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README.html
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<!DOCTYPE html>
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<head>
<meta http-equiv="Content-Type" content="text/html; charset=utf-8"/>
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<title>UECM3763 Computational Finance (Assignment #1)</title>
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<h1>UECM3763 Computational Finance (Assignment #1)</h1>
<hr/>
<p>DEADLINES: </p>
<ul>
<li>This assignment will contribute to 5 marks of the coursework.</li>
<li>Assignment submission: 29/6/2015 (Monday) by 12:00 noon.</li>
<li>Peer Reviews: 6/7/2015 (Monday) by 12:00 noon.</li>
</ul>
<p><strong>All deadlines are final and no extensions are allowed.</strong> Delay in submission of the assigments will delays the peer review process. Thus a penalty of 1 mark per day will be imposed for one day late in submission of assignment. Each student will need to review two peers. No mark will be awarded if a student failed to review the two peers.</p>
<hr/>
<p>There are a total of 3 tasks for this assignments:</p>
<ul>
<li>setup a github repository</li>
<li>setup Python</li>
<li>modify and run a given Python script.</li>
</ul>
<h2>Task 1 – setup a github repository</h2>
<p>Version control is a system that tracks changes of files and source codes so that you could recover or recall a specific version in the future. It is especially important if sharing and editing files across a team.</p>
<p>Git is a popular opensource version control system that is widely used by developers. Many of opensource software is managed by git version control. <a href="https://en.wikipedia.org/?title=Git_(software">Git at Wikipedia.</a>)</p>
<p>One of the useful features of git is that all files could be stored in the local repositories in your computer. Git is a command line based software, and thus there will be a bit of learning curve to overcome. On the other hand the installation of git is straight forward. Just point your browser to <a href="http://git-scm.com/download/">http://git-scm.com/download/</a> and download Git Bash for your operating system. Depending on your operating system, the procedure to install git will be a bit different, please consult the documentation. (If you are using Linux, usually git is already installed.)</p>
<p>The following is a screen shot of Git Bash session. Several basic folder navigation commands are as below: </p>
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" alt="fig/gitbash.png"/></p>
<ul>
<li><em>pwd</em> - print current working directory.</li>
<li><em>mkdir</em> - make directory</li>
<li><em>cd</em> - change directory</li>
<li><em>ls</em> - list the content of current directory</li>
<li><em>exit</em> - exit Git Bash</li>
</ul>
<p>To begin using git we navigate into the folder we would like to use as local repository, say <em>assign1</em>. Then, we can initialize the repository by</p>
<pre><code>$ git init
</code></pre>
<p>Once the repository is created, user could create or modify files in the repository. When a certain milestone is reach and the user decide all the changes made should be updated in the repository, then the user should <em>commit</em> the changes in the repository. Each commit to git repository will be tagged with the username of the person who made the commit and a commit message that give an indication of what were changed. Hence, we will need to configure git first before we can make any commit.</p>
<pre><code>$ git config --global user.name "Your Name Here"
$ git config --global user.email "[email protected]"
</code></pre>
<p>You will only need to do this once in your computer. Of course you could reconfigure git again when you wish to change your details. You can also check the configuration for git by the following command:</p>
<pre><code>$ git config --list
</code></pre>
<p>It won't be too useful If git is only to store files locally. Usually we would like sync the local repositories with the cloud based git server for backup or sharing purposes. GitHub is a web-based hosting service that provide git version control. User is allowed to “<em>push</em>” or “<em>pull</em>” their local repositories to and from remote repositories.</p>
