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‎CHANGELOG.md‎

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# Time for a ChangeLog!
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## 2.00
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* Major upgrade of tech system - moved to dtype-next. This release is only compatible with
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tech.ml.dataset versions 5.+. There are many changes but there should be very few user visible
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ones. Please see [cnuernber/dtype-next](https://cnuernber.github.io/dtype-next/) for more
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information.
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## 1.45
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* tech.datatype - 5.0 release
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‎README.md‎

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[![travis integration](https://travis-ci.com/clj-python/libpython-clj.svg?branch=master)](https://travis-ci.com/clj-python/libpython-clj)
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- Note - Please avoid deprecated versions such as `[cnuernber/libpython-clj "1.36"]` (***note name change***).
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* [API Documentation](https://clj-python.github.io/libpython-clj/)
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## libpython-clj features
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‎docs/Usage.html‎

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<!DOCTYPE html PUBLIC ""
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<html><head><meta charset="UTF-8" /><title>Usage</title><link rel="stylesheet" type="text/css" href="css/default.css" /><link rel="stylesheet" type="text/css" href="highlight/solarized-light.css" /><script type="text/javascript" src="highlight/highlight.min.js"></script><script type="text/javascript" src="js/jquery.min.js"></script><script type="text/javascript" src="js/page_effects.js"></script><script>hljs.initHighlightingOnLoad();</script></head><body><div id="header"><h2>Generated by <a href="https://github.com/weavejester/codox">Codox</a> with <a href="https://github.com/xsc/codox-theme-rdash">RDash UI</a> theme</h2><h1><a href="index.html"><span class="project-title"><span class="project-name">tech.ml.dataset</span> <span class="project-version">1.47-SNAPSHOT</span></span></a></h1></div><div class="sidebar primary"><h3 class="no-link"><span class="inner">Project</span></h3><ul class="index-link"><li class="depth-1 "><a href="index.html"><div class="inner">Index</div></a></li></ul><h3 class="no-link"><span class="inner">Topics</span></h3><ul><li class="depth-1 current"><a href="Usage.html"><div class="inner"><span>Usage</span></div></a></li><li class="depth-1 "><a href="design.html"><div class="inner"><span>LibPython-CLJ Design Notes</span></div></a></li><li class="depth-1 "><a href="new-to-clojure.html"><div class="inner"><span>So Many Parenthesis!</span></div></a></li><li class="depth-1 "><a href="scopes-and-gc.html"><div class="inner"><span>Scopes And Garbage Collection</span></div></a></li><li class="depth-1 "><a href="slicing.html"><div class="inner"><span>Slicing And Slices</span></div></a></li></ul><h3 class="no-link"><span class="inner">Namespaces</span></h3><ul><li class="depth-1 "><a href="libpython-clj.python.html"><div class="inner"><span>libpython-clj.python</span></div></a></li></ul></div><div class="document" id="content"><div class="doc"><div class="markdown"><h1><a href="#usage" name="usage"></a>Usage</h1>
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<html><head><meta charset="UTF-8" /><title>Usage</title><link rel="stylesheet" type="text/css" href="css/default.css" /><link rel="stylesheet" type="text/css" href="highlight/solarized-light.css" /><script type="text/javascript" src="highlight/highlight.min.js"></script><script type="text/javascript" src="js/jquery.min.js"></script><script type="text/javascript" src="js/page_effects.js"></script><script>hljs.initHighlightingOnLoad();</script></head><body><div id="header"><h2>Generated by <a href="https://github.com/weavejester/codox">Codox</a> with <a href="https://github.com/xsc/codox-theme-rdash">RDash UI</a> theme</h2><h1><a