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
301
22
Male
Africa
Lower-Mid
High School
Full-time Employee
9.97
221
108
209
102
4
5.458161
1.110363
7
13
7.94223
6.5
56
1
Laptop
65.299301
43.1
302
14
Male
North America
Lower-Mid
High School
Student
8.33
190
235
237
225
7
6.719264
1.29434
6
11
2.550686
6.8
57
0
Laptop
59
39
303
33
Male
Asia
Low
PhD
Full-time Employee
7.3
131
490
142
229
5
6.139276
3.114394
4
2
3.94229
5.9
13
0
Android
72
39.4
304
32
Male
Africa
Upper-Mid
Bachelor
Full-time Employee
5.34
143
439
206
104
3
7.057361
3.981659
5
7
1
9.1
14
0
Tablet
71
34.4
305
32
Female
Asia
Lower-Mid
Master
Part-time/Shift
6.76
125
203
150
90
3
6.902787
3.939135
9.163167
4
4.010498
8.8
63
0
Android
65.299301
36.684152
306
39
Female
Europe
Upper-Mid
Bachelor
Full-time Employee
4.96
100
345
373
151
6
7.958316
4.16082
2.173949
6
1
8.6
29
0
Tablet
66
28.2
307
26
Male
Africa
High
High School
Full-time Employee
7.7
170
236
130
0
6
6.547524
2.206014
3
11
1
8.1
50
1
Laptop
78
36.4
308
27
Male
Asia
Upper-Mid
High School
Student
16.14
293
225
220
173
7
4.403939
1.241029
4
23
9.588826
2.6
54
1
Laptop
59
67.2
309
18
Male
North America
Lower-Mid
High School
Student
9.81
237
166
154
225
6
6.243761
2.212229
5
10
4.648607
9.8
71
0
Android
70
44.8
310
17
Female
Europe
Lower-Mid
High School
Student
6.34
156
182
386
14
2
7.114794
1.909876
4.635015
7
1.144805
9.9
28
0
Laptop
63
30.2
311
50
Male
South America
Low
Bachelor
Caregiver/Home
12.94
276
208
369
71
6
5.045014
2.254347
15
17
9.719915
0
38
1
Android
63
59.7
312
44
Female
Europe
Low
Bachelor
Full-time Employee
15.19
249
295
107
0
7
4.974264
1.347975
24.28288
22
9.561522
2.5
45
0
Tablet
76
64
313
22
Female
North America
Lower-Mid
Bachelor
Student
5.52
104
320
227
82
3
7.06051
3.951754
4.874784
6
1
10
16
0
iPhone
73
27.6
314
17
Female
Europe
Lower-Mid
High School
Student
11.93
240
178
69
212
4
4.216285
1.076896
16.268657
14
9.912299
5.6
72
1
Laptop
73
50.2
315
23
Female
South America
Low
Master
Full-time Employee
6.56
125
182
97
88
1
6.980966
3.836897
4.425323
6
1
8.8
48
1
iPhone
78
28.2
316
27
Male
North America
Low
Bachelor
Full-time Employee
7.31
176
320
35
99
5
8.623899
3.148201
0
8
1
2.4
55
0
Laptop
65
38.6
317
28
Female
Middle East
Upper-Mid
High School
Full-time Employee
5.77
130
302
219
130
3
8.142308
2.948067
5.120012
5
2.103256
7.2
31
1
Android
72
30.5
318
22
Male
Africa
Lower-Mid
Bachelor
Student
4.53
78
284
119
102
3
7.57498
3.920637
2
2
2.084145
8
44
0
Android
62
22.4
319
18
Male
Europe
Lower-Mid
Bachelor
Full-time Employee
13.07
295
491
100
102
1
4.233224
1.837371
18
8
9.296028
7
18
1
iPhone
68
65.8
320
30
Female
Asia
Upper-Mid
Bachelor
Part-time/Shift
8.36
211
564
135
24
0
7.704017
2.647043
