X-Git-Url: https://code.communitydata.science/cdsc_reddit.git/blobdiff_plain/003a48aea50bb3f0b19bc688648ef1bb88e36fe9..0fe120e4abcb789f8edb3a2eac946351f14bbc8c:/similarities/tfidf.py diff --git a/similarities/tfidf.py b/similarities/tfidf.py index 30033a8..98a2835 100644 --- a/similarities/tfidf.py +++ b/similarities/tfidf.py @@ -11,13 +11,13 @@ 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') + df.write.parquet(outpath,mode='overwrite',copmression='snappy') spark.stop() @@ -28,40 +28,44 @@ def tfidf_weekly(inpath, outpath, topN, term_colname, exclude, included_subreddi 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 +73,7 @@ def tfidf_terms_weekly(outpath='/gscratch/comdata/output/reddit_similarity/tfidf topN, 'term', [], - included_subreddits=None + included_subreddits=included_subreddits )