User Account

All Pages

COSC 2670 Practical Data Science with Python Assignment

Assignment Help Python Programming
Reference no: EM132478039 , Length: 6 pages

COSC 2670 - Practical Data Science with Python - RMIT University

Introduction

In this assignment, you will examine a data file and carry out the first steps of the data science process, including the cleaning and exploring of data.

You will need to develop and implement appropriate steps, in IPython, to load a data file into memory, clean, process, and analyse it.
This assignment is intended to give you practical experience with the typical first steps of the data science process.

The "Practical Data Science" Canvas contains further announcements and a discus- sion board for this assignment. Please be sure to check these on a regular basis - it is your responsibility to stay informed with regards to any announcements or changes.

Part 1: Data Preparation
Have a look at the file StarWars.csv, which is available in Canvas under the Assignments
-> Assignment 1 section of the course Canvas.
This file contains data behind the story America's Favorite ‘Star Wars' Movies (And Least Favorite Characters)1. The author collected the data by running a poll through SurveyMonkey Audience, surveying 1,186 respondents. The description of the questions asked in the survey is given below.

• Have you seen any of the 6 films in the Star Wars franchise?
• Do you consider yourself to be a fan of the Star Wars film franchise?
Which of the following Star Wars films have you seen? Please select all that apply. (Star Wars: Episode I The Phantom Menace; Star Wars: Episode II Attack of the Clones; Star Wars: Episode III Revenge of the Sith; Star Wars: Episode IV A New Hope; Star Wars: Episode V The Empire Strikes Back; Star Wars: Episode VI Return of the Jedi)

Please rank the Star Wars films in order of preference with 1 being your favorite film in the franchise and 6 being your least favorite film. (Star Wars: Episode I The Phantom Menace; Star Wars: Episode II Attack of the Clones; Star Wars: Episode III Revenge of the Sith; Star Wars: Episode IV A New Hope; Star Wars: Episode V The Empire Strikes Back; Star Wars: Episode VI Return of the Jedi)

Please state whether you view the following characters favorably, unfavorably, or are unfamiliar with him/her. (Han Solo, Luke Skywalker, Princess Leia Organa, Anakin Skywalker, Obi Wan Kenobi, Emperor Palpatine, Darth Vader, Lando Calrissian, Boba Fett, C-3P0, R2-D2, Jar Jar Binks, Padme Amidala, Yoda)
• Which character shot first?
• Are you familiar with the Expanded Universe?
• Do you consider yourself to be a fan of the Expanded Universe?
• Do you consider yourself to be a fan of the Star Trek franchise?
• Gender
• Age

• Household Income
• Education
• Location (Census Region)
Being a careful data scientist, you know that it is vital to carefully check any available data before starting to analyse it. Your Part is to prepare the provided data for analysis. You will start by loading the CSV data from the file (using appropriate pandas functions) and checking whether the loaded data is equivalent to the data in the source CSV file. Then, you need to clean the data by using the knowledge we taught in the lectures. You need to deal with all the potential issues/errors in the data appropriately.

Part 2: Data Exploration

Explore the provided data based on the following steps:

1. Explore the survey question: Please rank the Star Wars films in order of preference with 1 being your favorite film in the franchise and 6 being your least favorite film. (Star Wars: Episode I The Phantom Menace; Star Wars: Episode II Attack of the Clones; Star Wars: Episode III Revenge of the Sith; Star Wars: Episode IV A New Hope; Star Wars: Episode V The Empire Strikes Back; Star Wars: Episode VI Return of the Jedi), then analysis how people rate Star Wars Movies.
2. Explore the relationships between columns. You need to choose 3 pairs of columns to focus on, and you need to generate 1 visualisation for each pair. Each pair of columns that you choose should address a plausible hypothesis for the data concerned.
3. Explore whether there are relationship between people's demographics (Gender, Age, Household Income, Education, Location) and their attitude to Start War characters.

Note, each visualization (graph) shoul be complete and informative in itself, and should be clear for readers to read and obtain information.

