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DCNV/gdp_model.py

gdp_model.py 179KB
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  317.     <path d="M9.75 14a.75.75 0 0 1 .75.75v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 .75-.75Zm4.5 0a.75.75 0 0 1 .75.75v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 .75-.75Z"></path><path d="M12 2c2.214 0 4.248.657 5.747 1.756.136.099.268.204.397.312.584.235 1.077.546 1.474.952.85.869 1.132 2.037 1.132 3.368 0 .368-.014.733-.052 1.086l.633 1.478.043.022A4.75 4.75 0 0 1 24 15.222v1.028c0 .529-.309.987-.565 1.293-.28.336-.636.653-.966.918a13.84 13.84 0 0 1-1.299.911l-.024.015-.006.004-.039.025c-.223.135-.45.264-.68.386-.46.245-1.122.571-1.941.895C16.845 21.344 14.561 22 12 22c-2.561 0-4.845-.656-6.479-1.303a19.046 19.046 0 0 1-1.942-.894 14.081 14.081 0 0 1-.535-.3l-.144-.087-.04-.025-.006-.004-.024-.015a13.16 13.16 0 0 1-1.299-.911 6.913 6.913 0 0 1-.967-.918C.31 17.237 0 16.779 0 16.25v-1.028a4.75 4.75 0 0 1 2.626-4.248l.043-.022.633-1.478a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.498 1.132-3.368.397-.406.89-.717 1.474-.952.129-.108.261-.213.397-.312C7.752 2.657 9.786 2 12 2Zm-8 9.654v6.669a17.59 17.59 0 0 0 2.073.98C7.595 19.906 9.686 20.5 12 20.5c2.314 0 4.405-.594 5.927-1.197a17.59 17.59 0 0 0 2.073-.98v-6.669l-.038-.09c-.046.061-.095.12-.145.177-.793.9-2.057 1.259-3.782 1.259-1.59 0-2.738-.544-3.508-1.492a4.323 4.323 0 0 1-.355-.508h-.344a4.323 4.323 0 0 1-.355.508C10.704 12.456 9.555 13 7.965 13c-1.725 0-2.989-.359-3.782-1.259a3.026 3.026 0 0 1-.145-.177Zm6.309-1.092c.445-.547.708-1.334.851-2.301.057-.357.087-.718.09-1.079v-.031c-.001-.762-.166-1.26-.43-1.568l-.008-.01c-.341-.391-1.046-.689-2.533-.529-1.505.163-2.347.537-2.824 1.024-.462.473-.705 1.18-.705 2.32 0 .605.044 1.087.135 1.472.092.384.231.672.423.89.365.413 1.084.75 2.657.75.91 0 1.527-.223 1.964-.564.14-.11.268-.235.38-.374Zm2.504-2.497c.136 1.057.403 1.913.878 2.497.442.545 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.151.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.318-.862-2.824-1.025-1.487-.161-2.192.139-2.533.529-.268.308-.437.808-.438 1.578v.02c.002.299.023.598.063.894Z"></path>

  318. </svg>

  319.       <div>

  320.         <div class="color-fg-default h4">Copilot</div>

  321.         Write better code with AI

  322.       </div>

  323. 

  324.     

  325. </a></li>

  326. 

  327.                 <li>

  328.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center pb-lg-3" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Product&quot;,&quot;action&quot;:&quot;click to go to Code review&quot;,&quot;label&quot;:&quot;ref_cta:Code review;&quot;}" href="/features/code-review">

  329.       <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-code-review color-fg-subtle mr-3">

  330.     <path d="M10.3 6.74a.75.75 0 0 1-.04 1.06l-2.908 2.7 2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M1.5 4.25c0-.966.784-1.75 1.75-1.75h17.5c.966 0 1.75.784 1.75 1.75v12.5a1.75 1.75 0 0 1-1.75 1.75h-9.69l-3.573 3.573A1.458 1.458 0 0 1 5 21.043V18.5H3.25a1.75 1.75 0 0 1-1.75-1.75ZM3.25 4a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h2.5a.75.75 0 0 1 .75.75v3.19l3.72-3.72a.749.749 0 0 1 .53-.22h10a.25.25 0 0 0 .25-.25V4.25a.25.25 0 0 0-.25-.25Z"></path>

  331. </svg>

  332.       <div>

  333.         <div class="color-fg-default h4">Code review</div>

  334.         Manage code changes

  335.       </div>

  336. 

  337.     

  338. </a></li>

  339. 

  340.                 <li>

  341.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center pb-lg-3" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Product&quot;,&quot;action&quot;:&quot;click to go to Issues&quot;,&quot;label&quot;:&quot;ref_cta:Issues;&quot;}" href="/features/issues">

  342.       <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-issue-opened color-fg-subtle mr-3">

  343.     <path d="M12 1c6.075 0 11 4.925 11 11s-4.925 11-11 11S1 18.075 1 12 5.925 1 12 1ZM2.5 12a9.5 9.5 0 0 0 9.5 9.5 9.5 9.5 0 0 0 9.5-9.5A9.5 9.5 0 0 0 12 2.5 9.5 9.5 0 0 0 2.5 12Zm9.5 2a2 2 0 1 1-.001-3.999A2 2 0 0 1 12 14Z"></path>

  344. </svg>

  345.       <div>

  346.         <div class="color-fg-default h4">Issues</div>

  347.         Plan and track work

  348.       </div>

  349. 

  350.     

  351. </a></li>

  352. 

  353.                 <li>

  354.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Product&quot;,&quot;action&quot;:&quot;click to go to Discussions&quot;,&quot;label&quot;:&quot;ref_cta:Discussions;&quot;}" href="/features/discussions">

  355.       <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-comment-discussion color-fg-subtle mr-3">

  356.     <path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 14.25 14H8.061l-2.574 2.573A1.458 1.458 0 0 1 3 15.543V14H1.75A1.75 1.75 0 0 1 0 12.25v-9.5C0 1.784.784 1 1.75 1ZM1.5 2.75v9.5c0 .138.112.25.25.25h2a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h6.5a.25.25 0 0 0 .25-.25v-9.5a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25Z"></path><path d="M22.5 8.75a.25.25 0 0 0-.25-.25h-3.5a.75.75 0 0 1 0-1.5h3.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 22.25 20H21v1.543a1.457 1.457 0 0 1-2.487 1.03L15.939 20H10.75A1.75 1.75 0 0 1 9 18.25v-1.465a.75.75 0 0 1 1.5 0v1.465c0 .138.112.25.25.25h5.5a.75.75 0 0 1 .53.22l2.72 2.72v-2.19a.75.75 0 0 1 .75-.75h2a.25.25 0 0 0 .25-.25v-9.5Z"></path>

  357. </svg>

  358.       <div>

  359.         <div class="color-fg-default h4">Discussions</div>

  360.         Collaborate outside of code

  361.       </div>

  362. 

  363.     

  364. </a></li>

  365. 

  366.             </ul>

  367.           </div>

  368.           <div class="px-lg-4">

  369.               <span class="d-block h4 color-fg-default my-1" id="product-explore-heading">Explore</span>

  370.             <ul class="list-style-none f5" aria-labelledby="product-explore-heading">

  371.                 <li>

  372.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Product&quot;,&quot;action&quot;:&quot;click to go to All features&quot;,&quot;label&quot;:&quot;ref_cta:All features;&quot;}" href="/features">

  373.       All features

  374. 

  375.     

  376. </a></li>

  377. 

  378.                 <li>

  379.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" target="_blank" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Product&quot;,&quot;action&quot;:&quot;click to go to Documentation&quot;,&quot;label&quot;:&quot;ref_cta:Documentation;&quot;}" href="https://docs.github.com">

  380.       Documentation

  381. 

  382.     <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle">

  383.     <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path>

  384. </svg>

  385. </a></li>

  386. 

  387.                 <li>

  388.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" target="_blank" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Product&quot;,&quot;action&quot;:&quot;click to go to GitHub Skills&quot;,&quot;label&quot;:&quot;ref_cta:GitHub Skills;&quot;}" href="https://skills.github.com/">

  389.       GitHub Skills

  390. 

  391.     <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle">

  392.     <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path>

  393. </svg>

  394. </a></li>

  395. 

  396.                 <li>

  397.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" target="_blank" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Product&quot;,&quot;action&quot;:&quot;click to go to Blog&quot;,&quot;label&quot;:&quot;ref_cta:Blog;&quot;}" href="https://github.blog">

  398.       Blog

  399. 

  400.     <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle">

  401.     <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path>

  402. </svg>

  403. </a></li>

  404. 

  405.             </ul>

  406.           </div>

  407.       </div>

  408. </li>

  409. 

  410. 

  411.                 <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item">

  412.       <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-3 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false">

  413.         Solutions

  414.         <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1">

  415.     <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path>

  416. </svg>

  417.       </button>

  418.       <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 py-2 py-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 px-lg-4">

  419.           <div class="border-bottom pb-3 mb-3">

  420.               <span class="d-block h4 color-fg-default my-1" id="solutions-for-heading">For</span>

  421.             <ul class="list-style-none f5" aria-labelledby="solutions-for-heading">

  422.                 <li>

  423.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Solutions&quot;,&quot;action&quot;:&quot;click to go to Enterprise&quot;,&quot;label&quot;:&quot;ref_cta:Enterprise;&quot;}" href="/enterprise">

  424.       Enterprise

  425. 

  426.     

  427. </a></li>

  428. 

  429.                 <li>

  430.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Solutions&quot;,&quot;action&quot;:&quot;click to go to Teams&quot;,&quot;label&quot;:&quot;ref_cta:Teams;&quot;}" href="/team">

  431.       Teams

  432. 

  433.     

  434. </a></li>

  435. 

  436.                 <li>

  437.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Solutions&quot;,&quot;action&quot;:&quot;click to go to Startups&quot;,&quot;label&quot;:&quot;ref_cta:Startups;&quot;}" href="/enterprise/startups">

  438.       Startups

  439. 

  440.     

  441. </a></li>

  442. 

  443.                 <li>

  444.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" target="_blank" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Solutions&quot;,&quot;action&quot;:&quot;click to go to Education&quot;,&quot;label&quot;:&quot;ref_cta:Education;&quot;}" href="https://education.github.com">

  445.       Education

  446. 

  447.     <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle">

  448.     <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path>

  449. </svg>

  450. </a></li>

  451. 

  452.             </ul>

  453.           </div>

  454.           <div class="border-bottom pb-3 mb-3">

  455.               <span class="d-block h4 color-fg-default my-1" id="solutions-by-solution-heading">By Solution</span>

  456.             <ul class="list-style-none f5" aria-labelledby="solutions-by-solution-heading">

  457.                 <li>

  458.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Solutions&quot;,&quot;action&quot;:&quot;click to go to CI/CD &amp;amp; Automation&quot;,&quot;label&quot;:&quot;ref_cta:CI/CD &amp;amp; Automation;&quot;}" href="/solutions/ci-cd/">

  459.       CI/CD &amp; Automation

  460. 

  461.     

  462. </a></li>

  463. 

  464.                 <li>

  465.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" target="_blank" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Solutions&quot;,&quot;action&quot;:&quot;click to go to DevOps&quot;,&quot;label&quot;:&quot;ref_cta:DevOps;&quot;}" href="https://resources.github.com/devops/">

  466.       DevOps

  467. 

  468.     <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle">

  469.     <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path>

  470. </svg>

  471. </a></li>

  472. 

  473.                 <li>

  474.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" target="_blank" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Solutions&quot;,&quot;action&quot;:&quot;click to go to DevSecOps&quot;,&quot;label&quot;:&quot;ref_cta:DevSecOps;&quot;}" href="https://resources.github.com/devops/fundamentals/devsecops/">

  475.       DevSecOps

  476. 

  477.     <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle">

  478.     <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path>

  479. </svg>

  480. </a></li>

  481. 

  482.             </ul>

  483.           </div>

  484.           <div class="">

  485.               <span class="d-block h4 color-fg-default my-1" id="solutions-resources-heading">Resources</span>

  486.             <ul class="list-style-none f5" aria-labelledby="solutions-resources-heading">

  487.                 <li>

  488.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Solutions&quot;,&quot;action&quot;:&quot;click to go to Customer Stories&quot;,&quot;label&quot;:&quot;ref_cta:Customer Stories;&quot;}" href="/customer-stories">

  489.       Customer Stories

  490. 

  491.     

  492. </a></li>

  493. 

  494.                 <li>

  495.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" target="_blank" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Solutions&quot;,&quot;action&quot;:&quot;click to go to White papers, Ebooks, Webinars&quot;,&quot;label&quot;:&quot;ref_cta:White papers, Ebooks, Webinars;&quot;}" href="https://resources.github.com/">

  496.       White papers, Ebooks, Webinars

  497. 

  498.     <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle">

  499.     <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path>

  500. </svg>

  501. </a></li>

  502. 

  503.                 <li>

  504.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" target="_blank" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Solutions&quot;,&quot;action&quot;:&quot;click to go to Partners&quot;,&quot;label&quot;:&quot;ref_cta:Partners;&quot;}" href="https://partner.github.com/">

  505.       Partners

  506. 

  507.     <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle">

  508.     <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path>

  509. </svg>

  510. </a></li>

  511. 

  512.             </ul>

  513.           </div>

  514.       </div>

  515. </li>

  516. 

  517. 

  518.                 <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item">

  519.       <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-3 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false">

  520.         Open Source

  521.         <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1">

  522.     <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path>

  523. </svg>

  524.       </button>

  525.       <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 py-2 py-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 px-lg-4">

  526.           <div class="border-bottom pb-3 mb-3">

  527.             <ul class="list-style-none f5" >

  528.                 <li>

  529.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Open Source&quot;,&quot;action&quot;:&quot;click to go to GitHub Sponsors&quot;,&quot;label&quot;:&quot;ref_cta:GitHub Sponsors;&quot;}" href="/sponsors">

  530.       

  531.       <div>

  532.         <div class="color-fg-default h4">GitHub Sponsors</div>

  533.         Fund open source developers

  534.       </div>

  535. 

  536.     

  537. </a></li>

  538. 

  539.             </ul>

  540.           </div>

  541.           <div class="border-bottom pb-3 mb-3">

  542.             <ul class="list-style-none f5" >

  543.                 <li>

  544.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Open Source&quot;,&quot;action&quot;:&quot;click to go to The ReadME Project&quot;,&quot;label&quot;:&quot;ref_cta:The ReadME Project;&quot;}" href="/readme">

  545.       

  546.       <div>

  547.         <div class="color-fg-default h4">The ReadME Project</div>

  548.         GitHub community articles

  549.       </div>

  550. 

  551.     

  552. </a></li>

  553. 

  554.             </ul>

  555.           </div>

  556.           <div class="">

  557.               <span class="d-block h4 color-fg-default my-1" id="open-source-repositories-heading">Repositories</span>

  558.             <ul class="list-style-none f5" aria-labelledby="open-source-repositories-heading">

  559.                 <li>

  560.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Open Source&quot;,&quot;action&quot;:&quot;click to go to Topics&quot;,&quot;label&quot;:&quot;ref_cta:Topics;&quot;}" href="/topics">

  561.       Topics

  562. 

  563.     

  564. </a></li>

  565. 

  566.                 <li>

  567.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Open Source&quot;,&quot;action&quot;:&quot;click to go to Trending&quot;,&quot;label&quot;:&quot;ref_cta:Trending;&quot;}" href="/trending">

  568.       Trending

  569. 

  570.     

  571. </a></li>

  572. 

  573.                 <li>

  574.   <a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Open Source&quot;,&quot;action&quot;:&quot;click to go to Collections&quot;,&quot;label&quot;:&quot;ref_cta:Collections;&quot;}" href="/collections">

  575.       Collections

  576. 

  577.     

  578. </a></li>

  579. 

  580.             </ul>

  581.           </div>

  582.       </div>

  583. </li>

  584. 

  585. 

  586.                 <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item">

  587.     <a class="HeaderMenu-link no-underline px-0 px-lg-2 py-3 py-lg-2 d-block d-lg-inline-block" data-analytics-event="{&quot;category&quot;:&quot;Header menu top item (logged out)&quot;,&quot;action&quot;:&quot;click to go to Pricing&quot;,&quot;label&quot;:&quot;ref_cta:Pricing;&quot;}" href="/pricing">Pricing</a>

  588. </li>

  589. 

  590.             </ul>

  591.           </nav>

  592. 

  593.         <div class="d-lg-flex flex-items-center mb-3 mb-lg-0 text-center text-lg-left ml-3" style="">

  594.                 

  595. 

  596. 

  597. <qbsearch-input class="search-input" data-scope="repo:WGLab/GDP" data-custom-scopes-path="/search/custom_scopes" data-delete-custom-scopes-csrf="iBbX4yXKX-8bD1N7QnvNgA8P3XHucdwZsl73EbQTqCCf2TiDaOYc8NB56asoHxejN_l_E4UrzwiOFVKhrWdQvw" data-max-custom-scopes="10" data-header-redesign-enabled="false" data-initial-value="" data-blackbird-suggestions-path="/search/suggestions" data-jump-to-suggestions-path="/_graphql/GetSuggestedNavigationDestinations" data-current-repository="WGLab/GDP" data-current-org="WGLab" data-current-owner="" data-logged-in="false">

  598.   <div

  599.     class="search-input-container search-with-dialog position-relative d-flex flex-row flex-items-center mr-4 rounded"

  600.     data-action="click:qbsearch-input#searchInputContainerClicked"

  601.   >

  602.       <button

  603.         type="button"

  604.         class="header-search-button placeholder  input-button form-control d-flex flex-1 flex-self-stretch flex-items-center no-wrap width-full py-0 pl-2 pr-0 text-left border-0 box-shadow-none"

  605.         data-target="qbsearch-input.inputButton"

  606.         placeholder="Search or jump to..."

  607.         data-hotkey=s,/

  608.         autocapitalize="off"

  609.         data-action="click:qbsearch-input#handleExpand"

  610.       >

  611.         <div class="mr-2 color-fg-muted">

  612.           <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search">

  613.     <path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path>

  614. </svg>

  615.         </div>

  616.         <span class="flex-1" data-target="qbsearch-input.inputButtonText">Search or jump to...</span>

  617.           <div class="d-flex" data-target="qbsearch-input.hotkeyIndicator">

  618.             <svg xmlns="http://www.w3.org/2000/svg" width="22" height="20" aria-hidden="true" class="mr-1"><path fill="none" stroke="#979A9C" opacity=".4" d="M3.5.5h12c1.7 0 3 1.3 3 3v13c0 1.7-1.3 3-3 3h-12c-1.7 0-3-1.3-3-3v-13c0-1.7 1.3-3 3-3z"></path><path fill="#979A9C" d="M11.8 6L8 15.1h-.9L10.8 6h1z"></path></svg>

  619. 

  620.           </div>

  621.       </button>

  622. 

  623.     <input type="hidden" name="type" class="js-site-search-type-field">

  624. 

  625.     

  626. <div class="Overlay--hidden " data-modal-dialog-overlay>

  627.   <modal-dialog data-action="close:qbsearch-input#handleClose cancel:qbsearch-input#handleClose" data-target="qbsearch-input.searchSuggestionsDialog" role="dialog" id="search-suggestions-dialog" aria-modal="true" aria-labelledby="search-suggestions-dialog-header" data-view-component="true" class="Overlay Overlay--width-large Overlay--height-auto">

  628.       <h1 id="search-suggestions-dialog-header" class="sr-only">Search code, repositories, users, issues, pull requests...</h1>

  629.     <div class="Overlay-body Overlay-body--paddingNone">

  630.       

  631.           <div data-view-component="true">        <div class="search-suggestions position-fixed width-full color-shadow-large border color-fg-default color-bg-default overflow-hidden d-flex flex-column query-builder-container"

  632.           style="border-radius: 12px;"

  633.           data-target="qbsearch-input.queryBuilderContainer"

  634.           hidden

  635.         >

  636.           <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="query-builder-test-form" action="" accept-charset="UTF-8" method="get">

  637.   <query-builder data-target="qbsearch-input.queryBuilder" id="query-builder-query-builder-test" data-filter-key=":" data-view-component="true" class="QueryBuilder search-query-builder">

  638.     <div class="FormControl FormControl--fullWidth">

  639.       <label id="query-builder-test-label" for="query-builder-test" class="FormControl-label sr-only">

  640.         Search

  641.       </label>

  642.       <div

  643.         class="QueryBuilder-StyledInput width-fit "

  644.         data-target="query-builder.styledInput"

  645.       >

  646.           <span id="query-builder-test-leadingvisual-wrap" class="FormControl-input-leadingVisualWrap QueryBuilder-leadingVisualWrap">

  647.             <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search FormControl-input-leadingVisual">

  648.     <path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path>

  649. </svg>

  650.           </span>

  651.         <div data-target="query-builder.styledInputContainer" class="QueryBuilder-StyledInputContainer">

  652.           <div

  653.             aria-hidden="true"

  654.             class="QueryBuilder-StyledInputContent"

  655.             data-target="query-builder.styledInputContent"

  656.           ></div>

  657.           <div class="QueryBuilder-InputWrapper">

  658.             <div aria-hidden="true" class="QueryBuilder-Sizer" data-target="query-builder.sizer"></div>

  659.             <input id="query-builder-test" name="query-builder-test" value="" autocomplete="off" type="text" role="combobox" spellcheck="false" aria-expanded="false" aria-describedby="validation-c761a23e-0a8e-499e-acea-ef0d0dd8e626" data-target="query-builder.input" data-action="

  660.           input:query-builder#inputChange

  661.           blur:query-builder#inputBlur

  662.           keydown:query-builder#inputKeydown

  663.           focus:query-builder#inputFocus

  664.         " data-view-component="true" class="FormControl-input QueryBuilder-Input FormControl-medium" />

  665.           </div>

  666.         </div>

  667.           <span class="sr-only" id="query-builder-test-clear">Clear</span>

  668.           

  669.   <button role="button" id="query-builder-test-clear-button" aria-labelledby="query-builder-test-clear query-builder-test-label" data-target="query-builder.clearButton" data-action="

  670.                 click:query-builder#clear

  671.                 focus:query-builder#clearButtonFocus

  672.                 blur:query-builder#clearButtonBlur

  673.               " variant="small" hidden="hidden" type="button" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium mr-1 px-2 py-0 d-flex flex-items-center rounded-1 color-fg-muted">    <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x-circle-fill Button-visual">

  674.     <path d="M2.343 13.657A8 8 0 1 1 13.658 2.343 8 8 0 0 1 2.343 13.657ZM6.03 4.97a.751.751 0 0 0-1.042.018.751.751 0 0 0-.018 1.042L6.94 8 4.97 9.97a.749.749 0 0 0 .326 1.275.749.749 0 0 0 .734-.215L8 9.06l1.97 1.97a.749.749 0 0 0 1.275-.326.749.749 0 0 0-.215-.734L9.06 8l1.97-1.97a.749.749 0 0 0-.326-1.275.749.749 0 0 0-.734.215L8 6.94Z"></path>

  675. </svg>

  676. </button>  

  677. 

  678.       </div>

  679.       <template id="search-icon">

  680.   <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search">

  681.     <path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path>

  682. </svg>

  683. </template>

  684. 

  685. <template id="code-icon">

  686.   <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code">

  687.     <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path>

  688. </svg>

  689. </template>

  690. 

  691. <template id="file-code-icon">

  692.   <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-file-code">

  693.     <path d="M4 1.75C4 .784 4.784 0 5.75 0h5.586c.464 0 .909.184 1.237.513l2.914 2.914c.329.328.513.773.513 1.237v8.586A1.75 1.75 0 0 1 14.25 15h-9a.75.75 0 0 1 0-1.5h9a.25.25 0 0 0 .25-.25V6h-2.75A1.75 1.75 0 0 1 10 4.25V1.5H5.75a.25.25 0 0 0-.25.25v2.5a.75.75 0 0 1-1.5 0Zm1.72 4.97a.75.75 0 0 1 1.06 0l2 2a.75.75 0 0 1 0 1.06l-2 2a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734l1.47-1.47-1.47-1.47a.75.75 0 0 1 0-1.06ZM3.28 7.78 1.81 9.25l1.47 1.47a.751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018l-2-2a.75.75 0 0 1 0-1.06l2-2a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Zm8.22-6.218V4.25c0 .138.112.25.25.25h2.688l-.011-.013-2.914-2.914-.013-.011Z"></path>

  694. </svg>

  695. </template>

  696. 

  697. <template id="history-icon">

  698.   <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-history">

  699.     <path d="m.427 1.927 1.215 1.215a8.002 8.002 0 1 1-1.6 5.685.75.75 0 1 1 1.493-.154 6.5 6.5 0 1 0 1.18-4.458l1.358 1.358A.25.25 0 0 1 3.896 6H.25A.25.25 0 0 1 0 5.75V2.104a.25.25 0 0 1 .427-.177ZM7.75 4a.75.75 0 0 1 .75.75v2.992l2.028.812a.75.75 0 0 1-.557 1.392l-2.5-1A.751.751 0 0 1 7 8.25v-3.5A.75.75 0 0 1 7.75 4Z"></path>

  700. </svg>

  701. </template>

  702. 

  703. <template id="repo-icon">

  704.   <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo">

  705.     <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path>

  706. </svg>

  707. </template>

  708. 

  709. <template id="bookmark-icon">

  710.   <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-bookmark">

  711.     <path d="M3 2.75C3 1.784 3.784 1 4.75 1h6.5c.966 0 1.75.784 1.75 1.75v11.5a.75.75 0 0 1-1.227.579L8 11.722l-3.773 3.107A.751.751 0 0 1 3 14.25Zm1.75-.25a.25.25 0 0 0-.25.25v9.91l3.023-2.489a.75.75 0 0 1 .954 0l3.023 2.49V2.75a.25.25 0 0 0-.25-.25Z"></path>

  712. </svg>

  713. </template>

  714. 

  715. <template id="plus-circle-icon">

  716.   <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-plus-circle">

  717.     <path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Zm7.25-3.25v2.5h2.5a.75.75 0 0 1 0 1.5h-2.5v2.5a.75.75 0 0 1-1.5 0v-2.5h-2.5a.75.75 0 0 1 0-1.5h2.5v-2.5a.75.75 0 0 1 1.5 0Z"></path>

  718. </svg>

  719. </template>

  720. 

  721. <template id="circle-icon">

  722.   <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-dot-fill">

  723.     <path d="M8 4a4 4 0 1 1 0 8 4 4 0 0 1 0-8Z"></path>

  724. </svg>

  725. </template>

  726. 

  727. <template id="trash-icon">

  728.   <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-trash">

  729.     <path d="M11 1.75V3h2.25a.75.75 0 0 1 0 1.5H2.75a.75.75 0 0 1 0-1.5H5V1.75C5 .784 5.784 0 6.75 0h2.5C10.216 0 11 .784 11 1.75ZM4.496 6.675l.66 6.6a.25.25 0 0 0 .249.225h5.19a.25.25 0 0 0 .249-.225l.66-6.6a.75.75 0 0 1 1.492.149l-.66 6.6A1.748 1.748 0 0 1 10.595 15h-5.19a1.75 1.75 0 0 1-1.741-1.575l-.66-6.6a.75.75 0 1 1 1.492-.15ZM6.5 1.75V3h3V1.75a.25.25 0 0 0-.25-.25h-2.5a.25.25 0 0 0-.25.25Z"></path>

  730. </svg>

  731. </template>

  732. 

  733. <template id="team-icon">

  734.   <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-people">

  735.     <path d="M2 5.5a3.5 3.5 0 1 1 5.898 2.549 5.508 5.508 0 0 1 3.034 4.084.75.75 0 1 1-1.482.235 4 4 0 0 0-7.9 0 .75.75 0 0 1-1.482-.236A5.507 5.507 0 0 1 3.102 8.05 3.493 3.493 0 0 1 2 5.5ZM11 4a3.001 3.001 0 0 1 2.22 5.018 5.01 5.01 0 0 1 2.56 3.012.749.749 0 0 1-.885.954.752.752 0 0 1-.549-.514 3.507 3.507 0 0 0-2.522-2.372.75.75 0 0 1-.574-.73v-.352a.75.75 0 0 1 .416-.672A1.5 1.5 0 0 0 11 5.5.75.75 0 0 1 11 4Zm-5.5-.5a2 2 0 1 0-.001 3.999A2 2 0 0 0 5.5 3.5Z"></path>

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  737. </template>

  738. 

  739. <template id="project-icon">

  740.   <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-project">

  741.     <path d="M1.75 0h12.5C15.216 0 16 .784 16 1.75v12.5A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25V1.75C0 .784.784 0 1.75 0ZM1.5 1.75v12.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25ZM11.75 3a.75.75 0 0 1 .75.75v7.5a.75.75 0 0 1-1.5 0v-7.5a.75.75 0 0 1 .75-.75Zm-8.25.75a.75.75 0 0 1 1.5 0v5.5a.75.75 0 0 1-1.5 0ZM8 3a.75.75 0 0 1 .75.75v3.5a.75.75 0 0 1-1.5 0v-3.5A.75.75 0 0 1 8 3Z"></path>

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  750. 

  751.         <div class="position-relative">

  752.                 <ul

  753.                   role="listbox"

  754.                   class="ActionListWrap QueryBuilder-ListWrap"

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  764.         </div>

  765.       <div class="FormControl-inlineValidation" id="validation-c761a23e-0a8e-499e-acea-ef0d0dd8e626" hidden="hidden">

  766.         <span class="FormControl-inlineValidation--visual">

  767.           <svg aria-hidden="true" height="12" viewBox="0 0 12 12" version="1.1" width="12" data-view-component="true" class="octicon octicon-alert-fill">

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  773.     <div data-target="query-builder.screenReaderFeedback" aria-live="polite" aria-atomic="true" class="sr-only"></div>

  774. </query-builder></form>

  775.           <div class="d-flex flex-row color-fg-muted px-3 text-small color-bg-default search-feedback-prompt">

  776.             <a target="_blank" href="https://docs.github.com/en/search-github/github-code-search/understanding-github-code-search-syntax" data-view-component="true" class="Link color-fg-accent text-normal ml-2">

  777.               Search syntax tips

  778. </a>            <div class="d-flex flex-1"></div>

  779.           </div>

  780.         </div>

  781. </div>

  782. 

  783.     </div>

  784. </modal-dialog></div>

  785.   </div>

  786.   <div data-action="click:qbsearch-input#retract" class="dark-backdrop position-fixed" hidden data-target="qbsearch-input.darkBackdrop"></div>

  787.   <div class="color-fg-default">

  788.     

  789. <div class="Overlay--hidden Overlay-backdrop--center" data-modal-dialog-overlay>

  790.   <modal-dialog data-target="qbsearch-input.feedbackDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" role="dialog" id="feedback-dialog" aria-modal="true" aria-disabled="true" aria-labelledby="feedback-dialog-title" aria-describedby="feedback-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade">

  791.     <div data-view-component="true" class="Overlay-header">

  792.   <div class="Overlay-headerContentWrap">

  793.     <div class="Overlay-titleWrap">

  794.       <h1 class="Overlay-title " id="feedback-dialog-title">

  795.         Provide feedback

  796.       </h1>

  797.     </div>

  798.     <div class="Overlay-actionWrap">

  799.       <button data-close-dialog-id="feedback-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x">

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  801. </svg></button>

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  805.       <div data-view-component="true" class="Overlay-body">        <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="code-search-feedback-form" data-turbo="false" action="/search/feedback" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="M6xIx9wgQy4fA4qlbJemFPXRdicts7OQd9NKiWDCAhTL5Ifmn8/CWVwht4y1okL3CBsWhZFBVR6+L3CfFHyfkw==" />

  806.           <p>We read every piece of feedback, and take your input very seriously.</p>

  807.           <textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea>

  808.           <input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox">

  809.           <label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label>

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  815. </div>

  816. </modal-dialog></div>

  817. 

  818.     <custom-scopes data-target="qbsearch-input.customScopesManager">

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  824.     <div class="Overlay-titleWrap">

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  829.     </div>

  830.     <div class="Overlay-actionWrap">

  831.       <button data-close-dialog-id="custom-scopes-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x">

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  837.       <div data-view-component="true" class="Overlay-body">        <div data-target="custom-scopes.customScopesModalDialogFlash"></div>

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  839.         <div hidden class="create-custom-scope-form" data-target="custom-scopes.createCustomScopeForm">

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  874.           </div>

  875. 

  876.           <p class="text-small color-fg-muted">

  877.             To see all available qualifiers, see our <a class="Link--inTextBlock" href="https://docs.github.com/en/search-github/github-code-search/understanding-github-code-search-syntax">documentation</a>.

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  879. </form>        </div>

  880. 

  881.         <div data-target="custom-scopes.manageCustomScopesForm">

  882.           <div data-target="custom-scopes.list"></div>

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  884. 

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  886.       <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd Overlay-footer--divided">          <button data-action="click:custom-scopes#customScopesCancel" type="button" data-view-component="true" class="btn">    Cancel

  887. </button>

  888.           <button form="custom-scopes-dialog-form" data-action="click:custom-scopes#customScopesSubmit" data-target="custom-scopes.customScopesSubmitButton" type="submit" data-view-component="true" class="btn-primary btn">    Create saved search

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  890. </div>

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  896. 

  897.           <div class="position-relative mr-lg-3 d-lg-inline-block">

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  899.               class="HeaderMenu-link HeaderMenu-link--sign-in flex-shrink-0 no-underline d-block d-lg-inline-block border border-lg-0 rounded rounded-lg-0 p-2 p-lg-0"

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  901.               data-ga-click="(Logged out) Header, clicked Sign in, text:sign-in">

  902.               Sign in

  903.             </a>

  904.           </div>

  905. 

  906.             <a href="/signup?ref_cta=Sign+up&amp;ref_loc=header+logged+out&amp;ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E%2Fblob%2Fshow&amp;source=header-repo&amp;source_repo=WGLab%2FGDP"

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  910.             >

  911.               Sign up

  912.             </a>

  913.         </div>

  914.       </div>

  915.     </div>

  916.   </div>

  917. </header>

  918. 

  919.       <div hidden="hidden" data-view-component="true" class="js-stale-session-flash flash flash-warn mb-3">

  920.   

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  924.         <span class="js-stale-session-flash-signed-in" hidden>You signed in with another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span>

  925.         <span class="js-stale-session-flash-signed-out" hidden>You signed out in another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span>

  926.         <span class="js-stale-session-flash-switched" hidden>You switched accounts on another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span>

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  935.   

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  938. 

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  950. 

  951. 

  952. 

  953. 

  954.   <template class="js-flash-template">

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  958.     <button autofocus class="flash-close js-flash-close" type="button" aria-label="Dismiss this message">

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For every patient i, this","    function returns the index of the first patient who died after i, after","    sorting the patients w.r.t. time of death.","    Refer to the definition of","    Cox proportional hazards log likelihood for details: https://goo.gl/k4TsEM","","    Parameters","    ----------","    X: numpy.ndarray","        m*n matrix of expression data","    T: numpy.ndarray","        m sized vector of time of death","    O: numpy.ndarray","        m sized vector of observed status (1 - censoring status)","","    Returns","    -------","    X: numpy.ndarray","        m*n matrix of expression data sorted w.r.t time of death","    T: numpy.ndarray","        m sized sorted vector of time of death","    O: numpy.ndarray","        m sized vector of observed status sorted w.r.t time of death","    at_risk: numpy.ndarray","        m sized vector of starting index of risk groups","    Output Examples","    ------","    (array([[ 0.        ,  0.        ,  0.        , ...,  0.        ,","        -0.53219468,  0.12068921],","       [ 0.        ,  0.        ,  0.        , ...,  0.        ,","         0.33331188,  0.12068921],","       [ 1.        ,  0.        ,  0.        , ...,  0.        ,","         0.61579785,  0.12068921],","       ...,","       [ 1.        ,  0.        ,  0.        , ...,  0.        ,","         0.18626446,  0.12068921],","       [ 0.        ,  1.        ,  0.        , ...,  0.        ,","         1.80174805,  0.12068921],","       [ 1.        ,  0.        ,  0.        , ...,  0.        ,","         0.08993093,  0.12068921]]), array([    6.,    33.,   181.,   279.,   315.,   327.,   359.,   705.,","         734.,  1322.]), array([ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  1.]), array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], dtype=int32))","    \"\"\"","    tmp = list(T)","    T = np.asarray(tmp).astype('float64')","    order = np.argsort(T)","    sorted_T = T[order]","    at_risk = np.asarray([list(sorted_T).index(x) for x in sorted_T]).astype('int32')","    T = np.asarray(sorted_T)","    O = O[order]","    X = X[order]","    return X, T, O, at_risk","","def activation(x,method):","\tif method=='relu':","\t\treturn tf.nn.relu(x)","\telif method=='sigmoid':","\t\treturn tf.nn.sigmoid(x)","\telif method=='tanh':","\t\treturn tf.nn.tanh(x)","\telse:","\t\tprint(\"Activation method can only be on of these, relu, sigmoid and tanh\")","\t\treturn False","","","def inference(features,hidden_nodes,activation_type,keep_prob,isTrain):","    \"\"\" Build the survival model for further inference","    Args:","        features:  the survival co-variants data,","        hidden_nodes: a list, # of nodes in each hidden layer, eg: [20,30,20]","        activation_type: activation function, suggested default relu","\tkeep_prob: dropout keep_probability","\tisTrain: if or not training optimization process","    Returns:","        output: the output value of the neural network","    \"\"\"","    def f_train(h,k_p):","\t    #add dropout to training optimization process","\t    return tf.nn.dropout(h,k_p)","    def f_nontrain(h):","\t    #doesn't add dropout","\t    return h","    pre_hidden_units=0 #keep previous layer nodes number","    for i,hidden_units in enumerate(hidden_nodes):","        layer_index=i+1","        if layer_index==1:","            with tf.name_scope(\"hidden\"+str(layer_index)):","                weights=tf.Variable(tf.truncated_normal([FEATURE_SIZE, hidden_units], dtype=tf.float32)/20,name=\"weights\") # divided by 20 to generate smaller ouptut at initial, otherwise exp(output) will be inf","                #biases1=tf.Variable(tf.zeros([hidden_units]),name=\"biases\")","                #hidden1=tf.nn.relu(tf.matmul(features,weights1)+biases1)","\t\thidden=activation(tf.matmul(features,weights),activation_type)","                #hidden=tf.nn.relu(tf.matmul(features,weights))","\t\thidden_dropout=tf.cond(isTrain,lambda: f_train(hidden,keep_prob),lambda: f_nontrain(hidden))","                pre_hidden_units=hidden_units","        else:","            with tf.name_scope(\"hidden\"+str(layer_index)):","                weights=tf.Variable(tf.truncated_normal([pre_hidden_units, hidden_units], dtype=tf.float32)/20,name=\"weights\") # divided by 20 to generate smaller ouptut at initial, otherwise exp(output) will be inf","                #biases1=tf.Variable(tf.zeros([hidden_units]),name=\"biases\")","                #hidden1=tf.nn.relu(tf.matmul(features,weights1)+biases1)","\t\thidden=activation(tf.matmul(hidden_dropout,weights),activation_type)","\t\t#if add_dropout:","\t       #\t\thidden_dropout=tf.nn.dropout(hidden,keep_prob)","\t#\telse:","\t#\t\thidden_dropout=hidden","\t\t#hidden=tf.nn.relu(tf.matmul(hidden,weights))","\t\thidden_dropout=tf.cond(isTrain,lambda: f_train(hidden,keep_prob),lambda: f_nontrain(hidden))","                pre_hidden_units=hidden_units","","","    with tf.name_scope('output'):","        weights2=tf.Variable(tf.truncated_normal([hidden_units,NUM_CLASSES],dtype=tf.float32)/20,name=\"weights\")","        #biases2=tf.Variable(tf.zeros([NUM_CLASSES]),name='biases')","        #output=tf.matmul(hidden1,weights2)+biases2","        output=tf.matmul(hidden_dropout,weights2)","","    return output","","def inference_linear(features):","    #theata=tf.Variable(tf.truncated_normal([FEATURE_SIZE,1],dtype=tf.float32)/20,name=\"theta\")","    #keep the name scope the same as in NN (for group lasso and sparse_group_lasso weights filtering)","    with tf.name_scope(\"hidden1\"):","\tweights=tf.Variable(tf.truncated_normal([FEATURE_SIZE, 1], dtype=tf.float32)/20,name=\"weights\")","        output=tf.matmul(features,weights)","    #output=tf.matmul(features,theata)","    return output","","#def loss(inf_output,at_risk,censors,groups,batch_size,alpha,penaltyLambda):","#    \"\"\" Calculate the loss based on observed survival data and the predicted ones.","#","#    Args:","#        inf_weights1: the weights1 of the first hidden layer from inference","#        inf_output: the inference output","#        at_risk: ","#        censors: censor status of the patients ([batch_size])","#        batch_size: number of samples/patients data used for each training/validation/testing","#        groups: corresponding group id for each feature  ([feature_size])","#    Returns:","#        loss","#    \"\"\"","#    groups_size=len(set(groups)) # number of groups","#","#","#    partial_sum=tf.reverse(cumsum(tf.reverse(tf.exp(inf_output),axis=[-2]),batch_size),axis=[-2])+1","#    psum_at_risk=tf.gather(partial_sum,tf.reshape(at_risk,[-1])) # at_risk out of boundary?","#    log_at_risk=tf.log(tf.gather(partial_sum,tf.reshape(at_risk,[-1]))+1e-50)","#    diff=tf.reshape(tf.subtract(inf_output,log_at_risk),[-1])*(1-censors) #Only use non-censored data for difference calculation","#","#    all_variables=tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES)","#    all_weights=[x for x in all_variables if re.search(\"weights\",x.name)]","#    weights1=[x for x in all_weights if re.search(\"hidden1/weights\",x.name)][0]","#","#","#    # group lasso regularization for the input-hidden1 weights","#    rg=0.0","#    group_index=0","#    for group_id in range(groups_size):","#        this_group_mask=[i for i,x in enumerate(groups) if x== group_id]","#        rg += tf.sqrt(tf.nn.l2_loss(tf.gather(weights1,tf.to_int64(this_group_mask))))","#","#","#","#    loss = - (tf.reduce_sum(diff)) + alpha*penaltyLambda*rg+(1-alpha)*tf.reduce_sum(penaltyLambda*tf.abs(inf_weights1))","#","#    return loss","","#def loss(inf_output,at_risk,censors,groups,batch_size,alpha,scale,reg_type=\"lasso\"):","#    \"\"\" Calculate the loss based on observed survival data and the predicted ones.","#","#    Args:","#        inf_output: the inference output","#        at_risk: #TODO","#        censors: censor status of the patients ([batch_size])","#        batch_size: number of samples/patients data used for each training/validation/testing","#        groups: corresponding group id for each feature  ([feature_size])","#        alpha: adjust the proportion of group penalty","#        scale: scale used for regularization adjust (float)","#    Returns:","#        loss","#    \"\"\"","#    groups_size=len(set(groups)) # number of groups","#","#","#    #TODO: consider the situation of Tied times","#    partial_sum=tf.reverse(cumsum(tf.reverse(tf.exp(inf_output),axis=[-2]),batch_size),axis=[-2])+1","#    #psum_at_risk=tf.gather(partial_sum,tf.reshape(at_risk,[-1])) # at_risk out of boundary?","#    log_at_risk=tf.log(tf.gather(partial_sum,tf.reshape(at_risk,[-1]))+1e-50)","#    diff=tf.reshape(tf.subtract(inf_output,log_at_risk),[-1])*(1-censors) #Only use non-censored data for difference calculation","#","#    if reg_type==\"lasso\":","#        reg=lasso(scale)","#    elif reg_type==\"l2\":","#        reg=l2(scale)","#    elif reg_type=='group_lasso':","#        reg=group_lasso(alpha,scale,groups)","#    elif reg_type=='sparse_group_lasso':","#        reg=sparse_group_lasso(alpha,scale,groups)","#","#    loss=-(tf.reduce_sum(diff))+reg","#","#    return loss","","def loss(inf_output,censors,groups,batch_size,alpha,scale,delta,reg_type=\"lasso\"):","    \"\"\" Calculate the loss based on observed survival data and the predicted ones.","","    Args:","        inf_output: the inference output","        censors: censor status of the patients ([batch_size])","        batch_size: number of samples/patients data used for each training/validation/testing","        groups: corresponding group id for each feature  ([feature_size])","        alpha: adjust the proportion of group penalty","        scale: scale used for regularization adjust (float)","        delta: a small value added in log transformed value to avoid log(0)","    Returns:","        loss (negative sum of log parital likelihood+regularizer)","    \"\"\"","    #groups_size=len(set(groups)) # number of groups","","","    #TODO: consider the situation of Tied times","    hazard=tf.squeeze(tf.exp(inf_output)) # samples are ordered by dates in increasing way during batch fetching","    hazard_condition_sum=tf.reverse(tf.cumsum(tf.reverse(hazard,[0])),[0]) #for given i, get sum of theta_j where dates_j\u003e=dates_i","    log_sum=tf.log(hazard_condition_sum+delta)","    diff=tf.subtract(tf.squeeze(inf_output),log_sum)*(1-censors) # only consider events Ci==1","","    if reg_type==\"lasso\":","        reg=lasso(scale)","    elif reg_type==\"l2\":","        reg=l2(scale)","    elif reg_type=='group_lasso':","        reg=group_lasso(alpha,scale,groups)","    elif reg_type=='sparse_group_lasso':","        reg=sparse_group_lasso(alpha,scale,groups)","    elif reg_type=='none':","        reg=0","","    loss=-(tf.reduce_sum(diff))+reg","","    return loss","","def hazard(inf_output):","    \"\"\" Calculate the survival hazard value","","    Args:","        inf_output: the inference output","    Returns:","    \tGDP-CPH hazard","    \"\"\"","","    hazard=tf.squeeze(tf.exp(inf_output)) ","    return hazard","","","#or l1","def lasso(scale):","    all_variables=tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES)","    all_weights=[x for x in all_variables if re.search(\"weights\",x.name)]","    rg=0.0","    regularizer = tf.contrib.layers.l1_regularizer(scale=scale)","    rg=tf.contrib.layers.apply_regularization(regularizer, all_weights)","    return rg","","def l2(scale):","    all_variables=tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES)","    all_weights=[x for x in all_variables if re.search(\"weights\",x.name)]","    regularizer = tf.contrib.layers.l2_regularizer(scale=scale)","    rg=tf.contrib.layers.apply_regularization(regularizer, all_weights)","    return rg","","def group_lasso(alpha,scale,groups):","    #groups_size=len(set(groups)) # number of groups","    all_variables=tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES)","    all_weights=[x for x in all_variables if re.search(\"weights\",x.name)]","    weights1=[x for x in all_weights if re.search(\"hidden1/weights\",x.name)][0] #only the input-hidden1 weights were grouped","    weights_others=[x for x in all_weights if not re.search(\"hidden1/weights\",x.name)]","","    # group lasso regularization for the input-hidden1 weights","    regularizer = tf.contrib.layers.l2_regularizer(scale=scale)","    rg=0.0","    group_index=0","    for group_id in list(set(groups)):","        this_group_mask=[i for i,x in enumerate(groups) if x== group_id]","        pl=len(this_group_mask)","        rg+=math.sqrt(pl)*tf.sqrt(regularizer(tf.gather(weights1,tf.to_int64(this_group_mask))))","        #rg+=math.sqrt(pl)*tf.contrib.layers.l2_regularizer(tf.gather(weights1,tf.to_int64(this_group_mask)))","        #rg += tf.sqrt(tf.nn.l2_loss(tf.gather(weights1,tf.to_int64(this_group_mask))))","    regularizer2 = tf.contrib.layers.l1_regularizer(scale=scale)","    if(alpha==1):","\t#for the case of linear regression, and there are no other weights","\tpass","    else:","\trg=rg*alpha+(1-alpha)*tf.contrib.layers.apply_regularization(regularizer2, weights_others)","    return rg","","","def sparse_group_lasso(alpha,scale,groups):","    #groups_size=len(set(groups)) # number of groups","    all_variables=tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES)","    all_weights=[x for x in all_variables if re.search(\"weights\",x.name)]","    weights1=[x for x in all_weights if re.search(\"hidden1/weights\",x.name)][0]","","    # group lasso regularization for the input-hidden1 weights","    regularizer = tf.contrib.layers.l2_regularizer(scale=scale)","    rg=0.0","    group_index=0","    for group_id in list(set(groups)):","        this_group_mask=[i for i,x in enumerate(groups) if x== group_id]","        pl=len(this_group_mask)","        rg+=math.sqrt(pl)*tf.sqrt(regularizer(tf.gather(weights1,tf.to_int64(this_group_mask))))","    regularizer2 = 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  1334.     <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path>

  1335. </svg>

  1336.       <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none">

  1337.     <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path>

  1338. </svg>

  1339.     </clipboard-copy>

  1340.   </div>

  1341. </template>

  1342. 

  1343. 

  1344. 

  1345. 

  1346.     </div>

  1347. 

  1348.     <div id="js-global-screen-reader-notice" class="sr-only" aria-live="polite" ></div>

  1349.   </body>

  1350. </html>