# Python
9 posts
Analysis of State Schools in Scotland: Map of Scotland with Schools
9 min read Analytics
A geospatial project using the Postcodes.io API and Folium to create an interactive map of Scottish schools, visualizing the relationship between pupil density and local deprivation levels.
Map BuildingPythonData Visualization
Building a Web Crawler using Python
11 min read Automation
A comprehensive guide to building a functional web crawler in exactly 100 lines of Python code, covering URL success handling, depth thresholds, and data storage.
Web AnalyticsWeb CrawlingPython
Web Analytics: Analyzing clickstream of 160,000 visitors
14 min read Analytics
A comprehensive analysis of 160,000 visitor clickstreams using Python. This project evaluates marketing campaign performance by calculating conversion, drop-out, and bounce rates across different traffic sources and platforms.
Web AnalyticsData AnalyticsData VisualizationSocial Media AnalyticsPython
FIFA23 Players Analysis: k-Means Clustering
9 min read Analytics
An independent project using Python and k-Means clustering to classify over 10,000 FIFA 23 players into distinct performance segments based on Kaggle data.
Machine LearningUnsupervised LearningArtificial IntelligenceClusteringK-Means Clustering