In this project, the consumption of petroleum products in India was examined, a consumption forecast model was created, model performance was measured and future consumption of petroleum products was estimated. The dataset containing the consumption of petroleum products in India belongs to the period April 2020 - February 2023.
The article related this project "SHIFTING TRENDS in PETROLEUM PRODUCTS in INDIA" is in the link below : https://medium.com/@aydogdunurdan/indias-energy-pulse-shifting-trends-in-petroleum-products-and-the-power-of-data-science-9b226297419c
Projeyle ilgili "HİNDİSTAN’IN ENERJİ NABZI: PETROL ÜRÜNLERİNDE DEĞİŞEN TRENDLER" başlıklı Türkçe Makale aşağıdaki linktedir : https://medium.com/t%C3%BCrkiye/petrol-ve-petrol-%C3%BCr%C3%BCnlerinin-hindistandaki-t%C3%BCketim-trendlerinin-analizi-84aed2d427d4
The petroleum product categories in the dataset are as follows:
Aviation Turbine Fuel (ATF)\n
Bitumen\n
Furnace Oil (FO) & Low-Sulphur Heavy Stock (LSHS)
High-Speed Diesel (HSD)
Light Diesel Oil (LDO)
Liquefied Petroleum Gas (LPG)
Lubricants & Greases
Motor Spirit (MS)
Naptha
Others
Petroleum Coke
Superior Kerosene Oil (SKO)
During the project; Table query with Pandas and Data Visualization were used. The data set was converted into time series and Deep Learning LSTM model training and prediction were performed by applying Data Augmentation.