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 |
|---|---|---|---|---|---|---|---|---|---|---|
201 | Asia-Pacific | Millennial (25-40) | 8.03 | 5 | 59.41 | 6 | Good | -0.3 | Some subscriptions are useful, others are just taking up space and money. (TikTok mainly) | Balanced |
202 | North America | Gen Z (18-24) | 11.97 | 2 | 46.61 | 6 | Good | -0 | Some subscriptions are useful, others are just taking up space and money. | Balanced |
203 | North America | Millennial (25-40) | 7.53 | 7 | 134 | 8 | Good | -0.47 | Too many ads and expensive subscriptions. I feel drained every day. | Balanced |
204 | Africa | Millennial (25-40) | 5.57 | 4 | 31.27 | 5 | Fair | 0.17 | Trying to be more mindful, but it's difficult in today's world. (Spotify mainly) | Balanced |
205 | Asia-Pacific | Gen Z (18-24) | 10.83 | 2 | 36.15 | 6 | Fair | -0.09 | Trying to be more mindful, but it's difficult in today's world. | Balanced |
206 | North America | Gen Z (18-24) | 9.81 | 3 | 54.29 | 6 | Fair | -0.27 | I have too many apps, but I don't know which ones to cut. | Balanced |
207 | North America | Gen X (41-56) | 3.81 | 4 | 72.58 | 5 | Good | 0.18 | I have too many apps, but I don't know which ones to cut. (Gaming Pass mainly) | Balanced |
208 | Asia-Pacific | Gen Z (18-24) | 11.11 | 2 | 30.69 | 7 | Poor | -0.17 | Trying to be more mindful, but it's difficult in today's world. | Balanced |
209 | North America | Gen Z (18-24) | 8.17 | 3 | 52.22 | 5 | Good | 0.14 | I have too many apps, but I don't know which ones to cut. (Spotify mainly) | Balanced |
210 | North America | Gen X (41-56) | 4.84 | 5 | 94.82 | 5 | Good | -0.04 | Trying to be more mindful, but it's difficult in today's world. | Balanced |
211 | Asia-Pacific | Boomer (57+) | 3.97 | 1 | 5.65 | 4 | Excellent | 0.41 | My sleep improved once I started digital detox after 9 PM. Game changer! | Minimalist |
212 | Asia-Pacific | Millennial (25-40) | 7.51 | 5 | 33.46 | 7 | Fair | -0.39 | Too many ads and expensive subscriptions. I feel drained every day. | Balanced |
213 | Asia-Pacific | Gen Z (18-24) | 9.65 | 3 | 39.73 | 5 | Poor | -0.16 | I use digital tools for work and entertainment, but I try to maintain balance. | Balanced |
214 | Europe | Gen X (41-56) | 5.65 | 3 | 34.01 | 5 | Good | 0.03 | Trying to be more mindful, but it's difficult in today's world. (Email Premium mainly) | Balanced |
215 | Asia-Pacific | Boomer (57+) | 2.32 | 1 | 4.26 | 2 | Good | 0.63 | Technology enables my creativity and professional growth. Love the digital ecosystem. | Minimalist |
216 | Europe | Gen X (41-56) | 3.97 | 4 | 74.2 | 5 | Excellent | 0.41 | Found the right mix of subscriptions that actually add value to my life. (Email Premium mainly) | Balanced |
217 | Europe | Gen X (41-56) | 5.17 | 3 | 57.82 | 4 | Good | 0.13 | Trying to be more mindful, but it's difficult in today's world. (Email Premium mainly) | Balanced |
218 | LATAM | Millennial (25-40) | 6.03 | 7 | 74.75 | 7 | Poor | -0.26 | Trying to be more mindful, but it's difficult in today's world. (Gaming Pass mainly) | Balanced |
219 | Asia-Pacific | Millennial (25-40) | 6.81 | 4 | 24.8 | 5 | Fair | -0.16 | Trying to be more mindful, but it's difficult in today's world. | Balanced |
220 | LATAM | Gen Z (18-24) | 8.58 | 2 | 20.96 | 5 | Good | 0.07 | Some subscriptions are useful, others are just taking up space and money. (Discord mainly) | Balanced |
