Automatic Statistician: Open Source Heuristic Demo

This repository contains a compact open-source heuristic demo for automated time-series analysis.

The demo accepts a CSV with date and value columns, or uses the built-in Airline Passengers benchmark. It applies statsmodels.tsa.seasonal.seasonal_decompose and presents:

• the original time series against the extracted trend line;
• the seasonal component by cycle position;
• a plain-English model explanation.

Run Locally

pip install -r requirements.txt
python app.py

Files

• app.py - Gradio application.
• requirements.txt - Python dependencies.
• time_series_benchmark_automl_bayesian_decomposition.csv - Kaggle-ready benchmark CSV.
• CITATION.cff - citation metadata for GitHub and Zenodo.

Project Link

AutomaticStatistician.com