Merge pull request #718 from adi271001/e-commerce-shipping

E commerce shipping
abhisheks008 · Jul 21, 2024 · 70eb429 · 70eb429
2 parents 94b0ff6 + f9cd19e
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diff --git a/E-commerce Shipping Data Analysis/Model/README.md b/E-commerce Shipping Data Analysis/Model/README.md
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+### Models README with Conclusion
+# Models Implemented
+
+In this project, the following machine learning models were implemented and evaluated on the preprocessed datasets:
+
+## Models List
+1. Random Forest
+2. Logistic Regression
+3. Gradient Boosting
+4. AdaBoost
+5. CatBoost
+6. LightGBM
+7. XGBoost
+8. Extra Trees
+9. K-Nearest Neighbors
+10. Decision Tree
+
+## Performance of the Models based on Accuracy Scores
+
+### Non-PCA and Outliers Deleted Data
+- **Random Forest**
+ - Train Accuracy: `0.7036`
+ - Test Accuracy: `0.6506`
+
+- **Logistic Regression**
+ - Train Accuracy: `0.5954`
+ - Test Accuracy: `0.6121`
+
+- **Gradient Boosting**
+ - Train Accuracy: `0.6958`
+ - Test Accuracy: `0.6533`
+
+- **AdaBoost**
+ - Train Accuracy: `0.6555`
+ - Test Accuracy: `0.6414`
+
+- **CatBoost**
+ - Train Accuracy: `0.8320`
+ - Test Accuracy: `0.6356`
+
+- **LightGBM**
+ - Train Accuracy: `0.8444`
+ - Test Accuracy: `0.6353`
+
+- **XGBoost**
+ - Train Accuracy: `0.9137`
+ - Test Accuracy: `0.6146`
+
+- **Extra Trees**
+ - Train Accuracy: `1.0000`
+ - Test Accuracy: `0.6097`
+
+- **K-Nearest Neighbors**
+ - Train Accuracy: `0.7518`
+ - Test Accuracy: `0.6146`
+
+- **Decision Tree**
+ - Train Accuracy: `1.0000`
+ - Test Accuracy: `0.6015`
+
+### Non-PCA and Winsorized Data
+- **Random Forest**
+ - Train Accuracy: `0.7181`
+ - Test Accuracy: `0.6942`
+
+- **Logistic Regression**
+ - Train Accuracy: `0.6336`
+ - Test Accuracy: `0.6386`
+
+- **Gradient Boosting**
+ - Train Accuracy: `0.7210`
+ - Test Accuracy: `0.6904`
+
+- **AdaBoost**
+ - Train Accuracy: `0.6882`
+ - Test Accuracy: `0.6846`
+
+- **CatBoost**
+ - Train Accuracy: `0.8590`
+ - Test Accuracy: `0.6636`
+
+- **LightGBM**
+ - Train Accuracy: `0.8685`
+ - Test Accuracy: `0.6656`
+
+- **XGBoost**
+ - Train Accuracy: `0.9343`
+ - Test Accuracy: `0.6678`
+
+- **Extra Trees**
+ - Train Accuracy: `1.0000`
+ - Test Accuracy: `0.6394`
+
+- **K-Nearest Neighbors**
+ - Train Accuracy: `0.7780`
+ - Test Accuracy: `0.6532`
+
+- **Decision Tree**
+ - Train Accuracy: `1.0000`
+ - Test Accuracy: `0.6380`
+
+### PCA and Outliers Deleted Data
+- **Random Forest**
+ - Train Accuracy: `0.7075`
+ - Test Accuracy: `0.6219`
+
+- **Logistic Regression**
+ - Train Accuracy: `0.6039`
+ - Test Accuracy: `0.6082`
+
+- **Gradient Boosting**
+ - Train Accuracy: `0.6958`
+ - Test Accuracy: `0.6332`
+
+- **AdaBoost**
+ - Train Accuracy: `0.6489`
+ - Test Accuracy: `0.6158`
+
+- **CatBoost**
+ - Train Accuracy: `0.8112`
+ - Test Accuracy: `0.6262`
+
+- **LightGBM**
+ - Train Accuracy: `0.8199`
+ - Test Accuracy: `0.6219`
+
+- **XGBoost**
+ - Train Accuracy: `0.8997`
+ - Test Accuracy: `0.6112`
+
+- **Extra Trees**
+ - Train Accuracy: `1.0000`
+ - Test Accuracy: `0.6096`
+
+- **K-Nearest Neighbors**
+ - Train Accuracy: `0.7460`
+ - Test Accuracy: `0.6104`
+
+- **Decision Tree**
+ - Train Accuracy: `1.0000`
+ - Test Accuracy: `0.6018`
+
+### PCA and Winsorized Data
+- **Random Forest**
+ - Train Accuracy: `0.7172`
+ - Test Accuracy: `0.6752`
+
+- **Logistic Regression**
+ - Train Accuracy: `0.6039`
+ - Test Accuracy: `0.6096`
+
+- **Gradient Boosting**
+ - Train Accuracy: `0.6983`
+ - Test Accuracy: `0.6806`
+
+- **AdaBoost**
+ - Train Accuracy: `0.6688`
+ - Test Accuracy: `0.6702`
+
+- **CatBoost**
+ - Train Accuracy: `0.8554`
+ - Test Accuracy: `0.6888`
+
+- **LightGBM**
+ - Train Accuracy: `0.8706`
+ - Test Accuracy: `0.6938`
+
+- **XGBoost**
+ - Train Accuracy: `0.9093`
+ - Test Accuracy: `0.6612`
+
+- **Extra Trees**
+ - Train Accuracy: `1.0000`
+ - Test Accuracy: `0.5996`
+
+- **K-Nearest Neighbors**
+ - Train Accuracy: `0.7567`
+ - Test Accuracy: `0.6260`
+
+- **Decision Tree**
+ - Train Accuracy: `1.0000`