href="index.html"><span class="project-title"><span class="project-name">tech.ml.dataset</span> <span class="project-version">2.00-alpha-1</span></span></a></h1></div><div class="sidebar primary"><h3 class="no-link"><span class="inner">Project</span></h3><ul class="index-link"><li class="depth-1 "><a href="index.html"><div class="inner">Index</div></a></li></ul><h3 class="no-link"><span class="inner">Topics</span></h3><ul><li class="depth-1 current"><a href="Usage.html"><div class="inner"><span>Usage</span></div></a></li><li class="depth-1 "><a href="design.html"><div class="inner"><span>LibPython-CLJ Design Notes</span></div></a></li><li class="depth-1 "><a href="new-to-clojure.html"><div class="inner"><span>So Many Parenthesis!</span></div></a></li><li class="depth-1 "><a href="scopes-and-gc.html"><div class="inner"><span>Scopes And Garbage Collection</span></div></a></li><li class="depth-1 "><a href="slicing.html"><div class="inner"><span>Slicing And Slices</span></div></a></li></ul><h3 class="no-link"><span class="inner">Namespaces</span></h3><ul><li class="depth-1 "><a href="libpython-clj.python.html"><div class="inner"><span>libpython-clj.python</span></div></a></li></ul></div><div class="document" id="content"><div class="doc"><div class="markdown"><h1><a href="#usage" name="usage"></a>Usage</h1>
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<p>Python objects are essentially two dictionaries, one for ‘attributes’ and one for ‘items’. When you use python and use the ‘.’ operator, you are referencing attributes. If you use the ‘[]’ operator, then you are referencing items. Attributes are built in, item access is optional and happens via the <code>__getitem__</code> and <code>__setitem__</code> attributes. This is important to realize in that the code below doesn’t look like python because we are referencing the item and attribute systems by name and not via ‘.’ or ‘[]’.</p>
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<p>This would result in the following analogous code (full example <a href="#dataframe-access-full-example">further on</a>):</p>
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<pre><code class="python">table.loc[row_date]

‎docs/design.html‎

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<html><head><meta charset="UTF-8" /><title>LibPython-CLJ Design Notes</title><link rel="stylesheet" type="text/css" href="css/default.css" /><link rel="stylesheet" type="text/css" href="highlight/solarized-light.css" /><script type="text/javascript" src="highlight/highlight.min.js"></script><script type="text/javascript" src="js/jquery.min.js"></script><script type="text/javascript" src="js/page_effects.js"></script><script>hljs.initHighlightingOnLoad();</script></head><body><div id="header"><h2>Generated by <a href="https://github.com/weavejester/codox">Codox</a> with <a href="https://github.com/xsc/codox-theme-rdash">RDash UI</a> theme</h2><h1><a href="index.html"><span class="project-title"><span class="project-name">tech.ml.dataset</span> <span class="project-version">1.47-SNAPSHOT</span></span></a></h1></div><div class="sidebar primary"><h3 class="no-link"><span class="inner">Project</span></h3><ul class="index-link"><li class="depth-1 "><a href="index.html"><div class="inner">Index</div></a></li></ul><h3 class="no-link"><span class="inner">Topics</span></h3><ul><li class="depth-1 "><a href="Usage.html"><div class="inner"><span>Usage</span></div></a></li><li class="depth-1 current"><a href="design.html"><div class="inner"><span>LibPython-CLJ Design Notes</span></div></a></li><li class="depth-1 "><a href="new-to-clojure.html"><div class="inner"><span>So Many Parenthesis!</span></div></a></li><li class="depth-1 "><a href="scopes-and-gc.html"><div class="inner"><span>Scopes And Garbage Collection</span></div></a></li><li class="depth-1 "><a href="slicing.html"><div class="inner"><span>Slicing And Slices</span></div></a></li></ul><h3 class="no-link"><span class="inner">Namespaces</span></h3><ul><li class="depth-1 "><a href="libpython-clj.python.html"><div class="inner"><span>libpython-clj.python</span></div></a></li></ul></div><div class="document" id="content"><div class="doc"><div class="markdown"><h1><a href="#libpython-clj-design-notes" name="libpython-clj-design-notes"></a>LibPython-CLJ Design Notes</h1>
