Skip to content

Time series prediction models such as ARIMA, LSTM, and Prophet to predict sugar prices in the futures sugar market

Notifications You must be signed in to change notification settings

Moses07/TimeSeries_Futures_Sugar_Market

Repository files navigation

TimeSeries_Futures_Sugar_Market

Time series prediction models such as ARIMA, LSTM, and Prophet to predict sugar prices in the futures sugar market. Sugar No. 11 Futures | ICE

Prediction of Sugar Commodity price

Background Every day the prices of basic commodities experience increases and decreases, depending on the market or the laws of supply and demand, as well as the seasonality and weather condintions.

Dataset

Source :

The data consists of 6 csv files from January 2012 to December 2018 in the form of daily prices of basic commodities. The data is still not 100% clean and neat, so it needs cleansing and formatting. The data dictionary of the dataset is as follows: date: Daily date #Y = (Auto-Regressive Parameters) +(degree of diferencing)+ (Moving Average Parameters) Commodity: Commodity Price: Price

Data Analysis

Arima results

LSTM results

PROPHET results

image

About

Time series prediction models such as ARIMA, LSTM, and Prophet to predict sugar prices in the futures sugar market

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published