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Parallel

#Tutorials https://www.programcreek.com/python/example/98233/pyspark.sql.functions.col

https://spark.apache.org/docs/2.2.0/rdd-programming-guide.html

https://machinelearningnepal.com/2018/01/22/apache-spark-implementation-of-som-batch-algorithm/

https://stackoverflow.com/questions/3402168/permanently-add-a-directory-to-pythonpath

https://jupyter.readthedocs.io/en/latest/running.html useful link

-excel https://www.extendoffice.com/documents/excel/642-excel-generate-random-string.html

sc.parallelize(random_list_of_lists, 10).flatMap(lambda x: x).glom() .mapPartitions(execute_merge_sort_rdd).reduce(merge)

import findspark findspark.init() from time import time from pyspark import SparkContext, SparkConf from pyspark.sql import Row from pyspark.sql import SparkSession import collections from pyspark.sql.functions import * from pyspark.ml.linalg import DenseVector from pyspark.ml.feature import StandardScaler from pyspark.ml import Pipeline from pyspark.sql import SparkSession import time

sc = SparkContext(master='local[4]') from pyspark.sql import SQLContext sqlContext = SQLContext(sc) line = sc.textFile('C:/Users/Inholland/Desktop/assignment2_parallel/student_Subject_grade.csv') type(line)

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