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
201
17
Female
Asia
Low
High School
Student
5.36
148
124
63
183
7
5.868555
2.282463
5.302212
11
1.499281
9.4
70
0
Tablet
69
36.684152
202
28
Male
Europe
Upper-Mid
Bachelor
Full-time Employee
10.52
241
138
235
32
2
5.863612
1.897478
7
12
2.158311
9.3
54
0
Tablet
71
47
203
22
Female
Africa
Lower-Mid
High School
Full-time Employee
4.82
133
111
154
166
0
6.557887
3.795804
7.473146
12
1.25055
9.5
75
0
Laptop
76
23
204
35
Male
Africa
Low
Bachelor
Caregiver/Home
10.88
204
164
76
38
6
7.578715
2.258535
9
10
3.73099
7
56
0
Tablet
65.299301
45.9
205
29
Female
South America
Upper-Mid
Bachelor
Full-time Employee
5.07
95
134
165
116
1
7.941462
2.873268
6.735197
6
6.360236
6.9
54
0
Tablet
51
22.3
206
20
Female
Asia
Low
Bachelor
Student
4.91
123
326
57
60
3
8.444298
2.008058
5.116906
7
8.014798
2.9
37
0
Android
56
28.1
207
30
Male
Middle East
Upper-Mid
Bachelor
Full-time Employee
8.49
170
514
132
234
5
7.05794
1.14844
4
8
3.730535
9.1
41.5986
0
Laptop
70
45.9
208
49
Male
Europe
Lower-Mid
Master
Part-time/Shift
7.47
64
1,200
28
71
3
7.65131
1.910593
4
13
5.02712
5
0
0
Tablet
70
53.8
209
22
Male
Africa
Low
Bachelor
Unemployed_Looking
6.76
196
113
187
229
3
6.669612
1.979534
2
13
3.970722
8.8
68
0
Tablet
70
36.684152
210
33
Male
South America
Low
Master
Full-time Employee
8.5
215
458
158
106
3
7.680889
3.00188
4
13
6.08484
5.3
16
0
Laptop
95
47.7
211
18
Female
Asia
Low
Bachelor
Student
5.58
163
301
162
202
4
7.411106
2.124797
10.468452
8
6.918928
7.8
35
0
Tablet
71
31.9
212
36
Female
South America
Low
PhD
Caregiver/Home
7.79
127
830
187
42
7
9.300561
3.325893
8.645015
8
6.748009
5.7
0
0
Tablet
76
49.1
213
22
Male
Asia
Low
Bachelor
Full-time Employee
4.72
79
468
49
58
4
7.66176
4.113944
6
3
4.023806
9.7
36
0
Tablet
75
27.2
214
33
Male
Africa
High
Master
Full-time Employee
4.55
11
117
28
221
5
7.692988
3.08021
4
8
2.812007
9.9
66
0
Android
72
13.2
215
37
Female
Europe
Upper-Mid
Bachelor
Full-time Employee
6.03
142
237
167
0
7
7.492871
3.275258
6.693534
3
9.668477
6.3
65
0
Tablet
62
31.6
216
14
Male
North America
Low
High School
Student
6.49
127
544
226
98
5
7.652226
3.153277
4
8
3.792795
6
0
0
Tablet
73
36.8
217
31
Male
Africa
Upper-Mid
High School
Full-time Employee
2.68
44
217
80
202
3
8.944837
4.030088
6
5
7.039996
8.1
67
0
Laptop
57
14.4
218
46
Male
Europe
Upper-Mid
Bachelor
Caregiver/Home
7.77
150
259
33
79
1
7.297938
2.80501
2
12
2.22139
9.5
60
0
Tablet
63
37.7
219
22
Female
North America
Lower-Mid
Bachelor
Part-time/Shift
7.1
185
327
116
218
6
6.468121
3.207572
6.867677
8
1
10
31
1
Android
60
38.7
220
21
Male
North America
Lower-Mid
High School