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<html><head><meta charset="UTF-8" /><title>LibPython-CLJ Design Notes</title><link rel="stylesheet" type="text/css" href="css/default.css" /><link rel="stylesheet" type="text/css" href="highlight/solarized-light.css" /><script type="text/javascript" src="highlight/highlight.min.js"></script><script type="text/javascript" src="js/jquery.min.js"></script><script type="text/javascript" src="js/page_effects.js"></script><script>hljs.initHighlightingOnLoad();</script></head><body><div id="header"><h2>Generated by <a href="https://github.com/weavejester/codox">Codox</a> with <a href="https://github.com/xsc/codox-theme-rdash">RDash UI</a> theme</h2><h1><a href="index.html"><span class="project-title"><span class="project-name">tech.ml.dataset</span> <span class="project-version">2.00-alpha-1</span></span></a></h1></div><div class="sidebar primary"><h3 class="no-link"><span class="inner">Project</span></h3><ul class="index-link"><li class="depth-1 "><a href="index.html"><div class="inner">Index</div></a></li></ul><h3 class="no-link"><span class="inner">Topics</span></h3><ul><li class="depth-1 "><a href="Usage.html"><div class="inner"><span>Usage</span></div></a></li><li class="depth-1 current"><a href="design.html"><div class="inner"><span>LibPython-CLJ Design Notes</span></div></a></li><li class="depth-1 "><a href="new-to-clojure.html"><div class="inner"><span>So Many Parenthesis!</span></div></a></li><li class="depth-1 "><a href="scopes-and-gc.html"><div class="inner"><span>Scopes And Garbage Collection</span></div></a></li><li class="depth-1 "><a href="slicing.html"><div class="inner"><span>Slicing And Slices</span></div></a></li></ul><h3 class="no-link"><span class="inner">Namespaces</span></h3><ul><li class="depth-1 "><a href="libpython-clj.python.html"><div class="inner"><span>libpython-clj.python</span></div></a></li></ul></div><div class="document" id="content"><div class="doc"><div class="markdown"><h1><a href="#libpython-clj-design-notes" name="libpython-clj-design-notes"></a>LibPython-CLJ Design Notes</h1>
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<h2><a href="#key-design-points" name="key-design-points"></a>Key Design Points</h2>
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<h3><a href="#code-organization" name="code-organization"></a>Code Organization</h3>
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<p>There are 3 rough sections of code: 1. A JNA layer which is a 1-1 mapping most of the C API with no changes and full documentation. The docstrings on the functions match the documentation if you lookup the 3.7 API documentation. Users must manually manage the GIL when using this API layer.</p>

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<html><head><meta charset="UTF-8" /><title>So Many Parenthesis!</title><link rel="stylesheet" type="text/css" href="css/default.css" /><link rel="stylesheet" type="text/css" href="highlight/solarized-light.css" /><script type="text/javascript" src="highlight/highlight.min.js"></script><script type="text/javascript" src="js/jquery.min.js"></script><script type="text/javascript" src="js/page_effects.js"></script><script>hljs.initHighlightingOnLoad();</script></head><body><div id="header"><h2>Generated by <a href="https://github.com/weavejester/codox">Codox</a> with <a href="https://github.com/xsc/codox-theme-rdash">RDash UI</a> theme</h2><h1><a href="index.html"><span class="project-title"><span class="project-name">tech.ml.dataset</span> <span class="project-version">1.47-SNAPSHOT</span></span></a></h1></div><div class="sidebar primary"><h3 class="no-link"><span class="inner">Project</span></h3><ul class="index-link"><li class="depth-1 "><a href="index.html"><div class="inner">Index</div></a></li></ul><h3 class="no-link"><span class="inner">Topics</span></h3><ul><li class="depth-1 "><a href="Usage.html"><div class="inner"><span>Usage</span></div></a></li><li class="depth-1 "><a href="design.html"><div class="inner"><span>LibPython-CLJ Design Notes</span></div></a></li><li class="depth-1 current"><a href="new-to-clojure.html"><div class="inner"><span>So Many Parenthesis!</span></div></a></li><li class="depth-1 "><a href="scopes-and-gc.html"><div class="inner"><span>Scopes And Garbage Collection</span></div></a></li><li class="depth-1 "><a href="slicing.html"><div class="inner"><span>Slicing And Slices</span></div></a></li></ul><h3 class="no-link"><span class="inner">Namespaces</span></h3><ul><li class="depth-1 "><a href="libpython-clj.python.html"><div class="inner"><span>libpython-clj.python</span></div></a></li></ul></div><div class="document" id="content"><div class="doc"><div class="markdown"><h1><a href="#so-many-parenthesis-" name="so-many-parenthesis-"></a>So Many Parenthesis!</h1>