<p>First thing first, let sign up a GitHub account. </p>
<ul>
<li>Go to GitHub homepage <a href="https://github.com/join">https://github.com/join</a>. </li>
<li>Enter a username, email and password and click “Sign up for GitHub”.</li>
<li>On the next screen, select the free plan and click “Finish Sign Up”.</li>
</ul>
<p>To complete <strong>Task 1</strong>:</p>
<ul>
<li>Login to your GitHub.</li>
<li>While still stay logged in GitHub, go to <a href="https://github.com/yongkheng/UECM3763_assign1">https://github.com/yongkheng/UECM3763_assign1</a></li>
<li>Click “fork” button at the top right hand corner. Now your GitHub will have a copy of the UECM3763_assign1 repository. Copy the URL.</li>
<li>Go to the google form <a href="http://goo.gl/forms/AqRxStO81O">http://goo.gl/forms/AqRxStO81O</a>.</li>
<li>Fill in your name, ID and the URL to your newly forked repository.</li>
<li>Answer the question in the google form and submit.</li>
</ul>
<hr/>
<h2>Task 2 – setup python</h2>
<p>This part of the assignment consists of two parts:</p>
<ol>
<li>Install and take a screen capture of your Python.</li>
<li>Save your screen shot onto GitHub repository.</li>
</ol>
<p>For the installation of Python, you are encouraged to download and install Anaconda, a completely free Python distribution from Continuum Analytic. </p>
<ol>
<li>Go to <a href="http://continuum.io/downloads">http://continuum.io/downloads</a></li>
<li>Choose “I want Python 3.4”.</li>
<li>Choose the right OS platform and install.</li>
<li>Start Spyder, the IDE (Integrated Development Environment) of Anaconda distribution of Python.</li>
<li>At the Python shell, type the following command and take a screen capture of the entire Spyder IDE, and call it “python.png”</li>
</ol>
<pre><code>import sys
sys.version
import this
</code></pre>
<p>If you prefer other distribution of Python other than Anacoda, you could also take a screen capture of the Python of your choice with the 3 lines of code above. However, the version of the Python used, must be 3.1 and above.</p>
<p>Next is to merge your file “python.png” with your GitHub repository.</p>
<h4>1. Clone the repository</h4>
<pre><code>$ git clone https://github.com/your_github_id/UECM3763_assign1
</code></pre>
<p>This will create a <em>UECM3763_assign1</em> folder. (Remember you can check your current directory with <em>pwd</em> and <em>ls</em>.) Change into the <em>UECM3763_assign1</em> folder.</p>
<h4>2. Copy “python.png” into <em>UECM3763_assign1</em> folder.</h4>
<h4>3. Commit changes and push to GitHub.</h4>
<pre><code>$ git add -A
$ git commit -m "Added python.png"
$ git push
</code></pre>
<h4>4. Verify at GitHub website that “python.png” is added into the repo.</h4>
<hr/>
<h2>Task 3 – modify and run a given Python script</h2>
<p>In the repository that you just cloned, there is a “plot_rnd.py” file. Open the file, edit the following two lines by keyin your student id as the seed of the random number generator. </p>
<pre><code>np.random.seed(1234)
...
plt.savefig('foo.png')
</code></pre>
<ol>
<li>Run the python script.</li>
<li>Save the resulting picture as “plot_rnd.png”.</li>
<li>Upload into GitHub together with your modified python script</li>
</ol>
<p>Thee resulting figure is something similar to the following:</p>
<p><img src="data:image/png;base64,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" alt="fig/plot_rnd.png"/></p>
<hr/>
<h2>Summary:</h2>
<h3>Task 1:</h3>
<ul>
<li>install Git Bash</li>
<li>create GitHub account</li>
<li>fork UECM3763_assign1 repository</li>
<li>submit URL of forked repository</li>
</ul>
<h3>Task 2:</h3>
<ul>
<li>install Python, capture screen shot</li>
<li>clone UECM3763_assign1 repository</li>
<li>pull repository</li>
<li>submit screen shot “python.png” to GitHub</li>
</ul>
<h3>Task 3:</h3>
<ul>
<li>Edit and run “plot_rnd.py”</li>
<li>Submit “plot_rnd.py” and “plot_rnd.png” to GitHub.</li>
</ul>
<p>One you have submitted your assignment, you may go to <a href="http://goo.gl/forms/of9f5ZzarA">http://goo.gl/forms/of9f5ZzarA</a> to do your peer review starting 29/6/2015 (Monday) after 12:00 noon.</p>
</body>
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