{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting with `matplotlib`\n", "\n", "Workbook for the **Introduction to Plotting in Python** talk held at the **Python for Data Science Workshop** by Jumpshot & AVAST on 2015-01-07." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# show the plots in Jupyter output, do not open new window\n", "%matplotlib inline\n", "# import the object-oriented API, 'plt' is a conventional alias\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# make figures bigger so that we can see then on the projector\n", "# (more about configuration later)\n", "import matplotlib as mpl\n", "mpl.rc('figure', figsize=(10,5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gallery of basic plot types" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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iytdQ+ZWkXwC/A55PurJsVWwvBLGqyqOLqCwOsX04n5mZWe9z0mRmPS2b1D1J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\nM7MStyNmNk1T1fMknQIcX2eXIM1japq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"text/plain": [ "<matplotlib.figure.Figure at 0x1d9c0ed7080>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(10, 3))\n", "\n", "x = np.linspace(1,20, 40)\n", "y = np.sin(x) / x\n", "axes[0].bar(x, y)\n", "axes[0].set_title(\"bar plot\")\n", "axes[1].barh(x, y)\n", "axes[1].set_title(\"barh plot\");\n", "axes[2].hist(y)\n", "axes[2].set_title(\"hist plot\");\n", "plt.savefig(\"C:/Users/peska/Documents/uceni/2017_2018/NPRG065/cviceni/plt1.png\", facecolor='w', edgecolor='w')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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mTIDly0M7cRERiZ5ykxSCuxNmea6voaGBsWOvZObM+TQ2dqZdu5UccUQ/Jk06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"text/plain": [ "<matplotlib.figure.Figure at 0x1d9c001c6a0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 2)\n", "\n", "x = np.linspace(1,20, 40)\n", "y = np.sin(x) / x\n", "axes[0,0].plot(x, y)\n", "axes[0,0].set_title(\"line plot\")\n", "\n", "axes[0,1].stem(x, y)\n", "axes[0,1].set_title(\"stem plot\");\n", "\n", "# axes[1,0].fill_between(x, -y, y)\n", "axes[1,0].fill_between(x, 0, y, where=y >= 0, facecolor='green', interpolate=True)\n", "axes[1,0].fill_between(x, 0, y, where=y < 0, facecolor='red', interpolate=True)\n", "axes[1,0].set_title(\"fill plot\");\n", "\n", "\n", "axes[1,1].scatter(x, y, alpha=0.2)\n", "axes[1,1].set_title(\"scatter plot\")\n", "plt.savefig(\"C:/Users/peska/Documents/uceni/2017_2018/NPRG065/cviceni/plt2.png\", facecolor='w', edgecolor='w')" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Hx44w6Kn3P2rsCIM+ctWnx44wr6tvumnsCIN+/ZCxEwz7nbNPHzvCoIfcf7+x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\n6I4iBAAAdOf/AgUNxETOFQ2hAAAAAElFTkSuQmCC\n", "text/plain": [ "<matplotlib.figure.Figure at 0x1d9bfd81240>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(-4 * np.pi, 4 * np.pi, 800)\n", "y0 = np.sin(x) / x\n", "y1 = np.sin(x) + np.random.normal(scale=0.1, size=len(x))\n", "y2 = np.cos(x) + np.random.normal(scale=0.1, size=len(x))\n", "\n", "plt.hist2d(y1, y2, bins=20, cmap=plt.cm.Greens)\n", "#cmap = color map (wide range of predefined exists)\n", "plt.gca().set_title(\"2D histogram\")\n", "#get current axes\n", "\n", "plt.savefig(\"C:/Users/peska/Documents/uceni/2017_2018/NPRG065/cviceni/plt3.png\")" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.collections.PathCollection at 0x1d9c01c5f28>" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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PT+HxeFhf3zweix6Pxvr6p/z7f/8LVFVlbCxAOGzn7bevsrg4Lw+iM3JWi0Av6n3b7Ta1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+jkE7S2PiLcr2IVJ3HY7dgfP2jP+uTtpCLvKDlN4HTa2NtLkMsp9HogCD2s1hxvvDF34QOLoih0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\n+su+FEEQ3iAiDU8QBEEQhNeWYRhkM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XVM7sUV9Qa/1q2xXF+EjQmKLKUOngBTgNq3CbNfZ1m9d5kNnOSON3RMS0caVm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\noh5cKVQMgnUj4MP+8ArwMn70oj6jxYr0MgoaIrsQdS6C3/w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"text/plain": [ "<matplotlib.figure.Figure at 0x1d9bfc562e8>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels = 'Frogs', 'Hogs', 'Dogs', 'Logs'\n", "fracs = [15, 30, 45, 10]\n", "plt.pie(fracs, labels=labels, shadow=True)\n", "plt.savefig(\"C:/Users/peska/Documents/uceni/2017_2018/NPRG065/cviceni/plt4.png\")" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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kwUH8/gDJZO5dyURCF+30kVl+f9m0FhS7iMeTuN0+2/4OfD4fNp14iXg8CRT7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\nXu68876Kdb/1rQfYvfum017H2972Uf7+q5XrPvjg4+zefdNpQ1fefPN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"text/plain": [ "<matplotlib.figure.Figure at 0x1d9c0d2dba8>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(9, 4))\n", "\n", "y0 = np.sin(x) / x\n", "y1 = np.sin(x) + np.random.normal(scale=0.1, size=len(x))\n", "y2 = np.cos(x) + np.random.normal(scale=0.1, size=len(x))\n", "y3 = np.random.normal(loc=-0.2, scale=0.5, size=len(x))\n", "# plot violin plot\n", "axes[0].violinplot([y0,y1,y2,y3],\n", " showmeans=False,\n", " showmedians=True)\n", "axes[0].set_title('Violin plot')\n", "\n", "# plot box plot\n", "axes[1].boxplot([y0,y1,y2,y3])\n", "axes[1].set_title('Box plot')\n", "\n", "# adding horizontal grid lines\n", "for ax in axes:\n", " ax.yaxis.grid(True)\n", " ax.set_xlabel('Sample data')\n", " ax.set_ylabel('Observed values')\n", " ax.set_xticks(range(1,5))#num of features\n", " ax.set_xticklabels(['y0', 'y1', 'y2', 'y3', 'y4'])\n", "\n", "plt.savefig(\"C:/Users/peska/Documents/uceni/2017_2018/NPRG065/cviceni/plt5.png\") " ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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P13qS+wlrhqyWYjWz3nJNVCJil6ROki9vSyR9HNgWEZvK6vVay0zSXuBdEfGb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\nLwI+IWm/Gto3y4Oq7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"text/plain": [ "<matplotlib.figure.Figure at 0x1d9c4284f98>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib\n", "matplotlib.rcParams.update({'font.size': 8})\n", "f = [y0,y1,y2,y3]\n", "fig, axes = plt.subplots(4, 4, figsize=(8, 8))\n", "fig.tight_layout()\n", "\n", "for i in range(4):\n", " for j in range(4):\n", " axes[i,j].xcorr(f[i], f[j])\n", "\n", "plt.savefig(\"C:/Users/peska/Documents/uceni/2017_2018/NPRG065/cviceni/plt6.png\") " ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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GcyyBwBpKSx/t9P5KS5cm3FdZ2QJmz74jRVWL+EtBSKQbUhmEwO1LQUhERDorGAxSU7Oc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JMRhiHWrDkFJ5xwXDLmYnBwEDt2DOOuu3YhDMOGTeU83QkOpjrVOCGEEEJIq9ASs8aRzqXW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\nGfwWwn6nHryEQMSAx1ufUIXKw7SXHtsDdDamS7kBLxP1/UFVfRhKg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eB/8fTdjyBXX4eF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\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V3TLdn65hRq2PPTXIrAOl2Y6YdY7cqfPPYWN8gpJQfDw4ErYSV4MS9rgUW5wXK8QVoX3a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RWHMbSq88gtILP0Iy/zw95lAd1Lo4joFCQcNQsVhzGIojwpq+TjTnYzy/6wCOFMtYPrsd413B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"text/plain": [ "<matplotlib.figure.Figure at 0x1d9c4493320>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(4, 2, figsize=(10, 20))\n", "\n", "x = np.linspace(-4 * np.pi, 4 * np.pi, 80)\n", "y = np.sin(x) / x\n", "axes[0,0].plot(x, y)\n", "axes[0,0].set_title(\"line plot\")\n", "\n", "axes[0,1].stem(x, y)\n", "axes[0,1].set_title(\"stem plot\");\n", "\n", "# axes[1,0].fill_between(x, -y, y)\n", "axes[1,0].fill_between(x, 0, y, where=y >= 0, facecolor='green', interpolate=True)\n", "axes[1,0].fill_between(x, 0, y, where=y < 0, facecolor='red', interpolate=True)\n", "axes[1,0].set_title(\"fill plot\");\n", "\n", "np.random.seed(42)\n", "n = np.random.normal(size=(1000, 2))\n", "\n", "axes[1,1].hist(n[:,0], bins=25)\n", "axes[1,1].set_title(\"1D histogram\")\n", "\n", "axes[2,0].scatter(n[:,0], n[:,1], alpha=0.2)\n", "axes[2,0].set_title(\"scatter plot\")\n", "\n", "axes[2,1].hist2d(n[:,0], n[:,1], bins=20)\n", "axes[2,1].set_title(\"2D histogram\")\n", "\n", "x, y = np.meshgrid(np.linspace(0, 2*np.pi, 100), np.linspace(0, 2*np.pi, 100))\n", "z = np.sin(x) + np.cos(y)\n", "axes[3,0].imshow(z, cmap='RdBu_r')\n", "axes[3,0].set_title(\"image plot\")\n", "\n", "axes[3,1].contour(x, y, z, cmap='RdBu_r')\n", "axes[3,1].set_title(\"contour plot\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multiple plots in one figure\n", "\n", "We can compose a figure from multiple overlayed plots. Note that subsequent lines get various colors." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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c6N0bCA6mjswGZ+FCepZJDYoRmKiJ0M7WxvyN6Ni8I/q173frtYceou4Ohm8W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cAAAK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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x106c01e10>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 2 * np.pi, 100)\n", "plt.plot(x, np.cos(2*x))\n", "plt.plot(x, np.cos(2*x - np.pi / 2))\n", "plt.plot(x, np.cos(2*x - np.pi));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can compose a figure of various type of plots. Eg. histogram + line plot." ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[None, None]" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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vtPOHUtiOHXDxxdZ9dPx4KFPGdURJEFu20r+/dsRLnhUtCmPHQlaWrbRu2uQ6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"text/plain": [ "<matplotlib.figure.Figure at 0x1d9c0297a20>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.arange(0,1.0,0.01)\n", "y1 = np.sin(2*np.pi*x)\n", "y2 = np.sin(4*np.pi*x)\n", "lines1 = plt.plot(x, y1, )\n", "lines2 = plt.plot( x, y2)\n", "\n", "plt.setp(lines2, linewidth=2, color='r')" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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sEamynBxo1gxat/7Zd5S4Vq9eMDdr1izfSUQkFlRkiUiVvfwynHee7xSJQUOG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\ng0gSGDcObr7ZdwqJZ8Vra3X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"text/plain": [ "<matplotlib.figure.Figure at 0x106b62f98>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(-5, 5, 100)\n", "plt.hist(np.random.normal(size=1000), bins=25, normed=True, alpha=0.2, label='empirical')\n", "plt.plot(x, np.exp(-0.5 * x**2) / np.sqrt(2 * np.pi), 'b', label='analytical')\n", "plt.suptitle('Gaussian distribution')\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Changing the style of a plot\n", "\n", "### Line Style\n", "\n", "- vertices\n", " - `marker`: `. , o v ^ < > + x`...\n", "- edges\n", " - `color` (`c`): `r g b c m y b`\n", " - `linestyle` (`ls`): `- -- -. :`\n", " - `linewidth` (`lw`): float number\n", "\n", "Can be combined in to a style string." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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K38+UXk81qYmvwZHxR1B1iGeK9yTcsiUDXbYOI3eMVMXZbkv2uhmUdOarlDgc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\nQmCC\n", "text/plain": [ "<matplotlib.figure.Figure at 0x106b8e780>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 2 * np.pi, 100)\n", "plt.plot(x, np.cos(2*x), 'k--', linewidth=10) # black, dashed, thick\n", "plt.plot(x, 1 + np.cos(2*x), 'm:', lw=2) # magenta, dotted, semi-thick, `lw` is shorthand\n", "plt.plot(x, 2 + np.cos(2*x), '+b '); # blue, + markers, void line" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Object oriented API\n", "\n", "- backend layer\n", " - `FigureCanvas` - area where Figure is drawn\n", " - `Renderer` - known how to draw\n", "- frontend layer\n", " - `Artist` - parts of the plot\n", " - primitive\n", " - `Line2D`\n", " - `Rectangle`\n", " - `Text`\n", " - `Image`\n", " - container\n", " - `Figure` - full plot\n", " - `Axes` - single subplot\n", " - `Axis` - one axis\n", "- scripting layer\n", " - stateful API\n", "\n", "`Axes` is the most used part of the API." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Anatomy of a plot\n", "\n", "- figure\n", " - axes\n", " - x axis\n", " - ticks\n", " - labels of x and y axes\n", " - y axis\n", " - plots - sin(), cos()\n", " - label for each plot - shown in a legend\n", " - lines\n", " - legend\n", " - figure title\n", " - rectangle" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot styles" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "['seaborn-darkgrid',\n", " 'bmh',\n", " 'seaborn-talk',\n", " 'fivethirtyeight',\n", " 'seaborn-whitegrid',\n", " 'seaborn-pastel',\n", " 'grayscale',\n", " 'seaborn-ticks',\n", " 'seaborn-paper',\n", " 'seaborn-dark',\n", " 'classic',\n", " 'dark_background',\n", " 'seaborn-deep',\n", " 'seaborn-muted',\n", " 'seaborn-notebook',\n", " 'ggplot',\n", " 'seaborn-dark-palette',\n", " 'seaborn-poster',\n", " 'seaborn-colorblind',\n", " 'seaborn-white',\n", " 'seaborn-bright']" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.style.available" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.legend.Legend at 0x1f406e0c208>" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HGHCbxy2zEf7+ENPvg+w9CPo7fwEunQdqqiE/ehPywB5oDz4DERyqOkwiIrLbfb4Mf912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\navNmd+2FZ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"text/plain": [ "<matplotlib.figure.Figure at 0x1f406e1d320>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 2 * np.pi, 100)\n", "\n", "plt.style.use('ggplot')\n", "\n", "plt.plot(x, np.sin(x), label='$sin(x)$') #LaTex equations possible\n", "plt.plot(x, np.cos(x), label='$cos(x)$')\n", "# labels for x and y axes\n", "plt.xlabel('angular frequency ($x$)')\n", "plt.ylabel('$sin(x)$')\n", "# title of the plot\n", "plt.suptitle('Sinusoid')\n", "# shows the box with plot labels, lower-left location is better than default\n", "plt.legend(loc='lower left')\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Changing configuration parameters\n", "\n", "http://matplotlib.org/users/customizing.html\n", "\n", "```\n", "import matplotlib as mpl\n", "mpl.rc('figure', figsize=(20,10))\n", "mpl.rc('image', interpolation='nearest', cmap='gray')\n", "```\n", "\n", "or \n", "\n", "```\n", "import matplotlib as mpl\n", "mpl.rcParams['image.interpolation'] = 'nearest'\n", "```\n", "\n", "Can be saved into a `matplotlibrc` file. A bit similar to `.bashrc`." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Using Artists directly\n", "\n", "### Lines" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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pmfHPGECwtm6VZs6sr8uMGaOBeMQahJxzq51zT0naXsfiZ0paXPy+JyVtkPTR\nOOsBgCwZO7a+tntCEBAfL4OlzWw/SSOdc+X9E89LmuKjHgBIk2rzEC1cSAgC4tZQEDKzX5jZS0M+\n+oufJyVVJACEqDwQXXyxNG6cdPvthCAgTg11jTnnjonjTZ1zm8xsm5ntX3ZWaKqkdbv63q6uLrW0\ntOzwWmdnpzo7O+MoDQBSp7VVuv766PH27dLs2dIUzp8jAN3d3eru7t7htYGBgVjfw5xzsa5Qkszs\nSknjnHNdNZa5S9LzzrkFZna0pO9Lmuqcqzi+yMzaJPX09PSora0t9poBAED69fb2qr29XZLanXPD\nnkEr7vb5j5nZekldkv7SzNaZ2czi19rNbFnZ4l+VdIyZ9Um6S9JZ1UIQAABAEmKdUNE597CkyVW+\n1iNpZtnzlySdHOf7AwAANIJbbAAAgGARhAAAQLAIQgAAIFgEIQAAECyCEAAACBZBCAAABIsgBAAA\ngkUQAgAAwSIIAQCAYBGEAABAsAhCAAAgWAQhAAAQLIIQAAAIFkEIAAAEiyAEAACCRRACAADBIggB\nAIBgEYQAAECwCEIAACBYBCEAABAsghAAAAgWQQgAAASLIAQAAIJFEAIAAMEiCAEAgGARhAAAQLAI\nQgAAIFgEIQAAECyCEAAACBZBCAAABIsgBAAAgkUQAgAAwSIIAQCAYBGEAABAsAhCAAAgWAQhAAAQ\nLIIQAAAIFkEIAAAEiyAEAACCRRACAADBIggBAIBgEYQAAECwCEIAACBYBCEAABAsghAAAAgWQQgA\nAASLIAQAAIJFEAIAAMEiCAEAgGARhAAAQLAIQgAAIFgEIQAAECyCEAAACBZBCAAABIsglCHd3d2+\nS/COfcA+CH37JfZB6NsvsQ/iFGsQMrNPmtmTZrbFzL6+i2UfMbPnzKy3+HFJnLXkEQc++0BiH4S+\n/RL7IPTtl9gHcRoZ8/r6JJ0r6QxJY3exrJN0iXPuRzHXAAAAUJdYzwg551Y7556StN3H+wMAADTC\ndxC50cx+bWbdZjbNcy0AACAwDV0aM7NfSDp46MuKLnO9zzm3oYHVzSotb2YXSVom6fAay+8tSatW\nrWrgLfJlYGBAvb29vsvwin3APgh9+yX2QejbL4W9D8pywN5xrM+cc3GsZ8eVml0pqcU5d2kD3/OG\npHc45zZX+frnJd0XU4kAACDbznLOLR3uSuIeLF3Oqn7BbISk8c65l4rPT5f0h2ohqGi5pLMkrZW0\nJcY6AQCvB675AAAEt0lEQVRAduwtaaqiXDBssZ4RMrOPSVoi6e2KgtCApDnOuWVm1i5pgXNuppmN\nlvQzSXsquqzWL+nS4kBrAACApkjk0hgAAEAW+O4aAwAA8IYgBAAAgpXaIGRmc83sqeI8Q78ys7Nq\nLJvL23U0uA8mmNlDZtZnZr8xs2ObWWtSQr9tS4Pbn9djwMxskZmtLm7bRTWWzc0xYGYHm9nPzaxg\nZo+b2fQqy800s1XF5b5nZrua1T8T6tl+MzvQzLYVf9Yri59zMSedmd1qZmvMbNDMjqixXC5//lJ9\n+yCWY8A5l8oPSSdIenvx8TsVDaieVmXZFZJO8V2z533wfyR9rfj4KEnrJY3wvQ0x7IODJc2QdLWk\nr+9i2dwdBw1uf16PgS9I+mnx8b6KOken5/0YkPT/JJ1dfHy6pF9WWGaMpD9IOqT4fJGkm3zX3sTt\nP1DSJt+1JrT9H5H0DknPSTqiyjK5/fk3sA+GfQyk9oyQc26Fc+6/i49/r+iHPbnGt6R2W3ZXg/vg\nTEmLi8s+KWmDpI82o84kucBv29Lg9ufyGFC0XXdKkoum2PhnSZ01ls/8MWBmEyS1qzh3mnPuAUmT\nzeygIYt+QlKvc+6Z4vNvqfa+yYQGtl+qMVVLljnnHnXOvaDa25fLn39JnftAdXy9pkz8wjCzEyWN\nk/REjcVyfbuOWvvAzPaTNNIV52Uqel7SlCaVlya5Pg6qyfkxMEXRtpSsVe3tysMxMFnSi865wbLX\n1mnn7a60bw4ws0z8bq+h3u2XpNFm9kTxEvIVZpbLYFRFXn/+jRrWMZDkhIo1WZ236zCzGZLuknSm\nc+6NKqtr9HYdqRDzPsikevdBnTJ3HMS8/Zm0i33Q1uDqMncMYFhekDTJObfRzMZJ+q6keZIW+i0L\nTTTsY8BbEHLOHbOrZczsMEk/lHSOc+6xGuvaUPb478xsoZnt62rPVO1dXPvAObepOFhs/7IzAlMV\n/QWVavXsgwbWlbnjIK7tz/MxYGbrFI0DeLz40lRV2a4sHgNVrJc00cz2KDsrMkU7b/c6SSeVPZ+m\nnc+kZFFd2++ce0vSxuLjV8zsLkWXhkIJQnn9+dctjmMgtafPih0CP5Z0nnPu4RrLjTCz/cue13O7\njkyodx8U3S/pwuL3Ha1ogNnPkq2w6WretiWvx0GZXZ3uzesxcL+kL5nZHsVLgJ9VNE5oB3k6Bpxz\n/ZJ6JZ0tSWb2GUnrnXPPDVn0J5LeZ2bvLj6/UNJ3mlZoQurdfos6JUcWH+8l6S8krWxyuT7l8uff\niFiOAd+jwqt9SPq/kl5W9I9hZfHzScWvtUtaVnw8WtG4mV9L+pWkn0qa4bv+Zu6D4vP9Fd13pU/S\nU5KO811/TPvgY4r+OnxF0S1b1kmaGcpxUO/25/wY2ENRN8yzkp6R9OWyr+X2GJD0bkm/kFSQ9EtJ\nhxVfX6Doj6PScjMlrSr+3L+vYqdp1j/q2X5JpxWP9ZXFz7dKGuW79pi2f3Hx3/5WSS9K6gvp51/v\nPojjGOAWGwAAIFipvTQGAACQNIIQAAAIFkEIAAAEiyAEAACCRRACAADBIggBAIBgEYQAAECwCEIA\nACBYBCEAABAsghAAAAgWQQgAAATr/wPM4r8qavq6hQAAAABJRU5ErkJggg==\n", "text/plain": [ "<matplotlib.figure.Figure at 0x1d9c47e5780>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.lines import Line2D\n", "from matplotlib.patches import Rectangle\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "# line\n", "ax.add_line(Line2D([0, 1, 0, -2, 0], [-1, 0, 1, 0, -1], ls='--'))\n", "ax.set_xlim(-2.5, 1.5)\n", "ax.set_ylim(-1.5, 1.5)\n", "ax.set_aspect('equal')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rectangles" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV8AAAGsCAYAAAB6s6Q2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text/plain": [ "<matplotlib.figure.Figure at 0x1d9c44b7a90>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.patches import Rectangle\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "\n", "# rectangles\n", "ax.add_patch(Rectangle([0, 0], 1, 3, fc='y', lw=0))\n", "ax.add_patch(Rectangle([1, 0], 1, 1, fc='y', lw=0))\n", "ax.add_patch(Rectangle([2, 0], 1, 3, fc='g', lw=0))\n", "ax.add_patch(Rectangle([1, 1], 1, 1, fc='g', lw=0))\n", "ax.add_patch(Rectangle([3, 0], 1, 3, fc='b', lw=0))\n", "ax.add_patch(Rectangle([0, 3], 1, 2, fc='r', lw=0))\n", "ax.add_patch(Rectangle([1, 2], 1, 2, fc='r', lw=0))\n", "ax.add_patch(Rectangle([2, 3], 2, 2, fc='m', lw=0))\n", "ax.add_patch(Rectangle([1, 4], 1, 1, fc='c', lw=0))\n", "\n", "ax.set_xlim(0, 4)\n", "ax.set_ylim(0, 5)\n", "ax.set_aspect('equal')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Seaborn\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAABhCAYAAAAa2uy9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBYC474AsaY5ghmrxAAAAAElFTkSuQmCC\n", "text/plain": [ "<matplotlib.figure.Figure at 0x1f47fdddda0>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "<matplotlib.figure.Figure at 0x1f47fddd518>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "<matplotlib.figure.Figure at 0x1f4047f2da0>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "<matplotlib.figure.Figure at 0x1f4048479b0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "colors = ['#F5A422', '#3E22F5', '#3BF522', \n", " '#C722F5', '#F53E22']\n", "\n", "pal = sns.color_palette(colors)\n", "\n", "sns.palplot(pal)\n", "sns.palplot(sns.color_palette(\"Paired\"))\n", "sns.palplot(sns.color_palette(\"Blues\"))\n", "sns.palplot(sns.color_palette(\"Blues_r\"))\n", "\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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5Y180q47EEXMrk0+XnCS3oJjB7fz12jcLcCQhJZvFu6O4mZbD6ehU/tgXTYif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\nlHKs+fNBc8PnWUBPpzsMWCelTNZJbzCasxsCxKA1uD4UQpzTo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"text/plain": [ "<matplotlib.figure.Figure at 0x1f40530a320>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "uniform_data = np.random.rand(10, 12)\n", "ax = sns.heatmap(uniform_data, cmap=\"Blues\", annot=True, fmt=\".1f\")" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.FacetGrid at 0x1f406c4cb70>" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "<matplotlib.figure.Figure at 0x1f4072e0278>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import sklearn.datasets as dt\n", "import pandas as pd\n", "\n", "iris = dt.load_iris()\n", "df = pd.DataFrame(iris.data[:, 2:]) # we only take the first two features.