# RNN 1st Gen Model CF Industries Holdings, Inc. Agricultural chemicals

CF Industries Holdings, Inc. is the global leader in transforming natural gas into nitrogen products. CF Industries agricultural customers use products as fertilizer, while industrial customers use nitrogen to dramatically reduce harmful emissions from manufacturing processes and for other purposes. CF Industries are one of the largest manufacturers and distributors of nitrogen fertilizer and other nitrogen products in the world. CF Industries principal customers are cooperatives, independent fertilizer distributors, farmers and industrial users. CF Industries principal nitrogen fertilizer products are ammonia, granular urea, urea ammonium nitrate solution and ammonium nitrate. CF Industries other nitrogen products include diesel exhaust fluid, urea liquor, nitric acid and aqua ammonia, which are sold primarily to industrial customers, and compound fertilizer products, which are solid granular fertilizer products for which the nutrient content is a combination of nitrogen, phosphorus, and potassium.

Industry sector: Basic Materials

Sector classification: Agricultural chemicals

Deep Learning based analysis and prediction model for CF Industries Holdings, Inc. (CF) stock is a 1st Generation Non-linear Autoregresive with exogenous variable(s) (NARX) model based on the Recurrent Neural Network architecture.

Model is in the production pipeline since Oct. 2, 2015.

Market data for CF model training are being downloaded from the Quandl premium datasets on a daily basis.
Risks related to the novel coronavirus disease 2019 (COVID-19) caused by the virus named “SARS-CoV-2” are accounted for in this model in the form of the historical data coincided with outbreaks and other global events in the past used to train ML prediction model for CF.

Model is being retrained on a daily basis.