X-Git-Url: https://code.communitydata.science/cdsc_reddit.git/blobdiff_plain/aa84a7df032dcb20bb284892f12cdac4853f31aa..HEAD:/submissions_2_parquet_part2.py diff --git a/submissions_2_parquet_part2.py b/submissions_2_parquet_part2.py deleted file mode 100644 index b88764b..0000000 --- a/submissions_2_parquet_part2.py +++ /dev/null @@ -1,44 +0,0 @@ -#!/usr/bin/env python3 - -# spark script to make sorted, and partitioned parquet files - -import pyspark -from pyspark.sql import functions as f -from pyspark.sql import SparkSession -import os - -spark = SparkSession.builder.getOrCreate() - -sc = spark.sparkContext - -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) -sqlContext = pyspark.SQLContext(sc) - -df = spark.read.parquet("/gscratch/comdata/output/reddit_submissions_by_subreddit.parquet") - -df = df.withColumn("subreddit_2", f.lower(f.col('subreddit'))) -df = df.drop('subreddit') -df = df.withColumnRenamed('subreddit_2','subreddit') -df = df.withColumnRenamed("created_utc","CreatedAt") -df = df.withColumn("Month",f.month(f.col("CreatedAt"))) -df = df.withColumn("Year",f.year(f.col("CreatedAt"))) -df = df.withColumn("Day",f.dayofmonth(f.col("CreatedAt"))) -df = df.withColumn("subreddit_hash",f.sha2(f.col("subreddit"), 256)[0:3]) - -# next we gotta resort it all. -df = df.repartition("subreddit") -df2 = df.sort(["subreddit","CreatedAt","id"],ascending=True) -df2 = df.sortWithinPartitions(["subreddit","CreatedAt","id"],ascending=True) -df2.write.parquet("/gscratch/comdata/output/reddit_submissions_by_subreddit.parquet2", mode='overwrite',compression='snappy') - - -# # we also want to have parquet files sorted by author then reddit. -df = df.repartition("author") -df3 = df.sort(["author","CreatedAt","id"],ascending=True) -df3 = df.sortWithinPartitions(["author","CreatedAt","id"],ascending=True) -df3.write.parquet("/gscratch/comdata/output/reddit_submissions_by_author.parquet2", mode='overwrite',compression='snappy') - -os.remove("/gscratch/comdata/output/reddit_submissions.parquet_temp")