pysi-kdd 1.0.0

A comprehensive KDD and Data Mining code snippet reference package

PySI - Ultimate KDD Snippets 🚀

PySI is a "raw hardcore" code snippet reference package designed for KDD (Knowledge Discovery in Databases) and Data Mining exams. It provides instant access to over 100+ production-ready snippets for pandas, numpy, sklearn, and more.

Installation

pip install pysi-kdd

Usage

from pysi import smenu, scode

# 1. Interactive Menu
smenu()

# 2. Get Code Snippets
scode('pandas_cleaning')  # Data manipulation
scode('clf_models')       # Classification models
scode('cheatsheet')       # Exam quick reference

Features

• Data Manipulation: Comprehensive Pandas/Numpy cheatsheet (cleaning, merging, transforming).
• Statistics: Hypothesis tests, sample size, normality, homogeneity.
• Preprocessing: Scaling, encoding, missing value imputation (MICE, KNN).
• Modeling: Regression, Classification, Ensemble methods.
• Advanced: Causal Inference, SHAP explainability.
• Reference: Quick exam cheatsheet.

Categories

• Data Loading & Manipulation
• Statistics & Tests
• Preprocessing & Feature Engineering
• Outlier Detection & Treatment
• Balancing (SMOTE, ADASYN)
• Regression & Classification Models
• Evaluation Metrics & Validation