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<!DOCTYPE html>
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<html>
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<head>
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<script defer data-domain="pandas.pydata.org" src="https://views.scientific-python.org/js/script.js"></script>
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<title>pandas - Python Data Analysis Library</title>
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<meta charset="utf-8">
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crossorigin="anonymous">
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<link rel="stylesheet"
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href="../static/css/pandas.css">
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href="../static/css/codehilite.css">
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<a class="navbar-brand" href="../."><img alt="" src="../static/img/pandas_white.svg"/></a>
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<li class="nav-item dropdown">
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<a class="nav-link dropdown-toggle"
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data-bs-toggle="dropdown"
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id="about-us"
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href="#"
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role="button"
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aria-haspopup="true"
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aria-expanded="false">About us</a>
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<div class="dropdown-menu" aria-labelledby="about-us">
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<a class="dropdown-item" href="../about/">About pandas</a>
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<a class="dropdown-item" href="../about/roadmap.html">Project roadmap</a>
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<a class="dropdown-item" href="../about/governance.html">Governance</a>
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<a class="dropdown-item" href="../about/team.html">Team</a>
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<a class="dropdown-item" href="../about/sponsors.html">Sponsors</a>
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<a class="dropdown-item" href="../about/citing.html">Citing and logo</a>
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</div>
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</li>
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<li class="nav-item">
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<a class="nav-link" href="../getting_started.html">Getting started</a>
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<a class="nav-link" href="../docs/">Documentation</a>
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data-bs-toggle="dropdown"
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id="community"
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aria-expanded="false">Community</a>
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<a class="dropdown-item" href="../community/blog/">Blog</a>
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<a class="dropdown-item" href="https://stackoverflow.com/questions/tagged/pandas">Ask a question (StackOverflow)</a>
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<a class="dropdown-item" href="../community/coc.html">Code of conduct</a>
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<a class="dropdown-item" href="../community/ecosystem.html">Ecosystem</a>
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<a class="dropdown-item" href="../community/benchmarks.html">Benchmarks</a>
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</nav>
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</header>
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<main role="main">
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<div class="container container-main">
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<h1 id="about-pandas">About pandas<a class="headerlink" href="#about-pandas" title="Permanent link"> #</a></h1>
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<h2 id="history-of-development">History of development<a class="headerlink" href="#history-of-development" title="Permanent link"> #</a></h2>
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<p>In 2008, <em>pandas</em> development began at <a href="https://www.aqr.com">AQR Capital Management</a>.
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By the end of 2009 it had been <a href="https://en.wikipedia.org/wiki/Open_source">open sourced</a>,
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and is actively supported today by a community of like-minded individuals around the world who
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contribute their valuable time and energy to help make open source <em>pandas</em>
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possible. Thank you to <a href="team.html">all of our contributors</a>.</p>
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<p>Since 2015, <em>pandas</em> is a <a href="https://numfocus.org/sponsored-projects">NumFOCUS sponsored project</a>.
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This will help ensure the success of development of <em>pandas</em> as a world-class open-source project.</p>
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<h3 id="timeline">Timeline<a class="headerlink" href="#timeline" title="Permanent link"> #</a></h3>
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<ul>
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<li><strong>2008</strong>: Development of <em>pandas</em> started</li>
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<li><strong>2009</strong>: <em>pandas</em> becomes open source</li>
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<li><strong>2012</strong>: First edition of <em>Python for Data Analysis</em> is published</li>
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<li><strong>2015</strong>: <em>pandas</em> becomes a <a href="https://numfocus.org/sponsored-projects">NumFOCUS sponsored project</a></li>
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<li><strong>2018</strong>: First in-person core developer sprint</li>
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</ul>
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<h2 id="library-highlights">Library Highlights<a class="headerlink" href="#library-highlights" title="Permanent link"> #</a></h2>
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<ul>
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<li>
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<p>A fast and efficient <strong>DataFrame</strong> object for data manipulation with
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integrated indexing;</p>
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</li>
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<li>
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<p>Tools for <strong>reading and writing data</strong> between in-memory data structures and
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different formats: CSV and text files, Microsoft Excel, SQL databases, and
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the fast HDF5 format;</p>
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</li>
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<li>
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<p>Intelligent <strong>data alignment</strong> and integrated handling of <strong>missing data</strong>:
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gain automatic label-based alignment in computations and easily manipulate
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messy data into an orderly form;</p>
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</li>
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<li>
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<p>Flexible <strong>reshaping</strong> and pivoting of data sets;</p>
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</li>
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<li>
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<p>Intelligent label-based <strong>slicing</strong>, <strong>fancy indexing</strong>, and <strong>subsetting</strong>
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of large data sets;</p>
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</li>
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<li>
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<p>Columns can be inserted and deleted from data structures for <strong>size
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mutability</strong>;</p>
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</li>
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<li>
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<p>Aggregating or transforming data with a powerful <strong>group by</strong> engine
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allowing split-apply-combine operations on data sets;</p>
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</li>
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<li>
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<p>High performance <strong>merging and joining</strong> of data sets;</p>
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</li>
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<li>
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<p><strong>Hierarchical axis indexing</strong> provides an intuitive way of working with
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high-dimensional data in a lower-dimensional data structure;</p>
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</li>
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<li>
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<p><strong>Time series</strong>-functionality: date range generation and frequency
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conversion, moving window statistics, date shifting and lagging.
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Even create domain-specific time offsets and join time
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series without losing data;</p>
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</li>
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<li>
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<p>Highly <strong>optimized for performance</strong>, with critical code paths written in
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<a href="https://cython.org">Cython</a> or C.</p>
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</li>
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<li>
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<p>Python with <em>pandas</em> is in use in a wide variety of <strong>academic and
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commercial</strong> domains, including Finance, Neuroscience, Economics,
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Statistics, Advertising, Web Analytics, and more.</p>
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</li>
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</ul>
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<h2 id="mission">Mission<a class="headerlink" href="#mission" title="Permanent link"> #</a></h2>
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<p><em>pandas</em> aims to be the fundamental high-level building block for doing practical,
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real world data analysis in Python.
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Additionally, it has the broader goal of becoming the most powerful and flexible
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open source data analysis / manipulation tool available in any language.</p>
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<h2 id="vision">Vision<a class="headerlink" href="#vision" title="Permanent link"> #</a></h2>
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<p>A world where data analytics and manipulation software is:</p>
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<ul>
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<li>Accessible to everyone</li>
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<li>Free for users to use and modify</li>
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<li>Flexible</li>
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<li>Powerful</li>
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<li>Easy to use</li>
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<li>Fast</li>
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</ul>
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<h2 id="values">Values<a class="headerlink" href="#values" title="Permanent link"> #</a></h2>
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<p>Is in the core of <em>pandas</em> to be respectful and welcoming with everybody,
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users, contributors and the broader community. Regardless of level of experience,
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gender, gender identity and expression, sexual orientation, disability,
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personal appearance, body size, race, ethnicity, age, religion, or nationality.</p>
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&copy; 2026 pandas via <a href="https://numfocus.org">NumFOCUS, Inc.</a> Hosted by <a href="https://www.ovhcloud.com">OVHcloud</a>.
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