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<html><head><meta charset="UTF-8" /><title>So Many Parenthesis!</title><link rel="stylesheet" type="text/css" href="css/default.css" /><link rel="stylesheet" type="text/css" href="highlight/solarized-light.css" /><script type="text/javascript" src="highlight/highlight.min.js"></script><script type="text/javascript" src="js/jquery.min.js"></script><script type="text/javascript" src="js/page_effects.js"></script><script>hljs.initHighlightingOnLoad();</script></head><body><div id="header"><h2>Generated by <a href="https://github.com/weavejester/codox">Codox</a> with <a href="https://github.com/xsc/codox-theme-rdash">RDash UI</a> theme</h2><h1><a href="index.html"><span class="project-title"><span class="project-name">tech.ml.dataset</span> <span class="project-version">2.00-alpha-1</span></span></a></h1></div><div class="sidebar primary"><h3 class="no-link"><span class="inner">Project</span></h3><ul class="index-link"><li class="depth-1 "><a href="index.html"><div class="inner">Index</div></a></li></ul><h3 class="no-link"><span class="inner">Topics</span></h3><ul><li class="depth-1 "><a href="Usage.html"><div class="inner"><span>Usage</span></div></a></li><li class="depth-1 "><a href="design.html"><div class="inner"><span>LibPython-CLJ Design Notes</span></div></a></li><li class="depth-1 current"><a href="new-to-clojure.html"><div class="inner"><span>So Many Parenthesis!</span></div></a></li><li class="depth-1 "><a href="scopes-and-gc.html"><div class="inner"><span>Scopes And Garbage Collection</span></div></a></li><li class="depth-1 "><a href="slicing.html"><div class="inner"><span>Slicing And Slices</span></div></a></li></ul><h3 class="no-link"><span class="inner">Namespaces</span></h3><ul><li class="depth-1 "><a href="libpython-clj.python.html"><div class="inner"><span>libpython-clj.python</span></div></a></li></ul></div><div class="document" id="content"><div class="doc"><div class="markdown"><h1><a href="#so-many-parenthesis-" name="so-many-parenthesis-"></a>So Many Parenthesis!</h1>
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<h2><a href="#about-clojure" name="about-clojure"></a>About Clojure</h2>
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<p>LISP stands for List Processing and it was originally designed by John McCarthy around 1958. It was the first language with a garbage collector making it the first truly high level language assuming you don’t consider Fortran a high level language. Here is Dr. McCarthy’s <a href="http://www-formal.stanford.edu/jmc/recursive.pdf">seminal paper</a> and for a much better intro than I can give please see <a href="http://www.paulgraham.com/rootsoflisp.html">here</a>.</p>
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<p>Time passed and along came a man named Rich Hickey. Making a long story short, Rich was working in a variety of languages such as C++, Java, and C# when he did a project in Common Lisp and was hooked. There are many YouTube videos and documents that Rich has produced but <a href="https://www.infoq.com/presentations/Simple-Made-Easy/">simple made easy</a> is one I found very compelling. If you enjoy that video, don’t stop there; Rich has many interesting, profound, and sometimes provocative things to add to the conversation. For more about his reasoning behind Clojure, please check out his <a href="https://clojure.org/about/rationale">rationale</a>. </p>

