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<title data-rh="true">What&#x27;s the Difference Between OpenBB Platform and SDK? - FAQs | OpenBB Platform Docs</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:image" content="https://docs.openbb.co/img/banner.png"><meta data-rh="true" name="twitter:image" content="https://docs.openbb.co/img/banner.png"><meta data-rh="true" property="og:url" content="https://docs.openbb.co/platform/faqs/platform_vs_sdk"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Platform vs SDK | OpenBB Docs"><meta data-rh="true" name="description" content="The OpenBB SDK has evolved to become the OpenBB Platform. This page describes some of the key differences between the legacy version and the new architecture."><meta data-rh="true" property="og:description" content="The OpenBB SDK has evolved to become the OpenBB Platform. This page describes some of the key differences between the legacy version and the new architecture."><meta data-rh="true" name="keywords" content="what&#x27;s new,v3,legacy,sdk,platform,api,FastAPI"><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openbb.co/platform/faqs/platform_vs_sdk"><link data-rh="true" rel="alternate" href="https://docs.openbb.co/platform/faqs/platform_vs_sdk" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openbb.co/platform/faqs/platform_vs_sdk" hreflang="x-default"><link data-rh="true" rel="preconnect" href="https://7D1HQ0IXAS-dsn.algolia.net" crossorigin="anonymous"><link rel="search" type="application/opensearchdescription+xml" title="OpenBB Docs" href="/opensearch.xml">
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menu__list-item sidebar-title">LEGACY</li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist" aria-expanded="false" href="/terminal">OpenBB Terminal</a><button aria-label="Toggle the collapsible sidebar category &#x27;OpenBB Terminal&#x27;" type="button" class="clean-btn menu__caret"></button></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a href="#" class="menu__link menu__link--sublist menu__link--sublist-caret" aria-expanded="false">OpenBB SDK</a></div></li></ul></nav></div></div></aside><main class="docMainContainer_TBSr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav 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itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Platform vs SDK</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_bxCs"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>Platform vs SDK</h1></header>
<p>If you&#x27;re already an OpenBB user, you may be familiar with some of the legacy pain points. As <a href="https://openbb.co/blog/celebrating-the-openbb-platform-v4-beta" target="_blank" rel="noopener noreferrer">this</a> blog post highlights, there were many challenges with maintaining the existing codebase.</p>
<p>We needed to refresh the architecture to make it modular, resilient, and scalable. The core components have been trimmed substantially to be lean and efficient - the number of dependencies has reduced from nearly four-hundred down to about twenty.</p>
<p>The result is a much smoother installation procedure, with the tradeoff being some breaking changes for those transitioning from V3 SDK to the V4 Platform. The major differences are described below.</p>
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="terminal-application">Terminal Application<a href="#terminal-application" class="hash-link" aria-label="Direct link to Terminal Application" title="Direct link to Terminal Application">​</a></h3>
<p>The OpenBB Terminal is not installed with the Platform. The Terminal will be reimagined with the new extension framework, it won&#x27;t get left behind for long!</p>
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="extension-framework">Extension Framework<a href="#extension-framework" class="hash-link" aria-label="Direct link to Extension Framework" title="Direct link to Extension Framework">​</a></h3>
<p>The extension framework lets users install or uninstall individual data and toolkit extensions. No more bloated environments.</p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#9CDCFE;--prism-background-color:#1E1E1E"><div class="codeBlockContent_m3Ux"><pre tabindex="0" class="prism-code language-bash codeBlock_qGQc thin-scrollbar"><code class="codeBlockLines_p187"><span class="token-line" style="color:#9CDCFE"><span class="token plain">pip install openbb-yfinance</span><br></span><span class="token-line" style="color:#9CDCFE"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#9CDCFE"><span class="token plain">pip uninstall openbb-yfinance</span><br></span></code></pre><div class="buttonGroup_6DOT"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="import-statement">Import Statement<a href="#import-statement" class="hash-link" aria-label="Direct link to Import Statement" title="Direct link to Import Statement">​</a></h3>
<p>Initialize the OpenBB Platform with a shorter statement and reduced import time.</p>
