X-Git-Url: https://code.communitydata.science/cdsc_reddit.git/blobdiff_plain/4dc949de5fb8d3eac04bae125c819100002c9522..8a2248fae1ee5818576b9a8f2849d1ad0efd8187:/similarities/cosine_similarities.py?ds=inline diff --git a/similarities/cosine_similarities.py b/similarities/cosine_similarities.py index c1e99c9..8b85692 100644 --- a/similarities/cosine_similarities.py +++ b/similarities/cosine_similarities.py @@ -2,48 +2,50 @@ import pandas as pd import fire from pathlib import Path from similarities_helper import similarities, column_similarities +from functools import partial -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'): - - 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 cosine_similarities(infile, term_colname, outfile, min_df=None, max_df=None, included_subreddits=None, topN=500, from_date=None, to_date=None, tfidf_colname='tf_idf'): + 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, from_date=from_date, to_date=to_date, tfidf_colname=tfidf_colname) +# change so that these take in an input as an optional argument (for speed, but also for idf). 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', + + return cosine_similarities('/gscratch/comdata/output/reddit_similarity/tfidf/comment_terms_100k.parquet', 'term', outfile, min_df, max_df, included_subreddits, topN, - exclude_phrases, from_date, - to_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', + return cosine_similarities('/gscratch/comdata/output/reddit_similarity/tfidf/comment_authors_100k.parquet', 'author', outfile, min_df, max_df, included_subreddits, topN, - exclude_phrases=False, from_date=from_date, - to_date=to_date) + to_date=to_date + ) 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', + return cosine_similarities('/gscratch/comdata/output/reddit_similarity/tfidf/comment_authors_100k.parquet', 'author', outfile, min_df, max_df, included_subreddits, topN, - exclude_phrases=False, from_date=from_date, to_date=to_date, - tfidf_colname='relative_tf') + tfidf_colname='relative_tf' + ) if __name__ == "__main__":