X-Git-Url: https://code.communitydata.science/cdsc_reddit.git/blobdiff_plain/140d1bdd17c3b69ec1d55127659fbe9af86e00fb..4dc949de5fb8d3eac04bae125c819100002c9522:/similarities/cosine_similarities.py diff --git a/similarities/cosine_similarities.py b/similarities/cosine_similarities.py index 609e477..c1e99c9 100644 --- a/similarities/cosine_similarities.py +++ b/similarities/cosine_similarities.py @@ -1,30 +1,53 @@ import pandas as pd import fire from pathlib import Path -from similarities_helper import similarities +from similarities_helper import similarities, column_similarities -def cosine_similarities(infile, term_colname, outfile, min_df=None, included_subreddits=None, topN=500, exclude_phrases=False,from_date=None, to_date=None): - return similiarities(infile=infile, simfunc=column_similarities, term_colname=term_colname, outfile=outfile, min_df=min_df, included_subreddits=included_subreddits, topN=topN, exclude_phrases=exclude_phrases,from_date=from_date, to_date=to_date) +def cosine_similarities(infile, term_colname, outfile, min_df=None, max_df=None, included_subreddits=None, topN=500, exclude_phrases=False, from_date=None, to_date=None, tfidf_colname='tf_idf'): -def term_cosine_similarities(outfile, min_df=None, included_subreddits=None, topN=500, exclude_phrases=False, from_date=None, to_date=None): + return similarities(infile=infile, simfunc=column_similarities, term_colname=term_colname, outfile=outfile, min_df=min_df, max_df=max_df, included_subreddits=included_subreddits, topN=topN, exclude_phrases=exclude_phrases,from_date=from_date, to_date=to_date, tfidf_colname=tfidf_colname) + + +def term_cosine_similarities(outfile, min_df=None, max_df=None, included_subreddits=None, topN=500, exclude_phrases=False, from_date=None, to_date=None): return cosine_similarities('/gscratch/comdata/output/reddit_similarity/tfidf/comment_terms.parquet', 'term', outfile, min_df, + max_df, + included_subreddits, + topN, + exclude_phrases, + from_date, + to_date) + +def author_cosine_similarities(outfile, min_df=2, max_df=None, included_subreddits=None, topN=10000, from_date=None, to_date=None): + return cosine_similarities('/gscratch/comdata/output/reddit_similarity/tfidf/comment_authors.parquet', + 'author', + outfile, + min_df, + max_df, included_subreddits, topN, - exclude_phrasesby.) + exclude_phrases=False, + from_date=from_date, + to_date=to_date) -def author_cosine_similarities(outfile, min_df=2, included_subreddits=None, topN=10000, from_date=None, to_date=None): +def author_tf_similarities(outfile, min_df=2, max_df=None, included_subreddits=None, topN=10000, from_date=None, to_date=None): return cosine_similarities('/gscratch/comdata/output/reddit_similarity/tfidf/comment_authors.parquet', 'author', outfile, min_df, + max_df, included_subreddits, topN, - exclude_phrases=False) + exclude_phrases=False, + from_date=from_date, + to_date=to_date, + tfidf_colname='relative_tf') + if __name__ == "__main__": fire.Fire({'term':term_cosine_similarities, - 'author':author_cosine_similarities}) + 'author':author_cosine_similarities, + 'author-tf':author_tf_similarities})