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Workflow Automation Templates

A library of ready-to-use workflow templates to accelerate your data journey

Air Traffic Forecast (SARIMAX Model)

Forecast air passenger trends

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Overview

This workflow uses the SARIMAX (Seasonal AutoRegressive Integrated Moving Average with eXogenous regressors) model to forecast air passenger traffic while capturing both trend and seasonality.

Details

It reads the AirPassengers dataset (1949–1960), trains a SARIMAX model to capture seasonal patterns, creates a future dataframe for 24 months (Jan 1961–Dec 1962), and predicts air traffic for that period. The workflow outputs the forecasted passenger values, displaying the first 20 records of the predictions for analysis.

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