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Finding placenames This project illustrates an application to find new placenames in a dataset, by performing NER on Geograph image descriptions and comparing those with an Ordnance Survey gazetteer. It uses a simple local index to compare gazetteer entries, and only allows exact matching. It is available in Binder for experimentation: Binder

Comparing documents This project illustrates an application to compare file content using cosine similarity. A simple version build binary vectors of parts of speech, and calculates cosine similarity on that basis, while a second version uses Spacy's inbuilt word2vec version. You can try it out here: Binder

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