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<!DOCTYPE html>
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  <div class="section" id="csvkit-release">
<h1>csvkit 1.0.2<a class="headerlink" href="#csvkit-release" title="Permalink to this headline"></a></h1>
<div class="section" id="about">
<h2>About<a class="headerlink" href="#about" title="Permalink to this headline"></a></h2>
<p>csvkit is a suite of command-line tools for converting to and working with CSV, the king of tabular file formats.</p>
<p>It is inspired by pdftk, gdal and the original csvcut tool by Joe Germuska and Aaron Bycoffe.</p>
<p>If you need to do more complex data analysis than csvkit can handle, use <a class="reference external" href="https://github.com/wireservice/agate">agate</a>.</p>
<p>Important links:</p>
<ul class="simple">
<li>Repository:    <a class="reference external" href="https://github.com/wireservice/csvkit">https://github.com/wireservice/csvkit</a></li>
<li>Issues:        <a class="reference external" href="https://github.com/wireservice/csvkit/issues">https://github.com/wireservice/csvkit/issues</a></li>
<li>Documentation: <a class="reference external" href="http://csvkit.rtfd.org/">http://csvkit.rtfd.org/</a></li>
<li>Schemas:       <a class="reference external" href="https://github.com/wireservice/ffs">https://github.com/wireservice/ffs</a></li>
<li>Buildbot:      <a class="reference external" href="https://travis-ci.org/wireservice/csvkit">https://travis-ci.org/wireservice/csvkit</a></li>
</ul>
</div>
<div class="section" id="why-csvkit">
<h2>Why csvkit?<a class="headerlink" href="#why-csvkit" title="Permalink to this headline"></a></h2>
<p>Because it makes your life easier.</p>
<p>Convert Excel to CSV:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">in2csv</span> <span class="n">data</span><span class="o">.</span><span class="n">xls</span> <span class="o">&gt;</span> <span class="n">data</span><span class="o">.</span><span class="n">csv</span>
</pre></div>
</div>
<p>Convert JSON to CSV:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">in2csv</span> <span class="n">data</span><span class="o">.</span><span class="n">json</span> <span class="o">&gt;</span> <span class="n">data</span><span class="o">.</span><span class="n">csv</span>
</pre></div>
</div>
<p>Print column names:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">csvcut</span> <span class="o">-</span><span class="n">n</span> <span class="n">data</span><span class="o">.</span><span class="n">csv</span>
</pre></div>
</div>
<p>Select a subset of columns:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">csvcut</span> <span class="o">-</span><span class="n">c</span> <span class="n">column_a</span><span class="p">,</span><span class="n">column_c</span> <span class="n">data</span><span class="o">.</span><span class="n">csv</span> <span class="o">&gt;</span> <span class="n">new</span><span class="o">.</span><span class="n">csv</span>
</pre></div>
</div>
<p>Reorder columns:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">csvcut</span> <span class="o">-</span><span class="n">c</span> <span class="n">column_c</span><span class="p">,</span><span class="n">column_a</span> <span class="n">data</span><span class="o">.</span><span class="n">csv</span> <span class="o">&gt;</span> <span class="n">new</span><span class="o">.</span><span class="n">csv</span>
</pre></div>
</div>
<p>Find rows with matching cells:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">csvgrep</span> <span class="o">-</span><span class="n">c</span> <span class="n">phone_number</span> <span class="o">-</span><span class="n">r</span> <span class="s2">&quot;555-555-\d</span><span class="si">{4}</span><span class="s2">&quot;</span> <span class="n">data</span><span class="o">.</span><span class="n">csv</span> <span class="o">&gt;</span> <span class="n">new</span><span class="o">.</span><span class="n">csv</span>
</pre></div>
</div>
<p>Convert to JSON:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">csvjson</span> <span class="n">data</span><span class="o">.</span><span class="n">csv</span> <span class="o">&gt;</span> <span class="n">data</span><span class="o">.</span><span class="n">json</span>
</pre></div>
</div>
<p>Generate summary statistics:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">csvstat</span> <span class="n">data</span><span class="o">.</span><span class="n">csv</span>
</pre></div>
</div>
<p>Query with SQL:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">csvsql</span> <span class="o">--</span><span class="n">query</span> <span class="s2">&quot;select name from data where age &gt; 30&quot;</span> <span class="n">data</span><span class="o">.</span><span class="n">csv</span> <span class="o">&gt;</span> <span class="n">new</span><span class="o">.</span><span class="n">csv</span>
</pre></div>
</div>
<p>Import into PostgreSQL:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">csvsql</span> <span class="o">--</span><span class="n">db</span> <span class="n">postgresql</span><span class="p">:</span><span class="o">///</span><span class="n">database</span> <span class="o">--</span><span class="n">insert</span> <span class="n">data</span><span class="o">.</span><span class="n">csv</span>
</pre></div>
</div>
<p>Extract data from PostgreSQL:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">sql2csv</span> <span class="o">--</span><span class="n">db</span> <span class="n">postgresql</span><span class="p">:</span><span class="o">///</span><span class="n">database</span> <span class="o">--</span><span class="n">query</span> <span class="s2">&quot;select * from data&quot;</span> <span class="o">&gt;</span> <span class="n">new</span><span class="o">.</span><span class="n">csv</span>
</pre></div>
</div>
<p>And much more…</p>
</div>
<div class="section" id="table-of-contents">
<h2>Table of contents<a class="headerlink" href="#table-of-contents" title="Permalink to this headline"></a></h2>
<div class="toctree-wrapper compound">
<ul>
<li class="toctree-l1"><a class="reference internal" href="tutorial.html">Tutorial</a><ul>
<li class="toctree-l2"><a class="reference internal" href="tutorial/1_getting_started.html">1. Getting started</a><ul>
<li class="toctree-l3"><a class="reference internal" href="tutorial/1_getting_started.html#about-this-tutorial">1.1. About this tutorial</a></li>
<li class="toctree-l3"><a class="reference internal" href="tutorial/1_getting_started.html#installing-csvkit">1.2. Installing csvkit</a></li>
<li class="toctree-l3"><a class="reference internal" href="tutorial/1_getting_started.html#getting-the-data">1.3. Getting the data</a></li>
<li class="toctree-l3"><a class="reference internal" href="tutorial/1_getting_started.html#in2csv-the-excel-killer">1.4. in2csv: the Excel killer</a></li>
<li class="toctree-l3"><a class="reference internal" href="tutorial/1_getting_started.html#csvlook-data-periscope">1.5. csvlook: data periscope</a></li>
<li class="toctree-l3"><a class="reference internal" href="tutorial/1_getting_started.html#csvcut-data-scalpel">1.6. csvcut: data scalpel</a></li>
<li class="toctree-l3"><a class="reference internal" href="tutorial/1_getting_started.html#putting-it-together-with-pipes">1.7. Putting it together with pipes</a></li>
<li class="toctree-l3"><a class="reference internal" href="tutorial/1_getting_started.html#summing-up">1.8. Summing up</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="tutorial/2_examining_the_data.html">2. Examining the data</a><ul>
<li class="toctree-l3"><a class="reference internal" href="tutorial/2_examining_the_data.html#csvstat-statistics-without-code">2.1. csvstat: statistics without code</a></li>
