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              <text>Unsupervised machine learning clustering algorithms can be used in a variety of different ways to segment a market. This study uses such algorithms to perform benefit based market segmentation, grouping consumers of small businesses in the United States (US) into 3 segments based on how much they value various factors characterising a small business and its online presence. A recent method was used to decide how to apply clustering algorithms to our dataset. For a given algorithm, this method chooses the number of clusters to ensure that the clustering created is stable; however running the algorithm on individual clusters created by the first run of the algorithm produces unstable clusters.</text>
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              <text>Despite its value, historical literature utilising the recently released government correspondence relating to the 1984-85 miners’ strike has been sparse. Sustained attention on how the government managed Media and PR in the strike has been even more limited. This essay seeks to make a novel contribution to the historiography of the strike by highlighting the Thatcher government’s media tactics during the most notorious British industrial dispute in living memory. It will do so by drawing heavily on primary material released in 2014, as well as existing literature on the broader government strategy in 1984-85.</text>
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              <text>This study investigates the implications of Central Bank Digital Currencies (CB DCs) for financial systems, focusing on their impact on commercial banking models,  monetary policy, and public adoption, using The Bahamas’ Sand Dollar as a case  study. Employing a mixed-methods approach that integrates theoretical and econo metric modelling with public perception surveys, it provides a comprehensive under standing of CBDC integration in both theory and practice. The analysis assesses how  CBDCs influence bank liquidity, lending behaviour, and the coexistence of stablecoins  while capturing public awareness and acceptance levels. Findings reveal that although  CBDCs enhance payment efficiency, financial inclusion, and cross-border transaction  capabilities, they simultaneously challenge traditional banking intermediation and raise  concerns about privacy and cybersecurity. Insights drawn from The Bahamas’ early  adoption experience demonstrate the importance of public trust, technological readi ness, and regulatory clarity in shaping outcomes. Overall, this research offers evidence based guidance for policymakers and financial institutions, contributing to global dis cussions on CBDC design, financial stability, and the balance between centralised and  decentralised digital assets.</text>
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