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
3,201
19
Male
Asia
Lower-Mid
Bachelor
Student
3.48
81
143
151
140
5
8.145208
5
3
0
9.845836
4.3
52
0
Tablet
67
16.2
3,202
23
Female
Europe
Low
Master
Full-time Employee
13.77
307
81
128
113
0
4.692526
1
20.138847
18
10
3.2
69
1
iPhone
69
58.5
3,203
45
Female
Europe
High
High School
Unemployed_Looking
7.32
114
365
26
74
7
8.85795
3.204797
3.83908
7
1
7.9
63
1
Android
67
36
3,204
34
Male
Europe
High
High School
Full-time Employee
4.68
96
308
583
116
2
6.595714
1.911367
1
13
1.145764
9.4
15
0
iPhone
78
25.5
3,205
22
Female
South America
Upper-Mid
Bachelor
Full-time Employee
3.5
58
523
104
256
7
7.972876
5
7.651994
2
3.504442
9.4
33
0
iPhone
55
24.6
3,206
21
Male
Asia
Lower-Mid
Bachelor
Student
11.78
331
96
413
240
2
5.571114
1.80559
18
17
10
4.3
50
1
Android
58
56.3
3,207
25
Female
North America
Low
Bachelor
Unemployed_Looking
9.42
194
44
36
129
6
6.6801
4.22967
9.158492
8
5.848629
7.7
99
0
Laptop
57
38.1
3,208
43
Male
North America
High
High School
Part-time/Shift
5.12
89
256
140
91
4
8.270062
3.031914
3
9
2.996595
7
45
0
iPhone
73
25.6
3,209
23
Female
Middle East
Low
Bachelor
Unemployed_Looking
7.89
140
652
117
155
1
6.509528
1.771917
4.529127
15
1.176456
9.5
4
1
Tablet
74
44.8
3,210
23
Male
Africa
Low
Bachelor
Part-time/Shift
8.1
181
382
199
0
5
7.218621
4.115138
4
5
4.818459
8.5
26
0
Tablet
70
42
3,211
29
Male
South America
Upper-Mid
High School
Full-time Employee
7.72
100
146
137
145
7
6.943651
3.169503
4
7
4.544478
9.3
50
0
iPhone
77
28.5
3,212
20
Female
Asia
Low
High School
Student
6.32
120
449
188
246
1
8.633708
3.782702
3.685839
2
6.245304
5.5
31
0
Android
53
34.5
3,213
49
Male
Europe
Low
High School
Full-time Employee
8.34
110
386
57
215
2
10.148159
1.856941
5
11
1
7.5
37
0
Laptop
82
38.7
3,214
29
Female
North America
Upper-Mid
Master
Unemployed_Looking
5.3
83
130
67
212
4
8.142964
4.07978
4.266347
0
4.983007
3.5
41.5986
0
Tablet
80
20.9
3,215
25
Female
Europe
Lower-Mid
Master
Full-time Employee
5.26
91
311
61
232
6
8.074683
4.203783
8.605045
5
1
8
55
1
Tablet
72
25.9
3,216
22
Female
Africa
High
Bachelor
Student
7.14
148
663
40
75
0
6.927171
3.76433
5.225014
8
10
5.3
13
0
iPhone
83
36.684152
3,217
30
Female
Middle East
High
Master
Unemployed_Looking
10.37
227
181
76
172
3
6.62877
1
13.183189
9
10
2.8
58
1
Laptop
48
47.4
3,218
31
Male
Africa
Low
Bachelor
Full-time Employee
6.23
82
165
50
69
4
7.321459
5
0
2
1
9.5
56
0
Android
60
24.6
3,219
29
Male
Europe
Lower-Mid
Bachelor
Full-time Employee
5.35
79
182
51
248
0
7.861888
2.760186
3
4
2.340623
9.4
62
0
Tablet
58
22.5
3,220
39
Male
Asia
Lower-Mid
Bachelor
Part-time/Shift
6.19
163
357
91
56
5
7.73057
3.116366
6
14
1
8.1
19
0
Laptop
72
36.6
3,221
34
Male
Europe
Upper-Mid
High School
Full-time Employee
10.35
185
502
141
69
5
4.513918
1.174083
12
17
9.928716
1.7
6
1
Android
54
52.1
3,222
27
Female
Asia
Lower-Mid
Master
Part-time/Shift
5.66
100
500
157
79
1
8.440549
2.722041
4.167171
1
5.331025
3
10
0
Tablet
73
32.6
3,223
30
Female
North America
Lower-Mid
Bachelor
Unemployed_Looking
11.2
289
102
34
41
3
6.021161
1.008596
16.433308
19
9.017995
2.5
83
1
Android
79
51.7
3,224
31
Female
Europe
Upper-Mid
PhD
Full-time Employee
9.21
215
371
117
64
3
8.305594
1
11.890055
13
8.059194
3.3
27
0
Tablet
72
47.9
3,225
21
Male
Africa
Upper-Mid
Bachelor
Student
3.9
79
198
81
131
3
9.506882
4.935231
7
1
1
9.1
83
0
iPhone
68
18.5
3,226
37
Female
Africa
Lower-Mid
Bachelor
Caregiver/Home
7.03
106
146
87
111
5
9.71753
3.181362
7.927762
6
1.891962
9.4
60
0
Android
55
28.8
3,227
15
Male
Europe
Low
High School
Student
3.86
69
290
91
0
4
9.075007
4.11002
5
4
1
9.9
43
1
Android
57
19.7
3,228
31
Female
Asia
Upper-Mid
High School
Full-time Employee
6.95
65
175
27
0
1
8.207061
1.864006
4.487715
7
7.269795
2.4
64
0
Tablet
77
24.6
3,229
19
Female
Asia
Low
Bachelor
Unemployed_Looking
7.31
156
302
184
165
5
8.995732
3.233742
8.352501
6
1
6.6
30
0
Laptop
73
35.5
3,230
20
Male
Africa
Lower-Mid
Bachelor
Student
6.67
103
268
87
0
4
8.258264
3.115265
2
10
5.019807
9.3
59
0
Android
65
36.684152
3,231
31
Male
Europe
Lower-Mid
Master
Unemployed_Looking
7.31
136
239
167
0
3
8.528202
1.932269
2
9
1.119763
9.4
43
0
Android
61
33.7
3,232
39
Male
Asia
Low
Bachelor
Full-time Employee
8.3
161
1,030
116
54
6
6.882863
1.218776
7
14
1
4.9
0
0
Tablet
45
59.5
3,233
30
Female
North America
Upper-Mid
Master
Unemployed_Looking
11.9
171
219
60
80
6
7.57158
2.193684
13.889104
18
4.628309
8.1
79
0
Laptop
54
47.1
3,234
32
Female
South America
Low
High School
Full-time Employee
9.61
184
300
210
311
3
6.251376
3.073495
4.359174
10
4.974551
9.8
41.5986
0
iPhone
84
44.1
3,235
39
Male
South America
Lower-Mid
Bachelor
Full-time Employee
2.07
59
441
51
0
4
10.22574
4.107169
4
5
1
8.9
49
0
Laptop
52
20.8
3,236
20
Female
Africa
Low
Bachelor
Full-time Employee
10.42
220
462
121
0
5
6.439047
2.122366
9.027928
16
3.776922
9.3
25
0
iPhone
67
52.7
3,237
17
Male
Africa
Low
High School
Student
6.51
167
216
69
0
3
7.687294
3.015936
4
4
4.915565
8.3
48
0
iPhone
65.299301
32.1
3,238
39
Male
Europe
Upper-Mid
High School
Full-time Employee
14.33
130
264
36
0
4
5.175627
1
19
15
9.973374
0
52
0
Laptop
52
51.4
3,239
26
Female
Middle East
Low
Bachelor
Full-time Employee
8.72
144
235
181
95
0
7.839708
1.7449
6.884251
13
1.313041
9.9
32
0
Laptop
67
36.9
3,240
29
Female
Asia
Upper-Mid
Master
Full-time Employee
9.61
200
472
211
45
4
6.43242
1.005029
11.663782
15
10
3.3
17
0
Tablet
74
49.9
3,241
24
Female
Europe
Upper-Mid
Bachelor
Student
4.08
73
213
64
0
1
8.310706
1.727841
4.909634
7
10
2.5
48
0
Laptop
65
19.2
3,242
20
Female
North America
Low
Bachelor
Part-time/Shift
4.8
134
219
102
126
4
6.490061
3.091152
1.761007
7
1
8.6
57
0
iPhone
94
25.1
3,243
20
Female
Asia
Lower-Mid
Bachelor
Full-time Employee
4.24
73
211
213
98
0
6.799659
4.777816
6.085176
2
1
8.8
68
0
Android
48
19.6
3,244
37
Male
Asia
Lower-Mid
Master
Full-time Employee
6.88
107
141
88
113
1
8.187024
3.835132
4
5
1
9.4
74
0
Android
65.299301
27.8
3,245
20
Male
Europe
Upper-Mid
Bachelor
Part-time/Shift
2.79
59
268
240
0
5
7.661381
3.122661
4
3
6.852938
6.9
7
0
Laptop
63
36.684152
3,246
18
Male
South America
Lower-Mid
Bachelor
Student
7.64
151
70
301
177
2
6.419681
4.828838
3
2
5.111112
9.4
56
0
iPhone
73
29.9
3,247
34
Male
North America
Upper-Mid
High School
Full-time Employee
11.69
234
196
48
115
5
6.84132
2.073742
6
17
2.760727
9.5
48
0
Android
69
51.3
3,248
14
Female
Asia
Low
High School
Student
8.44
214
284
339
133
4
7.787457
1.003461
6.875277
14
1
9.1
24
0
Laptop
58
42.6
3,249
28
Male
North America
Upper-Mid
High School
Full-time Employee
5.52
128
150
34
51
3
8.509147
3.960357
2
6
1
9.4
72
0
Android
67
26
3,250
31
Female
Europe
Low
Bachelor
Full-time Employee
5.36
112
1,201
6
145
3
7.701082
3.025849
5.757796
8
1.11959
9.2
0
1
iPhone
46
51.8
3,251
16
Female
Europe
Lower-Mid
High School
Student
3.94
150
252
344
97
3
7.68933
4.025061
3.746345
8
9.892612
1.6
30
0
Laptop
65.299301
36.684152
3,252
29
Male
South America
High
Bachelor
Full-time Employee
6.01
136
238
156
100
5
7.201303
3.049381
3
10
9.813093
3.8
62
0
Tablet
68
30.1
3,253
28
Male
Africa
Low
Master
Full-time Employee
6.42
111
140
80
0
4
7.93261
4.017263
5
5
1
4.8
72
0
iPhone
71
26.3
3,254
50
Male
Asia
Upper-Mid
PhD
Unemployed_Looking
16.25
280
129
148
102
2
4.020717
1
21
18
10
3.1
41
0
Laptop
76
65.6
3,255
26
Female
Africa
Low
Bachelor
Full-time Employee
7.03
99
291
280
118
3
5.6692
2.845461
4.95374
7
1
10
34
0
Tablet
69
30.5
3,256
16
Female
South America
Low
High School
Student
9.48
252
416
82
220
2
4.795098
1
6.948689
18
1.196613
9.2
34
0
Laptop
66
51.6
3,257
15
Female
North America
Low
High School
Student
13.17
251
183
175
102
4
7.268164
1.039617
21.10361
23
9.859883
6.6
51
1
Android
56
54.5
3,258
26
Female
Africa
Upper-Mid
Master
Full-time Employee
13.73
300
230
157
134
6
4.381535
1.206037
22.141057
18
7.71595
3.7
54
1
Laptop
58
62.2
3,259
26
Male
South America
Lower-Mid
Bachelor
Full-time Employee
5.56
99
306
148
276
2
7.415176
3.959449
2
5
1.19594
9.7
48
0
iPhone
77
27.1
3,260
36
Female
Asia
Upper-Mid
PhD
Caregiver/Home
7.73
102
115
121
22
2
7.174992
3.896571
6.873503
7
1.180825
9.4
58
0
Android
79
28.5
3,261
22
Female
Asia
Low
Bachelor
Part-time/Shift
9.58
175
297
85
51
4
6.690457
2.030388
13.37604
15
9.876764
3.8
55
0
Android
63
42.9
3,262
31
Male
Asia
Upper-Mid
Bachelor
Unemployed_Looking
5.84
179
1,097
509
248
0
7.965217
2.76099
6
10
9.452618
5
0
0
Tablet
65
55.5
3,263
35
Male
North America
High
High School
Full-time Employee
4.66
82
748
99
0
6
7.469983
4.264638
6
0
1
8.5
8
0
Android
56
36.2
3,264
25
Female
Asia
Upper-Mid
Master
Full-time Employee
9.41
189
288
90
66
6
7.403895
3.226518
6.690366
18
2.777181
0
55
0
Tablet
77
43.4
3,265
23
Male
Asia
Lower-Mid
Bachelor
Student
7.49
192
437
35
209
7
7.753795
3.326038
2
10
1.733556
7.8
41
0
iPhone
72
42.8
3,266
42
Female
Asia
Lower-Mid
High School
Caregiver/Home
15.07
292
73
142
213
1
4.451665
1
22.571512
16
10
7
85
0
Android
84
61.3
3,267
45
Male
North America
Lower-Mid
High School
Full-time Employee
2.99
36
276
19
45
4
9.078439
4.047832
2
2
1.020377
9.1
37
0
Laptop
56
17.2
3,268
31
Female
Asia
Low
Bachelor
Full-time Employee
5.81
128
544
29
136
4
8.453181
1.057576
4.76882
6
3.946181
5.3
29
0
Tablet
61
37.1
3,269
19
Female
North America
Low
Bachelor
Unemployed_Looking
4.01
68
323
207
34
4
6.642991
3.014269
5.846279
3
3.994281
8
24
0
iPhone
67
20.8
3,270
45
Female
North America
High
PhD
Unemployed_Looking
7.73
192
72
129
92
1
7.728351
1
7.117383
13
1
8.4
62
0
Android
71
36.1
3,271
46
Male
North America
Upper-Mid
Bachelor
Full-time Employee
8.16
116
199
85
148
4
7.50592
3.120819
2
11
9.834021
4.4
59
0
iPhone
63
34.2
3,272
18
Female
Africa
Low
Bachelor
Part-time/Shift
7.57
159
89
193
92
2
5.606569
2.992554
3.525838
6
10
3.1
60
1
Android
56
31.3
3,273
14
Male
Europe
Low
High School
Student
3.39
82
226
113
0
5
8.997331
4.21142
6
4
1
9.5
43
0
Android
74
17.5
3,274
22
Male
Africa
Upper-Mid
Bachelor
Student
11.98
144
116
120
78
2
6.376524
1
11
12
10
0.6
67
0
iPhone
72
36.684152
3,275
30
Male
South America
Upper-Mid
Bachelor
Full-time Employee
5.06
110
266
132
92
3
5.960497
3.901047
4
4
10
6.9
59
1
Android
56
26.8
3,276
17
Female
Middle East
Lower-Mid
High School
Student
8.2
116
274
202
110
3
8.210644
2.912505
6.207764
9
4.976363
8.6
67
1
Laptop
79
33.2
3,277
14
Male
Asia
Low
High School
Student
11.99
257
220
523
53
4
6.283096
1.058644
16
17
4.983287
9.8
4
0
iPhone
77
52.5
3,278
34
Male
Europe
High
High School
Part-time/Shift
8.08
142
123
592
26
4
7.118846
1
2
12
1
7.7
14
0
Laptop
66
33.1
3,279
24
Male
South America
Upper-Mid
Bachelor
Part-time/Shift
9.17
206
431
180
230
3
5.900988
1
6
9
8.153985
7.2
25
0
Laptop
66
48.1
3,280
21
Female
Asia
Lower-Mid
High School
Student
5.72
176
76
204
236
1
9.124795
1.882626
5.217279
9
1
9.7
50
1
Android
71
27.9
3,281
18
Female
Asia
Low
Bachelor
Full-time Employee
2.32
125
398
200
0
2
8.390557
3.941278
9.88461
8
5.163435
2.1
26
1
Laptop
56
23.8
3,282
31
Male
Europe
High
Bachelor
Full-time Employee
10.36
199
189
20
186
4
6.801972
2.02647
5
12
1
8.7
69
1
Android
65
44.8
3,283
40
Female
North America
Upper-Mid
Master
Caregiver/Home
6.93
167
356
99
153
6
6.786964
3.190027
5.602322
11
1
9.7
53
0
Android
65.299301
39.6
3,284
42
Female
Middle East
Upper-Mid
Bachelor
Full-time Employee
2.8
38
908
288
173
0
10.589585
2.760749
5.935378
0
5.244099
6.418568
0
0
Tablet
74
32.3
3,285
25
Male
Africa
Low
Bachelor
Part-time/Shift
3.14
51
137
182
242
0
9.815774
3.77915
8
0
1
9.2
65
0
Android
49
13.7
3,286
32
Female
North America
Upper-Mid
PhD
Full-time Employee
10.56
230
226
355
4
4
7.512311
2.025268
9.372795
14
1
9.7
32
0
Android
80
48.5
3,287
20
Male
Middle East
Lower-Mid
Bachelor
Unemployed_Looking
11.06
224
947
73
169
4
5.194286
1.040207
12
17
9.879946
2.7
0
1
Laptop
62
66.9
3,288
28
Female
South America
Upper-Mid
High School
Unemployed_Looking
13.59
282
295
374
191
4
5.446809
1.023625
20.336176
23
7.870793
3
20
0
Tablet
63
62
3,289
20
Female
Europe
Low
Bachelor
Part-time/Shift
14.93
245
216
56
189
0
6.104007
1
25.022892
20
10
1.1
57
0
Tablet
59
59.4
3,290
41
Male
Asia
High
High School
Full-time Employee
4.48
90
570
582
216
2
9.142756
2.881169
4
3
2.039893
9.8
0
1
Laptop
62
32.3
3,291
45
Female
South America
Upper-Mid
PhD
Part-time/Shift
10.02
199
526
206
40
3
6.70372
2.957244
7.973951
6
2.175061
8.2
0
0
Android
79
53.4
3,292
19
Female
Africa
Low
Bachelor
Full-time Employee
6.19
172
150
613
165
6
8.159697
1.148662
6.550946
10
2.836633
8.9
11
0
Android
40
31.3
3,293
24
Male
Asia
Low
Master
Student
4.87
107
202
64
87
6
9.600702
3.243998
6
8
1
8.5
72
0
Laptop
65.299301
23.3
3,294
40
Male
South America
Low
Bachelor
Part-time/Shift
11.51
203
937
317
0
2
6.919912
1
15
18
10
0.4
0
1
Android
68
67.7
3,295
31
Female
Africa
Upper-Mid
Bachelor
Full-time Employee
14.75
293
195
91
0
0
6.445681
1
22.998475
15
4.341049
2.8
63
0
iPhone
53
63.7
3,296
29
Male
Africa
Low
High School
Full-time Employee
5.5
114
427
567
117
1
6.614593
4.773868
1
5
7.31095
7.7
0
0
iPhone
54
32.3
3,297
47
Female
Europe
Upper-Mid
Master
Full-time Employee
6.31
92
437
22
20
4
8.449102
3.952746
7.497438
3
4.071393
9.1
33
0
Laptop
82
33.4
3,298
31
Female
Europe
Low
Master
Full-time Employee
11.08
173
275
98
0
2
7.207002
2.915522
9.931484
9
9.098161
5.7
49
1
iPhone
65.299301
46.7
3,299
22
Female
Asia
Lower-Mid
Bachelor
Student
12.83
303
653
54
0
4
6.477916
1.018719
24.854074
17
1
3.4
41.5986
1
Android
53
70.8
3,300
28
Female
Asia
Upper-Mid
Bachelor
Full-time Employee
5.19
112
217
269
0
1
6.044363
1.767738
3.743029
5
4.374116
8.7
36
0
Android
76
25.3