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<h1>Quick Start</h1>
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<h2> Contents </h2>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#describing-an-election">Describing an Election</a><ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#projects-and-instances">Projects and Instances</a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#ballots-and-profiles">Ballots and Profiles</a></li>
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<section id="quick-start">
<span id="quickstart"></span><h1>Quick Start<a class="headerlink" href="#quick-start" title="Link to this heading">#</a></h1>
<p>Now that you have installed pabutools (if not, see <a class="reference internal" href="installation.html#installation"><span class="std std-ref">Installation</span></a>), you can start
using the package!</p>
<p>On this page, we will guide you through a simple example.</p>
<section id="describing-an-election">
<h2>Describing an Election<a class="headerlink" href="#describing-an-election" title="Link to this heading">#</a></h2>
<p>Let’s begin by describing an election. We need to encode at least the projects, the budget
limit, and the ballots of the voters.</p>
<section id="projects-and-instances">
<h3>Projects and Instances<a class="headerlink" href="#projects-and-instances" title="Link to this heading">#</a></h3>
<p>The fundamental elements are the projects, i.e., the
entities that will be voted upon. We define them using the class
<a class="reference internal" href="reference/election/instance.html#pabutools.election.instance.Project" title="pabutools.election.instance.Project"><code class="xref py py-class docutils literal notranslate"><span class="pre">Project</span></code></a>.</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">pabutools.election</span> <span class="kn">import</span> <span class="n">Project</span>
<span class="n">p1</span> <span class="o">=</span> <span class="n">Project</span><span class="p">(</span><span class="s2">"p1"</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="c1"># The constructor takes the name and cost of the project</span>
<span class="n">p2</span> <span class="o">=</span> <span class="n">Project</span><span class="p">(</span><span class="s2">"p2"</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">p3</span> <span class="o">=</span> <span class="n">Project</span><span class="p">(</span><span class="s2">"p3"</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
</pre></div>
</div>
<p>Next, we define an instance, which is a collection of projects along with
additional information about the election. It stores all the information regarding
the election, except for what concerns the voters.</p>
<p>An instance is an instantiation of the <a class="reference internal" href="reference/election/instance.html#pabutools.election.instance.Instance" title="pabutools.election.instance.Instance"><code class="xref py py-class docutils literal notranslate"><span class="pre">Instance</span></code></a>
class. This class derives from the Python <cite>set</cite> class and can be used as one.</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">pabutools.election</span> <span class="kn">import</span> <span class="n">Instance</span>
<span class="n">instance</span> <span class="o">=</span> <span class="n">Instance</span><span class="p">()</span> <span class="c1"># There are many optional parameters</span>
<span class="n">instance</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">p1</span><span class="p">)</span> <span class="c1"># Use set methods to populate</span>
<span class="n">instance</span><span class="o">.</span><span class="n">update</span><span class="p">([</span><span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">])</span>
<span class="n">instance</span><span class="o">.</span><span class="n">budget_limit</span> <span class="o">=</span> <span class="mi">3</span> <span class="c1"># The instance stores the budget limit for the projects</span>
</pre></div>
</div>
<p>Importantly, any Python comparison between two projects (e.g., equality) is based on
the name of the projects. Since an instance is a set, adding a project
<cite>Project(“p”, 1)</cite> and another project <cite>Project(“p”, 3)</cite> will result in an
instance with a single project.</p>
</section>
<section id="ballots-and-profiles">
<h3>Ballots and Profiles<a class="headerlink" href="#ballots-and-profiles" title="Link to this heading">#</a></h3>
<p>The next essential components of a participatory budgeting election are the ballots. A ballot
stores all the information provided by a voter. All the ballots are gathered into a
profile.</p>
<p>For this example, we assume that voters submitted approval ballots. They are instantiated
using the class <a class="reference internal" href="reference/election/ballot.html#pabutools.election.ballot.approvalballot.ApprovalBallot" title="pabutools.election.ballot.approvalballot.ApprovalBallot"><code class="xref py py-class docutils literal notranslate"><span class="pre">ApprovalBallot</span></code></a>
as follows:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">pabutools.election</span> <span class="kn">import</span> <span class="n">ApprovalBallot</span>
<span class="n">b1</span> <span class="o">=</span> <span class="n">ApprovalBallot</span><span class="p">([</span><span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">])</span> <span class="c1"># Initialize an approval ballot with two projects</span>
<span class="n">b1</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">p2</span><span class="p">)</span> <span class="c1"># Add projects to the approval ballot using set methods</span>
<span class="n">b2</span> <span class="o">=</span> <span class="n">ApprovalBallot</span><span class="p">({</span><span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">})</span>
<span class="n">b3</span> <span class="o">=</span> <span class="n">ApprovalBallot</span><span class="p">({</span><span class="n">p3</span><span class="p">})</span>
</pre></div>
</div>
