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time_series

This document provides comprehensive guidance on time series models in statsmodels, including ARIMA, state space models, VAR, exponential smoothing, and forecasting methods.

  • Skills
  • Scientific
  • 0

What it does and how to use it

A skill that teaches Claude Code to do scientific tasks well. It is packaged knowledge the model uses whenever it is relevant.

  1. Install the skill (command above).
  2. In Claude Code, describe what you need - the skill turns on by itself when the context fits.
  3. No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/time-series && curl -fsSL https://doutorai.pt/data/lib/skills__time-series.md -o .claude/skills/time-series/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

# Time Series Analysis Reference

This document provides comprehensive guidance on time series models in statsmodels, including ARIMA, state space models, VAR, exponential smoothing, and forecasting methods.

## Overview

Statsmodels offers extensive time series capabilities:
- **Univariate models**: AR, ARIMA, SARIMAX, Exponential Smoothing
- **Multivariate models**: VAR, VARMAX, Dynamic Factor Models
- **State space framework**: Custom models, Kalman filtering
- **Diagnostic tools**: ACF, PACF, stationarity tests, residual analysis
- **Forecasting**: Point forecasts and prediction intervals


- 🔒 Full content on the Pro plan (€7.99/month) -

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