221 | Asia-Pacific | Gen X (41-56) | 5.77 | 5 | 53.67 | 7 | Good | -0.55 | Quality of sleep has dropped noticeably since my screen time increased. (Discord mainly) | Balanced |
222 | Asia-Pacific | Gen X (41-56) | 5.11 | 6 | 77.38 | 5 | Fair | 0.41 | Found the right mix of subscriptions that actually add value to my life. | Balanced |
223 | North America | Boomer (57+) | 2.64 | 1 | 32.76 | 2 | Good | 0.87 | Using apps for meditation and fitness really improved my overall wellness. | Minimalist |
224 | Europe | Millennial (25-40) | 7.53 | 4 | 52.91 | 6 | Excellent | -0.22 | Screen time depends on work demands. Weekends are usually better. | Balanced |
225 | Europe | Gen Z (18-24) | 10.3 | 2 | 33.16 | 6 | Good | -0.27 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
226 | Europe | Millennial (25-40) | 6.92 | 5 | 90.83 | 6 | Good | -0.15 | Some subscriptions are useful, others are just taking up space and money. | Balanced |
227 | Middle East | Gen X (41-56) | 4.57 | 4 | 47.62 | 4 | Excellent | 0.18 | I have too many apps, but I don't know which ones to cut. | Balanced |
228 | Asia-Pacific | Gen X (41-56) | 5.85 | 3 | 51.21 | 4 | Good | 0.42 | I've set healthy boundaries with screen time and feel much better now. | Balanced |
229 | Africa | Gen Z (18-24) | 7.93 | 2 | 7.99 | 5 | Fair | 0.14 | Trying to be more mindful, but it's difficult in today's world. | Balanced |
230 | Asia-Pacific | Millennial (25-40) | 7.83 | 5 | 53.25 | 6 | Good | 0.14 | Trying to be more mindful, but it's difficult in today's world. | Balanced |
231 | LATAM | Millennial (25-40) | 5.45 | 7 | 52.27 | 5 | Excellent | -0.04 | Some subscriptions are useful, others are just taking up space and money. (Cloud Storage mainly) | Balanced |
232 | Asia-Pacific | Millennial (25-40) | 7.43 | 5 | 57.79 | 5 | Poor | -0.07 | Digital wellness is important, but finding the right balance is challenging. (Netflix mainly) | Balanced |
233 | Asia-Pacific | Boomer (57+) | 3.27 | 2 | 0 | 2 | Good | 0.8 | Technology enables my creativity and professional growth. Love the digital ecosystem. | Balanced |
234 | Asia-Pacific | Millennial (25-40) | 9.25 | 4 | 42.52 | 6 | Poor | -0.25 | I use digital tools for work and entertainment, but I try to maintain balance. (Discord mainly) | Balanced |
235 | North America | Gen X (41-56) | 4.79 | 5 | 102.69 | 5 | Good | -0 | Trying to be more mindful, but it's difficult in today's world. (Cloud Storage mainly) | Balanced |
236 | Asia-Pacific | Gen X (41-56) | 6.04 | 3 | 19.78 | 5 | Good | 0.16 | Digital wellness is important, but finding the right balance is challenging. (Email Premium mainly) | Balanced |
237 | Europe | Gen X (41-56) | 4.69 | 3 | 33.32 | 5 | Excellent | 0.08 | Digital wellness is important, but finding the right balance is challenging. (Gaming Pass mainly) | Balanced |
238 | North America | Millennial (25-40) | 7.56 | 5 | 101.16 | 7 | Good | -0.33 | Some subscriptions are useful, others are just taking up space and money. | Balanced |
239 | Asia-Pacific | Gen X (41-56) | 6.61 | 6 | 80.02 | 7 | Poor | -0.14 | Trying to be more mindful, but it's difficult in today's world. | Balanced |