<li class="toctree-l3"><a class="reference internal" href="tutorial/2_examining_the_data.html#csvgrep-find-the-data-you-need">2.2. csvgrep: find the data you need</a></li>
<li class="toctree-l3"><a class="reference internal" href="tutorial/2_examining_the_data.html#csvsort-order-matters">2.3. csvsort: order matters</a></li>
<li class="toctree-l3"><a class="reference internal" href="tutorial/2_examining_the_data.html#summing-up">2.4. Summing up</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="tutorial/3_power_tools.html">3. Power tools</a><ul>
<li class="toctree-l3"><a class="reference internal" href="tutorial/3_power_tools.html#csvjoin-merging-related-data">3.1. csvjoin: merging related data</a></li>
<li class="toctree-l3"><a class="reference internal" href="tutorial/3_power_tools.html#csvstack-combining-subsets">3.2. csvstack: combining subsets</a></li>
<li class="toctree-l3"><a class="reference internal" href="tutorial/3_power_tools.html#csvsql-and-sql2csv-ultimate-power">3.3. csvsql and sql2csv: ultimate power</a></li>
<li class="toctree-l3"><a class="reference internal" href="tutorial/3_power_tools.html#summing-up">3.4. Summing up</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="tutorial/4_going_elsewhere.html">4. Going elsewhere with your data</a><ul>
<li class="toctree-l3"><a class="reference internal" href="tutorial/4_going_elsewhere.html#csvjson-going-online">4.1. csvjson: going online</a></li>
<li class="toctree-l3"><a class="reference internal" href="tutorial/4_going_elsewhere.html#csvpy-going-into-code">4.2. csvpy: going into code</a></li>
<li class="toctree-l3"><a class="reference internal" href="tutorial/4_going_elsewhere.html#csvformat-for-legacy-systems">4.3. csvformat: for legacy systems</a></li>
<li class="toctree-l3"><a class="reference internal" href="tutorial/4_going_elsewhere.html#summing-up">4.4. Summing up</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="cli.html">Reference</a><ul>
<li class="toctree-l2"><a class="reference internal" href="cli.html#input">Input</a><ul>
<li class="toctree-l3"><a class="reference internal" href="scripts/in2csv.html">in2csv</a></li>
<li class="toctree-l3"><a class="reference internal" href="scripts/sql2csv.html">sql2csv</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="cli.html#processing">Processing</a><ul>
<li class="toctree-l3"><a class="reference internal" href="scripts/csvclean.html">csvclean</a></li>
<li class="toctree-l3"><a class="reference internal" href="scripts/csvcut.html">csvcut</a></li>
<li class="toctree-l3"><a class="reference internal" href="scripts/csvgrep.html">csvgrep</a></li>
<li class="toctree-l3"><a class="reference internal" href="scripts/csvjoin.html">csvjoin</a></li>
<li class="toctree-l3"><a class="reference internal" href="scripts/csvsort.html">csvsort</a></li>
<li class="toctree-l3"><a class="reference internal" href="scripts/csvstack.html">csvstack</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="cli.html#output-and-analysis">Output and Analysis</a><ul>
<li class="toctree-l3"><a class="reference internal" href="scripts/csvformat.html">csvformat</a></li>
<li class="toctree-l3"><a class="reference internal" href="scripts/csvjson.html">csvjson</a></li>
<li class="toctree-l3"><a class="reference internal" href="scripts/csvlook.html">csvlook</a></li>
<li class="toctree-l3"><a class="reference internal" href="scripts/csvpy.html">csvpy</a></li>
<li class="toctree-l3"><a class="reference internal" href="scripts/csvsql.html">csvsql</a></li>
<li class="toctree-l3"><a class="reference internal" href="scripts/csvstat.html">csvstat</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="cli.html#common-arguments">Common arguments</a><ul>
<li class="toctree-l3"><a class="reference internal" href="common_arguments.html">Arguments common to all tools</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="tricks.html">Tips and Troubleshooting</a><ul>
