From 1c34b4625828ee3f3c0f7d105dae4dc0eecbf986 Mon Sep 17 00:00:00 2001 From: Donne Martin Date: Mon, 13 Mar 2017 04:32:30 -0400 Subject: [PATCH] Add new matplotlib notebooks Source: https://github.com/jakevdp/PythonDataScienceHandbook unmodified --- .../04.00-Introduction-To-Matplotlib.ipynb | 529 +++++ matplotlib/04.01-Simple-Line-Plots.ipynb | 644 ++++++ matplotlib/04.02-Simple-Scatter-Plots.ipynb | 355 ++++ matplotlib/04.03-Errorbars.ipynb | 256 +++ .../04.04-Density-and-Contour-Plots.ipynb | 328 +++ .../04.05-Histograms-and-Binnings.ipynb | 393 ++++ matplotlib/04.06-Customizing-Legends.ipynb | 435 ++++ matplotlib/04.07-Customizing-Colorbars.ipynb | 569 ++++++ matplotlib/04.08-Multiple-Subplots.ipynb | 436 ++++ matplotlib/04.09-Text-and-Annotation.ipynb | 443 ++++ matplotlib/04.10-Customizing-Ticks.ipynb | 505 +++++ .../04.11-Settings-and-Stylesheets.ipynb | 650 ++++++ .../04.12-Three-Dimensional-Plotting.ipynb | 600 ++++++ .../04.13-Geographic-Data-With-Basemap.ipynb | 746 +++++++ .../04.14-Visualization-With-Seaborn.ipynb | 1794 +++++++++++++++++ matplotlib/04.15-Further-Resources.ipynb | 94 + 16 files changed, 8777 insertions(+) create mode 100644 matplotlib/04.00-Introduction-To-Matplotlib.ipynb create mode 100644 matplotlib/04.01-Simple-Line-Plots.ipynb create mode 100644 matplotlib/04.02-Simple-Scatter-Plots.ipynb create mode 100644 matplotlib/04.03-Errorbars.ipynb create mode 100644 matplotlib/04.04-Density-and-Contour-Plots.ipynb create mode 100644 matplotlib/04.05-Histograms-and-Binnings.ipynb create mode 100644 matplotlib/04.06-Customizing-Legends.ipynb create mode 100644 matplotlib/04.07-Customizing-Colorbars.ipynb create mode 100644 matplotlib/04.08-Multiple-Subplots.ipynb create mode 100644 matplotlib/04.09-Text-and-Annotation.ipynb create mode 100644 matplotlib/04.10-Customizing-Ticks.ipynb create mode 100644 matplotlib/04.11-Settings-and-Stylesheets.ipynb create mode 100644 matplotlib/04.12-Three-Dimensional-Plotting.ipynb create mode 100644 matplotlib/04.13-Geographic-Data-With-Basemap.ipynb create mode 100644 matplotlib/04.14-Visualization-With-Seaborn.ipynb create mode 100644 matplotlib/04.15-Further-Resources.ipynb diff --git a/matplotlib/04.00-Introduction-To-Matplotlib.ipynb b/matplotlib/04.00-Introduction-To-Matplotlib.ipynb new file mode 100644 index 0000000..16ec0a8 --- /dev/null +++ b/matplotlib/04.00-Introduction-To-Matplotlib.ipynb @@ -0,0 +1,529 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n", + "\n", + "*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*\n", + "\n", + "*No changes were made to the contents of this notebook from the original.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Further Resources](03.13-Further-Resources.ipynb) | [Contents](Index.ipynb) | [Simple Line Plots](04.01-Simple-Line-Plots.ipynb) >" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualization with Matplotlib" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll now take an in-depth look at the Matplotlib package for visualization in Python.\n", + "Matplotlib is a multi-platform data visualization library built on NumPy arrays, and designed to work with the broader SciPy stack.\n", + "It was conceived by John Hunter in 2002, originally as a patch to IPython for enabling interactive MATLAB-style plotting via gnuplot from the IPython command line.\n", + "IPython's creator, Fernando Perez, was at the time scrambling to finish his PhD, and let John know he wouldn’t have time to review the patch for several months.\n", + "John took this as a cue to set out on his own, and the Matplotlib package was born, with version 0.1 released in 2003.\n", + "It received an early boost when it was adopted as the plotting package of choice of the Space Telescope Science Institute (the folks behind the Hubble Telescope), which financially supported Matplotlib’s development and greatly expanded its capabilities.\n", + "\n", + "One of Matplotlib’s most important features is its ability to play well with many operating systems and graphics backends.\n", + "Matplotlib supports dozens of backends and output types, which means you can count on it to work regardless of which operating system you are using or which output format you wish.\n", + "This cross-platform, everything-to-everyone approach has been one of the great strengths of Matplotlib.\n", + "It has led to a large user base, which in turn has led to an active developer base and Matplotlib’s powerful tools and ubiquity within the scientific Python world.\n", + "\n", + "In recent years, however, the interface and style of Matplotlib have begun to show their age.\n", + "Newer tools like ggplot and ggvis in the R language, along with web visualization toolkits based on D3js and HTML5 canvas, often make Matplotlib feel clunky and old-fashioned.\n", + "Still, I'm of the opinion that we cannot ignore Matplotlib's strength as a well-tested, cross-platform graphics engine.\n", + "Recent Matplotlib versions make it relatively easy to set new global plotting styles (see [Customizing Matplotlib: Configurations and Style Sheets](04.11-Settings-and-Stylesheets.ipynb)), and people have been developing new packages that build on its powerful internals to drive Matplotlib via cleaner, more modern APIs—for example, Seaborn (discussed in [Visualization With Seaborn](04.14-Visualization-With-Seaborn.ipynb)), [ggpy](http://yhat.github.io/ggpy/), [HoloViews](http://holoviews.org/), [Altair](http://altair-viz.github.io/), and even Pandas itself can be used as wrappers around Matplotlib's API.\n", + "Even with wrappers like these, it is still often useful to dive into Matplotlib's syntax to adjust the final plot output.\n", + "For this reason, I believe that Matplotlib itself will remain a vital piece of the data visualization stack, even if new tools mean the community gradually moves away from using the Matplotlib API directly." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## General Matplotlib Tips\n", + "\n", + "Before we dive into the details of creating visualizations with Matplotlib, there are a few useful things you should know about using the package." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Importing Matplotlib\n", + "\n", + "Just as we use the ``np`` shorthand for NumPy and the ``pd`` shorthand for Pandas, we will use some standard shorthands for Matplotlib imports:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The ``plt`` interface is what we will use most often, as we shall see throughout this chapter." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Setting Styles\n", + "\n", + "We will use the ``plt.style`` directive to choose appropriate aesthetic styles for our figures.\n", + "Here we will set the ``classic`` style, which ensures that the plots we create use the classic Matplotlib style:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "plt.style.use('classic')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Throughout this section, we will adjust this style as needed.\n", + "Note that the stylesheets used here are supported as of Matplotlib version 1.5; if you are using an earlier version of Matplotlib, only the default style is available.\n", + "For more information on stylesheets, see [Customizing Matplotlib: Configurations and Style Sheets](04.11-Settings-and-Stylesheets.ipynb)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ``show()`` or No ``show()``? How to Display Your Plots" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A visualization you can't see won't be of much use, but just how you view your Matplotlib plots depends on the context.\n", + "The best use of Matplotlib differs depending on how you are using it; roughly, the three applicable contexts are using Matplotlib in a script, in an IPython terminal, or in an IPython notebook." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Plotting from a script\n", + "\n", + "If you are using Matplotlib from within a script, the function ``plt.show()`` is your friend.\n", + "``plt.show()`` starts an event loop, looks for all currently active figure objects, and opens one or more interactive windows that display your figure or figures.\n", + "\n", + "So, for example, you may have a file called *myplot.py* containing the following:\n", + "\n", + "```python\n", + "# ------- file: myplot.py ------\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "x = np.linspace(0, 10, 100)\n", + "\n", + "plt.plot(x, np.sin(x))\n", + "plt.plot(x, np.cos(x))\n", + "\n", + "plt.show()\n", + "```\n", + "\n", + "You can then run this script from the command-line prompt, which will result in a window opening with your figure displayed:\n", + "\n", + "```\n", + "$ python myplot.py\n", + "```\n", + "\n", + "The ``plt.show()`` command does a lot under the hood, as it must interact with your system's interactive graphical backend.\n", + "The details of this operation can vary greatly from system to system and even installation to installation, but matplotlib does its best to hide all these details from you.\n", + "\n", + "One thing to be aware of: the ``plt.show()`` command should be used *only once* per Python session, and is most often seen at the very end of the script.\n", + "Multiple ``show()`` commands can lead to unpredictable backend-dependent behavior, and should mostly be avoided." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Plotting from an IPython shell\n", + "\n", + "It can be very convenient to use Matplotlib interactively within an IPython shell (see [IPython: Beyond Normal Python](01.00-IPython-Beyond-Normal-Python.ipynb)).\n", + "IPython is built to work well with Matplotlib if you specify Matplotlib mode.\n", + "To enable this mode, you can use the ``%matplotlib`` magic command after starting ``ipython``:\n", + "\n", + "```ipython\n", + "In [1]: %matplotlib\n", + "Using matplotlib backend: TkAgg\n", + "\n", + "In [2]: import matplotlib.pyplot as plt\n", + "```\n", + "\n", + "At this point, any ``plt`` plot command will cause a figure window to open, and further commands can be run to update the plot.\n", + "Some changes (such as modifying properties of lines that are already drawn) will not draw automatically: to force an update, use ``plt.draw()``.\n", + "Using ``plt.show()`` in Matplotlib mode is not required." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Plotting from an IPython notebook\n", + "\n", + "The IPython notebook is a browser-based interactive data analysis tool that can combine narrative, code, graphics, HTML elements, and much more into a single executable document (see [IPython: Beyond Normal Python](01.00-IPython-Beyond-Normal-Python.ipynb)).\n", + "\n", + "Plotting interactively within an IPython notebook can be done with the ``%matplotlib`` command, and works in a similar way to the IPython shell.\n", + "In the IPython notebook, you also have the option of embedding graphics directly in the notebook, with two possible options:\n", + "\n", + "- ``%matplotlib notebook`` will lead to *interactive* plots embedded within the notebook\n", + "- ``%matplotlib inline`` will lead to *static* images of your plot embedded in the notebook\n", + "\n", + "For this book, we will generally opt for ``%matplotlib inline``:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After running this command (it needs to be done only once per kernel/session), any cell within the notebook that creates a plot will embed a PNG image of the resulting graphic:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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W/n4vc2LxF9Jhy84JIaSUkvfeU0sL/+9/uhMFtoUL4fXXYYV3erMCyvHjUKcO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\nbxiGEYBM8TcMwwhApvgbhmEEoP8Hf41iEpQega0AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "x = np.linspace(0, 10, 100)\n", + "\n", + "fig = plt.figure()\n", + "plt.plot(x, np.sin(x), '-')\n", + "plt.plot(x, np.cos(x), '--');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Saving Figures to File\n", + "\n", + "One nice feature of Matplotlib is the ability to save figures in a wide variety of formats.\n", + "Saving a figure can be done using the ``savefig()`` command.\n", + "For example, to save the previous figure as a PNG file, you can run this:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "fig.savefig('my_figure.png')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now have a file called ``my_figure.png`` in the current working directory:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-rw-r--r-- 1 jakevdp staff 16K Aug 11 10:59 my_figure.png\r\n" + ] + } + ], + "source": [ + "!ls -lh my_figure.png" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To confirm that it contains what we think it contains, let's use the IPython ``Image`` object to display the contents of this file:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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TQGYm7yR8PMp6hIjECDjZiHPbHxnJ3kdqXm4V5BokVFspS0vWrmvbNt5J1MVo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\nq9g5tT78TwWMyCY7P9tgV257ru7BlB1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+ "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython.display import Image\n", + "Image('my_figure.png')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In ``savefig()``, the file format is inferred from the extension of the given filename.\n", + "Depending on what backends you have installed, many different file formats are available.\n", + "The list of supported file types can be found for your system by using the following method of the figure canvas object:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'eps': 'Encapsulated Postscript',\n", + " 'jpeg': 'Joint Photographic Experts Group',\n", + " 'jpg': 'Joint Photographic Experts Group',\n", + " 'pdf': 'Portable Document Format',\n", + " 'pgf': 'PGF code for LaTeX',\n", + " 'png': 'Portable Network Graphics',\n", + " 'ps': 'Postscript',\n", + " 'raw': 'Raw RGBA bitmap',\n", + " 'rgba': 'Raw RGBA bitmap',\n", + " 'svg': 'Scalable Vector Graphics',\n", + " 'svgz': 'Scalable Vector Graphics',\n", + " 'tif': 'Tagged Image File Format',\n", + " 'tiff': 'Tagged Image File Format'}" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig.canvas.get_supported_filetypes()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that when saving your figure, it's not necessary to use ``plt.show()`` or related commands discussed earlier." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Two Interfaces for the Price of One\n", + "\n", + "A potentially confusing feature of Matplotlib is its dual interfaces: a convenient MATLAB-style state-based interface, and a more powerful object-oriented interface. We'll quickly highlight the differences between the two here." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### MATLAB-style Interface\n", + "\n", + "Matplotlib was originally written as a Python alternative for MATLAB users, and much of its syntax reflects that fact.\n", + "The MATLAB-style tools are contained in the pyplot (``plt``) interface.\n", + "For example, the following code will probably look quite familiar to MATLAB users:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure() # create a plot figure\n", + "\n", + "# create the first of two panels and set current axis\n", + "plt.subplot(2, 1, 1) # (rows, columns, panel number)\n", + "plt.plot(x, np.sin(x))\n", + "\n", + "# create the second panel and set current axis\n", + "plt.subplot(2, 1, 2)\n", + "plt.plot(x, np.cos(x));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It is important to note that this interface is *stateful*: it keeps track of the \"current\" figure and axes, which are where all ``plt`` commands are applied.\n", + "You can get a reference to these using the ``plt.gcf()`` (get current figure) and ``plt.gca()`` (get current axes) routines.\n", + "\n", + "While this stateful interface is fast and convenient for simple plots, it is easy to run into problems.\n", + "For example, once the second panel is created, how can we go back and add something to the first?\n", + "This is possible within the MATLAB-style interface, but a bit clunky.\n", + "Fortunately, there is a better way." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Object-oriented interface\n", + "\n", + "The object-oriented interface is available for these more complicated situations, and for when you want more control over your figure.\n", + "Rather than depending on some notion of an \"active\" figure or axes, in the object-oriented interface the plotting functions are *methods* of explicit ``Figure`` and ``Axes`` objects.\n", + "To re-create the previous plot using this style of plotting, you might do the following:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# First create a grid of plots\n", + "# ax will be an array of two Axes objects\n", + "fig, ax = plt.subplots(2)\n", + "\n", + "# Call plot() method on the appropriate object\n", + "ax[0].plot(x, np.sin(x))\n", + "ax[1].plot(x, np.cos(x));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For more simple plots, the choice of which style to use is largely a matter of preference, but the object-oriented approach can become a necessity as plots become more complicated.\n", + "Throughout this chapter, we will switch between the MATLAB-style and object-oriented interfaces, depending on what is most convenient.\n", + "In most cases, the difference is as small as switching ``plt.plot()`` to ``ax.plot()``, but there are a few gotchas that we will highlight as they come up in the following sections." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Further Resources](03.13-Further-Resources.ipynb) | [Contents](Index.ipynb) | [Simple Line Plots](04.01-Simple-Line-Plots.ipynb) >" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/matplotlib/04.01-Simple-Line-Plots.ipynb b/matplotlib/04.01-Simple-Line-Plots.ipynb new file mode 100644 index 0000000..e2e4d86 --- /dev/null +++ b/matplotlib/04.01-Simple-Line-Plots.ipynb @@ -0,0 +1,644 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n", + "\n", + "*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*\n", + "\n", + "*No changes were made to the contents of this notebook from the original.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Visualization with Matplotlib](04.00-Introduction-To-Matplotlib.ipynb) | [Contents](Index.ipynb) | [Simple Scatter Plots](04.02-Simple-Scatter-Plots.ipynb) >" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Simple Line Plots" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Perhaps the simplest of all plots is the visualization of a single function $y = f(x)$.\n", + "Here we will take a first look at creating a simple plot of this type.\n", + "As with all the following sections, we'll start by setting up the notebook for plotting and importing the packages we will use:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "plt.style.use('seaborn-whitegrid')\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For all Matplotlib plots, we start by creating a figure and an axes.\n", + "In their simplest form, a figure and axes can be created as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax = plt.axes()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In Matplotlib, the *figure* (an instance of the class ``plt.Figure``) can be thought of as a single container that contains all the objects representing axes, graphics, text, and labels.\n", + "The *axes* (an instance of the class ``plt.Axes``) is what we see above: a bounding box with ticks and labels, which will eventually contain the plot elements that make up our visualization.\n", + "Throughout this book, we'll commonly use the variable name ``fig`` to refer to a figure instance, and ``ax`` to refer to an axes instance or group of axes instances.\n", + "\n", + "Once we have created an axes, we can use the ``ax.plot`` function to plot some data. Let's start with a simple sinusoid:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax = plt.axes()\n", + "\n", + "x = np.linspace(0, 10, 1000)\n", + "ax.plot(x, np.sin(x));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Alternatively, we can use the pylab interface and let the figure and axes be created for us in the background\n", + "(see [Two Interfaces for the Price of One](04.00-Introduction-To-Matplotlib.ipynb#Two-Interfaces-for-the-Price-of-One) for a discussion of these two interfaces):" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x, np.sin(x));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we want to create a single figure with multiple lines, we can simply call the ``plot`` function multiple times:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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3b7o6fO18EZPGzkxERwfw8pLHA0qDo7eOolW9VmhWpxltKaIhhQmTvbk9DHUM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\niLrxJyZ1+Yi2FNFITQUuXAD8/Ggr4bw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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x, np.sin(x))\n", + "plt.plot(x, np.cos(x));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "That's all there is to plotting simple functions in Matplotlib!\n", + "We'll now dive into some more details about how to control the appearance of the axes and lines." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Adjusting the Plot: Line Colors and Styles" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first adjustment you might wish to make to a plot is to control the line colors and styles.\n", + "The ``plt.plot()`` function takes additional arguments that can be used to specify these.\n", + "To adjust the color, you can use the ``color`` keyword, which accepts a string argument representing virtually any imaginable color.\n", + "The color can be specified in a variety of ways:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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xR5W7Gc6ekZFBmzZt3I4QsEfz4ObM6jnL/QVadVJRiCHXeywDQNu2bcnKynI/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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x, np.sin(x - 0), color='blue') # specify color by name\n", + "plt.plot(x, np.sin(x - 1), color='g') # short color code (rgbcmyk)\n", + "plt.plot(x, np.sin(x - 2), color='0.75') # Grayscale between 0 and 1\n", + "plt.plot(x, np.sin(x - 3), color='#FFDD44') # Hex code (RRGGBB from 00 to FF)\n", + "plt.plot(x, np.sin(x - 4), color=(1.0,0.2,0.3)) # RGB tuple, values 0 to 1\n", + "plt.plot(x, np.sin(x - 5), color='chartreuse'); # all HTML color names supported" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If no color is specified, Matplotlib will automatically cycle through a set of default colors for multiple lines.\n", + "\n", + "Similarly, the line style can be adjusted using the ``linestyle`` keyword:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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JeEHBIdLSptV6zd09RIiIWwosGBcYSbojid1dd1N8spgbZt5Az+M9af3P1sJE/EhBAQcL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\njfuSk3kvMpIOvr4E6nT8XqnvqMNRFNi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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x, x + 0, linestyle='solid')\n", + "plt.plot(x, x + 1, linestyle='dashed')\n", + "plt.plot(x, x + 2, linestyle='dashdot')\n", + "plt.plot(x, x + 3, linestyle='dotted');\n", + "\n", + "# For short, you can use the following codes:\n", + "plt.plot(x, x + 4, linestyle='-') # solid\n", + "plt.plot(x, x + 5, linestyle='--') # dashed\n", + "plt.plot(x, x + 6, linestyle='-.') # dashdot\n", + "plt.plot(x, x + 7, linestyle=':'); # dotted" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you would like to be extremely terse, these ``linestyle`` and ``color`` codes can be combined into a single non-keyword argument to the ``plt.plot()`` function:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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v3pjUvLnQEE+7mobJP05G5+WdoTVokfRKEr566iurD3GAV+REYul0wPbtwJNPqsfDhwMj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\nYrOz0f3wYcxJS8O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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x, x + 0, '-g') # solid green\n", + "plt.plot(x, x + 1, '--c') # dashed cyan\n", + "plt.plot(x, x + 2, '-.k') # dashdot black\n", + "plt.plot(x, x + 3, ':r'); # dotted red" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These single-character color codes reflect the standard abbreviations in the RGB (Red/Green/Blue) and CMYK (Cyan/Magenta/Yellow/blacK) color systems, commonly used for digital color graphics.\n", + "\n", + "There are many other keyword arguments that can be used to fine-tune the appearance of the plot; for more details, I'd suggest viewing the docstring of the ``plt.plot()`` function using IPython's help tools (See [Help and Documentation in IPython](01.01-Help-And-Documentation.ipynb))." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Adjusting the Plot: Axes Limits\n", + "\n", + "Matplotlib does a decent job of choosing default axes limits for your plot, but sometimes it's nice to have finer control.\n", + "The most basic way to adjust axis limits is to use the ``plt.xlim()`` and ``plt.ylim()`` methods:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Yly6VncQ+c+aIewQGnG9DGseiTpozdSrw9ttAebnsJLY5e1YMc0tOlp2EXBGL\nOmnOn/8M3HOPfvcxnTcPGDwYaN1adhJyRexTJ016801gwABg+HAxDlgvfvlFrLO9Z4/sJOSq2FIn\nTercGejSRX8jYWbOFIuU3XWX7CTkqthSJ82aPl2MhBk1Sh9rkJ88KfrSDx2SnYRcGVvqpFn33Qc8\n9ph+ZplOnw48/bRY5IlIFrbUSdNSUsQQx1GjZCe5saNHgY8+Ar79VnYScnVsqZOm/fGPYlbmK6/I\nTnJjyclivXTOHiXZWNRJ8159Fdi0CTh8WJsXllu3ipmjL7wgOwkRizrpQOPGohtm2rRboCiy01yt\nvBwYP16sBc+VGEkLWNRJF55+Gjh/vgFWrZKd5Grz5gF/+pNYiIxIC1jUSRfc3ICZM3/FxInAuXOy\n0wgnTwKzZ+tndA65BhZ10o3OnS8jMlKsuy6boogRORMmiJu5RFrBok668tZbwLZtwPbtcnMsXw4U\nFwMvvSQ3B9G1WNRJV/z8gPR0IDFRrLMig9kMTJkCLFsGeHjIyUBUGxZ10p3evcViX6NGwemjYSoq\ngNhY4PnngQcecO6xieqCRZ10adYsMYvT2ZtpvPGG+O/LLzv3uER1pc3ZHEQ34eUF5OQA3bsD998P\nPPSQ44/56aei62f/fjEah0iL2FIn3erQAVi0SCx1W1zs2GN9/bXodlm1CrjjDscei8geLOqkawMH\nAqNHA08+CZw/75hjnD4NREQA77wDhIY65hhEamFRJ917+WWxBV7fvkBpqbrv/fPPYk334cOB+Hh1\n35vIEVjUSfdMJuC998R0/T591Bvq+NNPoqAPGiQWFSPSA7uK+rZt25CUlFTjc6tXr8bgwYMRHR2N\nzz77zJ7DEN1UgwZi16GgIOCRR4Djx+17v0OHROv/qafEYmImkyoxiRzO5qI+Y8YMzJ07t8bnzpw5\ng+zsbKxatQoZGRmYM2cOLl++bHNIorpwcwPmzgWefVYU5DVr6v8eiiJGuDz6qNhv9JVXWNBJX2wu\n6kFBQXj99ddrfO7QoUMIDg6Gu7s7fH19ceedd+Lo0aO2HoqoXsaPF+uvv/wy0K8f8M03dXvd3r2i\nu2XxYmD3biAmxrE5iRzhpuPU165di+XLl1/1WGpqKnr37o09e/bU+BqLxQK/K3YKbtSoEUpKSuyM\nSlR3XbqILpT588WIlc6dgWHDgJAQoHVr0fpWFODYMWDXLiA7G/juO+C118QSBJz+T3p106IeGRmJ\nyMjIer07UTruAAAGUklEQVSpr68vLBZL9delpaXw9/evfzoiO3h5iS3mnnsOWLtW7CGalCRupPr7\nAxcuALffDnTrJlZbjIgAGjaUnZrIPg6ZUXr//fdj3rx5KC8vx6VLl/Df//4Xf/rTn2r8XrPZ7IgI\nNSopKXHq8ZyN51e7Xr3EHwC4dAmwWBrAx6cSXl7//z1nzqgQ0kb87PRNS+enalHPzMxEYGAgevbs\nibi4OAwdOhSKomDSpEloWEsTKCAgQM0IN2Q2m516PGfj+emXkc8N4PmprfgGU6jtKupdunRBly5d\nqr8ePnx49d+joqIQFRVlz9sTEVE9cfIREZGBsKgTERkIizoRkYGwqBMRGQiLOhGRgbCoExEZCIs6\nEZGBsKgTERkIizoRkYGwqBMRGQiLOhGRgbCoExEZCIs6EZGBsKgTERkIizoRkYGwqBMRGQiLOhGR\ngbCoExEZCIs6EZGBsKgTERkIizoRkYGwqBMRGQiLOhGRgbCoExEZCIs6EZGBsKgTERkIizoRkYGw\nqBMRGQiLOhGRgbjb8+Jt27Zhy5YtmDNnznXPzZgxA/v374ePjw8AYMGCBfD19bXncEREdBM2F/UZ\nM2YgPz8f99xzT43PFxYWYsmSJWjcuLHN4YiIqH5s7n4JCgrC66+/XuNziqKgqKgIr732GmJiYrBu\n3TpbD0NERPVw05b62rVrsXz58qseS01NRe/evbFnz54aX3Px4kXExcVhxIgRsFqtiI+PR8eOHdGu\nXTt1UhMRUY1uWtQjIyMRGRlZrzf19vZGXFwcPD094enpia5du+LIkSMs6kREDmbXjdLa/PDDD5g4\ncSI2bNgAq9WKgoICDBo0qMbvLSgocESEWhUXFzv1eM7G89MvI58bwPNzFlWLemZmJgIDA9GzZ08M\nGDAAUVFR8PDwwMCBA9G2bdvrvj84OFjNwxMRuTyToiiK7BBERKQOTj4iIjIQlyjqiqJg2rRpiI6O\nRnx8PE6cOCE7kmqsViumTJmCYcOGYciQIdixY4fsSA5x9uxZ9OjRAz/88IPsKKpbtGgRoqOjMXjw\nYMMN/7VarUhKSkJ0dDRiY2MN8/kdPHgQcXFxAIAff/wRQ4cORWxsLFJSUiQnc5Ginpubi/LycuTk\n5CApKQmpqamyI6lm48aNaNKkCVasWIHFixfjjTfekB1JdVarFdOmTYOXl5fsKKrbs2cP/vOf/yAn\nJwfZ2dmaudmmlry8PFRWViInJwdjx47F3LlzZUeyW0ZGBl555RVcvnwZgBjiPWnSJHzwwQeorKxE\nbm6u1HwuUdQLCgoQEhICAOjUqRMOHz4sOZF6evfujQkTJgAAKisr4e7ukAFNUs2aNQsxMTFo0aKF\n7Ciq+9e//oV27dph7NixGDNmDHr27Ck7kqruvPNOVFRUQFEUlJSUwMPDQ3YkuwUGBiItLa3668LC\nQnTu3BkAEBoaii+++EJWNAAOGtKoNRaLBX5+ftVfu7u7o7KyEg0a6P/fNG9vbwDiHCdMmICJEydK\nTqSu9evXo2nTpnjkkUewcOFC2XFU98svv8BsNiM9PR0nTpzAmDFjsGXLFtmxVOPj44OTJ08iPDwc\nv/76K9LT02VHsltYWBhOnTpV/fWVY018fHxQUlIiI1Y1/Ve1OvD19UVpaWn110Yp6FWKi4uRkJCA\ngQMHok+fPrLjqGr9+vXIz89HXFwcjhw5guTkZJw9e1Z2LNU0btwYISEhcHd3R5s2beDp6Ylz587J\njqWazMxMhISEYOvWrdi4cSOSk5NRXl4uO5aqrqwlpaWl8Pf3l5jGRYp6UFAQ8vLyAAAHDhww1MzW\nM2fOYOTIkZg8eTIGDhwoO47qPvjgA2RnZyM7Oxvt27fHrFmz0LRpU9mxVBMcHIzdu3cDAE6fPo3f\nfvsNTZo0kZxKPbfcckv16qx+fn6wWq2orKyUnEpdHTp0wN69ewEAu3btkj7/xiW6X8LCwpCfn4/o\n6GgAMNSN0vT0dFy4cAELFixAWloaTCYTMjIy0LBhQ9nRVGcymWRHUF2PHj2wb98+REZGVo/SMtJ5\nJiQk4K9//SuGDRtWPRLGaDe8k5OT8eqrr+Ly5cto27YtwsPDpebh5CMiIgNxie4XIiJXwaJORGQg\nLOpERAbCok5EZCAs6kREBsKiTkRkICzqREQGwqJORGQg/wdNbw1oUJqhZwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x, np.sin(x))\n", + "\n", + "plt.xlim(-1, 11)\n", + "plt.ylim(-1.5, 1.5);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If for some reason you'd like either axis to be displayed in reverse, you can simply reverse the order of the arguments:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x, np.sin(x))\n", + "\n", + "plt.xlim(10, 0)\n", + "plt.ylim(1.2, -1.2);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A useful related method is ``plt.axis()`` (note here the potential confusion between *axes* with an *e*, and *axis* with an *i*).\n", + "The ``plt.axis()`` method allows you to set the ``x`` and ``y`` limits with a single call, by passing a list which specifies ``[xmin, xmax, ymin, ymax]``:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Yly6VncQ+c+aIewQGnG9DGseiTpozdSrw9ttAebnsJLY5e1YMc0tOlp2EXBGL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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x, np.sin(x))\n", + "plt.axis([-1, 11, -1.5, 1.5]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The ``plt.axis()`` method goes even beyond this, allowing you to do things like automatically tighten the bounds around the current plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Tku6Eh0shO3pUtsWjWy1dKqNtfHxUJyGt8vQEYmPlXpkwwc5j2POhJUuWIDg4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\nBk/pWBptAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x, np.sin(x))\n", + "plt.axis('tight');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It allows even higher-level specifications, such as ensuring an equal aspect ratio so that on your screen, one unit in ``x`` is equal to one unit in ``y``:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x, np.sin(x))\n", + "plt.axis('equal');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For more information on axis limits and the other capabilities of the ``plt.axis`` method, refer to the ``plt.axis`` docstring." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Labeling Plots\n", + "\n", + "As the last piece of this section, we'll briefly look at the labeling of plots: titles, axis labels, and simple legends.\n", + "\n", + "Titles and axis labels are the simplest such labels—there are methods that can be used to quickly set them:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x, np.sin(x))\n", + "plt.title(\"A Sine Curve\")\n", + "plt.xlabel(\"x\")\n", + "plt.ylabel(\"sin(x)\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The position, size, and style of these labels can be adjusted using optional arguments to the function.\n", + "For more information, see the Matplotlib documentation and the docstrings of each of these functions." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When multiple lines are being shown within a single axes, it can be useful to create a plot legend that labels each line type.\n", + "Again, Matplotlib has a built-in way of quickly creating such a legend.\n", + "It is done via the (you guessed it) ``plt.legend()`` method.\n", + "Though there are several valid ways of using this, I find it easiest to specify the label of each line using the ``label`` keyword of the plot function:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x, np.sin(x), '-g', label='sin(x)')\n", + "plt.plot(x, np.cos(x), ':b', label='cos(x)')\n", + "plt.axis('equal')\n", + "\n", + "plt.legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As you can see, the ``plt.legend()`` function keeps track of the line style and color, and matches these with the correct label.\n", + "More information on specifying and formatting plot legends can be found in the ``plt.legend`` docstring; additionally, we will cover some more advanced legend options in [Customizing Plot Legends](04.06-Customizing-Legends.ipynb)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Aside: Matplotlib Gotchas\n", + "\n", + "While most ``plt`` functions translate directly to ``ax`` methods (such as ``plt.plot()`` → ``ax.plot()``, ``plt.legend()`` → ``ax.legend()``, etc.), this is not the case for all commands.\n", + "In particular, functions to set limits, labels, and titles are slightly modified.\n", + "For transitioning between MATLAB-style functions and object-oriented methods, make the following changes:\n", + "\n", + "- ``plt.xlabel()`` → ``ax.set_xlabel()``\n", + "- ``plt.ylabel()`` → ``ax.set_ylabel()``\n", + "- ``plt.xlim()`` → ``ax.set_xlim()``\n", + "- ``plt.ylim()`` → ``ax.set_ylim()``\n", + "- ``plt.title()`` → ``ax.set_title()``\n", + "\n", + "In the object-oriented interface to plotting, rather than calling these functions individually, it is often more convenient to use the ``ax.set()`` method to set all these properties at once:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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i7Y7UVMDBQXYaKo8lSwA/P7EM7OOPa7PPUhWI//znP+bOQTbslVfE3DJJScDg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\nVLeflpZWsYGtWHZ2tuwIFoN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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.axes()\n", + "ax.plot(x, np.sin(x))\n", + "ax.set(xlim=(0, 10), ylim=(-2, 2),\n", + " xlabel='x', ylabel='sin(x)',\n", + " title='A Simple Plot');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Visualization with Matplotlib](04.00-Introduction-To-Matplotlib.ipynb) | [Contents](Index.ipynb) | [Simple Scatter Plots](04.02-Simple-Scatter-Plots.ipynb) >" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/matplotlib/04.02-Simple-Scatter-Plots.ipynb b/matplotlib/04.02-Simple-Scatter-Plots.ipynb new file mode 100644 index 0000000..0837669 --- /dev/null +++ b/matplotlib/04.02-Simple-Scatter-Plots.ipynb @@ -0,0 +1,355 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n", + "\n", + "*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*\n", + "\n", + "*No changes were made to the contents of this notebook from the original.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Simple Line Plots](04.01-Simple-Line-Plots.ipynb) | [Contents](Index.ipynb) | [Visualizing Errors](04.03-Errorbars.ipynb) >" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Simple Scatter Plots" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Another commonly used plot type is the simple scatter plot, a close cousin of the line plot.\n", + "Instead of points being joined by line segments, here the points are represented individually with a dot, circle, or other shape.\n", + "We’ll start by setting up the notebook for plotting and importing the functions we will use:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "plt.style.use('seaborn-whitegrid')\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scatter Plots with ``plt.plot``\n", + "\n", + "In the previous section we looked at ``plt.plot``/``ax.plot`` to produce line plots.\n", + "It turns out that this same function can produce scatter plots as well:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 10, 30)\n", + "y = np.sin(x)\n", + "\n", + "plt.plot(x, y, 'o', color='black');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The third argument in the function call is a character that represents the type of symbol used for the plotting. Just as you can specify options such as ``'-'``, ``'--'`` to control the line style, the marker style has its own set of short string codes. The full list of available symbols can be seen in the documentation of ``plt.plot``, or in Matplotlib's online documentation. Most of the possibilities are fairly intuitive, and we'll show a number of the more common ones here:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Ijo5GSUkJLC0tER8fjyFDhrT7vsjISNjb2yM4OFgvQTvEcQAtzWVUHB2H4dCh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\nmTw9PXH8+HGMGzcOtbW1+Pb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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rng = np.random.RandomState(0)\n", + "for marker in ['o', '.', ',', 'x', '+', 'v', '^', '<', '>', 's', 'd']:\n", + " plt.plot(rng.rand(5), rng.rand(5), marker,\n", + " label=\"marker='{0}'\".format(marker))\n", + "plt.legend(numpoints=1)\n", + "plt.xlim(0, 1.8);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For even more possibilities, these character codes can be used together with line and color codes to plot points along with a line connecting them:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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YAwcOhJOTE3JycuDj48M6DhEYmUyGHj16oE+fPnBwcEDnzp2h0WhsYuTas54dUy/0x49W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\nY8cOzJo1CxcvXrT48Z577rk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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x, y, '-ok');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Additional keyword arguments to ``plt.plot`` specify a wide range of properties of the lines and markers:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x, y, '-p', color='gray',\n", + " markersize=15, linewidth=4,\n", + " markerfacecolor='white',\n", + " markeredgecolor='gray',\n", + " markeredgewidth=2)\n", + "plt.ylim(-1.2, 1.2);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This type of flexibility in the ``plt.plot`` function allows for a wide variety of possible visualization options.\n", + "For a full description of the options available, refer to the ``plt.plot`` documentation." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scatter Plots with ``plt.scatter``\n", + "\n", + "A second, more powerful method of creating scatter plots is the ``plt.scatter`` function, which can be used very similarly to the ``plt.plot`` function:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(x, y, marker='o');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The primary difference of ``plt.scatter`` from ``plt.plot`` is that it can be used to create scatter plots where the properties of each individual point (size, face color, edge color, etc.) can be individually controlled or mapped to data.\n", + "\n", + "Let's show this by creating a random scatter plot with points of many colors and sizes.\n", + "In order to better see the overlapping results, we'll also use the ``alpha`` keyword to adjust the transparency level:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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BbCa7IqzNRpMroxfBVGbwSBij4aZYlvNlzs/PMTm3xAOnDuNyOxg42EVXX4vJ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\noNX2QiLxruOqO6TSSGi1NHIlx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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rng = np.random.RandomState(0)\n", + "x = rng.randn(100)\n", + "y = rng.randn(100)\n", + "colors = rng.rand(100)\n", + "sizes = 1000 * rng.rand(100)\n", + "\n", + "plt.scatter(x, y, c=colors, s=sizes, alpha=0.3,\n", + " cmap='viridis')\n", + "plt.colorbar(); # show color scale" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that the color argument is automatically mapped to a color scale (shown here by the ``colorbar()`` command), and that the size argument is given in pixels.\n", + "In this way, the color and size of points can be used to convey information in the visualization, in order to visualize multidimensional data.\n", + "\n", + "For example, we might use the Iris data from Scikit-Learn, where each sample is one of three types of flowers that has had the size of its petals and sepals carefully measured:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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xWSboCmOzWimUimQX80xcnOTQA/dt4Ce3eRaTSZwbmPrp9PmYWVjARgWn8+qT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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.datasets import load_iris\n", + "iris = load_iris()\n", + "features = iris.data.T\n", + "\n", + "plt.scatter(features[0], features[1], alpha=0.2,\n", + " s=100*features[3], c=iris.target, cmap='viridis')\n", + "plt.xlabel(iris.feature_names[0])\n", + "plt.ylabel(iris.feature_names[1]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that this scatter plot has given us the ability to simultaneously explore four different dimensions of the data:\n", + "the (x, y) location of each point corresponds to the sepal length and width, the size of the point is related to the petal width, and the color is related to the particular species of flower.\n", + "Multicolor and multifeature scatter plots like this can be useful for both exploration and presentation of data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ``plot`` Versus ``scatter``: A Note on Efficiency\n", + "\n", + "Aside from the different features available in ``plt.plot`` and ``plt.scatter``, why might you choose to use one over the other? While it doesn't matter as much for small amounts of data, as datasets get larger than a few thousand points, ``plt.plot`` can be noticeably more efficient than ``plt.scatter``.\n", + "The reason is that ``plt.scatter`` has the capability to render a different size and/or color for each point, so the renderer must do the extra work of constructing each point individually.\n", + "In ``plt.plot``, on the other hand, the points are always essentially clones of each other, so the work of determining the appearance of the points is done only once for the entire set of data.\n", + "For large datasets, the difference between these two can lead to vastly different performance, and for this reason, ``plt.plot`` should be preferred over ``plt.scatter`` for large datasets." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Simple Line Plots](04.01-Simple-Line-Plots.ipynb) | [Contents](Index.ipynb) | [Visualizing Errors](04.03-Errorbars.ipynb) >" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/matplotlib/04.03-Errorbars.ipynb b/matplotlib/04.03-Errorbars.ipynb new file mode 100644 index 0000000..3e1f630 --- /dev/null +++ b/matplotlib/04.03-Errorbars.ipynb @@ -0,0 +1,256 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n", + "\n", + "*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*\n", + "\n", + "*No changes were made to the contents of this notebook from the original.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Simple Scatter Plots](04.02-Simple-Scatter-Plots.ipynb) | [Contents](Index.ipynb) | [Density and Contour Plots](04.04-Density-and-Contour-Plots.ipynb) >" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualizing Errors" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For any scientific measurement, accurate accounting for errors is nearly as important, if not more important, than accurate reporting of the number itself.\n", + "For example, imagine that I am using some astrophysical observations to estimate the Hubble Constant, the local measurement of the expansion rate of the Universe.\n", + "I know that the current literature suggests a value of around 71 (km/s)/Mpc, and I measure a value of 74 (km/s)/Mpc with my method. Are the values consistent? The only correct answer, given this information, is this: there is no way to know.\n", + "\n", + "Suppose I augment this information with reported uncertainties: the current literature suggests a value of around 71 $\\pm$ 2.5 (km/s)/Mpc, and my method has measured a value of 74 $\\pm$ 5 (km/s)/Mpc. Now are the values consistent? That is a question that can be quantitatively answered.\n", + "\n", + "In visualization of data and results, showing these errors effectively can make a plot convey much more complete information." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Basic Errorbars\n", + "\n", + "A basic errorbar can be created with a single Matplotlib function call:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "plt.style.use('seaborn-whitegrid')\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 10, 50)\n", + "dy = 0.8\n", + "y = np.sin(x) + dy * np.random.randn(50)\n", + "\n", + "plt.errorbar(x, y, yerr=dy, fmt='.k');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here the ``fmt`` is a format code controlling the appearance of lines and points, and has the same syntax as the shorthand used in ``plt.plot``, outlined in [Simple Line Plots](04.01-Simple-Line-Plots.ipynb) and [Simple Scatter Plots](04.02-Simple-Scatter-Plots.ipynb).\n", + "\n", + "In addition to these basic options, the ``errorbar`` function has many options to fine-tune the outputs.\n", + "Using these additional options you can easily customize the aesthetics of your errorbar plot.\n", + "I often find it helpful, especially in crowded plots, to make the errorbars lighter than the points themselves:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.errorbar(x, y, yerr=dy, fmt='o', color='black',\n", + " ecolor='lightgray', elinewidth=3, capsize=0);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In addition to these options, you can also specify horizontal errorbars (``xerr``), one-sided errorbars, and many other variants.\n", + "For more information on the options available, refer to the docstring of ``plt.errorbar``." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Continuous Errors\n", + "\n", + "In some situations it is desirable to show errorbars on continuous quantities.\n", + "Though Matplotlib does not have a built-in convenience routine for this type of application, it's relatively easy to combine primitives like ``plt.plot`` and ``plt.fill_between`` for a useful result.\n", + "\n", + "Here we'll perform a simple *Gaussian process regression*, using the Scikit-Learn API (see [Introducing Scikit-Learn](05.02-Introducing-Scikit-Learn.ipynb) for details).\n", + "This is a method of fitting a very flexible non-parametric function to data with a continuous measure of the uncertainty.\n", + "We won't delve into the details of Gaussian process regression at this point, but will focus instead on how you might visualize such a continuous error measurement:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from sklearn.gaussian_process import GaussianProcess\n", + "\n", + "# define the model and draw some data\n", + "model = lambda x: x * np.sin(x)\n", + "xdata = np.array([1, 3, 5, 6, 8])\n", + "ydata = model(xdata)\n", + "\n", + "# Compute the Gaussian process fit\n", + "gp = GaussianProcess(corr='cubic', theta0=1e-2, thetaL=1e-4, thetaU=1E-1,\n", + " random_start=100)\n", + "gp.fit(xdata[:, np.newaxis], ydata)\n", + "\n", + "xfit = np.linspace(0, 10, 1000)\n", + "yfit, MSE = gp.predict(xfit[:, np.newaxis], eval_MSE=True)\n", + "dyfit = 2 * np.sqrt(MSE) # 2*sigma ~ 95% confidence region" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now have ``xfit``, ``yfit``, and ``dyfit``, which sample the continuous fit to our data.\n", + "We could pass these to the ``plt.errorbar`` function as above, but we don't really want to plot 1,000 points with 1,000 errorbars.\n", + "Instead, we can use the ``plt.fill_between`` function with a light color to visualize this continuous error:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize the result\n", + "plt.plot(xdata, ydata, 'or')\n", + "plt.plot(xfit, yfit, '-', color='gray')\n", + "\n", + "plt.fill_between(xfit, yfit - dyfit, yfit + dyfit,\n", + " color='gray', alpha=0.2)\n", + "plt.xlim(0, 10);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note what we've done here with the ``fill_between`` function: we pass an x value, then the lower y-bound, then the upper y-bound, and the result is that the area between these regions is filled.\n", + "\n", + "The resulting figure gives a very intuitive view into what the Gaussian process regression algorithm is doing: in regions near a measured data point, the model is strongly constrained and this is reflected in the small model errors.\n", + "In regions far from a measured data point, the model is not strongly constrained, and the model errors increase.\n", + "\n", + "For more information on the options available in ``plt.fill_between()`` (and the closely related ``plt.fill()`` function), see the function docstring or the Matplotlib documentation.\n", + "\n", + "Finally, if this seems a bit too low level for your taste, refer to [Visualization With Seaborn](04.14-Visualization-With-Seaborn.ipynb), where we discuss the Seaborn package, which has a more streamlined API for visualizing this type of continuous errorbar." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Simple Scatter Plots](04.02-Simple-Scatter-Plots.ipynb) | [Contents](Index.ipynb) | [Density and Contour Plots](04.04-Density-and-Contour-Plots.ipynb) >" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/matplotlib/04.04-Density-and-Contour-Plots.ipynb b/matplotlib/04.04-Density-and-Contour-Plots.ipynb new file mode 100644 index 0000000..3e010e7 --- /dev/null +++ b/matplotlib/04.04-Density-and-Contour-Plots.ipynb @@ -0,0 +1,328 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n", + "\n", + "*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*\n", + "\n", + "*No changes were made to the contents of this notebook from the original.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Visualizing Errors](04.03-Errorbars.ipynb) | [Contents](Index.ipynb) | [Histograms, Binnings, and Density](04.05-Histograms-and-Binnings.ipynb) >" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Density and Contour Plots" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sometimes it is useful to display three-dimensional data in two dimensions using contours or color-coded regions.\n", + "There are three Matplotlib functions that can be helpful for this task: ``plt.contour`` for contour plots, ``plt.contourf`` for filled contour plots, and ``plt.imshow`` for showing images.\n", + "This section looks at several examples of using these. We'll start by setting up the notebook for plotting and importing the functions we will use: " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "plt.style.use('seaborn-white')\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualizing a Three-Dimensional Function" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll start by demonstrating a contour plot using a function $z = f(x, y)$, using the following particular choice for $f$ (we've seen this before in [Computation on Arrays: Broadcasting](02.05-Computation-on-arrays-broadcasting.ipynb), when we used it as a motivating example for array broadcasting):" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def f(x, y):\n", + " return np.sin(x) ** 10 + np.cos(10 + y * x) * np.cos(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A contour plot can be created with the ``plt.contour`` function.\n", + "It takes three arguments: a grid of *x* values, a grid of *y* values, and a grid of *z* values.\n", + "The *x* and *y* values represent positions on the plot, and the *z* values will be represented by the contour levels.\n", + "Perhaps the most straightforward way to prepare such data is to use the ``np.meshgrid`` function, which builds two-dimensional grids from one-dimensional arrays:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "x = np.linspace(0, 5, 50)\n", + "y = np.linspace(0, 5, 40)\n", + "\n", + "X, Y = np.meshgrid(x, y)\n", + "Z = f(X, Y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's look at this with a standard line-only contour plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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du8jPz4/279/Pqe/evTvFxsbSlStXqGXLlvTs2bNi96kEAF26dImcnZ156xUKhVolnqur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N69ezdjxbOgoCDaUUgGVZYmS5cu1Yhokozap6nZxu7duxEUFKSRczGBl5cXfv31V8b7jxo1CuvW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\nhg0bkq2tLaWlpQkNM+PDwcGBTp48ye1NiICcnBz5+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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.contour(X, Y, Z, colors='black');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that by default when a single color is used, negative values are represented by dashed lines, and positive values by solid lines.\n", + "Alternatively, the lines can be color-coded by specifying a colormap with the ``cmap`` argument.\n", + "Here, we'll also specify that we want more lines to be drawn—20 equally spaced intervals within the data range:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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GL7/8kssuu4z4+Hj27NlDYWEhW7duJSEhAb/fT1NTE1arlZqaGkwmE36/n7a2NgDC4QgR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NP/SMvXHyCknIu39BCSBEhepKYaZcHdWosgSxi6MxPViToyMhKn06nRwbKysiguLubcc8/V7svz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S1fvpw33niD559/XlSy+nFfu3Ytzz77LHfdddeM8+LMM89k165dghL478SxxUkgEMDj8YiK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\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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.contour(X, Y, Z, 20, cmap='RdGy');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we chose the ``RdGy`` (short for *Red-Gray*) colormap, which is a good choice for centered data.\n", + "Matplotlib has a wide range of colormaps available, which you can easily browse in IPython by doing a tab completion on the ``plt.cm`` module:\n", + "```\n", + "plt.cm.\n", + "```\n", + "\n", + "Our plot is looking nicer, but the spaces between the lines may be a bit distracting.\n", + "We can change this by switching to a filled contour plot using the ``plt.contourf()`` function (notice the ``f`` at the end), which uses largely the same syntax as ``plt.contour()``.\n", + "\n", + "Additionally, we'll add a ``plt.colorbar()`` command, which automatically creates an additional axis with labeled color information for the plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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xwBXYWowRqH32mckJcI8HTO71wOBH5ZuKTmBlFzvw/lHzYANDJYFpwEFUkbXF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\n74F2XWvMJRsEIsQPFAHEWMZ1uSAb2n0hPqdOWNV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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.contourf(X, Y, Z, 20, cmap='RdGy')\n", + "plt.colorbar();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The colorbar makes it clear that the black regions are \"peaks,\" while the red regions are \"valleys.\"\n", + "\n", + "One potential issue with this plot is that it is a bit \"splotchy.\" That is, the color steps are discrete rather than continuous, which is not always what is desired.\n", + "This could be remedied by setting the number of contours to a very high number, but this results in a rather inefficient plot: Matplotlib must render a new polygon for each step in the level.\n", + "A better way to handle this is to use the ``plt.imshow()`` function, which interprets a two-dimensional grid of data as an image.\n", + "\n", + "The following code shows this:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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thwGGvjLbR40sprGYxuiVlISVhDWCHwsV1oJ+27bsdrsDj1cpM3PMRNpsNgdh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\nCzWzGFh58cxqqmbu7vkxKV2VTW11+r5PG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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(Z, extent=[0, 5, 0, 5], origin='lower',\n", + " cmap='RdGy')\n", + "plt.colorbar()\n", + "plt.axis(aspect='image');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are a few potential gotchas with ``imshow()``, however:\n", + "\n", + "- ``plt.imshow()`` doesn't accept an *x* and *y* grid, so you must manually specify the *extent* [*xmin*, *xmax*, *ymin*, *ymax*] of the image on the plot.\n", + "- ``plt.imshow()`` by default follows the standard image array definition where the origin is in the upper left, not in the lower left as in most contour plots. This must be changed when showing gridded data.\n", + "- ``plt.imshow()`` will automatically adjust the axis aspect ratio to match the input data; this can be changed by setting, for example, ``plt.axis(aspect='image')`` to make *x* and *y* units match." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, it can sometimes be useful to combine contour plots and image plots.\n", + "For example, here we'll use a partially transparent background image (with transparency set via the ``alpha`` parameter) and overplot contours with labels on the contours themselves (using the ``plt.clabel()`` function):" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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/ZL+DKhd3o1opdDLS0igtKXVGIt0wYetgtlXmPtqdQZZlGjRokJSFxY8K3XHH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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "contours = plt.contour(X, Y, Z, 3, colors='black')\n", + "plt.clabel(contours, inline=True, fontsize=8)\n", + "\n", + "plt.imshow(Z, extent=[0, 5, 0, 5], origin='lower',\n", + " cmap='RdGy', alpha=0.5)\n", + "plt.colorbar();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The combination of these three functions—``plt.contour``, ``plt.contourf``, and ``plt.imshow``—gives nearly limitless possibilities for displaying this sort of three-dimensional data within a two-dimensional plot.\n", + "For more information on the options available in these functions, refer to their docstrings.\n", + "If you are interested in three-dimensional visualizations of this type of data, see [Three-dimensional Plotting in Matplotlib](04.12-Three-Dimensional-Plotting.ipynb)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Visualizing Errors](04.03-Errorbars.ipynb) | [Contents](Index.ipynb) | [Histograms, Binnings, and Density](04.05-Histograms-and-Binnings.ipynb) >" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/matplotlib/04.05-Histograms-and-Binnings.ipynb b/matplotlib/04.05-Histograms-and-Binnings.ipynb new file mode 100644 index 0000000..d018064 --- /dev/null +++ b/matplotlib/04.05-Histograms-and-Binnings.ipynb @@ -0,0 +1,393 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n", + "\n", + "*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*\n", + "\n", + "*No changes were made to the contents of this notebook from the original.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Density and Contour Plots](04.04-Density-and-Contour-Plots.ipynb) | [Contents](Index.ipynb) | [Customizing Plot Legends](04.06-Customizing-Legends.ipynb) >" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Histograms, Binnings, and Density" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A simple histogram can be a great first step in understanding a dataset.\n", + "Earlier, we saw a preview of Matplotlib's histogram function (see [Comparisons, Masks, and Boolean Logic](02.06-Boolean-Arrays-and-Masks.ipynb)), which creates a basic histogram in one line, once the normal boiler-plate imports are done:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "plt.style.use('seaborn-white')\n", + "\n", + "data = np.random.randn(1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(data);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The ``hist()`` function has many options to tune both the calculation and the display; \n", + "here's an example of a more customized histogram:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(data, bins=30, normed=True, alpha=0.5,\n", + " histtype='stepfilled', color='steelblue',\n", + " edgecolor='none');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The ``plt.hist`` docstring has more information on other customization options available.\n", + "I find this combination of ``histtype='stepfilled'`` along with some transparency ``alpha`` to be very useful when comparing histograms of several distributions:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x1 = np.random.normal(0, 0.8, 1000)\n", + "x2 = np.random.normal(-2, 1, 1000)\n", + "x3 = np.random.normal(3, 2, 1000)\n", + "\n", + "kwargs = dict(histtype='stepfilled', alpha=0.3, normed=True, bins=40)\n", + "\n", + "plt.hist(x1, **kwargs)\n", + "plt.hist(x2, **kwargs)\n", + "plt.hist(x3, **kwargs);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you would like to simply compute the histogram (that is, count the number of points in a given bin) and not display it, the ``np.histogram()`` function is available:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 12 190 468 301 29]\n" + ] + } + ], + "source": [ + "counts, bin_edges = np.histogram(data, bins=5)\n", + "print(counts)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Two-Dimensional Histograms and Binnings\n", + "\n", + "Just as we create histograms in one dimension by dividing the number-line into bins, we can also create histograms in two-dimensions by dividing points among two-dimensional bins.\n", + "We'll take a brief look at several ways to do this here.\n", + "We'll start by defining some data—an ``x`` and ``y`` array drawn from a multivariate Gaussian distribution:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "mean = [0, 0]\n", + "cov = [[1, 1], [1, 2]]\n", + "x, y = np.random.multivariate_normal(mean, cov, 10000).T" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ``plt.hist2d``: Two-dimensional histogram\n", + "\n", + "One straightforward way to plot a two-dimensional histogram is to use Matplotlib's ``plt.hist2d`` function:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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DjRs3+uqtAGCCJiIzUSQfZ6GqKoqKivDwww/j+uuvP6VvjMViQUtLS8/FfgZc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\nAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist2d(x, y, bins=30, cmap='Blues')\n", + "cb = plt.colorbar()\n", + "cb.set_label('counts in bin')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Just as with ``plt.hist``, ``plt.hist2d`` has a number of extra options to fine-tune the plot and the binning, which are nicely outlined in the function docstring.\n", + "Further, just as ``plt.hist`` has a counterpart in ``np.histogram``, ``plt.hist2d`` has a counterpart in ``np.histogram2d``, which can be used as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "counts, xedges, yedges = np.histogram2d(x, y, bins=30)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For the generalization of this histogram binning in dimensions higher than two, see the ``np.histogramdd`` function." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ``plt.hexbin``: Hexagonal binnings\n", + "\n", + "The two-dimensional histogram creates a tesselation of squares across the axes.\n", + "Another natural shape for such a tesselation is the regular hexagon.\n", + "For this purpose, Matplotlib provides the ``plt.hexbin`` routine, which will represents a two-dimensional dataset binned within a grid of hexagons:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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IoOWyrphAUUB8CZ3HZaWPaGWTYEk1JTKm7jD88mgdMy0nJIRfHmvgV7MNnDpW\nwsZKAfvm2/iPJw/ipWNNqRAB8PjL83hq3wJ+bdMINo0XcGTBxuMvzIZudwDw/548gqKp4fU7xrF1\nsoiXDtXxvf87gGM1G64n36THnjyIUsHAq06dxMRYAfWmh4PHmnA9HipdXjlUg2VqmB4vomjpqDVc\nHJlrhd4mbYfhp88exWjZwGknj2C0bMLSCEomDdUPNhOwmx5MjaBsaTA1gjHLxIaifBDFTcYBUWe/\n+OtJCAlNpboUOBF1BYE0VDIjD4feax7nu0JIR5kTKoGC/5PO371EHhAziQQmfX7XAvGpHLRCKvLo\nRgN3ueTt8sZOb0PW+UubGPO4QNtlmWZJ8y0X9XZ/yanosZ6ZqWNvrdV3gzPfSe652SYeeGw/Dsy3\n+5zzggfGL/bO44e/nAFnok+x4TIBt+XhkadmMHOkBs/jITGHx2ICtYaDx586iMmpKgxD6zOU4gJo\n2Qx7D9YBIv0tojECgOACszUHT7SP4f973cmJE4cOE4DNcfamMegpNz7xVRuJhkpCKmiqVrwRUrCb\nRkg4QRnXFhfyfdJp3PZ+oo7rTkjGwe8p/VlL8roAKgetsGwMSvyfp508h3K87KjZthsrpwvAhMBM\n3ekapffC49JdL63fLhNotb3UvjAmQChJdfsLdMBJChIAMHUtcyFPUaegGavTkkbUUXQqbSXHBjFZ\nx8oyyAJELpJSZknDD0XQCgoDwFq66dcz1AhaQUFBYUiRNkcQjVkrUAStgDyJkDypklyZmwGld1YX\n2asz1sIquxMBJIebXVZR2WHC2hEEriNkfz5ExMgmntGEyM4zCn9GL80Uh3GpDOAiuaqKxwUmCkZq\n7phxgemqlK4ldYtzDkBA8HgDo6DPluWbJSVNchGA+ROIce0Q2VBqkl6aJXl+6a34OAJf/ZJg7hSA\np5xP0A7LmPQFEObUU02XMj4XeZFlyrRWQYFQHpr4c7w7uQioEfSAETWlSY4hMDQ5K9890SX6VBKy\n7JAIZ9uDm6pXfoeufeS2pu3B9oksKNwaHJ9xDpcLvDzbwNGmA0qAUdPEiGX4ZbQIPM7RcjkeP1zD\ngbosH1XUSVfdPcZlgdhnD9Ux23RhGtR3m5PSPC4kMdttF/v3zqLZsKEbGqamqiiUpe+FCPrMBBpN\nB6AaDItAMAbP411EXS6bGBsvw7R0eRyX+TX9oucuNeFyVEtgmVrI9hqRHh+TowVsnCrjSJOh5ghM\nlvTwvIK7rObFAAAgAElEQVS2KibFSEHHvkYTJV3DZMGCTqUcT07FAUWDomhpIJDnGlWwBO2ULQ3l\ngu7HiNiJ1EAD73F5rQNdSXTCKyCY4HOByOciCkJITvIla1KpkYZhlNk98sgjuOeee+A4HbuCr3/9\n67n2VQS9AuiVKcXHEGl4Q4IbO7nMkwja8sknjZg9X+tr90jUgsKtGiVgQmD/QisslArIPszaDuZs\nByVdByUUT8/UcbDRiREAmp4A8WRxUsY4XphpYq7ZKTQYeIZQKtBsOmi3XBzcP4dWs9OO5zIcPDAH\nXdcwuWEEhmWg1XK7RpmUUoBSEI2DQsAwKMYmyjBNPRJDYFo6dC7QbrtgjMPrUYkIIdC2PRBCMDZi\noVI0cPJUGWZEWtf2OPYtOLB0gq2jFkomxYildyk8mh5Ds95EUdewpVKCZVAUTa0rnxm9ngBQMChK\nlt4TQ0CJCKWWhPQvThJCen4QAuiEJC4YCmIlUfeTdHD+vUhqJ4br1xyGcZJw165d+OQnP4mNGzcu\nel9F0CuIxRC1myxDDtGrHe6FADDfTK/K2nIZnjtWSyZ5AIebNp492krUT8vjeHjxSD2xT4QQ2C0X\nr7w406dnDuB5DLPHGqiMlBL7QylFtWpiZKSQeE5UliWH6yaLwoUQ2DRVxnhKO7YnULU0jBSSb4uW\nx1C0NBQTtNPB9RwtGom5UBlDQEjG9RRI0Dznx1palDEIEP+/rJg4fOc738EDDzwgP7u2jaeffhr3\n3XcfPvCBD2D79u0AgCuvvBJvfetbF9Wnk08+GW984xsXtU8ARdAKCgrrBtE0UFpMHC699FJceuml\nAIDbb78dl19+Ofbs2YNrr70W11xzzZL7NDk5iVtuuQVnnXVW+MB8xzvekWvftZQvV1BQUEiHn4NO\n+8nKcfziF7/Ac889hyuuuAJPPPEEHn74YbznPe/BzTffjGazuegubdmyBRs2bMDMzAyOHDmCI0eO\n5N5XjaCXiCC3F51kiTM5isbIuPgYjZJwci/uWI4nl21LL4d+j2AuBA4vtHGw1sZowUDF1PuNkDjH\nMzN1PHe0iemKiVGrf3myyziePdzAS7MtjFes2CXMjsfw0sEaZuZbKJVMmGb/133PZViYb4NoGgiX\nyo1ecMbQmpuDvTCPytQEDMuKacfDwb01HDUoTt46iUKx3+TI8zicjBxRtWRgomrC0AhcFq9XKRoU\nLY8DtodKT345QEHT0Gh7YEygZMXHEAK0PQadxl+r4Dozf0IwKb+ctcoxejwFCY2SzPcta/vdd9+N\nj3zkIwCAc889F3/4h3+Is846C1/+8pfxpS99CTfccEOuvhw8eBAbN27E7/7u7+brfAwUQS8ScaQb\n/N0rfYvLPUcnbUQkJjDqkZNMQWUUAdvjaDudCUTbE3A8BlOXN78QwKFaG/vmW+F+Tt3GDHUwWTJR\nNWWlkWdmGnjicA0CAh4HWnNt6JRgU1WWenKZwDOHG3jmcAOAzHfbcy0YGsVExULZ0uB4HC/sX8DL\nfgzjAo7bhqFTlMsmDIPC8zhmDtdw7Jh0l6OaBkuTNbds24XgApwxcLsJt2375y1gN5oolIsoT07C\nKFjwXA/N+TpazTYAmTecO1bH2HgZG7dOoliy4HlSHWI7TCpP/Pc0OlE3Wjbxa9vGUS0b0CgFAaBT\n+T7ZfsmookFxUsWAoctr0HI5mi5HyaAoG3I5eFHXMGFZ0CkJfVBaDkPR7EwEEiKdBINrL4sadB6q\nQL9yp1PRRIRErVESmiWl5ZBDXw1CEiumBJuDD1xmzBrHcicJa7UaXnzxRbzhDW8AAFx00UWoVqsA\ngIsvvhif+cxncvflnnvuwU033YRbbrmla9KWEKJUHCsBqSfOisnTTvyNElxECoBxjvmmF1+mCJKo\njzVt7J1tQqDH8Q4AuMCRuo1ftup4brYFoHuSkQtpBvTyfBsLB10cmG+DgPTF2B7HofkW5hdsHJlt\n+RK9boJxXA53vo1m3Uaj3pak2+WDIe8aq2CiOTsLu9GM1NYLYgTa9SbajRZooQThT+UEm4XPLnPH\n6pibbWDT9g0wTaPrPYn2iRDgDb+2ASMVE1rEHlSgM5FXMiimq4Zv/Un62mq5HI4ncM70CEyNxsc4\nHLbnYsOIlTgS7hB1ckYx+EyUzGSzpABdxBy+GOi/I252vU3kiVnjIDmqeqdNIv74xz/GBRdcEP59\n3XXX4dOf/jTOOeccPProozj77LNz9+Wmm24CAOzevRvHjh3Dvn37sG3bNoyMjORuQxH0EIIQ0ucI\nF4e67aaaAQkAR1tuqvqDC2Cu6fquePFxXADzdSe1KrUQQKvp9BBzLwicVjtsM66/EAKcAyDxvQn6\noBt6qizR1ClGKlbq11ldk7aeSTe0HF3L2oNJy4MFENqHZpFq1opEPe+oOY2ASNoRFhGzRrHcEfQL\nL7yArVu3hn/fdtttuP3222EYBqanp3H77bcvuk/f/va38dWvfhU7duzA888/j4985CN429velmtf\nRdAKmbIkIN9Ia/hGY+mEOEjkzBavcC8UZE4/a6FK8rbrrruu6+9Xv/rV+OY3v7msPn3zm9/Egw8+\nCMuy0Gw28d73vlcRtIKCwomHYC4iK2Y1MTY2Bl2XVFsoFFSKQ2FxyE6m5PSwzhNzQmP1RvQnKgah\n4hgUrr/+ehBCcOzYMfzBH/wBzj33XDz55JMoFJIXS/VCEbSPPJ4E2STVPYkYv6RWdKk3kmJoUGgu\nKfcphFRHZKBsapjxVxcmdd/SNdRtFqogYg4G06Ro+Uum40AAaDqFl1LihQgOTdfg2SzxvDSNQhAB\nQmlYxqoXlBJ4rgfTNJLz0BxwPQ7NTJuYk9eCIvm9cRnLTN3kMUKSB0hvKK06TthMwtJuBYlh8uJ4\n5zvf2ffa7/3e7y2qjROeoOPkckC3L0GUTONNaDplhoJ7Vbpmib79ZFURSQyyZmB32wJAve2F9fpM\nnXbVsAti5lsujjVc6EQ60fXe20IIMCEwVtRRNEo4VHcw2/L83kpwLjDXdFGzPei+DpuJjlxNcAHG\nOV7eO4sDBxdANYqxsTJ0Uw9lgQRScdKo21KLTCThRbmVCAbueWi8/By8o4cBswA6tgFcMwAiCVTT\nKDRdx9TWk1AZq6LVaGPm4Bwc2w2JmlIC3dAxOjkCQjV4TEDTSNeDhVKCkqVj80kVNBwGj6NPr0x9\nBcfGERMlg8L2OFq+h0dwToQAE0UTZ0xWMGLqsD0O219KHv0EFA2K0ZKZetPrGkFB10CINFOKm7Q1\nNALL6NdMx2P9mRwNCsPkxXH++ecvu40TlqAz5XLhP93oNaEJpHe9g6hOwVVIY6EIMQeIFnclRKBh\nM19R0YmSJkdSlUCJwELbxbGmG8rTAl8H6hMy9//vRU7Q0ilOGStgY5Vj/4KNmYaL+aaL+VZHxheu\ntBICrsfguBx7X5nFwUO18Fw5Z5g5sgBd1zA6VoJm6Gg2bNjtbrMkEbyDrgvmuWi98jzcY4c7J+60\nwA+/BBgF6Bu2QCsUMbVFEnPw/parJZQqRTTrbRw5MAshBEYnR1AoWV0kFoxeC6YGy9Kw5aQqquXO\nYhaHcThNDkMjGCsaKBoUJ4+YKEUW1xQMDZZO4TDpNDdi6ThzsoKqZfTF2H6tRNPQMFoy+qRzwXtF\nAGg+MUc9OQydQPeNkgKrV8tIVolEkWyWpIg6wDCNoAeBJRG0EAJ//ud/jmeeeQamaeKOO+7okqac\nCAgucloNPsDXG6eY+ACSqA/OtVNTuI7HsX+hldofDUCLJa+oMzWK6ZKJx16ppZoctdseHvvFvlST\no2NH6zBNPdHkiBACe+EY7Jeegecm1Bh026iYHCe/ZgcE6U9FEEJQrhZhFkx4CX0JsGlDGRsmy4nb\nXSZw8oiByXL/SsTgWJZO8LqNVVQi+uremIKhYbJipRohAdJiNIl0CSEwdIJiTiOktUQoxxsE2V4c\na+ndXBJBP/TQQ3AcB/fddx8ee+wx7Nq1C3fdddeg+6agoKCwKAzjCPqpp57C/fffD9u2w9d27dqV\na98lEfRPf/pTvPnNbwYg16rv2bNnKc0oKCgoDBTDKLO78cYb8Z73vGf1/KDr9Xq4Ph0AdF0H51ya\nrK8TCCHk5BRJLnUvhPRPSFlgl1oqKYDHOHSNpFZJsT0GJkRoPxhnwFNzPMy0HFQtHQW9/1oIIbBv\nvoVa24Wp064l0GEMFzi87zDqhw9Dr45AM/pTAkIIuLMzsN02CtMnQ7NiZEMEGN0wATJyDg4/9TTc\nVkx6hlB4RgmzxxqojpWhJahSDINC0whsOz59Y+gUEyMFmDqFk5AKKegUJ5UtmDpF04tvx9IoiobW\n5eXRi6DyCUjyNc9jeSknIgezQAhIFfycUBgmmV2AqakpXHHFFUvad0kEXalU0Gg0wr/XIjkTf+q/\n9x4LiDl83V+6LM1sSJ+SI3ChA5EThcEmLgRYxnJtj8mSUnKyiEKjMt71eMcsiXHMtZwwZxzQD430\noeYwHGzYcLncr+k6MDWC8aKBgk4hhMCLx1r4yUvzaPs19hxPTpyZugZdo+CcY9+LB/HUz5+F53rw\nPAanUYdZLEIfGYdmmhCcw52bgXPkAIgQEJzDnjmMwvgErJPkZB8hQKVawOhYMTTSn9xxGhb27sW+\nx/fAbTYBqsGc3gRtajOgUdRrLdQWmqiOFFEdLUPzpS26JguAEr8dy9LhOgxt24MQgGlQ7Ng8ik3T\nlbAqiaVLM6mgokzJoHjtxiq2jRclaRKgauqoOx6aHoOAJO9toyVMlqyQOIUQXQ9MjRIUTdo9Kdhz\nzSmRVVQCwyRC+n1XCIIKKp2RXNxnJCDbROljDNSE4XCmODZv3oy7774br371q8Nj/9Zv/VaufZdE\n0K9//evx3//937jkkkvw85//HGecccZSmjn+iNwknPcQcw8CjwlKkssLaZCFV9tuOjFzLtBwWE89\nQv/DBanYsBnHwfk2vIQ+cUhLy1cW2vB6bEoFAJsJHKo7qNse9ryyAMeTNQijcJmAxzzMHTmGJ3/8\nNDhjcLtsOwXcVhNOqwWNCPD6vNQMM9bVJ2fuGNqzs9hw5unYeOZp0CjtbCcA1TSMb9+Gka1bcfD5\nfajZgEYpOEho7AQAjVobtYUWTto0jnKlAM13jovKHAuWDsPUsGWqjJOnytAiuioRxBg6TF3gnJPK\n2Dpa6DMxIgQYsaQl61TZwqhl9HlcEEKga5KoCwaFrtFQ6hiFTnxNuk5D4o3GBEQsRISYe2MgAwQi\nxEx6tiPnYiGc4ESdQ2a32jkO13Xxwgsv4IUXXghfW1GCvvjii/HII4+EQuy8Ce9hBiHLXwgnnd6y\nV+a5XPSRc287TYf1EWov5m0PTkqMAPDS0SYaTrKyQwB4+ZevwG478dt9vSFvLEAwhriWpE5ZYOqU\nTaBRcu46jrQebXIdhPbrtoGODWe5XAAhJDbNwCFTTpunK6kmRwVfWpgmX7N0DaMFIzVGo8Qn5xSd\ns/+1Oi2G0gyjI//hTJCcqwhG5HlwQpIz5GcjS7KYR9I4CHieB13Xcdttty25jSURNCFkWQdVWD3k\nWvaQI6ijb06Pye5Pji/tA7p/RLDqZEiQqysnKrMOCMO0UOWGG27A5z//eVxyySVd6ycIIfiv//qv\nXG2csAtVFBQU1h/yTL6u1iPw85//PADgu9/97pLbUAStkBPLTQApDNmAfl2CIrvQ6lqSM6ylvg4R\nUvLHOYgsPkvbDSOHFMik2U7OBUPL/EpnloqpKhxKCTgoSGoMRatWh+ApZkkAdF1LlaAZGoXnMqT5\nQBkaAWMCWtp5+cve0xBXJ7EvJjMCsfn05IYy+jSg5+Cg2llroP58QNpP0irQYYQiaB/BrH0WmQUe\nG1Jq17kLAnle8sSe8KVbHA4TicQqhIDLODgHxiwDZgIpEgCTRROnjZVQMbS+9rgQWGi5aHsClYIs\n69QXwwVqC22QyjhGtmyFWSx0kbDU+xLopQqKp54Ja9N2aFZPjCZnv+jIOPa+soB9Lx+F53hdRE0g\npZizR2vwPAZfXt5F1IZGoesUp502hdO3jWNitNCnaTU1goJB8cbTJ/Ebp1SwddSERtBF1Lpfz++0\niaL0OmG8z+CK+HETZTPzAacRAseTUsg4oyxK5IRkXpN4EfPZiYvLaicLJ2oqO9CgZ/2sJr71rW91\n/Z23HiGgUhxdiEqreMqikS7XM78eoMt4GB+9GeX/pWrD9m/0IIZE2hK+gU4zIr/TKcWIReFxjqbL\n4HAerpQK8mwlQ8OpYyW0PIaDdRs1x8N8y8P++TYcT7ZjaBRG0YTHOJq2B5dx1BZsHDrSCD0urEoF\nZrkMt9lE4/BBOK029HIVVmUEVPM/JtUxaJVRsMYC3MP7wBwbpDoJY2QSxI9ZmGtiYa6J6mgRGzdP\nQNMp5o42MDvbCEeslNLQlU+jAKEEO06bxrat4+FiFdPQMFaxMF93MFezoRHgjadP4Owto6HOePOo\nho1VE4fqDvbOO9AIwasmi9hYMUPCZAL+aFtqzXVKMFmyUI6pVh6FTrvLWDEuwPz+apSAEkSkdZ12\neiuzJ9UplAtLQquqRRFq7+crbtuJimHSQf/bv/0bvvvd7+KHP/wh/vd//xcAwBjDs88+i6uvvjpX\nG4qgY0AIgaYR8AyDHiE6laHj25H/r7Xii78GMQTA0bqbGBMQ9bGWnfjhKuoaNlcL+NbjBxIfLLIG\nH8WTTx+JlfkRQmCWy9BO2Q67EW/eRAiBXhkFKVQgGEs8Vm2+hUbtAKyCkXgsANi8eRRnn3lSbPqE\nEIKxqoWd20dx5oZy7LlrlGDTiIVtowXoNFkOxwRwcslEtWCk3qAaTV45CkiirlgUuqbFbg8K0gaz\n9VlYDllEifpEJ+YAeUbIadvvvvtufPe734XrunjXu96FN7zhDbjxxhtBKcXpp5+OW2+9NXdf3vzm\nN2N6ehpzc3N4xzveIY9N6aKM5VSKIwXD9plfzRVQeUYhg+hP3hHPsMVkYXWv1aodaugRyOyyfuLw\nox/9CP/3f/+H++67D7t378aBAwewa9cuXH/99bj33nvBOcdDDz2Uuy+jo6P4jd/4Dfz93/89duzY\ngS1btmDTpk1gKY6TvVAjaAUFhXUDkmOhStLD83/+539wxhln4I/+6I/QaDTwZ3/2Z/jWt76FnTt3\nAgAuvPBC/OAHP8BFF120qD7ddttt+N73vocNGzaE36zuu+++XPuekAQd5AmD9EJyjhCxfh3RdhgX\nqSvEGBdou8z32oiP8RhHy/Ng0HgDI0Aaz9ccF0Vdg54QUwtKUqVM4S8stFCbq8EqF6ElfE3nnGeu\nhrQKBnTdwsJ8M1ENYRYMGJYB1opfpQgA1YrlTxrGpwQIgKoV389ozIi/XDtp1SSBXEKftUxG9z8U\naQIPLgAixLJXpKnyVYPHcmR2s7Oz2L9/P77yla9g7969+NCHPgQemewul8uo1WqL7tNjjz2Ghx56\naEl+RScUQQfE3Jm8k/+nVERMcjrxlHb+jvp0BEqLIEUtJ+VFmNuSS74FFpouGrb0rbA9KR2zDC2c\n5HIZx2xL+mUIADbn0AlBQdNCorYZw+FWGzVHmt7XPA9FjaJqGCFRz7dd/OJgHYfqNgzfdAlCknqA\n2dkGnnxiH2aO1iGEQH2+jlKlhGK1Y07EGANzXHiMhwZFBOiqDWgVDIxPVqDpUjkyPj2Chdk65o7W\nwziraGJ0ogrNXyJdqhTRarbRatohO27cUMUZr5qGaWrhZCl806nAk2TzqIVXn1QO369eEMiyVCdV\nOku6OReYaTqo++8XIcBkycJJVStst/d6ApK8rYgDoIB8cIYTv36MqVPpy8IBDgFK45cOZz0IwuOI\nIF+9ummR9QqN5HCzS3ifx8bGsGPHDui6jlNPPRWWZeHQoUPh9kajsaiK3AG2bdsG27ZRLBYXve8J\nQdC9xNyL4CEpiTp68Tqz65TKdtouQ9LcoZTgCdSabuxIjnGgaTMQCDRcD02X9d3EnhCoex6IAGYd\nFw23u44gALQYR4vZEFzguSNtzDQceX5Br/1RoEkoFhZa+PFPXsCx2aYcGUcaajdaaNSbKFVKMAsm\nOOORh1DQllRZmKbeIebIB5wSgvHJEYyMV1BfaIFqWii9C/pNKEGlUkSxXEDJINixfQKGoYUjiui5\nCQFsHjFx9smV0OMiDhNFExt9Yu6qN6gRbKhYmBImHM4xXrRASD+Japo8lk4JTJ+Yew2KDI2GBkam\n1h8jIK8pg4Dha/3kZoLOvyLtC03XeSuiXj6Ws9T7vPPOw+7du3HNNdfg0KFDaLVauOCCC/CjH/0I\n559/Pr7//e/jggsuWHSfDhw4gN/+7d/Gtm3b/OOrFEcfcgn3U5Z6BaPiDGEHHJejmWJOBAAtj6Ph\npscsuC7qSaWifLw028ahenL6gBCCp54+gCMz9djtUXUFSygpHYSMTpShG/EfFwE5O20WzOSHoN+f\nM3ZMQ4/xqg7aAYBzN1dTR0EEwOZqMZHIAtJOV2xIqZypJys/CCGggK+PT+lP5JtT3HEI6dQqVFhZ\nkBwqjqRL+Za3vAU/+clPcPnll4dl/TZv3oxPfepTcF0XO3bswCWXXLLoPgVLvpeCE4aghwtiUT6/\nya1kI89YLI+BedLXwq5jpae/c3do1caPQzhQVYPn5WG5bnYf//jH+17bvXv3svr0ne98p++1D3/4\nw7n2VQStoKCwbrCcFMdKYWpqCoD8FvXkk092TTxmQRG0goLCusFyF6qsBALf/ADvf//7c+879AQ9\nkFVSi8olLM9zjNDsw5Eclkp5zln3lxynScIMU4fmmwslwWUclq4ltkMgy3DpZnIKI5gWoyR5iTwl\ngOdxmDpNjXG5gJVxFy3vKkUaGQQGmF5WqwKXB+L/lxWzmohWUjly5Aj279+fe9+hJegoESy1hE8w\nMZP3/ukcU3TNxgftMF9KF0sugbcEIRgt6Wi0WVhHsCcQBiUYMQ00XQ9eD+MFHhWCAxalss5gzHkx\nAZRMiumqiWMNt6/gLBcCrscxuXEcLQYc2DsDzng4GUgAUI1iZKSAU1+1ER4TeOWVWQgh5WUAQkXB\naLWATSdVIEAwX7PDCdMgBgAqRQNbNlZQqzs4dLQJCoTnH/hRbJos4eSxAjiAhZYHEnkvA8OjHZMl\njBg6CAXajHfl6oPLP2IZaNoeCoaWWMnE1IlfLzL5+hcMCtOgYCz5oWJoxC/om9xO6udSZCnKc7aj\nkAsaARLmoLtiVhO33HJL+LtlWbjhhhty7ztUBJ01wZSXqENiFumjywAkps1gEQEg9cQeCwip47XQ\ncbVDF0EaGsVYmcJlHE2bwWUCUbkVIdJxzdRMuIyj4UkDIw6g5XqhI55OCTRCwQTgcg7mE/NC24Pt\nGyFVLA1lk6LpcBxtuHA8DsdlOHishaYtVSAT0yMYn6pi7mgNB/bOwHU8jI+XseOMkzE2Xg7PeXq6\nipmZGva+MgfPYxgfK2Hr1nGUy1YYU62YqDcczNUcCC5QLRmYGC3CMqWWulQwMDVRwtHZJg7NNCGE\nwNYNFfzatjFUikbYzkjRQK3tSqIG8KqpMn59UxVls/ORLAmBluuh7T8wRi0D4wUz1H+7TMBlwidR\n+ZqlU1hGtzJDLijqjLoLBkUxYpak084DLbiGpk5gREpdUT9GutrJGI1IrXxSxfe8SFeBKCwGw2SW\nFGD37t2YnZ3F3r17sWXLFkxMTOTed6gIelDgKaOdKOKIOYq2m2wGFBB120k2SzI0itESxUzNTnz4\nGBrFmGbiV7O1WF9hQgh0AmiE4oW5dmx/CCEoWxoMDfjvPYfhev1BhBCMT41gYnoEZZOiWLL6Yigl\n2LBhBNPTVTCPw7T6Px6EEFQrFkYqJnRCocUMVzRKsGGyjG0bq5gomyiY/SsBNUowVjLxa9MVnDpe\nQDFGwkcJQdk0ME4JCrqeqDZxmYClA+WCHr8akRDoGmAZ0iwqLoYSAsvQAIhEsyRKCKjWqeo+GC8S\nRcyDxDDmoP/jP/4DX/ziF7Fjxw48++yz+PCHP4zf//3fz7XvuiToPMgi50EfK+uBkZ2Tji+i2hvj\npeSag5hC0cyMsSw9tU+EEOh6eukBjZJYcu6L0dNjaI7VYXlGTmkudYuJGRShKnIePIZRxfEP//AP\neOCBB1Aul1Gv1/He975XEbSCgsKJh7hVo3ExqwlCCMplmUqsVCqwrP5vr0lYdwSdN/cXpJiTLpYQ\n2Ut085glCb/0kpydT/5klA0dTY8llmniIt/ilpNGCziyYMd6MAf9abU9FBPSAYAc1VqGhnbKakdD\nIyiaWuqqSUunMDUCJ2VUX/K9SdIG/nnUKnm/tubxac7r5awwfBjGFMfWrVvxF3/xF9i5cyd+8pOf\n4JRTTsm977oh6OjEIIkwWRqhRfx5QqIOSNdlybPvQgg4HoftdvLPhAi/CkdH+dG0mTRCCiYHU7wW\nNpYLEADmbRezbQfM34kLgZrNsGAz6Q3hT06yCJEL32eEEopzt4+DC4HnD9Xx4uFGSNRCCAguq7a4\nDsN8zUa1bKJUMsIRh0YJxsoGCv5EnRDAQstB0+6QsKlTbByxZL4XcnL0aMNFvd1Zll4yKbZPFjFS\n0EOlRs1m4cQmAIwXDLz2pCrGC4ZPvgJNr1v5YmkUY0UDhj8ByIWA44muh4+pU1SLeqKhUnBepiad\n7Lh/0eMqnQQfGwIsO88c3S2p8on/ScFQLmlco9AIyVz1mmdV7CCxa9cu3H///fjBD36AHTt24GMf\n+1jufYeKoLvetxh51GJGu2HsIoiace4rLpKP00vMnW1ysopAbm84rO8cwgdCDFEHTmtjBQOjloG5\ntoPn55pYsBlAuo2QdAJQIQnLY77Phb+dUgIKgtNPruK0kyp47sACnj9Qh8s6bnsBv9WbDhYaDiZG\nLGyerqDQUwaKEGCsbGGkKNCyPYyVDJQsresrpK4RbKiamKqYqLc9bBwxULH0rsKcGgFGCzq4ENBA\ncC1Ef9wAAB4ySURBVNZ0FSOWIctd+T3XCEHFkHl2T3BULR261l3rTyMEBUP46hyBSkFPlNkBEWKO\nIeOAqDUS5K9jm+gi6riYxM8dej6A6AweSHegwgAxjDnoJ554Aowx3HLLLfjYxz6G173udTjrrLNy\n7Tu8FVVI581Oe9OzUhF5LwYXIpWcgcDbOVm1AQC2J1C3War+VvYrvmME0kug7spRc0DqUQgE5k2d\nitL9DzMpPWvZHYlgb4qAcdn25GgBRSs55UEpwcZRC5WCHm+t6U/inTZVxEjRiK2aTIgkzPM3j2O8\nYMhvGz0jx6CdiZIJU9cSj0UpwWjJgJ6gyAhg6TRRBhftV54bOikm+zNKQnIPR+2KnFcMBNkFY1f7\n3b/99tvxlre8BQDw0Y9+FHfccUfufYdqBL1ekCdXnIXBmZ9lL5RIKgAQRR5z+jy8I9NJK3+LDB8F\nHgdmOAGxXLOklYBhGGHeeevWrYsy7lcEraCgsG4wjCmOTZs24Qtf+AJ+/dd/HY8//jg2bNiQe9/h\nTXEoKCgoLBLBCDrrZzWxa9cuTExM4Hvf+x4mJiawa9eu3Pse3xF0ngnsVZvkzs4p5KrmnKulbORN\nKZCMXLf8QKZL1NwEs/4oggm+1MnWHCeeJCMcNFbnKArDhmEcQVuWhWuuuWZJ+x6XEXQgCxOR35ca\nk8Xe2XwgQulaVjsE8D0ckmKkOsMy6JKfKYHfA6UCJVNOo/W2FUx2bKpYOLlixmo/g/3O2zGOc04Z\nha6RsCxTAJ0SmH5faWS/KDQCFHWKU0YLmCoZ4SRMbztVU8P20RKmi2ZinyuGBpfzxPeGQMrmipG6\njXGwdBoaJSUhMEpKQ5zUTmFtg/oyu7Sf1R5BLwerNoLOa4S0lJio9rg3Lk3LDEhlBuPxE2n9EipJ\ncjol8LiA7Xt1hNpkn+UNjYYxjtepAxiscurtL4BwMcuhZhszLRscQMHQYOlSOdJyZSwlwFTJ9PXD\nsp2TKhYONxwcrNthtfKiTmD55ZzO2zGBc7aN4cm983j85XlZi0+j2LaxiqnRQtgfIkTopkcJUNAp\nzpgsYbrcKR21ecTCgZqNI00XBEDZ1HH2dAUbSmYYs7XK8Eq9hSNNB4QAFUPHqWNljBU6ZkmB+ib4\ngmTqFKMlw/fDgH9tOFoOC9U1BYNipGiENQQB6ZjXdjr66UBaF6ckCUBJdxmruM9NcL0Uga8txA0O\n4mLWCtbVJGFwM+X5Gu0xnrp6Les4AVHPNd3YVXvRmLbLw9fi+iuEwAvzddRjisgSIlfsFQyBim6g\nZPTLzygh2FixMFUy8MJcCzrtP5apU/z6qeM4fXMVTx5oolrsr9cX+FlUDYpXTRYxUeyX3hkaxSlj\nRWwfK8KiGsZj2rF0DTvGKjhlRDr0Vc140yVCJOlWLB2mEWeoRFEpUBAI6BqBGePZoVOCSkGH43II\nkp4a0ihiddPhA4osf4GKwvHFIFQcR48exWWXXYZ77rkH7XYbH/jAB7B9+3YAwJVXXom3vvWtg+pu\nJtYVQS8Gg8hR5spJk3zmOw2vn5x7Y8qGltoWJf1pjF5IK1QzY9k0wVjKUvCgnfHUoqxyJWBgA5p4\nLEpgZBj46hrNPC9K8xRBGD4rSoXBYrkjaM/zcOutt6JQKAAA9uzZg2uvvXbJOeTlQqk4FBQU1g16\nFw4l/SThc5/7HK688spQCvfEE0/g4Ycfxnve8x7cfPPNaDabq3QmEksi6Hq9jg9+8IO46qqr8M53\nvhM///nPB92vZUH4udT0mOx2pDl7eiDPiAn6khVjDmCxSF6jqIKRMaqNmXTsRR61ilyUkhGTc8A6\nKPHHKolIFI4bSPhNKeknaQz9wAMPYHJyEm9605vCe/bcc8/FJz7xCdx7773YunUrvvSlL63q2Swp\nxXHPPffgjW98I66++mq88MIL+NjHPoYHHnhg0H1bNIQQ4JHv7nH5RLmkO325tsc42i4Pc8umRmBG\ncr+BJ8dCyw0nsCgRXfnNoIqHwyKThD0eHEIIfyKRYXO5CC6Ao7aNmuN19a9q6JgsmNCI/BpvM95l\nKiSEQM3xMGe7qe+PoRGUTR1jRR2OJ/DKvIP5dscISacEp40XcPpkSVaNAdD2eJcxE4Gc9CsbOgDp\nndFLxDK3rIUPAiYEHJd3pVU0SjBa1FEudIyZetMuBICmSZmggHxg9iovwolG0nlo9E32+cfz33UI\n0ck5K6wvUGSPOpO2P/DAAyCE4JFHHsHTTz+NG2+8EX/7t3+LyclJAMDFF1+Mz3zmM4PsbiaWRNDv\ne9/7YJrS9N3zvFz+ptGbYdCjmICY0xQb3CfDtGP3EnMAhwk4zAvzoLW2B9bjdscFwH2zJBAi3fBi\nPDSEAOCXr3JY1A1PVmiZLliYLFg41nYghMCET8z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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hexbin(x, y, gridsize=30, cmap='Blues')\n", + "cb = plt.colorbar(label='count in bin')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "``plt.hexbin`` has a number of interesting options, including the ability to specify weights for each point, and to change the output in each bin to any NumPy aggregate (mean of weights, standard deviation of weights, etc.)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Kernel density estimation\n", + "\n", + "Another common method of evaluating densities in multiple dimensions is *kernel density estimation* (KDE).\n", + "This will be discussed more fully in [In-Depth: Kernel Density Estimation](05.13-Kernel-Density-Estimation.ipynb), but for now we'll simply mention that KDE can be thought of as a way to \"smear out\" the points in space and add up the result to obtain a smooth function.\n", + "One extremely quick and simple KDE implementation exists in the ``scipy.stats`` package.\n", + "Here is a quick example of using the KDE on this data:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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nEZKeR6tsfaiyLBRazz2brV/6AWBXYsecTjEZD/yxxx7DeeedBwBYuHAhhoeH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\nsOV2xtx6dJ36zz74fbvDydeOgLvMLoFetpcZXIdZKgEwIwV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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from scipy.stats import gaussian_kde\n", + "\n", + "# fit an array of size [Ndim, Nsamples]\n", + "data = np.vstack([x, y])\n", + "kde = gaussian_kde(data)\n", + "\n", + "# evaluate on a regular grid\n", + "xgrid = np.linspace(-3.5, 3.5, 40)\n", + "ygrid = np.linspace(-6, 6, 40)\n", + "Xgrid, Ygrid = np.meshgrid(xgrid, ygrid)\n", + "Z = kde.evaluate(np.vstack([Xgrid.ravel(), Ygrid.ravel()]))\n", + "\n", + "# Plot the result as an image\n", + "plt.imshow(Z.reshape(Xgrid.shape),\n", + " origin='lower', aspect='auto',\n", + " extent=[-3.5, 3.5, -6, 6],\n", + " cmap='Blues')\n", + "cb = plt.colorbar()\n", + "cb.set_label(\"density\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "KDE has a smoothing length that effectively slides the knob between detail and smoothness (one example of the ubiquitous bias–variance trade-off).\n", + "The literature on choosing an appropriate smoothing length is vast: ``gaussian_kde`` uses a rule-of-thumb to attempt to find a nearly optimal smoothing length for the input data.\n", + "\n", + "Other KDE implementations are available within the SciPy ecosystem, each with its own strengths and weaknesses; see, for example, ``sklearn.neighbors.KernelDensity`` and ``statsmodels.nonparametric.kernel_density.KDEMultivariate``.\n", + "For visualizations based on KDE, using Matplotlib tends to be overly verbose.\n", + "The Seaborn library, discussed in [Visualization With Seaborn](04.14-Visualization-With-Seaborn.ipynb), provides a much more terse API for creating KDE-based visualizations." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Density and Contour Plots](04.04-Density-and-Contour-Plots.ipynb) | [Contents](Index.ipynb) | [Customizing Plot Legends](04.06-Customizing-Legends.ipynb) >" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/matplotlib/04.06-Customizing-Legends.ipynb b/matplotlib/04.06-Customizing-Legends.ipynb new file mode 100644 index 0000000..6da78b1 --- /dev/null +++ b/matplotlib/04.06-Customizing-Legends.ipynb @@ -0,0 +1,435 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n", + "\n", + "*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*\n", + "\n", + "*No changes were made to the contents of this notebook from the original.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Histograms, Binnings, and Density](04.05-Histograms-and-Binnings.ipynb) | [Contents](Index.ipynb) | [Customizing Colorbars](04.07-Customizing-Colorbars.ipynb) >" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Customizing Plot Legends" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot legends give meaning to a visualization, assigning meaning to the various plot elements.\n", + "We previously saw how to create a simple legend; here we'll take a look at customizing the placement and aesthetics of the legend in Matplotlib.\n", + "\n", + "The simplest legend can be created with the ``plt.legend()`` command, which automatically creates a legend for any labeled plot elements:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.style.use('classic')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 10, 1000)\n", + "fig, ax = plt.subplots()\n", + "ax.plot(x, np.sin(x), '-b', label='Sine')\n", + "ax.plot(x, np.cos(x), '--r', label='Cosine')\n", + "ax.axis('equal')\n", + "leg = ax.legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "But there are many ways we might want to customize such a legend.\n", + "For example, we can specify the location and turn off the frame:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ax.legend(loc='upper left', frameon=False)\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can use the ``ncol`` command to specify the number of columns in the legend:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ax.legend(frameon=False, loc='lower center', ncol=2)\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can use a rounded box (``fancybox``) or add a shadow, change the transparency (alpha value) of the frame, or change the padding around the text:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ax.legend(fancybox=True, framealpha=1, shadow=True, borderpad=1)\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For more information on available legend options, see the ``plt.legend`` docstring." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Choosing Elements for the Legend\n", + "\n", + "As we have already seen, the legend includes all labeled elements by default.\n", + "If this is not what is desired, we can fine-tune which elements and labels appear in the legend by using the objects returned by plot commands.\n", + "The ``plt.plot()`` command is able to create multiple lines at once, and returns a list of created line instances.\n", + "Passing any of these to ``plt.legend()`` will tell it which to identify, along with the labels we'd like to specify:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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QDnhxTyv/rCzA09O6DoCPDXoM6y+tR5NO2fHkX1th9QMsR+rxx1Ww8avVAnv3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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y = np.sin(x[:, np.newaxis] + np.pi * np.arange(0, 2, 0.5))\n", + "lines = plt.plot(x, y)\n", + "\n", + "# lines is a list of plt.Line2D instances\n", + "plt.legend(lines[:2], ['first', 'second']);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I generally find in practice that it is clearer to use the first method, applying labels to the plot elements you'd like to show on the legend:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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QDnhxTyv/rCzA09O6DoCPDXoM6y+tR5NO2fHkX1th9QMsR+rxx1Ww8avVAnv3\nAnPndnroZH9/XG9uRnZDgwSC2c+qs6vwaP9H4elqRUc1Fbh+iJgRZUXYOiJ8IzAkZIj4QjngzT2t\n/FetYjesNaWxw33DERcah/ScdPEFs5NqnQ5bKyqwqF0cvCWWLWMlLRTtJl+3jvkSfHw6PdTFyQmL\ng4PxnYKtfyLCN6e/6dzlYyQhgWUgtssOVRpZWUCXLiw52RqWDVkG3xBfcBzneAn8iow0s4dkB/es\n8m9uZmFpS5ZYP0bp/sqNZWWY6O+PACubpfbqBfTrB2zfLrJgfDA+oa1kaUgIvispgUGhmxknbp2A\nnvR4KOwh6wZ06cKSvkx0bVIKthhRADAvdh7we6Csvkz2vCFTr+rWVnTdtw/alharx/z3v4T58+WX\nPT8/X7Dres8q/4wMtofYrtZSp8yNnYt9BftQVl8mnmA8WF1SgiVWWv1GHnuM+WsVSV4eK0Q0ZYrV\nQ4Z6e8PLyQkHq6tFFMx+Vp9djSUDl9jWiWnZMhbzr8AHWnMzkJxsmxHl4+6DWdGzsOb8GvEE48Em\nrRaP+PlBY0PH+YULWUvpdqX9Vc89q/y/+w742c9sG+Pj7oOEmARF3rS3mptxoq4O8WZi+80xfz6r\nIabIgJLvvgMWLep8F7EdHMdhaWioIjd+9QY91lxYg8WDFts2cMQIFp1w8qQ4gvFgyxZg0CDAVm/D\nssHLsOqsMlcz35eU4LEOZVE6w9+fVQTetEkkofhw8aJdwwRR/hzHTec47jLHcTkcx71s4vNHOI6r\n4jjuZNvrL0Kc1xwVFcDOncCjj9o+dtngZVh5Vnmun7WlpUjSaOBhYxngwEBg7FjgR6X1rTHuItr6\nhAbwWHAwNpSVoUmvrCqSe/L3oLtPd/QL7GfbQI5jD8EffhBHMB6sWmXXJcKk3pNwvfo6srXZwgvF\ng+LmZhypqUGCjUYUwKKdFJk7Y6dQvJU/x3FOAP4FYBqAAQAWcxxn6u7fR0TD2l5/53teSyQnA9Om\nAb6+to+d2GsibtTcQG55rvCC8WB1aanN1ooRRbp+Dh8GXF1Z3Q0bCevSBUO9vZFeXi6CYPbz/bnv\nsWSgDf6R9ixZwgrbKajcQ2UlkJlpnxHl4uSCJQOXYPU5Zd1468rKkBgYCE87einExwPHjrHqwIqB\nSD7lD2AEgFwiKiCiVgBrAJjKpxW/HX0bdhqUAABnJ2fM7z8fay+sFVYoHuQ0NOBGczMm+PnZNT4x\nETh0SGEp0MZmAAAgAElEQVTlHowXyRbfeDseCwnBDwr6g5p0Tdh0eRMWDlxo3wT9+wMajaLKPSQn\ns1JLdt52WDRwEdZeWKuozPnVdrh8jHh6suCsZCWlMRw+DLi52TVUCOXfA0D7qmg32t7ryCiO405z\nHJfBcVx/Ac5rksJC5gKbPt3+ORYNXKQov//3JSVYGBQEFzPlHDrDy4tZLevWCSyYveh0LBRr0SK7\np5gTGIjMykrUKqRp8ZbcLRgSOgRhXcPsn2TxYkW5flavZqtGexnefTh0Bh1OF58WTige5DY0IL+p\nCZPsfZpBcZeIrRZt2Y1vh1QbvicARBDRUDAXkUUP9BtvvHH7tWfPHptOlJwMzJ5t98MQAKtRUtNc\ng/Ol5+2fRCCICN+XlmKJndaKEUW5fvbuBcLDARMt8azF39UV4/z8kKoQ18/353m4fIwsWgRs2KCI\nZgxFRawm1owZ9s/BcRwWDlioGEPqh9JSLAwOttuIAlhgWm4uIGDEpV3s2bMHb7z2Gt746iu8Ye8K\nmG/cKYCHAGxt9/8/AXi5kzHXAASY+Yz4MGIE0datvKYgIqIXt71If975Z/4T8eRYdTX1PXzYdE14\nG2hpIQoKIrpyRSDB+PDUU0TLl/OeZtWtWxRvpqeBlFQ3VVPXd7pSeUM5/8lGjSLKyOA/D08+/pho\n2TL+85wpPkORH0byvn/5YjAYKPrwYTpcXc17rqefNt3TQHL27iUaMoSISLZ6/scA9OU4LpLjODcA\niwCktj+A47iQdv8eAYAjogoBzn0H+fms+NTEifznMrp+SGZ/5felpVgcHGxb3LgJXF2BefMU4K9s\nbWXxcgsW8J4qMTAQ+6qqUCmzpbzp0iaM7zkeAR4B/CdTiF9h7VpBLhEGBQ+Ch6sHjtw8wn8yHpyu\nq4OOCCOsyCTvDIVcIt4XibfyJyI9gOcAbAdwAcAaIrrEcdzTHMcZ+9c9ynHceY7jTgH4CICdu2KW\nWbeOlYixIXfDLMO6DQPHcTh5S77YawMRksvKsNDGxC5zzJ+vAL//zp1A3762B46boKuLCyb5++NH\nrVYAweznh/M/YPFAG2P7zbFgAZCeDshYv+jGDeDSJZty78zCcRwWDZB/Dy25rAzzg4J4G1EA8PDD\nQHk5cOGCAILZi17PXIRyKn8AIKKtRBRDRFFE9G7be58R0f/a/v1vIhpIRHFENJqIRDED1q0TxloB\nlHHTHqmpgY+zMwZ4eQky37hx7Id99aog09mHkBcJwMLgYFnLPFc0ViCrMAvx0fHCTBgSAjz4IEtR\nl4n161n/Cz77Zu1ZOHAhki8mQ2+QJy+D2oyo+QIZUU5OLONXVut/3z6gRw9mSNnJPZPhm5fHFNsj\njwg358KBC7H2wloYSJ7Ya6O1IhQuLmxlJJvrp6UFSElhSxCBiNdocKimRrYmLymXUzC592R4u1ku\nsW0TCxfK6p8TyuVjpF9gPwR5BuHA9QPCTWoDZ+rqoCfCsE7KoNvCokXMjpHNKyzARbpnlP+6dcyn\nbUOlgE4ZGDwQXd274lCh9J2JDERYL7DyB2R2/WzfzuLZw3iEQ3bAy9kZMwICsFEm18/6S+vxaH87\nsqAskZTECsnI4PopKGDRLJMmCTuvnOHTQrp8jAwfzuoenZcjIFCnYz0gHMqfIbA34TZy3bRHa2rg\nJaDLx4isrh+hTco25HL9VDVVYX/BfuFcPkYCA1m9n61bhZ3XCtavB+bMEWbfrD0LBizA+kvroTNI\nm5dx2+UjsBHFcSzzef16Qae1jt27gZ49LXa+s4Z7QvlnZ7Ps1bFjhZ/70f6PYuPljZK7fsSwVgAZ\nXT9NTWwj055aAZ0wIyAAp+rqUNzcLPjclkjNTsWEXhPQ1b2r8JPPny+LZhHp+Yze/r3R068n9ubv\nFX5yC5ytr0crER4QIMqnI7Ip/3XrmGuQJ/eE8l+7lv1W7CjX0Sn9AvvBr4sfjtyQLlSNRHL5GJk/\nXwblv3Ura6nWrZvgU3dxdsasgABsktj1k3wxGfP7C7d/cQezZ7OSmk3SdZa7do2FS0+YIM7882Ln\nYcOlDeJMbobk0lJRjCgAGDkSqK62u6imfRhDpQUwou4J5S+Wy8eI1Dft0dpaeDg5YaDALh8j48ax\nMhiSun7WrRN0o7cjc4OCJPX7VzdVY2/+XiREJ4hzguBg1jpr2zZx5jdBcjJbFQq5b9aeebHzsOny\nJslW0WK5fIw4ObF9xg1SPs927gSiogQJlVa98s/JYSWcR40S7xxG5S9VwldyaSnmC5DYZQ7JXT/N\nzcDmzcyZLBLTAwJwtKYG5RIlfKXnpOORno/At4sdpWOtRWK/QnKyqM9nRGmiEOQZhKzCLPFO0o5z\n9fVoIcJwEVw+RiR3/axfL9hFUr3y37SJ6RQe5To6ZXDIYDhzzjhVfEq8k7QhtsvHiKSun507gYED\nRXH5GPF0dsZkf3+kSmT9J19MxqOxwu9f3MGcOWyfRIK9jOvXmdtHyFBpU8yNnYuNlzaKe5I2ksvK\n8KhILh8jo0ez/cacHNFO8RM6HZCayiw3AVC98t+4UVSDEgBL+JobOxcbLoq/vjtWWwt3JycMEsnl\nY0RS18/GjYLdsJaYJ5Hrp7a5Fruu7UJiTKK4J+rWjbXRyswU9zxgRlRionguHyPzYudh46WNoq+i\niQjJpaV4VGQjytmZ3dqSuH4OHmQFEXv2FGQ6VSv/wkKW3CW2tQJI5/pZL1KUT0dcXNie4kaxjTC9\nnlkrYj+hAczSaLC3qgo1Ipd5Ts9Jx9iIsfD38Bf1PAAk8ysYV9BiMzB4INyc3XDi1glRz3O+vh6N\nBoMgtXw6QzLXj8CWrqqV/48/suYKQsckm+LBHg+ivrUeF8vE3dpP0WoxR2RrxcicORL0JD1wgCV1\n8YxJtgZfFxc87OuLzSKXeV5/ab14UT4dmTuXPTxFzGAuKwNOnxamlk9ncBzHDCmRV9EbysowTwIj\nCmC1fkRfRRMJvoJWtfKXyloBACfOCXP7zRU16ie7oQH1er2gaeiWmDiRhamJ2pZOIpePkblBQdgg\nouunvqUeO67sQFI/U83qRCAsDIiJYYk9IpGayjp2deki2inuYG7sXNFX0anl5ZgdGCja/O1xcWF6\nSFTXz/HjrCtTbKxgU6pW+Wu1wIkT7KaVinn954m6WZWi1SIxMFASawVghbtmzGDldkRBBGulM5I0\nGmyvqECjSM3dM69m4sEeDwpTvtlaRI4nlPgSYXj34WjWN4vWLKmwqQnXm5owuqsIyXdmmDdPZNfP\npk3sIgmoG1Sr/I3WioeHdOccEz4GxXXFuFJxRZT5U7VaJGo0osxtDlFdPyJYK50R6OaGB3x8sK1C\n8HYRAFhWb2K0yBu9HZk9m93wIjR3r6lhbYNnzhR8arNwHIe5/cSL+kktL8csjYZXxy5bGT+e1UQq\nKhJhciL28BfYzaFa5S9FlE9HnJ2cMbvfbFFcP2UtLThXX48J/hJsIrZjxgwgK4tlKgqO8SJJtJIx\nIlbUj96gR3puuvhRPh3p04clfR0RPst882bms5bQSAbAVtFiuVBT21bQUuLmxh6gqamdH2szly6x\nIn/Dhws6rSqVf20tK2c9a5b05zb6K4Umo7wcU/z94S6htQIA3t4sWkrw8vEyuHyMzAkMRHp5OVoE\ntpSP3DyCEK8Q9PIXf/P6LmbPZhEOAiPTJcKosFEorS9FbnmuoPPW6HQ4VFODqRIbUYBol0gUlw+g\nUuW/eTMr4uYrYnKlOSb0nIDc8lzcrLkp6Lyp5eVIkthaMSKK60cka8Uauru7o5+nJ3ZXVQk6b2p2\nqvRWv5HZs9lFEnCTtLGRVY9IlOFPcnZyxpx+cwR3/WyrqMAYX1/4iJ2wYIJp00RaRYvk5lCl8pfD\n5WPE1dkVM6NmIjVbuPVdo16PnZWVmCmxv99IQgIrtS9oDTGjSSmxy8fI3MBAbCwrE3ROWZV/XBy7\nQJcvCzZlZiabVqLI4ruY3W82UrKFjTZILS+XfN/MiI8PS57cskXASfPzWfq1CCWLVaf8m5pYgcgk\niSLtTJEUkyToTburqgpDvb2hkSJhwQRBQazgpqCJpHL5E9pICgxEank5DAJZyrnluahsqsTw7tKv\nZACwh6jAfgU5jSgAGN9zPC6WXURJXYkg8+kMBmwuL0eCTMofEMH18+OPTNmJsJJRnfLPzGSKSqB2\nnHYxve90HCw8iOomYdZ3cmxQdURQ18+1a6xjjBgNFqwkytMT/i4uOFZbK8h8aTlpSIhOgBMn409G\nQM2i0wFpafIqf3cXd0zrOw1pOWmCzHeguhq9unRBmFQJCyZISGDGqWDlmEQ0olSn/GU2KAEAPu4+\nGBsxFlvz+HdaMhAhTcalqpHZs5kyEKQyQkoK+xWI0WDBBpICA5EiUNSPrC4fIw8/zOqZ3OS/37Rv\nH0u6jogQQC4eCLmKTi0vl92ICglhNQwFyckrKQHOnhW+p2YbqlL+ej1TULNnyy2JcDftidpa+Lm4\nIMrTUwCp7KdnT5ZMevCgAJOlpcnrl2sjSaMRRPmXN5Tj5K2TmNRLnB+h1bi6shA3AbLyjN4EuZkZ\nNRN78vegrqWO1zxEJEuejCkEW6Clp7NdZHd3ASa7G1Up/0OHgB49BOljwJvEmERszduKVj2/+vEp\nCrlhAYFcP5WVwLFjwOTJgsjEhxFdu6JCp0Mez0boW/K2YGKvifBwlTCj0BwCaBYixTyf4dfFDyN7\njMT2K9t5zXOpoQEtRBgiUWkUSyQlsecz70jj1FRRQ7FUpfxF/i5sortPd0RporC3gF9PUiUsVY0Y\nlT+vPdKtW1nigMwrGQBw4jgkaDRI4VnoTREuHyPTpgGHDwM8wljPt1VVGDhQIJl4IsQq2mj1S1Ua\nxRJRUYBGAxw9ymOSxkZgzx6WhSkSDuXPg6SYJKRctv+mvdbYiJKWFoyUOr3SDAMGMM/C2bM8JklL\nU9RF4uv3b9Y1Y/uV7ZgVJUNGoSm8vFgtgc2b7Z7C+DtSgJ4EwFbRGTkZ0Bns33BSkhEFCLBA27kT\nGDYMCBCvhpRqlH9ODqtDMmyY3JL8hNFisbc6YVp5OeI1Gjgr5FfIcWyf1u4U9dZWZvnHxwsqFx8m\n+fnhTF0dtHaWRN5bsBcDggcgxDtEYMl4wFOzKM2IivSLRLhvOA5et2/DqaSlBZcaGjDez09gyeyH\nt/KX4CKpRvmnpTHFJHH1A4v0D+oPN2c3u9s7piggxLMjiYk8lP/+/UDfvqK2a7SVLm3tHTPsLPSW\ncjlF+kJuncEjK+/WLWZIjRsnglw8mB1jf8JXenk5pvr7w01ByuGBB4C6Ojtz8gwGSVbQyvm2OkFp\n1grAqhPa6/qpbG3FsdpaTJahBoklxo4Frlyxszqhwlw+RhLtdP0QEVJzFOTvNxIUBAweDOzaZfPQ\n9HRg+nRpGiDZQlI/+1fRSsiT6QivnLzjx5m7p08fweVqjyqUf3k5cOoUaz6iNOxNUd9aUYFH/Pzg\nJXMsfEdcXdkeU3q6jQOJforvVxizAgKws7LS5hr/p4tPo4tLF/QL7CeSZDxISrJLsxhX0EpjSMgQ\n6A16XCi7YNO4Br0eu6uqMENE37i92K38JbJ0VaH8N29mil/K2v3WMjp8NG7W3kR+Vb5N4+SsQdIZ\ndrl+Ll5kiRiDB4siEx8C3dww1NsbOysrbRpnrN2vhAiSu0hIYE9oG+IJGxpEDyCxG47jkBiTaPMq\nemdlJR7w8UGA0pYyYK617GyWq2UTqamSPKFVofwV6k0AwKoTxkfH21TorcVgwNaKCllrkFhi+nSW\nAVpfb8Mg40VSoqJEW9SPjSGfinT5GImOZkX4T560ekhmJiuyqjBP423sCflUshHl5sYaTtlULv3a\nNdZXdeRI0eQyonjl39zM9rbkqN1vLbbetPuqqhDj4YFQkTL3+OLrC4wYAezYYcMgiawVe0kKDESa\nVmt1obcbNTeQX5WPMRFjRJaMBwkJ7KFrJUrcN2vPuMhxyKvIQ1GtdRtOBiKkKdDf3x4bLxE7OD5e\nktIoilf+e/cC/fuzmhlKZUrvKTh28xgqG61zKygtJtkUNrl+SkuZ2+eRR0SViQ99PDwQ6OqKIzU1\nVh2flp2GmVEz4eIkfV14q7FBsxgDSBT8fIarsytmRM2wehV9tKYGga6u6KNEf3AbM2awfXmrA7Mk\nfEIrXvkr3KAEAHi5eWFCrwnIyO18faekGiSWSEhgy1Wr9kgzMtj6VqErGSO2JHyl5sjQq9dWRo8G\nCgqAwsJODz16lAUJiRxAwhtbVtFqMKI0GmDIECsDs6qr2YWaMkV0uQCFK39jDRIlL1WNJEYnWlWa\n9lx9PZw4DgO8vCSQyn569WKrLatS1NXwhIb1fv/a5locuH4A0/pOk0AqHri4sMaxVoRmKd3lY2R6\n3+k4cP0Aaps7L8WtBiMKYN+7VQu0rVvZLrFEukHRyv/sWXZ/9+8vtySdEx8dj21529Css1zIO0Wr\nRVJgoDIjSDpgVbZvUxMza2bOlEQmPgz38UG1TofcTgq9bb+yHaPDR6OruzLKbljESteP0l0+Rrq6\nd8Xo8NHYdmWbxeOuNDZC29qKEQopjWIJ4yXqdLtJ4ie0opW/0mqQWCLEOwT9g/p3WuhNydEJHbHK\n779rF+uuo4K/yVjoLbUT618VLh8j06axzOo68yWRr15l2zIjRkgoFw+SYpI69funabWI12jgpALl\nEBPD6hyeslQIoLWV9X+UsDSKopW/WqwVI4kxiRZv2pvNzbjS2IixcnSet4MHH2QJdnl5Fg5SicvH\nSGJgIFIt+P11Bh0ycjKUG+LZEV9f4KGHLIZmSRhAIggJ0QnYnLvZYqG3FBX4+9vT6QLtwAG2IdO9\nu2QyKVb5FxUxpfPww3JLYj1G5W8uRT29vBwzAgLgqqAaJJZwcurkplXTpkwbE/38cKquDuWtpvsw\nZBVmIcI3AuG+4RJLxoNONIta/P1Gwn3DEeEbgazCLJOfV7S24oQCS6NYolO/vwwXSbFaSKk1SCwR\nGxgLN2c3nCk5Y/Lz1DZ/v5qweNOePAn4+LCEI5Xg4eyMSf7+2GzG9aOo2v3WYiE0S0G9dWzC0ip6\nS0UFJvj5wVMtSxkAY8aw/C2THTiNpVEcyp+hNmsFsFzorU6nw/7qakxTYA0SS0yaxOpMmayMoDKX\nj5FEM35/IkJKdor6lH+vXiyO00RolrG3jsKDy+4iMSbRbKE3JRZy6wwXF2bMmgzMkqk0iiKVf309\nKy8wfbrckthOYkwiUnPutli2V1bioa5d4eui4KQhE3h6st4hW7aY+FCNT2gAszQa7KioQHOHujjZ\n5dlobG1EXGicTJLxwMwSTWVeudvEhcahSdeE7PLsO95vMRiwraIC8SoIMOiIWe+cTJEtilT+mZls\ns1FBvRmsZkzEGORX5eNGzY073ldLTLIpTEb9FBay16hRssjEh2A3Nwzw8sKeDq0QjS4fNYTh3oUJ\nzaLA3jpWw3EcEqPvLvS2t6oKsV5eCHFzk0ky+zFbM0smI0qRyl+lBiUAwMXJBTOjZiIt+6cfop4I\nGRUVSFDZUtVIfDywbRtwRzOstDQW26+ylYwRU1E/qvT3GxkxgpWPvHbt9lsK7K1jE6ZW0SkqNqL8\n/JhRm5nZ7s2SEuDSJVlKoyhS+aenq9KVfJvE6Dtv2qzqaoS5uyOySxcZpbKf0FC2p7tvX7s31fyE\nxk9+f6NPuay+DOdKz2FCzwkyS2Ynzs7sKd3O+lf5JcL4nuNxofQCSutLAbSVRikvV13QRHvuWqBl\nZLBcDRlWMopU/kFBQO/eckthP9P7TsfB6wdvp6irKbHLHHe4lGtrgawsdtOqlH6enuji5ITTbclR\nGbkZmNJ7CtxdlF2fyCLtNAuR+pW/u4s7pvSZgowcVjPrTF0d3DgOsZ6eMktmP3e1YZDxIilS+av5\nhgUAH3efO1LU1Rid0BGj358IrMb2qFEszFOlcByHpHZRP6p2+RiZMgU4cgSorsaFC0zBDBokt1D8\naL+KNhZyU+WeTBt9+rBk+GPHADQ2sgx5mbrrCKL8OY6bznHcZY7jcjiOe9nMMR9zHJfLcdxpjuOG\nWppP7cof+ClOObuhAXV6PYZ5e8stEi8GDmSK//x5qN+kbMPY27dJ14Sd13ZiZpTy6xNZxNubBZRv\n26aq0iiWmBk1E7uu7UJja6Oqgybac3uBtnMnEBfH+vXKAG/lz3GcE4B/AZgGYACAxRzH9etwzAwA\nfYgoCsDTAD61NKdaapBYwpii/mNZqeqtFYApkcREID1Fz/pqqnlTpo3RXbvielMT1ubuxtDQoQj0\nVPfqDMBt/5zaSqOYQ+OpQVxoHNbm7cK1piaMUUlpFEvcVv4yG1FCWP4jAOQSUQERtQJYAyCpwzFJ\nAFYCABEdAeDLcZzZ9iwqqX5gEWOK+ndF+Ui6B6wVgN2n+T8cAnr0ACIi5BaHNy5OTpip0eDzgvPq\nKeTWGfHxMGzegtxLOiX31rGJxJhEfFFwQVWlUSzx0ENAcZEBupR01Sv/HgDad5O40faepWNumjjm\nnmNyzKPIaWrFBBXVILHEuHHAgCupqJt4jyhKAPGaABxvdlO/v99IeDgqvcLxTNwhOQJIRCEhOgHH\nmt1UmdhlCmdn4DcjT6IWXYGoKNnkUGSQ9htvvHH73+PHj8f48eNlk4UPXqGT4Hp5P9w4lRVWMYOb\nGzDPLQ07vVbdtbRTK8HNBWj1jkGIby+5RRGMHZ6JWOiRCkBFVREtEOrbCzrvfghuzgeg4H6uNrDA\nMw2ZHgmYb+f4PXv2YM+ePbxkEEL53wTQ3gcQ1vZex2PCOznmNu2Vv5o5o/OCW/VxXNZeRmxQrNzi\n8CcnB/7O1fj6zLB7RvnvzE1DJDcY2ysq8GhwsNzi8KapCfj0RgJ26n8G4B9yiyMI2ysrEcHVYVfe\nAUyMGCm3OIIQk52KP5T+E9NqAHv60XQ0it98802b5xDC7XMMQF+O4yI5jnMDsAhAx2IAqQCWAQDH\ncQ8BqCKiEgHOrVga9XrsrKzEnMBuVjekVjxpaXBKSsDuvU5obJRbGGFIzUnFnKCQThu8qIVduwCK\nGwbnhlogJ0ducQQhVavF3OCQe+d3VFgI55uFcBo7Gtu3yycGb+VPRHoAzwHYDuACgDVEdInjuKc5\njvtV2zGbAVzjOC4PwGcAnrE4qcm6p+piV1UVhnp7Y2G/GVY3pFY8aWnoMj8RcXEsSk3t5Ffl41bt\nLfy2z3BsLi+HrkOhNzWSlgbEJzrdle2rVnQGAzLKy/Fc72EoqS/BtcprnQ9SOunpwIwZmJXkIusl\nEmTrnIi2ElEMEUUR0btt731GRP9rd8xzRNSXiIYQ0UmLE1rRkFrpGBO7Hol8BBfLLqKkTuULnfJy\nVr9/4kTr2juqgLTsNMyKnoWenp6I6NIFWTU1covEizt669wjFymrpgbhXbqgl6cX4qPi7w3rvy0O\nNyGBRU2baMMgCcqMm1L5TWsgQlpbSQd3F3dM7TMVGbkZcovFjy1bgIkTAQ+Pu1PUVUr7Xr2JGo3F\n9o5q4NQpVoI7JgbsWp0+zR7aKqZ9Ype5cumqoq6OtWycNg0REUBYGHDokDyiKFP5799vou6pejhR\nWwtfFxdEtdUg6ay3rypolzUUFcVax544IbNMPKhuqsaRG0cwpc8UAEBSYCBS2hV6UyN3JHZ5eLAH\ngMlGDOqAiJDSrpDb5N6TcezmMVQ2muospBJ27ABGjmQ/ILDrJZetq0zlP2KExYbUSidFq70jsWtm\n1Ezszt+NxlaV7pK2tLCazu0Kw6vdq7A1bysejnwY3m6s7MZQb280GQzIbmiQWTL7uauxmsovUnZD\nAxr1esS1lUbxcvPCIz0fwda8rTJLxoMOqddyXiJlKn+V37TGAlRGAjwCMKzbMGRezbQwSsHs3QvE\nxgIhP8VYd9qQWuG0d/kAbc1DNBqkqNRNcvMmkJ/PSvvcZtYsVoSvuVkusXhhqpBbx3LpqkKvZyWc\n2yn/YcNYkdzsbAvjREKZyt/oVJZrJ4QH1xobUdzSgpEdgncTo1Xs+jFRg+Shh5jCKSiQSSYetOpb\nsSV3CxJi7ix+Y6rBi1pIT2edolxd270ZHAz0788e3irEVCG3hJgEbM3bihZ9i5lRCuboUXZNev2U\nUOjkZKG9o8goU/n36sWsTBMNqZVOWnk54jUaOHco5JYYk4i0nDQYSGW7pHeEkPyEszMzLNVo/e+/\nvh99A/qiu0/3O94f7+eHC/X1KG1Rn2K5y+VjRKWr6NKWFpyrr7+rNEqodyhiNDHYV7DPzEgFY6ba\nnlyXSJnKH1DtTWuuzVyfgD7QeGpw7OYxGaTiwblzTNP373/XR2p1/Zir3e/u5IQpAQHIUJnrp76e\nxUhMn27iwzsaMaiHjPJyTPH3h7uJQm6qDaAwYUQBbF/+zBnpA7Mcyl9AKltbcay2FlPM1OdOjE5U\nX8KX0aQ0UZJ66lQWpqam8Hgisti4JbFdgxe1kJnJesP6+Zn4MDaWFWU6c0ZyufhgqV2jUfmrKjLr\n2jWgtNRkvfouXYBJk1jMv5QoV/k/+CB7FF65IrckVrO1ogKP+PnBy9nZ5OdJ/ZLUZ7FYqDnerneI\narhQdgEGMmBQsOkWVzM1GuysrESjivabLNbuNzZiUJEhZSyNMtNMFc8BQQPgxDnhXOk5iSXjQVoa\n85OaKUktxyVSrvJ3Ul+Keme9ekf0GAFtgxZXKlTyQCsqAvLygIfNV4dUm+vHaPWba66jcXVFnLc3\ndlVVSSyZfRgMbLPXYuMWlV2kXVVViPP2huaO3euf4DhOfa6fTrrrzJrFotulDMxSrvIHVGWxtBgM\n2FpRYbHmuBPnhPjoeKTlqOSHmJFhIoTkTuLj2XJVp5NQLh5Y06tXTVE/x46xnrB9+lg4aMwYtoJW\nSc0sa3peJ8WoaBVdXc16K0+ZYvaQoCDWKpVnlWabULbynzwZOH4cqFR+Rt++qipEe3igm7u7xeNU\nZcFiN04AACAASURBVLFY0WYuPJw19crKkkgmHhTXFSO7PBvjIsdZPC5Ro0FaeTkMKvApW9Wu0dWV\nNQlXQc0sA1GnK2gAGBsxFnkVeSiqLZJIMh5s2waMHcv8pBaQ2tZVtvL39ATGj1dFirqlDar2TO49\nGceLjqOisUICqXhQX8/iw02GkNyJWrwKadlpmNZnGtycLbe4ivL0hJ+LC07U1kokmf2YDfHsiEpW\n0cdra+HXrjSKOVydXTEjagbSstVw41nXUNlY6kEqm0PZyh+QLwPCBojIbIhnRzxdPTGh1wRsyVX4\nA81iCMmdyFmfxBZSslOQFGNdGxo1RP0UFAC3brGEu06ZPp3Fg9bViS4XHzqWRrGEKrJ9dTpmvFqh\n/Pv1Y5E/p09LIBfUoPzj44GtW1l9GYVypq4OLhyHAV5eVh2vipvWTEyyKYYNYzpFjhR1a6lrqcO+\ngn2YETXDquMTAwORonC/vzGAxExw2Z34+rKCYgqvmZWi1Vq1ggaA6X2nY3/BftS1KPiBdugQbpfv\n7ASpA7OUr/y7dQOio5nVolCMlQfNRZB0JD46Htvytik3Rd2qEJKfMN60Sl6gbb+yHSPDRsKvS+cr\nGQAY2bUriltacE3BLcusdvkYUbjrJ6+hAdrW1rtKo5jDt4svRoaNxI4rCn6g2XiRHMq/Iwr3K/xo\ng7UCACHeIYgNisXefIXWXDl6lIUf9O5t9RCFXyKbXD4A4MxxiG/b+FUiNTXMqJw61YZBCQksgkuh\nOQwp5eVICAyEk5VGFNAW9aPkVbQNK2iABWbl5wM3bognkhF1KH+jWanA6IuCpiYUNjVhjI1dmJNi\nkpSb7WtFlE9H5EpRtwadQYeMnIxOQzw7ouQGL9u3M0Xh42PDoJ49gdBQFnaoQGzx9xtJiE5Aek46\n9AYFPtByc1nJzmHDrB7i4gLMnClNYJY6lP+gQcwVceGC3JLcRapWi3iNBi5mMvfMoegUdTuUv1wp\n6tZw8PpBRPhGIMI3wqZxUwICcLS2FlWtrSJJZj8pKTa6fIwo1PWjbWnBmbo6TOpQyK0zIv0i0cOn\nBw7dkKkdliWMF8mGlQwg3SVSh/JXcIq6LRtU7YkNjIWbsxvOlCis5srVq4BWyyJ9bESprh9bXT5G\nvJydMc7XF1srlBWW29rKvDdJtv9Jiv0dpZeXY5K/Pzys2r2+E8Xmzvz4IzB7ts3Dpk1jnR7FDsxS\nh/IHFKlZKltbcbS2FlPNFHKzhGJT1NPSWISVjSsZQJ4U9c4gIqb8+9mjKduyfRXmy9q3D+jb16oA\nkrsZPpwlTebmCi4XH1KszJMxhSJ/RyUlwPnzwIQJNg/t2hUYNYq59sREPcr/kUeAy5eB4mK5JbnN\n5k4KuXVGYowCq3za4fIxEhwMDBigrN4hF8ouQG/QY0jIELvGx2s02FpRgVYFdau306BkyNk9xAyN\nej12VVZaLI1iiWHdhqG2pRbZWgXFGqelsdyKTjL+zSHFAk09yt/Nja2HMjLkluQ29mxQtWdsxFjk\nV+XjRo0EW/vWUFXFisVMnmz3FEpboKVcTrFYyK0zuru7I8rDA/urqwWWzD6IeCp/QHGun8zKSouF\n3DrDiXNCYnSismpm8bxI8fHiB2apR/kDirppmw0GbK+oQIKdS1UAcHFywcyomcpJUU9PZ8vUTlLr\nLaG03iH2+vvbo6RCbydPAh4erEy/3UyaxCZSiDvL3n2z9ihqFV1by3xzM6xLKDRFZCTQowcL5xUL\ndSn/GTOA3buBhga5JcHuykr09/JCiJvlOjGdoahs302bgDlzeE1h7B1y9qxAMvGgqLYIeRV5nRZy\n6wxjqQclRGYZDUo7FzIMDw/2kFdAzSw9EdJ4+PuNTOg1AWdLzqKsvkwgyXiwbRswejTLquaB2Lau\nupR/QADwwAOKSFFPKS/HbJ43LABM6zsNB68fRG2zzEXEGhtZPR+74gd/guOU4/pJy07DjKgZcHW2\nz51gZKCXFwjAhfp6YQTjAW+Xj5HERBaKKDOHa2oQ7OaG3h4evObp4tIFk3tPxuZcBcQaC3SRjJdI\nLJtDXcofAObOBTZulFUEAxFSBViqAkBX964YHT4a267I3A5r+3b2YOWxh2EkKYnd/3IjhMsHaIvM\n0miQIrObJC8PKCuzspBbZyQmsmsuc/kKvvtm7VHEKrq1lSW72Bk00Z4HHmCX59IlAeQygfqU/+zZ\nzDctY+LN8dpa+Dg7I4aHb7w9ighVE8DlY2TsWKCwkFWdlIva5locuH4A0/t2XpLaGpTg909JYQ9W\nO6Jw7yYoiGWeyryKFsLfb2RW9CxkXs1Ek65JkPnsYu9eVouse3feU3Ec+0mKZeuqT/mHh7MgZxnj\nCYW8YQGWor45dzN0BpnaYel07IEqiD+BpagnJLDniVxsu7INo8JHoau7bWU3zDHO1xc5jY24JWMS\ng2AuHyNiahYruFxfjzq9Hg/YVKPCPIGegRgSMgS7r+0WZD67EPgizZ0r3u9IfcofkP2mFVr5h/uG\nI8I3AlmFMrXD2rcP6NWLPVgFQm7v3KbLmzA7RrgfoauTE6YHBCBdJtdPaSlw7hyroSQYc+bIuopO\nKS9Hoo2F3DpD1lW0IHG4d2JcRefnCzblbdSp/OfOZV+yDIk3uTaWnbUWWW9aAV0+RiZNYhE/JSWC\nTmsVzbpmbM7djDmxwv5NcjZ4SUtjaS525gyZJjycPfT37RNwUuvZWFaGOQIaUUDb7ygnFQaSISnv\nxAnWqrFfP8GmdHZm2wdiWP/qVP7R0SzyR4bqhBu1WswODISzgNYK8FOVT8nDCY3WisDKv0sXFpkr\nR0DJzms7MTB4IEK9QwWdd3pAAPZWVaFehpLIgrt8jIjpV7BAYVMT8hobMcGKTnG2EK2Jho+bD07e\nOinovFYh0kUS6xKpU/kDsrl+NpSVYV5QkODzDg0diiZdEy5rLws+t0WOHwe8vHhmDZlGLtfPhosb\nMLffXMHn9Xd1xYM+PsisrBR8bkvU1bEtrpkzRZjcqFkkXkVv0mqRoNHAVZDd6zuRbRUtkvIXaxWt\nXuVvvGkltJSvNzXhSmMjxgtsrQBt4YTRMty0Irh8jMyYAWRlsaoRUqEz6JCak4q5scIrfwBIkiHq\nZ9s2VuiLZ86QaWJi2MRHj4owuXk2lJVhrghGFCCT8s/NZRnTI0YIPrW7uziraPUq/6FDWeGLc+ck\nO+XGsjIkBgaKYq0AP/krJUVE5e/tDYwfL01jCiP7CvYh0jcSkX6RosyfoNEgvbwcegmNjk2bRHL5\nGJHY9VPSVrt/qo21+61lVNgoFNUWoaBKwljjjRsFjMO9GzEukXqVP8dJ7lfYoNVinsAbVO0Z33M8\nLpReQEmdRLukly+zOiTDh4t2CqldyhsvbcS82Hmizd/LwwPd3d1xQKJCb83NrMDXXHEWMgzj70ii\nB1qKVovpAQHoYmc13M5wdnLGrOhZ0lr/69cD8+eLNv2MGcDBg8KuotWr/AFmsUqkWYqbm3Gurg5T\n7Kjdby3uLu6Y2mcq0nMkMpWNJqVI1grA4v0zM6Upx2QgAzZd3iSay8fI/KAgJJeWinoOIzt2AEOG\nACEhIp4kLo6Fe0rUKU+sfbP2zI6ZjY2XJTIM8/PZ65FHRDuFcRUtZFFjdSv/UaPYLkhenuin2qTV\nYqZGA3cRFSUAzI2di/WX1ot6jtuI6PIxotGwpmDbJKheceTGEfh38UdMYIyo53k0KAgbtVoYJLCU\n168HHn1U5JOInUrajsrWVhyuqcEMEY0ogNXMOl18WppV9IYNzIhycRH1NEI7OtSt/J2d2ZcugfW/\nUasV3VoBgPjoeGQVZqGiUeTWgRJYK0ak8s5tuLRBdKsfAKI9PRHo6oqDIrt+WlpYfL+oLh8jEl2k\n1PJyTPT3h7fIirKLSxfMjJqJjZckuPEkeUILv4pWt/IHJHH9lLe24mhNDaaLbK0AgLebNyb1moSU\nyyIHyCcns+9O5B8hwJ7PGRlMmYkFEYnu72/P/KAgrC8Tt3zwzp0sAleAMjGdM3o0cOsW6+EsIhvK\nyjBXxH2z9szvPx/JF5PFPUlhIZCTI3DqtWk0GrY9J1R7R/Ur/wkT2MblzZuinSJVq8Vkf3+72zXa\niiQ3bXKyqBtU7enenUUU7tol3jlOF58Gx3EYHDJYvJO049E25S+m60cig5JhXEWvF8/lWKvTYU9V\nFRIEquLZGdP6TMPJWydRWi/i/szGjSwF184uZLYyb55wl0j9yt/NjX35GzaIdgopNqjaEx8djwPX\nD6CyUaRkIqPLZ/x4ceY3waOPsueNWGy4tAHzYufZ3a7RVmK9vODv4oLDNTWizN/ayuK6JXH5GFm4\nEFi3TrTpN1dUYIyvL/wkUpQerh7iu34kfUKz+yE9XZhK3OpX/gCwYAGwdq0oU9fodNhXXW13c2l7\n8HH3waTek8RrSyehy8fIggUsAVIM1w8RSebvb8+jQUFIFsn1s2cPK14bESHK9KYZN465Ma5cEWX6\nDWVlooZKm0LUVXRREXD+PK+e17YSGsoqcW/dyn+ue0P5T54MZGezG1dg0svLMc7XF10lVJSAyDet\nhC4fI+HhrN5VZqbwc58rPYfG1kaM7DFS+MktMD84WDTXj8QGJcPFhfkVRLD+G/R6bK+oELQarjVM\n7zsdJ4pOiOP62bSJdVoXtNpe5wi1QLs3lL+bG/NXiuBXWFtaigXBwYLP2xkJ0QnYX7AfVU0C10aQ\nweVjRKwF2trza7FgwALJXD5G+nt6wtvZGUcFdv3odEyvzJNm7/pORHL9ZJSXY0TXrgji2fPaVjxc\nPTAjagY2XRIhKESWJzRz/WzZwj/q595Q/oAomqWytRV7qqokt1YA5vqZ2Gui8FE/ycmSxCSbYv58\n1ttXyH4oRIS1F9Zi4YCFwk1qJRzHiRL1s38/c/f06iXotNYxdixQXMwiWARkTWkpFslgRAEiraJL\nSoBTp4CpU4Wd1wqCglgJoc082xXfO8p/4kTg2jX2EogftVpM8veHrwyKEhDppk1OZg9KGejeHRg8\nWNiErxO3ToDjOAzrNky4SW3AGPUjZCnu5GRZDEqGszM7uYDWf41Oh8zKSsFr91vLjL4zcLzoOMrq\nBXxIb9zIai7wbDxvLwsW8L9EvJQ/x3H+HMdt5zgum+O4bRzHmaw7yHFcPsdxZziOO8VxnDjlA11c\n2HpIQNfP2tJSLJTJWgGAhJgE7CvYJ5zrR0aXj5GFC4VdoK09z6x+qV0+RgZ5ecHdyQnHamsFma+1\nlXkTFkq/kPkJITRLO1K1Wozz84O/RFE+HfFw9cD0vtOx6bKArp8ffgAWLxZuPhuZM4cZUXV19s/B\n1/L/E4BMIooBsAvAK2aOMwAYT0RxRCR8zVMjArp+ylpacKimRtIon450de+KCb0mCFegSkaXj5F5\n81jClxChakSEdRfXyeLyMcJxHBYEB2OtQLV+MjOBPn1kcvkYGTOGlSe+dEmQ6eR0+RgRdBVdWMjq\nIE2bJsx8dqDRsLw8PrV++Cr/JADftv37WwDmCs9yApyrcx55hCV7CVDrZ0NZGWZqNJIldplj0YBF\n+OH8D8JMtm6d5FE+HQkJAR54gG1Y8eXwjcPwdvPGwOCB/CfjwZLgYKwpLRWkzLPMBiXDyYndJwJY\n/xWtrdhfXY1EGY0oAJjx/9s78+goqm2Nf4eAIqAMSUiYIiKggoRBfKJ4hauACCgCihhmg4qzqJfn\nsLzwvNd7VRQEg4RJZoIyKyAiApJAEsIUIAMJhCFA5oRMJOlO1/f+OAkGyNBdVd3VTfq3Vq90V9U5\nvdNdvc8+++y9Twfp+tGl1s+aNdL0dnCUz/VotXW1KuTmJNMAgGQqgKqGdwL4XQgRJYR4WeN7Vo2H\nhzQtdbD+ncFaAWSN//DkcO2haomJwIULMiPaYPRy/aw5scZQl0859zVsiOa33IK9GuvtFhXJWj4G\nLclci06un42ZmejftCluN3C2CQAN6jXA0x2fxo8xOtx4TjFCy0n8H3/IquxqqFH5CyF+F0Icq/A4\nXvb3mUour8r06U2yB4BBAN4QQjxa3XtOnz796mPPnj01/hPXoEOo2qWSEhwrLHRILZ+aaHhLQwzp\nOAQ/xWj8Ia5eLT8bg3+EgFya+e03oLBQfR8WxYK1sWsNdflUJKB5c6zW6PrZulXWbvHVd+thdfTq\nJbXKiROaunEWIwoAAroEYPXx1do6OXlS1kAycN0MAPbs2YPZs6fDx2c6xo+frq4TkqofAOIA+JQ9\n9wUQZ0WbaQDeq+Y8NWGxkC1bkrGxqrv4NjmZ4zW015ttCdvYa1Ev9R0oCtmhAxkZqZ9QGnnySXLN\nGvXt95zZw67zuuonkEbOFxWxWWgoiy0W1X0MG0YuXqyjUFr54APyo49UN08rKWHjvXtZWFqqo1Dq\nMVvMbD6jOROzEtV3Mm0a+c47usmklRUryCFDyDK9aZP+1ur2+RnAhLLn4wHcEJQuhGgghGhU9rwh\ngAEAtJkT1VGnjpySrVqlugtnslYAoF+7fjidfRpJOSorLh48KHdpevBBfQXTQECApq8IISdCMOr+\nUfoJpJE29evj/oYNsT1bXSnu3Fw5hXdoLZ+aGDtWfkkqN3dfl5GBwZ6eaGDwulk5devUxchOI9Vb\n/6TTuHzKGToU2LtXXVutyv9LAP2FECcBPAHgCwAQQrQQQpRvR+UDIEwIcQRABIBfSOpUlLQKxowB\nVq5UddMmFRXhVFERnrDT/qJqqOdRD893el79Tbt6tdS2BvvGKzJ8uLxp1eRHlZSWYG3sWgR0CdBf\nMA0E+PhgdZq6BcWNG+VyTJMmOgulBX9/ubl7aKiq5qvT0vCiExlRADDafzRWH1+tLi/jyBGZfm2H\nTdrVcvvtMt1ADZqUP8lskv1I3kNyAMnLZcdTSA4pe36GZDfKMM8uJL/Q8p5W0bWr/FT27bO56cq0\nNIxq3txum7SrZbT/aKw6vsr2m9ZikdEJo0fbRzCVNGoEDB6sbnlma+JW+Pv4w6+xI6ue1cxz3t7Y\nnp2N/NJSm9s6mUH5F2PHSkPKRk4XFSGxqAhPOsG6WUUeavUQzIoZh1MO2944JAQYNcqpjChA2nVq\ncC4NpxdCSOt/xQqbmpHEirQ0jLPrhqnqeLj1wyguLcbR1KO2Ndy1C2jdGujY0T6CaWDsWJu/IgDA\nimMrMNZ/rP4CacSzXj081qQJNmVm2tQuPR2IjJQ7NTkdL74oy6UXF9vUbEVqqlMaUUIIBNwfgFXH\nbfQ5Koo0opxwhB44UF075/pm9CQgwOabNiIvDx4Aet5+u/3kUkn5TWuz66fc5eOE9OsnE44TE61v\nk3UlC7vP7MZznYyqf1A9Ac2bI8TGqJ+QEKn4GzSwk1BaaN1abvC+ZUvN15Zx1YhyirClGwnoEoA1\nJ9bAolisb7Rnj8ysut/YnJLKUFsr7+ZV/m3aSPePDSlwy8tuWKPjxqsioEsAQk6EWH/TFhXJHUFG\nOc/CaEXq1pWGlC1ehZ9ifsLA9gNxx6132E8wDTzj5YXwvDyk2bBxwdKlwIQJdhNJOzZO0fbn5eHW\nOnXQo1EjOwqlnvu874NvI1/sObvH+kbLljn5l2Q7N6/yB2zyV5YoCn5KT8cYJ3T5lNO5eWd4N/S2\n/qbdvFkGjrdoYVe5tFC+Nm/tUoazunzKaejhgWe9vLDSyoXf6GhZScEJcu+qZvhwafla6c5akZqK\ncT4+TmtEAcDoLqOx8riVVkd+vvwtOekMWi03t/IfMQLYvVv+umpga1YWujZqBL/69R0gmHomdJ2A\nJUeXWHfxkiXAxIn2FUgjPXrILPnw8JqvPZV9CqdzTmPA3Y4vo2sLE319sSQlxarF+WXLgHHjZISy\n03LHHcCgQVYVTSy2WLA2IwOjndiIAmQAxca4jSgwWVEZbf16WTrGySKXtOLMt5x27rhDroZYEVKy\nPDUVY538hgXkTbslYUvNlT6Tk2V8/7NVlVtyDoSw3quw8thKjOo8CvU8jKkOaS1/a9wYRYqCQzXk\n3ZvNMox+/HgHCaYFKwMotmZno1ujRmjj5EaUbyNf9GnbB2tjrCj2tnSpi3xJtnFzK39AfmlLqreU\nM00m7Ll82aGbtKvFq4EX+rXrhx9P1FCjZPlyWZ/FoHrjtjBmjByfq6v0qVDBimMrMMZ/jOMEU4kQ\nAhN8fbEkNbXa6379FejQQT6cngEDgKQkWd6gGlzFiAKAid0m4oejP1R/0ZkzsoLnkCGOEcqB3PzK\nf8AAWYsjOrrKS0LS0zHI09Ph+/SqZWK3idW7fkhprTi5y6ecNm1k8vGGDVVf8+fZP9GwXkP0bNnT\ncYJpYLyvL9akp6PYUvXi/LJlLmRQ1qsn/VM/VK0s00wm7M3NdQkjCgAGdxiMhKwEJGRVs2vZ8uUy\nYMLB2086gptf+Xt4AC+9BCxeXOlpkliUkoJAJ14UvZ4n2z+J87nnEZsRW/kF+/bJH6sTlXOoiUmT\nqvyKAACLjizCpB6TnHoRsSJ+9euje6NG2FzFelNWlizn4BQVPK0lMFCOWGZzpaeXp6ZimJeX4RU8\nraWeRz2M6TIGS48urfwCUir/myzKp5ybX/kD0gJevbrSmP+o/HwUWCz4u1Pl1VdP3Tp1Ma7rOCw5\nUoX1X77Q6yKKEgCeeUYWkDx9+sZz2UXZ2Jqw1SVcPhWZ2KIFllbh+gkJkWuojSvd+85Juece6aOq\nJHy63Ih62YWMKACY2H0ilkcvrzx8OixMuk17GLNFqL2pHcq/bVv5BW68cRu3hSkpmNSiBeq4kKIE\npOtn5fGVMFuus8IKC6X/ZKzzhkNWxi23SN9/ZV6FVcdWYVCHQWh2m3OVCqiJYV5eiMzLw8Xrdqwn\ngQUL5ITU5Zg0CVi06IbDe3NzUVcI9LrDOfMvquL+5vej1R2tsON0JeXGyr8kF9MN1lI7lD9Q6U2b\nX1qKdRkZmOCkmYjVcY/XPWjXtB1+PXXdllghIcBjjzlJUXjbCAyUSxUVS+OQvOrycTUaeHhgpLc3\nlqSkXHM8IkIubj/+uEGCaeG554D9++WOeRUot/pdxS1XkUoXfrOyZFbzTeryAWqT8h86FDh27Bq/\nwpr0dPRt0gQtDN6OTS2B3QOx8PDCaw8GBwOvvWaMQBrp3Bnw8wO2b//r2KGUQygwFaBv276GyaWF\nV1u2xIKUlGu2eJw/H3jlFSeP7a+Khg3lQsXSpVcP5ZjN+CUz06kTJKtj1P2jsDNp57W75S1fLiN8\nnKwwnZ644u2njltvlX6FCmGfC13QR1mRUfePQnhyOM5ePisPREVJi2WAcydBVcf1E7RFhxchsHsg\n6gjXvFW73347Wt5yC7aVLfzm5ACbNrm4QVm+Ol9WMn1lWhqe8vSEl4tGxDSp3wQj7huBxYfLIg5I\nOUK/+qqxgtkZ1/xFqSUwUDqVzWZEFxQgxWRyupKzttCgXgOM6zoO8w/OlweCg+UN65ImpeSFF2T5\n+PPngbySPPwU8xPGd3WVeMjKea1VK8y7dAmANCgHDQJcJBqych54QG48sGOHyy70Xs/rD76O4EPB\ncuH3zz9llGDv3kaLZVdcV0uo4f77ZbTChg0IvnQJgb6+8HBBH2VFJvecjB+O/oCSjFS50OuSq4h/\n0aiRXKsODgZWRK9Av3b90OqOVkaLpYmR3t6Iys9H0pWim8OgFAJ4800gKAj78/JwRVHQ14Wi5Sqj\nR4seaNGoBbYlbvvL6ndx3VATQtWONnZECEG7yrRuHS7Pn4+7pk1D7IMPuqy/vyL9V/THf2NaoOc5\ns1zwdXESEoDejxKen3bC/KeD0adtH6NF0sz7p04h9aLA4cl3Izb2JtArRUWAnx9GbdmCh1u1wjut\nWxstkWaWRy/Htn1LseaTIzKb2Yl286sJIQRI2nRX1S7LHwCefRZL2rbFU0LcFIofAF5/4DV4Ll8H\nTJ5stCi60LEj0LbvLhTm18Vjdz5mtDi68GrLllhfmIrAyYrrK34AuO02XJo8GTtyc10yWq4yRnYe\nic5bIpH31BMupfjVUuuUv+LhgbnDh+OtX34xWhTdeObS7TArZkR3dKWMoeqp2zsIdQ+/6ZKhg5XR\nILsBLIkN0fgZFZsWOynBw4fjxV270NiGvQucmfr0wFtRdbD4bw2NFsUh1Drl/2t2Npo0bYpe8+db\nVerZFfCYPQcJYwYhKGqu0aLowrnL55BQshdK9GgcOGC0NPowdy4w8EprLMi+oG7zcCejRFGw4MoV\nvJmaKrPnbwbWr8et93bGfwq24Yr5itHS2J1ap/znXLiAt9q2hXjmmeqLybgKJ08CkZF46MPvsC5u\nHdIKrNtExJmZd3AexvqPxZuvNEJQkNHSaOfKFRm+OvN5T+SWliI0N9dokTSzLiMD9zdsiPtefBEI\nCrJ+Nx5nhQRmzcJtH3yE3m16Y9nRZUZLZHdqlfKPKyzE0YICvODtLaMV5s69Np3UFfn2W2DyZHh7\n+eGFzi9grotb//kl+Vh0eBHeeegdBAbKJMvrkkldjhUrZNRgh/YCU1q3xszkZKNF0gRJzEpOxtut\nWwP9+wMlJXLTJFcmIkLuVDZkCD545APMjJhp2x6/LkitUv4zkpPxZqtWqO/hIStetm1r1UYvTktm\nJrBmDfD66wCAKb2mIPhgsEtPWRceXoh+7frhrqZ3oVkzWUV49myjpVKPosjx+d135evxvr7Yn5eH\nxCuu+x3tvnwZhYqCIZ6eMqfkH/8AvvrKaLG08e23wNtvAx4e6N2mNzxv88TPJ382Wir7QtKpHlIk\n/UkuKmLT0FBmmUx/Hdy2jfT3JxXFLu9pd/79b3LChGsOPb36ac6LmmeQQNowlZrYZmYbHrx48Oqx\ns2fJZs3Iy5cNFEwDW7eSXbtee4t9cvo0Xz950jihNDLg6FEuvnTprwPFxWTLluSRI8YJpYUzZ+RN\nlpt79dBPJ37iI4sfMU4mGynTmzbp2lpj+c+6cAHjfX3RrF6FLQAHDpR/KxaTcRWKiqTbasqU9gf9\ntwAAFBVJREFUaw6///D7mBk+EwoVgwRTz5oTa9DBswMeaPnA1WN33gk89ZTMu3E1SODzz4EPP7w2\nrv+NVq2wOj0dmS4YJXMkPx8xhYXX7tF7661yajNjhnGCaeHLL2VSV4WKpMPuG4aU/BTsT95voGB2\nxtbRwt4P2MHyzzaZ2DQ0lOeLim48uWoV+dhjur+n3QkKIp9++obDiqLwwQUPcm3MWgOEUo+iKOzy\nfRduT9x+w7mjR6VhWVxsgGAa2L2b7NCBLC298dzL8fH85PRph8uklRdjYjjj3LkbT1y+THp6Siva\nlbh4kWzalExPv+HUnIg5HBoy1AChbAduy79yvr90CU97ela+qfTIkbKQTESE4wVTi8kkrZVPPrnh\nlBACnz72KT778zOXsv5/PfUrhBAYcPeNRem6dgX8/a3b5N2ZKLf6PTxuPPeRnx/mXbqEnCp2xXJG\nzhQVYUd2Nl5p2fLGk40by4Jv33zjeMG08M03cmGpkmJLgT0CEXkxEkdTjxogmAOwdbSw9wM6W/75\nZjObh4XxREFB1RcFBZGDB+v6vnZl4UKyf/8qTyuKwh7ze3B97HoHCqUeRVHYc0HPamcroaFk27Zk\nSYkDBdNARATp51e9vBPj4jgtKclxQmlkUnw8P65utpKSIq3o5GTHCaWFjIwa5Z25fyaHrRnmQKHU\nAbflfyNzLl7E402bonPDarL2AgNlrX9XsP5LS4H//hf49NMqLxFCYFqfaS5j/W9J2AKTxYTh9w2v\n8ppHH5VlH5ZUs2+9M/H55zIIproqxx/7+SHo4kXkukC48emiImzMyMD7bdpUfZGvr/wt/ec/jhNM\nC7Nny81pqqlL9GrPVxF+IRzRqdEOFMxB2Dpa2PsBHS3/HJOJXmFhjC8srPni4OBqrWmnYfFisk+f\nGi9TFIXdg7tzY9xG+8ukgfJZyobYDTVeGxlJtm5NVrZ040wcOCDXKK5cqfnaMbGx/PfZs/YXSiPj\nYmOtm6Wkp8vIGWf/n8rltGLd5Zv933D4j8MdIJR6oMLyN1zZ3yCQjsr/n0lJHB8ba93FJSXSr/Dn\nn7q9v+4UFZFt2pD791t1+ca4jewW3I0WxWJnwdSzKW4TuwV3o2JluO2QIeR339lZKA0oCvn44+T8\n+dZdH19YSK+wsGtDkJ2MuIICeoWF8bLZbF2Djz8mAwPtK5RWpkwh33j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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x, y[:, 0], label='first')\n", + "plt.plot(x, y[:, 1], label='second')\n", + "plt.plot(x, y[:, 2:])\n", + "plt.legend(framealpha=1, frameon=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that by default, the legend ignores all elements without a ``label`` attribute set." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Legend for Size of Points\n", + "\n", + "Sometimes the legend defaults are not sufficient for the given visualization.\n", + "For example, perhaps you're be using the size of points to mark certain features of the data, and want to create a legend reflecting this.\n", + "Here is an example where we'll use the size of points to indicate populations of California cities.\n", + "We'd like a legend that specifies the scale of the sizes of the points, and we'll accomplish this by plotting some labeled data with no entries:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+EGzevJm0tDTWrVvH448/PuD9dYVCQtpGIoZJp4d4m3zs/fAIlnHxWC1m6isb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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "cities = pd.read_csv('data/california_cities.csv')\n", + "\n", + "# Extract the data we're interested in\n", + "lat, lon = cities['latd'], cities['longd']\n", + "population, area = cities['population_total'], cities['area_total_km2']\n", + "\n", + "# Scatter the points, using size and color but no label\n", + "plt.scatter(lon, lat, label=None,\n", + " c=np.log10(population), cmap='viridis',\n", + " s=area, linewidth=0, alpha=0.5)\n", + "plt.axis(aspect='equal')\n", + "plt.xlabel('longitude')\n", + "plt.ylabel('latitude')\n", + "plt.colorbar(label='log$_{10}$(population)')\n", + "plt.clim(3, 7)\n", + "\n", + "# Here we create a legend:\n", + "# we'll plot empty lists with the desired size and label\n", + "for area in [100, 300, 500]:\n", + " plt.scatter([], [], c='k', alpha=0.3, s=area,\n", + " label=str(area) + ' km$^2$')\n", + "plt.legend(scatterpoints=1, frameon=False, labelspacing=1, title='City Area')\n", + "\n", + "plt.title('California Cities: Area and Population');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The legend will always reference some object that is on the plot, so if we'd like to display a particular shape we need to plot it.\n", + "In this case, the objects we want (gray circles) are not on the plot, so we fake them by plotting empty lists.\n", + "Notice too that the legend only lists plot elements that have a label specified.\n", + "\n", + "By plotting empty lists, we create labeled plot objects which are picked up by the legend, and now our legend tells us some useful information.\n", + "This strategy can be useful for creating more sophisticated visualizations.\n", + "\n", + "Finally, note that for geographic data like this, it would be clearer if we could show state boundaries or other map-specific elements.\n", + "For this, an excellent choice of tool is Matplotlib's Basemap addon toolkit, which we'll explore in [Geographic Data with Basemap](04.13-Geographic-Data-With-Basemap.ipynb)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Multiple Legends\n", + "\n", + "Sometimes when designing a plot you'd like to add multiple legends to the same axes.\n", + "Unfortunately, Matplotlib does not make this easy: via the standard ``legend`` interface, it is only possible to create a single legend for the entire plot.\n", + "If you try to create a second legend using ``plt.legend()`` or ``ax.legend()``, it will simply override the first one.\n", + "We can work around this by creating a new legend artist from scratch, and then using the lower-level ``ax.add_artist()`` method to manually add the second artist to the plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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vvEG3b98u9s0wGfz9/WnKlCl0/PhxsrGxKbZt0RkyJo/TarX06aefUocOHYpF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\nqjRp0iTZp0FOSkoie3t76t+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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "\n", + "lines = []\n", + "styles = ['-', '--', '-.', ':']\n", + "x = np.linspace(0, 10, 1000)\n", + "\n", + "for i in range(4):\n", + " lines += ax.plot(x, np.sin(x - i * np.pi / 2),\n", + " styles[i], color='black')\n", + "ax.axis('equal')\n", + "\n", + "# specify the lines and labels of the first legend\n", + "ax.legend(lines[:2], ['line A', 'line B'],\n", + " loc='upper right', frameon=False)\n", + "\n", + "# Create the second legend and add the artist manually.\n", + "from matplotlib.legend import Legend\n", + "leg = Legend(ax, lines[2:], ['line C', 'line D'],\n", + " loc='lower right', frameon=False)\n", + "ax.add_artist(leg);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is a peek into the low-level artist objects that comprise any Matplotlib plot.\n", + "If you examine the source code of ``ax.legend()`` (recall that you can do this with within the IPython notebook using ``ax.legend??``) you'll see that the function simply consists of some logic to create a suitable ``Legend`` artist, which is then saved in the ``legend_`` attribute and added to the figure when the plot is drawn." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Histograms, Binnings, and Density](04.05-Histograms-and-Binnings.ipynb) | [Contents](Index.ipynb) | [Customizing Colorbars](04.07-Customizing-Colorbars.ipynb) >" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/matplotlib/04.07-Customizing-Colorbars.ipynb b/matplotlib/04.07-Customizing-Colorbars.ipynb new file mode 100644 index 0000000..57cbbf4 --- /dev/null +++ b/matplotlib/04.07-Customizing-Colorbars.ipynb @@ -0,0 +1,569 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n", + "\n", + "*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*\n", + "\n", + "*No changes were made to the contents of this notebook from the original.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Customizing Plot Legends](04.06-Customizing-Legends.ipynb) | [Contents](Index.ipynb) | [Multiple Subplots](04.08-Multiple-Subplots.ipynb) >" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Customizing Colorbars" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot legends identify discrete labels of discrete points.\n", + "For continuous labels based on the color of points, lines, or regions, a labeled colorbar can be a great tool.\n", + "In Matplotlib, a colorbar is a separate axes that can provide a key for the meaning of colors in a plot.\n", + "Because the book is printed in black-and-white, this section has an accompanying online supplement where you can view the figures in full color (https://github.com/jakevdp/PythonDataScienceHandbook).\n", + "We'll start by setting up the notebook for plotting and importing the functions we will use:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.style.use('classic')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we have seen several times throughout this section, the simplest colorbar can be created with the ``plt.colorbar`` function:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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BsHGB0C+kAtk7H+JWerTAcgM96mvWc5NFy490DI1j7CcO2irUFo8O4mxrMLYxtVw+cdKu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nx4w76IT9F7Kq15yXS87v2/CvzVlxz7gwVDSDsvSgYZm3XZyMaULCEbsEvAhgPbl89oy0dASiwf\ncZMWrsFQL3S5oXVnYHV5NJjIjgBZ8FJ3rLOjJ/HDbYbLw5St3bkLhjt8A3lJUGtE8aAmUeo3pmHD\nL47gHfsxgJ/qtehK4D6+p5NRYi1rV5KTZ+FH/9wrHx0fu1VG0oQSPO5hZZw8o03c0ariVvMBoSMr\nUAk5rMw1+DB73H5hzlvrChDK/dXtrKT8Rqxl4UlfnnQmM9o46z0JrTz7hEqvLJQFHRe4PBgu48LK\nVMJGrZxINWGSEMmrD80nqps8sjPNG/4hyczzXSNfSB93oNyXorqFHsvOxM7Onl2fgQM7e4Zj5SHG\nVPLSC3XvAl6oMZ9bVuFTN1KARB//zDoUK6jflZYTCdsDrA+OdViKVbgxsTKXa44n7k7dY1HrxUTT\nT2zsjEzzxnEMBG85DrUDXysIndmUkMEtq/C5uJjwRZ5vWYfaStTuoPz9CfCJZ3h1YV5W5iVxZmJT\n0dRWAfSc0fGz5CJPjOxVgTIzvDoYwsZ00FYZ9NuLZAOO7GiSWkRdrdCHD3oST+I561B+s0+yZbmJ\nr+DxleFxmbNqSOGiNm4oW/LM1RZOqUvQaaWJLYWcyAo0DPeriHl/pTXvjT5YMIzUznUChCO+aHnJ\noK4EeDDAhdlk+OizxgKCughZ3J0eDG8lCaCN/4irKRaE615rV1k9x1ewL7A+WC5u4cLMysJW4oU6\nq2zKlWoSoZbnkZ0Jx5Gt54OBYx6IXzC8NnAMUyqOk8UuCuJCBUFREj0Y9h0Izha+rt18LpFyZgWV\nRwLC5dWF+WFlMYk7Y176Oo1WGg4od0Cae1QgdDgcG2Op2DREzBAZvhA57M4sdaN9gk3u2Ua7NbsH\nQ51JPqM+ZqjBUCtSVV3QxxDjQwLCyzKxGpGZObvKIzWxOBTLsFLl05A/UQuOdhbWtNbcQHxl7odh\nHy3D+9GRiyikUWe6dQ6HL8I96KKwh0g0K9MQU8t9DYai3SUD+FKrUF73AfG+WV3vGvauZ178cUkl\nEdvieO1esWb3uNo/2iHUbk9LSahrAGFkTxYhGz6DYhwMcTHEaFiHAz8c4GYYTQUmAUFZ9MIL4ZNe\n8Gd8geskSm8hal707nJJrER4teEekjU4P6ws9lI4MmZVMbMWp7DaPq1jlyzqAc+Ay5Exy4zlYGMs\n8UYsHJ8MxGFlGUhb9fRuplJj2fHmKeWpQzU9X+DcOuzltCu72hfYFsNlnhUQLkVWvAJDKbSqLTzI\nr2qNoXwqeRJtofYxfhmyyR8wfbBgCBTLyCk32ZYAenIGhAKWsDj2aWO+bEwTWBHu3hpURbPomsLn\ntLy44X39WS/k4hLmhRWnFB/cl4F1EgAU7T6xkoQ8CbeO6iTzMxZfjnz9qBKJXFbDRsSUZwBjI8Mn\nB4M92Jxnc4E4jzCPqW2XgKA8tPVza9GfBZVEOaD4IDFVbY327vIY4cFj5p1x3ioQmgSE1QbaS2mN\n3rAoe26lHlWXIiWQONjxOEY2PANL4c3BwGEGjlcD3m1MU2C6gJHONbrSoC/DOQsdvMQyPFOifXY5\n/x2WXHK1jKxW5KTKisiOPNasQLUSracge5kk/bhm29oW5XF3+giG9yTpseE42POyD2xMxSo0xM56\nTPVk+6uReVqxS2BaIy6Qdh5oQRZX503ihXCdVT7T9tn1iS4XxzrDOk/sRmKDY3GNRcvvJW44q+yg\nRcqMdQxoyCpikKQJaynDSa5i7VAymAP74HHjzDh69m1kWyfig00n5815jLCvLXwqfIDiRc+Ts8eS\nOuyYZWOcN8bRMy0bk1tzVvxSnmdlGbYbz2JRCkLCA8/Azpgt6Kn1IKCRmR3HPI3s48q6BKbVM69p\nZ0mRE701+8wifBOZkdcTbblX/rd9TnuOt8WxuSovW1Gc9XnPSZRqGaYboHuByq2pTT2qEvXszGo/\n813p/ZXWvDf6YMGw1sunbXjSg2RQ7s7BwMTGwZDdKEmyODY3MjrP5cEzbxv24UjbpjwMQQm7Fuh+\n18lZNhlaV1DFy6KDw2Zhnge8swTrisUnbs1WQK8C456D/ZIxl1RBTZfICQgIRBw+i3jgwBPTUBNq\nu6Yq+KPzbG7ELyPztrLvI95f2C8zvLLgLfihrU28FSs8a2coryVmKPxxgIvgDsiNAdy4M86pmHqa\nN5z1JUmibZ05g+DCistusrYOB3y3f71mU2t+3WNysg0WDiwza5adteSoNzMyjp513Lk87LgQsP7A\nbeCyZWhEPvpYobaWz7LJ/W6UDHxaXtJjYHcj+5DPKZ/bzlRCKZJo28p7cy4srxWY17n2WNSkzatp\nVB5EPc3zDuJvRe+va817ow8WDCmWThL9IQMgiAWQhFomyE05PjTmjGpyHVccgcsUsFPOosWA9elh\ngMHHsg/Z6gUfweT3oy2nBKTWSZj0nLpvGw43pF6LxnIYg9RCVqduLEC359dVuBM4BvXenjW9PDT1\nG+5TAfJaTrI0byjRVilImvDW4R9ySOEY8Q8XvLcE7wjeEqPhCAPRW4gDhCFfpC18SQ0c5GRipygy\n05zHuANM6qiTmi14nDRdcIHJrBWsm8Kp9CzgKBxKpSDJDpJJ2u1Wo/QscGlxGGoHnUNZ0D4nqkRe\n5I5YAs4GnPUM08H4kGobRWasz1nZDIJlT7K0+tIyo/giMuOL7BiCs2nmjWltXl1LK+EhAUeRj5WJ\nwFjSS7J7SZfWCOm2Zw6PnpUn8iIxxbvRx2zyfSkJSMDkWzhwNDGfiGHHMTLisyBPjEVHXpgbh9Pi\nsSZgxwMzRiS7KG5Us++3a1sThqEV7sw6ic3oaFayZsdyfjXIbRvhTjtq5vI9iY4JfMnnq+CmmGEq\nGUxgd7Dlfx+Lw5OaGRwFZCoor2VRBeMI1hIeapeciCEEWwaAy7NXk87iMRBjZ1GoLgVOOlKr52E4\nUjPRctV653AoICj/ljLHnjnvqpnz38lV3sv39QjMJBMpxpzgLtnNdPLiGZkzHySeqNNVI1uxLQeO\n1EWcgBsDw9iChkzouykzVg2myvAtYNzukrkGw7q9zhWZSDIyKaVZZUmHViTGHLCNvKR/TdDnGJS8\njNnTuKNv+zFmeD8KDAwE0hajFOXZgJE9W4OewIAj4PFsTNj8LIW5YlfqBVgjke12rn7spLHnXZTr\n+SVhrotMQLG22+oFu9X8usBBwE8Acmo0fG8ZDpk7yV5O3DGAz+XGO46Boyymke30HOQ9bS0d1hJt\n+jvOpvzbGQ8KrxQg6ILoW/zWQGi7s9JJIadgvN21LUGUOhgrYLAZZIYsGak3957vU+KlxWeeJLXk\nsrzUc5hxVCUp5wU072vZKTzoykK1EtMyo4FQHFgdI9bNjOVRZaS0WSgAuGebWdJKMiqjnluC4SP7\nWOmctsLDJDcBd084+BgzvCeJLqvk8jJzSoC8WtpDJ8AO3amjFulq4RZ6UxdBQBBogDA9V6Gv2hpu\naX/de09/Zs+LJYXuBJBiDsvV9LdhI2Q7QFxJz94dt/6uHiugz1VCDmLF6Gt5E+otJ8nzVv6396JN\nFx2M+PJdsW6HbOlWe6nWGgpXDgxDvq6URqpJFZcVq/xOKkKa1O/K72mwjdySmV55voQ0L89k5kyJ\nakvylmINDVdEwWk3OV1H4oegVI1Gi9HwNvf6iYv9RUcfMBjKICQ9w1AsmKMIcLWdWgEWrddbgK0l\nWF/fGj95i4ICw/R3C4R1X/VQ9K4WbMkQV9dagv9GWQwVLMXCSKGCa0kz6npTjV2yLmpFZuua9XNW\nzhYq0ADjS0jzFaQUqFqK7bPUDPYtpiogtc+tq51+Jza/fGCL3TMw4BCntwwBKDJzLTdPW4BW/d67\nykxNaZxbjLV43F7JTbX+tOqvq+FWt0dRNOncU1LyyCAo/YDuRh/d5PtRKh6BSGwsKxGF3tJIz7e1\ndxMPPAGTs/54z1E/b0IDytlruY4Dh0z+08/63wN1N8XZoKEK6hUAx/z5KVt4/e9yA/xuvYYWGF9K\nruNvb0XdUkym+zdJkAgIufL3oT5Xj3vkI6QOZSmMEPHFIkyqtX9uZeaWnPQycw95Se9d8/6lXsdB\nDUL08lQ9iToDJb2WOGtQK0lkZeVu9BEM70sCiJAEPZn1KUAOcmPl9VFeA0WfarrlCuvjvYR0POas\nYFULs74W/R2xCuT7Itj966Be6+sIDIhjdeR4mf6uuIgCsvpqe8A7O199nW9SlPscL69Bpa1NEdCS\nY/T3uh732jJL/3pAAZUUJZTzku/ekpnnQFy/L+f8pjJzi5f9Panqof6tZaY/npaZXoFpJZP+PohZ\nfvRxzkbSvjX9UosZGmP+PeDfIlVf/R3gD5K22383J6P8jDF/HPgWkt74thjj9z33G/XGynMrfLaD\npnehN4kbvlt8pZ6xP10czwulBoKUYrqmowHgt6c3udY3jb1qMs3r62q5lyzVWGy9dDbyribXANzb\nc+bLJy/wtMy8DMSqNZ2ov/I3CYc8S3c0MjW9dFSoMeargD8HfD0Jn74lxviDTx37rcHQGPNPAv8O\n8E/HGDdjzHcD/zrwdZyM8jPGfB2pEeNvAr4G+H5jzG+IMZ5KY+9S3LLGzrTZS7VcvFpuL7OCeovz\nJdZBv33w1vefsqxuuWbyHXtynPZzNWj+HL3NNfY8f6lFeet+6e9XK+l6Lkz692tRPrPGbsnFS2Xm\nufM8o7N78S4y03/3TWWmtbafPs+3pvfnJr90VOifBr43xvj7jDGO1IbkSXpXN9kCnxhjDtLO35/M\nJ/c78r//BSij/L4J+K4Yowd+1Bjz94B/HriJ1q27KDE0ETxTNKR2IXqX7yUxsLOF9BK6BU69u9XG\nnmqhsHYRdTwsUX19ZoHIbwyNW9nGwdrYYhs7ekkM7G2SBHCdXKrv346x6vum46QSX3XK/RcLxtNv\nDdIxtfpv8vpA2ju0oYK3iZneU2Z6edHlSdpV1269u5KTeq/acEI9pryn46bp81Vm7kbvz01+dlSo\nMeYrgd8eY/xmgIw5/+i5A781GMYY/y9jzH8G/APSxNXvizF+vwxryZ/Ro/y+Gvhr6hA/md87Pz61\nn2ENCkvQOD3rTNtRROV2llRexwZU3zxjClpgq9CdlerUMpPaoVmSHrrsZC/5wkMJbsjCbxvwkmZN\nlRN1fJQsBClMarlyNAutP8f0ui6K2hDjzVzJW5n29LreA51xr2U9NfOdXu/oDGqSiUjE4GjBSstK\nTbrZ7nj1955KTuhnuAZFrYBfSldF2if3Qr/WicGaca/3UVaBJBMPJLFIeQ0VHG2WJ8nKG8VRDZZ3\nofdXWvOSUaG/BvgZY8yfB34z8EVSWO7J+X/v4ib/MhJK/2rg54D/xhjzB7gORbwVh3/gO36g3Pav\n/vTX8as+/fVIqUktJWiLhqXuSo8KgFq3lV67fFJtMfG71NPp131Guy/dqBZgLfMw1EFH8p4cR85a\nmCjlJGlxtEXluhqtrbkMzXk9l4V/LvP+HD2lgG7t3Emv9ay/ClgHLquDI3+2bjcbaGNdtdTkur5S\nl6vour6zmj55X84rPWtr883l5drKEyC8Lum5rsPs5SbJkgBZwCr5qnKTXutypVp/OxD5kc9+gr//\n2U8253MXumVo/sxn8A8/e/Kr7zoqlIRrvwX41hjjF40x/znJevyPnvrdd3GTfxfwI3kmAcaY/w74\nrcCtUX4/CXyt+v7X5PdO6V/6jn+ZgM07Rl1peOrRy/+6EPVsZ8XZgoMWEFvNfx6X0jEVrUnPwOV6\nx0Wt5pIC4nSmUvXnOUj7UaICv/6302Z7WfJ6+oXetHXGqdroQrcyMOV8EsjWgg3tousdJtey18bR\nqlWuLT643qXTglF/H9PrVA0XCrcGZDfGRETAkGwRDldX3hclCxR4xmKDnxUz1/M6txqPTpmexQ17\nz+FWzeUtRdVy4pozsuFgLN9L+5CGK/mp5edjd6yv//SX85s//cry9//wnX/36jreim6B4S/7ND2E\nfvg7rz5yh1GhPwH8eIzxi/nvvwz80edO+V3A8B8A32CMkckZvxP4G8CXgG/mej4VNzoAACAASURB\nVJTfXwH+kjHmT5Hc418P/PVbBxcXp/bmtXnrftq2tqH3+55DwTVIVuugd5XEkRQ6TobjDLavlRPX\n41q4q/YVsKm7jnshTx1b9Kd3ZN6U/Ea72GrxsW7/4Mp7qwLJ+m+3FhfUhVjd+VCSLW2N4HUMUYcc\nauyvDWPI0aV11tl9arcm6oYFqURmIxbQi/giI/r+6Z0+0s2l5fyYZeccJEOxt+q56T6J+jebuGEk\nj1g4lxddjH7bazgDvfpoz1x2sFsOUkMLSLE/KTyvlqGUaFfvQXcO1/JxN3p/McOXjAr9aWPMjxtj\nfmOM8YdJ2PRDzx34XWKGf90Y85eBv0W69L8F/BfAV3Ayyi/G+EPGmO/JJ7UDf+hWJhnE3ZGF44o1\nIOPEayeP2vRANrGLcO9KD3osITpCqJ1ZpEtLCEN+L1uMuRGBBsTBpmYDQtZlEFENCawLqUOLuS3Y\nchX6LFMLstStsVobBsPGQNqD3SdhBnW82gsnLRbdE0eEvLa/qucjn5MFqc8ZwMZ8jUHVqMXIoBoS\nHLkZQTR5+Q0D0RiCabeZadUgINQ3saj3dceXK5D91lNRVbq9fwKYaq15fb8LR6qcVA5VgNzy3JlT\nBZplRnf0kcYVR5YlkZlegWqZGYYDMxwMQ2QYjqaRxZnMtBDu8xZLd8WZSNqfnuRlZcBx1oGmtvuv\n8N/LiQDqXeg9ldbw8lGhf5hkfI3Aj5DK/p4k8wQe/YKRMSb+kfgfI1PjVtX/78JM3xNQBkRdC7vF\n7yP7PhK8La2qDm9zaypT+/hBNu2lT1d3UtqLHmLeJZhBIffpG7Jgu9E34DjaqtGlrVgdDrojLe3l\ntTT/n9VggLEMCEhAunDJ35M+xzIwoB8X1DYMk3PQy97FnXH3DEdkOGrfRxMyNwIUPdB6fpkf+Z9y\nv75IamEVHBwGDmsIbiDYgWBdOaMEgFMDSrviwp7vpzQ21VcoHX5qx2fd/HQs/f98+czYdAVa87/t\n6uGx7MeEz+3MrmRGHqBkpmlldFtmXGZabmuGParMqNZm47jjnMeZXl7a+yny44oMyHu9nDwyZqCr\n8iTHksk78t7Ov2J+kNi3JXpDMsZE/sUX4spfM+/8e/eiD3oHip7yUVpPZUHvO//WhTKy+ZngLetl\nqn36LhN4V5uXnk1+Sz5QouugXSWX/3A2d7i2YOEY4Jgi++TBBYwLjNPOOO24yTOOO944Rvas75MA\nixsmbnrdN5v+C0X7JxKHUxzLtGjSIlkyqEq36BZ0t9wOKzD7tfTnG3cYNlLD29DxJKjXQv3+QHmZ\npcnkrdTWkvkTwQWiC6zzTnAXgrOpkWnpzWdJA78mLDO1S3XMP1lbcUmCYceVn4/qkZzBMQOhQIRu\nFztxyZ2id0bWOBOCZbtMeG/ZLnPq5+htlZl+FMJZ09tbMmMBY/Kzbbp+Hw4OF9ldkhm3bFjnmZcN\n6wK7c0zZHpxwxXuQJOGi5GUoEVbHoW6kdLeuMWrxm/aiVAUs70a/1HagvE/SSf8a6RjLUt+zcMuA\nnJ2R9ZjZ1oltHdnXiWMdYRthG67nfPQPyRO0+YJr0l2csyWkhZvJwDSCG4lLZHMH27Ll7s5pPu04\nbizUDGZyceqkE1EBEqPSpT+1jLhadqLplzJZpbUQKgxszNvGuAXGHazMgunnfJyBYgrW3aaz+TAd\nb8wIywTYSJg9fvRs88Y4beyqlVay0ZYChLocJnUpTAmQNBBC702uwYPqdredofW4hZWZbZ/Y1zQK\nYV9HWCfYLaymnYGi+dPPzHmqRE9kRGRGj4gY5W8DboRlxL+e8cvO9pi6gfvFsc87k11Jse5aIJUO\nXxNeLstM288nyUutrziKl1AHbV2yEr2jm/yxa839KK09g3R8kc7EVdvPGQwfEiCuC/vmuDw+cLye\nYXOwmToBztPO+hBBP5sA17f/F3Inz/pxNQnOwGJhe8BPE36d8H5lebDEZSAY7UdJssLjSK0XdOJB\nSECwnSjtVXBgy+rhUoR8YmP2K9Mlz/eQEaE7dTiWHofZW0AaCM8Wfm2q0wJgrygUb+wIdoZpCaxz\nYJs9dkxT7C7M5dAy3kESL47UrLaWGFW/XS/5av+4Yn0mrmSVEWe2y8Tj44LfRuLrBTZb5UUrT5mS\nd8ujuMUXkRF5ltcyKEuPUS2TAw1sE3Ea2dY0s2ZaVsKDTeNfVRa7FlEneExKxOUTb2koMWFfAhPi\nUy3FrLgjGH5s1HBfqlp+aOI7W3ZzyqSwdeHx9cL2OMPjAo9DFWo9G1gvfv1arEEt5FABQEw2uA2E\nstj1jGAZx7mQQHGx7DlxE7zleDVkq0Fqy2oLK8de4K5tn5qoZhiryyPW4aQAcWFlXlfmx4NR+CFz\npDUgyoIP1IUfqMCoAVErCp0zKG4xddhRv/AtdRzmDmaHZYNx99glMCwBY2qhd8SwcEFmlgRqT8K6\n46I2b5VscwXDSamIZCE+hge2y8TlccE/zvA4waNJPHhU/BGe3ALDMyAU3mi+6Fk5L5GXiTQLfB6J\nu2XNCb4YDXEZ8jXXyeIp++6zK70VVallxZQ6RWkNW8evSux54cma5Dejj2B4P9J1XYGhZIZrBGzi\nkYV1Xbi8Xtg+f4DLDF/K1uDr/Njyswi1WIcaDF+q6c+AULs7evi4CPUr2gHtx8RxDFwE3V6BsXUE\nQRphVLteX3edqZ1dRFVIwqS4wgUILyyPK8tjxD6SFvojdaHLQ6wgzQ8BSj0E6Tm+CAj2A9kd7bB0\nscrVWE57wKsjAitmiWBq+9GAZcqt+nVX6r7vdswgKNM+pNhIBw4ucWF9nHn8/IHjcYbXY5IPURQi\nMxoUe6/iOUAUGrpHrzz12FSRFwFFUUbHAOGBTVU7mKXuw5LMcC1DqyVGqZGZcEYXbNce63Uka1Kc\nd6OPMcP7kQTCY+cmh5wJXJnZ/cTl9cL6+QN8PsPnpoJgv/h79+dWDBFuazUdI9TWj8y9lcHoj1Sh\nlnnNQT0Ox8HCanKZxauAy6UVK1NOsNS6N12nUL1RXT0ppRhJw5dIqgCh8EQWveaJgKBYzjpG1oPh\nU9peeKJ51IOhuIIr7TzrbHmaA14RMWzEh1qGk4DQluB/2koWkRIjqGEV2XLXF6hI0mS9zKyPM8fj\nAq8dfE56iKyI7IiV+Jy86BjiLb7IcxNbzsc/kxdthco9iDM+Gi42YIbIMB05PJLm/7Sd088KwHU0\nNQFoGzfcmI87TnF6f6U1740+WDCEuv8zKE0vs9N2JtbHmfX1Ao8KCD8nlX1f1PPZ41YsCJ5f9FcB\ncFTMh3Y4u7ie4oqLRWgcYZhZbao5s3N1d0Wgdc0h5VWg7iBp909IycXCyryvPDxGhsfMB60cPqcu\ndr3gxVIUXqz5vAUMnwqKnyUJxBoUhSFWs3bDxQUnPRtgMZFjWAlzSoI4JiZ2dmRmSUCGeLVkFEd0\nzjRX1e1JefrLlIDwNfDzVEUhQKgtxVsx57Pk2y2+GM7BUMvLhaQcerkpvDEwTGzDkRSoDYzWsysg\nrLva0+73egrSwrXuNqo1rymjPLGxPH6MGX6w1Nbf18KAjZQxXi9zco0fTRXiL1G1/YVW6/cxoadi\nh2d0lj3uBVtihCLYfSKibjKGYWJ3gW3ccePEPux4NqRUum6aqzEgySan17EU5ur6xPHYmB4Dg1y/\nPJ9ZzeIWasuwTzS9qWUolrK2Ds8UhFhVui5mgGGAeTgIbsVbx5550u847ltO1V1L7YinUoF3mdgv\nU1KeoiS0zAhvhGcvBcQ3tQzP3GMJo/QWufDFANaAm9lHzz55toeRCSlU34qLLNlkGapW7eWoQLCO\nYB3ZmbeV+Z7W3Ec3+X6ktzppwd6Y2Y4p1RBeRliHahHqZxH0/iELUgfIRQj7rHJPZ4I9U2OFr6kx\nwr5cpViEtJbCNLNNnmne8XOqpZxUzLDtpqP3udZ9HanAdi/uz7h7Jm3pnfFBK4mzpIo+/77Mpidt\n/WhlIUCo44TaUtZgKLzJ8TXnYBp3tk9SUcyWLUK5ZmibHUBt2KBDK7Itb1sTGLJO8NpUwBNeaPnR\nHoVWFrcSKrf4guKFhFVETuRZxwiFR2KNH7QlSxYYB8I0sc8bfh7ZhwSEdc+1/FBLsuVvKPFCXxSp\nY2das/K8F30srbkvicsjrnLZXuctfhthnVsrp9f08rde+LL4BSyeS6QIaSDUmVLR8BIT62OEfYGy\nCLd8d0rCvU4T07SlecbUjVlSZ6ipdrTRNnOqN5yOlelypPIZHR/UlrPwRN7vAVFn3DUg1o4I19ck\nD8ke68yxzlr3VqE+jqWAqZlgnGEMO86mEEC1COvwphozTI1NAu1mxTXvTNp3h99HeLTX8iIP7TL3\nMqMTTs+V2QidKU9RDvLcxyI1EMJ1HHYExoltmhknz/ywqjUisnOyr15tuZSidcm1z+vGJPf+XvTR\nTb4v1WE3AzLl1mPZ1imB4cVUAdWa/HOutb22BES4e5ewF+6eeuHWAi0xsTMXkPxs1UPA8wLMI8E7\ndj8SxgpxUPvx9SRaXgR7zDtLxt0z6oUrbp92j/v4mAZMHTfslcRThdd9+OBR8UMAZFZ80WVL8n29\n4C9gF5g2z/SwcWFWSSOfb0M1P46iZegA0RIOx75OsI7n8tLLjAbJp8IrAvLwMstQK09HGyPULrcO\npWgwFHlbDcc6EfyFPY4EU/fhC/WlNelZT5WsDRqm9cDIergXfQTDe1OSimr7OHwc00b5y1wFSS9m\nWeACAD9P1fJ9/FALd2+pNOeQV6y+wQM1M6qD37o+r3eNdQmOZBIn4GFgv0yEVxf8WCNjZ12WJZOa\nDlnrxorrsx0YXUakLb4+Y/olWpDUJTe9xaxd5QPiAUasQbh2kUfa8hkBEK0cDNdhA7G4FzAruCVi\nH3Snlmr/9CTjMnVJTsCyb2lvOhdXFeCZvOjYoQZErSh0RcJNeYFTmZHQwYWqKBZaANS80UA6q9+f\ngd2xrRPzw0pwHfifyk0NMWgeurDjvDr2vehjzPB+dJ08yYK9JysKb1rXRWt5HQjvH72mLzdNpFGb\nQXrBddsHDlPBY6EFDZ0QkMWurULR8CLYK5ALsfc4cpjaQUVatWqqlXS6E0lgDBtWagTXk4e2CnVC\nRS94yS7v+b0AcYcQYA8QY3pdzsWmbbejza+1myz8PUsKgIqD0Sai5LsrjBu4EHC27X3zFOk2t6lZ\nh0tbMz2tvGi5eVSvb7nL8vkCXCIjWl7kH3UgNWsN2RcvYFpKrdQz6uvaWpY4o9SsrgNhzw0l3Ln3\ncEZ6LrUlMG0+WYVi6d6LPlqG9ybJnZoi3GG3hMv/197ZxdiSVXX8t6rqnO6+9yKgCUxk5MMQQF4k\nGAcVjUQI4EeIj0QjCfFNEw0PyuCL4cXwYhATJTEqX4IoiMmYECCETJQE/AiZDMKAY8jwMQjGaCYy\nc7v7VNX2Ye9V9a999unTfef07XOxVlJ9TtWprlq1au3/XnuttddewsrGBqs5c5o+ssk35Iqfrj51\njvknrHfrOl5J45xgMZqtQ51JBFD+RafqeU7iNb999GuVFibSuotKuc+waTsaBSD/XvIfqrVcsH7C\nCfQrOD6FtoVVC21flgpAU8GiiYGPRQOLVfT7rQWQvCKr+hpdPseMkedklVoLzaqlqX3B+TBp0FNJ\njfUMW+ku2raG1WI9Yp7Lw1OQ1IeoIDl0nL0I2E1ERzR/0NzJ7C++gbYaO061lmHdpyyW8jACSYAY\nvLJOwWjIqWxaxEIdpmlme04XWB1vbeXOEMKZcL/nYDg6xCEFVLyaiM6c8Aaf+4O0oWtPP4ikZTSF\nvKV4y/UmL8PkydyyJeMY8BC6FKHMp6r5zIMcCIce3p/DaE9jubF+OabHbiL3A/n3qNj91PJwC1Et\nRR0OP8HUYkyi6G9GEDw+iSCoo8KSVBqg6qE+haPTBIancHRIHIJpighMo6MadVar0BvoKTSngeqw\nnzTikhx07Zth2NjV40hCLUNNNle9UT+z7z/uvAdGPfHeV3OQ/Bx/yA3jf47isROLgGhMrWXVl5KF\nP/hxU4kxxnR0J9UdtaQzmzmOJDSvdP/pXrasjrdh5c7XA+8968J7DYaeXuOvLoQqKXY9dWKrfioY\nOggqGJ5C1DxFh5usW4eRg5F02OPj3KWcfz0W8bvJ1OLJU0xcwT1nbbAMjbBqCL1NevfSKmyjQ7yb\nflffnj+Ot1mXjfrMtPEnkFzdhCcSGCpunCUVGA2ZU+CwhWULfQ9HPSz6OJSWsjxrwZJhCHjE2DDT\nM1Q9kwasMlDyTjP6DdP3tk61CG2KWyoT9ZmWfKohXn0aXtYeR8e60zc1Ov1cCdwcPASuRb6+wxQ7\ntXPwzXXF9WYFrCLQd31NV41tJSdda0WXHWi6bgqGd8bQduvqeIlqxpU7rwHf3HbhvQVDn6Y/WTcj\n1LGacKkmYe7czgHRh4ADEKqzTBPsNBys5GDozT4Pjxpx2NzEy5UsQm/szqsr9+BvrIZhT3zm0crJ\naQTBCBBV6Gk0T1Jz1nLrME+pSfunN+Hxm3CyGiep5KmYuSdVg53ehr2pd6cREK8BB25GOhDmroO8\naIQAe7OCpu+oq3ytmbMBsSPqS/DOszS1TtOscnfLMcnSD6z1GoNQXTqbwNAl4ykHLVFv3LY+ivr8\nBGNqkva36s9z/q75rW0o+sEyX7hqSrrkwJDB2naYY/OuAyiXN+beujreppU7t114b8FQS8UMLzmV\nXi+mwvimlpCC4TAEOGE910RbRC8X0yGP+gyXTMu7aMTkRvQJ3WRs6DrLYFOeWgv0Y0l5B0Iv7OU0\nXY9E1tIIffT9OIio+8CRTNHNG1hq06tjuHkMj69GCeWn51JRyXj34JkjQ0A9eSKqFGSZpN+oz1RN\nUAX1ZHTVbQfLMZ2myoDHczF1Cc84mrBxJJED4rEcU9+qq0ZLelqNOOX64j2Ou1ZKOuOKUOpoqyix\nE5GJRo7dR5jPZkqXCpm+dMM9pzRdojTlaqpbxWW9M9pkZv592jbTk10dr7By54fN7JdCCB846757\nC4Y9ujx6GvoESyX7mSq39ugOiLnih3iVqVnkTV4voF5td3blma/OwGHGtZ9zfWxcQ/oM0169NPG/\ni24AB//p/OQyDYsLdd1onOTXVQDOO4oTCMdwcgo3T0ebWZv8ivX20jH6+r25uzGjQWMDqhXUx1BX\nUKnrwGV0wDoIChhaB1XXj88qw71I66VMHRxaX+LhPJ2nWtRD56m+Fo26aDTGmVe7OU8QVOtRo2sS\nQVJ9cZnkuZ5tdqmJZTgdIue646U/IncdlUaxt023vDBtsgx/PG1Ov7d2xg5Wx3sV05U7P0JcufPO\nBEMYp1UNAZSuir281h5Uk0VHLTpkXsWrrUcRNKyoPT2UNcPHL236dMB0R5gOhxbrgKS+PMdd9dWk\n9TT63mir6Wp9Tl6KSS2jJgVPzI1aVW430bzNakpHuvfJaQJDyumJpTh7LhV3GuTZM4OL8ASWy1i7\ncK0zyGdgKN8JXyyMEeQSdYWOo6OJPmYfTajRr5t2opPk4yAHVW/cx+zm4ybJOOD5zbWD1bSbZCp3\nNhV2yZWiYJhuGYMoUyBU3dGOw0u/GZm+qB7uhG7u8mJKW1fHY/PKnWfSXoNhnlozLMWoLzBX8Lwn\nnaRDuDK7puUJZI6cGjd1qhg1tWE9H6JO1/IJyylaqMM/BcMMkHyE1bWj8/9syfhcUwlfT8qEFa6v\nPkSxClcruNlNXWW6afss1STwLiJPLvFmPoxCT2DZQJW/r7xIQc53T3T0F2SQU3HGTmub9SUHxAko\nKOjlQ2M/piieS8Yl4ADo0qkYx8XuZT0FDqbD403WrHYY7diEvQq2LwoaOfD1r6e8VYToY3a2Si7P\nJ0WX5jPcujreGSt3nkl7DoZTZe97iy9f16DQF7pJeYARJd0azD32ebNH/lkTrp2nY6bDoBPGULHP\nRavXHW65i2mwCllTRl3LomQlgiTRtmEUWW4d+rVzX2UHbQenq+mEE51ppimLJQOiYdpFOJeT2gJ+\nnVW83zJv1Iola9YyE4wZS1CNq0w7Bek8W+oYZfXV7EpWcwlghvfggtThcB6O1xe6SWd62Syd79Jx\n56kXdlwyBAfP0ufMPRn6cQ5/BMSprujQ2Oc2VX2Sm04d3alluNOLDZSGvq8qHP8P4Bdk/63AWy9y\n7T0HwzIATF6cAqJ3wGtg6Gi5yra8yeuQR3t6Dw3kVuEpU6VOvftwnbo8DCkBYXouT6Ttlg2+psd5\nZxesXdNjOrnCCyCsWlh1I8eaTqO20KaYqRdWcfKApAZVBm9FiPdbqlWcN3r1XYlcmm50/EPZKtyo\nLyW5bO08VV/UbFUTUsf6noit/19Tzqiusht6RxrGIf1ZvPlnB7S2tnh9iXJ5GSngphOvdkp3QAZ3\nRnsOhvFNefWa0Ke0GidVjrzXnziEHX1KgKeats075qTZ1IoyuYWQlLs0JM4VO7OAzktDOSv9303X\nVId5GyO9bTt94l6+5wZlbvv4JbUpGusS9ZHvini/0DJGvqFglWWf55ZLCSCFckBUyi3Sol7oE/lT\naZ5hrjPevFxyai8r0OrNl+u86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+An9phfpYvyuE+8XxrtExj+M/B8M3uOmS2Js1Tuu2Ke\nlP4c+GII4R1yzJPPYT35/PUpuvg8UvL57WI0hPA7IYRnhxB+kCjHT4UQfgX4u33kN/H8beDrZvaC\ndOiVwBfYUxkTh8c/ZmaHqTLTK4n5tfvI76ZJE+fiMQ2lHzOze9KzvkH+57uHrjqCoxvwWmKk9mHg\n3qvmR/h6OXEC6gPEaNvnEq/fC3wy8fwJ4GnyP28hRuMeAl59hbz/NGM0ea/5BX6Y2Ck+AHyEGE3e\nW56JExAeItZwew8xC2Kv+AU+AHyTOEP9a8AbgadflEfgR4DPp7b5jqvS58vc5qTrmWaaaSb2a5g8\n00wzzXRlNIPhTDPNNBMzGM4000wzATMYzjTTTDMBMxjONNNMMwEzGM4000wzATMYzjTTTDMBMxjO\nNNNMMwHwf3ceQw5DTt3BAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 10, 1000)\n", + "I = np.sin(x) * np.cos(x[:, np.newaxis])\n", + "\n", + "plt.imshow(I)\n", + "plt.colorbar();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll now discuss a few ideas for customizing these colorbars and using them effectively in various situations." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Customizing Colorbars\n", + "\n", + "The colormap can be specified using the ``cmap`` argument to the plotting function that is creating the visualization:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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7LIfYKEEsSeNm3c9prAX+pe17M3BxM/K9qmGQ2rcEubjKmluBVzmx5WztV62d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\nkUcemVWmyg4hlz8C8COttW8H8A0APw7gUwD+DMC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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(I, cmap='gray');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "All the available colormaps are in the ``plt.cm`` namespace; using IPython's tab-completion will give you a full list of built-in possibilities:\n", + "```\n", + "plt.cm.\n", + "```\n", + "But being *able* to choose a colormap is just the first step: more important is how to *decide* among the possibilities!\n", + "The choice turns out to be much more subtle than you might initially expect." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Choosing the Colormap\n", + "\n", + "A full treatment of color choice within visualization is beyond the scope of this book, but for entertaining reading on this subject and others, see the article [\"Ten Simple Rules for Better Figures\"](http://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1003833).\n", + "Matplotlib's online documentation also has an [interesting discussion](http://Matplotlib.org/1.4.1/users/colormaps.html) of colormap choice.\n", + "\n", + "Broadly, you should be aware of three different categories of colormaps:\n", + "\n", + "- *Sequential colormaps*: These are made up of one continuous sequence of colors (e.g., ``binary`` or ``viridis``).\n", + "- *Divergent colormaps*: These usually contain two distinct colors, which show positive and negative deviations from a mean (e.g., ``RdBu`` or ``PuOr``).\n", + "- *Qualitative colormaps*: these mix colors with no particular sequence (e.g., ``rainbow`` or ``jet``).\n", + "\n", + "The ``jet`` colormap, which was the default in Matplotlib prior to version 2.0, is an example of a qualitative colormap.\n", + "Its status as the default was quite unfortunate, because qualitative maps are often a poor choice for representing quantitative data.\n", + "Among the problems is the fact that qualitative maps usually do not display any uniform progression in brightness as the scale increases.\n", + "\n", + "We can see this by converting the ``jet`` colorbar into black and white:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from matplotlib.colors import LinearSegmentedColormap\n", + "\n", + "def grayscale_cmap(cmap):\n", + " \"\"\"Return a grayscale version of the given colormap\"\"\"\n", + " cmap = plt.cm.get_cmap(cmap)\n", + " colors = cmap(np.arange(cmap.N))\n", + " \n", + " # convert RGBA to perceived grayscale luminance\n", + " # cf. http://alienryderflex.com/hsp.html\n", + " RGB_weight = [0.299, 0.587, 0.114]\n", + " luminance = np.sqrt(np.dot(colors[:, :3] ** 2, RGB_weight))\n", + " colors[:, :3] = luminance[:, np.newaxis]\n", + " \n", + " return LinearSegmentedColormap.from_list(cmap.name + \"_gray\", colors, cmap.N)\n", + " \n", + "\n", + "def view_colormap(cmap):\n", + " \"\"\"Plot a colormap with its grayscale equivalent\"\"\"\n", + " cmap = plt.cm.get_cmap(cmap)\n", + " colors = cmap(np.arange(cmap.N))\n", + " \n", + " cmap = grayscale_cmap(cmap)\n", + " grayscale = cmap(np.arange(cmap.N))\n", + " \n", + " fig, ax = plt.subplots(2, figsize=(6, 2),\n", + " subplot_kw=dict(xticks=[], yticks=[]))\n", + " ax[0].imshow([colors], extent=[0, 10, 0, 1])\n", + " ax[1].imshow([grayscale], extent=[0, 10, 0, 1])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABsCAYAAADJ2WELAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "view_colormap('jet')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice the bright stripes in the grayscale image.\n", + "Even in full color, this uneven brightness means that the eye will be drawn to certain portions of the color range, which will potentially emphasize unimportant parts of the dataset.\n", + "It's better to use a colormap such as ``viridis`` (the default as of Matplotlib 2.0), which is specifically constructed to have an even brightness variation across the range.\n", + "Thus it not only plays well with our color perception, but also will translate well to grayscale printing:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "view_colormap('viridis')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you favor rainbow schemes, another good option for continuous data is the ``cubehelix`` colormap:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "view_colormap('cubehelix')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For other situations, such as showing positive and negative deviations from some mean, dual-color colorbars such as ``RdBu`` (*Red-Blue*) can be useful. However, as you can see in the following figure, it's important to note that the positive-negative information will be lost upon translation to grayscale!" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABsCAYAAADJ2WELAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "view_colormap('RdBu')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll see examples of using some of these color maps as we continue.\n", + "\n", + "There are a large number of colormaps available in Matplotlib; to see a list of them, you can use IPython to explore the ``plt.cm`` submodule. For a more principled approach to colors in Python, you can refer to the tools and documentation within the Seaborn library (see [Visualization With Seaborn](04.14-Visualization-With-Seaborn.ipynb))." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Color limits and extensions\n", + "\n", + "Matplotlib allows for a large range of colorbar customization.\n", + "The colorbar itself is simply an instance of ``plt.Axes``, so all of the axes and tick formatting tricks we've learned are applicable.\n", + "The colorbar has some interesting flexibility: for example, we can narrow the color limits and indicate the out-of-bounds values with a triangular arrow at the top and bottom by setting the ``extend`` property.\n", + "This might come in handy, for example, if displaying an image that is subject to noise:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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OiYpYGd9flNO4iMqlJxNVxj7JREN2dOnCC6yULAFUAtKJAwIypDjwrEsj3Uu4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OAAAg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\nczUA4OGDB3DjjTfe3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tWFRj5Q6A0KLGfl+ZczjZXMGvZerlGs9CzQC6CPy0WbABbefu5T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SUHqXTKFrALCUQLtCCtJ96wbQGZfVGKixrjIdqDL3YAuYoqH1lHK8Yvl3WJix68KzATtCWRPI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\nwjswja6b9Dlw0YPHZtYrS7tbB7a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=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# make noise in 1% of the image pixels\n", + "speckles = (np.random.random(I.shape) < 0.01)\n", + "I[speckles] = np.random.normal(0, 3, np.count_nonzero(speckles))\n", + "\n", + "plt.figure(figsize=(10, 3.5))\n", + "\n", + "plt.subplot(1, 2, 1)\n", + "plt.imshow(I, cmap='RdBu')\n", + "plt.colorbar()\n", + "\n", + "plt.subplot(1, 2, 2)\n", + "plt.imshow(I, cmap='RdBu')\n", + "plt.colorbar(extend='both')\n", + "plt.clim(-1, 1);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that in the left panel, the default color limits respond to the noisy pixels, and the range of the noise completely washes-out the pattern we are interested in.\n", + "In the right panel, we manually set the color limits, and add extensions to indicate values which are above or below those limits.\n", + "The result is a much more useful visualization of our data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Discrete Color Bars\n", + "\n", + "Colormaps are by default continuous, but sometimes you'd like to represent discrete values.\n", + "The easiest way to do this is to use the ``plt.cm.get_cmap()`` function, and pass the name of a suitable colormap along with the number of desired bins:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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ja4kShBC65/tvMrdtrMjF6YHE+EOdO8dXKjI7245/vG8THn+D7W5BKQ3beSqcGRiYYk8D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\n9ZTSxwEgqDmK6qxZDCmlAwC+DqAXgghOUUpfAlAqUcqvEoD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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(I, cmap=plt.cm.get_cmap('Blues', 6))\n", + "plt.colorbar()\n", + "plt.clim(-1, 1);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The discrete version of a colormap can be used just like any other colormap." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example: Handwritten Digits\n", + "\n", + "For an example of where this might be useful, let's look at an interesting visualization of some hand written digits data.\n", + "This data is included in Scikit-Learn, and consists of nearly 2,000 $8 \\times 8$ thumbnails showing various hand-written digits.\n", + "\n", + "For now, let's start by downloading the digits data and visualizing several of the example images with ``plt.imshow()``:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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UYtDKKnq9uq7Ipa5bbs11qmlDBwcHyGQyHjpBiwtYmhyLxQxw+fvJXWYyGctW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\nM/M/h6PUiUNWq1VbXl52MGCP85lxoMv+XVtbS+T5X11deewYr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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# load images of the digits 0 through 5 and visualize several of them\n", + "from sklearn.datasets import load_digits\n", + "digits = load_digits(n_class=6)\n", + "\n", + "fig, ax = plt.subplots(8, 8, figsize=(6, 6))\n", + "for i, axi in enumerate(ax.flat):\n", + " axi.imshow(digits.images[i], cmap='binary')\n", + " axi.set(xticks=[], yticks=[])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Because each digit is defined by the hue of its 64 pixels, we can consider each digit to be a point lying in 64-dimensional space: each dimension represents the brightness of one pixel.\n", + "But visualizing relationships in such high-dimensional spaces can be extremely difficult.\n", + "One way to approach this is to use a *dimensionality reduction* technique such as manifold learning to reduce the dimensionality of the data while maintaining the relationships of interest.\n", + "Dimensionality reduction is an example of unsupervised machine learning, and we will discuss it in more detail in [What Is Machine Learning?](05.01-What-Is-Machine-Learning.ipynb).\n", + "\n", + "Deferring the discussion of these details, let's take a look at a two-dimensional manifold learning projection of this digits data (see [In-Depth: Manifold Learning](05.10-Manifold-Learning.ipynb) for details):" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# project the digits into 2 dimensions using IsoMap\n", + "from sklearn.manifold import Isomap\n", + "iso = Isomap(n_components=2)\n", + "projection = iso.fit_transform(digits.data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll use our discrete colormap to view the results, setting the ``ticks`` and ``clim`` to improve the aesthetics of the resulting colorbar:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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YbNmU7EoUavuj0QjMRg2utOQvNcUcDOu+2MIDj/+bV9/9sM/9p8+ZzgiXAyUc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\nC18AwydDqAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot the results\n", + "plt.scatter(projection[:, 0], projection[:, 1], lw=0.1,\n", + " c=digits.target, cmap=plt.cm.get_cmap('cubehelix', 6))\n", + "plt.colorbar(ticks=range(6), label='digit value')\n", + "plt.clim(-0.5, 5.5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The projection also gives us some interesting insights on the relationships within the dataset: for example, the ranges of 5 and 3 nearly overlap in this projection, indicating that some hand written fives and threes are difficult to distinguish, and therefore more likely to be confused by an automated classification algorithm.\n", + "Other values, like 0 and 1, are more distantly separated, and therefore much less likely to be confused.\n", + "This observation agrees with our intuition, because 5 and 3 look much more similar than do 0 and 1.\n", + "\n", + "We'll return to manifold learning and to digit classification in [Chapter 5](05.00-Machine-Learning.ipynb)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Customizing Plot Legends](04.06-Customizing-Legends.ipynb) | [Contents](Index.ipynb) | [Multiple Subplots](04.08-Multiple-Subplots.ipynb) >" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/matplotlib/04.08-Multiple-Subplots.ipynb b/matplotlib/04.08-Multiple-Subplots.ipynb new file mode 100644 index 0000000..2659e91 --- /dev/null +++ b/matplotlib/04.08-Multiple-Subplots.ipynb @@ -0,0 +1,436 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n", + "\n", + "*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*\n", + "\n", + "*No changes were made to the contents of this notebook from the original.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Customizing Colorbars](04.07-Customizing-Colorbars.ipynb) | [Contents](Index.ipynb) | [Text and Annotation](04.09-Text-and-Annotation.ipynb) >" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Multiple Subplots" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sometimes it is helpful to compare different views of data side by side.\n", + "To this end, Matplotlib has the concept of *subplots*: groups of smaller axes that can exist together within a single figure.\n", + "These subplots might be insets, grids of plots, or other more complicated layouts.\n", + "In this section we'll explore four routines for creating subplots in Matplotlib." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "plt.style.use('seaborn-white')\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ``plt.axes``: Subplots by Hand\n", + "\n", + "The most basic method of creating an axes is to use the ``plt.axes`` function.\n", + "As we've seen previously, by default this creates a standard axes object that fills the entire figure.\n", + "``plt.axes`` also takes an optional argument that is a list of four numbers in the figure coordinate system.\n", + "These numbers represent ``[left, bottom, width, height]`` in the figure coordinate system, which ranges from 0 at the bottom left of the figure to 1 at the top right of the figure.\n", + "\n", + "For example, we might create an inset axes at the top-right corner of another axes by setting the *x* and *y* position to 0.65 (that is, starting at 65% of the width and 65% of the height of the figure) and the *x* and *y* extents to 0.2 (that is, the size of the axes is 20% of the width and 20% of the height of the figure):" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax1 = plt.axes() # standard axes\n", + "ax2 = plt.axes([0.65, 0.65, 0.2, 0.2])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The equivalent of this command within the object-oriented interface is ``fig.add_axes()``. Let's use this to create two vertically stacked axes:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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1A4qLaV4gJgZo0kS/x1AqgXfeAY4dAxYvBpYtAxo1AjZs0O9xmGmSfVIozcWF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\nu7u7HkM3P7VrAzt2UNE8V1e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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax1 = fig.add_axes([0.1, 0.5, 0.8, 0.4],\n", + " xticklabels=[], ylim=(-1.2, 1.2))\n", + "ax2 = fig.add_axes([0.1, 0.1, 0.8, 0.4],\n", + " ylim=(-1.2, 1.2))\n", + "\n", + "x = np.linspace(0, 10)\n", + "ax1.plot(np.sin(x))\n", + "ax2.plot(np.cos(x));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now have two axes (the top with no tick labels) that are just touching: the bottom of the upper panel (at position 0.5) matches the top of the lower panel (at position 0.1 + 0.4)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ``plt.subplot``: Simple Grids of Subplots\n", + "\n", + "Aligned columns or rows of subplots are a common-enough need that Matplotlib has several convenience routines that make them easy to create.\n", + "The lowest level of these is ``plt.subplot()``, which creates a single subplot within a grid.\n", + "As you can see, this command takes three integer arguments—the number of rows, the number of columns, and the index of the plot to be created in this scheme, which runs from the upper left to the bottom right:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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EuP/++0V9fb1tu8ViEePGjRMJCQkdHuNNufrcBUq1tbUICgrqcn99fT3mz5+P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\nYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for i in range(1, 7):\n", + " plt.subplot(2, 3, i)\n", + " plt.text(0.5, 0.5, str((2, 3, i)),\n", + " fontsize=18, ha='center')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The command ``plt.subplots_adjust`` can be used to adjust the spacing between these plots.\n", + "The following code uses the equivalent object-oriented command, ``fig.add_subplot()``:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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q6+vx85//3O51LleoVCr87ne/Q19fH0pKSrBu3Tq89tprNn8uOnLz5k1s2bIF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\niYgkw8FORCQZDnYiIsn8H1BDee8pcOnKAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "fig.subplots_adjust(hspace=0.4, wspace=0.4)\n", + "for i in range(1, 7):\n", + " ax = fig.add_subplot(2, 3, i)\n", + " ax.text(0.5, 0.5, str((2, 3, i)),\n", + " fontsize=18, ha='center')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We've used the ``hspace`` and ``wspace`` arguments of ``plt.subplots_adjust``, which specify the spacing along the height and width of the figure, in units of the subplot size (in this case, the space is 40% of the subplot width and height)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ``plt.subplots``: The Whole Grid in One Go\n", + "\n", + "The approach just described can become quite tedious when creating a large grid of subplots, especially if you'd like to hide the x- and y-axis labels on the inner plots.\n", + "For this purpose, ``plt.subplots()`` is the easier tool to use (note the ``s`` at the end of ``subplots``). Rather than creating a single subplot, this function creates a full grid of subplots in a single line, returning them in a NumPy array.\n", + "The arguments are the number of rows and number of columns, along with optional keywords ``sharex`` and ``sharey``, which allow you to specify the relationships between different axes.\n", + "\n", + "Here we'll create a $2 \\times 3$ grid of subplots, where all axes in the same row share their y-axis scale, and all axes in the same column share their x-axis scale:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(2, 3, sharex='col', sharey='row')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that by specifying ``sharex`` and ``sharey``, we've automatically removed inner labels on the grid to make the plot cleaner.\n", + "The resulting grid of axes instances is returned within a NumPy array, allowing for convenient specification of the desired axes using standard array indexing notation:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# axes are in a two-dimensional array, indexed by [row, col]\n", + "for i in range(2):\n", + " for j in range(3):\n", + " ax[i, j].text(0.5, 0.5, str((i, j)),\n", + " fontsize=18, ha='center')\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In comparison to ``plt.subplot()``, ``plt.subplots()`` is more consistent with Python's conventional 0-based indexing." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ``plt.GridSpec``: More Complicated Arrangements\n", + "\n", + "To go beyond a regular grid to subplots that span multiple rows and columns, ``plt.GridSpec()`` is the best tool.\n", + "The ``plt.GridSpec()`` object does not create a plot by itself; it is simply a convenient interface that is recognized by the ``plt.subplot()`` command.\n", + "For example, a gridspec for a grid of two rows and three columns with some specified width and height space looks like this:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "grid = plt.GridSpec(2, 3, wspace=0.4, hspace=0.3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From this we can specify subplot locations and extents using the familiary Python slicing syntax:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplot(grid[0, 0])\n", + "plt.subplot(grid[0, 1:])\n", + "plt.subplot(grid[1, :2])\n", + "plt.subplot(grid[1, 2]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This type of flexible grid alignment has a wide range of uses.\n", + "I most often use it when creating multi-axes histogram plots like the ones shown here:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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sbNzWYBSNRhkeHmZmZoaFhQXa29uJRqMsLS3h9/txu92kUimRh1e6Nbce9BqN\nRtxuN7du3RKe4LFYjMHBwUeePnlYnnjxzufzIte322tb/Q0kTx4HfcQ9aCQ1Pj7+QHnVnY/5ipcG\nIHLYSmVJT08P4XBY+G3bbDbS6TSFhYU0NTWRz+eFCOdyOerq6qiqqmJpaUlMZc/n83g8HrLZLHfu\n3KG5uZk//uM/JhaLsbq6SllZGcvLyzgcDlKplHiPzc1N2tvbMRgMBAIBBgcHWV5eFrXdfr8fjUaD\nx+NBpVJhNpt53/veRyQS4Y033uDmzZui/txutwt/FrVaLYYTT0xM8Mwzz+ByuVCr1fj9fqampujt\n7SWfzxMMBpmcnGR2dpZcLkc0GsXv97OysiLy5TMzM8J7+8KFC/T39+N2u7l+/TqlpaXkcjmampoo\nLCx8pDXaR8ETL95wtyX4l3/5l3d9TeaZJUflBHeQFMxOy9atj/mdnZ309fUxMTGBWq2mq6uLp556\ninQ6veuB2/nz52ltbWVgYEBUiSSTSZqbm1GpVHz84x/H7/ezvLyM2+1mfX2dmpoaQqGQaM7Z2NjA\n7/fT2NgoXPhSqRSlpaU4nU5KSkpobm4mnU5TUVEBICo+3G43wWBQfJ/VamV2dhaLxcLa2hrV1dVo\nNBr6+vrQ6XQEg0G0Wq2o9T5//jxut5tYLMbp06eFm6Fer6e+vh6Px8PCwgIqlYr29nZRfaNWq6mo\nqKCyspLx8XEikQhms5lgMEhlZSV2u51MJkMgECAQCGC1WikuLqayshK9Xi8akgwGw56Tdh4HpHj/\n/2ztQpNIHgX7pWB2Ho5u9c4Ih8NcvXqVkZERfD4fdXV1hMNhMWtS2Qx2bgwul4vnnntORLU3b95E\np9ORyWTo7e0lGo2yurqKRqMhn8+L6qZIJMLw8DCjo6N4vV70ej02mw2Px4PdbsdoNFJTU4PJZGJl\nZYVIJMLY2Bh2u52ysjJSqRRnzpxBpVKJUj673c7Zs2dZW1tjdHSUv/iLv6Czs5OGhgauXbtGJpOh\ntLSUK1eukEqlqKmpoampCZ/Px/DwMOFwmM3NTWprawHw+Xy0t7dTWVnJuXPnGB8fZ3V1lVgsRktL\nCx/4wAew2+2Mjo6SyWSEe6BSjXLnzh1mZ2fJ5/OcPn2ampoaHA7HfTfEx0nApXhLJO8S+6Vgdkbm\ncLemW2mO0Wq1FBYWsr6+TjweF/XQsH1jUPy4lfmKWysz5ubmRIR66dIl4Umy1VlQGeyrROCdnZ18\n8IMf5IPzl74JAAAgAElEQVQf/CC3b9/G6/Xi9/tpbm7mwoULIk89OztLOBzG7XZTXFyMRqPhzJkz\nFBcX87GPfYzJyUnR2JPP54lEIoTDYT70oQ+Japbr16/zxhtvoNPp+MpXvsIHP/hBAEpLSykoKKCg\noIDm5mbhQa60tFssFurq6sRaJicnefrpp7FarWLye0dHB0ajUQwUnpubExvkxYsXhbOgUha514b4\nuCDFWyJ5F7lfCmYvAc7lcphMJrLZLE6nk+eff54LFy6I6hDluoq51MDAADdv3hQHl8lkEpVKRUdH\nB2VlZaLpxev13iPegUCAZDJJYWGhsGjVaDTU1dVRVFSEw+FgeXmZkpKSbZ7WgUBA+KlEo1HKysoo\nLS0VviaxWEz4lSifb2VlhTNnzlBZWYnX62VgYEA4AxYWFuL1eunr6xPvX1NTI4Y6/Nu//RtOp5N4\nPE5lZSVvvfUW//qv/8ro6CgNDQ2YzWbW19dJp9MUFRUxMDBANpvFaDQKv5TXXntNDFxQPsvWjfXd\nsHV9GN6z4v0f//Ef/ORP/uS+35fP52XKRPJYsLUiZWRkhHfeeYfZ2VnOnj1LKBRiYmKCeDyO0+kU\nG0AoFAJ+4K8xNDTE8PCwGIagVqvZ3NwkEAgwMjJCPp8nlUqhVqsZGxsTgxDq6+tZWFigoqKCiYkJ\nstksFy9eRKPRCDe+4eFhNBoNDQ0NGI13x4sNDQ1x/fp1IpEI6+vroktTce8bHx/H7/djsViIRCKi\nq7O6ulq871e/+lUKCwtFtK5UiSgGV5FIhFgshlqt5rnnnhOe44pA37x5k+npafR6PVarFZ/Ph0ql\noqysDLfbTSAQIJ/PU1BQQDQaRaVSia8pQ4qj0SiTk5P3pEiOcmzZUfOeFe/x8XHa2tp45pln9v3e\nnXP+JJJ3i926NxOJBPF4XESJfr9fCExZWRnBYBCv18vc3BxDQ0PkcjlOnz5Nb28v6XQan8/H3Nwc\niUSC+vp6AoGAEFW1Ws34+LiI4mtra4nFYtTW1uLz+fB6veRyOXQ6nRgYnMlkiEajOBwOrl+/TmNj\noxhY8Prrr6PRaOjq6iKRSNDc3Mzo6ChTU1P4/X6efvppxsfHsVgsTExMiDI9ZUDDwsICc3NzWCwW\nampqKCsr4/3vfz9VVVU4nU4xHae1tZWmpibW1tb4t3/7N+bm5tBoNLS0tFBeXs7q6ioATU1NVFdX\n81M/9VPo9XpaW1tJpVJoNBrhiqgMKZ6amsJkMon0SywWQ6fTEY/HRYpk65PSUdkbHBXvWfGGu6L8\nOOWoJE8uu81eBMTgXKUTUDmYe+211yguLsZisdDd3c3AwACbm5u43W5aWlrIZrN4PB4SiQSLi4tE\nIhHgbn20Xq+nqakJtVpNKpUikUiIQ0G/38/S0pLIf8fjcU6fPk06nRYleS6XixdeeIFwOCxqtY1G\nI2VlZaysrGC327FarcIiWensVJz+PB4PTU1NeDweXn31VVZXVwmFQmIEmkajYXl5GafTycbGBi6X\ni4aGBpqbm1Gr1dy5c4dgMEgymeT06dOsrq5SUVHB5OQkX/va17h58yYlJSXU1tZSXl5OIpGgt7eX\nz372s6I0EuDatWuk02mWlpaora0VVSl9fX3EYjGMRiOVlZXYbDZ0Oh3T09OijFBp6tn6+zsqe4Oj\n4j0t3hLJcbJVsJWpN/Pz89TX12M2m0WrutLeHYlEyOfz6HQ6CgsLhaj29/czNTVFfX09RUVFFBQU\nMDY2xmuvvcbCwoKIrJVa6NXVVdGVODg4iN/vJ5lMcvHiRUZHR5mfnxf5ciXKjMVidHR04PV6xWAC\nxW61sbGRyspKKioqKCgoIBKJiAEMly5dorW1le9973ui3jsQCLC4uEg+nxf2rUpDUSqVIpPJsLm5\nic1mE9c9deoUly9f5q233sLj8RCNRllbW+PChQssLS1RUFDA6OioKD/MZrOkUik+9rGPoVKpeOqp\np0RZbzwe51vf+hZTU1M4nU5hKZvJZLh69SqvvPIKRqORqqoqOjs7WVxc5ObNm6RSKbq6usjlcvcY\nWb1bHt0PghRvieQRsDVSy+fz5PN59Ho9wWCQcDgsOg3VajWhUEjUQM/OzqJSqdDr9eh0OrLZLCqV\nio2NDQKBAE1NTbhcLmZmZgiFQpSVlVFbW4vZbOb69etsbm6KSTLhcBi/3088Hmdubo7p6Wnm5+fZ\n2NjAarVSVlaGVqvF5/MRj8dZWloSDTVFRUUYDAbKy8tF9UVlZSWZTIZ4PE5rayt+v59oNIrP52Ns\nbAyHwyGmt5eVlQnB1Gq1LC0tUVxczNramjgYnZqawufzodVqReXM1nmZuVyOkZER/H4/ZWVlJJNJ\ntFqtsHEtLCzE4XCIyF+j0RAKhXj55Ze5evUqoVCIU6dO0draSiaTAe6ecRmNRjE9B+4afSkDHxKJ\nBE6n857Dycfx8PJEiPft27d53/ve90B2jalUiueff/4Rrkoi2ZutkVooFBKTyYeGhpiZmcHhcHDx\n4kXxeB6Px7lz5w4tLS1iurpWq6WkpIS3335bTC3XarUkEgkmJydJJpNEIhE6OjrEId/i4iJGo5Ha\n2loxyWZ4eJjl5WUymQzLy8viUDCdTnP69Gnm5+eZnp4mn8+LYQeRSAS3201XV5fIHcdiMVKpFPPz\n87z66qusrKwIy1eVSkVdXR11dXXCEVCJqufn5/n617+Oy+VieXmZbDYrfLxTqRTd3d3CIAsQlS3L\ny8tMTEyQyWT4zne+g9PpxOFw8Mwzz9Dc3CzSRgUFBajVaq5duyY2EiWvnk6nefHFF7Fareh0Ovr7\n+6moqGB2dhaTycTc3JxwJOzs7KSjo2PXmZOP4+HliRDvxcVFysvL+eQnP/lAP6eUSkkk7zZbIzVl\ndJhSGudwOESNc0lJCVeuXCEajWK1WhkeHiabzeJyucjn8ySTSdrb20XqIZvN0tzczJ07d6iurmZ+\nfl7kohX3y3Q6zdzcHMPDw1RUVIhNJBAIiNpvZTBCKBSiq6uLWCyG3+8nkUhgMploaWmhpqaGj3zk\nI0xMTDA+Ps7U1BTJZBKbzSaGMczPz4vKj3g8TmFhIY2NjXg8HtF6n0qliMVijIyMEI/HxedSmmUG\nBgZ4//vfL7ol5+bmMBgMIuWkOAsqjodGoxG1Wk1dXZ0w1Orr62NoaEiItNFopKCggPb2dkwmk0hx\nnD9/nvr6egYHBykqKiKRSIhhD0o0vZdA71bmeZyHmCdCvIFtN1ciedzRaDRijqIyWb2yshKXy0Uk\nEsFut2Oz2YTXiBLZpVIp4vE4MzMz1NXVodFouHLlClarFY/Hw/T0NLOzs/h8PhGJp1IpUTmhtIUr\n7e6Kn7XL5UKv1wuR9Xg81NTUUFlZSWVlJVevXiWbzVJXV8cLL7wgxu+Nj4/z8ssvi0POuro6pqam\nyGazrK2tiS7PYDDI6uoqc3NzpNNpiouLSaVSTE9Po1KpMJlMWK1WSktLRdommUwK725FyGdnZ5mf\nnycajYqnhUgkQlVVFSsrK/T09FBRUSGajkZGRsTmY7PZCIfDfPCDHySXy6HX63G5XNsEVxlirHh9\nK7MolXr1BzmUPO5DzBMj3hLJSSKbzd7TWq3X6/n85z9PIBDAZrMxPDxMLBZjbm6O6upqUSnidDqZ\nnp4GEJNuWlpaePvtt5mdnRUdjK2trQwPD7O2tkZRUZFIQywvL6PT6UilUiLvrMyC7Orqoquri5WV\nFTQaDdevX8ftdrO0tCSEURkH9tWvfpWbN28yOjpKOp0WpXRKDXZxcTEul0scetbV1eFyuUSEf/36\ndXE/LBYLdrsds9nM5uYmlZWVIuVhtVpZW1ujubmZ8fFxotEobrdbmF5ls1kKCwspKCjgypUronrF\nbDYTjUZ58803xbQrjUaD2WzGYrFsS4HsjJAfZHDwXtH1cR9iSvGWSB4Be/1hK9PLla/pdDpCoRCz\ns7PE43EMBgM1NTUsLCyQTqdxOp3iUHFhYYHCwkJ8Ph8lJSXMzMzgdruJRCLiZ9fX19Hr9SJlkEql\nhOFTaWkpm5ubvPPOOzQ0NIjKlVwuRzweZ2pqilAoREtLi/hZJcWjpCDX19cJh8PA3Si2oKAAr9eL\nwWBgenpalN4tLCzg9/vJ5/P4fD7UajVms1lM5QkEApSVlQl7WmUST0FBAadOneLOnTviPpaXl+Px\neER3aGNjI//4j/9IJpPh+vXr9Pb2UlRUJJ5wlGYcZdjCXhHyQXzZ7xddH/ch5okQ79LSUiYmJvj9\n3/991Go1X/jCF6isrDzuZUkke7LzD3urOx0gSuay2SwGg4F4PI7L5aKkpIShoSExcebUqVOEQiHs\ndrtIe5SVlfHpT3+aN998k0wmw8rKCrlcTkTYRqORZDJJW1sbwWCQzc1N0YGo5KWV8sFQKCSmqzud\nTtRqNd/+9re5c+cOHo+HwsJCWlpaxACGeDwuKmCUAcHpdBq73U4ymcThcOD3+/F4PMTjcTGqzWaz\nsbm5yenTp6mtrWVoaIiamhrUajXJZJKFhQX++I//WNyXpqYmccAYjUbFIGJlU6ysrBT+KAaDgXA4\nLIyydoppIvGDgc3hcBiv10thYeGBDiXv529y3IeYJ0K8n3rqKVFe9elPf1pYO0okjxtbH7GVnLfN\nZhMpFKX8b2RkhGQySVVVFS+++CL9/f1i/qJerxeDCFQqFWtra8RiMZqamvjYxz4m8rWbm5vMzMyw\nvr7O5cuXKSoq4urVq/T394v0RmlpKVVVVaTTaWw2G5OTk/h8PpaWlojFYpSUlIjKEKWdvbi4WDTv\n1NXV8XM/93O8+uqr6HQ6wuEwa2trFBQUYDQaKSoqEh2ZarWaN998k3g8jtlspqurS5T3mc1m0dbv\ndDopLS3l7Nmz3Lx5Uwi0kuax2+0UFxezuroqRLq4uFg0NykRdSaToaioiJaWFvL5PJcuXUKv12+z\n1A2FQqRSKWZnZ4lEImxsbIgNbOt4NIWdEfl+0fVR2QUfhhMh3vCD4b+PQ4mORAK7D0pQHrEVywWl\nvTyZTFJUVEQgEBAVFwMDA0xMTPDOO+/wgQ98ALVazZUrV1hbW0OtVguBe/vtt2loaECtVmO32xke\nHsbv95NKpWhubmZtbY0333yT8vJyMUDEYDDgdDpFqV88Hker1WIymcR/K3XRyqiwUCgkhhwYjUYx\nMm1paUnUa7e1tdHd3U11dbXw6m5vb2d4eJg33niDqakpzGazmByvTNopKirCZrOhUqlEDn1ycpJI\nJMI777xDKBQiHo+LrknlINNgMGCz2bh8+TImk4nJyUnUajUf+MAHOHPmDE6nUwx86O/vF4MUAK5f\nvy6eYpRW+oWFBRYWFlheXqajo2NfX6Pjjq7vx4kRb4nkUbPXwdRuX98tF7rVHyMYDKJSqSgoKKC/\nv59kMsni4iIdHR2YTCbu3LkjHPGU6NBgMKBSqcShplar5R//8R9Fe/oLL7wA/MCMKh6PE41Gqaqq\nIpFIUFRURDKZFMOJFxYWMBqNeDweXC4XCwsLoookm81is9mwWq3E43Hcbjdut5vq6mri8Tgmk4nN\nzU3R6VhXV4fNZiOXy5HL5aipqWFtbQ2HwyGGQ8TjcUKhkDhgLC0tRaPRUFVVRV1dHTMzM/zXf/0X\ny8vLWK1WgsEg9fX1rK6u0tLSIiJum82Gz+ejt7eXoaEhYrEYfX19qNVqTCYT1dXVwhkQIJfLAfCN\nb3xDVJJ84hOfwO12i8nxiUSCZDKJTqdDp9OJJqmDcJzR9f2Q4i2RsHfZ115f3+1AUqfTCb9sk8nE\n6dOnReWF0nzT2dmJxWKhtbUVs9lMKpVibW2N6elpnE4nly9fFhUnf/7nf87Vq1cpLCyksrKS+vp6\n4vE4//u//0s8HicQCNDc3Mzq6iobGxviUO+ZZ54hn8+LcWCpVIpcLofdbhct68qGpPxvVVWVaAqa\nmJhgenqaUChESUkJGo1GHHymUikCgQADAwPU1NSQyWTQ6XQsLS0RCoXQaDRYrVZsNhtTU1NC9FKp\nFLdu3WJ6eppIJEJNTc22LtNcLkc4HKa+vh6r1YrVasVut7OyskI+n2dpaYn29naRd1epVDz99NNY\nLBbm5+dZWlpiamqKlpYWwuEwb7/9NisrKywsLFBXV8fZs2dpb2+nqKhI+Jco6ZDHLaI+KCdCvG/d\nusWFCxfIZDLk83l+4id+4riXJHmPsVd1yF5f3y0XqpTL6fV60uk0HR0dhEIhXnnlFaamprDZbDz/\n/PNoNBpcLhcvvfSSmAZjsVhER6AytX1ubo5cLsf8/Dzt7e1MT09z/fp1FhYWRIScSCRYWVnB4XAQ\nDofp7u7GbDajVqtZXV3F6/UCd6NTxYDJ6/Vis9mw2WzikDMajfLss8/icrlYXFxkbm6OVCqF2Wym\nrq6OS5cu0dfXJyayK23s4XCYM2fO4Ha7hemU0WjE6XSKZpmSkhJxzVgshlarFePGlI5OpUU+Foux\nublJTU0Nd+7cwe/34/V60Wq1RKNRzp49K55cvvKVr9DZ2UlFRQUjIyN4vV6+9a1v8eyzz6LX6+no\n6KCqqoqOjg6qq6vR6/VcunRpm9/M42Q09aCcCPFeWVmhqamJT3/604DMe0uOnr0Opvb6+s4mHEW0\nLBaLMEIaHx8XbesdHR3E43HC4TB6vV4c0mUyGVQqFel0GrPZvO19zWazmA/5yU9+ktHRUcxmM3q9\nHr/fTyAQ4Pbt27jdbuGTbTabqa2tJZVKick3arVaeFd3d3fj8/nweDwsLS2xsrIiqj7g7gSaUChE\nIpEgk8mIiN3lclFbWyui/FwuJ7zBl5aWCAQCmEwmDAaDaHfX6/WkUimqqqpYWFgQUXhFRQU1NTWo\nVCr8fj8Gg4Hi4mLRTFRRUcHm5iYrKyvCrrW6upqWlhZaWlp49dVX8fv94vAxmUyytLSExWIRnZgL\nCwtEo1E2NzdFg5Mi0EajURhwKZ2n0Wj0xPn6nwjxBlCpVFK0JY+M+x1Mtba2AmzzvNitCWfrNZR5\nkXa7XVRpuFwunE4niUSCUCjE9PQ0k5OT1NTU0NnZSWdnp7ie3W7nhRdeEFHy/Pw8CwsL9Pf3U1BQ\nIErdNjc3MRgMokpDo9GwsbEB3H1iVQY4dHR0oNVqWV9fFxUnKpVKCFw8Hqe8vByv1yu6HZUSvlAo\nhN/vx2w28/TTTwtbWMXDJBwO43A4qK6uxmKxUFlZSSAQYHNzk0wmQ19fH7Ozs6IGu62tDavVSiQS\nobS0VJQCRiIR0uk0uVwOr9dLKpWiqKgIo9FId3c3BoOB1tZWZmdnsdlspFIpTCYT586dE+PPTCaT\nGECs1+u5ffs2uVyOWCwm7m1/fz+xWIyZmRkxpd5qtYrqk0fZ8n6U1z4x4i2RPGqUg6lsNiva1rcK\ndE9Pj/jvaDSKx+PBarUKYdhq3p9KpUT+u6mpiY9+9KOUlJQIm9Hp6WmGhoaIRqPU1taKAcNKu/ZT\nTz3FxYsXiUaj3Lhxg9HRUQBOnz5Nd3c3Y2Nj4vCwoqKCK1eu0N7ejkqloqKigsXFRWpra7Hb7Vy/\nfp319XWGhoZEhK34imezWWKxGPl8XkTViUQCuJuL1mq1xONxFhcXqaioEJ8tmUyiVqtxOp34/X5y\nuRwbGxsiXRIKhUQXp1arFRuOx+PBbDbjdrupr68XNfDxeJxgMChsY+vr6ykpKQEQEbVarWZhYQGr\n1Spy48qUnxdffJF33nkHk8kkDkpjsRher5exsTFsNhsXLlzA6/USi8Ww2+1UVVWRTCaF/8tWcX8U\n6ZSjbqd/rMVbsdJUTpMlkkfNblaudrudQCDAd7/7XVQqFXa7nWw2y/e//33S6TRtbW1cvnx523XS\n6fS2/LfiLQKIA8JsNssbb7zB5OQki4uLFBcXU1paSn19vegQVMTV4/EQDAbR6XRiiG84HGZiYgKT\nycTo6CiXLl3CaDTi9/tFfnlqagqVSiXOi+DuZHi1Wk04HBYuhadOnSKbzRIKhchkMiK9oFKpxKGq\nMluysrKS8+fP4/P5xBOA0+kkHA5jNBqZmZkhkUgIF9C5uTmam5upqKjAYDCQTqdFa/wP/dAPiUEQ\nc3NzTE5Osrm5id1up729nY997GOcPXuWGzduMDU1xerqqoiWl5aWROPSpUuX6O3tBX4wEs7r9Ypy\nw1QqxfXr18UZQkNDAw6HQ/w+tp5bPKqW96O+9mMt3l/84hf5gz/4A1QqFRcvXjzu5UieAHazclVE\ncnp6WhzAKZaryrDeRCKxzbx/a/57ay5badBZXl4mnU5z7tw5mpubefXVV3G73ayurlJSUsKNGzeE\n0Pj9ftbX12lqamJpaYnvfve7LCwsYLPZMJvNtLW1ifmNRUVFvPnmm8zPz6NWqzl37hyFhYWMjY1x\n69Yt4X2dzWbR6XTi8LCqqorV1VXROelwOIR5lN/vFweGCwsLlJWVcfv2bYLBIGfOnKGqqorq6mp8\nPh83btwQI86cTifRaJTCwkK6u7t56aWX+OY3v8m1a9dEffeNGzeorKzEZDJRWFiI2WymoKBA3MvR\n0VFhbFVQUMDm5iZarZbCwkLh4ZJMJkWX51YKCwvFZ1AqWhwOB/X19bS1tYl68K1pjEfZ8n7U136s\nxXt+fp5PfvKT9PT0HPdSJO9RduYgd7NyDQQChEIh4XIHYLVaWV9fF6mBkZGRe3KmPT09pNNp4Re9\ntd64paWFlZUV0bii1WpFu7fSbalMXd/Y2GBqakocwilzIJWuxbW1NVQqFV/60pew2+3EYjEsFgtz\nc3PCv+TMmTPU19cTiUS4desWU1NTIsKuq6tjbW2NjY0NEa2mUik2NjbEY73S/u7z+XC5XKLU7vbt\n29hsNqqrq8W4NribcikvL2d6eppoNCry8B//+MfFYevy8jLLy8v4fD5KS0u5fPkyPp+P0dFR4vE4\nm5ub9PT0CNfF2tpaqqqqxEGo0kWqVP/sZOsZxNZpRmazeVt7/E7XwUfVlHPU136sxVsieZTslYPc\n+QemtHVXVlaSzWbp7e3l/PnznDlzhoGBAQoKCgiHw0SjUSwWy7Zr9vT0bMubd3Z2cufOHV577TW8\nXi9nzpzhwx/+MM899xz/8A//gNfr5datW7S0tFBaWkpRURHBYBCz2UwgEGBtbU2UGlZVVdHV1cWd\nO3dYWFhgbGwMq9UquhLVarXw8wiFQtTV1bG4uMjGxobw9S4uLhYVHUajkdLSUuLxOKurq8TjcXGv\nFFc/tVqNwWAgFAqJipNgMEgmk8Hj8ZDL5SgpKSESiVBUVCSEenFxkT/7sz+jubkZu92OVqtlfn6e\nTCYj5lheuXKFCxcu8Pbbb2O1Wrl16xalpaXYbLZtG6Hf7+fatWsiZ61Mud+NrQ02BxXOR9mUc5TX\nluIteWLZKwe5c2L44OAg+Xyeuro6Lly4IDr7LBYLDoeDoaEhUYqnmCeZTCYCgQBut5tAIIDL5RJ1\n0cXFxSLySyQS+P1+uru7KSoqEmPRHA4H2WyWU6dOCcFOJBJi+G9DQwNwd8juysqKaKDZ3NykvLyc\nXC6H0+lkZWWF06dPi/I+r9crDhmViF+px/Z6vRiNRmpqaoSxFIBerxeWtsqYNoDLly+ztLTE4OAg\nHo9HTK4PBoPYbDb6+/uFCZbL5cLj8aDT6SgtLRXGU+vr68ISd2hoiN7eXsrKyhgZGcFisaBSqejs\n7ESv16PRaHjrrbf4j//4DzExqLe3F5PJxJUrV/b13n4cW9wfhsdCvFOp1K7tqkp0IJHsx24+I/v9\nse6Vg9z6s4oj3fLyspg1eenSJRFNZzIZqqurKS4uFlUaOp2OgYEBMaE9m82iVqvp7OzE6XRSUlKC\n0WgULelGoxGbzUZbWxvf//73Rd14U1MTsViMhoYGcWiZSCQoLi6msbGRmzdvMj8/j06nw2AwkM1m\nxQGpz+djc3NT+GrbbDaampowGAzCMtXv94t8usPhoKCgAKfTSSaTweFwiM+nRPMej0e0+YdCIaqr\nq2lrayOXyzE4OEggEMDhcBCLxSgvLyeZTFJXV0c6nRbt9MlkkuLiYjEnsqKigvLychwOB//zP//D\n2NgYbW1tVFZWsrm5yezsLFarlStXrpBIJETTUSQSYX19ndLSUrq7u+97+HfcQxMeFccu3m+99RZX\nrlwRJUxbUalUfO5znzuGVUlOEjv/OHemKvb6Y92ZIoG7viEjIyPCwa6np2dbNAwQCAREdK1Eq1sr\nFurr6/H7/VitVoaGhujo6CASidDa2oper+f8+fOUlpbS19cnuiCHh4dpa2vjs5/9rMh1p9Np4QOi\neHIojoMNDQ1cvXoVj8dDJpPh9OnTFBYWiohXrVYL46jNzU3KysooKiqirq6O06dP80u/9EssLy+L\nVI/iSZJMJmloaBCVMnB3nKDb7WZqakp4sJhMJtbX1zEajWIYcDqdxuFwiNpxlUrF5OSkmCL0kY98\nBK1Wi1qtZn5+XlSkKB2lSppHMcGKRCLbKkKUzs1MJoPFYqG4uJiqqio0Gs02y92dv+vjHprwqDh2\n8V5bW6Ojo4NPfepTx70UyQll5x+nIq4H+WPdWtvd399PIBBgdnaWs2fPCnG5dOkS2WyWVColfEfy\n+Tyvv/46BoOB3t5eOjs7MRqNDA4OEg6HWVxcpK6uDrVazdjYmDjU7OjoENNilPbvyclJuru7mZiY\noKGhgXw+j9frpaKigmw2i8ViwefzCRtUp9PJwMAAa2trYtNRRoAtLy/j9/vR6XQiDx2JREgmk2Sz\nWUwmE9/4xjeIxWJCKJVqjqqqKrxeLxMTE9jtdgoKCigvL2dubg63200wGBTpm9LSUgKBAPl8Xphc\n5XI5MUxieHhYDPgtKioin89z8eJF7HY7Xq+XeDzO7OwsWq2Wqqoq4cMyPz9PW1sbHR0dIlViMpnE\n59TpdDz//PNMTk7S0tIimmt2btbKvwvl6epBqjxOSorlUOKdz+f53d/9Xe7cuYNer+dLX/oS1dXV\nR1lk7xIAACAASURBVL22JxZ5fx+MnX+cyiP5g5RkKRuAy+USbdvKdeBu555St5xKpbh58yZ37tzB\nZrNx6tQpIWrKSLFAIEAsFqO2tpapqSl6enoYGRnB5/OxuroqStVMJhOrq6ssLi4yMDBAS0sLtbW1\nNDc3MzMzw8zMDIODg+RyOUKhED6fj3/5l38RY8lyuRxWq1X4nSg5baU9XavVCge/wcFBdDodPp9P\nDAVWrGdra2spKSmhpqaG2dlZUV+eSCRwOBxi01A2wQsXLlBaWsqpU6eYmpoSsyEV98JkMsna2hpa\n7V2JUSpGNBoNNpuNO3fucPXqVZGv7ujoEL79yv1VPMGVc4hoNEoymcTpdGIymcjn8+j1etHerkT9\n0WiU8fHxbWK+08pgL05SiuVQ4v29732PVCrF1772NYaGhviDP/gD/vIv//Ko1/bEIu/vg7FbhciD\nlmQpG0AikaCzs1PMP4S7zR5Krtnv9/ONb3yDyclJMaoL7h7eDQ0N8b3vfY/bt2+L+Y4ajYbh4WHh\n7dHc3Ew+nycUCuF2u8XgXLfbTTKZZH5+nuXlZfr6+tBoNCK6VipC4O5Go0ypUalUFBcXo1arhbjl\n83mqq6uprKxkcXFRDHhQ2vKVVImSsgiHwxQUFHD27FkGBgYIBAIi7aPX62lqaiISiVBQUMDc3Bwb\nGxt861vf4iMf+Qg/+7M/KwyuTCYTdXV1AJw9e5b+/n7Rwm42m8XTy9WrV/nmN79JIBCgqKiI8vJy\nYYdrMpmYmJhAp9ORy+Xo6uoSvz/FtdHr9bK5uUl3dze3b98mHA4L73Cz2SzukfLktZuY7/Vv4iSl\nWA4l3jdv3uTKlSsAdHV1MTIy8lCLyGazov1VcvT390lgZwnWg5Zk7Sb4ShQWiUSYnJyksbGRiYkJ\nvF4vPp+PbDYrhgcoMxvLy8tZXV0V7eL5fJ6qqioKCgpYW1vj1q1bOBwOenp6MBgMzMzMiMg7Foux\nuLhIQUEBLpcLo9GIWq0WzoGKA2A2mxWHkxqNBo/Hs62tXImalQk3ijuiItiKRawy3EGj0XD79m3y\n+TwzMzOEw2GCwaCIaKenp7l8+TLNzc0sLy9TVFQk1jE3N4dKpaKlpYVMJsO5c+eYmZkhGAzS3t4u\nBivMzc3xzjvviINPZaalcija1dUFQDQaZWxsjFQqJapaFJSu1cbG/4+9Mw+O+y7v/3vv+97VsVpp\ndVnnSrIlxYrd2EmcoyHhKgRIm0CGQMpRoB1g0pYylP4YJjMMTZnpwEybcGSghQQDAdKGEHLVRI4i\nW5d1S6vVfR9738fvD83nYSXrtmR5rc9rJgOWVruf/a70fJ/P83me97uEdjEAYDabaViJDd6k77wA\nXBWQ2Y16/c39IId09ps9BW+/3w+NRvOnJxGL9xx8CwsLSeqST1Gusp/Xl7Nz1gf8cHjVXGFycpIm\nDVmwXVxchNlshsFgwMrKCiYmJnDx4kUqRZhMJtTU1GB5eRlzc3MYGxuDUqlEQ0MDjdir1WqkUima\naszPzydX9NnZWRgMBmrlM5vNZPKgVquh0+loUjIcDsPj8ZCrOuvcisVicLvdJIfKhoVUKhWKi4vp\nJhONRuH1ejE+Po7Z2VnKgtkYezQaRXd3N0wmE5LJJN243nrrLfLgFAgECIfDeOGFF1BTU4NUKoWP\nfvSj+O1vf4uRkREsLCygtrYWS0tL0Ol0yM3NxdTUFAwGA2ZnZ/HOO+9gfHwcWVlZ9HVmtcZgU6vM\noq2urg6Dg4N0eJw+eLP+IDo9IDNvzI0y8RvZOWc9ewre7A7GuJbAUl9fj29+85v45S9/uaefvxnZ\nz+vL2R3ph1VM24N1bQCr8sRsGvLRRx9FIpGAUqmEWq1GTk4OysvLyUR3dHSUDvSOHTuG2dlZ0vRQ\nqVQoKyvD6OgoIpEI1YPtdjsp7kkkEuTm5gIAlpeXEY/HYbfbYbVaaWCHtfxFIhEaEwdA05rMqV0g\nECCZTCIWiyGVSsHn86G6uprG4MfGxjAzMwOZTEaDSX6/H9FoFHK5HF6vF3q9Hg0NDejo6ACw2g0m\nEAjw1ltvkUgV690OhUL4/e9/D5vNhpKSEnR0dOC5554DADgcDnz961/HxYsX4fF4SH9lbGwMbrcb\nfr8fZ86coZ0CO09g3T/Nzc0QCARwOp1obGy8aoqVXcv0G3F6QN6uNHKjOuesZ0/Bu76+Hq+//jru\nu+8+mgbj7B/8+m7PQXQEbHRYdfr0aQCrwZD1K7OyQyKRQG5uLjnNyGQyBINBGI1GRCIRjIyMQCKR\nYH5+HoWFhbDb7aipqYFWq0U0GsX58+fR1taG5eVl1NbWQqfTQS6XY3h4mJT+ZmdnqS6cnZ1NGToL\neKlUChKJBEqlEslkkjJmNnZvMplI44P1lbNpTTaEo1aroVKp4PP5yBQiJyeH6uzsdZj5g1qtRl5e\nHgYGBnDhwgWEQiHI5XJIpVIIhUK0t7fTNamtrUV1dTV8Ph9cLhc0Gg36+/vxnve8BwUFBWhra6Ns\nOh6P065mYGAAt956KyQSCVpaWuD1eqHVauFwOCAQCOhwkrV0rv/cAGwazDOpNLIVewre99xzD956\n6y089NBDAIAnn3xyXxd11LkZr+9+BtuD6ghgGRmbjmQC/WxAhA3DXLx4EWKxGFNTU7BarWhsbKRa\nbV9fH9RqNXk++v1+BINBGvC5cuUK4vE4QqEQ+vr6oNVqMTAwgPLychgMBnzwgx/E+fPnaTIxkUhQ\nBjwyMkLaJZOTk+jv76fM2GQyQa/XQygU0gg7ABiNRjgcDvT09GB6ehp+vx8CgYAcddhNx2KxwO/3\nY35+HolEAnl5eWRpxjpaIpEI/H4/7TDy8vLQ0dGBQCAAn8+HgoICfPCDH8R//ud/Yn5+HisrK9SX\n7nQ64XK56CBSLpejqakJfX19JP1qtVoxNjaG4uJilJeX07RqZ2cnxGIx4vE4Kisrrwq86zPp7Q4o\nM6k0shV7Ct4CgQD/8i//sq8LYa1PG8Fano4KB3F9D5P9DrYH0RHADgFFIhHa2tpo3L2pqYkew9xz\n2Lg3k1VdWlqC2+1GT08PtFotaXWYTCZcvHgR8Xgcw8PDkMlkaGtrQzAYhEwmw/LyMsRiMQQCAZaW\nlqBSqdDX14fGxkb4/X4Aqwd4P/3pT6HVajE9PQ2JRIKRkRHqGGEj7iqVCtnZ2SgsLCTtEYlEQg43\nOp0OBoOBvCItFgtNMDMPSuacI5PJEA6HodFoIJVKoVAo4Pf7qVuF+WmyGnsikYBOp8Px48cxNjZG\nwllarRYTExPo7e2Fz+ejx1ksFohEItrJKBQKKsWwCVSVSgWVSrWmfMgMWdYHXmYozM4L2O/IVr8f\nmVIa2YobIiKWl5ejv78f/f39V30vHo/DZrPhr/7qrw5hZZz9YL+D7bVse7dzgo/H4ygoKIDZbKbR\n+PQsrra2FhqNBlNTU0gkErhy5Qp6enrQ398Pp9OJrKwsuN1uZGVlIR6PQ6PRIJVKkXxpMBjE6Ogo\n1Go1lEolNBoNLBYLenp64Ha7odVq8fDDD9NQTzQahclkog6X5eVlqFQqKpVEIhGIxWJYLBbk5ubC\nYrFApVIhlUohHo9DKpVicHAQc3NzGB8fJzGpcDhMwZuZJLPpR5aZKxQKTExMQKFQQCKRkDDV/Pw8\nxsfHEQgE0NTUhKGhIZSXl9PAzdmzZ2mgh5WNsrKyoFQqyRknkUigr6+PWhklEgm0Wi2EQiFKS0tx\n+vRpCrB1dXXw+/1U3tlMe0YgEODEiROkDpnpZZHtuCGC9wMPPACPx7Ph93p6enDfffdd5xVx9pP9\nrjHuddu7Eyd4lr2xcXfgT1mcz+dDS0sLBZiOjg709vait7cXSqUSEokEVqsVOp0OOp2OygZisRhi\nsXjNQSPL7GUyGWlqs3o1q9H6/X44nU5EIhEEAgHU1tbC5XLBarXC6/Xi2LFjWFlZQTwex9LSElZW\nVhAIBFBdXY2FhQXSQzGbzdDpdFAoFNQCyYZq4vE4FhYWoNFoIBaLYbfbUVJSAqFQiEuXLsHr9ZId\nWUFBAR3cGgwGLCwsICsrC8lkEmVlZUgmkxgbG0M0GkVFRQUNPDGJ2pKSEjojYNOrJ06cwMzMDBQK\nBUZGRmgEPr37o6mpadPPmn12Wq2WauBMSCvTyyLbcUMEb87NzUHUGPey7d1sB7Bew7u2thY+n2+N\nsTDbvjNB//HxcYyNjSEUCmFlZQVarRY6nQ4NDQ343//9X7zyyiuQy+X40Ic+RAdwIyMjiMfjsFgs\nSKVSkMvlJD7FphjLyspoHb/73e/Q2toKiURCwlHMTUen0yGVStE0ZU5ODtRqNZaWltDa2gq32w2p\nVEo65OyAlZVZ0s2PWanCbDbjkUcewezsLB2kskNLtVqNe++9l9QHE4kE8vPzkUwmcezYMZrGnJqa\nwtLSErlfMdEtmUwGq9WKkpISeu8SiQQdHR1IpVIoKSlBfn4+3STTDYG3+qw3Swy2+plMGX/fDh68\nOdeFG6HGuNUfOhuf1mg06OrqWpOdbyTon76Ft9lsOHXqFAwGA5qamvD2228jkUhgdnYWzz33HHQ6\nHZaXl2G328lZxmg0UoBjWix2ux0ulwvDw8NIJBLw+XxUuiktLcXf/M3f4KWXXsLAwAC8Xi8ikQgU\nCgWVNdgIPZN+BVZla7OysihgM0Njr9cLu92OqakpmEwmCIVCnD59GmfOnEFLSwvGx8dhMBjoQLO0\ntBRGoxFisRharRZerxezs7Po7e1FRUUFXC4XfD4fBgYGoFAoIJVKcerUKZruZD3xzBu0ra0N9fX1\n8Hq9MBqN8Hq9GBsbI70ThUJB/pTrA+z64LvRcNVmwTmTxt+3IyOCNzOEPew/fk5ms9kOgNVNWfYo\nEomgVCqpNY4dniUSCXKSZ61xLS0tNBLucDjgdDoBrB7As978cDhMmbpYLIbBYEBFRQVSqRTVs1lv\nOOvCmJycJJcY1v+t0WggEokQCoXIyDcajaKkpARmsxl33nkn3njjDbS2tpJeN3NOV6lU9HixWIxg\nMIhIJAKBQACHw4Hl5WU4nU48++yzZIfGRvDFYjHk8lVvypMnT6KtrQ0ej4e6QNrb27G8vAyhUIhg\nMAiLxUKiVw0NDVT7jkQiaGtrw/z8PF566SUaVmLljvz8fKRSKYhEInR2dpLWTHqA3Sz4ptfAtwrO\nmTT+vh03fPC2WCyQyWT4zne+g0cffRQ2m+2wl8TJYNbvABKJBPU/Ly4uYmlpCVNTU7DZbFAqldRt\nslFQSHeTb29vRzQaRVdXF8xmM7XbTU1NIRQKoaioiA4v1Wo19Ho9lTMmJydhNBqh0+kQiUQwNjYG\nr9cLhUJBJQepVIpf/vKXGBoaQiAQgEAgQE5ODml2Ly0tUV28v78fer0eOp0O0WgUeXl5EIvFcLvd\nmJqaQiqVQk5ODnlHzszMUOfLzMwMJicnYbFYaJgoFArBarUiEolgYGAAyWQSJ06coD52v99PFm2h\nUAg6nQ5lZWVko6ZWq1FZWYnW1lZMT09jZWUF+fn51PrX2dkJiUSCyclJ6kJhjvMs2LLPbLvgu933\nb5YebyADgndWVhZcLhfOnTu3aSshh7MXEokEmpubcenSJerEYG1y09PTyMvLQ0tLC86cOUOTjOkB\nRS6XQywWY3l5GWNjY3jzzTcxPj6OsrIyVFdXw2q14vTp02hubkYsFsPw8DB0Oh0F9HA4jNLSUqjV\navLEzM7OJm0S1r3B6uEulwsul4tcc9gUZiQSQU1NDYLBIFZWVjA1NQW/349YLAaTyQStVosrV65A\nrVYjNzcXExMTCAaD6Onpgd1upzbdgYEBKt8w5b6VlRUsLS2hs7MTarUa5eXlWFlZQTi8aozAphsF\nAgGkUimysrIQDoepD551vbCAfPz4cXR2diI7Oxs6nQ4ikQgCgYBEvCoqKiCXy6nDZ32A3S74bvf9\nm6XHG8iA4M3hHBRerxfNzc2Ym5uDVCqlFjzWv80GQwKBALq6utDX1wdgddSa6WP09PRgYGAAoVCI\nJhuDwSBaW1thMBig1+uRk5NDo+t2ux1vvfUWgsEgRCIRxsfHqSyh1+tRUFCAQCCAkZERKBQKmiwE\nQGuxWCwk7lRWVgaz2Qyv14vLly/jrbfeIsEmljnPz8+juLgYBoMBXV1dpKfNxKdYjRkAFhcXqWXw\n7rvvxsjICDweD6qqqqiv2+fzoaenB7m5uZicnMTs7Czd3Hw+HwBgeHgYcrmcJFyZp2ZhYSGKioqo\nns3OEtghbVZWFnWYpPd4M7YLvjsJzuka7psZOGQCPHhzjiSJRAJtbW20jTeZTDh37hzEYjFisRhe\nffVVxONxjI+PU7Y4OzuLYDCI6upqhMOrfpSsv5hlmqyrw2g0Ym5uDk6nE6lUiswKWA06EAjQ5KLd\nbqd+7cHBQVy8eBGBQAC5ubkoLi5GUVER3nrrLVqPz+eD2+2mUsaxY8fgdrvxxhtvYGlpifq73W43\n6WDn5eUBWBU9k8tXLdjYgSmrtbNxeovFgqysLDgcDiqrGAwG9Pf3Y3FxkbJb1nUCgIwjdDodtFot\nSktLUV5ejltuuQUmk4l6scViMfVwszKURCJBTU3NVQF0synJjUpfG43CbxWcb4aDy4wJ3h6Ph0R6\nOJy9wv7QWdtcXV0dFhcXUVVVhbNnzyIWiyEQCFA2HIlE4Ha7EY1GkUgkoFarEY/HAax2cqS7thcU\nFOD2228nhT9myBAOh0keVqvVoqamBmNjYygoKKA6s1AoxLFjxzA/Pw+FQkFKgYuLizQibzQaodVq\noVAoqOvDaDQCAMbHxylrZn3PLHgxUwir1YqVlRVYrVYoFAoyBE4kEqitrYVaraYS0ujoKD796U/j\nzjvvRDQaxdtvv414PI6xsTGyT5NIJLjrrrswODiIkZERGI1GqNVqGI1GlJaW4tSpUzCZTHQd0g8n\nWalGIpEgFAqhs7MTAoGAAulODxY3C8JH4eAyI4L3xYsX0dbWxiVjObsmPSsDQCJHrL+7qKgIxcXF\naGxsRHNzMwU+pVKJYDCI/v5++Hw+yOVy5OXlkQ2aXC5HYWEhzGYzKisrSWmQ9T+fOXMGzc3NGBkZ\nwcjICKanpxGLxeD1etHU1AS73Y5z587RwArTQRkaGsLCwgJmZmag0+kgFAohEomwsLAAj8dD74fV\nnKPRKABQv7RKpUJOTg4qKirQ398Pt9tNpsE+nw+VlZUwm814//vfj56eHvT19UEsFqOoqAg2mw3d\n3d2kIf7666/jnnvuIfEnk8mE/v5+BINB1NXVUdtjaWkpzGYzrly5guzsbFRVVeHhhx+GVqul1srR\n0VEUFxdTWyOzgfP5fFAoFKisrIRer1+jt72Tg8XNgvBROLjMiOC9vLwMh8MBi8Vy2EvhZBDrs6+y\nsrI1IkcPPfQQ6VxfuHABL774ImQyGfLy8vDe974XXV1dcDqdmJqaQm5uLh544AEaP29vb8f8/Dzm\n5uaorfDMmTMoLS2FzWaDVqtFJBIhPRK2Bq/XS1Zlg4ODJKEaDoeRSqUwMzMDlUpFgk7sYJJ1jIyM\njNAh4KlTpzA+Po5XX30VExMTNEWpVqvhcrkglUppsIepBgaDQTQ0NODMmTMwGo1YXFxEMBik2jfL\n+FOpFIaGhjA9PU2Hijk5OaRR8s4776C2thaTk5MkJWuxWFBRUYGKigokk8k1AZSJWbESytLSEoaH\nh1FQUEDj+iyQr+/fXi/3ms5mQfgoHFxmRPDmcPZCOBxeszUPh8P0PSZyxMSPIpEIKdQNDg7inXfe\nwdjYGD2P0+lEd3c3cnJy4HA44PP5MDExgUgkAq/XCwB4/vnnIRQKUVBQgNtuu43EqOLxOPVYK5VK\nKBQKhEIh0keZnp6GwWCAx+PB1NQUFhYWkEqlyJmHtQFqtVrI5XLymVxeXkYymaQe7sXFRYTDq+YJ\nQqEQjY2NcLvdAIBIJILS0lIUFBSgpKQEIpGITIdnZmZQUlKCgYEB5ObmIpFIwGq1YmpqClVVVWSO\nEA6vGg/L5XIsLi5SoGVO72azGQAwMjICqVQKmUwGoVCIy5cvIxqNQqvVrnH1icfjiEQimJ+fh91u\nBwDSJgFA061blT82C8K7ObjMVHjw5mQEexlpZp6HTNSoqanpKpEj9jiZTIbc3FwMDAwglUphcXER\nMzMzpN0tEAgwPj6Oubk5lJWVob+/H2+++SZWVlYQDAYhEAjg9/uprU8ul1O7XjQaxcmTJ0mw6tix\nY1haWkJPTw+AVY/M6elpLC8vQyaTkcxrJBKhf+fk5NDQDGtj1Ol0qKiowEsvvQSVSkW2Z2azmdaV\nSqXwwAMPYGxsjBzfR0ZG4HQ60dPTA71ej56eHvT29sLj8ZAoV3FxMdRqNQ3zmM1mZGVloaioCIOD\ngzCZTNS6aLPZUFlZiaqqKsq2FQoFotEoiouL0dbWBplMhu7ublRXV9O1USgUCAaDiMViNHHKtEkY\nO6lNbxaEMz04b0fGBO9oNEotUOthAjicG4frod+93Wswz0Nmvuvz+a5yXmEj7wKBAHa7nWrJfX19\nKCgowPHjx/H222+jvb0dHo8HVquVeqGZYQFzpwmFQvD7/fB6vSguLkZ2djZcLhdl35WVlbBarUgm\nk8jKyqKJxLGxMeoKMRqNlHGyg1FmZyYSiZCXlwe1Wo26ujq88cYbpGeSn58PoVBI4k6shHHhwgW4\nXC7MzMzAYrEgFotBoVDg7bffxuDgIGQyGXQ6HfLy8ihrn5ychFy+ajn2iU98Ak6nEyqVCmq1Gn/9\n13+NV155herpOTk5KCwsxOnTp+HxePCHP/wBQ0NDkEqleM973kMlIJFIhHg8Thkx61RxOp1wu924\nfPkybrnlll33bR9lMiJ4l5aWIhaLbWiVtry8jPvvvx8Oh+MQVsbZiOuh3y2Xy9HS0gKfzweNRoOm\npqYN66Gs1sucZ9RqNU6cOIH29naqMzOxqXA4DKlUiuLiYgSDQVRUVMDn81EpJBwOk6+iXq+nsfiC\nggIEg0GaWGRlGtah4nA4yLuRaWezMXWNRkOKhIFAAFlZWZBIJFheXiZvS7vdjoWFBbjdbkxPT6Oq\nqooy1lAohJmZGWg0GuTn5+MLX/gCysrK8Nxzz1FZJi8vD/Pz8zAajZicnCSRLKZCqFarabLR4XBA\nLBaTNdr3vvc9lJeXo7KyEmVlZVAoFHjggQegUqnQ09MDmUwGo9GIX/3qV5iamkJvby/uu+8+uN1u\nlJSUQKvVoq6ujj4nNu5vMpkglUoRi8VQU1ND5aid9m3fLOJS10JGBO/y8nKMjIxs+L3HHnsMCwsL\n13lFnK3Y7zasjbKvQCCAzs5OiEQiJJNJOBwOGmYB/vTHXV1djVdeeQWhUAiTk5Ow2+0kBKVQKLC0\ntETqezKZDA6HAwsLC8jPz4dYLMbAwAB1f8TjcchkMrz99tsQi8UoLS1FWVkZampq8LOf/QwjIyPU\nAsiyzHfeeQeBQIBEmZh/ZGNjIywWC+ley+Vy2O12nDhxgqYdTSYTua93dHQgFotBrVZDq9WioaEB\noVAI/f39ZOgwOztLsrYA6LXa2towOjpKTvLj4+Po6emh8lF+fj7uu+8+mricm5ujmwfTUrl06RI8\nHg8MBgNOnz5N05YymQyFhYV44YUXsLi4iNHRUbS2tqK2tpZUGTeSdBWJRGss5pRK5aa/Ixv1dWd6\nj/Z+kBHBm5NZbLXV3UvGtNXhE/NXTH/+QCCA7u5uhMNhDAwMUDcFy2KZUW5bWxsSiQSNiCeTSbz9\n9tvw+/00NMPcakpLS6FQKDA9PY1f/epXEIlEMJvNMJvN6OzshNPphFKphF6vRzweR09PD15//XXq\nDIlEIpibm4PVaoXZbKaOk2g0CqPRCL/fj+PHj0On00GpVKK3txdOp5O6T4RCIWmkKBQK3H777bj7\n7rvx1FNPwe/3Y3p6GjqdDjMzM6Qb4na7oVQqYbFYUFxcDLPZTHVxJktrNpshk8kwPDxMUq5ZWVnw\neDxIJpPo7+/HxMQEfD4fent7YTabEQqFyLknEAhAJBKRx2dFRQXy8vJgt9vR1dV1lXBUOlKplCzm\ndvP7cDP0aO8HPHhz9p2ttrr7lTExh5X07Th7/pWVFbhcLlRVVSEajUKtVkMsFqOsrAynT5+GVCqF\nw+EgHRCWNbIOC2ZikEgkUFFRgdzcXGi1WrS0tGBmZoa6MSYmJtDU1IT29nZMTExgfn4eGo2GpFqZ\nTncymYRer4fVal1jtiAWixEKhcgkuKqqCkVFRTSwMj09Te/35MmTKCkpwcmTJ6HVaiESiRCJRNDQ\n0IC5uTmMjY3R1GNBQQEFcGYEkUgkyKLN7XZDIpGgrq4O+fn5KCsrQzgcxuzsLK5cuYLp6WlkZWUh\nJycHpaWlkEql6OvrQygUglAopFLT0tIS1Go1srKy8P73vx8tLS003JSdnX2VqNRmvyu7Dby8Dr7K\nTRG8/X7/jksnGo3myH7Y15ON/ij3mjGxoBwIBEh3WiqVXrUdZ89pNBpJX5rVsCUSCf0cABrS6erq\nwsjICLxeL2WQfr8fUqkUGo0GZWVlaGhoQDQaxcDAAHV7rKyswO124+WXX0YgECD1P5vNht7eXnoe\nJgHrcDhQVlZG5RuWYZ87dw79/f2Ym5ujMkV9fT3GxsbQ0dFB/dJdXV3Izc2FQCBAYWEhWltbAQBO\npxMLCwuYnZ2FUChEVlYWysvLadyd2ZtZrVYUFhaiqqoKcrkcbrcbZWVlGB0dJTedUCiEVCpFDkKx\nWIw+M5lMBrPZjMLCQnLTYdojIpEIZ86cQX19PdmbrReV2s8a9c3Qo70fZHzwPnXqFF5//XWMjo5u\n+9hwOAyz2YwHH3zw4BfGuYrtMqbN/sDD4VVDgvHxcarnnj59mib/ANC4Nnv+kpISCAQCHDt2DGKx\nGE1NTWuyXmD1LMVqtdJYudFoxJ133onBwUHMzs6SoYBUKqWas16vh1qtRjQaJQU9qVSKUCgE91eN\nTAAAIABJREFUkUhEnpTM6SY7OxsWiwW33nordXvMzc3BZDIhmUxSt0pOTg7poszOzqKwsBBKpZKu\nlcViQVlZGXw+Hzo6OqjPmmXSNpuN7NB+//vfQ6FQIC8vD4FAAG63GyqVCiMjIygvL4dIJKIhmQsX\nLqCwsBCxWAxnz57F0NAQpqamIBAIYLVaoVarUVtbi0AggOPHj1Ofdl9fHywWy5qbMDtzWH9T3Wu3\n0FbsZxtgph5+Znzwfvzxx/H444/v6LFvvvkmPvWpTx3wijibsVXGtFVJRS6XQygUwuv1QqfTkZQr\ny1QjkQiEQiFZmLW0tJAOR0NDAwKBAFpaWpBMJiEUCtHU1ISuri4Eg0GYTCbU19dT2+Dc3BxUKhUK\nCwspg2X1YzYg89hjj+Hb3/42XC4XgsEgSktLUVpaikgkguLiYqysrKCjowMejwdzc3MIhUJobW3F\nAw88ALVajcXFRQQCAeoDZ++LOdInk0kUFhbigQcewNDQELxeL/R6PZaXlyESiRCNRiEQCDA3NweP\nx4Pl5WW4XC4oFAqYTCbY7XaMjo4iGAwiGo0iHA4jmUxibm4O5eXliMViyMvLo8lGp9NJvexswlQm\nk+HWW2/FlStXEIvFSKyKmVaMjo6iqKgISqVyw+nF7TS2Nxu+ud6BNJMPPzM+eHMyi80ypq1KKumd\nCQBIqEmhUODixYsAgNzcXNjtdvh8PggEApjNZoyNjZGXYzwex+TkJLxeLw27yOVyFBcXIxwOo6Oj\nA/39/YjFYnSwd+rUKcRiMfh8Pvj9fmi1Wmi1WsTjcdx+++04e/Ysenp6EIlEsLi4iMLCQuTl5eH+\n++8nNcAXX3wRBQUFEAgE6O/vRyQSQSKRQE1NDS5fvoxIJAK/34/Z2VkYjUaYTCbYbDaq0zNTiPr6\neszNzcFoNKK/vx85OTkwGo1obW1FKpWidsZgMIj5+XmIxWLU1NRgYGCAPCqVSiVkMhkWFxcxOTkJ\nsVhMQz16vZ40XzQaDe126urq4HA4KONmE6uFhYWorq6GyWTaNthttOPaTUA/SDL58JMHb84NwXYl\nFdaZEAgE0NbWhjfeeANjY2MQCAQoKSmhVjsmGhUOhynwyOVyXLhwAQsLC+TX2N3dDQCQyWTIzs7G\n4OAgJiYm4PF4cOrUKdLSXlhYgNlshlAoJPPc3t5eUtabm5tDfn4+FhcXyXVdJBJR3VipVEIsFkMk\nEqGoqAhyuRwLCwsYGBhAJBKhg8usrCxkZ2dDrVbToSCbUJybm6OpyZycHNjtdoRCIUxMTMBkMiGV\nSmFiYgICgQA6nQ42mw0LCwukrV1XVwer1QqXy4Xvf//71PN955134p577qE6t9PpRDQaRSqVwvHj\nx1FWVkb92MDVE6u33XbbjoLrRjuunQb0gw6kmXz4eeSCNztVZ8hkMhgMhkNc0c3N+m3wZtvinWpR\nMBW+goICGnQxGAwoLy8nnWjWPcECTyKRgFQqJSswn8+HWCwGmUxGgTAcDiMnJwfAqomBzWZDbW0t\nenp6YDAYUFZWRjVggUCAmpoavP766wiHw5icnMTKygq6u7thMBiQTCbR1taGmZkZ6g5xOBwkKsUm\nM6uqqrC8vIxYLIZIJIJwOIzKykpotVo4nU4ShVpYWMBLL70EhUKB6upqVFZW4vHHH0c4HIbX60Vt\nbS2dBXi9XrS2tiIajWJxcRHFxcUYGBiAxWJBTk4O9Ho9kskkaaekUinccccdSCaTuO222xAOr8rl\ndnd3o6urCxqNhqZSE4kETawyWVcW2Lcrd6zfce00oB80mXz4eaSCd0lJCfR6PV577TX62tjYGD7/\n+c9DrVYf4spuTtbXE9MnGzcTGdou05LL5dQqp1AokJ+fj8rKSpw5cwYikQgtLS3o7OwEsJpxssMz\n1r7HfBUDgQAdcn7kIx9Bc3MzGRzccccdEAqFGBgYwMDAAGQyGWpqamiKt7u7G5cuXaIODabN4XA4\nEI/HcenSJTpILCgoQFVVFYaGhjAyMkKHi8FgED6fD5FIBHa7HYlEgvwtmaKfWq1GJBJBdXX1mi4p\n1nedTCYRjUah0+nw7ne/m+Rn0z0ns7OzMT09jXg8jsXFRVI1NJvNtCPo6upCbW0t3G439Ho9wuEw\nuru7aaQ9FApRiYWdAaTXuvdaN94qoG+lJLjfZKoGypEK3jabDR0dHWu+lpubSxoSnP1l/TaYTTZe\ny7aYTew5HA5ycUnPyL1eL7nhTExMoLKyEnK5HFeuXMHg4CB8Ph9UKhXEYjEcDgdKS0vh8Xhw7733\nIpVKrTm8Gxoaoo6PvLw8tLW1rTlQBIChoSEUFhZidHQUly9fJpPhxcVFRKNRRCIRBINBem02NCQU\nClFbW4uysjIYjUYEg0EEg0EMDQ3BZrPBYrGQO43D4cDExARNIrrdboRCISqj2Gw2cl0vKSnBzMwM\njEYjNBoN7HY7ybYmEgm8733vg0qlQldXFwBgZmYGAoEAP/rRjxCNRqHRaPDe974XwJ8mNEOhELKy\nsuB2u1FfX0996yyo7me5YydKgpxVjlTw5lxf1m+DWT16t9vijWyumFPM+sxeq9UiHA7jnXfegdls\nhtvtRlFREXWMhMOrsqZWqxX5+fmYmJiAUCjExMQErFYrqqurUV5eDqFQiCtXrkAoFGJmZgbPP/88\n5ubmUFNTg7y8PIyOjlLrIeuTFggEWFhYgNFohEKhQCKRwOTkJHp6eiCVSunGwdT6AMBisWBsbAyR\nSARTU1OoqKigkgmbyKyoqMD73vc+aiV87rnncOLECczOzuLEiRNU23/qqacQCoVQWFiIz33uczCZ\nTPjd736H2dlZyrYdDgfVxhUKBTweDx1QWiwWKuM4HA5cvnwZSqUSExMTGBoaglgsxvj4OIqLi6FS\nqXDixAkS+drPckcmHyJeT3jw5hwYG9UTd1tf3GpLvv6PPBaLobGxEWq1mgwM5ufnqVOE1cBZPbuq\nqgr9/f1QqVQ0kDI1NUVO7SKRCD6fD9nZ2VCpVPB4PFhaWoLH46GAbTQaaViFDe/cf//9EAqFUKlU\nMJlM8Hg8qK2tRSKRgFAoxOjoKMRiMZRKJa5cuULBVKPRYGpqCvPz8xAKhTCbzZibm8Ovf/1r/OEP\nf0BJSQmCwSBef/31NR03CoUCyWQSZrOZ1pNKpXDp0iU4nU4IhcI10ra33HILlWQEAgEaGxvx/PPP\nY3l5GWq1GiaTCSqViqzL3n77bQSDQRiNRni9XiQSCfh8PmrXZDdO1nd/rVlyJh8iXk948AYwNzdH\nmRDDZDJRxwBn72xU11yfRW112LVVFrb+j5zJu7LWvpWVFeh0OlgsFmi1WiSTSZSUlEAqldLh5vj4\nOFZWVgCsfuaTk5Mk71pXV4dgMAixWAyn0wmbzQa73Q6xWAyXy4XW1lZYrVaMj4+TaBWrJZeUlJDB\nb0lJCRwOB3Q6HYqLi/Haa6+RA8/AwAAEAgFeffVVKJVKiEQiqNVq+Hw+as2Ty+UIBoPUKhiLxVBV\nVYXZ2VkcP34ciUQCvb29WF5extzcHJUdXC4XlpaWKEjX1tZCKpVuOJ36yCOPUM2bSbjq9XpqtdTp\ndGQWEYvFoFKp1liXsa/t5DPdye9Mph4iXk+OfPB+97vfjebm5jVf83g81K/LOVg2yqyBP41eb5WF\nrf8jZ4HeYDDg3LlzKC4uRl5eHh1QNjQ00M2DBYTGxkYEAgGSjlUoFEilUpBIJHQQeeLECTQ1NQFY\nbZdraWmB1WqF1WolnQ+m761UKgEACoWCsufa2lrccsst6Ovrw69//WvE43FIJBKYTCbqs3Y6nSgu\nLsbs7CwNy7BsX6vVIhqNkha3zWajzhE23SmRSPAXf/EXGB0dxeTkJC5fvozW1lZotVqUlJQgKysL\nFouFdE7YeQFDKpUiKyvrqmvLRv+j0SjJEwCrzjzJZHJT8TFesz54jnzwfvrpp6/62k9/+lN8+9vf\nPoTVHD3WZ9ZMETC9Y4S1qm2UhaVn8umBnrm5A6DnZM9RW1sLn8+35tAtlUpBIBCguLgYoVCIxuvL\nysroNQKBANrb26kr5N5778WLL74IhUJBa62vr8eFCxdgNBrR09ODlZUVak1lh4rMhIHJyubm5tIh\nZF5eHgwGAyYnJxGNRiGVSrG0tITc3FxYrVY0NDSQ9rVGo0FLSwsikQgGBwfJCJg5AOXk5JADjkaj\ngUAgQGdnJwKBAKampmhCkt0wN5Jt1Wq1lKVHo1Fyjw+Hw6ipqaGR+fVyBtdSs+bBf2cc+eDNOVzW\nZ9YAqGMEAI2Q7+SPf30mDgCXLl0i66+GhgZ4vV786Ec/QjgchkgkwrFjx5BKpeByuVBWVkYTi3q9\nHolEgqzIZDIZ/H4/XC4XjdwXFRVBIpEgNzcXAFBfX4/f/OY31GZnNpsRCARgtVohFosRDAbh9Xrp\n/VitVigUChw/fhznzp3D9PQ0Hez+4Ac/wODgIKxWKwwGA/Lz8zE9PY3x8XGEw2HcfvvtCIdXJW/H\nxsYwOjqKUCiEU6dOob6+HgKBgCYh00s93d3diEQiiMfjKCkpQSQSQSAQIDGprYIlkwfw+XwoLS2F\nRCJZoxWz2We6Wc16Ky0bfmC5PXsK3n6/H1/+8pep1vUP//APOH78+H6v7Uhy1K7tRgGXjaAz5xu5\nXL7jGmp6Js7+8JlN3srKCpLJJEKhENxuN7q7u9Hd3Y1bbrkFLpcLV65cwfLyMuRyOSQSCZU+fD4f\n5HI5Tp48CWDVc3JmZgaBQABSqRR5eXkAVl2duru7oVAo0NraiqKiItK+DodXXdldLheVctra2ug9\nCgQCXLlyBalUCuXl5Xjsscdw4cIFDA8PUzsfABKDWlpaAgCEQiFy+1EoFIhEIrj11lvhcDiwvLwM\no9EIrVaLCxcuULviW2+9RQNH7HeLBUvWB87G3tMVHUdHR2Gz2aDValFQULChrslGn+lGn9d2Wjb8\nwHJ79hS8f/jDH+L06dP42Mc+BpfLhS996UsbWpRlMoFAAPPz82vqgNeDo3Bt17P+EJP1cQOgr+9m\nG80CPWthC4fDqK2thcPhgEQiwejoKIaHh6FSqaDT6TA/Pw+z2UwtgCMjI9SpEo1GodfrYbPZ4PP5\nUFdXR2PuCoUCOTk5CIfDUCqVeOWVVzA/P0/Th8ztPRQK0Uj82NgYlpeXcfz4ccqKmZ+jUCjE2NgY\nGRzce++9OHv2LBKJBEKhEP71X/8VV65cgVqtxuDgIHW8MOLxONmwnT9/nrTOH3nkEdTX11Nv9+jo\nKI4dO4bCwkLSLZHL5fB6vXC5XABA5RSWBTO3IVZKqqmp2VLXZLvBl+20bPiB5fbsKXh//OMfp7FY\ndsp+M3H8+HGo1Wo888wz+MIXvnBdpy9v9mu7Gesz63RLM/bHrVAoyHeRfZ855wAbB/r1LWyJRAIf\n+MAHYDKZMDs7S3VnsViMzs5OxGIxCIVCCIVCmEwmiMViLC4ukvogk1JwOp2kVMgmMLu6unDmzBnS\n4e7q6sLMzAykUimEQiEZM8RiMczMzEAmk6GzsxP5+fnke8nG+pniHxta6ezshNVqpVIIC3bZ2dk4\nefIknE4n7HY7otEotTNqNBp4vV643W6YTCbU1tYiFotBqVQimUyS9RgLliyb12q1a8Si5HI5fD4f\nFhYW0NvbC41GQxOte2W77DpTpx6vJ9sG7/Pnz+PZZ59d87Unn3ySvP6eeOIJ/NM//dOBLfAwqKys\nxKVLl5CdnX3Vqfx+88lPfhISiYT+fbNf241I30JLJBLKBtO30RKJBJcvXwawmhXW1dVRS1z64abD\n4VhTAmCBiwVuNj4fi8VQVFSEkydPQiqVoru7GzabDcPDw5DL5RgfH4fNZsP09DTcbjf8fj/q6+tx\n7tw5AKBaMQs6TDLWYDBArVaTIw6rCfv9fhpZNxgMdNMIh1d9Npn2+MDAAHWwtLW1IRwOQygU0s+x\nEolKpSL9kmg0ioWFBRgMBkxPTyMajWJ+fh4ulwsajQYajQYi0aphArBaalEoFKTUyN6HyWRaoyGe\n3pu/tLREXTBMg5wlGXuBZ9fXzrbB+8EHH9zQvGBgYABf/vKX8fd///d0Ws3ZPc888wxsNtuarx2V\na8uybfa/CoUCbW1tWFlZgUqlIucbkUgEh8MBn88HrVaLjo4OBINByGQyOgAEVls8AWxYAqitraVJ\nQ4FAgJmZGRKVKigowPDwMJklJJNJqFQqZGVlIRKJQC6XI5lMkg43uxEMDw9T0C4sLEQqlaLReFZj\nj0ajmJ2dhdVqxbFjx1BaWoqsrCz8/ve/xyuvvAK32w2FQoGTJ08iNzcXWVlZaG5uht/vx//93/+h\nsLAQTqcTZrOZbmhy+aq+eWVlJYlusevGvCn/7M/+DDKZDCKRiPrNmR4MazkEri5HbRRQRaJVt3c2\n2KNQKPalDs2z62tjT2WT4eFh/N3f/R2+853voLy8fL/XdKQ5Ktd2fbYtkUjgdruRSCQwNzcHv9+P\nRCKBW265BSqVCiqVioZGAMBgMMDv92N0dBTNzc1IJBKQSCS466671pQAVCoVFhYW8P3vfx+xWAyz\ns7MkvsT8JkUiEV566SVIpVIEg0EUFhZCq9WSvvbAwAC8Xi8WFxfR1dWFiooKeL1eKBQK0iWJxWII\nBoPIzc2l9rzKykpkZWWhv7+f1t7e3o6CggJYrVYIBAJMTEyQaQKwaj0mEAig0WgQj8cRDAYxOTkJ\ni8WCYDCI6upqcqJn14XtCuLxOIRCIZXaWNmNBdpwOEzGCltpzWwUUHmmfOOxp+D91FNPIRqN4pvf\n/CZSqRS0Wi2++93v7vfabgiY3Od2MCeUa+WoXNv1B1as60EkEqGnpwdqtRoDAwOIxWIwGAyUFbKh\nEVZOsNvtcLlcNI0YDodpFF4mk6GtrQ0ejwfT09OoqqpCJBKBzWaDRqNBaWkpJiYmsLi4CLlcjsrK\nShJ7UiqVUKvVeOihhzA3N4e+vj6YzWa0tbXh0qVLEAgEUCgUsFgs6OrqgsvlQl9fH1KpFBQKBUpK\nSqBUKql32+v1Qi6Xo7S0FDk5OZDL5Xj55ZcxNTVF3SbpNeZQKETysJcvX8bU1BTEYjEqKyvh9XrX\ndHowR3hmHpEerNMDrUQiIbEpVoePx+NXPd9m8Ez5xmJPwft73/vefq/jhuTDH/4wWlpatn1cJBLB\n/Pw8Pv3pT1/zax6Va7v+wIqVBNhBWCgUwujoKIxGIwV65pPIhkYkEgneeOMNzMzM0AFc+hlFUVER\nVlZWUFlZiaeffhqtra0Ih8MoKipCLBZDdXU1brvtNrzxxhtQqVRwOp3Iz88nDW6WBRcWFmJxcREe\njweRSARKpRJCoRBnz56Fz+ejDLempgbV1dUYGhqinUA8HofZbKZeb4FAgOzsbFRWVpK7TzQahVAo\npEB74sQJuN1uNDU1YWlpiWzd5ufnIRAIIBAI6CA2PZNe3w+/fly9vb2dtLxjsRh+/vOfU2viiRMn\nKMhnqqfjUYMP6WzBv//7v+/ocePj42hoaDjg1dxcbLYNT3fM0el0CIfDG47Fs8BUX1+P//mf/yEr\nMOBPJRm/308Hj01NTSgpKcHIyAgCgQD0ej2VMgQCAT7ykY/A5/Ph7rvvxujoKAXp9EO7QCAAhUKB\n7u5uyrBHR0fh9/vJSYcF5GQyidHRUZSUlJBhQlNT05q1Z2VlUdbNtFai0Siam5up7l5WVkaCVIlE\ngpx2WIa9vmMjvU0yvcuG3QB1Oh0WFxfh9/shEokgEAjWHEDy6cbMgQdvzqGx2TZ8/Vj2VhmgVCpF\neXk5ksnkGl1vVitmRgy1tbUQCASor68nazRmqPCLX/wCWq0WOp0OH/jABzY9tNNqtTh9+jTq6uoA\ngA4tCwsLEQqF8NBDDyEWi2FsbAxisRjJZBJ9fX3QarVwuVw4ffr0mhZIlmFrNBo6dG1ubkZnZyd0\nOh3sdjsA4NixY7hy5QoUCgX6+/tx/PjxDVUagdUDyGAwCJfLhcLCQqhUKjQ2NlKgX1lZQSwWg0aj\nwczMDFKp1BqjBz7dmDnw4M25ihtl27xdjZWVSGpqahAMBqHRaOjxrNtjeXkZAoEABoOBDj9FIhG8\nXi86OzsRDAYRCoXQ0NBAkrBFRUWbvm56D3oikUBdXR0NwxgMBiQSCVRUVCASiaCgoAC9vb1Ua16/\n9vb2dppcZD3aTM3P4/FQ8GcHke9///sRCATgcDjW3FTSJ0qDwSDi8TjVtZm9mkqlQm1tLX70ox8h\nEolApVLhwQcfhFQqvaotk083ZgY8eO8TrJOB+SBmKtdr23ytN4j13SonT55cE9BOnz6NUCiEgYEB\nGAyGNRocgUCAAr9CoYBUKsXg4CDcbjeEQiFuvfVW6oHeao3M1Sc9821vb4dQKKQJxcnJSWoHTA+E\n4XCY1uHxeDA8PIxQKASZTIby8nLY7XbU1dWhq6sLRqORxvSNRiMF1/XrYgbBzDg5EomQvAAA+Hw+\nRKNRmM1mLC8vI5lMrtkJsPfEu0oyAx689wGLxYI77rgDzzzzDJ544olrGl44bK7HtvlabxCJRAJL\nS0tkFuDz+dDZ2UnGAI2NjZBKpbjrrruon5nplFy4cIG6M0pLSxGPx1FcXIzFxUV0dnZifn4ely9f\nhsPhwODgIMmgsp7z9WykpcImFH0+H/Ly8lBWVkaTlelO7KOjo/B6vZiZmUFOTg4ZHzscDphMJnpc\nR0cHxGIxpFIpamtrN/UBjcViZBDMVP/SR9j1ej00Gg2ZLuj1+g2vL+8qyQx48N4HFAoFXnjhBSiV\nyqu2x5nG9dg2X8sNYr1QUnFxMYDVdjmdTrfm+ZjpwtLSEiQSCZqbm9Hd3U2thna7HSqVCk1NTWhu\nbkZbWxtkMhkFP6/XS4a+ALYdCU+/dkxoanR0lPwq068lm/BkY/HxeBxyuRxKpXJNwHU4HPB6vdDp\ndDQxuv7aMf0WiUQClUq15rCVXTP2uPWmC5zMhQdvzhqux7b5Wm4Q6V0TRUVFKC8vh1wuR19f31XP\nxwI9qy3L5XKoVCrMzs5Sj3Y4HEYymaTRcebGrtfrMTw8jL6+Puj1eiSTyW1vMqzNb2lpCVeuXKHD\nSqa/nX4tWaBmE5yszs68OZeWlqDX6+lrzDhbqVRCIpHQexUKhXjjjTcQiUSg1+vps+vu7kZ7eztJ\nL7DOk8bGxusutsY5GHjw5lzFfm6bN6ptX8sNIl0oKZlMwul0Uk91ujEAC4DLy8vUSx2Px2Gz2SAQ\nCMjkQKfT0RruuOOONZnssWPHIBQKaSBoo0w2fe3sZrGwsACXywWZTAaPx0OmEIlE4qpr4PV6cf78\nebS1tUGpVOK9730vXnjhBXi9Xuj1ejz66KMkDWAwGBAOh+lGIJFIcOHCBbz44ouQy+XIz8+n78Vi\nMajVaszPzyMSicBqta7pl7/Wz5Bz+PDgvc84nU7KdvLz84/0af1Wte293iBYdtvc3IxwOIzBwUHq\nFAFA5YP0Tg72+jk5OdQrPTg4iKysLOh0ujXPne7Ko9FoUFJSglgsRj3arA+buaan18IDgQA6OzuR\nTCbR0tKCmpoaaLVaiEQitLe3b3gN2Fi9Xq8nIavXX38dRUVFpMWSlZVFI/3pA03pZZNoNEqSAukS\nr+zGNTMzQ2Je+/UZcg4XHrz3kY9//OPo7e0FsDq4MzExQSp0R5GDOvxkk49GoxHDw8OUQTOXmHA4\nDLFYDKPRiIqKChQWFkIkEkEsFqOvrw+jo6OYnp7G4uIilU42Ms+tra1Fc3MzUqkU2tvb0djYiObm\nZrS3t2N5eRkGgwGhUAh33XUXBXDmyhOPx6FUKlFUVIRwOExTkEzYimWx7BBxYWEBYrGYdgbBYBAS\niYS6YjbaqTAVQ6vVipGRESofNTU1XaXv4na7ryrdHOZnyLl2ePDeR9I1SL71rW/ht7/97SGu5vDZ\naW17t9tyJhHb2dlJXRiVlZXo6OjA+Pg4OZ5XVFRAo9Hg7NmzlCmzMohcLkckEqHnY7DMmsmy9vf3\nQyKRYHx8HEVFRUilUlAqlRgZGUEsFiOlvjNnzkClUqG8vBw+nw8ymYy6XxQKBQKBAMRi8RovTdYV\n88gjj2BpaQnDw8NIJBK4/fbbYTKZsLS0hKGhIUxNTaGxsZGCZvr1ampqQlFREdrb22E2m9eURpjE\nKzsj2EvQ5X3fNy48eHMOjGu1w9rqeVkXBtM+YaPeHo8HOp0O+fn5qK6ups4NlhlvpWnNOlI6Ozuh\n1+thMpnIBDiVSiEajSKZTKK4uBjBYBDAqiAZM05QqVTUkRKPxyEWi2nsnUnftre3X5XFSqVSkoMN\nh8PUIdPe3k4WauyxG5VtsrKyYDKZNpQSqKysBICrTIL38zPkHA48eHMOlGuxw9oKlUpFB3isDswC\nMcuON7Lp2krTOpVKIR6PQ6fTwePxwGazobGxkYyHf/GLX0AikaCqqgqPP/44Ll26RK/FAibTZlkf\n7FQqFRKJxI7cYxKJBFwuF8bGxjA+Po7a2lpIJBJ4vV60traiq6sLy8vLMJlMJJu7kWPQ+pviXuF9\n3zcmPHgfIEtLS+jv7wcAckph4kmcVfa6Ld8oI2SqhFtliVtpWjPXervdvkYsan5+Hr29vZiZmaHh\nHoFAsOlrbaXZspMslumxVFVVIRgMorKyEu3t7XC73XA6nXQYmZeXR16WrE2QPSevVd/88OB9QNx9\n99147bXXsLy8DABoa2tDKpVCRUXFIa9sf9iv9rFr2ZZvFCQ3C5zrTYnZzUKv19O/lUrlhhksADKM\nYGUU9v3dBsSd/Awbc/f7/eSfGgwG6cbGWg9tNhsmJiZoB5IeoHmt+uaHB+8Dor6+Hr/73e/o3+9+\n97vJjirT2axOvdeAvhMBqmu5UayXWV0foNffPFh9PH2aUyaTobGx8ZrMd9e/j83eV/qYO1MbZMGc\n1envueceGsbZTDaX16pvbnjw5uyajbbkTGJ1t/3A2wXma+0zjkajePXVV9Hf3w+DwQDX/e9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Icffoju7m7ExcUNv85Hw/JWoaFDJe7u7li0aNGEv3/p0qWTnOi+RYsWISoqatzba7VatLW1Ka46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\nsbyJiFSI5U1EpEL/A5Irq324HXUvAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create some normally distributed data\n", + "mean = [0, 0]\n", + "cov = [[1, 1], [1, 2]]\n", + "x, y = np.random.multivariate_normal(mean, cov, 3000).T\n", + "\n", + "# Set up the axes with gridspec\n", + "fig = plt.figure(figsize=(6, 6))\n", + "grid = plt.GridSpec(4, 4, hspace=0.2, wspace=0.2)\n", + "main_ax = fig.add_subplot(grid[:-1, 1:])\n", + "y_hist = fig.add_subplot(grid[:-1, 0], xticklabels=[], sharey=main_ax)\n", + "x_hist = fig.add_subplot(grid[-1, 1:], yticklabels=[], sharex=main_ax)\n", + "\n", + "# scatter points on the main axes\n", + "main_ax.plot(x, y, 'ok', markersize=3, alpha=0.2)\n", + "\n", + "# histogram on the attached axes\n", + "x_hist.hist(x, 40, histtype='stepfilled',\n", + " orientation='vertical', color='gray')\n", + "x_hist.invert_yaxis()\n", + "\n", + "y_hist.hist(y, 40, histtype='stepfilled',\n", + " orientation='horizontal', color='gray')\n", + "y_hist.invert_xaxis()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This type of distribution plotted alongside its margins is common enough that it has its own plotting API in the Seaborn package; see [Visualization With Seaborn](04.14-Visualization-With-Seaborn.ipynb) for more details." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Customizing Colorbars](04.07-Customizing-Colorbars.ipynb) | [Contents](Index.ipynb) | [Text and Annotation](04.09-Text-and-Annotation.ipynb) >" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/matplotlib/04.09-Text-and-Annotation.ipynb b/matplotlib/04.09-Text-and-Annotation.ipynb new file mode 100644 index 0000000..7cd82c8 --- /dev/null +++ b/matplotlib/04.09-Text-and-Annotation.ipynb @@ -0,0 +1,443 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n", + "\n", + "*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*\n", + "\n", + "*No changes were made to the contents of this notebook from the original.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Multiple Subplots](04.08-Multiple-Subplots.ipynb) | [Contents](Index.ipynb) | [Customizing Ticks](04.10-Customizing-Ticks.ipynb) >" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Text and Annotation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Creating a good visualization involves guiding the reader so that the figure tells a story.\n", + "In some cases, this story can be told in an entirely visual manner, without the need for added text, but in others, small textual cues and labels are necessary.\n", + "Perhaps the most basic types of annotations you will use are axes labels and titles, but the options go beyond this.\n", + "Let's take a look at some data and how we might visualize and annotate it to help convey interesting information. We'll start by setting up the notebook for plotting and importing the functions we will use:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib as mpl\n", + "plt.style.use('seaborn-whitegrid')\n", + "import numpy as np\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example: Effect of Holidays on US Births\n", + "\n", + "Let's return to some data we worked with earler, in [\"Example: Birthrate Data\"](03.09-Pivot-Tables.ipynb#Example:-Birthrate-Data), where we generated a plot of average births over the course of the calendar year; as already mentioned, that this data can be downloaded at https://raw.githubusercontent.com/jakevdp/data-CDCbirths/master/births.csv.\n", + "\n", + "We'll start with the same cleaning procedure we used there, and plot the results:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "births = pd.read_csv('data/births.csv')\n", + "\n", + "quartiles = np.percentile(births['births'], [25, 50, 75])\n", + "mu, sig = quartiles[1], 0.74 * (quartiles[2] - quartiles[0])\n", + "births = births.query('(births > @mu - 5 * @sig) & (births < @mu + 5 * @sig)')\n", + "\n", + "births['day'] = births['day'].astype(int)\n", + "\n", + "births.index = pd.to_datetime(10000 * births.year +\n", + " 100 * births.month +\n", + " births.day, format='%Y%m%d')\n", + "births_by_date = births.pivot_table('births',\n", + " [births.index.month, births.index.day])\n", + "births_by_date.index = [pd.datetime(2012, month, day)\n", + " for (month, day) in births_by_date.index]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Gj1hIRUVRuTIpD64Ykwn47DPgr38Fhg2jiHFFhfJr/fILRWVGjaJkPzmuXgXOnDE32xg8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\narD2Gbudx5itFAzDMAzDMIwapIQxR4wZhmEYhmGYBoe1lYI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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 4))\n", + "births_by_date.plot(ax=ax);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When we're communicating data like this, it is often useful to annotate certain features of the plot to draw the reader's attention.\n", + "This can be done manually with the ``plt.text``/``ax.text`` command, which will place text at a particular x/y value:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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GIcaRI0DXrkCvXsD+/brXvXGDBJ9Qbq1pU5p4wZDjpKZSZDs4mDzYq1eT3YOm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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 4))\n", + "births_by_date.plot(ax=ax)\n", + "\n", + "# Add labels to the plot\n", + "style = dict(size=10, color='gray')\n", + "\n", + "ax.text('2012-1-1', 3950, \"New Year's Day\", **style)\n", + "ax.text('2012-7-4', 4250, \"Independence Day\", ha='center', **style)\n", + "ax.text('2012-9-4', 4850, \"Labor Day\", ha='center', **style)\n", + "ax.text('2012-10-31', 4600, \"Halloween\", ha='right', **style)\n", + "ax.text('2012-11-25', 4450, \"Thanksgiving\", ha='center', **style)\n", + "ax.text('2012-12-25', 3850, \"Christmas \", ha='right', **style)\n", + "\n", + "# Label the axes\n", + "ax.set(title='USA births by day of year (1969-1988)',\n", + " ylabel='average daily births')\n", + "\n", + "# Format the x axis with centered month labels\n", + "ax.xaxis.set_major_locator(mpl.dates.MonthLocator())\n", + "ax.xaxis.set_minor_locator(mpl.dates.MonthLocator(bymonthday=15))\n", + "ax.xaxis.set_major_formatter(plt.NullFormatter())\n", + "ax.xaxis.set_minor_formatter(mpl.dates.DateFormatter('%h'));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The ``ax.text`` method takes an x position, a y position, a string, and then optional keywords specifying the color, size, style, alignment, and other properties of the text.\n", + "Here we used ``ha='right'`` and ``ha='center'``, where ``ha`` is short for *horizonal alignment*.\n", + "See the docstring of ``plt.text()`` and of ``mpl.text.Text()`` for more information on available options." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Transforms and Text Position\n", + "\n", + "In the previous example, we have anchored our text annotations to data locations. Sometimes it's preferable to anchor the text to a position on the axes or figure, independent of the data. In Matplotlib, this is done by modifying the *transform*.\n", + "\n", + "Any graphics display framework needs some scheme for translating between coordinate systems.\n", + "For example, a data point at $(x, y) = (1, 1)$ needs to somehow be represented at a certain location on the figure, which in turn needs to be represented in pixels on the screen.\n", + "Mathematically, such coordinate transformations are relatively straightforward, and Matplotlib has a well-developed set of tools that it uses internally to perform them (these tools can be explored in the ``matplotlib.transforms`` submodule).\n", + "\n", + "The average user rarely needs to worry about the details of these transforms, but it is helpful knowledge to have when considering the placement of text on a figure. There are three pre-defined transforms that can be useful in this situation:\n", + "\n", + "- ``ax.transData``: Transform associated with data coordinates\n", + "- ``ax.transAxes``: Transform associated with the axes (in units of axes dimensions)\n", + "- ``fig.transFigure``: Transform associated with the figure (in units of figure dimensions)\n", + "\n", + "Here let's look at an example of drawing text at various locations using these transforms:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(facecolor='lightgray')\n", + "ax.axis([0, 10, 0, 10])\n", + "\n", + "# transform=ax.transData is the default, but we'll specify it anyway\n", + "ax.text(1, 5, \". Data: (1, 5)\", transform=ax.transData)\n", + "ax.text(0.5, 0.1, \". Axes: (0.5, 0.1)\", transform=ax.transAxes)\n", + "ax.text(0.2, 0.2, \". Figure: (0.2, 0.2)\", transform=fig.transFigure);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that by default, the text is aligned above and to the left of the specified coordinates: here the \".\" at the beginning of each string will approximately mark the given coordinate location.\n", + "\n", + "The ``transData`` coordinates give the usual data coordinates associated with the x- and y-axis labels.\n", + "The ``transAxes`` coordinates give the location from the bottom-left corner of the axes (here the white box), as a fraction of the axes size.\n", + "The ``transFigure`` coordinates are similar, but specify the position from the bottom-left of the figure (here the gray box), as a fraction of the figure size.\n", + "\n", + "Notice now that if we change the axes limits, it is only the ``transData`` coordinates that will be affected, while the others remain stationary:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ax.set_xlim(0, 2)\n", + "ax.set_ylim(-6, 6)\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This behavior can be seen more clearly by changing the axes limits interactively: if you are executing this code in a notebook, you can make that happen by changing ``%matplotlib inline`` to ``%matplotlib notebook`` and using each plot's menu to interact with the plot." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Arrows and Annotation\n", + "\n", + "Along with tick marks and text, another useful annotation mark is the simple arrow.\n", + "\n", + "Drawing arrows in Matplotlib is often much harder than you'd bargain for.\n", + "While there is a ``plt.arrow()`` function available, I wouldn't suggest using it: the arrows it creates are SVG objects that will be subject to the varying aspect ratio of your plots, and the result is rarely what the user intended.\n", + "Instead, I'd suggest using the ``plt.annotate()`` function.\n", + "This function creates some text and an arrow, and the arrows can be very flexibly specified.\n", + "\n", + "Here we'll use ``annotate`` with several of its options:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "x = np.linspace(0, 20, 1000)\n", + "ax.plot(x, np.cos(x))\n", + "ax.axis('equal')\n", + "\n", + "ax.annotate('local maximum', xy=(6.28, 1), xytext=(10, 4),\n", + " arrowprops=dict(facecolor='black', shrink=0.05))\n", + "\n", + "ax.annotate('local minimum', xy=(5 * np.pi, -1), xytext=(2, -6),\n", + " arrowprops=dict(arrowstyle=\"->\",\n", + " connectionstyle=\"angle3,angleA=0,angleB=-90\"));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The arrow style is controlled through the ``arrowprops`` dictionary, which has numerous options available.\n", + "These options are fairly well-documented in Matplotlib's online documentation, so rather than repeating them here it is probably more useful to quickly show some of the possibilities.\n", + "Let's demonstrate several of the possible options using the birthrate plot from before:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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UgRkI573atdOIjpaUa+5JhKG44AI5P/9c0rnJlVdKZPXkSflp0yb0NrfeKvmv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\nI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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 4))\n", + "births_by_date.plot(ax=ax)\n", + "\n", + "# Add labels to the plot\n", + "ax.annotate(\"New Year's Day\", xy=('2012-1-1', 4100), xycoords='data',\n", + " xytext=(50, -30), textcoords='offset points',\n", + " arrowprops=dict(arrowstyle=\"->\",\n", + " connectionstyle=\"arc3,rad=-0.2\"))\n", + "\n", + "ax.annotate(\"Independence Day\", xy=('2012-7-4', 4250), xycoords='data',\n", + " bbox=dict(boxstyle=\"round\", fc=\"none\", ec=\"gray\"),\n", + " xytext=(10, -40), textcoords='offset points', ha='center',\n", + " arrowprops=dict(arrowstyle=\"->\"))\n", + "\n", + "ax.annotate('Labor Day', xy=('2012-9-4', 4850), xycoords='data', ha='center',\n", + " xytext=(0, -20), textcoords='offset points')\n", + "ax.annotate('', xy=('2012-9-1', 4850), xytext=('2012-9-7', 4850),\n", + " xycoords='data', textcoords='data',\n", + " arrowprops={'arrowstyle': '|-|,widthA=0.2,widthB=0.2', })\n", + "\n", + "ax.annotate('Halloween', xy=('2012-10-31', 4600), xycoords='data',\n", + " xytext=(-80, -40), textcoords='offset points',\n", + " arrowprops=dict(arrowstyle=\"fancy\",\n", + " fc=\"0.6\", ec=\"none\",\n", + " connectionstyle=\"angle3,angleA=0,angleB=-90\"))\n", + "\n", + "ax.annotate('Thanksgiving', xy=('2012-11-25', 4500), xycoords='data',\n", + " xytext=(-120, -60), textcoords='offset points',\n", + " bbox=dict(boxstyle=\"round4,pad=.5\", fc=\"0.9\"),\n", + " arrowprops=dict(arrowstyle=\"->\",\n", + " connectionstyle=\"angle,angleA=0,angleB=80,rad=20\"))\n", + "\n", + "\n", + "ax.annotate('Christmas', xy=('2012-12-25', 3850), xycoords='data',\n", + " xytext=(-30, 0), textcoords='offset points',\n", + " size=13, ha='right', va=\"center\",\n", + " bbox=dict(boxstyle=\"round\", alpha=0.1),\n", + " arrowprops=dict(arrowstyle=\"wedge,tail_width=0.5\", alpha=0.1));\n", + "\n", + "# Label the axes\n", + "ax.set(title='USA births by day of year (1969-1988)',\n", + " ylabel='average daily births')\n", + "\n", + "# Format the x axis with centered month labels\n", + "ax.xaxis.set_major_locator(mpl.dates.MonthLocator())\n", + "ax.xaxis.set_minor_locator(mpl.dates.MonthLocator(bymonthday=15))\n", + "ax.xaxis.set_major_formatter(plt.NullFormatter())\n", + "ax.xaxis.set_minor_formatter(mpl.dates.DateFormatter('%h'));\n", + "\n", + "ax.set_ylim(3600, 5400);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You'll notice that the specifications of the arrows and text boxes are very detailed: this gives you the power to create nearly any arrow style you wish.\n", + "Unfortunately, it also means that these sorts of features often must be manually tweaked, a process that can be very time consuming when producing publication-quality graphics!\n", + "Finally, I'll note that the preceding mix of styles is by no means best practice for presenting data, but rather included as a demonstration of some of the available options.\n", + "\n", + "More discussion and examples of available arrow and annotation styles can be found in the Matplotlib gallery, in particular the [Annotation Demo](http://matplotlib.org/examples/pylab_examples/annotation_demo2.html)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Multiple Subplots](04.08-Multiple-Subplots.ipynb) | [Contents](Index.ipynb) | [Customizing Ticks](04.10-Customizing-Ticks.ipynb) >" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/matplotlib/04.10-Customizing-Ticks.ipynb b/matplotlib/04.10-Customizing-Ticks.ipynb new file mode 100644 index 0000000..638e262 --- /dev/null +++ b/matplotlib/04.10-Customizing-Ticks.ipynb @@ -0,0 +1,505 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n", + "\n", + "*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*\n", + "\n", + "*No changes were made to the contents of this notebook from the original.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Text and Annotation](04.09-Text-and-Annotation.ipynb) | [Contents](Index.ipynb) | [Customizing Matplotlib: Configurations and Stylesheets](04.11-Settings-and-Stylesheets.ipynb) >" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Customizing Ticks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Matplotlib's default tick locators and formatters are designed to be generally sufficient in many common situations, but are in no way optimal for every plot. This section will give several examples of adjusting the tick locations and formatting for the particular plot type you're interested in.\n", + "\n", + "Before we go into examples, it will be best for us to understand further the object hierarchy of Matplotlib plots.\n", + "Matplotlib aims to have a Python object representing everything that appears on the plot: for example, recall that the ``figure`` is the bounding box within which plot elements appear.\n", + "Each Matplotlib object can also act as a container of sub-objects: for example, each ``figure`` can contain one or more ``axes`` objects, each of which in turn contain other objects representing plot contents.\n", + "\n", + "The tick marks are no exception. Each ``axes`` has attributes ``xaxis`` and ``yaxis``, which in turn have attributes that contain all the properties of the lines, ticks, and labels that make up the axes." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Major and Minor Ticks\n", + "\n", + "Within each axis, there is the concept of a *major* tick mark, and a *minor* tick mark. As the names would imply, major ticks are usually bigger or more pronounced, while minor ticks are usually smaller. By default, Matplotlib rarely makes use of minor ticks, but one place you can see them is within logarithmic plots:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.style.use('classic')\n", + "%matplotlib inline\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.axes(xscale='log', yscale='log')\n", + "ax.grid();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see here that each major tick shows a large tickmark and a label, while each minor tick shows a smaller tickmark with no label.\n", + "\n", + "These tick properties—locations and labels—that is, can be customized by setting the ``formatter`` and ``locator`` objects of each axis. Let's examine these for the x axis of the just shown plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n" + ] + } + ], + "source": [ + "print(ax.xaxis.get_major_locator())\n", + "print(ax.xaxis.get_minor_locator())" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n" + ] + } + ], + "source": [ + "print(ax.xaxis.get_major_formatter())\n", + "print(ax.xaxis.get_minor_formatter())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see that both major and minor tick labels have their locations specified by a ``LogLocator`` (which makes sense for a logarithmic plot). Minor ticks, though, have their labels formatted by a ``NullFormatter``: this says that no labels will be shown.\n", + "\n", + "We'll now show a few examples of setting these locators and formatters for various plots." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Hiding Ticks or Labels\n", + "\n", + "Perhaps the most common tick/label formatting operation is the act of hiding ticks or labels.\n", + "This can be done using ``plt.NullLocator()`` and ``plt.NullFormatter()``, as shown here:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.axes()\n", + "ax.plot(np.random.rand(50))\n", + "\n", + "ax.yaxis.set_major_locator(plt.NullLocator())\n", + "ax.xaxis.set_major_formatter(plt.NullFormatter())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that we've removed the labels (but kept the ticks/gridlines) from the x axis, and removed the ticks (and thus the labels as well) from the y axis.\n", + "Having no ticks at all can be useful in many situations—for example, when you want to show a grid of images.\n", + "For instance, consider the following figure, which includes images of different faces, an example often used in supervised machine learning problems (see, for example, [In-Depth: Support Vector Machines](05.07-Support-Vector-Machines.ipynb)):" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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kZU5WRrArBJoix2R2b4whkJcZKFivXoyPmKJi6jz5ENi0LZtdLVjBMIBSFFUuLe5dS9u0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S5tk+s6TG9msoyqhbSOmtQ7slGsNWtEccij/hHttgzQ6+06vVMBeXbPJKFOb2dKGdY1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MqlqjPZxx+/Ye21dbdpiW2NxumI91QpzXu+5LBO9hvwf0/t6g1O7PaQiv5E2qDZVF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\ns7I4JVpHKCj4E5+mEf/76nxFlqQMp0OSKCFYhh3CGQQ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eh6YqKK6La1usNiGb+YY8zdFN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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(5, 5, figsize=(5, 5))\n", + "fig.subplots_adjust(hspace=0, wspace=0)\n", + "\n", + "# Get some face data from scikit-learn\n", + "from sklearn.datasets import fetch_olivetti_faces\n", + "faces = fetch_olivetti_faces().images\n", + "\n", + "for i in range(5):\n", + " for j in range(5):\n", + " ax[i, j].xaxis.set_major_locator(plt.NullLocator())\n", + " ax[i, j].yaxis.set_major_locator(plt.NullLocator())\n", + " ax[i, j].imshow(faces[10 * i + j], cmap=\"bone\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that each image has its own axes, and we've set the locators to null because the tick values (pixel number in this case) do not convey relevant information for this particular visualization." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Reducing or Increasing the Number of Ticks\n", + "\n", + "One common problem with the default settings is that smaller subplots can end up with crowded labels.\n", + "We can see this in the plot grid shown here:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(4, 4, sharex=True, sharey=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Particularly for the x ticks, the numbers nearly overlap and make them quite difficult to decipher.\n", + "We can fix this with the ``plt.MaxNLocator()``, which allows us to specify the maximum number of ticks that will be displayed.\n", + "Given this maximum number, Matplotlib will use internal logic to choose the particular tick locations:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# For every axis, set the x and y major locator\n", + "for axi in ax.flat:\n", + " axi.xaxis.set_major_locator(plt.MaxNLocator(3))\n", + " axi.yaxis.set_major_locator(plt.MaxNLocator(3))\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This makes things much cleaner. If you want even more control over the locations of regularly-spaced ticks, you might also use ``plt.MultipleLocator``, which we'll discuss in the following section." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Fancy Tick Formats\n", + "\n", + "Matplotlib's default tick formatting can leave a lot to be desired: it works well as a broad default, but sometimes you'd like do do something more.\n", + "Consider this plot of a sine and a cosine:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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P/p2v/WhhrPPc9OwJrFtnHE4gJgbo2BE4eTL/+1I1ef/2G/D668a+x35+sh9p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\nTn1sgejMg5O3hrT1aYtDbx0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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot a sine and cosine curve\n", + "fig, ax = plt.subplots()\n", + "x = np.linspace(0, 3 * np.pi, 1000)\n", + "ax.plot(x, np.sin(x), lw=3, label='Sine')\n", + "ax.plot(x, np.cos(x), lw=3, label='Cosine')\n", + "\n", + "# Set up grid, legend, and limits\n", + "ax.grid(True)\n", + "ax.legend(frameon=False)\n", + "ax.axis('equal')\n", + "ax.set_xlim(0, 3 * np.pi);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are a couple changes we might like to make. First, it's more natural for this data to space the ticks and grid lines in multiples of $\\pi$. We can do this by setting a ``MultipleLocator``, which locates ticks at a multiple of the number you provide. For good measure, we'll add both major and minor ticks in multiples of $\\pi/4$:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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dvniYVlGtnIbeT/kxoccErzP06em3di20b59s6ENDjeFxl6EHqFOqDssGLKN8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\ntNZ3/AOqpvj/RWBKBm21L/PZZ5+5W4Q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+ "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ax.xaxis.set_major_locator(plt.MultipleLocator(np.pi / 2))\n", + "ax.xaxis.set_minor_locator(plt.MultipleLocator(np.pi / 4))\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "But now these tick labels look a little bit silly: we can see that they are multiples of $\\pi$, but the decimal representation does not immediately convey this.\n", + "To fix this, we can change the tick formatter. There's no built-in formatter for what we want to do, so we'll instead use ``plt.FuncFormatter``, which accepts a user-defined function giving fine-grained control over the tick outputs:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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9MvWxK3wXKnhWAAAkpycjbGkYVp5bmeNjHOm92bMnsH69aQiGe/eADh2AU6eU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\nDQDf7P0GfZb3wdOUp1a2Th2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+ "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def format_func(value, tick_number):\n", + " # find number of multiples of pi/2\n", + " N = int(np.round(2 * value / np.pi))\n", + " if N == 0:\n", + " return \"0\"\n", + " elif N == 1:\n", + " return r\"$\\pi/2$\"\n", + " elif N == 2:\n", + " return r\"$\\pi$\"\n", + " elif N % 2 > 0:\n", + " return r\"${0}\\pi/2$\".format(N)\n", + " else:\n", + " return r\"${0}\\pi$\".format(N // 2)\n", + "\n", + "ax.xaxis.set_major_formatter(plt.FuncFormatter(format_func))\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is much better! Notice that we've made use of Matplotlib's LaTeX support, specified by enclosing the string within dollar signs. This is very convenient for display of mathematical symbols and formulae: in this case, ``\"$\\pi$\"`` is rendered as the Greek character $\\pi$.\n", + "\n", + "The ``plt.FuncFormatter()`` offers extremely fine-grained control over the appearance of your plot ticks, and comes in very handy when preparing plots for presentation or publication." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Summary of Formatters and Locators\n", + "\n", + "We've mentioned a couple of the available formatters and locators.\n", + "We'll conclude this section by briefly listing all the built-in locator and formatter options. For more information on any of these, refer to the docstrings or to the Matplotlib online documentaion.\n", + "Each of the following is available in the ``plt`` namespace:\n", + "\n", + "Locator class | Description\n", + "---------------------|-------------\n", + "``NullLocator`` | No ticks\n", + "``FixedLocator`` | Tick locations are fixed\n", + "``IndexLocator`` | Locator for index plots (e.g., where x = range(len(y)))\n", + "``LinearLocator`` | Evenly spaced ticks from min to max\n", + "``LogLocator`` | Logarithmically ticks from min to max\n", + "``MultipleLocator`` | Ticks and range are a multiple of base\n", + "``MaxNLocator`` | Finds up to a max number of ticks at nice locations\n", + "``AutoLocator`` | (Default.) MaxNLocator with simple defaults.\n", + "``AutoMinorLocator`` | Locator for minor ticks\n", + "\n", + "Formatter Class | Description\n", + "----------------------|---------------\n", + "``NullFormatter`` | No labels on the ticks\n", + "``IndexFormatter`` | Set the strings from a list of labels\n", + "``FixedFormatter`` | Set the strings manually for the labels\n", + "``FuncFormatter`` | User-defined function sets the labels\n", + "``FormatStrFormatter``| Use a format string for each value\n", + "``ScalarFormatter`` | (Default.) Formatter for scalar values\n", + "``LogFormatter`` | Default formatter for log axes\n", + "\n", + "We'll see further examples of these through the remainder of the book." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Text and Annotation](04.09-Text-and-Annotation.ipynb) | [Contents](Index.ipynb) | [Customizing Matplotlib: Configurations and Stylesheets](04.11-Settings-and-Stylesheets.ipynb) >" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/matplotlib/04.11-Settings-and-Stylesheets.ipynb b/matplotlib/04.11-Settings-and-Stylesheets.ipynb new file mode 100644 index 0000000..93b01e6 --- /dev/null +++ b/matplotlib/04.11-Settings-and-Stylesheets.ipynb @@ -0,0 +1,650 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n", + "\n", + "*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*\n", + "\n", + "*No changes were made to the contents of this notebook from the original.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Customizing Ticks](04.10-Customizing-Ticks.ipynb) | [Contents](Index.ipynb) | [Three-Dimensional Plotting in Matplotlib](04.12-Three-Dimensional-Plotting.ipynb) >" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Customizing Matplotlib: Configurations and Stylesheets" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Matplotlib's default plot settings are often the subject of complaint among its users.\n", + "While much is slated to change in the 2.0 Matplotlib release in late 2016, the ability to customize default settings helps bring the package inline with your own aesthetic preferences.\n", + "\n", + "Here we'll walk through some of Matplotlib's runtime configuration (rc) options, and take a look at the newer *stylesheets* feature, which contains some nice sets of default configurations." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot Customization by Hand\n", + "\n", + "Through this chapter, we've seen how it is possible to tweak individual plot settings to end up with something that looks a little bit nicer than the default.\n", + "It's possible to do these customizations for each individual plot.\n", + "For example, here is a fairly drab default histogram:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.style.use('classic')\n", + "import numpy as np\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.random.randn(1000)\n", + "plt.hist(x);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can adjust this by hand to make it a much more visually pleasing plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# use a gray background\n", + "ax = plt.axes(axisbg='#E6E6E6')\n", + "ax.set_axisbelow(True)\n", + "\n", + "# draw solid white grid lines\n", + "plt.grid(color='w', linestyle='solid')\n", + "\n", + "# hide axis spines\n", + "for spine in ax.spines.values():\n", + " spine.set_visible(False)\n", + " \n", + "# hide top and right ticks\n", + "ax.xaxis.tick_bottom()\n", + "ax.yaxis.tick_left()\n", + "\n", + "# lighten ticks and labels\n", + "ax.tick_params(colors='gray', direction='out')\n", + "for tick in ax.get_xticklabels():\n", + " tick.set_color('gray')\n", + "for tick in ax.get_yticklabels():\n", + " tick.set_color('gray')\n", + " \n", + "# control face and edge color of histogram\n", + "ax.hist(x, edgecolor='#E6E6E6', color='#EE6666');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This looks better, and you may recognize the look as inspired by the look of the R language's ggplot visualization package.\n", + "But this took a whole lot of effort!\n", + "We definitely do not want to have to do all that tweaking each time we create a plot.\n", + "Fortunately, there is a way to adjust these defaults once in a way that will work for all plots." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Changing the Defaults: ``rcParams``\n", + "\n", + "Each time Matplotlib loads, it defines a runtime configuration (rc) containing the default styles for every plot element you create.\n", + "This configuration can be adjusted at any time using the ``plt.rc`` convenience routine.\n", + "Let's see what it looks like to modify the rc parameters so that our default plot will look similar to what we did before.\n", + "\n", + "We'll start by saving a copy of the current ``rcParams`` dictionary, so we can easily reset these changes in the current session:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "IPython_default = plt.rcParams.copy()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can use the ``plt.rc`` function to change some of these settings:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from matplotlib import cycler\n", + "colors = cycler('color',\n", + " ['#EE6666', '#3388BB', '#9988DD',\n", + " '#EECC55', '#88BB44', '#FFBBBB'])\n", + "plt.rc('axes', facecolor='#E6E6E6', edgecolor='none',\n", + " axisbelow=True, grid=True, prop_cycle=colors)\n", + "plt.rc('grid', color='w', linestyle='solid')\n", + "plt.rc('xtick', direction='out', color='gray')\n", + "plt.rc('ytick', direction='out', color='gray')\n", + "plt.rc('patch', edgecolor='#E6E6E6')\n", + "plt.rc('lines', linewidth=2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With these settings defined, we can now create a plot and see our settings in action:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(x);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's see what simple line plots look like with these rc parameters:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Ty4bjMo24fJmxvhCv/zzMT58O0XYxSiQM+UWCY/faeeBXnTQctG+Kh35ZLIsP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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for i in range(4):\n", + " plt.plot(np.random.rand(10))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I find this much more aesthetically pleasing than the default styling.\n", + "If you disagree with my aesthetic sense, the good news is that you can adjust the rc parameters to suit your own tastes!\n", + "These settings can be saved in a *.matplotlibrc* file, which you can read about in the [Matplotlib documentation](http://Matplotlib.org/users/customizing.html).\n", + "That said, I prefer to customize Matplotlib using its stylesheets instead." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Stylesheets\n", + "\n", + "The version 1.4 release of Matplotlib in August 2014 added a very convenient ``style`` module, which includes a number of new default stylesheets, as well as the ability to create and package your own styles. These stylesheets are formatted similarly to the *.matplotlibrc* files mentioned earlier, but must be named with a *.mplstyle* extension.\n", + "\n", + "Even if you don't create your own style, the stylesheets included by default are extremely useful.\n", + "The available styles are listed in ``plt.style.available``—here I'll list only the first five for brevity:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['fivethirtyeight',\n", + " 'seaborn-pastel',\n", + " 'seaborn-whitegrid',\n", + " 'ggplot',\n", + " 'grayscale']" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plt.style.available[:5]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The basic way to switch to a stylesheet is to call\n", + "\n", + "``` python\n", + "plt.style.use('stylename')\n", + "```\n", + "\n", + "But keep in mind that this will change the style for the rest of the session!\n", + "Alternatively, you can use the style context manager, which sets a style temporarily:\n", + "\n", + "``` python\n", + "with plt.style.context('stylename'):\n", + " make_a_plot()\n", + "```\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's create a function that will make two basic types of plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def hist_and_lines():\n", + " np.random.seed(0)\n", + " fig, ax = plt.subplots(1, 2, figsize=(11, 4))\n", + " ax[0].hist(np.random.randn(1000))\n", + " for i in range(3):\n", + " ax[1].plot(np.random.rand(10))\n", + " ax[1].legend(['a', 'b', 'c'], loc='lower left')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll use this to explore how these plots look using the various built-in styles." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Default style\n", + "\n", + "The default style is what we've been seeing so far throughout the book; we'll start with that.\n", + "First, let's reset our runtime configuration to the notebook default:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# reset rcParams\n", + "plt.rcParams.update(IPython_default);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's see how it looks:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Fc52jN7k6VR0SFEL7Wu1ZsXdFoecGBZm9uItDksy8hHnc2PhGQoNDrW/8zBkY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\nGGNMXBk5ciTFxcXU1ro/haW9ctJz2F66napzVU7qt614wjF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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hist_and_lines()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### FiveThiryEight style\n", + "\n", + "The ``fivethirtyeight`` style mimics the graphics found on the popular [FiveThirtyEight website](https://fivethirtyeight.com).\n", + "As you can see here, it is typified by bold colors, thick lines, and transparent axes:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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KNd4lIxdNMsLVq6puBXW9ite5RHikIoBTlz3EkC4bADRzK2z1b3Dz5YmXQEoK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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with plt.style.context('fivethirtyeight'):\n", + " hist_and_lines()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ggplot\n", + "\n", + "The ``ggplot`` package in the R language is a very popular visualization tool.\n", + "Matplotlib's ``ggplot`` style mimics the default styles from that package:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Upo8/rT2stiiN+tb410n294VobPBTtSS64uOjkUBSCCFEQnh6fXzzfw7y7pFB7rtwLufM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\nSocTIe18D2zxtUm1GD0lkoQQWTG1GsLRQ/IUbrZAzM6Vp2wiG5VKhS1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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with plt.style.context('ggplot'):\n", + " hist_and_lines()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### *Bayesian Methods for Hackers( style\n", + "\n", + "There is a very nice short online book called [*Probabilistic Programming and Bayesian Methods for Hackers*](http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/); it features figures created with Matplotlib, and uses a nice set of rc parameters to create a consistent and visually-appealing style throughout the book.\n", + "This style is reproduced in the ``bmh`` stylesheet:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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aGNtRa5cD0DmBzhHg7mxLC8IjlZ0uN1+YDRrHlr3HkEYT0QX5dvdxn8x21Hpb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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with plt.style.context('bmh'):\n", + " hist_and_lines()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dark background\n", + "\n", + "For figures used within presentations, it is often useful to have a dark rather than light background.\n", + "The ``dark_background`` style provides this:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Dv0e1J4NAWUmYadOH1vlcxM1bWH3tLC7/sQtF+QVMhNhgdO7cHpqa6ggIiBdL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\nAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with plt.style.context('dark_background'):\n", + " hist_and_lines()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Grayscale\n", + "\n", + "Sometimes you might find yourself preparing figures for a print publication that does not accept color figures.\n", + "For this, the ``grayscale`` style, shown here, can be very useful:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+++/x22+/4cSJE4yOlg2mdY5AxyjqsWPHcPHiRVy8eLHz8fPnzyMvLw87duxg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\niy/w/fffQyQSISAgAGvWrLHYLusvv/wS33//PQB0+zvGPHHUaDQ4ffo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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with plt.style.context('grayscale'):\n", + " hist_and_lines()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Seaborn style\n", + "\n", + "Matplotlib also has stylesheets inspired by the Seaborn library (discussed more fully in [Visualization With Seaborn](04.14-Visualization-With-Seaborn.ipynb)).\n", + "As we will see, these styles are loaded automatically when Seaborn is imported into a notebook.\n", + "I've found these settings to be very nice, and tend to use them as defaults in my own data exploration." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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VFa/PO18zcn+ROGATCO9S9szk/pM4b6mf8l6+B4GQXS6sr78KktQ9CxngH3RiOVsQBEEI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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn\n", + "hist_and_lines()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With all of these built-in options for various plot styles, Matplotlib becomes much more useful for both interactive visualization and creation of figures for publication.\n", + "Throughout this book, I will generally use one or more of these style conventions when creating plots." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Customizing Ticks](04.10-Customizing-Ticks.ipynb) | [Contents](Index.ipynb) | [Three-Dimensional Plotting in Matplotlib](04.12-Three-Dimensional-Plotting.ipynb) >" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/matplotlib/04.12-Three-Dimensional-Plotting.ipynb b/matplotlib/04.12-Three-Dimensional-Plotting.ipynb new file mode 100644 index 0000000..5751627 --- /dev/null +++ b/matplotlib/04.12-Three-Dimensional-Plotting.ipynb @@ -0,0 +1,600 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n", + "\n", + "*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*\n", + "\n", + "*No changes were made to the contents of this notebook from the original.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Customizing Matplotlib: Configurations and Stylesheets](04.11-Settings-and-Stylesheets.ipynb) | [Contents](Index.ipynb) | [Geographic Data with Basemap](04.13-Geographic-Data-With-Basemap.ipynb) >" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Three-Dimensional Plotting in Matplotlib" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Matplotlib was initially designed with only two-dimensional plotting in mind.\n", + "Around the time of the 1.0 release, some three-dimensional plotting utilities were built on top of Matplotlib's two-dimensional display, and the result is a convenient (if somewhat limited) set of tools for three-dimensional data visualization.\n", + "three-dimensional plots are enabled by importing the ``mplot3d`` toolkit, included with the main Matplotlib installation:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from mpl_toolkits import mplot3d" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once this submodule is imported, a three-dimensional axes can be created by passing the keyword ``projection='3d'`` to any of the normal axes creation routines:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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JcSaTgd/vlxsFCpVGGdm55QThswvlRpoesdXD/Pnzc3K9Rn2nXS26hBnVBoC+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\nEaeccgruvfdeNDU1Yfz48di5cydOOuk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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax = plt.axes(projection='3d')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With this three-dimensional axes enabled, we can now plot a variety of three-dimensional plot types. \n", + "Three-dimensional plotting is one of the functionalities that benefits immensely from viewing figures interactively rather than statically in the notebook; recall that to use interactive figures, you can use ``%matplotlib notebook`` rather than ``%matplotlib inline`` when running this code." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Three-dimensional Points and Lines\n", + "\n", + "The most basic three-dimensional plot is a line or collection of scatter plot created from sets of (x, y, z) triples.\n", + "In analogy with the more common two-dimensional plots discussed earlier, these can be created using the ``ax.plot3D`` and ``ax.scatter3D`` functions.\n", + "The call signature for these is nearly identical to that of their two-dimensional counterparts, so you can refer to [Simple Line Plots](04.01-Simple-Line-Plots.ipynb) and [Simple Scatter Plots](04.02-Simple-Scatter-Plots.ipynb) for more information on controlling the output.\n", + "Here we'll plot a trigonometric spiral, along with some points drawn randomly near the line:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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VxowZ0+H3CgsL1ewXl8vFvn37WLZsGZIkcfHFFzNw4EDVHSdSHo0yB451gUOq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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.axes(projection='3d')\n", + "\n", + "# Data for a three-dimensional line\n", + "zline = np.linspace(0, 15, 1000)\n", + "xline = np.sin(zline)\n", + "yline = np.cos(zline)\n", + "ax.plot3D(xline, yline, zline, 'gray')\n", + "\n", + "# Data for three-dimensional scattered points\n", + "zdata = 15 * np.random.random(100)\n", + "xdata = np.sin(zdata) + 0.1 * np.random.randn(100)\n", + "ydata = np.cos(zdata) + 0.1 * np.random.randn(100)\n", + "ax.scatter3D(xdata, ydata, zdata, c=zdata, cmap='Greens');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that by default, the scatter points have their transparency adjusted to give a sense of depth on the page.\n", + "While the three-dimensional effect is sometimes difficult to see within a static image, an interactive view can lead to some nice intuition about the layout of the points." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Three-dimensional Contour Plots\n", + "\n", + "Analogous to the contour plots we explored in [Density and Contour Plots](04.04-Density-and-Contour-Plots.ipynb), ``mplot3d`` contains tools to create three-dimensional relief plots using the same inputs.\n", + "Like two-dimensional ``ax.contour`` plots, ``ax.contour3D`` requires all the input data to be in the form of two-dimensional regular grids, with the Z data evaluated at each point.\n", + "Here we'll show a three-dimensional contour diagram of a three-dimensional sinusoidal function:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def f(x, y):\n", + " return np.sin(np.sqrt(x ** 2 + y ** 2))\n", + "\n", + "x = np.linspace(-6, 6, 30)\n", + "y = np.linspace(-6, 6, 30)\n", + "\n", + "X, Y = np.meshgrid(x, y)\n", + "Z = f(X, Y)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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UCt544w1uvvlmxo4dyz333NOh5+A59+348ePCIXEB4PdHumcjWwndIQ10Rx6u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BIREKZcjFODadJDoODuwmazSQGKMjH9xQxXt+5qrwUAUZkuqQNmt9o0Ry+uVEPwGLr7jJkvpVzU\n9yYmJkZx0aRLAoGATPRNT0+XzPHgwYNSCKR/LtUB+fn56O3tRWVlJZqbm2VnwMKix+PBnDlzUFlZ\nCbfbjfb2dhw4cECmE59zzjn4yEc+IudJhYrNZhOqg7uhYDAouxKPxyNm90VFRVG7LipMcnJy0NbW\nJovT7t27EQgEcPnllx9lwM97bCpDc8ebN2/G1q1bcd999437+bKzs0UvH+t7BlveExIS8KUvfQnX\nXnvtsZ569oLuZHnqAtHTI8YTlJ0RWE3TxJ49e/Dee+9JK3BPTw8qKiqwf/9+VFdXo6GhAaFQCIsX\nL8bevXvh9XqxfPlyhEIhtLe34/LLL0cgEEBrayuSkpKQl5cHm80mrmFULNjtdvT29grfqMGA8iTK\n6pKTk7Fjxw709PRIljQ8PIyysjLs2bMHOTk5qKioQENDAxobG1FcXIySkhLJgBobG5GRkYHi4mLk\n5eXJyCRmfz6fT7rpsrKyRDMdCoVEs6u372zcYDasmyJ4rpxQoAtjCQkJsN6/WqnA7jNNQ1glZZSg\naW6Y0sPU1FTp9qK2mFktPYxpGE/PChYMuWuy2+3IzMwUfwMa82jrzObmZqFQ0tLSZFHKysrCmjVr\n0NDQIO9FT08PSkpKUF5eLuqDAwcOYP78+UL5cKHgNeQ04oGBATEc4nDNgoICGIaBhoYGka7V1dVh\n7ty5qK+vR05ODlpaWoT6oo7b6uqlnb+mMrSB+Ysvvojm5mbcfPPNo/7NeeedJx2dAGSk03333Yer\nrroqCmRzcnLQ2dl51HO0tLSgoKAAHR0dOO+88/Dtb3/7WFTG7AfdiVIDwGHQtdls47anY8bNKQIO\nhwOBQAA///nPRdPJDyZH6gSDQcybNw87d+4UtcLBgwfR0tKChQsXoqKiAsnJycjPzxcaoK+vT5oe\n+CHr7+8Xk5asrCwZpknROg3Gme1u3rxZ3NCys7PR09MDwzBEm+v3+zF//nyZydbe3o6CggIxMSeX\n29bWhtzcXBQVFcmgxkAgIL8nB+tyuWQum27/pRyLbmJcHFhIo+yN7bocv639Fxj6XtZSsXA4fJTe\nlwCurSJjaXIJVvrcuIBy2gXpHC5w5E+pTx4aGoqShbG4SD3w/Pnz4XA40NbWhtTUVJHnkR4oLy9H\nRUUFCgsLAQCHDh3CoUOH0NDQIFTDaaedJtaLNEbnfZGcnCz3BDn1vLw8+P1+tLS0IDs7G2lpaThw\n4AByc3NlNBM70DweD3p7e7F7924Eg0GsXbtWJpjwumvnr6kMzR3/6Ec/QmJiooxKH08sWLAAmzdv\nFnrhwx/+MHbv3j3q39x7771IT0/Hhg0bRnvY7AfdiVIDwJGRPaO5lcUKPcCSnKrmln/729+KBImT\nJDIzM8UxaufOnSguLkZmZibee+89pKamisVeXV0dFi1ahLPOOgudnZ1SILFmNHSSooQuEAjIwEeO\nmWGn19DQEHbt2oVwOAy3242WlhZUVVWJEfnChQtl0nB6ejrmz5+PcDgskwhcLpf46PKDzOnDLPTl\n5ubKUE7TNKPkYpxCYbPZxASHdAMpAH49/PDD6OjoED2nznJ5jZm5WLNcAq7mdK3j2/XEX2a8vK8A\nSObpdrtl+CMAGX9Oz4m+vj7xmeCOic5j9LotLS1FaWkpWltbsW/fPrk2LS0tUvyi9afD4UBGRgYy\nMzMxODgoOwzy6GVlZcjOzkZ3dzcaGxtRX1+Pq666Cg6HQ4CJnrvc6XCxo+McOfzGxkbhkTkhmPcr\nue/GxkY0NzcjISEBn/jEJ6Lub6vz11SG5o6feuopzJkzB5/61KfG/Xy33HILsrOzccstt4xYSNO7\nx8HBQZx//vm4++67cf7554/21LMXdMfjqTtSDA8Pi4v/WCKWz0NfX99RBb1du3Zh586d8kFOT0+H\n1+tFZWUl9u3bJ3rXvXv3Ys6cOXC5XHj33Xdhs9lw+umni96W2z9uy9kJRR8FFqK4TQcO62NZ8WXR\n5/3330dra6uAcWpqKjo7O0Wj6fV6ZYrtwYMH0dzcDI/Hg9LSUumsogtZfn6+jJFheyvlYnQ+4yBK\nbtW1EQ6zMT1vjK9lcHDwKPNyDY7kbUd7fwi4VHVoW0fKfwi8sSYFUwrG8/H7/XIe7ALLycmB2+2G\ny+WSMfJsQEhKShKrzLa2NtmRcVGiRGzBggXYt2+f+E90dXVhaGgILpcLixYtkkWOE5fpmVBaWoqS\nkhKheRYuXCjZNWsJGRkZMAxDZr5lZ2cjHA6jvb1dvB8aGxtl8a6vr0dZWRn279+P4uJiHDhwQLoi\nPR4PzjnnnKjrbDWhmcrQNMb999+PdevWHQv8Ro2uri58+tOflqkuv/jFL8RI/tprr8V///d/48CB\nA/jEJz4hVq1XXHEFbr311mM99ewH3aGhIdlGjzc4CuZYKzYr1cPDw0hISJBsEoAoE/S2NxwO49e/\n/rVkwtSF0n0sLS0NtbW1WLJkiRTS5s2bh/z8fOzatQvt7e1YuHAhli1bhkgkIuYoCQkJ0l3GLJ9a\nUMqauKVmoScYDGLbtm0yC4zG5QDQ1taGqqoqhMNh1NfXw2azydj3lpYWkRmVlpZGfXCbmpqkuyov\nL0+q49YpEcxyWejRX8zCCHz79u3DCy+8IK3V1uGTsUxVrF1nvPbM1jQfTKClNpdAyuckPUEuODMz\nUyYz0B6USgWv1yvNB6RBMjIyZCQR/STYjRYOh2ViAwApgGkT+uLiYlGesIW3t7dXPHaLi4vF8Keh\noQEtLS0oKirCBRdcIKoPGskHAgHRHLNQSEUGtdZut1sy3oSEBHR2dsLlcklG39raCpvNhjPPPFOy\nff0ZnA7QtdIYt956Kz7/+c9j9erVU3rcccbsBV0NgMeTpcaKWBaR1rCaplsLdyOpKF599VXJNAjs\nlO8cPHhQBOl9fX1YsmQJ+vr6sHv3bhQXF6O6uhoHDx5Efn4+5s2bh+TkZMkGOffLbrcL52gYhhRR\nqA0l4IfDYbzzzjty3WjlWFpaKmBLr96WlhY0NDQgJydHbP4Isv39/eIwlp2dLdOGSTX4fD7k5eVJ\nhssGAQCSOVIqxkr50NCQZN92u10mKuguNYKjHsWugzQD/yWtwi898ZftxgMDA+ITS+DlvcW/1yZB\nPA/gcNEtKysLHo8HJSUlyMnJwfDwsMi7mFEHAgH09PSI1WhWVpZoecnRA8D+/fvFC5mL65w5czBv\n3jxZ/FhYS09PlzHwTqdTvBU+/OEPw+fzyQJGn2RSX6ZpoqurS6ZcdHR0IBKJyL3o8XikAae5uVkW\nzaSkJPzjP/7jUbyt1flrqsJKY/y///f/cMcdd2D+/PlTetxxxuwH3bEA5rFitJE91FLSbYrtodYY\nSUXR1NSEmpoacV/iLLO2tjaUlJTA6/XC7/dj7ty5aGhoQH9/v2S2O3fuFKqhqqpKgDUjIwOJiYmy\n6BBsOISS0ipmdDabDQcPHhTFBGVo+fn5OHjwIAoLC5Geno76+nppCU1OTkZbWxsOHToEp9OJ8r9P\nlQ0Gg5L9EmA5x0tPt+js7JQJB3a7XabZMrvlgsFMNBwO41e/+hWam5ujZplZO8n4WmOZlVv/Tz2u\n9sq1Nk2QT6XSgtkuJ01w6oge4U6KpLe3F16vFz09PbJwpKWlyVBQehYMDQ0Jj9rX14f6+nopFHIG\nW35+fpRLW3d3t3g7pKamoqioSOiEnp4eNDQ04MCBA3A4HCgvLxdZWWZmJnw+X5RVps/nQ39/v7wG\nOtG53W50dnbCNE0BWo/Hg+bmZhmMmZCQgIKCAmn71TFdoGvNqK+44gp873vfQ15e3pQed5wx+0F3\nMmacxRrZw1ZVPRZ8tArtSCoK+hwEAoGoLCw5OVk0p6Wlpdi9ezdcLhfmzZuHPXv2wOv1orq6Gvn5\n+Xj//ffR2NiIdevWYeHChdJ2rBUX9IZlvz/Bn4Wk999/X6gY0hAJCQnIy8tDbW2tGKl3dXWhvr4e\nKSkpqKiogNPphNfrFUAuKiqCx+NBdnY2fD6fFJXIE3KCBS0c2RGn3cX4FYlEhAenL6weCKlH/vDa\nEnD5Xli1uvrnBE2t/eX/OaWCnK1evPj+875gm7VuDSblkZ2djZKSEpSWlsIwDJn6Sz8Kgi61yfRD\nrqioQDAYRH19PRwOR5RdJ/nwrKwsrFy5Er29vZLlDgwMoLi4GKWlpaLzra2txcGDB7FgwQKcddZZ\nYmDERYoJCRU2LpdLTNPdbjdaW1vFIS0cDqOhoQHt7e2yIJ555pkjJiTabnGqwgq6H//4x/GHP/xh\nyo3TxxmzF3SBI7TARGecae8E0zTFw3UskycYo6koampq0NbWJrwsFQZDQ0MoKChAXV2dFJ327t0L\nl8uF6upqtLS0YO/evcjPz8fChQtRUFAgHVdOp1MyRL/fL9OHKU8j2BqGgXA4jF27diEUCiE9PR1d\nXV0oKSlBU1MTEhMTUVpaioMHD4pQn9MBDh48KJlUbm5u1LSESCSCwsJCeDwe6Y7jJAkOdwyFQqJ1\npQY1LS1NMspgMCh+DjU1NbL152LK1xDLG9d6/8ZaEK0OVlqjS06X3Dod0AiszKwHBwdFh0wJmj5/\n6o85Xoi0AymY5ORkcYmjQxafLxKJiPE8efTOzk74/X60t7fLQMyCggIpnEUiETQ2NkpjDVuzs7Ky\n0NjYiGAwiNNPPx2meXh6CUGfiQOnUlMdMTQ0hOzsbLS0tCAvLw+NjY0Ih8Oora2FzWaD0+nEueee\nO+LnZjpAN5aB+euvvz7lDRnjjNkNutyCTnTGGXvXU1JSxm2GPpqKore3F2+88YaAiNPpFNs9r9eL\nrKwsJCQkoKmpCaWlpcjIyMCuXbuQlJSE6upqmKaJXbt2we/3o6qqCkuWLBEjbdM8PPZneHgY6enp\nUWDLjit6oDLTTktLQ2dnJ+bOnSsG2tXV1QgEAqirqwMAMdBmgS8QCMjsL85ta2pqirIQ5PggFvto\nkkKvCCoW2NWVnp4uk3y12Qy3wQQxrcsl4FonQ+jfAZDWXaoYyG+TkiFXS/kdDXdYiNR/m5KSIkMq\nOVaImTR9jN1udxSotrS0oLOzU+oAzP55zvPnz0dSUpLMUAsGg+jq6hJtLY9F7W1DQwOam5uRlZWF\n0tJSFBcXy88PHDgA0zRRWVmJiooK2O12AXLejwMDAzAMQ2oK2tmMaouuri74/X6ZEpGQkIDy8nJU\nVVXFvOe13eJUhgZ32jqeoF66wKkAumyQGO+MM/bU09mKGeTxxrGka5s2bRLzFloM0vM2MTFRWjLZ\neltWVga32419+/ahq6sLc+fOlcmtHAhJUGLzgHVMTSAQkBZPFljou0qer6KiAv39/Th06JBMoO3s\n7BS+sLS0VOawkct1OBxR5i7BYFDkYu3t7eIzwIYITjMgHzo8PCyFtHfeeQfd3d2iK+V7SgDVgMp/\ndebLD571X/7f+gVAsl3yunryLwuA5O+Z3XNMEbfo5H71lAh97+Tm5qKyshLFxcXiodDZ2SmG7j09\nPVJYYwbLDLyhoUEek5KSgsrKSjEc7+jowKFDh9DY2IjMzEyUl5ejqKhIaIaOjg7Mnz8fixcvFu8K\nyuPIT2dkZEjrc1ZWlkw13r9/P1paWqJsMM8888wRuz1ZpJ3qbT5pOA26J6iXLjDbQZdvxnhnnJGa\nYFYzEYvIY0nX9uzZg4aGBlExJCcnw+/3Izk5WUaqsMpdUlKC4eFhNDQ0ID8/H6WlpWhvb8f+/fuR\nkZGBefPmYd68eUhMTJRik+7YYsEIOMyHcW5bIBCAx+NBU1OTGJzQRD0lJQV1dXUYHh7G3LlzkZub\nK0MM2SpMs3Jul1taWhCJRKSY5vF4xLmMDRH8ok8EKYaenh4xcUlNTY2ayMtMUnPg/GKwQm+VjjEL\n5msHIJQAf0YfBZ31ktelykEPrtRmNNTlUodLS0u+l2xR7urqkmGeSUlJyMnJQWFhIVJTU+Wey8zM\nFL6WHGxqaioKCgqkSYLcKxtFaIrEJpuGhgaZ5lFZWYmEhAQ0NDSgt7cXF198sRV/QS4AACAASURB\nVNh5GoYhkx78fj8yMjIEhJOTk/H2229LnYDXNCMjI2YBjTGdoMuMOhKJ4GMf+1gcdGcqxuupSxNr\n8qAsZEwEdPlBGqmSGwgE8Ne//lWAIxAIIDU1Ff39/cjJyUF3dzcMw0BeXp6MFS8tLUUkEsHevXul\nsEU3sObmZixYsAArVqw4KrvTpjDUy+rincvlQnNzszQ97N27Fzk5OSgvL0d/fz/27NkDu92OsrIy\n5OXloa+vT4pDqampkuWmpKTA5/OhtbVVOtPsdrtkjeRyyTPTXYxmKyw2cQdgnXWmB07qDDeWkiFW\ngY0Ui540oX9PRQndxTjAk63L6enpQj11dHSIUoG+EVzs2FLNJgkW4fQo9ubmZuHN2WjBBhcCKc1x\nenp60NXVJX7MNL4h10tJGmkGu90u7cEZGRkoLy+Hw+FAS0sLTjvtNOTk5MDv9yMSiSAlJUUkdBkZ\nGTh48CDq6upkAWe3XEJCAhYsWAC32z3iPc928om04I8lNLgPDQ3hn//5n/Hqq69O6TEnELMfdOmp\nOxbA1G27NFfh30x0ZA+BYzS98Jtvvilto9RwJiUlyc1LjpMC+9bWVgwODsoEV3ohFBcXo6ioSLrV\n+F7yQ8OszjAMoRaYhbNzjr3+bHFlYaaiogIejwednZ2yzS0rK0NpaSmSkpLQ3t4uraEpKSkijyLN\nQJUA23/pI0AO1263449//KPItPQUXmvWqjNWDbiaVtA0hJ48oBsprFaQ+m85FcKqcPD7/VHFN76G\nzMxMGYFDDp1TIXp6eiTT9fl86O7ujvJ+KC4uFs51//79klnSspMTnW02G0pLS9HZ2SnXkdNHPB4P\n3G43QqEQWlpaZLdQXl6OnJwcyX7tdjsqKirgcDgQDAZRXV0tC7HT6UR/fz9qa2vh9XpFzUDrT+Dw\n7mDNmjWj3vPTBbr6OM3Nzbj99tvxy1/+ckqPOYGY3aDLrqHu7m7JGmJFrLZdK7hO1Jd3LHrhjo4O\n7N69G6FQSExWdHdYa2urTIWgxy7djxobG1FYWIjCwkL09/dLcau8vFym8ZIzJchwbAw1xuxs4nNn\nZGSgtrYWdrsd5eXlUrWORCIoLy9HQUEB+vr6UFtbi7a2NmRkZEixjJMrOjo60NHRgf7+frGepBkM\nOTgWrAgepBt4HaxZKHCEBrDyu9ZpApqGYGars2V9PUaaOsFjUWdLHTENVnj/9PX1obu7W+wX2ZjD\nQhv9g/W8OA7cpGNcR0eHzFsrKCiQDLOkpASDg4Ooq6sTxzJO/M3JyUF+fr60Gbe1tUl7dlZWFjo7\nO1FbW4tAICCSPmp509PTUVxcjOHhYXR3d2P16tWifmCbsN/vF8UGs9zc3FzMnTt31HveOpRyqkKD\n7t/+9jc8++yzeO6556b0mBOIUwN0R+oGG61t1xoT9eUdi17YNE1s27YNPp8PAEQs73K50NXVhZyc\nHEQiEbS3t6OoqAimaeLQoUPywaFHazgcRvnfx4h0dHSgqakJS5YsQVVVlRTRwuEw2traMDAwIMDO\njjbOvHI6nSgrKxN+tqioSDIscrkej0fAgQMnvV5vVDU/MzMzanwQO83YCUUQ++tf/4pDhw5FTfxl\nWy7BMJYcTIOtBs2RmiSoobU+lqGPozljqhH8fr80lmgLSOp1s7KyZCaa3W5He3u7eFJw4kQgEAAA\naR8GDpu0z5s3D1lZWTh06BD2798vjQzkjktKSpCeni7n4vV6JWPmfDqn04nm5mY0NDQgEAigpKQE\nhYWF4pfc39+PkpISacJpa2tDYWGhjHPnItHe3i7SMVJPzOyXLFlyTK52ukBXH6empgavvPIKHn74\n4Sk95gRidoPuaJ66Vl+GY90YE/XlHWuTBrNGcpUUsjMr7OvrQ2FhIQYHB9HR0YHS0lKZNOHz+VBW\nViacLD0R6D5FE3HgcPbW1NQk2aTf70dubq7MVCspKZECTnV1NRISErBv3z4MDAygrKwMWVlZMiq+\nq6tLwJVOZ8xWCTIcCcNxPMygmHGxaEMVBX0hNCBqMKTxN3l7PfNMT4YAjuhx+VxWWkF7LuhjWjNo\nFtg4mJJ/w8eTI6dJD7lZu92OtLQ0kc3l5ubCNM2oeXJsZSWApqSkoLS0FGVlZcJx0yCernJ0bmNX\nmd/vF71vaWkpioqKMDQ0hLq6Oni9XhQWFqK4uFiaLoLBIEpLS4XzdTgccLvd6OjoQEJCgjiPcXw7\nr1dKSoq02OqdiDXGO5TyeEMf549//CPef/993HXXXVN6zAnEqQG6uhtsrG271pioL+9YmzQCgQB2\n7twZVZH1+XzimVtYWIiuri7JSPv7+8XTlplLU1MTXC6X+CI0Njbi0KFDSEtLQ0lJCSorK2Gz2dDe\n3g7g8PaMvfbMbE3TFDH+gQMH4Ha7UVRUhL6+Pmnxzc/Ph8fjEZClJpfZHkcP8T1g1xmlcMxy9+zZ\ng46OjqP4Um2vaNXcxjIu12PRAcj3DA2e1pE9/KKGWQcfxwyVmTgXBh6bj01OTpZmCm2CQwMcUidp\naWlSTLTb7bLgpKWlybDIjo4OhEIh5Ofni1nQnDlz0NjYiL6+Ppm8wUkinNzMuXVutxuVlZVITExE\nY2MjWlpa4PF4UFRUhMHBQRmCmpubi46ODnlf29vbZaFnAw2vZ1FRkbQk87rqIBDrRWcqQxuYv/DC\nC+jv78cNN9wwpcecQJwaoMstND84Y2nbtcZEfXmtE4FHiw8++AADAwMCDBkZGejq6hKJkN1ul/bM\nYDCI/Px8RCIRNDQ0IC0tTZymDh06hPb2duTl5aGoqAh2ux2tra2YP3++0CpcfKjUaG9vx9y5c9HW\n1obOzk4ZwdPY2Cicb25uLoaGhtDS0gKv14vMzEzhaBMTE9Hf3y/OYTRnoRSM74vP55PWY4IhvV5Z\nyOOugr+nCJ7FrVgjekKhEADEpCJiZbk2m+0oI3N+gAkWuvWXk5RpN0lqgTQEzXJYH9AZe3p6Ojwe\nj1h2tre3i3EMkwGqO3ivzZkzBw6HA7W1taJXZucg9bsOh0MaTJi9FhYWChXV1NSEtLQ0US1wqjPB\nk6PfuYMaGBhAbm4uurq6kJ6eLj68bLThEExqymNx4Xp8kebSAUx6p5g2MP/e976H7OxsfP7zn5/U\nY0xizG7QpWSHxsushI/nTZ+oL284HB5zk0ZPT4+MQKdUiv38oVAIOTk5aG5uRlJSElwulxRuqCAg\nGObn56OgoEDG6XR0dEiFOykpSbbWKSkp6OzsRF5enojuS0tL4ff7cfDgQRkrw+/9fr9YNQaDQWlJ\nHR4eFmNvqkW0hWNfX5+01tKrV49W1x1f7PrSKgOd2VqtGPnBZoeaphI0AI+U6Wq6guBNekI/lkCq\nzXD4gdfUDUcgaQ6d9olstGF3GR3ZwuEwWlpaMDg4KPdcb28vkpKSkJ2dLRLBgYEBKaYODQ0hNTVV\nCpR2u13ka1yAMzMzpdhK6gE4PGnCMAwUFxcLXVVYWCieIuxO0zsIt9uN4uJiAEcP+YylldZgqzGF\n7+1kALE2MH/00UexZMkSXHrppeN+vimO2Q26tMKjKfVE3I4m6surh1MeK0zTxAcffCDFFmp2uXWn\nkoLZUmpqKtxut5iisIgzNDSEQ4cOiWcr9ZjceiYlJUnbbnFxMZqampCfn49AIIC2tjYUFBQgNTUV\nra2t6O7uFjnS8PCw/CwtLU1ae4PBIDo7O+H1ejEwMCAVe3Zwkbd86aWXoiRfGsT0UEo2E2gbRtIP\nzHJ1W64exWPtWANGznStHrp66rDmbjk2njQJFQrUuFJ/S6mfdh4DIJQCJ4j4fD6RzXFnwwYLNpHw\nnuvu7hZrTDqUUYrX3t4uBcrMzEyUlpYiMzNTpkeEQiEBXzau0GC9t7cXnZ2dMrnZ6/UiNzdXFkjK\nJ5m1sukmVoRCITFIpx6ZCxxwxNXNqpfW972W740ViLWB+T333IOLL774KEP1EyhmN+hSd8sP5URA\n91jNDWM5l+PpjGtubobX640qHLFZgtvgjo4OZGdnw2azoaOjQywAA4EAWlpaxKHM5XKhu7sbzc3N\nGBoaQk5ODjIyMmRsO31tk5OTZdCeYRwe8e50OuHxeBAKhdDc3Izh4WHhK6muoAkL23nT0tJENcLJ\nv8xGOCGCM9P0vDFmvez20ubksbLchISEqC28dZurs91YkjI9nFJnusx2dfbGkT4s8nGhSEpKkm40\np9MpbcwEUzZHcNfFLJXeHSxeUU/NLFVTFKQbCgoKkJ6ejoaGBhlymZiYiLy8vCjDGtIMhYWFMvOM\n711JSQlSU1Nld1JcXAzDMNDc3Izc3FwAkGm/PT09cDqdspixKGsNtsoToK11EqsKRGfE1vcsFu7o\nQp0ViLmQE3Q3bNiAr3zlK1i2bNnYPpjTH7MbdCkJG0tjwrFios9hmuaYu9oIsnV1dQgGg7DZbAgG\ng1LQ4PTgvLw8hMNhtLa2ih9ra2srfD4fSkpKkJaWJn4HiYmJyM/PR2pqKnp6euD1eqX1lmO23W63\n0BPkaTs6OmSxoJENv9LT05Gbmwun0wm/3y/TEtgpRR2p3W7Hu+++i9raWlkECaSkfNjxpS0SmS3p\ngZBDQ0Pw+/0ClCx+ERhHu2/5O37I+YGnDIp8LotkzHjZJkwPC1IwHP1OjTfPh6CqZ7wlJiZKp6Pu\n7GK2Ozw8LMdk2zRweGoHxwENDAzA4XAgMzMThYWF4h5HCZ7dbkdubi7cbrcAaU9PDzweD/Ly8hAI\nBNDY2Ai73Y6CggJpoMjKyoLT6URHRwdcLtdR1A6LaKWlpUft9MhFU9Uw1ux0LEBsLYLq0NkyC7MA\n8MUvfhHf/OY3UV5ePqbzmIE4NUB3Mjx1J8MM/VidcToTAyCzs1hRZ098V1cXXC4XQqGQKBqYiZJ/\n5cwszt3iuO22tjYYhiFbUzaPMCvLzMyUuVrs8yfdwK1tdna2vB6Opc7KypJR5PTHPXDgADo6OqRb\niyY32r+VW2vrVl3zhZS1aR7XqmywXlNmR/r3vKf1dSZY60KclqLRX4GLBJ+Xsi56/JJK4Sy0rq4u\neW1sKafpEHXJHE4JQLodh4aGpMEiEomI5jcxMVFUHVQtGIYh1E12drZ0pw0MDMDtdiM/Px82mw1t\nbW1R9BDNifLy8pCWloaWlhZ5j+hqNzAwgJSUFDFFcjqdkhXzGnKhmYiU0nr/jzUj5uP5HrEw/ulP\nfxovvPDCuA2upiFmN+gCk+epOxnAPVIrsRVsgSNqB4KhLsiwC2poaAgej0c+bPn5+aK5tNvt0hmm\nCyvZ2dmw2+2iMPD5fDLZNjMzE16vV+arDQ8Py1DC/Px8uFwu6R5jJxT73bu7u9HS0oJgMIicnBwB\nelbVe3t75Tm5dbdmutwia9UAs35SDhoQdaHMuj0djde1/svfs2FCUxY0RgcgGaDNZhNNsS4C8n1i\nppuamiryOcq9OC1jcHBQtuU04CblkJKSAo/Hg8TERJkqTFlURkaGUBKRSEQyYQJ0ZmYmHA6H7Gb4\n3hmGIQtnYWEhkpOT0dTUBIfDgezsbHR2diIxMRHJyckYGhpCcnIyQqEQDMMQCoO7PGa3LCxPtW9t\nrGKd7jTcvn078vLy8O677+Luu+9GbW3tlHv4TiBmP+hOlqfuZAC3tZWY11jfRJRTAUBycrJU+Jnt\nUdrV09MjDQqUjQ0ODqKtrU141e7ubnR2dsqsrkAggI6ODvFlzc7OFjVGS0sL+vv7YRgGUlNT4XQ6\n4XK5ojJhdv7QuMU0TfF3YIV8//79omQgFaLdw2hvaJpm1IQGv98v18kqEdNqAj0WXXeC8YNvbaaw\nZsCxfBr4cyvPSzWENjfXHhCmacLhcAi4EjRJI9C8h/60AKTbixk/h4iyQ4+LLV3JnE6ncLmkeuhy\nlpqairy8PDidTtkt0O7R4/HA5XKhra0NXV1donAIh8OyAHs8HplG4Xa75XF87fw3OTlZCm2Tnd2O\nJ3iNuPv42te+hj/84Q/o6OjAqlWrsHr1atx1113jchachjg1QHeinrrA8elsRwrdSqw/+FyxqcHU\nxYhgMIjW1tYoYPb7/bL1CwaDMsvK7/cjJycHoVAI7e3tcDqdwu+1trZKS3FWVpYAg9frFRka+Uy/\n3x/VqkuJFzNsnWlzcCSN3ZnZZWRkwGazSRbOxYFZC2kfcoF6uGSsggo1opRhWbvMrGHNcGNlu/p3\nVkqDSgRec+1DrKkJraig3y2B2eFwiAkOfQxIPVA6xsnMfIy24yQgd3V1IRwOi843OTkZAwMDsiDy\nfafBe29vL7q6upCQkCCaYHr9ZmZmIjk5GX19fTBNU1ziIpGI6MBTU1OlUYPz67ijYRZ/PBr3yQor\npWG32/HSSy/hoYcewv33348VK1bg7bffxo4dO7B+/fr4uJ6Ziol66jKOR2c7UnDOF81sGAQgbmut\nNzSzXWp2WUlnMauvr08+4JQzud1uJCYmykQG7fTV0dGBgYEBOJ1O5ObmRumZe3t7kZCQIDO4+LrD\n4bC4gxFQUlJSxNjbMAxRK3CKLmkAqwSM4EWzGj3Bl8Uq4MgcMj3VgYCkgVCrFBij0QixZGVa1aA5\nXGa3GlC1bpXZsW4h5vP4/X4MDg6K7pYFOd0y7XA4RAGiR7WzAEcKhtms1+uVaRQEaTZH9PX1yTgg\ntu7SGD0vLw82mw1er1c4fdIi5HD5PvD6JiQkiDqDO6yZzG5JadAN7+tf/zpsNhsee+yxEzWrjRWn\nBuiOx1PXGscr+bKGaR72TaCGkVQBM4rRuLFQKITOzs6ozIvZrr4RqUnOzMzE8PCwyMFcLpd87/f7\nBSg5w6u3txcAxDoQgHy4BwYGYJqmfOA4KoYf6N7eXlEkaL0tZWGhUEhcoEif6M4tFs40mJF+4bWy\ndovpJgit/dTZbSyA1cBsLcjozJWqAC4AGuytmS7pCCoe9AghBtULwBGv5r6+PrFuJG9OKR/nrpEn\nJpVASiglJQVer1dAmioJl8sl7ycpA1JQHJ3ucrmiZp9xMWXnGblcLjp8HzXNEqtwOVURK7vdvHkz\n7rnnHnzjG9/ApZdeOiNZ9wTi1ADd4/HUHSko+WLl/nj+DjjSFkl+kj9nFnWsm5nbURaQ+NyBQEBm\nmrEYw0kFlJQRsFn44hh0DvPjh5a+ACzaECxIFdAljHwabQ7Z+ECdLbNYbr25hbZ2j9Ezl1QKC2jM\nbKn95L/aH0FzsgRUfe2sma5+P6yAzMdpxYNWSWjQ16DKLJf0AsFaZ8A+n08oFE4KJm+elpYGm80m\ntpD9/f0y8DQ9PV0oH04s9vv96O/vF6UBOwK5u7DZbJLlcgQ8p4EkJSWhp6dHFCimaaK3txcul0u0\nxampqbJAsohIcyJrEUvz6lMFxFY52vDwMO688050dnbi6aeflgThJIvZD7raU3ciJuTHo7PVfzMS\nb8s2XKsvrLVQxPOlHpOvh85g5PAIEmwb5WBK9s9zDExXVxcASFELgFAQpCi4rQyHwzIJgdxuZmam\njOPmhASduVr9Bux2u/gokC4ggOhGCBYKmVXpLjECtvZF0JmXVi7oBUlztda2YP0ecWEg6Ft9HfRs\nNqs2mNk4VRgEZ/LeVCgEg0EARygTdm4RjHmd6FtLEA4EAnA6nTKynsemRwKN4h0OB4aHh+VvCL7B\nYDDKA4PvGw3jSZkRbHkPJiYmSgOMNUZSE0wWEFubLex2O7Zu3YrbbrsNN9xwAz73uc+dbNmtjlMH\ndCdqQg6MfXpELAnYsXhbIPbNDBxx1CIdQVMX/Tf8APE1kjJwuVyS6ZumKdkw5WihUAgul0vcsFh0\npLEOK+02m010p1Ry2Gw2yYYJPpTqsCWUnCabPDSQ6q4uLjb0LbCCnlYwWE3KY32NFlpipr8HjrSq\n6i44ni95bAKlYRjSZaazUWa8bALRTRZ8ndwNEIT1xBJeF44y0tMh6GDGeWCkiEzTlCYH8vDsEmQ7\nLzNbLs7cZfh8PiQlJUVx01RljBXcJguISb9wQQoEArj//vuxd+9ePPvssygqKhrT+ZzAMftBl1kk\ni1gTKQSMZQJFLL3tWHjb0Z7PeiMz27LZjoz0oYIAgGRAGRkZsvWkpwHnkCUmJopBSiAQEDMWbikz\nMzMlu6eEidkuAYfbZQKsdt4iH8hOM26lqfMlbcAskK+P2bH+0gMpNfdrpROsFIPeZWiAJVhFIpEo\nxQS30dYmCSvw83y1lCwpKUn8Gii5AyDXhaA8GhjrRg3y3QR6mp1TFubz+eB0OqXjLxKJyHWleTwB\n2WazCX9LTwVmxtzRMMNmljuaof9Y43iAGEBUdpuYmIidO3fipptuwtVXX41rrrlmyvXA0xSnDuhO\n1A8XOKyzTUtLO8ofdDS9LYtQk+Upyu25BilqXEk5sB2zv78fwOECGdtI+b3mEpkBk99ji6vP55PK\nuS5YUffM5yPokONNTExEIBBAf3+/ADFBSysfCDrac5WgREAmyAGImd3ye13k0u/JSFmVtalipJ/r\nYh5fp6YPeH56SjAXEmvnWnp6OpKTk6WoysWM14bX2jqdmCoIdoaxAYIm8aZpygRi0zRlN0K7TbZP\nk1IgZ8/2ci6iBMGJfk5Gi5GAmO/Vpk2bMH/+fPzmN7/B1q1b8Z3vfAeVlZVTci4zFLMfdJnVTNQP\nF0DMbHmsetvJChbPAoGAgG4gEBATbKoidLWX0iBWwH0+H3p7e5GYmChOWKyoa6AlyOpMlg0BGkS4\nqDGjI+Bwm8ysl4BDgOLioQtPugkiFr9tBUmrjlbzu7rIBiBKaqZ/buWBTfPISB+d+fK6sktLnxdf\nL7ld3iN+v18KjOSO6fPARSolJUWyUAJmKBSK6f3A68b3jobnnNBB/p6OaOSKAcjYHe6Q+P4SrLWh\nz3RwpryX+XrC4TCuvPJKvP322xgYGMDatWuxZs0abNy48WTmcK0x4guZWqv3GYhYgvuJPEcsKoFZ\nCwtSU3GjMFPUoMEblh8WbhvZyw8Aubm5MnwQgEwr4M9sNpu0AwOQhYrG2pzPpfnB9vZ2oR2Sk5PF\nYlKbuxAkBgcHo8CL8ipKkrQ/Aq+rlo/xmuusVj82EAgISFoVCXzsSC5kDP5Oy/r0e629HKzgzGy3\nr68PoVDoKDokPT1dRhnRYW14eFhap1m4crvdYqXI3QY9bbkbyczMFOOdgYEBAW/TNEUaSPUD/57m\nQ2xwYDLAxQPAUW3PUxmRSETuTXpxPPXUU/D5fHjttdeQk5ODHTt2oK6ubjYB7qgx6zLdifrhApAK\nPzk0BjMQtkxOlAsbSzBLoOqBW3c9y8rn84lXBDMtFq1YbDEMQ7J3FnSoQkhJSZEPBAtipExo9MKC\nDjM6brcDgYCAsZZZkXrR2adV86rtFQlS1i40ayPESBIxXquRfqazXP5LUNdFO61UsBruWBcGTQ1o\n6VwkEonqvGOxyuFwRBXkuEtKTU1Famqq0Ea8/omJieKnzPeM1p/cyWiZHgBJBnjfJiUlCafNa2zV\nF09FsCbBe9HhcODAgQO4/vrrsW7dOtxyyy0z1oAxTTH76QWC00T9cE3TFJMSfmiYWUw2b3s856Td\nsLQJDIt3CQkJkilxG0vDbHoFcOKsYRhRW2NeNxbrnE5nFEVAzpVUB7NWZlLAkcIVs1ytStCie4Kf\nVSOrGyas2aVu2dVfsYo2vF7W+1rrcrVrGY8HHOEhdWEt1jHZVEAw0a5kGsw0b035oLaVZCZMWoKS\nNAI0PSvC4bDQQ9RJh8NheRwBnNIxqhN0Uwn/Px2AG4lEoj4vhmHg+9//Pp5//nk89dRTOP3006f0\n+Dp6e3txzTXXYNeuXbDZbPj+97+PNWvWTMehTx3QnYgfLrMfgoXewupW0emurpKj1Ibb/J7Bwpph\nGAKUlApxCwtAFg2tn9VZHQtoLBRFIpEovpHgSlDUhTDNf2oJFq+XBuVYRuJWFYI1442lv7VSBzo0\nd6ubLKy0heaLNTBrzbDenlsXFUrCmLFbdbx8r7gb43XlY3hfUUbH3RQLcwTaYDAoCyJpHdYvqHnV\nkjyer17guGCMdt3GGzq7pVSwubkZ119/PZYtW4Z77rln2n0SrrrqKpxzzjm4+uqrpWYxETOr44jZ\nD7oAoqRJx+OHO5relh9AneVQ7qSLP1PBR3EhockKCye6W4uVaQBCO3BLqxsCuN2lTIlbWz5ONzNo\n+RYbOwgWXIy0zIsgw3Ph+8DH8/xiaWNjZbuaCtDZPYGNng06s7UCMf/VAB6LJuB15DGs8j3NT2up\nG0FYNxfohV9LzwBI8U1fJ03R8Pdc+EhX0NOC9A7pCypNqGihCoFUArN/ni+LanwtvH6xJF3jCWa3\nPDfDMPD888/ju9/9Lh599FGcccYZ087Z9vX14fTTT0dtbe20HvfvceqALm/6saxmscCWPeoj8bax\nNLXkAfWHeqLtkgRH8tM6a+GHlaBkmqZ8kFmlZhbLjIOcIOkBh8MhcjdSFNrzQE9KCIfDAowEGgKD\ntZOLv9fdZQRvnq+164vX0JqJahWC1UtBf3+s93ikTFc/F/9vVSroBYi0Ei0qtZSMel5ebwIs30su\nQhzro2ezMUvldeFCxt9pT4KUlBRZIPUCxr/j6+L9oq+99ZqM1KBzvEDMe4uvvaOjAxs2bEBxcTEe\nfPDBCY3Pmkjs3LkTX/rSl7Bw4ULs3LkTK1euxOOPPz5dHrynBuiO1VM31tbSykMdD28b6wbm9s4K\nxMcKZjMjSdEIEtYtLY/J3zHD0XSJnmarFRhay8ksTYMru9i0x4I2S+Fjec2YGVu7y/R10X+rr5FV\nbaCvLbM3q3ZX/2uNkegJfmm9r37/dLGPgKTpB724aKmXBldyq3wc30/9ODYsWDl2tutqLS1pCV0o\nI9DzHGknqoFTJxWj3cPWnQUz+1jvkb5Xw+GwJAYvvvgiHnnkETz44INYt27djCoSduzYgbVr12LL\nli1YuXIl1q9fD5fLhXvvvXc6Dn/qgC61pCNZM46mt+UNPhk3ykitviPR8jbSKwAAG6FJREFUEppK\nGK2FGIBkYdZtMcGXH3YAQjcw82FWyswVgFACzIL53ACiMjlte8gPs96yaqMaK41gLXTpwpSVe7Xu\nJvgzHVZOMta10tI07gZiAbD+V4OyLkLpBY7/14CsFx5eW03NWIuKVsUBVSC8B7UOOxwOy66L15et\n2dzxEGyZnfO18PzGE6Pt6nivseU4Eong5ptvRnJyMh599NEJ+VFPVrS1teGMM85AXV0dAOCvf/0r\n/uM//gO///3vp+Pwp4ZOV+s1rTESb0u+dLL1trparI/PG5cfJv3h4AfpWFk2Xwc/2FaOl5kQC4oE\ndJq9uFyuKJCnnCwh4cgYdD4nOUtrMYy8cCRypKWUGbHOInkeBHWtBACObGd1pT2WplYvTvp91o+1\nfs+f6X9H+rlVJaEzPZ6XtpvkosjjcdEhwAKIAmC2R2t+XMupqDjhVp3NCw6HI2rHwHtEqygARHG3\nfK8mArh8zlgcON97u92OX/7yl9i4cSOSk5OxbNkyXHLJJWhvbz8hQNfj8aCkpAR79+7FvHnz8Oc/\n/xkLFy6c6dOaXaALHN0cMRJvy64uTkqYjvOy3sDU/fLDRLnaWGkJ3YJKAOQWEYCAOQtfBGPt6UCz\nE253maXq62LV5BKAuKXUAMtClwYJvg7tjTuSzpbZMwFNvy4NlLHANNZiO9bMltllrOYN/X/r7kJn\n85R7aaUJFyi95WcHn17AeH2oQOF11KBKjlf/H4C8B7zWWnUzmcHqPw2SBgYGUF9fj0suuQTXXnst\n6urqsH37dpSVlaGqqmrSjz+eeOKJJ3DFFVcgGAyisrISP/jBD2b6lGYXvcCMoLu7W+iFkXhbzaFN\nd+jCiZVKGImWGIlXA450r2nu0woUBBMCGr/X/B2fX9MU3L7qLTMQndmNRino12VVAlhlYqPxr9ZC\nGoCjimm8l/Uxrf9qKmMkWkMXo6yvSWeSWtHC16czf9INvPc0BaN3BHxenqeWJfKxfC5NJVnBlo+f\n7LAW8+x2O9544w3ccccd2LBhAz7zmc/MKHd7gsapwenyA93d3S2SMWYtlC9NJm97vKGlWWN1Ixur\nWkJnkhrMAESBLx9LukFna8ARQb8GYQKCBg1rlmcFVw1GuiCjs3f+y2Pyuax/r2kDDbCjFdE0OMdS\nKeifaY6c2TwXZCvdEOu16OukC3Kx/CV0Js3fE1D17gA4vKhQAaGpDmumziLoVGW3emqJz+fDv/3b\nv6GhoQHPPPOMDLKcrohEIli5ciWKi4vx4osvTuuxjzNODdDltpb9/5rwJw83HVRCrKAUbTzqCGuM\nppbQ234+zlqh5/fcoloBhSDKa6fpCGumba12a2DXXK2V49ULgZXntYJjrNfPx1mLX/r3Gpj1NYiV\n5erj6ufVXLNeIK1AHEuVYc2IdTGVj9HXX6sjNE2kgZtFMz5W624nM6zZbWJiInbs2IGbb74ZX/rS\nl3DVVVdNSNc73nj00UexY8cO9PX1nbSgO6s43S9/+ctoaWnB8uXLkZaWhvfeew8PPPAAnE6nbIVj\nOVpNZVCeNZlZNoFRA7f+YHPqKzuarFwvwVZvt1lRjwXCukhmzeKY8VL1wGxPZ+hsp9WPB46MNtcZ\nIH+ueVXGSJyu/mJYgdj6fx3a+8EKxpo20OCrC2r6/HThUC9SycnJ8hh9/fh767VnEVYXDHndtKOc\nPsZIXPnxBrNbm80m7mb//u//jrfeegvPP/88ysvLJ3yM8URjYyNefvll3H777XjkkUdm5BwmI2ZV\npmuaJv7v//4PX/3qV9HY2Iizzz4bTU1NqKqqwqpVq7B27VrMmTMHAKK2cjpDmawbV6sD+OGczsxA\nAwC1pJSPAbEr2wQbvcXVz6X5Yb1g6Qza+jjrF4+teXb9NRKgMmIBqZVysP6Nfh36eRg6I4/FJ/Px\n1uugpWhWysRKIcSSpOnz4rWwtpnrv2GRTDfGjJRt834eabcw0j1jNRj/4IMPcOONN+Izn/kMvvKV\nr8xIdsv41Kc+hdtvvx29vb14+OGH45nuiRCGYWBgYABXXXUVrrvuOrEe3LNnD7Zs2YL//M//xAcf\nfICkpCQsX74cq1atwurVq5GZmYlwOCy2gSNtE8cauptsutQR1uCHPBQ67MGqncSY2WkOkn+jAQc4\nwmky42Xw76zbc/1B1wDI7E9nsfpYmhe28q76NelimZXTHY37HQlwrQCvs1vrORIAtcEN/5YAzEKW\nBkruSPR5aB6Z8is+TmfdWpHA68fHjLbbYe0AGFuXWTh8ZHxOWloaIpEIHnvsMfzpT3/Cc889h/nz\n5498s01DvPTSS/B4PFi2bBk2b948Jfz1dMWsynTHEqZ52HF/+/bt2LJlC7Zu3Yq2tjaUlpZi5cqV\nWLNmDRYtWhQltwJGVw8wIpHRu8mmM/QWUbcz6yKQpgv03xFsrCCsMyrrY4CjM02tTLAWrvR9dyza\nYKTv9b8M6/W2fq9BC4g2PLdmqvpvrK/LCsb6eNZFQO+mrNeGHK11sSOokk8fb4ymhuEXqTfes/v3\n78f69etxwQUX4Gtf+9q0u+rFim984xv4yU9+ItRKf38/LrvsMvzoRz+a6VMbKU6NQtp4IxKJoKGh\nAVu2bEFNTQ127twJ0zSxZMkSrFy5EmvXroXH44m6gbV6gBnlsQZSTtdrIfCzYDfauegPn942E2Q1\nn6mzNwCS2elMD4huUqFETfOTI30xjsXFHu+1jVWs4s9jAflISgfrsa1/b82G+RjNSwNHlAh6UbZy\n2tbFcLJC004EW+Bwt9bzzz8Pp9OJnTt34rvf/e50WSAed7z22mtxeuFkD5vNhoqKClRUVOBzn/uc\ncFtvv/02ampqcPfdd6OhoQFutxurVq3CmjVrsGzZMhiGgcbGxqhJAQBkuzidwKs55OOZaKE/3Ho7\nTABhxVw/VtMT1myPH2p67+qOPGuhi8fUIK2zYGvWGAsgGaO9Vr0VHw1AdfarM1LrY3VWzB0Dz4eP\ntwKm5nl5Psx8taJjqrfNmnbSO7KCggJEIhHU19fD4XDgwx/+MK677jo8/PDDU3o+p2LEM90xhmma\naGtrQ01NDWpqavD666+jvr4eiYmJuPnmm/GhD30IFRUVUcWTqSrSWWMkR7KJhgYXXUjS94ymHGIV\niUYCOGvjwrFoA+tzjCWsNMhoESuzthbV9LnHokT064+VuRrGkTllvG7TzU1GIkfG57D77ac//Sl+\n+MMf4rHHHpPs1u/3o7e3F3l5edN6frMo4vTCZMaOHTtwwQUX4KabbsJHPvIR7NixAzU1Ndi7dy9S\nU1OxYsUKrF69GitXrkR6evqYtJzjienmkGMpEXQnlwZeazEqVoY5UnFLRyxwi/U3Vo5Yd3Ixex5p\nQTjWcWKFFZw1GFuvEzNZYOJ+COMN0zx6fE5bWxtuvPFGVFZWYuPGjdNleXiqRBx0JzMikQja2tqO\n6sYxTRO9vb3Ytm2bFOm6urpQUVEhkrX58+cfVcA6XkN0TSVoDe1MBEHFMI74F+gikbXpQet4YxXT\nRluECJzHAsWxgPlIj9d/oymQ0R6rqRZu27WzmKYTxvoeT2ZEItG2pTabDb/5zW/wxBNP4Jvf/CbO\nOeecaT2fxsZGXHnllWhra4PNZsO1116L66+/ftqOP00RB92ZikgkgtraWinSvffee0hISMDSpUuF\nH3a73VFFulgSH34oaJIDYFKphPGEVkjwwwwc3dmlOVurrpSArcFoNAAY6X5lZs3nivU8Y31eq8LB\nShlo7teq2QWOmHrrUTq6IcKqp53Mxgbra7KOz+nu7sZNN90El8uFb33rW9M1uiYqWltb0draimXL\nlmFgYAArVqzA7373O1RXV0/7uUxhxEH3RAnTPDzvipTEtm3b0NTUhPz8fNENL1myRMxNmA3rxgKO\n2TlZFBIMq8xK0w7WxojRwkoFaBvKsYKXFVBjcc/6nDR9MBrwa1PvkaRW1sWHNMxkdksyu41Ejoz2\n+cMf/oAHHngA9957Lz760Y/O2P1jjUsvvRRf/epX8Q//8A8zfSqTGXHQPZHDNE00NjZKke6tt95C\nIBDAaaedhuXLl2NwcBCBQABXX321UBMscFmNVKb6PJk5TTatYX0ea4cbEE3DaE6Z12K0Ilys18J/\nR1NFjCUm47qMpqc9lj7cGtbxOf39/bjtttsQDAbxxBNPIDs7+7hf41RFfX09zj33XOzateu45hqe\nBBEH3ZMtAoEAXnjhBdxxxx0IhUI47bTTAAArVqzAmjVrsGLFCjG+1lvW4x0PNNagYQ8wM7SGVoVo\nkxftdDbdXCkQnVFO1MhIh5aS6S+tiLECsTXTTkhIwP/+7//izjvvxNe//nV88pOfPGGyWwAYGBjA\nueeeizvvvBOXXHLJTJ/OZEccdE/GuOuuu1BaWoovfOELMAwDnZ2d2Lp1K7Zs2YI333wTfX194iux\nZs0azJ07FwAmVKSzBjXLnFg7k7SGtYCoPYRjOXVN5Q4gFl86HTsN3digF1vDOGJ8npWVhUAggHvu\nuQfNzc145pln4PF4pvTcjjdCoRAuuugifPSjH8UNN9ww06czFREH3dkY2leipqZmRF8J7ZR1PIYo\nBBVroWwmYiyZNkFpJKtJnQ1PBCCtfOlMFjOpu2UB9r777sOPfvQjkS5effXVOOuss5Cbmztj5xgr\nrrzySrjd7pPaLewYMXtB98knn8TTTz8Nu92Oj33sY3jwwQdn+pRmLEwztq9ESUmJgPBpp50W01dC\ng5JpmlGFspmasMHXZHW+Oh7A1LTEaK95rNKy6c5uRws9PiclJQWBQAAPPPAA9uzZg0svvRT19fXY\ntm0bPvnJT+KLX/zijJ2nNd544w2cffbZWLx4sSyAGzduxIUXXjjTpzaZMTtBd/Pmzdi4cSNefvll\n2O12eL1euN3umT6tEypG85VYsWIF1q5di/z8/KgMkeoCTv6djiJdrNBTC8YyZWMsoRUPI3GlsV6z\nVes6k9ktF0VtMP7uu+9iw4YNuOKKK3DdddfN6K4kHgBmK+h+5jOfwb/+679i3bp1M30qJ01YfSVq\namrQ0NAAh8OBzs5OLFmyBI888giSk5OnrUgX6xw5cXY6Mu1j0RLMcJOSkk6I7FaPzwmFQnjsscfw\n+uuv49lnn532gZCvvPIK1q9fj0gkgi9+8Yu45ZZbpvX4J3DMTtA9/fTTcckll+CVV15BSkoKHnro\nIaxcuXKmT+uki3vvvRdPPvkkLr/8cjidTuzYsQNDQ0Oorq6WIh19JbThzWR3WTEDZWPBTHba6aKd\nNsMZDy0xWedjzW737NmD9evX46KLLsKGDRumPfuORCIy2rywsBCrVq3C888/P9uaHMYbJ6/L2Hnn\nnYe2tjb5nh+A++67Tyb/1tTU4M0338SnP/1p1NXVzeDZnpzxoQ99CF/+8pejKtyhUAjvv/8+tmzZ\ngieeeCLKV2LVqlVYtWoVkpKSxFFsolMLrMWpmfRw1YBLxQZ/zmyY0qzpMDWyjs8xTRNPP/00fve7\n3+GZZ54ROeF0x7Zt21BVVYWysjIAwGc/+9nZ2Fk26XHCg+6rr7464u+effZZXHbZZQCAVatWwWaz\nobOzEzk5OdN1erMizjvvvKN+ZrfbsXTpUixduhRf/vKXj/KVeO6556J8JdasWYPq6mrYbLaYUwtG\nygw1wDkcDjidzhndvmuVhHXqB/0lGFZaYjIWHx2xiogNDQ24/vrrcdZZZ2HTpk0zWuRsampCSUmJ\nfF9cXIxt27bN2PmcLHHCg+5ocemll2LTpk0455xzsHfvXgSDwSkF3Icffhg333wzvF7vCdXVMx1h\nGAYyMzNx/vnn4/zzzwcQ7Svx05/+NKavRG5ubszMkGDk8/lgGDM31ogRK7sdix0kwVU/jzYIH+vi\nYw3r+BwA+K//+i/85Cc/weOPP45Vq1ZN8BXHY6bipAbdq6++Gl/4whewePFiJCUlTenojsbGRrz6\n6quylYrHYT+IqqoqVFVV4corrzzKV+LWW29Fc3Mz8vPzsXLlSqxevRpLly6FaZqora1FYWEhgMOA\nxInBU12kixXMbg3DQFpa2oSOT67bOheNQHwsWiJWdtva2oobbrgBCxYswKZNm2Sy8ExHUVERDh48\nKN83NjaiqKhoBs/o5IiTupA2nfGpT30Kd911Fy6++GLs2LHjlMt0xxtWX4m//OUvOHToEKqqqnDN\nNddgxYoVKCsri9qmj9bqOtnnNhEN8ESOG0stoQeFdnV1oby8HL/+9a/x9NNP41vf+hbOOuusE6qN\nNxwOY/78+fjzn/+MgoICrF69Gj/72c+wYMGCmT61EyFO3kLaiRAvvvgiSkpKsHjx4pk+lZMuDMNA\nSUkJSkpKkJCQgJ/97Gd49NFHMW/ePGzbtg0PPfQQamtr4XK5JBteuXKltPhONk/KsG7fpzO7ttIS\nBH+/3w+73Y6WlhZceOGFCAaDyMjIwJVXXik0xYkUCQkJ+Pa3v43zzz9fJGNxwD12xDPdv8doKomN\nGzfi1VdfRXp6OioqKrB9+/Z4sW4cMTAwgEAgcNQuwTTNEX0lOKF53rx5UZaIwPgcuGYqux0prONz\nbDYbXnrpJXzzm9/Ehg0bkJiYiG3btqGurg6/+tWvZuw843HcMTt1utMRu3btwkc+8hE4nU7ZKhcV\nFWHbtm3x+VFTGGPxlcjKyjqqq8zawKEBdSTT9ZmIWONz+vr6pLng8ccfR1ZW1oydXzwmHHHQnayo\nqKjAW2+9NekfiK9//ev4/e9/j6SkJMyZMwc/+MEPZsTV/0QN0zTR39+P7du3o6amBlu3bkVraytK\nS0uP8pXQ89lYpOLP2Fgw09mtdXzO5s2bcc899+C2227DJz7xiRk9v/i9OCkRB93JisrKSmzfvn3S\nC2l/+tOfsG7dOthsNtx6660wDAMPPPDApB5jtsVIvhKLFy8WWqK7uxs+nw+LFi2SoZHTMaE5VsQy\nzBkaGsKdd96Jzs5OPP300yeEG9h03Yt33303srOzxdrxjjvugMfjwVe/+tVJP9YMRBx0T6b47W9/\ni1/96lf48Y9/PNOnclKF9pV47bXX8Nxzz6G9vR0XXHABFi1ahFWrVmH58uVISkqasgnNI0Ws8Tk1\nNTW47bbbcMMNN+Bzn/vcCaVMYEzlvdjQ0IDLLrsMO3bsgGmaqKqqwptvvjlbaJW4euFkiu9///v4\n7Gc/O9OncdKFYRhITk7GGWecge985zs444wz8OijjyIQCKCmpgavv/46HnnkkShfidWrV6OyslKa\nIyZSpBsp9Pgcp9MJv9+P+++/H3v37sVvfvObE1rbOpX3YllZGdxuN3bu3InW1lYsX758tgDuqBHP\ndKcxRlJI3H///fj4xz8OALj//vvx1ltvxSvVEwyfz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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax = plt.axes(projection='3d')\n", + "ax.contour3D(X, Y, Z, 50, cmap='binary')\n", + "ax.set_xlabel('x')\n", + "ax.set_ylabel('y')\n", + "ax.set_zlabel('z');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sometimes the default viewing angle is not optimal, in which case we can use the ``view_init`` method to set the elevation and azimuthal angles. In the following example, we'll use an elevation of 60 degrees (that is, 60 degrees above the x-y plane) and an azimuth of 35 degrees (that is, rotated 35 degrees counter-clockwise about the z-axis):" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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xiWYwGOZVdIWjvoXPd+H7WKVSEY1G5QdbNKkymcw8KSEej8ubkDqEX1hsrtDp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\nFQBQX1+PrKwsjBw5EhMnTkRmZ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9CozYCYtRKAZapB/j2/J7gyq1cDtJzVUqbG4hOBzuVy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\n4Cp/LRfd5HNUd8S1tp41iFfz292Jzngk/FhQEibTP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+ "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ax.view_init(60, 35)\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Again, note that this type of rotation can be accomplished interactively by clicking and dragging when using one of Matplotlib's interactive backends." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Wireframes and Surface Plots\n", + "\n", + "Two other types of three-dimensional plots that work on gridded data are wireframes and surface plots.\n", + "These take a grid of values and project it onto the specified three-dimensional surface, and can make the resulting three-dimensional forms quite easy to visualize.\n", + "Here's an example of using a wireframe:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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SKVpB5K+//kKv1zNr1iyWLl1a5Hb8/PyYNGkSAQEBXLlypdDyM2fO0KpVKwYOHIggCOzY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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax = plt.axes(projection='3d')\n", + "ax.plot_wireframe(X, Y, Z, color='black')\n", + "ax.set_title('wireframe');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A surface plot is like a wireframe plot, but each face of the wireframe is a filled polygon.\n", + "Adding a colormap to the filled polygons can aid perception of the topology of the surface being visualized:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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MdpKuItCNa3A0lJSPFh5QRQjIiAjm/HHYyqSobKIyhimKUP0Qrv57rMjN5+24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\nvvvuA4KX3ReMKvXCF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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.axes(projection='3d')\n", + "ax.plot_surface(X, Y, Z, rstride=1, cstride=1,\n", + " cmap='viridis', edgecolor='none')\n", + "ax.set_title('surface');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that though the grid of values for a surface plot needs to be two-dimensional, it need not be rectilinear.\n", + "Here is an example of creating a partial polar grid, which when used with the ``surface3D`` plot can give us a slice into the function we're visualizing:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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qsdzpWLOKXoiiiHa7Ta/Xo1wub2jZzno/ZulY9H2ftbU14jhmYWGBer0+INzl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\n4Q348Pm8KD4ZxaugeGQ8Xg+yT8bjVZA8Ium4Rqw/TqI/zi8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h7+D4wjUlpEsVErPKiC2p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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "r = np.linspace(0, 6, 20)\n", + "theta = np.linspace(-0.9 * np.pi, 0.8 * np.pi, 40)\n", + "r, theta = np.meshgrid(r, theta)\n", + "\n", + "X = r * np.sin(theta)\n", + "Y = r * np.cos(theta)\n", + "Z = f(X, Y)\n", + "\n", + "ax = plt.axes(projection='3d')\n", + "ax.plot_surface(X, Y, Z, rstride=1, cstride=1,\n", + " cmap='viridis', edgecolor='none');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Surface Triangulations\n", + "\n", + "For some applications, the evenly sampled grids required by the above routines is overly restrictive and inconvenient.\n", + "In these situations, the triangulation-based plots can be very useful.\n", + "What if rather than an even draw from a Cartesian or a polar grid, we instead have a set of random draws?" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "theta = 2 * np.pi * np.random.random(1000)\n", + "r = 6 * np.random.random(1000)\n", + "x = np.ravel(r * np.sin(theta))\n", + "y = np.ravel(r * np.cos(theta))\n", + "z = f(x, y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We could create a scatter plot of the points to get an idea of the surface we're sampling from:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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RDqs89aCXXVui3P9HD8VFRn75gMwp14+gaWcHP32ijX27gtgMUW652c78540E\nQipPPuflt7cX0xFQ+PGfW7ni1lIO7JXZs7IFo8tCy2Yv/3WqyKo1ZprNZk66upQVi304hRh2m4Dd\nbuCYk4rY+FYD++oiPPN4EJtNZOYkC4EgfLQyRMCvEnz+II4SMx9sDbPg/RCeUhP7Oowcf0U5K+Yd\npNylMG64jc8CrTm5N5D7dj391dGnXWc6VnG63TySSXfw4MFH6vIyQv98Qj0gHXLoykGWzZY5W0da\nssNOq68bjUa/VNM2l0SXaj7a2LIs4/f76ejoiPeLs1gsvbJoupt3VDpI9TAjPq+CFOvUEBr2S7z5\nTmdRntJyI/UNMYZOcDP7xqGUDHFw7IxO3bW5XWLNhjDDaqz89hUTv33fwz7Fjc2kcswJZiZPhLYN\nh7j9XPj2hU6clVZOuayUoiE2TrmslMadPmLRzoSMbcuaiAUiVAw1UbdPZvoEK20+lb883o7DJvLP\nf5TwxL0u/vJzM8dMF9kasDLiqlGcfMsI/H6BhjoZSTAx8WgHfp9MY2PjYbGtfeE46kv05fWksooT\nHXdGozGl4w46pcKPPvqI1tbWrC3dd955hzFjxjBq1CjuueeeL/370qVL8Xg8TJs2jWnTpvG73/2u\nV9c7oC3dVAkSPTnIBKF3nSDSPT7VfARB6LJzRD51Y20egUDgsHjffFtFCxa9SUtbDJ9XxeESCQc7\nifeR/yvh5TkBrryhDavHjqO9hZhURNgbo2W3lzdWhGloBL+i8vCzbUQ8pZz/sxq27Ixy3IQiXnt9\nJzd9z0hxsUDjrjATxrhRAdHUmRixvy7Cuo8CBCWRuX/ayoRaExsWt3P0sSZGTbTR0aHw1Bt+ZEkl\nKoiMrDFRXmYgGlNREZk22cxnPjurF7VSVWtn+yo/7QdCxEICf/2ffVjcRTz0zA+46pw7qa0d3WVR\nmr7O+MoHcmmF5yKcTRtLKxwfDof59a9/zaZNm3jyySeZPn06kyZN4q677kqrAqGiKHz/+99n0aJF\nVFZWMmPGDM4//3zGjBlz2HGzZs1i3rx5Gc2/KwxI0k1l6aYbjZCNRZmtFZpYqyEdh10+5qTF+2pI\nt616b5I7tN9v3rkGS3Eh9/3Jy6SpZg7Whzn5NAtlFUYqRjppHFSFfWgpDZ8dZPWcXcw+yUhHWYxj\nzrXz79fCWNwmrINsdBisbNweIxBQGFNtZA8CS54/RN2uGE11IRZ/FOb0WXbwx9i5JcSWz6Ocdt1g\n/O0ygbYntJRHAAAgAElEQVQob967g0AEwvusbGtQOPMMIz/+XzcfvBfkw7cVNm8v5qNPWpk+zQyC\nyhsLY0y/cjCHdgVo2BNDNpm58oZCxk22cObFHv75cIgzr7Px8jOPcedPHotfe7LjKBqNHpZYkNzt\nNtfItVTRXxeLxJA2t9vNokWL+P73v89VV11FKBRi06ZN8a4SPWHFihWMHDmSoUOHAnD55Zfz+uuv\nf4l0c2n5D0jS1aBZrYmtzHsit2xJN13rWFXVuKc2FApht9vTIttcywvJiQ1AXjzuXc1bkiQcpkIU\nBerbLPj3eDhjXCsTp1iIxVTqAwWUjS4kYjAx8pwRfP54O9MmhHh/oYpsErntxy4ef1Zh2pklvPp8\nAG9EJRSGzz8LUmQIMGyQQv1ulcISeHi+zHNLOzB57LRtlEEUCfsVTGYBt8eIsdjG+BFWvnFxGaKg\nsuLtZt66tpEzTrRwzVVmBMMf+Nszf+CfL9bR1iYj2mrZ8lAdZ95QgUk0seyZXUy9xI3fr7BtYxRv\naxhFVhBN0mH3QSOD5OeQ3GMt0SqGTslnoHYeThf5Tinu6OhgwoQJVFZWcv7556c9TnJx8sGDB7Ni\nxYovHffxxx8zZcoUqqqquPfeexk3blzWcx+wpKu9zJqmlq4lmU9LN7GmbXdSQi7m1V1mXbKjzmAw\nxK2udF783i4AW7Zt4jcP/JzWaDNYjQw+bghVU0tZ9lqACZMVykqgfo9EcbmKrVDFJKoEgiI/+pmX\nSy63MOvkTiuloijER+/6uPrHlaz8oIH6VQGOniwzZDREbGbOvNTOPXfIDK60Mv2iis7rlxSe/90u\nOtpjWKwikaiK2W7ihEvKcRSYiAQkpp5aTPMWL7fc5OaBBx14Krcz/nsX4ixzs7duDx8/Oo/powN4\nmuuxmUWGVaj42mXmPB1gwolFjD3Ryt0//JQS5+gec/4Tt8jau6BZxclxrYlWcbLjqK+RD5LM9XUk\njpfP5IijjjqK+vp67HY78+fP54ILLmDbtm1ZjzcgHWmKouDz+YhGoxgMhrRDvyA/pKuFXQUCgcP0\n0r78WDTHoeaoczqdcUddX8wjcXv9P/fdilzq5YSfjsdd5aBkpAeTzcDEm2fy9KIyvv/fYTr2tBHz\nRVCMRjYu3I/UBDO+Yae4REQUO+N5Tz5BZPAoB4oiMH2Wg/Ov9dCw1c+k6TZqJzh48YUY4y6uxRDw\ns37BQXasaGPu/XvoiBp5+4l9fPjyAZbPPcToE4rZvzOMwdQ5bmNdmOYmgT/8qZJjj/s1PkMQZ6mL\nDRs/xeDYxYiTPHz+WYhdm6IcdayJb327gD/c7uW4iyqpGuNk3AmFXHhzOXKVl/sf/XPG9yrRcQTE\niwFp4VRadbZIJEIgEIiHU/XU7LI/SwK5RvK1RiKRjLrIaKiqqqK+vj7+51TFyZ1OJ3a7HYCzzz6b\nWCxGa2v2ESwD0tLVYlo1oslHdlYyutpCh0KhlDVt8+0YS8yskyQp7s3tqs5vNtl76UDT0iORCKqq\nsmnTJoaf6KC11cCG57cwcoyRrR/vxVLuwlLkQDY5KS8fjMHRwMEPd7Hr/b0UH1ND9ewpTKz5kMUL\nA0yYaKKwSGTxexGajSFGzihAUMHmMNAaMHLHT7xUTSxiyFkjcXoMLF9Sx03nq7z2SgeDjqumfdEh\njAUG2prDGE0KQyYWsGnxIfZuOYAUltm8wstt3/kdV1x6LQCfPbWdurqdVAwNY7aI2IjwvV8V89gf\nWwgEBKIdIzj+mFl4inYgWKMICDjcRswuhdcXz+XW//5R2hpid+gunCpVicxkizjX8lR/tnRTjZfN\n+DNmzGDHjh3U1dUxaNAgXnjhBZ5//vnDjklsQLlixQpUVaWoqCjruQ9Y0jWbzRm3xYHc1OFNrCfb\nVQHxfJOuNo+Ojg4URUlbO87VXDQZIxKJxKUUWZYxGERMFhOtuw/wjfML2fZJO+G9HYwZBVLIx7o1\n4DK2c/NdlQhGI4caYsx5vokhx09i9UojN/zIw/NzOti9I0bDPg/u4gqWv9JKa2OQQ60Gqo+rQW4K\ns78lgmFXkEknFNDoM/PwA0EkixVzLMQZd81AFAQ2/HsbQmsL8/60BU+5ldb9IdoPRagePCxOuADX\nfPMqbv79jZTNDIEvwIwaH0UlBqprLXgPVfP4Q6/R1HSI+566nlnfFjBYRF7/WyNhRwHWSpGf/vZH\nPPT7RzO+z+kQUXdacXLNXE3H765w/FcRvVlsDAYDDz/8MGeccQaKonD99dczduxYnnjiCQShs4D5\n3LlzeeyxxzCZTNhsNl588cVezVfoYcL9NvgwGo0Si8UIBAIZpf+pqkpbWxuFhYVpv4iSJBEIBHA6\nnXGytVqtWK3WLsfw+/3xWrLpQNOC03F2SZKE3+9HVTubT6YTZ9ve3h7Xd3tCMBhEEDqLkycjMYso\nsQ251WolFoshSRLX/OgilPJmyotitOyPMHN2MYNq7MiSyp6NITYuOMA1PykBg4AgijxyT5gRY86m\nRrGwd/8iZFlixNCzuf66n9LR0cG3rpuNN3yAocdUMOjoQZSNLmL5Y5to39+BHJIYde5I9r67A0kw\ncvRNkyipsqICwdYwm59dR9uONkZOsCLZHezcFOOHV93Fug1LkNQOqssncPN//Zxdu3byy9+exQ/u\ndGC1i/zjL20UV7i4cNZTHH300QBs3rKRW35+BUHFz6gLRzJ4SimOAgebX97PXRf9hdrakT3e20Ro\nZTtz5eD0+/1YrdbDnHfZtoDXnmWqdyAbaItzJklJ3UHzUVgsFlRVZfbs2SxfvjwnY+cIXd7cAWnp\nasg25jZTaFaFz+fLW4xrOvNKtLC1bWg2OlY6c0m1GCd2GtYs6+QGoWazmcKhtRwK21m7eDU1k+wU\nlltQVRANAgVlRpoPCFjMdqKxKL7WGOaOAq478XKGDh6CIPwwThCKonQubEqMcy9zMn6GyrJ3t/P+\nqybcgx2U1xZQt6KJjQv2EzGWIzUcxHsggNNjxGw1EGqL0FgXpmT6CBpjUWpHO7BuCPLe0uc4/9YO\n7E4DuzbU8+BjMX54y51cf/VD3Per26gYKjNklJOV71u54MQvIhTGjhnPc48v4KqfX8zIbwxBjioE\n2sJUTShmR92OjEk310iME05EKqs4nTKNuZYD8tUfLRqN5ozM+wIDmnSz1bHS1TcTC4hDejGuyefI\ndE49zUMjfU1DzcX4PUFrEZRuyrDJambIrPFECiSat2xi8fONnHldJdGIwrvPHKSkYAov/z8vVhco\ngSE8+dfHcLlcX9IvtUWmulbihLMKEESB6mEm/IVllE8sxuYxU3NCBevmH6DFXUXROTNY9cJCwmdU\ngKKy9a3dzLz1KIqHuQm1R/j4wdWMK5rMoNH7sDs7IwlqJpiZv/xzAM46YzZVg6r55R++S+lkO1fc\nV86cOb/FYPgN06fN5O2F83jjoxexGEW2L91H+cRiBIOBjct2c+LJWd3anKKrd1oQhC9lYiZbw4la\nsVYXAQ4PZ+uvGEjFbmAAk25y1lcunWnJnRLcbjderzejlToXpKuqarwISKqODdm0K8oEiWRvtVrT\n7sc2wlHN0s8/YfjpNazZ2UTrNi87frIbg9tO8anTaV1wgGd//w6yLB9GBoLQWTD77y+/QH3Iiygp\nnDXhKDweFwgKqgotTTKu4XbMdiMg4Kl24iy24Gv3IZtGYpsyitCBeg5u8SIWONizoplAS4TiER7c\ngxyMHDScxsb9nQ5IWUKKqRxq9MXnsGP3Fk7/XhmVtZ1dCI6/2s1rT89h845dLNz6LMd9dwS1bTae\nvnMF5XuiqIgIxYP4+7xnmX3G2Rnd3yMZbdBVtlcyCUcikS91Hc5GK86HI037Frxe74ApYA4DmHSh\n9zV1k5GYUJBY0zYx6y3d8/TGskxObOhNx4bkcdOFFpGQiZzS3t6O3+9n9qyzWP7UW7QFvEyaXsr2\nOgfm8TWUDy+gefFmqga5U1pfAP9+5y32DXZhd1ehqgqvfroCmzyBbWtXUjvZir9dZseiRqZf7URU\nVbYu3IdnsJ1d6w8hlh9EaWhje307gsfD8NOGUzyqkNb1+wmtbebAZh9X3nYDd/x+Pf/4w2ZGTraz\nZV0ER2k5by+YR0soxrpNG6A8FCddX2uUj7bX8X4oyNRpRpq9bah+AdekagpmT8RgNIAs4N23Jf0H\n0Y+hEapGtJpmmmwVy7J8mJzRm67D2SDxWxxIBcxhAJNutqFZqX7TE8llS+6ZWrqaZREKhQ6rQJbO\nNaQzfjrz1c4vimJaZK/N48GnHuXlzYsxFjsoPAROuZDJZxVjdZiJvbuZbfNXUjqllLGDTZRaJnc5\n3oGONqxDhsT/LBW7uf7Un/H+kje598l/YRxTQSgWY/5v12B1mbAW2/F2RKi68lj2v72B2O59UFpB\n2WgPxdOqUaIyBeMGsekfKzlm9De4+4GfMf1mUIVRrHqzkbIxTo46u4T77/4nY751KZHJI9g0fxux\nSCODhpn58AUJjjsGR5mHuo17GDSpBCUSINLUgSqrYIawN0hj/QHq9tYztHpIl9eWT+QyXEwbL/Eb\nS6cyWKq0Z02fz2dG2kCTFwZkckQiekO6Gtm2t7fHC4h31ZYmHySnQYu11QLikyuQdXcNmaCr45MT\nK6xWKyaTKW3reuvWrczZ+C4ll0zCc8oIQieXYbaX0THfQ92LCo66cbis42hYb8deN5Uf3/w/XY5V\n6S4k5P1iu29s8VFWVsZ/X38bzz/+DmJ7EYLdycT/OR2/wYUyYQxlF8zAKCpUTOhMWoh6w4SbfCjh\nKKLJgKIKOIwubr3+VgrGenGXWHAWmTnpmiGsWnCQOX/YjjfUwOpP32RP82dEC6y0bx/PTPvtfOdb\nt6KYDZhcNjoKJ7Lw0XoWP7oDpdFH3dy1HFy+i+b3NlE0tJx7nn885+SXKfpKrkhM8NAqgyUmeGhE\nG41GCQQCcYMik3q56cwBBlYtXRjAlq6GbLfx0WiUYDDYo0WZ7XnSjXXVEhs0C8HlcuXlw+lqTC38\nC4inLWsfRrpY8tFSrDXFdJ5CwFrmYl/7bp743f/jo1UrmLNrPZNqh6KqKk0rN9LW1kZxcXHKsS45\n85u0v/widTsaMEgKV8w4Md7ltbi4mEpnBZuVbSgRGSkUw17qxOyxgwgNr63js60dWEoK8LZE+fyf\naxl+ylDknWF+esWPKCoqIuwDRQVFVqnb6GPQlFJmXDEcBJFlT+2kY+UOxh9bxu5FGzFZLmXq0Ens\n/9njiBOGI7d7YZcfG0aEIYOxTxtB68ptmFs7GH/lqUT3+fH5fGlbXf05gyzbaIOurOJAIBD/xhKz\n6lJZxenuyhLlhYFk6Q5Y0s1GXtBW3lgshiiKOJ3OjOrr5pJ0NbJVFCXeMcLv9/eJZqydv6si5pmi\nZlgNwXcWokypRjQZ8W47QMf+Jm6/7w6CQRX3OSfF5ywOG8Sm7duYYp7A+x8swmK2cupJp8brEhiN\nRm667Kr4HJPJ3+lycWDpQQKHAkgY2fGvzzC7rdg8FoxmI7vqDViH2bG4HciRGKseX8NN515HRLbR\n7vNTrkxl5bzlDBplYdGT+7jgT9MxmAQCLRHGn1bG9lVehhxVwtCpJTz17BMMqpxO2WnfoDXkR962\nhWk3jsdaZKdjj5eN/15G1ewJ+DYp7F21BfOhKOELwkeEAPozgWvzSk7eSdaKMymRmXi9Pp+PysrK\nvr2oXmDAkq6GdC3KxIB+s9mMwWDIiHAzfaG7mpcWfqUFnmuJDV3l0+cK2ny0bsO5zKY70NaCqUlm\n+z8+wOay492ynxPvPAfJY2fD3z+mYtsgakaNBiDW0oatdCQ33vXfuE91IPsUXv71XB69+7G0igMd\nPNCIZdRg/GGZwrPGYnLb8a7ZQ9PmBkSjCSkk4Z5Sg3NM50do9DiRjDYcpVVs3NfEVZfcwPfurqOl\nvZ6hMyto3u3H32YiGitg+6ft+ANmIoZ2xs1wYLAJtEfDmAcVYgtZcFdbsJa6EEQRd00h7konxRMG\n469v56AapvbkCfzkn3/hl+dfy/gx2Veh6g/IJYl39S6loxV3VSIzcY4DTV4YsJpuoqXbVeiUZtlq\n3SM0rTQxIiGT8/VGQ9U6Nvh8PoxGIx6Pp9uMtlzPJ1G3FUWRgoKCXp1fw/NvvMJS40HG//Qqxp59\nJk6vhYmXT8dgFPnoyU9pl42sfu5V6j/4FO/KDXzDPYh3PnibwVdXUDqymPKJJTQVNXLlbVdyyx23\n8P7SJfj9/i7Pd/yEozEWOjGVuBBsNiK+CIrBTOG5x2KbPgpEI7ZhpZ3XrKjYhpfS2tECgN1diM8f\n5NxTzqJ5h4Xa48tZMWcfdZ9b2PMZBCy1FEw6GrWiltWLwpSbB1PlLEBq86GoKuGWEIJW18IgEmqP\norYFUY12Ih1RNq/cyJqDddz99wd7LE6TaxxpLTkdpPOuJWvFycWAtKQZgObmZiZOnMiSJUuYM2cO\nc+fOZfv27Rndi566RgDceuutjBw5kilTprB27dq0x+4KA5Z0NaRKkNAs2+RWPdr2JhcRD+kcD51x\nj4FAAJ/PFyc7m83Wa+syXWixvlrcZUFBAXa7PWfZQevrd+CoGYQgCHiGV+I8ZjTBOh8f/mMl/pIa\nlNoJyIMq2bJyPdcfewpXnnsB4VgYk81IOBph99p6fP4whdeVoV5o4k8v3cfz8xZSv68h5fmuvOwK\nQrtbiB7yYXDZiR70YhlaTtvi9SjBEMaqYlqXbUHyhYi1BQh/fgCXqwx/IEDI76OspJjvXfVtfn7t\nr2mZV0pNwVGcO+0aRg85hpkzZ2GJeAhtV7EbR3LtxdcjRyS876yk4+0VtDbIbJu7hZYNh9jw9EZE\neyEes5NDq+sRR9ZgnjoG2ynTWblrG+3t7Ye1l0nVdDHXkkCuowP6k1yhWcUmkykuhRUXF/Pqq69S\nWVmJzWbjX//6F9/61rfSHlPrGrFgwQI2btzI888/z5Yth4f+zZ8/n507d7J9+3aeeOIJbrrppl5f\ny4CVF7qydBNr2nalVfYF6UKndev1er+U2NAd0n3Ze5qPZtlq4WcmkwmTyZTWHDK5VqfRwqFwFIOj\nM0ffHlYpiZSz3WjAVlWJHFEoOvEbhN5fzkvvL2bapMlccd6V/O8zd1D5rXL2rTjAmMsnIhhNqIJA\nxexydm/ezdpNRRQXelBVlZ07d2K1WqmoqMDj8eBuU2joOET44XcQ3XZih9ZRef0ZmEpcuCbXcGju\nMvxblmFUBU4Yfixms4tVn3zKrCkjefj/HsIX8zN1xGQe+/OjHGg8yCuLPsQqGghIEhVOJ8NnTiay\nazdzFyxgYd1+Ko47A1FRaFr9MbFYAUJbGVOnH4u4bSe7nv0cU2UJtuHlqFGJaJMXU1UZdXV1zJgx\no9vQqsQ01nx2lDjSyFe4mMFgoLa2lmg0yl133UVJSUlG46TTNeL111/nmmuuAWDmzJl4vd7Dqo5l\ngwFLuho0gkh2THXnGMon6SbG/AJpJzbkSjOG1BEJWoRErvGDK77Ld3/1Y/bIYVRVZJKrhO//982s\ne/ZJfGEBm6sAVZaJ+QO0B/zs3LWbwoIirj7mWu556F7aGrzUnCdhLejUc4NNYZqbvby+ZBmr9uxi\n0buvYh0m0uEzUWoq49KTT+X2627hB3+9G9cZMzF6nPg/2YgiScSavKiyimv6aA6+uJwLZ13IpRdd\nCUAoGOSRp37N4BtrsLidLF77CR1/62DTnm3st7URaJKILJcYM206K+ZtYURpGUu2bsE6eiJGhxNU\nhcLhY5nsMFDl9jBt7ARmfedmvnPPz2ls3osalRAMIoJBxBKKxbsRaDurVPUQotFoPOU5uaNEplXC\n8kFsudR0c72YJI7n9/uzcl6m0zUi+ZiqqioaGhq+3qSrZchIkoTVak2r4lY+SDfZsnS5XPh8vowy\nybJJwEhE4sLTm1KP3TkB6+rrkWWFYUOHxB1fIasTT+14rKKBPVt38ZPHHkP0tiPIMpGSQoI7duMs\nq2LTvibmLvyIEcNqKHAVU104hIJxImv+sZWhJ5QSC8gc+iiMXCFROKSYd3Z8TqymikO7DzLywqMI\nNwVZ7wtxXHkhFo8bg9sJgggWC4ENeymYNRFUlZZ312KfNg5F/iLyoaWlCeNoCxZ3Z4Gg4imlLPjr\nQkouGkV1daeTr2XNAaKrDnLKBZejKgofbt2GIIWJ1e9EkWSUpiaOv+Q8zjplFjabjVgsxoGGA1Sc\nMIr6dz/FUOwhvKme2864mIqKih7vsbZl1irRJdeeSK6HcCQyv/ojkr+R5HTy/o6BM9MU8Pv9xGIx\nBEGgoKAgr+FWXTnskiMjNMsy36nDiccm1/dNtfCkO7ZWozfV37/85gKCohNREPl07Sa+de4Z3Pf4\nIxwotuMod7N/2We4ho/GbbIwfegwNr0xj/rPN2EwC0hWK5XTTmZrYwNHTZtJa9MB/uvs63jo2SeQ\nD4rULTJgtRfhcZvwSmH2792C54ThBA+1IJitNG85iGdYEVFVxR+OUuMpo1lWMBa5UWMKktlB89tr\nUBFQnQVYh1axaulajt1zAuXllUQ72hD9X1y/IisEO0LYB7nif2etdNBBpNMqFUUGVVbRsG0ruIsx\nujzYrUaikSBNTU1UV1fzmwceQKWI1hU7KZlcg7jtILdeewsXnnlOt8/d5/OxYOlH+ENRCh1WvnnG\nyYf5GxKt4nQzv7Rjc4X+bOkmjteba06na0RVVRV79+7t9phMMWBJVxA6a3NaLJZ4/ddMfpsLSzdx\nG59sWfaVFZLYVt3j8fTqvPV79/H2kk+QRBNyyMfl551JeVkZAFu3bSdiLMBT0Kmzhkwm3l20hA2N\n9aj2/3j0jUYkEexmS6fnubgEf906rIMrsI2uYsvGZYwwDiMSCbN121ZaYkGaVImCs2oIH/Liag5z\n7uXf4aM169iy47NOQjEIKP4m8JQR2xuiaKSNYRXl/PbGH3L1vb9GLPcQ3d+K87TjMIwYgrHQTceC\nTxH3SRQVDEWIykjeA5x35ixCsUYWz/sQY5WJ2JoQt3zrRl58922KTx9C+85WmhfWMXbw8fH7MXnK\nVNr3H2DQhIko4TBtTjv/++JL2Oa9xBCLCYNtCMOnnox95xa2vrwEa4mTe5//F88tW0apy8Ut51/M\nlAkTv3SfX1uwBGvZUOwu8EZCLFi8nHPOSF2mrDt5IpGINedcIBD42hUxh/x1jTjvvPN45JFHuOyy\ny/jkk0/weDy9khZgAJMugMViQZKkPnGKwRerarr6caZyQaa6sYZ026r3VJVswbJPKaweiaKohMMh\n3lnyMdde2tlZNRKVMJpMcUtr4+b1rN7zOfsQCO89AKEw0sF2FIuLESdOIBAIsHbjKsq+dzaqrNC6\nYDVKm5+IxYGqqtQd3M+BwAGKrpmK0WEhFo3Q8Wk9jXt2MXlULZ8vfYvwLhGzLUb5RCMNr6znpJO/\nyfSSAmYddwyCIGD/LXh9MSINzRjXb8d21DhCG3YgNIaI7dvHtJknYjTZ2VW/h817NjJ17ETOOfmb\nHDhwgHHnjqOgoIDgnBB//eW/sFeOYubkizD7mmldvwaDzUpBJMTEETVU1dTw2abNhOw2zFXleKaN\noX7jZ5h27aAlGqbJdwjj2UcjO0yIpUXsfm8VRScew0Ovv8zfxo47TGKKRqOEFRG7wYAsyVgsVtqy\n6LeVGONqMpniEpvFYum1PJHPOg65Hq83Y6fTNWL27Nm8/fbb1NbW4nA4ePrpp3s9/wFNutoKnk0h\n80xDdrTfdHR0fCmxoaffZDqvrpCsG0NnU8Nswr/C4TD/fmMB7YEIJhHOPulYJOWLaxEEASnhto4c\nMYxP1r6Ns6wa0WBk+eaV1Jx7FlZfO7ubG4lu3MDoSTUUHAwS2rSJPdu2UHxyZ1Fvo9NG6QXHcvCF\npZiRKHcojBgxlL3r6rE6LfHzGUts+NvbsBiN/Pzqq3l31bvEzCoV5hIeffDXNDY2UlNTE7/nIwdV\nsa7URnT7XiL1h4jsa0ZAxTVkNKZ9MVTBzar1O1i++V1KvzuaRZtfZdaGYfzqBz8FoH7vXp58+zXc\nZ52MKhr4YOMaKlyF3DBlPOs3b+aVDZ8SNCnYfM3Y3YMIR/2YnBYEUcRosSHITUiFxSjhZizlxciy\nhL+ljajDzJ73VmBVJXbu3El1dXW8A4PJZMKgdhZGV1FRZQWrKTfhe4mZXBrSlSdSRU8MBHnB7/f3\nqvPGWWedxdatWw/7uxtvvPGwPz/88MNZj58KA5p0gaxWvExfAFmWCYfDKRtQ9nSeXFgNmm4cCoUQ\nBCGevtzW1pb2GMlzeWvhYmRnBUWFnRX333j/QzxOK7FoFIPRRDQSpsRpjdcWjsViXDL7ZNZt3EpH\nRztlw6oxmYzQ5sOy+xDGQ2HuuPoijpk5E0mSeO7fL/JEy0pUowFQkdo7sJV4GOwewoxpk2lsbmL7\nviHs+GAHnhNGYEJE/PQAM047iRlTJjO6tpYrL76YSCTCko+WcdPf7iZSU4DlLR//dfQ5XHD2OVx1\n7gV88sC9mDweLMOGIYgiqijg37gZi2EorW3t7GvdjWN8FYJBxDF9KO+/8Bnf+0+7pkfnPIXh+OFI\nqhGD04p1XCXNhzr43YMP4xgzAffJp2FsbECSmzi4dCHOUeNwHTseKRhCCPpxYCSmqhCOIgUCGAqc\nqJKE4g3jD1gRJROvL1hJRflOTjx2EkOqqxAEgTNOmMGCD1ZwsNWLt7WJc04+vsdW7um8I13tttKR\nJ5KjJ6BzR9ff5YmBVksXviKkm43XP53fJBbx1mJcc9Uzqrs5JSKxII7NZvuSbpwtqXeEopiKvmhx\nohqsnHni8Xy4ci1ebxi3qHL6qSd/Kc74tJNKUVWVhWtXsH/rdhobvViGjaZk8CheXvYxkyZO7LTE\n1QJK1/rZ1dSG4LISXLmLsnEjqXB2dlE95/RTKS8p5qU3XqV+7k5KCwq5/Vd/ZWhCWUft2f5jwVxs\nF9CxK8YAACAASURBVE8mtukAoaICHnzxOU6fdTJtvjCqN4jjzGOwT+hMuw1u3ExYUBlUUoTHorDf\nFMFaWoIsSwRCQQ4G27n0N7fxi0uuA8AxvJj9y3fiHDYaNSbj27AZk2QjVLeH8IGNFI8ej8lho3bq\ncGYMquW9hcsxCDKnjh5DqKyYjfvqqZlxIpsWLEBwmxBCMg5XJbFghAmTZhJTwOUZxMcrP2dIdacD\npnpwFdMnjOSjtbsYPWYqe9sDvL1gMeecfWqPz02SJNasW084EmXqpAk4nc6snn+yPAFfWMVaxbtc\nRU/kw9LVFoaBlgIMA5x0e0M+3f1Gy+JK7NigSQu5OkdPxyfWaLDb7RkXpFFVlXcXLWXTngZA5bjJ\nYxk3ZlT83wuddlrCYSz/aWQoSmGKi4s5/+zTiEQicaJPVYFNEAR+d8sPuOb2X+AZNR67rDJu1Cja\nDjSwY9cuohGJwpLB3Hbtz5g3/9+8t/ADCitHUuwrRy0vYfPWbYwdPYqjp03l6GlTu7wGrfeabATv\nhgOI/gKchQVIZVaenvMK5sJKRFHAVFYa/425chBKNMLk2hpqa4fRHm5hw5atuEePwr/9EHJQxfTt\n6fz13//HIz/+Ddf84SfYvzGMjm0baF+yDZPkxjp6KIUTa/GHm2nfvRO308no0iHc+cNb+eV/Mspe\nem0eb6zeglM0E96xDVtUwVxVheC34CitQu3Yzfa99RyUvIRCKpGOA5xz5jfiW+EtO/dRNqhzgXE4\n3TQ2thEOh7vteSdJEn979kVCtlJMZhMfrv03N115IR6PJyc7qsQwNs3A6I08kS8kkvhAqzAGA5x0\nNeSKdFX1iyLeycXMs8mhz2ZeWtpwOi1yuhv/szXrWN/gxT2oFoAFKzZQXOiJl0k8+7QTefWthbS2\nhTCgMnZ4JZ+tXsuQ6qp43Gh327aioiLOPelEFjf78YairN28Fau/HdeJxxAgRCTixW63M23i0Xyw\nfTvmESPwSgpbmrwsW7mWsaNHdTl2LBZj+bKVBDqixKQolYKbQ3t8FNRUI/lDFFvcRAQraiRMgaOA\nSP0+BEFEsJgJbdyC3O7lmitPx2w2YzfHGOsdxv/dNwfr6KGUTTkKRVaImQUqyss5f9JZLP7gM9r3\ntlE9ejbhtmaspeWE9uzHUGbGVOLCvaUJY9kIXntjHjOmHYWiqny6aScB2YBgMmMQTDhlgf0r1mF0\nFBDYtBO3tZD2QIjK2inYHUUUFbhYunwls888qfPZAaoK3tZm9u3bh997iOCZx3ZLulu2bsNv8lBY\nWAiAedhY3l/2MRede3b8fcg1spUnEi1jRVFyGkeb+M4PtK4RMMBJN1eWbqrEhlTWXT5JVwuKT2w+\n2RuNb8fuetwlXwTo2zzl7KnfS23tCKCza+9lF34TWZaZ8+LrbN8bQhAirFqzhasvPzct5+Tg0jIa\nFy1HrBwCsRit2zfxxAsWbA4HgeaDHD3tBF567yWEEZVYSzqJon5/M80tLd2Ou/qzzzGJhRQVGohJ\nMU6fegZbX3ga747NEIhRUDGIULGP8gIzp51xBXNffYLI7j2dRKaEGHXFaWyr38kl55zH3vpDjKyd\nwpqNW9gphwhub0JyRBiu2FAUBafTwZmnX8qG7XuJyCK7Aj4EgxkhpmB0G4l+tJvot87mHSO8+Moz\n2B9/nELBheTw0K4GUas9SHsaCEd8uE84FrmhDcEF/nAMxduGKPkodIoMG1ZL2N8Yv8ajp47h3/OW\nUN8YwOUpp3zQKF57aylXXHJWlxKWrMiI4uGOLjkPffLSeWe7kydSRU9oJJ2r5A7tt5nUL+4vGPAF\nb6B3yQ5a5a10OzZkep6ejtfCv9rb21FVFYvFgsPhyKhGgs/n49ChQ3GiVBQFk6jSsGsbiqKwc8sm\nPl68hEUfruO1NxfEf68oCp9/vgFfxEJBQSHFxaUUVYzi409XpzX3/YeaOe2bFzGxfBDjyytwVY7B\nUDwEg6eKsL2C3bvXU1ruwWhXiHZ4URWFwP9n77yj5Kiu/P+p6uqce6YnZ2k0mhnlgCQkkEBIRItg\ngnFYZ7zriL22cVjv4owXs/7ZsM7Y2MYmm2CRJURSRjlrcs6dY1VX9e+PoZqRNJJmhLQ2HN9zOAdN\nV9d79frV97137/d+b6CP2rJTZ2slkwqS9JbM49GWHuZOX4QnYabCPxMlItF+sJXLL76AMrvKdSuv\nI3/ZVMo/cymVn78GaWopD/ztaQ4faqK+oZqBgU7ynX6KkwUUZPIpfAM+e8NHsFqtrF5+PsmRHuRE\nGDGToKbEh3V4BPraMW3cj7mqjODgEFmbFeelS0kAFM8kk1+E/7zlGNMGbFdcACYjYmEeWjCKvbQG\na0kVFFWQkENUV1eQSiXI874VZa+uqqKiyMP02inUVRUybeoUTPYC2to7jx+OnNXX1ZHqb6XpwF6G\n+3sZaTvEivMX5X6rs7nTPdNMRlEUMRqNmM1mrFZrTlxJ18TVg9LxeJxEIpEL0k6mksTx7gV95/9O\nsXf0Tle3MwFd3W8rCMKEUmbPJGB3quuOz2RzOp25Uu8TNUEQeOxvz/BGcy+i0YRbSPOFT/wLf3zo\ncYbTJjo7+9ix6RVs7lJmzFxAaUkh3cE4W7a9wZxZM0aDhEoGm9WG0TgaVDtdWfude/eycfsOSgr8\nVJQU0tY+grewhOHeLgwmC2pGJTiSwOYoIDzcTo2zlKZYCylDD6kEFMhB3nPlqavmigaVPft343a6\nKCwsJi0niIUT1NWdh6KkUG1WPK4Smptb+fD738u9f3oMIdQJWch0jGAMWRjqjPPlH96DJoT59E03\nIBotVBW4EQQDXq+Hrdv3s3jRQqoqK/j4DZez5Y2d7Nx3BE9VNfkuG0vm38JHvvMfqBWlZGIJ4s+8\nhnvVUkBEMEqIFpGMkkYdiSHt70UYCBN5bQvOwio0VUaLRZHcTra+sZGZU8uprSmnsmImqqrmXFZe\nnwfRasdsGd3ZqoqM1WI66bgcbW5BNLrREhqdR1tYdV4dfv/kRF7+r01/ByRJOkE3d6x7Qt8Vj/Up\nnyy5Y+w7GIlEmDbt5K6qf0R7R4PumbgXdDaAqqoYjUbsdvukA1ST6d94148nSKP/fTL37+vrY2tL\nP4U19QCkkwl+9P/+F1fZTPzFXvzFFRzYZcblzqO6qhxZlrE5PTS1tNMwfRpOp5PZs2aw79DfkGUb\nkkFieKCFi6+55Jh20uk0PT29bN+9mxePdOCqqeNgb4CSRCt1JcXsad2PJCsUSjLZrIDZbCEyMkBj\nYTFNR44yTfUTHEpDeoR7fvD9nM94POvvH+BwUx/RtEhPfw9HWw+ycuVi/vzA82QyKcxmGwoxkvEQ\nw4MjFPj9fOFfP8SuW3fSve0oWihLdH8QQ76fzIxK0rFhvvfbe5ldsgSPpwABgUgojmBOMTg4REGB\nH5/PxxWrL+GK1W8997//8LsY3nMR9ngM2SCQVTKM/OavWFU3gpzGnFGRlRQOnCjDCaylFQieQuJN\nRxDLarFV1qDGothnzuCp1zbwhZJ/Y8vmNkymg1z1npVIksR582fz5NMvk0h4yGoqXodKVVXVScfm\nta17KK6qp/jNfzd3HjwGxM+WnQuBmuNtMu4J4BgQHtvHf/p0/042kQSJ4ys2qKo6ab/SZCfi8aCr\n9+FkJXImm+gRDIYQTPa3ymVbbQyGoxRMe+sYW1hSRn9HK1rNVLJaluH+bi5aUJOrxSZJEtdedTF3\n//w+4jGFKTWluci0fhp44q/rMEkeHl2/EfPMWbgFAZs3j47hAT6zaiXvATweDzt27+G39z+BKNoo\ndjrYsHk7bf2DRKQQVpOJmYXV/M/P7qd2ag0NdWVceOGSE55py9Y9FBbXUghkNY3+/g4a6mv54M1w\n772PEc+6sJiy+BxmKvzTGepKMjRwiH9978cIh6L86cFHCZj9UOgHg4GMkAVfPlI6RizUj2i0kIx0\ns3LNFUQjMQrGMB/GmqyqGEwmrBkL2WQag2SmUKvCYrcjDndTUuRipHuQAn8Nb7TsxH3VZahyGqPb\nR2TjVjLpOIIkUlDfgBaN4XR6MRgMpFIJ9u49yLx5s7BYLNz03ssYGBxEMkiUlpacZo4dp6chjgp6\nn4tqu2fTJtq38YJ2x7MnMpnRxJLh4WGuv/56PB5Pzh03a9asXKB4MhYMBrnpppvo6OigqqqKhx9+\neFw/cVVVVS7WYjQaT1Akm6i9o0FX/yFFUczRi463sWIwY9kAyWTynLMRdBAdy/c9FSNhsvfvGxpi\nx2svYfYWYDdL1E6dwurl57P7aBP+qlHeqhYPcPmymRxuO0QWgbkNNSxcMO+Y+7z00hZmNFyAJElk\ns1mefuYV1rxnVAtgy+adeN3lGAwGLCYL0Via4cNHEA0GrIERRFGkv7+fjo4O8jxu1lxyPgf2tdLV\nG6RTjTEijeC+9gqUvgGOHBjB4y7DXzSVIy19lJW3UVNdffwoHPcvEVmWaWys4557bmdkJMDenYco\n8laNqkuJEtGIitGapaykAk9BPr1d/QiaDWJZMiVWxL1Bzr/qGob6I5iMZrKlTjRBwV+QhyzLCIJw\nQqmgNRes4IcbnkFrmIKoZrHu72HlxTcy0NPElJpSLl9ez9BgEFQPyRcTxBxOQlENW3EpMbOEo2Yq\naBnkWBRzWiYWi73JTBCIRWO5U43RaKSqsnJCrqWGqeXsaOrBk19CPBqivMA5oRJHk7Vzwas9Uzse\niPV3yev18qMf/Yif/OQntLe386UvfYlAIEBTU9Ok27jjjju45JJL+OpXv8qPfvQjfvjDH3LHHXec\ncJ0oirz88stv24f8jgZd3cYDq7FANx4b4O2kD0/UdKJ5OBw+K4yEsTYyMsL6HUdYtOpqunr7SSVi\nmGODXH3VR5nT2cn6V7eiKDLvvfR8amqquexSE9FodNwJk0gouD1S7hkV+S2OrKaO7qSSySTx4Th7\nmp7FM2shxkwKQ28nv/zDH3mto5uUyUpifwurl12G3eqnqfs1okYV8/nzgCxaLIm5eiqhN7nOdqeX\n3t5Bqquq6OzsIp1KU1FZzpzZdazbsJs8fzmJRJx0coD1L2xHFMxkSXHJpUvwuN10dnXS0dxNYChM\nSovw8c/fSCqlIEpxoqUpUt27kZQ82B/iwxdfht0t0dUd4nBTF/mFbhZeOJXDB5oIDMQgm6WoMo85\n894Sp1m1fAUGg8iP770POSXQ2HAVJpMFm9VEIhKk/dAQDoebfYe2U2S2sKetmYzHiyrH8RmsJLZu\nJS1lEVJJHFGFXTv2sWjJfEKRXhYtWZKjWIVCIZ575hXktIggaiy7cC5+v4/W1k6cTju1tVNyALj8\ngvPxuPdztKWdKZV5XHD+6ZMp/lHsbO/CjUYjS5Ys4c477+SXv/wlTqfzjMH9ySef5JVXXgHgwx/+\nMCtWrBgXdPUd99u1dx3o6myAVCp1yooN55ICNpbvK4ripITMJ9qngYFBBKsHu81GY92oxoE90k42\nm6WwoIBrr7wEo9GYix6farLYbEYymUxup2sykfv/+sapbFi3k607jtAzPIg5348y0E1WBIfLwy+f\nfAZbYRFGTaB81nL2tbZz5fLl2C3l0LKXbHEC1SuTtUlowyP4PKPMhWh4iIrz5vL02nVEAiBJJrZu\n3s+116/iqssXceDgUYrzrcgRNwV5Vbm+bli3GbMZXl23G4chD6vVidPuYOOLOzgwcpiW+hLMAwbU\ndJq8oRj/77b/YumixWzftoNIRKGhcQ4GycjGV/YwvbqWfN+oitpwV5D+4n78BX7u/MUvONjXi1UQ\n+f4XPs+WbYc40NRNd3MTZSVu/FYHZSWjfVp23gr6gi1EX3mdfTs3IRpseH3TiGdlUs27EGx2giS5\nf+1vMJgC3PrFT+HzjWblJRIJNm/aidNeiegykM1q/O3Jl5CMFrzeUtJyDwf2H2XN1ZfmXGGzZ81g\n9qwZufF45fXNbNp+kIyaYdb0Sq6+6rIJzZ9T2dnc6Z5r8ZxkMonNZgPOHNgHBwdzymFFRUUMDg6O\ne50gCKxatQqDwcAtt9zCJz/5yTNq7x0NumMDabpGwHiJDSf77tkG3eP5vlarlUwmM+FAx2T6VFpa\nAokAMKpqHwsOU1fizxWeHI/6drJ7X3HFCtauXU84nMFkErjyyhXHtLNiZZb/vf/3iPnVCIYkqd5h\nUqEh4o0NOOcvxVZQSGD7JpKREYyCSCweR06JzK5cyJ5t20gHwxjMEvbhII1zGggH2lg4dwpGo0Ro\nRCPfNwrEmuZk88Y3WHXpCoqKClEUhUP73qJQKYrMs8+uR5HAGDahSgaKyvLJz8tDEWO80dSG8b2r\nyK8sh/MW4Nz4BovmLyAQCNDZ0U10JMVgWwAEGAoOUl1Umbu31WwjEo5y/5NP8KKWwTx7Flomw3fu\n/S0P3PnjnGsoFAqx6aX9x/xmR1vauGj5dZQUthIJBdm1/3VCahzb1EasBSUIBhPh/dt45OXXee8N\nV+ZAFyCVUnFYdcaCgZ7eAAsXXoDFYsaRdTEw0El/f39OL3psZL+js4u/rd+J0VGAw2FjX3uE0h27\nWDD/5Fl+fy87myB+/L0mcnpctWoVAwMDJ9zne9/73gnXnqyvGzdupLi4mKGhIVatWkV9fT3Lli2b\n5BO8w0FXN53npyjKaXm2up1t0B2PkaAoCoqijHv92zW3280HrlzBEy+8CgaJinwXK5dfclL626km\nvc1m48Yb33PM30KhEHt376ejtY9INIxo95IWTUT2b8dSXIbB78daWUMmFiYdDGMuLKNzx6ssX7ya\ndDqJnBxi6vSlIKsk++KEI5188jM3cvkVq3O8zZ7uHgTeCgKJogFVfWt8RVHE6TYhy2lMJjNPrPsr\nu+0K1lkNKK/so2pYoTxaRkeynYwhgRyNYdY0hDdfQlXJ8NQjz5PNmNi2bS9Sxk1V5WiG3vBQP8Hw\n8OjiBURTYRqLqnjj6FGys2ehKApGo5GoL4/e3l5qamoAcDqdmGwasiJjMpoIhocwGUXWrX2cVCqD\nZLEytbKBvn3rcflLECUzktmGtbQGQzTBT371R+773x/nnjEvz0FwOI7N9mZAVMhgsZhHM+wEkIym\nHHdb0zQSiQTGNyU2H3z4cXoCJmyyQk9fD26Hkfsfehwlo7D4vIVnDHRjtQ3erp1LhbHJvL8vvvji\nST8rLCzM1T3r7++n4E0N6eOtuHiUN+L3+7n22mvZtm3bGYHuOzo5Qk8M0KtHTBRw4eyBbiaTIRKJ\nEI/HsVgsuarDY/v4du5/KpvRUM9tn/kYX/3Uh/jYB9+H1+s9rUbDRO/f0tzGrk3NtB8c4fV1BwkM\nRRCNNkSzGU/9AgxGM0ooiGi1o6SSZHr7mF5QSWWeypRSAysumEnz4Z147OUYcVLuq2fry4fZsWVX\nblHwF/hRtACJxGjac09fM/WNNTmifEd7J2IWDh/ZTt/gIY5GunAsXoDR4cC0fBYtWjuHO3bS29dN\nOgINjjrif3sVORBE3bGXmd5iPLYS8jwFVJVPJRWLEwwNEIkOMqNxKtX1JSTUIAk1yOzzptHZ3k18\nMIqaUpBTGVKpFFIkTF5eXm5cRFFk+coluPyAJYa7wESwP0k24cAuliPINuzGOHUVZaipBMKbgcFM\nLIzJasstCLpdcOFi3D6FaLybdKaf93/gSoaGOt5kjsRxODTy8vIYGBjkF7/4C7//3Vp++9tHCAZD\njITTCBkZk8mEnNHYd+gISWMBf91wkN/98YETqg+/W+3tgvqaNWu47777APjDH/7A1VdffcI1iUSC\nWCwGjBYOeOGFF5gxY8YJ103E3tE7XR1oNU0jEolM+rtvB3QnWiLnXPRprCCPwWCYUKmiyfaltbmD\n7tYRbCY3Q2EFo2wkMdKLYJBQUlGcNfVEWg+QUZKIWXCGU8y8+DryvAIXrVjGiuVLGej5GYGBHgo9\ndqbUVBOK9REdlOlo76SyqgKr1coNN13Jtq27kNMxLlm4gMLCQtLpNAP9g2zbsB9NEWhtHmLPviMY\nRYjJKciCyWLGWOVl/qxZRHsEfK58SgsqMTVtolYxUtywkP7OYaKxKG6Xm7y8PAIFAbwFVl7cto3o\n4RgNQyX86Fv/gSAIvP7yZl56ejNz/fW8uv5V5CI/qeAIt1x/HW63m4H+QV5+cTOphILDbebKa1bR\n0dXFV797J72tIYo90yg0ejBJZjzufLyROJ37dxBzutHkFFoigWgx03jZxTzz5HqqppRQWV2BJEms\nWr38mLEvKPRz4MBRCovsnHfeFQiCwFNPvYTPW5ubI08+uZ48nx+MKr09B+jq7sTm9lE9rRGAQ+17\nc2B7vEDN8VUlxptf59IdcLbuNxnX3anstttu48Ybb+R3v/sdlZWVPPzww8AoD/6Tn/wka9euZWBg\ngGuvvRZBEMhkMnzgAx9g9erVZ9TeOxp0gdyg63y+yWSLncnqrx/x0un0aUvknGkbJ7PjBXksbyqE\nnQt+ZjwRB82AltVQ1CxORwEhLYakigT2bcE3fymO0inEWw5ROGMZ6Te2cGR/M1rKzb69h9i2bw9H\n+jsQk07m1FSgaSqiqGAz20jEk4yMjJBKpsnL97HsgtFU1u6uHl5+/nUEBBJyAkEz8ttHHkLIL0LJ\nGmnrbMNkMuBYMI/44UMsL/CTSsrkucsAEBDId/kJtgzTNTKAkBI5sOVvzF8yn8rqCpwlRv782jNQ\nNx3BV8mmrh6++o3bufzilWhhMxZcBIMR6oQSFkyZj8kqcNOaNWSzWdY9+zpZ2cLmnVtp7uvkgRee\nIZxKIDQuQVJakM0+gqEALouDlpZ25s1bwuCgzHAogL1yBqLZgMOgMDKUwjLVw6E3ulAyCjNnnbhb\nKisrpazs2DpcspxFcLwVw8goArXVBRj7VWqnNbL26UeYMnveWzRKYbSclX7y0yPvemkfPfFgPKWw\ns2nnEnTPlsKYz+dj3bp1J/y9uLiYtWvXAlBdXc3u3bvfdlvwLgBdOHMh88kAtU7/UhRlwvSvM+H1\njnf9eCnDkiTljo+Tvf9EnnfOvBkc2fUcyYiZ/u69qJILu8GEPesnlY4TevUFrFVTKZm5hEDLPlyK\nQkmxlUVzL+RXv/sLgdIyMt4yYrF+nn75US5dfiEXLV3GgaN7SR9IocYEptVNQbBkWbp6EWpG5Y0N\ne5EwI8tpuvo62bxjN2ZnGUbBRjwygt1dRqY7gJLZhcPvJ8/npbymiP2vtxANxEjLSTYefQ2DpQCr\n4MIUTuP3OHllwwtc7l9JVW0Rid4SJIuEtuEATsnN4VA7tuTrzJu7mGBoGC1uw6blsXXDdirr83n6\nseeZfV4jHR09PHtwN4PJBJ4FS0lkFMLNh3D0dmIq8RPs7CYwNIJFyFI9xcvA4CD1085jV88+rM48\nMmqSZNbIy7v3IGoiF5+/nK72vnFBdzxzOk0oiowkGWlv72BouIlVq99PWUmIju5eLr1gBt2hKIrs\nIxEeonFq0TGutrEZYGPnlc4j1zSNdDqdY7mMJ1Dzj2bvRLEbeBeA7tgEickC3ERsLCNBJ9FPtDzI\n2QDdU5VVFwSBWCzGrt17sFotzJ8375TPpaoqkUgEp9N5ymNZNpulsrKCuUtqeeAvz6FqAlJKRc1E\nKSycimYysahqDlsOvU4iNEip2c7qK65kavVoDvxAPIYyEMCpOXFVzyBu9YCapmu4DY89j8H2AF6r\ni22vbqe0rJQH2h5mJBNm87oDGNJmHKKRwmIvw309GP1OMmqaZCSAy+REsDkx2AqQSopwSBpXXX0Z\nh3f8FI/Nxs6eZgzeakSLjYwmYNIk0vEsZaV5dDV30H/YitrRS1aI4VHdZANxHKqD3a/v49DeJhz4\n8fo0kpkE1aU1eK1WbJqXTevfYOORXSi+Amx2B4LRTCaj4qydQeLgLiz1pVBeiDzcg7eyhq5IP6IY\nwOX0ko5HsKJhMFoRRQNpTIRkK/uP7Kdx/ih7IhaL5dJZTza3brjhCp544gU2bdyFkjawYN5Snl27\nk6UX1PK+G66mvb2dBx97gpGWTay54lIuWHZitt948208IE4kErksN90nrCcoHK+de7r36FzsdPUF\n4J2opQvvAtDV7e34aE/m1xpbIsdut+eO95O1yU48fQeeSCRO6TMOBoN8+T//m56kDTmdxKH8D0/8\n5bfjSgP29vTx4B+fxCy5EAwKV773Yiory09oV19gAKZOr6Y7FsZVOAWfo5TQQAeiqjClsoqiiirs\ndpnbvvmvtLV0cGTvKB0nlUqQHhhGa88QE02EXSIeq5WamkZ2bN5J35EB0gkZt9tNnr0Qa6mdYCDF\nM1u3kGevQ3I7ScQi7O06QsQqIga70dQMPlcFwY79OBfOJxvJoKxbzy1/+i0Gg4E5c2YhKAZe6diH\nrXIase4WLMVVRIMHMagaRkMeajyL1+Zgqa2MTXv3oiQceCUnZeXl9A5miEZCuO0QG4nhKDTjcblp\nbz9CbCROLBVBzarEFQU1FIBAHBIpJAm0oX4S2R0Eezupm38BJQ0ziAeHaX1+LenYTjKKxJCyHbOv\nEDEZI99ViihZGYj08KGFazh6pJntL+/DoJlRxRTLLl1AdU3VCb+f1WqlqqqIza8ZmTVjPlarDavV\nxu5dR3E4bfznXT/H03A+qtvHI0+/wOJFCzCZTi6eczLT55heKWXsfDxenEYHwPEEas6VHe9eeKfp\nLgAYbr/99lN9fsoP/xFMnwyyLJ+gZHQ60ytDHH90ymQyOSFxm82G1WrFYDDkRDhOJdgy1vR0Y6vV\nOuHccx3w4vE4RqMRh8NxUgW0X/3uft7oUsla8xBtPkJJjd0bX2DNlScS5B/681O4TeW4HT6GB4M8\n9djThAJBjBYDfn9+7pn1ShWapvHkE2vZ0xTGYLQhyiJmm5NwoIWsFCerpFjYMJOuli7sHiv9/Z0E\no/0klADulJdoTxyzYkUNhKmocBAcGibRpuDLFqGlsoSiQYxZIwUV+QwnAnTLWbKiCLJKJB0giKC9\n/QAAIABJREFUXGEnf+kFSBYLRrMFsbeVay++gnxVI1/OcNnKJcxfNLqz72jtwmP3snnfARS7k7Rb\nQi60EW4/iEeWyNqzlJQU4DC7qPBWYMuKaFGF4rxCZCVFXAlTN6UWh8+GQZTQDCrB5CAV3kpcVg8C\ncPDoPkKSgNbRgzNuwZjQyB5tpz6vFHdcRJTNmGx20pkEgU0HycePw5SPkFExJTWkeIqSshoqq6uw\nWpPMri+jeX8Hzz+5geqyOtwuN3aLi+bWJmbMqT/h93v80adp3hegq3OYWFjFYASHw876Tc/yp3Wv\nEchaGG47TFndLMIyFJgUqiorTrjPREyny409Uek7XUmSMBqNmEymY4BZfzdkWc6V+9HFa4CzJmKu\nKEoO5Pfu3YuiKCxduvSs3Pss27dP9sE/d7rHCdKcipFwtnfTY23sLlpV1QllsYVCYdKaiNkwSlGT\nLE52Htg67rUZOQtGGBjspad5EJehGIdQxMtPb8dkMuLL8+VEeDRNw2g0Egxk0FJBbNXTGWrbTyYU\nJM8LF523iOm10xFEkQMHD9B6sJN58+YTjofoHGnGZfZyyYpyenv6yCgFJM1DFOcXYw3HCQ/EcNs9\nBEKDZO0K5XUl2ENWNnQ0Ixb5EDQnibZurOUNSBYbtlnTQFMRDAHMNiNl9hLSpjjX3LwGm82GqqrM\nPX8Wb7y2C7/DQCjVj6VhCtGmowipBJl5sxnMd7Ph4A4+ceX7GOoM4M53ElSG8fqtZDIS5qEyrHY7\nJYWl9Ed6KKrPJxgIIo+kUVIyU+qr8B3Mp1/OYMyY0KIjOCQfdkMhg+1DFHkqqLS4CLRGad+1E5/Z\nR9YjkkmIFJirUTIyQbmHoc43WDCvgHyHHWPMQUbNYlAsHNp9lHmLZ426yMZJHEwmk3S1BijKr6HA\n30MkkmTDxhcYTg6g5pfgq5mD1WhDSUZp3rWJooqatxXAnYxAzXgJOGMDdrpAjR6PGOuiONMdsf69\nUCj0T/fC39PeDiAeL0hzMrnHc5XFNtaNAUxYxHzVRUt5+Pn/oWjWJWRVhWj/EXwnqTrg9TuIDaYY\nHOzHYfEimFLIioxFdNLZ0U11TXVuZ6L7+iRJ4qIFF/DCq89hz/hwSh6uWr6C/fv2U+gvxGa10d89\nSH5eAaqq4rC6EDSRQGoIh81JaVkJQ7FeFl98AQPNw0QsCfILfWTUDOaKaXirXGSMMr5SN1esmMXr\nR46SCHfityRJjPRgqqnCKBlJd7fxsQ/ewIzaaSRTKeobpud8nwaDgbLyMkpvLuXy967mkSefYt/h\nIxxGRvvUZ3PPHzYJaB6ZBbNmUlCcj9fnZfeWPaSTMu3tbQT7okSEAA2La7nw8mWMDAVo2taG0+ZC\ny2rMnl3Lod2bsZXX4RhQMSYzlJa66ewLU+wvomJqOS1NLQQGjuI12ulpacPtqsBiVXHZHHgt0/BX\nZVl94UJeW7+F5kN7MGKkL9BFUV4lqVSKrKBRUOY74bcbnRejc2hW4zw2bH2REbcZqWgaWaOLWDKN\nmEpjcXqJR4K4Er0sWfTR086fc2HH+4n1jYQkSbmAnSzLJy3tczo/8dgFIRqNMmXKlHP/UGfZ3vGg\nO/YIdCaru84AOJVOw9i2zibojhckC4fDE25jyeJF1PittOx4CkEy4rTaWPMm5/P4kt7XXn8Fjz38\nNwxDCvFYgBnTGmlrbqent5uw6md6wzTy80cFsXU1/7nzann84U1MzavDknFhMmYY6g/g9RUwMNxP\nZVkVyUyM9lCK557YRlYQybPBlatWcHh7K5IkUTmrkCuvuYKjB5p4NvYiHYc7UUSFBefP5boPXY3P\n50OSJK6B3JFUkiSeevY5/vzMC2QRWDljOjddd+1px9lsNvPBG29AVVVu/dbttGYUDG+Ks0sZmfqG\nOurq6nILy5KLFr/5ol+U0+wwm82IoojX5yWZSDLQOURTRzP+Wj9fqr+G+x55kmggRWPxdPwVTiKK\nG5VR8ZrewU58kg+n4KXAohFJRIlkVTz5FbjcVspK8rjvvgfZ9cphvKIfs0HCX5BH28A+FrkbKCz1\nc97i+bln6uzo4vX1WyELKhE6u1pwOX3sb9mPce4KUtEIkY4jeOsXIspp4i27WdFYwbdu+/KEXWDH\n27nQStBB+PiAnb7I666JiQTsxoLuP3e6f2ebDCDqR3mdXH0uBGmOb2+s6Vzf8dwYk2lDFEXu/vG3\nuf+hp4jE06TjQYKBIGtu/iQaEkYtzR3fuY26ujpMJhNXvOcSLrtS48VnXuK1F1+n7UAnbreToj4f\nTz3wPDd97Bp0uUGHw8Fll1/CS8+9SmdTJ2o6D6uzkI6jXcxcNpUFq2fjsDlYYJ7DLx56GSm/lizQ\nJ4fQLCIf+8rNJBNJ8v35hMNh7nvsMfrCMaTCLF/+zL8yo7HhhKPp2N9gzeWXsebyyYm36MCpKApf\n+uTH+Px3f0SssIpsMsE8j5l5b7I7xjsC62LgY2mEs+bN5O7t9/JaZxCjpxBlsJmvff7TzJ8zk1ef\nfx1BMWBwayjRLM8efJbBdASf2UuCKH63j2jsKG6vD3+BE9Em0zXQQ0u7TFH+TNLRFMFQH4aMREFj\nERU1pcydPzv3LCMjIzzyh79RmT+6SBzZ+gZGRx9yRiY8HMKVTGF1+9FUlYGtzyLICtMK8vjB7T+d\n1JidzM5lMEy/vw6wuo0N2B1fY20sbU3/PBqNvu1A2qOPPsrtt9/OoUOH2L59O/PmzRv3uueee45b\nb70VTdP4+Mc/zm233XbGbb7jA2nAMdVITxWx1Y/ysVgsJ/5sMpkmFeXVy2RPdFLKsozRaMy90Mlk\n8pRBsnQ6nbt+IiaKIpevvpi9u/cSSxfy6vYdhGQb6oiEoPh59qm1zJk3DbvdRiaTwWw2M3VaDS88\n/hJT82aQisjs332A/Qf3YjDD3AVzcs+3b89+tj6zAylsIRAeIp1JopImv9TC+z96E/6CfHbs2cuO\nriRmVz6SyYpodtB5YBOf/OiH8Pv92Gw2vn/X3XQKpZj8VeApZcOzT3D5xRfkXh7gtMfKU9nxPGab\nzYbP5+PKFRdQbYY1583mI+9/3zELm76T0oNCZrM5F1TVd2CxWIx7/vwUzurZGE0WTN5ijuzazA1X\nX0Hj7AZqZ07hvGUL2Lh3O7JvOja3D4PmJJ6K4rWZKa0uoqDGTkGNi6qaco72dCNQyEB/O1LGgqaq\nJNMhzl++AI0M9bPqgFGmya9//Hu69o/Q0tZEf/8gfmsFkk3A584n2C8z0LkPJZNCCQ4jxFLklU7H\nJpiZXltCScmpa9CdbiwzmcwZMR/Gs7GBr9PZWCAe+9voATsdkIPBINOmTWNoaIi2tjaGhobQNI2y\nsrJJ989gMHDzzTezb98+Vq9endNXGGuapnH55Zfz4osv8rWvfY3Pf/7zrFixIncyPImdNJD2j8d4\nPkM7HU9XURSi0WhOCk7nqp4Jt3ey39EV0EKhEJqm4XK5cpKLJ2tjMhaPx2ntCGO1u0lrWYRwGoe9\nDIPJhZJ0svbxdbnIsyAI9Pb24jJ76OruINQbJT9bjBAxcXRrO6+uew0YpeNsXreV8xcuRs2kkVQT\nA7EBFI+Jrv63imB6nA4SwV5EgwFBFEiG+hHFt7IEZVmmbySCxe5AFA0YDEY0i4d0Op3z86VSKSKR\nCNFoNJftl8lkJjTOqqoSj8dJp9PYbLZjxtXtdrP6kktYuGDBhNKk9YoAul/fbrcjGqQ3y6VngSwI\nIplMhk2bt/GpW/+Tz3ztx7y6dTfuPD8VjTMwlVtI2jKknWGmzqnmpo/fwOdu+zQ3fvw6jGaB9rY9\nRNIh+iNHGY53EpLD7N5+kLSSor+/n3Q6zdpHniPUkWKwLYjSZ+Lw3sMMBwewWKw4nS5iqSGKhDIs\n/QruhBu7u5jUcBdzF65k6/Zdk54/59LOhrtCD9jpG5Ti4mKam5uZNm0a8+bNY+fOndx1111ndO+6\nujpqa2tP2c9t27ZRW1tLZWUlRqOR973vfTz55JNn+jjvfvfCqUrknKmPdjI2lmw+EUGeyfRJv3Z0\nwdGQJBOxYB959ukAaKpKNisQjyUwm805t4osy3SNdNPTFcQiW1EtKnl5Xvo7BnnukfW8+PzLZHHR\ntv8ogXAQNWskYZJx2gsorVxAINLOjh27WLhwPosWLcRz318JHN2MIIpYTEYWr5xLJpPJ6Qn7nFYG\nFQXJNNoHgxwjLy9v3OyosWmqekmlsT5BPeo91pWg71LP5pE4k8nQ399PucdIT3AQm6+QeG8T1yyZ\nh8Vi4d4/P4mrcjQBYTiUovnIfqY3zqF0eiOhQBuq182eni4c+1w0zmqgp7uHnq4AXncVaUlmOHEA\nV9aFETOv7dyAKiXYtf4AxbV+dm07gBR2YjFYCIVG0ESN5v69nL/yE2TJkjUkSSXDWAwOYpFOFFOS\nRReuRklFqawoeVvPfS6Ecc6Fq8LpdBKPx/niF794xv7riVpPTw/l5W9x2svKys64VA+8C0D3ZAA6\nkRI5+i50su1NZGLqoDPZAphnshBYLBZmNZZy4GgHeW4/wwOHMKZUrGY7olll+oyqXLT4kT8+zuvr\ntrOvrQtBzGKTNCLpYWaaGhkJDmDzmBjoUvDm2YhpGTzeOWhZFY9gondkJ1kpQ3nVVLq6elm4cD5F\nRUV84RM38ejal8mKRkryLPzLzdeTSCSwWq1IksS3vvw5bvv2fxNMapiEDF/+t385wX1yqjTV44F4\n7GJjsVgwGo1omsY9v7qXwy1dOK1mvvalTx+jW3s608dcEAQGBwf54te/T0JwI2TSFLg6KNLSLL16\nKasuXkEwGASjM7ejrp21hMObHyMzaGBwoI98TxFlUxZCFjbvaGF63U52vLGfaVOXMtgzTF9yBJ+v\nFvqHsAp27JqLWItC9Uw3HTt6iQTCOLMWBEXCiJGsplDg96PYRrBYTAiihbKieRgMRtLJOJ0j21GV\nIEV5Vi6/bNWk5s54dq60Es72vTKZzITKFZ1MS/f73/8+73nPe07xzXNj73jQhWPLo49V4DqdRsK5\noICNBXs9KUI/1p9tG3vPWz7xIV57fSOVRSq/f/BpQlKEkVgPpYUG3veB0Yj+T++8hz3rDtHTP0hh\naT2heD+qKCAOa7QEDlFVVcbRzjZiIYnuzn7S5gRTqhpIxEcQJZX8wkrcXgexUBvz56/Itb3mysu4\n6vLVxONxstlszkeq98/n8/Gbn95BMpmktbUVq9U6oZfxeCDWTy1A7mXTM+ju+eXv2NajYffVMyKn\n+PzXvs0ff/mTCfkSf/bz3/D6G4eBLAtm1NDR1UPAUIVgMGJzWRgKHeW7n/gwbrebBx58lKGRAFpq\n5E0RHwPpZJyLli3iW1//Inff8xu6R/IQRQNZsrg8pRxtbkUQwO6wI2u9aGTIaioZNUFcSwNZAsEg\nQ4NDSFYRr9tLIDyArAiYJDNlvirM5ixzFjZy6OARBMGKrMURVJGsQcPhtnDHdz57Uh3Yydi52Ome\nLRs7Z8YukqezU2npTsRKS0vp7HxLTL+7u5vS0tJTfOPU9q4AXd30mlMTqRwBZxd09eOuTjvSwT6R\nSJwV0ZtTmb7ILF50Hn99aC11rgWk1TRGawXBUBtbt24lHIrw0oObKBFq8MRgsLUVa0URQkMxynAr\nVyyYw6vPbcWcrsRmsZHJynQlDjA03E1BYQVqJsPRto2k5B7KS/Po7++npKQYURz1ceo+WovFgiiK\nPP/CS2zeupM8r5tPfuJDKIrCrV/9NlHFC5pM4xQn//mNf8+dNp559gU6u3tZuWIZdXXTxh1bvbjo\n2OBjU1MTv7n3D7yyZRdFcy+FLBiMZkKKiY6ODgoLC09wTYy1l199jVf3DuIsW4CmZdl8uJWm3W9Q\nOv96BEEkHEuRTcLQ0BDf/cFPiWqlmC12EnEVc/cWzDYnFfkuvvLFzwAwZ84MDjyyBW9+DQIC8UgP\nC+ZfSWFBPv/1rZ+STluwuix0d2/GiZMEEVymAmwGJ693bcPsteLNN1NXXseIIURcDVM01UtleSW/\n/fkfyASNJFNBMo4sHo8PRYuTZ7Bjs9mIx+PHcF7PNAHhH3mne7yd7b6OZwsXLqS5uZmOjg6Ki4t5\n8MEHeeCBB864nXcF6MqynNtluVyu/1Mhcz1YpCv6Hw/2k21jotfr7cJbGWwAPV0juJ2j1KNoIsDA\nUC/f+MYPKPcVUumeSiqikOf1kRxK0dl7EJs1xFSnheWXXsgTD72Ez1CJKBiRskY8UhGDQ7txODWS\nqTguez4XLL6ebBZ+99u1FHzDnzvC6y+7qqo8+thTPL3uMN78KfS1RPn6N39AUVE+WccMfObRelb7\nW4/w3HPP8/Nf/YmW9k7Kpi+nuKSa9Rt/wy0fXM3W7XuJJ1JcsuJ8Fi2an2N7jN25/u4Pf+bu36/F\n7KkgIlsJbVrH9CUrcXgLMKhp/H4/kiSd0ke8e+9BzK4iNG0UHMyuIpSMSiLQiz2vDEEwEOw9TDye\nYCjqIL94NGJdPm05HqmD793+VWCU1dLa2srMGfVc2NnD5u17yZLlilXzaaivI5lM8v4PXsY9dz2K\n2WxlWvV5dLbuwyeUYjSKtNKGd8HFWBwe0vEAB/p3s6BxNqX5C3lp9yZePrAZZ8xNY+Uc6pzTOTy4\niZGEh5IyD3fddXvO1aLzXk+VgPB/pRh2Lv3DZ+veTzzxBJ/73OcYHh7mqquuYs6cOTz77LPHaOka\nDAbuueceVq9enaOM1defmKo9UXtXgK6qqthsNmKx2KS0F94u6Oo0JUE4edWKM/Ebn87GtisIAhaL\nJddGWUUBfU1hQtEBWrt24rAXIce97OrtYobbgM1mJzA8QkILMauilIvmXYzb4WHTui00zJjOge2d\nKIoMWZGRZBcVVTXMnbGYQ4eP0BrYwY43NuDLL8DjKeLgwcNccsnFORaCqqrIssyrG3fi8jagqhpm\ni4OhQRGEIUyWt6hMgmTji1/9HsW1l2HxOcgIXqJxGU/JXL7x7Z/SuOi9SEYTv/jTC2hZjUtXH1v5\nNp1Oc/+jL5A/ZRmiQcKZX0n3gfW079xAVU01H7j6YhwOxzHfGesjzmQyyLLMjPpaXt71Mu6S0eBj\nMtBBSUkFYiZCsGUzWU3lvNn1J6FQjc6D9vYOfvD9X6BpHrLZGNdedwF3/+RbKIrCb371R27/jx+T\nX+Dhg/9yPVXVhfS3iBTluwkG+7ApLgzGLJLNj9nqxiSZMPrLSYx0UFFXwt/Wv4SvZCmuhBFr0sTw\ncJCywmqMVpi5oobPfvlTOXDVk0v0bEIg9/fxEhDGywQ726pgeh/Oho3tWyqVGlfYabJ2zTXXcM01\n15zw97FaugCXXXYZR44cedvtwbsEdHWBlsnamYKuqqpEo9Ec2J9MkEa3s7XTPZ6JYTQaiUQiOXaE\nIAh85euf4fP/9nV6m3qZUnghJpOdSLIfl7OabV3bcGWdGDGimdLkZxpIxJI0tzURUUN0h4YYivZT\nYp+JKArYTE46ew+S2bmLvu49VPjn4zWXEurrJhTqobb2klzkWOdVApiMBjJv1vjKZkHNpFh2/iIe\n/NsOvMUzyGZVhjp34C1egGQ0giBiMFoJRSLYbFYyWTMGaZSN4CuZxQsvbToBdBOJBAaTHR34RHG0\nEOiyOeX81ze/fEyJnbFjqy/KsiwjCAIrll9Id+8AL766g2w2y2WLG4nHi9i4uxu3Jx+zOsjXvvxZ\nSkqKKXA/Qjg8hNniIDK4j89+/RMA/OIX9+PxzMvtIB//68ssX34+P7/7Xka6bVgs5bz0zOuse/Z1\nli6fy97dO3FZ/NROryI4EGCwr5OUJqMqMsMtBxG1LIbUIBaLFX/JFHyFfsIdJiS7mUQiQUaVSWRi\nrLrqohyIjg0oA8e8D+MB8VjFsLFArF+vA/nbAcxzIev4Ts9Gg3cJ6I6dcHrSw0S/NxlA1DQtl71k\ns9nGZUScrG8TtfF2xjqXNZ1O5zikOoHfbrfnfKqapuFwOPjYLTdz30/XEwuBkBXwWIppGt6E0ZGH\nL38OajbJSM8uNCXLhpdfodo3jQPRLqxTl2B27wDJiConcdrcmEQvEXsMf1E9iBLB8CB2uwezK8q0\nadPGfYaPfvgGfnTXfUiWMpR0iGWLarnu2mtwOt08v34jogDvu3YF9z26H6PZRTo2TCIygChKHN29\nDo/bjUEUQQA1o2C2nvh7ejweKvwW2mJRsLhIhPoxKAG+/pU7xwVcOLlv+CMfupmPfOjmY667vqOD\nkZERqqqqMJvNxONx/uubX+SZ514kHI5irp/Jxz7/DeKJFFoszmUrp+pfJps1EQwGGeyP4nWWs2X7\nC3iMU9CyMvF+Dy6PiXlT52OzOQkU9/PscBNe1cPAxmcotdaRiUYo8BWiZmXQRgOHzuJiAqFOskqU\n1sEwDcvLqW+YnqMC6gwPfVc7ntTi8fNqPCDWS/skk8kcWE9WQ/f/wt6pAubwLgFd3c5EyHxs2ufJ\nbGyQTBRFzGYzFotlUm2ciem82rFl5YGcXB4cqx2hMwamTK3GaNZQM0k00YKipkjKQaZUrcQsmMHg\nIpFXycbeV2jMn4OzyI4o5GGzegmYzVjthaQjA6MvoNmEr6qe2L7DWDz5WLQo06dV4ix0nrTfM2c0\n8JP//gq79+yjtKSIhoYGAFavupjVqy4GRgHg4cduYLhHw+Wrpmv/sxQUVOLzFlBZbmSo9xCC0Y5R\n7uIzd3x93HH92V3f5b//53/ZvX8HFXlOfvjz+8aN4I8VFRrPNzze9UebmxkeDlBRUYHD4cjt/m68\n/lr+8uBD/OBXj1Aw/3JcCES6DvLC+oe4dOVNyHIKm12htLQUSXpzRymDwWxEVVNEQknCoTQhqQW7\np5SFC6p4bbsbecCEOe2HWAhBU0haBF57egv+4gL2vPYAsaRCeiiG02zD5ytBTDoIBoO5KPpY19bx\nIKz/NxEg1ne8ujtlvJTc8YJ1470/52Knq/9uoVDoHamlC+8S0D3TZIfTTYjxgmR6gGIybZzJQjDW\nb6uDxNh2M5k3q9VK0gkgUldXR3Wjm8BQGwOBduLpEewGK6IgIgsyRoMDyeTG7qujI9KJrd1BXAni\nyWZxVdbS07EfLR7CaTWRleKIBonh4aMkB/qxW50Mh3fx019855TP4ff7WXXJxSf9XBRFnn/6Ia65\n7v0Eo1aWL/8gLrefkeEOPvzBC7BYLIyMjDBr1r9gs9mIRqMnJEnY7Xa+/a2vnrIfqqrS1NTMHXf8\nnJQsYreJ/Oe3vkDlSbRms9ksH//0rRwImcHk4Fd/fpz7fvZDqqurMBgM7Nmzj7t+/RecNQtzlX5d\n5Q107NvMcGAL5WVF3PKpz5BOp7nuxtX89K77aB7YR28qgJZJ4RzJQzMbOdSdpaBY4fwLFnH/Xx7i\n6EAAsyBiNntQzQKpRJjejj6Wz15JV0sXYlCiwDcNt9NLOD5EOqbQ2TE+dUmnKR4PxOPpTYwFYv0z\nvcS7DpqCIOSST8b6iHW/uA6G5zpYNxbE/7nT/QextxMYOx6ATxYkOxN3wWT6pANuJpPJ+W313YY+\n4XUZSJvNdlKmxte/9e98N3Enxvhc9u08Qnf4KEND+/D5Z6AoMWKxHir8c+mK9aNlVHwJie6jL2H1\nlCFZVBZOW4TPnYd3msbvf/0XysXG0WyoZJZoVON7X7uHr9x+C/MXjC8QcrpnlGWZdDrNv3/ps/zy\nN8/gdOWjKGnMhn7mzZuLzWY75vrJZKvp39Gz735816+x2udjd40K0X/v+z/jN7/+8bh927lzJwdG\nRGxlo64TzVPAD/7nbn5z92ia6YOPPYmjagHB/g5s3tHsr1RoELNk5aMffS/Lli1F0zRGRka4/96/\n0tXRT0njasxWN9msQE/TqxQVTMNgLebee/7Mhj9sxOo0ExeHUf2lqLEwyBlGku2ISXjgmfsRUha8\nQhlKLENAHcbhcjIU7aO6pnLCY36q5BNZlnNMGHhL7U2/Vp/DYxf9kwGxHkwd+04pinJWqkqMfY/e\nqaV64J+ge8J3xmaSjRckO5M2JnK97rfVXRgulyt3TNTb14Nox3NVxzO73c43v//vfPMr38ZdZGLB\nohvpG+7muS1rsZg8VJYuxIgZCxaSthCLps/FUiXS0dFJTyjDULSNxqWlZNEoclZiTDvQ1CxG0UxG\nlQn2pXn8wecmDbr6+OrHWI/byc03LGXHzgNYrRb+7V//6xjAhcllq+kvtq4aZrfbSaU4xi/c3NzH\nHT/8f6xZcykNjcdSf+LxBFnDW0wFQTSMCsC/aUUF+ZgGomTTCbo3PY7RZEcZ6ae2rDTHLzYYDPzl\nj4+SJ07HYOzC4Sokk1GQNRlXwRRSKYWe5v34M2XYlDyGu/ooMufRMXIUk+AkmwW3t4o8WzmdvZvx\nmJwYbTYK7GVEUkHSapCPfewGiorOXNhGN1mWc2p3eiB07Ljq/+m/wfFMh+NPfbpIjS6cc7Lqw6cr\nA38y068Nh8OTyjj8R7J3BeieqXtB/46+ixybSXayINm5cGHofluTyYTNZiOVSiHLcm5C6js2/fOJ\nTlKn08mcubMYkjQyaoau1lZqs3WoCQNdRzaT1RRsgpmAUWBWvZ3mI4epdc+hca6VaCqE024jHI1j\ns9uIRCO4zUWIgkRGSxKKpchkpiDL8jEv48lMX1QymQwWi4Xh4WE+/unbiAuFGLQ4K5fU8o2v3Tqp\ncT0eiPVTgKZpSJJENpslFothsYCipDGIEu0dnfT19rBnex17dvyar37zw8ydOyd3j4ULF5An/5JY\nqgSD2Ua6bSueKX5+99s/csNN1/KpT3yEjbd8DrmojFQ0TLrvEOcvnoeoiHzr1p9gtGrc+rVbSCcV\nJMmI2+okGhnAaPUiCiLhgaMUlMwm0LoHq5JH22ATeWIx0Ugaj62AksLzMIpm+sIHSahRDFYHUtrB\nQKyHeDaIr8TN1+/8EovPP2/CYzWe6YufwWA4wT11ugVOB9PjgXisEhi85S/WNwj6ezMHffdZAAAg\nAElEQVSRMvCn8xFHo1Gqq6vf1hj8vexdozIGb0/IPBwOA6PKVKeSbjybyQ6KohCJRJBlGYfDkWtX\nFEWSySSxWIxoNHqMqMtkbc17r2A400Z79xEcsgdJECGbwJO2U66WUaiWQEwg6Q7jd5RgMY1yH50W\nD22Hull9xUUUFHsZTByhJ7KPrtBuHCYfJqPElPoSQqEQiUSCSCRCLBbLLVz6EVVfVGKxGHr5eJPJ\nxLd/8BPIW4yroA570TzWbW6ivb190s8HbwU64/E4kiThdDqx2+04HA5cLhff/c6XMQhHeGP7ozS3\nv0Ze/XIODTUTjQk8+JenjlE0s1qtPHDvPSzxhahK7iMvnSA7VMnulyPc+un/IBKJ8Mdf380vvvFh\n/nTnlziwaxM+h49S2zwK7dPxCvXc/eN7WX7JEgaiLcyvXYo40kzngaeJtb5Og7cQV6QbOTxAR3w/\nJtWMSbQiCSYKxUriiUFAwGMvIyWHyWY1vFIhxYZqEsk4n7rtwyxasvCMxkkfq2QySSKRwGKxnFTt\nbqzp4GoymXIbEpfLhd1uz+2OdQaNrhCnnzz0xU93P+hArGcv6nrSeg3CdDpNPB4nkUjkNh9j59LY\nna7X6z3jcfh72rsCdM9kp6uDgb7q6pNoIhPw7YKuzvONx+PHiPHodDe9eoHOlDAajWQy/7+9M4+P\nqrz+//ve2TKTHbKRECCBsMlOwqY/UCqo1Vq1LoiWIgXUr5VFRJAKigtIARe0uIvWjbZYWywFFBRs\nJQEBCSAg+5KQBLKTdbb7+yM+15thkswkM0kI83m9ePGCTO7z3Jk75znncz7nHLtqhMvLy1XpU0NJ\nvaioKB5fNJ3OgyIJjTUQFdUOvVkiRApF0SlIwU7GXntdTWJJ//O1nIqTKnsFOWdzGDflBjqndCAx\nJomYsAQcSgW5RSf5+9++5f6pT/Lll1sICwtTS4DFRIzS0lJKS0vVAaDa5iRV1XZ0+p8PEaccTGFh\nocfvq4B4XxwOR62DS/v+d+jQgaV/mo8xIpzOg3+NJTyO6K7Dyco/jkKNEdK2lrRYLCxe+ASDevSm\nR+w1GPQmyspLKM6FTV98TXBwMAMGDKBPnz41kUiFA0mS1fWqy50MHZbG+PuvwxhfyC9/NYxn5z/I\nlT0HktZ9BDHh7dHLQcTHpkK7MI5a9yBJMnZ7FZIOnIqdwgsnqKwswVQJRpMJsyEYQ5CRfoP6NroN\npmhvCjVRkCfNYuqCO0McGhqKyWRS1TU6nQ6bzaZ+z8QetT2LGzLE4ntaXl4O1FBsL730EgUFBU1W\nRqxZs4Y+ffqg0+nYvXt3na/r0qUL/fv3Z+DAgQwZ0rQIA9oIvSDgafWXSJJBzQctPmBP12iMN61t\nxqOdxebK21ZWVqohuDveVhvmicmr2lBbTETW/l67du2YO/8xlj/9Egc3n0Qu01EeVEpsSAI2ZzXb\ntm0jqiKUW8ffzNf/zEBnNZJTcZqyKokzy7/GIZdw529/zfp/fUnlGTvO6mr6x9xITt4R4hNG88Ff\n/s0vfzmGoKAgtTqttLSULzZsRnE6uebaUeh0OjXBotPpGJ7Wl79+cQhL+xScdivBSh49e/b0+P3U\n0hVaPrK+1xtNpp8KNhQkwOasYOr99xIaGnqRzEok+g6dOsixUz8QqU/AbAjhr+9/zpjrRtfiU0Mj\nTRw7uB9JkukQ1YnQdjXSveFXDmX4lUOBmgqqzV/8l60HfuBU1jG6xo9CrwThVJzoZCNFuYcpcxRi\nLo2ioOQIZoNCB0cExVIJetlAuaOU0DiTqlbwJrEo3iuRp/DVZF53n4fQjos1xHPvyhEDtXhdAa0c\nUrxGeMvC0Thz5gzp6emsWbOGmJgYxowZwxtvvOH1nvv27ctnn33G/fffX+/rZFlmy5YtPvOs25TR\nlWUZm81W58+1FV0iSSZmlHmKxnK6IklmNBrr1NsK3jY0NLTOU1w8pMLIuPJt4sF3/QLKssxDjz3A\nd1fvZM93ezj+40kyv9lPO3M04e3CiKpIYP1nXzBz/jRkWea5J1eQGNz7p1UT+PI/GXRL6kZQZCz7\n9v0Iio4ggqkoL6a0xMH6dRto1649e7/fR3L3JD795HMKj9kxSMF89M6nLHvtabp3767udeKE8Tgc\nH7JtRyYmo455y55UP7/6Jg1olQ/u3qv//S+dVe/9DYD7Jt7JVVfV9LwtKSlFKcohJ2sDEZ0HYK/M\nZeqk2+jWrat6GIpWlGKNHld05aO/biHa0p3okGTs9kqi9BZeffFt/vjULDUkzjmfx7kyExI6Dueu\nZfWa1y7a95LnXqLqXCxhciQmqQwUHZIi4cCGTm+kylGG3qYnKFhG0jtJTu5MRVUFutJIzpYdwhyv\n519f/l29V2/bYOp0OoKCgrwqk/cUrhpo10hDUGbaZ1ZriAVHLO7LtQhD3BfUJIiXLFnCnXfeybZt\n28jPzyc7O7tR++7Ro4e6n/rgLmHYFLQJo9sQvVBfb11fcrTuIKQ4NptNNRCe6m093U99X0DBtYk9\nDx02hCuvGkFlZSVPP7CEOGMCp06c5uQPZ8ixn2HiN/fjDIYLFQ56dmqPwahHcTgpqC6hX79kSs9V\nYDabuFBaTYXzAkGl1ZSeO8vHS9aTX5FDWverWfXmEiTaY9SHUFJ6mERLH+68+QGm/GE8D/1hsvoF\nfOjByTz04MXeu/YLqP2z7dsMVq1cjcMukdyzA/OefLTWF3z//gM8/ezbhLWr4TyffvZtXlgWTkxM\nFI9PX8zA+BspKirh6Knt/GHWXdx7792cPn2GZ+Ytw1YmI5lszHh8Kl27JQNw+tRZomK7oeRU/CSR\nCqa62gqKQaVR1q5dR3lhNJ06JoAkEWdLZPXHn/H4Hx9BkiRyc3N5cclrbNm8gxjTIAyymfbBSZwt\n3kd8WB/0GDidvw+9U0e81JWCqnPEtetCUJiFD9e/y9GjR5EkiW7dujU4NFX7HIg5fNoRVtXV1epI\no7qkdt6gsR60O0MsrufqEQseV1EUdu7cSUxMDHv37uWHH37AYrHQo0cP1Xj6C5IkMWbMGHQ6HVOn\nTmXKlClNul6bMLpQu6eugLaSrK5pv55SEq5oqNpGKz2TJEltzqHV21ZVVQH4POQTX0CoMfZifbGu\noCSw2Kkqq6IgpxCdU4+1worBEIzJEYZTKicv7yQR5ngkvZ2KC4VUVZYjJ0CYzkHu8SPYykopy89k\nZLeRZB3Pw2gNIa80C6MhnpjIPkjIRIYnkXd2N6aQGL74z/fc9puci+ZQufPehSdkt9s5cOAgf//r\nP9n+1T6uSBiFLMuczSzh9Vff4Q8zfg4N//mvdVjC+qmfiyWsL5/9cx3JnRIJdXZBJ+uJat+eyMix\n5GSdA2DZM68QXtUdyajD6XDw4qLXefPDlzAYDAwa1J91Gw5yXskjTIlBUqCCHFKH3ci/P19PREQY\nNpsdveFnRYlOZ6T0QjGlpaU4nU7mTH+akKoUSgpLiIsz4FQUQk0xHD2zheqSfBRFIaa6PVXInFdy\nsDqqCJbCKa8sRKfTeW1QXCMBbV9j8XNvNc/uUJ9321i4Pgd2u53y8nJ11NRnn33Gxo0bOX/+PGlp\nacybN48FCxbUG/b7ooH5t99+S4cOHTh//jxjxoyhV69eXHXVVY2+zzZjdKF2Wa9obt3QtN/GFDvU\nB9cm5sHBwZSWllJZWYler0eWZdWb80Rv2xho+S/XUTZa4z7jqWn8+fnXOSedJSgoiDhHJ85ac4jQ\ntyPG3Il9uVsoM5ykfWQosVWxfL16G71TezD+D3ewf98B/vbBvwiXIrCYLD8dejIV1WWYTVE4FDs6\nyYhRb+GCvYBu7fqBs5qCgoKLjK7dbufVFW9y8kQWXZISuOOuW+jQoQN6vZ7vv89kweOvgCMae2k4\n2UoOHRMTMBvDOfbjqVqVarGx0VirTmIw1FzfWlVCx4RkQsNDa4wZNWJ6q62KkJAaiqeqwoFJknE6\nHUhIKLafOfErrxzGDWP3sGFjEVnZ32Ixy1w1fChvv76acKkHNmcV4R3LsFGJ0zkYSdZReOF75k6a\nRVhYGCdOnMBRZuF8QSFmOYwT5zMwGUKw2sqwEIypSiaOzujRY8PKSQ4TKrfnnP0UD//ud15/7kIy\nBzVhuLtn3lvNs6shFlSM0+n0Gz+sfX7FGuvWrWPfvn2sWrWKwYMH8/3337Nr166LNN2uaGoDc0B9\nXqOjo7n11lvZsWNHwOjCz56uSOIAtSQt9f1eY0f2uHoQWr2tlrc1m81qyaRYS5RdQm0eqykQ1WxV\nVVUe9RhITOzI4lefYdEfl1B+0MHRfSewVlcg6SUUnIQZw4jTJ5BTeILTlSdxSHbiszoyb/pTdI8e\nQbJ5GNl5p9hdnUFESDQVjiK6R/bgwNmvSDKPxqFYyS08TFh4ZywhESiGg3Tt2vWifcx59EmyD5k4\ndz6XjH/vY917W+mR1pEFi+fy9psfERU+BKutktO5p7HbO1BdXQ2yja5d4rBYLKqxuOP2W9i6dQ65\n5wuRgA6xdu6+ew6yLLN5wzecO1mNLMkYo0u5cuQknpzzLMeOHSIhxEhsu044HQ6CI3+exFxaWsrR\ng8eJMFiotBgJNyaS+WUJBWXVGDuUE9uuC+dPn2DSIzeQse177HYHs56YqXqnUVFROKQKnA4zJp2F\nsupiwoztcOjDOGvPw4AJGRkHdqxSFaFyOLpIOzOXTObXt3o+Rkbr3TZmXpw3hhi4KCrxpdOg1Q+H\nhoZSWlrKY489hizLfPHFF6pXe+2113Lttdf6bN26KENB0YSEhFBeXs4XX3zBk08+2aS1pAb4ydY7\nu8MFYrS5zWYjODjY4wfParVSVVWlGklPUFxcXGuasFBD6HQ6NYyvi7cVkiZX7krIxYT6oL5GIu6g\nrfQym81eJUxsNht//3ANe7/fz4+HjpKXXUSEMRY52Ep+Tg7lhVa66K9ALxvIc56i2lLFVX1vpqKi\nksqKCrKrM/nD3EnEJcRycN+PnC/M5x+fbMReDfmlZwkPjkVvkrnhpitZvLR2zwan08lvbrofgz2R\n3GMHiDUlUWW7QHCYgb43xpKdV0Dp+SQkSeJ8/jFys/eRnJxAj76JXHv9KNasXse5vPNYgozEx3dg\n4gPjcThr3tOuXbuqxkNRFDIz96I4FeITOrBwxlJCquPIPL2T8upKDMEKQ4cPYuHzj6tNcyb/7g98\n99U+HHYbdgmuSByD3qDHYZU5c2EHA3uNJSvnCO0TS6kur6ZjXCJdenXiwZn3q3KpD99fzfNPrCC8\nKgKjTU+57gJFynlCnKHYsBNBO0KkCJw4sSVeYPmqxfTq3VMNqRt6FkRyWJZlzGazX3oeiOhNRGdi\nXW0jnaZyxFrvViQ0t2zZwlNPPcW8efO45ZZbfB4RahuYR0REuG1gfuLECW699VYkScJut3PPPfcw\nd+5cTy5f52bbjNEtKipSq8oiIyM9/oCEwfSmjrukpITg4GDg55NQqCG05L+WtxVyqrrgLokAtZNJ\n7matuVZ6+YKusNvt5OXlERoayv/dO52s7cW0k+JqNKjOSs4Yj9A3/mqqy+3IyByrzGDpG/NJHZqq\n7nXr11t5au4iYuRU4mLi0el1nCs/xvyXJ9OvXz91LUVRuP1XU7CVRVKVVUiILgqrrYwgYwhnjbtY\n/sazPPPkW4Sb+1JVXUpYdC5vvfMShw7+yPxZrxBGN8ovVHK2aA+947pjDSvmxVXPEh0dXWuNzV98\nxaZ/b0Fv1GEODeJsup1dJ74lIWwYOlmHZHRi6ZTHqo//DEB+fj6j+/6KJKUvOsnASdshIqKTiY3u\nTEV5NdklmXTuMICTZ7+li6MzVrsVKdJOclxXYq8MI+dkHhWFleSXniPn0HkiyuMwKEYkJAqkHEqU\nImKCOlLtrCLfkc2QMYN48bXlREdHe/QsCJrK3QgjX0EbObnjh8Vr6iob1h4a9TXB0U6ONpvNVFZW\nMn/+fAoKCli5cmWtz/ISQp0fRpuhF0JDQ1Uj503I09gHVehpxVh3UWvuqd7WFQ0lk1wzz6LrmOBt\n65OZeQu9Xk9CQgKKohASHoJsKkZ2yihOBXQKXXsncPzoXiL18Vywn6Nb+x58/reNjLxmJA6Hg4M/\nHOTD5X/DWBGKyRJM/rkComLbo3dayM3JQ2NzkSSJW++8lg/f3ci5qiyMRjMGvYlS+zn0+ppQcvnL\ns/l0zefExnbidxPnYjQa+ffaDUQaUqgst6KT9MSFX0F28VE66bqyI/07brz5lzidTp5/ZjnpX3/P\n2dM5dGvfg9jQeNLLvqFr6EAkjOhkPYrixKAzUFpYpU4f+e+Wb4mhEzrJCBLE6hI5W3KS8KA4Siuz\nqao+z55Dn5Ic2Y2yigu0N8SRV3qC4MRQ1v/tC4YnXE2ILorKHAdV9tNEhEZSWlGCwWFA0Sv0GtQd\nnVnCabfw1MxHGXvdz1N8XZ8FqH0oi2IDQJWt2e12r6Oj+iC824a4W2+oCVc9uTg4hKpIr9ezfft2\nHn/8caZPn8748eN9fpC0BrQZoyvQGAmYp5yuCIFESNUUva0n+3KnbxQPcXV1tfpam82majF9xQ+L\nA+zBWVN45MBj5OdlYdIHEdQFFix5nEXTXkJfLdPZcgXBplAcSpG6/sa1XxKndCbPVkROyY9EBydT\nUV6O1ZxHSvduqmGrrq7mzJkzjLrmStKGDmTGH+aQe+wIjko7epOBDhHJGI0GevXqyRPzaxdOxCd0\nINNWMxlXwUmlrQSLKQSbVEFk+5o+q2+/8R4/fJVPcFkyXUO6ciY/k3aW9iToulEWmk21vRS704be\nIGO2mJDDDAQFBWG32wmLDEUOckK1E0WBakcF5yqPINmthBJKuD6EdtYIwkuiyKk6gzPIiSPISbW1\nCr1iRK+r+WqFR0QQVGrhvC6bUHMk+bZcOg+P5c/vvVJns3V3EJ+p3W7H6XSqIbgnUjtvKAdX79ab\nXh8CnhhiYdABPvnkEwoLCzl+/DgFBQV89tlnTZq229rRZoyuVnfrzfQITxqfu/K2olepL/W2nkDU\npmvpDFeRufi5O1rCky+PtiWiyWSiX/++fP7ff7Bjxw5QIDUtleDgYJIHdqRknxOLIYTzjjOMu+Um\n9RpBliBOHD9AeFUU1Y4cjpb/F4vOwHtvvkaXLl2w2+3szdzHn+a9hLPIwAVnIVHJYbQzRXKk9Bhd\nzAMw2IM4e24fycnJbvd574RxZGybTc7RAgrLi6ioyqVDuziOnDvJS/OLeTv6A4JCzATr4yiVSkFR\nCDN2oLCyAFOQnjkLZ3LmTBZvvvoRKBaqQvQ8s3iu+tmmpHTDFlVM3plyym0XcNpsdJN6U1SVj8HU\njoqKStoZInFKTmIMCRy17qNLp85YO5bSMzYFZ74TWZIJCw8jsU8HYmNjKSjM5w93/567fzvO689e\nSLRcn6/6ig68NcRa77Yu9UNjIQyxiNAURVGLNcxmMxkZGZw5c4acnByuuuoq/va3v5GW1vgeE60Z\nbYbTFUbnwoULXjWHURSFoqKiOnlg0UdAURS13LS8vLxWdy3B4zaHhMaT7LSWlqiLE3T94gl6RHyx\nRR+FumC32/n4L6s5m5XL6LGjGDLs5y9IUVERYwfcRExVJxw4qLKU0nNQCq9/+or6xZ4+aTYcj6Do\nfDFZ5UexEEb70Bjs1U5OOw7SJ344dqoJ629l9hOPkJSUhCzL/LDvB155/g2cVifd+ifx/34xghPH\nT5LQMZ4XF75GvK2mH0JhYSG7Cr6kW8SVhAW3x253kF3yAx1iIxg8pjfznp6jvoeudNSZM2eYM2k+\n7cs6cqb0OD+eOUAP/WAkJOxOO4ccuwjThdO340BCQkOoqqzCnlTGc68+Rbt27cjNzWPFM69SUVRF\nSLSFx56ZRWxsbKM+e2/LnV1RV/WX1hvVNpupi7v1BbSSNqE6WbZsGRkZGbzxxhskJyfjdDo5cuQI\n8fHxhIbWPZ3kEkDb53SbUmEGF3/xXPW2Wt5W8LTCEApvuaKiolbyoLGVPgLaUM8bD1okMbQHgDtO\nULxOJP280V7q9XomTLrX7c8iIiLo3bcnjhwZnU5PtKU3lUFFatcoo9EIdonSolL0TgMOxUGoPhJr\nlRWjzkwokZRVlWKvcJC95RTzjj7F1AUT6XVFLxbOXEJUeRf0ksx3h35k7Yfr6GJK4VDxXrBZkM15\nNffmkAixRlBSeZT8iuOExARxy5SR3Hr7zaSkpFxUqqrFx6v+SlR5IjqdjhBjKGYpFEmWwAk6WY9R\nZ+D/3TGEsv02DDodlSFVjJ96JzExMdjtdqKjo3jqxfmqYdPr9bU4V0+hLUBoLFVVF03lOhVZm/wV\nDkVTn18Bd5K2Q4cOMXPmTG699VY2bNigetWyLPu9wqyl0WaMroC3Rtf1d7RVbCaTqUHeNjg4WP39\nugTmrllcTx5kQVdA3UJ3b+AuUaft1SDuQWgktcmOxnB6Ex6+hw9e+AQuQL4lm6kP3IfD4VAPji69\nOpKx6xDBUgROxYZTsWPUm3BKNqrsFVgrbJyzHmNAwiCCbGY+++Bz2j/SHrkoCMn40/tdIoNTT6E9\nn6jSjmRzBptsQ0aHQ7GDUyHenkiHxA7EXRvCnHmPerR/g0GPU3GgQ0eYKZJySrBLViymYIodBfQc\n1I1FLzzLtv+mc/LYKUaMHE/vPr1/+l33PTG8qfzyNInVWAgjLIyu0WhUnYqmVqq5QpQjA6ri55VX\nXmH9+vW88cYb9OrVq75fb5NoM/SCyOSLETui7NYTlJSUYLFYVG+1Ib2tp81D3HVX0vKt2o5g4kH2\nhwTM3b60HrSgEhrar7cHR2FhIadPnyY2NpaoqKhaobHdbmfC7ZM4sSsLWZKpslUTFtSO9olhmKJl\nju89TZ+wgViMIQA4ul5g/vK5TL/zcaLsNWNqTp06SZk+D6fDQXRFR0oo5IzzFCbJgtVZQQ9dX3RG\nidAkM/c+eTvXXvcLt/t0t++ZEx/DmBuGQ7FTFH6WovxirOV24pKj+eAf76kGxNv33Z28SmvYBKdu\nMpn8Fua7GvW6nmNP9luXIdY+Y8K7PXHiBNOmTWP06NHMmTOnSa0lLwG0fZ2utvRX8Kueori4WH1o\nRFZYkP3C8Irrip83FvVpMAHV86ivkXpTIHg1T++lvm5Q9fHD9dX/a1+3ZvWn7P1uP+1j23HTb35J\nTEwMoaGhzP6/uRTvtGLRhVAkn+Omh67lrnvu4O+ffMqad9Yi23TkXDhDR5IpulCIrcBBZEg7TlqP\nEGvvjCO8ioKy8+jD4O7/u5PfTfmtVwdHSUkJG9d9gdFkZPSYawD8wncKw2az2dQwH2h0hNTQWg3p\nbj3db32GWJIktdGTcF7effddVq9ezZ///GcGDhzYpPvwBi+++CLvvPMOsizTt29fVq1a1ahhAI3A\n5WN0tT09G4IIfUSm3mw2qw+VCLebw+sUBgp+Vl9oH+LGhvmu63iTjKsP9R0cQtYkSVK9XlRDsNvt\nvPvGe5w9ncNVo0fU8lJtNhtFRUUYDAbWfPwpxw+e5MSpEwQpwVTZyqm2WYmwtKNdfBhPLpuvari1\niUVFUdzy79r3RJv48bbKz1O44zvF2r6KOICLHAdf3ov4zmgnRgA888wznD9/nmPHjtGnTx9WrFjR\nrGPTz549y1VXXcWhQ4cwGo3cdddd3HjjjUyYMKE5lg8k0rRw5W2FUXPH2zYlidEQBKcqdJf1JToa\n+6VrbDKuPtTHD9vtdlUWJKiaxvCBer2eqQ9Nvuj/BcUTHByM2WxmipvX1HW9uhKL7qRVwvsMCgpq\n0gFVH7RG3ZW3dzdCvSFpoLtnwtOooykQh5WYYBESUkMJJScnc/LkSRITE/nhhx+Ij4/n66+/ZujQ\noT5dvz44HA61U1lFRQXx8fHNtnZdaDNGV6C+YgfX7mPCmIoEkjbBoNPpWkwCppXzCM/HNckhkmz1\nhfmuEh1/3Yu2yY67xGJTDw5ounTKFXVVAAoDJfYklB6+UqSItbRaaE+Mel2KFK2HKaoxtdpsEeb7\nWnerhVBZiGKK8+fP88gjj9CxY0fWrFmjUn0iH9JciI+PZ9asWXTq1AmLxcLYsWN92iSnsWgz9AL8\nPE66vLz8ol4KrnpbV95Wy3UKT6cpRQbuUFcCq7Gob0KrMNLN5al5ErLWl6irq7mLq1H3F9ftzqg3\nJZFUF1z7DPi6iEZrhO12O1D7EK+vOKIxawk6T3z+a9eu5YUXXuD5559n9OjRLVrGW1xczG9+8xv+\n/ve/Ex4ezu23384dd9zB+PHjm2P5tk8vCLjSCyLMFb05tVVcrn0SXL0OT7xLd01o3EErAfOV1+nq\nrTmdTtVTEz8T2lhfJmW0nro3XHdD+mHXMF9MZwD/eWquRl1LJdVXzioOOU89+Ma+Z42B8G4FldSU\nKrW64NrEvLi4mNmzZxMUFMSmTZu8aiDlL2zatInk5GTatWsHwG233ca2bduay+jWiTZldIWHJEJF\nLW8bHh6uPnwCwkDVxdtqjYTJZAKoFTK7G3/imvRqDgkY1DbqISEhqqGojwt0NcQNobn4YfGeWa1W\n9fNsCj9cFxqjh63LENfHt4owX6fT+a1E3F1CTnt4uKNSxMHhWizTkBRMOCkiUbp582aeeeYZFixY\nwE033dSi3q0WnTp1IiMjQ7UBmzdvbhWlxW2KXhAhVXFxsSq5EeGolucVSR9Zlps8rM+Vu9SGzGIt\nERb7sx+DNx5UQ60D3U0U9lZq1lhoewxo9cN1hfmN8eCbI7kkjJrWoEHTvMu64AuVhSdUCqBGBGaz\nmbKyMv74xz9SXl7OK6+8QlRUVJPvxRuUlJQwefJk9u/fjyzLvPvuuxcl6RYuXMjq1asxGAwMHDiQ\nt99+u7n0wW1fMgY1NMGFCxfUyqf69LbCQPkDQromPG9h8Oszat5CaziaynW6ej6uXzjxM38L9gU/\n6Mln40khhzsOvjlkYFA7/NYe/PUddt4a4vq8W19AS6UIGkVRFO644w5iYmL4/vxIt8sAABhSSURB\nVPvvmTJlCrNmzVKbmzcnJk6cyKhRo7jvvvvUnI03wwj8jMvD6F64cAFFUSgvL1ebZYjwVHiD/ng4\nBbQSMK3haMioeavFbcqUCE8hJFOuh4cvE4vgW6+zvkY/QsamTZT5+/BoKCLw5LmoK8xvrsNDOz7H\nbDZTUVHBU089xalTpwgLC+PAgQMcPXqUc+fOeVWQ1FSUlpYycOBAjh071mxreonLw+harVZ1gqjQ\niwplgsFgwGQy+S0Z460EyDUh4+qptVSJsFhHcJ1aw9GY6rT60ByGQ5tcFAewJ9ylt/CVysKTMF/c\nkz+VKdrEnzikdu3axezZs5k6dSoTJ05UP+eqqqpm93QzMzOZOnUqvXv3JjMzk9TUVF5++WWvyv/9\njMvD6E6aNImcnBwGDRpESEgI+/btY/HixWobOXdVSE3h1HwtAXPn9UDtEmHBp/nri+bt4eFOttaQ\np9ZcmfzGysC8rQCs65DyFbQevLZUuLGa54bgKmuz2+0sWbKE3bt388Ybb9ClS5cmr9FU7Nq1i2HD\nhpGenk5qaiozZswgPDychQsXtvTWBC4Po6soCtu2bePhhx8mKyuLkSNHkp2dTUpKCmlpaQwbNkyd\nRuvOQHgb4ns6/6wp96OVqrmWCIsDxBdfNrFOU/WjrkZNTDoQSS9AlbD5a5Cit15nQ1FHfTIwfyfk\nXNfxplTYW/pHe+iKw/DAgQPMnDmTu+66i4ceesgvn1djkJeXx/Dhwzl+/DgA//vf/1iyZAmff/55\nC+9MxeWh05UkibKyMiZOnMiDDz6oDor88ccfSU9P58033+TAgQOYTCYGDRpEWloaQ4YMISIiwq3m\nUmvUBJozxHe3TkPyJHd79nQdX1R61SWpEoeU6GshEh/eytYagj9kYO402kIGJkmSX6u9tBSMq9ys\nPs2zp1WL2nWE/DEkJASn08lLL73Epk2beOedd1pdj9vY2FgSExM5fPgw3bt3Z/PmzfTu3bult+UR\n2pSn6wkURaGsrIydO3eSnp7O9u3bycvLo1OnTqSmpjJ06FCuuOIKtRy4JUJ8b72n+rLirpVeTVnH\nl/fTmD17uo6/kqXaTL7Yr9Zg+0KVIuCr+/FEMSEq2MThfvToUWbMmMF1113Ho48+6jd5YH17Tk1N\npWPHjqxdu7bO12VmZjJ58mRsNhvJycmsWrWqVRRl/ITLg15oLJxOJ6dOnSI9PZ2MjAwyMzNRFIV+\n/fqRmppKUFAQp06dYsKECWoW3B+t97RcWlP0ww3pWgF14kVzZL49uZ+mcK1aL62puuv6ILxOoRoR\nkUdj1AeerAM11Yu+DOlddeU2mw2oCc9Xr16NxWIhMzOTt956q1kb02jx4osvsmvXLkpLS+s1uq0c\nAaPrDQS39e9//5uFCxeSlZXFlVdeiaIoDBkyhKFDhzJgwACMRqPq/UDjyoPh4hDfm9/15p5cQ3xt\ncxRfhvi+SpR5wrUKw+FPGZg7rrOudeorlmko6eXNOk29H60XbTAY2LNnD8uXLyc/P5/KykoOHDjA\ngw8+yPLly32+fn3Iysrivvvu449//CMvvPBCmzS6bYrT9RUkSSIoKIgTJ04wfvx4Zs6ciclkIi8v\nj4yMDLZs2cKyZcuorKykZ8+eKi2RlJSkfnEaKg+Gi0Nvf7WQrKuQoq6+B42VU9XXx6AxqI9rFd3i\nxOtsNlst4+Yr71DrrXtSwqvds7sOcXWVYgNqItNfpcJw8fgcSZL46KOPeO+993jppZdU77a6upqS\nkhK/7KE+zJw5k6VLl7bI2s2FgKfbBNjtdn744QeVljh8+DDBwcEMHjyYIUOGkJqaqjbQdvV4oCbE\n1+k8G/3TWHijhW1Kua22MMSfZcLuEn+Nka01BHc6VV/fhzbpJaoWfSlp1EJ7IAqOOC8vj5kzZ5Kc\nnMyiRYtaXOO6bt061q9fz6uvvsqWLVtYvnx5a1IjeIsAvdAcUBSFkpISduzYoSbpCgsLSUpKUiVr\nkZGRHDhwgBEjRgA/N9XxpVBf7MVXIb7WAItG1VqVhDAc/qz280YGVpdszVNdq7v+D/6AKxctCnm0\ndEpTDw+4eGqELMt89tlnrFixgj/96U+MGjWqVTSpmTdvHh9++CF6vV4t6b/tttv4y1/+0tJbawwC\nRrel4HQ6OXbsGFu3buWtt95i7969XHPNNXTv3l2lJaKiomoZiaaI3l2Nk8lk8kvPVmFoRSLGX4cH\n+K6hi7vDw1V1IKoa/eHdavfiCXfb1EY/2mdBKEeKioqYNWsW4eHhLFu2rDX1KqiFrVu3snz58gCn\nG4D3kGWZlJQU/vGPfxAfH8/q1auJiYlh165dZGRk8Pjjj5OdnU1cXJyqG+7Xr5/KU3rTw1cYJ0VR\n/DYpQkB0dBPt/Vx7tjZ1phc0rkKuLmjbdApoDZqgRgC1UZLdbvfp4QEX62HrOxAb00ZSPB8i0nE6\nnQQHByPLMhs3bmTx4sUsXLiQG264oVm926ysLCZMmEBeXh6yLDNlyhSmTZvWbOu3JgQ83WaC8GDd\nQVEUsrKyyMjIICMjg927d2O1WunTpw+pqakMGzaMjh071jIS2qo0WZZVD601hfiuniV43qfB3xMW\nBLTFFIJKqEu21pQKQH8qE9w1+lEUBVmWee211+jWrRvr1q1Dp9OxYsUKtal3cyI3N5fc3FwGDBhA\nWVkZgwcP5l//+hc9e/Zs9r00EwL0wqUGq9XK3r17VUN87NgxIiIiGDx4MEOHDmXw4MEEBQVx+vRp\noqOjLzIMvkzCgG9CfE8SXrIse90fuDFwF3rXFaI3tdxW6936+wARHc5MJhN2u525c+eSnp7OyZMn\niYmJIS0tjVWrVnk0LdufuOWWW3j44Yf5xS9+0fCLL00EjO6lDkVRKCgoYPv27aSnp7N161aOHDmC\nxWJh+vTpDB8+nG7dugE/1+RD4+Vf2nV9FeK7u7ZrFl/bBcyXvSW0cC0V9vYAqa+FpNYQA82iu4WL\n+/dWVlby1FNPcfbsWV577TWio6M5evQou3btYty4cS2aODt58iRXX301+/fvVycHt0EEjG5bwt69\nexk9ejSPPvoo119/vcoP19VXQvCT3npovmqC0xBcG5i7ZvHBNxMX/FUqLPriujPEkiRhNBp9WiLs\nurZ2fI5er2fHjh3MmTOHhx56iHvvvbfVNKkBKCsr4+qrr2b+/Pn8+te/bunt+BNt0+hmZmbywAMP\nqBzjypUrSU1Nbelt+R2KopCTk0N8fPxF/++ur0RiYqJqhPv06eO2r4SWmhBJmObI4nsS4vtCh+sL\nesTTe6qurlYNuzhAvKlM8xTapkFmsxmr1crixYvZv38/r7/+Op06dfLx3TUNdrudm266iRtuuIHp\n06e39Hb8jbZpdK+77jpmzZrF2LFjWb9+PX/605/4+uuvW3pbrQr19ZUYPHgww4YNIy4urla5rSTV\nDDIUHpqvw3tomhH0pNRWq/DwFz3iioaSfw1pnj314t0Vbuzdu5dHHnmEe+65hwcffLBVebcCEyZM\nICoqihdeeKGlt9IcaJuSMVmW1XLB4uJiEhISWnhHrQ+yLJOUlERSUhLjx49XPbHvv/+ejIwMdfSK\n0WikoKCAfv368cILL2A0Gi+Sf/kiSecLjrihUlvhPQuHQhQf+DMp50khSkOyNaFAqU/zrB2fExoa\nit1uZ+nSpXzzzTe8/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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.axes(projection='3d')\n", + "ax.scatter(x, y, z, c=z, cmap='viridis', linewidth=0.5);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This leaves a lot to be desired.