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
2,801
16
Female
North America
Low
High School
Student
3.72
70
218
185
0
2
8.687276
3.909324
9.196373
0
3.31507
7.2
50
0
Android
67
17.4
2,802
40
Female
North America
High
Master
Full-time Employee
8.16
112
491
90
178
5
8.188831
2.169585
6.085851
6
1
9.3
32
0
Android
92
40
2,803
24
Male
North America
Lower-Mid
Master
Student
11.38
196
254
223
39
3
4.672581
1.913813
9
14
9.041187
7.9
49
1
Android
65.299301
47.8
2,804
34
Female
North America
High
Bachelor
Part-time/Shift
4.88
104
408
54
24
3
7.914045
3.947634
4.032316
8
1
10
48
0
Android
55
29.9
2,805
15
Male
Middle East
Low
High School
Student
1.4
50
775
91
237
4
5.313963
5
8
1
8.970506
7.5
11
0
Android
64
24.4
2,806
46
Female
Africa
Low
Bachelor
Full-time Employee
7.22
76
221
28
102
1
7.093507
1.872896
2.331535
8
1.157665
5.5
48
0
iPhone
47
29.6
2,807
20
Male
Asia
Upper-Mid
Bachelor
Full-time Employee
10.16
125
612
83
56
2
6.696178
1
6
15
10
0.1
9
1
Tablet
64
47.9
2,808
31
Female
Asia
Lower-Mid
Master
Full-time Employee
5.19
89
321
88
121
2
5.848208
3.790491
2.954623
9
2.24918
9.5
44
0
Tablet
57
26.8
2,809
50
Female
Europe
High
High School
Unemployed_Looking
10.09
178
108
175
107
4
7.143906
1.027012
11.868414
15
5.00951
7.2
68
1
Laptop
74
41.8
2,810
38
Male
Africa
High
Bachelor
Full-time Employee
3.68
97
256
95
216
2
7.618149
2.942662
3
3
9.032558
8.8
73
0
Laptop
60
22.9
2,811
43
Male
South America
High
High School
Unemployed_Looking
5.8
89
146
87
81
4
8.175923
1
2
2
4.9472
9.3
62
0
Laptop
64
24.7
2,812
34
Female
Europe
Lower-Mid
Master
Full-time Employee
5.89
123
308
309
69
3
6.152875
3.913194
6.134975
6
2.134006
4.8
19
0
iPhone
59
31.3
2,813
19
Female
Asia
Lower-Mid
Bachelor
Student
5.35
110
278
126
249
6
7.896484
3.21949
5.807557
3
1
8.4
51
0
Android
82
26
2,814
28
Female
North America
Low
Bachelor
Full-time Employee
5.49
134
454
159
47
2
8.770388
1.886357
3.614782
15
7.063624
9.1
17
0
Laptop
62
34.3
2,815
33
Male
Middle East
High
High School
Full-time Employee
5.45
134
331
64
183
2
7.721437
2.921879
2
7
10
1.1
50
0
Laptop
83
30.9
2,816
17
Female
Middle East
Lower-Mid
High School
Student
12.54
215
180
47
29
3
6.603916
1.910604
12.362231
17
3.001125
6.5
73
0
Laptop
73
49.6
2,817
26
Female
Asia
Lower-Mid
Master
Full-time Employee
7.51
144
306
197
102
1
7.130431
1.796022
8.916294
15
2.20203
10
51
0
Android
70
35.8
2,818
14
Male
North America
Low
High School
Student
2.34
86
101
118
136
5
7.63534
3.191569
4
5
3.946556
9.5
53
0
iPhone
69
12.3
2,819
17
Female
North America
Low
High School
Student
9.55
203
268
68
66
1
7.069764
1
8.823448
4
1.096624
8.6
59
0
Tablet
69
36.684152
2,820
49
Female
Middle East
High
Master
Unemployed_Looking
4.35
64
468
31
182
6
