Forecasting the development of the forest complex of the region based on PYTHON

Igor&#039; G. Muraev

doi:10.26118/2782-4586.2025.76.49.031

UDC

330.34

FORECASTING THE DEVELOPMENT OF THE FOREST COMPLEX OF THE REGION BASED ON PYTHON Forecasting the development of the forest complex of the region based on PYTHON

АА Аа

Published in JOURNAL OF MONETARY ECONOMICS AND MANAGEMENT · Pages 257–266 · Rubric: SCIENTIFIC ARTICLES

DOI: https://doi.org/10.26118/2782-4586.2025.76.49.031

Received: 01.10.2025 Accepted: 11.10.2025 Published: 11.10.2025

Authors

Igor' G. Muraev

Academic degree: candidate of economic sciences

Government of the Arkhangelsk Region zamestitel' Predsedatelya Pravitel'stva · Russian Federation · Arkhangelsk

ABSTRACT

The article presents the results of a study devoted to planning and forecasting the activities of the forest complex of the region. The methodological basis for forecasting the development of the forest complex of the region using Python involves an integrated approach. Python, due to its versatility, a wide range of libraries for data analysis and visualization, allows you to build complex mathematical models that take into account various factors. The article presents some of the results on this topic of research. Thus, a general scheme for developing a forecasting program based on Python is shown. Testing of forecasting the development of the forest complex of the region based on Python was carried out in several regions. The model for forecasting strategic development developed in Python is a planning and forecasting tool intended for use by government agencies and forestry business.

KEYWORDS

forest complex, forecasting the development of the forest complex, Python, visualization, testing

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JATS XML

Editor-in-Chief, editorial board chair

GOST

Muraev I. G. Forecasting the development of the forest complex of the region based on PYTHON // . 2025. pp. 257-266. DOI: https://doi.org/10.26118/2782-4586.2025.76.49.031. (Date of access 20.08.2026).

MLA

Igor' G. Muraev. "Forecasting the development of the forest complex of the region based on PYTHON." (2025): 257-266. DOI: https://doi.org/10.26118/2782-4586.2025.76.49.031.

APA

Muraev I. G. (2025). Forecasting the development of the forest complex of the region based on PYTHON. , 257-266. https://doi.org/10.26118/2782-4586.2025.76.49.031

Chicago

Igor' G. Muraev. "Forecasting the development of the forest complex of the region based on PYTHON." , no. (2025): 257-266. https://doi.org/10.26118/2782-4586.2025.76.49.031.

WIKI

{{cite journal | author = Muraev I. G. | title = Forecasting the development of the forest complex of the region based on PYTHON | journal = | year = 2025 | pages = 257-266 | doi = 10.26118/2782-4586.2025.76.49.031 }}

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FORECASTING THE DEVELOPMENT OF THE FOREST COMPLEX OF THE REGION BASED ON PYTHON Forecasting the development of the forest complex of the region based on PYTHON

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