Part 3: Report
Write your report and save it in a file called report.pdf, and it must be in PDF format, and must be at most 6 (in single column format) pages (including figures and references) with a font size between 10 and 12 points. Penalties will apply if the report does not satisfy the requirement. Moreover, the quality of the report will be considered, e.g. clarity, grammar mistakes, the flow of the presentation.
Remember to clearly cite any sources (including books, research papers, course notes, etc.) that you referred to while designing aspects of your programs.
• Create a heading called "Data Preparation" in your report.
- Provide a brief explanation of how you addressed the Part. For the steps of dealing with the potential issues/errors, please create a sub-section for each type of errors you dealt with (e.g. typos, extra whitespaces, sanity checks for impossible values, and missing values etc), and also explain and justify how you dealt with each kind of errors.

• Create a heading called "Data Exploration" in your report.
- For each numbered step in Part 2 above, create a sub-section with correspond- ing numbering.

Attachment:- Practical Data Science with Python.rar

Reference no: EM132478039

Questions Cloud

What method of amortization is generally used : Over what period of time should the cost of various types of intangible assets be amortized by regular charges against revenue
Examine the launch of coke life from an ethical perspective : Assuming you were the CEO of the Coke-Cola Company (TCCC) in 2013, formulate the justification for the decision to launch Coca-Cola Life
Discusion on diabetes in african american population : Outline a proposal for health education that can be used in a family-centered health promotion to address the issue for the target population.
What is the book-tax difference : Red issued $20,000 non-qualified stock options valued at $40,000. What is the 20x2 book-tax difference associated with the stock options
COSC 2670 Practical Data Science with Python Assignment : COSC 2670 Practical Data Science with Python Assignment help and solution RMIT University - assessment writing service - examine a data file and carry out
How does one become a member of the board : Describe the geographic distribution, academic credentials, practice positions, and licensure status of members of the board for your specific region/area.
Analyze data sources and uses in the local : Analyze data sources and uses in the local, national, and global marketplaces. Assess challenges for domestic company marketing globally.
Prepare lafs master budgets in excel : Determine a credit recommendation for Kent Bank, to lend or not. Justify your credit decision. prepare LAF's master budgets in Excel
Explain why people demand health : In your own words use utility analysis to explain why people demand health. How does the Law of Diminishing Marginal Utility fit into the analysis?

Reviews

Write a Review

Python Programming Questions & Answers

  Write a python program to implement the diff command

Without using the system() function to call any bash commands, write a python program that will implement a simple version of the diff command.

  Write a program for checking a circle

Write a program for checking a circle program must either print "is a circle: YES" or "is a circle: NO", appropriately.

  Prepare a python program

Prepare a Python program which evaluates how many stuck numbers there are in a range of integers. The range will be input as two command-line arguments.

  Python atm program to enter account number

Write a simple Python ATM program. Ask user to enter their account number, and print their initail balance. (Just make one up). Ask them if they wish to make deposit or withdrawal.

  Python function to calculate two roots

Write a Python function main() to calculate two roots. You must input a,b and c from keyboard, and then print two roots. Suppose the discriminant D= b2-4ac is positive.

  Design program that asks user to enter amount in python

IN Python Design a program that asks the user to enter the amount that he or she has budget in a month. A loop should then prompt the user to enter his or her expenses for the month.

  Write python program which imports three dictionaries

Write a Python program called hours.py which imports three dictionaries, and uses the data in them to calculate how many hours each person has spent in the lab.

  Write python program to create factors of numbers

Write down a python program which takes two numbers and creates the factors of both numbers and displays the greatest common factor.

  Email spam filter

Analyze the emails and predict whether the mail is a spam or not a spam - Create a training file and copy the text of several mails and spams in to it And create a test set identical to the training set but with different examples.

  Improve the readability and structural design of the code

Improve the readability and structural design of the code by improving the function names, variables, and loops, as well as whitespace. Move functions close to related functions or blocks of code related to your organised code.

  Create a simple and responsive gui

Please use primarily PHP or Python to solve the exercise and create a simple and responsive GUI, using HTML, CSS and JavaScript.Do not use a database.

  The program is to print the time

The program is to print the time in seconds that the iterative version takes, the time in seconds that the recursive version takes, and the difference between the times.

Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

Submit Assignment

Academics

Major Subjects

Majors

Get In Touch

whatsapp: +91-977-207-8620

Phone: +91-977-207-8620

Email: [email protected]

TERMS & POLICIES

HELP & SUPPORT

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd