User_ID int64 1 10k | Region stringclasses 6 values | Age_Group stringclasses 4 values | Daily_Screen_Time float64 0.5 16 | Subscription_Count int64 1 14 | Monthly_Digital_Spend float64 0 999 | Digital_Fatigue_Score int64 1 9 | Sleep_Quality stringclasses 4 values | Sentiment_Index float64 -1 1 | User_Review_Note stringclasses 219 values | Lifestyle_Class stringclasses 3 values |
|---|---|---|---|---|---|---|---|---|---|---|
1 | Europe | Millennial (25-40) | 6.51 | 5 | 991.984804 | 6 | Good | -0.41 | I've cancelled most services but still feel overwhelmed. Screen time is killing my sleep. | Balanced |
2 | Middle East | Millennial (25-40) | 6.32 | 5 | 75.83 | 7 | Fair | -0.24 | Screen time depends on work demands. Weekends are usually better. | Balanced |
3 | LATAM | Gen Z (18-24) | 9.12 | 2 | 10.57 | 7 | Fair | -0.42 | Digital fatigue is real. Between work emails and personal apps, I can't disconnect. (Email Premium mainly) | Balanced |
4 | Asia-Pacific | Gen X (41-56) | 4.42 | 4 | 50.06 | 4 | Good | 0.39 | Digital tools help me stay connected with family abroad. Can't imagine life without them. | Balanced |
5 | North America | Millennial (25-40) | 8.84 | 5 | 100.05 | 8 | Fair | -0.46 | Too many ads and expensive subscriptions. I feel drained every day. | Balanced |
6 | North America | Boomer (57+) | 2.77 | 3 | 45.19 | 3 | Excellent | 0.7 | I've set healthy boundaries with screen time and feel much better now. | Balanced |
7 | North America | Gen Z (18-24) | 8.99 | 2 | 39.77 | 5 | Excellent | -0.15 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
8 | Africa | Gen X (41-56) | 4.43 | 3 | 9.06 | 4 | Good | 0.42 | I've set healthy boundaries with screen time and feel much better now. (Email Premium mainly) | Balanced |
9 | Asia-Pacific | Gen X (41-56) | 5.04 | 4 | 43.26 | 5 | Good | 0.15 | Trying to be more mindful, but it's difficult in today's world. | Balanced |
10 | Asia-Pacific | Gen X (41-56) | 5.33 | 3 | 29.16 | 6 | Poor | 0.21 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
11 | North America | Boomer (57+) | 2.55 | 1 | 11.05 | 2 | Good | 0.83 | Digital tools help me stay connected with family abroad. Can't imagine life without them. (Instagram mainly) | Minimalist |
12 | Middle East | Gen X (41-56) | 3.4 | 5 | 56.146618 | 4 | Fair | 0.27 | I have too many apps, but I don't know which ones to cut. | Balanced |
13 | LATAM | Boomer (57+) | 2.95 | 2 | 5.86 | 2 | Excellent | 0.95 | Using apps for meditation and fitness really improved my overall wellness. | Balanced |
14 | Europe | Millennial (25-40) | 6.92 | 5 | 91.79 | 5 | Good | 0.16 | Screen time depends on work demands. Weekends are usually better. | Balanced |
15 | North America | Millennial (25-40) | 6.33 | 6 | 97.18 | 5 | Poor | 0.13 | Trying to be more mindful, but it's difficult in today's world. | Balanced |
16 | North America | Gen Z (18-24) | 10.22 | 2 | 23.33 | 6 | Poor | -0.29 | Screen time depends on work demands. Weekends are usually better. (Netflix mainly) | Balanced |
17 | Europe | Gen Z (18-24) | 8.39 | 3 | 46.98 | 5 | Fair | 0.09 | I have too many apps, but I don't know which ones to cut. | Balanced |
18 | Asia-Pacific | Millennial (25-40) | 6.88 | 6 | 63.77 | 6 | Good | -0.25 | I use digital tools for work and entertainment, but I try to maintain balance. (Cloud Storage mainly) | Balanced |
19 | Asia-Pacific | Gen Z (18-24) | 11.15 | 4 | 48.56 | 7 | Poor | -0.42 | I've cancelled most services but still feel overwhelmed. Screen time is killing my sleep. | Balanced |
20 | Europe | Millennial (25-40) | 6.19 | 4 | 66.85 | 5 | Good | 0.22 | I have too many apps, but I don't know which ones to cut. (YouTube Premium mainly) | Balanced |
21 | Asia-Pacific | Gen Z (18-24) | 8.35 | 4 | 28.73 | 5 | Good | 0.08 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
22 | North America | Gen Z (18-24) | 10.27 | 2 | 45.87 | 6 | Poor | 0.04 | I use digital tools for work and entertainment, but I try to maintain balance. | Balanced |
23 | Europe | Boomer (57+) | 2.51 | 1 | 13.73 | 2 | Fair | 1 | I've set healthy boundaries with screen time and feel much better now. (Spotify mainly) | Minimalist |
24 | Europe | Gen Z (18-24) | 9.18 | 3 | 51.91 | 5 | Poor | -0.24 | Some subscriptions are useful, others are just taking up space and money. (Cloud Storage mainly) | Balanced |
25 | Asia-Pacific | Gen X (41-56) | 5.15 | 7 | 100.77 | 6 | Good | -0.12 | Screen time depends on work demands. Weekends are usually better. | Balanced |
26 | LATAM | Gen Z (18-24) | 15.418119 | 2 | 30.86 | 6 | Fair | 0.1 | Screen time depends on work demands. Weekends are usually better. | Balanced |
27 | North America | Boomer (57+) | 2.27 | 1 | 20.11 | 3 | Good | 0.42 | Using apps for meditation and fitness really improved my overall wellness. | Minimalist |
28 | Asia-Pacific | Boomer (57+) | 4.18 | 1 | 0 | 3 | Good | 0.76 | Using apps for meditation and fitness really improved my overall wellness. (Spotify mainly) | Balanced |
29 | Asia-Pacific | Gen X (41-56) | 4.22 | 4 | 31.44 | 4 | Fair | -0.1 | Digital wellness is important, but finding the right balance is challenging. (Email Premium mainly) | Balanced |
30 | North America | Gen X (41-56) | 5.53 | 5 | 101.62 | 6 | Good | -0.13 | I have too many apps, but I don't know which ones to cut. | Balanced |
31 | Asia-Pacific | Gen Z (18-24) | 10.71 | 2 | 18.48 | 7 | Poor | -0.34 | Quality of sleep has dropped noticeably since my screen time increased. | Balanced |
32 | North America | Boomer (57+) | 2.27 | 1 | 16.32 | 2 | Excellent | 0.9 | My sleep improved once I started digital detox after 9 PM. Game changer! (TikTok mainly) | Minimalist |
33 | North America | Boomer (57+) | 2.06 | 3 | 42.55 | 3 | Fair | 0.33 | I have too many apps, but I don't know which ones to cut. | Balanced |
34 | Middle East | Boomer (57+) | 3.06 | 1 | 17.21 | 2 | Good | 0.37 | Digital tools help me stay connected with family abroad. Can't imagine life without them. | Minimalist |
35 | Middle East | Gen X (41-56) | 3.26 | 4 | 62.41 | 3 | Good | 0.12 | I use digital tools for work and entertainment, but I try to maintain balance. (Cloud Storage mainly) | Balanced |
36 | LATAM | Millennial (25-40) | 5.69 | 4 | 51.24 | 5 | Good | 0.32 | Some subscriptions are useful, others are just taking up space and money. | Balanced |
37 | Europe | Boomer (57+) | 3.46 | 1 | 12.02 | 3 | Good | 0.33 | Digital wellness is important, but finding the right balance is challenging. (YouTube Premium mainly) | Minimalist |
38 | North America | Millennial (25-40) | 7.5 | 5 | 96.45 | 7 | Poor | -0.27 | Some subscriptions are useful, others are just taking up space and money. (Cloud Storage mainly) | Balanced |
39 | Asia-Pacific | Millennial (25-40) | 6.36 | 4 | 44.05 | 4 | Excellent | 0.26 | I have too many apps, but I don't know which ones to cut. | Balanced |
