Parking Violations - Spark Program to Compute - Engineering Assignment Help

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Assignment Task :

 OBJECTIVES: In this challenge, we would like to gather statistics on the number of parking violations (tickets) per street segment in NYC over the past 5 years. In particular, for each street segment in NYC, we would like to have the following:

1. The total number of parking violations for each year from 2015 to 2019.

2. The rate that the total number of violations change over the years using Ordinary Least Squares. 

 

You are asked to write a Spark program to compute the above metrics for all the street segments in NYC. 

 INPUT DATA: Parking Violations Issued – Fiscal Year 2015-2019 (around 10GB in total) Source: https://data.cityofnewyork.us/browse?q=%22Parking%20Violations%20Issued%22 Description:   Data sets contain parking violations issued during the respective fiscal year. More info (including data dictionary) can be found on one of the results listed in the above link. All 5-year data are available on HDFS, in their raw exported CSV format, under the following folder:

 

Please provide the following information when submitting your challenge: - One or more files including your application Python file and any dependencies that it may need. - The spark-submit command needed to run your code. - The total time your code took to produce the results (when you last ran it successfully). - A CSV collected from your output folder (using hadoop fs -getmerge …) for sanity check.

 

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