Some time ago I had an idea that consists of encoding words in a binary array and thus being able to search for similar words using metrics such as tanimoto index and geometric similarity. Today I turned this idea into a python package and into a streamlit app (one of the best things we have in python) =D.
https://share.streamlit.io/jeffrichardchemistry/wordfp/main/app/app.py
Nice, I have a suggestion, maybe we can save the similar result into a dataframe and show it in page with code like this:
st.table(dataframe)
Done!. Thanks for the sugestion 
Good work!
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