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
3,101
29
Male
South America
Lower-Mid
Bachelor
Unemployed_Looking
5.37
80
111
369
102
4
9.421783
1.976483
3
8
1
8.6
39
0
Laptop
65.299301
20.9
3,102
22
Female
North America
High
Bachelor
Full-time Employee
13.81
309
230
77
106
4
6.077275
1.031206
23.069538
22
4.928455
1.7
75
0
Android
74
62.3
3,103
21
Male
Europe
Upper-Mid
Bachelor
Full-time Employee
6.6
147
145
110
10
3
8.509173
2.997562
7
2
2.887355
8.2
88
0
iPhone
81
29
3,104
43
Female
South America
Lower-Mid
Bachelor
Full-time Employee
11.05
140
306
20
131
3
7.651926
1.989783
8.684598
16
10
0.8
60
1
Tablet
76
45.2
3,105
37
Male
Africa
Lower-Mid
Master
Part-time/Shift
3.76
39
396
65
62
4
7.854987
3.026542
2
3
1.026831
8.9
43
1
iPhone
58
21.6
3,106
37
Female
Asia
Lower-Mid
PhD
Full-time Employee
10.77
199
123
18
38
4
6.594855
1.038213
13.994609
16
1.827971
7.9
72
0
Laptop
69
44.5
3,107
44
Female
Asia
High
High School
Full-time Employee
3.51
68
188
330
66
1
9.543931
2.789911
6.874313
5
1
9.8
44
0
Laptop
52
18.9
3,108
24
Male
Asia
Upper-Mid
Bachelor
Student
7.62
165
390
501
64
3
8.795241
1.958117
2
6
1
9.3
0
1
Tablet
71
39.8
3,109
18
Male
North America
Lower-Mid
Bachelor
Student
14.08
290
418
32
0
4
3.900231
1.073087
18
21
10
6.418568
21
1
Android
70
65.9
3,110
30
Female
Asia
High
Bachelor
Full-time Employee
0.28
26
310
68
205
4
7.34179
1.953548
10.306142
8
9.758025
3.8
41
1
Tablet
65.299301
9.7
3,111
37
Female
North America
Low
Master
Full-time Employee
2.84
65
232
53
0
5
7.780847
3.128092
10.086254
4
9.784333
0
61
0
Tablet
53
17.6
3,112
14
Male
Africa
Low
High School
Student
7.26
117
139
122
0
1
6.523324
1.82977
3
10
1.109454
9.3
74
0
Android
62
27.8
3,113
13
Female
South America
Lower-Mid
High School
Student
11.99
334
558
73
88
4
6.567593
1.023401
11.681224
16
9.907959
2.2
18
1
Android
62
68
3,114
34
Male
Europe
Lower-Mid
High School
Full-time Employee
7.66
180
129
235
62
1
7.247941
2.788304
1
2
4.212505
8.1
55
0
Android
53
35.9
3,115
17
Male
Asia
Lower-Mid
High School
Student
5.88
107
438
219
102
4
8.366104
3.029405
3
4
9.937142
1.9
34
0
Android
69
31.3
3,116
23
Female
Europe
Lower-Mid
Bachelor
Full-time Employee
4.51
57
341
119
67
3
6.126764
4.948088
7.170156
0
9.98889
8.9
53
0
Android
68
22
3,117
22
Male
North America
Low
Bachelor
Full-time Employee
14.74
306
74
401
46
3
5.347723
1
21
20
7.977198
2.9
54
0
Android
63
60.6
3,118
33
Male
Europe
Low
Master
Full-time Employee
2.85
80
190
384
6
1
5.87033
2.818721
5
5
3.299878
8
43
0
Android
57
17.3
3,119
28
Male
Middle East
Low
PhD
Full-time Employee
6.79
75
1,122
537
0
4
6.413907
2.946899
2
6
8.96714
1.7
0
1
Tablet
75
49
3,120
24
Female
Africa
Lower-Mid
Bachelor
Student
15.34
310
140
237
200
