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
3,001
23
Female
Africa
Low
Master
Student
3.16
70
637
106
205
7
8.484091
4.236617
7.538558
1
4.584042
7.4
15
0
iPhone
46
28
3,002
27
Male
North America
Upper-Mid
Bachelor
Student
3.58
77
100
47
245
5
8.980159
3.168084
2
3
1
8.3
65
0
iPhone
56
16
3,003
31
Male
Europe
Lower-Mid
Bachelor
Full-time Employee
2.84
77
179
21
120
1
10.001025
2.856362
8
0
3.359087
5.1
82
0
Laptop
61
16.5
3,004
34
Female
South America
Upper-Mid
Master
Part-time/Shift
11.74
147
157
190
236
4
5.616287
3.053246
8
9
2.92719
1.8
49
0
iPhone
84
42.6
3,005
35
Female
Europe
Upper-Mid
Master
Part-time/Shift
6.81
176
360
44
2
3
6.012057
2.910664
12.897308
11
1.96639
9.4
48
0
Tablet
71
39
3,006
20
Female
South America
Low
High School
Unemployed_Looking
9.81
210
244
38
343
0
8.494813
1.734577
9.688742
7
1.227243
8.2
50
0
Laptop
52
45.2
3,007
20
Male
Middle East
Lower-Mid
High School
Student
6.15
175
161
198
225
7
8.945605
3.354441
6
7
9.652272
6.2
51
0
Android
70
31
3,008
30
Female
Europe
Low
Master
Full-time Employee
7.1
187
220
160
0
3
6.242898
1.059184
4.799392
13
10
3.8
54
1
Laptop
50
37.2
3,009
40
Female
Europe
Lower-Mid
Bachelor
Unemployed_Looking
6.16
70
64
17
224
3
8.357779
2.956205
5.596374
7
1
8.2
91
0
iPhone
76
21.2
3,010
44
Male
Asia
Lower-Mid
Bachelor
Full-time Employee
12.98
270
290
241
305
3
6.672105
1.889047
13
22
10
3.2
41
1
Laptop
60
61
3,011
16
Male
Asia
Lower-Mid
High School
Student
5.76
208
741
230
147
0
7.682684
2.774405
1
6
5.323076
6.8
4
0
iPhone
64
47.4
3,012
29
Female
Europe
Upper-Mid
High School
Full-time Employee
8.81
150
187
94
128
5
6.428453
2.118012
6.408616
12
1
10
76
0
iPhone
78
36.4
3,013
21
Male
Asia
Low
Bachelor
Student
5.05
101
454
298
146
2
8.661992
3.939308
0
4
1
9.1
18
0
Android
52
30.1
3,014
23
Female
Europe
High
Bachelor
Part-time/Shift
8.24
149
59
57
0
2
7.165384
1.906209
11.423091
13
8.115716
8.8
41.5986
0
Tablet
51
31.9
3,015
13
Female
Asia
Lower-Mid
High School
Student
12.04
197
289
94
130
1
5.317254
1
17.186108
13
7.269174
4.4
51
0
Android
59
49.7
3,016
24
Male
Asia
Low
Bachelor
Full-time Employee
2.83
49
238
60
77
3
6.919916
3.974953
5
3
1.129401
9.2
70
0
Tablet
75
14.5
3,017
25
Male
North America
Upper-Mid
Master
Full-time Employee
2.23
57
105
196
102
3
9.172032
4.037457
5
0
1
10
68
0
Android
50
11.2
3,018
25
Male
North America
Low
Bachelor
Full-time Employee
1.59
65
242
107
101
6
8.030587
4.204237
6
0
7.756823
3.4
52
0
Android
37
14.2
3,019
47
Female
Africa
Upper-Mid
High School
Caregiver/Home
6.47
92
338
28
94
4
8.305314
4.000185
9.362894
6
1
8.7
41
0
Android
60
31.9
3,020
19
Male
Middle East
Low
High School
Part-time/Shift
8.19
147
150
108
123
4
5.961254
2.972493
1
6
4.943068
9.3
81
0
iPhone
71
36.684152
3,021
42
Female
North America
Upper-Mid
Master
Full-time Employee
4.71
98
209
103
221
4
9.319367
3.013317
7.456008
4
2.000514
8.9
53
1
Tablet
77
24
3,022
27
Female
Asia
Low
Bachelor
Full-time Employee
7.59
156
444
348
127
2
6.585941
2.871649
5.90653
9
5.147736
9
13
0
Tablet
60
40.8
3,023
46
Female
Middle East
High
High School
Full-time Employee
4.78
65
552
400
74
2
7.457977
4.933156
7.597346
6
2.182211
9.2
6
0
iPhone
61
31
3,024
35
Female
Asia
Upper-Mid
Master
Caregiver/Home
8.14
236
382
593
50
3
8.519595
1.915998
6.53403
11
5.094549
0
8
0
Android
77
47.7
3,025
40
Female
North America
High
Bachelor
Caregiver/Home
8.33
178
105
106
102
7
5.834082
4.369267
4.093857
12
7.570879
9.6
71
1
Tablet
46
37.4
3,026
28
Male
Europe
Lower-Mid
High School
Full-time Employee
4.85
107
127
130
159
5
7.953452
3.064952
6
5
1.848188
9.6
71
0
Tablet
61
22.2
3,027
20
Male
North America
Low
High School
Student
4.49
129
103
234
61
5
8.583803
4.248384
1
4
9.804191
4
51
0
iPhone
67
21.7
3,028
29
Male
North America
Lower-Mid
Master
Full-time Employee
7.68
145
414
388
194
4
9.138195
4.138201
3
9
5.920152
6.4
10
0
Laptop
65.299301
39.2
3,029
20
Female
South America
Lower-Mid
Bachelor
Full-time Employee
3.63
111
273
262
195
1
9.000997
3.819329
11.22675
3
10
2.9
44
0
Android
60
22.7
3,030
34
Male
Asia
Lower-Mid
Bachelor
Full-time Employee
7.95
117
208
95
39
6
7.954703
1.12931
2
16
1
9.2
66
0
iPhone
65
32.9
3,031
15
Male
South America
Low
High School
Student
5.99
151
179
120
140
6
8.271583
3.208923
2
13
1
9.8
61
0
iPhone
40
29.3
3,032
20
Male
North America
Upper-Mid
Bachelor
Student
3.19
68
457
55
63
2
7.246977
1.872814
3
4
1.175356
9.9
37
0
Android
58
22.7
3,033
32
Male
Asia
High
Master
Full-time Employee
7.26
147
374
342
93
4
7.846824
2.988211
6
10
3.929365
4
23
0
Laptop
70
37.7
3,034
20
Male
North America
Upper-Mid
Bachelor
Student
9.14
248
225
162
40
5
7.556981
1.14636
7
16
1.695924
6.2
41.5986
0
iPhone
55
46.3
3,035
31
Male
North America
Upper-Mid
High School
Unemployed_Looking
5.47
126
443
18
0
2
6.71778
3.850974
5
7
1.146302
8.1
32
0
iPhone
66
33.5
3,036
41
Male
Europe
Low
Master
Full-time Employee
6.08
93
136
443
128
4
8.364051
3.01618
2
0
1.93585
9.5
34
0
iPhone
69
25.1
3,037
22
Female
South America
Low
Bachelor
Part-time/Shift
0.99
45
142
123
162
2
8.618645
3.881972
8.892581
3
10
3.6
39
0
Tablet
62
7.6
3,038
19
Female
North America
Lower-Mid
Bachelor
Full-time Employee
4.47
84
114
132
0
3
7.724658
2.943295
3.970367
7
1
8.4
66
0
Tablet
67
18.1
3,039
15
Male
Asia
Lower-Mid
High School
Student
4.31
92
291
98
115
5
6.562662
3.235717
7
1
2.728616
2.6
44
0
Laptop
55
22.8
3,040
15
Female
Europe
Lower-Mid
High School
Student
4.4
125
67
62
59
2
6.881395
3.86537
4.541222
4
9.193761
5.6
83
0
Tablet
63
