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
101
35
Female
Asia
Low
Bachelor
Full-time Employee
7.26
131
89
89
178
1
7.999166
2.812377
8.486008
9
10
3.3
56
0
Laptop
51
29.9
102
16
Female
South America
Low
High School
Student
4.67
131
51
168
2
4
9.128402
3.04119
6.168693
8
1
9.9
89
0
Android
61
20.7
103
41
Female
Europe
Upper-Mid
Master
Full-time Employee
6.14
92
392
252
0
4
7.875304
2.989117
5.930322
6
1.011152
9.9
31
0
Tablet
62
31.9
104
39
Female
Asia
High
Bachelor
Full-time Employee
5.13
126
518
0
169
4
7.114112
3.049698
5.517598
4
3.896892
7.1
29
0
Tablet
57
35.5
105
17
Male
Asia
Lower-Mid
High School
Student
3.95
80
1,105
151
0
2
6.024606
2.760821
4
7
3.084811
7.8
0
0
Tablet
65.299301
41.6
106
20
Female
Europe
Low
High School
Part-time/Shift
2.74
41
96
62
43
4
6.085234
3.043777
4.682835
3
3.112982
9.9
81
0
Android
65.299301
9.8
107
43
Female
Europe
Upper-Mid
Bachelor
Part-time/Shift
9.43
209
337
82
19
2
6.349469
2.895315
7.577693
15
3.289319
6.1
38
0
Android
84
47.8
108
15
Female
Africa
Low
High School
Student
8.2
139
740
353
183
5
4.638497
3.143905
6.863509
14
9.86166
3.9
0
0
Laptop
67
47.1
109
24
Male
South America
Upper-Mid
Bachelor
Student
2.46
61
305
122
186
6
7.65599
3.133489
4
0
1
9.6
52
0
Laptop
68
16.6
110
19
Male
Europe
Low
Bachelor
Unemployed_Looking
8.04
225
929
47
28
5
8.06857
3.14305
4
6
3.646179
9.8
0
0
iPhone
64
59.2
111
17
Female
Asia
Low
High School
Part-time/Shift
2.88
56
158
131
159
4
7.372742
2.999853
7.745852
1
4.867763
8.4
57
0
Tablet
46
13.4
112
30
Female
Asia
Low
Master
Full-time Employee
3.68
82
424
56
186
0
9.835491
2.691763
8.402754
0
4.319221
8.6
53
0
Laptop
65
24.9
113
24
Male
Africa
Upper-Mid
Bachelor
Unemployed_Looking
14.82
310
176
197
47
3
6.255626
3.007937
4
19
10
4.5
42
1
Tablet
66
63.8
114
23
Female
North America
Low
Bachelor
Part-time/Shift
4.85
101
137
611
0
2
7.136412
2.992861
7.14981
2
5.104597
8
13
1
Android
90
20.6
115
24
Female
Middle East
Upper-Mid
Bachelor
Student
13.09
279
283
176
170
2
5.918663
2.894724
7.227227
18
8.93979
0.9
42
1
iPhone
63
59.9
116
24
Male
South America
Low
Bachelor
Student
9.17
211
301
169
117
3
6.979786
2.931186
4
9
3.068161
7.1
41
0
Tablet
68
45.2
117
26
Female
Asia
Low
Bachelor
Full-time Employee
4.91
98
166
77
246
1
8.092798
2.821705
7.467067
6
7.293798
9.2
35
0
Tablet
65
22.3
118
21
Male
Africa
Low
High School
Full-time Employee
13.82
304
397
35
146
7
5.11567
3.33853
4
21
4.73938
5.7
37
1
Laptop
53
66.6
119
21
Male
Europe
Lower-Mid
Bachelor
Full-time Employee
16.51
261
257
83
146
4
6.078185
3.082975
4
20
9.867702
0.3
45
1
iPhone
76
65.2
120
24
Female
North America
Upper-Mid
Bachelor
Full-time Employee
5.62
72
429
153
26
6
8.403295
3.34885