<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#9CDCFE;--prism-background-color:#1E1E1E"><div class="codeBlockContent_m3Ux"><pre tabindex="0" class="prism-code language-python codeBlock_qGQc thin-scrollbar"><code class="codeBlockLines_p187"><span class="token-line" style="color:#9CDCFE"><span class="token keyword" style="color:rgb(86, 156, 214)">from</span><span class="token plain"> openbb </span><span class="token keyword" style="color:rgb(86, 156, 214)">import</span><span class="token plain"> obb</span><br></span></code></pre><div class="buttonGroup_6DOT"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="rest-api-compliant">REST API Compliant<a href="#rest-api-compliant" class="hash-link" aria-label="Direct link to REST API Compliant" title="Direct link to REST API Compliant">​</a></h3>
<p>The OpenBB Platform is built for REST API deployments, out-of-the-box. Outputs are JSON serializable, and this is a major difference between the SDK and Platform.</p>
<p>Start the API on <code>localhost</code> with:</p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#9CDCFE;--prism-background-color:#1E1E1E"><div class="codeBlockContent_m3Ux"><pre tabindex="0" class="prism-code language-bash codeBlock_qGQc thin-scrollbar"><code class="codeBlockLines_p187"><span class="token-line" style="color:#9CDCFE"><span class="token plain">uvicorn openbb_core.api.rest_api:app</span><br></span></code></pre><div class="buttonGroup_6DOT"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="verbose-namespaces">Verbose Namespaces<a href="#verbose-namespaces" class="hash-link" aria-label="Direct link to Verbose Namespaces" title="Direct link to Verbose Namespaces">​</a></h3>
<p>After careful consideration, the decision was made to name functions with more verbosity. This adds clarity to the functions and lets the user better understand its purpose.</p>
<p>It also improves the performance of AI tooling built on top of the Platform.</p>
<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#9CDCFE;--prism-background-color:#1E1E1E"><div class="codeBlockContent_m3Ux"><pre tabindex="0" class="prism-code language-python codeBlock_qGQc thin-scrollbar"><code class="codeBlockLines_p187"><span class="token-line" style="color:#9CDCFE"><span class="token plain">obb</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">equity</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">fundamental</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">employee_count</span><span class="token punctuation" style="color:rgb(212, 212, 212)">(</span><span class="token string" style="color:rgb(206, 145, 120)">&quot;AAPL&quot;</span><span class="token punctuation" style="color:rgb(212, 212, 212)">)</span><br></span></code></pre><div class="buttonGroup_6DOT"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="asset-class-names">Asset Class Names<a href="#asset-class-names" class="hash-link" aria-label="Direct link to Asset Class Names" title="Direct link to Asset Class Names">​</a></h3>
<p>Some asset classes have been renamed:</p>
<ul>
<li>stocks -&gt; equity</li>
<li>forex -&gt; currency</li>
<li>stocks.options -&gt; derivatives.options</li>
<li>futures -&gt; derivatives.futures</li>
</ul>
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="source---provider">Source -&gt; Provider<a href="#source---provider" class="hash-link" aria-label="Direct link to Source -&gt; Provider" title="Direct link to Source -&gt; Provider">​</a></h3>
<p>V3 SDK users should note that the <code>source</code> parameter is now, <code>provider</code>.</p>
<div class="theme-admonition theme-admonition-note admonition_xJq3 alert alert--secondary"><div class="admonitionHeading_Gvgb"><span class="admonitionIcon_Rf37"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M6.3 5.69a.942.942 0 0 1-.28-.7c0-.28.09-.52.28-.7.19-.18.42-.28.7-.28.28 0 .52.09.7.28.18.19.28.42.28.7 0 .28-.09.52-.28.7a1 1 0 0 1-.7.3c-.28 0-.52-.11-.7-.3zM8 7.99c-.02-.25-.11-.48-.31-.69-.2-.19-.42-.3-.69-.31H6c-.27.02-.48.13-.69.31-.2.2-.3.44-.31.69h1v3c.02.27.11.5.31.69.2.2.42.31.69.31h1c.27 0 .48-.11.69-.31.2-.19.3-.42.31-.69H8V7.98v.01zM7 2.3c-3.14 0-5.7 2.54-5.7 5.68 0 3.14 2.56 5.7 5.7 5.7s5.7-2.55 5.7-5.7c0-3.15-2.56-5.69-5.7-5.69v.01zM7 .98c3.86 0 7 3.14 7 7s-3.14 7-7 7-7-3.12-7-7 3.14-7 7-7z"></path></svg></span>note</div><div class="admonitionContent_BuS1"><p>OpenBB Hub Preferences for default sources do not currently sync with V4 Platform, and some API keys not used in the Terminal application are not able to be saved to the Hub.</p></div></div>
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="api-key-management">API Key Management<a href="#api-key-management" class="hash-link" aria-label="Direct link to API Key Management" title="Direct link to API Key Management">​</a></h3>
<p>API keys and user preferences are stored in a JSON file - <code>$HOME/.openbb_platform/user_settings.json</code> - instead of the <code>ENV</code> file in <code>$HOME/.openbb_sdk/.env</code>.</p>
<p>Credentials can be entered directly from the Python interface:</p>
