elisrizea / sentence_similarity

Compare an already seen movie description with other new movies description and suggest the next movie to watch.

spaCy sentence similarity

Test the spaCy sentence similarity using the 'en_core_web_lg' model.

Description:

This script is a demo of spaCy's capabilities to find similarity between sentences.
It has a prebuilt already seen movie description which it is comparing with 
other movies description supplied from the movies.txt User is asked to choose
one from the 4 methods used to achive this and notice the difference in results.

*Methodes:*
        - **Normal** - Perform a direct similarity check 
        
        - **Stop words** - Perform the similarity check after we remove all stop words 
        (assume stop words have less relevance)
        
        - **Restrictive** - Perform the similarity check using only 'NOUN', 'PROPN' 
        (assume the most relevant words are 'NOUN', 'PROPN')
        
        - **All** - Use all 3 above, and the result will be an average of all individual scores

Require:

Require spaCy module and model 'en_core_web_lg' 
Installation details page is:
https://spacy.io/usage

Installation:

pip install -U spacy
python3 -m spacy download en_core_web_lg

Running:

whatch_next.py

Credits:

Alin Rizea
https://www.linkedin.com/in/alin-rizea-b10368104/