Article Per Year (5 Year)
p-Index From 2021 - 2026
0.23
P-Index
This Author published in this journals
All Journal Intelmatics
Araujo Bernardo, Januario Freitas
Unknown Affiliation
Computer Science & IT

Published : 1 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search

 1 
Exploratory Data Analysis of Agricultural Commodity Prices Across Districts and Cities in East Java Tamam, Moh. Badri; Araujo Bernardo, Januario Freitas
Intelmatics Vol. 6 No. 1 (2026): January-June (In Progress)
Publisher : Penerbitan Universitas Trisakti

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25105/v6i1.25460

Abstract

Descriptive statistics and visualization revealed significant variations in price distributions, with medium rice, premium rice, and dry milled paddy being the predominant commodities. Monthly trend analysis indicated a consistent upward movement in prices from 2020 to mid-2025. Regional comparisons specifically highlighted that, among all districts studied, Bondowoso had the highest average rice prices, Magetan consistently showed the lowest prices, and Malang City exhibited the greatest price volatility. The Random Forest Classifier achieved 73% accuracy in distinguishing districts based on commodity price patterns. Feature importance analysis singled out medium rice and premium rice as the most influential variables driving classification. These key findings clarify the specific pricing trends, regional disparities, and significant predictors identified in the study.
Co-Authors Moh. Badri Tamam