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oil-price

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This project highlights a Spark application built on Scala. It utilizes Spark Core, Spark SQL and Spark ML (Machine Learning libraries) for predicting stock prices of specific airline companies. We have used the Google trending words (searched on internet and relevant to financial domain) and also macro-economic oil prices as alternate data to p…

  • Updated Jun 7, 2018
  • Scala

Daily Brent Crude oil prices from 1987 to the present, obtained from the EIA (US Energy Info. Administ.) via FRED, were used as the dataset. The last two years were used as test data, and the performance of forecasting models was measured. XGBoosting yielded the best results. The article link containing storytelling about this repository is below.

  • Updated Oct 10, 2025
  • Jupyter Notebook

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