pymine-edu 0.1.0

An interpretable, transparent, and educational data mining library built from scratch in pure Python.

PyMine

Educational, Explainable, and Pure-Python Data Mining Library

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📘 Description

PyMine is a lightweight, dependency-free Python library built for learning, teaching, and exploring core data mining algorithms. Developed entirely from scratch using pure Python, PyMine prioritizes transparency, explainability, and educational clarity — making it a perfect fit for students, educators, and enthusiasts who want to understand how algorithms work under the hood.

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⚙️ Features

• 📊 Classification: Decision Tree, Naive Bayes, Logistic Regression, K-Nearest Neighbors
• 🔍 Clustering: K-Means, DBSCAN, Hierarchical Clustering
• 🔁 Association Rule Mining: Apriori algorithm with support thresholds
• ⚠️ Anomaly Detection: Z-Score, Local Outlier Factor
• 🛠 Preprocessing: Scalers, Imputers, Label and One-Hot Encoders
• 📏 Evaluation Metrics: Accuracy, Precision, Recall, F1, Confusion Matrix, Silhouette Score
• 💬 Explainability: All models support .explain() and "what-if" transformation introspection
• 🔬 No Dependencies: Pure Python. No NumPy, pandas, or scikit-learn required

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📦 Installation

pip install pymine-fashjr