X-Git-Url: https://code.communitydata.science/cdsc_reddit.git/blobdiff_plain/4447c60265c5c5de3281ca135461d91ab5339f03..6baa08889b2f46c14f2baa5e3d2136cf165b1673:/tfidf_authors.py diff --git a/tfidf_authors.py b/tfidf_authors.py index f06a8ce..432ec39 100644 --- a/tfidf_authors.py +++ b/tfidf_authors.py @@ -1,19 +1,19 @@ from pyspark.sql import SparkSession from similarities_helper import build_tfidf_dataset -## TODO:need to exclude automoderator / bot posts. -## TODO:need to exclude better handle hyperlinks. spark = SparkSession.builder.getOrCreate() -df = spark.read.parquet("/gscratch/comdata/users/nathante/reddit_tfidf_test_authors.parquet_temp/part-00000-d61007de-9cbe-4970-857f-b9fd4b35b741-c000.snappy.parquet") +df = spark.read.parquet("/gscratch/comdata/users/nathante/reddit_tfidf_test_authors.parquet_temp") include_subs = set(open("/gscratch/comdata/users/nathante/cdsc-reddit/top_25000_subs_by_comments.txt")) include_subs = {s.strip('\n') for s in include_subs} + +# remove [deleted] and AutoModerator (TODO remove other bots) df = df.filter(df.author != '[deleted]') df = df.filter(df.author != 'AutoModerator') df = build_tfidf_dataset(df, include_subs, 'author') -df.cache() - df.write.parquet('/gscratch/comdata/users/nathante/subreddit_tfidf_authors.parquet',mode='overwrite',compression='snappy') + +spark.stop()