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swarms/docs/site/swarms_tools/twitter/index.html

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<!doctype html>
<html lang="en" class="no-js">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width,initial-scale=1">
<meta name="description" content="The Enterprise-Grade Production-Ready Multi-Agent Orchestration Framework">
<meta name="author" content="Swarms">
<link rel="canonical" href="https://docs.swarms.world/swarms_tools/twitter/">
<link rel="prev" href="../search/">
<link rel="next" href="../../swarms_cloud/cloud_run/">
<link rel="icon" href="../../assets/images/favicon.png">
<meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.15">
<title>Twitter - Swarms</title>
<link rel="stylesheet" href="../../assets/stylesheets/main.342714a4.min.css">
<link rel="stylesheet" href="../../assets/stylesheets/palette.06af60db.min.css">
<style>
/* Custom Footer Styling - Base */
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padding: 2.4rem 0 1.2rem;
border-top: 0.05rem solid var(--md-default-fg-color--lightest);
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padding: 0 1.2rem;
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gap: 2rem;
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color: #9ca3af;
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gap: 1.5rem;
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padding: 0 1rem;
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/* Company section mobile styles */
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flex-direction: column;
text-align: center;
gap: 1rem;
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.md-footer-company__brand {
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.md-footer-company__copyright {
text-align: center;
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</style>
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<style>:root{--md-text-font:"Fira Sans";--md-code-font:"Fira Code"}</style>
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<script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
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</button>
<div style="text-align:center">
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<script>var el=document.querySelector("[data-md-component=announce]");if(el){var content=el.querySelector(".md-typeset");__md_hash(content.innerHTML)===__md_get("__announce")&&(el.hidden=!0)}</script>
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<nav class="md-header__inner md-grid" aria-label="Header">
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</div>
</div>
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<form class="md-header__option" data-md-component="palette">
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initialize_twitter_tool()
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</a>
</li>
<li class="md-nav__item">
<a href="#post_tweet" class="md-nav__link">
<span class="md-ellipsis">
post_tweet()
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#reply_tweet" class="md-nav__link">
<span class="md-ellipsis">
reply_tweet()
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#like_tweet" class="md-nav__link">
<span class="md-ellipsis">
like_tweet()
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#quote_tweet" class="md-nav__link">
<span class="md-ellipsis">
quote_tweet()
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#get_metrics" class="md-nav__link">
<span class="md-ellipsis">
get_metrics()
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#usage-examples" class="md-nav__link">
<span class="md-ellipsis">
Usage Examples
</span>
</a>
<nav class="md-nav" aria-label="Usage Examples">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#basic-tweet-posting" class="md-nav__link">
<span class="md-ellipsis">
Basic Tweet Posting
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#interacting-with-tweets" class="md-nav__link">
<span class="md-ellipsis">
Interacting with Tweets
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#retrieving-metrics" class="md-nav__link">
<span class="md-ellipsis">
Retrieving Metrics
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#error-handling" class="md-nav__link">
<span class="md-ellipsis">
Error Handling
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#production-example" class="md-nav__link">
<span class="md-ellipsis">
Production Example
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#best-practices" class="md-nav__link">
<span class="md-ellipsis">
Best Practices
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#rate-limits" class="md-nav__link">
<span class="md-ellipsis">
Rate Limits
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#dependencies" class="md-nav__link">
<span class="md-ellipsis">
Dependencies
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#version-compatibility" class="md-nav__link">
<span class="md-ellipsis">
Version Compatibility
</span>
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div class="md-content" data-md-component="content">
<article class="md-content__inner md-typeset">
<h1 id="twitter-tool-documentation">Twitter Tool Documentation<a class="headerlink" href="#twitter-tool-documentation" title="Permanent link">&para;</a></h1>
<h2 id="overview">Overview<a class="headerlink" href="#overview" title="Permanent link">&para;</a></h2>
<p>The Twitter Tool provides a convenient interface for interacting with Twitter's API through the swarms-tools package. This documentation covers the initialization process and available functions for posting, replying, liking, and quoting tweets, as well as retrieving metrics.</p>
<h2 id="installation">Installation<a class="headerlink" href="#installation" title="Permanent link">&para;</a></h2>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>pip<span class="w"> </span>install<span class="w"> </span>swarms-tools
</span></code></pre></div>
<h2 id="authentication">Authentication<a class="headerlink" href="#authentication" title="Permanent link">&para;</a></h2>
<p>The Twitter Tool requires Twitter API credentials for authentication. These should be stored as environment variables:</p>
<div class="language-python highlight"><pre><span></span><code><span id="__span-1-1"><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="n">TWITTER_ID</span><span class="o">=</span><span class="n">your_twitter_id</span>
</span><span id="__span-1-2"><a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="n">TWITTER_NAME</span><span class="o">=</span><span class="n">your_twitter_name</span>
</span><span id="__span-1-3"><a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a><span class="n">TWITTER_DESCRIPTION</span><span class="o">=</span><span class="n">your_twitter_description</span>
</span><span id="__span-1-4"><a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a><span class="n">TWITTER_API_KEY</span><span class="o">=</span><span class="n">your_api_key</span>
</span><span id="__span-1-5"><a id="__codelineno-1-5" name="__codelineno-1-5" href="#__codelineno-1-5"></a><span class="n">TWITTER_API_SECRET_KEY</span><span class="o">=</span><span class="n">your_api_secret_key</span>
</span><span id="__span-1-6"><a id="__codelineno-1-6" name="__codelineno-1-6" href="#__codelineno-1-6"></a><span class="n">TWITTER_ACCESS_TOKEN</span><span class="o">=</span><span class="n">your_access_token</span>
</span><span id="__span-1-7"><a id="__codelineno-1-7" name="__codelineno-1-7" href="#__codelineno-1-7"></a><span class="n">TWITTER_ACCESS_TOKEN_SECRET</span><span class="o">=</span><span class="n">your_access_token_secret</span>
</span></code></pre></div>
<h2 id="initialization">Initialization<a class="headerlink" href="#initialization" title="Permanent link">&para;</a></h2>
<h3 id="twittertool-configuration-options">TwitterTool Configuration Options<a class="headerlink" href="#twittertool-configuration-options" title="Permanent link">&para;</a></h3>
<table>
<thead>
<tr>
<th>Parameter</th>
<th>Type</th>
<th>Required</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>id</td>
<td>str</td>
<td>Yes</td>
<td>Unique identifier for the Twitter tool instance</td>
</tr>
<tr>
<td>name</td>
<td>str</td>
<td>Yes</td>
<td>Name of the Twitter tool instance</td>
</tr>
<tr>
<td>description</td>
<td>str</td>
<td>No</td>
<td>Description of the tool's purpose</td>
</tr>
<tr>
<td>credentials</td>
<td>dict</td>
<td>Yes</td>
<td>Dictionary containing Twitter API credentials</td>
</tr>
</tbody>
</table>
<h3 id="credentials-dictionary-structure">Credentials Dictionary Structure<a class="headerlink" href="#credentials-dictionary-structure" title="Permanent link">&para;</a></h3>
<table>
<thead>
<tr>
<th>Key</th>
<th>Type</th>
<th>Required</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>apiKey</td>
<td>str</td>
<td>Yes</td>
<td>Twitter API Key</td>
</tr>
<tr>
<td>apiSecretKey</td>
<td>str</td>
<td>Yes</td>
<td>Twitter API Secret Key</td>
</tr>
<tr>
<td>accessToken</td>
<td>str</td>
<td>Yes</td>
<td>Twitter Access Token</td>
</tr>
<tr>
<td>accessTokenSecret</td>
<td>str</td>
<td>Yes</td>
<td>Twitter Access Token Secret</td>
</tr>
</tbody>
</table>
<h2 id="available-functions">Available Functions<a class="headerlink" href="#available-functions" title="Permanent link">&para;</a></h2>
<h3 id="initialize_twitter_tool">initialize_twitter_tool()<a class="headerlink" href="#initialize_twitter_tool" title="Permanent link">&para;</a></h3>
<p>Creates and returns a new instance of the TwitterTool.</p>
<div class="language-python highlight"><pre><span></span><code><span id="__span-2-1"><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="k">def</span><span class="w"> </span><span class="nf">initialize_twitter_tool</span><span class="p">()</span> <span class="o">-&gt;</span> <span class="n">TwitterTool</span><span class="p">:</span>
</span></code></pre></div>
<p>Returns:
- TwitterTool: Initialized Twitter tool instance</p>
<h3 id="post_tweet">post_tweet()<a class="headerlink" href="#post_tweet" title="Permanent link">&para;</a></h3>
<p>Posts a new tweet to Twitter.</p>
<table>
<thead>
<tr>
<th>Parameter</th>
<th>Type</th>
<th>Required</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>tweet</td>
<td>str</td>
<td>Yes</td>
<td>Text content of the tweet to post</td>
</tr>
</tbody>
</table>
<p>Raises:
- tweepy.TweepyException: If tweet posting fails</p>
<h3 id="reply_tweet">reply_tweet()<a class="headerlink" href="#reply_tweet" title="Permanent link">&para;</a></h3>
<p>Replies to an existing tweet.</p>
<table>
<thead>
<tr>
<th>Parameter</th>
<th>Type</th>
<th>Required</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>tweet_id</td>
<td>int</td>
<td>Yes</td>
<td>ID of the tweet to reply to</td>
</tr>
<tr>
<td>reply</td>
<td>str</td>
<td>Yes</td>
<td>Text content of the reply</td>
</tr>
</tbody>
</table>
<p>Raises:
- tweepy.TweepyException: If reply posting fails</p>
<h3 id="like_tweet">like_tweet()<a class="headerlink" href="#like_tweet" title="Permanent link">&para;</a></h3>
<p>Likes a specified tweet.</p>
<table>
<thead>
<tr>
<th>Parameter</th>
<th>Type</th>
<th>Required</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>tweet_id</td>
<td>int</td>
<td>Yes</td>
<td>ID of the tweet to like</td>
</tr>
</tbody>
</table>
<p>Raises:
- tweepy.TweepyException: If liking the tweet fails</p>
<h3 id="quote_tweet">quote_tweet()<a class="headerlink" href="#quote_tweet" title="Permanent link">&para;</a></h3>
<p>Creates a quote tweet.</p>
<table>
<thead>
<tr>
<th>Parameter</th>
<th>Type</th>
<th>Required</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>tweet_id</td>
<td>int</td>
<td>Yes</td>
<td>ID of the tweet to quote</td>
</tr>
<tr>
<td>quote</td>
<td>str</td>
<td>Yes</td>
<td>Text content to add to the quoted tweet</td>
</tr>
</tbody>
</table>
<p>Raises:
- tweepy.TweepyException: If quote tweet creation fails</p>
<h3 id="get_metrics">get_metrics()<a class="headerlink" href="#get_metrics" title="Permanent link">&para;</a></h3>
<p>Retrieves Twitter metrics.</p>
<p>Returns:
- Dict[str, int]: Dictionary containing various Twitter metrics</p>
<p>Raises:
- tweepy.TweepyException: If metrics retrieval fails</p>
<h2 id="usage-examples">Usage Examples<a class="headerlink" href="#usage-examples" title="Permanent link">&para;</a></h2>
<h3 id="basic-tweet-posting">Basic Tweet Posting<a class="headerlink" href="#basic-tweet-posting" title="Permanent link">&para;</a></h3>
<div class="language-python highlight"><pre><span></span><code><span id="__span-3-1"><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">swarms_tools.twitter</span><span class="w"> </span><span class="kn">import</span> <span class="n">initialize_twitter_tool</span><span class="p">,</span> <span class="n">post_tweet</span>
</span><span id="__span-3-2"><a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a>
</span><span id="__span-3-3"><a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a><span class="c1"># Post a simple tweet</span>
</span><span id="__span-3-4"><a id="__codelineno-3-4" name="__codelineno-3-4" href="#__codelineno-3-4"></a><span class="n">post_tweet</span><span class="p">(</span><span class="s2">&quot;Hello, Twitter!&quot;</span><span class="p">)</span>
</span></code></pre></div>
<h3 id="interacting-with-tweets">Interacting with Tweets<a class="headerlink" href="#interacting-with-tweets" title="Permanent link">&para;</a></h3>
<div class="language-python highlight"><pre><span></span><code><span id="__span-4-1"><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a><span class="c1"># Reply to a tweet</span>
</span><span id="__span-4-2"><a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a><span class="n">reply_tweet</span><span class="p">(</span><span class="mi">12345</span><span class="p">,</span> <span class="s2">&quot;Great point!&quot;</span><span class="p">)</span>
</span><span id="__span-4-3"><a id="__codelineno-4-3" name="__codelineno-4-3" href="#__codelineno-4-3"></a>
</span><span id="__span-4-4"><a id="__codelineno-4-4" name="__codelineno-4-4" href="#__codelineno-4-4"></a><span class="c1"># Like a tweet</span>
</span><span id="__span-4-5"><a id="__codelineno-4-5" name="__codelineno-4-5" href="#__codelineno-4-5"></a><span class="n">like_tweet</span><span class="p">(</span><span class="mi">12345</span><span class="p">)</span>
</span><span id="__span-4-6"><a id="__codelineno-4-6" name="__codelineno-4-6" href="#__codelineno-4-6"></a>
</span><span id="__span-4-7"><a id="__codelineno-4-7" name="__codelineno-4-7" href="#__codelineno-4-7"></a><span class="c1"># Quote a tweet</span>
</span><span id="__span-4-8"><a id="__codelineno-4-8" name="__codelineno-4-8" href="#__codelineno-4-8"></a><span class="n">quote_tweet</span><span class="p">(</span><span class="mi">12345</span><span class="p">,</span> <span class="s2">&quot;Adding my thoughts on this!&quot;</span><span class="p">)</span>
</span></code></pre></div>
<h3 id="retrieving-metrics">Retrieving Metrics<a class="headerlink" href="#retrieving-metrics" title="Permanent link">&para;</a></h3>
<div class="language-python highlight"><pre><span></span><code><span id="__span-5-1"><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a><span class="n">metrics</span> <span class="o">=</span> <span class="n">get_metrics</span><span class="p">()</span>
</span><span id="__span-5-2"><a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a><span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Current metrics: </span><span class="si">{</span><span class="n">metrics</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span></code></pre></div>
<h2 id="error-handling">Error Handling<a class="headerlink" href="#error-handling" title="Permanent link">&para;</a></h2>
<p>All functions include built-in error handling and will print error messages if operations fail. It's recommended to implement additional error handling in production environments:</p>
<div class="language-python highlight"><pre><span></span><code><span id="__span-6-1"><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a><span class="k">try</span><span class="p">:</span>
</span><span id="__span-6-2"><a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a> <span class="n">post_tweet</span><span class="p">(</span><span class="s2">&quot;Hello, Twitter!&quot;</span><span class="p">)</span>
</span><span id="__span-6-3"><a id="__codelineno-6-3" name="__codelineno-6-3" href="#__codelineno-6-3"></a><span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
</span><span id="__span-6-4"><a id="__codelineno-6-4" name="__codelineno-6-4" href="#__codelineno-6-4"></a> <span class="n">logger</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Tweet posting failed: </span><span class="si">{</span><span class="n">e</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span><span id="__span-6-5"><a id="__codelineno-6-5" name="__codelineno-6-5" href="#__codelineno-6-5"></a> <span class="c1"># Implement appropriate error handling</span>
</span></code></pre></div>
<h2 id="production-example">Production Example<a class="headerlink" href="#production-example" title="Permanent link">&para;</a></h2>
<p>This is an example of how to use the TwitterTool in a production environment using Swarms.</p>
<div class="language-python highlight"><pre><span></span><code><span id="__span-7-1"><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a><span class="kn">import</span><span class="w"> </span><span class="nn">os</span>
</span><span id="__span-7-2"><a id="__codelineno-7-2" name="__codelineno-7-2" href="#__codelineno-7-2"></a><span class="kn">from</span><span class="w"> </span><span class="nn">time</span><span class="w"> </span><span class="kn">import</span> <span class="n">time</span>
</span><span id="__span-7-3"><a id="__codelineno-7-3" name="__codelineno-7-3" href="#__codelineno-7-3"></a>
</span><span id="__span-7-4"><a id="__codelineno-7-4" name="__codelineno-7-4" href="#__codelineno-7-4"></a><span class="kn">from</span><span class="w"> </span><span class="nn">swarms</span><span class="w"> </span><span class="kn">import</span> <span class="n">Agent</span>
</span><span id="__span-7-5"><a id="__codelineno-7-5" name="__codelineno-7-5" href="#__codelineno-7-5"></a><span class="kn">from</span><span class="w"> </span><span class="nn">dotenv</span><span class="w"> </span><span class="kn">import</span> <span class="n">load_dotenv</span>
</span><span id="__span-7-6"><a id="__codelineno-7-6" name="__codelineno-7-6" href="#__codelineno-7-6"></a>
</span><span id="__span-7-7"><a id="__codelineno-7-7" name="__codelineno-7-7" href="#__codelineno-7-7"></a><span class="kn">from</span><span class="w"> </span><span class="nn">swarms_tools.social_media.twitter_tool</span><span class="w"> </span><span class="kn">import</span> <span class="n">TwitterTool</span>
</span><span id="__span-7-8"><a id="__codelineno-7-8" name="__codelineno-7-8" href="#__codelineno-7-8"></a>
</span><span id="__span-7-9"><a id="__codelineno-7-9" name="__codelineno-7-9" href="#__codelineno-7-9"></a><span class="n">medical_coder</span> <span class="o">=</span> <span class="n">Agent</span><span class="p">(</span>
</span><span id="__span-7-10"><a id="__codelineno-7-10" name="__codelineno-7-10" href="#__codelineno-7-10"></a> <span class="n">agent_name</span><span class="o">=</span><span class="s2">&quot;Medical Coder&quot;</span><span class="p">,</span>
</span><span id="__span-7-11"><a id="__codelineno-7-11" name="__codelineno-7-11" href="#__codelineno-7-11"></a> <span class="n">system_prompt</span><span class="o">=</span><span class="s2">&quot;&quot;&quot;</span>
</span><span id="__span-7-12"><a id="__codelineno-7-12" name="__codelineno-7-12" href="#__codelineno-7-12"></a><span class="s2"> You are a highly experienced and certified medical coder with extensive knowledge of ICD-10 coding guidelines, clinical documentation standards, and compliance regulations. Your responsibility is to ensure precise, compliant, and well-documented coding for all clinical cases.</span>
</span><span id="__span-7-13"><a id="__codelineno-7-13" name="__codelineno-7-13" href="#__codelineno-7-13"></a>
</span><span id="__span-7-14"><a id="__codelineno-7-14" name="__codelineno-7-14" href="#__codelineno-7-14"></a><span class="s2"> ### Primary Responsibilities:</span>
</span><span id="__span-7-15"><a id="__codelineno-7-15" name="__codelineno-7-15" href="#__codelineno-7-15"></a><span class="s2"> 1. **Review Clinical Documentation**: Analyze all available clinical records, including specialist inputs, physician notes, lab results, imaging reports, and discharge summaries.</span>
</span><span id="__span-7-16"><a id="__codelineno-7-16" name="__codelineno-7-16" href="#__codelineno-7-16"></a><span class="s2"> 2. **Assign Accurate ICD-10 Codes**: Identify and assign appropriate codes for primary diagnoses, secondary conditions, symptoms, and complications.</span>
</span><span id="__span-7-17"><a id="__codelineno-7-17" name="__codelineno-7-17" href="#__codelineno-7-17"></a><span class="s2"> 3. **Ensure Coding Compliance**: Follow the latest ICD-10-CM/PCS coding guidelines, payer-specific requirements, and organizational policies.</span>
</span><span id="__span-7-18"><a id="__codelineno-7-18" name="__codelineno-7-18" href="#__codelineno-7-18"></a><span class="s2"> 4. **Document Code Justification**: Provide clear, evidence-based rationale for each assigned code.</span>
</span><span id="__span-7-19"><a id="__codelineno-7-19" name="__codelineno-7-19" href="#__codelineno-7-19"></a>
</span><span id="__span-7-20"><a id="__codelineno-7-20" name="__codelineno-7-20" href="#__codelineno-7-20"></a><span class="s2"> ### Detailed Coding Process:</span>
</span><span id="__span-7-21"><a id="__codelineno-7-21" name="__codelineno-7-21" href="#__codelineno-7-21"></a><span class="s2"> - **Review Specialist Inputs**: Examine all relevant documentation to capture the full scope of the patient&#39;s condition and care provided.</span>
</span><span id="__span-7-22"><a id="__codelineno-7-22" name="__codelineno-7-22" href="#__codelineno-7-22"></a><span class="s2"> - **Identify Diagnoses**: Determine the primary and secondary diagnoses, as well as any symptoms or complications, based on the documentation.</span>
</span><span id="__span-7-23"><a id="__codelineno-7-23" name="__codelineno-7-23" href="#__codelineno-7-23"></a><span class="s2"> - **Assign ICD-10 Codes**: Select the most accurate and specific ICD-10 codes for each identified diagnosis or condition.</span>
</span><span id="__span-7-24"><a id="__codelineno-7-24" name="__codelineno-7-24" href="#__codelineno-7-24"></a><span class="s2"> - **Document Supporting Evidence**: Record the documentation source (e.g., lab report, imaging, or physician note) for each code to justify its assignment.</span>
</span><span id="__span-7-25"><a id="__codelineno-7-25" name="__codelineno-7-25" href="#__codelineno-7-25"></a><span class="s2"> - **Address Queries**: Note and flag any inconsistencies, missing information, or areas requiring clarification from providers.</span>
</span><span id="__span-7-26"><a id="__codelineno-7-26" name="__codelineno-7-26" href="#__codelineno-7-26"></a>
</span><span id="__span-7-27"><a id="__codelineno-7-27" name="__codelineno-7-27" href="#__codelineno-7-27"></a><span class="s2"> ### Output Requirements:</span>
</span><span id="__span-7-28"><a id="__codelineno-7-28" name="__codelineno-7-28" href="#__codelineno-7-28"></a><span class="s2"> Your response must be clear, structured, and compliant with professional standards. Use the following format:</span>
</span><span id="__span-7-29"><a id="__codelineno-7-29" name="__codelineno-7-29" href="#__codelineno-7-29"></a>
</span><span id="__span-7-30"><a id="__codelineno-7-30" name="__codelineno-7-30" href="#__codelineno-7-30"></a><span class="s2"> 1. **Primary Diagnosis Codes**:</span>
</span><span id="__span-7-31"><a id="__codelineno-7-31" name="__codelineno-7-31" href="#__codelineno-7-31"></a><span class="s2"> - **ICD-10 Code**: [e.g., E11.9]</span>
</span><span id="__span-7-32"><a id="__codelineno-7-32" name="__codelineno-7-32" href="#__codelineno-7-32"></a><span class="s2"> - **Description**: [e.g., Type 2 diabetes mellitus without complications]</span>
</span><span id="__span-7-33"><a id="__codelineno-7-33" name="__codelineno-7-33" href="#__codelineno-7-33"></a><span class="s2"> - **Supporting Documentation**: [e.g., Physician&#39;s note dated MM/DD/YYYY]</span>
</span><span id="__span-7-34"><a id="__codelineno-7-34" name="__codelineno-7-34" href="#__codelineno-7-34"></a>
</span><span id="__span-7-35"><a id="__codelineno-7-35" name="__codelineno-7-35" href="#__codelineno-7-35"></a><span class="s2"> 2. **Secondary Diagnosis Codes**:</span>
</span><span id="__span-7-36"><a id="__codelineno-7-36" name="__codelineno-7-36" href="#__codelineno-7-36"></a><span class="s2"> - **ICD-10 Code**: [Code]</span>
</span><span id="__span-7-37"><a id="__codelineno-7-37" name="__codelineno-7-37" href="#__codelineno-7-37"></a><span class="s2"> - **Description**: [Description]</span>
</span><span id="__span-7-38"><a id="__codelineno-7-38" name="__codelineno-7-38" href="#__codelineno-7-38"></a><span class="s2"> - **Order of Clinical Significance**: [Rank or priority]</span>
</span><span id="__span-7-39"><a id="__codelineno-7-39" name="__codelineno-7-39" href="#__codelineno-7-39"></a>
</span><span id="__span-7-40"><a id="__codelineno-7-40" name="__codelineno-7-40" href="#__codelineno-7-40"></a><span class="s2"> 3. **Symptom Codes**:</span>
</span><span id="__span-7-41"><a id="__codelineno-7-41" name="__codelineno-7-41" href="#__codelineno-7-41"></a><span class="s2"> - **ICD-10 Code**: [Code]</span>
</span><span id="__span-7-42"><a id="__codelineno-7-42" name="__codelineno-7-42" href="#__codelineno-7-42"></a><span class="s2"> - **Description**: [Description]</span>
</span><span id="__span-7-43"><a id="__codelineno-7-43" name="__codelineno-7-43" href="#__codelineno-7-43"></a>
</span><span id="__span-7-44"><a id="__codelineno-7-44" name="__codelineno-7-44" href="#__codelineno-7-44"></a><span class="s2"> 4. **Complication Codes**:</span>
</span><span id="__span-7-45"><a id="__codelineno-7-45" name="__codelineno-7-45" href="#__codelineno-7-45"></a><span class="s2"> - **ICD-10 Code**: [Code]</span>
</span><span id="__span-7-46"><a id="__codelineno-7-46" name="__codelineno-7-46" href="#__codelineno-7-46"></a><span class="s2"> - **Description**: [Description]</span>
</span><span id="__span-7-47"><a id="__codelineno-7-47" name="__codelineno-7-47" href="#__codelineno-7-47"></a><span class="s2"> - **Relevant Documentation**: [Source of information]</span>
</span><span id="__span-7-48"><a id="__codelineno-7-48" name="__codelineno-7-48" href="#__codelineno-7-48"></a>
</span><span id="__span-7-49"><a id="__codelineno-7-49" name="__codelineno-7-49" href="#__codelineno-7-49"></a><span class="s2"> 5. **Coding Notes**:</span>
</span><span id="__span-7-50"><a id="__codelineno-7-50" name="__codelineno-7-50" href="#__codelineno-7-50"></a><span class="s2"> - Observations, clarifications, or any potential issues requiring provider input.</span>
</span><span id="__span-7-51"><a id="__codelineno-7-51" name="__codelineno-7-51" href="#__codelineno-7-51"></a>
</span><span id="__span-7-52"><a id="__codelineno-7-52" name="__codelineno-7-52" href="#__codelineno-7-52"></a><span class="s2"> ### Additional Guidelines:</span>
</span><span id="__span-7-53"><a id="__codelineno-7-53" name="__codelineno-7-53" href="#__codelineno-7-53"></a><span class="s2"> - Always prioritize specificity and compliance when assigning codes.</span>
</span><span id="__span-7-54"><a id="__codelineno-7-54" name="__codelineno-7-54" href="#__codelineno-7-54"></a><span class="s2"> - For ambiguous cases, provide a brief note with reasoning and flag for clarification.</span>
</span><span id="__span-7-55"><a id="__codelineno-7-55" name="__codelineno-7-55" href="#__codelineno-7-55"></a><span class="s2"> - Ensure the output format is clean, consistent, and ready for professional use.</span>
</span><span id="__span-7-56"><a id="__codelineno-7-56" name="__codelineno-7-56" href="#__codelineno-7-56"></a><span class="s2"> &quot;&quot;&quot;</span><span class="p">,</span>
</span><span id="__span-7-57"><a id="__codelineno-7-57" name="__codelineno-7-57" href="#__codelineno-7-57"></a> <span class="n">model_name</span><span class="o">=</span><span class="s2">&quot;gpt-4o-mini&quot;</span><span class="p">,</span>
</span><span id="__span-7-58"><a id="__codelineno-7-58" name="__codelineno-7-58" href="#__codelineno-7-58"></a> <span class="n">max_tokens</span><span class="o">=</span><span class="mi">3000</span><span class="p">,</span>
</span><span id="__span-7-59"><a id="__codelineno-7-59" name="__codelineno-7-59" href="#__codelineno-7-59"></a> <span class="n">max_loops</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
</span><span id="__span-7-60"><a id="__codelineno-7-60" name="__codelineno-7-60" href="#__codelineno-7-60"></a> <span class="n">dynamic_temperature_enabled</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
</span><span id="__span-7-61"><a id="__codelineno-7-61" name="__codelineno-7-61" href="#__codelineno-7-61"></a><span class="p">)</span>
</span><span id="__span-7-62"><a id="__codelineno-7-62" name="__codelineno-7-62" href="#__codelineno-7-62"></a>
</span><span id="__span-7-63"><a id="__codelineno-7-63" name="__codelineno-7-63" href="#__codelineno-7-63"></a>
</span><span id="__span-7-64"><a id="__codelineno-7-64" name="__codelineno-7-64" href="#__codelineno-7-64"></a><span class="c1"># Define your options with the necessary credentials</span>
</span><span id="__span-7-65"><a id="__codelineno-7-65" name="__codelineno-7-65" href="#__codelineno-7-65"></a><span class="n">options</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="__span-7-66"><a id="__codelineno-7-66" name="__codelineno-7-66" href="#__codelineno-7-66"></a> <span class="s2">&quot;id&quot;</span><span class="p">:</span> <span class="s2">&quot;mcsswarm&quot;</span><span class="p">,</span>
</span><span id="__span-7-67"><a id="__codelineno-7-67" name="__codelineno-7-67" href="#__codelineno-7-67"></a> <span class="s2">&quot;name&quot;</span><span class="p">:</span> <span class="s2">&quot;mcsswarm&quot;</span><span class="p">,</span>
</span><span id="__span-7-68"><a id="__codelineno-7-68" name="__codelineno-7-68" href="#__codelineno-7-68"></a> <span class="s2">&quot;description&quot;</span><span class="p">:</span> <span class="s2">&quot;An example Twitter Plugin for testing.&quot;</span><span class="p">,</span>
</span><span id="__span-7-69"><a id="__codelineno-7-69" name="__codelineno-7-69" href="#__codelineno-7-69"></a> <span class="s2">&quot;credentials&quot;</span><span class="p">:</span> <span class="p">{</span>
</span><span id="__span-7-70"><a id="__codelineno-7-70" name="__codelineno-7-70" href="#__codelineno-7-70"></a> <span class="s2">&quot;apiKey&quot;</span><span class="p">:</span> <span class="n">os</span><span class="o">.</span><span class="n">getenv</span><span class="p">(</span><span class="s2">&quot;TWITTER_API_KEY&quot;</span><span class="p">),</span>
</span><span id="__span-7-71"><a id="__codelineno-7-71" name="__codelineno-7-71" href="#__codelineno-7-71"></a> <span class="s2">&quot;apiSecretKey&quot;</span><span class="p">:</span> <span class="n">os</span><span class="o">.</span><span class="n">getenv</span><span class="p">(</span><span class="s2">&quot;TWITTER_API_SECRET_KEY&quot;</span><span class="p">),</span>
</span><span id="__span-7-72"><a id="__codelineno-7-72" name="__codelineno-7-72" href="#__codelineno-7-72"></a> <span class="s2">&quot;accessToken&quot;</span><span class="p">:</span> <span class="n">os</span><span class="o">.</span><span class="n">getenv</span><span class="p">(</span><span class="s2">&quot;TWITTER_ACCESS_TOKEN&quot;</span><span class="p">),</span>
</span><span id="__span-7-73"><a id="__codelineno-7-73" name="__codelineno-7-73" href="#__codelineno-7-73"></a> <span class="s2">&quot;accessTokenSecret&quot;</span><span class="p">:</span> <span class="n">os</span><span class="o">.</span><span class="n">getenv</span><span class="p">(</span><span class="s2">&quot;TWITTER_ACCESS_TOKEN_SECRET&quot;</span><span class="p">),</span>
</span><span id="__span-7-74"><a id="__codelineno-7-74" name="__codelineno-7-74" href="#__codelineno-7-74"></a> <span class="p">},</span>
</span><span id="__span-7-75"><a id="__codelineno-7-75" name="__codelineno-7-75" href="#__codelineno-7-75"></a><span class="p">}</span>
</span><span id="__span-7-76"><a id="__codelineno-7-76" name="__codelineno-7-76" href="#__codelineno-7-76"></a>
</span><span id="__span-7-77"><a id="__codelineno-7-77" name="__codelineno-7-77" href="#__codelineno-7-77"></a><span class="c1"># Initialize the TwitterTool with your options</span>
</span><span id="__span-7-78"><a id="__codelineno-7-78" name="__codelineno-7-78" href="#__codelineno-7-78"></a><span class="n">twitter_plugin</span> <span class="o">=</span> <span class="n">TwitterTool</span><span class="p">(</span><span class="n">options</span><span class="p">)</span>
</span><span id="__span-7-79"><a id="__codelineno-7-79" name="__codelineno-7-79" href="#__codelineno-7-79"></a>
</span><span id="__span-7-80"><a id="__codelineno-7-80" name="__codelineno-7-80" href="#__codelineno-7-80"></a><span class="c1"># # Post a tweet</span>
</span><span id="__span-7-81"><a id="__codelineno-7-81" name="__codelineno-7-81" href="#__codelineno-7-81"></a><span class="c1"># post_tweet_fn = twitter_plugin.get_function(&#39;post_tweet&#39;)</span>
</span><span id="__span-7-82"><a id="__codelineno-7-82" name="__codelineno-7-82" href="#__codelineno-7-82"></a><span class="c1"># post_tweet_fn(&quot;Hello world!&quot;)</span>
</span><span id="__span-7-83"><a id="__codelineno-7-83" name="__codelineno-7-83" href="#__codelineno-7-83"></a>
</span><span id="__span-7-84"><a id="__codelineno-7-84" name="__codelineno-7-84" href="#__codelineno-7-84"></a>
</span><span id="__span-7-85"><a id="__codelineno-7-85" name="__codelineno-7-85" href="#__codelineno-7-85"></a><span class="c1"># Assuming `twitter_plugin` and `medical_coder` are already initialized</span>
</span><span id="__span-7-86"><a id="__codelineno-7-86" name="__codelineno-7-86" href="#__codelineno-7-86"></a><span class="n">post_tweet</span> <span class="o">=</span> <span class="n">twitter_plugin</span><span class="o">.</span><span class="n">get_function</span><span class="p">(</span><span class="s2">&quot;post_tweet&quot;</span><span class="p">)</span>
</span><span id="__span-7-87"><a id="__codelineno-7-87" name="__codelineno-7-87" href="#__codelineno-7-87"></a>
</span><span id="__span-7-88"><a id="__codelineno-7-88" name="__codelineno-7-88" href="#__codelineno-7-88"></a><span class="c1"># Set to track posted tweets and avoid duplicates</span>
</span><span id="__span-7-89"><a id="__codelineno-7-89" name="__codelineno-7-89" href="#__codelineno-7-89"></a><span class="n">posted_tweets</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
</span><span id="__span-7-90"><a id="__codelineno-7-90" name="__codelineno-7-90" href="#__codelineno-7-90"></a>
</span><span id="__span-7-91"><a id="__codelineno-7-91" name="__codelineno-7-91" href="#__codelineno-7-91"></a>
</span><span id="__span-7-92"><a id="__codelineno-7-92" name="__codelineno-7-92" href="#__codelineno-7-92"></a><span class="k">def</span><span class="w"> </span><span class="nf">post_unique_tweet</span><span class="p">():</span>
</span><span id="__span-7-93"><a id="__codelineno-7-93" name="__codelineno-7-93" href="#__codelineno-7-93"></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="__span-7-94"><a id="__codelineno-7-94" name="__codelineno-7-94" href="#__codelineno-7-94"></a><span class="sd"> Generate and post a unique tweet. Skip duplicates.</span>
</span><span id="__span-7-95"><a id="__codelineno-7-95" name="__codelineno-7-95" href="#__codelineno-7-95"></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-7-96"><a id="__codelineno-7-96" name="__codelineno-7-96" href="#__codelineno-7-96"></a> <span class="n">tweet_prompt</span> <span class="o">=</span> <span class="p">(</span>
</span><span id="__span-7-97"><a id="__codelineno-7-97" name="__codelineno-7-97" href="#__codelineno-7-97"></a> <span class="s2">&quot;Share an intriguing, lesser-known fact about a medical disease, and include an innovative, fun, or surprising way to manage or cure it! &quot;</span>
</span><span id="__span-7-98"><a id="__codelineno-7-98" name="__codelineno-7-98" href="#__codelineno-7-98"></a> <span class="s2">&quot;Make the response playful, engaging, and inspiring—something that makes people smile while learning. No markdown, just plain text!&quot;</span>
</span><span id="__span-7-99"><a id="__codelineno-7-99" name="__codelineno-7-99" href="#__codelineno-7-99"></a> <span class="p">)</span>
</span><span id="__span-7-100"><a id="__codelineno-7-100" name="__codelineno-7-100" href="#__codelineno-7-100"></a>
</span><span id="__span-7-101"><a id="__codelineno-7-101" name="__codelineno-7-101" href="#__codelineno-7-101"></a> <span class="c1"># Generate a new tweet text</span>
</span><span id="__span-7-102"><a id="__codelineno-7-102" name="__codelineno-7-102" href="#__codelineno-7-102"></a> <span class="n">tweet_text</span> <span class="o">=</span> <span class="n">medical_coder</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">tweet_prompt</span><span class="p">)</span>
</span><span id="__span-7-103"><a id="__codelineno-7-103" name="__codelineno-7-103" href="#__codelineno-7-103"></a>
</span><span id="__span-7-104"><a id="__codelineno-7-104" name="__codelineno-7-104" href="#__codelineno-7-104"></a> <span class="c1"># Check for duplicates</span>
</span><span id="__span-7-105"><a id="__codelineno-7-105" name="__codelineno-7-105" href="#__codelineno-7-105"></a> <span class="k">if</span> <span class="n">tweet_text</span> <span class="ow">in</span> <span class="n">posted_tweets</span><span class="p">:</span>
</span><span id="__span-7-106"><a id="__codelineno-7-106" name="__codelineno-7-106" href="#__codelineno-7-106"></a> <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Duplicate tweet detected. Skipping...&quot;</span><span class="p">)</span>
</span><span id="__span-7-107"><a id="__codelineno-7-107" name="__codelineno-7-107" href="#__codelineno-7-107"></a> <span class="k">return</span>
</span><span id="__span-7-108"><a id="__codelineno-7-108" name="__codelineno-7-108" href="#__codelineno-7-108"></a>
</span><span id="__span-7-109"><a id="__codelineno-7-109" name="__codelineno-7-109" href="#__codelineno-7-109"></a> <span class="c1"># Post the tweet</span>
</span><span id="__span-7-110"><a id="__codelineno-7-110" name="__codelineno-7-110" href="#__codelineno-7-110"></a> <span class="k">try</span><span class="p">:</span>
