time/Shift
7.3
190
309
627
239
2
7.125708
2.895492
11.093912
5
5.254437
9.3
15
0
Tablet
56
38.9
3,323
33
Female
Europe
Upper-Mid
Master
Full-time Employee
13.66
270
122
212
150
0
5.344684
1
23.952853
12
7.315869
5
53
0
Tablet
50
57.5
3,324
27
Female
North America
Low
Bachelor
Full-time Employee
8.26
176
103
119
136
4
8.476685
2.040392
6.945909
15
3.054455
9.2
52
0
Tablet
68
35.3
3,325
28
Male
Europe
Low
Bachelor
Full-time Employee
15.34
290
210
159
86
3
6.507209
1
19
21
10
0.1
48
1
Laptop
76
64.3
3,326
23
Female
Europe
Low
Bachelor
Part-time/Shift
3.2
72
589
51
44
0
10.155675
2.728141
7.633271
5
3.351576
7
18
0
iPhone
70
26.4
3,327
38
Male
Asia
Low
Master
Caregiver/Home
7.32
133
260
62
78
5
7.92395
1.198922
0
12
8.778771
3.2
63
0
Tablet
65.299301
34.5
3,328
20
Male
Africa
Upper-Mid
Bachelor
Student
4.19
93
264
94
78
4
9.480328
3.035417
4
2
2.907778
7.3
46
0
Laptop
59
22.2
3,329
20
Male
Africa
Low
Bachelor
Student
10.67
124
293
110
77
4
8.719381
1.005321
7
14
6.143936
7.8
53
1
Android
54
41.1
3,330
24
Male
Europe
Lower-Mid
Master
Student
5.24
129
177
204
92
1
5.518993
2.768791
1
11
9.400259
8.2
70
1
iPhone
73
25.6
3,331
42
Female
Europe
Lower-Mid
Bachelor
Full-time Employee
2.69
31
489
59
54
5
8.130562
3.164565
11.623643
0
6.834285
6.5
17
1
Tablet
74
20.7
3,332
20
Male
Asia
Lower-Mid
High School
Student
2.6
61
667
83
102
1
10.101571
2.742114
4
4
1
10
15
0
Tablet
50
26.3
3,333
49
Female
North America
Lower-Mid
Master
Part-time/Shift
5.48
85
385
0
190
1
8.627568
2.802212
6.029231
2
1
9.7
67
0
iPhone
81
29.7
3,334
30
Male
South America
Upper-Mid
High School
Full-time Employee
8.85
196
1,039
328
294
1
5.911851
2.878646
6
10
1.269811
7.9
0
0
Tablet
71
62.4
3,335
28
Male
Europe
Low
Bachelor
Unemployed_Looking
12.55
305
566
61
227
5
4.711513
1.14644
13
17
1.724785
6
37
0
Android
79
67.9
3,336
24
Male
Africa
Lower-Mid
Master
Student
15.95
300
437
133
108
3
4.819575
1
21
18
10
10
24
0
Tablet
52
72.7
3,337
20
Female
South America
Upper-Mid
Bachelor
Part-time/Shift
2.47
96
667
191
166
2
8.326721
2.89036
12.127206
2
10
2.6
0
0
iPhone
51
28.9
3,338
27
Female
Asia
Upper-Mid
High School
Student
5.76
104
603
74
0
5
7.214948
2.080331
4.911708
6
1
8.6
19
0
Laptop
64
36
3,339
26
Female
Europe
High
Master
Full-time Employee
4.24
101
578
99
199
4
6.20032
4.009068
10.814088
7
9.996893
3.2
9
0
Laptop
70
31.3
3,340
18
Female
Africa
Low
Bachelor
Student
5.95
113
624
69
8
3
6.950174
2.962281
5.600764
12
1
10
6
1
iPhone
83
36.4
3,341
19
Male
Asia
Lower-Mid
Bachelor
Unemployed_Looking
6.58
202
211
336
0
4
5.790544
4.065489
4
4
9.885922
0.8
19
1
iPhone
72
35.4
3,342
42
Male
North America
Low
Master
Full-time Employee
4.7
87
268
91
134
5
7.321674
3.179217
4
7
1
9.9
40
0
Android
63
36.684152
3,343
46
Female
Europe
High
Bachelor
Unemployed_Looking
3.48
58
720
49
182
3
7.881645
2.976668
8.180039
5
3.982053
9.5
6
0
Tablet
55
31.7
3,344
21
Male
North America
Lower-Mid
Bachelor
Full-time Employee
14.8
296
197
54
8
7
5.769299
1.359218
15
16
9.646515
0
59
0
iPhone
77
62.5
3,345
40
Female
North America
Low
Master
Part-time/Shift
6.04
138
356
66
123
7
7.752476
4.371839
7.22753
5
1
9.6
31
0
Android
55
34.7
3,346
21
Male
South America
Low
High School
Student
11.14
192
294
237
145
0
5.137016
1
7
14
10
4
43
1
Android
81
47.4
3,347
42
Male
South America
Low
Bachelor
Full-time Employee
3.48
81
491
46
70
2
8.547759
3.953405
3
0
1
9.4
33
0
Laptop
62
27.3
3,348
23
Male
Africa
Upper-Mid
Bachelor
Full-time Employee
9.44
210
885
101
223
4
7.371393
2.002389
7
19
4.986653
6.2
0
0
iPhone
81
60.1
3,349
41
Male
North America
Upper-Mid
Master
Unemployed_Looking
7.79
177
1,196
78
294
5
9.423803
2.07435
1
13
9.892158
1.9
0
0
Laptop
72
63.3
3,350
29
Female
Middle East
Upper-Mid
High School
Full-time Employee
5.86
193
230
201
119
6
8.376676
3.237593
9.421324
3
1
8.3
44
1
iPhone
64
34.5
3,351
26
Male
Asia
Low
Bachelor
Part-time/Shift
6.77
83
95
303
32
1
7.125344
1.745211
3
8
8.141508
7.4
56
0
Android
65.299301
23.8
3,352
24
Male
Africa
Upper-Mid
Bachelor
Student
3.46
58
376
57
272
4
8.832252
4.037406
6
6
1
9
56
0
iPhone
62
20.7
3,353
27
Male
Asia
Lower-Mid
PhD
Part-time/Shift
9.81
175
433
213
83
2
7.961985
1
8
12
3.177554
6.418568
11
0
iPhone
69
47.2
3,354
23
Male
Africa
High
Bachelor
Unemployed_Looking
7.34
180
437
39
63
4
6.113022
2.122594
3
11
6.913429
1.8
23
0
Laptop
66
41.6
3,355
29
Male
Africa
Upper-Mid
Bachelor
Unemployed_Looking
5.72
107
48
139
111
1
7.305249
2.79956
4
1
10
0.3
52
0
Laptop
59
22.4
3,356
14
Female
Africa
Lower-Mid
High School
Student
6.79
163
153
145
23
3
7.213979
2.939543
4.320857
3
7.912165
10
74
0
Laptop
63
30.8
3,357
30
Female
North America
Upper-Mid
High School
Unemployed_Looking
7.12
146
597
111
149
1
4.188412
1
5.763557
8
8.072923
7.4
0
0
Android
66
42.9
3,358
25
Female
North America
Upper-Mid
Bachelor
Student
4.86
83
496
453
204
4
6.457408
2.998248
4.482737
4
5.8723
4.6
0
0
Tablet
44
29.8
3,359
35
Female
Europe
Lower-Mid
Master
Caregiver/Home
5.39
110
430
106
120
0
8.777464
2.723723
5.140796
5
1.413652
8.7
33
0
iPhone
70
31.8
3,360
32
Male
North America
Low
PhD
Unemployed_Looking
9.78
239
254
133
106
2
7.216105
1
6
14
2.059325
7.2
54
0
Android
55
48.9
3,361
38
Male
Asia
High
High School
Unemployed_Looking
6.87
123
219
107
363
1
8.566702
2.810872
4
8
1
9.5
36
0
iPhone
53
31.9
3,362
13
Male
South America