240 | North America | Millennial (25-40) | 8.09 | 5 | 76.44 | 7 | Good | -0.16 | Screen time depends on work demands. Weekends are usually better. (Cloud Storage mainly) | Balanced |
241 | Middle East | Millennial (25-40) | 4.86 | 6 | 93.83 | 6 | Good | -0.42 | Digital fatigue is real. Between work emails and personal apps, I can't disconnect. (Instagram mainly) | Balanced |
242 | Middle East | Gen Z (18-24) | 7.19 | 4 | 55.32 | 6 | Good | 0.11 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
243 | Africa | Millennial (25-40) | 6.53 | 5 | 40.49 | 6 | Fair | -0.13 | Trying to be more mindful, but it's difficult in today's world. | Balanced |
244 | Europe | Millennial (25-40) | 7.26 | 5 | 74.58 | 6 | Fair | -0.15 | I have too many apps, but I don't know which ones to cut. | Balanced |
245 | North America | Millennial (25-40) | 6.56 | 6 | 75.021552 | 6 | Fair | -0.17 | I have too many apps, but I don't know which ones to cut. | Balanced |
246 | Africa | Boomer (57+) | 1.47 | 2 | 9.32 | 2 | Poor | 0.55 | Found the right mix of subscriptions that actually add value to my life. | Balanced |
247 | Asia-Pacific | Gen Z (18-24) | 10.76 | 3 | 30.63 | 7 | Fair | -0.32 | Screen time depends on work demands. Weekends are usually better. | Balanced |
248 | Middle East | Gen X (41-56) | 4.85 | 5 | 68.57 | 5 | Good | 0.37 | I've set healthy boundaries with screen time and feel much better now. | Balanced |
249 | Middle East | Boomer (57+) | 2.26 | 1 | 8.83 | 2 | Fair | 0.81 | Using apps for meditation and fitness really improved my overall wellness. (Cloud Storage mainly) | Minimalist |
250 | Africa | Gen Z (18-24) | 9.21 | 2 | 21.645191 | 5 | Poor | -0.11 | Trying to be more mindful, but it's difficult in today's world. | Balanced |
251 | Europe | Gen X (41-56) | 5.61 | 4 | 67.32 | 5 | Good | 0.37 | Using apps for meditation and fitness really improved my overall wellness. (Gaming Pass mainly) | Balanced |
252 | Asia-Pacific | Millennial (25-40) | 7.61 | 5 | 53.07 | 6 | Poor | -0.09 | I use digital tools for work and entertainment, but I try to maintain balance. (Netflix mainly) | Balanced |
253 | Africa | Gen Z (18-24) | 6.57 | 2 | 4.32 | 4 | Fair | 0.67 | Using apps for meditation and fitness really improved my overall wellness. | Balanced |
254 | Europe | Millennial (25-40) | 6.37 | 4 | 78.41 | 5 | Fair | 0.27 | I use digital tools for work and entertainment, but I try to maintain balance. (Netflix mainly) | Balanced |
255 | North America | Boomer (57+) | 3.14 | 1 | 41.92 | 3 | Good | 0.33 | I use digital tools for work and entertainment, but I try to maintain balance. (TikTok mainly) | Minimalist |
256 | Asia-Pacific | Gen Z (18-24) | 9.81 | 3 | 24.56 | 7 | Poor | -0.07 | I use digital tools for work and entertainment, but I try to maintain balance. (TikTok mainly) | Balanced |
257 | Middle East | Gen X (41-56) | 5.39 | 4 | 52.97 | 5 | Good | 0.31 | Some subscriptions are useful, others are just taking up space and money. | Balanced |
258 | Asia-Pacific | Millennial (25-40) | 8.97 | 6 | 63.52 | 7 | Fair | -0.43 | I've cancelled most services but still feel overwhelmed. Screen time is killing my sleep. | Balanced |
259 | Asia-Pacific | Boomer (57+) | 3.51 | 1 | 34.13 | 2 | Fair | 1 | I've set healthy boundaries with screen time and feel much better now. | Minimalist |
