AC103 Introduction To Business And Finance Premier League Dataset

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AC103 Introduction To Business And Finance

Question

Section One

Note: Parts 2 and 3 of the assignment both use the English Premier League dataset that can be accessed on.This dataset contains information about each Premier League match for the ten seasons.Data is available in cvs and json format and is given, for each season,in the form of a table, where each row corresponds to one game and columns correspond to various stats about the game. There are many columns, but the ones we will be mostly interested in are Home Team,Away Team,Fthg, Ftag (full time goals of the away team), HF (home team fouls),AF(away team fouls).

1.Scala Programming.Given an input file,the problem is to count the number of occurrences of each character in it. So,for example,if the file consists of only one line.This is one line of a file.The order in which elements are outputted is not important.Write a concurrent version of the function using Akka actors.To do this,first read in the whole file into some data structure,then create a number of agents and feed different parts of this data structure to them and then finally merge the results produced by different agents.

2.Spark Programming (40%). Download the data for the last 5 seasons of the English Premier League dataset and write an Apache Spark application that will read in these files and calculate the total number of goals scored by each team during those five seasons.

3.Tableau

a.The top 5 teams in terms of the home goals scored

b.5 teams that conceded the least goals when playing at home

c.Which referee has given,on average,the least fouls in the games they refereed

Submission

Submit the appropriate files for the first two parts.For the Tableau part,submit screenshots of the visualisation that led you to the results or describe in your report how you obtained the results.Also submit a short report where you will briefly describe your implementation of the first two parts in terms of the functions/methods used in it and how they work.Together with the screenshots or description of solution of the third part.

Additional marks will be awarded for

a Well documented code,where inputs,outputs and inner working are clearly described for the main function as well as any auxiliary function used.Note that refers to the comments inside the code itself and not the accompanying document.

b Clear and concise accompanying document,showing clear understanding of how the implemented functions works and motivating any design decisions for the code.

c A particularly elegant solution,in terms of simplicity and ease of understanding.

d Fast,scalable solution of the problem.Scalability means that,for large inputs,the more resources we use,the faster program execution is.

AC103 Introduction To Business And Finance

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