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 <span class="text">Coverage for </span><b>tinytroupe&#8201;/&#8201;utils&#8201;/&#8201;behavior.py</b>:
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 <p class="pln"><span class="n"><a id="t1" href="#t1">1</a></span><span class="t"><span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t2" href="#t2">2</a></span><span class="t"><span class="str">Various utility functions for behavior analysis and action similarity computation.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t3" href="#t3">3</a></span><span class="t"><span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t4" href="#t4">4</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="run"><span class="n"><a id="t5" href="#t5">5</a></span><span class="t"><span class="key">import</span> <span class="nam">textdistance</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t6" href="#t6">6</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t7" href="#t7">7</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t8" href="#t8">8</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="run"><span class="n"><a id="t9" href="#t9">9</a></span><span class="t"><span class="key">def</span> <span class="nam">next_action_jaccard_similarity</span><span class="op">(</span><span class="nam">agent</span><span class="op">,</span> <span class="nam">proposed_next_action</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t10" href="#t10">10</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t11" href="#t11">11</a></span><span class="t"><span class="str"> Computes the Jaccard similarity between the agent's current action and a proposed next action,</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t12" href="#t12">12</a></span><span class="t"><span class="str"> modulo target and type (i.e., similarity will be computed using only the content, provided that the action </span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t13" href="#t13">13</a></span><span class="t"><span class="str"> type and target are the same). If the action type or target is different, the similarity will be 0.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t14" href="#t14">14</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t15" href="#t15">15</a></span><span class="t"><span class="str"> Jaccard similarity is a measure of similarity between two sets, defined as the size of the intersection </span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t16" href="#t16">16</a></span><span class="t"><span class="str"> divided by the size of the union of the sets.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t17" href="#t17">17</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t18" href="#t18">18</a></span><span class="t"><span class="str"> Args:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t19" href="#t19">19</a></span><span class="t"><span class="str"> agent (TinyPerson): The agent whose current action is to be compared.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t20" href="#t20">20</a></span><span class="t"><span class="str"> proposed_next_action (dict): The proposed next action to be compared against the agent's current action.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t21" href="#t21">21</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t22" href="#t22">22</a></span><span class="t"><span class="str"> Returns:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t23" href="#t23">23</a></span><span class="t"><span class="str"> float: The Jaccard similarity score between the agent's current action and the proposed next action.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t24" href="#t24">24</a></span><span class="t"><span class="str"> """</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t"> <span class="com"># Get the agent's current action</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t"> <span class="nam">current_action</span> <span class="op">=</span> <span class="nam">agent</span><span class="op">.</span><span class="nam">last_remembered_action</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t"> <span class="key">if</span> <span class="nam">current_action</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t"> <span class="key">return</span> <span class="num">0.0</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t"> <span class="com"># Check if the action type and target are the same</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t32" href="#t32">32</a></span><span class="t"> <span class="key">if</span> <span class="op">(</span><span class="str">"type"</span> <span class="key">in</span> <span class="nam">current_action</span><span class="op">)</span> <span class="key">and</span> <span class="op">(</span><span class="str">"type"</span> <span class="key">in</span> <span class="nam">proposed_next_action</span><span class="op">)</span> <span class="key">and</span> <span class="op">(</span><span class="str">"target"</span> <span class="key">in</span> <span class="nam">current_action</span><span class="op">)</span> <span class="key">and</span> <span class="op">(</span><span class="str">"target"</span> <span class="key">in</span> <span class="nam">proposed_next_action</span><span class="op">)</span> <span class="key">and</span> <span class="xx">\</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t"> <span class="op">(</span><span class="nam">current_action</span><span class="op">[</span><span class="str">"type"</span><span class="op">]</span> <span class="op">!=</span> <span class="nam">proposed_next_action</span><span class="op">[</span><span class="str">"type"</span><span class="op">]</span> <span class="key">or</span> <span class="nam">current_action</span><span class="op">[</span><span class="str">"target"</span><span class="op">]</span> <span class="op">!=</span> <span class="nam">proposed_next_action</span><span class="op">[</span><span class="str">"target"</span><span class="op">]</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t"> <span class="key">return</span> <span class="num">0.0</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t"> <span class="com"># Compute the Jaccard similarity between the content of the two actions</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t"> <span class="nam">current_action_content</span> <span class="op">=</span> <span class="nam">current_action</span><span class="op">[</span><span class="str">"content"</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t"> <span class="nam">proposed_next_action_content</span> <span class="op">=</span> <span class="nam">proposed_next_action</span><span class="op">[</span><span class="str">"content"</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t"> <span class="com"># using textdistance to compute the Jaccard similarity</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t"> <span class="nam">jaccard_similarity</span> <span class="op">=</span> <span class="nam">textdistance</span><span class="op">.</span><span class="nam">jaccard</span><span class="op">(</span><span class="nam">current_action_content</span><span class="op">,</span> <span class="nam">proposed_next_action_content</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t"> <span class="key">return</span> <span class="nam">jaccard_similarity</span>&nbsp;</span><span class="r"></span></p>
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