Low
High School
Student
11.19
307
212
166
184
1
5.353765
1
15
19
10
3.6
48
1
iPhone
65.299301
55.3
3,363
27
Female
Asia
Low
Master
Full-time Employee
4.82
109
214
146
0
1
6.582132
4.770545
3.929894
4
2.287309
9.8
32
0
Tablet
47
24.8
3,364
31
Female
South America
Lower-Mid
Master
Part-time/Shift
6.66
180
368
94
71
1
7.505379
3.775921
6.139086
5
1
8.8
54
0
iPhone
51
39.4
3,365
17
Female
Europe
Low
High School
Student
7.05
175
117
61
0
4
7.281815
2.014569
6.84281
10
1
8.5
85
0
Laptop
58
32
3,366
14
Male
South America
Lower-Mid
High School
Student
10.06
217
263
317
81
5
6.75402
3.050805
8
11
4.790238
9.3
51
0
iPhone
85
45.4
3,367
29
Female
North America
Low
Bachelor
Full-time Employee
11.15
242
125
604
63
2
7.888036
1.909247
9.898113
12
1.113474
7.7
19
0
iPhone
60
48.7
3,368
45
Male
Middle East
Upper-Mid
Master
Part-time/Shift
16.75
280
305
103
128
5
4.735242
1.176543
21
20
9.889036
0.2
61
1
Android
67
71.1
3,369
27
Female
Africa
Upper-Mid
Bachelor
Full-time Employee
14.02
257
625
8
52
3
4.706794
1.011856
16.833178
18
9.929689
1.2
7
1
iPhone
65.299301
69
3,370
45
Female
Asia
High
Bachelor
Full-time Employee
6
68
1,205
35
131
2
9.201564
1.879031
11.842211
9
5.972375
4.8
0
0
iPhone
66
50.4
3,371
28
Male
Europe
Upper-Mid
Bachelor
Full-time Employee
3.53
67
264
97
181
4
6.630331
3.011375
5
8
1
8.7
39
0
Laptop
64
19
3,372
48
Female
Europe
Upper-Mid
Bachelor
Unemployed_Looking
7.2
169
259
0
8
3
6.706105
3.009256
6.240998
11
6.111749
0.1
67
0
Android
53
38.4
3,373
24
Female
Europe
Low
Bachelor
Student
6.51
136
320
114
26
1
7.363718
2.844217
8.823951
0
10
4
58
0
iPhone
80
32.6
3,374
48
Female
Europe
Lower-Mid
Bachelor
Part-time/Shift
3.94
77
133
70
148
4
8.613224
4.062796
4.740804
6
1
9.8
57
0
Laptop
83
18.8
3,375
21
Female
Middle East
Low
High School
Part-time/Shift
7.54
157
437
104
190
1
6.187207
1.899487
4.161808
8
5.089002
9.1
50
0
Laptop
48
40.4
3,376
21
Male
Africa
Lower-Mid
Bachelor
Student
6.84
71
106
37
138
7
7.503545
3.290258
4
12
9.636468
1.9
91
0
Laptop
55
22.9
3,377
36
Female
Europe
Lower-Mid
High School
Caregiver/Home
5.79
109
136
167
106
5
6.313198
2.118965
4.107676
0
3.876563
5
58
0
iPhone
65.299301
25.5
3,378
23
Male
Asia
Low
Master
Full-time Employee
8.46
109
130
61
74
4
7.316132
1.031934
2
9
2.822703
4.7
62
0
iPhone
55
30.7
3,379
26
Female
Europe
Lower-Mid
Bachelor
Part-time/Shift
4.49
81
188
242
166
7
8.044991
4.213535
4.37724
0
9.680193
7.7
39
0
Laptop
70
20.2
3,380
21
Female
South America
Low
Bachelor
Full-time Employee
9.45
192
1,200
138
45
4
7.145983
1.084992
5.359383
19
3.921845
6
0
0
Laptop
58
67.1
3,381
23
Female
North America
Lower-Mid
Bachelor
Full-time Employee
9.14
229