Student
3.66
78
160
326
2
4
10.046479
4.086282
2
2
1
9.9
42
0
Laptop
66
17
221
19
Female
Middle East
Lower-Mid
High School
Student
4.83
90
334
73
0
3
6.225707
2.915747
5.758556
4
7.101171
9.4
48
0
Android
88
24.3
222
16
Male
Middle East
Low
High School
Student
3.88
120
218
386
216
4
5.485116
4.132295
5
4
2.004522
10
50
0
Laptop
46
22.6
223
38
Male
South America
Upper-Mid
High School
Full-time Employee
9.8
183
297
142
147
5
7.549902
2.087853
3
14
1
9.6
19
0
Tablet
72
45.3
224
46
Female
Asia
Low
Master
Full-time Employee
12.27
275
826
12
75
3
7.185307
1
21.089109
25
8.08138
4.5
0
1
Tablet
49
73.9
225
28
Female
Middle East
High
Bachelor
Part-time/Shift
6.98
128
346
57
100
5
6.44352
2.132313
7.798696
12
1
7.6
62
0
iPhone
60
34.6
226
41
Male
South America
Lower-Mid
Bachelor
Full-time Employee
7.37
112
214
210
168
6
7.079217
2.296617
5
9
5.853819
4.8
53
0
Android
76
31.5
227
37
Male
Europe
Low
High School
Full-time Employee
9.51
158
217
122
52
3
6.722967
2.001363
6
15
1.181632
9.8
51
0
Android
66
40.5
228
45
Male
Asia
Upper-Mid
Bachelor
Part-time/Shift
4.48
39
466
105
180
5
7.390933
3.169364
6
3
9.805543
7.2
29
0
Laptop
54
25.9
229
22
Female
North America
Low
Bachelor
Part-time/Shift
5.64
178
82
70
117
7
6.889788
3.293648
4.135884
6
5.581572
8.4
78
0
iPhone
58
28.5
230
30
Female
South America
Low
Master
Full-time Employee
9.84
213
122
336
0
1
7.756025
1
6.614379
12
2.299298
7.5
41.5986
0
iPhone
72
42.8
231
19
Male
Europe
Low
High School
Part-time/Shift
5.24
100
526
103
97
5
6.232624
3.054564
5
8
1
9.6
35
0
Tablet
58
32
232
25
Female
Europe
Upper-Mid
Master
Full-time Employee
7.11
157
1,196
63
277
1
7.5611
1.699302
3.42089
10
4.23415
9.7
0
0
Tablet
67
58.7
233
34
Male
South America
Upper-Mid
Master
Full-time Employee
3.25
85
215
58
0
6
9.467351
3.221508
3
8
1
7.7
56
0
iPhone
65
19.2
234
24
Male
Africa
Lower-Mid
Master
Student
13.62
301
187
83
211
4
5.129584
1.117552
14
18
6.955223
2
72
0
Android
58
60.7
235
27
Male
Europe
Low
Bachelor
Full-time Employee
5.39
107
128
295
0
1
7.930448
3.829478
3
8
5.29442
8.9
66
0
Laptop
86
22.7
236
31
Female
North America
Lower-Mid
Bachelor
Part-time/Shift
6.61
124
388
29
81
1
5.885
3.843451
2.959293
2
1.308371
9.8
35
0
Android
71
34.4
237
34
Male
Asia
Upper-Mid
Master
Full-time Employee
14.34
303
316
51
0
2
6.597343
1
19
20
9.171736
2.6
56
1
Tablet
45
67.2
238
44
Male
Africa
Low
Bachelor
Unemployed_Looking
7.11
115
331
102
36
2
7.35854
2.908594
1
6
1.122103
8.9
62
0
Laptop
67
34.8
239
16
Male
Asia
Low
High School
Student
6.53
216
47
142
241
3
6.288816
1.965908
6
13
10
0
71
0
Laptop
58
32.4
240
23
Male
Middle East
Lower-Mid
Bachelor
Full-time Employee
