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  license: mit
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- ## WATCH THE VIDEO HERE - (https://www.youtube.com/watch?v=Syatg5hxqLc)
 
 
 
 
 
 
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  # 🏦 Bank Customer Churn Analysis
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  ![Python](https://img.shields.io/badge/Python-3.8%2B-blue?style=for-the-badge&logo=python&logoColor=white)
 
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  license: mit
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+ ## 🎥 Project Walkthrough (Video)
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+ Click the image below to watch the full explanation of the data analysis and key findings:
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+ [![Watch the Video](https://img.youtube.com/vi/Syatg5hxqLc/maxresdefault.jpg)](https://www.youtube.com/watch?v=Syatg5hxqLc)
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+ > **In this video:** I explain the data cleaning process, the decision to keep outliers, and the interpretation of the geographic and age-related churn factors.
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  # 🏦 Bank Customer Churn Analysis
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  ![Python](https://img.shields.io/badge/Python-3.8%2B-blue?style=for-the-badge&logo=python&logoColor=white)