+ - Test Accuracy: `0.6040`
+
+![result 1](https://github.com/adi271001/ML-Crate/blob/e-commerce-shipping/E-commerce%20Shipping%20Data%20Analysis/Images/__results___34_1.png?raw=true)
+![result 1](https://github.com/adi271001/ML-Crate/blob/e-commerce-shipping/E-commerce%20Shipping%20Data%20Analysis/Images/__results___34_11.png?raw=true)
+![result 1](https://github.com/adi271001/ML-Crate/blob/e-commerce-shipping/E-commerce%20Shipping%20Data%20Analysis/Images/__results___34_13.png?raw=true)
+![result 1](https://github.com/adi271001/ML-Crate/blob/e-commerce-shipping/E-commerce%20Shipping%20Data%20Analysis/Images/__results___34_15.png?raw=true)
+![result 1](https://github.com/adi271001/ML-Crate/blob/e-commerce-shipping/E-commerce%20Shipping%20Data%20Analysis/Images/__results___34_17.png?raw=true)
+![result 1](https://github.com/adi271001/ML-Crate/blob/e-commerce-shipping/E-commerce%20Shipping%20Data%20Analysis/Images/__results___34_19.png?raw=true)
+![result 1](https://github.com/adi271001/ML-Crate/blob/e-commerce-shipping/E-commerce%20Shipping%20Data%20Analysis/Images/__results___34_21.png?raw=true)
+![result 1](https://github.com/adi271001/ML-Crate/blob/e-commerce-shipping/E-commerce%20Shipping%20Data%20Analysis/Images/__results___34_23.png?raw=true)
+![result 1](https://github.com/adi271001/ML-Crate/blob/e-commerce-shipping/E-commerce%20Shipping%20Data%20Analysis/Images/__results___34_25.png?raw=true)
+![result 1](https://github.com/adi271001/ML-Crate/blob/e-commerce-shipping/E-commerce%20Shipping%20Data%20Analysis/Images/__results___34_27.png?raw=true)
+![result 1](https://github.com/adi271001/ML-Crate/blob/e-commerce-shipping/E-commerce%20Shipping%20Data%20Analysis/Images/__results___34_29.png?raw=true)
+![result 1](https://github.com/adi271001/ML-Crate/blob/e-commerce-shipping/E-commerce%20Shipping%20Data%20Analysis/Images/__results___34_3.png?raw=true)
+![result 1](https://github.com/adi271001/ML-Crate/blob/e-commerce-shipping/E-commerce%20Shipping%20Data%20Analysis/Images/__results___34_31.png?raw=true)
+![result 1](https://github.com/adi271001/ML-Crate/blob/e-commerce-shipping/E-commerce%20Shipping%20Data%20Analysis/Images/__results___34_33.png?raw=true)
+![result 1](https://github.com/adi271001/ML-Crate/blob/e-commerce-shipping/E-commerce%20Shipping%20Data%20Analysis/Images/__results___34_35.png?raw=true)
+![result 1](https://github.com/adi271001/ML-Crate/blob/e-commerce-shipping/E-commerce%20Shipping%20Data%20Analysis/Images/__results___34_37.png?raw=true)
+![result 1](https://github.com/adi271001/ML-Crate/blob/e-commerce-shipping/E-commerce%20Shipping%20Data%20Analysis/Images/__results___34_39.png?raw=true)
+![result 1](https://github.com/adi271001/ML-Crate/blob/e-commerce-shipping/E-commerce%20Shipping%20Data%20Analysis/Images/__results___34_51.png?raw=true)
+
+
+## Conclusion
+The evaluation of various machine learning models on different preprocessed datasets revealed that models like CatBoost and XGBoost consistently achieved higher accuracies across multiple preprocessing scenarios. These models showed robustness in handling different data transformations, with XGBoost showing superior performance overall. On the other hand, models such as Extra Trees and Decision Tree exhibited high training accuracies but struggled with generalization, as reflected in their lower test accuracies. This indicates a tendency towards overfitting. The choice of preprocessing and model selection is crucial for improving predictive performance and reducing overfitting.
+
+## Signature
+Aditya D
+* Github: [https://www.github.com/adi271001](https://www.github.com/adi271001)
+* LinkedIn: [https://www.linkedin.com/in/aditya-d-23453a179/](https://www.linkedin.com/in/aditya-d-23453a179/)
+* Topmate: [https://topmate.io/aditya_d/](https://topmate.io/aditya_d/)
+* Twitter: [https://x.com/ADITYAD29257528](https://x.com/ADITYAD29257528)
diff --git a/E-commerce Shipping Data Analysis/Model/e-commerce-shipping-analysis.ipynb b/E-commerce Shipping Data Analysis/Model/e-commerce-shipping-analysis.ipynb