\n", + "The function that will help us in this case is ``ax.plot_trisurf``, which creates a surface by first finding a set of triangles formed between adjacent points (remember that x, y, and z here are one-dimensional arrays):" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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bhnS3imyVUhP/zr22xDkJ8gLc/i1fGuzslGwP+kGJk8/j3P9NQ3ksLbx4rPTpKE1CQF33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\n0gV9RwbD9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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.axes(projection='3d')\n", + "ax.plot_trisurf(x, y, z,\n", + " cmap='viridis', edgecolor='none');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The result is certainly not as clean as when it is plotted with a grid, but the flexibility of such a triangulation allows for some really interesting three-dimensional plots.\n", + "For example, it is actually possible to plot a three-dimensional Möbius strip using this, as we'll see next." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Example: Visualizing a Möbius strip\n", + "\n", + "A Möbius strip is similar to a strip of paper glued into a loop with a half-twist.\n", + "Topologically, it's quite interesting because despite appearances it has only a single side!\n", + "Here we will visualize such an object using Matplotlib's three-dimensional tools.\n", + "The key to creating the Möbius strip is to think about it's parametrization: it's a two-dimensional strip, so we need two intrinsic dimensions. Let's call them $\\theta$, which ranges from $0$ to $2\\pi$ around the loop, and $w$ which ranges from -1 to 1 across the width of the strip:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "theta = np.linspace(0, 2 * np.pi, 30)\n", + "w = np.linspace(-0.25, 0.25, 8)\n", + "w, theta = np.meshgrid(w, theta)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now from this parametrization, we must determine the *(x, y, z)* positions of the embedded strip.\n", + "\n", + "Thinking about it, we might realize that there are two rotations happening: one is the position of the loop about its center (what we've called $\\theta$), while the other is the twisting of the strip about its axis (we'll call this $\\phi$). For a Möbius strip, we must have the strip makes half a twist during a full loop, or $\\Delta\\phi = \\Delta\\theta/2$." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "phi = 0.5 * theta" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we use our recollection of trigonometry to derive the three-dimensional embedding.\n", + "We'll define $r$, the distance of each point from the center, and use this to find the embedded $(x, y, z)$ coordinates:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# radius in x-y plane\n", + "r = 1 + w * np.cos(phi)\n", + "\n", + "x = np.ravel(r * np.cos(theta))\n", + "y = np.ravel(r * np.sin(theta))\n", + "z = np.ravel(w * np.sin(phi))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, to plot the object, we must make sure the triangulation is correct. The best way to do this is to define the triangulation *within the underlying parametrization*, and then let Matplotlib project this triangulation into the three-dimensional space of the Möbius strip.\n", + "This can be accomplished as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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00Moo0XVNYwXzVbJTEVlrlGU3pP61y9jSY+DePsIwxDjZu+n9lb9vGAWUWYkG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\nRfQT2Thl1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N8Bv8vx8+OkEnvO423AwpG+XoHxoeDpFiiQG4n+t/jPAlcDSJJ0LtAxlHhu\ngQIA/w9ULKic9q2iRAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# triangulate in the underlying parametrization\n", + "from matplotlib.tri import Triangulation\n", + "tri = Triangulation(np.ravel(w), np.ravel(theta))\n", + "\n", + "ax = plt.axes(projection='3d')\n", + "ax.plot_trisurf(x, y, z, triangles=tri.triangles,\n", + " cmap='viridis', linewidths=0.2);\n", + "\n", + "ax.set_xlim(-1, 1); ax.set_ylim(-1, 1); ax.set_zlim(-1, 1);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Combining all of these techniques, it is possible to create and display a wide variety of three-dimensional objects and patterns in Matplotlib." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Customizing Matplotlib: Configurations and Stylesheets](04.11-Settings-and-Stylesheets.ipynb) | [Contents](Index.ipynb) | [Geographic Data with Basemap](04.13-Geographic-Data-With-Basemap.ipynb) >" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/matplotlib/04.13-Geographic-Data-With-Basemap.ipynb b/matplotlib/04.13-Geographic-Data-With-Basemap.ipynb new file mode 100644 index 0000000..2972b59 --- /dev/null +++ b/matplotlib/04.13-Geographic-Data-With-Basemap.ipynb @@ -0,0 +1,746 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n", + "\n", + "*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*\n", + "\n", + "*No changes were made to the contents of this notebook from the original.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Three-Dimensional Plotting in Matplotlib](04.12-Three-Dimensional-Plotting.ipynb) | [Contents](Index.ipynb) | [Visualization with Seaborn](04.14-Visualization-With-Seaborn.ipynb) >" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Geographic Data with Basemap" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One common type of visualization in data science is that of geographic data.\n", + "Matplotlib's main tool for this type of visualization is the Basemap toolkit, which is one of several Matplotlib toolkits which lives under the ``mpl_toolkits`` namespace.\n", + "Admittedly, Basemap feels a bit clunky to use, and often even simple visualizations take much longer to render than you might hope.\n", + "More modern solutions such as leaflet or the Google Maps API may be a better choice for more intensive map visualizations.\n", + "Still, Basemap is a useful tool for Python users to have in their virtual toolbelts.\n", + "In this section, we'll show several examples of the type of map visualization that is possible with this toolkit.\n", + "\n", + "Installation of Basemap is straightforward; if you're using conda you can type this and the package will be downloaded:\n", + "\n", + "```\n", + "$ conda install basemap\n", + "```\n", + "\n", + "We add just a single new import to our standard boilerplate:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from mpl_toolkits.basemap import Basemap" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once you have the Basemap toolkit installed and imported, geographic plots are just a few lines away (the graphics in the following also requires the ``PIL`` package in Python 2, or the ``pillow`` package in Python 3):" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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WivXVVV5/5w5vvLXLy29cI00TPvjkRZ594hzX7k1/6c6t26//5mde/Tv34TRe8g3IMmAu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sc5EwT73lUBwoSxaLWpu3KAqgVcysnQ6TtrqtHp6v3xeKGCwF/ocFzOISKFIAqFy7uXkXQqZtDq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wytc9KBZnnxPLddvZVTi31u2L0ZfI9Ts0cIwzLrp6Zpd5u02n3uve1mPnj/3dywYyvTtTLb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0b0+x0k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\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K1oQYeOt2Zi9l7n70Hu1sznq7YrtZkbJiu91gneJkveXpp6/Sb04I3gKZw8OrLBZzmsZx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\n4YgRo2boeonWwqamFNTK1lg3E6cZrUhR7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+Rdks7he6opGNx6vbevMO9btLe+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rFSCilO0Hra7j7j9Qd2rU4sp1cKqiMlTqZ+pdb9x7Ur2u2b0D/Eb+6zffAYv74g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\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FYkpRJQe1J73kKY5e5M6Up1BrGHKo4TTG5nIgEYtzDVmWLrN+h/q6abw+5E+TNnBkk2Y0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\njTbaaK/D/n95DVTF7823aAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 8))\n", + "m = Basemap(projection='ortho', resolution=None, lat_0=50, lon_0=-100)\n", + "m.bluemarble(scale=0.5);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The meaning of the arguments to ``Basemap`` will be discussed momentarily.\n", + "\n", + "The useful thing is that the globe shown here is not a mere image; it is a fully-functioning Matplotlib axes that understands spherical coordinates and which allows us to easily overplot data on the map!\n", + "For example, we can use a different map projection, zoom-in to North America and plot the location of Seattle.\n", + "We'll use an etopo image (which shows topographical features both on land and under the ocean) as the map background:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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ZX/6CYg0Fo1WtJ++cKaXg1ZHini++/Et+8fP/hRyFWAwXWl5//CdYNla+R71DRRHVStMH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TEoS20sNOb5xfnuEggxgjlPPHS0OcOABiHXXdwkoDFSpVFDolRXlnOsAYRgHEeFLOgwcp4e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\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CEIullCZO4iAkdnS8Dg6ZPOVlReaMG34VJ948/lX2Xm+BMlVrB0DIDR4smMi1ONNT3B1L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NMqXE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Ydb0T52t8owQh/TmO3ER3M4GsPX661/9vw3hqxn7Axt8BERWs20bs+pemg3rSR7MaMD70F8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i5CslU1KEqrHt2lbOmagqbdeAbTGuQp4poYjEUAsBao6VbC3Ge9qhwzYGbQq6BgwLXTH4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\n38VS0c6Xvez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cEK/XLrZKpJFoyGB4+/7M2/qZ8fgDpjhanhE816TPwBg6QarV7uCVqSUz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\nCsaLyoLDldY7sT6SVFIVGyOdey5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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8, 8))\n", + "m = Basemap(projection='lcc', resolution=None,\n", + " width=8E6, height=8E6, \n", + " lat_0=45, lon_0=-100,)\n", + "m.etopo(scale=0.5, alpha=0.5)\n", + "\n", + "# Map (long, lat) to (x, y) for plotting\n", + "x, y = m(-122.3, 47.6)\n", + "plt.plot(x, y, 'ok', markersize=5)\n", + "plt.text(x, y, ' Seattle', fontsize=12);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This gives you a brief glimpse into the sort of geographic visualizations that are possible with just a few lines of Python.\n", + "We'll now discuss the features of Basemap in more depth, and provide several examples of visualizing map data.\n", + "Using these brief examples as building blocks, you should be able to create nearly any map visualization that you desire." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Map Projections\n", + "\n", + "The first thing to decide when using maps is what projection to use.\n", + "You're probably familiar with the fact that it is impossible to project a spherical map, such as that of the Earth, onto a flat surface without somehow distorting it or breaking its continuity.\n", + "These projections have been developed over the course of human history, and there are a lot of choices!\n", + "Depending on the intended use of the map projection, there are certain map features (e.g., direction, area, distance, shape, or other considerations) that are useful to maintain.\n", + "\n", + "The Basemap package implements several dozen such projections, all referenced by a short format code.\n", + "Here we'll briefly demonstrate some of the more common ones.\n", + "\n", + "We'll start by defining a convenience routine to draw our world map along with the longitude and latitude lines:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from itertools import chain\n", + "\n", + "def draw_map(m, scale=0.2):\n", + " # draw a shaded-relief image\n", + " m.shadedrelief(scale=scale)\n", + " \n", + " # lats and longs are returned as a dictionary\n", + " lats = m.drawparallels(np.linspace(-90, 90, 13))\n", + " lons = m.drawmeridians(np.linspace(-180, 180, 13))\n", + "\n", + " # keys contain the plt.Line2D instances\n", + " lat_lines = chain(*(tup[1][0] for tup in lats.items()))\n", + " lon_lines = chain(*(tup[1][0] for tup in lons.items()))\n", + " all_lines = chain(lat_lines, lon_lines)\n", + " \n", + " # cycle through these lines and set the desired style\n", + " for line in all_lines:\n", + " line.set(linestyle='-', alpha=0.3, color='w')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Cylindrical projections\n", + "\n", + "The simplest of map projections are cylindrical projections, in which lines of constant latitude and longitude are mapped to horizontal and vertical lines, respectively.\n", + "This type of mapping represents equatorial regions quite well, but results in extreme distortions near the poles.\n", + "The spacing of latitude lines varies between different cylindrical projections, leading to different conservation properties, and different distortion near the poles.\n", + "In the following figure we show an example of the *equidistant cylindrical projection*, which chooses a latitude scaling that preserves distances along meridians.\n", + "Other cylindrical projections are the Mercator (``projection='merc'``) and the cylindrical equal area (``projection='cea'``) projections." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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YjQo++fjT9hmbpubtd94BD++9/1tAMBgOGBYFL774YiDxANP6Ng/v3eXCxhoi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dBKPD3HSVWYV1pnAh8JT64MMklpjeNgoQMoxllaO8c5VnOz1QwptsaWGb5b/SlO7MJ8+MLLFiqx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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8, 6), edgecolor='w')\n", + "m = Basemap(projection='cyl', resolution=None,\n", + " llcrnrlat=-90, urcrnrlat=90,\n", + " llcrnrlon=-180, urcrnrlon=180, )\n", + "draw_map(m)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The additional arguments to Basemap for this view specify the latitude (``lat``) and longitude (``lon``) of the lower-left corner (``llcrnr``) and upper-right corner (``urcrnr``) for the desired map, in units of degrees." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Pseudo-cylindrical projections\n", + "\n", + "Pseudo-cylindrical projections relax the requirement that meridians (lines of constant longitude) remain vertical; this can give better properties near the poles of the projection.\n", + "The Mollweide projection (``projection='moll'``) is one common example of this, in which all meridians are elliptical arcs.\n", + "It is constructed so as to preserve area across the map: though there are distortions near the poles, the area of small patches reflects the true area.\n", + "Other pseudo-cylindrical projections are the sinusoidal (``projection='sinu'``) and Robinson (``projection='robin'``) projections." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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gJLO64cz6efrdIV/9yj/i8b077D98SF2VrJ3d4r0f/vC/n08n//my9vnTiyVh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\nl5aKLM+JowjwB6G6qryfcHttAkAIi3RtfB3e1qKTpu1BwpKmMSsr6+z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v7R6w1krZKyvK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xWe5yGFpBtHxCshgjjw2WgWfC835MJJoxVlRV4UPHP+fWwMHmZnvGC0qMirmrpxiFtrxAqg80b1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\nQQiB97EtS9vmbnv88WInLs5suwUWh8faKEyKK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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8, 6), edgecolor='w')\n", + "m = Basemap(projection='moll', resolution=None,\n", + " lat_0=0, lon_0=0)\n", + "draw_map(m)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The extra arguments to Basemap here refer to the central latitude (``lat_0``) and longitude (``lon_0``) for the desired map." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Perspective projections\n", + "\n", + "Perspective projections are constructed using a particular choice of perspective point, similar to if you photographed the Earth from a particular point in space (a point which, for some projections, technically lies within the Earth!).\n", + "One common example is the orthographic projection (``projection='ortho'``), which shows one side of the globe as seen from a viewer at a very long distance. As such, it can show only half the globe at a time.\n", + "Other perspective-based projections include the gnomonic projection (``projection='gnom'``) and stereographic projection (``projection='stere'``).\n", + "These are often the most useful for showing small portions of the map.\n", + "\n", + "Here is an example of the orthographic projection:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Sg2TfrkNgwfMCmo3O5K9MkohL62fo9zaQjkOUpLiuixAKY0o/XM8t66O20KAU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\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xkQfeSxto2jpjIl1hSG9ZZxEicIV2pqUzJq6OnhQPEHC5OB+89STW/4QgULalCR6Hj+mu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\n9PcC9Oo4mc94cf86Z6s54IispMaXmURSs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hPoQiQbj5iURWIzCiTpfcB3TgyUg1Rw3jm8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\nCV1H19Q41w4iAdv7Y4u+9AHSGpNGXySJGI8nRKBQBV3XEvtNNqSNOIjX4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sgj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\nQ5kk7mcMy6eRZNdxG0KIYy9CQOMpJkMwKYuLK1GgvW44u3qW//zu/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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8, 8))\n", + "m = Basemap(projection='ortho', resolution=None,\n", + " lat_0=50, lon_0=0)\n", + "draw_map(m);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Conic projections\n", + "\n", + "A Conic projection projects the map onto a single cone, which is then unrolled.\n", + "This can lead to very good local properties, but regions far from the focus point of the cone may become very distorted.\n", + "One example of this is the Lambert Conformal Conic projection (``projection='lcc'``), which we saw earlier in the map of North America.\n", + "It projects the map onto a cone arranged in such a way that two standard parallels (specified in Basemap by ``lat_1`` and ``lat_2``) have well-represented distances, with scale decreasing between them and increasing outside of them.\n", + "Other useful conic projections are the equidistant conic projection (``projection='eqdc'``) and the Albers equal-area projection (``projection='aea'``).\n", + "Conic projections, like perspective projections, tend to be good choices for representing small to medium patches of the globe." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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beWX5xdNv306SGPJi8sZAM1n5IqgmssOQ24oSMokMmuyZyb095Je3qv1GuxG3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SgRQdXK9SNbG8QS3DVIY4mkwZh1gA1ZZeJbdzqRgjjoxzqGbBTaSqSgalacnT8lkSDjhEy0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\nIvStRSmDt67rMU6VJgmBoTExIfJB9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+tDoGTD2sSfXX1jrWBrkHK2fA04lnDRqoexOgLQ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5NnvP/4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\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Ka7duoHyPMs8xuuLmzZs8e/SA4aDPcrFk2OtT5yl+4COkQ5nKKmdvp0OUdDk/PeHWzesI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\nTdtkPdNs55RXaDYZ0XWeyWSK7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DvH0A2JCmQheiV7id4KlsDAC415vmiMGgKo7hG3W0mN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\nUl5c8nBySCcIjJCafUuO2RpDNAfork8OTkDHRBxJketolPOWG5lze8iCV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OD5gw/+iAcn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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8, 8))\n", + "m = Basemap(projection='lcc', resolution=None,\n", + " lon_0=0, lat_0=50, lat_1=45, lat_2=55,\n", + " width=1.6E7, height=1.2E7)\n", + "draw_map(m)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Other projections\n", + "\n", + "If you're going to do much with map-based visualizations, I encourage you to read up on other available projections, along with their properties, advantages, and disadvantages.\n", + "Most likely, they are available in the [Basemap package](http://matplotlib.org/basemap/users/mapsetup.html).\n", + "If you dig deep enough into this topic, you'll find an incredible subculture of geo-viz geeks who will be ready to argue fervently in support of their favorite projection for any given application! " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Drawing a Map Background\n", + "\n", + "Earlier we saw the ``bluemarble()`` and ``shadedrelief()`` methods for projecting global images on the map, as well as the ``drawparallels()`` and ``drawmeridians()`` methods for drawing lines of constant latitude and longitude.\n", + "The Basemap package contains a range of useful functions for drawing borders of physical features like continents, oceans, lakes, and rivers, as well as political boundaries such as countries and US states and counties.\n", + "The following are some of the available drawing functions that you may wish to explore using IPython's help features:\n", + "\n", + "- **Physical boundaries and bodies of water**\n", + " - ``drawcoastlines()``: Draw continental coast lines\n", + " - ``drawlsmask()``: Draw a mask between the land and sea, for use with projecting images on one or the other\n", + " - ``drawmapboundary()``: Draw the map boundary, including the fill color for oceans.\n", + " - ``drawrivers()``: Draw rivers on the map\n", + " - ``fillcontinents()``: Fill the continents with a given color; optionally fill lakes with another color\n", + "\n", + "- **Political boundaries**\n", + " - ``drawcountries()``: Draw country boundaries\n", + " - ``drawstates()``: Draw US state boundaries\n", + " - ``drawcounties()``: Draw US county boundaries\n", + "\n", + "- **Map features**\n", + " - ``drawgreatcircle()``: Draw a great circle between two points\n", + " - ``drawparallels()``: Draw lines of constant latitude\n", + " - ``drawmeridians()``: Draw lines of constant longitude\n", + " - ``drawmapscale()``: Draw a linear scale on the map\n", + "\n", + "- **Whole-globe images**\n", + " - ``bluemarble()``: Project NASA's blue marble image onto the map\n", + " - ``shadedrelief()``: Project a shaded relief image onto the map\n", + " - ``etopo()``: Draw an etopo relief image onto the map\n", + " - ``warpimage()``: Project a user-provided image onto the map\n", + "\n", + "For the boundary-based features, you must set the desired resolution when creating a Basemap image.\n", + "The ``resolution`` argument of the ``Basemap`` class sets the level of detail in boundaries, either ``'c'`` (crude), ``'l'`` (low), ``'i'`` (intermediate), ``'h'`` (high), ``'f'`` (full), or ``None`` if no boundaries will be used.\n", + "This choice is important: setting high-resolution boundaries on a global map, for example, can be *very* slow.\n", + "\n", + "Here's an example of drawing land/sea boundaries, and the effect of the resolution parameter.\n", + "We'll create both a low- and high-resolution map of Scotland's beautiful Isle of Skye.\n", + "It's located at 57.3°N, 6.2°W, and a map of 90,000 × 120,000 kilometers shows it well:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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N23Yho11pnkakoc/4mWr9Pd2pSV12bPj13dPMWbKy4/hVClSsS2XHnnQZOZkX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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 2, figsize=(12, 8))\n", + "\n", + "for i, res in enumerate(['l', 'h']):\n", + " m = Basemap(projection='gnom', lat_0=57.3, lon_0=-6.2,\n", + " width=90000, height=120000, resolution=res, ax=ax[i])\n", + " m.fillcontinents(color=\"#FFDDCC\", lake_color='#DDEEFF')\n", + " m.drawmapboundary(fill_color=\"#DDEEFF\")\n", + " m.drawcoastlines()\n", + " ax[i].set_title(\"resolution='{0}'\".format(res));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that the low-resolution coastlines are not suitable for this level of zoom, while high-resolution works just fine.\n", + "The low level would work just fine for a global view, however, and would be *much* faster than loading the high-resolution border data for the entire globe!\n", + "It might require some experimentation to find the correct resolution parameter for a given view: the best route is to start with a fast, low-resolution plot and increase the resolution as needed." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plotting Data on Maps\n", + "\n", + "Perhaps the most useful piece of the Basemap toolkit is the ability to over-plot a variety of data onto a map background.\n", + "For simple plotting and text, any ``plt`` function works on the map; you can use the ``Basemap`` instance to project latitude and longitude coordinates to ``(x, y)`` coordinates for plotting with ``plt``, as we saw earlier in the Seattle example.\n", + "\n", + "In addition to this, there are many map-specific functions available as methods of the ``Basemap`` instance.\n", + "These work very similarly to their standard Matplotlib counterparts, but have an additional Boolean argument ``latlon``, which if set to ``True`` allows you to pass raw latitudes and longitudes to the method, rather than projected ``(x, y)`` coordinates.\n", + "\n", + "Some of these map-specific methods are:\n", + "\n", + "- ``contour()``/``contourf()`` : Draw contour lines or filled contours\n", + "- ``imshow()``: Draw an image\n", + "- ``pcolor()``/``pcolormesh()`` : Draw a pseudocolor plot for irregular/regular meshes\n", + "- ``plot()``: Draw lines and/or markers.\n", + "- ``scatter()``: Draw points with markers.\n", + "- ``quiver()``: Draw vectors.\n", + "- ``barbs()``: Draw wind barbs.\n", + "- ``drawgreatcircle()``: Draw a great circle.\n", + "\n", + "We'll see some examples of a few of these as we continue.\n", + "For more information on these functions, including several example plots, see the [online Basemap documentation](http://matplotlib.org/basemap/)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example: California Cities\n", + "\n", + "Recall that in [Customizing Plot Legends](04.06-Customizing-Legends.ipynb), we demonstrated the use of size and color in a scatter plot to convey information about the location, size, and population of California cities.\n", + "Here, we'll create this plot again, but using Basemap to put the data in context.\n", + "\n", + "We start with loading the data, as we did before:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "cities = pd.read_csv('data/california_cities.csv')\n", + "\n", + "# Extract the data we're interested in\n", + "lat = cities['latd'].values\n", + "lon = cities['longd'].values\n", + "population = cities['population_total'].values\n", + "area = cities['area_total_km2'].values" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, we set up the map projection, scatter the data, and then create a colorbar and legend:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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W5KZgmWeoaSQvS7Lra0AglGEcUMFT1SUffPA+VmuapqGqFyzqiuvn12RlxbFt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qeslgs++egjPn71iqvNllhB3ba8efeOtzc3uEjx9W9+g4urK6qmZr/bMXQdx+OBy23Jcb9juV6j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Virwo2e12YkiQiVVYmooEQkgcHXXTuKinJfv9gfl8wcMHD3j48CFJkkqhDkIhQilFkogp9wCP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zz+QX7io0+RphlhEHN0csJXv/YVTuZzlLKMNPzgQDOeVly6JHaMthWySVlV3Lp1i+VyObSa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\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a7U7jFVqa8GTHcfB7PXqdrlinaU1VlCRZKjq33T2U0mRJwng0Is1yJklCnEiRnExiRuMx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\nUSRZmO9J9tk++Bfh73Zi1tax81zIQ3Vd0+/3RX6t17NBRiZtdVVR5ZnA/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p46GJRkjojj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\n3TaL7fs6f6y13LhzfeY1MlcRGYTNtGLSaaoC9TgUvws66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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 1. Draw the map background\n", + "fig = plt.figure(figsize=(8, 8))\n", + "m = Basemap(projection='lcc', resolution='h', \n", + " lat_0=37.5, lon_0=-119,\n", + " width=1E6, height=1.2E6)\n", + "m.shadedrelief()\n", + "m.drawcoastlines(color='gray')\n", + "m.drawcountries(color='gray')\n", + "m.drawstates(color='gray')\n", + "\n", + "# 2. scatter city data, with color reflecting population\n", + "# and size reflecting area\n", + "m.scatter(lon, lat, latlon=True,\n", + " c=np.log10(population), s=area,\n", + " cmap='Reds', alpha=0.5)\n", + "\n", + "# 3. create colorbar and legend\n", + "plt.colorbar(label=r'$\\log_{10}({\\rm population})$')\n", + "plt.clim(3, 7)\n", + "\n", + "# make legend with dummy points\n", + "for a in [100, 300, 500]:\n", + " plt.scatter([], [], c='k', alpha=0.5, s=a,\n", + " label=str(a) + ' km$^2$')\n", + "plt.legend(scatterpoints=1, frameon=False,\n", + " labelspacing=1, loc='lower left');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This shows us roughly where larger populations of people have settled in California: they are clustered near the coast in the Los Angeles and San Francisco areas, stretched along the highways in the flat central valley, and avoiding almost completely the mountainous regions along the borders of the state." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example: Surface Temperature Data\n", + "\n", + "As an example of visualizing some more continuous geographic data, let's consider the \"polar vortex\" that hit the eastern half of the United States in January of 2014.\n", + "A great source for any sort of climatic data is [NASA's Goddard Institute for Space Studies](http://data.giss.nasa.gov/).\n", + "Here we'll use the GIS 250 temperature data, which we can download using shell commands (these commands may have to be modified on Windows machines).\n", + "The data used here was downloaded on 6/12/2016, and the file size is approximately 9MB:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# !curl -O http://data.giss.nasa.gov/pub/gistemp/gistemp250.nc.gz\n", + "# !gunzip gistemp250.nc.gz" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data comes in NetCDF format, which can be read in Python by the ``netCDF4`` library.\n", + "You can install this library as shown here\n", + "\n", + "```\n", + "$ conda install netcdf4\n", + "```\n", + "\n", + "We read the data as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from netCDF4 import Dataset\n", + "data = Dataset('gistemp250.nc')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The file contains many global temperature readings on a variety of dates; we need to select the index of the date we're interested in—in this case, January 15, 2014:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from netCDF4 import date2index\n", + "from datetime import datetime\n", + "timeindex = date2index(datetime(2014, 1, 15),\n", + " data.variables['time'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can load the latitude and longitude data, as well as the temperature anomaly for this index:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "lat = data.variables['lat'][:]\n", + "lon = data.variables['lon'][:]\n", + "lon, lat = np.meshgrid(lon, lat)\n", + "temp_anomaly = data.variables['tempanomaly'][timeindex]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we'll use the ``pcolormesh()`` method to draw a color mesh of the data.\n", + "We'll look at North America, and use a shaded relief map in the background.\n", + "Note that for this data we specifically chose a divergent colormap, which has a neutral color at zero and two contrasting colors at negative and positive values.\n", + "We'll also lightly draw the coastlines over the colors for reference:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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orlfTxiSbFtSN7ZmmwN+htYq1zpHWprfrBdW/u/T0KSXORD42PJfdGbnQxO6Y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Wa+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mxyqCqmFVnBlN88hMGIFKHsDJshGCT8QW1STrpPRULJGYLJ6fpUBap5YYqyjG\nKSfWYkWyrBtjBY0M1jh1BAY7uygyzDeqzDeq9JKUnXaPRxtuhDxbK9OsVyjHl7ty5bixsbnJ/CHq\nh6pmhKPdatEvhFUWFxYolc6QQeJhjKFer1Ov1wHodLs8evSIZrOJiPCZ5uaZjzFxjCEMc1LScVA2\nzHZPSSwsN/L/aSdRHrecIhIbgSEzappa3l/bYGluhrmZ+tHnOiLMMtuokVrLs+3zJ4nXBOQa15gg\nxqGEFNMUR839G+ZvySylWXjGZluKmnwdTyBMQTkKykhxnp1MHRFxtT98Zk2ox5qTEUcpxBOPSByZ\ncVk1lih4QqwcOTV8OY5Ymq2xOFOl20/Zbnd5b22bUmSYrVWYrZWfS/NqEdZa9vb26Pf7tNttSnFM\nqVQijmP6/b4jHe025XKZer3O8vLyiQykp0W1UiGOY/b29phLtyd6rIuGVmagPz7PSjH0Ev5PiVXu\n71lW62ZkirVV5f21DWZqVeYPIx/F8yyPXm9+tkE/uZpq4TTimoBc49ww7uyYDAXTsjN9Dh5HIHcz\nF+qWkNWODMXNQopkKI89SGiw1pVqxxEUo9YZVRFUHRlJspRfZ2Z1URiviKhirGKMIbVwnMdPRKiW\nY6rlmJVmnVa3z3a7x/pOm1o5ZrZWZqZanhrzam/+DuXN987lWNVHb/HKyx+l3+/TTxKSfp9ur8fe\n3h5xHNOcnWX1xo1jhVXGjblmk62tLWZu3ybaenDux58kdLioXak6FhKiqjzasywUQi+qyvu7lrmy\n0CyPGHSo8mh9i1IUsTx3QBhuxLlJr4UeQEJKF6AyXisg17jGOWCSBdMKlo685oKTJwq+Dldw3ZEG\nt0EejsHXXVCX2msIckhevA4XjvEFWInClOka6o+4eWeC0VBTX8DMuBoFzqSqp6pPICI0qmUa1TLW\nKrudHtvtHk+2WjSqJZq1CvXKaPPqWdDv92jttXxmSJ/FxSXqjcZUhPuiKCKKIqZtzDozM8Pa+jrd\nXo+jAwLTj32kY0wohmG2ekqisFQthF5S93Orsf9eM7tPeZxUSdKUF28sDt6PY1RlrjE5TC0BmYbi\nXdk5yCjB/xqnxVEpuqOyog69B0ZkAHlXR0YsQljFFR2zICZL4c2qq2Z5vZKFVCBXQESL5+FMqKR+\nll4xoXAlmFBKPveXRFawYjFiMKKFoNDpYIzQrFdo1iskqWWn3WNtp0WyaZ1fpFahMmRePS5UlW6n\nzW7X+SastdTrDedpMIb1tafs7GyztLwyFg/FVYSI0PQqSP2yVEYv+EAmRTgOQt8qT4dCL4DPfhHu\n7VpemjUDMwxvdi27vQ53byzlhP4ExOMwFeS8oem1AjI1GO6AJjFqPmqfxTN4XsjHVJG+EZ8PlH0P\nhcRGoWA0DaEUs28fbj3RQBTyDbNATPF6wH4lRNWHYNzyKIRsVAOHKcyjp/69WzbOmyqODAszVRZm\nnHl1u9Xl4cYuIjBbq9CsleEInpAkCd12y/102sTlMjONBjdWX6BcLg92Cnfusrm5wfv332N+YYG5\nuZOnwD4PmGs2uffee9iF8qWoyKmVBpw2e+UMYZhRoZciFqsGq5Z7O5a7noTs9h1heWlWiWwPJp+Z\nfo0JYCoJyHlV9zxsJJ5J+deYGE5KLPPZQ4Nnw7+VfPnwfDKAD7NIRi9yEcM6okAhQ0aVgf+8ZDEa\nl3gjBQI0sKaS+MybyIIYX0UVspLw4ZRTX19kEijHEcvNOkuzNTr9hO1Wj3tr20SlDrXGLLV6AxNF\nrgZGt0O33aLTbmHTlEqtTrUxw/zSCiaKqB5QB0REWFhYdGGGp0/Z3dlheeXG1JVBPxBeAZs04jhG\nVUmbNzE7jyZ+vJNCK42LPgUANm2FRNsDoZdhLNfc9JDv7VpWa4aHe5ZbzTKlUnQl2ulrD8iU4TxH\nVAcV7brMo7rTqEanletPe53CjJ6n2r44r0ZmMB0klWG54vJgjFth8HgarKh+BxKqqhIKuGe7Tws0\nxoBTP4IiUjxuKP4uLgUYXH8Xzibfw+QgItTKJWrlEje0znpSprW3y/bGOqVyhX6/RxzHVGp15pdW\nKJUr+/4PncQeSEIASqUyL9y8xd7uLo8fPaTeaLC4uHSq8z1rMbKROIeCbZcNR5IOm5xeBTkFuv2U\ntZ0Odw6o7VHEUqOC3Uu4t5uwUIupl85uFp2WMMw1AXmeUaw+dUVwXpVX4WACdxQOOscjFTBxVdRD\ntkvIfhl5foVjWNSFSTISItkS99tgslshD9W487EDKbpWCxk02drudyrOxIqqqw3iiU8Iy7jzP79x\nm4hQrTeo1htYa+l1O5TKZaLo7I+/iDAzO0utXufZs3Xuv3eP1ZowWz66QxkLppxkXPSM2+eqchwj\nDGOt0uol7PX6tLoJVpWl2SrlegUOKM2ukTPRCLDSiNnoJGy0ExolQ6McIUkXja/ncbmMuCYgTI/S\noVmJ5uk5p1HY13WG8x5VOvwUDfBxw28W57c4jDwOLAkZLkMER8R4r4i3hma+EPGiiA6EfPZdgTyP\nd+A7BKIC1mfVBBIiF8Z3jTFUa+Mf8UVRxMrKDTqzbdYfPWCrm7LaKFGOpvc+vuqYlhALOKXjyXaL\nTpJSK8XUyzE35+tU4tFG6UA6RiESuDFT4uFOjxszJZqVs3Vj06CCXCsgzxmmsYMvjtoveuR0GEb5\nYw419I7Z3Frs74MlVBAkvC9GWIZ8Pra4fmHVbBMf01Ex3huiYNRXVyWrkjqAQpZUNtOu35kSkmoU\nrBCF99P5rz0zqtUaL8+VeNZJeXerx0I1Yql2umyc46D88C16Nz82kX2fFdM2S/VFYq/bpxQZbi/O\nHGjIPYx0BCQ+NW22HFGZM9zf7pJamJ+9VkAuI55bAjKNmFbCMU0YaNIHrBzO43FQk7/PoBo8IX5Z\nlhGTFRPRLDvXsRbvD/GCS/CrZmXbC8cykJtXC8cWdWEgucIEBNx9vFSLmS1HPN5LeGerzwuNmHpp\niiq3npMRFdz1SOduXZ6CZGfxgRwQhrGqbiK44Ru/ME+LlmtIr33o7juJUo1deK8SC3fnKry31SO1\nuyw2p6M2zWlwrYBc48IhU658FFFMiT3OemM77iHLUtR5OJCMMxQxfG1tpo6QyRL5YuszYkw2t0yW\nChPUEIKltJg54wM5gXRIqEPiCI0rcuYyZK46ypHw4mzMTs/yYLdPo2S4UY+PLEN/VfA8KyB73T67\n3T5Jaun7nxuzNbfwkMnhjsKwMboUGe7OV7i/1SXZbnOjWTtVmzMNYZjnEdcEZMpwGchHEVN1vjpY\nz+PI1f1qme8mbC9ZXdTC0vztwHZZ8bJwLfLMnuEOKAtdBfnkiqJYjl1EaFYiGiXDWjvlu5s9bjRi\nmudlUr1gXOR3lO7ehfhAuv2UR5stFmeqNMol4kgoxbGbLuCM16OTWBaqg91WbIQ7cxUe7PRY2+2w\nEojOaRGdf3G9awXkGueGy6JyTBOOVRsmS7v1NCQzi+Q4yI+ihDCKIOqKqhe2GtxGC594MhFsq/gQ\nS+YFKRh0C9Gd5+7/HxlhtRHTrBge7SZsdVJWZ2Iqz/mEelOLU4ZhrCoPt/ZYnq0yN3NyInBYGEZV\n6R6QGh4ZYaVR4uFO/1QERNQi3V1sfeHE244D9jklINdPPyOyOs4B1k53+uC04bikLdg4QlTkJDJ4\nIC+jDLaBAIWf/LxA1YV8QiDGfeZ/Bj7Lt31e5flabHh5rsRM2XBvq8/TVnKuKcnniedxoLG2uU25\nVKLZGH9RulRd+v1Bl7QSCYlVkvT4bauo9QOOa1wELp0CMpFy4Zp3OufRYIQO7RrHR7HzPuzamVA6\nLPeAjuwIikXQ9vlZhrw4B67n13WqhrjZYcSdRQjdqFdHgnfEhW30dIVTrghEhMWiSXWzz1ItolKa\no9rbYpKZu9ZarLXE8fk3fZfKiHpcFDpvq8r2XoeXX1hCZPydeiQwX4u5t9XlxWaZ0pB6ZtVVGO4l\nKfEhyto0Eo7rEMwlxPVkcZPBcTr68zwPONu5jPo+w9VQjzpGkZAMbluogRJUD/Hz4opmYaDsq0hI\njTn117kyKEXCi80SO72Una5ls6P00hoCVIylIpayUfcqSkl05Oj3sFRcVaXb7dFqt2i123S7PeIo\n4u6dF51VeYKZMNOggEzEB3JAB97u9imXYtf5n0HhPSgMIyLcaJTYMMK9rS63m5UsHJOkynvbXWbL\nhlp5dLd2HOJhWhsXFoZ5HnHpCMhIL8ARxaiO6lCL+5yGRmPcmIZJ5s4Lh4U2DroPMv2r4M3QsL5P\nuRWGi5ftV1REvPKR3UswWB7+6MJpzyNmyxGzZVdWW/Y2SBC6VuipoWuFXS3RVSFVoSxKxThC4giK\npSKD//N+v0+r3abd7tBqt4mjiHq9xsL8PLVqlffef0Cn26V2WeauuSgUfSDH6Lz3Ol0aVV/Lw8Ru\n+wlgoRYTG+H+Vpebs2VKkXB/q8dcNWKxFg88X9OodozCtQJyTjjv0fX1QPNkOG6o4zwwrkkJR5GF\nI5cNGFRxFUZC5MTXZD94v4Pm1nw1yU0q1yRkJESghFKKsgIsGVKFngo9a+iqYcdGdJMSPRWie/co\nxSXaHVeDIo5jFhfmWV5a3BdumZ2ZYWdnd+IEJAu/XUJk5c9PQCL2Oj1uLjYndUoDmK1ERKbMg+0e\nAMuNEvMhO8YmZ1K2xj4n0TUOxIUpIGdRGvJJyA7vnIbXOeyYl6kGxyQxbf6USZ1LMVX2OCXkvaaB\nimTO7dFEZlidk0LBMlwxs1Bh9Rwx099ktzR/rsccNyKBmig1kwL5iFEVWiuv0ev3MTuGvb0WM40G\nzdnZge17vT67e3u0O216vf7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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10, 8))\n", + "m = Basemap(projection='lcc', resolution='c',\n", + " width=8E6, height=8E6, \n", + " lat_0=45, lon_0=-100,)\n", + "m.shadedrelief(scale=0.5)\n", + "m.pcolormesh(lon, lat, temp_anomaly,\n", + " latlon=True, cmap='RdBu_r')\n", + "plt.clim(-8, 8)\n", + "m.drawcoastlines(color='lightgray')\n", + "\n", + "plt.title('January 2014 Temperature Anomaly')\n", + "plt.colorbar(label='temperature anomaly (°C)');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data paints a picture of the localized, extreme temperature anomalies that happened during that month.\n", + "The eastern half of the United States was much colder than normal, while the western half and Alaska were much warmer.\n", + "Regions with no recorded temperature show the map background." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Three-Dimensional Plotting in Matplotlib](04.12-Three-Dimensional-Plotting.ipynb) | [Contents](Index.ipynb) | [Visualization with Seaborn](04.14-Visualization-With-Seaborn.ipynb) >" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/matplotlib/04.14-Visualization-With-Seaborn.ipynb b/matplotlib/04.14-Visualization-With-Seaborn.ipynb new file mode 100644 index 0000000..eaa3554 --- /dev/null +++ b/matplotlib/04.14-Visualization-With-Seaborn.ipynb @@ -0,0 +1,1794 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n", + "\n", + "*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*\n", + "\n", + "*No changes were made to the contents of this notebook from the original.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Geographic Data with Basemap](04.13-Geographic-Data-With-Basemap.ipynb) | [Contents](Index.ipynb) | [Further Resources](04.15-Further-Resources.ipynb) >" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualization with Seaborn" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Matplotlib has proven to be an incredibly useful and popular visualization tool, but even avid users will admit it often leaves much to be desired.\n", + "There are several valid complaints about Matplotlib that often come up:\n", + "\n", + "- Prior to version 2.0, Matplotlib's defaults are not exactly the best choices. It was based off of MATLAB circa 1999, and this often shows.\n", + "- Matplotlib's API is relatively low level. Doing sophisticated statistical visualization is possible, but often requires a *lot* of boilerplate code.\n", + "- Matplotlib predated Pandas by more than a decade, and thus is not designed for use with Pandas ``DataFrame``s. In order to visualize data from a Pandas ``DataFrame``, you must extract each ``Series`` and often concatenate them together into the right format. It would be nicer to have a plotting library that can intelligently use the ``DataFrame`` labels in a plot.\n", + "\n", + "An answer to these problems is [Seaborn](http://seaborn.pydata.org/). Seaborn provides an API on top of Matplotlib that offers sane choices for plot style and color defaults, defines simple high-level functions for common statistical plot types, and integrates with the functionality provided by Pandas ``DataFrame``s.\n", + "\n", + "To be fair, the Matplotlib team is addressing this: it has recently added the ``plt.style`` tools discussed in [Customizing Matplotlib: Configurations and Style Sheets](04.11-Settings-and-Stylesheets.ipynb), and is starting to handle Pandas data more seamlessly.\n", + "The 2.0 release of the library will include a new default stylesheet that will improve on the current status quo.\n", + "But for all the reasons just discussed, Seaborn remains an extremely useful addon." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Seaborn Versus Matplotlib\n", + "\n", + "Here is an example of a simple random-walk plot in Matplotlib, using its classic plot formatting and colors.\n", + "We start with the typical imports:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.style.use('classic')\n", + "%matplotlib inline\n", + "import numpy as np\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we create some random walk data:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Create some data\n", + "rng = np.random.RandomState(0)\n", + "x = np.linspace(0, 10, 500)\n", + "y = np.cumsum(rng.randn(500, 6), 0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And do a simple plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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H3PzFzWwq28SW8i2UmEoIVASSGCx5ESgVSqakTOFPa/5EdnW2X/pXairF7DLz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\nQUlKGEKvX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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the data with Matplotlib defaults\n", + "plt.plot(x, y)\n", + "plt.legend('ABCDEF', ncol=2, loc='upper left');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Although the result contains all the information we'd like it to convey, it does so in a way that is not all that aesthetically pleasing, and even looks a bit old-fashioned in the context of 21st-century data visualization.\n", + "\n", + "Now let's take a look at how it works with Seaborn.\n", + "As we will see, Seaborn has many of its own high-level plotting routines, but it can also overwrite Matplotlib's default parameters and in turn get even simple Matplotlib scripts to produce vastly superior output.\n", + "We can set the style by calling Seaborn's ``set()`` method.\n", + "By convention, Seaborn is imported as ``sns``:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "sns.set()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's rerun the same two lines as before:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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hJGWVk9eYtpea8HujHDvQm7fdUT692tTOSitqjYq25kGe+fcPee2FY+OOa28e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KqqJJ3z+NReVWDndvyvvYL/1Zen3Cc+NDjn2rlBqeCra2tZadEzGI3jDsdIi2JOXjHbdgLkGJop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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# same plotting code as above!\n", + "plt.plot(x, y)\n", + "plt.legend('ABCDEF', ncol=2, loc='upper left');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ah, much better!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exploring Seaborn Plots\n", + "\n", + "The main idea of Seaborn is that it provides high-level commands to create a variety of plot types useful for statistical data exploration, and even some statistical model fitting.\n", + "\n", + "Let's take a look at a few of the datasets and plot types available in Seaborn. Note that all of the following *could* be done using raw Matplotlib commands (this is, in fact, what Seaborn does under the hood) but the Seaborn API is much more convenient." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Histograms, KDE, and densities\n", + "\n", + "Often in statistical data visualization, all you want is to plot histograms and joint distributions of variables.\n", + "We have seen that this is relatively straightforward in Matplotlib:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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MxM/IYDTLsjQwMPkJRJzOmKLRqFze7D7do9GoXJZb0ejZT4gSHYnqU2cWBoCsIsBhtIGB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\ncDis9evX6/rrr1d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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = np.random.multivariate_normal([0, 0], [[5, 2], [2, 2]], size=2000)\n", + "data = pd.DataFrame(data, columns=['x', 'y'])\n", + "\n", + "for col in 'xy':\n", + " plt.hist(data[col], normed=True, alpha=0.5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Rather than a histogram, we can get a smooth estimate of the distribution using a kernel density estimation, which Seaborn does with ``sns.kdeplot``:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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EaRaTY+j29qBYUwRJvPOr8I+ODqK3P4zqchHLFpszVGHu0GhErF6uRyQKnK+X\nIQoiPMH+bJdFNO+kfa7LW2+9BZfLhaGhIfzgBz/AwoULsXHjxoTnOZ35/4uxENoAFEY7ErWhc7QH\nETmKUrMTNtv0T9QXr46hvtEHp13CI/c7oNZktt/bZMqNhWHWrtLielsYFxsDKH3AhsHQEIodRohC\ncuNi58O/qXxRCO0ohDbMRsIAd7vd6O7+eqEGj8cDl8uV9A0mjrXb7Xj88cdx4cKFpAK8vz+/R7U6\nnea8bwNQGO1Ipg3ne68CAEwwY2Rk6h24AsEYfvuHHkgisGG1FqFwBKFwJOX1Tsdk0sHrDWbsfoms\nXaHDZ8e88A3pETYO4WpHB4r1ideQny//pvJBIbSjENoAzO6PkIR/LtfV1aG9vR1dXV0Ih8PYt28f\ntmzZMu3xN88HDQQC8Pl8AAC/34+jR49i8eLFMy6SKN06Jgawmaf/4/Tgl8PwBWSsWKSC3ZYbT8LZ\nVObWoNSthm8o/saii2uiE2VUwidwSZLw3HPPYffu3VAUBTt37kRtbS327NkDQRDwzDPPYGBgADt2\n7IDP54Moinj99dexb98+DA0N4dlnn4UgCIjFYnjyySfxwAMPZKJdRDPSPt4JAQJKzVOPQL/e5sel\na/E1zlcsNWW4uty1fpUBfzgT/9+jbbgDq50rslwR0fyRVB/45s2bsXnz5lu+t2vXrsn/djgcOHz4\n8G3nGY1GvP/++3MskSi9ZEVG53g37Bob1NLt65cHQzIOfD4EUQQ21unzYk/vTLGaJVTa7fAAuNDT\niic5k4woY/ibiOa9/sAggrEQiqfZA/zT48MY98WwfKEKjmK+Ov+muho7lJiIbl8/ZC6pSpQxDHCa\n9zrG4nOY7VMsodrWFcT5Bi+KLAJWLeer86mYTWqoY2bIGi/OXed0MqJMYYDTvNfunRjA5rzl+7GY\nggNHByEIwIY6LV+d34HDUARBlPHeifpsl0I0b/A3Es17HWPxAC+zlNzy/RPnxzA0EkXtAgku5/xa\nbW2mHIaJNdH7cLVjJMvVEM0PDHCa1xRFQYe3C0UaKzTS1+uZj4xF8OWZUei1AlYvN2axwvxgVsWX\nVBX1XvzuaFOWqyGaHxjgNK8NBIYQiAbh0Nw6gO3gl8OIxhTULVVBp0v7goV5z6q2AQD0Vh8ut42i\no8+b5YqICh8DnOa1jhv93zdvIXqt1Y/rbQG4ikXU1nDgWjJ0oh4aUQvJFF8Ri0/hROnHAKd5rf3G\nCHS3KT4QritDAAAgAElEQVSALRyR8fEX8Tnf61fqIAhCNsvLG4IgwKqyISR44SiScObaIPpGAtku\ni6igMcBpXptYQrXMEt9x74vToxjzxrCkWoLdzjnfM2FVx99iLF2igqIAh061Z7kiosLGAKd5S1Zk\ntI93wqq2QKvSorc/hK/qx2AyCKhbNj93N5qLiQDXWcag10o4eqEXkaic5aqIChcDnOatfv8A/NEA\n3DoHZFnB/iNDUBRg/Sot1Br+aMzURID3BXtQV1OMQCiGU419Wa6KqHDxtxTNW61jHQAAh7YYX9WP\nwTMQRk25hIoyzvmeDbPKAhEiBqP9WLPIAQA4eLIty1URFS4GOM1bLWPxPlqz6MTRU/E532tWMbxn\nSxREmNVWjMZGYDWpUV1iRkuvD139nFJGlA4McJq3WkfbIAkSTp+REI0pWLNcBYP+9t3IKHlWVRFk\nxDASGcLaG0/hh05zMBtROjDAaV4Kx8Lo8vXCqBShozuCcreImirO+Z6riQVd+oK9qC23wqhX4dil\nPoTCsSxXRlR4GOA0L7WPd0FWZIx4TFCrgfV1Bs75TgHbjYFsPb5OSKKA1QsdCEVknLjiyXJlRIWH\nAU7zUtNwKwAgOm7FhpVqmE2aO59ASbHcCPCBcDyw19QWQwAHsxGlAwOc5qWjTVcAAOVmOxZWc853\nqmhEDQySEcOxIQCAxajBwnILOgcCaOsdz3J1RIWFAU7zzldXPBiI9AJRDe5e6cp2OQXHqi5CSAnC\nF42PPp8YzHaQK7MRpRQDnOYVz7Afrx08B1EbhF2yQ6ORsl1SwZnoB/cEewAANSUWmPRqnGrsRzjC\nwWxEqcIAp3kjHInh5+9dQlgzCABwaO0JzqDZsKnj/7t2++IL5YiigJXVdoQiMs5e689maUQFhQFO\n84KsKPjlh5fR5hmHs8wHACjWObNcVWEqUhcDAHqDXZPfW7UwHuqfne3ISk1EhYgBTvPCu4ebcaqx\nHxUOHdS2EUiQ4DSWZLusgqSVdNBLBgzFBqAoCgCg2KJDWbEBVzvHMTjKbUaJUoEBTgXvwPE2/P54\nG+xmNb51bwkGI/0okoohCez/TpcidTFCShDe6Njk91bWFENRgE9OcjAbUSowwKmgXWoZwku/OQ+D\nVsJ37q/CCOK7YxVJxVmurLBN9IP3Brsnv7e8ygZJFHDgROvkkzkRzR4DnApWV78XL713AaIAbN9U\nDmeRGV2B+IIiTj1fn6dTkSb+B1KX7+unbZ1GhcUVVniGgmjp4ZxworligFNBGvWF8bO36xEIxfDU\n/ZWoKY8HSmegLd7/beD873SaeALvC/Xc8v1VNfH/P3AwG9HcMcCp4IQjMfzv39RjcCyIe5YVYePK\nSgCAP+rDUGQAdskBkf3faaURNTBKZgxFB255XV5dYobZoMaphn5EopwTTjQXDHAqKLKi4P/7/RU0\ndY9heaUJD66tmvysKxh/ncv+78wo0tgRQQSjkeHJ74migHVLXAhGZJy9OpDF6ojyHwOcCsr7n7fg\nqyt9qHDosHVTzS07jLH/O7O+ng/efcv31y2Nd1/wNTrR3DDAqWAcv9SLD75sRZFJjSfvr4ZGrbrl\n885AOySo4GD/d0ZM9IN3eW+dNua2G1BiN6Cxcwyj3lA2SiMqCAxwKgh9w378x4FGaNUinrp3AcwG\n/S2fj0dGMRwZRLHkgCjwn30mxANcQF+457bPVtXYoSjAlxdv/4yIksPfZJT3YrKMVz64jFA4hofX\nOOF2WG47psV/HQDgUPHpO1NUogpWlQ1DsQHElFsHrC2rKoIoCvj8fPc0ZxNRIgxwynsfftmGpu4x\nLKswYc3isimPafFdAwBUmKum/JzSw65xQIaM/lDvLd83aFWoLbOgdziIdg/nhBPNBgOc8lpT1yg+\n+KIVFoMKWzZOHc6hWBCdgTZYxSIYNeYMVzi/FWvie4HfvKDLhFU18T7yz893ZrQmokLBAKe8FQhF\n8fIHl6AoCh7fUAqjXjPlcU1j1yFDhlNyZ7hCsmviO751+ttu+2xhqQU6jYTjl/sQk+VMl0aU9xjg\nlLf2HLqG/pEgNiy2orbCMe1xV0caAABlxspMlUY3GCQjtKIO/RHPbZ9JkojlVUXwBWO41DKUheqI\n8hsDnPJSc/cYPq/vgcumxea10/dry4qMa6NXoRcMsOunD3lKD0EQYNc4EFD8GL9pZ7IJE6/RD3NO\nONGMMcAp7yiKgv/6JD4o7cE6F1Sq6ZdF7Ql2IhgLwKUqvWVRF8oc+41+8G7/7SFdYjfAbtGivnkE\n/mAk06UR5TUGOOWdM1cHcK1zFIvKDHd8dQ4ATb5GAIBLy9XXsqVYHe8H7/C23vaZIAhYVWNHTFbw\n1ZXbX7MT0fQY4JRXojEZb392HaIA3L/qzqEsKzKuea9AK2pRZq7IUIX0TTaNHQJEeMJdU36+oir+\nGv3Iuak/J6KpMcApr3x6tgt9wwGsrrHAXWy947EdgRb4Yz5U6hZw97EskgQJNnURhmNDiMq3vya3\nGDWocpvQ6vHBM+zPQoVE+SmpAD9y5Ai2bduGrVu34uWXX77t8+bmZuzatQt1dXX41a9+NaNziZLl\nC0bwu6Mt0KlF3LuqPOHxDeMXAQBV5oXpLo0SsGscUKDAE5p66dRVC+Mbnxw+yznhRMlKGOCyLOOF\nF17Aq6++ig8//BD79u1DU1PTLcfYbDb86Ec/wp//+Z/P+FyiZO37sg2+YBQbF9tgNurueGxYDqHZ\ndxUm0YxSy9Srs1HmFN+YD97ubZny8yUVNmjVIr640Ms54URJShjg9fX1qKqqQnl5OdRqNbZv345D\nhw7dcozdbseqVaugUqlmfC5RMgZHgzh4ugNWowp3rUzcn93kbURUiaJUVcHR5znAoYmvQd/hb53y\nc7VKxPIqO8YDUVxs5pxwomQkDHCPx4PS0tLJr91uN/r6+pK6+FzOJbrZgZPtiMYU3L3UDvUdpo1N\naPDGX58vMNekuzRKglbSwayyYiDad9vGJhNW18Zfo39y+vZlV4nodhzERjnPG4jgyPluWAwq1C0q\nTXj8eGQUnYE2FEsOWLS2DFRIyXBonIghil7/1DuQuYv0cNn0uNQ6glFfOMPVEeUfVaID3G43uru/\n/oHzeDxwuZLbknEu5zqd+b/pRCG0Ach+Ow5+1IhwRMbDa91wFJsSHn+260sAQI15IUymeF/5xP/N\nd/ncjnK5Ai3+62geacKD5VMva3v3yhJ8+EULzjcPYsejSzJc4cxk++ciVQqhHYXQhtlIGOB1dXVo\nb29HV1cXnE4n9u3bhxdffHHa4xVFmfW5N+vvz+8tBp1Oc963Ach+O0KRGH53pAl6jYhllcUYGbnz\nNKOYEsOZ/lNQCxqU6Krg9QZhMung9QYzVHH65Hs7TEr8bUjz6HXUGe+e8pgatwmSKGDf0WY8uKok\nZ8cvZPvnIlUKoR2F0AZgdn+EJAxwSZLw3HPPYffu3VAUBTt37kRtbS327NkDQRDwzDPPYGBgADt2\n7IDP54Moinj99dexb98+GI3GKc8lStbR+h54AxFsWloEnVad8PgW3zX4Yz5UqxdBLSY+njJHLxlg\nlEzoCXZDVmSIwu09eHqtCosrrGhoH0FT9xgWld95rj/RfJYwwAFg8+bN2Lx58y3f27Vr1+R/OxwO\nHD58OOlziZIRk2Uc+KodKknA+qWJ+74B4MLYGQBAjWlROkujWXJo3WjzN2Eg3Dft8rZ1C4vR0D6C\nT890MMCJ7oCD2ChnnbzSh4HRIFZWmWE2ahMePxweRGegDQ7JBZvenoEKaaYmp5P5pp4PDgBVbjMs\nBjVONw4gGI5mqjSivMMAp5ykKAr2n2iHIAAblrqTOufi2FkAQKVm+u1FKbsmAny6BV0AQBQFrFpY\njHBUxleXucEJ0XQY4JSTLrUMoaPPi6UVJjhsiUeeR+QwroxfgFbQYYGNS6fmKoPKCKPKBE+0B7Iy\n/YprqxcWQxCAA1+13TIwloi+xgCnnPTRqfje0esX3Xm70AmN3ssIyUFUqqq5cUmOKzGUIqKEMRCe\n/unaYtRgcYUNPUNBXO8azWB1RPmDAU45xzPkx8XmIVQ4dKgoKUp4vKIoqB89DQECaiwcvJbrSg3x\ntelbvXfeF2H94vgfbwdOtKW9JqJ8xACnnHPoTHxHqpXVyY1A7gl2YjDch1JVOUxaSzpLoxQoSTLA\nK10mOKw6nLs+iOHxUCZKI8orDHDKKcFwFF9c6IFJr8Kq2uSmjtWPnQYALNCx7zsf6FV6WFQ29Ec9\niMrTjzIXBAHrlzghK8CnZzoyWCFRfmCAU045drEXgVAMq6rMkMTEq3B5o+No8jbCIlpRYk68Rzjl\nBpe2BDJi6Aneef/vFdVF0KpFfHauG9EYtxkluhkDnHKGoig4dKYLkihg7eKpF/n4pstj5yFDRqW6\nOmeX3aTbObXxqYGt49fveJxGJaFuYTG8gShONXAnQ6KbMcApZ1xpG0b3gA9Lyo2wJLFph6zIuDR+\nHiqoUG1bnIEKKVUcGhcECGgPNCc8dt1iJ4D4lDIi+hoDnHLGodPx16mra5ObOtbub4Y3OoYyVSU0\nkiadpVGKqUQ17BoHhmKDCMYCdzy2yKzFwjIL2jw+tPXm/6YVRKnCAKecMDASwLnrAygt0mJBSXJ7\neF8cOwcAWGDk4LV8NLEWeoe/NeGx6288he8/Pv0KbkTzDQOccsKnZ7ugKMDKGktSfdne6Dha/ddh\nE4vgNCa31CrlFueNAG8ev5rw2JpSM4otOpxsHMDAyJ2f2InmCwY4ZV04EsOR890waCXUJTl17PLY\neShQUK7muuf5yq4uhlrQoCPYmnC5VEEQcM8KNxQF2HesNSP1EeU6Bjhl3YkrHviCUaysMkOtSrwM\nqqIouDxef2PwGldey1eCIMKtK0VA8WMw3J/w+OVVRbAaNTh6oRejXi7sQsQAp6xSFAWHTndCEIC1\ni5N7Fd4VbMd4dBSlqgoOXstzbm18VbYWb+LX6KIoYNMKN2Kygv1cXpWIAU7Z1dQ1hnaPF4vKjCiy\nGJI6p2H8IgCgXL8gnaVRBri18S6TpiQCHABW1dhh1Knw2dlueAORdJZGlPMY4JRVE+ue1y20J3V8\nRI7gurcBBsGIEhNXXst3WkmHInUxBqJ9CMWCCY9XSSLuWuZCOCrj45PtGaiQKHcxwClrRrwhnGro\ng9OqQW15cVLntPiuIaKEUaoq58prBaJEVwYFCtr9yU0RW7vIAZ1GwsFTHQiEpl9LnajQMcApaw6f\n60ZMVrCqOrmpYwDQ4I2/Pl9g4tzvQuHWxt+kXBu7ktTxGrWEDUudCIRlfHb2zmupExUyBjhlRTQm\n47OzXdCqRaxelNzUMX/Uh3Z/M2ySHTZ9cq/cKffZ1EXQijp0htoSTiebsGGJE2qViP3H2xEM8ymc\n5icGOGXFmav9GPWFsWKBGVqNKqlzrnovQ4GCUhX7vguJIAhwa8sQUoLwhLqTOkenUWHjUhe8wSgO\nnGBfOM1PDHDKiol1z9feWCIzGdd98VesCyx8fV5oyvQVAIDG0UtJn3P3chf0WhX2n2jHmC+crtKI\nchYDnDKupWcM1zpHUVNigLPInNQ53ug4eoJdKJacMKiNaa6QMs2lLYUkqNDsv5r0a3StWsL9q0oQ\njsp47/PEu5oRFRoGOGXcga/irzzX1Cbfj93kbQAAuFXJ9ZdTfpEECSXaMnjlcQyFB5I+b01tMWwm\nDY6c74ZnyJ/GColyDwOcMmpwNIhTDf1w2bRYXJnctqEAcN3XCACotNSkqzTKslJd/DX61bHkX6NL\nkojNa8ogK8DeT6+lqzSinMQAp4w6eLoDsqJg9cLkp475ol50Bzv4+rzAlejKIULE9RtvW5K1tNKG\n0mIDzl4bRHP3WJqqI8o9DHDKmEAoiiPnu2HSq7A6yV3HAKDpxtO3S1WSrtIoB6hFNZxaN0bkYYxG\nhpM+TxAEPLQ2vqb6noONSfehE+U7BjhlzJHz3QiEYqirtkCVxK5jEyaeyCrN1WmqjHJFma4SAHBt\nfGZP4QtcZtSWWXC9exynGxPvbEZUCBjglBExWcbBUx1QqwSsW5L8k7Q/6kN3sAN2yQGjJrkR65S/\n4v3gAhrHLs743EfWlUMSBbz5cSMXd6F5gQFOGXG6sR+DYyGsWGCGyaBN+rxW/3UoUOCS+Pp8PtBK\nOri0bgzFBjASGZrRuXaLDncvd2PUF+G0MpoXGOCUdoqi4MBX7RAArF/qmtG5zb74yOIyU2UaKqNc\nVKmvBgA0jM78KfyeFW5YjRp8fKoTnX3eFFdGlFsY4JR2VztG0NIzjkXlRjhtyb8Gj8gRdARaYBYt\nsOqK0lgh5ZJSXSVESGgYvzDjAWlqlYjHN1ZAUYDX9l+BzAFtVMAY4JR2v/uiFQCwfgbLpgJAR6AV\nUSUKJ1+fzytqUY1SXTnG5TH0hz0zPn9hmRVLKm1o7hnHFxd60lAhUW5ggFNaXe0YwZW2YVS79agq\nndlTdMuN1+elem5eMt9U6KsAAFdG6md1/pb15VCrRPzXoWvwBiKpLI0oZzDAKa0++LIVAHDXspk9\nfcuKjBb/NWgFHZxGdxoqo1zm1pVBLahx1XcZsiLP+HyzQYMH6krhD8Xw5seNaaiQKPsY4JQ2TV2j\nuNQyhCqXHjVlxTM61xPqRiDmh1tVAkHgP9P5RhIklOkXIKgE0BWY3XahG5Y4UWo34MTlPs4Np4LE\n34yUNhN93zN9+ga+Hn3u1LD/e76q0se3ja0fPj2r80VRwLfvrYIkCnht/xWM+bnlKBUWBjilRUvP\nGC40D6LSqcPC8pk9fQPx/m8JEsrMC9JQHeUDu8YBk8qC1uB1BGOBWV2j2KLD5jVl8AWjeH3/FS6z\nSgWFAU5p8cHE0/fS5HccmzAaGcZwZBBOyQ2VqEpxZZQvBEFAtaEWMmQ0zGJltgkbljhR4TTizLVB\nnLgy81HtRLmKAU4p19Y7jnPXB1Dh0KG2YuYBPjH63KGe2aIvVHgW6GsgQET96OlZPz2LooA/2lQF\nlSTgjQONGB4PpbhKouxggFPK/eZIEwBg49LipLcMvVmL/zoAoNxcldK6KP9oJR1KdeUYjQ2jLzT7\nOd1FZi0eWVeOQCiGVz+8xAVeqCAkFeBHjhzBtm3bsHXrVrz88stTHvOTn/wE3/rWt/Cd73wHly9f\nnvz+o48+iqeeegpPP/00du7cmZqqKWddahnCxeb4yPPFlTMfvBaKBdEd6IBNtHPvbwIAVBtqAcx+\nMNuEtYscqCk143LbCA6cmN3IdqJckjDAZVnGCy+8gFdffRUffvgh9u3bh6ampluOOXz4MNrb2/HR\nRx/h7/7u7/C3f/u3k58JgoA33ngD7733Ht55552UN4Byhywr2PvpdQgA7l9VMqun7zZ/M2TIcKo4\n95viXNoS6CUDrvkbEIoFZ30dQRDw7XuqYNSp8JvDTWjqGk1hlUSZlzDA6+vrUVVVhfLycqjVamzf\nvh2HDh265ZhDhw7h6aefBgCsWbMG4+PjGBgYABDfyEKWZ74QA+WfY5d60dHnxfIFJlS4bbO6Rov/\nxuYlxopUlkZ5TBBELDQsQQxRXBo7P6drGXVqPHFfNWQFeOm9C/AFuUob5a+EAe7xeFBaWjr5tdvt\nRl9f3y3H9PX1oaSk5JZjPJ74aE9BELB7927s2LEDe/fuTVXdlGNCkRjePdIMlSTg/tVls7qGrMho\n8zdDLxhQpJv54DcqXNXGWkiQcG7k5KxWZrtZlduM+1aVYHg8jF/t49Qyyl9pH8T21ltv4be//S1e\neeUVvPnmmzh16lS6b0lZ8PHJDgyPh7Cu1ooi8+z6rnuCnQjJQbik2b1+p8KlEbWoNFTDJ4+jzd+U\n+IQE7ltZgkqnEWeuDeDTs10pqJAo8xJOsnW73eju7p782uPxwOW6dXqPy+VCb2/v5Ne9vb1wu92T\nnwGA3W7H448/jgsXLmDjxo0JC3M6k992MlcVQhuAxO0YGQ9h/4l2mPQqbL1vMQx6zazuc2K8GQBQ\nXVQFk0k3q2tMJ9XXy5b53I5V6jq0tjXh/OhXWFe+Zs41/Mm25fjXt89hz6FrWLe8BEsWzGyznfny\n850PCqENs5EwwOvq6tDe3o6uri44nU7s27cPL7744i3HbNmyBW+++Sa+/e1v49y5c7BYLHA4HAgE\nApBlGUajEX6/H0ePHsWzzz6bVGH9/eOza1GOcDrNed8GILl2vPFRIwKhKB5a7UA4FEU4FJ3xfRRF\nwZWhS1BDDZvKBa939oOVvslk0qX0etky39uhhgEOjRsdgXY09bWhWDPzWQ7ftP2eKrzzWRP+7pfH\n8Le7N8FqTO6Pz/n0853rCqENwOz+CEkY4JIk4bnnnsPu3buhKAp27tyJ2tpa7NmzB4Ig4JlnnsFD\nDz2Ew4cP4/HHH4der8c//MM/AAAGBgbw7LPPQhAExGIxPPnkk3jggQdm3jLKWc3dY/jsTBeKzRps\nWDb7bT/7wx6MR8dQrloAUZBSWCEVklrjEgyEPTg1+CW2ln5nzterKbXgwTWlOHK+By+9W4//+Sfr\noZK4PAblh6TWqdy8eTM2b958y/d27dp1y9fPP//8bedVVlbi/fffn0N5lMuiMRn/8YcGKAAeWVsy\np198zb74lo9OTWmCI2k+K9VVwKSy4Jr/Cu6LPAyz2jrna25a7oZnKIDGjhHs/eQ6/uTxJSmolCj9\n+KcmzdrHpzrQ0efFyiozFlbMfMOSmzV5r0KEiApzZYqqo0IkCAKWmFZAgYJTQ8dSds1tmxag2KLF\nwdOdOHaxN/FJRDmAAU6z0j8SwPuft8Cok7B57dzmbI+EhzAUGYBLVQK1NLsBcDR/VOqroBcNuOKt\nRyDmT8k1tWoJf7x5IbRqEb/afwUtPWMpuS5ROjHAacYURcEbHzUiHJVx/0oHzIa5jYxu8l0FADhV\n3PubEhMFCYtNyxFDDOeGv0rZde1mHZ64txqxmIJ/efs8hsbyf8AgFTYGOM3YV1f6cLF5CNVuPdYs\nnnufdbOvEQIElFu4eQklp8pQC42oxfmx03NaXvWbasuteGR9Ocb8Efzz3nMIzGJGBVGmMMBpRsZ8\nYbx18CpUkoBH1pXPecGV0cgwekPdKJZc0Kv0KaqSCp1KVGGxcTkiShhnho+n9NobljixbrEDXQN+\n/Pz9i4hxKWjKUQxwSpqsKHh13xWM+SO4d7kdzqK5L55w1Rvfua5UPbvlV2n+WmhcAq2ow7nRkynr\nCwfig9q2rK9ATakZF5qHsOfQtZRdmyiVGOCUtI9PduBC8yCq3Xrcs2ruo8UVRUHj+CWIELHAujAF\nFdJ8ohJVWGpaiSiiODX0ZUqvLYoCnrq/Bg6rDodOd+Gjkx0pvT5RKjDAKSmtvWN457MmmHQqbNtU\nlZK1ygfCHgxHBuGWyqCRtCmokuabauMi6EUD6sfOwBtN7WpcWrWEHQ/VwqhTYc+ha/jiQk9Kr080\nVwxwSigQiuLn719CTFbw+Ho3LMbU9FU3jt94fa7l1qE0O5IgYZl5FWTEcGLwSMqvbzVq8N1HFsWn\nl/3+Cs5c7U/5PYhmiwFOCf3nR1fRNxzAhsVWLK5yJT4hCbIi46r3MtSCBhVWjj6n2VtgWAiTZMFl\n7wUMhlMfsE6bHv/Hw4sgiQL+/b2LuNI6lPJ7EM0GA5zu6PdftuDYpV6U2rV4aF11yq7bHeyALzaO\nUlU5JK59TnMgCiLqrOsAKDjS93Fa7lHmMOKPN8fHafyv39TjavtwWu5DNBMMcJrW+esD+MW79TDq\nJPzRpsqUbvJwcewsAKBctyBl16T5y60tg1NTgs5QW0r2C59KdYkFT95XjXBExnO/+BLXu0bTch+i\nZDHAaUqtvWP4+fuXoJJEPHFvBRy21O2364t60eRthEW0wW3i9DGaO0EQUGddDwA43PcxZCU9c7eX\nVNqw/d4qBEJR/ONbZ/k6nbKKAU63GRgN4F/erkc4EsMfb16AqhJ7Sq9/cewsZMioVFenZDQ7EQBY\n1TZUG2oxGhvG+dFTabvPimo7/nTrMsRkBf/89nmcuz6QtnsR3QkDnG7hD0bws7frMeoL48G6YqxZ\nOvs9vqcSU2K4OHYWaqhRY1uc0msTrTCvgVrQ4Pjg4ZRPK7vlPjXF2HGjT/x//6YeX13xpO1eRNNh\ngNMkbyCCF/eeR/eAD+tqrbhnVer7p5u8jfDHfKhQVUEtqVN+fZrftJIOKy1rEUUUR/rTM6BtQnWp\nBd99ZBFUkohfvH8JH3zRAllR0npPopsxwAkAMOoN4ae/PoPm7jEsrzTh0Q3VablP/dhpAECNhU/f\nlB7VhloUqYvR5G9Eu78lrfeqcJrwvS2LYdKr8NvPW/DSby9yAxTKGAY4YXA0iP/nzTPo7PdhTY0F\nT9y/CFIKR5xP6Aq0oyfYCbdUCquuKOXXJwLiA9rW2u4CAHzS93tE5HBa7+e2G/D9bctQ6TTizNV+\n/OT1U/AMpW5tdqLpMMDnud4hP/7hzdPwDAdw1xIbvrVpYVoGlimKgmNDhwEAi4zLUn59opvZ1HYs\nMi7HeGwMxwYPp/1+Bp0azzy6GBuWONEz6MffvXYSxy71QuErdUojBvg8dqF5EP/366cwNBbC/Svs\neGRDTdpGhbcHWm48fZfBZZr7HuJEiayw1MEomXF+7BR6gp1pv58oCtiyoQLb76lCJCbjlQ8u419/\ncwHD46G035vmJwb4PCTLCt77vBk/23sewXAMj6134f416VvOVFEUHL/x9L3EtDJt9yG6mSSosN62\nCQDwce8HiMqZ6ZteWWPH7m8vR6XTgHPXB/CjXx7H5/XdfBqnlGOAzzNj/jD+ee85/O6LVliNanz3\n4SqsT/FUsW9q8V9DX6gXpaoKOIzOtN6L6GYOrQu1xiUYjY3gi8FPMnZfm0mLXVuW4Ft3VSIWk/Gr\n3zfg//31WbT0jGWsBip8qmwXQJlz/voAXj/QiOHxEBaWGLB1UxXMBl1a7xmVI/h84BAECFhiXJHW\ne0KLQA8AABaHSURBVBFNZYV5LTzBXtSPnUaVYSGqjYsycl9BELB2kQMLSy34+FQ7rnaM4IX/OIVN\nK9zYsXkhHLbU7OpH8xefwOeBUW8I//7eRfzLO/UY9YVw33I7djy8JO3hDQAnh7/EWHQE1epFsBsd\nab8f0TepRBXutt8PESI+9nwAX9Sb0ftbjBrseGgRdj26CC6bFicue/DXrxzHnkPXMOpL7wh5Kmx8\nAi9gsqLgaH0P9n5yHf5QFGXFWmxZV45SpzUj9x8M9+PMyHEYBCNWFK3OyD2JpmJVF2GlZS0ujJ3B\nR57f4TtluyAKmX1+WeA24/vbluNy2zCOnOvCRyc78OnZLjyyrhx/tGkBrCZtRuuh/McAL1CXWofw\nzqdNaPOMQ6sW8fAaB+5aXpGxtccVRcGn/X+ADBkrDGugUfGXE2VXrXEp+kO96Ay24djQYdxf/EjG\naxAEASur7VhaaUN90yCOX+65Jci3bVoAG4OcksQALzCtvWN457MmXG6N71e8rNKEB1eXochizGgd\nZ0e/Qk+wEyVSOSqt1Rm9N9FUBEHAhqL78Fn/H3Bm5Dhc2hIsNi3PSi0qScT6JU6sri2+EeS9+Ohk\nBz4504nNa8rw7XuqYLekv4uL8hsDvEC09o5h37E2nG7sBwBUu/W4f1UJyl22jNfiCfbg2OBn0Ak6\nrCnamPH7E01HI2pwj/0hHB44gI89H8KmLoJTW5K1em4O8ovN8SD/5EwXDp/rxv11pXji3ioOdqNp\nMcDzmKIouNoxgg+PteFSS3xf4lK7FveucGFRZXYGjIXlEA70vQ8ZMlYbN8CgyeyTP1EiFrUVG2z3\n4cTwEbzf/V/4/9u79+CoyruB499z9n7LZbPJ5gYBAuEiCSDWC32tCCggICCoM307OtDWdt4Zo5YO\nHUHbzoC2omM78/7hyLTqW19feb1RX+uMWqMkAnKHgGIaETAkIZvL5rKb3eztPO8fKwEUyAXN2cXn\nMxOy2Zyz+T3s2ed3znnO+T13Ft9Dpknf0r5Gg8r0CbmUl3o4eqKDjz9toaa2me1HTnNjRQGLbxhD\nTqY8IpfOJxN4GkpoGgfr23l3bwNfNCXvKx2dZ2NmWQ7jiz26zbF9Zty7O9bJOFMZRRnfXXEYSboc\nhbZiKrSZHO7ez9am/+HO4ntxGJ16h4VBVSgv9XDV2Bw+a+hkx5Fmqg81s/3waW6cVsjiG+Spdeks\nmcDTSDgS56PaZt7f30h7dx8ApQV2rpmYR0mB/pODHOzeQ33wKNlqDlNzpusdjiRdUqljItFEhLrg\nJ/y9+WXuKPp3bAa73mEBybKsV41xM3l0Np992cn2I81sO9jE9sPN3DyjmEU3lJDhMOsdpqQzmcDT\nQGtXmKp9jWw/0kw4ksBkUKgYm8HVE/PIy3bpHR4AX4a+YGfHh9gUOz/ImoVBlZuWlPomucqJiijH\ne+t5vfFFlhX9GKcxNT5T8FUiH+tmckk2n570s/1wM//cd4qa2iZu+cEoFlw7GrvVpHeYkk5kL5ui\nzoxvv7f3FIc+b0cATpuRGya7mVGWj9OeOrea+KPtvON7EwWVq53X47CmTgcoSZeiKAoVGTNRUTnW\nW8frjS+yvOjHZJhG/uLPS1FVhfJxOUwuyab2i3Y+/qSFf+z8kg/2N7HgutHMu6YYq1l259838h1P\nMfGExp7PfLy39xQNvmTFqIJsCxXjsrhqnBej0aBzhOcLxLp5s3kLUS3CNOs15Ln0u6JXkoZDURSm\nZszAqBipC37CK43/xe2Fd5FnSb1Z84wGlZlleVSM87C/vpU9R328UXOcf+47xaIbxnDzjEJMKdZH\nSN8dmcBTRDAcY9vBJqoONNIdjKIoUFbsYHqph5KCbN0uTLuUcCLE309vIZgIMMk8lXHuMr1DkqRh\nURSFyRkVmFULh3v283rTfzPfu5RxjtTcpk1Gleun5DNjfC576nzs/1crW6o+5909Ddx2fQk3VhRg\nNslEfqWTCVxnPn+I9/adYsfh00TjGhaTytWlmVw9yYt7hIuvDEUo3subp/+XrpifcaYyJntkqVQp\n/ZU6J2I3Otjr38HbLa9zg3s2M7OuT8kdaACL2cCNFYVcMzGPXZ+2cPBYOy/9s55/7DzJ/GtHM3tG\noTy1fgVTRIpOUtvWFtA7hMuSm+u6aBvOjG+/u+cUtceS49uZDiPlYzOZUVaAzZI6F6VkZdnp6gqd\n91xPrJs3T79MV6yT0caxXJ2buh0cgNNpJRjs0zuMyybbMXI6o352dVTTJ8KMd0xibt4izOrZq74v\n9LlIBaG+GHs+83HwWDuxuMBpMzHn6iJmzyi6YInWS/VT6eJKaAMk2zFUMoF/Ry60UUVjCXYd9fH+\nvkYa25Lj24VuKxWlWUwdl4+qpl4S/HpH1Rbx8db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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for col in 'xy':\n", + " sns.kdeplot(data[col], shade=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Histograms and KDE can be combined using ``distplot``:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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TzDM4YDA5UfwDx6V7KJAnT67M0Qmx8ZSUwI8dO8ZDDz3EgQMHeP755+ccv3Tp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\nH+Bt7gzy0999mvT2NosJp91MhttGcY4Ll8OCZsTwB0PYrCb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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.distplot(data['x'])\n", + "sns.distplot(data['y']);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we pass the full two-dimensional dataset to ``kdeplot``, we will get a two-dimensional visualization of the data:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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OZPnO1SSmHAcgxCeIcX1GM6hLfxztGu+xVhqq2HFgL78d3MLpglQAlHIlvcO7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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.kdeplot(data);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see the joint distribution and the marginal distributions together using ``sns.jointplot``.\n", + "For this plot, we'll set the style to a white background:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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VTaLLkRUDiQi8QJO6DEkKBwD8eLBYcCXyYiCRV/Omruhc3vq5PcHQAeHQANi6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\nSBH+H3jVAOxlSfUyAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with sns.axes_style('white'):\n", + " sns.jointplot(\"x\", \"y\", data, kind='kde');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are other parameters that can be passed to ``jointplot``—for example, we can use a hexagonally based histogram instead:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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PsX///pc096U7JAAwdQWm0fhf4bPPORfjRw7j6OQkhoaH8R8//AHuurv+cfirXvUafOLe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\ngxFAo9Xh7t27XFzJz7y5SivH85/4DMJdnqoVCsKEXggv3rgwNRgNxl8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pSxWWim0e7LdR\nSrG+5LNSOTHME0JgmcZwvsIoSVdP/XMyOv5ywcG1Jc1ORJwolorOhKi2WsmxVPK4u9tg77hDMWfz\n1KUypfzJg4SUEs+VWHEamJJEYZly6GI7wDINTOPE6VVmCF2FELiOiWWmJn5xrLBMgWtnGzdqNOeF\nxyYgtbohs8p59cLJ1chplCIt8+OaU7dPBmJZKSI6M8z+LNPgwkqeVjtglpzFMgxUAne2j6dqWpRK\na6RV8g6zPoGUEtsSvH77aOxpfRRDSi6sVnjyUhXDkFNvYKW8x4s3LtLthUwrpyaE4NLFTT524yqr\ny/mpQszlUp5f+NzzxFGEYWZfkkIICjmbUt7Gd+2pfRlSgoT1qo87Y9twuZSjUvD6q6HsPS4pJY4t\ncWzFLOGO61g4tknes2b0JbiyXuTahQK+a0+d18FDjSLVV2UhRBpcHEsNf85iYOKXKDW1L43mPPFY\nvkP6MFj0SVQuKLxdZMt/kfKZQoiFBLXOAk/TQgjsOaWSIF3hLFIVIDenACukAWeRvua5t0IaJBYR\nPi9yM09XaPP7WmS7TAix8DEXuc50MNI8Kjw2KySNRqN5FHlYlRoGFRhmcRbVGUbRAUmj0WjOMQ+j\nUsPpCgyz+LCrM4yiA5JGo9GcYx5GpYazrsCwKI/8O6Qonq0lgjTD7mH6k8WLdCbmLY6HzeaikmSh\ndyLzTAMBgjAmimcXGIX5WpaTY85vmPeshd5jLGKJoBK12Pw/RJlNNEevBul5XKR4tn6bo9FM55Fd\nIY2amZ3WaowyMDN7mHSDhDAOcU+Zoo1iSIGfs9LjT8neE4Brm9hmQrs7qRFSKvX4CWPF+rJPpxex\ndzzpNmobgpWlHFJKhEirZJ/WoCiluL/b5M5uk043wvdM4jgZS9UGMITgwoqPEGliQLsbZXo35VyT\nnGMSxQlF32Zrr0V86qZtGpLPfHSd1aUcCjg4brN71J3oy3ctlkppCnexkLB72M60iLDMNGOsF8Q4\npkJmZAE6dqo7MqScWRF9+Gcq/f+sdnGcekgFYeqJZVlG5oNBwbPI59LEjdShNduTybOnZ2dqNJpH\nNCD1wph258SaIEmgE8QEcTIMEnF8osF4LwzM66Yx8KixM7QiMLCkSLPVTDPJ1DYNfpJSks/ZRHEy\nFJtGfbfYMDr5G9cxubRW4Lhx4ki6Uk5N4gatlErbuQ40WgGK1BTw5oM62wcnHkVBI8D3TEyRarGE\nEKxVPDzXJIoVSkHQ198sOw7HzR5xAoaRWn9HkRoLepfWC7S7IbtHacD8yPUlnrpUHmqABLBS8Snl\nXe7vNmj3YqQQrC3nxvVXUnKhmh8LvqaRZp0Njhf3zfgG1RIGgbh6yiBxMN3iVGGC0z8rNW7nMXgQ\nCMZcWVXqumoZmKbAkBLLFFQK7pija6pfkn2Ra/rHjiWxLENnu2k0c3gkA1IYZfsKDYKEIVnIh2YW\ni4axIEqIkoScY06sNgYYUpJzBb0gIoim92wakqJvc3DcoRvEU8dQLjgUfGu4XTatXSlv81/f3Oed\n+3W6GWKhVieiBVQKDpfX8sTJpHmdIr0Zl/IOSqWBK8z4DFHfbvvahSJPXylTzDkTbSA1Dby2Wabe\nCqYGfcVJ8N09bNML48yW3SAmCGOWii5ry/6UWTgJOKr//1m7b4NglK680yoZWeNKq3wI1pcdin62\nnkj2q39YSRooF9nW1Gg0ZxiQfvu3f5s/+qM/wrZtLl++zG/91m+Rz+cfSt8P833RwsdbQFsyf92V\nEifzrfAsQ87VEyUK6s0gMxiNtUvU1HJHA6JY4TlG5nbUaaYFo1FcW9KdIRwejm3Ou5tEgePMv4yT\nkaA0s12sMoPRKHGicDNWxaMIIRY2+9NoNCln9uj22c9+lj/4gz/gG9/4BleuXOGf/bN/dlZD0Wg0\nGs054MwC0mc+85nhFteLL77I9vb2WQ1Fo9FoNOeAc/EO6d/+23/LL/7iL571MDQajebc8TAqNSiV\nXbvyvPGBBqRf+7VfY39/f+L3X/3qV/n85z8PwO/8zu9gWRa//Mu//EEORaPRaB5J3m+lhk67zS98\n9pkzrcCwKB9oQPra1742899///d/nz/+4z/m61//+kM97um03vfTLkkmtToTbZQiDOOZpnRKKRK1\nWLaFWEBhmZxKVZ6GYYi5n9M0UsuG09qlUQaebvOOmVo2xGOWD1mEM441PKYEU0rCOWVj4wX6EqKf\ndzLvfIv5n3GR5AiN5mHxfis1DKo0PArWI2e2Zfed73yHf/Ev/gX/6l/9K2x7fpXnUcwpN2wpwLFS\ngWxqZBZn3lgGZmZCCLpBlJnGrJSi2/ecMWXqL5NVZbrdjbi32yCOFVcuFKiWvAnxZJwktNoh9XaI\nFKmoNCvIJUlCq5tqm6SAIEwmst+kSG/mrW6EEFDIZc9dHCfc229SyFlcXS9wWO9Ra417KbmOwVrF\nY33ZR6CwrNTE73SSmeekgtDUJ0gSxYrOKbGsIdPMst2jDn/8/fu88GR1zGNodC72j9rs13rkHIOl\n0mSbtD9BnCiWyy7NTki7E04ETMeS+J6FaUqa7YB8ziKrFoJlCGzLQPaDZRAlmZmY7U7IYaM3c15z\nrslq2ZtpbaHRaN4bZ/at+gf/4B8QhiFf+cpXAPjYxz7G3//7f3+hv3UdE881CfrurAImzMyGRmZB\nPNQtGRlmZp5jYZsJ3RGn1yhKxqoTRImi2UkrM9j2iXPn7lGH2ohh3q0HDbb2WjyxWabgW0CqlTms\nd4crlERBsxNhWxLHMvrWEifBD04bxCmC8ESTVBsx31MqNeNzTInnmsPge1jrsnXQGvblexaeY+J7\nJgf1HkEYs1rx2FjyRiwfRH8+TOJE0enF2KbEtiWCE5uDNJ05LQc0MCK0TEGzHQ4rUsSJ4gdv7FHO\n23zkieWhc2qjHXB3pzEcf7sX095tslx08T1reI5G09AHPkiubdDshLTaIVKC79lj/kOJgnpr/BwN\n7NtHhau2ZWIayZizbBgl7B13hpbww3m1JJ6TzqtlykzzPY1G8/A4s4D0zW9+8339vWVITFcQRDGm\nlJklfEadM6MkmWpBbhipcLXZCWm0gqnbNd0wTp0645jtg8kSPpAa/b1665DVikchZ00tGxSEaUka\nxzL6ws9JUoO4dKup1uxN7asXJfSaAQLF/b1WpqZISsFS0cXvr86Wis4UUadECEXeE/0tuux5FYLh\nNt9BrTfRBlI32z/74RZPXy6TJMlU3dFBPbV031zNT9VDWaZBpWDgWkZaKsq2Mtt1w5huXyzrOdnn\nW0qJ50ikiNg6bNPuZL/wTU0bAy5Uc1yo+phztiE1Gs3745HedxBC4FjzP8LADnxeX4L55nWpRfj8\nF4z1Vg87o7beacIF6uwZUsx8vzOg2Q7nClwd26RScGa2S+fVmHtMaciFCp3uHXfw3ewAMmCeAHaA\nN6efAZYx37xOSklnSjAaJZ+zdTDSaD4EdE0TjUaj0ZwLdEDSaDQazblABySNRqPRnAt0QNJoNBrN\nueCRTmp42ORcA9N0Oaz3hinAE20ck9xqnuNGb+j9cxrfM9lY9jENQasbZYpSlUpTyTu9CM8xyXtW\n5kt40xCslHOsVDxubdUzEyqUUtzbbXJvr4nvmpR8J1MzZRmSKxsFLMug1ujR7GQnZ5iGQKGwLUkw\nJbMPwLYk1aKHZfY4bgSZba6s53n+epU4Ubxx52hqooRlCnYP2+Q9E8/NngvfNVlbzpEkigf7ralj\nM2Sauee7JvlctkVE3PebWq/mOKp3p2YAXlr1KfqzdXJxnNALU+8kx5ZzRcEazbvhvZYOcj0HgaDd\nbn0Ao/pg0AFpBCklri1ZXzJodcIxIallCVzLHN7cqmUvdUo9aNLqxP2/F1xc8VPdTf8eWMjZhFE8\nZtvQ7YU0OxHdIP1dEAb0gpi8Z+I6aRaZAMoFG889sf++cXWJWqPHW/dqwyy540aXdx7U2T7s9H8O\naHYiKgV7qP8BuLiap5Q/sYWoFF0Kvs3OYXss+DqWHEkvV1imRCnGLBlSkSzDgJD3bAqezc5ha+j3\nlHMMPv38OssjwtcXn1ll76jNOw/qJ33JdN7TQJWm1fthTN6zsPsZlFIKNlf8saB9/UKJeqvH1kF7\nGPBFv206N4paK6QbxORzFl5/XlXfcfZEmyaplnP0woj94xO9WClvcWW9NDV1PKsvgE4v/dmxDe2D\npHkovJfSQZ12m8+9+AylUgngkSgbBDogZSKloODbeI7JcauHKUVmZQXbMri8VqLVCegE0dA6+zQD\nkW6zHXDYCGh3wonSM90grSyR8xI2lj3KBXei4oMUgkrR5cWnLW5v1fnTV7a4v9uaWHXUmgGNVsBy\nyePaZoEra4XM8ZuG5OJKnlYnoNEOiZWa0DoNxKO2JYnCBHPKqkkBG1WfXpBwYcXn6kZxItXekIL1\nZZ9KweHmgxrtbpT2dSp1vNWJ6PZifM/k+oUS1bI30ZeUgnLBxXcttg/btLsRcYavUy9MCGo9cm48\nFP1mpbw7lsnmSp5WO2B1KUe5kK3TOpmXeLgqOk0UK+JOhDUiftZo3ivvpXTQoFzQICA9KuhHuBmY\npsR3rZm17IRIdSor5dzMJ+K0TFFMKyMYDVBAqxNS8J2JYDSKZRrs17q886AxdQssUan+Z62Smzn+\nwSohiJKZdu9BmGDN2cKLE/Bck+ubpZm6L8c2cS1zTl+KeitkqezO7MuyDBzLmKmrUkCrG6WfcY5O\na63qU1mgGkMQZpcfGj1mHCsdjDSad4EOSB8mD/HeJBbtbJFmi47rYY7/IQ7/4c6rRqM5K3RA0mg0\nGs25QAckjUaj0ZwLdEDSaDQazbngsQ1ISinUAgU9p+mRPkjUAseUi0pdFjEqXLCrZEY13NL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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with sns.axes_style('white'):\n", + " sns.jointplot(\"x\", \"y\", data, kind='hex')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Pair plots\n", + "\n", + "When you generalize joint plots to datasets of larger dimensions, you end up with *pair plots*. This is very useful for exploring correlations between multidimensional data, when you'd like to plot all pairs of values against each other.\n", + "\n", + "We'll demo this with the well-known Iris dataset, which lists measurements of petals and sepals of three iris species:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2setosa
14.93.01.40.2setosa
24.73.21.30.2setosa
34.63.11.50.2setosa
45.03.61.40.2setosa
\n", + "
" + ], + "text/plain": [ + " sepal_length sepal_width petal_length petal_width species\n", + "0 5.1 3.5 1.4 0.2 setosa\n", + "1 4.9 3.0 1.4 0.2 setosa\n", + "2 4.7 3.2 1.3 0.2 setosa\n", + "3 4.6 3.1 1.5 0.2 setosa\n", + "4 5.0 3.6 1.4 0.2 setosa" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iris = sns.load_dataset(\"iris\")\n", + "iris.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Visualizing the multidimensional relationships among the samples is as easy as calling ``sns.pairplot``:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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G6huQbitCySVTcZNyNvRne9Bj0iNHWxDR+8arflKKRx3lIMVnkOpaJFM50ZRh0Y7+hmWk\n6aBT6bDj49dRaCjAlcWVcOw7KEyHCgSmSA32ml/a1ER/pnDlyCWZ+4VkKs+/TQJAvi4f7311CC39\nLbBoLZKFcPnqGC7tr9uF/oP70G+vh85mQ/r8KwGlKnR5EuIARx4xDUjeeecdAEBnZyeys7MF+xqi\nWBTnjTfewPXXXx9037Jly7Bt2zZce+21+Pjjj2E0GhmuRTRB9BzYi6bnRv+QYb15HQZ+P/KHDA2A\nYvNsYJZMlSOKk5nG6bir6jY0Opth0GbihSN/8O2znFmFs0/9xrddsmkTAASkSA32GsNfaLz822Sh\noQAejxu/OvScb7/UIVzh0v72H9wH+7Oj72+Dh1njJriYhrvNzc1oamrCunXrfP9uampCfX09br/9\n9ojK6Ovrw/79+wXZtXbs2IGXX34ZAFBdXY2ioiLU1NRgy5YtePDBB2OpMhElkYF64R8u+hsbx9xP\nNBEooESZcSaWFS6Fs1848bzPbhdsD9TXB02RypWqSUr+bbLMOBONTodgf6OzWdL3C9d+++1jb9PE\nE9MTkqeffhoffvghWltbBZPa1Wo1li5dGlEZOp0OBw4cELy2du1awfaWLVtiqSYRJUjYTC0XHtPb\nHY1Q5xdCaxOt9muzjS6cqNMivaQ4wZ+AKDG890qfqw8LbfNwuPlT9A71IaO4GN1+x6VbrRDnrlSn\nqaDMyBS8ll5sw+Dxo74QGM/iK+L+GWjiEPfdVmOhYH+hoSDEmeMTkPa3qEiwrSspEfwWaKeUSPr+\nlHxiGpBs3boVAPCb3/wGd9xxhyQVIqLUFS5TS8Bj+vt/gsnrbx6ZQ2ItgiprkmDhRP1l8xJTcaIE\nE98rqytWwKIzY2rJN5ChzAxIh+q/GnvTa/8FALDdvh5D550jazi43Dj95JO+8tLTNwOljHekyAT2\n3etxV9VtgjkkUvKolKMDDq0WUAvnhygy9YLfghL+Fkx4kqT9HRwcxK9//WvftkKhgFarRWlpacRP\nSogo9Ykf6zc6mwUDkoDH9F+fhmH5ddBf2HbuekO4v6EBmorKuNSVSE7ie2V42IUy40yoVOqg6VDF\nq7EDwNB5JwzLR9Lli++dnjNnoOOAhCIU2Hc7sKxwKRaXVsVlJfSB02cEA460/AJoZo6uRTIgmofM\n34KJT5JE5Xa7He+99x6MRiOMRiM++OADfPTRR9i5cyd+8YtfSPEWRJQCxI/1xdvhVufl6r10sQh3\nrwQz1v0RbKV2okiNpz3Ggr8FJCbJE5JTp05h27Zt0Gg0AEbmgNx00014+eWX8e1vfxubN2+W4m2I\nKNFEcz4CUjOKiDO1iB/zq8tmjYRoNTQgvagIqpkz4Ti8B4P1DUgvtsI0+0rh6r0zZ6H/wN6wqR+J\nklGoOVUeuAF48A/TroIxXY/8jHxMM0zFya7PUNd6IUTGMA1DJ44J0qJ6V7cebG6G2qDHcGM9+o59\nCm1BAVwKJYpvX4/BCyFcXKmdojHDOA23VN6Ixq5mFBoLMN1YKmyPovmAAW07SHsd67cirawCttvX\n+/p2TVnF2PtnzhLMkUorq8DgyWMR/zZR8pNkQNLV1YXh4WHfgGRoaAi9vb0AAI/HI8VbTGgulwun\nT3/t2+7o0KO9vTvguJKSqYKFJ4niLVxqRjFvppZQ6SHbP/kQ5/zS/OZ73Oj63e8BAP0APHd6kD93\nqe89+g/sZepHSlmh5lSNvC5Mqfp515eCY3+euxLnfvVb37b33vPeG90fHRSEvBR+ZxXO/PlV33Fc\nqZ2i8XnXl4L006iEYFs8H1DctkO111AGTx4T9O0lxizB8eL9NniE27evF57PtNcpT5IBSW1tLW64\n4QYsXboUbrcbe/fuxbp16/D8889jxowZUrzFhHb69NfYf8/dKMjIAACcCnJMc28v8OTTKC2VdmIZ\n0ViCpWaMpdPvF6U0HWpoEmwP1jcAc/2PD0z9qL183G9PlFCh5lQFe11MfK/433sD9fVw9fcL9g+2\ntwccRxSpgDbZNfZ8QPHxY7XXYML9tkSbBpjtPvVJMiC5+eabsWDBAnzwwQdQKpV4+umnMX36dJw+\nfRr/9E//JMVbTHgFGRmw6bk6KCWXWON4xY/1TcU2+AeRaKyTBcdrrKLUjzabsD42xhFT6igyTsZC\nWxX6hwegVWthNU7Gya7PkCbKKBQsXl8rulfE80WGWoT/Q6jJyQk4jigUcd8sbqtFWcK+Oez8wDHa\nazDRziHR2cTbwt8GtvvUJ8mAZHh4GM3Nzb7V2o8dO4Zjx45h1apVYc91Op144IEH8MUXX0CpVOLR\nRx9FZeVoJoWDBw9iw4YNsF5obDU1NdiwYYMU1b4oiMPBQmE4GAXjjVl3ORqhyi/0pSCNlPix/h3f\nqEXmHTdC1XwOroJcnJs1DcY7v4/B+gZorEUwf2OR4Pz0+VfCBs/IkxGbFdr5CyX5XESJ4PG4sc9+\nyLc9fdIUPH9kJzLSdFhoq4JRY8C07Km+uVb+aVZzDNNg2GQISP8LjNyXeqUC2oICDHWeR3pBPlwu\nz0jYSpT3KF2cxH3z9ytXC9pqlaVyzLS/4vmCY7XXYLy/LaGOD9hfVoESY7ZoO2vcv02UfCQZkNx7\n771oampCaWkpFIrRJZwiGZA88sgjqK6uxtNPP43h4WH0ix5DA0BVVRWeeeYZKap60RGHgwXDcDAK\nSaGEZtYcmKoXjiv1o/ix/tfnz+Dt7vcBA4Bu4LvnM7Fs7lJBmJaAUgXt5UsYpkUpSbzadUPXSIhi\n71Af9tkP4bszrxWEwZQZZwrSrAZL/wtg5L4smw1N2ez4VZ4mNHHf7G2bXvVdTWOm/Q02XzBkew3m\nwm9LyOOD7A+2Pd7fJko+kgxIPvvsM/zlL38RDEYi0d3djUOHDuGxxx4bqYxaDb1eH+YsihbDwShR\nxGEA4sf6ZVnF+KZSg6FmB9Im56PNIEpNeiGrV6SZWoiSWUCYi1Ec9pIfcI7H5cLg8aMYbG5GWqYO\ng+edo/cCEHh/BHuN9wyFIW6bgSFa+WNm2QoQru92u9B/cB++rG+A1moNzJjIvv+iJ8mApLS0FGfP\nnoXZbI7qvIaGBkyaNAk//elPcfLkSVxyySV44IEHoNVqBccdPnwYK1euhMViwebNmzFt2jQpqp00\nXC73yFOKMTT39sLmcieoRkTjIw4D+PG8Hwge65ccaYD99zt8+23Km4DFU3zb0Wb1Ikpm4rAWtVLt\nF6efDqUiMEy2/aNDOP3EE8hbvAhN/itVb9oEAAH3R7DXeM9QOOK2OcM4DYYqg29bqVDiqY9Gs2aJ\ns2yJheu7+w/uGzNjIvt+kmRA0t/fj29961uYMWOGL/UvALz44otjnDUy9+T48ePYsmULZs+ejUce\neQS/+c1vcPfdd/uOqaiowJ49e6DT6VBXV4c777wTu3btiqheJtP4nwrEcm6057e1ZeI/56iRkZMW\n8pjedjX+IScz4nK9x3V06INm7RLLydH7zknkZ0/G8+UgdZ3jcQ0iKbOutUWw3dzXjO9VXOfb/vzN\nDwX7+xobYfUr1+5oFOx3ORphqo5s3shEuYbJTqrPMBHLCVaG2VTl+/crx94QxOkXGvOxcOqlguPt\n75wBgIAsWi7RvTHWa957Jl6fKZUke78gZ3n+bRMALKK26q+lvwWLS4XH+wvXd39ZL1p5vb4B1hXJ\n2feTPCQZkPzwhz8c13n5+fnIz8/H7NkjcbDLly/Hs88+KzgmMzPT9+/q6mo89NBD6Ozs9E2gH8t4\n4wpNJkNMMYnRnn/+fB9MZQUwTA79mZxNnTh/vi+icv3fP9h6JsG0t3fj7Flnwj97Mp4vByljYGO9\nBlGVKXrMbisqxL8oF0PpaIO7IA+9uiK899Uh31/dphQVCk7XFRWhsW6f73x1kQ15ixfB1d8PlU4L\nVWFR1G1eCgm9hjGUJwcpPoNU1yKZyhGXIQ5fVCqUUHiEYc0WrSXgfTOLSwAAKp0wUkCRpoHKZEbe\n4kVwDw0hc0oJBjvPQ2s2IS0vF0Nt50bOyy+UpC8P9pliKUcuydwvyFleqEU7vSxai+B4i9Y8Ztnq\nyUXCvnuysG8XZ0hMt1rH7vuLbIL9oUK44tVXU+JJMiCZP38+/va3v+Hzzz/HDTfcgCNHjmDevHlh\nz8vLy0NBQQFOnTqFKVOm4MCBAygtLRUc09bWhry8PADA0aNHASCiwQgRxZ/4Mbvtlptg//0ffduT\n0zJxf/9ffdv3Vf0/sN1yE/oaG6ErLIQyz4TTj/+Hb3/h+psFi72hshw58f0IRHEhDl9caKvC4eZj\nQbNr+cuZX+Vbjd12Uy2cJz+DSqtF4yt/ROGN3/PdH+0HPkTe4kU48+ZfYbvlJgz19keU3YgICL1o\np5dSoQwbXujP43IL+u6MmTNh/+1o+SX33Qvb7esxUN+AdGsRlNnZgr7fdvt64fkzZnDhw4uMJAOS\nF154AW+//TZaW1vxrW99C1u2bMH3vvc93HbbbWHP/dnPfob77rsPw8PDsFqt2Lp1K3bs2AGFQoE1\na9Zg165d2L59O9RqNbRaLZ588kkpqkxEEhAvXtXX0Cja3wCYRre/dp7BlMXLYL3wVy3nLmFYQL/o\nsX6f3Q5UMtUvpZ6AheOGB0Jm1/KnUI5mF+rcuQ0dH42GePWJ7g9vWFd/swPZq2sl/gQ0kYVatNOr\nvqtREF5o0ZkxwxA6E+dAg7Bt9p8RLZR4xg7D8utgXRGi7+fChxc9SQYkf/7zn7Fz506sXr0akyZN\nwiuvvIIbb7wxogFJWVkZ/vjHPwpeW7t2re/ftbW1qK1lR0uUjMSLV2VYhSFZ6dYioP9T33bAYloB\ni2MJF0bUiha/IkoVAW1dnR5yXyjixd90ovtLdSEBDBcMpWiFW+gw3LZYuIUMwy98KGrrYc6niUeS\nAYlSqRRMZk9PT+cie0RJLlwMMQB4PC60Hz2ApoaRxahyZl8Ohd+j+7SyCthuX49+ez10NhvSL1sA\nm2fkSYnOWoj0+Yvw82Pp6LfboS22IccgzJAnXvwqrWwWcjMvHG+zYdLs+Th3ZN/o+ZcswNDJ40wN\nSUlvpnE67p53Oxy9LXAOdMOiN6EwswCWTDNmGKfhZNdnaHQ2o9hYiElft2Cw2QGDMQe9fQNQZeox\n1NOL9IIC2H74A/SfOj2yMOi8K1GSY8KA3Y40rQb9bW2w3bwO2qorRt/4wrwuu6MR6vxC3iMU1Azj\nNNxSeSMau5pRlDUZM4zCvnmGoRT/MulaDDY0IN1mRZ5hqq/NBvu9SJs5ayQct6ERuqJCpF92OWyA\n77dBU1YhKD/4wodZYy6EOHj86GjfX1aBwZPH2M4nEMnmkPz7v/87+vr68Pbbb+Pll1/G5ZdPvJXM\nIl31PCenMuwxRHILF0MMAO1HD+Dcr0ZSP3YDwF1Arl8I1eDJYwGpHO0vvDS6rU7DuQv7ewAYNhmE\nj92DLH6VW7nQF6Z17sg+3/v3AEhfP4Cm50az9zGumJKVAkp4PB7sPPa67zXvPXay6zPfvXePvhrn\nfvOHkTS/r/y379i8xYvQtH07SjZtEoRjaWbNgburU3jfaTS+FKpMn0qR+LzrS7xw5A++bUOVQdD/\ndxz9EF3/+3kAQD8Az50e/KrjTd9+8e9F/0f7hX0/INguMWaF7fvH2h48flQ4X/H29ZxjMsFIMiDZ\nvHkzdu7ciZkzZ+LVV19FdXW1IOxqooh01fOcF57DpEmRPZInkku4GGIA6LfbA7f9BiTiOSRSxwGL\n338gIHUk44opeYW6x/xfVzWfgxtB0vxe2A7WxoPdZ9oLfwMU35O8RyiYcP2/uO8drG8A9GMdH24+\nYWztMNxvDdt56otpQNLU1OT795IlS7BkyegiN62trZg8eXKw01IaVz2nVBVuFfVgMcLaYht6/LdF\ncb4BccDFtjG3xXNEwgl4/5JiQWrI9JLikOcSyckDNwzaTFw2eTa0ai0ON38KtVqFk12fwWosRKZK\ni+96pkPvUkK1ZBEUKuHPsXd+SLrVGpBeWzdliuBY/zkkgfOyGHtPgYqMk/2yaGlhNQrnJ4n73nRr\nEdBx1Lct/r3QlZQI+madqK+Puh2K2rxW1NdzjsnEE9OAZN26dVAoFPB4PAAAhWIkx7rH44FCocDu\n3btjr2GbP5SLAAAgAElEQVQSiXRFdZfLlaAaEUUu3CrqQVOQzr4cuAsYaKhHepEVOXOEoZjiOGAo\nFaM/SlotejPT0L5uGfRne9BtyoSiKAOh87QE8r6/d05JmlqPRr/UkPrLwqcXJ5LDZ11fCEJivl12\nDf7787fRO9SHu6rW4/7s5Tj3q9+i48L+/HVrMXn9zVD2DUCZmYnhnr6RMJTySwLDsO65xzd3S2uz\nQjt/9Kml9550ORqhyi9kGmAKyuNxC7JoXWqeLdjfOSUfyjtuhKr5HFwFueieVoS7PKF/LxSZekHa\n3pL5C4RzRKJsh8HafOCck2y28wkkpgHJO++8E/aYl19+GWvWrInlbZKIJ7IV1RNYI6JIiR/R13c1\nYlnh0pDpRwFAoVAht3IhTN8MsfiUKA7YuesNwY9SZk4mXsr8BMgF4Aa+67RiepCBT7j394aJiVNF\nDjQ0QFPBOVuUfAJCYrqa0TvUd2GfA4WOHsF+xYAL+qVXB13oLSAMq6EBhuXX+cK0hAWN3JOm6oWS\nLxhHE0ej0xGwXWYs822f7qrHn7rrAAOAbuC7XZlj/l6I0/560/yON4wqVJsXzzFhO584JJlDMpYd\nO3ZMmAGJSqWKaEV1ZhijZBRtGsegRI/RxZlNAlI72qzAucO+bauhAOeO7AuZtSschqNQsvGGQta1\ntsCitfiyDwVL+5uRpsPcggr0ufrQbRmZi6jKzMCkSy+Fp78XQ8ePwrP4ioD3CGj3RUXCjEPMMERh\nBIbs5gv2Ww0FcBzeg8H6BqQXW1EyVdjmwqb9LbZJGk7Lvv7iE/cBiTeci4jkNdM4PWyIVjjhMvh8\nahnGoF+IVnehDgszR1f7zf7agXO//h2A4Fm7wglIFcnH9CSzUNnqhPdbPpQKFQoNBb6sW3VqLX54\nx40wdgyi7Q+vXTj7DaSnbwZKZwneIyA0UqXE6f/1uG8/MwxROOJ2uv4bawUrsRu/ahZk1cq68/u4\nq+o2tPSPDrTHIl6pPdZwWvb1F5+4D0i880pCcTqdeOCBB/DFF19AqVTi0UcfRWWlMATj4Ycfxt69\ne6HT6fDYY4+hvLw8nlUmmpAUUKLMOHPMEK1wwmXwOdPVgLfdoyFaV3XpBXHKi7rF2YKiXIk9SKpI\nIjmFylYU7H6r7xrNPNQ73I+9xnbMP9MDjd/5PWfOQCcakAQLjfTHDEMUjrid2s83jNk3D9Q3oGzu\nUiwurYooJCogZCvWcFr29ReduA9IwnnkkUdQXV2Np59+GsPDw+gXpT6sq6uD3W7HW2+9hSNHjuDB\nBx/Ezp07Zaot0cUt3GP0oixhZr3JorCA9GIr/O9wrsROqS6aUMhgYVw9JoVgQJJZXAx3mPdkOAtF\nK6CdGoXbabZCQd+siTYjItskxUjWAUl3dzcOHTqExx57bKQyajX0er3gmN27d2PVqlUAgMrKSjid\nTrS1tSEvLy/h9SVKZd5V132rnkc5fwMIsrJ6eYVg9d5Lc74BT6UHjV3NKDQW4NLcb0BdqfatBpyX\nPQeZ610YaGhAelERMmcviO4zRLC6PFEi+Va87m5Gob4gYMVrAHDDhUPn/o7W7rOonfMd9A70wajJ\nhOVMB7S9Xci+/TYM9fRCnalDT0Mjens6cCzPDbPeHLSNM5yF/IWax+RPHLI7wzgNxiqjb9tsmArF\nnQoM1jdAYy2CqfJKwXy/7Nnz8bf2j319+WU5c6HE6O9HWlmFL/NbsJXZicKJ+4DEYAi9ZkdDQwMm\nTZqEn/70pzh58iQuueQSPPDAA9BeyL8OjKxnkp8/+ldWi8WClpYWDkiIouS/6noPEPX8DQABj9H9\nV5wGRuLn5+fOGwnZurDfP/Xp1NwBnPNfaT07L6pH8pGsLk+USOIVr41VxoA2eejc3wXH3FJ5I77R\nko7Tz/xfDAA4j8CVpzXrluFX7teDt3GGs5CfSPrFYCGE4u38uUuBuSP/Pndkn+/3ohvA4J0DeKHj\nr75jPZWekb7+gsGTx4Qrp4tXZicKI6YBya9//esx92/cuBEvvvhiyP3Dw8M4fvw4tmzZgtmzZ+OR\nRx7Bb37zG9x9992xVMvHZBr/AobBzu3o0Ac5Mvb3jrTcnBx9xOV6j+vo0ONUlGXHct0mwvlykLrO\nwcprahCnUayH6ZuRv2+wMutaWwTbLf0tWFxaFXL/gKgOLkcjTNWRD4rGer9EXMNkLDPRpPoME6Wc\ncPcAADSeEc0z6W7GbIcwffxAvTAGX3+2B8gNXl6kpLg2qd5mk71fkKK8SNpgtMS/F0P1TcKV2rub\nYSobrbvdIVyZfay+PRmvIclP1pCt/Px85OfnY/bskQV5li9fjmeffVZwjNlshsMxmi/b4XDAYrFE\nVP54c1MHywMPAO3t3RGXEc17R1pue3t3ROX61z/askN99khNhPPlIGUe9VDXIN1qhX9rSC+yRvy+\nocq0aC0B2/7Hifdri4uh9UsNqSosEhwfLiQr1PvF+r2LSV1ePMpM5bYq1bVIhnIC26QZ7311SNCG\niwzCuVWF+gKo89MFr2kvxOx70wAPKDS4WTkHOdqCcdVNimsj5fWVSzL3C1KVF64fHg/x74XGOlm4\nUrte2C7Vk4sEaX/FfbtXsl5DcZmUeDENSDZu3Bj0dY/HgwZRxoVg8vLyUFBQgFOnTmHKlCk4cOAA\nSktLBccsW7YM27Ztw7XXXouPP/4YRqNRtnAtl8uNnjANv+eskyu1U1ISr3ouXnV9PMKlEhbvV5w6\nh7N+qSFRWY4cv+PDhR5IkbqYSEreNulNj6pUKPHUR7/17b+r6jZcljNXMLeqKvdSfJX2Ndr9UmSr\nZhWiZNMmuFuaYd+2HQAwCUCxeTYwK8SbEyGwDUrRL4pXau+fMRW39N8oaMP+nANdgrS/4r6dKBxJ\nnpD8/ve/xxNPPIG+vj7fa0VFRfif//mfsOf+7Gc/w3333Yfh4WFYrVZs3boVO3bsgEKhwJo1a1Bd\nXY26ujrU1NRAp9Nh69atUlR5nDzoPDQFA4bQt1mfsx24KYFVIoqQeNVzScoMk0pYvL/Rvl2wv0+U\n9jdUCtVI348o0bxt0psedXfjHsF+bxv2n1sFAHZnI/7klyL7u04rSmctRZ8o9GWgvgGaWTGkT6UJ\nT9wGpRCwUnvnyErt/m3YX5/dHrgt4W8NTXySDEiee+45vPbaa/jlL3+Je+65BwcPHsS+ffsiOres\nrAx//OMfBa+tXbtWsL1lyxYpqhkzlUqF3KJy6CcVhjymu6ORK7XThCUOqZqun4LeD/ZisKEJGmsh\nMhcsxvBnJ0OuIK0tto1MqPdui9L+SrKafAw8Hg+O2zvhONyIgpwMlBdnQ4Gx11Ki8fNe7/qWbtgs\n+pS63t57oaWnFTqNFr0tfchMy8CwZwgLbfNwuPlT9A71hWzDodp6RlHgquyU3ORux5Fk2fJmeguV\nJUss2r5Y3Ldn2GzoP7DXl3Urff6VgDKG/zfyuDF44tOQvy2U+iQZkOTm5sJqtWLmzJn4/PPP8d3v\nfhe///3vpSiaEsjlcuHzzz8PO++kpGQqB10XKXFI1db0a+D43ei9bh12o/7Fbb5t8QrS3rCxgYZ6\npBdZA8LG5A7JOm7vxH9sP+zbvvcf56KieFJC63AxSeXr7b0XFtqqsO/E6AJzC21V2Gc/hNUVK2DR\nmUO24VBtvb+9fTQWX6uFu6szIZ+Hxk/udhxJli1xpjdxliyxaMPAxCHBukEIsm7Z4IH28iXRfjSf\nwROf4vQTT/i2xb8tlPokGZDodDocOHAAM2fOxNtvv43Zs2ejq6tLiqIpgU6f/hr777kbBRkZIY9p\n7u0FnnwapaWM3b8YiUOqhhqaBNv9jcJt8QrS3rAx0zeDT0SUOySrvqU7YDtV/gc5FaXy9fbeC/3D\nA4LXvdvDw64x23Gott57+rQgFt+k0UB7hVS1pniQux2HC3UFgMau5sDtEOFXQPRhYOKQ4M6d2wT7\n++310MYwbXGgvj5gmwOSiUWS513/8i//gnfeeQeLFy9GZ2cnvvWtb2HdunVSFE0JVpCRAZveEPK/\nsQYrNPGJH9unWYXZg7SFwu1UW63XZhGm4LZaIk/1TdFL5evtvRe0aq3gda06XbA/WhmiEC1dUegQ\nYUoOcrfjSMKrirJEmd6M8Q2H1YnCcbW22H4LuBL8xCfJE5Lp06dj8+bNOHHiBO6880489dRTUCoZ\n20eU8i7E7dodjVDnF2JG+ayRVakvZFrJmDQHBR6MzCEpmoy0yxfBaEjDYH0D0m1FUJWXC1Zyn2Gc\nhs+7vhwz1jmuHydMrHd5cTbu/ce5cLT3Ij8nA7OKsyV/Dxrlvd71Ld2wWvSYVZwtuH4l+Xq4PJA9\nNj9YGmpfSEtPK26pvBGDrkEoFUqc7TmHf5q9Cl92fAXnsBOX5cyFAoox01mPvNnIveZWKGC7qRZ9\nzc3QFRZCe2V1wj4vjY+4HZfbsnDsTIev3ZbZsnDCfj5u7XiGcdpIv9zdjCLDZMwwTgs45tKcb2Bo\n9hCanA5MNubjG7lzsP/sB2hyOlBozMf8vHlQSbgSRPr8K2GDZ+TJiM0K7bwrMXj8qO+3JNo5IGnl\nl6Bk0yYM1I+sHK8pv0SyulJykKT17du3D/fffz/MZjPcbje6urrwy1/+EnPm8HEaUSoTx+3m3vUD\nvHDuNd+2scqIsoXf9G0fPPcRXuh4c2QBrfajqG1Lx7ZP/uzbf0vljYI45kSvtB4u1lsBBSqKJ2Fp\nlW3c2WrkjidPJd7r7X99jtk7fNdvydxC7D08mnUqmWLzxSFXpwa+wuP7/l/fsQttVfjLx3vgqfTA\nmGYMG+PPGPnUJW7Hx850CPqAH6yswG9fO+bblrodf971paBfNVQZAtrXF11fCfpi92w3tn8y2pd7\nZgNXmiSMDVSqoL18iS9Ma/D40djat0IJzaw5vCcmMEn+NLl161Y8++yz+NOf/oRXX30VTz31FP71\nX/9ViqKJSEbiuN1+UWrHgNhlUZxyk9Mx5n7x+fEWLNY7Fd9jIvO/Xn0DwyH3JUKw2PxQ7OeF6Xq9\nc0kau5ojKidYjDylJnE7tTvi2ydE0r7ErzU7WwXb4r5aamzfFI4kT0g0Gg3Kysp8296V14kotYnj\ndrU2G3Bu9C9/RcbJgpCskqwi3KScDf3ZHvSY9FAYhfHv4rjlyYb8+FU+iETEessdT57q/K9fRrrw\nJ0ru2Hy1WoWTXZ/5Mg75h2FZjaL5VN65JMYCZGmysNBWhf7hAWjVWlj974sLoVqe/l7kLVmEjr/9\nHa6eXsbIpzBxH2DLj2+fEGwOiTjcUHzMZKNwdfdCo7AvjiSVcDS0xTbBSu7pJcXjLosmJkkGJHPm\nzMEDDzyA1atXQ6VS4Y033kBhYSE++ugjAMC8eaFTy1199dXQ6/VQKpVQq9V45ZVXBPsPHjyIDRs2\nwHqhc66pqcGGDRukqHbKcrlcOH3665D7Ozr0aG/vRknJ1ATWiiai00U64WrSU/Nx15TRVKUejxu/\nOjSa2vHfclei7fe7AQAaAKa7p/j9j1g6VFAKtnuHexP6eYLNWUjF95jI/K9fSYEeVWVm2a6ld57I\nl51fo2vQif/+/G30DvXhrqrbAEAQhvWDS/8JC21V0Kg0yMvIwbneDny77BrkpOdg2D2EffbR1MCX\nmkf/aCcO1bKt+0cozQWMkU9hAXNKirNgzIhfnxAsRa843PDH834gSDPdP9yHb5ddg46+TkzSZUOj\n0AjKjCSVcDQ8Lrcge5z+stD/X0gXJ0kGJF999RUA4PHHHxe8/vTTT0OhUODFF18Mea5CocBLL72E\nrKyskMdUVVXhmWeekaKqE0K49LynMJqelygWAatJd1mxrHCp74dJvCq1eLXe3jN27MscfaKiUaYJ\n/sdMp9LispxL41Z/sWBzFlLxPSayYNdPrmvpnSfS6GzGX+zv+l4PFhJz6rwd++yHcNnk2Xj31H7f\n69+deW3AsY1OB8qMI1EF4tAVj9vNOPkUF6oNx6sdB0vRK26j9V2Ngr77la//jHdPf+Dbf1XJFbgs\n9zLfdiSphKMx0NAQsK2pqBx3eTTxSDIgeemll8Z9rsfjgdvtlqIaFxVvel6i8QpYdd1Yir+dOyxY\nybfIOFkQamLLKhKEaInDAIKuxO4X4iUOC4g19WSiV1ZnBi3p+V/TLEM6enoHMTkvM6murW8V9TQd\n5hZUoM/Vh5yMbFxRdCm0ai1cHhcUUGChbR7UosxBBm0mWnvaQq7eLg6LzCwuBn8RU4vb7caHn52F\n3dENW74BC8rzoExk9sAg4VXh+u7ANMCivjnKldrDYdpeCkeSAUljYyN+9rOfobGxEdu2bcO9996L\nRx99FEWifOrBKBQKrF+/HkqlEmvWrMHq1asDjjl8+DBWrlwJi8WCzZs3Y9q0wJR2RBQd8SP52tnf\nEWRhGckOZBA80Zg2qUSQzUUcBpBjmAbDJoMvNWNaeQXucuYJBj2qSjUau5tRqC9AVW5sT0cSndGK\nGbSkJ76mS+YW4j//5/Okura+kJi+Vuw89rrv9YW2Kgy6BwX3yNqKFbil8kY4+7th0Orxh+P/jd6h\nPgAIunq7OJ1pzvx5aDvnP6ynZPfhZ2cFWbSAClxRbgl5vNSChVcBnjH77lsqvycIn9WqdIIyo12p\nPRxvO3c5GqHKL2RIIgWQZECyZcsW3HbbbXj88ceRl5eH66+/Hvfffz+2bdsW9tzt27fDbDajvb0d\nt956K6ZOnYqqqirf/oqKCuzZswc6nQ51dXW48847sWvXrojqZTKN/wlCsHM7OiKfiBbNe0dabk6O\nHiaTAR0depyK8HgAcTl2rM8Xy3VPhvPlIHWdIymvrrVFsN3ULcqI1d2MPl1fwGv+mvua8b2K64QF\nmxcKN81Vgu3rTFeHrVukHIeFmY0c7b1YWmULcXR0gl3DWN8vFdummFSfwVuO+Jp6M2tFem2lrk8o\nZlMVXjn2huA18SrtANDW34E7qmoBAK8ce8M3GAEAKDxYXFoVcI74nknUZ0pUGXJKRN9aX/eVcLu1\nG99eEtkfTqWon7gvb+lvCThG3HfbuxqF4bNpWlwzY7HgGLMpSFuNhaidSyXV2yiNkGRA0tHRgUWL\nFuHxxx+HQqHA6tWrIxqMAIDZbAYA5OTkoKamBp988olgQJKZmen7d3V1NR566CF0dnYiOzv8pLDx\nriNgMhmCntveHnmqvmjeO9Jy29u7cfasM6rjpa6Dfz2CCXXtIpUM58shljqLRXoNLFpRlhVRxqtC\nfQGMaUbBa0UG4WN+i9YSVd29oQX+f3WLJnOLODQiP0c4jyo/J0NQn3AhVqFCLUJdw4Iw7zeWWNtm\nsPLkIMVn8L8W4muqu5BZa2jYjdff+woqBfB1kzNoKIxU13S898xIJi1hWFmhvsBXlvh4eBR476tD\nY7b7RH+meJfhLUcuiehbrWaDaFsvOM7lcmPf8RY0tPagyKLHwkvMUI3Rz0RL3M4C2h0C+25xhkP/\ndgvE3leHEo9+UMryvGVS4kkyINFqtXA4HFAoRjrmQ4cOQaPRhDkL6Ovrg9vtRmZmJnp7e/H+++9j\n48aNgmPa2tqQl5cHADh69CgARDQYkZvL5cLeve+GPW7JkqsSUBuiQN5H8gHhVBdWYa/KvRQKKASP\n7WcYp8FQZRCsOB2NWDO3iEMjfvSdS8ZcWT1ciFW0oRbMoCU9pXIkTGtw0IVCsx5Dw24smVuIN/ad\nQk//sGhxxMSGwoiN3jNNMGj16BvsR4HegumTpqChuykgDHGsLF2JXBCU4kujVuCGq6bh3Pl+5GZp\noVEL/8d93/EWPP/GidEXPB4smR3bnAx/ocKr/Pt3cd893VgKtai/9yd1li2icCQZkPz0pz/FD3/4\nQ9jtdqxcuRLnz5/HU089Ffa8trY2bNy4EQqFAi6XCytWrMCiRYuwY8cOKBQKrFmzBrt27cL27duh\nVquh1Wrx5JNPSlHluDt9+mv8YvdTyMjJDHlMb3sPbDbm4iZ5iFeaBoD5ufNGMmr5EWdvEZ8TjVgz\nt4gXGDvV5MSaq0pDrqwebJFC/wGJuDy7o3vM/+FlBi3pnW7uHh1wHAO+Oc8mWJ3df3HEcN9PvAW7\nZ7yuLQv8S+1YWbr4P3cTx5cNXdj14Rnf9vIFxbhsusm33dAqnBMk3o5VsCxbQGBfHUl/7yV1li2i\ncCQZkHg8HqxYsQLV1dX4t3/7NzQ3N8PhcKCycuyUblarFa+99lrA62vXrvX9u7a2FrW1tVJUM+FM\nZQUwTA79F1RnU2cCa0Mkv1gzt9jyDaLtsedfhVukMNrySHri76hItK3zWxwxVb8fqTMWUXIJ14+I\n23SROfQfKpMF2ywlmiQDkocffhg/+clPcPLkSej1erz22mvYuHEjli9fLkXxRDRBxJq5ZUF5HoCK\nC3M+9FhQbhrz+DJbFn6wssI3R6S8WLjeUbTlkfTEYXAzbVmAx4OG1h5YLXpkpqug06hT+vsRh0fG\nmrGIksv8sjwMDZf75ojMF7XThZeYfW26yJyJhbPle8oXKamzbBGFI8mAxO12Y968ebj33ntxzTXX\noKCgAC6XS4qiiWgCCRVaECkllLii3BJx2M4J+3nBHBFjhnAOSbTlkfTEYXDHznQI4u3v/ce5WHNV\nqVzVk8RYoV6U+k7azwvabK4hXdDPqKCUdM5IIsTaVxNFS5KVe3Q6HZ577jl8+OGHuOqqq/DCCy8I\nsmMREckh2BwSSm78zijVsM0SxU6SJySPP/44/vCHP+Dpp59GVlYWWltb8R//8R9SFE1ESUy82rtU\nqSFDvp8ojW+ZLQsn7OdDrtQebg5JtO+XTKuHTzTea61JVwlej/Y7SxRx28/Ni22RT0od4n5BPEck\nWdvsWBLdlxOJSTIgsVgsgnS9P/nJT6QoNqW5XG70hHnM2XPWCZfLDZWKNz2lpkSnhhSn8f3BygpB\nSJY4rW+saXq5MnvieK/1N+dZsWRuIfoGhqFLV6Onf0juqgUlbvvp6WpMSU/t0DKKjLhfuP3bs1Ki\nzY6FaX5JbpIMSCgYDzoPTcGAISfkEX3OduA6TwLrRCStRKeGFIdCiNP2itP6xpqmN1zaYJKO91qf\n7xnER8dHV5rWadSYP9MsV7VCErd9+/lGTDFzQHIxEPcLgtTVSN42Oxam+SW5cUASJyqVCrlF5dBP\nKgx5THdHI1QqVcj9RHLzPsavaw2+Wm+8U0OKQyNK8vW+v0RmpKsxZbJohWRRqIT4/BlFWdgfZMXk\nUGIN+aLIea9tdqYGS+YWwuV2Iz8nE30Dw9h9uAlFeTpMLxoJ0fN+n4tzY/s+wrXvsYjbui0rdF9P\nE4u4X5haZMAN+tGFEfNzdPjgRIsvu9+8mXn46LOzvu35ZXk4OUaoqRSiDcFiml+SGwckE5zL5UZz\nb++YxzT39sLG0DEKItxj/HinMxWHRtyxskLwl8jSoqwxQyXE5998bTlefDPyFZO5Mnvi9PQPYcnc\nQuRm67Djfz7HkrmF+OO7X/r2L5lbiPbuQUGIniY9DdNiWJskljAVcduvKpyDc23SLnhHyUncL5xz\n9gvaqrifGRBtDw2XB2SSk/rJa7Rtm6mpSW6yD0iuvvpq6PV6KJVKqNVqvPLKKwHHPPzww9i7dy90\nOh0ee+wxlJeXy1DTVOXBf85RIyMnLeQRve1qLABDxyhQuMf48U5nKg6NOBNkZfWxQiXE5zeeFW6H\nWzGZK7MnzqkmJ/YebsSyKisA4Qrt3m1xiN6Z5vMxDUhiCVMRt32lgn/QuViI+4X/3P2lYL+4nwnX\n78QjFDTats3U1CQ32QckCoUCL730ErKysoLur6urg91ux1tvvYUjR47gwQcfxM6dOxNcy9SlUqki\nWjGeoWMUjNyP8cWhEeIVkcUrHotXSA5YBdyUeismXyy8360lNwMAkJEu/HnSpasDvv/iguC/G5GS\nu33TxCDOslWYF12/E49QULZtSjWyD0g8Hg/cbnfI/bt378aqVasAAJWVlXA6nWhra0NeXl6iqkiU\nEqKNh48kxljq1Xq9czpCxU6L53zMFK20XjUzD0PXlftWPF5QYYHbM/IXyCKTHlVlJhw70zGaFrg4\nS7gKeHEWFAqk1IrJE5nH48HJ+k40netF38AQbr62HK3tPbj52nL09Q/i5n8oR2NbNwrzMmGz6FCS\nnwVjxuj3uaAiH+fOjX/Nh2DtW3xfKBVK1Hc1MhUqhTR/phlul2ekrZr0WDDbAqUSvrlql1eYBf3O\nlbMtyDVq4WjvRX5OBsptWYJ+K9o5JW64cOjc39F4phlFhsm4LGcuQ7Ao5cg+IFEoFFi/fj2USiXW\nrFmD1atXC/a3trYiPz/ft22xWNDS0nJRD0g4L4SCiTZmOJLjpV6tN1wa3XBpfYeuE8Zeuz0QxGYr\nFAgam+3/Hqm2YvJEdtzeiY9OtmLv4UYsmVuIP+352rfvpm+V4cW/jH6X37+uHFPzJwm+T6UytonA\nwdr3ya7PBPfFQlsV9tkPAWAqVAruwPEWQVuFB4LtNJVCuJK7UYuK4klYWmXD2bNOHDvTEVN68UPn\n/o4Xjvxh9O0rPZifO48hWJRSZB+QbN++HWazGe3t7bj11lsxdepUVFVVSVK2yWQIf1AU53Z0RP5Y\nNScnsmMjPc57rMlkQFtbZkTzQv4hJzPiUCxvPU5FUY9QYrnuyXC+HKSoc11ri2C7pb8Fi0tD30vR\nHi9FHR1+8z0AwNHei6VVtpD761tFsddnhbHXAbHZov3i8qMRj3aUim1TTKrPYDIZ4Djc6JsrIp4z\n0nRO+F02nO0J+t5S1gcIvC/6hwd8/07EPZJs5aR6m5W6/sHKa2z7QrQtShcu6sf8+yXvfRBqfyQa\nz4jmi3Q3w1Qm3edOxDVMpvJIHrIPSMzmkQmoOTk5qKmpwSeffCIYkJjNZjgcDt+2w+GAxRJZmMV4\n/6JrMhmCntveHnloQKTHRlvm2bNOnD/fF9G8kPPn+6IqO9p6BBPq2kUqGc6XgxRPHyxaS8D2WOUG\nHnfOMZUAACAASURBVG/Ge18dEoZweYDBE5/C5WiEOr8QaeWXADFM3i3IyRBsT87NwH/t/dIXkpUv\n2m81i+aMmDJF2+JY7UxBWuDCvIxxXdtY21Eiykzltuq9FgU5GWi48D9r4jkj+bnCtlBkygx4b6mu\nqX854vtCq073/Xuse2rMunjcGDzxKQbq66G1Wse8j+LxmeQsw1uOXKS+586edcLtduNDvzS+Vovw\n84nnkFjNwu38nJF+yf8+CLY/UkWGycL31xdI9rlDtoEo2nRE5UldvxjLpMSTdUDS19cHt9uNzMxM\n9Pb24v333xes+A4Ay5Ytw7Zt23Dttdfi448/htFolDRc65ln/g86OjoEr2VkatDbM+jbrrnmW6i6\n7DLJ3lMsmlXdiUKJdr6HOMZYqVDiqY9+69t/V9VtmNowgNNPPOF7rWTTJmhmzRl3HZVKCNL0tnX1\n43f/PRrK8KPvXCKY81FeLJwzUFachTS18sL/COgxr9wETZoS9a3dsJr1yDVqBKERVWWptTjZxaa8\nOBtKJVBk1sPZO4QbrpqGxtZuaDQqdJzvx5K5hdClq1GQm5Gw+T5KhRILbVXoHx5AZloGpk2aAovO\nHFMc/uCJTyW9j0heH352VhBKevu3Z+GGq0bXIckxpo3Zj4nTh8eaXnySZhK+XXYNOvo6MUmXjZz0\n0AsyS4VtmqQm64Ckra0NGzduhEKhgMvlwooVK7Bo0SLs2LEDCoUCa9asQXV1Nerq6lBTUwOdToet\nW7dKWoe/fvgVXOnBFrTS+f6V9v7f4jog4aruJIVo53uI0zzubtwj2N/obEZhvTBsZqC+PqYfHfGK\nxhq1MKTwVJMTa64qFcRPi+eAXFFuwRXlFsH2t5dMw9mzTvz1YL2gPK6sntwUUKDMOgll1kl4+d2v\n8F/vjc4hmTfLgo+Ot2D5guKEzvup72r0zRkBgDxtLpYVLo2pzIH6+oBt/s9b6hKnnz7V7MTuj0a/\n4+ULisP2Y/5iTS9+5nw9/uuzt3zb3515LabpS8dVVqTYpklqsg5IrFYrXnvttYDX165dK9jesmVL\n3OqQay6GZ9IlYx6TaWiN2/sDXNWdkkOwNJFa64DgtXSrNab3mFKgF/wlMTdLC3w0ur84zJoS4lCJ\nBeV5UPplPeLK6qlrSqFREG6Xph75Xo16DT440YoF5XlQeBSCLGyxrtQeTDzSpWpF902s9xHJq7hA\nnH48cOX2WLJmRUuOFL9s0yQ12eeQEFFyCJYmUlE+8ije5WiEKr8QmvKxB+/htHcPClY0vvX6ckEI\nV7ZeM+b54lAJoELwtIQrq6cut8steHq2tmYGlswtxJv7TqGnfxhABYwZGkE2olhXag8mHulS08ov\nQcmmTRior0e61RrzfUTyys5ME/Rb6WlKwXZfvwv/94+f+o6Px0rs/qROzx4JtmmSGgckRAQgxEq9\nCkAzaw5M1QslmTgoDnWob+kR/E9o/qQMlFlD/3CLz7c7ugUDEq6snrrOiL7bs519grZhd3QjK1M4\nYI11pfZg4rJitUIJzaw5DGmZIMShp2lqZcC2v3iHjkqdnj2yN2WbJmlxQEJECRNupfVwIVbi88Ur\ns1PqEn+3haIMarZ8PbIyhAOSWFdqJxoPcWhoYLY/ho4SRYsDEiJKmAXleQAqfFmx5pebkGvUjmbR\nsmbhgxMtIeeIeM/3ZtlaUG6S7bOQNDweD47bOzEwMITvX1eO5rZe2PL1qCozQem3uvX8chOUUAhC\n8mJdqZ1oPMShodOtWfB4RtYfKczT44o5FuRlaRk6ShQFDkjIJ5oV4InGQwmlICsWIMw+88GJljHn\niHjP93+NUttxe2fQVaqPnekIurq1lCu1E42HODT0gxPCldrTNSP9FENHiSLHAQn58US0AvwCMP0w\nxUe4OSI08dS3iOcVjcTbh3qdKNmw3yKKHQck5KNSqSJaAZ7ph0kq3nAdb3rMqaLUr1MmG8Y8XpxO\nM9x+kpf3+3EcbkRBTgbKi7N98fh5WemovtSKzu4B7P3UgcwM4c8T4/ApWYn7rdIEp/0lmgiSYkDi\ndrtxww03wGKx4JlnnhHsO3jwIDZs2ADrhRzXNTU12LBhgxzVJBGXy4XTp78WvNbRoUd7u/CvRSUl\nU6MaxAQrN5Roy6bkIg7XuWNlhSBbjXil9VDhPZHuJ3kF+35mXYjHb+3sw0t/Oenbd+PV07FkbiGy\nMjWYYc1mHD4lrf7BYUG/NWWyEf8ngWl/iSaCpBiQvPjiiygtLUV3d/DJiVVVVQEDFZLf6dNfY/89\nd6MgI8P32inRMc29vcCTT6O0NPK86MHKDWY8ZVNyEYfliFO/isN0woXxMMwnuYX6fiqKJ+HTr9sF\n+7xpf1dfPZ3fISW1+pYe4XYr+yGiaMk+IHE4HKirq8OPfvQj/O53v5O7OhSlgowM2PSG8AcmSbk0\nKhnCm8TpM8WpX8VhOuFWYudK7ckt2PfjbYeTjOmCfblZWt8xRMmsSJwG2KwXhHCVFLANE4Uj+4Dk\n0UcfxebNm+F0hl7M5/Dhw1i5ciUsFgs2b96MadOmJbCGJIVIw7BycioTUBsCkiO8SZw+s7w4C8aM\n0Cuth1uJnSu1Jzfv9+No70V+TgZmFWfj+JmRdpipVWPJ3EJkaNXIz8mA2+X2hXQRJbOFl5gBj8eX\notqUrcULfhnixKGnRBRI1gHJnj17kJeXh/Lycnz44YdBj6moqMCePXug0+lQV1eHO++8E7t27Yqo\nfJMp/F/YVWolhsMco8vUwGQyoKMj8r9y5OREdmykx3mPjaYe0ZY9nnqIQ7RCHd/V1Ro2DKu5txc5\nLzyHnJzIyvWvi79IvvdkI3WdIynP4RfzDACO9l4srbLFVGY0vOWZTUbB6xbT2IvdiY8PV954xaMd\npWLbFIv1M4i/n3cONwEAevpH4vBrl8/EDVfPSFh9pCwnmeoiVTmp3mYT1bfecPVov7XjrZOCfWP1\nrXL0/XKXmezlkTxkHZD8/e9/xzvvvIO6ujoMDAygp6cHmzdvxi9+8QvfMZmZoys5V1dX46GHHkJn\nZyeys8P/1cy7zsFYXMPh19To6xnE2bPOgMnaY4n02GjLjKYe8ahvLPWINAxrPHXxMpkMEX3vocjV\nscVSZ7FIr0FBjnBwmJ+TEfK88V5XcVhYmS0LJ+zn4Wjv9WVZkiJLVqzfe7zLi0eZqdxW/a9FYW6G\nILxFo1ag7pA9ou9eqmsqRTnJVBepypGyLnJJRL/gcrmx73jLyBMSix6FeZH1rRdrv5XM5XnLpMST\ndUCyadMmbNq0CcBINq3nnntOMBgBgLa2NuTl5QEAjh49CgARDUaIaGyJCG8Sh4X9YGWFYOFDZsmi\nzp5BQYYi86Tp+N0bh/ndU8rYd7xFsIjnrdeXM3SUKEqyzyEJZseOHVAoFFizZg127dqF7du3Q61W\nQ6vV4sknn5S7ekQTgni14XgQZ1USLyDGLFkkzqx2trMPAL97Sh0NraIsWy09WHxJAdsvURSSZkAy\nf/58zJ8/HwCwdu1a3+u1tbWora2Vq1pEFAOps2jRxCNuE8yuRakmMMtWZogjiSiUpBmQENHEIw4L\nK7NlAahAfWs3rOaRrFpjHc9Qh4nJ5fb4VrIuLdTjBysrYHd0oyCP2bUo+Ynnul0pyrK1cLZF7ioS\npRwOSIgobsRhYcfOdAjmkBgzhPMEEhFGRvI7eMwRMFdozVWlMtaIKHLB5rotmV0gY42IUp9S7goQ\n0cUj2BwRuvicaT4v2GY7oFTCfoxIehyQEFHCcI4IAUBJgTBUj+2AUgn7MSLpMWSLxs3lcqO5t3fM\nY5p7e2FzuaFScexLwVfqpovP/Ip8zhWilMW5bkTS44CEYuDBf85RIyMnLeQRve1qLIAngXWiZOad\nI7K0yib5YlaUOpRKzhWi1MW5bkTS44CExk2lUsFUVgDD5NB/HXI2dUKlUiWwVkRERESUSjggSUEu\nlxs9Yf663HPWCRdDpYiIiIgoySXFgMTtduOGG26AxWLBM888E7D/4Ycfxt69e6HT6fDYY4+hvLxc\nhlomEw86D03BgCEn5BF9znbgOoZKEREREVFyS4oByYsvvojS0lJ0dwemzqurq4Pdbsdbb72FI0eO\n4MEHH8TOnTtlqGXyUKlUyC0qh35SYchjujsaGSpFRERERElP9ngeh8OBuro63HjjjUH37969G6tW\nrQIAVFZWwul0oq2tLZFVJCIiIiKiOJH9Ccmjjz6KzZs3w+kMPieitbUV+fn5vm2LxYKWlhbk5eVJ\n8v7GtF4oh78QvKZJU2NwaNi3nZM9+iSi93zrmOX574/XsdEeH8l8k/EcG+3xkaQIjvRY7zFTwh5F\nRERERMlM4fF4ZJtosGfPHuzduxdbtmzBhx9+iN/97ncBc0h+9KMf4Y477sCll14KAPj+97+Pn/zk\nJ6ioqJCjykREREREJCFZn5D8/e9/xzvvvIO6ujoMDAygp6cHmzdvxi9+8QvfMWazGQ6Hw7ftcDhg\nsVjkqC4REREREUlM1jkkmzZtwp49e7B792488cQTWLBggWAwAgDLli3Dq6++CgD4+OOPYTQaJQvX\nIiIiIiIieck+hySYHTt2QKFQYM2aNaiurkZdXR1qamqg0+mwdetWuatHREREREQSkXUOCRERERER\nXdxkT/tLREREREQXLw5IiIiIiIhINhyQEBERERGRbDggISIiIiIi2XBAQkREREREsuGAhIiIiIiI\nZMMBCRERERERyYYDEiIiIiIikg0HJEREREREJBsOSIiIiIiISDYckBARERERkWw4ICEiIiIiItlw\nQEJERERERLJRy12Bq6++Gnq9HkqlEmq1Gq+88krAMQ8//DD27t0LnU6Hxx57DOXl5TLUlIiIiIiI\npCb7gEShUOCll15CVlZW0P11dXWw2+146623cOTIETz44IPYuXNngmtJRERERETxIHvIlsfjgdvt\nDrl/9+7dWLVqFQCgsrISTqcTbW1tiaoeERERERHFkewDEoVCgfXr1+OGG24I+uSjtbUV+fn5vm2L\nxYKWlpZEVpGIiIiIiOJE9pCt7du3w2w2o729HbfeeiumTp2KqqqqmMv1eDxQKBQS1JAovthWKVWw\nrVIqYXslSh2yD0jMZjMAICcnBzU1Nfjkk08EAxKz2QyHw+HbdjgcsFgsYctVKBQ4e9Y5rjqZTIZx\nn5vq56dy3aU6P9H+f/buPDyq8u4f/3tmMslMlklIMplsMwmEJSGGSA2LRAkWsBWLgH0UbBRbXL4W\ngUvxV1RasbUUl0trXdra9qkLygMuj/tS7IMaXEEURWUrIGTfSEKSyT4zvz/CTOacObMkc2ZL3q/r\n6lXPnHPu3BNvP3PuzP25P/6MVSn+/g6C0eZYay8QbUbyWJXrdxFO7YRTX+RqR86+hEK4x9Zwby8Q\nbYZ7e/Y2KfhCumSru7sbZrMZANDV1YWPPvoIkyZNElwzf/58vPrqqwCAr776CjqdDqmpqUHvKxER\nERERyS+k35A0NzdjzZo1UCgUsFgsWLx4MS644ALs2LEDCoUCy5cvR1lZGSoqKrBw4UJotVrce++9\noewyERERERHJKKQTEqPRiNdee83l9RUrVgiON23aFKwuERERERFREIV8ly0iIiIiIhq7OCEhIiIi\nIqKQ4YSEiIiIiIhChhMSIiIiIiIKGU5IiIiIiIgoZDghISIiIiKikOGEhIiIiIiIQoYTEiIiIiIi\nChlOSIiIiIiIKGQ4ISEiIiIiopDhhISIiIiIiEKGExIiIiIiIgqZsJiQWK1WLFu2DDfddJPLub17\n96KkpATLli3DsmXL8Je//CUEPSQiIiIiokCICnUHAGDr1q3Iy8tDZ2en5PmSkhI88cQTQe4VERER\nEREFWsi/Iamvr0dFRQWuuOKKUHeFiIiIiIiCLOQTki1btmDDhg1QKBRur9m/fz+WLFmCG2+8EceO\nHQti74iIiIiIKJAUNpvNFqof/sEHH2D37t3YtGkT9uzZg6eeesplaZbZbIZSqYRWq0VFRQW2bNmC\nnTt3hqjHREREREQkp5BOSP74xz/i9ddfh0qlQm9vL8xmMxYuXIgHHnjA7T0//OEP8fLLLyMpKclr\n+01NHSPql16fMOJ7I/3+SO67XPeHgj99FvP3dxCMNsdae4FoM5LHqly/i3BqJ5z6Ilc7cvYlVMI5\nLoR7e4FoM9zbs7dJwRfSpPb169dj/fr1AAZ303ryySddJiPNzc1ITU0FABw4cAAAfJqMjCY2mw0H\nK9tQ1dAJkyEeBTlJUMD9EjciokjFeEejDcc0kXdhscuW2I4dO6BQKLB8+XLs3LkT27dvR1RUFDQa\nDR5++OFQdy/oDla24aHt+x3Ht101HYU540LYIyKiwGC8o9GGY5rIu7CZkMycORMzZ84EAKxYscLx\nenl5OcrLy0PVrbBQ1dDpcsxgRpHIYrHg5MkTaG2NR0uL9DbfubkToFKpgtwzCheMdzTacEwTeRc2\nExJyz2SIFxwbRcdEkeLkyRP45NZ1yIiNlTxf19UFPPwo8vImBblnFC4Y72i04Zgm8o4TkghQkJOE\n266ajqqGThgN8ZiaM7ZyaGh0yYiNhSmeSYMkjfGORhuOaSLvOCGJAAooUJgzjl/xEtGox3hHow3H\nNJF3IS+MSEREREREYxcnJEREREREFDKckBARERERUcgwhySM2Isn1e+vQUZyLIsnEdGYweJxFKk4\ndon8xwlJGGHxJCIaqxj/KFJx7BL5j0u2wohU8SQiorGA8Y8iFccukf84IQkjLJ5ERGMV4x9FKo5d\nIv9xyVYQ+Lq+1F48qb6lC+nJsSyeRERjhnPxuMSEaNQ1m6E4+zrX41M4EX+m5+cksvAhkZ84IQkC\nX9eX2osnzSsxoampI5hdJCIKKXv8A8D1+BTW3H2mc5wSjVxYLNmyWq1YtmwZbrrpJsnzmzdvxsUX\nX4wlS5bg0KFDQe6d/7i+lIjIN4yXFO44RonkFxYTkq1btyIvL0/yXEVFBSorK/Huu+/innvuwd13\n3x3k3vmP60uJiHzDeEnhjmOUSH4hX7JVX1+PiooK3HTTTXjqqadczu/atQtLly4FABQXF6OjowPN\nzc1ITU0NdldHzHlttL/rS7nfORGNFlLxTM54SRQI4jFaYErEd6da+blM5IeQT0i2bNmCDRs2oKND\nOmeisbER6enpjmODwYCGhoaImpDY10bLsb6U+50T0WjhaS0+4xqFK/Fn+nenWvm5TOSnkE5IPvjg\nA6SmpqKgoAB79uyRvX29PiEk9wby/vr9NcLjli7MKzHJ+vPD9b0H6/5QkLvPgfgdyNFma2s8vvdy\nTXJy/Ih+1lj5HYaaXO9Br0/wOZ4Fqz/h0Ea4tRPpYzYYccGfcTwW41a4t0ehEdIJyZdffon33nsP\nFRUV6O3thdlsxoYNG/DAAw84rklLS0N9fb3juL6+HgaDwaf2R7pTlV6f4NcuV4G8PyM5VnCcnhzr\ncq0/Pz+c33uw7g8FOXdV8/d3EMg2W1q8J3+2tHQO+2fJ/Z7D+Xfo3F4oyPEe7L8LX+KZL+3I1Z9Q\ntxFu7cjZl1AJRlwY6Tgeq3ErnNuzt0nBF9IJyfr167F+/XoAwN69e/Hkk08KJiMAMH/+fGzbtg2L\nFi3CV199BZ1OF1HLtbyxWq3Yc6QJlfWdMKUnYFaB5/fG9dVENFoU5CThVz+bjtrTXWg390EBwAab\nY/09c+YoEnj7XJb6nFeGx55CRGEj5DkkUnbs2AGFQoHly5ejrKwMFRUVWLhwIbRaLe69995Qd09W\ne4404R+vfef0SiEu0ye6vV7OfBSicGWxWHDy5AmP1+TmToBKpQpSjygQFFDAagO27TwCAHgDwvX3\nzJmjSODtc1nqc/78At9WehCNFWEzIZk5cyZmzpwJAFixYoXg3KZNm0LRpaCorO/0eEw0Fp08eQKf\n3LoOGbGxkufrurqAhx9FXt6kIPeM5CZV08H+YOfpHFGkkPqc54SESChsJiRjlSk9QXTM/cyJACAj\nNhameK7lHe081XRgvQcaDfg5T+SdLBOSM2fO4K233kJraytsNpvj9TVr1sjRfESyWKz4+GADqhvN\nyDbEo/ScNKgk1owO5owUnl1bGo9ZBXqXa8b0OmqbFX2HvkVvVRU0RiPUBecACqX7c0QUUdzVdKht\nNiM+Vo1LS3MRr4nGOF0M8kX1Hi5M4YPdsLiJmW5jLPlE/Bk9xZiIvU45IyX5qegfKHA8D8yU+Jwf\n9c6Ovcr6GkSlZ7mOM0+f9TQmyDIhufnmm5GcnIxJkyZBoRgjD8pefHywAU+/dWjoBZsNc4syXK5T\nQonzCwwev74dy+uo+w59i5N//KPjOHf9ekRPneb2HNJKg95HIho5dzUd5k7Pwm6n7VTnTs+CxWoV\nrMWPjlFjIv/a7DPJmAm4jbHkG/Fn9M8vLRB8/vcPCI9TEmLGzGe4nafPcl/O0+gn2zckzz33nBxN\njRrVjWaPx8MxltdR91ZVuRzbg5TUOSKKbPZ41907IHi9u3fAZS3+qboznJAMgy8x0znGkm/En9He\nPv/H0me4nafPcl/O0+gny/dhkydPxrfffitHU6NGtmitc3Za3IjbGsvrqDVGo+A4xunY0zkiikz2\neBcbI/x7mTYmymUtfk6G+x0JyZVUzGQc9Z/4M1r8eS9+HhhLn+F23sYZxyH59Q3JD3/4QygUCvT0\n9ODtt9+GwWCASqWCzWaDQqHArl275OpnxCk9Jw2w2QbXjKbFobRo5DtqjOXaI+qCc5C7fj16q6oQ\nYzQi2ilPxNM5IopM9nhX12zGDUsK0dDShYTYaGSlxmKyMRG62KFYOKswHadPc2dCX7mLmYyj/hF/\nRufnJEIdpXTkhs4s0CMlIWZMfobb2ceepb4GqvQsl3HGz3Pya0Ly7LPPytWPUUdpUyBFp0FX9wBS\ndRoonZLQxQlwSiVwsm4oYV1sTNceUSgRPXWa9Fe3ns4RUUSyWmw43d6DxrYeZMdEYXFpjmBDEOdY\nqFQyZ3FY3MRMxlH/2Kw2tHf14Yy5D4ld/VAAgtxQ581+xuyIPTv29GWl0pXV+Xk+5vk1IcnKygIA\nrF27Fo899pjg3LXXXotnnnnGn+YjmqdEdPE55+TN266ajjS9LridJSIKE75uCEIULrwVPhzLG9MQ\n+cqvCcnNN9+MQ4cOobGxEfPnz3e8brFYkJ6e7nfnItlwin05J2+KzxERjSVybghCFAzeCh+O5Y1p\niHzl14Tk/vvvR1tbG/7whz/gN7/5zVCjUVFISUnxu3ORbDjFvrROyZtjMdmNiMhOzg1BiILBW+HD\nsbwxDZGv/JqQHDo0+LX6qlWrUFtbKzhXWVmJGTNm+NN8yPlSkFAqH2TX/hpkp8a6TUQXJ8CplED6\nuNjRm+zGgkdEhKF4Wb+/BhnJsYKYarVasedIE1rOdGPlJQWoO21Glt6/DUHGMpvFgr6DBxh3A0D8\nuV8yJRW9iwpQ09SJLH08ZogKH47ljWkCxluhRYo4fk1IHn30UQBAW1sbKisr8YMf/ABKpRL79+/H\n5MmTsWPHDlk6GSq+rPv0lg/y45muW9dJJannG0fv17cseEREgOeYKl6Hf8OSQo8FY8mzls/3Me4G\niFQhxK1vD+U9xaiVgrE7pjemCRA+V4w+fk0nn332WTz77LNIT0/H66+/jqeeegr//Oc/8cYbbyAu\nzvvX7H19fbjiiiuwdOlSLF68GI8//rjLNXv37kVJSQmWLVuGZcuW4S9/+Ys/XR4WqXWf3q5hPogr\nFjAkIsBzTJVah08jZz51SnDMuCsfb4UQOXYDj88Vo48sldpra2uRk5PjOM7MzHRZwiUlOjoaW7du\nhVarhcViwVVXXYW5c+di2jThLLekpARPPPGEHF0dFl/WfTIfxDsWPCIiwEtunZd1+DQ8cTm5gmPG\nXfl4K4TIsRt4fK4YfWSZkBQWFuL222/HJZdcAqvVijfffBMlJSU+3avVagEMflsyMDDg5erg8mXd\np/M14zPi0dDWg2i1Csa0ePT2DeD5949jfKYOcZooj7kogOf11ZGMBY+ICBiKl/UtXUhPjsXUnCRH\n7khVQydWLirA6TPdSNFp0dM7gE8PNeBMR5/HuEnSkmeWMO4GiPjZYFJ2IqxWoKZ5MIfkB1P0+PRQ\nw9nCiAmYVZAKpYcFKb7kq5KQt0KLFHlkmZBs3rwZzz33nCNnZM6cOfjZz37m071WqxWXX345Kisr\nUV5e7vLtCADs378fS5YsgcFgwIYNGzBx4kQ5uu2VL+s+na/59JBw//yfXjQRO/ecEuSVAO73IB+1\ne5Wz4BERYShezisxOYqjfXakUZA78rOLp2DrO4d8jpskTaFk3A0U8bPB7m/qsPUd59o5EB7Dcz7U\nqP3sDyRvhRYp4vg1IWlqaoJer0dzczN+/OMf48c//rHjXGNjIzIzM722oVQq8eqrr6KzsxOrV6/G\nsWPHBBOOwsJCfPDBB9BqtaioqMDNN9+MnTt3+tQ/vT7B+0Uy3ltVcVxwfPpMDwBhXgkA1Ld0YV6J\nyeX+eqcPX0/X+SLY73003R8Kcvc5EL8DOdpsbY3H916uSU4eXO7gy3XOfRorv8NQk+s92NsRx82G\nli4AvsdNufsT6jbCrZ1IH7PBiAvVTccExzXNolypxk5cNlf6D6l6fULYfPYHq81wb49Cw68JyW9+\n8xv87W9/w9VXXw2FQgGbzSb4/127dvncVnx8PGbNmoUPP/xQMCFxTo4vKyvD7373O7S1tSEpyfu2\neSOdNev1CSO615gm/I8iJVEDAIiNEf6a05NjJdvPSI716TpvRtp/f+8dLfeHgpx/4fH3dxDINlta\nvCd7+nKN/Tp7n+R+z+H8O3RuLxTkeA/Ovwtx3DScjYO+xE25fqdytBNOfZGrHTn7EirBiAvZacKc\nkSy9KFcqLV7yPnt74fDZH6w2w709e5sUfH5NSP72t78BAF588cURFUJsaWmBWq1GQkICenp6AsxU\nawAAIABJREFU8Mknn+DGG28UXNPc3IzU1FQAwIEDBwDAp8mIHNyt67SveRavD50h2os8NkaJBTNM\nMKXHoyB3HL6v7YApPQEFOYmOn+Hc1vhMncv66mH1F1Ycaf8PKhobYNAYMEU3CQooXeqA2FRK9J48\nxb3piSjkZhWkAihEZX0nDMmx6B/ox8pLCtDU1oWVlxSgsdWMlCQtoqMAq82KQ5VnHDH5wpTISB62\nx+aajjpkJWQMxWafGxDVcsovRN/h71hjJEzMmJwG6yU2Rw7JrCIDlIrB3bey0+JQ4iWnJBLqlPg9\nhof9AznmxxpZckhWrlyJ+Ph4lJWV4aKLLkJBQYFP9zU1NeGOO+6A1WqF1WrFokWLUFZWhh07dkCh\nUGD58uXYuXMntm/fjqioKGg0Gjz88MNydNkn7tZ1ivfLt68P/fxIk2MvcvH6Z+djXaznvfdXXJw/\nohn/kfb/4LF9/3Qcry25Dvm6KS77dadeeAGaP/wIAPfuJqLQUmKoZsM/XvsOP71oIrb/W5iLt+1f\nRzB3ehaa2/sE8TI6Ro2JEbCjkbvY7CtxDDddvwqV//2k45hxPLT2HGrwkkMCQX6pOKckEuqU+DuG\nh4tjfuyRZULy1ltvobq6Grt378ajjz6KkydPYubMmfjd737n8b4pU6bglVdecXl9xYoVjn8uLy9H\neXm5HN0cNqk98wtzxknul39+gUHwunj9s7g+iT3wyLn3fk1Hnctxvm6Ky/7clp4exz/3VlXxP2oi\nCjl77LPn3tk55+KJ4+OpujMRMSFxF5t9JY7hPZWuNRgYx0NHnDMiPpaqUxJpRT/9HcPDxTE/9sgy\nIbFarWhtbUV3dzdsNhv6+/vR2toqR9Mh5W7PfHf75Tu/Ll7/7K4+iZx772clZEgei/frVmk0jn/m\n3t0kB4vFgpMnT3i8Jjd3QpB6Q5HIHgvtuXd29mNtTJRLvMzJSEQkcBebfSWO4VoTazCEE3HOSFaq\nqE6J6FkiEuuU+DuGh4tjfuyRZUJSUlKC2NhYlJeX45ZbbkF+fr4czYacu3WdzmueTenxmFWgF7xe\n1diJ3PQElOSnOe5VKYH0cbEu60PdtTUSU3STsLbkOjT0DOWQAKI6INnZQJQK6vQM7k1Psjl58gQ+\nuXUdMmJjJc/XdXUBDz8a5F5RJLHHwtNnurHykgLUnTYjIyUOnT29WLFwMkxpcZhsTIQudigmzypM\nx+nT4V8V2x6bndffD4dLLaf8QuTqklhjJEzMmWYAbGfrkKTG4/xiA/RJGsc4zc9JhFqlkOVzPlT8\nHcPDxTE/9sgyIXnsscfw6aefYvfu3fjoo49QUlKCmTNnorS0VI7mQ8bduk77mmfxV64KmwK62Gik\n6DSI16ihVNrbAaYYk5BvdF0f6q6tkfVXiXzdFFyYVyLMQXGqA2KzWdBy4DP09LVDM9CBZNi8l1+y\nWtCz92P0VFZBazIhZuYcQKnyu780umTExsIUz91JaGTs8fNMRx/SkjQoK04HbHBsLGK1usZkpTIy\nisfZY7N9iYsNVhxuP+J7grBELafo/EJY29vQ9e03sLWfGYrLZ5OBK+trEJWexeTfIFDbFNAnadDT\nO4C0JA2iJZ4dnD/nbTYbvqtsHXVFkIdFnLQuHqdSY9752GpBz57dOFZVDY3RyOeSUUCWCUlpaSlK\nS0vR3t6Of//73/jb3/6GrVu3Yv/+/d5vHkXESfDOiezhUuio5cBnOP3YPwAAZgBYC6QUe5449uz9\nWJBMZoINmtlzA9hLIhprpDYRATAqC8bJkSDsLi6Lk4GZ/Bt4wy1sGImFEOVOavd3nPK5ZPSR5c8m\nDz74IP7rv/4LV1xxBQ4dOoS77roLe/bskaPpiCJOghcnsoeDnspKj8fS93hOLiMi8pfUJiJSr40G\nUgnCw+UuLouTgcXHJL/hjtNIHNdyjFln/o5TPpeMPrJ8Q5KSkoIHHngAEya4Jq0+//zzWL58uRw/\nJuyJk+DdJbKHkibHBOf9PjQm79VgtaJrNCYmkxGRvKQ2EREvYgmXOOovORKE3cVlcTIwk38Dz90G\nOHJdHw7kTmr3d5zyuWT0kWVC8otf/MLtuR07doT1hESq+KHUOaMhHuaefkdxQ3FhIwDINyXihiWD\nSe3GtHik6KIlE9ll7b9EsSJPkotmA2sHvxnR5uZAYQVq3tgObY4J8TE6VL5X7bLuOGbmHJhgQ09l\nFTQmE5RJSejY+ZZLkcWT2VpUNNYJizIC3teKUlizWCw4evSo2wrq3D2LRspms+FwVRuqmszoGxjA\nykUFaDjdBVN6PPJNiThceQaLLxgPXVwMslK1mGIMv4JxvhDH6Um6PPzi3BU409uGzv5uADbYYIUC\nStgsFvQdPDAYL3NMsFms6K2udomdMTPOh6m/D93VNdBmZ0FTcr7jPtPPr0Ffcwti0tMRnV8Y2jc/\nBkzMTMTKSwocSe2Tcjzv/mbfMGekRZADQTxGJ+sm4mj7MUeh5cm6iR6T2h35qZWV0OSYkFw0GwqF\nU06HOLcpv1CYtC5OUrcMoOeTCnRX1yDWmIWY88sA1dAjq/25pLeqGjHGbGhmRnbOMsk0IfHEZrMF\n+kf4RWotZ5peJ3lOWOyw0CUR/VDlGUHRrtuumo4fzwzsrF1qXWeavsTt9QqFajBnpLgUp7/+GM3O\n+STuCiYqVdDMngvNbKDv4AGcfPAhR3vORRZbrp6PF6zfOPphX1/KNc2RzdMOWtw9i/xxsLINnx9u\nxO79NZg7PQsvv++8dXShSzyN1MRfcZy+tvgKHGv9Hh9X7gMAvIsKR8xs+XyfI146x1dAGDv7jhxE\n5TPPOs6Z1GrBmvrUCy9A/ZtvIVeXyHgbYJ8cbHAphDiv2P03CPbNGeaVmEZUBDkQpMboM1+/6Di2\nj093eSPe8lPdPQe4G5s9n1QIx7cN0Fw4f+iCs88lxsUJYfM7JP8E/M/UCkV4f4B4WsvpKSdEqoBh\nKNaF+rOuU5w/Ii6YKMVTkcX4pqHFYM794JrmyGffQUv8P3fb/BL5oqqh0xFXxcVkxTE2EtbZu+MS\np9vr0DPQK3mN+dQpx2vO8RUQxk5vhePs9zLeBp63woiRQGqMejov5i0/dbjPAd3VNR6PafQZ8+tm\nPK3l9JQTIlXYKBTrQv1Z16nJEa7B9KVgoqcii536OMl+cE0zEUkxGeIdRWTFxWTFMTYS1tm74xKn\ndRnQRGkkr4nLyXW8ptIKr3GOna6F46TjOeNt4HkrjBgJxGM0OzHT43kx8fOEOD91uM8BscYswbE2\nO8vNlTRaBHzJVrhzV/wQGMoJqazvRE56PFRKBbTRURifmYA4jRr/2luF3PR4tJn7cKq+E+MzdUFf\nF+pPsaLkc2YhZlUvequqoTFmQ603QGvMgio9S7Ce02obQONXH6GvqhqaCbnIvfVW9FZXIyY7C5Yz\nbdBHq6HJzkLMuRNxZXeOoCgjIFHgiAWNxiyLxTq4zMuNuq4umCxWxz/7ch1FroKcJCiVQEZqHMw9\n/fj5pQUwdw9Aq4lCbbMZKxcVoOVMDzJS41DgZV1+OBpal1+Ln597Jbp6u2GIS8MkXR4UUEAbpUGS\nJgG6aB0azI0AgPN/cC5M168arPuUY0L8zFnoq6lFVJwWvVVVsLWfwUBPL6I00UhffCnUCTqosrIQ\nPakAubpE9FZVQZ2YAFtfL3JnzGS8DQBx7umsQmFhxNnF/tcVC7bJuom4tvgK1LTXITsxE+cmT0N5\nUT9qO+uRlZCOSbo8j/c7P0/EGLMRVzRLcN7+HGCprxl8xsgvHMqVksgtjZk9FyaLFd21tdBmZUIz\n+0KP11PkC/iEJCEhvAuluSt+CEjnhCy/KA/fnWp15JYI80qAG5YUYsXF+UFb0yguuDUc/YcPovbJ\nrY7j3PXrYVp+pUvfG7/6CO1/fhoA0APAevPPkf6jS9H5yXuC+zNVK1GyZInre5cocERjlQ3/My0K\nsclqybNdLVGYhcG8M1+vo8ilgAL5xnGCorG7v6nD028NrcefOz0Lb772PXSx4V+rQcxd7YbD7Ufw\n9NcvOF4vNZU48kkMp5aiySkXJHf9ekRnZAjW32ctW4pTz70quAZKlSDO6vVcWx8o4vzSlYsKBDkk\nSiUwt8i/XaiC7Wj7MUHOSHlRP7Z984rjWFUchZkpM9ze7/I8kZQq/Mw/+xygLytFU1PHYD6qh9zS\nvqOHUPnsNsexKTpGkCPFXNTRx68JyeOPP+7x/Jo1a7B161a35/v6+lBeXo7+/n5YLBb86Ec/wpo1\na1yu27x5M3bv3g2tVov77rsPBQUF/nTbZ1I5IYU54wSve1v3HM58XdPZV1Xtejwd6BW9Lj4mElOp\nVNDnZyAhU/rbw47aNqhUgzuz+HodjS7VjWbBsT3G2uNvJJHK8cvXTXF53TmfpNvL2nsA6GtpcbmG\nD2fBI342qGkSHovHcCQQj8najnrh+fY6IMX9/VLPE57GpLfrveVIccyPPiFdshUdHY2tW7dCq9XC\nYrHgqquuwty5czFt2tAgq6ioQGVlJd599118/fXXuPvuu/HCCy94aFU+7nJCnF/3tu45nPm6pjMm\nxwjn1MpoY/bg66Zs0f3CYyKi4cp2k7sXiTkk7nL8xK9romIc/xybkwPnx9sYo9Flb7HoFOGTIfNE\ngkv8bJAtyiHJTotDpBGPyUxduvC8zksOyTBzRLxd75ojxVzU0c6vCYnUtxnA4PrK6mrf/lqu1WoB\nDH5bMjAw4HJ+165dWLp0KQCguLgYHR0daG5uRmpq6gh7LVz/mZseD4sNknVI3OWXTDEm4ueXFqC6\n0QyTIR5TcpJwoqYDRkMcxsVHY8e7h5GRHIuCnCSv21S6qyNihQX7Tn+JmvY6mJKyEauKRW1HveMa\ne40P572/xbVEOqxd6P7+e+k9wSHK7TAZYT3djKOP/Rmx2VmIPn8ujphPoKajDhPycpD+i6vRX12L\n6OxMxMTrB+uQTBiPrFUr0WNfMzp77tk3Jao7kl+IvsPf+b720/l+D/vwE1Fkslht+O5UqyAG1zab\noVarUH/anjvSjWSdFi3tPbhhSWHY55BYrVYcbj+CBnMD1Go1GjqbYdRlYtW5K1DX2YAkrQ7H2o6j\npa8FXb09uP7cFUj7vhXRDW2IbRyHH/bPAgwpOKFXYfKqlbDUNiAmTY/uI4ehychA7u0b0Hv8BNTa\nGPS2nYHpmnL0d/cixmiE1dyBthe2QZuZjgELEK3Xwzpnpuc196wPNWLOzwDZhnjMKEiDzZ5Doo/H\nrHMMjvFtf64I9ZbV7uqM2I8n6iagvGjZ4HOGLh3TU8+FtciKuo5GZCSkYXryNMF4iiooxJGOofun\nTJoC09U/Q3ddHbRZWYielC/qgKgOyaR8mK4pd+SIRE/KF47XyQUwXXvNUB2SkvORq0tiLuooJss3\nJM899xz++Mc/oru72/FadnY2/v3vf3u912q14vLLL0dlZSXKy8sF344AQGNjI9LTh2bqBoMBDQ0N\nfk1InNd/inNAnOuQuMsv2XukSbDG+acXTcT/fV6JudOz8NSbhwRteVti4K6OyL7TXzrWczqvL7Zf\nY88Zcdn722nf+tQLL4D5w48k9wQffINDuR09H+4S7PlttNrw2MC7AIBb48tQ/9TQ2tJUUb2SuDk/\nFDQr3m/cdP2qYa39dL7f0z78RBSZ9n5X7xKDxbF45aICbH17KJ6Gew7JvtoDeGzfP13idalpsC7U\nO8feR6mpBO8c+wAAcI2yCObndsEMoBVnY92LbyDz6p+i9rn/ddyfeuEFOPXW2zBdvwrqJJ0glpqu\nXwVrxxnBa1nLluL7Z58FOq/Hyb//t+N1lzX6rA81YuJnAKvF5lKHxHns+vIsEGje6oyUFy0T5IxY\niqzY/s1rjuO8cb3o+PPQEvyUtTfgsdND5x9SLUTlc//jODbZbNCULXQcuzwXXFMuzBGxQXh87TXC\nOiRRamhmz+UYHcVkmZA8+eSTeO211/CnP/0Jt956K/bu3YuPP/7Yp3uVSiVeffVVdHZ2YvXq1Th2\n7BgmTpwoR7eg10sn1Nc7feiJc0DqW7o83gsAVRXHBcenz/S4bWteiXDrO7GKxgbBcUPP4HFN59B6\nTvF+9Q09Dbgwb/BDrrbafV0QQV2R6iroF7h/T0drhHt899TUAGc3ClHVnYbzfkaCn1FfA32ZcKJj\nqRe2Jc4tkbrH3f3iffi93Qt4/ncXruTus5zttbbG43sP55OTB5creLrG+TpvhnOd8/sM599hINsM\nNjnewy6JGCyOn+J1+e7iqVy/U3/bqfhu8D2J47XzsfM/O9dtAoZinbK+WfJ1qRw9qdfs+SVdp0R1\npkSxs1IUp93F1kgfs4GIC+JnAJc6JD6O3UD1T4r4WcP5GQMAajuFOSN1HY2C4/6qWsFxb3UVoB06\n7q4Vnu+urYXRqS/i8SZ1veC4xvU5wrhY+r1F+hilQbJMSFJSUmA0GjFlyhQcPXoUl19+OZ577rlh\ntREfH49Zs2bhww8/FExI0tLSUF8/9B9KfX09DAbfttRzt8NIRvJQMTdxDkj62XOedicxpgkHf0qi\nxm1b3nY5MWgMksfZCUN7gIv3qzdoDI52Y4xGwXpj57oggroi2UaPfYkV7fGtycoCBgZ3GLNkCL+N\nEvyM9CxBu3p9AqLSRW2Ja5eI7nEmvl+8D7+ne+33+7OzTKgCm5y74ci9u05Li+eNGrydD+R19vcp\n93sOxA5FgehjKMjxHnIzhpZfuatDIq7tIBVP5fqdytGOKXEwbonj9WB+iMLlnFkfj2in6+xx1eom\n3sYYs12W/Ui9Fp2cDACIzRXVJRHFTnGcloqtcv5+QyUQcUH8DCAeq+KcEnfPAsGMW+Jnjax4Uc5I\ngjBnJCMhTXCsNmYJckljso3A6S8dx9osUd2QzEyP402blelyvTPxM0mMMTsov0N7mxR8skxItFot\nPvvsM0yZMgX/93//h6KiIrS3t3u9r6WlBWq1GgkJCejp6cEnn3yCG2+8UXDN/PnzsW3bNixatAhf\nffUVdDqdX8u1AGFuSG5GPEry0yTrkLgzqyAVwGB9ElN6PFJ00bjyh5McbQ2nDom7OiLnJU+Hrdg2\nmEOSmI3paUWCHBK75KLZwNrBqqhakwnxGt1gLRFDJjpt3YhLjoPGZELytNke+xFzfhlMtsG/Smiz\nshAzZy7Wmo2o6aiDQmdEytrrB/fFP/sz1OkZbtdxutQdyS907I/vy9pPwf25OYg/b8Zg3ROuGyUa\nFWYWprvE4LqzdUfqms3I0sdhTpEB+kTNsGJzKJVkTcPakuvQYG5AedEyNJibkZ2QgcRoHeo661Fe\ntAwt3W0oL1qG7r4eJCdkIyetCL1V1VAnJmDA3I2UtTfgeIYKeWtvQHR9K9SxWvQ2n4bp+lXQzBz8\n9sIEG3oqq6AxGV1fy0iHxTq4/Cq9dBZscTq3cZf1oUZO/AxQUqCHUjG4u1Z22uDYTQ2zsSt+1pis\nmwhdic5xPEmXh6jiKNS01yFLl4HpKcVQFilR21mPzPh0pKWWIGV9imO8qAsKsbYj1XF/TOx4mGy2\nwZyQzExoSucJfr5LHZLJBTAplOiuroE2Owua8+ciV28YGo9TpsIUpXYZ6zR6yTIhueuuu/Diiy/i\njjvuwEsvvYQf//jHWLt2rdf7mpqacMcdd8BqtcJqtWLRokUoKyvDjh07oFAosHz5cpSVlaGiogIL\nFy6EVqvFvffe63d/nXND7Anug6/7Rgklzi8w4PyCob84TM4aWh86r8Tk84zdXR0RBRTQqXXoiDYj\nXh0Pm026CJxCoRrMDSkudSStNYyLg0GjgVIRi6pxPcjW6dHU8R/UdNTDlJCJnOrus8UQjTiZrUVl\nR83gROfCi2DUJ6KpqQM2p0Va/bYBJBfPgaJ4KOExekqRhzflWnfEcexLIqXU/YXFvvw6iSgCKJWu\n+XlTTUk4WNmGnp4BpOo0UHmoERVsUpuP2DcWsVMqBmP5FN0kHGn/D/oH+tFv68d3p48gW5eBRLUO\n3X09UKvUsKlsaO1vQ2ViJ7KyJ2KKbhI0UCIeQL4+AU1pHcDZkKcR9UUzey40swbjaMe//wWN0QjN\nrAugmS3qT1SU17jL+lAjI34GsNlsSNFp0NUdfmPXTvys0Y8+NPc2o6W3FZoYNSYg1/HMoVProIIK\nyTHJ6Lf1IzkmGUqFCirReBE8u1gtQEwMFKooKGI0g8VYBB0Q1iEBAM2F8wXjWzweNbPnQuP5b6k0\nisgyIZk0aRI2bNiAQ4cO4eabb8YjjzwCpXgwSpgyZQpeeeUVl9dXrFghON60aZMc3ZQkLnDknNQe\nSs4JaJ6S2t3d43yf8/3XKItge26X45qWq+fjZes3jnbT9CWSbbn7mcPFREoikiIVi8PlgW448dB+\nrVRyu/34svyL8frX7/rUnpThxlHG3cAK57Hrzp6mzwVJ67YiCI7FSe/exmjP3o+FGy7ABo19500i\nH8iyx9/HH3+MefPm4a677sIdd9yBBQsW4MCBA3I0HXBSxQ/DgXORInGSpLiAkbvX7fd5SqR0Pna+\nX6qglxx8LcZIRGNLuMZiYHjx0H7OU3J7a3ebz+1JGW4cZdwNrHAeu+6Ik9bFxzXtw3sGEBcuFB8T\neSPLNyT33nsv/vu//xv5+YP7Tn/zzTe4++678fLLL8vRfEC5K34Yas5FisRJkuICRu5etxfb8pRI\n2amPg311lvP97gp6+Wu4xZOIaGwI11gMDC8e2s9JJ7cPGqdNkrzHV3IXoSP/hPPYdSdTJ0xaFyex\nZycKk8y9jVGtSbiJgsbEMUbDI8uEJDo62jEZAYCiIg/5BWHGXfHDUJuSMBH3pCwZTFbvysLEohxU\ndtTApMvEhOoedFS95ZKDYU9aa+hpQJomDR197YhWqjEh0YgfmTPQU1mF2PHjob0hBz2nBgspZits\nuOd7G2JM2WhSROOl796CQWPAZN1EyWR7X9ZSeyJIpMwxARbrYJFF+3sRY/EuojEhXGMx4H7zEWAo\nJn7U1IxoZTQ6ejrx83OvRF9fL3KdkttVChW0URro41LQ29+Hn0/7L2ScagdqG5H0bQ06u08iJiMD\nllkl6Plst2MTkZiZcwClqKjtlKmConHRU6a69NlmsQgKzeX+6v9D78lTrgnsjLF+C+exayf+7P5B\n6nTYiuAofHie/lxEF0ejpr0O2YmZmD5uGozjOtFXXY1oYzbSEvI8th8z43yY+vsGk9SNWdCUnC8s\ndDhlKno+/wTHzuavxsw4H31HDvpeQJnjdNSTZUIybdo0/PrXv8aVV14JlUqFt956C1lZWfj8888B\nADNmzJDjxwSEu+KHodZ/6DtBwUPr1fPxvvUbXKMswkmnHBDntcD2pLUL80rw1uH38MyBlwAA2cpO\nnD57j/bCC1DpVGgw9cILcPrsse7qn+IF64cAhtaLiteM+p1b4pRI2XfwAE4+/LDgvSBNuJMG1z4T\njQ3hGosB95uPAO5zRhyxUQ8cbj8iiJuX5V+McSea0PX3wTX6XRiMxbXbt8P685WofHqoAJ3UWvye\nzz+RLBrnrOXzfS6xM+FHl7r0nzHWf+E8du3En91XFS0R5IxAlENiHNeJ9j8/DQDoAaBeq3Ytruyk\n78hBlzEpyCkRFzrs7xMeeymgzHE6+skyvTx+/DgqKyvx4IMP4v7778e3336LtrY2PProo3jsscfk\n+BFjjniNrz3XQ5wD4m4tsPP6T+d7XAoNOh07F+TyNU/Fn9wSX9Y1c+0zEYUzdzkjnnLyWrvboKo7\nLXjNHou7qoXFDqXW4vuyXt986pTg2F3sZIwdG8Rj0FsOSV+VeBwKC22KiceNeEx2V9d4PBZf721c\ncpyOPrJ8Q/Lss896v4iGRbzm157rIc4BcbcW2Hn9p/M9LoUGnYocWtNTJfNJnMmZW+LLumaufR6b\nLBYrzB62zjY3dcBikd4KmyiY3OWMeMrJS9YmwZIRK3jNHotjs7MFr0utxfdlvX5cTq7g2F3sZIwd\nG8RjMFMnLJQoziGJNmULCiFqTNKV5h3nReNGPEa1okKHWqPoWHS9eBxynI5+skxIampq8Jvf/AY1\nNTXYtm0bbrvtNmzZsgXZosA6Vo0k7yKqoBApa29wFDw0Z8diQXsidIm5MK40oKemFprsLERNGcrd\nsf+cisYGGDRpWHXuClSeqYZal43c9YMFuGJyTIidMmUwhyQ3BzaLBfroaGizs1BXPAFX9iTCoDEI\n1kg787SWerh8KczF4l1jlQ1t+8ajNyFZ8mx3RwtwqS3IfSIaYoUF+05/iZqOepRPWwalTYHcomw0\nmpuRFpeKBnMDgMGYORQ3a5GgiUd/fz/ME/VIXX0NUNOI5EQ9+k63IOf665A6txQ2i2WwwFxWFpSp\nemGenUKJmJlzJAskOkueWeJT7GSMjXzCz36D5DPGZN1EXFt8hSNHpDi5CLYimyOHZKa+xJFDkqXL\ngD75XKjXqtFbXYWYbCPGTZuFw+1H3D7HqPMLYbp+1dncJyNifjATpmt6HONYM+sCmNTqwecQYzY0\nM+YgN1nvcwFljtPRT5YJyaZNm3DdddfhwQcfRGpqKn7yk5/g9ttvx7Zt2+RoPuKNJO/iSMcxPHb6\nNSAOwOn9WDv+Oiwbfxk6Pv4/VG0d+r1mKIGE0gVuf86y8ZcNHqQA0VOL0XfwACr/MXRN6oUXoPls\nDknu+vWYWXapx6KOntZSD5svhblYvGtMUqlUSMkuQPy4LMnzna01UKlUkueIgmHf6S8FdRqunrYM\n2w68glJTCbZ9M1RfyzkfzyVuJgN9mgOCtfHWvl5UPTsU48UxOnrqNECp8lo0TqH0MXYyxkY8X54x\njrYfE4zXa4ttgpyR6OJowXldiQ75xaXQL0hAU1OHSx6U+Gf0Hf5OmDNyTS8qncaxSaGA5sL5MC5O\ncDxjuC2gLIXjdNSTJYektbUVF1xwAQBAoVDgyiuvRGdn+O/DHSwjybtwd09fda3gdedPywOZAAAg\nAElEQVRjX36OeN2lcw4J12QSEfnGtU5DPQDf60bZuay9rxGurWeMJm98+ex3uUY8fr3UHfF2LB6b\n3bXCZxVxzgiRmCwTEo1Gg/r6eigUCgDAvn37EB0d7eWusWMkeRfu7okWrbuMzs70eo8z8TpM5xwS\nrskkIvKNS50GXToA3+tG2Yljska01p4xmrzx5bNf/Jrr+PXchrdjlxySLFGOSLb0t91EdrIs2brz\nzjvx//7f/0NlZSWWLFmCM2fO4JFHHpGj6VHB17wL53WgGdoMrC1ZhZqOemQlpEOpUGJXzQeYMC0P\n6b+4Gv3VtVBnZyL2/LkuP6ehpwGZmnTkVHe71CsRrMPMzgaiVFCnZ4TvmkzuPU5EIeIp/++85Omw\nFdvQ2NmE5Nhx6B3oO1t/pA8Ti3PR0dOJrIQMR+x2lz8oXhufNvs8WFRK9FZVQ2MyQj0u1TVGBzIu\nOrWtnDgBmDCFMTfMOfJDOuuQnZCJybqJLtdM0uWhvGgZajvqkaVLx/TkYiSUJDjG9uSEPOSl9KGn\nshKaHBOSE4RteHuOccnxmFwAk0IxWJckOwuaOWXDe1P87B9zZJmQ2Gw2LF68GGVlZfj973+Puro6\n1NfXo7i4WI7mI56veRdS60DnZ83D4fYjeOTzwZokpaYSfNy7D9AD6P0WazuNjnad65DUVHyMk38U\n1viInjpNch1m9JQwnIicxb3HiShUPK3NV0KFmSkzcFjtfm29c+wWn3MQxWR1jAbxc34I51rf0fnC\nYsOBjIvObdfJ3DYFhjg/JKEkwWWcfXF6vyC3SVUchZkpMxzX9R08IKh9lrA+QfDv3etzjMSzhebC\n+dBIX+0VP/vHHlmmm5s3b0ZxcTEOHz6M+Ph4vPbaa/j73/8uR9Njirs1ms6v+7o+ebTs2T1a3sdo\nZ7FYUdfVhcrODsn/1XV1cZteijgjWpvvof6IP3WbnAUyLjLmRh6fxqmXnJFw+/cebv2hwJPlGxKr\n1YoZM2bgtttuw8UXX4yMjAxYLBav99XX12PDhg04ffo0lEolrrjiCqxcuVJwzd69e7F69WoYz65P\nXLhwIVavXi1Ht8OOuzWazq/7uj55tOzZPVrex+hnw/9Mi0JsslrybFdLFGaB2/RSZBnJ2nxP9Uf8\nqdvkLJBxkTE38vgyzrzljITbv/dw6w8FniwTEq1WiyeffBJ79uzBpk2b8MwzzyAuLs7rfSqVCnfe\neScKCgpgNptx+eWXo7S0FHl5eYLrSkpK8MQTT8jR1bDmnAPiXAvEee2mUZeFH6QVnc0tcZ+PMlr2\n7B4t72O0U6lU0OdnICEzSfJ8R20bt+mliONL/p+7uO3r/SMRyLjo3HbixPGwTsj3fhOFlKcxaGfP\nebLXGSlJ+YHgfLh91oZbfyjwZJmQPPjgg3jxxRfx6KOPIjExEY2NjXjooYe83qfX66HX6wEAcXFx\nyMvLQ2Njo8uEJKxJJV5hZMUQxf7TcRxV7TUwJWRiQnUPsqrM0Bi7oS44B/k6Lx8SbvbsttksaDnw\n2VDiWtFsKBReHhRDmVzGvceJKEC8FZTztG7efm+DuRHaaA2kvgB03J8wCX2HvkVn1TsuMdTeTqu5\nCUXf9+FMTT00RiNiZs4BlG5is3NclDs+O7Wdok/wWJeKwoNz/qj935ejcOfZQojnJU/HzJQZQMrg\nPTZYXQodOn/WDo7LI+6LLYrHXX4h+g5/5/W4sr4GUelZ3scpP/vHHFkmJAaDAWvWrHEc/+pXvxp2\nG9XV1Th8+DCmTXMdfPv378eSJUtgMBiwYcMGTJzouoNEqEglXiGtdGTFEEX3lJpK8HHlPlyjLILt\nuV2CnzHS/0hbDnwmSFzDWiCl2LXKrzMmlxHRaDSSOC2+t9RUgo8P7fPYhqcYam/nLuWFqH3ufx3X\nmGCDZvZceMP4TFLEhTttxbbBCclZ3sa+t/PicWe6fpWwMKKXY45TEpNlQuIvs9mMdevWYePGjS5L\nvQoLC/HBBx9Aq9WioqICN998M3bu3OlTu3p9woj75Ou9lfWiIlZnjxt6GgSvN/Q04MK8Eo9tVTQK\n77EnsMc3mV1+hr7M8yTCXf9rq0WJYtVV0C8QXiu+V+o9evr5/vzew+H+UJC7z3K219oaj+89nE9O\njvdwNrDXOb/PcP4dBrLNYJPrPYRDO+KY60ucFt8r3mhEqg1PMdTejrK+WXBNb1U1jIu9vzdPbcvx\nO470MRvucSFQ7dWcEiWxd9ZBnz/0s7yNfW/nxeOut6p6WMe+PMf4KtLHKA0K+YRkYGAA69atw5Il\nS7BgwQKX884TlLKyMvzud79DW1sbkpKk16o7G+lXzfphfE0dlS4qYnX22KAxCF43aAxe2xTfo4mK\nAQCY9fFwLjOpSs/y2Jan/scYjeh0Ps42Cq6VulfqPbprfzi/u3C9PxTkXBbh7+9ArKmpHXVdXZLn\n6rq60NTUDpXK+xKRlpZOr9cM9zr7+5T7PcvdXiDajOSxKtfvwt92RhKnxfeKNxqRasNTDLW3Y81I\nFVwTY8z2qS/u2pbjdyznv6dQCee4EMj2shNESezxGYKf5W3sezsvHncuBT5djrMFx96eY3wVqFhN\nwRfyCcnGjRsxceJEXHvttZLnm5ubkZo6GKgPHDgAAD5NRoIlqqAQKWtvGMzJMJmgLigEMLJkRkfh\nos56ZCakI12bDoM2DckJWchJK0JvVbXfyV3JRbOBtXD0N3nabK/3MLlsrHO/gxZ3z6JIJpUM7Cn/\nb+hcLXTaBFw2eSESouMwqXg8uga6YNBKJxR7iqH2PnxvPo2iVSthqalHjDEbmpm+/fWY8Zkc+SKn\nBgsjnpc8HT9IPhf9Rf2o7ahHpi4d56VMF9zj7RnFW6K8y7jLL0SuLtHLcRIs9TVQpWdxnJKLkE5I\nvvjiC7zxxhuYPHkyli5dCoVCgVtvvRW1tbVQKBRYvnw5du7cie3btyMqKgoajQYPP/yw94aD6EjH\nMTx2+jUgDsDp/VjbkYq0tBKfiyE6Excuurb4CszPmjd4MBWInup/oUmFQjWYM+Ilb0R4E5PLxjJP\nO2hx9yyKZFLJwIfb3Rc6lMrze/3ov7G25Dosyr/I/V9qPcRQex+gA5Axgr/4Mj6PeVL5Ijq1TvA8\nkVySLHge8faMIvXfhvACiSLLPhzry0q5UQJJCumE5LzzzsOhQ4c8XlNeXo7y8vIg9Wj45Cx8JVm4\nKGXEzRER0TBJxXT7Q5v4nD1/RK6Ch0QjIfXs0BEtzD11HsdE4SjkS7YinZyFr7wVLiKi4bNYLDh5\n8oTHa3JzJ/CbHgIwvEKH9jw/uQoeEo2E1LODTq0TvsYxSmGOExInNpsNByvbUL+/BhnJsSjISYIC\nCo/3OK/DzNZlwmaz4qXv3pLet9sLx5rPznpkxruu+ZSDHPVRiCLJyZMn8Mmt65ARGyt5vq6rC3j4\nUeTlyVO0jobHHnerGjphMsT7FHcDabJuIq4tvsJRv2Gybmib+aF4X4sETTy6+3qwtmQVlAqlZNxn\nvB2bgj2mBc8OCYPPDkooPeaISNUpUYJ/lKHQ4YTEycHKNjy0fb/j+LarpqMwZ5zHe5zXYQ6uPR7a\nZ3s4e9oDwH/aj3tc8ykHf/bdJ4pUGbGxMMVz55RwNJK4G0hH248J1uMnlCQ4YqTUuvvD7UfwyOf/\ncBx7yjlhvB0bgj2m3T07eMoR8VanhCjY+KcaJ1UNnR6PvfE3n0TOfJRQ/gwidywWK8xNHeiobZP8\nn7mpAxaLdRjtWXD8+H9w9OhRHD/+H5f/WSyWAL4bkoO/cVduw42Rnq5nvB2bgj2mRzLOJHNWiUKI\n35A4MRmEBdmMBt8KtNn5m08iZz5KKH8GkXs2tO0bj96EZMmz3R0twKW+byPsaTmWfSkWhTd/467c\nhhsjh5Nzwng7NgR7TI9knDFnlcINJyROCnKScNtV01Hf0oX05FhMzRlevRNv+3YH+n6bzYKWA5+h\ntnpw3+/kotlQKFSCdcxGXRbWlqxCTUe9z/VRiOSiUqmQkl2A+HFZkuc7W2uGnVzO5ViRzR53qxo6\nYTTEDzvuym24NaQcOSedgzUgPOWcNJgbHa+75JLYrOg79C0q62sQlZ4FdcE5gIKLGCJRsMe08xjM\nis8QjEF3zkueDluxDTXtdcjSZaAk5QeC8+6eJ4gChRMSJwooUJgzDvNKTCPaJ9vrvt0Bvr/lwGc4\n/djgWuZOAFgLpBSXSq5jdtQ3IYpgFovVYxV509nlX+6uEV9HwWePu6HMG3E23BpSvuScAPCaS9J3\n6Fuc/OMfHce569eztkiECvaYFo9BXYnO6/hVQjWYM+KmtIC75wmiQOGEZBTpqax0PS4u9bivPlFk\ns+FvylzEqFz/AtmrbHNUkXd3jfg6ouHyJb76ck1vVZXLMSck5ItAfMa7e54gChROSEYRTY4JzqWQ\nNCYTAK5jptFLpVIhc8ocySVgzsu/3F0jvo5ouHyJr75cozEaBccxomMidwLxGe/ueYIoUDghGUWS\ni2YDa4He6irEZBuRPG02gOGviSYiIt/4kvvnSwxWF5yD3PXrYamvgSo9C9EF5wSj+zQK+Jt/KsXd\n8wRRoHBCMoooFCqkFJdCvyBBkIMy3DXRRETkG19y/3yKwQoloqdOg76sdEQ5hDR2+Zt/Ktmmm+cJ\nokDhFh5ERERERBQyIZ2Q1NfXY+XKlbj00kuxePFibN26VfK6zZs34+KLL8aSJUtw6NChIPeSiIiI\niIgCJaRLtlQqFe68804UFBTAbDbj8ssvR2lpKfLy8hzXVFRUoLKyEu+++y6+/vpr3H333XjhhRdC\n2Gui0cFisWD37vc9XjN37kVB6g0RERGNVSGdkOj1euj1egBAXFwc8vLy0NjYKJiQ7Nq1C0uXLgUA\nFBcXo6OjA83NzUhNTQ1Jnz2xFyCsaBxKLHMpfkUUJk6ePIEHdj2C2OQ4yfNdLWaYTDlB7hVR+HAu\nKmtPRmdMp3DDZw8aDcImqb26uhqHDx/GtGnCfdcbGxuRnp7uODYYDGhoaAjLCYlUAUImklM40+dn\nICFTuj5HR21bkHtDFF4Y0ykScJzSaBAWExKz2Yx169Zh48aNiIuT/mvtSOj1CUG9t6KxQXDc0NOA\nC/NKgvbz5bo/lD87HO4PBbn77Et7ra3xXq9JTpbnmlBdN5y2xL+zQIyjSBybYnK9h0hoZ7gxPRLe\nUyjaCKVQxNZgtyfns4eUcHzPgWyPQiPkE5KBgQGsW7cOS5YswYIFC1zOp6Wlob6+3nFcX18Pg8Hg\nU9sj3apOrx/ZNncGjcHleCTtjPTny3F/KH92uNwfCnJuq+jr76ClpTNo14TquuG05fw783ccSZG7\nzUgeq3L9LgLdznBieqS8p1D1JVRCEVuD3Z5czx5SwvU9B6o9e5sUfCGfkGzcuBETJ07EtddeK3l+\n/vz52LZtGxYtWoSvvvoKOp0uLJdrAYEpTkRERKHBorIUCfjsQaNBSCckX3zxBd544w1MnjwZS5cu\nhUKhwK233ora2looFAosX74cZWVlqKiowMKFC6HVanHvvfeGssseBaI4ERERhQaLylIk4LMHjQYh\nnZCcd955PtUV2bRpUxB6Q0REREREwcZ94YiIiIiIKGQ4ISEiIiIiopAJeVI7EcnvXy8+j/7eHslz\nNpsNC356ZZB7RERERCSNExKiUajpnTcxS6mSPHeqswP1pRcEuUdERERE0rhki4iIiIiIQobfkBCN\nQr39A+hR2aTPWaywSZ8iIiIiCjpOSIhGobeVLXg3KVryXI+yGw/090Ot5n/+REREFHp8IiEahVJn\nTIB6aoLkuY6aNkRHq2Hj1yREREQUBjghISICYLFYsGPHNgBAQoIGHR2uu5StWFEOAI7r3Fmxohwq\nlfSmAkRERCTECQkREYCTJ0/gry9+ipi4JMnzveY2zJ59PgD4dF1e3qSA9ZWIiGg04YSEiOiszClz\nED8uS/JcZ2vNsK8jIiIi77jtLxERERERhUzIvyHZuHEjPvjgA6SkpOCNN95wOb93716sXr0aRqMR\nALBw4UKsXr062N0kGnUsFivMTR1uz5ubOmCxWKFSef+7hZxtERER0dgS8gnJ5ZdfjmuuuQYbNmxw\ne01JSQmeeOKJIPaKaCywoW3fePQmJEue7e5oAS71dScuOdsiIiKisSTkE5KSkhLU1HDNNVGwqVQq\npGQXeMyF8HWnKDnbIiIiIv+98soryMzMxKxZs0LdFa9CPiHxxf79+7FkyRIYDAZs2LABEydODHWX\niMLamaYziKmzSJ4zN7U7/rnrTKPbNpzPuVuO5fy6r20F67pQ/Exv54iIiIJl2bJloe6CzxS2MKiO\nVlNTg5tuukkyh8RsNkOpVEKr1aKiogJbtmzBzp07Q9BLIiIiIqLA+fzzz/HQQw9BoVBgxowZ2L9/\nP8aPH4+jR48iJycH999/P1pbW7Fx40Z0dXUhLi4O9913H+Lj4/HrX/8aJ06cAADcd999eOuttzBh\nwgQsWLAAGzduRGNjI6KiorB582bExMTg1ltvhc1mg06nw8MPP4zo6OiQve+wzzCNi4uDVqsFAJSV\nlaG/vx9tbW0h7hURERERkbzee+89XH311di+fbtjQ6cFCxZgx44dUKvVeP/99/H3v/8dl112GZ55\n5hlcdtll+Mc//oGdO3dCq9Xi+eefx29/+1scOnTI0eYLL7yA/Px8bN26FbfeeisefPBBfPPNN8jL\ny8MzzzyDK664Au3t7e66FBRhsWTL05c0zc3NSE1NBQAcOHAAAJCUJF2QjIiIiIgoUt14443461//\nipdeegnTpk2DzWbDjBkzAADnnHMOTp06hePHj2P//v3Yvn07LBYLTCYTqqurMW3aNABAQUEBCgoK\n8PjjjwMAjh8/jq+//hq7d+8GAERFRaGsrAzHjx/H9ddfj9TUVBQXF4fmDZ8V8gnJbbfdhj179qCt\nrQ3z5s3D2rVr0d/fD4VCgeXLl2Pnzp3Yvn07oqKioNFo8PDDD4e6y0REREREsnvzzTexfPly5OXl\n4Ze//CWOHz+OgwcP4rzzzsOBAwdwySWXoK6uDnPnzkVpaSkOHjyIU6dOQa1WY8+ePVi6dCm+/vpr\nvPfee1Cr1QCA8ePHo6CgAFdeeSVqa2tRUVGBzz77DFlZWXjyySfx9NNP4+2330Z5eXnI3ndY5JAQ\nEREREY11X3zxhSMnxGAwoLq6GikpKWhsbMTUqVNx1113oaWlBRs3boTZbMbAwAA2b96MCRMmYNOm\nTTh58iQAYMuWLXjttdccOSR33HEHmpqa0N3djTvuuAMTJkzALbfcAoVCAbVajT/84Q8wGAwhe9+c\nkBARERERhaFrrrkGf/rTn5CSkhLqrgRU2Ce1ExERERGNRQqFItRdCAp+Q0JERERERCHDb0iIiIiI\niChkOCEhIiIiIqKQ4YSEiIiIiIhChhMSIiIiIiIKGU5IiIiIiIhGiVdeeQVNTU2h7sawcEJCRERE\nRDRKvPzyy2hoaAh1N4aF2/4SEREREcnEYrXhZO0Z2ACMz0yESul/LZHu7m7ccsstaGhogMViwerV\nq2EymXDfffehq6sL48aNw7333osvv/wSd9xxB9LT06HRaPD888/jiy++wAMPPACLxYKioiL89re/\nhVqtxoMPPogPPvgAKpUKpaWl2LBhA95//3389a9/xcDAAJKSkvDggw8iOTnZ/1+KF5yQEBERERHJ\nwGq14fXdx/HPN74DAPz8J1OxrGwilH5OSt5991189NFHuOeeewAAnZ2duP766/HXv/4V48aNw9tv\nv42PPvoIW7ZswTXXXIM777wTU6dORV9fHy6++GJs3boVJpMJt99+OwoLC3HZZZdhxYoV+Ne//uVo\nLz4+Hh0dHUhISAAAvPjiizhx4gRuv/12v/rui6iA/wQiIiIiojGgua0bT735neP46TcPYk5RBjJS\n4/1qd/Lkybj//vvx0EMPoaysDImJifjPf/6DVatWwWazwWq1Ii0tzXG9/fuGEydOwGg0wmQyAQCW\nLl2K7du3o7y8HBqNBr/+9a8xb948zJs3DwBQV1eHW265BY2NjRgYGEB2drZf/fYVJyRERERERDKI\nilIiJjoK3b0DAICYaBWi1Sq/283NzcUrr7yCiooKPPLII5g1axYmTZqEHTt2eL1XajGUSqXCiy++\niE8//RT/+te/8Nxzz+GZZ57B73//e1x33XWYN28e9u7di8cff9zvvvsiYpLan376afzkJz/B4sWL\ncdttt6Gvry/UXSIiIiIickjWafCrq8+DPkmD1KTBf05J1PrdbmNjIzQaDRYvXozrrrsOBw4cQGtr\nK7766isAwMDAAI4dOwYAiI+PR2dnJwBgwoQJqK2tRVVVFQDg9ddfx4wZM9Dd3Y2Ojg7MnTsXd955\nJ44cOQIAMJvNjm9aXnnlFb/77auI+IakoaEBzz77LN555x1ER0fjlltuwdtvv42lS5eGumtERERE\nRA4zpqajaGIqYAM0MfI8ah89ehQPPPAAlEol1Go1fvvb30KlUmHz5s3o6OiA1WrFypUrMXHiRCxb\ntgx33303tFotnn/+efzhD3/AunXrHEntK1asQFtbG1avXo3e3l4AwJ133gkAuPnmm7Fu3TokJiZi\n9uzZqKmpkaX/3kREUntDQwNWrFiBV199FXFxcVizZg1WrlyJOXPmhLprRERERETkh4j4hsRgMOAX\nv/gF5s2bB61Wi9LSUk5GiIiIiIhGgYjIIWlvb8euXbvw/vvv48MPP0RXVxfeeOMNj/dEwBc/RAA4\nVilycKxSJOF4JYocEfENySeffAKj0YikpCQAwMKFC7F//34sXrzY7T0KhQJNTR0j+nl6fcKI7430\n+yO573LdH2z+jFUp/v4OgtHmWGsvEG1G8liV63cRTu2EU1/kakfOvoRCuMfWcG8vEG2Ge3v2Nin4\nIuIbkszMTHz99dfo7e2FzWbDZ599hry8vFB3i4iIiIiI/BQR35BMmzYNP/rRj7B06VJERUVh6tSp\nuPLKK0PdLSIiIiIi8lNETEgAYM2aNVizZk2ou0FERERERDKKiCVbREREREQkj0cffRSffvrpsO/b\nu3cvbrrpJtn7EzHfkBARERERke9sNhsUCoXL6+vWrQvKz7dYLFCpVF6v44SEiIiIiEgmVqsVJ9uq\noQCQk5QNpdK/BUkPPfQQ0tPTUV5eDgB4/PHHERsbC5vNhnfeeQf9/f1YuHAh1qxZg5qaGlx33XUo\nLi7GwYMH8fe//x2PPvoovv32WygUCvz0pz/FtddeizvvvBMXXXQRLr74Yhw4cABbtmxBd3c3YmJi\n8PTTTyMqKgp33303vv32W6jVatx+++2YNWuWoF9nzpzBxo0bUVVVhdjYWNxzzz2YPHkyHn/8cVRW\nVqKqqgqZmZl46KGHvL5HTkiIiIiIiGRgtVnx9tH3sPXr/wUAlE9bhsX5C6BUjHxSsmjRImzZssUx\nIXnnnXdwww034Msvv8RLL70Em82GX/7yl9i3bx8yMjJw6tQpPPDAA5g2bRq+++47NDQ0OOr3dXZ2\nCtru7+/H+vXr8cgjj6CwsBBmsxkxMTHYunUrlEol3njjDZw4cQLXXXcddu7cKbj3sccew9SpU/Hn\nP/8Zn332GTZs2IBXX30VAHD8+HFs374d0dHRPr1H5pAQEREREcngtLkVzx542XG87cAraDSf9qvN\ngoICtLS0oKmpCYcPH/7/2bvz+CirQw/4v9mSmUlmQpbJwpAJkAgJEagQdoFWsSCKgLulglKtvW69\nYi9vpS5vXdprNz9qb19rtytotd72olKseqUKKlXcKspmUUL2fZvMZDLJzLx/hEzmPLMmszwzye/7\n+fiRJ8855zkz8zxn5uzIysrCiRMn8M4772Djxo3YuHEjTp06hdOnTwMAzGYz5syZAwAoLi5GXV0d\nHnzwQbz11lvIyMgQ0j516hTy8/NRWVkJAMjIyIBKpcKHH36ISy65BAAwffp0mM1mVFdXC3E//PBD\nrF+/HgCwePFidHd3w2azAQDOO++8iCsjAHtIiIiIiIhiQqNSI12VBsdgPwAgXZWGNKUm6nTXrFmD\nV155BW1tbVi7di3q6+tx0003+W2DUV9fD51O5z02Go148cUX8fbbb+O5557DK6+8goceekiI4/F4\nwl4/kjC+9Hr9qMKzh4SIiIiIKAYm6bLw70u+hTxdDnJ12fjukm8hRz8p6nQvvPBC7N27F6+++irW\nrFmDc889F3/5y19gt9sBAM3Nzejo6PCL19nZCZfLhQsuuAD//u//jqNHjwrnp02bhra2Nnz22WcA\nAJvNBpfLhaqqKu8wr1OnTqGxsRHTpk0T4s6fPx8vvfQSAOC9995Ddna2Xw9MpNhDQkREREQUI/Mm\nz8YjF86ARwFo1ekxSbOsrAw2mw2FhYXIy8tDXl4evvzyS1x11VUAhoZa/fSnP/WbQN/c3IwdO3bA\n7XZDoVDgzjvvFM5rNBo88sgjeOCBB+BwOKDT6fCHP/wB3/jGN3Dfffdh3bp10Gg0ePjhh6HRiD09\nt912G3bs2IFLLrkEer0eDz/88Jhfn8Iz2j6YFNLaah1TPJPJMOa4qR4/lfMeq/hyiCbPUtG+B4lI\nc6KlF480U/lejdV7kUzpJFNeYpVOLPMil2QuF5I9vXikmezpDadJicchW0REREREJJuUGLJ16tQp\n3HHHHVAoFPB4PKitrcV3v/tdbN68We6sERERERFRFFKiQjJt2jTvusZutxsrVqzABRdcIHOuiIiI\niIgoWik3ZOvgwYOwWCwoKiqSOytERERERBSllOgh8fXyyy/joosukjsblCgeN5zHPkN/bS20xcXQ\nVJwNRLHbKUWJnwcREcUbv2smnJRaZWtgYADLly/Hyy+/jJycHLmzQwnQ/u57OP7jn3iPy+/ajtzF\ni2TM0cTGz4OIiOKN3zUTT0r1kBw4cACVlZURV0a49G1qXTtQfOvJU8L57pOn4IlPhm8AACAASURB\nVC6dFdfryyEVlkFsbbWO+vMIl16sJHt68Ugzle/VZFraNlbpJFNeYpUOl/0VJXs5kyrlViTpRfpd\nM5GX/W1pacFDDz2ERx99dFTx7rnnHlx33XUoLS0NGua5556DTqfD+vXro81mxFKqQrJ3715cfPHF\ncmeDEkhbXCwcp0uOKbH4eRARUbzxuya8/Pz8gJURl8sFlUoVNN4DDzwQNu2rr746qryNRcpUSPr6\n+nDw4EHcf//9cmeFEkgzcxYsW65FX1099MVmpM0cfWs8xY6m4mxM3bYN/bW1SC8uRlrF2WKAZB/3\nm+z5IyIaj86UvTVN9VAXmv3LXmnZXF4Z+rsmyXlcLtiqTwMAMqaWQBGighCJn//85ygsLMSmTZsA\nAL/85S+h1+uxe/du7NmzB7t378Zrr70Gu90Ot9uNnTt34oc//CEOHTqEoqIiqFQqXH755fj617+O\na6+9Ft///vdRWVmJc845B5s3b8abb74JnU6HX/3qV8jJycEvf/lLZGRk4Prrr0dNTQ3uu+8+dHR0\nQKVS4dFHH0Vubi5uvvlm9PT0YHBwEN/97ndx/vnnR/UaU6ZCotPp8O6778qdDUowx/sHUfPULu+x\nRa2BdvEKGXM0wSmUSJs1B2mz5gQ87Tz2Gap/8Qvv8dRt24KGlUOy54+IaDwKV/YGO5+K5bPH7UbD\nnr2o/sNTAICSLdfCvOESKJRjb/xau3YtfvSjH3krJH/7299w//33Y/fu3d4wx44dw549e2AwGPDq\nq6+isbERL7/8Mtra2rB27Vpcfvnlfun29fVh3rx5uOOOO/DTn/4Uzz//PL7zne8IYb73ve/hpptu\nwvnnnw+n0wmPxwONRoP/+q//QkZGBjo7O3HVVVdNnAoJTSA+LSWurg7hlKOmFtrFMuWLwuqvrfU7\nFr5QwrWSyZ0/IiKKuUBl7/D/tcXF46ps7m9rR7VPQ+rpp3Yhd+li6AoLx5xmRUUFOjo60Nraivb2\ndmRlZaFQkt7SpUthMAzNf/nwww+xZs0aAEBeXh4WLQq8IEBaWhpWrlwJAKisrMQ//vEP4bzNZkNL\nS4u3spGWlgYAGBwcxC9+8Qu8//77UCqVaGlpQXt7O3Jzc8f8GlkhoaTj21JivmyjcE5r4TjSZBZu\n3K/cPRQcl0xElHjSsleTZRC+C0pu+JZwPpXLZqVGDVV6Glx9jqHj9HQoNZqo012zZg1eeeUVb4+H\nlF6vH3WaavVINUClUmFwcNAvTKDFePfs2YPOzk688MILUCqVOO+889Df3z/q6wt5iSo2URz4tpS0\n7D8AyzevgaOlDVpLMbQLl8mYMwon3BwTuVvBws6BoYTo6enByq9fBKU6PWiYeXPPxs9/HH7yJREl\nv+Gy19VUD1WhGc7GRuH8gM0+bsrmtOxszLhzG7749ZOAx4PSm25EehQ9B8MuvPBC3H333ejq6sLT\nTz8dsgIwb948vPDCC9iwYQPa29tx6NAhrFu3zi9cuJ0/MjIyUFRUhNdffx2rVq2C0+mE2+2G1WpF\nTk4OlEol3n33XTQ0NET9+lghoaTj25Iy0NYOZX4RJn11tYw5ooiFmWMiew9FmPxRYjidTkyesx66\nvLOChsnLqEtgjogors6UvaaVy9DaaoVCcjqtqGhclc05C+Yja/aj8ABQa7UxSbOsrAw2mw2FhYXI\ny8tDfX190LCrV6/Gu+++i4suughFRUWorKz0DudSKEbefd9/B/Pwww/j3nvvxWOPPQaNRoNHH30U\n69atw7/927/hkksuwdlnnx1yCeFIsUJCSSfiVuxAKyZRUpO2kiW8FYyrbBERJZ50/mCKr6IVCVWM\nKiK+9uzZ4/232Wz2Hm/cuBEbN44McVcoFNi+fTv0ej26urpw5ZVXYsaMGQCAnTt3esN99NFH3n+v\nXr0aq1cPNf7eeuut3r+XlJTgqaee8svLc889F6NXNYQVEko+EbZiB5qPgHwO6UpqklayRJN7DgsR\n0UQ0nlbRShU33XQTrFYrBgcHcfPNN0c14TwRWCGhxIphC3WwVTsoiSRZj4Tcc1iIiMalMGU9y97E\n27VrV/hASYQVEkqoWLZQyz4fgcJKth4J3jNERLEXrqxn2UvhsEJCCRXLVhKumJT8kq1VjPcMEVHs\nhSvrZZ8/SEkvZSokVqsVP/jBD/Cvf/0LSqUSP/rRjzB37ly5s0WR8OnKTcsyQpWhh8tmhypDD02W\nAdZX9waflB6qG5grJiUfyeelnVoinE4vscB59HD8NkYMN0SM9wwRUcz59YCcKet9y+JRzR8MV5bL\nvMkuxV7KVEgeeughrFy5Eo899hgGBwfhcDjkzhJFSNqVa7lhKwa6rdBkGVDz2997/x5oUnqyDfmh\n0Pw+rzvuEHok4HKj+pFHRs7H+PPk/UJElHjS3udoy/pwZTnL+vEnJaqTvb29+OCDD3DZZZcBGNpZ\nMjMzU+ZcpSiPG86jh2F9dS8Gjh4GPO64X9LZ2Ii85ecie0EV8laci0FbHwyrL8JAt9hKEmhSOieu\npxa/z6uuDmmz5sCw+iKkzZqD/rq6kOH97k+3a1T3K+8XIiJ5KYDwZX0Y4cpylvXjT0r0kNTV1SE7\nOxt33XUXjh8/jrPPPhs/+MEPoI3DGs/jnRytCpoMHRreett7bLlhK4DIJrlxIlxqCfd5hTsfqDdN\n2osW6n7l/UJElHjSsrvkhm8J50dbFocry9OyjMKxJsswqvQp+aREhWRwcBBHjx7Fvffei9mzZ+Oh\nhx7Ck08+idtvvz1kPJNp7DdoNHGTOX5Nk7izp6upHqaV4jCpUNf2uFzoeP8D2E6fRkbJVOQsrIJC\nKXa05eXohTBum01Mw2aDyWSAZ/kSpKdvPxOuBDkLF/hdP1AY6fUife3JLNZ5jsd7EEma4T4v99KF\nQO8NsJ+ugb7EgsJli6BUjxRDNa1NyFt+LlwOB1Q6LZxNzUL6ge5X3/yN5X6J5vUmQ5qJFovX0NbW\nH3aHYK1WHdG1YvWexiKdZMpLrNJJ9Xs22cvWZE8v0jSlvy3cTgfK7wpcFptMhrC/JYTviqkBviuc\njpHvCq0WHmd/yt+rE11KVEgKCwtRWFiI2bNnAxjaTfK3v/1t2Hhj3XjNZDJEtWlbMsdXF5qFY1Wh\nWQgb7trOo4dD9rCYTAY0vP1uyJYSVZHPNUtnQVc6C24Abe22wNeXhAklFu+dHGK5SWC070HUaYb4\nvJxHD6P6yZFn15NpFO4fZboWbb69aVuuFeJL79eA+RvF/RKM7O9hhOnJIRavQaEAPB5PyDAOx2DY\na8XqPY1FOsmUl1ilE8u8yCWZy9ZkT280afr9tsgrgDtAWTycXrjfEn7fFRnid4U6rwBtO58Zib9g\nYcxeOys28kiJCkleXh6Kiopw6tQpTJs2De+++y5KS0vlzlZKCrrsaagVK3xWu/A47EJ6gZZxlY7l\nHHT0w3LDVjhqaqGzWJBWXhm310cxFuOVTAZaWmDeuAHOjg6k5eVioLUVaT7nnZJ5RQN2B5fpJSKS\nW5hVrzTllT7f88Vhv+elvxOcjY3ev2uLi7mM8ASUEhUSALj77rvxve99D4ODgyguLsaPf/xjubOU\nmoIsexpqbonvubwV5wrxIpn3odKmifMAjFlcDSNFxHrOkUqlQM3uF7zH0h6QQOOGuUwvEZG8wq56\ndfyI5Ht+0qjm+6kzdKObg3Lmt0zEywhT0kuZCkl5eTn+8pe/yJ2NcStUa4TQqp2fh+ItmzFo70P6\nlCmASum3j4i0FybZNsejyMX6s3M0Nvkd+y5N4dfKNqMCjncPeHvX0hcuBZSqMV+fiIhGL9x3wWi/\nK8Sy3oIBmzj6YrDfGbrHhfuQjDspUyGhUQrWvep2wXHonaGHvMQCj1IJx6lq6CYXQpOXi4G2dgBi\na4RKrRRbta/bDMPqi4bGeP70Z96/e/cRkfTCSKeucuWj1BHJZlfCl4Dv/WWxIH3BEjhPHPWG11ks\nYvpTS4T0PCql0MpmGRhAzVO7Ro4BKI1Zwa9PRESjF2ZI1qhXUJwyJeTlnJ8fhf3E53A5HHA7+pBR\nWSksaKLSa1Hz6994w0/NzoG7s8P73aIwGOO6pxUlHisk41Sw7lXHoXeEH3x5y8/1TiK2bLkWngGn\n33jMfkmrdv+ZVu1I1wEPOm+Fkp50nG64za6k95dlwClUKKb+P9thuWEr+mvrkF48BcoMg3CfFn/j\nauH6fXXiyi39tbVofvV3Qa9PRESjF25IVrjvcY9KKax6BXXonmxXQ72wgIneUiwcF0sqNO7GetQ8\n/az3uODCNcJ5jrxIfWxaHKeCVRYcNSN/V2XoocnJ9m5Y2N/aCsC/R0OTPUk8zjLC+upev3XAg/Z8\nnOkxGd4cjy3aKeTMZ2e56sqINjb0vb8A/wrFQH3DSNJQ+MUfsIpjgfXF4sotmklZIa9PRESjF7aB\nMcz3+EBjE9Lz8qDW65Geb8KAZMl2KWlZ72hqCX2+WTyvlmyOzZEXqY89JONUsO5V3yEz2fPmofHF\nPd7j4muuQu0f/wRAbB3RFFuElg9nVxdaXnsdqgw9LDdsxUC3lT0fE0S4bnvpkCzdFMlSkCqF2IOy\n+ZvC+bSCArEVbuYsWNQaOGpqobUUQ5WdE/L6REQ0etFuKhtuwRKp9MJC8fpTJovHZTMwddtM73eB\np6dbvF5ONlfZGmdYIRmnhO7VEgvgcnsnn1tuuhGOU9VQSLpUbaeqvf/27f7UzJiFTJcb/bW1UGtU\naHjxJW84j31oIlroLc5ovAjXbZ++cCks8HgrENoFSzE11+QNb//sUyF8f2fXyIIJuTlw9Q9AK1lV\nS7t4BbSLzxy4XVxCmogoxqIdWh1uwRKpwb5+n7I/F26FWrx+eSWcx48AGPp9kbZgifjdMn8xoFRx\nla1xJKEVku7ubuzduxednZ3Cpli33nprIrMxMfhMLHcePew37n/SlZswcPQw8PIr3r8rNRrvv4XW\nEZ+0Bo4ehuvMahjZ8+ah9o/PCekiP/Au2jROBFk22kupEisQgBBe2sqVnp2FGp/NrSw3bA15ef+l\nJbmENBFR1MKV7WH4LVhiCd3Dotam4fTTPj0qN2wVrh9o40TpdwuNLwmtkNxyyy3IycnBWWedBYWC\nbeqJEmw5Ps3MWbBsuRZ9dfXQFU+BMs8EXbE5ZPenbytKoE0SaYIJszKL1HAPyvCk9oGuHuH8QLcV\nyhCreHEJaSKi5BOodzzUiox+m+B2W4UeFZb1E0/Ce0iefvrpRF6SEHxsqOP9g+KSqjdsheWqK0N3\nf0p6S4C9funSxDHqjRPP9KAUrzOgtdUK1dHDwmlNliFketGOcyYiojiQ9I4H6uEYTVkuXTRHk2WI\ncYYp2SS0QjJjxgx89tlnOPtsTj5KpGBjQ6Urbrm6u1Hzp+f9NxkK0grO5Xxp1K1YZ/YpOVlbB21x\nMdIXLBHuIWdjY8j0eM8RESU/6XfDcNnu3ciwvDJkWT7Y7/SbX0jjW0IqJOeddx4UCgUcDgdefvll\nFBQUQKVSwePxQKFQYN++fYnIxsQVZGyodMWt+v/5i/fYtzUjaCt4lGNOKfWNtsfCb58SeKBdvCLy\nTTR5zxERJT3pd4M6Qxfwd0SwslydrsHpXeIcExrfElIh2bVrV/hAYZx33nnIzMyEUqmEWq3Gn//8\n5xjkLAW5BuE4uB99dfXQF5uRvngFnJ8f8/ZeVE/RYX9LIwq0BZhpPAsK6VYzkt4O74pbKnHFLd+W\n6aCt4IF6TmhCUc+sQPHmb8JRXw/tFDM0Z82E490DIzu1L1wKKEfurf7GJmE33v7GJnHOyMxZPqto\nFXMVLRp3XC4Xqqu/DHq+szMTRmM+VKrQG8sRxdWZ7/fhHg11RSVOWE+i3toIs6HI//eF9PfAjArv\nHFV9sRlOyXzBcL3pfnNMunpCzi+k1JeQConZPLQXwW233YbHH39cOLdlyxY89dRTYdNQKBTYtWsX\nsrKywoYdzxwH94vzPlxu1OwaWaWo45vn43n30NKqt1V9C+XGmUL8QL0dk67chP533xLC+Y7XDNYK\nHigtrrI1sdjeewsNO0fmhVncHuF+HO4BGZael4uavS+PnL92k3APWW7YKllFaxJ7Q2hcqa7+Egfv\nuB1Fen3A8wftdix95DGUlp6V4JwRjZB+v+fediMeb3/Reyz9fSENb9lyrfhbRbLnVLg5IX5zSIL0\nsND4kZAKyS233ILjx4+jubkZ559/vvfvLpcLhZLNcYLxeDxwu93xymJy82l5GOxsF071NTQIxyVt\nHvybZzpspky09Lb4V0gaG4UWamdj49AEdZtd2Pxw0NbnjaOuqETubTfCUVMDrcUCTcVQq3XYnV0p\nuYxyRSwA/nM+pD0eteLO7dL70VFTKyzTOGDvE873t7b5hRfOc2UVGoeK9HpYMjlJl5KX3/d7TS2Q\nMXJcb2048/+hHhOzJHxffYPYG97VPao5IdLfJP1t4m8ffjeMPwmpkDz88MPo6urCQw89hLvvvnvk\n4mo1cnNzI0pDoVBg69atUCqVuOqqq3DllVfGK7vJwefHY1qWEXXPPguXzQ7zZRuFYDqzuBN2us2J\ntLfehS5Dj4KrJsP66V5xInqGDg1vve0NPzwuM72oCA3PPuv9+9Rt27z/PmE9OdQykgGg/WPcZs1D\nuXFmgJ6TKbF69RQHo14RC8HnfAyTrjUvvR+1JeLa9ANF2cKxenKBGN/CVbSIiOQm7aEw5uYDjpFj\ngzYTj3/wO+/xg0UbhPC6yUWo8e09v3YT7NWn4XI44PG4oTeZQl5f+pukRDKHhN8N409CKiSZmZnI\nzMzE9ddfjwafFlSFQoGWlhaUlJTAaDSGSAF49tlnkZ+fj46ODlx//fWYPn06qqqqQsYxmcbeAhVN\n3FjEV355XPjxmLf8XLS99TZa9h+AZdPV6GtugX7KFBReuBp682TYTp+GQqFE/QtDXarZ8+ah4fc7\nvfHL79qO3MWL8HmzuIpRX3Mjik0GeJYvQXr6dthOn0ZGSQlyFi6AQjnUer6/pVmI0+xoxvLSKnww\n3YCOb56PzFYbek0ZSJ9uhDkGr13u+HKIdZ4DpVfTVC8cu5rqYVoZeojd5zU1wnFfTQ2K142krSgo\nFFqxlEaDcKw3mZDrk5dGDArnuzNVwj2km2tB+V2B78OxvOZoxOM+SsV7UyoWr6GtrT/sXlRarTqi\na8XqPY1FOpGk0dmZiVNhwuTkZCYsP4lIQ07JXi4ka3pHrG1CWW239eB7K25CTXc9LFlmNPSIO7Or\n+vqF8AM9kjkjrW1o820MLS4OmVfpb5LsqvnQmfICfjek+j1KQxK67O+vfvUrfPbZZ1iyZAk8Hg8O\nHToEs9mM3t5efPe738XFF18cNG5+fj4AICcnBxdccAE+/fTTsBWSkPtphGAyGcYcN1bxu0+KX1ku\nx1DTxEBbO5QFk5H9tTUAgA5rP06YVKjX6nBOZzqy582Dy+GAJidnaCnfM7uqd312BN0nTyHdKM7B\nUWZkjOS1dBYsixehtdWKtnabN0yBVtKKrdLhuX/ugUatwh7VSdhz+wA3cGl7MaqK58j+3kUbXw7R\n5Fkq2HugLhR7L1SF5rDXVZnFIZXKyQVCHOu/vhS+ZFS+DQsKoOfUabinl3v/pGnuFs4rG9uwS/Mp\nkAvADVzZNRU2Uz7qtTqYDSrMbLf6L8wQQLSfe7zTi0eaqXyvKhRDw3BDcTgGw14rVu9pLNKJNI2O\njt6IwiQqP/FOYzgduSRzuZBM6Xngxomef3mHYOmy9ej/08icEc1NV2Faeimm5ZcCAPrTB4X47saW\nkQMFoErXCuc1kh4XZ09P+LyWzoKudBbcANo7+4Tj4d8o8SqrKfESWiHxeDx46aWXMHnyZABAc3Mz\nduzYgV27duHaa68NWiHp6+uD2+1GRkYG7HY73n77bdx6662JzHrCSYdDGebOgXbqNL/1uk/0/Mvb\nbZql+gqMPj8Oh3tVAGCwqxttb+2FKkMP88YNsNfVQaXVwlWYFzYvM41n4baqb6He2giDNgP/c/Sv\nsA8MzQVYZqnCOzUfAADMhqLoXjTF1Vj28GidPQ3Gb14GZVMb3IV5aJszHb5VWul9mpabg1qfSeuT\nt24WzhsMk3D6rf/1Hpu3bhaGAejStMIwgEALMxARUWz5/pYAgC1zLofbp/c6bXoBpvmE9/1dYDYU\nQftxDWr++jfvecv1W4TvG4VKbFjSls2I90uiFJPQCklLS4u3MgIABQUFaGlpQWZmZsjWsra2Ntx6\n661QKBRwuVxYt24dzj333ERkWTaBfjxqA0xArreODMHStohdpDBmQHvJKmRnZKPlpaEd1V02O/qd\nfegrmoS04inIrwzdyyTlGHQIx8Y0Ay6duRZmQyGUCiX+fGRv8CWHSV5j2MNjunEaTswbRLMj68zn\nOk04L71P2788JpzvaW9BXc+JkYmPkqUcXVY7tlRdgfqeRkzJmgx7v104L504yfuKiGj0pD0g0rJ0\nuKwdZh9wIK2yDMd7mzDZUIg5ubNx3Kcsn2k8C+XGmd4Go47m98X49fXIWfa1ke8bjxtTt22Dq6ke\nqkIzN7UlPwmtkMybNw933nkn1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f+kx2Mh3fuE9zERUWwFmqd6nnlFyB4Pls2UbFghiaFA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\nU1M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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(iris, hue='species', size=2.5);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Faceted histograms\n", + "\n", + "Sometimes the best way to view data is via histograms of subsets. Seaborn's ``FacetGrid`` makes this extremely simple.\n", + "We'll take a look at some data that shows the amount that restaurant staff receive in tips based on various indicator data:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
