X-Git-Url: https://code.communitydata.science/cdsc_reddit.git/blobdiff_plain/e6294b5b90135a5163441c8dc62252dd6a188412..197518a222a321a8027c3dc5a4121350c47d0779:/datasets/comments_2_parquet_part2.py diff --git a/datasets/comments_2_parquet_part2.py b/datasets/comments_2_parquet_part2.py index 0d5cc9e..1031c68 100755 --- a/datasets/comments_2_parquet_part2.py +++ b/datasets/comments_2_parquet_part2.py @@ -2,12 +2,19 @@ # spark script to make sorted, and partitioned parquet files +import pyspark from pyspark.sql import functions as f from pyspark.sql import SparkSession spark = SparkSession.builder.getOrCreate() -df = spark.read.parquet("/gscratch/comdata/output/reddit_comments.parquet_temp2",compression='snappy') +conf = pyspark.SparkConf().setAppName("Reddit submissions to parquet") +conf = conf.set("spark.sql.shuffle.partitions",2000) +conf = conf.set('spark.sql.crossJoin.enabled',"true") +conf = conf.set('spark.debug.maxToStringFields',200) +sc = spark.sparkContext + +df = spark.read.parquet("/gscratch/comdata/output/temp/reddit_comments.parquet",compression='snappy') df = df.withColumn("subreddit_2", f.lower(f.col('subreddit'))) df = df.drop('subreddit') @@ -21,9 +28,9 @@ df = df.withColumn("Day",f.dayofmonth(f.col("CreatedAt"))) df = df.repartition('subreddit') df2 = df.sort(["subreddit","CreatedAt","link_id","parent_id","Year","Month","Day"],ascending=True) df2 = df2.sortWithinPartitions(["subreddit","CreatedAt","link_id","parent_id","Year","Month","Day"],ascending=True) -df2.write.parquet("/gscratch/comdata/users/nathante/reddit_comments_by_subreddit.parquet_new", mode='overwrite', compression='snappy') +df2.write.parquet("/gscratch/scrubbed/comdata/output/reddit_comments_by_subreddit.parquet", mode='overwrite', compression='snappy') df = df.repartition('author') df3 = df.sort(["author","CreatedAt","subreddit","link_id","parent_id","Year","Month","Day"],ascending=True) df3 = df3.sortWithinPartitions(["author","CreatedAt","subreddit","link_id","parent_id","Year","Month","Day"],ascending=True) -df3.write.parquet("/gscratch/comdata/users/nathante/reddit_comments_by_author.parquet_new", mode='overwrite',compression='snappy') +df3.write.parquet("/gscratch/scrubbed/comdata/output/reddit_comments_by_author.parquet", mode='overwrite',compression='snappy')