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A report in a word document and python script which should include comments to explain codes. Under files, the brief is attached.

Question

Find two or more publicly accessible datasets on the web which are to be used to answer a

research question you are interested in. You may need to go through the below tasks (a)-(d)

multiple times in order to arrive at a meaningful research question and findings.

(a) Identify two (2) or more datasets based on your interest. Refer to Appendix 2 for possible

sources of datasets but you are not limited to those sources listed. Analyse what are

present in the datasets, how the data is organized and what common features to merge

the datasets. Are there data quality issues in the dataset (missing data, etc.)? Do you

need to clean and/or transform the raw data for analysis?

(b) Form a research question interesting to you, after you have a good understanding of the

data. Refer to Appendix 1 for examples suitable for this assignment. Describe how you

will answer the stated research question. Clearly define the measures you are going to

calculate in order to answer your question. Refer to Example 3 in Appendix 1 as an

example.

(c) Apply summary statistics and graphical plots (or other visualizations) to address the

stated research question by explaining your findings and observations. High marks are

awarded for in-depth analyses with real-world considerations and practical

recommendations.

ANL251 Copyright © 2018 Singapore University of Social Sciences (SUSS) Page 4 of 7

ECA – July Semester 2018

(d) Identify possible limitations of your findings. For example, are they limited to a certain

city or country? Are you making assumptions about the data which may, or may not,

be valid?

Present your work for all the tasks (a)-(d) in your report using the provided template

(Appendix 3). Provide screenshots of the relevant Python code for each task and its output

where appropriate. Keep your report concise and coherent as a self-contained entity. The

evaluation criteria also include logical flow of your explanation, variety of the visualisation

employed appropriate summary statistic used, and novelty as well.

For a breakdown of the marks, please refer to Appendix 3.

(80 marks)

Write the code you used for implementing the tasks (a)-(d) in a .py file. Use functions where

appropriate to organize your code well. The program should have sufficient comments to

describe the corresponding steps and logics for the various tasks.

(20 marks)

Appendix 1 Proposing Research Questions

Example 1: What is the GDP of the U.S. for 2011?

Too Narrow. This is just asking for a fact or a single data point.

Example 2: What is the primary reason for global poverty?

Too Broad. What data will you use to answer this question? Would an answer be defendable

given the datasets?

Appendix 2 Sources to look for datasets

 Singapore’s Public Data, [login to view URL]

 Smart Nation Singapore, [login to view URL]

 the United Nations, [login to view URL]

 the World Bank, [login to view URL]

 the Global Open Data Index [login to view URL]

 US Government Data, [login to view URL]

 UK Government Data, [login to view URL]

 Canada's Open Data Exchange, [login to view URL]

Skills: Python, Software Architecture

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