<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#9CDCFE;--prism-background-color:#1E1E1E"><div class="codeBlockContent_m3Ux"><pre tabindex="0" class="prism-code language-python codeBlock_qGQc thin-scrollbar"><code class="codeBlockLines_p187"><span class="token-line" style="color:#9CDCFE"><span class="token keyword" style="color:rgb(86, 156, 214)">from</span><span class="token plain"> openbb </span><span class="token keyword" style="color:rgb(86, 156, 214)">import</span><span class="token plain"> obb</span><br></span><span class="token-line" style="color:#9CDCFE"><span class="token plain">obb</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">user</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">credentials</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">fmp_api_key</span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token string" style="color:rgb(206, 145, 120)">&quot;REPLACE_WITH_YOUR_KEY&quot;</span><br></span></code></pre><div class="buttonGroup_6DOT"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="openbb-hub-login">OpenBB Hub Login<a href="#openbb-hub-login" class="hash-link" aria-label="Direct link to OpenBB Hub Login" title="Direct link to OpenBB Hub Login">​</a></h3>
<p>Login to your OpenBB Hub account with an email/password combo or a revokable Personal Access Token (recommended):</p>
<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#9CDCFE;--prism-background-color:#1E1E1E"><div class="codeBlockContent_m3Ux"><pre tabindex="0" class="prism-code language-python codeBlock_qGQc thin-scrollbar"><code class="codeBlockLines_p187"><span class="token-line" style="color:#9CDCFE"><span class="token keyword" style="color:rgb(86, 156, 214)">from</span><span class="token plain"> openbb </span><span class="token keyword" style="color:rgb(86, 156, 214)">import</span><span class="token plain"> obb</span><br></span><span class="token-line" style="color:#9CDCFE"><span class="token plain">obb</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">account</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">login</span><span class="token punctuation" style="color:rgb(212, 212, 212)">(</span><span class="token punctuation" style="color:rgb(212, 212, 212)">)</span><br></span></code></pre><div class="buttonGroup_6DOT"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="function-outputs">Function Outputs<a href="#function-outputs" class="hash-link" aria-label="Direct link to Function Outputs" title="Direct link to Function Outputs">​</a></h3>
<p>The default output format can be selected by the user, and all outputs are Pydantic models.</p>
<p>If you are transitioning from V3 SDK and like working with Pandas DataFrames, set the preference to &quot;dataframe&quot; to get a V3-like response.</p>
<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#9CDCFE;--prism-background-color:#1E1E1E"><div class="codeBlockContent_m3Ux"><pre tabindex="0" class="prism-code language-python codeBlock_qGQc thin-scrollbar"><code class="codeBlockLines_p187"><span class="token-line" style="color:#9CDCFE"><span class="token keyword" style="color:rgb(86, 156, 214)">from</span><span class="token plain"> openbb </span><span class="token keyword" style="color:rgb(86, 156, 214)">import</span><span class="token plain"> obb</span><br></span><span class="token-line" style="color:#9CDCFE"><span class="token plain">obb</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">user</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">preferences</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">output_type</span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token string" style="color:rgb(206, 145, 120)">&quot;dataframe&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#9CDCFE"><span class="token plain">df </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> obb</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">equity</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">price</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">historical</span><span class="token punctuation" style="color:rgb(212, 212, 212)">(</span><span class="token string" style="color:rgb(206, 145, 120)">&quot;AAPL&quot;</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> provider</span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token string" style="color:rgb(206, 145, 120)">&quot;yfinance&quot;</span><span class="token punctuation" style="color:rgb(212, 212, 212)">)</span><br></span></code></pre><div class="buttonGroup_6DOT"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
<p>When the <code>output_type</code> is set to, <code>OBBject</code>, DataFrames are created from the response object after it is returned.</p>
<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#9CDCFE;--prism-background-color:#1E1E1E"><div class="codeBlockContent_m3Ux"><pre tabindex="0" class="prism-code language-python codeBlock_qGQc thin-scrollbar"><code class="codeBlockLines_p187"><span class="token-line" style="color:#9CDCFE"><span class="token keyword" style="color:rgb(86, 156, 214)">from</span><span class="token plain"> openbb </span><span class="token keyword" style="color:rgb(86, 156, 214)">import</span><span class="token plain"> obb</span><br></span><span class="token-line" style="color:#9CDCFE"><span class="token plain">data </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> obb</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">equity</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">price</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">historical</span><span