4.637871
1
4.648128
7.4
33
0
iPhone
73
28
121
21
Male
South America
Upper-Mid
Bachelor
Full-time Employee
3.31
67
396
52
0
5
8.322897
3.096043
4
0
2.609855
9.8
50
0
Android
73
21
122
44
Female
Africa
High
Bachelor
Unemployed_Looking
5.88
152
284
18
173
5
8.008175
3.144421
8.559913
11
3.800768
5.9
55
1
Android
65.299301
34.1
123
25
Male
Europe
Lower-Mid
Bachelor
Full-time Employee
10.01
120
249
21
240
3
6.862038
3.049486
5
11
3.109368
7.3
61
0
Tablet
79
37.8
124
29
Female
Middle East
Low
Bachelor
Part-time/Shift
6.92
206
511
272
102
1
7.963667
2.886579
9.690949
8
2.201364
5.7
9
0
Laptop
51
45.7
125
34
Female
Europe
High
Bachelor
Full-time Employee
8.33
141
66
72
64
2
7.092822
2.794652
8.497782
9
10
0.5
81
0
iPhone
71
32
126
30
Female
Middle East
Lower-Mid
Master
Full-time Employee
3.22
91
146
83
0
6
9.20429
3.211526
6.643073
7
1.697213
6.418568
76
0
Laptop
87
16.9
127
26
Male
North America
Lower-Mid
Bachelor
Full-time Employee
11.65
262
509
272
77
5
6.1738
3.206036
4
15
4.836013
7.3
0
0
iPhone
55
61.2
128
34
Male
Africa
Low
PhD
Full-time Employee
8.96
184
148
382
0
3
6.735328
3.116573
4
14
1
7.4
60
0
Android
59
39.6
129
24
Female
Africa
Lower-Mid
Bachelor
Part-time/Shift
3.53
81
146
157
44
3
7.69215
3.00723
8.163609
3
1
9.1
58
0
Tablet
66
16.8
130
15
Male
Africa
Low
High School
Student
4.25
104
253
238
52
3
8.193241
2.953647
4
3
9.878934
0.5
45
0
iPhone
60
22.6
131
26
Female
Asia
Low
Bachelor
Full-time Employee
6.44
175
264
72
72
5
8.047326
3.08135
8.51868
9
9.87975
2.6
49
0
Tablet
49
35.4
132
41
Female
Asia
Upper-Mid
Bachelor
Full-time Employee
4.85
80
398
489
32
2
9.277546
3.003093
7.132213
2
1
9.7
0
0
Android
66
27.9
133
28
Female
Asia
Lower-Mid
Master
Full-time Employee
14.73
297
268
59
203
6
4.683555
3.248131
7.585277
18
6.826484
2.2
55
0
Tablet
54
36.684152
134
27
Female
Asia
Upper-Mid
Bachelor
Unemployed_Looking
4.43
58
255
107
88
7
6.69307
3.249176
5.089261
0
4.529631
9.5
50
0
Android
70
19.9
135
17
Female
Asia
Lower-Mid
High School
Student
4.85
119
172
194
0
1
7.069932
2.802113
7.388175
9
10
6.418568
61
0
Laptop
56
23.5
136
31
Female
Africa
Low
Master
Part-time/Shift
11.11
192
26
89
28
3
6.439752
2.98755
5.605978
18
1.082385
8.2
87
0
Tablet
80
41.4
137
30
Female
Asia
Lower-Mid
Master
Part-time/Shift
4.38
67
113
562
102
1
8.372309
2.839461
6.008582
10
10
0
20
0
iPhone
57
17.6
138
33
Female
Africa
Low
Bachelor
Full-time Employee
10.36
160
645
136
84
3
7.282211
2.927059
5.511568
22
2.968056
5.8
0
0
Tablet
62
53.3
139
31
Female
Asia
Lower-Mid
Bachelor
Full-time Employee
15.36
300
236
270
79
6
5.03153
3.180985
6.42451
21
7.526382
2.3
54
1
Laptop
73
66.2
140
28
Female
Europe
Lower-Mid
Bachelor
Full-time Employee
7.52
167
76
178