\n", "y = iris.target\n", "df.columns = ['petalLength', 'petalWidth']\n", "\n", "df = df.assign(species=y)\n", "\n", "g = sns.FacetGrid(df, col='species', hue='species', size=5)\n", "g.map(plt.scatter, 'petalLength', 'petalWidth')\n" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.PairGrid at 0x1f407461748>" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1O17a29tj8q8MJUlSxJKgqqoqrr8jIkohUfZAk7zo1UwUKCIUQ3Vc7y3LXshS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INN2PeHs8kJ8VVZxD98ahHORPS0fuKeK/swRZWx9ZUjuOG8c/HrPe+hZ0YLZp83BXv3HC84\nSxrAaysREVUXTwMvf/3Xfw0A+Pd//3fIspx8nc/jjz/uvWU+6enpQU9PT/L13LlzceLECTz99NO4\n9dZbPZUVDocRDodt1wUCAfT29kKSpJL+uiLLctr/1VBuVAom/8ADJjMQ/PSmJVCF+K9ZUSGADdtf\nc9jG/o6QzHJXnX8Onn7saFqWghd2HcOn1syGosQc29IuK3h6V/p+v9l1DH9+wyw8+OI7uHpRD+7Y\n9kbOtuV+j7m3eXzthQUf21yq8VxwU265VSJOnbg5tqKoJgc7APvzPB8352s+Tu24ds2c5B9aibLH\ndTP5x1Ri2cYdB7Fl7UW2mcgeW3uRbaYiL+1L8Ot8bfT6yq3Scer3cS7H51juOqKW4tjPmIaQFftR\nw8rqJzZsP4DNVy/E9Yt68fL2+EBL36IQntven5WRaPWaWRCE4odd6+mzLrdKx2mmXMdagJC1zIkg\niK7aXNP9fyT3Y/mpBEGAovj/Hmv6eHqojyjB0xlxyy23AIhPnJv6utadd955ePPNNz3vt3v3bmzd\nutV23ezZs7F582a0tbUV2zxboVCoasp9e2DENgNBxAB6u+PlRVJSSGZv0+2qXMMhS0EsZmH69G7H\ntjjtZ2jxZZaFvG3L/R5zbzM+UXc1fWaVLLfcKhmnTnId2xMnxvOe5/m4OV/zcWxHNDvLkGnax/dI\n1D47yVmH5V7al6nc52u911du1RKnfh/ncnyO5arjdI5+JmZkx7hTP2GaFmQhfSJc22u2LqC7wP7B\n6T34qR5jtlriNJPdsQ6fOuF6fyWgoN3DuVWL/f/JcffHQ5LEksZaPrV4PIkK4WngZdmyZTlf16qj\nR4+io6PD837Lly93TF0dCMQfLxkeHkY0Wrr5OmRZRigUQjgchq7rVVFuUGqyzUAQlOK/joRCIQQn\nJtSz22ZgYMBVuZJDloJAQEiWYdcWp/0kJf5riCAgb9tyvcd82zRNTO5XTZ9ZJcstt0rEqRM3x1YJ\nTMl7nufj5nzNx7EdanaWIVG0j+9W1T47yRSH5V7aN9kmf87XRq+v3Codp34f53J8juWuIygpjnEc\nkLNj3KmfEEUBOqy0/sb2mi1bnvuHfO+h1j/rcqt0nGbKdawFw336Ki2muTq3arn/1z2k8zIMsySx\nlk8tH08v9RElFHUP1LFjx9Ie26mESCSC48ePJ1+fOHECR48eRWtrK7q6urBlyxYMDg4mHyPasWMH\npk2bht7e3uQcL/v378ddd93lue5QKJQ3oAzDgKa5v73PLV3Xq6Zc2RJwz5Xzk48OBBURd6+aD1mP\nQJ94bEC1Yo7baLp9fZnl7njrOD6+oge/2XUsbc4Jw4wm22zXljO6hktW9OCFlP0+vqIHO96Mnzfb\nXj+GjavmJ2+LtmtbrveYb5uAFQPQUlWfWSXLLbdKxqmTXMdWEKNZ52vmeZ6Pm/M1H6d2WMiO5SZZ\nxKZVfcnHCIKKiK+tnI+gZGXF1tdWzocKo+j2ZSr3+Vrv9ZVbtcSp38e5HJ9jueqQLec4FoNNWbGv\nSkJWP3H3qj6okoCfvtKPGy49Fy/vOYED+8K4+NJzsuZ4iWlj0AvsH5zeQ61/1uVWLXGaye5YKzkS\nG2SyLNNTm2uz//dyPKwafH/VWx9RgmBZlrcH6lN89rOfRVtbG+bNm4f58+dj3rx5mD17NgTB/XOV\nxTpw4AA2bdqUtXzp0qVYt24dHnzwQQwMDOBrX/saAGDbtm147rnnEA6HEQgEMHPmTFx33XXo6+vz\npX3hcBjj46VLX6goCrq7uzEwMFDSTiNXuV6y+WRmHUkt17AE221yySy3WQREKIjFLAQCAgwzCkEU\nIUDJyliUlZ0lJUuMBQ1jJpLbBGBAE2REDCAoAfLETHyp71sVgaglYiRmoDUgQRVMRE1kZDBCWnvt\nyi1VNpZKnAulKLcalTpOnbg9tqXKaqTLwaxzT5ZVKFITNC0904ddnCuKmhJb8biJjp+FpDYjNpGp\nKJGZRFAURAwhmcFElSzoI2cgN01BBNLkchjQHcowomO+HdNSaZT6qpGfcer3cS7H5+hHHZn9QlDQ\n0T01lKwj8xqtikBk4jrZ2SwjZgAxw4QiiRiP6WgJyBBF4My4jhZVhmGYUEQBoihA001MkRSYugkl\nIMA0LGgx01W2P6d+rVzHqZzlp9ZRjcp1PQVyH2tl8CQiX/l8/kKaWxH8xvehteR/RKqW+/+BiIXP\nP+luWoWHVs9Dd7Co6lyp5ePppT6ihKLuePniF7+IQ4cO4eDBg/iv//ovWJaFYDCI888/PzkY88EP\nftDXyYX6+vpyTt67bt26tNdXXXUVrrrqKt/aU2/cZPMB3GUdKSQzSeY+UcQ7sunT4x2nKAdxesDE\nbzIyFnV2i5DM0WQ9MT0GIP6Ha2Ti+4AEJMs1AKiKgt7EIBGErPe9cdV87DpwAs+/fSolE9LBjOMy\nmZVFNAI4MGRgw3bnbElEduKDLOnnq1emHoMqWMlzWtM1yLKKkTMy9jzz+7Rfktumynj9dCQjU9Ei\nnBkaz4r9vs5mHDgdTTuvH7rhAvSfGkmLh/TsRQfzlsHYIKoudtf/r185Hx9rm3xkIfUaLaEZ+05G\nszIZnY3q2LB9MpPR333ifLQ1Kbj5sf/Oun4a1njWH0b5MhI59Wut7fCUBYmIiMhPYjE7f+xjH8Nf\n/dVf4f7778ePfvQjfOUrX8GKFSswPj6OJ598Ehs3bsTatWtL1FSqBE1SbbOPaJJa4ZbFCVCSjx4B\nkxmLBBQ3o77d+9644yCuXhR/tO7qRT1ZGRsyj0u1HztqPIrUhD3PpMfLnmeOQRSzz9Vx3Ur+sZRY\ntmH7QcQEJWtbRZZssxdFIdnGgF0ZjA2i6mJ3Dbtr+0EMjtn/UhwVFNtMRpn9yL3PvglAKFn8O/Vr\nitxUUHlERER+KGrgJVVzczN6e3vR29uLc889N/kMaDkfO6LSG9VM2ywEY1rxKR1LIRY1HTKvFNc+\np/edeDDPKRNS6nGp9mNHjUdzygwWzT5XHTMVxbKzGo3bLMuVvciuDMYGUXVxuoaNRO0npbSL61yZ\njDKXFRr/Tv2aFiv4SXoiIqKSK+oZoHfffTf5qNGhQ4cwODiI5uZmzJs3D5/4xCcwf/58zJkzp1Rt\npQpoUUTbLATNihh/7qfCAqrokHlFLPgRDcD5fSfGEZ0yIaUel2o/dtR4FKfMYGr2ueqYqSiQndWo\nyWZZruxFdmUwNoiqi9M1rFWVbePULq5zZTJKlYz/AsZenPo1JSDkfUyJiIioXIoaeLn99tshiiI+\n/OEP45prrsH8+fMxY8YM3uVSRxQjapu1QDGieb8fSWozImIAB48Po1VtgapaGZNvAhEDWZNuemEh\nO2PR0hU90AQTw2JL1qS3iQkCAzAQg5QxMe7kl7b4++5L3iKdyMby1L5jAJwzIaUel2KOHZEdSW1G\ndGJC2il5JqQV5QCiUhBvD4wgKDVBtgRoxjguvaIneVt+Yi4E04ziH1cvwrhuwTQtSKKAqc0y/nH1\nH2F84tdpSRQQlEUELA2Prb0QFiZjWZGQla1k48o+x+xFAUtjbBBVCacJ9DOvYf/n4llYPu8cjMV0\nyHILRo14/IsiENFMyIKAf7nhwwjIEs6OaxjTDISa5Kxr6d8uPx+AlRyQSY1/FPD10alf0/TyTPBK\nRETkRlEDL729vejv78err76KkZERhMNhzJ8/H3PnzkVTE5+trQemHsP8jgAe+9xHPGUjktRmvH4q\nio074pNnZk5G+38+NguzulpsJ+P0MviiaVFYbSr+/IZZMDQLSkBE/+g41v7rb1Mm7etDe1DGbU/a\nT5SbmNhvQVcgrez2oIzNVy+EaVoQRQGdzTJuWzoHn/+TmcmMRbmOS+LY/fSmJb5kNaLGkhlTifN4\nYVdz1uDL5KSYL2dNXtnaruNTN86EFkvJ/mFYOBMx0ybA/MfVf4ShiIavpizbtKoPvR2tePMPZ7Ni\nd05nS1q8NMkiTC2K+R1SVpwY0bGC+hUiKq18E+gn4hSiiDdPjuB7/9/b+Ph5XbjvubeyJsv9ylNv\nJJetv3wufvP2KayYPx3TpqjJvqFVlTG1RYFhWnhs7UUYi+poVoRk/EuK9/nZdD2K1nZk92ucWJeI\niKpIUQMv3/72tzEyMoI333wTBw8exBtvvIFt27bBsiy8//3vT6aY/uhHP1qq9lIFFJKNKD7J3qvJ\n24uvXtSDO7a9kXx96dxpuOknL2dNxvnY2osgeWibJqn4q3//XbKc73xqUVo98Un7DmDz1Quz6vrW\nVQvw/NunkhP7/fSmJWnlJgZqElRZxGOf+wimTGRLMpCeGckpk1NmZhmiQmTGVDJmbrowK2bik2L+\nLiMODuKxz30EUvRs8g+SxG34hjola/tx3UwOuiSWfW3HAWxZe5HtRLqP/MUS/M2TryXbkIgXKXrW\ntv8opF8hotLK2VfosWSc6k0dyetm5jX23mffzLrG3vfcW8ltN1+90L5vGB8qWfzrejSrXyMiIqom\nRed5bm1txUc+8hF85CMfAQDEYjG8+OKLeOqpp7Bz507s3LkzZ7pnqk+Zk+xlTkY7rjlPxtnhoZ7M\nyf+cJr21m8jPstJfj8YmU2Tmmhh3iof2EZWK04S0IzED7Rnbej1/7bZ3nFzXYcLc8ZT4yVcfEVUH\nt31FIu69XmNzTaTLvoGIiBpJ0QMvAHDs2DEcOHAgOdHuqVOnAAAdHR2YN29eKaqgGpM5yV7mZLRN\nivNknPDwWHbm5H9Ok97aTeSXOhWRKotoCUzeN8CJcanaOE1I2xqQgIxfeL2ev3bbO06u6zBhblMg\n/b4bxgtR9XPbVyTi3us1NudEuuwbiOqSaUhwc4O3FrUwYJ0paG4nolpUVDrpb3/727j55pvxpS99\nCf/yL/+Cw4cPY8GCBbjlllvw3e9+Fz/4wQ/wpS99qVRtpRqiWho2rpoPVY6fYonJaBOv9xw+mfY6\nqMTniVBhOJZpJzH5n1M9QSU+x0uTLGTVlZgoN77NfKjQHMtNbJOYqJeo3DJjKnEeB6zsbzdez1+7\n7Zsm5nTJrC8owbYd2sTcDm7qI6Lq4LavCMJIXjfXXz43bfu/+8TkZLmJZesvn4ttrx+zXce+gai+\n6Rqw66nTef8988tTiEbs09MT1aOi7ng5efIkLr74YsybNw/z589He3vmDe/UqIzoGBZNm4Itay9K\ny2L02NqLcDblddp60YSl69CD7a6ytgDxeSL6Opux5aYLMRoz4ncFCGbWpJ1A+rIADJx/yezkRLmK\nEQUMPa1cTv5J1cSIjmFhVzMeu+lCjEyc607xkWtiZ6fMSH2d2WX3tjdnxag+MoRF72vPiGULlqbh\nsYltW1UZATOWM3aJqPLyXesSGY+GoyYWnjMFc6dNgWaYeGztRRiN6WgNxLMajWvxZWMxA00BCbph\n4oLeDiiihXHNwmM3XYixmI4pqgTDAoZiBlpUlddVIiJqGEUNvGzevNnT9pFIBE8//TQuueQSTJs2\nrZiqqcqJcgD7B8aSaShTs6p0mDGIWgD7B4yM9X2Yosr4m5//V96sLan1HDgdxYbtr2bVM8WMpU3a\nlzqRp93EuJnZFDj5J1UbIzoGCYjP6RJBzvvD7CZ2dsqMtGjalIl4fTUtHtuDJm57cl9WthN95Awk\nID4f0zhgJjOjZMZhgH9UEVU5p2tdasajC98fwqVzu9OyGf3j6kX4w5lIWjY0u4yB8zskmLEY2uUA\nDg5EbL4XsJ8gIqL6V9SjRl5FIhH87Gc/w8mTJ8tZLVVAPFNCeuaTDdsPQpPUHOsPIGpYacs27jiI\nmOCcXjJfPUQ0KZ4ZKTsjURSSbTyO65ar2GIcEtWf1Lhevfjc5KALkMh8ZiUHXRLLNu44iKsX9SRf\n57/us58gIqLGUNaBF2ocuTIl5Fpvl/1gJOb8u36+eohoklNmpLMOmYqcspFkYhwS1Z/UuLbLZuSU\n+SwzY2C+6z77CSIiagQceCFfJDIlpEpmMsix3i77QWtGthQv9RDRpERmpFSJbGJu49EuthiHRPUn\nNa4TGYpSJTKfpbLLGJjvus9+goiIGgGvduSLfJkS7Nf3QZWysw/ZZW1xWw8RTXLKjKTCsI3HzGxg\nTrHFOCSqP6lx/eSr/5uVzahJFuLX7TwZA3Nf99lPEBFRYyhqcl2qT4ksBqOaiZYCs/kksg2lZjlR\nYSBqAqOmghZJRF+nkZVJQZBEV1lbUuth9iFqdHYxK0gyImIAB48Po1VtQUCMOWZG0sfP2sZRZjYw\np9jKlUWJiPwnygFEpSDeHhhBUGqCbAlFxV+iT5k1VUhex9uDMn669kJEdCsZ4z1BMW/GwEQ7eL0m\nIqJGxoEXSifJOHgqhg3bf1dU1gG7bENO2Q7Ssg/pMddZWxKYfYgaWWrmkclsI3+E8HgMX8vIXpTI\nEGYXY05x5Da27LIoEZH/JvuAl0uSLciuT1l/+Vz85u1TuPJD0/GxOV04Ex5Mxni+jIGpeL0mIqJG\nxUeNKE0USkmyDthlL8iV7YCICmMXa+O6ia/tyM42kitDGBHVplJnC7Ir777n3sLVi3pw1/aDGBzj\noCoREZFXNX/Hy8GDB7Ft2zYcOXIEQ0NDuP3227FkyZKc++zfvx+PPvoo+vv70dXVhWuvvRbLli0r\nT4Or3KhD1pMxzYz/QuW2HIfsBXbZDryUS0Tp7GLNKdvISMyI3+lCRHUjV7agQq6vua7fUd2MP3ZU\nRHuJiIgaUVnveGlra8P3vvc9nH/++SUrMxqNYtasWfj85z/vavuTJ0/iW9/6FhYuXIj7778fK1eu\nxA9+8APs27evZG2qZS0OWU+8Zh1wyl7glO2AiApjF2tO2UZyZQgjotpU6mxBua7fqiyiVa353+yI\niIjKztPVc+vWrQVVct111wEARFFEd3d3QWU4Wbx4MRYvXux6+2effRbTp0/HmjVrAAA9PT04dOgQ\ntm/fjkWLFpW0bbVIhYZ7rpyfvM04qIi4e1U864CXZ7ET2QtSy/nayvRsB4WUS0Tp7GKtSRaxaVVf\n8nGjRPwFLM3VvAKnyVQAACAASURBVElEVDvs+oBirq925d3+Z3Ox7fVj+PqV8zG1WcEZJiIiIiLy\nxNPAy89+9rOCKkkMvFSDw4cPY+HChWnLFi9ejEceeaRCLSqv/NlPVHyoWy4664BTVqPzuyazHQRg\nIAYpnuUomUUFOTMqlTpzA1G5eDl3nTKLOS3/UPcUbJmItSkTsXZui5AWfwEzntXIa9lEVN3yZRWT\n1GZEBQUjMQNTJjKZAchaZhk6NEnFsGbig11BPLF2Cc5GDTQHZOimhQvObYMsCvjDcASi3IIxQ2Nm\nIiIiIpc8Dbw8/vjjfrWjbIaGhtDenv50cnt7O8bGxqBpGhSlfieftMtU8NANF6A/HMHGrOwnKiRz\nrOCsA3ZZjVKzGIlGAAeGjOQvavH1fWgPyrjtSfuMSqXO3EBULl7OXbs4vefK+ejrbJ6IqfTlH+qe\ngn0nx7Bxx8GsGA7qo5hxzkSWIU3zXDZji6g2OGUVk9RmvH4qmnaNv/vKPrSpMv7m5/+VXPYPn1qE\ns1HTpg+QYEZGocgBHBw0sGP/CXz8vC7c99xb7CuIiIg84IO6RQiHwwiHw7brAoEAent7IUlSSQdz\nZFlO+9+LqBRM/uEHxCfJU2Qp+QdbYtnGHQfx2NqLEFQKz1xgV9eG7Qfx05uWQBUsh/UHsPnqhR73\nmVxfrGKOLct1X265VSJOM3k5d522fWztRcmBzMzlTjHcKsbLThx7r2V7jS2/zp1qqrNR6iu3Ssep\n38e5HJ+jXR0RMZAcdAHisf1Vm2tt1LCwYfuBvNffb121AHdse6PmrsPlrKOc76HcKh2nmXIdawFC\n1jIngiC6anNN9/8R99/pBUGAohRepxb11hfU5PH0UB9RQsOdER0dHThz5kzasjNnzqC5udnzhWL3\n7t2O897Mnj0bmzdvRltbW8FtzSUUCnne5+2BkaxMBeMOWYxGojpmnFP4fDx2dUV1ExED6O3udlxv\nmpbnfRLrS6WQY8tyq1cl4zTBy7nrtO1IVLddftZheTyG459h4rP0WnahsVWJc6fcddZ7feVWDXEK\n+H+cy/E5ptZx8Piwq2utUya0zOtvIrOR03Z+vAe/1MNnXW7VEqeZ7I51+NQJ1/srAQXtHs7fWuz/\nT467Px6SVNycnP3jpz1tX4vHk6gQRQ+8/P73v8fOnTvxzjvvYGxsDJaVfjEXBAH/9E//VGw1JTN3\n7ly8+uqractee+01zJ0713NZy5cvd0xdHQgEAADDw8OIRks3C50sywiFQgiHw9B13dO+QakJqiym\nfWlqmshilLoskbVgYGCg4Hba1aXKIoISMDAw4LheFNN/oXCzT2J9sYo5tizXfbnlVok4zeTl3HXa\ntlWVbZdPcVjeqsoIh8Npn6XXsr3Gll/nTjXV2Sj1lVul49Tv41yOz9Gujla1xdW1NpEJLd81O5HZ\nqNauw+Wso5zvodwqHaeZch1rwXA/lbwW01ydv7Xc/+u6++NhGGZR8WwY3u54qcXj6aU+ooSiBl72\n79+Pb3zjG2hpacGcOXNw9OhRLFiwALFYDG+99RZmzJiBOXPmlKqttiKRCI4fP558feLECRw9ehSt\nra3o6urCli1bMDg4iFtvvRVA/KKxa9cu/OQnP8Fll12G119/HS+99BLuvPNOz3WHQqG8AWUYBjSt\n8Ed2nOi67rlc2RKyMhVouoGNq+YnH1VIZj8xY0W1266uu1fNh6xHoOmaw/o+NMmTX/7c7TO5vlQK\nObYst3pVMk4TvJy7TtsGzJjtchXOMayb8S8Wic/Sa9mFxlYlzp1y11nv9ZVbNcQp4P9xLsfnmFpH\nQIxl9Q+bVvVBldKvtaok4J4r+5KPGzldf5/adwzrL5+bnOOl1q7D5ayjHmO2WuI0k92xVuD+j3/L\nMj21uTb7fy/HwyqqPsuSPG1fm8eTyLuiBl6eeOIJTJs2Dffeey90XcfNN9+Ma6+9FgsWLMDhw4fx\njW98AzfeeGOp2mrryJEj2LRpU/L1o48+CgBYunQp1q1bh6GhIZw+PXnL27Rp03DHHXfgkUcewc6d\nO9HZ2YlbbrmlIVJJJzIfZGYsCnWpttlPSlGXU5YFp7YApmNGpXxlElUrL+euU2wY0THb5fr4WSzs\nasZjN12IkZiB1okMJUZ0DGLG45Ney2ZsEdU2Izpm2z8AyFpmNYl5r78fXDoHBuIZ08aizGpERETk\nVlEDL0eOHMFnPvMZNDc3Y2RkBABgmvHbTz/4wQ9i+fLlePzxx3HBBRcU31IHfX19ObMtrVu3znaf\nzZs3+9amambqMUh6DFOAyYxFegxBRUvLflKquuyyLORsC2C7zG2ZRNXKy7nrFBtOy43oGKT/v707\nD4+iStsGfveefYMkEBIIIYRFgmFcoqKAI4LoyLgMi6KO+BEHERlXeBUV4sI6Iy+joKPgCAiGbZBX\nAgIqi4AKoggEwmIUDRAI2ddOd7q+P0IX6aQ7qe7q6iW5f9flJV196ixVdU5VTlfVAyAcAGqBlm4o\ndjZvIvJvjsYHu8sknH+jL49hGouJYwUREZFEajkrazQaBAYGAgCCg4Oh0WhsXlwbExOD/Px8eTUk\nIiIiIiIiIvJTsiZeOnXqhPPnzwNoeIluly5dsH//fvH7H374AREREfJqSERERERERETkp2RNvAwY\nMAB79+5F/eU3h991113Yv38/pkyZgilTpuDgwYMYOnSoWypKRERERERERORvZL3j5f7778edd94J\ntbph/mbIkCFQq9X47rvvoFarcd9992HIkCHuqCcRERERERERkd+RNfGi1WoRGhpqs2zQoEEYNGiQ\nrEoREREREREREbUFsh41mjx5Mr7//nuH3x88eBCTJ0+WUwQRERERERERkd+SNfFSWFiI2tpah9/X\n1taisLBQThFERERERERERH5L1sRLa37++WcEBwcrWQQRERERERERkc9y+h0vmzdvxubNm8XPy5Yt\nQ1ZWVrN01dXVqKqqws033yyvhkREREREREREfsrpiZewsDDEx8cDaHjUKCoqCpGRkTZpVCoVDAYD\nkpKSMHz4cPfUlIiIiIiIiIjIzzg98XLzzTeLd7FkZmbivvvuQ2pqqtsrRkRERERERETk72SFk54x\nY4a76kFERERERERE1ObImngBGt7lsm3bNuTk5KCsrAyPP/44kpOTUVlZiZ07d+Laa69Fp06d3FFX\nIiIiIiIiIiK/ImvipaioCDNnzsSlS5fQuXNnnD17VgwvHRISgu3bt6OwsBDjx493S2WJiIiIiIiI\niPyJrImXFStWoKamBvPnz0dYWBgyMjJsvr/uuuvwww8/yKogEREREREREZG/UstZ+fDhwxgxYgTi\n4+OhUqmafR8bG4uioiI5RZAHGNRqhJqMqPvlFELNRhjUsg4LIiKP4NhF3mZQqxEp1COyuhyRqOcx\nSERERHbJuuOlrq4OYWFhDr+vqamRkz15gEGthiHvOC7942UIRiNUBgMinn8DSOoDo8Xi7eoREdnF\nsYu8zXoMFvEYJCIiolbI+mkmPj4ex48fd/j9gQMHkJiYKKcIUlhQvQmlly8aAUAwGlH6j5cRZDF5\nuWZERI5x7CJv4zFIREREUsmaeLnzzjuxd+9efPrpp6iurgYAWCwWFBQU4O2338bJkydx1113uaWi\npJCaKvGi0UowGoHqKi9ViIhIAo5d5G08BomIiEgiWY8aDRo0CJcuXcLq1auRlZUFAJg1axYEQYBa\nrcYDDzyA66+/3i0Vbc3nn3+Ozz77DKWlpUhMTMT48eORnJxsN+2xY8eQmZnZbPn777+P8PBwpavq\nWwKDoTIYbC4eVQYDEBTsxUoREbWCYxd5G49BIiKvstRrYJZ4k6HAJ0DJy2RNvADAfffdh0GDBuG7\n777D+fPnIQgCYmNjkZ6ejtjYWHfUsVX79u3DihUr8PjjjyM5ORnZ2dl48803sXDhwhbfQbNw4UIE\nBgaKn9vdpAuAao0OEc+/Id4urTIEIOL511Gt1gF8Rp2IfBTHLvI2HoNERN5lNgFbN0oL5HLHPR0V\nrg1Ry2RPvABAdXU1zGYzAEClUkEQBBib3H6rpOzsbAwdOhSDBw8GAGRkZOCHH37Ajh078Oc//9nh\nemFhYQgKCvJUNX2S0WIBkvqg46LVUNfWwhIQAKNGhyBTHYJqqoCgYFSrdXxRIBEpzqBWI6jeBEgY\ne+yNXVUqLccq8hjrMdjhnSyoqquhCQxCfb0JGosJ4HmTiIiIGpE18WIymfD+++9j9+7dACCGlBYE\nAatWrcItt9yCiRMnQqt1y/yOXWazGXl5ebj33nvFZSqVCqmpqTh58mSL606dOhUmkwkJCQkYNWoU\nevXqpVg9fZnRYoFFZ0B093iUXiqE9uRRRmkgIo9yJUJM47GrsLAQJhNfakqeZbRYALUOhovnGGGL\niIiIHJI1I7Jy5Urs3r0bw4YNw4gRIxAbGwuVSoWCggJs3rwZ27dvR0hICB599FE3Vbe5iooKWCyW\nZo8JhYeH49y5c3bXiYiIQEZGBnr06AGTyYQvv/wSM2fOxOzZs52KwlRSUoKSkhK73+n1esTHx0Oj\n0UCn00nOszXWSSx3T2ZZ8ws0GVFoJ0pDx0WrYdEZXM7XnfVVehswX2Xz9TRv9FNHlNq2baG8YJNR\n/MMVkD72+FMb/ak8T/N2P1X62PXEfmwLZbANzpXhad7up021tK1VUEnOR6VSS6qzX4//tdJ/mFCp\nVNDpXC/TZBScSi+nfU6VdfkGgbZ+PiXfJeuI+Prrr3HLLbfg//2//2ezPC4uDhMmTEBNTQ2+/vpr\nRSdeXBEXF4e4uDjxc0pKCi5cuIBNmzZh8uTJkvPZvn071q1bZ/e77t27Y+7cuS2+Y0aOyMhIRfJV\n1dbYjdKgrq1FdPd4l/NVor5KbQPmq2y+nubNfuqIp7etP5RX98spWWOPP7TRn8rzNF/pp0ofu57Y\nj22hDLbBN/lKP23K3rYuuXRB8vo6vQ7h0dGyylOSO8q7WCN9e2g0akQ7sT2ayq+R9s4VKzntc6Ys\njVotuzwiOWRNvJjNZqSkpDj8vlevXjh48KCcIloVGhoKtVqNsrIym+VlZWWIiIiQnE9ycjJOnDjh\nVNm33347rr32Wrvf6fV6AEB5eblb33ej1WoRGRmJkpIS8b067sxXCAi0G6XBEhCAwsJCn6iv0tuA\n+Sqbr6d5o586otS2bQvlhRpcG3v8qY3+VJ6nebufKn3semI/toUy2AbnyvA0b/fTplra1qr6esn5\nmOpMkq5x/Xn8N5ulb4/6eotL1/xX1nfujhc57XOmrPrLj3629fMp+S5ZEy9XX301Dh06hGHDhtn9\n/tChQ+jfv7+cIlql1WqRlJSEI0eOiCcDQRBw9OhRjBgxQnI+v/76q1MTNUDDjGlrHaq+vl6R9w6Y\nzWZF8q3RGexGaahSaWWVp0R9ldoGzFfZfD3Nm/3UEU9vW38or0qtlTX2+EMb/ak8T/OVfqr0seuJ\n/dgWymAbfJOv9NOm7G1rHaT/QS4IFqfq7J/jvzPbQ5BVniBonEovp31OlSUIsssjkkPWxMvYsWOx\nYMEC/OMf/8Dw4cPRqVMnAMD58+exdetWFBYW4plnnkFlZaXNeiEhIXKKbeauu+7C4sWLkZSUJIaT\nNhqNGDJkCABg1apVKC4uFh8j2rx5M2JiYhAfHy++4yUnJwcvv/yyW+vlLwxqNYJNRtT9cgoBAYGw\npFyF2Lc/gVBdCVVwKIw6A4ymlmeGw3RaGOpqbdYpb2UdZyKYEFHb1jhCDKptx4RgrQaBJqM4vtRo\n9ahy4tc7wP54A8DuGOSO8uTWjWOhb7C3bwwatc35TgBgiY1D7DtZEEx1UOn0qNbqAYuASKEeqKmC\nKjgElro6bzeHiIiIvETWxMszzzwDAPjtt99w4MCBFtM0tnr1ajnFNnPTTTehoqICa9asQWlpKRIT\nEzF9+nTxOdPS0lIUFV15BtBsNmP58uUoKSmBXq9Ht27d8Morr6Bv375urZc/sEYSsb4YMOCmIQge\nfAcuvDVDjM4Q9WwmglNSHf7hEabTQn3icLN1wnr1R00r5TJ6EhFZGS0WGKEBgi6/I+DyJIju5BFc\ndGJMasreeBOV+TaEirJmY5Ch51VQnzgsqzxncCz0Xfb2Tcd5S2ApOGtzvot4Yhpq9n4F4+EDiJg4\nDTUHdiN45IPQNjm+oqbOgi65L/g7KxERUfsja+Ll/vvvF0NIe9vw4cMxfPhwu99NmjTJ5vPIkSMx\ncuRIT1TL5wXVm8QLQwAIGXYPimZPs4nOUPzWDMS+k4Uq2L+dz1BXK16ENl2nRhcgqVxrFIgO72Q1\n/OFFRISGSGsXHYwvjsakpuyNNypjDYrtjEGxb3/icDyTWp4zOBb6Lnv7Rq3T41KT46P03bno8OJc\n1B7Yg9L3Gv4NO8dX8byX0HHRalRD7bU2ERERkXfImngZPXq0u+pB3lJTZRuNwWKxG53BUlUBBNt/\nB45QXWl3HaGqAoiwP/HSrNzL6zQ8YuD5N+ITkW9yNL60NCY1Y2e8QX29/XHLHeU5g2Oh77K3bxxE\n/sPlu5Oa/btpuuoqIDBUwUoTERGRL+LPLu1dYDBUBsOVz2q17Wc0RGdQBzu+UFQFhdhdR9XCOs3K\nvbwOgoKl152I2jxH40tLY1IzdsYbaDT2xy13lOcMjoW+y96+uRz5z2aZwQBcDlMq/tvB8cX9SkRE\n1D5x4qWdq9boEPH8G+IFYuW2jYh6NlP8rDIEIOrZzIYXBTpg1AfYXceoMzhcp2m5DVEg3hBfeElE\nBDREWnN2TGrK3ngjGAIRaWcMcjSeOVOeMzgW+i57+8Ziqmt2fEQ8MQ2V2esa/j1xGiq3bbR7fEVN\nnYXaFs6LRERE1HbJetSIPKtx9KHQgEAYtTroTXUtRsJoLVqG0WKBNrlvQzSGqsqGyAsGg01UI5Pe\ngKo6xxGKyk1mhPXqfzmPCpuoRjqd/T8erOXGNCqnRquHUcHIIUT+zpej3zQdn6rUWrfUrcpc3zC+\nvJ0FofrK+FJlMiNYq0FQXS3qTh1HRHAIqh1EH3IUMcnQKb5ZBLdykxnBKamIfScLlqoKqINDHebr\nDi1FcyLvMlosMPRsFOUvNAKw1EPdKR6x73wCmEyATg9otNAm9UJEQCAEswn6fgNQo9XDHB0n7ldV\ncAj0HWJQVVbm7WYRERGRF3DixU80jT5kjbRRuetz1O7baTcShpRoGQa1GprTx3ChSb7ljfKVEtGj\nIXS05so7ECSEktacPoaLTSOKMJIHkV2+HP3G3vjkrroZ1GrgVI7NGBXx/BsIuxx9SGoEtqYRk4LV\nqhbXr2o8nik8IWwvmhN5X7BWIx4jhv7XIXDgH1H67twrx+HlCEZBt94FVWg4Lr3wmM0xak7qg5LL\n+1Wn1SFar8xdU0REROT7+KiRnwiqN6G0aYSEt2YgZNg94ufSf7yMIIupxXWkpGmab/FbMxBkrlO8\nPU3rRkRX+HKfUbJujvI21NWi2E70IaljVaDJKGt9avsaHyMhd/1FnHQBLh+H781FyLB7UPKPl6Ey\n1vhk3yQiIiLfwIkXf+Eo8kWjX0bFiAmtrSMlTZN8LVUVbmhEI1LqRkRX+HKfUbJuDvJuMfqQBHLX\np7bP5hhxEPFPXF5f3/w7X+ibRERE5BM48eIvHEW+UKttPzeOmCAlWobEfN0e0YORPIic48t9Rsm6\nOchbbvQhj0cvIr9jc4w4iPgnLtdomn/nC32TiIiIfAInXvyEvegKUc9monLbp+LnppEwpETLkJKv\nEhE9GMmDyDm+3GeUrJujvOVGH3JHtCRq2xofI5XZ6xDxxDTb4/ByBKPI59+AYAj0yb5JREREvoEv\n1/VRYTotDHW1V6JtaLQwJvVBx0Wroa6thSUgANDrEdE9BcLox8ToQ1qLgNB6s7ie0Osqm6gdFoMB\n+tpahFgjCak10DVJA4PBJl/BYIC2thYBjaIPmS2CTXSVep0B+kb1rbn8x4ujiCOOInkAQKRQ75NR\nW4i8yZei3zSLrgQ11ClXNYuGZqwzNx/LLkcOijJooam9srzeYECVyWI3alNokzFKMBhwyWhGVJ/+\nNsvrDQagXkBHwWwzFlWZ6xGs1SDQZLyyHBpYevVvFtWoqoUXgzsTucmXI1CRLXv7VatWIdBkhKpX\n6pVjJKJDw79rqqAKCgbMZhj6DQDUGggVpQ2RjrR6CGZTwznQIojnM1VwCCx1fH8QERFRe8WJFx8U\nptPajbZh6NUfFTAguns8qosKgeM/4ZJNmtdgCI/AxRlTIBiNCLhpCIIH34HCy2msn4sbrRM9bwnq\nC86KaaxlVTWJalT3+y+o+PjfUBkM6DhzIbSVFTbRVaKezURZo3Wi5y5B/YWzLUYcaRrJwwD4bNQW\nIl/gC9Fv7EVX6jhvCSwFzft7hz79UX+8+VgW3ac/TMcP24xfHWcuRGBVBYrm2/b/0F5XwXz8sM24\n5SiPqGczERDbBRenTbBZFtG7P5B7GBcbp33uNajCInFhxlOSIqs5E7nJlyNQkS17+7VD5tsQyktQ\nZ6yFWmdA8YIZCLn3YegTe6B4wcxmUY0Crx+Emr1fwXj4AKKeyQSCg6HTGaCtKLM9T06dBV1yX/CV\nu0RERO0PHzXyQY6idRhMV17sp6utsZPmVQjGWnFZyLB7bNI0/SwYjVDp9HbLahrVKPimP4qfhToj\nSlqJhKTS28+3pYghvhy1hYga2OunagfjiLrW/lgGO8uFOiOK5zfv/yon8ih+awbUen2zZTqjnbT/\nfBVwIhKNM+MTxzL/YW9fwViD4n++CkOvfihe0HDcBA26XZx0saazRjUqfXcuQu76S8NxtWAGdLFd\noDLWND9PznsJASajw7oQERFR28WJFx/kKNqG0CjahqM0NpEVmkZhsBeVobbGfj5NoxrV1lxJUF/f\n+joO8m0xYogvR20hogb2+qmD/u5wLLOz3NG44kwezcaqVtI6FYnGmfGJY5n/sLOvrMeiUH3lu5bO\nlY3Pf9bjzeF5kscAEVEzlnoN6mql/Wep17SeIZEP4qNGPsgaSaHxRZvKYGh4/0oraWwiK1yOtiCm\nafoZgCog0H4+TaMaBQReyVejaX0dB/m2GDHkcvSSZvkyMgSR77DXTx30d4djmZ3ljsYVZ/JoNla1\nktapSDTOjE8cy/yHnX1lPRZVQVe+a+lc2fj8Zz3eUFbi+BgQPNY6IiK/YDYBWzcWSUo7/M8doOfc\nC/kh3vHigxxF6zDqroSyNAUE2knzGlSGAHFZ5baNNmmaflYZAiCY6uyW1TSqUdW+r8TPKr0Bka1E\nQhLq7OfbUsQQX47aQkQN7PVTi4NxxBJgfyyDneUqvQFRLzTv/4ITeUQ9mwlLXV2zZSaDnbTPvQY4\nEYnGmfGJY5n/sLevYAhE1HOvwXjiKKKeaThuqndvR9QzM+1GNYp4Yhoqs9c1HFfPZMJ04SwEQ2Dz\n8+TUWahtdB4nIiKi9kMlCAJ/e1FQSUkJampqWk3XNAKGoDdAV9fweFHjSCA6nQ7R0dEoLCxEIAQY\nTLZp6gUBQeY6WKoqoL4cxUjdKHIIDAag0WeT3gC1CtAYr+QDgwFo9LlpHkadAcZ6S8P7CqqvRDUy\nmIxiudYJliBzXcN6QbZRjVrcDo3ytRcJpPE2MJnc984E5uuZfH2R1H4ql1Lb1tPl2eunwTp1syhF\nxUYzIvRa6Iy2Y05p3eWoRo3GGTGqkZ3+38GghbrJmFRkvBwxqckYCMBuFKVgrcZmbKy2RmdrZbxp\n2u5gwSxGlqtSNdw0ai96kZSxTApvHTO+SKl+emW/1kBlCEC92QRVQBDUZhOg1gCW+oZjLDwKMJsu\nn9MaohpBqwM0GgjlpQ3nT60OZrNJnGSzHgOq4BDoO8SgqKxMsf3oiWNF6TLYBufK8EWeOp8CLW9r\nXfFF1E6b0HomQSEImPUeTMFhsspTgjvLK6wVMGH9CUlpl9zfG9EBrpdVV6uRfPfKXffHwhBoQVWF\nxbk7XgLqnS7rjns6olv3GJ5PyWv4qJEPcBQBozypD4zBEQ2J7IQ4LTeZAWiAJmmqLi8zqNUwnMgR\nXxxoL6pR1LOZMKakok4XgOieCQ2DkdEk5ts0j8bROUoaR1dpWpfLEyx1ugBEJydIHuR8IWoLEbWs\naT8NVqtgsRNhKKxXf1hO5uBCk/HDkNQHxcYmY4axYfyy1/+LHKRtmIy+Mnap6+thyDtut7wqc704\nNgIQxyhnxhujxQKLriGyXOPyHEUv4ljmH4wWCzR6A/RnfkbxvJds9qUxqQ+MAILDO0B38ojN+dMa\n1Sh48B0wWSP2mS0ANOL+th4DOq0O0XrHd3wSkW8wqASodI77asmlS9CoAI1eB8FUB6Og8mDtAJNK\nA61a2gMLZosFOqHlHzyJyHM48eIDgupN4oU7cCUCRod3shou2tyUb8iwe1A0e1qziB+x72ShTmd/\nalupuhFR2xFoMoqhmoFGY8vbWeIkiHW5kuOHp8crjo9tR0CdEZcuT7oAzfelvWO89L256PDiXBTN\nnobYd7IaJvaIyK9Zigql3SkDIGDuEiAqRuEa2SqtMTtx50ovRAd4dmKIiBxrMxMvn3/+OT777DOU\nlpYiMTER48ePR3JyssP0OTk5WL58OfLz89GxY0fce++9GDJkiOcq3FhLETCCWr/1UXK+9qIaWSMN\nRTi4p1CpuhFRm+E48lCFZ8cPT49XHB/bjlb2pcPIWJfPq5aqiit3UxERERE10SZerrtv3z6sWLEC\no0ePxrx589CtWze8+eabKC8vt5v+4sWLmDNnDlJTUzF//nyMGDEC//73v3H48GEP1/yyy1EVGnNL\nBIym+VqjLzQpR0qkIbfXjYjaDGvUIJtlBgNUQaGeHT88PV5xfGw7WtmXjo5x63m1xfMoERERtXtt\nYuIlOzsbQ4cOxeDBg9GlSxdkZGTAYDBgx44ddtNv27YNsbGxeOihhxAXF4c77rgD6enpyM7O9nDN\nGygVAaNpzbdemAAAIABJREFUvvaiGjHSEBHJVaMz2I/Epjd4dPzw9HjF8bHtqNUbEDV1lsN9ae8Y\nt0Y1au08SkREROT3jxqZzWbk5eXh3nvvFZepVCqkpqbi5MmTdtc5deoUUlNTbZalpaVh2bJlitbV\nEaPFAiT1QYd3smRHwGgt33qdAbHvZNlE9qgy10Onsz8Hp1TdiKjtqDLXIzglFbHvZNlGMTOZYfDg\n+OHp8YrjY9thEoCwP9yIjotWQ6iqbLYv7R3jgtkEQ78BkiL2ERE11dqLcussKpwvLILFooJZpeGL\ncon8nN9PvFRUVMBisSA8PNxmeXh4OM6dO2d3ndLSUrvpq6urYTKZoNNJ+7WypKQEJSUldr/T6/WI\nj4+HRqORlJ8FQKVGA4RfedeKTtP8RX1ardbm/67kW6MLsHmni06nbjFfqXWzx9n6eitP5uu5fD3N\nnf1ULqW2rS+UVwfAEhiCyLgElJSUwGw2Q6dTyxo/pGjaxrZentLaaz/VarVQ6/WoCQiGWXvlkaLG\n+7IODZH6xH2tsz2PtpZ/4/8roS2UwTY4V4anebufNtXStlZB+ktlVSq1WGeVypn1VLLaWlhhwoT1\nOZLSLrm/N+JCdUCtM2GQG9XPifUa2uX6MWYyCk6l12q1UKmcrZ/O+bIu79u2fj4l38UjQobt27dj\n3bp1dr/r3r075s6di7AwZV6wGBkZ2e7z9ae6Ml/v8WY/dcTT27atl+eNMtt6eZ7mK/1U6e3sif3Y\nFspgG3yTr/TTpuxt65JLFySvr9PrEB4d3bBekfT1NBoNIi+v54qLNdLL0mo1iI6OdmkdZ8vSaNTi\neq7IrylyKn1kZCSqKqSvo9FoEB3dwemyNJfvLmqLfZP8g99PvISGhkKtVqOsrMxmeVlZGSIi7EcY\niIiIsJs+KCjIqZnr22+/Hddee63d7/T6hue9y8vLYWwSCUEOrVaLyMhI8Rfl9pivP9WV+TbP19O8\n0U8dUWrbttfyvFFmeynP07zdT5Xezp7Yj22hDLbBuTI8zdv9tKmWtrWqXvpjOaY6EwoLC51er76+\nXlzPFWYnHlE0mxvKcmUdZ8uqr7fIald9vXN3vJSUlKDexe3uTFn1lx8dbevnU/Jdfj/xotVqkZSU\nhCNHjognA0EQcPToUYwYMcLuOikpKTh06JDNsp9++gkpKSlOlR0ZGdlqh6qvr4fJ5MxtgdKYzeZ2\nn68/1ZX5eo83+6kjnt62bb08b5TZ1svzNF/pp0pvZ0/sx7ZQBtvgm3ylnzZlb1vrIP0PckGwiOvr\nBGfWE2S21ZkJCmtZrqzjXFnWdlnqNTBLbJ5WB6g19ZfXd+5xW7PZDMHp7W52vqzLZbTFvkn+we8n\nXgDgrrvuwuLFi5GUlITk5GRkZ2fDaDRiyJAhAIBVq1ahuLgYkydPBtAwY79161Z8/PHH+OMf/4gj\nR47g22+/xYsvvujFVhAREREREXmf2QRs3SjtUZ7hf+4Avfteb0bUJrWJiZebbroJFRUVWLNmDUpL\nS5GYmIjp06eLz5mWlpaiqOjKwBETE4P/+Z//wbJly7BlyxZ06NABTzzxBPr37++tJhARERERERFR\nG9QmJl4AYPjw4Rg+fLjd7yZNmtRsWd++fTF37lylq0VERERERERE7VjL8Q+JiIiIiIiIiMhlnHgh\nIiIiIiIiIlIIJ16IiIiIiIiIiBTCiRciIiIiIiIiIoVw4oWIiIiIiIiISCGceCEiIiIiIiIiUkib\nCSdNRERERERE8qm0Kgwd2UFyWiJqGSdeiIiIiIiISFRqNmHCf09ISrvk/l6I5uQLUYv4qBERERER\nERERkUI48UJEREREREREpBBOvBARERERERERKYQTL0RERERERERECuHECxERERERERGRQjjxQkRE\nRERERESkEE68EBEREREREREphBMvREREREREREQK4cQLEREREREREZFCOPFCRERERERERKQQrbcr\nIFdlZSU+/PBDHDx4EGq1Gunp6Xj00UcREBDgcJ3Fixdj165dNsvS0tLw4osvKl1dIiIiIiIiImpH\n/H7i5V//+hfKysrw6quvwmw2Y/HixXj//fcxZcqUFtdLS0vDk08+CUEQAAA6nc4T1SUiIiIiojbC\noBKg0uklpRVMdTAKKoVr5F0qrQpDR3aQlFZQCwrXhsh3+PXEy9mzZ/HTTz9hzpw56N69OwBg/Pjx\nmDNnDh555BFEREQ4XFen0yEsLMxTVSUiIiIiojbGUlSI2mkTJKUNmLsEiIpRuEbeVWo2YcJ/T0hK\n+9GYqxDAN19QO+HXEy8nT55EcHCwOOkCAP3794dKpcKpU6dw3XXXOVw3JycHGRkZCA4ORr9+/TB2\n7FiEhIR4otpERERERERE1E749cRLaWkpwsPDbZap1WqEhISgtLTU4XppaWlIT09HTEwMLly4gFWr\nVmH27Nl44403oFK17dv/iIiIiIiIiMhzfHLiZdWqVdi4cWOLaRYsWOBy/jfddJP474SEBHTt2hVP\nPfUUcnJy0K9fP8n5lJSUoKSkxO53BoMBXbp0cfu7YzQajZi/Vuu+3edP+fpTXZlv83w9zRv91BGl\ntm17Lc8bZbaX8jzN2/1U6e3sif3YFspgG5wrw9O83U+bamlbW0LCEPDCmxIy0UKtNyAwMBAAUK+S\n/tiLSqVGYGCgS+sAgMpY6+R6AS6t42xZarXKY2UBDfuvusoovSy1GoGBDe/UMdWZnaijSiyvLZ9P\nyXepBOvbZX1IRUUFKioqWkwTGxuL3bt3Y8WKFfjwww/F5RaLBePGjcOzzz7b4qNGTU2YMAFjx47F\n0KFDJa+zZs0arFu3zu53AwcOxN///nfJeRG1F+Xl5R59vxL7KZHz2E+JfB/7KZHv83Q/JR8m+LH8\n/Hxh9OjRQl5enrjs0KFDwpgxY4SSkhLJ+Vy6dEkYPXq08P333ztVfnFxsfDzzz/b/W/fvn3C//7v\n/wr5+flO5dma33//XZg6darw+++/t9t8/amuzLd5vo37qyd4o586otS2ba/leaPM9lJee+unSm9n\nT+zHtlAG2+BcGe2tnzbVXsZjluff5Xm6n5Lv8slHjaTq0qUL0tLS8O9//xsTJkyA2WzGhx9+iIED\nB9pENHr66acxbtw4XHfddaitrcW6deuQnp6OiIgIFBQUYOXKlYiLi8PVV1/tVPmRkZGIjIx0+P3e\nvXtx9913u9w+e+rq6vDLL7+grq6u3ebrT3Vlvs3zFTx8k503+qkjSm3b9lqeN8psL+W1t36q9Hb2\nxH5sC2WwDc6V0d76aVPtZTxmef5dnqf7Kfkuv554AYApU6Zg6dKleP3116FWq5Geno7x48fbpDl/\n/jyqq6sBNLx898yZM9i1axeqq6sRGRmJq6++GmPGjPHYOwmIiIiIiIiIqH3w+5mG4OBgTJkypcU0\nq1evFv+t1+sxffp0patFRERERERERATpr+EmIiIiIiIiIiKncOKFiIiIiIiIiEghnHghIiIiIiIi\nIlKIZubMmTO9XYm2KiAgAFdddRUCAwOZr5vz9ae6Ml/l85XD03Vief5fJsvzPE/USeky2kIbPFEG\n2+A7ZTiL4z/LY3neLY98m0pgjCsiIiIiIiIiIkXwUSMiIiIiIiIiIoVw4oWIiIiIiIiISCGceCEi\nIiIiIiIiUggnXoiIiIiIiIiIFMKJFyIiIiIiIiIihXDihYiIiIiIiIhIIZx4ISIiIiIiIiJSCCde\niIiIiIiIiIgUwokXIiIiIiIiIiKFaL1dgbbg008/xSeffII777wTf/3rXx2my8nJwfLly5Gfn4+O\nHTvi3nvvxZAhQ1zO89ixY8jMzGy2/P3330d4eLj4ee3atVi3bp1Nmri4OCxYsEBWXZ3NV2p9i4uL\nsXLlShw6dAhGoxGdO3fGE088gaSkJFn1dTZfKfV98skncenSpWZphg8fjscee8zlujqbr9Rta7FY\nsGbNGuzZswelpaWIjIzEkCFDcP/999utq9Q6u5Kv1DrLcfz4cfzf//0f8vLyUFpaihdeeAHXXnut\nInXasGED9u/fj3PnzkGv1yMlJQXjxo1DXFxci+s5My7ILU9O+7Zt24bt27fj4sWLAICEhAT85S9/\nQVpamtvb5mqZ7jymlBjX5ZYnt31KnQuU9vnnn+Ozzz5DaWkpEhMTMX78eCQnJ7slb2fHCGe5Oi44\nw5W+KYfUvuEMV45NZ7lybeEMV64HnOXqOVwplZWV+PDDD3Hw4EGo1Wqkp6fj0UcfRUBAgMN1Fi9e\njF27dtksS0tLw4svvtgsrbN9X+545Ux5csdjV8YeOe3z5PUQwGsid7aN2g5OvMh0+vRpfPHFF+jW\nrVuL6S5evIg5c+Zg+PDh+Pvf/47Dhw/j3//+N6KiotC/f3+X8rRauHAhAgMDxc/2BouEhAS8+uqr\nEAQBAKDRaNxSV2fylVLfqqoqvPLKK0hNTcX06dMRGhqK8+fPIyQkRFZ9XclXSn3nzJkDi8Uifv7t\nt9/wxhtv4MYbb3S5rq7kK6WuQMMF8xdffIHJkycjPj4eP//8MxYvXozg4GDccccdLtfZlXyl1lkO\no9GIxMRE/PGPf8Q//vEPyeu5Uqfc3FyMGDECSUlJsFgsWLVqFd58800sWLAAer3e7jrO9DV3lCen\nfR07dsS4cePQqVMnAMDOnTsxb948zJs3D/Hx8W5tm6tlymlfY0qM6+4oz0pO+5Q6Fyhl3759WLFi\nBR5//HEkJycjOzsbb775JhYuXIiwsDDZ+bs6Rkglp59K5Wo/cYWzx6ozXLmekErONYBUrp63nSHn\nXKuEf/3rXygrK8Orr74Ks9mMxYsX4/3338eUKVNaXC8tLQ1PPvmkuK91Ol2zNM72fbnjlatjjavj\nsbNjj9z2efJ6COA1kTvbRm0HJ15kqK2txdtvv42JEydi/fr1Labdtm0bYmNj8dBDDwFo+CUnNzcX\n2dnZNh3OmTytwsLCEBQU1GIajUYj+SJVal2dzVdKfT/99FN07NgREydOFJdFR0fLrq8r+Uqpb2ho\nqM3ngwcPolOnTujTp4/LdXUlXyl1BYCTJ0/i2muvFWfkO3bsiD179uD06dMO15FSZ1fylVpnOdLS\n0lz61deVOjX9tW7SpEnIyMhAXl4eevfubXcdZ/qaO8qzcqV9f/jDH2w+jx07Ftu2bcOpU6fsXmTI\naZurZVrJOaaUGNfdVZ6VnPYpdS5QSnZ2NoYOHYrBgwcDADIyMvDDDz9gx44d+POf/yw7f1fHCKnk\n9FOpXO0nznLlWHWGK9cTUsm5BpDK1fO2M+Sca93t7Nmz+OmnnzBnzhx0794dADB+/HjMmTMHjzzy\nCCIiIhyuq9PpWt3XzvZ9ueOVq2ONq+Oxs2OP3PZ58noI4DVRU75wPiXv48SLDEuWLME111yDfv36\ntXoRcurUKaSmptosS0tLw7Jly1zO02rq1KkwmUxISEjAqFGj0KtXr2Zpzp8/j7/97W/Q6/Xo2bMn\nHnzwQXTs2FFWXZ3NV0p9Dx48iLS0NLz11ls4fvw4oqKiMGzYMNx2220O85NSX1fylVLfxsxmM77+\n+mvcfffdsurqSr5S69qrVy98+eWXOH/+PDp37oxff/0VJ06caPF2cSl1diVfqXX2BnfUqbq6GgBa\n/EXVleNBTnlWcttnsVjwzTffwGg0IiUlxW4ad7ZNaplWctqnxLjurvKs5LRPqXOBEsxmM/Ly8nDv\nvfeKy1QqFVJTU3Hy5EmP1MHdnOmnrnCmnzjLlWPVGa5cT0gl5xrAFc6ct50h51zrbidPnkRwcLA4\n6QIA/fv3h0qlwqlTp3Ddddc5XDcnJwcZGRkIDg5Gv379MHbsWJs+4UrflzNeyRlrPHUN463x2F3t\n4zWRd8+n5Bs48eKivXv34syZM5g9e7ak9KWlpc1uXQsPD0d1dTVMJhN0Op3TeUZERCAjIwM9evSA\nyWTCl19+iZkzZ2L27NlITEwU0/Xs2ROTJk1CXFwcSktLsXbtWsyYMQP//Oc/7T6HK6WuruQrpb4X\nLlzAtm3b8Kc//Qn33XcfTp8+jf/85z/Q6XQYNGiQy9vWlXylbl+r/fv3o7q6usXnNaVuW2fzlVrX\ne+65BzU1NXj66aehVqshCALGjh2LgQMHyqqzK/k6u309wV11EgQBH330EXr37t3iL86uHA9yypPb\nvt9++w0vv/wyTCYTAgIC8MILL6BLly6Kts2ZMuW2T4lx3Z3lyW2fUucCpVRUVMBisditw7lz5xQt\nWwlS+6krnOknrnD2WHWWs8ems1y5BpBDynnbFa6ca5Vib3xQq9UICQlBaWmpw/XS0tKQnp6OmJgY\nXLhwAatWrcLs2bPxxhtvQKVSAXCt78sZr1wpz9PXMJ4ej93ZPl4Tef98Sr6BEy8uKCoqwkcffYRX\nXnkFWq17NqErecbFxdm8NColJQUXLlzApk2bMHnyZHF541sLu3btiuTkZEyaNAnffPMNbr31Vpfr\n7Gy+UuorCAJ69OiBsWPHAgASExPx+++/Y/v27bIujlzJV+r2tdqxYwcGDBjQ4u21rpCSr9S67tu3\nD3v27MHTTz+N+Ph4/Prrr/joo48QFRUla/u6kq+z29cT3FWnJUuWID8/H6+//roS1XS5PLnt69Kl\nC+bPn4/q6mp8++23eOedd5CZmenWP/DklCmnfUqM6+4uT+7+U+pcQNIoOS4o2Tc90TeUPjaVurZw\nRKnrAaXO4Y2tWrUKGzdubDGNnJce33TTTeK/ExIS0LVrVzz11FPIyclBv379XM7X03zxGsad3Nk+\nXhMRNeDEiwvy8vJQXl6OadOmicssFguOHTuGzz//HKtWrRJn7a0iIiJQVlZms6ysrAxBQUHQ6XQu\n5WlPcnIyTpw40WKaoKAgdO7cGQUFBXa/b62uruYrpb6RkZHNBqwuXbpg//79DvOQUl9X8pVSX6tL\nly7hyJEjeOGFF1pc39ltKzVfqXX9+OOPce+994ov+0tISEBhYSE2bNjQ4p0/rdXZlXyl1tnbnK3T\n0qVL8eOPP+K1115DZGRki2ld7WuulmePM+3TaDSIjY0FAHTv3h2nT5/G5s2bkZGR0SytO9rmbJn2\nSG2fEuO6u8uT0z57lDoXuEtoaCjUarXdOrj7D1qlye2nrZHbT1rirmPVGa5cT7TEXdcAUsg5b7fG\nXefaltx9992t3qkTGxtrd3ywWCyorKx0qn/GxMQgNDQUBQUF4sSLK31fznjlrrFGyWsYb4/HgGvt\n4zVRA1/Yf+R9nHhxQWpqKv75z3/aLFu0aBG6dOmCe+65x+4FSEpKCg4dOmSz7KeffhKfBXQlT3t+\n/fXXVk8StbW1KCgoEF8g5mxdXc1XSn179erV7LbOc+fOtfict5T6upKvlPpaffXVVwgPD8eAAQNa\nXN/ZbSs1X6l1raurg1qttlmmUqnEyAKu1tmVfKXW2ducqdPSpUvx/fffY+bMmZKOLVf7mqvl2SNn\nmwuCAJPJZPc7uW1zpUx7pLZPiXHd3eXZI2f/KXUucBetVoukpCQcOXJEDHsqCAKOHj2KESNGeKQO\n7uCOfuosZ/tJS9x1rDrDleuJlrjrGkAKOeft1rjrXNuS0NDQZi8KticlJQVVVVX45ZdfxPe8HDly\nBIIgoGfPnpLLKyoqQkVFhc0fya70fTnjlbvGGiWvYbw9HgPOt4/XRFf4wv4j79PMnDlzprcr4W+0\nWi3CwsJs/tu7dy9iY2PFXxxWrVqFXbt24frrrwcAdOrUCRs2bEBVVRU6duyIffv2YdOmTXjssccQ\nGxvrUp6bN29GWVkZ1Go1SkpKsGHDBnzzzTd47LHHEBMTI9Z3xYoV4mxqfn4+PvjgA1RUVCAjIwMG\ng8Hpurqar5T6duzYEevWrYNarUZkZCQOHTqEdevWYezYsejatatL29bVfKVuX0EQ8O6772LQoEHN\n3kzu6rZ1Nl+pdT179ix27tyJuLg4aLVa5OTkICsrCzfffLP40i9X6uxKvlLrLEdtbS3y8/NRWlqK\nL774AsnJydDr9TCbzQgKCnJrnZYsWYK9e/fi2WefRUREBGpra1FbWwu1Wi2GRZVzPLijPDntW7Vq\nlfiYQVFREbKzs7Fnzx48/PDDiImJcWvbXC1TTvuUGNfdXZ7cPqPUuUBJgYGBWLNmDTp06ACdToes\nrCycOXMGEydOhMFgkJ1/a2OEXFL6qVyt9RO5pByrcrV2bMol5RrAHVo6b7uDlHOtp4SFheH06dPY\nu3cvEhMTcfHiRXzwwQdIS0uzmTB7+umn0aFDB3Tp0gW1tbXIyspCYGAgLBYL8vLy8N577yEoKAgP\nP/ywzaRSa33f3eOVs+XJHY+dvT6R2z5PXg8BvCbyxfMpeR/veFFIaWkpioqKxM8xMTH4n//5Hyxb\ntgxbtmxBhw4d8MQTTzh1Ym6ap9lsxvLly1FSUgK9Xo9u3brhlVdeQd++fW3WKyoqwr/+9S9UVFQg\nLCwMvXv3xptvvin+ouFqXZ3NV0p9e/Togeeffx6rVq3C+vXrERMTg0cffdTmxXGu1NeVfKVu3yNH\njuDSpUt2n0OXcxw4k6/Uuj722GNYvXo1li5divLyckRGRmLYsGG4//77ZdXZlXyl1lmOvLw8ZGZm\nip+XL18OABg8eDAmTZrk1jpt374dANB0LnvSpEniRag7xwVXypPTvvLycixatAglJSUICgpCt27d\n8PLLL4u3hisx5jlbptLHlBJtdKY8ue1T6lygpJtuugkVFRVYs2YNSktLkZiYiOnTp7st7HBrY4Rc\nUvqpXK31E3/Q2rEpl5RrAHdo6bztDlLOtZ40ZcoULF26FK+//jrUajXS09Mxfvx4mzTnz58XI8yo\n1WqcOXMGu3btQnV1NSIjI3H11VdjzJgxzd4f1Frfd/d45Wx5csdjZ69P5LbPk9dDAK+JfPF8St6n\nEtx5fyIREREREREREYnUrSchIiIiIiIiIiJXcOKFiIiIiIiIiEghnHghIiIiIiIiIlIIJ16IiIiI\niIiIiBTCiRciIiIiIiIiIoVw4oWIiIiIiIiISCGceCEiIiIiIiIiUggnXoiIiIiIiIiIFMKJFyIi\nIiIiIiIihXDihfzSzJkzkZmZqfg63rBmzRqMGTMGlZWV3q4Kkdt4qv8VFhZizJgx2LVrV6tpFy1a\nhCeffFJSvosWLcIjjzwit3pEPmXMmDFYt26d4ut4w8yZM/H88897uxpEbuWp/rdz506MGTMGly5d\najXtk08+icWLF0vK98knn8TcuXPlVo/IL3HihfySSqXyyDpK2rBhAw4cONBsua/Vk8gdfPG4VqlU\nNvWqq6vD2rVrcezYsVbTEnnbnj17sHnzZm9Xw6tKSkqwdu1anDlzptl37K/ka9pLn83Pz8fatWsl\nTdoQtSeceCHyEkcTL0TkuujoaKxcuRKDBg1yel2j0Yh169bZnXgh8jXt5Y+4lpSUlGDdunX49ddf\nvV0Volb5U58dPHgwVq5ciY4dOzq9bn5+PtatW4eLFy8qUDMi/6X1dgWIiIjcSat17dQmCIKba0JE\nSmKfJVKGSqVy+VxKRPaxR5FDtbW1yMrKwoEDB1BaWoqgoCB069YNDz30EBITEwEAp06dwpo1a3Dq\n1CnU19ejR48eeOCBB9CrVy8xnzVr1mD9+vVYsGABsrKy8NNPP0Gr1eKWW27BuHHjoNPpxLQ7duzA\n119/jd9//x3V1dWIjY3FHXfcgWHDhinSRrPZjP/+97/Ys2cPioqKEBYWhoEDB2Ls2LE2J5wxY8Zg\n+PDhSE1NRVZWFgoKCtCpUyc8/PDDSEtLs8kzJycHK1aswO+//44OHTpg5MiRKC4uxvr167F69Wox\nPwDYtWuX+C6KwYMHY9KkSWI+lZWVWLZsGb7//nsIgoDrr78eEyZMgF6vV2RbkP9rS312+fLl2LVr\nF5YuXSou+/DDD7F161aMHz8ed9xxBwCgrKwMjz/+OCZMmIDbb78dhYWFmDx5MiZNmoTBgweL6+7f\nvx+rV69GQUEBOnfujNGjR9uUZ10PANauXYu1a9cCAEaNGoW//OUvYrri4mIsWbIER48ehV6vx+DB\ng/HQQw/xsQZqlTP9avfu3di8eTPy8/Oh1+vRv39/PPzww+jQoQMAIDMzU7wzy3o+iY6OxjvvvAOz\n2Yz169fjxx9/REFBAerr65GUlITRo0fjqquuUqRtxcXFyMrKwo8//ojq6mp06tQJf/rTn3DrrbeK\naY4dO4bMzEw8/fTTOH/+PLZv347y8nL07t0bGRkZ6NSpk02en3/+ObKzs1FSUoJu3brh4YcfRlZW\nFlQqFWbMmCHmBwCLFy8W3zHRtO/n5+dj6dKlOH36NIKDg3HnnXdi5MiRimwHalvaQp+dNm0aYmJi\n8Nxzz4nLnnvuOeTn52P+/Pno2rUrAGDfvn1YuHAhFixYgLi4OOzcuRPvvvsuFi1aZHPXy/r16/HF\nF1+gsrISPXv2xGOPPWZTnnU9a5utZsyYgb59+4qfc3NzsXz5cpw5cwZRUVEYNWqUS3eqEvkTTryQ\nQ++//z6+++47jBgxAl26dEFFRQVyc3ORn5+PxMREHD16FLNnz0ZSUhJGjRoFlUqFnTt34rXXXsNr\nr72GHj16ALjynPWCBQsQHR2NcePG4eTJk9iyZQuqqqpsXm65fft2JCQk4Nprr4VGo8HBgwfFP7zc\nPfkiCALmzp2LEydOYOjQoejSpQt+++03ZGdno6CgoNlL+XJzc7F//34MGzYMgYGB2LJlC9566y0s\nXrwYISEhAIBffvkFs2bNQlRUFMaMGQOLxYL169cjNDTUJq+nnnoK7777Lnr27ImhQ4cCAGJjY23S\nLFiwALGxsXjwwQfxyy+/4Msvv0RERAQefPBBt24HajvaUp/t3bs3srOzkZ+fj/j4eAANfVCtVuP4\n8ePixMvx48cBAH369HGY108//YS33noLCQkJGDduHCoqKvDuu+8iKipKTBMWFoaMjAx88MEHuP76\n65H7TyNsAAAQmUlEQVSeng4A4kUpANTX1+PNN99Ez5498cgjj+Dw4cPYtGkTOnXqhNtvv93ltlL7\nILVf/fe//8Xq1asxcOBA3HbbbSgvL8eWLVswc+ZMzJ07F0FBQbjvvvtQXV2N4uJi/PWvfwUABAQE\nAABqamqwY8cODBw4EEOHDkVNTQ2++uorzJo1C7NmzUK3bt3c2q6ysjJMnz4darUaI0aMQFhYGH78\n8Ue89957qKmpwZ133mmT/tNPP4Varcbdd9+N6upqbNy4EW+//TbefPNNMc22bdvwn//8B3379sVd\nd92FwsJCzJ8/H8HBweIfsl26dMHo0aOxZs0aDB06VBwDUlJSxHwqKysxe/ZsXH/99bjpppvw7bff\nYuXKlejatWuzH02ImmoLfbZPnz7Yu3ev+LmyshL5+flQq9XIzc0Vz3G5ubkICwtDXFycw7yysrKw\nYcMG/OEPf8CAAQOQl5eHN954A/X19WKavn37YsSIEdiyZQvuu+8+dOnSBQDE8zgAFBQUYMGCBbj1\n1lsxZMgQ7NixA4sXL0ZSUpJNOqK2hhMv5NCPP/6I2267DQ899JC4rPGvRB988AH69euHF198UVx2\n++2349lnn0VWVhamT59uk19sbKw4mWGdvNi2bRvuvvtuceDPzMy0+QVh+PDhmDVrFjZt2uT2iZev\nv/4aR48eRWZmps2FWkJCAj744AOcPHnSZvnZs2exYMECxMTEAACuuuoqvPDCC9i7dy+GDx8OoOHX\nEY1Gg9dffx0REREAgBtvvBFPP/20Tdk333wz3n//fcTExODmm2+2W7+kpCT87W9/Ez+Xl5fjq6++\n4sQLOdSW+mzv3r0BNEysxMfHo7q6Gr/99htuuOEGcbIFaLhYDAkJafFibeXKlYiIiMDrr78uXuj2\n7dsXb7zxBqKjowEABoMB6enp+OCDD9CtWze7/dJkMmHgwIG47777AABDhw7FtGnT8NVXX3HihSRr\nqV8FBQVh7dq1eOCBB3DPPfeI66Snp+OFF17Atm3bcM899yA1NRWRkZGoqqpqdqyGhIRg0aJF0Gg0\n4rLbbrsNTz/9NLZs2YKJEye6tT2ffPIJBEHAvHnzEBwcDKChbyxcuBBr167F7bffbjNGmM1mzJ8/\nH2p1w2sGg4OD8dFHH4mTrGazGatXr0ZycjJeeeUVMV23bt2waNEiceIlPDwcAwYMwJo1a5CSkmK3\nz5aUlOCpp54Sv7v11lvx5JNP4quvvuLEC0nmz322d+/e2LJlC86dO4e4uDicOHECWq0WaWlpOH78\nuHiePn78uHjetae8vByfffYZrrnmGkydOlVcbp2MsYqJiRHLTE1NtbnLxercuXN47bXXxDttb7jh\nBjzxxBPYuXOnzfULUVvDl+uSQ0FBQTh9+jRKSkqafffrr7+ioKAAAwcOREVFhfhfTU0N+vXrZ/OH\nkZV1csJqxIgRABr+WLRqfHFWXV2NiooK9OnTBxcuXEBNTY27mgYA+Pbbb9GlSxd07tzZpg3W2zpz\ncnJs0vfv31+cdAEafgkPDAzEhQsXAAAWiwVHjx7FddddJ066AA0n7AEDBjhdv6Z/yPXp0wcVFRWo\nra11Oi9qH9pSn7X+8matV25uLjQaDUaOHInS0lIUFBQAaP1isbS0FGfOnMGQIUPESRcASE1NdemX\nNXv9ki8QJGe01K++++47CIKAG2+80aafhoWFoXPnzs3OS/aoVCrxDzhBEFBZWQmz2YykpCT88ssv\nbm/Pd999h2uuuQYWi8WmzldffTWqq6ublXnrrbeKkynAlbvVrOfSvLw8VFZW4rbbbrNJd/PNN4sT\nO1IFBATY/JGr1WrRo0cP9llyij/3WWv/sj7mdPz4cSQnJ6N///7Izc0F0HDu/v3331u8c/TIkSMw\nm83i3aZWTe9okyI+Pt7m8Wbr+d46BhC1VbzjhRx66KGHsHjxYjzxxBNISkrCgAEDMHjwYMTExOD8\n+fMAgEWLFtldV6VSobq6GkFBQeKyps9vx8bGQqVSobCwUFyWm5uLtWvX4uTJk6irq7NJX11djcDA\nQHc1DwUFBTh79iwmTJhg9/uysjKbz9Zf2RoLDg5GVVUVgIZfA+rq6pq1E2jedimavkneesFZWVlp\n8wckkVVb67N9+vQRJ3lyc3ORlJSEpKQkhISEIDc3F+Hh4Thz5gxuueUWh3lY62qvD3bu3NmpaCh6\nvb7ZY4PBwcGorKyUnAdRa/1KEARMmTLF7rpSX3a5c+dOZGdn4+zZszaPATT+8cAdysvLUV1djS++\n+AJffPGF3TStnUut5zbrudRRn1Wr1eIdalLZO2+HhITg999/dyofat/8uc+Gh4ejU6dOyM3NxdCh\nQ5Gbm4t+/fqhT58++PDDD3Hx4kXk5+dDEIQWf8Rw1C/DwsKcnhC1FykpJCREHAOI2ipOvJBDN954\nI/r06YP9+/fj8OHD+Oyzz7Bx40Y8//zzYiSBhx9+WHxpZ1OtTQ40fRnlhQsX8PrrryM+Ph5//etf\n0bFjR2i1Wvzwww/Izs52e/QCQRDQtWtX8VnbpppesDX+5a1pPkpwVB6RI22tz/bu3RtffvklLl68\niNzcXPHXuF69euH48eOIiIho9WLRndgnSQmN+5UgCFCpVHjppZfsHm9SJt13796Nd999F9dffz1G\njhyJ8PBwqNVqbNiwwe2/KFssFgDALbfcgiFDhthN0/g9SYBnz6WePm9T++BvfbZ37944evQo6urq\nkJeXh1GjRiEhIQFBQUHie+ACAgLQvXt32WVJwX5J7RUnXqhFERERGDZsGIYNG4by8nJMmzYNGzZs\nwCOPPAIACAwMRL9+/STldf78eZtfqwoKCiAIgjib//3338NsNmPatGk2L708cuSIG1t0RWxsLM6c\nOSO5/q0JCwuDTqcTH4FozHq3QWOMgkJKaEt91jqhcvjwYfz888/i8/N9+/bFtm3bEBkZiYCAACQl\nJTnMw1p/e32w6TL2SfIER/0qOjoaKpVK7GOt3Snp6Hj97rvvEBsbaxPFBIAYVc+dwsLCEBAQAIvF\n4rZzqXXbFBQU2LwfwmKxoLCw0O0vByZqjb/32T59+mDnzp3Yt28fBEFASkoKVCoVevfujWPHjuHs\n2bPo1atXi+fAxv2y8V045eXlze5U4bmUyD7+fEd2WSwWVFdX2ywLCwtDZGQkTCYTevTogdjYWHz2\n2Wd23zlSXl7ebNnWrVttPm/evBkAxBfcWZ9vtf6CBjQ8qrBz505ZbXHkxhtvRHFxsd3bo+vq6mA0\nGp3KT61WIzU1VQzla1VQUIBDhw41S28wGJptYyJXtcU+GxMTg6ioKGRnZ6O+vl6ciOnduzcuXLiA\nb7/9Fj179mzxTpSIiAgkJiZi165dNu+cOXz4MPLz823SWkO183ZnUpKjfjVgwACkp6dDrVaL4cyb\navxYm6NziL3+cOrUKZw8eVJOte1Sq9VIT0/Hd999Z/fxHXvjSmusjxN++eWXNmPL7t27m/VN690E\n7LOkJH/vs9Zz58aNG8X3EwINEzJHjx5FXl5eq3eOpqamQqPRYMuWLTbLs7Ozm6U1GAwAwGtcoiZ4\nxwvZVVtbi4kTJ+KGG25At27dEBAQIP7qbH00Z+LEiZg9ezaee+45DBkyBFFRUSguLkZOTg6CgoJs\n3noOABcvXsS8efOQlpaGEydOYM+ePbjlllvE25D79+8PrVaLuXPn2oTTi4iIsJnIcJdBgwbhm2++\nwZIlS5CTk4NevXrBYrHg7Nmz+PbbbzF9+vQWf0m3Z9SoUTh8+DBefvllDBs2DPX19di6dSu6du3a\n7F0SSUlJOHLkCDZt2oSoqCjExMQgOTnZjS2k9qSt9tnevXtj37596Nq1q/j+maSkJBgMBpw/f95h\nVLDGHnjgAcydOxevvPIKbr31VlRUVGDr1q1ISEiwmYTS6/WIj4/Hvn370LlzZ4SEhCAhIQEJCQlu\naQsR0Hq/GjNmDD755BNcvHgR1113nfgS9wMHDuD222/Hn/70JwAN/eCbb77B8uXL0aNHDwQEBOCa\na67BNddcg/3792PevHn4wx/+gIsXL4ph35V4Ofu4ceNw7NgxvPTSS7jtttsQHx+PyspK5OXlIScn\nRwwvL5VWq8WoUaPwn//8B5mZmbjxxhtRWFiInTt3olOnTja/psfGxiIoKAjbt29HQEAAAgIC0LNn\nT6ffBUPUEn/vs506dUJERATOnTsnvhgYaJh4WblypfjvloSFheHuu+/Gp59+ijlz5mDAgAH45Zdf\n8NNPPyEsLMwmbWJiItRqNTZu3IiqqirodDr069evWTqi9oYTL2SXXq/H8OHDcfjwYezfvx+CIKBT\np07IyMjA0KFDAVwJx7p+/Xps3boVtbW1iIiIQHJyst3Qqs888wyysrKwatUqaDQajBgxwiZsXFxc\nHJ577jlkZWXh448/Fh+ZCA0NxbvvvtssP1duZWy8jkqlwtSpU7Fp0ybs3r0bBw4cgMFgQExMDO66\n6y7ExcW1Wp5KpbJZnpSUhJdeegkrVqzA6tWr0aFDB4waNQrnzp3DuXPnbNZ95JFH8MEHH2D16tWo\nq6vD4MGDOfFCLmurfbZPnz7Yt2+fzUWhWq1GSkoKjh492urFItBwh84zzzyD1atX45NPPkFsbCwm\nTZqEAwcONIvmNHHiRHz44YdYtmwZzGaz+Cx8S3hbNTmjtX51zz33IC4uDtnZ2Vi/fj2AhneOpaWl\n4dprrxXTDR8+HGfOnBFfyhkdHY1rrrkGQ4YMQWlpKb744gscPnwY8fHxmDJlCr755hu70cvkCg8P\nx6xZs7Bu3TocOHAA27dvFyctx40b51Ke1sgpmzZtwscff4yuXbti6tSp+Oijj2wiqWk0GkyePBmr\nVq3CkiVLUF9fj0mTJmHw4MEAHPdN9llyRlvos71798a3335rc2dLUlIS9Ho9BEFAz549W83jgQce\ngF6vx/bt25GTk4OUlBRMnz4dc+bMselTERERyMjIwKeffor33nsPFosFM2bMEB8dZL+k9kol8E1G\npLC1a9di3bp1WLp0KUJCQrxdHa+YP38+8vPzsXDhQm9XhahV7LNE7sd+JY8gCJgwYQLS09Px+OOP\ne7s61A6wzxKRO/EdL0Ru1jSk7vnz5/Hjjz/iqquu8lKNiIiI/IfJZGq2bNeuXaisrOS5lIiI/BIf\nNSK/V15ebvMCvqa0Wq1Hf6l46qmnMHjwYMTGxqKwsBDbt2+HTqfDyJEjPVYHIl/ma32WqL2zWCyt\nvgjX+g4VTzh16hSWLVuGG264AaGhocjLy8OOHTvQtWtX3HDDDR6pA5Ev87U+S0St48QL+b0XX3wR\nly5dcvh93759MWPGDI/VJy0tDfv27UNpaSl0Oh1SUlLwwAMPtBpmkKi98LU+S9TeFRUVYfLkyS2m\nGTVqFP7yl794pD7R0dHo0KEDPv/8c1RWViIkJASDBw/Ggw8+KEZTI2rPfK3PElHr+I4X8nsnT55s\n9nhPY8HBwejevbsHa0RELWGfJfItJpMJJ06caDFNTEwMYmJiPFQjImoJ+yyR/+HECxERERERERGR\nQvhyXSIiIiIiIiIihXDihYiIiIiIiIhIIZx4ISIiIiIiIiJSCCdeiIiIiIiIiIgUwokXIiIiIiIi\nIiKFcOKFiIiIiIiIiEghnHghIiIiIiIiIlIIJ16IiIiIiIiIiBTy/wEn7im6reMdvQAAAABJRU5E\nrkJggg==\n", "text/plain": [ "<matplotlib.figure.Figure at 0x1f407461b38>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = sns.load_dataset(\"iris\")\n", "sns.pairplot(df, hue=\"species\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3D plots\n", "\n", "Example adapted from the Matplotlib docs.\n", "\n", "http://matplotlib.org/mpl_examples/mplot3d/surface3d_demo.py" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Geographical maps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```\n", "$ conda install basemap\n", "$ conda install proj4\n", "$ conda install Pillow\n", "```\n", "\n", "More examples: http://matplotlib.org/basemap/users/examples.html" ] }, { "cell_type": "code", "execution_count": 286, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from mpl_toolkits.basemap import Basemap" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [default]", "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }