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get_good_at_ipython.slides.html
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get_good_at_ipython.slides.html
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<!DOCTYPE html>
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<div class=" highlight hl-ipython2"><pre><span class="kn">import</span> <span class="nn">numpy</span><span class="o">,</span> <span class="nn">scipy</span><span class="o">,</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span><span class="o">,</span> <span class="nn">pandas</span><span class="o">,</span> <span class="nn">librosa</span>
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<h1 id="Getting-Good-at-IPython">Getting Good at IPython<a class="anchor-link" href="#Getting-Good-at-IPython">¶</a></h1>
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<p>You are looking at an <strong>IPython Notebook</strong>, an interactive Python shell inside of a web browser. With it, you can run individual Python commands and immediately view their output. It's basically the Matlab Desktop or Mathematica Notebook for Python.</p>
<p>First, we recommend that you take the <em>User Interface Tour</em> in the Help Menu above.</p>
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<h2 id="Cells">Cells<a class="anchor-link" href="#Cells">¶</a></h2>
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<p>An IPython Notebook is comprised of <strong>cells</strong>. Cells are just small units of code or text. For example, the text that you are reading is inside a <em>Markdown</em> cell. (More on that later.)</p>
<p><em>Code</em> cells allow you to edit, execute, and analyze small portions of Python code at a time. Here is a code cell:</p>
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<div class=" highlight hl-ipython2"><pre><span class="mi">1</span><span class="o">+</span><span class="mi">2</span>
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<pre>3</pre>
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<p>The IPython Notebook has two different keyboard input modes.</p>
<p>In <strong>Edit Mode</strong>, you type code/text into a cell. Edit Mode is indicated by a <em>green</em> cell border.</p>
<p>To enter Edit Mode from Command Mode, press <code>Enter</code>. You can also double-click on a cell.</p>
<p>To execute the code inside of a cell and move to the next cell, press <strong><code>Shift-Enter</code></strong>. (<code>Ctrl-Enter</code> will run the current cell without moving to the next cell. This is useful for rapidly tweaking the current cell.)</p>
<p>In <strong>Command Mode</strong>, you can perform notebook level actions such as navigating among cells, selecting cells, moving cells, saving notebooks, displaying help. Command Mode is indicated by a <em>grey</em> cell border.</p>
<p>To enter Command Mode from Edit Mode, press <strong><code>Esc</code></strong>. Other commands can also enter Command Mode, e.g. <code>Shift-Enter</code>.</p>
<p>To display the Help Menu from Command Mode, press <strong><code>h</code></strong>. <em>Use it often</em>; <code>h</code> is your best friend.</p>
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<p>Your code goes directly into an IPython notebook. To save your changes, click on the "Save" icon in the menu bar, or type <strong><code>s</code></strong> in command mode.</p>
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<p>Markdown is simply a fancy way of formatting plain text. It is a markup language that is a superset of HTML. The Markdown specification is found here: <a href="http://daringfireball.net/projects/markdown/basics/">http://daringfireball.net/projects/markdown/basics/</a></p>
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<p>A cell may contain Python code or Markdown code. To convert any Python cell to a markdown cell, press <strong><code>m</code></strong>.</p>
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<p>For headings, we recommend that you use IPython's keyboard shortcuts. To change the text in a cell to a level-3 header, simply press <code>3</code>. For similar commands, press <strong><code>h</code></strong> to view the Help menu.</p>
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<h2 id="Writing-Text-in-$\LaTeX$">Writing Text in $\LaTeX$<a class="anchor-link" href="#Writing-Text-in-$\LaTeX$">¶</a></h2>
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<p>In a Markdown cell, you can also use $\LaTeX$ syntax. Example input:</p>
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<pre><code>$$ \max_{||w||=1} \sum_{i=1}^{N} \big| \langle w, x_i - m \rangle \big|^2 $$</code></pre>
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<p>Output:</p>
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$$ \max_{||w||=1} \sum_{i=1}^{N} \big| \langle w, x_i - m \rangle \big|^2 $$
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<h2 id="Default-Imports">Default Imports<a class="anchor-link" href="#Default-Imports">¶</a></h2>
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<p>If you run IPython inside the <a href="https://vagrantcloud.com/stevetjoa/stanford-mir"><code>stanford-mir</code> Vagrant box</a> used for this workshop, every IPython notebook will automatically have the following packages imported:</p>
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<pre><code>import numpy
import scipy
import pandas
import matplotlib
import matplotlib.pyplot as plt
import librosa</code></pre>
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<p>Example:</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">scipy</span><span class="o">.</span><span class="n">hamming</span><span class="p">(</span><span class="mi">101</span><span class="p">))</span>
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<pre>[<matplotlib.lines.Line2D at 0x108759110>]</pre>
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"
>
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</div>
</div><aside class="notes">
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<div class="prompt input_prompt">
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<p>To learn more about automatic imports, view the IPython configuration file at <code>~/.ipython/profile_default/ipython_config.py</code>.</p>
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</aside></section>
</section><section>
<section>
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<h2 id="Tab-Autocompletion">Tab Autocompletion<a class="anchor-link" href="#Tab-Autocompletion">¶</a></h2>
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<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
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<p>Tab autocompletion works in Command Window and the Editor. After you type a few letters, press the <code>Tab</code> key and a popup will appear and show you all of the possible completions, including variable names and functions. This prevents you from mistyping the names of variables -- a big time saver!</p>
<p>For example, type <code>scipy.</code> and then press <code>Tab</code>. You should see a list of members in the Python package <code>scipy</code>.</p>
<p>Or type <code>scipy.sin</code>, then press <code>Tab</code> to view members that begin with <code>sin</code>.</p>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In [4]:</div>
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<div class=" highlight hl-ipython2"><pre><span class="c"># Press Tab at the end of the following line</span>
<span class="n">scipy</span><span class="o">.</span><span class="n">sin</span>
</pre></div>
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<div class="output_area"><div class="prompt output_prompt">Out[4]:</div>
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<pre><ufunc 'sin'></pre>
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<section>
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<h2 id="Inline-Documentation">Inline Documentation<a class="anchor-link" href="#Inline-Documentation">¶</a></h2>
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<div class=" highlight hl-ipython2"><pre><span class="c"># Run this cell.</span>
<span class="nb">int</span><span class="o">?</span>
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<h2 id="More-Documentation:-NumPy,-SciPy,-Matplotlib">More Documentation: NumPy, SciPy, Matplotlib<a class="anchor-link" href="#More-Documentation:-NumPy,-SciPy,-Matplotlib">¶</a></h2>
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<h2 id="Experimenting">Experimenting<a class="anchor-link" href="#Experimenting">¶</a></h2>
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<div class=" highlight hl-ipython2"><pre><span class="n">x</span> <span class="o">=</span> <span class="n">scipy</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">50</span><span class="p">)</span>
<span class="c"># Try these too:</span>
<span class="c"># x = scipy.randn(50)</span>
<span class="c"># x = scipy.linspace(0, 1, 50, endpoint=False)</span>
<span class="n">x</span>
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<pre>array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,
17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49])</pre>
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