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examples/sentiment.md
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[`sentiment_example.py`](./sentiment_example.py)
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uses the [Large Movie Review Dataset](http://ai.stanford.edu/~amaas/data/sentiment/)
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and contains 50,000 movie reviews equally split into train and test sets. To run
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-this example, download and unzip the data should to a directory. Pass this
+this example, download and unzip the data set to a directory. Pass this
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directory as an argument to `sentiment_example.py`. The script creates a
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temporary sub-directory to add the preprocessed data.
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