9.85
230
311
89
127
3
8.997123
1.931114
3
12
10
0
51
0
Android
74
48.4
241
22
Female
Asia
Upper-Mid
High School
Student
1.79
48
124
66
247
4
7.683499
4.153036
10.214913
0
1.893573
8.7
67
0
Android
57
9.4
242
20
Male
Asia
Lower-Mid
Bachelor
Part-time/Shift
6.49
150
152
440
31
5
7.930278
2.158137
5
6
8.809802
6
34
0
iPhone
64
29.6
243
28
Male
North America
Upper-Mid
High School
Part-time/Shift
14.57
288
316
144
206
3
5.662681
2.92486
21
18
2.897602
3
49
0
Tablet
70
65.1
244
30
Male
Asia
Low
Master
Full-time Employee
5.09
117
456
155
63
1
7.256756
3.753713
5
4
3.235726
9.4
15
0
Laptop
74
31.8
245
23
Female
Africa
Low
Master
Student
3.57
74
274
109
37
1
7.709356
3.874924
12.097725
2
9.30538
9.2
64
0
Android
53
19.9
246
44
Male
South America
Lower-Mid
Bachelor
Full-time Employee
1.52
27
183
170
0
2
9.232889
4.840284
3
3
1
9.1
54
0
Android
62
10.4
247
25
Male
Europe
Lower-Mid
Bachelor
Full-time Employee
4.45
100
176
219
55
3
6.651819
3.064732
2
6
1.158933
9
49
0
Tablet
60
21.6
248
33
Male
South America
Upper-Mid
PhD
Full-time Employee
6.94
86
149
42
0
4
6.042854
2.914102
3
10
3.909729
8.2
74
0
Android
58
26.4
249
45
Female
Europe
Lower-Mid
Bachelor
Full-time Employee
9.53
183
445
159
99
2
7.380498
2.963285
5.631774
7
10
1.2
9
1
Laptop
83
48.8
250
13
Female
Africa
Low
High School
Student
6.56
153
199
68
8
3
7.282014
2.996385
2.799952
9
1
9.9
74
0
Tablet
69
36.684152
251
24
Male
Africa
High
Bachelor
Student
2.59
98
286
208
11
5
8.363287
4.137739
7
0
4.011682
9.4
48
1
Laptop
52
20
252
16
Female
Europe
Lower-Mid
High School
Student
12.22
250
232
140
163
3
7.691945
1
16.374481
17
8.048861
1.9
38
1
iPhone
74
53
253
30
Male
Europe
Lower-Mid
Bachelor
Full-time Employee
6.42
83
398
131
127
5
8.144648
3.226346
4
7
5.740719
9.3
31
0
Tablet
86
30.2
254
13
Male
Africa
Lower-Mid
High School
Student
4.91
128
613
493
140
5
6.94335
4.167163
2
4
5.892088
8.2
2
0
iPhone
75
34.7
255
43
Female
North America
Upper-Mid
Master
Unemployed_Looking
9.9
120
428
141
0
2
6.896038
2.846996
10.274074
10
5.293051
4.6
30
1
Android
50
44.6
256
20
Male
North America
Lower-Mid
High School
Full-time Employee
14.36
307
341
183
0
2
6.065493
1
19
21
3.117988
1.3
54
0
iPhone
60
66.5
257
17
Male
Europe
Low
High School
Student
3.51
107
90
112
167
3
7.826429
1.980905
5
2
10
1.8
47
0
Laptop
78
16.6
258
13
Male
North America
Lower-Mid
High School
Student
8.06
134
68
336
0
3
6.56649
1.971987
1
13
4.135578
9.3
59
0
Android
58
29.3
259
28
Male
Africa
Upper-Mid
Master
Full-time Employee
7.81
157
139
54
196
5
6.995013
3.055816
5
9
1
9.4
80
0
iPhone
69
33.5
260
25
Male
Europe
Low
Bachelor
Full-time Employee
4.57
103
378
18
159
2
9.027503
3.889386
3
4
7.153837
1
58
0
Tablet
73
27
261
16
Male
Europe
Low
High School
Student
5.2
152
29
172
130
6
7.556212
3.182998
0
2
1
9.7
63
0
Android
56
23.4
262
24
Male
Europe
Lower-Mid
Master
Part-time/Shift
13.38
279
269
71
184
0
5.191064
1
16
16
9.350316
6.7
41
1
Android
64
60.2
263
20
Female
Asia
Lower-Mid
Bachelor
Student
5.69
131
216
74
0
5
8.544713
2.168106
8.60021
8
9.860942
1.9
69
0
iPhone
33
28.6
264
16
Male
Middle East
Lower-Mid
High School
Student
4.2
110
404
61
141
4
8.958137
5
6
0
10
3.1
40
0
Tablet
55
27
265
43
Female
Europe
Lower-Mid
Master
Part-time/Shift
5.02
75
145
181
200
3
7.975909
3.017485
4.94552
1
3.063995
9.8
56
0
Laptop
62
21.7
266
34
Female
Europe
Low
Master
Unemployed_Looking
14.76
289
320
228
0
4
7.21268
1.015853
25.166119
24
9.900374
1
30
1
Tablet
53
66.9
267
29
Male
North America
Upper-Mid
Bachelor
Unemployed_Looking
9.47
139
460
34
258
7
7.418947
3.310025
1
12
3.655658
5.9
22
0
iPhone
81
43.9
268
20
Female
South America
Upper-Mid
Bachelor
Full-time Employee
3.88
99
472
139
128
0
7.465982
4.735542
12.973681
4
4.425625
7.7
18
0
iPhone
51
27.6
269
33
Male
Europe
Upper-Mid
Master
Full-time Employee
3.88
107
395
82
68
4
9.041452
2.985319
5
2
6.961135
7.7
42
0
Tablet
61
27.2
270
17
Male
Europe
Lower-Mid
High School
Student
11.14
207
437
160
166
2
7.999132
1
9
19
7.076897
0
31
0
iPhone
66
52.4
271
31
Male
North America
High
Bachelor
Full-time Employee
11.33
295
148
290
48
5
7.762595
1.224643
8
9
1
5.6
39
0
Laptop
79
53.8
272
20
Male
Europe
Upper-Mid
Bachelor
Student
3.74
116
301
113
0
6
7.499953
5
7
0
3.793567
9.8
55
0
Tablet
51
24.3
273
50
Male
South America
Lower-Mid
Bachelor
Full-time Employee
8.16
175
118
82
13
1
8.385793
3.732562
3
10
2.139664
8.9
75
0
Android
77
37.2
274
41
Male
Asia
Lower-Mid
High School
Full-time Employee
5.78
84
407
223
131
4
8.832843
4.053438
4
11
5.763312
8.6
16
1
Android
65
30.7
275
14
Male
South America
Lower-Mid
High School
Student
14.8
319
268
33
32
3
7.099881
1
16
26
5.157926
6.418568
55
0
Tablet
55
66.3
276
30
Female
North America
Upper-Mid
High School
Full-time Employee
5.88
134
187
115
9
2
7.199954
1
4.270693
5
4.184706
4.5
51
0
iPhone
70
36.684152
277
40
Female
Europe
Low
High School
Caregiver/Home
5.14
93
83
16
125
6
6.91044
4.237938
3.034712
6
1
10
68
0
Laptop
67
21.5
278
37
Male
North America
Upper-Mid
Bachelor
Caregiver/Home
0.76
21
461
283
37
4
8.489999
4.04338
8
0
4.844621
7.7
12
0
iPhone
59
14.6
279
19
Male
Asia
Lower-Mid
High School
Full-time Employee
6.55
140
268
187
0
3
9.09487
2.955482
2
1
1
5.7
47
0
iPhone
66
31.7
280
16
Male
Europe
Low
High School
Student
4.32
88
257
206
65
2
7.376019
3.881544
4
4
10
0.3
28
0
Laptop
61
21.5
281
43
Male
North America
Low
High School
Full-time Employee
4.02
62
896
122
0
0
8.925198
4.7328
1
2
10
5.7
0
0
Laptop
66
37.2
282
16
Female
Europe
Low
High School
Student
4.65
76
113
243
163
7
6.794407
4.252967
5.961165
6
4.725171
9.7
42
0
Android
72
17.3
283
44
Female
North America
High
Bachelor
Caregiver/Home
10.27
217
152
26
0
3
8.30797
1
9.073547
9
1
9.7
72
0
Laptop
81
45.9
284
24
Male
Middle East
Low
Bachelor
Part-time/Shift
6.33
129
213
214
71
3
7.01051
4.028975
4
4
5.005593
4.5
59
0
Android
53
29.7
285
29
Female
Europe
Low
Bachelor
Full-time Employee
10.19
204
568
32
121
3
7.426066
1
12.975425
10
5.00704
3.6
8
0
Tablet
86
53.7
286
23
Male
South America
Lower-Mid
Bachelor
Student
4.21
93
313
164
76
7
8.461759
4.299931
4
0
9.45001
0
44
0
Tablet
45
24.2
287
20
Male
Middle East
Lower-Mid
Bachelor
Student
1.97
73
145
51
26
2
7.993994
2.90642
5
6
10
9
49
0
iPhone
63
12.2
288
33
Male
Asia
Lower-Mid
Master
Full-time Employee
12.66
251
486
360
143
4
6.353314
1.068026
4
17
9.951715
6.418568
9
1
Android
71
62.2
289
20
Male
Europe
Upper-Mid
High School
Student
5.62
144
150
214
115
4
6.94231
3.993234
7
2
1.91524
8.6
58
0
Tablet
68
26.8
290
21
Male
Europe
Low
Bachelor
Student
5.57
144
349
179
77
5
6.988012
2.048018
0
8
3.926533
8.2
33
0
iPhone
59
32.1
291
18
Female
North America
Low
Bachelor
Student
4.75
134
131
38
205
6
8.308902
3.18226
2.676544
6
1
9.1
61
0
Tablet
63
23.4
292
29
Male
Africa
Lower-Mid
Master
Full-time Employee
5.6
176
412
200
194
5
7.704908
2.151595
3
11
1
8.8
30
0
Android
60
37.2
293
19
Female
Asia
Low
Bachelor
Full-time Employee
7.82
247
454
68
164
4
6.108755
3.015528
9.068369
4
9.862766
0.4
33
0
Android
65.299301
48.7
294
35
Female
North America
Lower-Mid
Bachelor
Full-time Employee
9.28
245
404
17
208
4
6.121499
2.034179
8.551775
13
3.908463
8.8
42
0
Android
73
51.8
295
14
Female
Europe
Low
High School
Student
4.72
161
373
95
177
2
6.681536
2.998521
6.066269
6
1.14919
9.8
35
1
Android
69
31.3
296
36
Female
South America
Low
High School
Full-time Employee
4.17
48
831
111
137
4
5.941863
2.959654
5.65235
2
4.965168
0
0
0
Tablet
58
34.3
297
23
Female
Europe
Upper-Mid
Bachelor
Student
3.88
89
215
124
0
7
8.270444
3.253827
3.620301
0
1
9.7
57
1
iPhone
74
19.8
298
18
Female
Europe
Low
Bachelor
Full-time Employee
11.48
147
361
63
103
4
3.811888
3.146755
12.396403
16
9.860578
4.3
57
0
Android
68
36.684152
299
46
Female
Europe
Low
Master
Unemployed_Looking
10.26
175
470
31
0
1
7.543952
1.810041
10.054638
12
5.385186
5.9
37
0
iPhone
73
50.9
300
19
Male
Asia
Lower-Mid
High School
Student
11.77
252
109
36
132
0
5.758518
1
13
19
2.549749
6.4
88
0
Laptop
71
49.3