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 |
|---|---|---|---|---|---|---|---|---|---|---|
101 | North America | Boomer (57+) | 2.52 | 1 | 21.46 | 2 | Fair | 0.65 | Found the right mix of subscriptions that actually add value to my life. | Minimalist |
102 | Asia-Pacific | Gen X (41-56) | 5.56 | 6 | 60.75 | 7 | Excellent | -0.08 | Trying to be more mindful, but it's difficult in today's world. (Instagram mainly) | Balanced |
103 | Europe | Boomer (57+) | 3.52 | 1 | 21.36 | 3 | Good | 0.16 | Trying to be more mindful, but it's difficult in today's world. | Minimalist |
104 | Asia-Pacific | Millennial (25-40) | 6.82 | 5 | 56.93 | 6 | Good | -0.29 | Trying to be more mindful, but it's difficult in today's world. | Balanced |
105 | Africa | Gen X (41-56) | 3.6 | 3 | 9.57 | 3 | Excellent | 0.85 | Found the right mix of subscriptions that actually add value to my life. | Balanced |
106 | Europe | Millennial (25-40) | 7.06 | 4 | 78.63 | 6 | Fair | -0.23 | I have too many apps, but I don't know which ones to cut. (Email Premium mainly) | Balanced |
107 | Asia-Pacific | Millennial (25-40) | 7.39 | 4 | 44.46 | 6 | Poor | 0.08 | I have too many apps, but I don't know which ones to cut. (Instagram mainly) | Balanced |
108 | LATAM | Millennial (25-40) | 6.89 | 6 | 42.79 | 6 | Excellent | -0.16 | Some subscriptions are useful, others are just taking up space and money. | Balanced |
109 | Europe | Millennial (25-40) | 6.57 | 7 | 105.87 | 6 | Poor | -0.17 | I use digital tools for work and entertainment, but I try to maintain balance. | Balanced |
110 | North America | Gen Z (18-24) | 9.33 | 4 | 77.35 | 6 | Fair | -0.12 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
111 | Europe | Millennial (25-40) | 6.58 | 5 | 92.99 | 6 | Good | -0.06 | Screen time depends on work demands. Weekends are usually better. | Balanced |
112 | North America | Gen Z (18-24) | 10.65 | 2 | 40.82 | 6 | Fair | -0.28 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
113 | Africa | Gen X (41-56) | 3.43 | 4 | 28.86 | 4 | Good | 0.69 | Technology enables my creativity and professional growth. Love the digital ecosystem. | Balanced |
114 | LATAM | Millennial (25-40) | 6.54 | 5 | 36.9 | 5 | Good | 0.45 | Technology enables my creativity and professional growth. Love the digital ecosystem. | Balanced |
115 | Asia-Pacific | Gen Z (18-24) | 11.78 | 3 | 34.68 | 7 | Poor | -0.23 | Some subscriptions are useful, others are just taking up space and money. | Balanced |
116 | Africa | Gen Z (18-24) | 7.17 | 4 | 20.7 | 5 | Fair | -0.1 | I use digital tools for work and entertainment, but I try to maintain balance. (TikTok mainly) | Balanced |
117 | LATAM | Gen Z (18-24) | 8.96 | 2 | 16.05 | 4 | Good | 0.52 | Found the right mix of subscriptions that actually add value to my life. | Balanced |
118 | North America | Gen X (41-56) | 6.51 | 5 | 88.88 | 5 | Good | 0.2 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
119 | Africa | Gen Z (18-24) | 8.05 | 2 | 5.4 | 5 | Fair | 0.47 | Technology enables my creativity and professional growth. Love the digital ecosystem. | Balanced |
120 | Asia-Pacific | Gen X (41-56) | 5.39 | 3 | 41.27 | 5 | Fair | 0.09 | I use digital tools for work and entertainment, but I try to maintain balance. | Balanced |
121 | LATAM | Gen Z (18-24) | 8.59 | 2 | 7.91 | 5 | Good | 0.19 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
