X-Git-Url: https://code.communitydata.science/cdsc_reddit.git/blobdiff_plain/a60747292e91a47d122158659182f82bfd2e922a..e6294b5b90135a5163441c8dc62252dd6a188412:/old/tfidf_authors_weekly.py?ds=sidebyside

diff --git a/old/tfidf_authors_weekly.py b/old/tfidf_authors_weekly.py
new file mode 100644
index 0000000..0073262
--- /dev/null
+++ b/old/tfidf_authors_weekly.py
@@ -0,0 +1,21 @@
+from pyspark.sql import SparkSession
+from similarities_helper import build_weekly_tfidf_dataset
+import pandas as pd
+
+spark = SparkSession.builder.getOrCreate()
+
+df = spark.read.parquet("/gscratch/comdata/output/reddit_ngrams/comment_authors.parquet")
+
+include_subs = pd.read_csv("/gscratch/comdata/output/reddit_similarity/subreddits_by_num_comments.csv")
+
+include_subs = set(include_subs.loc[include_subs.comments_rank <= 25000]['subreddit'])
+
+# remove [deleted] and AutoModerator (TODO remove other bots)
+df = df.filter(df.author != '[deleted]')
+df = df.filter(df.author != 'AutoModerator')
+
+df = build_weekly_tfidf_dataset(df, include_subs, 'author')
+
+df.write.parquet('/gscratch/comdata/output/reddit_similarity/tfidf_weekly/comment_authors.parquet', mode='overwrite', compression='snappy')
+
+spark.stop()