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Using a Kaggle dataset, customer personality was analysed on the basis of their spending habits, income, education, and family size. K-Means, XGBoost, and SHAP Analysis were performed.

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machine-learning python kmeans-clustering kmeans xgboost xgboost-algorithm kmeans-clustering-algorithm xgboost-model shap-analysis shapley-additive-explanations

customer-personality-analysis's Introduction

Customer Personality Analysis

Using this dataset from Kaggle, the personalities of customers were analysed. The attached Google Colab ipynb file has the following sections in it:

  1. Exploratory Data Analysis
  2. KMeans Clustering
  3. Analysis of Clustering Results
  4. KMeans Customer Analysis
  5. Classification Using XGBoost
  6. SHAP Analysis

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