122 | Africa | Millennial (25-40) | 4.5 | 4 | 11.01 | 4 | Excellent | 0.3 | Screen time depends on work demands. Weekends are usually better. (TikTok mainly) | Balanced |
123 | Europe | Boomer (57+) | 2.13 | 2 | 25.15 | 2 | Excellent | 0.61 | My sleep improved once I started digital detox after 9 PM. Game changer! (TikTok mainly) | Balanced |
124 | North America | Gen X (41-56) | 4.69 | 6 | 116.83 | 6 | Excellent | 0.09 | Screen time depends on work demands. Weekends are usually better. | Balanced |
125 | Europe | Gen Z (18-24) | 11.14 | 3 | 52.89 | 6 | Poor | -0.15 | I have too many apps, but I don't know which ones to cut. (Gaming Pass mainly) | Balanced |
126 | Asia-Pacific | Gen X (41-56) | 4.75 | 4 | 27.17 | 4 | Good | 0.28 | Screen time depends on work demands. Weekends are usually better. (Spotify mainly) | Balanced |
127 | LATAM | Millennial (25-40) | 5.51 | 6 | 59.97 | 6 | Good | 0.01 | I use digital tools for work and entertainment, but I try to maintain balance. | Balanced |
128 | Africa | Gen X (41-56) | 2.99 | 4 | 23.51 | 4 | Poor | 0.54 | Technology enables my creativity and professional growth. Love the digital ecosystem. (Spotify mainly) | Balanced |
129 | North America | Gen X (41-56) | 5.62 | 5 | 85.83 | 5 | Good | 0.12 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
130 | Asia-Pacific | Gen X (41-56) | 5.51 | 4 | 42.58 | 5 | Fair | 0.38 | Using apps for meditation and fitness really improved my overall wellness. | Balanced |
131 | Asia-Pacific | Boomer (57+) | 3.87 | 1 | 0 | 3 | Good | 0.53 | Using apps for meditation and fitness really improved my overall wellness. (TikTok mainly) | Minimalist |
132 | Europe | Millennial (25-40) | 7.69 | 4 | 63.731311 | 6 | Fair | 0.39 | I've set healthy boundaries with screen time and feel much better now. (Email Premium mainly) | Balanced |
133 | North America | Gen X (41-56) | 4.07 | 4 | 59.32 | 5 | Fair | 0.07 | Trying to be more mindful, but it's difficult in today's world. (Discord mainly) | Balanced |
134 | Europe | Millennial (25-40) | 6.5 | 5 | 79 | 5 | Fair | -0.03 | Digital wellness is important, but finding the right balance is challenging. (Email Premium mainly) | Balanced |
135 | Middle East | Gen Z (18-24) | 8.74 | 3 | 34.76 | 6 | Fair | -0.33 | I use digital tools for work and entertainment, but I try to maintain balance. (Email Premium mainly) | Balanced |
136 | Europe | Gen Z (18-24) | 9.19 | 3 | 57.2 | 6 | Poor | -0.05 | Screen time depends on work demands. Weekends are usually better. (Spotify mainly) | Balanced |
137 | Asia-Pacific | Gen Z (18-24) | 11.15 | 2 | 22.9 | 6 | Poor | -0.15 | Some subscriptions are useful, others are just taking up space and money. | Balanced |
138 | Asia-Pacific | Gen X (41-56) | 5.28 | 3 | 40.81 | 4 | Good | 0.25 | I use digital tools for work and entertainment, but I try to maintain balance. (Instagram mainly) | Balanced |
139 | Europe | Millennial (25-40) | 6.38 | 4 | 54.04 | 5 | Poor | -0.08 | Screen time depends on work demands. Weekends are usually better. | Balanced |
140 | Middle East | Millennial (25-40) | 5.61 | 4 | 49.92 | 5 | Good | -0.05 | Some subscriptions are useful, others are just taking up space and money. (TikTok mainly) | Balanced |
141 | Middle East | Gen Z (18-24) | 6.88 | 2 | 30.8 | 4 | Fair | 0.27 | I have too many apps, but I don't know which ones to cut. (Discord mainly) | Balanced |
