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@@ -61,7 +61,8 @@ it is noticable that minimum nights has outliers as it is not possible to have n
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  ## 3. Visualizations and Insights
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  The EDA included various visual explorations of the dataset to examine relationships between listing characteristics and review ratings.
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- ![image](https://cdn-uploads.huggingface.co/production/uploads/6910977ace661438b728d763/p2Snp_DNKm2hw7S6ns4Qy.png)
 
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  ![image](https://cdn-uploads.huggingface.co/production/uploads/6910977ace661438b728d763/m-enE5yB9qjTe60XpBekQ.png)
 
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  ## 3. Visualizations and Insights
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  The EDA included various visual explorations of the dataset to examine relationships between listing characteristics and review ratings.
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+ ![image](https://cdn-uploads.huggingface.co/production/uploads/6910977ace661438b728d763/kQrdYWGDp-lW1U_zo6t3a.png)
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  ![image](https://cdn-uploads.huggingface.co/production/uploads/6910977ace661438b728d763/m-enE5yB9qjTe60XpBekQ.png)