https://github.com/mehrab-kalantari/supermarket-customers-clustering
Supermarket customers clustering using k-means, DBScan, hierarchical clustering and RFM analysis
https://github.com/mehrab-kalantari/supermarket-customers-clustering
dbscan-clustering hierarchical-clustering k-means-clustering machine-learning rfm-analysis t-sne unsupervised-learning
Last synced: 4 months ago
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Supermarket customers clustering using k-means, DBScan, hierarchical clustering and RFM analysis
- Host: GitHub
- URL: https://github.com/mehrab-kalantari/supermarket-customers-clustering
- Owner: Mehrab-Kalantari
- Created: 2023-07-26T17:59:53.000Z (almost 2 years ago)
- Default Branch: main
- Last Pushed: 2023-07-26T18:06:55.000Z (almost 2 years ago)
- Last Synced: 2025-01-16T09:42:01.145Z (5 months ago)
- Topics: dbscan-clustering, hierarchical-clustering, k-means-clustering, machine-learning, rfm-analysis, t-sne, unsupervised-learning
- Language: Jupyter Notebook
- Homepage:
- Size: 710 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Supermarket Dataset For Predictive Marketing
[Dataset on kaggle](https://www.kaggle.com/datasets/hunter0007/ecommerce-dataset-for-predictive-marketing-2023)
## Contents
### Data understanding and EDA
* Histogram
* Bar chart
* Pie chart
* Correlation matrix
* Data queries
### Data preprocessing
* Missing values
* Encoding
* Feature scaling
### Modeling
* K-means clustering
* DBSCAN
* Hierarchical clustering
* RFM clustering
### Evaluation
* T-SNE
* Silhouette score
* Inertia