7.131703
8
6.467846
7.5
28
0
Tablet
64
50.6
321
20
Female
Asia
Low
High School
Part-time/Shift
5.02
82
214
121
0
2
8.400531
3.878764
5.761579
4
5.054241
2.3
55
0
Laptop
66
21.8
322
49
Female
North America
Low
PhD
Full-time Employee
3.47
61
173
121
87
3
8.823804
4.844359
5.919745
7
1
9.6
71
0
Android
71
17.9
323
32
Female
Africa
Low
Master
Part-time/Shift
12.34
293
274
297
60
5
4.899569
1.06499
13.032964
22
6.965318
2.7
27
1
Tablet
57
60
324
14
Female
Middle East
Lower-Mid
High School
Student
6.76
172
257
69
91
0
6.31114
1
11.465102
21
1.336233
4.6
57
0
Laptop
86
36.684152
325
35
Female
Middle East
Low
Bachelor
Part-time/Shift
8.65
124
443
285
24
0
7.048827
1.787223
8.605942
11
1
7.4
13
0
iPhone
55
36.684152
326
17
Male
Asia
Lower-Mid
High School
Student
6.26
126
293
305
68
7
6.698677
3.325984
2
9
9.594991
0.3
45
0
Android
53
30.6
327
22
Female
Africa
Upper-Mid
Bachelor
Full-time Employee
3.34
97
395
138
13
2
8.192645
3.864459
6.53492
0
1
9.6
46
0
iPhone
77
23.6
328
23
Female
Asia
Upper-Mid
Bachelor
Full-time Employee
10.39
308
608
49
63
2
5.950803
2.928624
13.351114
14
4.934423
7.6
6
0
iPhone
73
63.9
329
21
Female
Middle East
Lower-Mid
Bachelor
Full-time Employee
11.68
245
289
134
124
5
5.397508
1.176191
14.309011
18
6.930969
4
41
0
Tablet
65.299301
53.3
330
28
Female
North America
Upper-Mid
High School
Part-time/Shift
9.4
174
435
234
53
2
8.235757
1.884122
8.255868
12
1
9.7
6
0
Tablet
71
46.2
331
43
Male
Africa
High
Master
Full-time Employee
4.37
78
438
216
206
6
9.215412
3.142475
5
9
2.744026
8.6
41.5986
0
Tablet
65
27.8
332
46
Male
Asia
Lower-Mid
Master
Full-time Employee
8.27
158
791
257
102
3
6.747272
1
5
9
8.019201
8.4
0
0
Tablet
56
53.3
333
45
Male
South America
Low
Master
Full-time Employee
5.76
70
424
25
178
5
9.63906
4.126915
3
4
1
7.1
53
0
Android
66
30.2
334
32
Male
Asia
Upper-Mid
High School
Full-time Employee
5.89
97
317
69
0
2
8.529776
1.830533
2
6
10
4.1
52
0
Android
58
29.1
335
37
Male
North America
Low
High School
Full-time Employee
4.42
45
923
58
214
5
10.289883
3.150162
7
3
1
5
0
0
Android
75
36.6
336
40
Male
Europe
Low
Bachelor
Unemployed_Looking
9.33
206
291
115
64
7
7.227877
1.30557
8
18
4.698082
8.2
42
1
Tablet
64
46.4
337
23
Female
Europe
Lower-Mid
Bachelor
Full-time Employee
9.83
188
974
110
171
2
6.625026
1.914408
8.138404
14
10
0
0
0
iPhone
57
62.1
338
15
Male
Middle East
Lower-Mid
High School
Student
4.66
152
140
104
0
0
6.597161
3.746333
4
1
10
1
75
0
Android
65.299301
24.7
339
46
Female
Africa
Lower-Mid
Master
Unemployed_Looking
15.71
267
91
200
261
5
6.408749
1.168302
20.313592
23
9.749485
0
71
0
Tablet
69
62
340
30
Male
Asia
Upper-Mid
High School
Full-time Employee
6.64
174
299
107
51
4
6.899414
2.042959