<li class="toctree-l2"><a class="reference internal" href="tricks.html#tips">Tips</a><ul>
<li class="toctree-l3"><a class="reference internal" href="tricks.html#reading-compressed-csvs">Reading compressed CSVs</a></li>
<li class="toctree-l3"><a class="reference internal" href="tricks.html#reading-a-csv-with-a-byte-order-mark-bom">Reading a CSV with a byte-order mark (BOM)</a></li>
<li class="toctree-l3"><a class="reference internal" href="tricks.html#specifying-stdin-as-a-file">Specifying STDIN as a file</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="tricks.html#troubleshooting">Troubleshooting</a><ul>
<li class="toctree-l3"><a class="reference internal" href="tricks.html#installation">Installation</a></li>
<li class="toctree-l3"><a class="reference internal" href="tricks.html#csv-formatting-and-parsing">CSV formatting and parsing</a></li>
<li class="toctree-l3"><a class="reference internal" href="tricks.html#csv-data-interpretation">CSV data interpretation</a></li>
<li class="toctree-l3"><a class="reference internal" href="tricks.html#slow-performance">Slow performance</a></li>
<li class="toctree-l3"><a class="reference internal" href="tricks.html#database-errors">Database errors</a></li>
<li class="toctree-l3"><a class="reference internal" href="tricks.html#python-standard-output-encoding-errors">Python standard output encoding errors</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="contributing.html">Contributing to csvkit</a><ul>
<li class="toctree-l2"><a class="reference internal" href="contributing.html#getting-started">Getting Started</a></li>
<li class="toctree-l2"><a class="reference internal" href="contributing.html#principles-of-development">Principles of development</a></li>
<li class="toctree-l2"><a class="reference internal" href="contributing.html#how-to-contribute">How to contribute</a></li>
<li class="toctree-l2"><a class="reference internal" href="contributing.html#a-note-on-new-tools">A note on new tools</a></li>
<li class="toctree-l2"><a class="reference internal" href="contributing.html#streaming-versus-buffering">Streaming versus buffering</a></li>
<li class="toctree-l2"><a class="reference internal" href="contributing.html#legalese">Legalese</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release.html">Release process</a></li>
<li class="toctree-l1"><a class="reference internal" href="license.html">License</a></li>
<li class="toctree-l1"><a class="reference internal" href="changelog.html">Changelog</a><ul>
<li class="toctree-l2"><a class="reference internal" href="changelog.html#april-28-2017">1.0.2 - April 28, 2017</a></li>
<li class="toctree-l2"><a class="reference internal" href="changelog.html#december-29-2016">1.0.1 - December 29, 2016</a></li>
<li class="toctree-l2"><a class="reference internal" href="changelog.html#december-27-2016">1.0.0 - December 27, 2016</a></li>
<li class="toctree-l2"><a class="reference internal" href="changelog.html#march-31-2015">0.9.1 - March 31, 2015</a></li>
<li class="toctree-l2"><a class="reference internal" href="changelog.html#id1">0.9.0</a></li>
<li class="toctree-l2"><a class="reference internal" href="changelog.html#id2">0.8.0</a></li>
<li class="toctree-l2"><a class="reference internal" href="changelog.html#id3">0.7.3</a></li>
<li class="toctree-l2"><a class="reference internal" href="changelog.html#id4">0.7.2</a></li>
<li class="toctree-l2"><a class="reference internal" href="changelog.html#id5">0.7.1</a></li>
<li class="toctree-l2"><a class="reference internal" href="changelog.html#id6">0.7.0</a></li>
<li class="toctree-l2"><a class="reference internal" href="changelog.html#id7">0.6.1</a></li>
<li class="toctree-l2"><a class="reference internal" href="changelog.html#id8">0.5.0</a></li>
<li class="toctree-l2"><a class="reference internal" href="changelog.html#id9">0.4.4</a></li>
<li class="toctree-l2"><a class="reference internal" href="changelog.html#id10">0.4.3</a></li>
</ul>
</li>
</ul>
</div>
</div>
<div class="section" id="citation">
<h2>Citation<a class="headerlink" href="#citation" title="Permalink to this headline"></a></h2>
<p>When citing csvkit in publications, you may use this BibTeX entry:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="nd">@Manual</span><span class="p">{,</span>
  <span class="n">title</span> <span class="o">=</span> <span class="p">{</span><span class="n">csvkit</span><span class="p">},</span>
  <span class="n">author</span> <span class="o">=</span> <span class="p">{</span><span class="n">Christopher</span> <span class="n">Groskopf</span> <span class="ow">and</span> <span class="n">contributors</span><span class="p">},</span>
  <span class="n">year</span> <span class="o">=</span> <span class="mi">2016</span><span class="p">,</span>
  <span class="n">url</span> <span class="o">=</span> <span class="p">{</span><span class="n">https</span><span class="p">:</span><span class="o">//</span><span class="n">csvkit</span><span class="o">.</span><span class="n">readthedocs</span><span class="o">.</span><span class="n">org</span><span class="o">/</span><span class="p">}</span>
<span class="p">}</span>
</pre></div>
</div>
</div>
<div class="section" id="authors">
<h2>Authors<a class="headerlink" href="#authors" title="Permalink to this headline"></a></h2>
<p>The following individuals have contributed code to csvkit:</p>
<ul class="simple">
<li>Christopher Groskopf</li>
<li>Joe Germuska</li>
<li>Aaron Bycoffe</li>
<li>Travis Mehlinger</li>
<li>Alejandro Companioni</li>
<li>Benjamin Wilson</li>
<li>Bryan Silverthorn</li>
<li>Evan Wheeler</li>
<li>Matt Bone</li>
<li>Ryan Pitts</li>
<li>Hari Dara</li>
<li>Jeff Larson</li>
<li>Jim Thaxton</li>
<li>Miguel Gonzalez</li>
<li>Anton Ian Sipos</li>
<li>Gregory Temchenko</li>
<li>Kevin Schaul</li>
<li>Marc Abramowitz</li>
<li>Noah Hoffman</li>
<li>Jan Schulz</li>
<li>Derek Wilson</li>
<li>Chris Rosenthal</li>
<li>Davide Setti</li>
<li>Gabi Davar</li>
<li>Sriram Karra</li>
<li>James McKinney</li>
<li>Aaron McMillin</li>
<li>Matt Dudys</li>
<li>Joakim Lundborg</li>
<li>Federico Scrinzi</li>
<li>Chris Rosenthal</li>
<li>Shane StClair</li>
<li>raistlin7447</li>
<li>Alex Dergachev</li>
<li>Jeff Paine</li>
<li>Jeroen Janssens</li>
<li>Sébastien Fievet</li>
<li>Travis Swicegood</li>
<li>Ryan Murphy</li>
<li>Diego Rabatone Oliveira</li>
<li>Matt Pettis</li>
<li>Tasneem Raja</li>
<li>Richard Low</li>
<li>Kristina Durivage</li>
<li>Espartaco Palma</li>
<li>pnaimoli</li>
<li>Michael Mior</li>
<li>Jennifer Smith</li>
<li>Antonio Lima</li>
<li>Dave Stanton</li>
<li>Pedrow</li>
<li>Neal McBurnett</li>
<li>Anthony DeBarros</li>
<li>Baptiste Mispelon</li>
<li>James Seppi</li>
<li>Karrie Kehoe</li>
<li>Geert Barentsen</li>
<li>Cathy Deng</li>
<li>Eric Bréchemier</li>
<li>Neil Freeman</li>
<li>Fede Isas</li>
<li>Patricia Lipp</li>
<li>Kev++</li>
<li>edwardros</li>
<li>Martin Burch</li>
<li>Pedro Silva</li>
<li>hydrosIII</li>
<li>Tim Wisniewski</li>
<li>Santiago Castro</li>
<li>Dan Davison</li>
<li>Éric Araujo</li>
<li>Sam Stuck</li>
<li>Edward Betts</li>
<li>Jake Zimmerman</li>
</ul>
</div>
<div class="section" id="indices-and-tables">
<h2>Indices and tables<a class="headerlink" href="#indices-and-tables" title="Permalink to this headline"></a></h2>
<ul class="simple">
<li><a class="reference internal" href="genindex.html"><span class="std std-ref">Index</span></a></li>
<li><a class="reference internal" href="py-modindex.html"><span class="std std-ref">Module Index</span></a></li>
<li><a class="reference internal" href="search.html"><span class="std std-ref">Search Page</span></a></li>
</ul>
</div>
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