seasonal-analysis

Seasonal Analysis routines for pysat

Internship Project 1: Performed basic data analytics and visualization on the Weather Data Set to gain insights.

Implementation of LSTM time series tuned with GRU.

Data analytics & visualization project analyzing 4,000 farm records to uncover seasonal patterns in agricultural yield, profit, irrigation efficiency & risk across Kharif, Rabi & Zaid seasons. VOIS AICTE Major Project.

Household power consumption modeling (time-series modeling)

Introduction to time-series analysis, visualization, and seasonal grouping using Python.

📈 Australian department store turnover forecasting using WES

GRASS GIS shell scripts for machine-learning land-cover classification of a seasonal Landsat 8-9 OLI/TIRS series (spring/autumn, 2018-2023) over the Central Apennines, Italy (i.group, i.cluster, i.maxlik) with clustering reports. Figures for Lemenkova, J. Imaging 2025, 11(5):153.

Seasonal analysis of agricultural performance (yield, profit, resource use) across Kharif, Rabi & Zaid seasons using Python, Pandas, and statistical testing.

Implementation of a seasonal huffman coding using Python. Paper submitted to Compsafe2025.

STL decomposition notebook with parameter analysis, diagnostics, seasonal strength metrics, forecasting, and alternative methods. Complete time series decomposition workflow with visualizations and statistical tests.

NHS England A&E performance analysis across 15 major trusts 2018–2024. Seasonal patterns, trust-level gaps, COVID impact & breach rate predictors. Interactive dashboard + Python + SQL.