19.9
3,041
49
Female
North America
Upper-Mid
Master
Caregiver/Home
6.99
163
784
0
43
3
8.598105
2.994084
4.146797
6
9.015391
6.6
9
0
Laptop
71
50.3
3,042
23
Male
North America
High
Master
Student
7.48
128
109
224
150
6
8.215412
1.21897
2
14
1.73144
2.7
49
1
Android
67
29.1
3,043
27
Female
Asia
High
High School
Part-time/Shift
4.27
103
60
81
75
7
8.263677
3.309216
4.19516
8
1
8.1
72
0
Android
59
18.8
3,044
31
Female
Asia
High
Master
Part-time/Shift
5.3
102
751
36
178
4
8.876197
3.073379
6.388932
7
8.930282
9
6
0
Laptop
67
38.8
3,045
39
Female
Europe
Lower-Mid
Master
Full-time Employee
12.73
244
149
140
64
0
4.653179
1
13
16
6.320875
6.6
57
0
Android
72
53.7
3,046
48
Female
North America
Low
Master
Part-time/Shift
4.36
78
1,141
125
208
5
9.362373
4.145132
8.40512
3
4.746807
6.1
0
0
Android
45
46.7
3,047
16
Female
North America
Lower-Mid
High School
Student
6.76
127
176
277
67
4
8.217269
2.06317
4.645504
5
9.968665
2.6
39
1
Laptop
77
28.1
3,048
20
Female
Europe
Lower-Mid
High School
Student
5.54
175
333
91
246
4
7.122173
1.054849
4.297983
12
1
9.2
39
1
Android
62
34.1
3,049
24
Female
Asia
High
Bachelor
Student
12.04
192
405
232
0
2
6.338272
1
15.63232
21
9.156908
4.5
35
0
Android
69
52.9
3,050
19
Male
North America
Low
Bachelor
Student
2.61
145
152
163
204
4
9.046801
4.006335
5
0
2.963603
9.2
65
0
Android
77
19.5
3,051
23
Male
Asia
Lower-Mid
Bachelor
Part-time/Shift
3.3
121
243
163
60
3
8.4881
1.968997
6
4
5.990334
7
60
0
iPhone
51
22.5
3,052
16
Male
North America
Lower-Mid
High School
Student
5.08
104
272
185
191
2
7.377109
3.904219
5
2
6.047482
8.5
52
0
Tablet
58
25.1
3,053
32
Female
North America
Lower-Mid
PhD
Full-time Employee
5.77
86
106
51
1
3
6.559432
4.992149
1
0
1.231366
9.8
64
0
Tablet
62
22.4
3,054
41
Female
Africa
High
Bachelor
Caregiver/Home
9.26
138
506
191
294
1
8.448094
1.821285
11.95149
7
5.208083
3.1
0
0
Tablet
57
46.3
3,055
23
Male
Africa
Low
Bachelor
Full-time Employee
7.15
223
369
125
202
7
7.331239
3.279931
5
12
9.661101
2.4
36
0
Android
82
42.6
3,056
23
Male
Middle East
Low
Bachelor
Unemployed_Looking
7.85
117
389
114
188
2
6.798774
2.889302
4
4
3.298949
9.8
49
0
Tablet
56
36.5
3,057
45
Female
Africa
Low
High School
Full-time Employee
14.85
280
831
43
102
3
4.15937
2.944358
21.786179
17
8.100472
1.9
0
1
Laptop
59
80.1
3,058
27
Female
North America
Lower-Mid
High School
Full-time Employee
10.31
220
467
152
38
2
6.852321
2.907817
5.12043
9
3.119757
8.2
26
0
Tablet
67
53.1
3,059
31
Male
Middle East
Upper-Mid
High School
Full-time Employee
5.4
128
433
55
136
6
9.22247
2.200638
0
7
4.712372
8
49
0
Laptop
53
36.684152
3,060
22
Female
Middle East
Low
Bachelor
Full-time Employee
6.76
120
131
97
163
0
8.18117
3.741414
7.631742
8
4.290209
9.6
73
0
Laptop
61