7.666992
3.28554
4.929373
5
4.770214
6
48
1
Tablet
46
28.4
2,821
26
Male
Asia
Upper-Mid
Bachelor
Full-time Employee
8.54
194
372
31
25
4
7.345795
2.998554
7
14
3.827382
9.9
39
0
iPhone
62
44.4
2,822
19
Female
Europe
Low
Bachelor
Student
7.69
143
189
237
51
1
6.85995
2.85474
4.967789
2
3.173405
8.5
43
0
Android
73
32.4
2,823
19
Male
Middle East
Low
Bachelor
Student
15.97
341
354
211
265
1
6.11408
1
21
26
10
0
38
1
Tablet
65
73.3
2,824
31
Male
Asia
High
Bachelor
Part-time/Shift
4.59
73
206
67
78
5
9.34414
3.074564
2
2
1
8.4
60
0
Android
51
21.3
2,825
28
Female
North America
Upper-Mid
High School
Full-time Employee
6.94
193
213
63
129
3
8.629549
2.947195
6.706559
9
5.158138
0.8
72
0
Laptop
64
36.5
2,826
15
Female
Middle East
Lower-Mid
High School
Student
6.76
251
131
99
16
5
7.255458
2.159056
8.892809
16
9.84544
2.2
70
1
iPhone
82
36.684152
2,827
46
Female
Europe
Lower-Mid
Master
Full-time Employee
6.36
68
268
147
70
5
8.49595
2.131467
5.05192
5
4.728385
2.5
41.5986
0
Tablet
77
36.684152
2,828
36
Male
Middle East
Lower-Mid
Bachelor
Full-time Employee
6.48
105
80
12
176
1
8.47497
1.868195
3
12
1
8.4
88
0
iPhone
64
25.3
2,829
29
Female
Europe
Lower-Mid
PhD
Part-time/Shift
3.57
86
81
48
46
3
7.532109
4.043827
7.069246
6
2.135784
8.7
77
1
Android
65.299301
15.9
2,830
20
Female
Europe
Upper-Mid
High School
Full-time Employee
7.32
197
239
86
0
2
7.239557
3.833004
7.54381
6
10
5
59
0
Android
61
37.8
2,831
19
Male
Asia
Low
High School
Part-time/Shift
7.42
171
287
241
36
1
7.19327
2.749458
5
5
4.413085
6
45
0
Android
48
37.4
2,832
26
Male
Middle East
Upper-Mid
Master
Full-time Employee
9.17
139
107
163
164
2
7.614941
2.826916
2
10
1.209517
9.6
55
0
Laptop
56
34.6
2,833
44
Female
Europe
Low
PhD
Full-time Employee
5.49
86
411
517
180
3
8.852315
4.927081
7.611057
1
10
6.9
0
0
Laptop
81
30.1
2,834
45
Male
Middle East
Low
Bachelor
Caregiver/Home
6.76
281
161
280
0
7
6.709
1.34679
21
19
6.546958
6.3
60
0
Laptop
62
36.684152
2,835
18
Male
Africa
Low
Bachelor
Student
4.43
75
968
140
0
0
9.402992
2.760405
2
10
1.40701
9.6
0
0
iPhone
63
38.9
2,836
30
Male
Africa
Upper-Mid
Bachelor
Full-time Employee
4.87
45
345
353
181
2
8.472006
3.864904
5
8
5.161136
9.4
11
0
iPhone
62
22.7
2,837
21
Female
Europe
Upper-Mid
High School
Student
6.82
167
275
157
109
6
7.192393
3.211139
5.759998
8
1
8.8
44
0
Laptop
84
34.4
2,838
44
Male
Asia
Upper-Mid
PhD
Part-time/Shift
6.87
110
132
71
117
3
7.516207
4.042256
5
0
8.982513
1
67
0
Tablet
81
28.3
2,839
13
Female
Asia
Low
High School
Student
7.49
94
205
221
118
7
6.090671
3.386979
8.023994
6
9.621476
8.9
47
0
Android
87
27.2
2,840
24
Female
Europe
Lower-Mid
Bachelor
Part-time/Shift
14.76
304
170
88
36
3
3.026332
1
23.389658
23
9.971931
0
79
0
iPhone
65.299301
63.1
2,841
27
Male
Middle East
Upper-Mid
Master
Full-time Employee
8.64
281
266
312
228
5
5.972599
1.998846
8
15
7.652483
2.7
28
0
Laptop
68
49.2
2,842
32
Male
South America
Low
PhD
Full-time Employee
6.18
102
190
157
119
2
7.636789
3.90702
3
2
6.223657
4.8
50
0
Laptop
50
27.2
2,843
18
Male
Europe
Lower-Mid
Bachelor
Student
16.19
316
307
72
42
3
5.81225
1.018778
21
16
9.917088
0
49
0
Android
80
69.9
2,844
26
Male
Africa
Upper-Mid
High School
Student
2.24
59
127
603
38
1
9.246271
3.823503
2
6
1
9.4
26
1
Laptop
53
12
2,845
24
Female
Africa
Low
Bachelor
Full-time Employee
5.02
97
148
57
226
4
8.892254
4.088251
3.164688
5
3.957407
9.7
62
0
Android
67
21.7
2,846
36
Female
Africa
Low
PhD
Full-time Employee
15.11
259
326
148
156
7
6.608841
1.309432
24.453064
20
2.637353
4.3
40
0
Laptop
54
65.4
2,847
26
Male
Middle East
Lower-Mid
Bachelor
Full-time Employee
10.05
161
165
57
261
1
5.815959
1
9
15
5.227659
5.2
49
0
Laptop
59
40
2,848
34
Female
North America
High
PhD
Full-time Employee
14.53
291
104
33
0
4
4.717955
1.007613
23.273196
17
9.952464
0.1
65
0
Laptop
65.299301
60.8
2,849
15
Female
Middle East
Low
High School
Student
7.96
221
31
120
133
3
5.093098
2.955983
1.545802
10
1.074957
9.7
74
0
Android
59
35.7
2,850
32
Female
South America
Lower-Mid
Bachelor
Full-time Employee
8.93
247
227
55
36
7
7.639729
3.34485
7.280864
12
9.670025
4.1
62
1
Laptop
60
46.7
2,851
43
Female
Europe
High
PhD
Unemployed_Looking
11.45
145
735
97
73
4
4.597628
2.013631
12.784437
13
10
7.8
29
1
Android
60
58
2,852
47
Female
Europe
Low
Master
Full-time Employee
5.15
47
177
29
12
2
8.526
4.914951
10.582583
4
10
6.418568
79
0
Laptop
73
20.5
2,853
34
Female
Asia
Lower-Mid
Bachelor
Full-time Employee
11.43
184
170
537
119
6
7.353693
1.226879
17.136609
17
3.722865
3.9
37
1
Android
54
46.2
2,854
29
Male
Africa
Low
Bachelor
Full-time Employee
4.57
72
170
118
83
3
9.706756
3.05135
3
0
2.964741
8.7
65
0
Tablet
67
19.5
2,855
25
Male
Africa
Low
Bachelor
Full-time Employee
3.88
117
98
137
62
5
8.477755
4.129726
2
5
1
8.4
76
0
Laptop
77
19.3
2,856
26
Female
Asia
Lower-Mid
Bachelor
Full-time Employee
7.18
119
148
411
147
1
7.141208
3.724533
4.833093
7
10
0.2
35
0
Android
60
29.1
2,857
45
Male
Africa
Low
PhD
Full-time Employee
8.01
114
213
231
159
7
7.083232
3.323922
5
11
5.595844
2.9
38
1
Laptop
58
36.684152
2,858
14
Female
Europe
Lower-Mid
High School
Student
4.74
79
314
43
245
5
6.723697
3.238712
8.066122
7
3.867823
6.3
56
1
iPhone
65.299301
23
2,859
39
Female
Asia
Low
Bachelor
Full-time Employee
4.37
93
176
367
70
4
7.795483
4.087544
1
0
3.907365
7.8
30
0
Laptop
77
21.7
2,860
22
Male
Asia
Low
Bachelor
Student
3.91
73
200
32
12
2
7.934204
4.852773
4
0
5.197472
9.4
73
0
iPhone
67
18.2
2,861
21
Female
Europe
Upper-Mid
Bachelor
Full-time Employee
3.71
101
129
135
0
3
7.703231
2.917943
3.781611
5
1.110288
9.1
79
0
Android
60
18.4
2,862
44
Male
South America
Upper-Mid
Bachelor
Full-time Employee
6.55
136
305
188
174
2
8.592254
2.844507
7
8
4.215683
5.8
29
0
Android
70
34.5
2,863
33
Male
Europe
High
Bachelor
Full-time Employee
9.99
296
558
79
109
5
6.572934
3.231975
8
16
6.833681
6.2
16
0
Tablet
54
62.1
2,864
20
Male
Middle East
Lower-Mid
Bachelor
Full-time Employee
4
66
68
194
28
2
6.776982
3.875789
5
2
5.060595
9.9
66
0
iPhone
72
14.2
2,865
32
Female
Europe
Upper-Mid
Master
Full-time Employee
11.96
168
461
187
145
6
7.593275
2.178562
12.053781
14
8.668788
9
23
1
Tablet
69
52.9
2,866
21
Male
North America
Low
Bachelor
Student
7.1
124
641
67
122
0
7.944894
1.724465
4
8
10
3.3
38
0
iPhone
62
41.4
2,867
36
Male
Asia
Lower-Mid
Bachelor
Full-time Employee
6.76
84
572
69
117
7
6.527868
2.275734
3
16
4.807133
5.3
37
1
Android
57
36.684152
2,868
38
Female
Middle East
Low
Master
Part-time/Shift
13.98
261
345
33
94
2
3.581907
1
16.184333
17
10
2.7
57
1
Android
56
63.6
2,869
49
Female
Europe
Upper-Mid
Bachelor
Caregiver/Home
6.15
100
124
54
20
5
8.32409
3.081086
4.763525
6
1
9.8
72
0
Android
70
26.3
2,870
31
Female
South America
Low
Bachelor
Full-time Employee
6.38
118
601
556
121
4
7.342846
3.110957
2.804758
10
4.886282
9.7
41.5986
0
Android
77
38.6
2,871
15
Male
South America
Low
High School
Student
5.97
106
116
287
39
6
7.220791
3.217799
4
6
1
9.8
55
1
Android
59
23.4
2,872
43
Female
Europe
High
Bachelor
Caregiver/Home
11.08
219
321
20
150
3
6.826249
1.032392
15.215674
17
4.983174
3.7
42
0
Tablet
70
52.6
2,873
13
Female
North America
Low
High School
Student
10.32
225
287
361
214
3
6.286301
3.051171
6.271799
12
1
9.3
54
0
iPhone
44
48.4
2,874
24
Male
North America
Lower-Mid
Master
Student
6.18
129
196
614
119
0
8.857335
2.736626
2
5
1
6.418568
13
0
Tablet
59
28.7
2,875
24
Female
Europe
Lower-Mid
Master
Student
6.01
142
984
89
102
1
7.590315
2.796518
1
6
10
0.8
0
0
iPhone
65
49.3
2,876
37
Male
Middle East
Upper-Mid
Master
Caregiver/Home
7.7
113
1,203
59
33
2
7.410317
2.895465
1
12
7.122686
4.2
41.5986
0
Laptop
56
57.8
2,877
30
Female
South America
Upper-Mid
High School
Full-time Employee
8.11
161
301
50
133
4
8.383985
3.047186
10.462709
14
1
7.2
72
1
Tablet
56
39.3
2,878
33
Male
Asia
High
High School
Part-time/Shift
2.79
28
418
72
0
2
8.761695
3.809307
3
0
8.073042
6.418568
31
0
Android
58
18.6
2,879
20
Female
Middle East
Upper-Mid
Bachelor
Part-time/Shift
12.25
248
1,201
64
54
2
5.635137
1.96978
18.725154
10
10
0
0
1
iPhone
68
78.1
2,880
28
Male
Middle East
Upper-Mid
High School
Part-time/Shift
6.41
147
637
119
85
5
8.156388
4.144099
3
8
8.840339
9.4
19
0
iPhone
63
42.3
2,881
30
Male
Asia
Low
Bachelor
Full-time Employee
3.52
95
690
196
0
4
8.59427
2.99377
1
6
1
8.6
0
0
Tablet
43
33.1
2,882
38
Male
South America
Lower-Mid
Bachelor
Caregiver/Home
11.99
216
300
212
128
3
7.472823
1
10
15
4.990118
1.2
39
0
Tablet
44
54.2
2,883
22
Male
Europe
Lower-Mid
Bachelor
Student
8.55
121
645
40
69
5
7.437994
2.01543
5
7
2.763015
9.9
0
0
Laptop
59
44.8
2,884
31
Male
Middle East
Upper-Mid
High School
Unemployed_Looking
4.61
70
283
75
117
0
9.275928
2.77091
3
6
6.353334
9.3
46
0
Android
70
22.5
2,885
41
Female
North America
Low
Bachelor
Full-time Employee
14.88
186
166
130
98
1
4.286959
1
21.025819
17
10
4.6
68
1
Laptop
38
55.5
2,886
18
Female
Asia
Low
Bachelor
Part-time/Shift
6.11
139
213
178
76
5
8.182015
4.109065
8.255192
5
3.9759
9.7
51
0
iPhone
60
29.2
2,887
24
Male
South America
High
Bachelor
Student
7
149
226
135
213
0
6.318589
1
5
9
5.203514
4.4
50
0
Android
60
33
2,888
26
Female
Africa
Low
Bachelor
Full-time Employee
7.69
110
226
156
102
3
7.595346
2.946238
11.097105
11
7.034495
5.5
57
0
Tablet
79
31
2,889
31
Female
South America
Upper-Mid
Bachelor
Part-time/Shift
9.53
105
245
236
193
2
7.579764
1.919482
9.159557
5
6.118547
8.5
57
0
Laptop
61
36.4
2,890
22
Female
North America
Lower-Mid
Bachelor
Full-time Employee
4.69
98
527
111
73
3
6.290127
1.976804
5.211944
8
10
10
20
0
Laptop
69
30.4
2,891
27
Female
Asia
Lower-Mid
PhD
Full-time Employee
6.58
162
143
73
12
4
7.923559
2.047719
5.465993
16
1
8.9
67
1
iPhone
66
31.1
2,892
13
Female
Asia
Lower-Mid
High School
Student
4.08
109
128
266
121
2
8.730036
2.813518
9.209602
6
1
8.7
83
0
Laptop
44
19.7
2,893
20
Male
South America
Lower-Mid
Bachelor
Part-time/Shift
7.25
171
233
84
0
3
8.153823
1.931054
3
8
4.064886
5.2
59
0
Android
73
35
2,894
37
Female
North America
Low
Bachelor
Full-time Employee
8.12
134
647
136
118
1
6.186818
1
3.726447
11
6.175746
7.5
0
0
Tablet
67
46.1
2,895
22
Male
Africa
Low
High School
Part-time/Shift
7.64
126
605
180
123
5
7.153457
2.097709
2
5
1.921155
6.4
15
0
Tablet
70
41.8
2,896
21
Female
North America
Low
Bachelor
Full-time Employee
5.75
116
199
243
151
2
6.924635
3.952424
6.714811
4
7.207673
9.2
32
0
Tablet
95
25
2,897
28
Male
Asia
Upper-Mid
High School
Full-time Employee
8.16
182
240
143
205
3
5.464108
1.08936
4
15
4.110522
9.1
62
0
Laptop
44
39.8
2,898
21
Female
Europe
Lower-Mid
Bachelor
Full-time Employee
2.13
50
179
81
77
2
7.839319
3.924975
8.094519
1
1
8.3
49
0
Android
82
11
2,899
30
Male
Europe
High
Bachelor
Unemployed_Looking
6.49
129
501
122
290
2
6.876625
3.966797
4
9
10
8.2
8
0
iPhone
62
37.6
2,900
42
Male
North America
High
High School
Full-time Employee
6
90
263
174
106
3
7.929179
3.008077
1
5
4.155759
8.8
48
0
Android
68
28