X-Git-Url: https://code.communitydata.science/cdsc_reddit.git/blobdiff_plain/7df8436067dba9a9e6867424002d01593e4bcd25..2d21ff1137dfaf83c5a51fdcd8900503c50a06ab:/similarities/cosine_similarities.py?ds=inline diff --git a/similarities/cosine_similarities.py b/similarities/cosine_similarities.py index 0c9c986..cc681b1 100644 --- a/similarities/cosine_similarities.py +++ b/similarities/cosine_similarities.py @@ -2,16 +2,15 @@ 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) -# 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_100k.parquet', +def term_cosine_similarities(outfile, infile='/gscratch/comdata/output/reddit_similarity/tfidf/comment_terms_100k.parquet', min_df=None, max_df=None, included_subreddits=None, topN=500, exclude_phrases=False, from_date=None, to_date=None): + + return cosine_similarities(infile, 'term', outfile, min_df, @@ -23,8 +22,8 @@ def term_cosine_similarities(outfile, min_df=None, max_df=None, included_subredd 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_100k.parquet', +def author_cosine_similarities(outfile, infile='/gscratch/comdata/output/reddit_similarity/tfidf/comment_authors_100k.parquet', min_df=2, max_df=None, included_subreddits=None, topN=10000, from_date=None, to_date=None): + return cosine_similarities(infile, 'author', outfile, min_df, @@ -36,8 +35,8 @@ def author_cosine_similarities(outfile, min_df=2, max_df=None, included_subreddi 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_100k.parquet', +def author_tf_similarities(outfile, infile='/gscratch/comdata/output/reddit_similarity/tfidf/comment_authors_100k.parquet', min_df=2, max_df=None, included_subreddits=None, topN=10000, from_date=None, to_date=None): + return cosine_similarities(infile, 'author', outfile, min_df,