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Fixing Release 003
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docs/003/index.md

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@@ -248,12 +248,15 @@ these differences should be kept in mind when performing statistical analysis of
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is used to calculate average distance of each page from other pages in the text. The output of the class (`PageEmbeddingDistance.xlsx`) can be found in the
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[analysis folder](https://github.com/mzattera/v4j/tree/master/resources/analysis).
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<a id="Note3">**{3}**</a> The class [`BuildBoW`]() can be used to generate data suitable for visualization that can
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be uploaded to the TensorFlow projector. The output of this class, in the form of a "vector" and "metadata" .TSV files,
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can be found in [this folder](https://github.com/mzattera/v4j/tree/master/docs/003/data) both for single pages or entire parchments.
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<a id="Note4">**{4}**</a> Class `KMeansClusterByWords`
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does the K-Means clustering and prints out a report that can be easily converted in an Excel file.
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<a id="Note3">**{3}**</a> The class
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[`BuildBoW`](https://github.com/mzattera/v4j/blob/v.3.0.0/eclipse/io.github.mzattera.v4j-apps/src/main/java/io/github/mzattera/v4j/applications/clustering/BuildBoW.java)
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can be used to generate data that can be uploaded to TensorFlow projector for visualization.
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The output of this class, in the form of "vector" and "metadata" .TSV files, can be found in
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[this folder](https://github.com/mzattera/v4j/tree/master/docs/003/data) both for single pages or entire parchments.
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<a id="Note4">**{4}**</a> Class
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[`KMeansClusterByWords`](https://github.com/mzattera/v4j/blob/v.3.0.0/eclipse/io.github.mzattera.v4j-apps/src/main/java/io/github/mzattera/v4j/applications/clustering/KMeansClusterByWords.java)
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performs K-Means clustering and prints out a report that can be easily converted in an Excel file.
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The class can be parameterized to run different types of experiments; its outputs, with some additional data,
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can be found as Excel files in the [analysis folder](https://github.com/mzattera/v4j/tree/master/resources/analysis).
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Keep in mind K-Means algorithm include some randomness, therefore slightly different clustering might result at each experiment.

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