6
11
3.026459
8.8
56
0
Android
59
36.7
341
18
Male
South America
Lower-Mid
Bachelor
Full-time Employee
8.4
256
217
331
7
2
6.140043
2.902245
4
6
6.260928
6.9
60
0
Android
57
44.8
342
19
Male
South America
Lower-Mid
Bachelor
Full-time Employee
6.75
142
156
140
93
3
7.034429
2.952153
4
9
1
9.3
73
1
Laptop
67
29.4
343
34
Male
South America
Upper-Mid
Master
Part-time/Shift
9.59
245
356
68
107
6
8.682233
2.182469
7
14
4.757136
8.2
37
0
Android
67
51.4
344
29
Male
Asia
Lower-Mid
Bachelor
Full-time Employee
2.77
70
262
162
60
7
8.865173
4.358491
2
4
1
9.5
40
0
Tablet
60
17.7
345
31
Female
Middle East
High
Bachelor
Full-time Employee
12.69
236
215
49
92
5
4.323864
1.029621
18.523453
23
9.726979
0
56
1
Android
60
54.3
346
32
Male
Europe
Upper-Mid
Master
Part-time/Shift
3.68
96
270
324
188
3
8.359696
2.015878
9
0
10
3.7
17
0
Laptop
67
22.3
347
32
Female
North America
Upper-Mid
Bachelor
Full-time Employee
4.75
128
259
150
124
0
6.537516
3.701359
5.58761
9
2.302109
8.9
50
1
iPhone
51
27.8
348
21
Female
Middle East
Lower-Mid
Bachelor
Student
6.81
142
185
50
102
2
7.529671
1
8.618759
13
2.997751
6.1
82
0
Android
51
30.9
349
31
Female
Asia
Lower-Mid
Bachelor
Full-time Employee
2.46
80
1,154
341
45
3
9.764734
3.985119
9.647344
0
9.121843
9.7
0
0
Tablet
58
40.8
350
24
Female
North America
Lower-Mid
Bachelor
Full-time Employee
7.11
117
61
126
87
1
7.759014
3.737791
5.211421
9
2.194639
9.7
79
0
Tablet
63
26.3
351
16
Female
Europe
Low
High School
Student
9.26
150
267
168
102
7
5.904404
1.250778
5.919462
8
1
8.9
50
0
Android
68
38.6
352
26
Female
Europe
Low
Bachelor
Part-time/Shift
10.57
158
268
42
222
4
6.311682
3.009468
7.86597
12
5.001306
4.9
38
0
Android
80
36.684152
353
29
Male
Middle East
Upper-Mid
Bachelor
Unemployed_Looking
5.95
99
173
33
96
3
9.267962
1.96097
2
12
1
8.8
60
1
iPhone
65.299301
25
354
15
Female
Europe
Lower-Mid
High School
Student
8.91
160
268
225
10
4
8.313667
3.011718
6.516881
10
9.979797
2.2
59
0
iPhone
63
36.684152
355
33
Male
South America
Lower-Mid
Bachelor
Unemployed_Looking
4.58
65
286
160
69
7
7.788872
4.371635
6
6
1
8.8
44
0
iPhone
65
22.4
356
36
Female
Africa
Lower-Mid
High School
Unemployed_Looking
8.37
136
370
180
83
2
6.809428
2.982007
5.037917
12
1.29242
8
38
0
Laptop
55
40.1
357
13
Male
Asia
Low
High School
Student
10.59
167
227
37
198
3
7.732273
1
8
19
6.04073
5.5
57
0
Tablet
65
42
358
24
Male
Asia
Upper-Mid
Bachelor
Student
5.39
77
263
311
112
2
8.939655
3.919372
5
6
2.167947
8.1
44
0
Android
62
24
359
39
Female
Africa
Upper-Mid
Master
Full-time Employee
8.42
141
337
45
136
6
8.84535
2.254627
7.243586
9
1
8.4
51
0
Android
68
39.7
360
22
Male
South America
Upper-Mid
Bachelor
Full-time Employee
6.7
131
221
181
65
2
