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# Data Science

2 posts

Analysis of State Schools in Scotland: K-Means Clustering by Deprivation Rate and Pupils Quantity

12 min read Analytics

A data-driven analysis of 2,431 Scottish state schools using K-Means clustering to categorize local authorities by pupil density and SIMD deprivation scores to identify areas requiring NGO support.

Machine LearningUnsupervised LearningClusteringK-Means ClusteringData Analytics

Non-capital UK Cities with High-tech Potential

10 min read Analytics

A data-driven analysis of Companies House records to identify emerging UK tech hubs outside of London. This project uses custom API scraping and SIC code filtering to rank cities by tech firm density and growth.

Data AnalyticsData ScienceData VisualizationCompanies HouseAPI Development
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