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‎content/pages/examples/pandas/pandas-example-projects-code.markdown‎

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title: pandas Example Projects and Code
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category: page
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slug: pandas-code-examples
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sortorder: 500090001
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toc: False
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sidebartitle: pandas Example Code
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meta: Python example projects and code that show how to use the pandas data analysis library.
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## Projects with pandas Example Code
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The following active projects use the [pandas](/pandas.html) data analysis
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library in various ways that can show you how to inspect your own data sets
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and build your own applications.
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### 100-pandas-puzzles
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[100 pandas puzzles](https://github.com/ajcr/100-pandas-puzzles) is a project with
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100 exercises that test knowledge of pandas' functionality. The project contains two
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[Jupyter Notebooks](/jupyter-notebook.html), one with
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[just the puzzles](https://github.com/ajcr/100-pandas-puzzles/blob/master/100-pandas-puzzles.ipynb)
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and the other with
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[both puzzles and solutions](https://github.com/ajcr/100-pandas-puzzles/blob/master/100-pandas-puzzles-with-solutions.ipynb).
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The project is provided as open source under the
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[MIT license](https://github.com/ajcr/100-pandas-puzzles/blob/master/LICENSE).
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### data-science-ipython-notebooks
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[data-science-ipython-notebooks](https://github.com/donnemartin/data-science-ipython-notebooks)
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is a collection of Jupyter Notebooks including a folder with
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[pandas code examples](https://github.com/donnemartin/data-science-ipython-notebooks/tree/master/pandas).
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These notebooks are provided as open source under the
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[Apache 2.0 license](https://github.com/donnemartin/data-science-ipython-notebooks/blob/master/LICENSE).
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### pandas-videos
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[Python pandas Q&A video series](https://github.com/justmarkham/pandas-videos) contains the
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Python code that pairs with
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[Kevin Markham's video series on data analysis with pandas](https://www.youtube.com/playlist?list=PL5-da3qGB5ICCsgW1MxlZ0Hq8LL5U3u9y).
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The repository contains several Jupyter Notebooks, including ones on
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[the top pandas tricks](https://github.com/justmarkham/pandas-videos/blob/master/top_25_pandas_tricks.ipynb),
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[merging DataFrames](https://github.com/justmarkham/pandas-videos/blob/master/pandas_merge.ipynb),
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and
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[using MultiIndex](https://github.com/justmarkham/pandas-videos/blob/master/pandas_multiindex.ipynb).
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### ved-explore
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[ved-explore](https://github.com/joaofig/ved-explore) is a set of open source
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Jupyter Notebooks that demonstrate analysis of the
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[Vehicle Energy Dataset (VED)](https://arxiv.org/abs/1905.02081). The project
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is provided as open source under the
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[MIT license](https://github.com/joaofig/ved-explore/blob/master/LICENSE).
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### viz
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[viz](https://github.com/donnemartin/viz)
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([project site](https://donnemartin.com/viz/))
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is a collection of interactive Jupyter Notebooks that show metrics
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about open source Git repositories stored on GitHub. The code is open source
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under the
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[Apache 2.0 license](https://github.com/donnemartin/viz/blob/master/LICENSE.md).
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‎content/pages/meta/00-change-log.markdown‎

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on GitHub.
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## 2020
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### May
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* Added a new page with the start of
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[pandas example code and projects](/pandas-code-examples.html).
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### April
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* Merge [PR #233](https://github.com/mattmakai/fullstackpython.com/pull/233) and
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[PR #235](https://github.com/mattmakai/fullstackpython.com/pull/235) for new

‎static/img/logos/sentry-light.png‎

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‎theme/templates/examples-extensions-descriptions/django.html‎

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<a href="/django.html">Django</a> is a Python <a href="/web-frameworks.html">web framework.</a>
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<a href="/django.html">Django</a> is a Python <a href="/web-frameworks.html">web framework</a>.
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<a href="http://www.djangoproject.com/" style="border: none;"><img src="/img/logos/django.png" width="100%" alt="Official Django logo. Trademark Django Software Foundation." class="shot" style="margin:32px 0 12px 0"></a>
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‎theme/templates/examples-extensions-descriptions/pandas.html‎

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<a href="/pandas.html">pandas</a> is a <a href="/data-analysis.html">data analysis library</a>
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built in Python.
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<a href="https://pandas.pydata.org/" style="border: none;"><img src="/img/logos/pandas.png" width="100%" alt="pandas data analysis project" class="shot" style="margin:32px 0 12px 0"></a>
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<p>pandas can be used in a Python script, a
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<a href="/jupyter-notebook.html">Jupyter Notebook</a>, or even as
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part of a <a href="/web-development.html">web application</a>.</p>
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<p>The following open source projects, ordered alphabetically, are
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helpful as example code for how to use pandas in your own applications.</p>
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‎theme/templates/index-sidebar.html‎

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<div class="pnb">
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<a href="/">Full Stack Python</a> is an <a href="https://github.com/mattmakai/fullstackpython.com">open book</a> that explains
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concepts in plain language.
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<hr>
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<!--<hr>
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Read everything online for free or purchase the
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<a href="https://www.deploypython.com/full-stack-python.html">Supporter's Edition</a>
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for nicely-formatted ebooks.
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for nicely-formatted ebooks.-->
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</div>
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</div>
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{% include "sponsor/sentry.html" %}
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</div>

‎theme/templates/page.html‎

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{% include "examples-extensions-descriptions/django.html" %}
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{% include "code-examples/django.html" %}
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{% endif %}
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{% if page.slug == "pandas-code-examples" %}
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{% include "examples-extensions-descriptions/pandas.html" %}
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{% endif %}
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{{ page.content }}
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{% endif %}
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{% if page.sortorder[0:2] == "50" %}

‎theme/templates/sponsor.html‎

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{% if page.sortorder[0:2] == "01" or page.sortorder[0:2] == "02" or page.sortorder[0:2] == "03" or page.sortorder[0:2] == "04" or page.sortorder[0:2] == "05" or page.sortorder[0:2] == "06" or page.sortorder[0:2] == "50" %}
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{% include "sponsor/sentry.html" %}
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{% include "sponsor/carbon.html" %}
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{% endif %}
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{% if false %}

‎theme/templates/sponsor/sentry.html‎

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<div class="pn">
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<div class="pnh"><h3>Sponsored By</h3></div>
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<div class="pnb">
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<a href="https://sentry.io/" style="border:none"><img src="/img/logos/sentry-light.png" alt="Sentry logo" width="100%" style="padding:0 0 2px"></a>
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<p class="sps">Software errors are inevitable. Chaos is not. <a href="https://sentry.io/">Try Sentry for free</a>.</p>
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</div>
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</div>

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