36.684152
3,061
16
Female
South America
Low
High School
Student
4.64
143
474
89
112
2
6.552416
2.942196
7.063642
9
7.214328
5.9
25
0
Android
68
32.3
3,062
33
Female
North America
Lower-Mid
High School
Full-time Employee
14.42
294
342
117
107
3
5.237325
1
24.213001
20
4.082581
3.6
28
1
Tablet
62
66.6
3,063
31
Male
Africa
High
High School
Full-time Employee
8.81
103
87
256
153
4
5.089053
2.08176
5
7
5.889613
9.3
56
0
iPhone
64
30.4
3,064
46
Female
Europe
Lower-Mid
High School
Unemployed_Looking
6.58
137
190
20
84
0
8.407918
3.734047
3.534297
1
10
7.6
56
0
iPhone
60
32.1
3,065
31
Male
South America
Low
PhD
Full-time Employee
8.56
173
129
130
74
3
6.416111
3.0731
3
6
2.931581
7.2
60
0
Laptop
50
37.2
3,066
31
Female
Europe
High
Bachelor
Part-time/Shift
4.02
50
66
146
131
2
7.907102
3.881341
4.176175
0
5.222713
8.5
85
0
Laptop
68
13.9
3,067
32
Male
Asia
Upper-Mid
Bachelor
Full-time Employee
16.22
277
164
601
163
2
5.661245
1
21
23
10
0.4
12
0
iPhone
83
64.3
3,068
18
Female
South America
Low
Bachelor
Full-time Employee
3.28
90
370
175
174
0
6.70779
3.733154
7.924366
0
10
0.2
46
0
Android
65
22.2
3,069
29
Female
Africa
High
Bachelor
Full-time Employee
6.28
101
212
76
214
4
8.417103
2.98251
4.244149
6
3.864931
4
68
0
Android
67
27.1
3,070
32
Female
Asia
Upper-Mid
Bachelor
Full-time Employee
8.76
176
225
259
137
3
6.245082
2.946006
4.391163
8
7.920199
5.2
43
0
Laptop
72
39.9
3,071
21
Male
South America
Lower-Mid
Bachelor
Full-time Employee
9.62
205
352
29
129
6
7.409717
2.255718
4
11
9.79475
0.6
47
0
Laptop
52
47.2
3,072
21
Male
Europe
Lower-Mid
High School
Student
7.87
186
94
292
114
3
6.933175
2.950406
4
8
6.040643
1.9
68
0
iPhone
82
34
3,073
14
Female
Africa
Lower-Mid
High School
Student
4.75
92
290
436
151
3
8.966771
2.861028
6.099004
6
1
2.1
25
0
Laptop
67
23.4
3,074
29
Female
Asia
Low
Bachelor
Part-time/Shift
15.44
304
227
22
39
1
4.19801
1
22.811115
22
9.219431
0.2
63
0
Tablet
81
66.1
3,075
44
Female
Asia
High
Bachelor
Part-time/Shift
6.95
101
277
213
107
3
9.407356
1.917424
9.130678
8
10
1.1
36
0
Laptop
58
32.1
3,076
34
Female
Europe
Low
Master
Full-time Employee
4.86
76
53
57
9
4
6.781158
3.058516
7.819143
0
3.98783
5.8
92
0
Android
83
17.6
3,077
16
Male
Europe
Lower-Mid
High School
Student
10.93
208
421
135
271
7
6.35872
1.369136
11
16
1
5.2
0
0
iPhone
73
51.2
3,078
27
Female
North America
Lower-Mid
Bachelor
Full-time Employee
8.01
162
268
18
44
3
8.89164
1.010513
6.621522
14
10
6
33
1
Tablet
71
36.684152
3,079
30
Female
Africa
High
Bachelor
Part-time/Shift
5.86
135
413
535
55
1
5.341258
1.889104
4.700453
11
3.226689
7.1
0
1
Laptop
67
34.2
3,080
25
Male
Europe
Low
Master
Unemployed_Looking
6.76
255
1,198
65
40
4
6.736916
3.023849
0
15
6.97993
5.6
0
0
iPhone
63
36.684152
3,081
22
Female
North America
Lower-Mid
Bachelor
Full-time Employee
2.37
67
284
157
4
1
7.720226
2.805113
10.06901
1
10
7.3
39
0
Laptop
77
15.9
3,082
23
Female
Middle East
High
Master
Student
8.62
167
288
324
146
2
6.635979
1
3.83769
21
9.135411
2.7
31
0
iPhone
66
39.7
3,083
34
Female
North America
Low
Master
Full-time Employee
8.42
134
439
53
85
4
5.102129
3.017723
2.289539
6
9.889688
0.1
49
1
Tablet
45
41.9
3,084
21
Female
Europe
Low
Bachelor
Student
5.74
110
74
42
27
5
8.712515
3.085465
10.686933
10
8.931674
8
78
0
Laptop
54
22.8
3,085
42
Female
South America
Upper-Mid
Bachelor
Full-time Employee
3.72
82
257
31
108
3
8.345936
3.906704
9.90028
8
4.984924
8.7
55
0
Android
63
22
3,086
38
Male
Africa
Lower-Mid
Bachelor
Full-time Employee
9.1
160
582
165
135
2
5.395336
1.960449
3
18
10
0.1
12
1
Tablet
68
49.1
3,087
30
Male
Africa
High
Bachelor
Full-time Employee
4.15
117
90
64
0
6
7.973508
3.107096
2
2
7.713067
0
66
0
Laptop
65.299301
20.5
3,088
22
Female
Europe
Lower-Mid
Bachelor
Full-time Employee
6.69
187
206
206
251
2
7.974776
2.960663
2
5
2.996467
9
47
1
Tablet
77
34.3
3,089
24
Female
North America
Low
Bachelor
Part-time/Shift
5
161
117
120
102
3
5.336287
4.034343
4.11955
4
5.127567
8.3
46
1
Laptop
45
26.9
3,090
24
Male
Africa
Low
Bachelor
Student
11.84
250
200
27
121
3
8.125069
1
13
17
2.816651
8.6
67
0
Laptop
66
52.2
3,091
32
Female
Africa
Upper-Mid
Master
Part-time/Shift
4.17
86
205
88
26
2
8.717363
2.83643
4.849271
5
3.985062
9
59
0
Laptop
47
21.5
3,092
32
Male
Europe
Lower-Mid
High School
Full-time Employee
8.26
186
645
109
58
6
7.769726
2.132586
1
12
9.759927
3.4
16
0
Tablet
73
50.2
3,093
31
Male
Asia
Upper-Mid
High School
Unemployed_Looking
7.36
195
191
47
191
3
6.134782
1.94462
7
11
9.079445
1.4
70
0
Tablet
65.299301
37.4
3,094
31
Male
North America
Upper-Mid
Bachelor
Part-time/Shift
8.13
157
59
151
48
3
6.591216
2.003296
9
13
2.986273
4.9
69
0
Android
69
32.5
3,095
33
Male
Asia
Lower-Mid
Bachelor
Full-time Employee
8.31
130
311
23
32
2
7.708067
2.892309
2
7
10
3.7
51
0
iPhone
56
37.6
3,096
16
Female
South America
Lower-Mid
High School
Student
8.67
165
115
363
155
5
6.644284
2.079635
8.388166
9
1.621739
9.4
54
0
Android
78
34.3
3,097
14
Male
Africa
Lower-Mid
High School
Student
4.61
119
258
102
196
0
7.623114
4.789797
5
2
6.413376
9.9
50
0
Android
75
24.3
3,098
31
Male
Middle East
Upper-Mid
High School
Full-time Employee
4.18
86
169
120
98
1
7.706441
3.89649
6
1
10
1.4
64
0
iPhone
71
19.9
3,099
19
Female
Middle East
Low
Bachelor
Student
5.08
144
332
117
102
7
8.73258
4.280249
10.708433
5
2.607577
7.7
54
0
Tablet
64
36.684152
3,100
38
Female
North America
Low
PhD
Full-time Employee
6.62
119
547
365
73
5
7.869604
3.137277
5.391429
14
1
7.7
0
0
Android
71
38.8