Universal Sentence Encoder

This repository contains the scripts for Universal Sentence Encoder. For more details, refer to the post.

Instructions

First install the dependencies.

pip3 install --quiet "tensorflow>=1.7"
pip3 install --quiet tensorflow-hub
pip3 install --quiet seaborn

To run the message encoder example, use: python3 embedMessages.py

To run the Semantic Similarity Analysis on Avengers:Infinity Warcast, use: cd Avengers-Similarity-Analysis

python3 process-script.py This will process the raw script and remove all the text contained in brackets.

Next, we have to extract the dialogues of the characters.

python3 get-character-lines.py

Finally, use the Universal Sentence Encoder for running Semantic Similarity Analysis.

python3 universal-sentence-encoder.py

This will display and save the Similarity Matrix as Avenger-semantic-similarity.png.

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