314
128
57
5
6.22536
2.126535
5.556704
11
8.069961
8.9
53
0
Tablet
87
46.3
3,382
25
Male
Europe
Low
Bachelor
Full-time Employee
6.15
124
307
189
149
5
7.873937
4.157306
3
3
1
8.3
35
0
Android
77
30.6
3,383
31
Male
Asia
Upper-Mid
Master
Full-time Employee
5.14
87
159
30
218
4
9.376395
5
4
2
8.040296
6.1
51
0
Android
67
22.1
3,384
13
Male
South America
Lower-Mid
High School
Student
6.21
113
306
248
145
3
6.376055
3.952503
0
5
4.005747
5.7
44
0
Android
75
28.7
3,385
37
Male
Europe
Low
High School
Caregiver/Home
10.2
129
292
232
169
4
6.436519
1.935025
4
13
3.801395
8
41
0
Tablet
76
36.684152
3,386
35
Male
Asia
Upper-Mid
High School
Part-time/Shift
11.77
205
436
232
264
4
5.863334
1.075979
11
17
4.88861
6.5
10
0
Laptop
59
55.4
3,387
32
Female
Europe
Low
Master
Full-time Employee
6.43
134
109
74
175
3
7.180419
2.980383
5.068284
9
1.059478
8.9
79
0
Android
57
28.3
3,388
23
Male
Asia
Lower-Mid
Master
Full-time Employee
4.55
104
301
357
83
1
7.1205
2.775648
1
8
4.333303
3.1
25
0
Android
66
25
3,389
27
Female
Europe
High
Bachelor
Full-time Employee
5.81
113
133
59
271
3
8.279582
2.991904
2.272166
6
1
8.8
73
0
Android
74
24.7
3,390
14
Male
Africa
Lower-Mid
High School
Student
6.66
170
505
79
218
2
7.548175
2.931461
4
9
2.257544
10
33
0
iPhone
66
40
3,391
26
Female
Asia
Low
Bachelor
Part-time/Shift
3.86
100
143
375
98
4
7.74797
3.004595
7.882584
11
1
9.5
38
0
Tablet
49
19.8
3,392
24
Female
Middle East
Upper-Mid
Bachelor
Part-time/Shift
14.62
296
367
82
70
1
5.448134
2.797204
25.199067
19
9.340718
4.5
44
1
iPhone
57
67.2
3,393
49
Female
North America
Low
High School
Part-time/Shift
7.43
177
649
185
130
3
6.610479
3.045878
4.877461
4
8.068582
8.3
18
0
Android
64
49.4
3,394
23
Female
North America
High
Bachelor
Student
3.68
67
496
239
14
2
6.709508
2.856075
5.898662
5
1.091424
8.2
12
0
iPhone
64
24.9
3,395
29
Female
Europe
Upper-Mid
High School
Full-time Employee
3.77
78
110
194
0
3
8.011956
3.975374
7.58033
2
10
3.2
86
0
Android
85
16.1
3,396
30
Female
Asia
High
Bachelor
Part-time/Shift
4.7
106
565
103
158
3
7.260826
3.84082
11.709993
4
1
8.8
12
0
iPhone
51
33.4
3,397
31
Male
Europe
Low
Bachelor
Full-time Employee
13.97
252
150
124
44
7
7.193908
1.217487
20
17
5.614195
2.1
41.5986
0
Laptop
70
56.7
3,398
22
Female
Middle East
High
Bachelor
Full-time Employee
4.71
80
92
48
237
5
8.4322
4.139686
6.394535
3
1.765881
7.5
72
0
Laptop
65.299301
17.5
3,399
40
Female
Africa
Low
Bachelor
Caregiver/Home
9.42
161
148
187
57
1
6.189384
1.87367
7.025034
11
7.168066
9.3
60
0
iPhone
88
38.5
3,400
41
Male
South America
Low
PhD
Part-time/Shift
6.87
197
160
297
136
0
6.833113
2.664285
4
10
1.395148
9.7
45
0
Laptop
61
36.6