142 | Europe | Millennial (25-40) | 6.7 | 5 | 94.92 | 6 | Fair | -0.32 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
143 | Asia-Pacific | Boomer (57+) | 3.16 | 1 | 41.687264 | 2 | Excellent | 0.73 | Digital tools help me stay connected with family abroad. Can't imagine life without them. | Minimalist |
144 | Europe | Millennial (25-40) | 7.56 | 6 | 90.59 | 7 | Fair | -0.48 | Uninstalled half my apps but the habit is hard to break. Still checking constantly. (Netflix mainly) | Balanced |
145 | Europe | Gen X (41-56) | 3.68 | 3 | 54.55 | 4 | Good | 0.46 | Digital tools help me stay connected with family abroad. Can't imagine life without them. | Balanced |
146 | North America | Gen X (41-56) | 5.16 | 3 | 70.12 | 4 | Excellent | 0.41 | I've set healthy boundaries with screen time and feel much better now. (Discord mainly) | Balanced |
147 | Asia-Pacific | Gen X (41-56) | 4.93 | 5 | 59.11 | 6 | Excellent | -0.34 | Digital fatigue is real. Between work emails and personal apps, I can't disconnect. (Email Premium mainly) | Balanced |
148 | Asia-Pacific | Millennial (25-40) | 7.28 | 7 | 67.65 | 7 | Fair | -0.48 | Uninstalled half my apps but the habit is hard to break. Still checking constantly. | Balanced |
149 | North America | Boomer (57+) | 2.98 | 2 | 25.1 | 2 | Fair | 0.77 | Technology enables my creativity and professional growth. Love the digital ecosystem. | Balanced |
150 | Europe | Millennial (25-40) | 6.71 | 6 | 100.35 | 6 | Fair | -0.23 | I have too many apps, but I don't know which ones to cut. (Email Premium mainly) | Balanced |
151 | Africa | Boomer (57+) | 3.23 | 3 | 21.58 | 3 | Excellent | 0.53 | Digital tools help me stay connected with family abroad. Can't imagine life without them. (Fitness App mainly) | Balanced |
152 | Europe | Millennial (25-40) | 8.1 | 7 | 113.29 | 7 | Fair | -0.53 | Digital fatigue is real. Between work emails and personal apps, I can't disconnect. | Balanced |
153 | North America | Millennial (25-40) | 8.42 | 4 | 61.21 | 6 | Good | -0.35 | Too many ads and expensive subscriptions. I feel drained every day. | Balanced |
154 | Asia-Pacific | Gen Z (18-24) | 9.8 | 4 | 56.01 | 6 | Good | -0.3 | I use digital tools for work and entertainment, but I try to maintain balance. (TikTok mainly) | Balanced |
155 | Middle East | Gen X (41-56) | 3.28 | 4 | 47.51 | 3 | Excellent | 0.79 | Using apps for meditation and fitness really improved my overall wellness. (YouTube Premium mainly) | Balanced |
156 | Europe | Millennial (25-40) | 7.22 | 7 | 120.77 | 7 | Good | -0.32 | I use digital tools for work and entertainment, but I try to maintain balance. | Balanced |
157 | Asia-Pacific | Millennial (25-40) | 7.68 | 7 | 61.02 | 7 | Poor | -0.52 | Uninstalled half my apps but the habit is hard to break. Still checking constantly. (Instagram mainly) | Balanced |
158 | LATAM | Millennial (25-40) | 5.69 | 4 | 48.01 | 5 | Good | -0.03 | Some subscriptions are useful, others are just taking up space and money. (Instagram mainly) | Balanced |
159 | Europe | Boomer (57+) | 1.81 | 2 | 26.15 | 2 | Good | 0.74 | Found the right mix of subscriptions that actually add value to my life. | Balanced |
160 | Asia-Pacific | Gen X (41-56) | 5.37 | 5 | 69.7 | 5 | Good | 0.19 | I have too many apps, but I don't know which ones to cut. (Cloud Storage mainly) | Balanced |
