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https://github.com/nadahamdy217/titanic-eda


https://github.com/nadahamdy217/titanic-eda

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README

        

This repository presents a thorough analysis of the Titanic dataset sourced from Kaggle. Through meticulous data cleaning and exploratory data analysis (EDA), this project uncovers valuable insights into the passengers aboard the Titanic.

Through this analysis, you'll gain a deeper understanding of the dataset's dynamics, including patterns within numerical and categorical variables. Additionally, the project delves into outlier detection techniques and explores correlations between variables using advanced visualization techniques such as heatmaps.

The analysis concludes with a concise presentation of the distribution of the 'Survived' variable, providing a holistic view of survival outcomes aboard the Titanic.

![image](https://github.com/nadahamdy217/PRODIGY_DS_02/assets/115176121/f204d2e7-94a2-465f-940e-f3d4df494844)


![image](https://github.com/nadahamdy217/PRODIGY_DS_02/assets/115176121/7431001f-a717-4180-b6b6-158311fb8214)


![image](https://github.com/nadahamdy217/PRODIGY_DS_02/assets/115176121/c2ddc360-b160-499f-a94c-97f25c175e40)


![image](https://github.com/nadahamdy217/PRODIGY_DS_02/assets/115176121/3fc4f5ec-7256-4a9b-9927-4ba5ed9158aa)