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A newer version of the Gradio SDK is available: 6.20.0

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metadata 
title: Chronological Predictive Modeler
emoji: 📈
colorFrom: red
colorTo: yellow
sdk: gradio
app_file: app.py
pinned: false

Chronological Predictive Modeler

An interactive educational web application designed to help digital humanities and social science students understand quantitative time-series forecasting, trend models, and regression analysis.

Features

  1. Interactive Forecasting models: Run Linear Trend, Polynomial Trend, or Holt-Winters Exponential Smoothing.
  2. Dynamic Plotly Chart: View historical actuals alongside forecasted periods complete with a shaded 95% confidence interval uncertainty envelope.
  3. Downloadable Forecasts: Download a combined sheet of your historical data and projected trends for further analysis.
  4. Instant Evaluation Metrics: Calculate baseline statistical properties and final projections in seconds.