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<h1 id="data-exploration-report">Data Exploration Report<a class="headerlink" href="#data-exploration-report" title="Permanent link">&para;</a></h1>
<p>A brief exploration was done on the <strong>full</strong> dataset using the module <code>pandas-profiling</code>. The module uses <code>pandas</code> to load a dataset and automatically produce quantile/descriptive statistics, common values, extreme values, skew, kurtosis etc.</p>
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<h1 id="introduction">Introduction<a class="headerlink" href="#introduction" title="Permanent link">&para;</a></h1>
<p>This section will go through some discussion of the test including:</p>
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@@ -383,7 +517,7 @@
<div class="highlight"><pre><span></span><code>pip install poetry <div class="highlight"><pre><span></span><code>pip install poetry
</code></pre></div> </code></pre></div>
<p>From the root of the repo install the dependencies with:</p> <p>From the root of the repo install the dependencies with:</p>
<div class="highlight"><pre><span></span><code>poetry install --nodev <div class="highlight"><pre><span></span><code>poetry install --no-dev
</code></pre></div> </code></pre></div>
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@@ -436,7 +570,7 @@ optional arguments:
--output OUTPUT Full path to the output file without extension. --output OUTPUT Full path to the output file without extension.
</code></pre></div> </code></pre></div>
<p>The default value for input is <code>./data/input/pp-2020.csv</code> and the default value for output is <code>./data/output/pp-2020</code>.</p> <p>The default value for input is <code>./data/input/pp-2020.csv</code> and the default value for output is <code>./data/output/pp-2020</code>.</p>
<p>If passing in values for <code>input</code>/<code>output</code> these should be <strong>full</strong> paths to the files. The test will parse these inputs as a <code>str()</code> and pass this to <code>beam.io.ReadFromText()</code>.</p> <p>If passing in values for <code>input</code>/<code>output</code> these should be <strong>full</strong> paths to the files. The test will parse these inputs as a <code>str()</code> and pass this to <code class="highlight"><span class="n">beam</span><span class="o">.</span><span class="n">io</span><span class="o">.</span><span class="n">ReadFromText</span><span class="p">()</span></code>.</p>
<h2 id="run-the-pipeline">Run the pipeline<a class="headerlink" href="#run-the-pipeline" title="Permanent link">&para;</a></h2> <h2 id="run-the-pipeline">Run the pipeline<a class="headerlink" href="#run-the-pipeline" title="Permanent link">&para;</a></h2>
<p>To run the pipeline and complete the task run:</p> <p>To run the pipeline and complete the task run:</p>
<div class="highlight"><pre><span></span><code>analyse-properties --runner DirectRunner <div class="highlight"><pre><span></span><code>analyse-properties --runner DirectRunner
@@ -476,6 +610,21 @@ optional arguments:
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<div class="md-tabs__inner md-grid">
<ul class="md-tabs__list">
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<a href="index.html" class="md-tabs__link md-tabs__link--active">
Documentation
</a>
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<li class="md-tabs__item">
<a href="discussion/introduction.html" class="md-tabs__link">
Discussion
</a>
</li>
<li class="md-tabs__item">
<a href="pandas-profiling/report.html" class="md-tabs__link">
Data Exploration Report
</a>
</li>
</ul>
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</nav>
<main class="md-main" data-md-component="main"> <main class="md-main" data-md-component="main">
<div class="md-main__inner md-grid"> <div class="md-main__inner md-grid">
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<nav class="md-nav md-nav--primary" aria-label="Navigation" data-md-level="0">
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<label class="md-nav__title" for="__drawer"> <label class="md-nav__title" for="__drawer">
<a href="." title="The Street Group Technical Test" class="md-nav__button md-logo" aria-label="The Street Group Technical Test" data-md-component="logo"> <a href="." title="The Street Group Technical Test" class="md-nav__button md-logo" aria-label="The Street Group Technical Test" data-md-component="logo">
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Discussion
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Introduction
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<a href="discussion/exploration.html" class="md-nav__link">
Data Exploration Report
</a>
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<a href="pandas-profiling/report.html" class="md-nav__link">
Data Exploration Report
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@@ -373,7 +507,7 @@
<h2 id="introduction">Introduction<a class="headerlink" href="#introduction" title="Permanent link">&para;</a></h2> <h2 id="introduction">Introduction<a class="headerlink" href="#introduction" title="Permanent link">&para;</a></h2>
<p>This documentation accompanies the technical test for the Street Group.</p> <p>This documentation accompanies the technical test for the Street Group.</p>
<p>The following pages will guide the user through installing the requirements, and running the task to complete the test. In addition, there is some discussion around the approach, and any improvements that could be made.</p> <p>The following pages will guide the user through installing the requirements, and running the task to complete the test. In addition, there is some discussion around the approach, and any improvements that could be made.</p>
<p>Navigate the pages in order by using the section links in the left menu, or by using bar at the bottom of the page. The table of contents in the right menu can be used to navigate sections on each page.</p> <p>Navigate sections using the tabs at the top of the page. Pages in this section can be viewed in order by using the section links in the left menu, or by using bar at the bottom of the page. The table of contents in the right menu can be used to navigate sections on each page.</p>
<div class="admonition note"> <div class="admonition note">
<p class="admonition-title">Note</p> <p class="admonition-title">Note</p>
<p>All paths in this documentation, e.g <code>./analyse_properties/data/output</code> refer to the location of the directory/file from the root of the repo.</p> <p>All paths in this documentation, e.g <code>./analyse_properties/data/output</code> refer to the location of the directory/file from the root of the repo.</p>
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