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})