</span><span id="__span-7-111"><a id="__codelineno-7-111" name="__codelineno-7-111" href="#__codelineno-7-111"></a> <span class="n">post_tweet</span><span class="p">(</span><span class="n">tweet_text</span><span class="p">)</span>
</span><span id="__span-7-112"><a id="__codelineno-7-112" name="__codelineno-7-112" href="#__codelineno-7-112"></a> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Posted tweet: </span><span class="si">{</span><span class="n">tweet_text</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span><span id="__span-7-113"><a id="__codelineno-7-113" name="__codelineno-7-113" href="#__codelineno-7-113"></a> <span class="c1"># Add the tweet to the set of posted tweets</span>
</span><span id="__span-7-114"><a id="__codelineno-7-114" name="__codelineno-7-114" href="#__codelineno-7-114"></a> <span class="n">posted_tweets</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">tweet_text</span><span class="p">)</span>
</span><span id="__span-7-115"><a id="__codelineno-7-115" name="__codelineno-7-115" href="#__codelineno-7-115"></a> <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
</span><span id="__span-7-116"><a id="__codelineno-7-116" name="__codelineno-7-116" href="#__codelineno-7-116"></a> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Error posting tweet: </span><span class="si">{</span><span class="n">e</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span><span id="__span-7-117"><a id="__codelineno-7-117" name="__codelineno-7-117" href="#__codelineno-7-117"></a>
</span><span id="__span-7-118"><a id="__codelineno-7-118" name="__codelineno-7-118" href="#__codelineno-7-118"></a>
</span><span id="__span-7-119"><a id="__codelineno-7-119" name="__codelineno-7-119" href="#__codelineno-7-119"></a><span class="c1"># Loop to post tweets every 10 seconds</span>
</span><span id="__span-7-120"><a id="__codelineno-7-120" name="__codelineno-7-120" href="#__codelineno-7-120"></a><span class="k">def</span><span class="w"> </span><span class="nf">start_tweet_loop</span><span class="p">(</span><span class="n">interval</span><span class="o">=</span><span class="mi">10</span><span class="p">):</span>
</span><span id="__span-7-121"><a id="__codelineno-7-121" name="__codelineno-7-121" href="#__codelineno-7-121"></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="__span-7-122"><a id="__codelineno-7-122" name="__codelineno-7-122" href="#__codelineno-7-122"></a><span class="sd"> Continuously post tweets every `interval` seconds.</span>
</span><span id="__span-7-123"><a id="__codelineno-7-123" name="__codelineno-7-123" href="#__codelineno-7-123"></a>
</span><span id="__span-7-124"><a id="__codelineno-7-124" name="__codelineno-7-124" href="#__codelineno-7-124"></a><span class="sd"> Args:</span>
</span><span id="__span-7-125"><a id="__codelineno-7-125" name="__codelineno-7-125" href="#__codelineno-7-125"></a><span class="sd"> interval (int): Time in seconds between tweets.</span>
</span><span id="__span-7-126"><a id="__codelineno-7-126" name="__codelineno-7-126" href="#__codelineno-7-126"></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-7-127"><a id="__codelineno-7-127" name="__codelineno-7-127" href="#__codelineno-7-127"></a> <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Starting tweet loop...&quot;</span><span class="p">)</span>
</span><span id="__span-7-128"><a id="__codelineno-7-128" name="__codelineno-7-128" href="#__codelineno-7-128"></a> <span class="k">while</span> <span class="kc">True</span><span class="p">:</span>
</span><span id="__span-7-129"><a id="__codelineno-7-129" name="__codelineno-7-129" href="#__codelineno-7-129"></a> <span class="n">post_unique_tweet</span><span class="p">()</span>
</span><span id="__span-7-130"><a id="__codelineno-7-130" name="__codelineno-7-130" href="#__codelineno-7-130"></a> <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="n">interval</span><span class="p">)</span>
</span><span id="__span-7-131"><a id="__codelineno-7-131" name="__codelineno-7-131" href="#__codelineno-7-131"></a>
</span><span id="__span-7-132"><a id="__codelineno-7-132" name="__codelineno-7-132" href="#__codelineno-7-132"></a>
</span><span id="__span-7-133"><a id="__codelineno-7-133" name="__codelineno-7-133" href="#__codelineno-7-133"></a><span class="c1"># Start the loop</span>
</span><span id="__span-7-134"><a id="__codelineno-7-134" name="__codelineno-7-134" href="#__codelineno-7-134"></a><span class="n">start_tweet_loop</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
</span></code></pre></div>
<h2 id="best-practices">Best Practices<a class="headerlink" href="#best-practices" title="Permanent link">&para;</a></h2>
<ol>
<li>Always store credentials in environment variables</li>
<li>Implement rate limiting in production environments</li>
<li>Add proper logging for all operations</li>
<li>Handle errors gracefully</li>
<li>Validate tweet content before posting</li>
<li>Monitor API usage limits</li>
</ol>
<h2 id="rate-limits">Rate Limits<a class="headerlink" href="#rate-limits" title="Permanent link">&para;</a></h2>
<p>Be aware of Twitter's API rate limits. Implement appropriate delays between requests in production environments to avoid hitting these limits.</p>
<h2 id="dependencies">Dependencies<a class="headerlink" href="#dependencies" title="Permanent link">&para;</a></h2>
<ul>
<li>tweepy</li>
<li>python-dotenv</li>
<li>swarms-tools</li>
</ul>
<h2 id="version-compatibility">Version Compatibility<a class="headerlink" href="#version-compatibility" title="Permanent link">&para;</a></h2>
<ul>
<li>Python 3.7+</li>
<li>Latest version of swarms-tools package</li>
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