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Do Top 100 Books polls and charts agree on a set of classics? I scraped the results of over 15 notable book polls, readers surveys and top 100’s. Both popular and high-brow. They included all Pulitzer Prize winners, Desert Island Discs choices from recent years, Oprah’s Bookclub list, and, of course, The Guardian’s Top 100 Books of All Time. A simple frequency analysis on the gathered titles gives us a neat ‘consensus cloud’ visualisation of the most mentioned books titles across the polls.