\n", + "
" + ], + "text/plain": [ + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3\n", + "3 23.68 3.31 Male No Sun Dinner 2\n", + "4 24.59 3.61 Female No Sun Dinner 4" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tips = sns.load_dataset('tips')\n", + "tips.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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AbgeayWSyrXMiInIqu3fvBgAcOXIEwO0/FBZj9QKLhoYGrFixAsnJyXBzc4NK1fFOkJ0f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\n4jGsiIhI8f4/8A46ouL3SiQAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tips['tip_pct'] = 100 * tips['tip'] / tips['total_bill']\n", + "\n", + "grid = sns.FacetGrid(tips, row=\"sex\", col=\"time\", margin_titles=True)\n", + "grid.map(plt.hist, \"tip_pct\", bins=np.linspace(0, 40, 15));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Factor plots\n", + "\n", + "Factor plots can be useful for this kind of visualization as well. This allows you to view the distribution of a parameter within bins defined by any other parameter:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with sns.axes_style(style='ticks'):\n", + " g = sns.factorplot(\"day\", \"total_bill\", \"sex\", data=tips, kind=\"box\")\n", + " g.set_axis_labels(\"Day\", \"Total Bill\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Joint distributions\n", + "\n", + "Similar to the pairplot we saw earlier, we can use ``sns.jointplot`` to show the joint distribution between different datasets, along with the associated marginal distributions:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+Le0cYmEV4TpYnEcf12UNC5Yrarr3M7roTpbqSrSQ8JVN8yqXt5GfZREaTQgg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\nTvb4fjjQyu9+uY3ya29iyg1/jT/Wf8zB9MljWLJ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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with sns.axes_style('white'):\n", + " sns.jointplot(\"total_bill\", \"tip\", data=tips, kind='hex')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The joint plot can even do some automatic kernel density estimation and regression:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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SUhIFQlG+9fg/CUfjABgNOuZNzsag+pha6MBigsb6GjbW1wzqfK2tTZgcLmyyB58YJcGA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\nMu7ntLaOPzOnWkFBVkrizfM4UDUDNRpG0zQc87y8dbCZ1i6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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(\"total_bill\", \"tip\", data=tips, kind='reg');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Bar plots\n", + "\n", + "Time series can be plotted using ``sns.factorplot``. In the following example, we'll use the Planets data that we first saw in [Aggregation and Grouping](03.08-Aggregation-and-Grouping.ipynb):" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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methodnumberorbital_periodmassdistanceyear
0Radial Velocity1269.3007.1077.402006
1Radial Velocity1874.7742.2156.952008
2Radial Velocity1763.0002.6019.842011
3Radial Velocity1326.03019.40110.622007
4Radial Velocity1516.22010.50119.472009
\n", + "
" + ], + "text/plain": [ + " method number orbital_period mass distance year\n", + "0 Radial Velocity 1 269.300 7.10 77.40 2006\n", + "1 Radial Velocity 1 874.774 2.21 56.95 2008\n", + "2 Radial Velocity 1 763.000 2.60 19.84 2011\n", + "3 Radial Velocity 1 326.030 19.40 110.62 2007\n", + "4 Radial Velocity 1 516.220 10.50 119.47 2009" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "planets = sns.load_dataset('planets')\n", + "planets.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with sns.axes_style('white'):\n", + " g = sns.factorplot(\"year\", data=planets, aspect=2,\n", + " kind=\"count\", color='steelblue')\n", + " g.set_xticklabels(step=5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can learn more by looking at the *method* of discovery of each of these planets:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Pf/5j/SciIiIiIiIiIlIWBoOBvn37snbtWq5c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\nSp6Gh4cTGRnJ5s2bMZvNzJkzh+bNm5OWlsa4ceM4e/YsLVu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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with sns.axes_style('white'):\n", + " g = sns.factorplot(\"year\", data=planets, aspect=4.0, kind='count',\n", + " hue='method', order=range(2001, 2015))\n", + " g.set_ylabels('Number of Planets Discovered')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For more information on plotting with Seaborn, see the [Seaborn documentation](http://seaborn.pydata.org/), a [tutorial](http://seaborn.pydata.org/\n", + "tutorial.htm), and the [Seaborn gallery](http://seaborn.pydata.org/examples/index.html)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example: Exploring Marathon Finishing Times\n", + "\n", + "Here we'll look at using Seaborn to help visualize and understand finishing results from a marathon.\n", + "I've scraped the data from sources on the Web, aggregated it and removed any identifying information, and put it on GitHub where it can be downloaded\n", + "(if you are interested in using Python for web scraping, I would recommend [*Web Scraping with Python*](http://shop.oreilly.com/product/0636920034391.do) by Ryan Mitchell).\n", + "We will start by downloading the data from\n", + "the Web, and loading it into Pandas:" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# !curl -O https://raw.githubusercontent.com/jakevdp/marathon-data/master/marathon-data.csv" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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agegendersplitfinal
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" + ], + "text/plain": [ + " age gender split final\n", + "0 33 M 01:05:38 02:08:51\n", + "1 32 M 01:06:26 02:09:28\n", + "2 31 M 01:06:49 02:10:42\n", + "3 38 M 01:06:16 02:13:45\n", + "4 31 M 01:06:32 02:13:59" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = pd.read_csv('marathon-data.csv')\n", + "data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "By default, Pandas loaded the time columns as Python strings (type ``object``); we can see this by looking at the ``dtypes`` attribute of the DataFrame:" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "age int64\n", + "gender object\n", + "split object\n", + "final object\n", + "dtype: object" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.dtypes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's fix this by providing a converter for the times:" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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agegendersplitfinal
033M01:05:3802:08:51
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231M01:06:4902:10:42
338M01:06:1602:13:45
431M01:06:3202:13:59
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" + ], + "text/plain": [ + " age gender split final\n", + "0 33 M 01:05:38 02:08:51\n", + "1 32 M 01:06:26 02:09:28\n", + "2 31 M 01:06:49 02:10:42\n", + "3 38 M 01:06:16 02:13:45\n", + "4 31 M 01:06:32 02:13:59" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def convert_time(s):\n", + " h, m, s = map(int, s.split(':'))\n", + " return pd.datetools.timedelta(hours=h, minutes=m, seconds=s)\n", + "\n", + "data = pd.read_csv('marathon-data.csv',\n", + " converters={'split':convert_time, 'final':convert_time})\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "age int64\n", + "gender object\n", + "split timedelta64[ns]\n", + "final timedelta64[ns]\n", + "dtype: object" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.dtypes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "That looks much better. For the purpose of our Seaborn plotting utilities, let's next add columns that give the times in seconds:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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agegendersplitfinalsplit_secfinal_sec
033M01:05:3802:08:513938.07731.0
132M01:06:2602:09:283986.07768.0
231M01:06:4902:10:424009.07842.0
338M01:06:1602:13:453976.08025.0
431M01:06:3202:13:593992.08039.0
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" + ], + "text/plain": [ + " age gender split final split_sec final_sec\n", + "0 33 M 01:05:38 02:08:51 3938.0 7731.0\n", + "1 32 M 01:06:26 02:09:28 3986.0 7768.0\n", + "2 31 M 01:06:49 02:10:42 4009.0 7842.0\n", + "3 38 M 01:06:16 02:13:45 3976.0 8025.0\n", + "4 31 M 01:06:32 02:13:59 3992.0 8039.0" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['split_sec'] = data['split'].astype(int) / 1E9\n", + "data['final_sec'] = data['final'].astype(int) / 1E9\n", + "data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To get an idea of what the data looks like, we can plot a ``jointplot`` over the data:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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GG2/EsGHDMoxa2JvpqRYqhmHgu9/9bhBSveCCC/Cxj30MSqlA6PHFL34Ru3btwtKlS4N5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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with sns.axes_style('white'):\n", + " g = sns.jointplot(\"split_sec\", \"final_sec\", data, kind='hex')\n", + " g.ax_joint.plot(np.linspace(4000, 16000),\n", + " np.linspace(8000, 32000), ':k')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The dotted line shows where someone's time would lie if they ran the marathon at a perfectly steady pace. The fact that the distribution lies above this indicates (as you might expect) that most people slow down over the course of the marathon.\n", + "If you have run competitively, you'll know that those who do the opposite—run faster during the second half of the race—are said to have \"negative-split\" the race.\n", + "\n", + "Let's create another column in the data, the split fraction, which measures the degree to which each runner negative-splits or positive-splits the race:" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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agegendersplitfinalsplit_secfinal_secsplit_frac
033M01:05:3802:08:513938.07731.0-0.018756
132M01:06:2602:09:283986.07768.0-0.026262
231M01:06:4902:10:424009.07842.0-0.022443
338M01:06:1602:13:453976.08025.00.009097
431M01:06:3202:13:593992.08039.00.006842
\n", + "
" + ], + "text/plain": [ + " age gender split final split_sec final_sec split_frac\n", + "0 33 M 01:05:38 02:08:51 3938.0 7731.0 -0.018756\n", + "1 32 M 01:06:26 02:09:28 3986.0 7768.0 -0.026262\n", + "2 31 M 01:06:49 02:10:42 4009.0 7842.0 -0.022443\n", + "3 38 M 01:06:16 02:13:45 3976.0 8025.0 0.009097\n", + "4 31 M 01:06:32 02:13:59 3992.0 8039.0 0.006842" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['split_frac'] = 1 - 2 * data['split_sec'] / data['final_sec']\n", + "data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Where this split difference is less than zero, the person negative-split the race by that fraction.\n", + "Let's do a distribution plot of this split fraction:" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.distplot(data['split_frac'], kde=False);\n", + "plt.axvline(0, color=\"k\", linestyle=\"--\");" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "251" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sum(data.split_frac < 0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Out of nearly 40,000 participants, there were only 250 people who negative-split their marathon.\n", + "\n", + "Let's see whether there is any correlation between this split fraction and other variables. We'll do this using a ``pairgrid``, which draws plots of all these correlations:" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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r1y6+/OUv8+yzz/LMM8/geR4/+7M/y7Fjx7jnnnt47rnnuPvuuzl69OhaT9Uw\nD/+7NFvgqUkdg5c3/cTqT8iwZEpttv3nEropDTGC6X1XQSysWaK3OvWlyd4sGiDRODpsci7S3dnz\nPfsaEQOJxlYReVVrqcBRHy9WmkTrRim+8+WAq35EkGgCpRmuTVfhEEKglEZKUEo1dpgNnUdztCDO\nRPKhToXv6TVnuoRju03PhLRMaC3RBE1/b7Z1pKSGi5IWQim0EEghGAxHiUW6uLZ03PKdgOlol5f4\nbPEv01e+RC6q0lcb5bapc8QKruUGAZl9c9I9233lc9QyEbMmFehfUW7LznHdlvtyNnlLIqUkVFAN\nFUGiuepHLYLrOlqr6WpxmG64a03zZzizjGgzlSghVrpxraslet7PrjnSuj243NhccXQ47Rgw7SzX\n788KQYTNW/lbOFPcQwDZdTJ1YOrzmxmla2drhvVPx0QOmvn2t7/NrbfeyrZt23j++ef5/Oc/D8DD\nDz/MI488wpNPPrnGMzTM5Luv/ZB3Tf5XW2/0uwM/zaHbtvK2VZ+VYbHUd4MqUdLo1NrMXEK3PCG+\nUwSgK66kCx2ZWkFzmsVM6ikZvsjhEKHRxNLFFzmqMseOibPpTU0p6i6FVCHgUogr3NEUmRBAmC2K\nxmppLfpEz9hBm/T40eYD5C0bIaattBol4Jod1E6kOS3DJu3DoefIfJgrISLWUJ5RgqjZ1u8aP0FB\n+PjYYEHF8nB10Eij82UXFcub9d1oTjkSWb8CQer4uomPBk4X9zMUjJBTIUpIajKPp3xOFQ4wEI6S\ni6pIFI4K2XLxMspyqNoeVavAK3378EXa5TnJHAkhBJrp/iMzd3hDlXbBrWO64a4ti21q5zmSSphW\nDdKk9lrONAZ2mxKl7Wyvol3cLELa/F2IkSgkEkVgeQy7g5zu3teI+MZqOq2oufSvSU/rfDrSOfjq\nV7/KL/zCLwAwOjrK4OAgAENDQ4yNja3l1AxtOPHqq/x06QTtbjUKOHTb1tWekmEO2oWEoWk3aLFi\ngYzmFAxNmpftRRUcYrqiCkcmTnG6e/+s9KLGcVISqfQy5VvpjmmXCugKAyQalygTykksND2qTHdY\nRYWjDNaGGcsN4OqAmvQ4272Hipx+nb3lcww0CUat4VcY7buDeidarTVdJrWiI4kShR+rRldjrbPU\noSxysFzUpEchLOMRIpQCrRl3NlHQ02lHBV3lrvETLfXj6/at698L0lK/zZGv2HK4mtuS2miS0B2X\nKcQVBoNYg3AYAAAgAElEQVRRAu3gZvu5OZWmfxDXcFSAK2skY2d5ufcggUrftAJE3TMSaQrIbMFr\nGjdYKI3FsL7ozjmU/AjQs7obzxTFHywpCmGZblVu2ajrJmmK7aZo6mmeAiUsYunQF02wr3yu4eym\n2hkoRSrtVG/JRadDGdY3HeccRFHEN77xjUZ0oO6h1pn5+1wMDd2YLuFmPn6px/7vE3M7Bv+v+05+\nbonjrfW5WwtW6z2/eGmCUrbzU0o0VxLNLYC2LRwF1bh9HutcnCnuYV9WqnHU6mUwGqeYlBGAheKW\n2mUSYc3aWW0+btzehNI6jUJIj0JcwdMBNZnHUTH1yEF99xUUEkFRVcjXAny7i2JcRZThpZ6DaNKd\nrq56+T5ASoGnAro9m+6cQzVK6HIs7tjSjWvfmINg7HX1x3zx0gRSgm1JlFYICQXXphrGJMuYLXOm\nuId7w1FknKSpRVqjNIy4A3jKp6CrCK0pJD6FrIrXy70HZ30vpBC4WVf45vSj+vNurV5AolBIXB3h\nEDXZ+3SFL5nlnefrUTkBXY5FlCRImUpKtxZzHNnWw3cvTuA0nYu8La7L9jvRPtuxku9jJcfujVN3\n98KET6RajXumKH4oHMZREc2fauoE1GNKWdGIDJX97ltdjTFmRnzTiBdcSTT/c2s3vX1dvHS1tCQ7\n6tRzv5HpOOfgW9/6FocOHaK/vx+AgYEBRkZGGBwcZHh4uPH4QgwPX38u8dBQ9017/FKOff3EtzjC\npbapRAkS/84PcidL+yzWw7lbC1brPY+XA5Km1dN4li8q4gRV8zkw+WrbLprNNIeyQ+FOV8KQFlXL\ny24u6YMSzbbaFbYGV0HDiOyhT5UpqGp6U8Jh2NvKmZ60bN6+8jm643JD6BkJC7CQ6LSrdmMW6U6o\nrN/ohCCfpWsAEEcU4iqFuIKSFqHM4cscttLslAnuWNolmalehjftu+4us8Zel4elnofxcoDWqRMI\nkijR6KDGvolXyS1gv83MTMs4593Gbv+Nlu9Axe6aXoCRptJ9v3gk7e8RDyPRxMrGFy5ba1fpist0\nqQBf5vFlHikEuaRKlwqQUrG/fI4zTc2pPOUj0ShkoypSszaApv9LrUApfCcVQaMhSRQDOYd7d29u\nnMPJ8SoiToiiuLHD26MVt0+83OgOPikPL2j3N2qf7cZbK5bbZuss9zlqN/5O18LPWVyMVUsZ6Po1\nLrWfdNnfrCuAVsFx3UVItThZR2VVoyu7Tga4syJhSZa6OV4OGu9zp2s10jEnx6sLzr+Tz/1GpeOc\ng6985SuNlCKA+++/n2eeeYbHHnuMZ599lgceeGANZ2do5giX2kYMNPB/e3+Cn1ztCRkWZK6Q8K5i\njnD4FLmmEHV9F3QmzaHswXgUAN/uStOEIM1yzQRzEkW+STx3q6q2OJMFQpwsugA0hJ6OjrB0zFv5\nW1BaszUawUk0FqqxkIqb91a1JrA8bNI4w/7yOVAKLS0snTaOGhs6wK5iDvet/8YuDYMQqLEqrh8S\n7jQlTTuJmXbcn5PcOvoa+XAUvYD9NjMzLWMgTO25+TvQUr0oSwuq9/eQpBWF6vYaC4uBeBJbRXiy\nNi2CEKLxmKdq7CunD9dfO60jo1BYjTQ6hUY36RUSZJockjVXcwT0OhLPbt/4r/5YPYVw/8Rp7Epq\n9zIoA6eM3XcQu4o54kRzrRan/Tiya5zMrKWeJDTfHn7d6UytUlFUVWIEOhPc50SAr3ItkbBX+w7i\nYDokbzQ6yjnwfZ9vf/vbfPrTn2489uijj/L4449z/Phxtm/fzlNPPbWGMzTAdMRgvlSin9xt5Mfr\nkR2ew3iQECQKR0r8MGqUQPwfYWXOuu3NFOIKnqohtcLSiri+3NcaW0dEWuM07V4laGRzCb0m0vra\nOu2XoBI8VUOoBIsEmSQM1a6SCDuVzQmB1jYhoIQgEC4TziZyIqZmeUxuPkCPkkQaCspH2hYhHnlL\nEkmPKg7nywF3BNVpwZ4QaQRhEcyl1zCsLNUw5gdjVWoqtZfNeZvbiumOdyVKCHUqtnWi6qLst46d\nRGwNrrYIgl0VEFj5ljG+33OE/VNJ2gVcK4aCYdwkxM1Sf1J0titrYasQiUDqrKa8Vul3hVRUb6sI\nW0WUZVdq71oRk8bBEi2RQjIpCvTqCjECSytqWeUkTarNyeVyHN6Up2ueplQzBa/2SGsKCkF1ukSq\nKUm5rql/B6pNjfzyykdIiWhcVqejAvMt45ujURpNYBXI6QAhsrQ1K4vHZv1seh0LV6aV6U6OVY2t\nbBA6yjnwPI8XXnih5bFNmzbx9NNPr82EDLO4fOIrHGFqzohB4ece484VDPMZboyLmbAtZ0kqkaIC\n1HP6p4THgG7dIYV0EXWwdJahcBg0OCrETeWVCMBG0RNNNn5v/ln/v2jjGEBqM5aO2VIbRmS7sPVj\nLRS2rlHvX1UPhQthEdoeQmsSy+F7vW/HkoJcVsFDKUVJeLiqmvZFiBLG3BxjQerG3KJdNutKlsKh\nUe7iusS262i6UFdaw41zaqLWWBQBXK7FXK7FjZ4ZAOUYxskzkH2uaE2NtB/BXGly+6fO4CVpJEtk\ndh1j4akyCJkKfLXGSiIGwjG66g3/MsXzTBu3AFtHjSZTlk4NUs56nqagfDxVy+IEqW37TjcjuUF6\naqP0qiq2jomlg0aQUzVqsgu0JrQ9lFKcmqilzalilVayuTKFJQQDc/Q5UK6XRgyy8zNOznRMXudE\nieLFSxO8PlJtEdpr0h4zxfhqI7VSZlGmxVC31wBJTtWwddSw0554ipLVjRKCqvQYD5K0ypWOkdLY\nykaho5wDw/pn9zyOwUm2847VnpBhSTSXoZtZl6hZRNksnNyXNSKzdXp7Ek0C4frPxexU1V9z5qIq\n/albHIN2x6ZRBpWV3kujB57ycWyJQ7rmyUlBDdn2vWjS0pUvde3hp9R5ZOjj9PYSbto3z+ynMSX8\n1oZQtXcsZz468zO3tKJvnjS5LeFIi+2miyOBjULomEg6CK15x+QJulVlWt8yBzPFwwt9J6ym8QQg\nVEw+yUT0WoGQSK2oSA9bJ1Qsj8DyeLN3HxGgYkUgma5goyAiLekrxezFW7jtMHCqoTl4I78bgbHn\n9cz5ckAp0W0rcKmmTROY397mwiWhInI4ejoKpoF84vNm107OFveQAJVY4UhBHmMrGwXjHBiWhQsn\nnmM/Y3M6BpU7P8Ttqz0pw5LJW4JqpKkmetZSZ65eBnXBZCMVZ8aBS7kpzekoCDHbW5kDlSk2pdLE\ntodnS5JEobWmIBJ2TZ5Bh1Vq0uP7PUcau8V150PZDuGWNNe6e6gbLo/iXjjRWDSF29oLNU0Jv9Un\nStSiqw/NtN+7xk/Mn2YkZtuunSlZNAKUIk8Vp6kM5FJQzYL5BUgbnglKwmMgKTd1HU+bpF3Jb+HV\nTQdRGrosiagFHKqcI5/4VNtERaIwxL1wepZNN2sMnEkfHcTGntcx9Q2J5ihZnTwhsXSyNLbrQwCu\nqs2KbiVCzroXREqTk+m3w9hK52OSwgzLwnyOwUm2r/Z0DNdJvUvwUvZ9atJLOyBnaRYL7Youluad\nqmaaO3fqGb8roGZ3EdpdVAtDeDuPsLmYa3QZ3V96jU21UYqJP6tLsySthd+fa90zcS+fwi4NI8MK\ndmkY9/KptvNdbEdTw/JxvhwsyVabqXcaBmZ11gYYdgczeXvr7mtdB+MQ42aOwVz23nzsbESL7c53\nvEJy1R1MqxjJVIysMgGyFiLdwdXg2ZK8JTlUPcdgMEpXGzsHuG3y7II2bex5/ZO3MsetzUquJj18\nXKa7bF8fdpuUz3ZOrYCWTvSGzsZEDgw3zNSJL1Js87gGXqOH2+/8qdWekuE6cay0usnMrrDN5MIq\n75g8QU4FBDLHi4UDDNaGKeq0f0Gc7cHbmUbgRggR+KILV8RYmizXO8KmNT0jXUAJYmwKOmZKCKqR\n4uy1KfbW3uB25dPd1Y0dVxECnNhHa8XWWsybPXsoeHkSRFshsQynhZoaqFTKvNJGeDero2kcEr7y\nbfKTk/NGHAzXT7pzmtVhmWOFPWc50jgtCeSLHBWn0NJfwE4ilAYfG4+Ime5y3e6ud9GV2qtq7PjG\nmcvRHIVofkWFYkftMrcEV7B0ghY2SidYaHJxlXvHXsCXeUS+yI827afQ3AVXCArKx5FgCcEmR+JO\nVEiCNBVKSokMKq0TjEMKl09xpDmyYASm64ooUSgNsUrLlNpJ2KL9Grb7GM8NkKuFuDrOUjOX7kq3\n+9SVVi1d6B0BuezeYbQGGwPjHBium9qJLzIAczoGlTs/xLZVnpPhxlkoJPyOyRN0xyUQEjcOuXfq\nRcgEawIalYhuNHqQ1nbRjOQGeKnvMHdMnmagNkxvU/5r808LjUWETiI2VXyKWNziX6SGS16H2P5V\nZGPcLGSufd41+V38LQ/MuXBvFmoGiaJk5aglakHhnXv5FMofRSbalIZcIRyh0Xp2SkUz85UjBajY\nBV7uPYidRA2BciFOm5c5TQuqdlqYhZgrmloXfArSuWtsBK0NBpuPTROCIrTOkpp00hjHQ+HFU/Qy\nRRiO49cCLFUlH5eQCBSafFLlnskTRFaBi337sKIqlopASHScIMJW56AeLTNlTdcv58sBk2GMEFBT\nmkMt2i/NrWEVqJfBTUvd1kvf3ig5EnZWLzAQjvKf/e8gshySWFG0Ba9O+vixopZoXAkFxzLVizoQ\n82kZrpsB5r5JnmFxzegM649dxdy8N5CcCkBklw4hsXWCy+IFyPPRvK9VH2dLOALQSKlYaOx0DzYV\n0zk6oqh9XKJGhXiR/YNUtCyDypypQpAKNePuIZRbYCI/wPneVKC8kPBOhv50x/YllEQ1LB4hFr6F\nzewSm9rvbK1B3YkoJD5dcZW8Dhoag+XKoNakizSVpXpM22qUiuYXNUJ7QbPIxtkeXs3q2wtk1hnB\nVjHF6jheZZiBkVcIZI5YpnGKRNpop6tlrOZombHd9Uldb1CJUpto1n5JUufTyhwDIOuMceM0nFuh\nKcSVlpS1UpQwHsRMRopKrCjFivEg5nzWTNPQOZjIgeG6COdIJYL04rHzzgdXczqGZaIaxpwcr857\nEwlkDjcOUwdBK2JscvPu3S6emQseCXiqytvHvo+MI3qSqSWP11omNXULZL2BlNYgbGStPLfouEmo\neWXSJw4yUeoCIk3lemg/6w66hJKohsUTKk1OgD+Pwc5sUhbIXKo1mFGSt9GfQ8Vpz43lMekWBKlz\nUHc66o9dzzhzIVF4hAhUy2tonYAU5GIf3ymSVwEgsATY+dar+cyypsZ21x/1Agh1069JD6XTdM65\nVGPLsRtcT+NEa5S0G861AirJtJJGkKb6mepFnUlHRQ5KpRK/+Zu/yXve8x7e+9738oMf/IDJyUk+\n/OEP8+CDD/KRj3yEUsnU0F8N+uZ4XAOXV3MihmXl1ESNSru6eE280HsnJbubUNiU7G6uOIPLsiM1\nFwLYGVxmZ3JtyResNGUjRWdugka3rvu0RkTVZRcdh9sOI/u3odwCcfdQVirSsJzkLUGwgPGdKe5h\nxB2gYnmMuAO80Htny+91rYGnatgqyrpsp8wvKF6Ydse6020BlzxWXXQ/15wUggQLW7Wm3jXyzZUG\nt4uxoQOUvEFit4Ds2TLLNpujZcZ21yf1a1H9cz5T3EPNys9pH8tdPyiWNjWRmyXkb7ZTKRbeRDGs\nTzoqcvDHf/zHvOtd7+Kv//qvieMY3/f527/9W+655x4effRRjh07xtGjR3nyySfXeqoblkv/eow+\n2l9oRoD8nR+iZ5XnZLhxokTx2pRPOVZzCziVT4CbhrLtLsbYhNSKHcFby37jmYls2gVdDPWbo2x5\nTDeqzwjS0LsWkshyCESe7sRHJjXQCnsiarsgmiU6ng/bxT3wTiZN079lpbkTtdQJMok40GSvM8t2\nNiOApKmkaS5Mxbw5FWCpsJGfDTTEwstt29c73mLSm2o4OIQtPUEaDoXWSB0jlCJI4MrmI+zwHM77\nEbWpmLyVTOeGzyhralh/OJZkVzHH8FSV2zP7t3RCySpSSCppP44Veu0YyYjb39Lvph3dlqDgmupF\nnUjHOAflcpnvfe97/Omf/ikAtm3T3d3N888/z+c//3kAHn74YR555BHjHKwA4Ykv0kd78TFkjVHu\n/NAqzsiwHNQXWtf8iCDbTm8RcIZldvgXkVqlFTEyWVud1dgPqouIl0K7eTXC4U1/TRC85W4BoCsc\nxcrEfCQJ3ivPceniNs4V9uC47pyiuubF6swKRoblo+7AXvETFOBIQZQJMZsFx/unErS0Gs6C1Iq+\naHzW3wvhJFvisZYoQbu0ththtfdLuwhnva5CEgsLCcTSIV8bY2jkFU71HuRCJcJJIg5kPRHCXAHn\nth83VbXWMfXrjR8rJsOEvU327+gIp6k4xHKVlZ6JhWrpEdMOCRRc21Qv6lA6xjm4ePEifX19/N7v\n/R5nzpzhjjvu4JOf/CSjo6MMDg4CMDQ0xNjY2BrPdGMyV7QA0gvQOGBuJ53H+XLAeBATNuXZNAs4\nPUIcHaGFhaWvLx1iOViuG5xEESHR0kZoRSScVOgMbAmuYmmQOkkbucUB7tRVtgUx5/oOAe0rE9XP\noRBiwQpGhuvnfDlguJY0UsIiNS3EbBbPbglHiKXdcAZsHRNLZ9bfu+PyrOZOnc7M96CBUNgk0kbJ\n7HYvBLmmhm97y+fozxaXolLFvWwqE61n6tebQEGkW+2/ZnlYOkYpQU5ff/OzxbCvfK5tU8w6AozW\noIPpGOcgjmNOnz7NH/7hH3L48GE+85nPcOzYselqIBkzf5+LoaHuG5rPzXT8pX89Nm/EoOvnHqNr\njr/f6Guvx+PXgpV6z2crIVas0PG00KBZwCmUShMt9PKUwFtpFrNTphH4VtoAa9Te1EihioVNIC0K\nOgCVpJVcELiJj21baNtqex7PVkKcJudq5vOMvS4P2rZAxNONyzJmCo7T/Ju0g7GX+DjEiMy8FZKa\ncFPh8UoojtcRqWPgcMnbjlQJ24PLSNKa+CNWb+N5jcWlUuR1QG7yIp7nYu++E+ksnA7SifbZjpV8\nH8s5dv1649fS0rcz7T/BwtXBil6vBbC9ehEBc6bxWVLQV8wt6r13yrm/megY52Dr1q1s3bqVw4fT\nPOB3v/vdfPazn2VgYICRkREGBwcZHh6mv39xJTSHbyAPeGio+6Y4vp5KNNcZrUcMKkuYS6e89/mO\nXwtW6j3rKGEqaFUgnynuYV8ZCuEk3ShoEmiudxZT5tQhQUQlQuEyqMfSR4XAi32k0CghSLSkZuVB\nayrCoxzEdFui7XkUcUIUpZEDrTVCTn9e121vcYh7+RSeiPC1c90N1DrRXtvR29fFRCVsRAuaqdur\np3x86WHphD5/hB6qs+zWQpHXIeiN6xg0dw6XWrGtdoVY0UgJVAispvdfkx7FeulWFaESQXLtEr4f\nLhhBaNh3Zq9tq30tgbVcyC23zda50XvOTOrXGxlHHCqdZXNwDUdFhNjEWfUglwWqStzoHEhLRafd\nt5kVQXCAwZxk6xzXzGaW+/ys1tj18TcqnXLPZ3BwkG3btnH+/HkAXnjhBXbv3s3999/PM888A8Cz\nzz7LAw88sJbT3FDMl0o0RtrkzDU6g45Gt1kkxZlg0yMGdKNZ03qPHCx2uZfWlVd0SU1R1fB0kFaq\nEQpLCLTTRc328J0uxvMDvNq9B1vM7pxcZykVjBZLvQmV9kvzVk+6WXjpagmlFFabv9Xt9Xt9d/Jy\n70FOd+/HE9E8NzfVEfZ8I6SyaolEk1cB3fipqF9KLGBrMkZeCnIC3ty0j4o3iBASYbtox1tyb4O6\nvS5U7ctw49SvN/uypmd5FWChcESCjcJZ0dpxzeiWPiHNbC04HOgrGO1VB7MikYPJyUn+/M//nDff\nfJO/+qu/4s/+7M/43d/9XXp7exc+eB5+//d/nyeffJI4jtm5cyd/8id/QpIkPP744xw/fpzt27fz\n1FNPLdO7uLlZqI+BcQo6l7qwcyxQhEo3CXVbyWV10OdrvLSeWOrcRJKG3i1N1rMBIiEINVTtLk72\n30ku5+CEaVTglclaW8HxkioYLRLThKrVTiOtkULg2YJyPL8bGFvOgnVaNsqSZe7vZFq6VMx4rtIg\nhcCRknu3djfErW/kDmOPCQaC0bSx3BJ7Gxh7XX2am54BCK1xdbBq6XIyK9zgO7Pt5Fo1MoUZOpwV\ncQ7+4A/+gHvvvZeTJ09SKBTYvHkzv/3bv82xY8duaNz9+/dz/PjxWY8//fTTNzSuYTbz9TEw4uPO\npi7sjPX8VYACmcsaJXUGS63O0VzqEZ1qK2oibZDlWx5SSgquRRQlKKWoJaya4LjRhApu2iZUM+00\n0YvfEZXzWHaMjWxqQtaJzHcm0q7Ls5+RNmATKCFRPVuBVjH96cJuDgADIpxODVokpmna6lH/zHql\nh0Igs+ivtWoRgxQNIGXbUqaRTudpCjN0LiviHFy8eJEPfvCDfPGLX8R1XZ544gne9773rcRLGZaZ\nus6g3Y1zDNj+c48tSWNgWH/UEk2b1O1Z/Ff3Ee4f/8/GQkNB27SO9UTzgr+dDes2z4W0a21k5/Gd\nAjXL443efXi25H/dNsDzZ69Sy1J4V6vbZ7owO4UjIuK8c1M2oWpnp+00B8Cs3hwToshmPT5r5zzO\nuhN3MnXbXoojrJt+jnpbKW5/O5Ce43oRD2W7vN5/B4X+pZSXSKnba4vmwLAipNcfwdniHqRWmeYg\nzDojr2aEV2CraI6/QCVKeHXSx48VtUTjSig4lokodAgr4hxYlkWpVGpcdN544w2kNMawnllMHwOT\nSrQxyFuibefXmQssqRWxsLF1jGxqDtUJzHWTbIkWNJHWBRf40uPlrj3oSHFw4iTVsmJ3aHO6sBtl\nuyil8bXi5Fh15XoaNIk76e0l3LTvpqw7P5ed1mm210JYxlNB1h842yGn/rlO42yACkVixs+5ntPO\nEbZ0zED1Lcbf+D7OziPkrbT8rhCCJFH4mpW1bcOimat/iisFI3Gqv1Fa46iAhRPplh+JxlNBo6Tp\nzPvHq8U9TEUOQghipQkkhMqUeu4UVsQ5+PjHP84jjzzC5cuX+Y3f+A2+//3v85nPfGYlXsqwTJg+\nBjcPu4o5rlUjwhlpRftmNJOydYwv83QnFaAzSpk2M98u2uzFk8axHTYFo+zNqmH2h6NUIsGAFBwA\nXu+/A1+rFU8xqos7EQI1VsVdRNWYjchcdlqn2V67VQWJTiv0MPvzhfWtl1lO5ouaSUDoBK8yTPXC\nSXbtugtId6N9nXZRriVqybbdbLNpOpzplXCjzNU/RWuFJrX/HcFl3DVyeDWQQEOQ3Px9LMZVRFbF\nSGudVsrVqxd5Ndw4K+Ic/NRP/RR33HEHJ0+eJEkSPv3pTzcalRnWHwuJjyt3fsg4BhsIx5Js7nIY\nD2L8WDeK3s1sJoUCoeK0ysmazfbGWGh3VWXvTkiZ9nUQgq569Q0h0hualAyIkEJ/FyfHqiueYtQs\n7hQ3sbiz2U4jLQiS1kVQc33+uvi2eVd9o1ckmouZkYW6s1D/XQkBUmBH1RYxfWrb6Tleqm0bQfLy\n05zyVf88okQxnnWs7IrL2HrtUuQEaZppLVsdNN8/dFbFqJHOpsGSqfOZt27Gb2XnsSLOwd/8zd+0\n/H7mzBny+Ty33347991330q8pOEGMOLjm496uc1IRdTXXDOb6Vx1B7mtdnFDL7DqlT1iLYmVRmiN\nLz0QUIirSNkqsGxOw1ipG12zuFPf5OLOup3GUnC5FLb8rW6vnp4tmt/INrtU6lGU9J/AtwqgNLHT\nRXPR3RuxbSNIXn7afR7nywFxlprTpQLEKouQm0k1PAJZ78484/5RkR62AEuALWWL5sCw/lkR5+DN\nN9/kRz/6Ee9973sB+NrXvkaxWOTEiRN897vf5Xd+53dW4mUNS2Qh8bFrIgYbiuYcVkdotBZETZux\nzc2karhIITZUF9n6bXRWeUcEl/K3kNMB5D3e7NlHpBSOgJ2eIlJ22j329f/goO1xpns3VZxGHvBy\n0yzudOqag5uMmbaad2Z3YD1T3MP+qYQfq11agxl2FjGS/zv0LnZX36Bb14idLtydR2ad517XJlR6\nybZtBMnLz65iDpmEbB49g5fU8LwiP+jajSMEkYYaDmvZgksDNoqh4Cp2sm9WM8KzxT3kLcnhTXm6\n3I7pt2vIWJFP7Pz583zhC1/AddOl5a/8yq/wyCOP8I//+I+8733vM87BOmA+x8CIjzcm9RxWrTXV\nZHZOdr2ZFMChydP01YZXf5IrSLsqLwpB2e7m5KY7AHAEbO1yslSLAbqGupl88ZuNfGo3KHNQsrL5\n1LbbGL97qBtuwupg58sBw5WIkKy5nT+742tsOWhpkQiJ1ImJFtBeb6CBil0kFA5SQK9jo1yL0JKc\nKQVc9acrzmzxJEeuo1pRs80algfHkhysvIYdjae78RWf26KEF7r2A5Anor26ZnVIpeqagqpx79gL\n/Gf/Ozhb3NMQJe8vn+Oc2MObVYv9xjnoOFbkE5uamiKO44ZzEIYhlUoFSHPODGvPfI6BSSXamNRz\nWAOlF7ydeMrHI1zgWZ2FBmLpIlWYlWSVVJwi3+m5s5GTrWBWrrXJp159aomedgzmId2lzEOicTu8\nd8Fy0M4xmLK6+e6mOzlYPUd/MIpUdkM0PObuTcvFZmvMsaCzy7xuNGZee/qYTqHzZR5P1rDU2l+n\nC3GFfeVzAC1FLSjB686hNZ6d4XpYEefg137t1/jABz7Afffdh1KKb33rWzzyyCM8/fTT7N2797rH\nvf/++ykWi0gpsW2bL33pS0xOTvLEE09w6dIlduzYwVNPPUV391oG29Y34YkvUmVux8CIjzcu9RzW\nxfQ4CJWFo8INtdgSQGzlyDkexDWUsLCF4O3ll6lYhbSZj+3MyrVWroeolQg0aKUoOy5uotqWeZxZ\nfmSz/AoAACAASURBVLC37zp2YQ3kLbGohLaa9Cjo8orPp1PRgKsCfnLiBJGVQyOoxglaQ1AuEfbq\nlojafHt37UprGlaWxrVHaWKlGZfT6XU1K592G1tzBEpajapFQqRKCFEXJa+HKRqWzIo4Bx/84AeZ\nmppCCEFPTw8f+tCHGB4e5v3vfz+/+qu/et3jCiH43Oc+R29vb+OxY8eOcc899/Doo49y7Ngxjh49\nypNPPrkcb2NDYiIGNy8NcacfL9httj+Z6qi+BotBAJEWyCQmh0bqmK6whmvV6EpqWBUY3nJ41qIn\n3HaYSvB9RFih5nj8sLCbnjm6f84sP/jS1RI73fXeOm79sauY40o1WnDtc6a4h3vDURxldrzrNKcW\nSSCvI9w4Ik58QstLW2VpTUnkG8cIUuFof27ub3270pq3rNi7MMD0tUcFFaq2x9mu6W7Ei9nkWQ0i\n4fz/7N17kFzleeD/7/ueS3dP91w0F42EpAgZXSwZCcdgyRAHO4hFxi5VEFnKm1/KcRVex6nd4MAm\ndi3sVuKUQ6p2HbvIn5BKhXKScv4IiBS/EPAPOXYg9kIibyxuEhIWIHSdu6avp895398fp7un56bL\nzPR09+j5VNloTk+ffk/Pe7rPe973eR6KKkFBp1BAZ11QcslJXbJPidbVsDoHhUKB999/n1tuuYV/\n/dd/5aMf/SjXX3/9ovZrrcWY6feTDh06xF//9V8DcODAAb7whS/I4GAe86UsrQ0MJM5gRaumLVyf\nCnl1OE/9Ku6ZBWx8MzsDTLuzgBMW8eqXSykHB0PG1WTKQ6wf/b+YbCWgslp4rFI5thgZnKjMhyaO\nkR4v4l/snP57zE4/mC9HIIODq+Y5mo+uSvLvY8VpA4SZ/fRoZgs5t4OOKI/fxLSOrSJCozFETFUz\nV5UKB8bCWLIPP8iStCVSYY5dk2/yTmoT20rvxkGvQYawc+ecRffmSq0pGqzy2TNaCpn5dtdShzb5\nz+DagEwUUAw88l4GnekjXyqQ0yne697GjrTMMLWjhgUkf//73+fRRx/l137t1/j617/O7/7u7y56\nv0op7r//frTW/Kf/9J+47777GBkZqdVQGBgYYHR0dNGvs9JcqvqxLCW69ryfLzMzvLNWwMZa+qPz\n+M3+xmkABaSZsVTKRoCLKl5EYVFRGQeLO36GsOc6TM+twNSSrE0Tx1hVHMFxNO5kkZnFnmamH+zw\nZGCwUKfmmDmYWahv+3hAfzCChwwMYCo178xe52BwsPSURnCicqXqOaSjInuCUZKOrgW96rNzFzBb\njjS+ok6lUvr2XJZxEryZ3kLoxMuK3KhMX3kc35Yvs5PGq84LDISjTNoyI04/J/pvqfWTDwpltkpA\ncttpyF+sr68PpRSbNm3i2LFj3HPPPQTB4oNmvve977F69WpGR0e5//772bRpU+1ORtXMn+czMLC4\nuIR2ev58MQYQzxisu8q2tNOxN+L5zbCUx/zKcG7W49W7UClTxG/DashXauZxGSDUDglTBqVR1eA+\nBU5hhPDEYQa230b3qg5ePz9J51iA5zmkXAelwFNluuve2+rv5csRHZ7DjYOd+O7iBgjXYn8FGDl3\ncda2mYX61gfncSUQueZS74ODorOcjYf9ChxbIvQ7SEUllDcVGzOzT1fN1behPfvnXBp5HAvZd/DW\njzGFERJakQzy2Nxx3ujegac1Wy8eR9vWKk4ZL2Er4YcFPG/q0tK6zmWPv9Xee9GgwcGWLVv45je/\nya//+q/z+7//+1y4cIFyefEj3NWrVwPQ29vLnXfeyZEjR+jr62N4eJj+/n6Ghobo7e29on0NLSI9\n4MBAZ1s8/1LpSmEqZenVtKVdjr2Rz2+GpTjmakBhLpidFrKET384gmvLLfWFs5TmOq4yDm65iMGA\nrasqG4aQn4SgxOTEBMZPsWHtTvyONO5knigyYC1h0mNixt9mg+/UlhL5riP9dYHCOSKSa4WWwjJd\nFFZcXEwjOZVZBQVgNQqDBkLHR5Wj2jrxufp0VX3fnhjLL7p/ztTMC7mlPI56C32PkhMT6CguXZdw\nNKso0VGZrUlGBaxyKjOfrcEC2kTkdYpyOU6ZHRgoBiH/cuICmzIJPEfPCmy/aX0PP/tgfFqg+1zJ\nHhZiqfvnXPtfqRry2fqNb3yDu+++m82bN/PAAw9w4cIFvv3tby9qn4VCoZYONZ/P8/LLL7N161bu\nuOMOnn76aQAOHjzI3r17F93+leJyA4OxZWyLaL5aQOEcj1Vn3FbyxdbMhVIGUMSF3lTd78QBnRYV\nBVDOo4Mc7uQQ/tnXCNbuJOwcwPhpws4BKfbUQHPNtxzNbGHY76OT4oruq41mAeMkCDsHKHzol6VP\ntyDjp6bSR1lLKpVhVcIlqlRxb7W08AbIuWne7dpSaWcc7eIoxVgp5GQ2jmOrfg8VI8NYKeTl98am\n/Vz9PdFcDZk5cByHW265BYC9e/cuyQX78PAwv/M7v4NSiiiK2L9/P5/85Ce58cYbefDBB3nqqadY\nt24djz322KJfayW4kuBjiTO4thRCQ8nMHb/m2xIFtwO/PLHs7VoOdtp/FZFyCK3GpzztcYPGaBdX\nxfEHGFClSVAaXcxKsacGmnlHMeMqxsPpvbVaqG9T/j2aHonZBqYGuzMrgxvG/F6c1R/BSyTjPl1Z\n455879WpKsdzBCaL5TGz6nS4didbgdXnfoYT5lCYOYveNUPczxzGvB4McbaxYmQpRtXpv6kA9pmB\n7aXQ4Eqge8tpmyiRDRs28Pd///eztvf09PDkk08uf4Na1JUEH69r8FSbaE35ckR5jqUablQmU87R\nGa3cfPHTv0AtGoNHhK67wIyI4w9cG9UlfDcoo8BGqHJ++Rp8DapPlTlZNHOW4HOjMh++eJQrq4Ig\n4voFcZhy/QyZBrpyZxk7dQRv824A/LOv1SqBV4ukyUB4CVUGX9WL/csOvua4EeGfOkxncQQVRfiz\n0ko0V6QdVpXH2XTxOP+idtRa5yriuAm/siRqRmB7wnUIw0gC3VuMzMyuMJdaSiTLiK5t+Xmup7Zl\nj5OM8rCCA5Fn0tagsZjKymuDxioH4yTQgLJTd7zAYl0P66eb2OKVr/6O4nzVkbdlj7O+dFbmDK5C\niKYwR/4x10a4dQNeqQTeWNXBV/0yxaulgwJWKTJ2dlKJZlJAUScrSS0K04YtoY1nBKr1YzZlEqxK\nuCQdzaqEyyc3rpr2sxTXaw1tM3MgLm++pUQwFXwsrl2auS+4OsIsXuWuYqtMUy8XC+TcDI6ClDIk\nXB9MqbIo24JSWK2xXgcmIYODRqreUbTWzjsvkDIFlI2uyb66UC4Rp1PrWF26QIcp1L1nhtDroHop\nZvxUPGNQCUw2/uwif2LhFjL4mrnUboebAjvRsv0+FeZxozI3TrzJ0cxU6tXAxMdRDTauLyCZSfpz\nFpQUzSUzByvIqnm2S/CxAEi5c5/uHaYUB+By7V1shbg4NiTbMUDYORgvJ1IajMVqF1y3FrgpgZqN\nVb2jGNn5e2FRp3CIv7iutb56peyMf1sUxlrKlRDv6uOR9vA37Kr9rgTbN9bMAOMrGXzNDN492rmZ\nYb+P1kpiGt90cipFCEPl0BeMsC17vPa4RUmwcZuRmYMV4FIpS0eR4GMR29Hl86+jxVnbCzpJB1Oz\nBytR/QVT9RgDPApOkoKXxq7/KIELnH0NXcqhghzW68Bd1UuhZ5sEZi4Dz9FsyiS4UJg/7fXRzBYG\ni+foMJLGdC7VAOSpnxWRcukwRQpuilRQxK8WSnP86SkjJdi+oWYGGF/J4GtWxXU8Tnfv4GRiHbeP\nvUKC5hdBs8SDg0RUxKBIRQWUgjXFkGOZLUSOhzGWEpArt1achJifDA7a2KWCj0GWEonpzpXm/mDO\nu2lWB8MrdmAAcw+cE5RxozKpKI/zxkEc7VDuWU/x+k/UBgOdA50gwfvL5mS2ROkSscah43E+uYZN\n+ZPL16g2Up39m8pQZPFsXEW65KUrMy5xEl9dLuCf/hnBxo9ffbCsuHoLGHwlHUW+bAkslI1lsmxw\nozKbSqcZdTtZE442/XNbERfYqy5atcQTJClr+PTIy5xLDHIss4UQj1JkeHuiMK2mgWhNcvOljUkd\nA3E15ksRdzSzhbmjEVaGmXdT6zmAT4SLQZky/uh7CwoUFEvjStIYHs1safoFUatTM/7tYnBVHH8w\n9YDCuXgOWJpgWbH0NmUSKKUom6nzYlv2OP3BCKvD8ZY6D8y0y0kNWHwTD0y3Zo+jgKiyvEhqGrQ+\nmTloU5cLPs7JUiIxg56jmqYblfnIxJsr+i7Bpb5AZwW1KitZWppovjSGblRm+/gbrA9O4yHxBldL\nAR0JjyjUYCLAYm2EKRc5MTrBjlI+DpY1BhUWcMdOAcgMQpNUA5ELoaFQKRXuRmW2ZY+zrnimkoK5\ndW7oqMrtF4MmVA7KRrhYtI1ImiLpMFupzA1KS02DdtB21wTGGA4cOMBv//ZvAzAxMcH999/Pvn37\n+NKXvsTk5LWxBECCj8XVykazL6m2ZY+zoXTmmrzYmjPbjVWSpaWJNmUSc96x2pY9zsbgLD4yMFgo\nW8xivDS29rUfpyHoHXqLcRJgLSosoMIyyhqZQWiiaiDyRNnU5nqqMwYai2vKLXceRDicSlzHB4m1\ngK60T+GaMilTIuVqehO6VtlZahq0trYbHHz3u9/lhhtuqP38xBNPcOutt/LCCy+wZ88eHn/88Sa2\nrvGCw98j//wT8wYf527+dYkzEDXlyPDT0+McGc2TC6ffaXKjMmsKZ3Fa6A7UcopwCJRX+/K1wLn0\net5Mb6YcXZvvSbOUK2uR35ooEs54zI3KrM2fuWb76WIZNJFywPEpbP4Uxu8g1B5l7VFyU3hhgX9P\n3cCQ3xvX+3A9rJeSWgdNVA1EtnbqznrKxKlQCypBqD1KOC1V78MlZFV5nOPpGxjxewm0j1E6bquT\n4mN9HWzuSklNgzbRVoODc+fO8aMf/Yj77ruvtu3QoUMcOHAAgAMHDvDiiy82q3kNd6msRBJ8LOZy\nMlviQrZUV8Z+yrbscTrs7OxF14IITd5Lo63BOgkKXienMpt4s+8mRkIdr4UNA4K3fkzynZfxTx2G\ncK6avWIp1KdsnGlb9jgdyNrkhYhQZN0MWaeDU/4AZa+DqOc6AreDkpPCWMjrFKHj83rXdkbS12G9\njjidr9Q6aJqko4giQ1h39V/UKZS1oDUFneR0xy80r4Fz0EC3yfIfRn5EEY+CTpJz03FxtGQGz9G1\nGge7ejvY2p2ani1LtJS2+sv8yZ/8CV//+tdrqb0ARkZG6O/vB2BgYIDR0dFmNa/hLjUwkKVEYi71\nqfBmSplCS915agRb99/6f1/w+lHGYLQDJiJCcbJ7GzC1FtY/+xpm9KwEaS6Dy/VTsVAKbUOGE328\n3rGZk9kSwdqd6K5BQj/NaKKPE11bSWiFUvE5ILUOmm9TJoHW0y/Pjma2MOz3kXNSDPt9HGvRwHwH\nQ290kWG/j7yTopgemFZPQ7SHtglI/uEPf0h/fz/bt2/nlVdemff35vuCmWlgoHNR7VnO559+/olL\nDgw6PvNbdDTw9ZfyuSvh+c2w0DavCiIuZEuocomPTBwnZQoUdYqfJ9bRXxxqr7sDV2EqlWPMoJh0\nMqAUY34faVtARS4BDq6jMV4a/ARuZSp/VSZBKl/GKoXrxnvxVJnuBfwdpL9e3qogYmjsIhvGjuFH\ncR89mtmCE5XpLw41qJUrn8LiVCpKK2CkVOaVcgTpD9M/4DFWCAnLIRZIakVXZ4buHZ++qtdox/45\nl0Yex0L2/fNiSDkXEEYGY+M0vj/v3srm8aOsLZ7jF/LvN6ClS8O3AW9276A76fLJjat4ayjL2QsX\nKRvwHYc1nQluWtuF78aF+VrtvRdtNDj46U9/yg9+8AN+9KMfUSqVyOVyfO1rX6O/v5/h4WH6+/sZ\nGhqit7f3ivY3tIjc5QMDncvy/OoyovmOqDpjkLvKtiym/ct17K38/GZYSJvLkSGbKxKEEZsmjtNf\nHCJFgDKG6/PvoVZw0bOZx+VgSUc5cm6GE6nr2VZ6l3SYRxlDIpgkUbzIx4s/5I2B3TipNGscRcF6\nJKwliixYS5j0mFjGc22pnt8MV9rmalaWXDli/egxVtX10b5gBGUtHtGK7adLbWaQvcaisfSVRlDA\na107oHLeny4U4yVbpkBBp3i/ZxtrnNRV9bfF9s+59tcsS3kc9Rb6HqkwwrUWoxRRJfbgQxNvc13x\nDL5tvYDkeo4J+cjEm7wdbeGFt0OMpRbbVTYR743lCUpltnanlrwP1Wvkvqv7X6na5sbhf/tv/40f\n/vCHHDp0iO985zvs2bOHb33rW/zKr/wKTz/9NAAHDx5k7969TW7p0rmSOgYSZyDmczJb4mLZEFlN\nyhRIEeCaEEdZ9Iys1NcCq+IMGjcU3+Vs73a8VWtI2VJtkNQRTPKx0X+trYUN1u5E966VJRYNVI01\nKFtIzOij6TBHOsq39EVQq5nrvTJuElcr0qYYF0GrTCNsrWS/yZgCA+URtmbfljXgLWRTJkFv0qXH\nd0g7cU2WpCmgsS19TsRLOC19lfoG5bqBQT1JY9ra2mbmYD6/9Vu/xYMPPshTTz3FunXreOyxx5rd\npCUhdQzEYpQjw1AhpGwtkbWU8HFNGY3F2qn19638JbPUrNJYpUhEBcaN5vWuHdw0emoqC45SqKCA\nf+pwrVKsu/NWJsYlELlRipHFWkvJ2Djg0oTxYM0CaCLiiyKxcAaFAnQqg1ZAGOfLv654BgdLoJJY\nFKlyblrflxoHjVOdMauvFDxzYFYN3gU4MppHa0NRp1p+vlcBHpaStQyWzpMcm1omGDpe7fckjWlr\na8vBwe7du9m9ezcAPT09PPnkk81tUANcro6BfGSLSzmZLRHaeCAA02NxFBDElwt4RNfEDEKEpqji\nXO4FnSIylrFSSEn7dIQl0AqMBcfiTg7FaRxLWcITh6FfZgwaJekoxksQ2jjgcn3hA5Q1xL3UkidF\nihK+LC1akAjIOSmKTorswHYGyjBw/k16gxFcLI4JURQpuylStoSu6/vwGsGGm5t9CCtSdcZMKUWh\nkpKoOhCYS9KJf+/tzBa0NVxfeK+lzweNJR1lCZVLOiqQDvNsy8Ib3TvQwGDKkzSmLa4tBwcr2aXS\nlY4SLyNa1+B1dKL9FSOLr6BYGRx0hNlp09Eelh9238Km4BwbCu/hsHJnEZRyKLgdBDpJVqdwMPzi\n6GHKboo3em7iI+M/w41KhH6CkuPjRwFKKRJaQTG3ZO24kruF15pNmQTDxZByZHGiuPhW3A8tDpCm\nyEvdH+eTE/+GN2Nxwkrtr4uRB1JMvTcWRbJwkbSeoO/EeXLp1fQ4Aa7vYqMUUbmAVZrJVD+rbAEd\nVlIbz1HjYK7+KxamPjvXlVQKrr7XOa1427mRE8kN3DH2csvOqkXEM1YFnQTiY0ybAhlXE1lLYCwn\nsyXpQy1MBgctROoYiKWSdBTjdcuH+stjMwIV4VMTrxAqD4VGreACU9ZGpMpZrI7oMWM4RITKoxQm\niCz8oO+TaB1nKdox8Sb94QhYKFmLn0wvWTuu9m7htcBzNP1Jl9O5Mp+YODxrAOBh+NTEvxLiYLC1\n+BAZGMwtOeNnF0sXeTDx7Jk3eZrQ68B1NCUUkU4yluzj5+nN7B7+P3hhDrSDdZOzahzM1X+vW6bj\nWmmqMwHVQmeXW2JTXWJUjgw/HcmTTXYTKg/HlpepxVdHAQYnnv8zhqQp4poyHxp9nbczWyjqxLQ+\nJDdOWo+8+y1E6hiIpbIpk8DViqnvnNkX/w7g2mjOx1YaB0unyeMSorF4tkzClEhGBayCyFiiytKW\nsUQfBTfFeLIPd/PSLau42ruF14rq3cOEmbvQWRwTYgm1u+LrciyWZv6BUzVzUVEnCDsHKDgpxpJ9\nnOzexocuvo2NItAOGINValYAvvTfpbMpk1hQpeCT2RKFSqV706Jv/1Qa6bgfxd8xECmXvtIIH84d\nB6b3ofoiiGOlMC5CKZpKZg5awOVmDCT4WFwtz9Gs8jVDxTimIERPBd7W0dfAwGAuCtDWUHRSWBtn\ncLEWrONxovfGuNZBwuUGLwEsTUDy1d4tvFZ4jqZTRWgTzvsZ6BGCqVyYLmvrVhKLQVFOdJK77hf5\n95E8hdCgiYP0letinfibxvrpWcHI0n+XTn2w8dUohIYIcKNyHFzeggOEasSQS4RrQibdDB22FG9T\nkIri5Wr1fUgGnq1HBgct4HIzBjIwEAuhlMYS4ei5F2JUqwav5K/4mV8xFoWqHHXgpTnZuQVXgzGQ\ndqDbdyhb1ZA11dX9yZrt2XaX3mG+njiVWUsuGC6lej7PXA5QfdcMivHOdfgbdnEyW8IYg9ZgjKXk\npOi3lXgDa2ctKQLpv62getG8LXucgvXwab16B9XZK4vCs2VSJu5XtnLxb/00SUdP60My8Gw9Mjho\nsvlSlkodA7FYpcjEd2NUvPZ4LnYFxxvEi1GmQjMDfDxlsG6CqGsNudU3YrMGZQwpV7OzJ0mH37iP\nxIXeLVyp6tcZby/m6KzM3tRfFsxMuSuXDLNVB/gGCPBJEKIBU7mHGykHqzS5VC8dW24FoJjL4zg6\nDmh14GzvdtYUT0xPYzqD9N/m8ysjv44wGxcLbG5zprEz/l3GoeikyOsEeTdDhylQdlN0bdjFrsT0\n6BgZeLYeGRw0SXUp0XwDA1lKJBarEEaUTXzhECoHx04fBJjKJcRKFR/d1PDA0ZaC7iDfMUD6+t2c\nmigAloSjsdbyQaHM1oUMDsIA/+xrkh/+Kp24WGCoGGGAcRKkUfOumW+li6BWU+vfQKKyBM5W5g8s\nkHc6AMg5HfRUfnfmnVov4RMMXCa+Zq5+LhqufhBdqnxcd5hSvNSuhVT7Yf2yomRUYNRbxRvdOwDw\nFKwpWrbOuPaXgWfrkYDkJrlU9WMJPhZLoVxJ/GKBf+7ZMy0PjCWOQ7hUAONKUD0+BTgmBK1wy3lg\n6da5+mdfw50cQgc53Mkh/LOvLU3jV7jRkiGsZNR6K72FM4m1lXDxqSUypvKzuDKq9r9qSliFY0NG\nE32cG9he+72FBMRKP2+O+mDdajByQSdb9nO72u9s5cw1duoM9rVURm4XbTNzEAQBv/Ebv0G5XCaK\nIvbt28fv/M7vMDExwUMPPcTp06dZv349jz32GJ2dnc1u7ryCw98jz/wXZJKyVCyV+jDafLKbC/5q\neoNRfMJKFcu5itqvDHPFUmgsieAijjX4b/8TH8+NEhlL4KX4We8tJDu7FvRaOijEEc0wZ354MTdr\n48sHa8E4Hj9btZPESJHecBxt4uSlquXrwbae+iVYGoO28EFmEx8Zf5vkSDGOJ1i786rv1Eo/b476\nmxiWOBg5ZYote15UWxriUXA7SNZ9E+UjKEYhb43l2NyVknSlLaxt/jK+7/Pd736XZ555hmeeeYZ/\n/ud/5siRIzzxxBPceuutvPDCC+zZs4fHH3+82U29pEvNGEjKUtFIKVPEI6y7eFi5d3DMHB9t8YDI\nkopKuNkhPBOQoEymPMnNY4cXvM7V+ClqpajnCeYUs7lzXBikKvnQnbq/4MrtpY2ngKQpcPPYYfpK\no4u66y/9vDmSTrz0C+JzYVv2OMralj8vXMq1ivRV8WwgDBUjSVfa4tpmcACQSsWdLAgCwjBeb3fo\n0CEOHDgAwIEDB3jxxReb1r7LCQ5/b96sRKNU4gxk1kA0SF4nsJUhwcxAz5VGYeb98oyw2Er8hQK0\n1iRtsOC7WMHanYSdAxg/Tdg5IGuxr1BqjowkeZ0g1N6sPtrqF0KtYs7vF+WQMAFKL+6uv/Tz5qhf\nAqaAlClAFLXsZ3f9eTvi9vB+1xbcSmO1qgQrWzhfKPP2RIEgXLkz2O2sbZYVARhjuPfee3n//ff5\njd/4DXbt2sXIyAj9/f0ADAwMMDo62uRWzibBx6LZ3KhMhylNmy1o1S+XpaCZ/4LS2jito1P9DRNh\nPW/hL+b6BBuWrljatSLlaihNXRhU+6g2EfEisLnmf8SlzJnO1BpKysVd7F1/6edNUV8d+aVilkD5\ncdXrFlW/rK0vHOdELQqBaR/KFsVYKeT185Ns8J0lee2ZlZa7V3UsyX6vRW01ONBa88wzz5DNZvmv\n//W/cvz48dpavKqZP89nYGBxcQlX8/xLxRiMAesW0JblbH8rvXYrPL8ZFtTmMxdr/9yWPQ7GUMbF\nJZq6MF7B5jvnSm4Sx4Qko0J8EaU0Xv8aMvO8x83ubyu1v3av6uD0G+dq+bKqfdRoB2tCFjFcu6bN\nrl9iySVX0dnbhS7mIJkmtflmtLc06SLbsX/OpZHHsRT7/unp8XhZjm2PGztWadJhng9n3ya78RYi\nYxjKlymUI1ytSHkOSiny5YiBdT2X3+EV+OnpcSYrMRqTkeX185N8bIn2fa1pq8FBVSaTYffu3bz0\n0kv09fUxPDxMf38/Q0ND9Pb2XtE+hoYmF/z6AwOdV/z84PD3mK9F1eDjq23L1bz+Uj+/ma/dKs9v\nhsW0GSpT0Y5DwUkD0FWeuGbvyhbxMH4aaxIkK0uJTK7AxTne41bobyu5v3a4mmwlA0utj5ICB9Ll\nyWmxB+LyqheNIQ4ag6osJOwsjOBu/hVGxivBoeMBS1H5e7H9c679NctSHke9Rb1Hdelju42Hl9xM\nkqAtildqGycUGCyco48i/sgxdgQFRq3PseRGNo6fJBkVcDs6GUrsWpL0z2PZElE0lZ47X44a9neF\nlTMwnkvbfO6Ojo4yORn/kYvFIj/+8Y+54YYbuOOOO3j66acBOHjwIHv37m1mM2dZNc92CT4WjVY/\nUVvU04MJy+15X+CqVIPf6imgK5oEP02iVh9NgiubZWdPsvYlNLOP5nTHNTC/tfQ04BChKtUOFIqE\nLROeONzspomrVJ8+tqc4wrbscYo6RdAml24K8KMSqZ+/VDuOvtJIJUB+hIwp0lcaXbK0uNOClfiq\nngAAIABJREFUt62lw1ua5UrXora5QhgaGuK///f/jjEGYwyf/exn+dSnPsVNN93Egw8+yFNPPcW6\ndet47LHHmt1UYCrOYK7R/SjxjIHEGYhG2tXj838rdwqPp66nLxghERUp6QQTbhcD4WjL331aqLiO\nQ7yu1Z9xiekqTY+nIBegTBnj+mAMhIEUL1tmnqPj3Odmdh/9WXobn5z8KRKOfHUsEFF3c0BpjJdi\nbGyc13W+VoF2VgC+FPNrOfXpYxOOJhNmKUUKrwWLV84Z70LcF21QJHSTJDQorUlGBfDiGzJKL11a\n3JmVlm8c7GRirHXjM1pZ2wwOtm3bxsGDB2dt7+np4cknn1z+Bs3jUsHHEJ886z7zWw2d6hICYLhs\ncYkvkjcX3gWg5CTBWrqjld3/4rSlYCuleOoHQSoq4Vy8gDEhyoTYSONkh/HPviYBl8vsZLZEZVXR\nrD76ieyRFZ1ut1E0EOESaoVryigboYoTpEo5fiH6d05mbiAYeo9OFUwbBFTvUqMUupQF5HxoNuOn\n4r+FUiigk4CBqDWXhM6XidEoh6LyITKAJqnBugmUtVCp0L1UM7czKy37rswcLFTbDA7axZXUMZD4\nebEcitFULuyUmV7AyNi5C4WtNPN+YYVFsAaUBhNRsuBLUadld6k+6tqosmLervh+uvQsBZUiQ4Sq\nxG1Ya1idP0NXMIYDaM+dNgiQImetJ04XOzWb4xazqGCi2c2aV/15Gs9gac4kr+Pt9IfYnH+XtC3g\ndnYRDGzDHzqGDgp43d0EPdua1WQxDxkcLKHg8PcuOWMgKUvFckrW5ZEv6hTpMA/WVqprWmwlXeS1\ndOFVvRB1TBmIC8EZ7WONwbgJ/FOHpy+rEA2VdFRtgUStjyoF1hIqB9eG18QgdilZ4piDTJStBCTH\ny+tQCo3FLxdwtEIZC0qji1lg+l1qicNZgEYsy5qRPtY/dRh7sfXPh5LyKThJhv0+3ujegQLe6N5B\nQit+aU0cxFs9rs6BTpCVFC2nFWen2pYEH4tWsimTiHPJA0czWxj2+3BtnFe+6KRWfEJTO+O/U+Iw\nTVO5pxoqh2zHAFhbC5pbaBVZcXU2ZRK1AknVPppzUgz7ffxzzx4m3c54zXJTW9k6ruR9mFkBvfr/\n1TkYRys8E6KsQYVlVDleky1FzhanPni4UZ8fwdqdfOCvpXVLoFXivZTDsN/HscyW2jYF9CbkkrNd\nyMzBEpDgY9GKPEezsyfJT4anArIconidp1LkvQ46y5MrbvbA4oDrYlEYJ4FrQ8pBERRETnwxWrIa\nxwRoa9BK4W/Yhf7g32RZxTLzHE2n5zAaTK+SqoDA6+BHA7/MLWOHWVM8x7W+etgCeXzS86QgjbNz\nKajMEijA2LiUnIPBTWYI06vRpSy2MBYvq3M1kZMgd+JV3HKevNeBt+EWvERyGY9sZViWZVmuzzsD\nH+O1cpkdo0e4PjzXUp/dFphQaXJ+J29076htrw1YlaYcmQVXoxfLRwYHi3SpgUG1joEQzfJBoYwG\nPnzxKOtLZ3FtiMaijMEhiv/d7EYuMYWBsIz1U0Tdg3TsvJXJ8akLqokTr9Jz8f3aLIoyIalzbzBq\nfdLlCZTWJBSyrGKZBCa+t70te5z+4hApApQJWV/4gDGni1XRRZniJv6OmS/HfTww0Bg0VimUAs9E\nKNdDex2EnQNkPvZpJocmcd87TFAqTO0nKNJhCqAVBDnyp47gbd69zEfX/hq5LKu+8m/BxudKb4sm\nlUgRMKamF9izgKsVE0HIySzTgoZFa5LP3EW61MBAlhKJZitGFq1hMBiuXQxbwCOM19s3t3lLYvby\noco91DDAnRyald/9ZPc2Qu1hlCbULiU3SaGQ5c30ZkYSfWR1kuFEnyyrWCa+jj9DU6ZAigDXhLgY\nfFtmIBzDtWUMs2tWXIs0cemy+uVF1eVx8dIhAyoughaluojS/bOWCB3t3Myw31tZvtVLVifjgQGA\nVrhlSf24EI1clnUyW2KsFFKMDMbG50rGFlrqxk59XRljpy+AU0BCK5RSFCNZJNgOZOZggS43YyDB\nx6IVeMrGqSJr87q6UiTGYJUDNmrrgM/6rxlV+1lhlZ56rJib9hzP9xlODbKqNAIoHKDgJDGuz4ne\nGwFIOppdkuN9WSSdeAlMUadQxsRLYizE5bsMFlVbL3+tZy6Kj90lUPF7goWSmyIRFXCswWiXkpMi\n9NNEH/7UnPvI4zFa6ecAHxp5nVRYmTkwltDrIDHnM8UlzQgeXkqF0FAyccYpS+VcaaHhcrUWd6hd\nCk6KZN3SNwU4qjqhYqclyhCtq20GB+fOnePrX/86IyMjaK257777+M3f/E0mJiZ46KGHOH36NOvX\nr+exxx6js7OxJa1PP//EZWcM5LJCtAKl4qznQ34/1xXPxvmJlAbrVJYYte/AAGa3XUF8OWkjQuUQ\nRgY/mZ6WSWSHm+Lt3s2444pUVMRLZbjQuRkbWlQl77Z8gS2fah89mtlCXzBCOsxB5U446EroOOhK\nzYp2HswuBY8QZaeKTvlRkVB5QEjZTeIAXipDWH1Cpe8HH5TxrUdHejMFq2t9faT/w6TG38Yt5wm9\nDvwNu5p1aGIexcgSGhtfYAPHMltYX/iAhC03u2m1fhgqh4JKgLUU9NSyIQ0kdHzDpVqAT7S+thkc\nOI7Dww8/zPbt28nlctx777380i/9Ek8//TS33norX/7yl3niiSd4/PHH+f3f//2GtuWyAwOJMxAt\nIjDxndY3Oz9MpBxSpkBBpziZWMfHJ4/QHV5sdhOXnEGjgEg5jCf7WLX5ZvzXflIr8OSXsnxYQ7Bl\nDxAXidsYGUxlTa98gS2vwFjSnsY4Hv/S+wm2ZY/TEWbpMCWKePSGE7iEVOeGruWBAdRnIwKLRlvD\nRGaQroRPIpydhreaRcd6Dm454sMG3uzZUdfX03j9cYyB9PrW5GsoaTAWHA1p1+OV1bfzifOH8Gj+\nYPmCu4qc380qCoRemp+nbsDT4CvQWsczsb1S4amdtM3gYGBggIGBAQDS6TQ33HAD58+f59ChQ/z1\nX/81AAcOHOALX/hCwwYHY4e/x3pkKZFoH9UlG6HjTcseAfCj5C/zqaGX6AwnWyow2RBf9FRXUl/K\nXHeRC14nKCg4Kc6t3sUNXmJWJhFKed6eKEwbDFxtkFx9kGB1H5KF4+olHUUhtGgdDxBm9tMbJ95k\nfeEDXBtNq5g8tYwMAu3jmnJtdqGV/wrVO60LbWP8fBUX8LMWqx2cqMRrXbtQShMYSzIXsSkTZ4XR\nQRx8nC9HRJEhKGTZtF76ajtJe058o6cy29PhaUaiJKc6NtEXjNAdXpxVgKyaparRLJDzu3mjewe9\nvuYX+zP0TxQYK4ULnomVz9bma5vBQb0PPviAo0ePctNNNzEyMkJ/fz8QDyBGR0cb9rqXGhjIUiLR\nijZlEri+w/tjxdqFVP3Xxf/pvplPTBwmEeZI1GXPNlD5SVeyGi3f3an4Vc2cOd2rgwGLwngpyuUA\nn7B2oVhyOnC0whqD9dO1GYCZmUTGSNS+vAph/EpXOzioBgkuZh+C2t+oGFk6tCUbKQph3EsNcf0D\nTMRgMAzWEOHg2BCfiDIOoeOTd1KkwjwpU0IR4Uwl9az1mWr/bfayJIMmS4JOCrUBwnxtqp4D1eMw\nOGR1CpSiI8rHMQYqQU4nGSpGWCJSrp7WH42fIsxfjAfd1jKpEgxnS9JX20j9OZJ04gr3ZRsvxduW\nhVIIA1ys9ZMPvNWc6NjEpyZebWg1GwtcpKNWzyAwc7f3amdi5bO1+ZS1tnE9pwFyuRxf+MIX+C//\n5b9w5513snv3bl599dXa43v27OGVV15Z0td84/nvsoniJQcG6z7zW0v6mkI0wsvvjpAthVwshZgZ\nZ74blfnwxaPxRZiCYbeXSGmuK54lSXnWnanF3qG91AVR/V1hqOZvB9dNwJrrwSomJicZMx7vpD/E\n1sJJkkGODlsk09WD6ujE3Xwz2qsMDsqlOGtRMQfJNP/mb2Iymsqcn/YdPnl931W1/+V3R8jV5edf\nyD7EpQVhxHNvnaN4mRug0/quNUTawzcltIKicclQRBNH5tcHNdf3s+UYMBgUF9xesn4X64pn8E1Q\nCcA2OEzv8yjNxVQ/76zbw8bRo/TpMrojw7/5m8gHERvHjuEEOYpuijN925kI47RPGT++51ftj6Zc\n4v2f/gu6lKfoJDma2Yp1PTb0pLhxsBPfvdYrSLSfl98d4dxkkbDuvHCjMtuyx0mZAkWd4njqej45\n9hPSZu5rl6tR/1ldzUpU1CkuJFbzZuc2QscDYF1ngl/+UH/teUEY8fr5SfLliA7PueL+Jp+tzddW\nMwdhGPLVr36VX/3VX+XOO+8EoK+vj+HhYfr7+xkaGqK3t/eK9jV0heW6zx1+lhsuMTCoLiW60v0B\nDAx0XtXvt9Lz27ntS/X8ZliqY1ZhhC0VuXHibRJRHH9wNLOF0PEIHQ+rHULtglKsDc4D4M5Rj3Mp\n7ijU39W91OMAoXJR1oKXJCqGhBeHUBZ6rOVjxZF4H0oRWsvZwMVf9xG88QAIGBjoZGQ8gP6pddh2\nokC5PDXtrfTc7/Gl+osKozn3UT8lviqTYI2jFjwlfi3215pKIO3uXJack+RIcjPlykXITNuyx+kL\nxwkdj1SYxzNxsT/XlIlDc6vLjar5rK5+ULCQGYf614gq1bhzbhodBvgmiJfz2alA62nPtQYV5Bkr\nwWjHNlYlXLZ2p7ATBYrG8nbPDgplQwQ4ZYisxVEQhtGsPn2670YmI0suCAkNuMZyZjxPoRBc8R3Z\nuZZ6XLeme2n+1hXN6q+wRH12Dos9h+eiwqiS0WvKjsljXFc8EyedQNFfGq7MpC3B61X+W/s81j5l\n7RGp+HPtIxNvkjIFvHyaodRHoZLp7e265UXj1s7Z3+Z6f+b7bL1ajXjvZ+5/pWqrRVyPPPIImzdv\n5otf/GJt2x133MHTTz8NwMGDB9m7d++SvuYNZOcdGHywpK8kRONtyiTYnjvBQDBCZ1RgMBjhxvxx\nqlXtU2Zqbb6uJI+srvSurydQxm3ondbpswYaz4agNcpanIvnqGS6RCtFwpRqbVZKoYIcJ7OlS+5/\nUybBqoRL0tGsSrgLCkCebx/1OckvZEuXbYuYWzWQtssU6A9G2ZU/Pm+fq++3CovGUlAJQh0PJkLt\nEVbmDizxhXr131WXGvAudClSnD2rukxPcyZ5HVopNgZncWbMYMz17Fqhvrr88PX9ztfUZhzqs8LM\n7NObMglWZxIo4mJUC8k5X9+vx0qh9Osm2pRJMJB0pl3ADQRDuDYubOnaiHSUX/LP6Lg/x0HwKEXK\nFOLihcEImahAX2kE/+xrtd8vRnGcBHBV/W0pPp/F4rTNzMHhw4d59tln2bp1K/fccw9KKR566CG+\n/OUv8+CDD/LUU0+xbt06HnvssSV5vfePvcn27M8uOWOwakleSYjl4zmaThWgvalTP+mG9K3p4l/O\nTVLUKdJhHpSqLeVBa4ypFkuwhDjUcuotUvXiqVrCicqij1A5OJU7YNULs4KTwrOKROXn+PUtZSeB\nshal43iCopO67JeQ5+hFr2Gdbx8L/UIU01WDyBXQ4Tms0SF3XNdVe/yHZy5SXXhQ329tNWxZawo2\nWbsFlqKINWVC7VHQyXhbVMCz5cuu/b/cY/OxQN7rRimY1CneXHUjvzh6mJkl3ebet6oNH+qDOuv7\n3ZHRPE40ta/5ssJ4juZjazopFILKndyrzzkv/bp1eI5m+6o0ji7UZoRmfh4b1JLf/Y0HoQZlIRXm\nGXN7agNzTyuUjgPgq6rJBq42MHkpPp/F4rTN4ODmm2/mrbfemvOxJ598cslf71IDg5MkWb3kryjE\n8pgZnGv8+EO4N6FrAW4pU2DM7cFYS8oUamklk5RxTRnPhmSdNJkotyTrWSM0USW7RljNxGLKGO3F\nGVkqvxtFhpFUP10Jn1IhS8FJMtxzA4MTP0cFOYpOip93baWriXUKFvqFKKar76e2rp9WrU66nC3G\n2fyPZrbw4Sx02QIjTjdaKXxboqBTnEhdz+bCu7X0qAWdJOemOZG6ni25dxgsXiBFqRaNcDWZuy4X\nSBxWvmIjY8m5KUJLJQe8pjpAmKosq+MLL8BqF+04ZJOrL5kf/mr72mICRaVft55NmQTnIsvwRcNw\nop+1xbNxP1aa095q+sIJMiYuAhnPqM3vSge/Bl1baGqspahT9ER5ElpP+z6ptg8WHpgsmqdtBgfL\nbb4P/HfIsPMz/09D17EJ0UhxDvS4IFh9TvTNXSlGS9GsVJIwdT64WvGLI/9GRxSnRyybeHlR3umI\n13pXMgfNVF3CYeovgFBE2uWi08mk103SFCgrH6MUqTBPxpYIvA4m8TEoUrZEyUlxdtV2PjLQjQd4\nQBdQ7u2trYfuavKXUP0XYjXmQFy9+n7qdXcT9Gyb9viW7iSuU10D79F73W48R/P2SI6RUjTtRurZ\nzE6STlxwrRBGGK0JiiGv+zt5Hbhl7DDpqADGxLMJlX5cjU2oXsBXL66q2/NOGseEJG2p7ncV1k0S\ndV/HSCnCiYpkdYpj6S0o4gJWKgzYEJxHYcmpJOP+KnwVYhyfgZSPDku43d109Gy7ZKXuq734Wswd\nWbnQaz3VGaEh36HceTPjp45gSzkKTor3urdxLDRszR6nwxToLI3jEaFshDc1LwzEmemG6aSfi7XM\ndLMzZUGAR8nriJenKdiYtBQ3fgzv7GvYoEA0o8aGzAC0LxkczGPmKLq6lGhNk9ojxJJxfYINN8/a\n7DmagZRXCyArhnE6UUdrgshU1ipD2U2hwzxGTS170EoR+mkcR6GDPMpE2Mp66UD7FHSSYb+PYz07\n2HnxTVYVR3AcTVIrujr7eb9rx7S82NXgSw/IBRFnxvNTj/mzP7Za6Uuovi2NDohb0er6aedAJ8x4\nH+f7m6dcTToys/pSvYGBTv7fN86SraR7qS5LUlpTVB2UFCTDQryGWyki5ZCrLEWqzrgV0wOkN+/G\nOXUYRt5DmUpNYu0Q9m4g2HAzZysBmSVjiUxlvb/rM/4LH2d1d2pawGa1rd2Vts51zDMtZ79vpXNM\nzOYlknibd0/rU75jmei6icHuFP6pw4Tj54ks2DCPa6uFBePqxpOpPrL00R+MoJXCUZBwFGULpchS\nS2xpbW25n/FT836fiPYmg4N5vJW5qba0yFZ+/oVmN0qIBqu/O9jpKpTSGEcxWQhJOoqUq0lt2EX+\nzOs45TwXvW4crUjZMl4qQ2FwG/75t+Kg4ciQR5N3O8g7aUZ6tzGY8DjrbicxcYxVlAgTHQRrd7JJ\nubXXnXlX8sbBeK203LEUV+JK73Dv7Enys9E8eRMvS/pIDrpskbLXwfuZD7Hx4nH6SsNEQNg5yM9T\nm1g19g5JU0D5afwNu4DKDEcUkSgMEYWGqGtN7e5p9bVz5YjAUDuHqtvlbrxYavP1qWDtTlwDpUKW\ni143YWToC0fBwgW/n7czW+IBQV6RNsXa53nnxZPkR0e5qBK8nbieLYV36aZIoqNz2iyBWFlkcDCP\nX9i2gxxTyytkYCCuBXPdHZzz7vfm3QAk6zZV7psSbPx4bZsGNlWePxWnk4KB3QT1r8v8RW5815E7\nluKKXekd7g7f5dY1XXVb4jzqPrAdYE0/hbpHtwAMDszekesTXL+b7jnOk8u1Re7Gi6U2b59yfcKN\nN+MB3TMeWl35Xyw+D6qf58kNt+EPTdIPxBUM1kx7XKxMbZXKVAghhBBCCNE4MjgQQgghhBBCADI4\nEEIIIYQQQlTI4EAIIYQQQggBtNHg4JFHHuG2225j//79tW0TExPcf//97Nu3jy996UtMTkrKQCGE\nEEIIIRaqbQYH9957L3/xF38xbdsTTzzBrbfeygsvvMCePXt4/PHHm9Q6IYQQQggh2l/bDA5uueUW\nurq6pm07dOgQBw4cAODAgQO8+OKLzWiaEEIIIYQQK0LbDA7mMjo6Sn9/nHl3YGCA0dHRJrdICCGE\nEEKI9qVsrSZ26zt9+jS//du/zbPPPgvA7t27efXVV2uP79mzh1deeaVZzRNCCCGEEKKttfXMQV9f\nH8PDwwAMDQ3R29vb5BYJIYQQQgjRvtpqcDBzkuOOO+7g6aefBuDgwYPs3bu3Gc0SQgghhBBiRWib\nZUW/93u/xyuvvML4+Dj9/f088MAD3Hnnnfzu7/4uZ8+eZd26dTz22GOzgpaFEEIIIYQQV6ZtBgdC\nCCGEEEKIxmqrZUVCCCGEEEKIxpHBgRBCCCGEEAKQwYEQQgghhBCiQgYHQgghhBBCCEAGB0IIIYQQ\nQogKGRwIIYQQQgghABkcCCGEEEIIISpkcCCEEEIIIYQAZHAghBBCCCGEqJDBgRBCCCGEEAKQwYEQ\nQgghhBCiQgYHQgghhBBCCEAGB0IIIYQQQoiKhg4Ozp07x2/+5m/yuc99jv379/Pd734XgImJCe6/\n/3727dvHl770JSYnJ2vPefzxx7nrrru4++67efnll2vb33jjDfbv38++fft49NFHa9uDIOChhx7i\nrrvu4vOf/zxnzpxp5CEJIYQQQgixYjV0cOA4Dg8//DD/8A//wN/+7d/yN3/zN7zzzjs88cQT3Hrr\nrbzwwgvs2bOHxx9/HIATJ07wj//4jzz33HP8+Z//OX/0R3+EtRaAb3zjGzz66KO88MILvPvuu7z0\n0ksA/N3f/R3d3d18//vf54tf/CLf+ta3GnlIQgghhBBCrFgNHRwMDAywfft2ANLpNDfccAPnz5/n\n0KFDHDhwAIADBw7w4osvAvCDH/yAz372s7iuy/r169m4cSNHjhxhaGiIXC7Hrl27ALjnnntqz6nf\n1759+/jJT37SyEMSQgghhBBixVq2mIMPPviAo0ePctNNNzEyMkJ/fz8QDyBGR0cBOH/+PGvXrq09\nZ3BwkPPnz3P+/HnWrFkzazvAhQsXao85jkNXVxfj4+PLdVhCCCGEEEKsGMsyOMjlcnz1q1/lkUce\nIZ1Oo5Sa9vjMnxejugxpsb8jRKuQ/iraifRX0W6kzwoxndvoFwjDkK9+9av86q/+KnfeeScAfX19\nDA8P09/fz9DQEL29vUA8I3D27Nnac8+dO8fg4OCs7efPn2dwcBCA1atX134viiKy2Sw9PT2XbJNS\niqGhyUv+zqUMDHRes89v57Yv1fOXm/RX6e+Lef5yW2x/ncti34dG768R+2z1/TVin83or9CYPlvV\niPdd9t/8fVf3v1I1fObgkUceYfPmzXzxi1+sbbvjjjt4+umnATh48CB79+6tbX/uuecIgoBTp07x\n/vvvs2vXLgYGBujs7OTIkSNYa3nmmWemPefgwYMAPP/883ziE59o9CEJIYQQQgixIjV05uDw4cM8\n++yzbN26lXvuuQelFA899BBf/vKXefDBB3nqqadYt24djz32GACbN2/m7rvv5nOf+xyu6/KHf/iH\ntSVHf/AHf8DDDz9MqVTi9ttv5/bbbwfgvvvu42tf+xp33XUXPT09fOc732nkIQkhhBBCCLFiNXRw\ncPPNN/PWW2/N+diTTz455/avfOUrfOUrX5m1/cYbb+TZZ5+dtd33ff7sz/5sUe0UQgghhBBCSIVk\nIYQQQgghRIUMDoQQQgghhBCADA6EEEIIIYQQFTI4EEIIIYQQQgAyOBBCCCGEEEJUyOBACCGEEEII\nAcjgQAghhBBCCFHR0MHBI488wm233cb+/ftr244ePcrnP/957rnnHv7jf/yPvPbaa7XHHn/8ce66\n6y7uvvtuXn755dr2N954g/3797Nv3z4effTR2vYgCHjooYe46667+PznP8+ZM2caeThCCCGEEEKs\naA0dHNx77738xV/8xbRt3/rWt3jggQd45plneOCBB/jf//t/A3DixAn+8R//keeee44///M/54/+\n6I+w1gLwjW98g0cffZQXXniBd999l5deegmAv/u7v6O7u5vvf//7fPGLX+Rb3/pWIw9HCCGEEEKI\nFa2hg4NbbrmFrq6uaduUUkxOTgIwOTnJ4OAgAD/4wQ/47Gc/i+u6rF+/no0bN3LkyBGGhobI5XLs\n2rULgHvuuYcXX3wRgEOHDnHgwAEA9u3bx09+8pNGHs61JwzwTx0m+c7L+KcOQxg0u0VCXBsq517w\nf/8/OfdE65PviuUnnxGigdzlfsGHH36Y//yf/zP/63/9L6y1/O3f/i0A58+f56Mf/Wjt9wYHBzl/\n/jyO47BmzZpZ2wEuXLhQe8xxHLq6uhgfH6enp2cZj2iFCAP8s6+hgwLGTxGs3Yl/9jXcySFQCl3K\nAq/B2k83u6VCrGxhQOrtQ+hSFuO6uDoBQLDh5iY3TIi5+ad/hjf2PmBxUGAMwcaPN7tZK5p/9jXc\ni+cxpoQXhjiTFyhs3Quu3+ymiRVg2QcH3/ve9/gf/+N/cOedd/L888/zyCOP8Jd/+ZdLsu/qMqQr\nMTDQuajXWmnPD976MaYwglIKW8iTGj8Gqoz1nNrveKrckNdut+c3Q7OP+Vp+/nK/dvDWjzFBPv4h\nLOO48bnX3Ub9thHn2FLv81psY6OOufjmBbARoABDInehrforNPZ7oRH7Dj4oY0wJwjIahQ7ydI8f\nw99+25K/VqO/M9vtvb8WLPvg4JlnnuF//s//CcBnPvOZ2r8HBwc5e/Zs7ffOnTvH4ODgrO3nz5+v\nLUVavXp17feiKCKbzV7xrMHQ0OSCj2FgoHPFPT85MYGOLBAPsMoTExg/hVuOQCmwljDp4SPvXTM0\n+5iv1ec347WTExM4SqGMQSmNCUNK1mNiAe1ox/46l8X+HRq9v0bss9X3V7/PjsigrY3HBtZiIrOg\n12rmhdxSvzdVjXjfAXzr4YUhGoW1BqsdyhMTC/qcuJRGtX859r8cbV+pGp7KdObd/MHBQV599VUA\nfvKTn7Bx40YA7rjjDp577jmCIODUqVO8//777Nq1i4GBATo7Ozly5AjWWp555hn27t1mZbc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UUul6OtLUoPuH37dl5//fXyMXfccQcAW7ZsYffu3dPZndkn8LBP7cX71X9dWAMQeNgf/ILUvpdI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\nRCKRSCSS3/h/L/d2XtJO7wgAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.PairGrid(data, vars=['age', 'split_sec', 'final_sec', 'split_frac'],\n", + " hue='gender', palette='RdBu_r')\n", + "g.map(plt.scatter, alpha=0.8)\n", + "g.add_legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It looks like the split fraction does not correlate particularly with age, but does correlate with the final time: faster runners tend to have closer to even splits on their marathon time.\n", + "(We see here that Seaborn is no panacea for Matplotlib's ills when it comes to plot styles: in particular, the x-axis labels overlap. Because the output is a simple Matplotlib plot, however, the methods in [Customizing Ticks](04.10-Customizing-Ticks.ipynb) can be used to adjust such things if desired.)\n", + "\n", + "The difference between men and women here is interesting. Let's look at the histogram of split fractions for these two groups:" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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v8lV9XyIvYxAT1bg/vGDNhs+cM6n4sURhxbQmVW/rElA4+MHwwQCDmKhSGMRE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\nrbfeKv7hH/6hWuWVpZwxdHd3i61btwo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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.kdeplot(data.split_frac[data.gender=='M'], label='men', shade=True)\n", + "sns.kdeplot(data.split_frac[data.gender=='W'], label='women', shade=True)\n", + "plt.xlabel('split_frac');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The interesting thing here is that there are many more men than women who are running close to an even split!\n", + "This almost looks like some kind of bimodal distribution among the men and women. Let's see if we can suss-out what's going on by looking at the distributions as a function of age.\n", + "\n", + "A nice way to compare distributions is to use a *violin plot*" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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MTAoLCykrK+OOO+6gqkoLLshH6+zs4I03XuO5535NQ0MdiRk5LLztTlx5RePa3R4eE8vs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\nnNklyRRmt4dQUFDMzJlFVFV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We'll start by creating a new column in the array that specifies the decade of age that each person is in:" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " age gender split final split_sec final_sec split_frac age_dec\n", + "0 33 M 01:05:38 02:08:51 3938.0 7731.0 -0.018756 30\n", + "1 32 M 01:06:26 02:09:28 3986.0 7768.0 -0.026262 30\n", + "2 31 M 01:06:49 02:10:42 4009.0 7842.0 -0.022443 30\n", + "3 38 M 01:06:16 02:13:45 3976.0 8025.0 0.009097 30\n", + "4 31 M 01:06:32 02:13:59 3992.0 8039.0 0.006842 30" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['age_dec'] = data.age.map(lambda age: 10 * (age // 10))\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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zz/36eiiwOioOg4MDi6J3X1ZWgvv378HLPxAxmbNfV2YjFonwteVrEOXnj6qq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\nQ9sxs0ahYPxuhkGeW0ssbsN4cvA8uixmSbcrKNhPEIuJQZ5YX15jcbV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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "men = (data.gender == 'M')\n", + "women = (data.gender == 'W')\n", + "\n", + "with sns.axes_style(style=None):\n", + " sns.violinplot(\"age_dec\", \"split_frac\", hue=\"gender\", data=data,\n", + " split=True, inner=\"quartile\",\n", + " palette=[\"lightblue\", \"lightpink\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Looking at this, we can see where the distributions of men and women differ: the split distributions of men in their 20s to 50s show a pronounced over-density toward lower splits when compared to women of the same age (or of any age, for that matter).\n", + "\n", + "Also surprisingly, the 80-year-old women seem to outperform *everyone* in terms of their split time. This is probably due to the fact that we're estimating the distribution from small numbers, as there are only a handful of runners in that range:" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "7" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(data.age > 80).sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Back to the men with negative splits: who are these runners? Does this split fraction correlate with finishing quickly? We can plot this very easily. We'll use ``regplot``, which will automatically fit a linear regression to the data:" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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5xMfKpiraGn14XCpVHg/ORfyBQQLiCjM6KzB6Ymh1OvlmU1vZKt/pGl2zuzsV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ULs7PNj/9FO7D/aiR538qU+AcBabcS0eWX4j7IwujWFstnnyMIApmk0cKsqVADTdXp8z1SCQwEf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\njJyPZ0Q7m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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.lmplot('final_sec', 'split_frac', col='gender', data=data,\n", + " markers=\".\", scatter_kws=dict(color='c'))\n", + "g.map(plt.axhline, y=0.1, color=\"k\", ls=\":\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Apparently the people with fast splits are the elite runners who are finishing within ~15,000 seconds, or about 4 hours. People slower than that are much less likely to have a fast second split." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Geographic Data with Basemap](04.13-Geographic-Data-With-Basemap.ipynb) | [Contents](Index.ipynb) | [Further Resources](04.15-Further-Resources.ipynb) >" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/matplotlib/04.15-Further-Resources.ipynb b/matplotlib/04.15-Further-Resources.ipynb new file mode 100644 index 0000000..f2281c5 --- /dev/null +++ b/matplotlib/04.15-Further-Resources.ipynb @@ -0,0 +1,94 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n", + "\n", + "*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*\n", + "\n", + "*No changes were made to the contents of this notebook from the original.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Visualization with Seaborn](04.14-Visualization-With-Seaborn.ipynb) | [Contents](Index.ipynb) | [Machine Learning](05.00-Machine-Learning.ipynb) >" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Further Resources" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Matplotlib Resources\n", + "\n", + "A single chapter in a book can never hope to cover all the available features and plot types available in Matplotlib.\n", + "As with other packages we've seen, liberal use of IPython's tab-completion and help functions (see [Help and Documentation in IPython](01.01-Help-And-Documentation.ipynb)) can be very helpful when exploring Matplotlib's API.\n", + "In addition, Matplotlib’s [online documentation](http://matplotlib.org/) can be a helpful reference.\n", + "See in particular the [Matplotlib gallery](http://matplotlib.org/gallery.html) linked on that page: it shows thumbnails of hundreds of different plot types, each one linked to a page with the Python code snippet used to generate it.\n", + "In this way, you can visually inspect and learn about a wide range of different plotting styles and visualization techniques.\n", + "\n", + "For a book-length treatment of Matplotlib, I would recommend [*Interactive Applications Using Matplotlib*](https://www.packtpub.com/application-development/interactive-applications-using-matplotlib), written by Matplotlib core developer Ben Root." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Other Python Graphics Libraries\n", + "\n", + "Although Matplotlib is the most prominent Python visualization library, there are other more modern tools that are worth exploring as well.\n", + "I'll mention a few of them briefly here:\n", + "\n", + "- [Bokeh](http://bokeh.pydata.org) is a JavaScript visualization library with a Python frontend that creates highly interactive visualizations capable of handling very large and/or streaming datasets. The Python front-end outputs a JSON data structure that can be interpreted by the Bokeh JS engine.\n", + "- [Plotly](http://plot.ly) is the eponymous open source product of the Plotly company, and is similar in spirit to Bokeh. Because Plotly is the main product of a startup, it is receiving a high level of development effort. Use of the library is entirely free.\n", + "- [Vispy](http://vispy.org/) is an actively developed project focused on dynamic visualizations of very large datasets. Because it is built to target OpenGL and make use of efficient graphics processors in your computer, it is able to render some quite large and stunning visualizations.\n", + "- [Vega](https://vega.github.io/) and [Vega-Lite](https://vega.github.io/vega-lite) are declarative graphics representations, and are the product of years of research into the fundamental language of data visualization. The reference rendering implementation is JavaScript, but the API is language agnostic. There is a Python API under development in the [Altair](https://altair-viz.github.io/) package. Though as of summer 2016 it's not yet fully mature, I'm quite excited for the possibilities of this project to provide a common reference point for visualization in Python and other languages.\n", + "\n", + "The visualization space in the Python community is very dynamic, and I fully expect this list to be out of date as soon as it is published.\n", + "Keep an eye out for what's coming in the future!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "< [Visualization with Seaborn](04.14-Visualization-With-Seaborn.ipynb) | [Contents](Index.ipynb) | [Machine Learning](05.00-Machine-Learning.ipynb) >" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +}