From 174f9764ac120618dde8431800afcdfe601cb4a5 Mon Sep 17 00:00:00 2001
From: AlonsoGuevara <ajzadec@gmail.com>
Date: Fri, 6 Dec 2024 01:52:52 +0000
Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20microsof?=
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+  
+  
+    
+    
+    
+      
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3" >
+        
+          
+          <label class="md-nav__link" for="__nav_3" id="__nav_3_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Prompt Tuning
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_3_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_3">
+            <span class="md-nav__icon md-icon"></span>
+            Prompt Tuning
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../prompt_tuning/overview/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Overview
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../prompt_tuning/auto_prompt_tuning/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Auto Tuning
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../prompt_tuning/manual_prompt_tuning/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Manual Tuning
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+    
+      
+      
+  
+  
+  
+  
+    
+    
+    
+      
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4" >
+        
+          
+          <label class="md-nav__link" for="__nav_4" id="__nav_4_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Query
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4">
+            <span class="md-nav__icon md-icon"></span>
+            Query
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../query/overview/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Overview
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../query/global_search/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Global Search
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../query/local_search/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Local Search
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../query/drift_search/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    DRIFT Search
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../query/question_generation/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Question Generation
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    
+    
+    
+      
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
+        
+          
+          <label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Notebooks
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4_6">
+            <span class="md-nav__icon md-icon"></span>
+            Notebooks
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../query/notebooks/overview/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Overview
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../global_search/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Global Search
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../local_search/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Local Search
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../drift_search/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    DRIFT Search
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+    
+      
+      
+  
+  
+  
+  
+    
+    
+    
+      
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5" >
+        
+          
+          <label class="md-nav__link" for="__nav_5" id="__nav_5_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Configuration
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_5">
+            <span class="md-nav__icon md-icon"></span>
+            Configuration
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../config/overview/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Overview
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../config/init/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Init Command
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../config/yaml/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Using YAML
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../config/env_vars/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Using Env Vars
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+    
+      
+      
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../cli/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    CLI
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+    
+      
+      
+  
+  
+  
+  
+    
+    
+    
+      
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7" >
+        
+          
+          <label class="md-nav__link" for="__nav_7" id="__nav_7_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Extras
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_7_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_7">
+            <span class="md-nav__icon md-icon"></span>
+            Extras
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../blog_posts/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Microsoft Research Blog
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../visualization_guide/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Visualization Guide
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    
+    
+    
+      
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_3" >
+        
+          
+          <label class="md-nav__link" for="__nav_7_3" id="__nav_7_3_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Operation Dulce
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_3_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_7_3">
+            <span class="md-nav__icon md-icon"></span>
+            Operation Dulce
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../data/operation_dulce/ABOUT/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    About
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../data/operation_dulce/Operation%20Dulce%20v2%201%201/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Document
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+    
+  </ul>
+</nav>
+                  </div>
+                </div>
+              </div>
+            
+            
+              
+              <div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
+                <div class="md-sidebar__scrollwrap">
+                  <div class="md-sidebar__inner">
+                    
+
+<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
+  
+  
+  
+  
+    <label class="md-nav__title" for="__toc">
+      <span class="md-nav__icon md-icon"></span>
+      Table of contents
+    </label>
+    <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
+      
+        <li class="md-nav__item">
+  <a href="#api-overview" class="md-nav__link">
+    <span class="md-ellipsis">
+      API Overview
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#prerequisite" class="md-nav__link">
+    <span class="md-ellipsis">
+      Prerequisite
+    </span>
+  </a>
+  
+    <nav class="md-nav" aria-label="Prerequisite">
+      <ul class="md-nav__list">
+        
+          <li class="md-nav__item">
+  <a href="#load-configuration" class="md-nav__link">
+    <span class="md-ellipsis">
+      Load configuration
+    </span>
+  </a>
+  
+</li>
+        
+          <li class="md-nav__item">
+  <a href="#generate-a-object" class="md-nav__link">
+    <span class="md-ellipsis">
+      Generate a object
+    </span>
+  </a>
+  
+</li>
+        
+      </ul>
+    </nav>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#indexing-api" class="md-nav__link">
+    <span class="md-ellipsis">
+      Indexing API
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#build-an-index" class="md-nav__link">
+    <span class="md-ellipsis">
+      Build an index
+    </span>
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#query-an-index" class="md-nav__link">
+    <span class="md-ellipsis">
+      Query an index
+    </span>
+  </a>
+  
+</li>
+      
+    </ul>
+  
+</nav>
+                  </div>
+                </div>
+              </div>
+            
+          
+          
+            <div class="md-content" data-md-component="content">
+              <article class="md-content__inner md-typeset">
+                
+                  
+
+  
+  
+
+
+  <h1>Api overview</h1>
+
+<script>
+(function (global, factory) {
+    typeof exports === 'object' && typeof module !== 'undefined' ? module.exports = factory() :
+    typeof define === 'function' && define.amd ? define(factory) :
+    (global = global || self, global.ClipboardCopyElement = factory());
+  }(this, function () { 'use strict';
+
+    function createNode(text) {
+      const node = document.createElement('pre');
+      node.style.width = '1px';
+      node.style.height = '1px';
+      node.style.position = 'fixed';
+      node.style.top = '5px';
+      node.textContent = text;
+      return node;
+    }
+
+    function copyNode(node) {
+      if ('clipboard' in navigator) {
+        // eslint-disable-next-line flowtype/no-flow-fix-me-comments
+        // $FlowFixMe Clipboard is not defined in Flow yet.
+        return navigator.clipboard.writeText(node.textContent);
