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@@ -48,4 +48,4 @@ I used the IQR (Interquartile Range) method to find outliers in columns like Age
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  I calculated the percentage of outliers for each feature to understand how many extreme values exist in the data.
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  #### Data Exploration: Answering Key Research Questions through Visualization
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  Following the detection of outliers in flight distance, how extreme is their distribution and what impact might they have on the model's scaling?
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- ![image](https://cdn-uploads.huggingface.co/production/uploads/69c79aa8f856b118f80df631/u3QO0y2DdqlKhXRevzB4G.png)
 
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  I calculated the percentage of outliers for each feature to understand how many extreme values exist in the data.
49
  #### Data Exploration: Answering Key Research Questions through Visualization
50
  Following the detection of outliers in flight distance, how extreme is their distribution and what impact might they have on the model's scaling?
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+ ![image](https://cdn-uploads.huggingface.co/production/uploads/69c79aa8f856b118f80df631/oIXebKJ0KqMjckAlGjYn-.png)