141
4
6.586396
2.969278
6.965038
14
1.958523
9.9
54
0
Laptop
53
32.6
141
22
Male
Asia
Low
Bachelor
Part-time/Shift
9.51
201
265
53
79
1
5.516536
2.864259
4
8
10
0
50
1
iPhone
67
44
142
42
Female
South America
Upper-Mid
High School
Full-time Employee
8.91
171
316
114
155
4
6.819031
3.034844
6.249367
10
9.885433
7.6
37
0
iPhone
78
42.9
143
29
Female
Middle East
Upper-Mid
Master
Full-time Employee
14.34
285
134
61
64
2
6.038299
2.915472
9.336605
22
7.204908
3.5
81
0
iPhone
49
60.4
144
30
Female
Middle East
Low
High School
Full-time Employee
7
127
132
395
196
3
8.222191
3.043153
6.739743
6
1
8.7
41
0
Android
67
29.1
145
38
Male
South America
High
Bachelor
Unemployed_Looking
12.8
125
341
25
49
5
4.116071
3.142803
4
21
4.718718
3.7
51
0
iPhone
68
36.684152
146
22
Female
South America
Low
Bachelor
Student
11.68
250
115
94
0
1
5.156693
2.806623
7.282865
16
10
1.7
63
1
Tablet
73
49.4
147
39
Male
North America
Upper-Mid
Master
Part-time/Shift
14.65
178
222
100
125
3
7.894928
2.981736
4
19
9.946962
3.8
43
1
Android
53
55.1
148
40
Male
Middle East
Low
Bachelor
Caregiver/Home
11.29
221
343
183
207
2
7.902006
2.895315
4
9
5.335233
7.2
30
0
iPhone
52
54
149
23
Male
Europe
Upper-Mid
Master
Part-time/Shift
11.53
153
769
412
260
1
6.007067
2.874579
5
16
8.308127
4.9
0
1
iPhone
70
57.6
150
35
Female
Africa
Upper-Mid
High School
Part-time/Shift
10.96
217
282
205
80
4
5.245645
3.067467
5.090673
15
5.945856
3.6
18
0
Android
68
50.4
151
22
Male
Africa
Low
High School
Student
10.59
133
433
91
0
5
7.080024
3.10459
4
14
1
8.4
30
0
Android
68
45.1
152
27
Male
Asia
Upper-Mid
Bachelor
Part-time/Shift
6.15
138
530
104
0
7
7.864721
3.343971
4
6
1
10
37
0
iPhone
68
37.9
153
34
Male
North America
Lower-Mid
Bachelor
Full-time Employee
8.4
148
133
303
61
3
7.059706
3.033565
4
6
4.130655
8.8
41
0
Android
58
34.9
154
18
Female
Europe
Lower-Mid
Bachelor
Student
10.22
235
837
103
103
4
4.802916
2.985008
4.918269
15
4.891519
3.2
0
0
iPhone
67
62.8
155
34
Female
Asia
Upper-Mid
Bachelor
Unemployed_Looking
8.41
152
245
57
0
2
8.230926
2.968795
5.936793
10
1
9.7
48
0
iPhone
68
37.8
156
16
Female
Middle East
Low
High School
Student
6.03
102
252
235
191
7
8.872553
3.309815
8.818173
1
1
8.7
39
0
iPhone
58
26.7
157
34
Female
North America
Low
High School
Full-time Employee
15.3
239
241
108
29
7
6.466895
3.305742
8.792501
16
9.766441
8.4
41.5986
1
Laptop
84
61
158
14
Female
Asia
Lower-Mid
High School
Student
4.93
153
323
178
107
1
9.355433
2.862602
5.891701
6
1
8.1
42
0
Android
70
29.7
159
29
Male
North America
Low
High School
Unemployed_Looking
3.51
82
138
383
48
4
7.300891
3.023576
4
4
5.030411
7.1
60
0
Tablet
53
17.5
160
28
Male
Africa
Low
Bachelor
Part-time/Shift
7.14
167
196
126
63
3
5.909741
3.019749
4
6
1.990527
8.9
65
0
Laptop
72
34.2
161
17
Female
Asia
Lower-Mid
High School
Student
3.48
67
107
56
86
3
9.250985
2.953202
8.755395
4
4.12193
9.1
61
0
Laptop
55
14.2
162
17
Female
Europe
Lower-Mid
High School
Student
10.23
242
159
222
0
3
6.51254
2.898293
7.306545
16
10
6.5
51
1
Tablet
73
45.8
163
21
Female
Europe
Lower-Mid
Bachelor
Student
7.34
142
125
89
156
0
6.961073
2.682499
8.187052
9
10
2.9
98
0
Laptop
77
29.9
164
22
Female
Europe
Upper-Mid
Bachelor
Part-time/Shift
11.81
304
145
114
158
1
4.947946
2.840622
5.856133
16
10
1.4
59
1
Android
65.299301
55.4
165
23
Female
Europe
Upper-Mid
Bachelor
Student
15.15
309
284
321
103
7
5.523391
3.244306
7.847046
12
4.527806
3.9
40
1
Android
75
66.9
166
23
Male
Asia
Low
Bachelor
Student
6.13
151
387
95
174
4
7.865601
3.132429
4
9
1
9.4
49
0
Tablet
69
34.9
167
15
Female
Africa
Low
High School
Student
6.76
164
331
124
90
6
6.3306
3.271158
8.064911
4
1.752781
8.9
47
0
Android
73
35.2
168
24
Male
Asia
Upper-Mid
Bachelor
Part-time/Shift
11.02
231
313
122
39
3
7.423249
3.038712
4
13
8.07888
4.9
44
1
Laptop
84
51
169
22
Male
Europe
High
Bachelor
Student
12.48
224
417
170
90
3
4.766006
2.978279
4
16
7.001217
6
12
0
Laptop
63
57
170
35
Female
Africa
Upper-Mid
Bachelor
Part-time/Shift
11.85
222
204
37
67
3
6.011102
2.984933
7.248963
15
4.204181
6.3
67
0
Tablet
57
51.3
171
27
Male
Europe
Upper-Mid
PhD
Full-time Employee
3.32
133
885
100
116
5
7.077577
3.072124
4
5
9.720659
6
0
1
iPhone
56
36.684152
172
30
Male
Africa
Upper-Mid
Bachelor
Part-time/Shift
4.65
103
210
14
0
5
6.694739
3.181599
4
7
1
9.7
68
0
Android
57
23.8
173
33
Male
North America
Upper-Mid
Bachelor
Unemployed_Looking
4.64
113
127
126
27
0
7.075496
2.751378
5
7
1
8.5
72
0
iPhone
64
22.6
174
29
Female
Asia
Low
Bachelor
Full-time Employee
3.68
68
181
181
154
6
7.318518
3.24006
5.84981
7
4.869812
8.7
67
0
Laptop
68
17.4
175
16
Female
Europe
Low
High School
Part-time/Shift
7.06
142
90
385
88
5
7.128621
3.216225
5.153544
10
2.697196
9.9
57
0
Laptop
68
28.2
176
32
Female
North America
Lower-Mid
High School
Unemployed_Looking
7.71
65
116
516
91
4
8.900078
4.021627
4.362136
10
5.86126
7.1
48
0
Laptop
73
25.1
177
24
Female
Africa
High
Bachelor
Full-time Employee
14.11
304
513
119
201
5
4.967213
3.125503
24.378365
18
7.943609
1.3
41
1
Tablet
65
70.3
178
40
Male
Europe
High
PhD
Unemployed_Looking
7.22
125
114
84
255
6
6.216192
2.228028
2
6
1
9.9
66
0
Laptop
80
29.6
179
19
Male
Asia
Lower-Mid
Bachelor
Full-time Employee
6.39
141
358
284
88
6
7.170252
3.164923
2
8
4.589224
8.7
27
0
Android
62
33.7
180
41
Female
Europe
High
Bachelor
Part-time/Shift
8.77
94
307
40
5
5
8.709586
2.12243
9.00607
11
1
7.8
53
0
iPhone
92
35.3
181
21
Male
Europe
Lower-Mid
Bachelor
Student
4.8
121
162
131
0
2
9.70385
4.916803
4
1
1
9.8
50
0
iPhone
71
23.2
182
33
Female
North America
Lower-Mid
Bachelor
Part-time/Shift
6.5
124
192
15
278
7
7.040865
2.275308
5
12
3.738606
9
70
1
Android
56
29.8
183
28
Female
South America
High
High School
Full-time Employee
7.85
147
301
157
294
0
6.129958
2.797836
9.775462
11
9.341997
8.8
41.5986
0
iPhone
54
37.4
184
20
Male
South America
Lower-Mid
Bachelor
Student
9.03
215
476
161
7
2
6.214215
1.81661
7
22
1.095133
7.2
22
0
Android
70
49.2
185
15
Male
Europe
Low
High School
Part-time/Shift
1.87
66
225
269
76
1
8.537631
3.86841
5
7
10
6.2
36
0
iPhone
63
12.9
186
28
Female
South America
Low
Bachelor
Part-time/Shift
6.03
118
593
145
83
3
7.859059
2.0051
4.937253
2
7.074847
8.2
13
1
iPhone
72
37.5
187
38
Female
Europe
Low
Bachelor
Part-time/Shift
4.52
80
607
90
90
4
7.216386
4.023484
0.952193
3
1.966066
8.7
14
0
iPhone
70
32
188
20
Male
South America
Low
High School
Student
15.44
308
460
107
159
1
5.774954
1
21
17
8.236066
8.5
8
1
Tablet
64
72.1
189
38
Male
Africa
High
High School
Full-time Employee
5.59
93
259
135
149
2
7.379251
2.788142
2
8
9.987385
2.3
47
0
Laptop
57
27.2
190
15
Male
Europe
Lower-Mid
High School
Student
4.62
140
1,196
148
232
2
6.750925
1.852397
2
2
7.070383
4.7
0
0
Laptop
50
50.9
191
17
Male
Middle East
Lower-Mid
High School
Student
7.18
159
548
502
66
1
6.33807
2.86463
4
7
9.363927
6.7
0
0
Laptop
61
41.9
192
30
Male
Middle East
Low
Master
Full-time Employee
8.16
138
1,203
154
71
3
6.924357
2.969236
4
8
10
2.4
0
0
Android
74
59.8
193
16
Male
North America
Low
High School
Student
8.02
121
216
83
196
4
7.644014
2.110074
6
14
4.904965
6.3
72
0
iPhone
67
31.9
194
46
Female
Middle East
Low
Bachelor
Unemployed_Looking
4.85
116
182
13
120
3
7.957043
3.941047
5.889286
5
1.126733
1.8
61
0
Laptop
53
26.2
195
27
Female
North America
Lower-Mid
Bachelor
Unemployed_Looking
5.17
95
485
149
88
1
7.609198
2.847626
5.855894
2
1.159896
2.5
9
0
Android
67
30.8
196
24
Female
Asia
Upper-Mid
Bachelor
Student
5.31
74
73
385
34
1
7.923143
1.776396
4.653807
14
1
8.8
52
0
Laptop
65.299301
18.5
197
39
Male
Europe
High
Master
Caregiver/Home
4.73
92
347
61
40
4
9.410588
2.003646
7
8
6.941787
8.6
48
0
iPhone
56
27.4
198
26
Female
Europe
Upper-Mid
Master
Part-time/Shift
11.04
234
325
250
188
5
7.300526
3.126453
17.685883
14
4.788944
4.4
37
0
Laptop
67
52.3
199
30
Female
South America
Lower-Mid
Bachelor
Full-time Employee
4.04
78
504
154
82
5
8.771464
3.098561
6.65152
8
6.832315
1
25
0
Laptop
65.299301
27.5
200
31
Female
Africa
Low
Bachelor
Part-time/Shift
3.59
91
222
177
328
5
8.813515
3.054669
3.394585
4
9.809238
4.6
41.5986
0
Laptop
54
20.8