+      }
+
+      const selection = getSelection();
+
+      if (selection == null) {
+        return Promise.reject(new Error());
+      }
+
+      selection.removeAllRanges();
+      const range = document.createRange();
+      range.selectNodeContents(node);
+      selection.addRange(range);
+      document.execCommand('copy');
+      selection.removeAllRanges();
+      return Promise.resolve();
+    }
+    function copyText(text) {
+      if ('clipboard' in navigator) {
+        // eslint-disable-next-line flowtype/no-flow-fix-me-comments
+        // $FlowFixMe Clipboard is not defined in Flow yet.
+        return navigator.clipboard.writeText(text);
+      }
+
+      const body = document.body;
+
+      if (!body) {
+        return Promise.reject(new Error());
+      }
+
+      const node = createNode(text);
+      body.appendChild(node);
+      copyNode(node);
+      body.removeChild(node);
+      return Promise.resolve();
+    }
+
+    function copy(button) {
+      const id = button.getAttribute('for');
+      const text = button.getAttribute('value');
+
+      function trigger() {
+        button.dispatchEvent(new CustomEvent('clipboard-copy', {
+          bubbles: true
+        }));
+      }
+
+      if (text) {
+        copyText(text).then(trigger);
+      } else if (id) {
+        const root = 'getRootNode' in Element.prototype ? button.getRootNode() : button.ownerDocument;
+        if (!(root instanceof Document || 'ShadowRoot' in window && root instanceof ShadowRoot)) return;
+        const node = root.getElementById(id);
+        if (node) copyTarget(node).then(trigger);
+      }
+    }
+
+    function copyTarget(content) {
+      if (content instanceof HTMLInputElement || content instanceof HTMLTextAreaElement) {
+        return copyText(content.value);
+      } else if (content instanceof HTMLAnchorElement && content.hasAttribute('href')) {
+        return copyText(content.href);
+      } else {
+        return copyNode(content);
+      }
+    }
+
+    function clicked(event) {
+      const button = event.currentTarget;
+
+      if (button instanceof HTMLElement) {
+        copy(button);
+      }
+    }
+
+    function keydown(event) {
+      if (event.key === ' ' || event.key === 'Enter') {
+        const button = event.currentTarget;
+
+        if (button instanceof HTMLElement) {
+          event.preventDefault();
+          copy(button);
+        }
+      }
+    }
+
+    function focused(event) {
+      event.currentTarget.addEventListener('keydown', keydown);
+    }
+
+    function blurred(event) {
+      event.currentTarget.removeEventListener('keydown', keydown);
+    }
+
+    class ClipboardCopyElement extends HTMLElement {
+      constructor() {
+        super();
+        this.addEventListener('click', clicked);
+        this.addEventListener('focus', focused);
+        this.addEventListener('blur', blurred);
+      }
+
+      connectedCallback() {
+        if (!this.hasAttribute('tabindex')) {
+          this.setAttribute('tabindex', '0');
+        }
+
+        if (!this.hasAttribute('role')) {
+          this.setAttribute('role', 'button');
+        }
+      }
+
+      get value() {
+        return this.getAttribute('value') || '';
+      }
+
+      set value(text) {
+        this.setAttribute('value', text);
+      }
+
+    }
+
+    if (!window.customElements.get('clipboard-copy')) {
+      window.ClipboardCopyElement = ClipboardCopyElement;
+      window.customElements.define('clipboard-copy', ClipboardCopyElement);
+    }
+
+    return ClipboardCopyElement;
+
+  }));
+</script>
+<script>
+      document.addEventListener('clipboard-copy', function(event) {
+        const notice = event.target.querySelector('.notice')
+        notice.hidden = false
+        setTimeout(function() {
+          notice.hidden = true
+        }, 1000)
+      })
+</script>
+<style type="text/css">
+    pre { line-height: 125%; }
+td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight-ipynb .hll { background-color: var(--jp-cell-editor-active-background) }
+.highlight-ipynb { background: var(--jp-cell-editor-background); color: var(--jp-mirror-editor-variable-color) }
+.highlight-ipynb .c { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment */
+.highlight-ipynb .err { color: var(--jp-mirror-editor-error-color) } /* Error */
+.highlight-ipynb .k { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword */
+.highlight-ipynb .o { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator */
+.highlight-ipynb .p { color: var(--jp-mirror-editor-punctuation-color) } /* Punctuation */
+.highlight-ipynb .ch { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Hashbang */
+.highlight-ipynb .cm { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Multiline */
+.highlight-ipynb .cp { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Preproc */
+.highlight-ipynb .cpf { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.PreprocFile */
+.highlight-ipynb .c1 { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Single */
+.highlight-ipynb .cs { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Special */
+.highlight-ipynb .kc { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Constant */
+.highlight-ipynb .kd { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Declaration */
+.highlight-ipynb .kn { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Namespace */
+.highlight-ipynb .kp { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Pseudo */
+.highlight-ipynb .kr { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Reserved */
+.highlight-ipynb .kt { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Type */
+.highlight-ipynb .m { color: var(--jp-mirror-editor-number-color) } /* Literal.Number */
+.highlight-ipynb .s { color: var(--jp-mirror-editor-string-color) } /* Literal.String */
+.highlight-ipynb .ow { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator.Word */
+.highlight-ipynb .pm { color: var(--jp-mirror-editor-punctuation-color) } /* Punctuation.Marker */
+.highlight-ipynb .w { color: var(--jp-mirror-editor-variable-color) } /* Text.Whitespace */
+.highlight-ipynb .mb { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Bin */
+.highlight-ipynb .mf { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Float */
+.highlight-ipynb .mh { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Hex */
+.highlight-ipynb .mi { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer */
+.highlight-ipynb .mo { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Oct */
+.highlight-ipynb .sa { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Affix */
+.highlight-ipynb .sb { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Backtick */
+.highlight-ipynb .sc { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Char */
+.highlight-ipynb .dl { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Delimiter */
+.highlight-ipynb .sd { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Doc */
+.highlight-ipynb .s2 { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Double */
+.highlight-ipynb .se { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Escape */
+.highlight-ipynb .sh { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Heredoc */
+.highlight-ipynb .si { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Interpol */
+.highlight-ipynb .sx { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Other */
+.highlight-ipynb .sr { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Regex */
+.highlight-ipynb .s1 { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Single */
+.highlight-ipynb .ss { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Symbol */
+.highlight-ipynb .il { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer.Long */
+  </style>
+<style type="text/css">
+@charset "UTF-8";.jupyter-wrapper{--md-red-50: #ffebee;--md-red-100: #ffcdd2;--md-red-200: #ef9a9a;--md-red-300: #e57373;--md-red-400: #ef5350;--md-red-500: #f44336;--md-red-600: #e53935;--md-red-700: #d32f2f;--md-red-800: #c62828;--md-red-900: #b71c1c;--md-red-A100: #ff8a80;--md-red-A200: #ff5252;--md-red-A400: #ff1744;--md-red-A700: #d50000;--md-pink-50: #fce4ec;--md-pink-100: #f8bbd0;--md-pink-200: #f48fb1;--md-pink-300: #f06292;--md-pink-400: #ec407a;--md-pink-500: #e91e63;--md-pink-600: #d81b60;--md-pink-700: #c2185b;--md-pink-800: #ad1457;--md-pink-900: #880e4f;--md-pink-A100: #ff80ab;--md-pink-A200: #ff4081;--md-pink-A400: #f50057;--md-pink-A700: #c51162;--md-purple-50: #f3e5f5;--md-purple-100: #e1bee7;--md-purple-200: #ce93d8;--md-purple-300: #ba68c8;--md-purple-400: #ab47bc;--md-purple-500: #9c27b0;--md-purple-600: #8e24aa;--md-purple-700: #7b1fa2;--md-purple-800: #6a1b9a;--md-purple-900: #4a148c;--md-purple-A100: #ea80fc;--md-purple-A200: #e040fb;--md-purple-A400: 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#4e342e;--md-brown-900: #3e2723;--md-grey-50: #fafafa;--md-grey-100: #f5f5f5;--md-grey-200: #eeeeee;--md-grey-300: #e0e0e0;--md-grey-400: #bdbdbd;--md-grey-500: #9e9e9e;--md-grey-600: #757575;--md-grey-700: #616161;--md-grey-800: #424242;--md-grey-900: #212121;--md-blue-grey-50: #eceff1;--md-blue-grey-100: #cfd8dc;--md-blue-grey-200: #b0bec5;--md-blue-grey-300: #90a4ae;--md-blue-grey-400: #78909c;--md-blue-grey-500: #607d8b;--md-blue-grey-600: #546e7a;--md-blue-grey-700: #455a64;--md-blue-grey-800: #37474f;--md-blue-grey-900: #263238}.jupyter-wrapper{--jp-shadow-base-lightness: 0;--jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), .2 );--jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), .14 );--jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), .12 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var(--md-cyan-300);--jp-info-color3: var(--md-cyan-100);--jp-cell-padding: 5px;--jp-cell-collapser-width: 8px;--jp-cell-collapser-min-height: 20px;--jp-cell-collapser-not-active-hover-opacity: .6;--jp-cell-editor-background: var(--md-grey-100);--jp-cell-editor-border-color: var(--md-grey-300);--jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);--jp-cell-editor-active-background: var(--jp-layout-color0);--jp-cell-editor-active-border-color: var(--jp-brand-color1);--jp-cell-prompt-width: 64px;--jp-cell-prompt-font-family: var(--jp-code-font-family-default);--jp-cell-prompt-letter-spacing: 0px;--jp-cell-prompt-opacity: 1;--jp-cell-prompt-not-active-opacity: .5;--jp-cell-prompt-not-active-font-color: var(--md-grey-700);--jp-cell-inprompt-font-color: #307fc1;--jp-cell-outprompt-font-color: #bf5b3d;--jp-notebook-padding: 10px;--jp-notebook-select-background: var(--jp-layout-color1);--jp-notebook-multiselected-color: var(--md-blue-50);--jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px );--jp-rendermime-error-background: #fdd;--jp-rendermime-table-row-background: var(--md-grey-100);--jp-rendermime-table-row-hover-background: var(--md-light-blue-50);--jp-dialog-background: rgba(0, 0, 0, .25);--jp-console-padding: 10px;--jp-toolbar-border-color: var(--jp-border-color1);--jp-toolbar-micro-height: 8px;--jp-toolbar-background: var(--jp-layout-color1);--jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, .24);--jp-toolbar-header-margin: 4px 4px 0px 4px;--jp-toolbar-active-background: var(--md-grey-300);--jp-statusbar-height: 24px;--jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);--jp-input-active-background: var(--jp-layout-color1);--jp-input-hover-background: var(--jp-layout-color1);--jp-input-background: var(--md-grey-100);--jp-input-border-color: var(--jp-inverse-border-color);--jp-input-active-border-color: var(--jp-brand-color1);--jp-input-active-box-shadow-color: rgba(19, 124, 189, .3);--jp-editor-selected-background: #d9d9d9;--jp-editor-selected-focused-background: #d7d4f0;--jp-editor-cursor-color: var(--jp-ui-font-color0);--jp-mirror-editor-keyword-color: #008000;--jp-mirror-editor-atom-color: #88f;--jp-mirror-editor-number-color: #080;--jp-mirror-editor-def-color: #00f;--jp-mirror-editor-variable-color: var(--md-grey-900);--jp-mirror-editor-variable-2-color: #05a;--jp-mirror-editor-variable-3-color: #085;--jp-mirror-editor-punctuation-color: #05a;--jp-mirror-editor-property-color: #05a;--jp-mirror-editor-operator-color: #aa22ff;--jp-mirror-editor-comment-color: #408080;--jp-mirror-editor-string-color: #ba2121;--jp-mirror-editor-string-2-color: #708;--jp-mirror-editor-meta-color: #aa22ff;--jp-mirror-editor-qualifier-color: #555;--jp-mirror-editor-builtin-color: #008000;--jp-mirror-editor-bracket-color: #997;--jp-mirror-editor-tag-color: #170;--jp-mirror-editor-attribute-color: #00c;--jp-mirror-editor-header-color: blue;--jp-mirror-editor-quote-color: #090;--jp-mirror-editor-link-color: #00c;--jp-mirror-editor-error-color: #f00;--jp-mirror-editor-hr-color: #999;--jp-collaborator-color1: #ffad8e;--jp-collaborator-color2: #dac83d;--jp-collaborator-color3: #72dd76;--jp-collaborator-color4: #00e4d0;--jp-collaborator-color5: #45d4ff;--jp-collaborator-color6: #e2b1ff;--jp-collaborator-color7: #ff9de6;--jp-vega-background: white;--jp-sidebar-min-width: 250px;--jp-search-toggle-off-opacity: .5;--jp-search-toggle-hover-opacity: .8;--jp-search-toggle-on-opacity: 1;--jp-search-selected-match-background-color: rgb(245, 200, 0);--jp-search-selected-match-color: black;--jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 );--jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);--jp-icon-contrast-color0: var(--md-purple-600);--jp-icon-contrast-color1: var(--md-green-600);--jp-icon-contrast-color2: var(--md-pink-600);--jp-icon-contrast-color3: var(--md-blue-600);--jp-jupyter-icon-color: #f37626;--jp-notebook-icon-color: #f37626;--jp-json-icon-color: var(--md-orange-700);--jp-console-icon-background-color: var(--md-blue-700);--jp-console-icon-color: white;--jp-terminal-icon-background-color: var(--md-grey-800);--jp-terminal-icon-color: var(--md-grey-200);--jp-text-editor-icon-color: var(--md-grey-700);--jp-inspector-icon-color: var(--md-grey-700);--jp-switch-color: var(--md-grey-400);--jp-switch-true-position-color: var(--md-orange-900)}[data-md-color-scheme=slate] .jupyter-wrapper{--jp-shadow-base-lightness: 32;--jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), .2 );--jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), .14 );--jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), .12 );--jp-elevation-z0: none;--jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color);--jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color);--jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color);--jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color);--jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color);--jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color);--jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color);--jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color);--jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color);--jp-border-width: 1px;--jp-border-color0: var(--md-grey-700);--jp-border-color1: var(--md-grey-700);--jp-border-color2: var(--md-grey-800);--jp-border-color3: var(--md-grey-900);--jp-inverse-border-color: var(--md-grey-600);--jp-border-radius: 2px;--jp-ui-font-scale-factor: 1.2;--jp-ui-font-size0: .83333em;--jp-ui-font-size1: 13px;--jp-ui-font-size2: 1.2em;--jp-ui-font-size3: 1.44em;--jp-ui-font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";--jp-ui-font-color0: rgba(255, 255, 255, 1);--jp-ui-font-color1: rgba(255, 255, 255, .87);--jp-ui-font-color2: rgba(255, 255, 255, .54);--jp-ui-font-color3: rgba(255, 255, 255, .38);--jp-ui-inverse-font-color0: rgba(0, 0, 0, 1);--jp-ui-inverse-font-color1: rgba(0, 0, 0, .8);--jp-ui-inverse-font-color2: rgba(0, 0, 0, .5);--jp-ui-inverse-font-color3: rgba(0, 0, 0, .3);--jp-content-line-height: 1.6;--jp-content-font-scale-factor: 1.2;--jp-content-font-size0: .83333em;--jp-content-font-size1: 14px;--jp-content-font-size2: 1.2em;--jp-content-font-size3: 1.44em;--jp-content-font-size4: 1.728em;--jp-content-font-size5: 2.0736em;--jp-content-presentation-font-size1: 17px;--jp-content-heading-line-height: 1;--jp-content-heading-margin-top: 1.2em;--jp-content-heading-margin-bottom: .8em;--jp-content-heading-font-weight: 500;--jp-content-font-color0: rgba(255, 255, 255, 1);--jp-content-font-color1: rgba(255, 255, 255, 1);--jp-content-font-color2: rgba(255, 255, 255, .7);--jp-content-font-color3: rgba(255, 255, 255, .5);--jp-content-link-color: var(--md-blue-300);--jp-content-font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";--jp-code-font-size: 13px;--jp-code-line-height: 1.3077;--jp-code-padding: 5px;--jp-code-font-family-default: Menlo, Consolas, "DejaVu Sans Mono", monospace;--jp-code-font-family: var(--jp-code-font-family-default);--jp-code-presentation-font-size: 16px;--jp-code-cursor-width0: 1.4px;--jp-code-cursor-width1: 2px;--jp-code-cursor-width2: 4px;--jp-layout-color0: #111111;--jp-layout-color1: var(--md-grey-900);--jp-layout-color2: var(--md-grey-800);--jp-layout-color3: var(--md-grey-700);--jp-layout-color4: var(--md-grey-600);--jp-inverse-layout-color0: white;--jp-inverse-layout-color1: white;--jp-inverse-layout-color2: var(--md-grey-200);--jp-inverse-layout-color3: var(--md-grey-400);--jp-inverse-layout-color4: var(--md-grey-600);--jp-brand-color0: var(--md-blue-700);--jp-brand-color1: var(--md-blue-500);--jp-brand-color2: var(--md-blue-300);--jp-brand-color3: var(--md-blue-100);--jp-brand-color4: var(--md-blue-50);--jp-accent-color0: var(--md-green-700);--jp-accent-color1: var(--md-green-500);--jp-accent-color2: var(--md-green-300);--jp-accent-color3: var(--md-green-100);--jp-warn-color0: var(--md-orange-700);--jp-warn-color1: var(--md-orange-500);--jp-warn-color2: var(--md-orange-300);--jp-warn-color3: var(--md-orange-100);--jp-error-color0: var(--md-red-700);--jp-error-color1: var(--md-red-500);--jp-error-color2: var(--md-red-300);--jp-error-color3: var(--md-red-100);--jp-success-color0: var(--md-green-700);--jp-success-color1: var(--md-green-500);--jp-success-color2: var(--md-green-300);--jp-success-color3: var(--md-green-100);--jp-info-color0: var(--md-cyan-700);--jp-info-color1: var(--md-cyan-500);--jp-info-color2: var(--md-cyan-300);--jp-info-color3: var(--md-cyan-100);--jp-cell-padding: 5px;--jp-cell-collapser-width: 8px;--jp-cell-collapser-min-height: 20px;--jp-cell-collapser-not-active-hover-opacity: .6;--jp-cell-editor-background: var(--jp-layout-color1);--jp-cell-editor-border-color: var(--md-grey-700);--jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);--jp-cell-editor-active-background: var(--jp-layout-color0);--jp-cell-editor-active-border-color: var(--jp-brand-color1);--jp-cell-prompt-width: 64px;--jp-cell-prompt-font-family: var(--jp-code-font-family-default);--jp-cell-prompt-letter-spacing: 0px;--jp-cell-prompt-opacity: 1;--jp-cell-prompt-not-active-opacity: 1;--jp-cell-prompt-not-active-font-color: var(--md-grey-300);--jp-cell-inprompt-font-color: #307fc1;--jp-cell-outprompt-font-color: #bf5b3d;--jp-notebook-padding: 10px;--jp-notebook-select-background: var(--jp-layout-color1);--jp-notebook-multiselected-color: rgba(33, 150, 243, .24);--jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px );--jp-rendermime-error-background: rgba(244, 67, 54, .28);--jp-rendermime-table-row-background: var(--md-grey-900);--jp-rendermime-table-row-hover-background: rgba(3, 169, 244, .2);--jp-dialog-background: rgba(0, 0, 0, .6);--jp-console-padding: 10px;--jp-toolbar-border-color: var(--jp-border-color2);--jp-toolbar-micro-height: 8px;--jp-toolbar-background: var(--jp-layout-color1);--jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, .8);--jp-toolbar-header-margin: 4px 4px 0px 4px;--jp-toolbar-active-background: var(--jp-layout-color0);--jp-statusbar-height: 24px;--jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);--jp-input-active-background: var(--jp-layout-color0);--jp-input-hover-background: var(--jp-layout-color2);--jp-input-background: var(--md-grey-800);--jp-input-border-color: var(--jp-inverse-border-color);--jp-input-active-border-color: var(--jp-brand-color1);--jp-input-active-box-shadow-color: rgba(19, 124, 189, .3);--jp-editor-selected-background: var(--jp-layout-color2);--jp-editor-selected-focused-background: rgba(33, 150, 243, .24);--jp-editor-cursor-color: var(--jp-ui-font-color0);--jp-mirror-editor-keyword-color: var(--md-green-500);--jp-mirror-editor-atom-color: var(--md-blue-300);--jp-mirror-editor-number-color: var(--md-green-400);--jp-mirror-editor-def-color: var(--md-blue-600);--jp-mirror-editor-variable-color: var(--md-grey-300);--jp-mirror-editor-variable-2-color: var(--md-blue-400);--jp-mirror-editor-variable-3-color: var(--md-green-600);--jp-mirror-editor-punctuation-color: var(--md-blue-400);--jp-mirror-editor-property-color: var(--md-blue-400);--jp-mirror-editor-operator-color: #aa22ff;--jp-mirror-editor-comment-color: #408080;--jp-mirror-editor-string-color: #ff7070;--jp-mirror-editor-string-2-color: var(--md-purple-300);--jp-mirror-editor-meta-color: #aa22ff;--jp-mirror-editor-qualifier-color: #555;--jp-mirror-editor-builtin-color: var(--md-green-600);--jp-mirror-editor-bracket-color: #997;--jp-mirror-editor-tag-color: var(--md-green-700);--jp-mirror-editor-attribute-color: var(--md-blue-700);--jp-mirror-editor-header-color: var(--md-blue-500);--jp-mirror-editor-quote-color: var(--md-green-300);--jp-mirror-editor-link-color: var(--md-blue-700);--jp-mirror-editor-error-color: #f00;--jp-mirror-editor-hr-color: #999;--jp-collaborator-color1: #ad4a00;--jp-collaborator-color2: #7b6a00;--jp-collaborator-color3: #007e00;--jp-collaborator-color4: #008772;--jp-collaborator-color5: #0079b9;--jp-collaborator-color6: #8b45c6;--jp-collaborator-color7: #be208b;--jp-vega-background: var(--md-grey-400);--jp-sidebar-min-width: 250px;--jp-search-toggle-off-opacity: .6;--jp-search-toggle-hover-opacity: .8;--jp-search-toggle-on-opacity: 1;--jp-search-selected-match-background-color: rgb(255, 225, 0);--jp-search-selected-match-color: black;--jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 );--jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);--jp-scrollbar-background-color: #3f4244;--jp-scrollbar-thumb-color: 88, 96, 97;--jp-scrollbar-endpad: 3px;--jp-scrollbar-thumb-margin: 3.5px;--jp-scrollbar-thumb-radius: 9px;--jp-icon-contrast-color0: var(--md-purple-600);--jp-icon-contrast-color1: var(--md-green-600);--jp-icon-contrast-color2: var(--md-pink-600);--jp-icon-contrast-color3: var(--md-blue-600);--jp-jupyter-icon-color: #f37626;--jp-notebook-icon-color: #f37626;--jp-json-icon-color: var(--md-orange-500);--jp-console-icon-background-color: var(--md-blue-500);--jp-console-icon-color: white;--jp-terminal-icon-background-color: var(--md-grey-200);--jp-terminal-icon-color: var(--md-grey-800);--jp-text-editor-icon-color: var(--md-grey-200);--jp-inspector-icon-color: var(--md-grey-200);--jp-switch-color: var(--md-grey-400);--jp-switch-true-position-color: var(--md-orange-700)}.jupyter-wrapper [data-jp-theme-scrollbars=true]{scrollbar-color:rgb(var(--jp-scrollbar-thumb-color)) var(--jp-scrollbar-background-color)}.jupyter-wrapper [data-jp-theme-scrollbars=true] .CodeMirror-hscrollbar,.jupyter-wrapper [data-jp-theme-scrollbars=true] .CodeMirror-vscrollbar{scrollbar-color:rgba(var(--jp-scrollbar-thumb-color),.5) transparent}.jupyter-wrapper .jp-scrollbar-tiny{scrollbar-color:rgba(var(--jp-scrollbar-thumb-color),.5) transparent;scrollbar-width:thin}.jupyter-wrapper [data-jp-theme-scrollbars=true] ::-webkit-scrollbar,.jupyter-wrapper [data-jp-theme-scrollbars=true] ::-webkit-scrollbar-corner{background:var(--jp-scrollbar-background-color)}.jupyter-wrapper [data-jp-theme-scrollbars=true] ::-webkit-scrollbar-thumb{background:rgb(var(--jp-scrollbar-thumb-color));border:var(--jp-scrollbar-thumb-margin) solid transparent;background-clip:content-box;border-radius:var(--jp-scrollbar-thumb-radius)}.jupyter-wrapper [data-jp-theme-scrollbars=true] ::-webkit-scrollbar-track:horizontal{border-left:var(--jp-scrollbar-endpad) solid var(--jp-scrollbar-background-color);border-right:var(--jp-scrollbar-endpad) solid var(--jp-scrollbar-background-color)}.jupyter-wrapper [data-jp-theme-scrollbars=true] ::-webkit-scrollbar-track:vertical{border-top:var(--jp-scrollbar-endpad) solid var(--jp-scrollbar-background-color);border-bottom:var(--jp-scrollbar-endpad) solid var(--jp-scrollbar-background-color)}.jupyter-wrapper [data-jp-theme-scrollbars=true] .CodeMirror-hscrollbar::-webkit-scrollbar,.jupyter-wrapper [data-jp-theme-scrollbars=true] .CodeMirror-vscrollbar::-webkit-scrollbar,.jupyter-wrapper [data-jp-theme-scrollbars=true] .CodeMirror-hscrollbar::-webkit-scrollbar-corner,.jupyter-wrapper [data-jp-theme-scrollbars=true] .CodeMirror-vscrollbar::-webkit-scrollbar-corner{background-color:transparent}.jupyter-wrapper [data-jp-theme-scrollbars=true] .CodeMirror-hscrollbar::-webkit-scrollbar-thumb,.jupyter-wrapper [data-jp-theme-scrollbars=true] .CodeMirror-vscrollbar::-webkit-scrollbar-thumb{background:rgba(var(--jp-scrollbar-thumb-color),.5);border:var(--jp-scrollbar-thumb-margin) solid transparent;background-clip:content-box;border-radius:var(--jp-scrollbar-thumb-radius)}.jupyter-wrapper [data-jp-theme-scrollbars=true] .CodeMirror-hscrollbar::-webkit-scrollbar-track:horizontal{border-left:var(--jp-scrollbar-endpad) solid transparent;border-right:var(--jp-scrollbar-endpad) solid transparent}.jupyter-wrapper [data-jp-theme-scrollbars=true] .CodeMirror-vscrollbar::-webkit-scrollbar-track:vertical{border-top:var(--jp-scrollbar-endpad) solid transparent;border-bottom:var(--jp-scrollbar-endpad) solid transparent}.jupyter-wrapper .jp-scrollbar-tiny::-webkit-scrollbar,.jupyter-wrapper .jp-scrollbar-tiny::-webkit-scrollbar-corner{background-color:transparent;height:4px;width:4px}.jupyter-wrapper .jp-scrollbar-tiny::-webkit-scrollbar-thumb{background:rgba(var(--jp-scrollbar-thumb-color),.5)}.jupyter-wrapper .jp-scrollbar-tiny::-webkit-scrollbar-track:horizontal{border-left:0px solid transparent;border-right:0px solid transparent}.jupyter-wrapper .jp-scrollbar-tiny::-webkit-scrollbar-track:vertical{border-top:0px solid transparent;border-bottom:0px solid transparent}.jupyter-wrapper .lm-ScrollBar[data-orientation=horizontal]{min-height:16px;max-height:16px;min-width:45px;border-top:1px solid #a0a0a0}.jupyter-wrapper .lm-ScrollBar[data-orientation=vertical]{min-width:16px;max-width:16px;min-height:45px;border-left:1px solid #a0a0a0}.jupyter-wrapper .lm-ScrollBar-button{background-color:#f0f0f0;background-position:center center;min-height:15px;max-height:15px;min-width:15px;max-width:15px}.jupyter-wrapper .lm-ScrollBar-button:hover{background-color:#dadada}.jupyter-wrapper .lm-ScrollBar-button.lm-mod-active{background-color:#cdcdcd}.jupyter-wrapper 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+<!-- End of mermaid configuration --><div class="jupyter-wrapper">
+<div class="jp-Notebook" data-jp-theme-light="true" data-jp-theme-name="JupyterLab Light">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [1]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="CodeMirror cm-s-jupyter">
+<div class="zeroclipboard-container">
+<clipboard-copy ,="" aria-label="Copy to Clipboard" for="cell-1">
+<div>
+<span class="notice" hidden="">Copied!</span>
+<svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20">
+<path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></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 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+</svg>
+</div>
+</clipboard-copy>
+</div>
+<div class="highlight-ipynb hl-python"><pre><span></span><span class="c1"># Copyright (c) 2024 Microsoft Corporation.</span>
+<span class="c1"># Licensed under the MIT License.</span>
+</pre></div>
+<div class="clipboard-copy-txt" id="cell-1"># Copyright (c) 2024 Microsoft Corporation.
