X-Git-Url: https://code.communitydata.science/cdsc_reddit.git/blobdiff_plain/7df8436067dba9a9e6867424002d01593e4bcd25..b7c39a3494ce214f315fd7e3bb0bf99bc58070d1:/similarities/tfidf.py?ds=sidebyside diff --git a/similarities/tfidf.py b/similarities/tfidf.py index 002e89f..19d3013 100644 --- a/similarities/tfidf.py +++ b/similarities/tfidf.py @@ -1,7 +1,7 @@ import fire from pyspark.sql import SparkSession from pyspark.sql import functions as f -from similarities_helper import build_tfidf_dataset, build_weekly_tfidf_dataset, select_topN_subreddits +from similarities_helper import tfidf_dataset, build_weekly_tfidf_dataset, select_topN_subreddits def _tfidf_wrapper(func, inpath, outpath, topN, term_colname, exclude, included_subreddits): spark = SparkSession.builder.getOrCreate() @@ -11,7 +11,7 @@ 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,open(included_subreddits))) else: include_subs = select_topN_subreddits(topN) @@ -21,46 +21,50 @@ def _tfidf_wrapper(func, inpath, outpath, topN, term_colname, exclude, included_ 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) + return _tfidf_wrapper(tfidf_dataset, inpath, outpath, topN, term_colname, exclude, 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=None, + 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=None, + 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=None, + 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=None, + included_subreddits=None): return tfidf_weekly("/gscratch/comdata/output/reddit_ngrams/comment_terms.parquet", @@ -68,7 +72,7 @@ def tfidf_terms_weekly(outpath='/gscratch/comdata/output/reddit_similarity/tfidf topN, 'term', [], - included_subreddits=None + included_subreddits=included_subreddits )