161 | Europe | Millennial (25-40) | 6.83 | 10 | 788.635332 | 7 | Excellent | -0.53 | Spent $200+ last month on subscriptions I barely use. Feeling guilty and exhausted. | Balanced |
162 | Asia-Pacific | Gen X (41-56) | 5.95 | 4 | 30.71 | 5 | Good | -0.24 | I have too many apps, but I don't know which ones to cut. | Balanced |
163 | Asia-Pacific | Millennial (25-40) | 8.33 | 4 | 47.46 | 6 | Good | -0.2 | I use digital tools for work and entertainment, but I try to maintain balance. (TikTok mainly) | Balanced |
164 | Asia-Pacific | Millennial (25-40) | 8.68 | 6 | 84.07 | 7 | Good | -0.31 | Some subscriptions are useful, others are just taking up space and money. (Gaming Pass mainly) | Balanced |
165 | North America | Boomer (57+) | 1.87 | 2 | 30.02 | 2 | Fair | 0.52 | Using apps for meditation and fitness really improved my overall wellness. | Balanced |
166 | LATAM | Gen Z (18-24) | 8.4 | 3 | 43.58 | 6 | Good | -0.26 | Some subscriptions are useful, others are just taking up space and money. | Balanced |
167 | Europe | Millennial (25-40) | 6.57 | 4 | 69.86 | 5 | Good | 0.07 | I have too many apps, but I don't know which ones to cut. | Balanced |
168 | North America | Millennial (25-40) | 6.5 | 5 | 103.4 | 5 | Fair | 0.17 | Screen time depends on work demands. Weekends are usually better. | Balanced |
169 | North America | Millennial (25-40) | 7.13 | 6 | 109.59 | 6 | Fair | 0.14 | I use digital tools for work and entertainment, but I try to maintain balance. (Discord mainly) | Balanced |
170 | Asia-Pacific | Millennial (25-40) | 8.65 | 5 | 55.01 | 8 | Fair | -0.61 | I've cancelled most services but still feel overwhelmed. Screen time is killing my sleep. | Balanced |
171 | Asia-Pacific | Millennial (25-40) | 7.5 | 4 | 63.37 | 5 | Fair | 0.42 | My sleep improved once I started digital detox after 9 PM. Game changer! (Email Premium mainly) | Balanced |
172 | North America | Gen Z (18-24) | 11.03 | 3 | 61.21 | 6 | Poor | -0.27 | Screen time depends on work demands. Weekends are usually better. (Spotify mainly) | Balanced |
173 | Asia-Pacific | Millennial (25-40) | 8.24 | 5 | 53.9 | 7 | Excellent | -0.13 | Screen time depends on work demands. Weekends are usually better. | Balanced |
174 | Europe | Millennial (25-40) | 6.83 | 4 | 70.24 | 6 | Poor | -0.32 | I have too many apps, but I don't know which ones to cut. (Netflix mainly) | Balanced |
175 | Asia-Pacific | Gen Z (18-24) | 11.13 | 3 | 28.1 | 7 | Poor | -0.48 | Uninstalled half my apps but the habit is hard to break. Still checking constantly. | Balanced |
176 | North America | Gen Z (18-24) | 10.13 | 2 | 37.08 | 6 | Poor | -0.3 | Screen time depends on work demands. Weekends are usually better. | Balanced |
177 | Asia-Pacific | Gen X (41-56) | 4.65 | 4 | 56.96 | 5 | Excellent | 0.27 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
178 | Asia-Pacific | Millennial (25-40) | 9.29 | 5 | 54.63 | 7 | Good | -0.61 | Spent $200+ last month on subscriptions I barely use. Feeling guilty and exhausted. | Balanced |
179 | Middle East | Gen X (41-56) | 4.26 | 14 | 42.25 | 4 | Good | 0.44 | My sleep improved once I started digital detox after 9 PM. Game changer! | Balanced |
180 | North America | Gen X (41-56) | 5.19 | 5 | 80.33 | 6 | Excellent | 0.26 | Digital wellness is important, but finding the right balance is challenging. (Email Premium mainly) | Balanced |