7.447834
1.919305
3
9
3.069299
8.4
59
0
Android
65.299301
30.6
361
30
Male
Middle East
Low
High School
Full-time Employee
10.53
225
169
78
45
4
7.202669
2.019019
11
9
9.96895
0
78
1
Laptop
70
46.6
362
31
Female
Middle East
Low
Bachelor
Full-time Employee
6.05
182
512
20
153
1
7.120095
1.800066
5.328778
6
3.267706
9.6
35
0
Tablet
65.299301
40.9
363
18
Male
Europe
Low
Bachelor
Part-time/Shift
4.96
158
426
132
226
4
6.699525
2.014511
4
8
1
8.5
22
0
iPhone
64
33.4
364
23
Female
South America
Lower-Mid
Master
Part-time/Shift
15.26
280
123
215
184
3
5.530824
1
23.589599
27
9.922205
4
60
0
Laptop
65.299301
60.8
365
16
Male
North America
Low
High School
Part-time/Shift
5.33
72
1,193
54
64
3
5.709836
1.911542
5
8
2.935686
5.7
0
0
Laptop
72
46.3
366
46
Male
North America
Lower-Mid
High School
Caregiver/Home
13.26
222
108
191
68
7
6.887575
1.28584
17
16
9.706919
0.9
59
0
Tablet
61
53.1
367
24
Female
Middle East
Low
Bachelor
Full-time Employee
13.09
300
70
71
217
2
3.761121
1.817016
24.222123
18
10
2.1
78
1
Tablet
67
56.1
368
25
Male
South America
Upper-Mid
Bachelor
Full-time Employee
6.46
114
435
75
0
3
5.386563
1.962034
5
7
2.010167
10
39
0
Android
65
34.1
369
41
Female
North America
Lower-Mid
Master
Caregiver/Home
4.11
83
140
23
309
6
6.629943
4.149265
7
1
1.833768
9.7
62
1
Tablet
65.299301
19.8
370
14
Male
Africa
Lower-Mid
High School
Student
14.06
296
83
147
26
4
4.895773
1.062266
20
14
5.840995
9.6
65
0
iPhone
57
57.7
371
33
Female
Asia
Lower-Mid
Bachelor
Unemployed_Looking
0.88
41
141
92
148
3
10.713517
4.938069
8
0
1
1.5
56
1
Android
65
7.9
372
41
Female
North America
High
High School
Part-time/Shift
9.89
188
162
304
270
2
6.770866
1.906685
10.352398
13
6.082291
1.9
56
0
Android
70
42.8
373
42
Male
Europe
Low
High School
Full-time Employee
6.53
174
1,093
19
25
3
7.971372
3.026119
6
11
7.166725
6.1
0
0
Laptop
80
57.2
374
19
Male
Asia
Lower-Mid
Bachelor
Part-time/Shift
8.21
120
137
99
81
4
8.856042
2.131397
6
11
1.090237
8.2
60
0
Laptop
75
30.3
375
29
Female
Europe
Upper-Mid
Bachelor
Part-time/Shift
4.37
49
346
113
146
3
8.650943
2.84564
9.773831
8
4.097405
7.9
35
0
Laptop
87
21.1
376
45
Female
North America
Low
Bachelor
Unemployed_Looking
6.68
55
214
36
25
0
5.858713
1.690677
4.563012
9
3.419489
8.2
67
0
Android
57
26
377
15
Male
South America
Low
High School
Part-time/Shift
4.9
90
365
145
250
4
8.397245
5
3
4
1.884338
6.9
49
0
iPhone
65.299301
25.4
378
39
Male
Asia
Lower-Mid
Master
Caregiver/Home
4.91
80
254
28
172
2
9.870991
1.915172
6
6
4.299579
9
57
0
Laptop
67
24.1
379
19
Male
Asia
Lower-Mid
Bachelor
Student
14.29
290
261
215
213
7
4.792941
1.209061
17
21
9.632644
2.9
56
0
Laptop
87
62
380
14
Female
Europe
Lower-Mid
High School
Student
8.82
232
836
76
34
4
6.416543
3.00282
6.892915
12
6.999015
6.9
0
0
Laptop
57
59.2
381
27
Male
Africa
Lower-Mid
Bachelor
Part-time/Shift
11.77
188
528
99
34
2
7.059583
1
14
12
4.13535
5.3
32
0
Tablet
57
55.8
382
22
Male
Middle East
Upper-Mid
Bachelor
Part-time/Shift
3.51
93
622
120
26
2
9.267749
2.8964
6
0
1
9.8
0
0
Android
59
29.9
383
16
Female
Asia
Low
High School
Student
4.22
112
243
108
199
5
8.233259
4.150691
6.397854
1
1
9.1
45
0
Tablet
44
23.5
384
28
Male
South America
Low
Bachelor
Full-time Employee
1.38
42
223
200
134
6
8.173911
3.233878
8
5
4.760919
8.4
53
0
Android
60
11
385
18
Female
North America
Low
Bachelor
Part-time/Shift
7.43
174
926
206
108
0
9.289127
2.749316
9
9
5.472928
4
0
0
iPhone
57
53.6
386
32
Female
Asia
Upper-Mid
Master
Unemployed_Looking
5.2
63
134
71
45
3
9.307446
2.981723
5.351646
6
1
9.7
74
0
Tablet
67
19.7
387
25
Male
Europe
Lower-Mid
Master
Part-time/Shift
10.21
78
207
79
99
6
5.715662
2.214481
8
13
5.649872
6.6
50
0
Laptop
68
34
388
23
Male
North America
Low
Bachelor
Full-time Employee
11.36
241
268
608
158
1
5.09363
2.845509
8
15
9.203638
4
32
1
Tablet
84
36.684152
389
15
Male
Asia
Lower-Mid
High School
Student
11.65
317
162
121
133
3
7.551978
1
7
17
1
7.5
64
1
Tablet
75
55.5
390
45
Female
Europe
Lower-Mid
Master
Caregiver/Home
10.25
177
119
448
31
2
7.739208
1
8.80843
15
2.093672
9.2
17
0
iPhone
59
42.3
391
23
Male
Africa
Low
Bachelor
Part-time/Shift
3.75
114
311
319
0
5
6.381261
2.021586
1
8
1
9.5
24
0
Laptop
56
24.6
392
17
Female
Europe
Lower-Mid
High School
Student
6.43
124
201
441
50
5
7.628936
3.077852
10.591671
0
5.920367
8.4
38
0
Laptop
70
28
393
21
Female
Asia
Low
Bachelor
Student
4.17
78
415
69
68
4
7.435326
2.040587
7.962745
5
4.887177
7.9
59
0
iPhone
52
25.1
394
29
Male
Asia
Low
Bachelor
Full-time Employee
6.97
126
156
25
0
4
8.38721
3.085556
5
6
9.941822
1.1
76
0
Laptop
83
29
395
31
Female
North America
Upper-Mid
Bachelor
Full-time Employee
4.87
111
137
10
181
5
8.333323
3.982046
11.579917
3
1
6.418568
70
0
iPhone
77
22.6
396
26
Male
Asia
Lower-Mid
High School
Full-time Employee
10.13
237
167
391
188
6
6.73873
2.210288
5
15
9.670689
1.7
31
1
iPhone
60
46.6
397
21
Female
South America
Low
Bachelor
Student
9.18
231
313
137
154
3
6.977297
2.01166
9.111817
20
4.153343
6.7
31
0
Laptop
48
47.5
398
29
Female
North America
Low
Bachelor
Unemployed_Looking
12.73
304
720
98
275
1
5.337151
1
16.14027
19
10
0.6
9
1
Android
79
72.3
399
30
Female
South America
Low
PhD
Full-time Employee
6.05
149
414
64
190
7
7.086884
3.256712
4.153736
13
2.632158
9.9
19
0
Tablet
64
36
400
33
Female
Middle East
High
High School
Full-time Employee
4.32
47
285
15
53
4
7.913181
3.036883
10.532012
6
9.950456
6.6
45
0
iPhone
77
19.8