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# Python

11 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 Featured

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

Zondo Reports Text Analysis

7 min read Analytics

An A-grade University of Edinburgh project utilizing Python and NLTK to analyze one exabyte of evidence from South Africa's Zondo Commission, identifying the most frequently mentioned publicly traded companies.

Data AnalyticsText AnalyticsData VisualizationPythonNLTK
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