40 | Asia-Pacific | Gen Z (18-24) | 11.6 | 3 | 42.55 | 8 | Poor | -0.64 | The constant notifications make it impossible to focus. My mental health is suffering. | Digital Addict |
41 | North America | Boomer (57+) | 2.45 | 1 | 17.96 | 2 | Good | 0.9 | My sleep improved once I started digital detox after 9 PM. Game changer! | Minimalist |
42 | Asia-Pacific | Gen Z (18-24) | 9.88 | 3 | 25.51 | 5 | Fair | -0.03 | Screen time depends on work demands. Weekends are usually better. (Cloud Storage mainly) | Balanced |
43 | North America | Millennial (25-40) | 7.68 | 4 | 85.2 | 6 | Fair | -0.17 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
44 | Africa | Millennial (25-40) | 6.03 | 5 | 30.99 | 5 | Good | 0.13 | Some subscriptions are useful, others are just taking up space and money. (Instagram mainly) | Balanced |
45 | Europe | Gen X (41-56) | 6.52 | 4 | 62.49 | 6 | Fair | 0.21 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
46 | Asia-Pacific | Gen X (41-56) | 4.07 | 4 | 46.78 | 4 | Good | 0.33 | I use digital tools for work and entertainment, but I try to maintain balance. (Instagram mainly) | Balanced |
47 | Europe | Millennial (25-40) | 7.81 | 4 | 58.63 | 6 | Fair | -0.09 | I have too many apps, but I don't know which ones to cut. | Balanced |
48 | Asia-Pacific | Gen Z (18-24) | 10.79 | 2 | 26.65 | 6 | Poor | -0.4 | Uninstalled half my apps but the habit is hard to break. Still checking constantly. | Balanced |
49 | Asia-Pacific | Gen X (41-56) | 5.29 | 5 | 54.29 | 5 | Good | 0.38 | Found the right mix of subscriptions that actually add value to my life. | Balanced |
50 | North America | Boomer (57+) | 3.5 | 2 | 28.05 | 4 | Good | 0.58 | Found the right mix of subscriptions that actually add value to my life. | Balanced |
51 | Middle East | Gen X (41-56) | 4.8 | 4 | 74.77 | 5 | Good | -0.02 | Digital wellness is important, but finding the right balance is challenging. (Netflix mainly) | Balanced |
52 | LATAM | Millennial (25-40) | 5.07 | 5 | 34.93 | 5 | Good | 0.07 | I have too many apps, but I don't know which ones to cut. (Email Premium mainly) | Balanced |
53 | Middle East | Boomer (57+) | 3.65 | 1 | 16.28 | 3 | Excellent | 0.35 | Using apps for meditation and fitness really improved my overall wellness. (YouTube Premium mainly) | Minimalist |
54 | Africa | Millennial (25-40) | 4.28 | 4 | 24.57 | 4 | Good | 0.31 | I use digital tools for work and entertainment, but I try to maintain balance. | Balanced |
55 | Asia-Pacific | Millennial (25-40) | 6.89 | 6 | 43.501458 | 6 | Good | -0.24 | Some subscriptions are useful, others are just taking up space and money. | Balanced |
56 | Africa | Millennial (25-40) | 5.32 | 5 | 26.63 | 4 | Excellent | 0.37 | My sleep improved once I started digital detox after 9 PM. Game changer! (Discord mainly) | Balanced |
57 | North America | Millennial (25-40) | 9.01 | 6 | 94.57 | 7 | Good | -0.5 | Digital fatigue is real. Between work emails and personal apps, I can't disconnect. | Balanced |
58 | North America | Gen X (41-56) | 4.93 | 4 | 92.66 | 5 | Good | -0.12 | I use digital tools for work and entertainment, but I try to maintain balance. (Discord mainly) | Balanced |
59 | North America | Millennial (25-40) | 7.45 | 7 | 123.32 | 7 | Fair | -0.41 | Spent $200+ last month on subscriptions I barely use. Feeling guilty and exhausted. | Balanced |