class="token punctuation" style="color:rgb(212, 212, 212)">(</span><span class="token string" style="color:rgb(206, 145, 120)">&quot;AAPL&quot;</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> provider</span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token string" style="color:rgb(206, 145, 120)">&quot;yfinance&quot;</span><span class="token punctuation" style="color:rgb(212, 212, 212)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#9CDCFE"><span class="token plain">df </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> data</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">to_df</span><span class="token punctuation" style="color:rgb(212, 212, 212)">(</span><span class="token punctuation" style="color:rgb(212, 212, 212)">)</span><br></span></code></pre><div class="buttonGroup_6DOT"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
<div class="theme-admonition theme-admonition-warning admonition_xJq3 alert alert--warning"><div class="admonitionHeading_Gvgb"><span class="admonitionIcon_Rf37"><svg viewBox="0 0 16 16"><path fill-rule="evenodd" d="M8.893 1.5c-.183-.31-.52-.5-.887-.5s-.703.19-.886.5L.138 13.499a.98.98 0 0 0 0 1.001c.193.31.53.501.886.501h13.964c.367 0 .704-.19.877-.5a1.03 1.03 0 0 0 .01-1.002L8.893 1.5zm.133 11.497H6.987v-2.003h2.039v2.003zm0-3.004H6.987V5.987h2.039v4.006z"></path></svg></span>warning</div><div class="admonitionContent_BuS1"><p>DataFrames are not JSON serializable. Changing this preference will remove REST API compatibility.</p></div></div>
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="jupyter">Jupyter<a href="#jupyter" class="hash-link" aria-label="Direct link to Jupyter" title="Direct link to Jupyter">​</a></h3>
<p>Jupyter does not get installed with the OpenBB Platform. Install from <code>pip</code> in the environment containing the Platform.</p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#9CDCFE;--prism-background-color:#1E1E1E"><div class="codeBlockContent_m3Ux"><pre tabindex="0" class="prism-code language-bash codeBlock_qGQc thin-scrollbar"><code class="codeBlockLines_p187"><span class="token-line" style="color:#9CDCFE"><span class="token plain">pip install jupyter-lab</span><br></span></code></pre><div class="buttonGroup_6DOT"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="views">Views<a href="#views" class="hash-link" aria-label="Direct link to Views" title="Direct link to Views">​</a></h3>
<p>Most of the development has been on the core architecture and data providers.</p>
<p>Most views from the V3 SDK and Terminal have yet to be ported over to the V4 Platform, although some charts are already available with the <code>openbb-charting</code> toolkit extension - which includes PyWry for window creation.</p>
<p>Install the charting extension with:</p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#9CDCFE;--prism-background-color:#1E1E1E"><div class="codeBlockContent_m3Ux"><pre tabindex="0" class="prism-code language-bash codeBlock_qGQc thin-scrollbar"><code class="codeBlockLines_p187"><span class="token-line" style="color:#9CDCFE"><span class="token plain">pip install openbb-charting</span><br></span></code></pre><div class="buttonGroup_6DOT"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
<p>The equivalent to <code>openbb.stocks.candle(&quot;AAPL&quot;)</code> is, <code>obb.equity.price.historical(&quot;AAPL&quot;, chart=True).show()</code>.</p>
<p>More views to come soon!</p>
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="getting-started">Getting Started<a href="#getting-started" class="hash-link" aria-label="Direct link to Getting Started" title="Direct link to Getting Started">​</a></h3>
<p>See the <a href="/platform/getting_started">getting started</a> page for examples on getting started using the OpenBB Platform.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="row margin-top--sm theme-doc-footer-edit-meta-row"><div class="col"><a href="https://github.com/OpenBB-finance/OpenBBTerminal/edit/main/website/content/platform/faqs/platform_vs_sdk.mdx" target="_blank" rel="noopener noreferrer" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_JAkA"><span class="theme-last-updated">Last updated<!-- --> on <b><time datetime="2024-06-24T09:26:37.000Z" itemprop="dateModified">Jun 24, 2024</time></b> by <b>montezdesousa</b></span></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/platform/faqs"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">FAQs</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/platform/faqs/data_providers"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Data and Data Providers</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_jeP5 thin-scrollbar text-sm mt-[48px] xl:max-w-[216px] theme-doc-toc-desktop"><p class="uppercase text-sm font-bold text-grey-600 dark:text-grey-200 tracking-widest mb-2">On this page</p><ul class="border-l border-grey-300 dark:border-grey-600 list-none pl-4"><li class="pb-1"><a href="#terminal-application" class="text-grey-400 capitalize !no-underline">Terminal Application</a></li><li class="py-1"><a 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