+++ /dev/null
-from pyspark.sql import SparkSession
-from similarities_helper import build_tfidf_dataset
-import pandas as pd
-
-spark = SparkSession.builder.getOrCreate()
-
-df = spark.read.parquet("/gscratch/comdata/users/nathante/reddit_tfidf_test_authors.parquet_temp")
-
-include_subs = pd.read_csv("/gscratch/comdata/users/nathante/cdsc-reddit/subreddits_by_num_comments.csv")
-
-#include_subs = set(include_subs.loc[include_subs.comments_rank < 300]['subreddit'])
-
-# 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.write.parquet('/gscratch/comdata/users/nathante/subreddit_tfidf_authors.parquet',mode='overwrite',compression='snappy')
-
-spark.stop()