X-Git-Url: https://code.communitydata.science/cdsc_reddit.git/blobdiff_plain/06430903f058bd9c308147dd5c256067dde5def1..2d21ff1137dfaf83c5a51fdcd8900503c50a06ab:/similarities/tfidf.py diff --git a/similarities/tfidf.py b/similarities/tfidf.py index f0b5d64..110536e 100644 --- a/similarities/tfidf.py +++ b/similarities/tfidf.py @@ -11,57 +11,60 @@ def _tfidf_wrapper(func, inpath, outpath, topN, term_colname, exclude, included_ df = df.filter(~ f.col(term_colname).isin(exclude)) if included_subreddits is not None: - include_subs = list(open(included_subreddits)) + include_subs = set(map(str.strip,map(str.lower, open(included_subreddits)))) else: include_subs = select_topN_subreddits(topN) - df = func(df, include_subs, term_colname) - - df.write.parquet(outpath,mode='overwrite',compression='snappy') + dfwriter = func(df, include_subs, term_colname) + dfwriter.parquet(outpath,mode='overwrite',compression='snappy') spark.stop() def tfidf(inpath, outpath, topN, term_colname, exclude, included_subreddits): return _tfidf_wrapper(build_tfidf_dataset, inpath, outpath, topN, term_colname, exclude, included_subreddits) -def tfidf_weekly(inpath, outpath, topN, term_colname, exclude): - return _tfidf_wrapper(build_weekly_tfidf_dataset, inpath, outpath, topN, term_colname, included_subreddits) +def tfidf_weekly(inpath, outpath, topN, term_colname, exclude, included_subreddits): + return _tfidf_wrapper(build_weekly_tfidf_dataset, inpath, outpath, topN, term_colname, exclude, included_subreddits) def tfidf_authors(outpath='/gscratch/comdata/output/reddit_similarity/tfidf/comment_authors.parquet', - topN=25000): + topN=25000, + included_subreddits=None): return tfidf("/gscratch/comdata/output/reddit_ngrams/comment_authors.parquet", outpath, topN, 'author', ['[deleted]','AutoModerator'], - included_subreddits=None + included_subreddits=included_subreddits ) def tfidf_terms(outpath='/gscratch/comdata/output/reddit_similarity/tfidf/comment_terms.parquet', - topN=25000): + topN=25000, + included_subreddits=None): return tfidf("/gscratch/comdata/output/reddit_ngrams/comment_terms.parquet", outpath, topN, 'term', [], - included_subreddits=None + included_subreddits=included_subreddits ) def tfidf_authors_weekly(outpath='/gscratch/comdata/output/reddit_similarity/tfidf_weekly/comment_authors.parquet', - topN=25000): + topN=25000, + included_subreddits=None): return tfidf_weekly("/gscratch/comdata/output/reddit_ngrams/comment_authors.parquet", outpath, topN, 'author', ['[deleted]','AutoModerator'], - included_subreddits=None + included_subreddits=included_subreddits ) def tfidf_terms_weekly(outpath='/gscratch/comdata/output/reddit_similarity/tfidf_weekly/comment_terms.parquet', - topN=25000): + topN=25000, + included_subreddits=None): return tfidf_weekly("/gscratch/comdata/output/reddit_ngrams/comment_terms.parquet", @@ -69,7 +72,7 @@ def tfidf_terms_weekly(outpath='/gscratch/comdata/output/reddit_similarity/tfidf topN, 'term', [], - included_subreddits=None + included_subreddits=included_subreddits )