2
5.597895
1
19.976184
18
10
0.4
45
1
Laptop
82
63.7
3,121
13
Female
Europe
Low
High School
Student
4.84
89
561
131
189
7
7.569881
2.277079
12.797744
7
3.597076
8.7
0
0
Android
60
30.3
3,122
22
Male
North America
Lower-Mid
Bachelor
Part-time/Shift
4.94
77
296
67
228
2
8.512292
3.988804
4
8
1
9.8
50
0
iPhone
59
23.7
3,123
36
Female
Europe
Upper-Mid
Master
Unemployed_Looking
7.79
163
248
282
0
2
8.343266
1
7.748244
13
10
0.3
42
1
iPhone
65.299301
37.5
3,124
30
Female
North America
High
Bachelor
Unemployed_Looking
8.15
181
217
162
235
4
6.943398
3.008559
10.923208
6
4.97086
8.4
62
1
Android
61
38.7
3,125
20
Female
South America
Upper-Mid
High School
Part-time/Shift
6.63
154
261
128
265
7
6.150474
4.281434
5.260813
7
1
8.4
35
0
Android
65.299301
33
3,126
14
Female
South America
Lower-Mid
High School
Student
5.14
105
79
161
34
5
6.012364
3.152471
7.734957
6
1
8.3
72
0
Tablet
72
19.9
3,127
36
Female
Europe
Low
Master
Caregiver/Home
6.99
171
546
69
142
5
6.260598
2.034271
2.208991
11
4.848985
9.3
12
1
iPhone
46
44.5
3,128
35
Female
Asia
Upper-Mid
Bachelor
Part-time/Shift
6.77
149
56
145
53
2
8.328003
1.850701
7.75779
6
1.148764
9.5
60
0
Tablet
78
28.7
3,129
40
Female
Asia
Low
High School
Full-time Employee
6.16
95
114
148
182
5
6.096777
2.161376
7.552878
10
1
8.6
60
0
Android
66
24.9
3,130
34
Male
Africa
Low
Bachelor
Full-time Employee
10.11
202
701
96
109
0
7.405388
2.68498
6
12
6.151529
3.9
2
0
iPhone
61
57.9
3,131
36
Female
North America
Upper-Mid
Bachelor
Part-time/Shift
5.42
113
337
25
26
3
7.439432
3.040542
3.064988
13
5.002091
8.2
58
0
Laptop
64
30.1
3,132
30
Female
Europe
Low
Master
Full-time Employee
4.38
78
391
211
68
3
7.601665
2.949346
4.768827
1
1
9.7
21
0
Tablet
65
25.4
3,133
16
Male
South America
Lower-Mid
High School
Student
8.63
190
252
163
76
5
6.728967
2.086841
5
14
1
4.5
43
0
Tablet
48
40.7
3,134
14
Male
Europe
Low
High School
Student
12.03
206
462
524
0
1
5.816913
1
7
20
1.225722
8.9
4
0
Tablet
80
54.3
3,135
16
Female
Middle East
Lower-Mid
High School
Part-time/Shift
5.64
159
753
84
105
3
6.831205
3.052421
8.214572
5
4.038632
6.1
9
1
iPhone
65
43.2
3,136
21
Male
South America
Low
Bachelor
Student
3.16
75
189
208
0
5
8.76275
3.152629
4
5
1
8.5
49
1
Tablet
69
16.2
3,137
25
Male
North America
Lower-Mid
Bachelor
Full-time Employee
7.23
156
368
64
229
4
9.062489
3.114946
4
4
1
9.8
32
0
Laptop
75
37.4
3,138
21
Female
Asia
Lower-Mid
Bachelor
Full-time Employee
5.87
104
116
132
31
0
6.7312
1
3.145243
12
1.338508
9.4
67
0
Tablet
55
23.6
3,139
19
Female
North America
Lower-Mid
Bachelor
Student
7.02
146
125
76
210
2
7.576675
3.846063
9.097457
9
6.177786
8.7
77
0
iPhone
70
36.684152
3,140
15
Male
North America
Low
High School
Student
2.9
67
