fullstackpython.com/code-metrics.html at patch-1 · nullism/fullstackpython.com · GitHub

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<!DOCTYPE html>

<head>

<title>Code Metrics - Full Stack Python</title>

<!--[if lt IE 9]>

<![endif]-->

</head>

<body>

<h2 style="color: #fff; margin: 20px 40px 0 0;"><a href="https://www.gumroad.com/l/python-deployments" style="color: #fff">The Full Stack Python Guide to Deployments book</a> has been released!</h2>

</div>

</div> <a href="https://github.com/makaimc/fullstackpython.com"><img style="position: absolute; top: 0; right: 0; border: 0;" src="/theme/img/fork.png" alt="Fork me on GitHub"></a>

<span class="logo-title"><a href="/">Full Stack Python</a></span>

</div>

</div><div class="row">

<h1>Code Metrics</h1>

<p>Code metrics can be produced by static code analysis tools to determine

complexity and non-standard practices.</p>

<h2>Why are code metrics important?</h2>

<p>Code metrics allow developers to find problematic codebase areas that may

need refactoring. In addition, some metrics such as technical debt assist

developers in communicating to non-technical audiences why issues with a

system are occurring.</p>

<h2>Open source code metrics projects</h2>

<ul>

<li>

<p><a href="http://radon.readthedocs.org/en/latest/index.html">Radon</a> is a tool for

obtaining raw metrics on line counts, Cyclomatic Complexity, Halstead

metrics and maintainability metrics.</p>

</li>

<li>

<p><a href="http://www.pylint.org/">Pylint</a> contains checkers for PEP8 code

style compliance, design, exceptions and many other source code analysis

tools.</p>

</li>

<li>

<p><a href="https://pypi.python.org/pypi/pyflakes">PyFlakes</a> parses source files for

errors and reports on them.</p>

</li>

<li>

<p><a href="http://www.unixuser.org/~euske/python/pyntch/index.html">Pyntch</a> is a

static code analyzer that attempts to detect runtime errors. It does not

perform code style checking.</p>

</li>

</ul>

<h2>Hosted code metrics services</h2>

<ul>

<li>

<p><a href="https://landscape.io/">Landscape</a> provides free code metrics for open

source Python projects. Pricing is available for analyzing private

repositories as well.</p>

</li>

<li>

<p><a href="https://coveralls.io">Coveralls</a> shows code coverage from test suites

and other metrics to help developers improve the quality of their code.</p>

</li>

</ul>

<h2>Code metrics resources</h2>

<ul>

<li>

<p><a href="http://doughellmann.com/2008/03/01/static-code-analizers-for-python.html">Static Code Analizers for Python</a>

is an older article but goes over the basics of what Python static code

analyzers do.</p>

</li>

<li>

<p>This <a href="http://stackoverflow.com/questions/1428872/pylint-pychecker-or-pyflakes">Stack Overflow question on Python static code analysis tools</a>

contains comparison discussions of PyLint, PyChecker and PyFlakes.</p>

</li>

<li>

<p><a href="http://jbisbee.blogspot.ca/2014/04/getting-started-with-pylint.html">Getting Started with Pylint</a>

goes over setting up Pylint, generating the .pylintrc file and what's

in the configuration.</p>

</li>

<li>

<p>This /r/Python

<a href="https://www.reddit.com/r/Python/comments/3oyjva/what_python_linter_do_you_use_poll/">poll on what linters the community uses</a>

provides some input on using PyCharm just for its linting features as

well as some other approaches.</p>

</li>

</ul>

<h3>What's next after obtaining code metrics?</h3>

<p class="under-btn">I've built a Python web app, now how do I deploy it?</p> </div>

</div>

<p class="under-btn">Can I automate testing and deployments for my app?</p> </div>

</div>

<p class="under-btn">I want to learn more about app users via web analytics.</p> </div>

</div>

</div><div id="mc_embed_signup">

<h4>Sign up here to receive an email with major updates to this site and Python tutorials delivered to your inbox once a month.</h4>

</div>

</div>

</form>

</div>

<p style="font-size: .8em; margin-top: 10px;">Searching for a complete, step-by-step deployment walkthrough? Learn more about <a href="http://www.deploypython.com/">The Full Stack Python Guide to Deployments book</a>.

</p>

</div>

</div> <div class="panel panel-success">

<h3 class="panel-head"><a href="/table-of-contents.html" style="color: #fff;">Table of Contents</a></h3>

</div>

<a href="/introduction.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Introduction</a>

<a href="/learning-programming.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Learning Programming</a>

<a href="/why-use-python.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Why Use Python?</a>

<a href="/python-2-or-3.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Python 2 or 3?</a>

<a href="/enterprise-python.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Enterprise Python</a>

<a href="/best-python-resources.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Best Python Resources</a>

<a href="/best-python-videos.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Best Python Videos</a>

<a href="/development-environments.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Development Environments</a>

<a href="/emacs.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Emacs</a>

<a href="/generators.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Generators</a>

<a href="/comprehensions.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Comprehensions</a>

<a href="/web-frameworks.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Web Frameworks</a>

<a href="/django.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Django</a>

<a href="/flask.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Flask</a>

<a href="/bottle.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Bottle</a>

<a href="/pyramid.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Pyramid</a>

<a href="/morepath.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Morepath</a>

<a href="/other-web-frameworks.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Other Web Frameworks</a>

<a href="/web-design.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Web Design</a>

<a href="/cascading-style-sheets.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Cascading Style Sheets</a>

<a href="/javascript.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>JavaScript</a>

<a href="/websockets.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>WebSockets</a>

<a href="/web-application-security.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Web Application Security</a>

<a href="/static-site-generator.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Static Site Generators</a>

<a href="/databases.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Databases</a>

<a href="/no-sql-datastore.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>NoSQL Data Stores</a>

<a href="/object-relational-mappers-orms.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Object-relational Mappers (ORMs)</a>

<a href="/application-programming-interfaces.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Application Programming Interfaces</a>

<a href="/api-integration.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>API Integration</a>

<a href="/api-creation.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>API Creation</a>

<a href="/deployment.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Deployment</a>

<a href="/servers.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Servers</a>

<a href="/platform-as-a-service.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Platform-as-a-service</a>

<a href="/operating-systems.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Operating Systems</a>

<a href="/web-servers.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Web Servers</a>

<a href="/wsgi-servers.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>WSGI Servers</a>

<a href="/source-control.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Source Control</a>

<a href="/application-dependencies.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Application Dependencies</a>

<a href="/static-content.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Static Content</a>

<a href="/task-queues.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Task Queues</a>

<a href="/configuration-management.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Configuration Management</a>

<a href="/continuous-integration.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Continuous Integration</a>

<a href="/logging.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Logging</a>

<a href="/monitoring.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Monitoring</a>

<a href="/web-analytics.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Web Analytics</a>

<a href="/docker.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Docker</a>

<a href="/caching.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Caching</a>

<a href="/microservices.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Microservices</a>

<a href="/testing.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Testing</a>

<a href="/unit-testing.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Unit Testing</a>

<a href="/integration-testing.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Integration Testing</a>

<a href="/code-metrics.html" class="list-group-item smaller-item active" style='font-family: "Helvetica Neue",sans-serif;'>Code Metrics</a>

<a href="/debugging.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Debugging</a>

<a href="/what-full-stack-means.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>What "Full Stack" Means</a>

<a href="/change-log.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Change Log</a>

<a href="/future-directions.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>Future Directions</a>

<a href="/about-author.html" class="list-group-item smaller-item " style='font-family: "Helvetica Neue",sans-serif;'>About the Author</a>

</div>

</p>

</div>

</div> <div class="panel panel-success">

<div class="panel-heading"><h3 class="panel-head">Code Metrics</h3></div>

Major updates are tweeted via

<a href="https://twitter.com/fullstackpython">@fullstackpython</a>.

<hr/>

Need more detailed tutorials than you see here?

<a href="http://www.deploypython.com/">Learn more about The Full Stack Python Guide to Deployments book.</a>

</div>

</div></div>

<hr/>

</div>

<a href="http://www.mattmakai.com/" class="underline">Matt Makai</a>

2015

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fullstackpython.com/code-metrics.html at patch-1 · nullism/fullstackpython.com · GitHub

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