Seasonal Analysis routines for pysat

Implementation of LSTM time series tuned with GRU.

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

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

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

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

Household power consumption modeling (time-series modeling)

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.