445
56
9
3
9.093038
4.01896
3
0
4.171412
9.9
41
0
Android
62
21.1
3,141
18
Male
South America
Lower-Mid
High School
Full-time Employee
8.18
196
181
168
102
5
5.350533
1.055636
2
18
1
7.8
70
0
Tablet
65.299301
37.7
3,142
36
Female
North America
Lower-Mid
High School
Caregiver/Home
1.86
47
638
77
83
0
8.035667
3.753632
6.500719
8
1.544042
9.8
27
0
Android
44
24.3
3,143
50
Female
South America
Low
High School
Full-time Employee
5.63
72
77
124
0
1
7.820024
2.808705
3.108401
9
1
9.7
71
0
iPhone
64
21.7
3,144
28
Female
Europe
Lower-Mid
PhD
Full-time Employee
12.13
254
720
86
32
2
4.404379
2.954303
18.369314
19
10
0
9
1
iPhone
65.299301
67.1
3,145
18
Female
Europe
Lower-Mid
Bachelor
Student
3.83
92
184
545
138
7
8.841066
3.350192
11.606146
7
1
9.2
41.5986
1
Tablet
69
18.8
3,146
16
Male
Europe
Lower-Mid
High School
Student
6.69
141
101
172
149
1
7.643599
2.84076
2
6
6.278591
8.3
49
0
Tablet
70
27.4
3,147
16
Male
Europe
Lower-Mid
High School
Student
6.76
212
156
61
297
0
6.888123
1
21
17
8.415416
7.6
76
0
iPhone
58
36.684152
3,148
17
Female
North America
Low
High School
Student
7.56
130
464
56
86
3
5.230973
2.997459
6.444587
9
9.996417
1.3
46
1
Tablet
65.299301
38.2
3,149
31
Male
Africa
Lower-Mid
Master
Full-time Employee
7.06
104
106
360
71
5
7.410975
2.134898
1
3
3.831291
6.5
50
1
Tablet
64
26.9
3,150
31
Female
Europe
Upper-Mid
PhD
Full-time Employee
5.94
82
417
279
274
3
8.772145
1.968981
3.762266
10
1
8.5
34
0
Android
56
30.4
3,151
14
Female
Africa
Lower-Mid
High School
Student
7.65
170
1,149
187
123
3
7.279906
2.044169
7.47214
11
9.980458
2.6
0
0
Android
73
58.6
3,152
43
Male
Europe
High
High School
Unemployed_Looking
6.55
153
433
306
52
4
7.327557
2.13007
4
7
9.064317
10
5
0
Laptop
61
39.3
3,153
30
Female
Europe
Upper-Mid
Master
Full-time Employee
3.54
68
192
92
102
6
8.289015
4.204611
8.678695
8
1
8.1
53
0
iPhone
36
18.3
3,154
22
Male
South America
Upper-Mid
Bachelor
Full-time Employee
6.14
115
198
79
107
2
5.765885
2.904038
5
11
7.298968
4.2
65
0
Laptop
61
27.2
3,155
29
Female
Asia
Low
Bachelor
Full-time Employee
5.66
114
135
71
202
4
9.029514
3.056008
4.591192
4
1
8.2
65
0
Tablet
55
25.1
3,156
29
Female
Africa
Low
Bachelor
Part-time/Shift
6.2
127
538
318
100
2
7.24736
2.811571
4.604246
6
2.136614
7.3
0
0
Tablet
49
38
3,157
46
Female
Europe
Lower-Mid
PhD
Part-time/Shift
6.92
100
83
60
0
2
8.364112
2.875334
10.568512
8
2.111579
8.2
56
0
Laptop
53
27.2
3,158
14
Female
North America
Low
High School
Student
6.18
93
230
176
176
7
8.080833
2.371564
9.436268
13
3.570666
5.4
40
0
Android
66
25.3
3,159
34
Male
South America
Lower-Mid
Master
Part-time/Shift
6.5
71
716
10
122
3
8.37629
3.934552
3
6
2.026416
7.4
8
0
Tablet
78
38.1
3,160
24
Male
Europe
Upper-Mid
Master
Student
4.83
105
443
184
107
2
7.78788
2.997883
1
9
1
9.9
12
1
Android
68
29.5
3,161
24
Male
Africa
High
Master
Student
9.9
251
152
96
164
3
6.819752
2.030647
8
15
6.137698
5.1
75
0
iPhone
59
46.8
3,162
13
Male
Africa
Lower-Mid
High School
Student
10.93
154
292
266
220
5
6.267766
1.151885
5
12
4.981746
7.6
33
0
iPhone
70
43.2
3,163
24
Female
Europe
Low
Bachelor
Student
6.06
157
93
359
26
5
8.197291
5
9.948285
8
1.840204
8.6
53
0
iPhone
60
28.1
3,164
27
Male
Europe
Low
Master
Full-time Employee
10.39
231
105
102
234
3
5.568429
1
6
8
5.969629
4.6
79
0
iPhone
58
45.3
3,165
44
Female
Asia
High
High School
Caregiver/Home
4.44
35
590
196
75
0
7.037362
2.719125
8.576535
5
10
5.7
10
0
iPhone
53
28.6
3,166
43
Female
North America
Low
Bachelor
Part-time/Shift
9.78
196
162
248
53
5
7.86475
1.20388
12.355706
15
9.809607
6.418568
60
1
Tablet
47
44.1
3,167
28
Male
Europe
Upper-Mid
Bachelor
Part-time/Shift
3.99
58
262
18
109
0
7.983018
2.70166
2
6
1
8.5
33
0
Tablet
61
19.4
3,168
25
Female
Europe
Low
Bachelor
Part-time/Shift
7.64
140
239
138
36
0
7.573668
1
6.932998
11
1.262503
9
50
0
Tablet
67
34
3,169
32
Female
Africa
High
Master
Unemployed_Looking
10.3
208
466
301
238
2
5.991556
1.823304
11.041045
20
6.311563
3
8
0
Laptop
64
52.6
3,170
23
Male
Middle East
Low
Bachelor
Student
11.46
304
222
89
121
5
6.289594
1.071902
17
20
9.848463
0
60
1
Android
61
56.6
3,171
28
Male
South America
Upper-Mid
High School
Part-time/Shift
6.03
113
384
79
188
3
7.287621
5
2
9
4.970629
7.9
37
1
Tablet
56
32.2
3,172
24
Male
Asia
Lower-Mid
Master
Unemployed_Looking
11.22
225
202
127
48
0
5.829321
1
11
15
10
6.3
50
1
Android
71
48.6
3,173
15
Female
North America
Low
High School
Student
3.99
121
213
87
0
3
9.097683
4.945115
9.089917
0
1
9.3
77
0
Tablet
52
22.6
3,174
46
Female
Europe
Upper-Mid
Master
Full-time Employee
5.37
119
122
0
15
3
8.634729
4.040177
6.960824
0
6.949599
8.1
74
0
Laptop
73
25.7
3,175
15
Female
Europe
Lower-Mid
High School
Part-time/Shift
3.8
87
394
174
102
3
8.227386
4.034331
5.731849
1
9.973036
7.4
19
0
iPhone
55
23.8
3,176
19
Male
North America
Low
Bachelor
Student
10.01
255
78
306
19
3
7.686817
2.018078
7
13
4.169641
7.9
72
0
Android
57
45
3,177
31
Male
Europe
Upper-Mid
Bachelor
Unemployed_Looking
6.24
83
205
161
133
3
8.838782
3.943545
0
2
3.017049
9.3
57
0
Android
50
26
3,178
23
Female
Europe
Low
Bachelor
Full-time Employee
6.41
106
442
76
102
4
7.535643
3.037579
7.106675
9
1
8.1
23
1
Laptop
60
33.4
3,179
32
Male
Middle East
Upper-Mid
Bachelor
Unemployed_Looking
6.5
100
404
171
69
5
7.603847
4.147391
1
11
1
8
24
0
Laptop
75
32.5
3,180
20
Male
Asia
Lower-Mid
Bachelor
Part-time/Shift
2.96
66
187
288
102
2
8.703812
2.926876
6
0
1
9.5
63
0
Tablet
70
14.8
3,181
24
Female
North America
Upper-Mid
Bachelor
Unemployed_Looking
7.25
164
458
122
176
3
8.265835
1
1.881228
15
1
9.6
41.5986
0
Tablet
75
40.4
3,182
23
Male
Asia
Upper-Mid
Master
Full-time Employee
6.84
193
346
541
144
6
8.446566
2.220231
5
8
1
8.7
5
0
Android
70
39.1
3,183
21
Male
Middle East
Lower-Mid
Bachelor
Unemployed_Looking
5.12
114
280
156
0
7
7.848197
3.304949
4
5
5.652908
8
38
0
Tablet
54
26.9
3,184
27
Male
Asia
Upper-Mid
Master
Part-time/Shift
8.56
184
175
125
114
1
6.141677
2.87661
6
8
5.282629
8.4
70
1
Laptop
62
38.6
3,185
37
Female
North America
Lower-Mid
High School
Unemployed_Looking
9.48
123
508
196
163
4
3.575611
2.089648
13.870237
15
10
3.5
0
1
Android
57
36.684152
3,186
24
Male
Asia
High
Bachelor
Student
4.31
90
340
444
292
6
9.747762
3.136354
3
11
2.649519
9.2
5
0
Laptop
78
24
3,187
31
Male
Africa
Upper-Mid
PhD
Full-time Employee
5.34
116
544
10
124
2
7.18155
3.881474
3
5
1
8
26
0
Laptop
53
35.2
3,188
39
Male
North America
Lower-Mid
Master
Caregiver/Home
5.76
135
167
230
37
5
9.764348
3.08537
2
7
1
9.6
58
0
Android
74
28.4
3,189
48
Female
North America
Upper-Mid
Bachelor
Full-time Employee
11.39
233
319
341
31
2
6.836187
1.92056
9.163629
11
1.020417
9
9
0
Laptop
74
54.7
3,190
21
Male
North America
Upper-Mid
Bachelor
Part-time/Shift
6.59
164
177
459
0
5
6.579361
3.177967
2
12
2.895096
9.2
38
0
iPhone
83
31.1
3,191
37
Male
Asia
Low
Master
Part-time/Shift
4.19
107
290
173
267
5
8.748705
3.136887
4
7
1
9.3
16
0
Tablet
61
25.6
3,192
18
Male
Asia
Lower-Mid
Bachelor
Unemployed_Looking
12.52
180
194
44
208
1
6.193412
1
11
14
8.272999
4.3
58
1
iPhone
72
47.1
3,193
23
Male
Africa
Low
Bachelor
Part-time/Shift
9.05
155
24
110
102
7
8.961157
1.295037
7
16
1
9.7
72
0
Tablet
88
32.4
3,194
42
Female
Europe
High
High School
Full-time Employee
5.36
89
357
126
139
5
7.974779
4.142256
4.313312
4
1
9.4
42
0
Android
59
29.1
3,195
39
Female
Europe
High
Bachelor
Full-time Employee
13.03
245
78
124
81
4
5.446711
3.01992
20.935036
20
9.850311
1.8
92
1
Android
50
53.4
3,196
28
Female
Middle East
Low
Bachelor
Part-time/Shift
6.3
125
103
103
186
2
6.135173
2.83122
3.370251
9
5.146804
8.4
67
0
iPhone
46
27
3,197
24
Female
Asia
Low
Bachelor
Full-time Employee
4.46
72
219
77
30
2
9.720373
2.789649
7.894888
4
10
2.5
41.5986
0
Laptop
72
19.9
3,198
23
Female
Africa
Lower-Mid
Master
Full-time Employee
13.13
239
99
60
137
2
5.523458
1
8.139688
16
9.272439
4.1
72
0
Laptop
46
52.3
3,199
37
Female
North America
High
High School
Full-time Employee
4.08
94
139
47
150
4
6.802247
4.076743
2.797797
1
1
8.7
67
0
Laptop
61
20.4
3,200
35
Male
Asia
Lower-Mid
High School
Full-time Employee
4.84
121
1,046
156
177
4
8.397383
3.070051
1
2
4.933101
5.2
0
0
Tablet
69
47.2