260 | North America | Gen Z (18-24) | 8.83 | 12 | 58.92 | 5 | Fair | 0.28 | Screen time depends on work demands. Weekends are usually better. (Instagram mainly) | Balanced |
261 | Asia-Pacific | Gen X (41-56) | 4.86 | 4 | 54.27 | 5 | Good | -0.2 | Digital wellness is important, but finding the right balance is challenging. (Spotify mainly) | Balanced |
262 | Middle East | Gen X (41-56) | 5.05 | 3 | 50.07 | 5 | Fair | 0.19 | Trying to be more mindful, but it's difficult in today's world. (Fitness App mainly) | Balanced |
263 | North America | Gen X (41-56) | 4.72 | 5 | 91.3 | 5 | Excellent | 0.23 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
264 | Asia-Pacific | Boomer (57+) | 3.9 | 2 | 20.64 | 4 | Excellent | 0.59 | Using apps for meditation and fitness really improved my overall wellness. | Balanced |
265 | Africa | Gen X (41-56) | 4.2 | 4 | 39.19 | 5 | Good | 0.19 | Trying to be more mindful, but it's difficult in today's world. | Balanced |
266 | LATAM | Gen Z (18-24) | 8.12 | 3 | 34.78 | 6 | Fair | -0.1 | I have too many apps, but I don't know which ones to cut. | Balanced |
267 | Asia-Pacific | Millennial (25-40) | 7.24 | 5 | 47.79 | 6 | Good | -0.26 | Digital wellness is important, but finding the right balance is challenging. (TikTok mainly) | Balanced |
268 | Asia-Pacific | Millennial (25-40) | 7.72 | 5 | 49.01 | 6 | Fair | 0.14 | I use digital tools for work and entertainment, but I try to maintain balance. (Discord mainly) | Balanced |
269 | Europe | Millennial (25-40) | 7.3 | 4 | 62.640008 | 6 | Good | -0.06 | I have too many apps, but I don't know which ones to cut. (Spotify mainly) | Balanced |
270 | Europe | Millennial (25-40) | 7.98 | 4 | 62.550154 | 7 | Good | -0.19 | Digital wellness is important, but finding the right balance is challenging. (YouTube Premium mainly) | Balanced |
271 | LATAM | Millennial (25-40) | 5.47 | 4 | 50.73 | 5 | Fair | 0.07 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
272 | LATAM | Millennial (25-40) | 5.96 | 5 | 66.52 | 5 | Excellent | 0.29 | Screen time depends on work demands. Weekends are usually better. | Balanced |
273 | Africa | Boomer (57+) | 2.16 | 2 | 4.91 | 2 | Good | 0.73 | My sleep improved once I started digital detox after 9 PM. Game changer! | Balanced |
274 | Africa | Gen Z (18-24) | 7.76 | 3 | 19.4 | 5 | Good | 0.56 | Found the right mix of subscriptions that actually add value to my life. (Spotify mainly) | Balanced |
275 | Asia-Pacific | Boomer (57+) | 2.27 | 1 | 7.25 | 2 | Good | 0.67 | Found the right mix of subscriptions that actually add value to my life. (Gaming Pass mainly) | Minimalist |
276 | Asia-Pacific | Millennial (25-40) | 6.75 | 4 | 43.18 | 5 | Poor | 0.24 | I have too many apps, but I don't know which ones to cut. | Balanced |
277 | LATAM | Gen X (41-56) | 4.81 | 4 | 45.3 | 4 | Good | 0.59 | I've set healthy boundaries with screen time and feel much better now. (Discord mainly) | Balanced |
278 | Asia-Pacific | Gen X (41-56) | 4.19 | 4 | 44.54 | 5 | Fair | -0.06 | Digital wellness is important, but finding the right balance is challenging. (Email Premium mainly) | Balanced |
279 | Asia-Pacific | Millennial (25-40) | 8.83 | 5 | 69.41 | 7 | Fair | -0.32 | Trying to be more mindful, but it's difficult in today's world. | Balanced |
280 | LATAM | Millennial (25-40) | 6.05 | 4 | 30.84 | 5 | Poor | 0.26 | I have too many apps, but I don't know which ones to cut. | Balanced |