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<html><head><meta charset="UTF-8" /><title>Scopes And Garbage Collection</title><link rel="stylesheet" type="text/css" href="css/default.css" /><link rel="stylesheet" type="text/css" href="highlight/solarized-light.css" /><script type="text/javascript" src="highlight/highlight.min.js"></script><script type="text/javascript" src="js/jquery.min.js"></script><script type="text/javascript" src="js/page_effects.js"></script><script>hljs.initHighlightingOnLoad();</script></head><body><div id="header"><h2>Generated by <a href="https://github.com/weavejester/codox">Codox</a> with <a href="https://github.com/xsc/codox-theme-rdash">RDash UI</a> theme</h2><h1><a href="index.html"><span class="project-title"><span class="project-name">tech.ml.dataset</span> <span class="project-version">1.47-SNAPSHOT</span></span></a></h1></div><div class="sidebar primary"><h3 class="no-link"><span class="inner">Project</span></h3><ul class="index-link"><li class="depth-1 "><a href="index.html"><div class="inner">Index</div></a></li></ul><h3 class="no-link"><span class="inner">Topics</span></h3><ul><li class="depth-1 "><a href="Usage.html"><div class="inner"><span>Usage</span></div></a></li><li class="depth-1 "><a href="design.html"><div class="inner"><span>LibPython-CLJ Design Notes</span></div></a></li><li class="depth-1 "><a href="new-to-clojure.html"><div class="inner"><span>So Many Parenthesis!</span></div></a></li><li class="depth-1 current"><a href="scopes-and-gc.html"><div class="inner"><span>Scopes And Garbage Collection</span></div></a></li><li class="depth-1 "><a href="slicing.html"><div class="inner"><span>Slicing And Slices</span></div></a></li></ul><h3 class="no-link"><span class="inner">Namespaces</span></h3><ul><li class="depth-1 "><a href="libpython-clj.python.html"><div class="inner"><span>libpython-clj.python</span></div></a></li></ul></div><div class="document" id="content"><div class="doc"><div class="markdown"><h1><a href="#scopes-and-garbage-collection" name="scopes-and-garbage-collection"></a>Scopes And Garbage Collection</h1>
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<html><head><meta charset="UTF-8" /><title>Scopes And Garbage Collection</title><link rel="stylesheet" type="text/css" href="css/default.css" /><link rel="stylesheet" type="text/css" href="highlight/solarized-light.css" /><script type="text/javascript" src="highlight/highlight.min.js"></script><script type="text/javascript" src="js/jquery.min.js"></script><script type="text/javascript" src="js/page_effects.js"></script><script>hljs.initHighlightingOnLoad();</script></head><body><div id="header"><h2>Generated by <a href="https://github.com/weavejester/codox">Codox</a> with <a href="https://github.com/xsc/codox-theme-rdash">RDash UI</a> theme</h2><h1><a href="index.html"><span class="project-title"><span class="project-name">tech.ml.dataset</span> <span class="project-version">2.00-alpha-1</span></span></a></h1></div><div class="sidebar primary"><h3 class="no-link"><span class="inner">Project</span></h3><ul class="index-link"><li class="depth-1 "><a href="index.html"><div class="inner">Index</div></a></li></ul><h3 class="no-link"><span class="inner">Topics</span></h3><ul><li class="depth-1 "><a href="Usage.html"><div class="inner"><span>Usage</span></div></a></li><li class="depth-1 "><a href="design.html"><div class="inner"><span>LibPython-CLJ Design Notes</span></div></a></li><li class="depth-1 "><a href="new-to-clojure.html"><div class="inner"><span>So Many Parenthesis!</span></div></a></li><li class="depth-1 current"><a href="scopes-and-gc.html"><div class="inner"><span>Scopes And Garbage Collection</span></div></a></li><li class="depth-1 "><a href="slicing.html"><div class="inner"><span>Slicing And Slices</span></div></a></li></ul><h3 class="no-link"><span class="inner">Namespaces</span></h3><ul><li class="depth-1 "><a href="libpython-clj.python.html"><div class="inner"><span>libpython-clj.python</span></div></a></li></ul></div><div class="document" id="content"><div class="doc"><div class="markdown"><h1><a href="#scopes-and-garbage-collection" name="scopes-and-garbage-collection"></a>Scopes And Garbage Collection</h1>
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<p>libpython-clj now supports stack-based scoping rules so you can guarantee all python objects created during a section of code will be released by a certain point.</p>
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<p>Using the stack-based scoping looks like:</p>
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<pre><code class="clojure">user&gt; (require '[libpython-clj.python :as py])

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