+# Licensed under the MIT License.</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="api-overview">API Overview<a class="anchor-link" href="#api-overview">¶</a></h2><p>This notebook provides a demonstration of how to interact with graphrag as a library using the API as opposed to the CLI. Note that graphrag's CLI actually connects to the library through this API for all operations.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [2]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="CodeMirror cm-s-jupyter">
+<div class="zeroclipboard-container">
+<clipboard-copy ,="" aria-label="Copy to Clipboard" for="cell-2">
+<div>
+<span class="notice" hidden="">Copied!</span>
+<svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20">
+<path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></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 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+</svg>
+</div>
+</clipboard-copy>
+</div>
+<div class="highlight-ipynb hl-python"><pre><span></span><span class="kn">import</span> <span class="nn">graphrag.api</span> <span class="k">as</span> <span class="nn">api</span>
+<span class="kn">from</span> <span class="nn">graphrag.index.typing</span> <span class="kn">import</span> <span class="n">PipelineRunResult</span>
+</pre></div>
+<div class="clipboard-copy-txt" id="cell-2">import graphrag.api as api
+from graphrag.index.typing import PipelineRunResult</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
+<pre>
+</pre>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="prerequisite">Prerequisite<a class="anchor-link" href="#prerequisite">¶</a></h2><p>As a prerequisite to all API operations, a <code>GraphRagConfig</code> object is required. It is the primary means to control the behavior of graphrag and can be instantiated from a <code>settings.yaml</code> configuration file.</p>
+<p>Please refer to the <a href="https://microsoft.github.io/graphrag/cli/#init">CLI docs</a> for more detailed information on how to generate the <code>settings.yaml</code> file.</p>
+<h4 id="load-settingsyaml-configuration">Load <code>settings.yaml</code> configuration<a class="anchor-link" href="#load-settingsyaml-configuration">¶</a></h4>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [3]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="CodeMirror cm-s-jupyter">
+<div class="zeroclipboard-container">
+<clipboard-copy ,="" aria-label="Copy to Clipboard" for="cell-3">
+<div>
+<span class="notice" hidden="">Copied!</span>
+<svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20">
+<path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></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 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+</svg>
+</div>
+</clipboard-copy>
+</div>
+<div class="highlight-ipynb hl-python"><pre><span></span><span class="kn">import</span> <span class="nn">yaml</span>
+
+<span class="n">settings</span> <span class="o">=</span> <span class="n">yaml</span><span class="o">.</span><span class="n">safe_load</span><span class="p">(</span><span class="nb">open</span><span class="p">(</span><span class="s2">"&lt;project_directory&gt;/settings.yaml"</span><span class="p">))</span>  <span class="c1"># noqa: PTH123, SIM115</span>
+</pre></div>
+<div class="clipboard-copy-txt" id="cell-3">import yaml
+
+settings = yaml.safe_load(open("<project_directory>/settings.yaml"))  # noqa: PTH123, SIM115</project_directory></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
+<pre>
+<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
+<span class="ansi-red-fg">FileNotFoundError</span>                         Traceback (most recent call last)
+Cell <span class="ansi-green-fg">In[3], line 3</span>
+<span class="ansi-green-intense-fg ansi-bold">      1</span> <span class="ansi-bold" style="color: rgb(0,135,0)">import</span> <span class="ansi-bold" style="color: rgb(0,0,255)">yaml</span>
+<span class="ansi-green-fg">----&gt; 3</span> settings <span style="color: rgb(98,98,98)">=</span> yaml<span style="color: rgb(98,98,98)">.</span>safe_load(<span class="ansi-yellow-bg" style="color: rgb(0,135,0)">open</span><span class="ansi-yellow-bg">(</span><span class="ansi-yellow-bg" style="color: rgb(175,0,0)">"</span><span class="ansi-yellow-bg" style="color: rgb(175,0,0)">&lt;project_directory&gt;/settings.yaml</span><span class="ansi-yellow-bg" style="color: rgb(175,0,0)">"</span><span class="ansi-yellow-bg">)</span>)  <span style="color: rgb(95,135,135)"># noqa: PTH123, SIM115</span>
+
+File <span class="ansi-green-fg">~/.cache/pypoetry/virtualenvs/graphrag-F2jvqev7-py3.11/lib/python3.11/site-packages/IPython/core/interactiveshell.py:324</span>, in <span class="ansi-cyan-fg">_modified_open</span><span class="ansi-blue-fg">(file, *args, **kwargs)</span>
+<span class="ansi-green-intense-fg ansi-bold">    317</span> <span class="ansi-bold" style="color: rgb(0,135,0)">if</span> file <span class="ansi-bold" style="color: rgb(175,0,255)">in</span> {<span style="color: rgb(98,98,98)">0</span>, <span style="color: rgb(98,98,98)">1</span>, <span style="color: rgb(98,98,98)">2</span>}:
+<span class="ansi-green-intense-fg ansi-bold">    318</span>     <span class="ansi-bold" style="color: rgb(0,135,0)">raise</span> <span class="ansi-bold" style="color: rgb(215,95,95)">ValueError</span>(
+<span class="ansi-green-intense-fg ansi-bold">    319</span>         <span style="color: rgb(175,0,0)">f</span><span style="color: rgb(175,0,0)">"</span><span style="color: rgb(175,0,0)">IPython won</span><span style="color: rgb(175,0,0)">'</span><span style="color: rgb(175,0,0)">t let you open fd=</span><span class="ansi-bold" style="color: rgb(175,95,135)">{</span>file<span class="ansi-bold" style="color: rgb(175,95,135)">}</span><span style="color: rgb(175,0,0)"> by default </span><span style="color: rgb(175,0,0)">"</span>
+<span class="ansi-green-intense-fg ansi-bold">    320</span>         <span style="color: rgb(175,0,0)">"</span><span style="color: rgb(175,0,0)">as it is likely to crash IPython. If you know what you are doing, </span><span style="color: rgb(175,0,0)">"</span>
+<span class="ansi-green-intense-fg ansi-bold">    321</span>         <span style="color: rgb(175,0,0)">"</span><span style="color: rgb(175,0,0)">you can use builtins</span><span style="color: rgb(175,0,0)">'</span><span style="color: rgb(175,0,0)"> open.</span><span style="color: rgb(175,0,0)">"</span>
+<span class="ansi-green-intense-fg ansi-bold">    322</span>     )
+<span class="ansi-green-fg">--&gt; 324</span> <span class="ansi-bold" style="color: rgb(0,135,0)">return</span> <span class="ansi-yellow-bg">io_open</span><span class="ansi-yellow-bg">(</span><span class="ansi-yellow-bg">file</span><span class="ansi-yellow-bg">,</span><span class="ansi-yellow-bg"> </span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">*</span><span class="ansi-yellow-bg">args</span><span class="ansi-yellow-bg">,</span><span class="ansi-yellow-bg"> </span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">*</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">*</span><span class="ansi-yellow-bg">kwargs</span><span class="ansi-yellow-bg">)</span>
+
+<span class="ansi-red-fg">FileNotFoundError</span>: [Errno 2] No such file or directory: '&lt;project_directory&gt;/settings.yaml'</pre>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>At this point, you can modify the imported settings to align with your application's requirements. For example, if building a UI application, the application might need to change the input and/or storage destinations dynamically in order to enable users to build and query different indexes.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="generate-a-graphragconfig-object">Generate a <code>GraphRagConfig</code> object<a class="anchor-link" href="#generate-a-graphragconfig-object">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [4]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="CodeMirror cm-s-jupyter">
+<div class="zeroclipboard-container">
+<clipboard-copy ,="" aria-label="Copy to Clipboard" for="cell-4">
+<div>
+<span class="notice" hidden="">Copied!</span>
+<svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20">
+<path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></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 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+</svg>
+</div>
+</clipboard-copy>
+</div>
+<div class="highlight-ipynb hl-python"><pre><span></span><span class="kn">from</span> <span class="nn">graphrag.config.create_graphrag_config</span> <span class="kn">import</span> <span class="n">create_graphrag_config</span>
+
+<span class="n">graphrag_config</span> <span class="o">=</span> <span class="n">create_graphrag_config</span><span class="p">(</span>
+    <span class="n">values</span><span class="o">=</span><span class="n">settings</span><span class="p">,</span> <span class="n">root_dir</span><span class="o">=</span><span class="s2">"&lt;project_directory&gt;"</span>
+<span class="p">)</span>
+</pre></div>
+<div class="clipboard-copy-txt" id="cell-4">from graphrag.config.create_graphrag_config import create_graphrag_config
+
+graphrag_config = create_graphrag_config(
+    values=settings, root_dir="<project_directory>"
+)</project_directory></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
+<pre>
+<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
+<span class="ansi-red-fg">NameError</span>                                 Traceback (most recent call last)
+Cell <span class="ansi-green-fg">In[4], line 4</span>
+<span class="ansi-green-intense-fg ansi-bold">      1</span> <span class="ansi-bold" style="color: rgb(0,135,0)">from</span> <span class="ansi-bold" style="color: rgb(0,0,255)">graphrag</span><span class="ansi-bold" style="color: rgb(0,0,255)">.</span><span class="ansi-bold" style="color: rgb(0,0,255)">config</span><span class="ansi-bold" style="color: rgb(0,0,255)">.</span><span class="ansi-bold" style="color: rgb(0,0,255)">create_graphrag_config</span> <span class="ansi-bold" style="color: rgb(0,135,0)">import</span> create_graphrag_config
+<span class="ansi-green-intense-fg ansi-bold">      3</span> graphrag_config <span style="color: rgb(98,98,98)">=</span> create_graphrag_config(
+<span class="ansi-green-fg">----&gt; 4</span>     values<span style="color: rgb(98,98,98)">=</span><span class="ansi-yellow-bg">settings</span>, root_dir<span style="color: rgb(98,98,98)">=</span><span style="color: rgb(175,0,0)">"</span><span style="color: rgb(175,0,0)">&lt;project_directory&gt;</span><span style="color: rgb(175,0,0)">"</span>
+<span class="ansi-green-intense-fg ansi-bold">      5</span> )
+
+<span class="ansi-red-fg">NameError</span>: name 'settings' is not defined</pre>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="indexing-api">Indexing API<a class="anchor-link" href="#indexing-api">¶</a></h2><p><em>Indexing</em> is the process of ingesting raw text data and constructing a knowledge graph. GraphRAG currently supports plaintext (<code>.txt</code>) and <code>.csv</code> file formats.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="build-an-index">Build an index<a class="anchor-link" href="#build-an-index">¶</a></h2>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [5]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="CodeMirror cm-s-jupyter">
+<div class="zeroclipboard-container">
+<clipboard-copy ,="" aria-label="Copy to Clipboard" for="cell-5">
+<div>
+<span class="notice" hidden="">Copied!</span>
+<svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20">
+<path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></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 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+</svg>
+</div>
+</clipboard-copy>
+</div>
+<div class="highlight-ipynb hl-python"><pre><span></span><span class="n">index_result</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="n">PipelineRunResult</span><span class="p">]</span> <span class="o">=</span> <span class="k">await</span> <span class="n">api</span><span class="o">.</span><span class="n">build_index</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">graphrag_config</span><span class="p">)</span>
+
+<span class="c1"># index_result is a list of workflows that make up the indexing pipeline that was run</span>
+<span class="k">for</span> <span class="n">workflow_result</span> <span class="ow">in</span> <span class="n">index_result</span><span class="p">:</span>
+    <span class="n">status</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">"error</span><span class="se">\n</span><span class="si">{</span><span class="n">workflow_result</span><span class="o">.</span><span class="n">errors</span><span class="si">}</span><span class="s2">"</span> <span class="k">if</span> <span class="n">workflow_result</span><span class="o">.</span><span class="n">errors</span> <span class="k">else</span> <span class="s2">"success"</span>
+    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Workflow Name: </span><span class="si">{</span><span class="n">workflow_result</span><span class="o">.</span><span class="n">workflow</span><span class="si">}</span><span class="se">\t</span><span class="s2">Status: </span><span class="si">{</span><span class="n">status</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
+</pre></div>
+<div class="clipboard-copy-txt" id="cell-5">index_result: list[PipelineRunResult] = await api.build_index(config=graphrag_config)
+
+# index_result is a list of workflows that make up the indexing pipeline that was run
+for workflow_result in index_result:
+    status = f"error\n{workflow_result.errors}" if workflow_result.errors else "success"
+    print(f"Workflow Name: {workflow_result.workflow}\tStatus: {status}")</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
+<pre>
+<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
+<span class="ansi-red-fg">NameError</span>                                 Traceback (most recent call last)
+Cell <span class="ansi-green-fg">In[5], line 1</span>
+<span class="ansi-green-fg">----&gt; 1</span> index_result: <span style="color: rgb(0,135,0)">list</span>[PipelineRunResult] <span style="color: rgb(98,98,98)">=</span> <span class="ansi-bold" style="color: rgb(0,135,0)">await</span> api<span style="color: rgb(98,98,98)">.</span>build_index(config<span style="color: rgb(98,98,98)">=</span><span class="ansi-yellow-bg">graphrag_config</span>)
+<span class="ansi-green-intense-fg ansi-bold">      3</span> <span style="color: rgb(95,135,135)"># index_result is a list of workflows that make up the indexing pipeline that was run</span>
+<span class="ansi-green-intense-fg ansi-bold">      4</span> <span class="ansi-bold" style="color: rgb(0,135,0)">for</span> workflow_result <span class="ansi-bold" style="color: rgb(175,0,255)">in</span> index_result:
+
+<span class="ansi-red-fg">NameError</span>: name 'graphrag_config' is not defined</pre>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="query-an-index">Query an index<a class="anchor-link" href="#query-an-index">¶</a></h2><p>To query an index, several index files must first be read into memory and passed to the query API.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [6]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="CodeMirror cm-s-jupyter">
+<div class="zeroclipboard-container">
+<clipboard-copy ,="" aria-label="Copy to Clipboard" for="cell-6">
+<div>
+<span class="notice" hidden="">Copied!</span>
+<svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20">
+<path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></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 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+</svg>
+</div>
+</clipboard-copy>
+</div>
+<div class="highlight-ipynb hl-python"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+
+<span class="n">final_nodes</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_parquet</span><span class="p">(</span><span class="s2">"&lt;project_directory&gt;/output/create_final_nodes.parquet"</span><span class="p">)</span>
+<span class="n">final_entities</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_parquet</span><span class="p">(</span>
+    <span class="s2">"&lt;project_directory&gt;/output/create_final_entities.parquet"</span>
+<span class="p">)</span>
+<span class="n">final_communities</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_parquet</span><span class="p">(</span>
+    <span class="s2">"&lt;project_directory&gt;/output/create_final_communities.parquet"</span>
+<span class="p">)</span>
+<span class="n">final_community_reports</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_parquet</span><span class="p">(</span>
+    <span class="s2">"&lt;project_directory&gt;/output/create_final_community_reports.parquet"</span>
+<span class="p">)</span>
+
+<span class="n">response</span><span class="p">,</span> <span class="n">context</span> <span class="o">=</span> <span class="k">await</span> <span class="n">api</span><span class="o">.</span><span class="n">global_search</span><span class="p">(</span>
+    <span class="n">config</span><span class="o">=</span><span class="n">graphrag_config</span><span class="p">,</span>
+    <span class="n">nodes</span><span class="o">=</span><span class="n">final_nodes</span><span class="p">,</span>
+    <span class="n">entities</span><span class="o">=</span><span class="n">final_entities</span><span class="p">,</span>
+    <span class="n">communities</span><span class="o">=</span><span class="n">final_communities</span><span class="p">,</span>
+    <span class="n">community_reports</span><span class="o">=</span><span class="n">final_community_reports</span><span class="p">,</span>
+    <span class="n">community_level</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
+    <span class="n">dynamic_community_selection</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+    <span class="n">response_type</span><span class="o">=</span><span class="s2">"Multiple Paragraphs"</span><span class="p">,</span>
+    <span class="n">query</span><span class="o">=</span><span class="s2">"Who is Scrooge and what are his main relationships?"</span><span class="p">,</span>
+<span class="p">)</span>
+</pre></div>
+<div class="clipboard-copy-txt" id="cell-6">import pandas as pd
+
+final_nodes = pd.read_parquet("<project_directory>/output/create_final_nodes.parquet")
+final_entities = pd.read_parquet(
+    "<project_directory>/output/create_final_entities.parquet"
+)
+final_communities = pd.read_parquet(
+    "<project_directory>/output/create_final_communities.parquet"
+)
+final_community_reports = pd.read_parquet(
+    "<project_directory>/output/create_final_community_reports.parquet"
+)
+
+response, context = await api.global_search(
+    config=graphrag_config,
+    nodes=final_nodes,
+    entities=final_entities,
+    communities=final_communities,
+    community_reports=final_community_reports,
+    community_level=2,
+    dynamic_community_selection=False,
+    response_type="Multiple Paragraphs",
+    query="Who is Scrooge and what are his main relationships?",
+)</project_directory></project_directory></project_directory></project_directory></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
+<pre>
+<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
+<span class="ansi-red-fg">FileNotFoundError</span>                         Traceback (most recent call last)
+Cell <span class="ansi-green-fg">In[6], line 3</span>
+<span class="ansi-green-intense-fg ansi-bold">      1</span> <span class="ansi-bold" style="color: rgb(0,135,0)">import</span> <span class="ansi-bold" style="color: rgb(0,0,255)">pandas</span> <span class="ansi-bold" style="color: rgb(0,135,0)">as</span> <span class="ansi-bold" style="color: rgb(0,0,255)">pd</span>
+<span class="ansi-green-fg">----&gt; 3</span> final_nodes <span style="color: rgb(98,98,98)">=</span> <span class="ansi-yellow-bg">pd</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">.</span><span class="ansi-yellow-bg">read_parquet</span><span class="ansi-yellow-bg">(</span><span class="ansi-yellow-bg" style="color: rgb(175,0,0)">"</span><span class="ansi-yellow-bg" style="color: rgb(175,0,0)">&lt;project_directory&gt;/output/create_final_nodes.parquet</span><span class="ansi-yellow-bg" style="color: rgb(175,0,0)">"</span><span class="ansi-yellow-bg">)</span>
+<span class="ansi-green-intense-fg ansi-bold">      4</span> final_entities <span style="color: rgb(98,98,98)">=</span> pd<span style="color: rgb(98,98,98)">.</span>read_parquet(
+<span class="ansi-green-intense-fg ansi-bold">      5</span>     <span style="color: rgb(175,0,0)">"</span><span style="color: rgb(175,0,0)">&lt;project_directory&gt;/output/create_final_entities.parquet</span><span style="color: rgb(175,0,0)">"</span>
+<span class="ansi-green-intense-fg ansi-bold">      6</span> )
+<span class="ansi-green-intense-fg ansi-bold">      7</span> final_communities <span style="color: rgb(98,98,98)">=</span> pd<span style="color: rgb(98,98,98)">.</span>read_parquet(
+<span class="ansi-green-intense-fg ansi-bold">      8</span>     <span style="color: rgb(175,0,0)">"</span><span style="color: rgb(175,0,0)">&lt;project_directory&gt;/output/create_final_communities.parquet</span><span style="color: rgb(175,0,0)">"</span>
+<span class="ansi-green-intense-fg ansi-bold">      9</span> )
+
+File <span class="ansi-green-fg">~/.cache/pypoetry/virtualenvs/graphrag-F2jvqev7-py3.11/lib/python3.11/site-packages/pandas/io/parquet.py:667</span>, in <span class="ansi-cyan-fg">read_parquet</span><span class="ansi-blue-fg">(path, engine, columns, storage_options, use_nullable_dtypes, dtype_backend, filesystem, filters, **kwargs)</span>
+<span class="ansi-green-intense-fg ansi-bold">    664</span>     use_nullable_dtypes <span style="color: rgb(98,98,98)">=</span> <span class="ansi-bold" style="color: rgb(0,135,0)">False</span>
+<span class="ansi-green-intense-fg ansi-bold">    665</span> check_dtype_backend(dtype_backend)
+<span class="ansi-green-fg">--&gt; 667</span> <span class="ansi-bold" style="color: rgb(0,135,0)">return</span> <span class="ansi-yellow-bg">impl</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">.</span><span class="ansi-yellow-bg">read</span><span class="ansi-yellow-bg">(</span>
+<span class="ansi-green-intense-fg ansi-bold">    668</span> <span class="ansi-yellow-bg">    </span><span class="ansi-yellow-bg">path</span><span class="ansi-yellow-bg">,</span>
+<span class="ansi-green-intense-fg ansi-bold">    669</span> <span class="ansi-yellow-bg">    </span><span class="ansi-yellow-bg">columns</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">=</span><span class="ansi-yellow-bg">columns</span><span class="ansi-yellow-bg">,</span>
+<span class="ansi-green-intense-fg ansi-bold">    670</span> <span class="ansi-yellow-bg">    </span><span class="ansi-yellow-bg">filters</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">=</span><span class="ansi-yellow-bg">filters</span><span class="ansi-yellow-bg">,</span>
+<span class="ansi-green-intense-fg ansi-bold">    671</span> <span class="ansi-yellow-bg">    </span><span class="ansi-yellow-bg">storage_options</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">=</span><span class="ansi-yellow-bg">storage_options</span><span class="ansi-yellow-bg">,</span>
+<span class="ansi-green-intense-fg ansi-bold">    672</span> <span class="ansi-yellow-bg">    </span><span class="ansi-yellow-bg">use_nullable_dtypes</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">=</span><span class="ansi-yellow-bg">use_nullable_dtypes</span><span class="ansi-yellow-bg">,</span>
+<span class="ansi-green-intense-fg ansi-bold">    673</span> <span class="ansi-yellow-bg">    </span><span class="ansi-yellow-bg">dtype_backend</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">=</span><span class="ansi-yellow-bg">dtype_backend</span><span class="ansi-yellow-bg">,</span>
+<span class="ansi-green-intense-fg ansi-bold">    674</span> <span class="ansi-yellow-bg">    </span><span class="ansi-yellow-bg">filesystem</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">=</span><span class="ansi-yellow-bg">filesystem</span><span class="ansi-yellow-bg">,</span>
+<span class="ansi-green-intense-fg ansi-bold">    675</span> <span class="ansi-yellow-bg">    </span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">*</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">*</span><span class="ansi-yellow-bg">kwargs</span><span class="ansi-yellow-bg">,</span>
+<span class="ansi-green-intense-fg ansi-bold">    676</span> <span class="ansi-yellow-bg">)</span>
+
+File <span class="ansi-green-fg">~/.cache/pypoetry/virtualenvs/graphrag-F2jvqev7-py3.11/lib/python3.11/site-packages/pandas/io/parquet.py:267</span>, in <span class="ansi-cyan-fg">PyArrowImpl.read</span><span class="ansi-blue-fg">(self, path, columns, filters, use_nullable_dtypes, dtype_backend, storage_options, filesystem, **kwargs)</span>
+<span class="ansi-green-intense-fg ansi-bold">    264</span> <span class="ansi-bold" style="color: rgb(0,135,0)">if</span> manager <span style="color: rgb(98,98,98)">==</span> <span style="color: rgb(175,0,0)">"</span><span style="color: rgb(175,0,0)">array</span><span style="color: rgb(175,0,0)">"</span>:
+<span class="ansi-green-intense-fg ansi-bold">    265</span>     to_pandas_kwargs[<span style="color: rgb(175,0,0)">"</span><span style="color: rgb(175,0,0)">split_blocks</span><span style="color: rgb(175,0,0)">"</span>] <span style="color: rgb(98,98,98)">=</span> <span class="ansi-bold" style="color: rgb(0,135,0)">True</span>  <span style="color: rgb(95,135,135)"># type: ignore[assignment]</span>
+<span class="ansi-green-fg">--&gt; 267</span> path_or_handle, handles, filesystem <span style="color: rgb(98,98,98)">=</span> <span class="ansi-yellow-bg">_get_path_or_handle</span><span class="ansi-yellow-bg">(</span>
+<span class="ansi-green-intense-fg ansi-bold">    268</span> <span class="ansi-yellow-bg">    </span><span class="ansi-yellow-bg">path</span><span class="ansi-yellow-bg">,</span>
+<span class="ansi-green-intense-fg ansi-bold">    269</span> <span class="ansi-yellow-bg">    </span><span class="ansi-yellow-bg">filesystem</span><span class="ansi-yellow-bg">,</span>
+<span class="ansi-green-intense-fg ansi-bold">    270</span> <span class="ansi-yellow-bg">    </span><span class="ansi-yellow-bg">storage_options</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">=</span><span class="ansi-yellow-bg">storage_options</span><span class="ansi-yellow-bg">,</span>
+<span class="ansi-green-intense-fg ansi-bold">    271</span> <span class="ansi-yellow-bg">    </span><span class="ansi-yellow-bg">mode</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">=</span><span class="ansi-yellow-bg" style="color: rgb(175,0,0)">"</span><span class="ansi-yellow-bg" style="color: rgb(175,0,0)">rb</span><span class="ansi-yellow-bg" style="color: rgb(175,0,0)">"</span><span class="ansi-yellow-bg">,</span>
+<span class="ansi-green-intense-fg ansi-bold">    272</span> <span class="ansi-yellow-bg">)</span>
+<span class="ansi-green-intense-fg ansi-bold">    273</span> <span class="ansi-bold" style="color: rgb(0,135,0)">try</span>:
+<span class="ansi-green-intense-fg ansi-bold">    274</span>     pa_table <span style="color: rgb(98,98,98)">=</span> <span style="color: rgb(0,135,0)">self</span><span style="color: rgb(98,98,98)">.</span>api<span style="color: rgb(98,98,98)">.</span>parquet<span style="color: rgb(98,98,98)">.</span>read_table(
+<span class="ansi-green-intense-fg ansi-bold">    275</span>         path_or_handle,
+<span class="ansi-green-intense-fg ansi-bold">    276</span>         columns<span style="color: rgb(98,98,98)">=</span>columns,
+<span class="ansi-green-fg">   (...)</span>
+<span class="ansi-green-intense-fg ansi-bold">    279</span>         <span style="color: rgb(98,98,98)">*</span><span style="color: rgb(98,98,98)">*</span>kwargs,
+<span class="ansi-green-intense-fg ansi-bold">    280</span>     )
+
+File <span class="ansi-green-fg">~/.cache/pypoetry/virtualenvs/graphrag-F2jvqev7-py3.11/lib/python3.11/site-packages/pandas/io/parquet.py:140</span>, in <span class="ansi-cyan-fg">_get_path_or_handle</span><span class="ansi-blue-fg">(path, fs, storage_options, mode, is_dir)</span>
+<span class="ansi-green-intense-fg ansi-bold">    130</span> handles <span style="color: rgb(98,98,98)">=</span> <span class="ansi-bold" style="color: rgb(0,135,0)">None</span>
+<span class="ansi-green-intense-fg ansi-bold">    131</span> <span class="ansi-bold" style="color: rgb(0,135,0)">if</span> (
+<span class="ansi-green-intense-fg ansi-bold">    132</span>     <span class="ansi-bold" style="color: rgb(175,0,255)">not</span> fs
+<span class="ansi-green-intense-fg ansi-bold">    133</span>     <span class="ansi-bold" style="color: rgb(175,0,255)">and</span> <span class="ansi-bold" style="color: rgb(175,0,255)">not</span> is_dir
+<span class="ansi-green-fg">   (...)</span>
+<span class="ansi-green-intense-fg ansi-bold">    138</span>     <span style="color: rgb(95,135,135)"># fsspec resources can also point to directories</span>
+<span class="ansi-green-intense-fg ansi-bold">    139</span>     <span style="color: rgb(95,135,135)"># this branch is used for example when reading from non-fsspec URLs</span>
+<span class="ansi-green-fg">--&gt; 140</span>     handles <span style="color: rgb(98,98,98)">=</span> <span class="ansi-yellow-bg">get_handle</span><span class="ansi-yellow-bg">(</span>
+<span class="ansi-green-intense-fg ansi-bold">    141</span> <span class="ansi-yellow-bg">        </span><span class="ansi-yellow-bg">path_or_handle</span><span class="ansi-yellow-bg">,</span><span class="ansi-yellow-bg"> </span><span class="ansi-yellow-bg">mode</span><span class="ansi-yellow-bg">,</span><span class="ansi-yellow-bg"> </span><span class="ansi-yellow-bg">is_text</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">=</span><span class="ansi-yellow-bg ansi-bold" style="color: rgb(0,135,0)">False</span><span class="ansi-yellow-bg">,</span><span class="ansi-yellow-bg"> </span><span class="ansi-yellow-bg">storage_options</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">=</span><span class="ansi-yellow-bg">storage_options</span>
+<span class="ansi-green-intense-fg ansi-bold">    142</span> <span class="ansi-yellow-bg">    </span><span class="ansi-yellow-bg">)</span>
+<span class="ansi-green-intense-fg ansi-bold">    143</span>     fs <span style="color: rgb(98,98,98)">=</span> <span class="ansi-bold" style="color: rgb(0,135,0)">None</span>
+<span class="ansi-green-intense-fg ansi-bold">    144</span>     path_or_handle <span style="color: rgb(98,98,98)">=</span> handles<span style="color: rgb(98,98,98)">.</span>handle
+
+File <span class="ansi-green-fg">~/.cache/pypoetry/virtualenvs/graphrag-F2jvqev7-py3.11/lib/python3.11/site-packages/pandas/io/common.py:882</span>, in <span class="ansi-cyan-fg">get_handle</span><span class="ansi-blue-fg">(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)</span>
+<span class="ansi-green-intense-fg ansi-bold">    873</span>         handle <span style="color: rgb(98,98,98)">=</span> <span style="color: rgb(0,135,0)">open</span>(
+<span class="ansi-green-intense-fg ansi-bold">    874</span>             handle,
+<span class="ansi-green-intense-fg ansi-bold">    875</span>             ioargs<span style="color: rgb(98,98,98)">.</span>mode,
+<span class="ansi-green-fg">   (...)</span>
+<span class="ansi-green-intense-fg ansi-bold">    878</span>             newline<span style="color: rgb(98,98,98)">=</span><span style="color: rgb(175,0,0)">"</span><span style="color: rgb(175,0,0)">"</span>,
+<span class="ansi-green-intense-fg ansi-bold">    879</span>         )
+<span class="ansi-green-intense-fg ansi-bold">    880</span>     <span class="ansi-bold" style="color: rgb(0,135,0)">else</span>:
+<span class="ansi-green-intense-fg ansi-bold">    881</span>         <span style="color: rgb(95,135,135)"># Binary mode</span>
+<span class="ansi-green-fg">--&gt; 882</span>         handle <span style="color: rgb(98,98,98)">=</span> <span class="ansi-yellow-bg" style="color: rgb(0,135,0)">open</span><span class="ansi-yellow-bg">(</span><span class="ansi-yellow-bg">handle</span><span class="ansi-yellow-bg">,</span><span class="ansi-yellow-bg"> </span><span class="ansi-yellow-bg">ioargs</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">.</span><span class="ansi-yellow-bg">mode</span><span class="ansi-yellow-bg">)</span>
+<span class="ansi-green-intense-fg ansi-bold">    883</span>     handles<span style="color: rgb(98,98,98)">.</span>append(handle)
+<span class="ansi-green-intense-fg ansi-bold">    885</span> <span style="color: rgb(95,135,135)"># Convert BytesIO or file objects passed with an encoding</span>
+
+<span class="ansi-red-fg">FileNotFoundError</span>: [Errno 2] No such file or directory: '&lt;project_directory&gt;/output/create_final_nodes.parquet'</pre>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>The response object is the official reponse from graphrag while the context object holds various metadata regarding the querying process used to obtain the final response.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [7]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="CodeMirror cm-s-jupyter">
+<div class="zeroclipboard-container">
+<clipboard-copy ,="" aria-label="Copy to Clipboard" for="cell-7">
+<div>
+<span class="notice" hidden="">Copied!</span>
+<svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20">
+<path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></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 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+</svg>
+</div>
+</clipboard-copy>
+</div>
+<div class="highlight-ipynb hl-python"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">response</span><span class="p">)</span>
+</pre></div>
+<div class="clipboard-copy-txt" id="cell-7">print(response)</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
+<pre>
+<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
+<span class="ansi-red-fg">NameError</span>                                 Traceback (most recent call last)
+Cell <span class="ansi-green-fg">In[7], line 1</span>
+<span class="ansi-green-fg">----&gt; 1</span> <span style="color: rgb(0,135,0)">print</span>(<span class="ansi-yellow-bg">response</span>)
+
+<span class="ansi-red-fg">NameError</span>: name 'response' is not defined</pre>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Digging into the context a bit more provides users with extremely granular information such as what sources of data (down to the level of text chunks) were ultimately retrieved and used as part of the context sent to the LLM model).</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [8]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="CodeMirror cm-s-jupyter">
+<div class="zeroclipboard-container">
+<clipboard-copy ,="" aria-label="Copy to Clipboard" for="cell-8">
+<div>
+<span class="notice" hidden="">Copied!</span>
+<svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20">
+<path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></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 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+</svg>
+</div>
+</clipboard-copy>
+</div>
+<div class="highlight-ipynb hl-python"><pre><span></span><span class="kn">from</span> <span class="nn">pprint</span> <span class="kn">import</span> <span class="n">pprint</span>
+
+<span class="n">pprint</span><span class="p">(</span><span class="n">context</span><span class="p">)</span>  <span class="c1"># noqa: T203</span>
+</pre></div>
+<div class="clipboard-copy-txt" id="cell-8">from pprint import pprint
+
+pprint(context)  # noqa: T203</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
+<pre>
+<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
+<span class="ansi-red-fg">NameError</span>                                 Traceback (most recent call last)
+Cell <span class="ansi-green-fg">In[8], line 3</span>
+<span class="ansi-green-intense-fg ansi-bold">      1</span> <span class="ansi-bold" style="color: rgb(0,135,0)">from</span> <span class="ansi-bold" style="color: rgb(0,0,255)">pprint</span> <span class="ansi-bold" style="color: rgb(0,135,0)">import</span> pprint
+<span class="ansi-green-fg">----&gt; 3</span> pprint(<span class="ansi-yellow-bg">context</span>)  <span style="color: rgb(95,135,135)"># noqa: T203</span>
+
+<span class="ansi-red-fg">NameError</span>: name 'context' is not defined</pre>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div> <!-- jp-Notebook -->
+</div> <!-- jupyter-wrapper -->
+
+        <style>
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+        </style>
+        
+
+
+
+
+
+
+
+
+
+
+
+
+                
+              </article>
+            </div>
+          
+          
+<script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script>
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\ No newline at end of file
diff --git a/examples_notebooks/drift_search/index.html b/examples_notebooks/drift_search/index.html
index 9c52ab73..ed112dbc 100644
--- a/examples_notebooks/drift_search/index.html
+++ b/examples_notebooks/drift_search/index.html
@@ -2015,7 +2015,7 @@ Text unit records: 50
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
-<pre>[2024-12-05T19:25:29Z WARN  lance::dataset] No existing dataset at /home/runner/work/graphrag/graphrag/docs/examples_notebooks/inputs/operation dulce/lancedb/default-entity-description.lance, it will be created
+<pre>[2024-12-05T21:35:25Z WARN  lance::dataset] No existing dataset at /home/runner/work/graphrag/graphrag/docs/examples_notebooks/inputs/operation dulce/lancedb/default-entity-description.lance, it will be created
 </pre>
 </div>
 </div>