60 | Europe | Millennial (25-40) | 8.3 | 8 | 130.17 | 8 | Poor | -0.47 | Digital fatigue is real. Between work emails and personal apps, I can't disconnect. | Balanced |
61 | Asia-Pacific | Millennial (25-40) | 7.56 | 5 | 75.7 | 7 | Fair | -0.5 | Too many ads and expensive subscriptions. I feel drained every day. | Balanced |
62 | Europe | Gen Z (18-24) | 8.41 | 3 | 41.26 | 5 | Fair | 0.23 | Trying to be more mindful, but it's difficult in today's world. | Balanced |
63 | LATAM | Gen X (41-56) | 3.94 | 3 | 39.94 | 4 | Fair | 0.21 | Screen time depends on work demands. Weekends are usually better. (Discord mainly) | Balanced |
64 | Europe | Millennial (25-40) | 8.25 | 9 | 154.43 | 8 | Good | -0.54 | Spent $200+ last month on subscriptions I barely use. Feeling guilty and exhausted. | Balanced |
65 | Europe | Gen Z (18-24) | 9.41 | 2 | 13.21 | 5 | Good | -0.22 | Digital wellness is important, but finding the right balance is challenging. (Spotify mainly) | Balanced |
66 | Asia-Pacific | Gen X (41-56) | 6.94 | 7 | 75.04 | 7 | Excellent | -0.37 | Quality of sleep has dropped noticeably since my screen time increased. (Email Premium mainly) | Balanced |
67 | North America | Gen X (41-56) | 5.77 | 5 | 94.37 | 5 | Good | -0.19 | Some subscriptions are useful, others are just taking up space and money. | Balanced |
68 | LATAM | Gen X (41-56) | 3.76 | 4 | 36.36 | 4 | Good | 0.11 | Trying to be more mindful, but it's difficult in today's world. (Instagram mainly) | Balanced |
69 | North America | Millennial (25-40) | 7.52 | 10 | 126.38 | 7 | Fair | -0.26 | Screen time depends on work demands. Weekends are usually better. | Balanced |
70 | Middle East | Boomer (57+) | 1.57 | 1 | 6.68 | 1 | Good | 1 | Technology enables my creativity and professional growth. Love the digital ecosystem. | Minimalist |
71 | LATAM | Boomer (57+) | 1.84 | 2 | 10.87 | 1 | Good | 1 | I've set healthy boundaries with screen time and feel much better now. (TikTok mainly) | Balanced |
72 | North America | Gen X (41-56) | 8.76 | 3 | 50.92 | 7 | Excellent | -0.12 | I have too many apps, but I don't know which ones to cut. | Balanced |
73 | North America | Gen X (41-56) | 5.99 | 3 | 73.61 | 5 | Fair | 0.2 | I have too many apps, but I don't know which ones to cut. (Gaming Pass mainly) | Balanced |
74 | LATAM | Millennial (25-40) | 6.86 | 4 | 26.92 | 5 | Poor | 0.34 | Technology enables my creativity and professional growth. Love the digital ecosystem. | Balanced |
75 | Asia-Pacific | Boomer (57+) | 2.5 | 2 | 17.68 | 2 | Fair | 0.87 | I've set healthy boundaries with screen time and feel much better now. | Balanced |
76 | Asia-Pacific | Millennial (25-40) | 9.06 | 6 | 67.79 | 7 | Good | -0.48 | Everyone's addicted but nobody talks about how bad it really is for our brains. | Balanced |
77 | LATAM | Gen Z (18-24) | 8.95 | 3 | 12.37 | 5 | Good | 0.28 | Digital wellness is important, but finding the right balance is challenging. (YouTube Premium mainly) | Balanced |
78 | North America | Millennial (25-40) | 8.98 | 5 | 94.32 | 7 | Good | -0.21 | Some subscriptions are useful, others are just taking up space and money. | Balanced |
79 | Europe | Gen Z (18-24) | 10.82 | 2 | 20.12 | 6 | Poor | 0.04 | I have too many apps, but I don't know which ones to cut. (TikTok mainly) | Balanced |
80 | North America | Boomer (57+) | 1.69 | 1 | 7.13 | 2 | Good | 0.77 | Digital tools help me stay connected with family abroad. Can't imagine life without them. (YouTube Premium mainly) | Minimalist |
81 | Africa | Gen X (41-56) | 2.94 | 3 | 6.65 | 3 | Excellent | 0.7 | Digital tools help me stay connected with family abroad. Can't imagine life without them. | Balanced |
82 | Asia-Pacific | Millennial (25-40) | 7 | 4 | 28.59 | 6 | Fair | -0.24 | Screen time depends on work demands. Weekends are usually better. (TikTok mainly) | Balanced |
83 | Europe | Gen X (41-56) | 4.19 | 4 | 78.68 | 4 | Excellent | 0 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
84 | North America | Millennial (25-40) | 7.73 | 4 | 77.22 | 6 | Good | -0.1 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
85 | Europe | Gen Z (18-24) | 8.9 | 2 | 42.22 | 5 | Fair | 0.02 | Some subscriptions are useful, others are just taking up space and money. (Cloud Storage mainly) | Balanced |
86 | Europe | Gen X (41-56) | 6.61 | 3 | 57.81 | 5 | Poor | 0.21 | Some subscriptions are useful, others are just taking up space and money. | Balanced |
87 | Asia-Pacific | Gen X (41-56) | 6.92 | 5 | 54.57 | 6 | Fair | -0 | I have too many apps, but I don't know which ones to cut. | Balanced |
88 | Asia-Pacific | Millennial (25-40) | 7.79 | 5 | 55.95 | 7 | Good | -0.22 | Trying to be more mindful, but it's difficult in today's world. | Balanced |
89 | Africa | Gen X (41-56) | 5.39 | 3 | 28.14 | 5 | Good | 0.4 | My sleep improved once I started digital detox after 9 PM. Game changer! | Balanced |
90 | Asia-Pacific | Millennial (25-40) | 8.99 | 4 | 41.535445 | 7 | Fair | -0.4 | I've cancelled most services but still feel overwhelmed. Screen time is killing my sleep. | Balanced |
91 | North America | Millennial (25-40) | 7.11 | 6 | 95.42 | 6 | Fair | 0.09 | I have too many apps, but I don't know which ones to cut. | Balanced |
92 | Asia-Pacific | Gen Z (18-24) | 8.59 | 2 | 47.7 | 6 | Fair | -0.37 | I've cancelled most services but still feel overwhelmed. Screen time is killing my sleep. | Balanced |
93 | LATAM | Millennial (25-40) | 6 | 5 | 31.84 | 6 | Poor | -0 | Some subscriptions are useful, others are just taking up space and money. | Balanced |
94 | Asia-Pacific | Gen X (41-56) | 4.88 | 5 | 51.63 | 5 | Good | 0.06 | Some subscriptions are useful, others are just taking up space and money. | Balanced |
95 | LATAM | Gen X (41-56) | 4.44 | 13 | 36.74 | 5 | Excellent | 0.09 | Screen time depends on work demands. Weekends are usually better. | Balanced |
96 | Asia-Pacific | Millennial (25-40) | 7.87 | 6 | 69.16 | 6 | Fair | -0.06 | I use digital tools for work and entertainment, but I try to maintain balance. | Balanced |
97 | Asia-Pacific | Gen X (41-56) | 5.45 | 5 | 75.89 | 6 | Good | -0.19 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
98 | Asia-Pacific | Gen X (41-56) | 5.82 | 4 | 55.12 | 5 | Excellent | 0.12 | I have too many apps, but I don't know which ones to cut. (Netflix mainly) | Balanced |
99 | North America | Millennial (25-40) | 6.5 | 5 | 94.13 | 5 | Fair | 0.28 | I have too many apps, but I don't know which ones to cut. (Instagram mainly) | Balanced |
100 | North America | Gen Z (18-24) | 10.1 | 3 | 64.35 | 7 | Poor | -0.06 | Some subscriptions are useful, others are just taking up space and money. | Balanced |
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