281 | Africa | Millennial (25-40) | 4.29 | 7 | 49.41 | 5 | Excellent | 0.12 | Screen time depends on work demands. Weekends are usually better. (Spotify mainly) | Balanced |
282 | Europe | Millennial (25-40) | 6.77 | 12 | 94.57 | 6 | Poor | -0.23 | Screen time depends on work demands. Weekends are usually better. (TikTok mainly) | Balanced |
283 | Europe | Boomer (57+) | 3.05 | 1 | 0 | 2 | Excellent | 0.47 | Found the right mix of subscriptions that actually add value to my life. | Minimalist |
284 | North America | Gen X (41-56) | 4.75 | 7 | 115.79 | 7 | Excellent | 0.04 | I have too many apps, but I don't know which ones to cut. | Balanced |
285 | Asia-Pacific | Gen Z (18-24) | 10.22 | 3 | 34.99 | 6 | Poor | -0.14 | I use digital tools for work and entertainment, but I try to maintain balance. | Balanced |
286 | North America | Gen Z (18-24) | 10.37 | 5 | 109.21 | 7 | Poor | -0.31 | Screen time depends on work demands. Weekends are usually better. | Balanced |
287 | Asia-Pacific | Millennial (25-40) | 7.64 | 4 | 40.4 | 6 | Good | 0.08 | Some subscriptions are useful, others are just taking up space and money. | Balanced |
288 | Asia-Pacific | Gen Z (18-24) | 9.45 | 2 | 20.81 | 6 | Good | -0.16 | Screen time depends on work demands. Weekends are usually better. | Balanced |
289 | Europe | Gen X (41-56) | 4.71 | 4 | 70.9 | 5 | Poor | 0.23 | Digital wellness is important, but finding the right balance is challenging. (Discord mainly) | Balanced |
290 | Asia-Pacific | Gen Z (18-24) | 11.33 | 3 | 27.76 | 8 | Poor | -0.71 | Too many ads and expensive subscriptions. I feel drained every day. | Digital Addict |
291 | North America | Millennial (25-40) | 8.82 | 4 | 67.16 | 6 | Poor | 0.08 | Some subscriptions are useful, others are just taking up space and money. | Balanced |
292 | North America | Gen Z (18-24) | 8.16 | 3 | 54.72 | 5 | Fair | 0.29 | I have too many apps, but I don't know which ones to cut. | Balanced |
293 | LATAM | Millennial (25-40) | 7.05 | 5 | 40.63 | 5 | Poor | 0.51 | Technology enables my creativity and professional growth. Love the digital ecosystem. (Gaming Pass mainly) | Balanced |
294 | Europe | Gen X (41-56) | 5.15 | 4 | 48.17 | 6 | Good | -0.07 | I have too many apps, but I don't know which ones to cut. (Gaming Pass mainly) | Balanced |
295 | North America | Millennial (25-40) | 8.21 | 4 | 65.5 | 5 | Fair | 0.08 | I use digital tools for work and entertainment, but I try to maintain balance. | Balanced |
296 | Asia-Pacific | Boomer (57+) | 2.56 | 2 | 28.65 | 3 | Good | 0.57 | I've set healthy boundaries with screen time and feel much better now. (TikTok mainly) | Balanced |
297 | LATAM | Boomer (57+) | 0.96 | 2 | 24.46 | 2 | Excellent | 0.96 | I've set healthy boundaries with screen time and feel much better now. | Balanced |
298 | Europe | Millennial (25-40) | 7.62 | 5 | 95.86 | 7 | Good | -0.16 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
299 | Asia-Pacific | Gen Z (18-24) | 9.45 | 2 | 35.06 | 6 | Poor | -0.15 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
300 | North America | Gen X (41-56) | 4.06 | 5 | 81 | 5 | Excellent | 0.23 | Trying to be more mindful, but it's difficult in today's world. (Email Premium mainly) | Balanced |
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