<p>The <a class="reference internal" href="reference/election/ballot.html#pabutools.election.ballot.approvalballot.ApprovalBallot" title="pabutools.election.ballot.approvalballot.ApprovalBallot"><code class="xref py py-class docutils literal notranslate"><span class="pre">ApprovalBallot</span></code></a> class inherits
from the Python <cite>set</cite> and can be used as one.</p>
<p>We can now define the approval profile:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">pabutools.election</span> <span class="kn">import</span> <span class="n">ApprovalProfile</span>
<span class="n">profile</span> <span class="o">=</span> <span class="n">ApprovalProfile</span><span class="p">([</span><span class="n">b1</span><span class="p">,</span> <span class="n">b2</span><span class="p">])</span> <span class="c1"># Initialize the profile with two ballots</span>
<span class="n">profile</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">b3</span><span class="p">)</span> <span class="c1"># Use list methods to handle the profile</span>
</pre></div>
</div>
<p>The approval profile is instantiated using the class
<a class="reference internal" href="reference/election/profile.html#pabutools.election.profile.approvalprofile.ApprovalProfile" title="pabutools.election.profile.approvalprofile.ApprovalProfile"><code class="xref py py-class docutils literal notranslate"><span class="pre">ApprovalProfile</span></code></a>, which inherits from
the Python class <cite>list</cite>.</p>
</section>
</section>
<section id="computing-the-outcome-of-an-election">
<h2>Computing the Outcome of an Election<a class="headerlink" href="#computing-the-outcome-of-an-election" title="Link to this heading">#</a></h2>
<p>The election is ready; now, let’s compute the winning projects. For this purpose, we will
use the module <a class="reference internal" href="reference/rules/index.html#module-pabutools.rules" title="pabutools.rules"><code class="xref py py-mod docutils literal notranslate"><span class="pre">rules</span></code></a>.</p>
<p>Assuming we want to use the standard greedy method, which is commonly used in many cities
around the world, we can compute the outcome of the election as follows:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">pabutools.election</span> <span class="kn">import</span> <span class="n">Cost_Sat</span>
<span class="kn">from</span> <span class="nn">pabutools.rules</span> <span class="kn">import</span> <span class="n">greedy_utilitarian_welfare</span>
<span class="n">outcome</span> <span class="o">=</span> <span class="n">greedy_utilitarian_welfare</span><span class="p">(</span><span class="n">instance</span><span class="p">,</span> <span class="n">profile</span><span class="p">,</span> <span class="n">sat_class</span><span class="o">=</span><span class="n">Cost_Sat</span><span class="p">)</span>
</pre></div>
</div>
<p>This computes the outcome of the greedy approximation of the utilitarian welfare using
the satisfaction measure
<a class="reference internal" href="reference/election/satisfaction.html#pabutools.election.satisfaction.additivesatisfaction.Cost_Sat" title="pabutools.election.satisfaction.additivesatisfaction.Cost_Sat"><code class="xref py py-class docutils literal notranslate"><span class="pre">Cost_Sat</span></code></a>.
Satisfaction measures have not been discussed yet. Keep in mind that they describe the way
voters are assumed to assess the quality of a set of projects. For instance,
<a class="reference internal" href="reference/election/satisfaction.html#pabutools.election.satisfaction.additivesatisfaction.Cost_Sat" title="pabutools.election.satisfaction.additivesatisfaction.Cost_Sat"><code class="xref py py-class docutils literal notranslate"><span class="pre">Cost_Sat</span></code></a> measures the
satisfaction of a voter as the total cost of the projects that have been selected and
that appear in the voter’s ballot. For more information, check out
<a class="reference internal" href="reference/election/satisfaction.html#module-pabutools.election.satisfaction" title="pabutools.election.satisfaction"><code class="xref py py-mod docutils literal notranslate"><span class="pre">satisfaction</span></code></a>.</p>
<p>Other methods can be used, such as Phragmén’s sequential rule or the method of equal shares.</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">pabutools.election</span> <span class="kn">import</span> <span class="n">Cost_Sat</span>
<span class="kn">from</span> <span class="nn">pabutools.rules</span> <span class="kn">import</span> <span class="n">sequential_phragmen</span><span class="p">,</span> <span class="n">method_of_equal_shares</span>
<span class="n">outcome1</span> <span class="o">=</span> <span class="n">sequential_phragmen</span><span class="p">(</span><span class="n">instance</span><span class="p">,</span> <span class="n">profile</span><span class="p">)</span>
<span class="n">outcome2</span> <span class="o">=</span> <span class="n">method_of_equal_shares</span><span class="p">(</span><span class="n">instance</span><span class="p">,</span> <span class="n">profile</span><span class="p">,</span> <span class="n">sat_class</span><span class="o">=</span><span class="n">Cost_Sat</span><span class="p">)</span>
</pre></div>
</div>
<p>All rules return a <a class="reference internal" href="reference/rules/index.html#pabutools.rules.budgetallocation.BudgetAllocation" title="pabutools.rules.budgetallocation.BudgetAllocation"><code class="xref py py-class docutils literal notranslate"><span class="pre">BudgetAllocation</span></code></a> object.
The <a class="reference internal" href="reference/rules/index.html#pabutools.rules.budgetallocation.BudgetAllocation" title="pabutools.rules.budgetallocation.BudgetAllocation"><code class="xref py py-class docutils literal notranslate"><span class="pre">BudgetAllocation</span></code></a> class inherits from
<code class="code docutils literal notranslate"><span class="pre">list</span></code> and behave similarly. It is used to store additional information about the
outcome (for visualisation/explanation purposes).</p>
</section>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#describing-an-election">Describing an Election</a><ul class="nav section-nav flex-column">
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