X-Git-Url: https://code.communitydata.science/cdsc_reddit.git/blobdiff_plain/ce549c6c97058325ac6f1b9dab20406af1dbb2af..98c1317af5da5aafd1e7acb31911ca4333312571:/similarities/tfidf.py?ds=sidebyside diff --git a/similarities/tfidf.py b/similarities/tfidf.py index 19d3013..01b0b20 100644 --- a/similarities/tfidf.py +++ b/similarities/tfidf.py @@ -4,7 +4,7 @@ from pyspark.sql import functions as f 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() + spark = SparkSession.builder.getOrCreate()y df = spark.read.parquet(inpath) @@ -26,11 +26,12 @@ def tfidf(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', +def tfidf_authors(inpath="/gscratch/comdata/output/reddit_ngrams/comment_authors.parquet", + outpath='/gscratch/comdata/output/reddit_similarity/tfidf/comment_authors.parquet', topN=None, included_subreddits=None): - return tfidf("/gscratch/comdata/output/reddit_ngrams/comment_authors.parquet", + return tfidf(inpath, outpath, topN, 'author', @@ -38,11 +39,12 @@ def tfidf_authors(outpath='/gscratch/comdata/output/reddit_similarity/tfidf/comm included_subreddits=included_subreddits ) -def tfidf_terms(outpath='/gscratch/comdata/output/reddit_similarity/tfidf/comment_terms.parquet', +def tfidf_terms(inpath="/gscratch/comdata/output/reddit_ngrams/comment_terms.parquet", + outpath='/gscratch/comdata/output/reddit_similarity/tfidf/comment_terms.parquet', topN=None, included_subreddits=None): - return tfidf("/gscratch/comdata/output/reddit_ngrams/comment_terms.parquet", + return tfidf(inpath, outpath, topN, 'term', @@ -50,11 +52,12 @@ def tfidf_terms(outpath='/gscratch/comdata/output/reddit_similarity/tfidf/commen included_subreddits=included_subreddits ) -def tfidf_authors_weekly(outpath='/gscratch/comdata/output/reddit_similarity/tfidf_weekly/comment_authors.parquet', +def tfidf_authors_weekly(inpath="/gscratch/comdata/output/reddit_ngrams/comment_authors.parquet", + outpath='/gscratch/comdata/output/reddit_similarity/tfidf_weekly/comment_authors.parquet', topN=None, included_subreddits=None): - return tfidf_weekly("/gscratch/comdata/output/reddit_ngrams/comment_authors.parquet", + return tfidf_weekly(inpath, outpath, topN, 'author', @@ -62,12 +65,13 @@ def tfidf_authors_weekly(outpath='/gscratch/comdata/output/reddit_similarity/tfi included_subreddits=included_subreddits ) -def tfidf_terms_weekly(outpath='/gscratch/comdata/output/reddit_similarity/tfidf_weekly/comment_terms.parquet', +def tfidf_terms_weekly(inpath="/gscratch/comdata/output/reddit_ngrams/comment_terms.parquet", + outpath='/gscratch/comdata/output/reddit_similarity/tfidf_weekly/comment_terms.parquet', topN=None, included_subreddits=None): - return tfidf_weekly("/gscratch/comdata/output/reddit_ngrams/comment_terms.parquet", + return tfidf_weekly(inpath, outpath, topN, 'term',