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<!doctype html>
<html class="no-js" lang="en">
<head>
<link rel="shortcut icon" href="./images/flavicon.png" />
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<meta name="author" content="Jacob Sørensen" />
<title>Jacob's Data Science Portfolio</title>
<meta name="description" content="Sharing My Passion" />
<meta name="keywords" content="Blog "/>
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<li class="name"><!-- Leave this empty --></li>
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<ul class="left">
<li><a href="./pages/welcome.html">Welcome to My Site!</a></li>
<li><a href="./pages/education.html">Analytics Education</a></li>
</ul>
<ul class="right">
<li><a href="./category/data-exploration.html">Data Exploration</a></li>
<li><a href="./category/data-preparation.html">Data Preparation</a></li>
<li><a href="./category/data-retrieval-and-storing.html">Data Retrieval and Storing</a></li>
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<div class="small-12 columns">
<h1><a href=".">Jacob's Data Science Portfolio</a></h1><h2> <small>Sharing My Passion</small></h2>
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</div>
</div>
<div id="contents">
<div class="row">
<div class="small-12 medium-12 columns">
<section class="summary">
<h3><a href="./Star_Wars.html" rel="bookmark" title="Permalink to Cleaning the Star Wars Data">Cleaning the Star Wars Data</a></h3>
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<li><span><i class="fa fa-calendar"></i> Wed 22 August 2018</span></li>
<li><span><i class="fa fa-folder-open"></i> <a href="./category/data-preparation.html">Data Preparation</a></span></li>
<li>
<span>
<i class="fa fa-tags"></i>
<a href="./tag/python.html"><span class="label">python</span></a>
<a href="./tag/wrangling.html"><span class="label">wrangling</span></a>
<a href="./tag/munging.html"><span class="label">munging</span></a>
<a href="./tag/combining-data.html"><span class="label">combining data</span></a>
<a href="./tag/convert-data-type.html"><span class="label">convert data type</span></a>
<a href="./tag/matplotlib.html"><span class="label">matplotlib</span></a>
<a href="./tag/pandas.html"><span class="label">pandas</span></a>
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<div class="row summary">
<div class="small-12 medium-7 columns">
<p>While waiting for Star Wars: The Force Awakens to come out, the team at FiveThirtyEight became interested in answering some questions about Star Wars fans. In particular, they wondered: does the rest of America realize that "The Empire Strikes Back" is clearly the best of the bunch? The team needed to collect data addressing this question. To do this, they surveyed Star Wars fans using the online tool SurveyMonkey. They received 835 total responses, which you can explore for yourself from their GitHub repository. In this project, I will provide an example of cleaning and slightly analyzing the data on the Star Wars movies.</p>
<p class='text-right'><a href="./Star_Wars.html">Continue reading…</a></p>
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<a class="th" href="./Star_Wars.html">
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">
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<h3><a href="./fandango.html" rel="bookmark" title="Permalink to Investigating the Differences in Movie Ratings from Fandango">Investigating the Differences in Movie Ratings from Fandango</a></h3>
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<li><span><i class="fa fa-calendar"></i> Fri 28 September 2018</span></li>
<li><span><i class="fa fa-folder-open"></i> <a href="./category/data-exploration.html">Data Exploration</a></span></li>
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<a href="./tag/python.html"><span class="label">python</span></a>
<a href="./tag/descriptive-statistics.html"><span class="label">descriptive statistics</span></a>
<a href="./tag/exploration.html"><span class="label">exploration</span></a>
<a href="./tag/population-evaluation.html"><span class="label">population evaluation</span></a>
<a href="./tag/slicing-data.html"><span class="label">slicing data</span></a>
<a href="./tag/frequency-distribution-table.html"><span class="label">frequency distribution table</span></a>
<a href="./tag/kernel-density-plot.html"><span class="label">kernel density plot</span></a>
<a href="./tag/grouped-bar-plot.html"><span class="label">grouped bar plot</span></a>
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<p>In October 2015, a data journalist named Walt Hickey analyzed movie ratings data and found strong evidence to suggest that Fandango's rating system was biased and dishonest (Fandango is an online movie ratings aggregator). He published his analysis in this article - a great piece of data journalism. In this project, we'll analyze more recent movie ratings data to determine whether there has been any change in Fandango's rating system after Hickey's analysis.</p>
<p class='text-right'><a href="./fandango.html">Continue reading…</a></p>
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<h3><a href="./High_School_Data.html" rel="bookmark" title="Permalink to Analyzing High School Test Score Data">Analyzing High School Test Score Data</a></h3>
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<li><span><i class="fa fa-calendar"></i> Thu 25 October 2018</span></li>
<li><span><i class="fa fa-folder-open"></i> <a href="./category/data-preparation.html">Data Preparation</a></span></li>
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<a href="./tag/python.html"><span class="label">python</span></a>
<a href="./tag/data-cleaning.html"><span class="label">data cleaning</span></a>
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<a href="./tag/data-munging.html"><span class="label">data munging</span></a>
<a href="./tag/value-type-conversion.html"><span class="label">value type conversion</span></a>
<a href="./tag/joining-data.html"><span class="label">joining data</span></a>
<a href="./tag/missing-values.html"><span class="label">missing values</span></a>
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<p>Around the world, it is common for a country to have a nation-wide standardized test for yearly evaluating the students in all High Schools. This is no different, if we take a look at the U.S. where the Scholastic Aptitude Test (SAT) is performed. For a brief bit of background, the SAT is a test that high school seniors in the U.S. take every year. The SAT has three sections, each of which is worth a maximum of 800 points. Colleges use the SAT to determine which students to admit. High average SAT scores are usually indicative of a good school. New York City has published data on student SAT scores by high school, along with additional demographic data sets. This makes an interesting project in data preparation.</p>
<p class='text-right'><a href="./High_School_Data.html">Continue reading…</a></p>
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