This repository contains a collection of Python-based projects focusing on Natural Language Processing (NLP) and Advanced Data Analytics.

Projects Overview

1. Pashto Dialects Similarity Analysis (nlp.py)

This project analyzes the linguistic proximity between 12 distinct Pashto dialects.

• Algorithm: Uses custom Levenshtein Edit Distance to calculate word similarity.
• Visualizations: Generates a Hierarchical Clustering Dendrogram and a geographic similarity map using Matplotlib and SciPy.

2. Weather Event Data Analysis (Weather Predictor.py)

A comprehensive data science workflow for cleaning and analyzing weather event datasets.

• Data Cleaning: Automated handling of missing values and datetime feature engineering.
• Analysis: Includes outlier detection via IQR, correlation heatmaps, and geospatial event mapping.
• Encoding: Uses Label Encoding for categorical variables like 'Severity'.