181 | Europe | Gen X (41-56) | 4.27 | 4 | 66.74 | 4 | Excellent | -0.1 | I have too many apps, but I don't know which ones to cut. (TikTok mainly) | Balanced |
182 | North America | Millennial (25-40) | 8.42 | 4 | 63.92 | 5 | Fair | 0.25 | Screen time depends on work demands. Weekends are usually better. | Balanced |
183 | Africa | Millennial (25-40) | 5.94 | 6 | 21.67 | 6 | Fair | 0.15 | I have too many apps, but I don't know which ones to cut. (Fitness App mainly) | Balanced |
184 | Africa | Millennial (25-40) | 6.03 | 6 | 24.01 | 5 | Fair | 0.13 | Screen time depends on work demands. Weekends are usually better. (Spotify mainly) | Balanced |
185 | Europe | Gen X (41-56) | 4.54 | 4 | 77.75 | 5 | Good | 0.16 | I have too many apps, but I don't know which ones to cut. (Email Premium mainly) | Balanced |
186 | Asia-Pacific | Millennial (25-40) | 8.47 | 5 | 54.83 | 6 | Fair | -0.14 | Screen time depends on work demands. Weekends are usually better. (Gaming Pass mainly) | Balanced |
187 | LATAM | Gen X (41-56) | 5 | 4 | 36.58 | 5 | Fair | -0 | Trying to be more mindful, but it's difficult in today's world. (Email Premium mainly) | Balanced |
188 | Asia-Pacific | Boomer (57+) | 2.46 | 1 | 1.58 | 2 | Excellent | 0.75 | I've set healthy boundaries with screen time and feel much better now. | Minimalist |
189 | Asia-Pacific | Gen Z (18-24) | 9.07 | 2 | 16.69 | 7 | Excellent | -0.55 | Uninstalled half my apps but the habit is hard to break. Still checking constantly. (Instagram mainly) | Balanced |
190 | Europe | Gen Z (18-24) | 9.82 | 2 | 26.86 | 7 | Fair | -0.28 | Digital wellness is important, but finding the right balance is challenging. | Balanced |
191 | North America | Gen X (41-56) | 3.92 | 5 | 87.23 | 5 | Poor | 0.26 | Trying to be more mindful, but it's difficult in today's world. | Balanced |
192 | Africa | Millennial (25-40) | 5.65 | 6 | 19.42 | 6 | Good | -0.14 | I use digital tools for work and entertainment, but I try to maintain balance. | Balanced |
193 | Africa | Gen Z (18-24) | 6.87 | 4 | 34.9 | 5 | Good | 0.31 | Some subscriptions are useful, others are just taking up space and money. | Balanced |
194 | Asia-Pacific | Boomer (57+) | 3.97 | 3 | 33.59 | 4 | Good | 0.53 | Technology enables my creativity and professional growth. Love the digital ecosystem. (YouTube Premium mainly) | Balanced |
195 | Europe | Millennial (25-40) | 6.84 | 5 | 84.52 | 6 | Good | -0.08 | Trying to be more mindful, but it's difficult in today's world. | Balanced |
196 | Europe | Boomer (57+) | 3.64 | 1 | 25.64 | 4 | Poor | 0.73 | My sleep improved once I started digital detox after 9 PM. Game changer! | Minimalist |
197 | Asia-Pacific | Gen X (41-56) | 4.99 | 4 | 53.38 | 5 | Fair | 0.2 | Trying to be more mindful, but it's difficult in today's world. (Instagram mainly) | Balanced |
198 | Africa | Gen X (41-56) | 4.62 | 6 | 30.25 | 6 | Excellent | -0.14 | I have too many apps, but I don't know which ones to cut. | Balanced |
199 | Africa | Gen Z (18-24) | 8.87 | 3 | 24.04 | 5 | Excellent | -0.13 | Digital wellness is important, but finding the right balance is challenging. (Fitness App mainly) | Balanced |
200 | LATAM | Millennial (25-40) | 5.32 | 5 | 50.94 | 5 | Excellent | 0.11 | Screen time depends on work demands. Weekends are usually better. | Balanced |
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