{ "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": {}, "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": {}, "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": {}, "outputs": [ { "data": { "image/png": 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TkxMLSe3atQtubm4ICAhgKySDwcA84CZNmoh6747i559/hk6nQ3h4uKgh3rBhAzw9PaHT\n6fDJJ5/U6EQPPJlQxbxlGn799NNPJT9P496OxOwnTZoEtVot6vwBlY6WXq9nq8RnaqTr1asnCBl4\nenpiwoQJ7O9Zs2ZBrVazH4fjONEk4aeffgpCCFt21gQKCwtBCMF7770n2Hfu3DkQQrB8+XLRz/bu\n3Ru+vr7VmjQSExN58XhzPP/886IeMTVc5jFRc9D4seXLbA0TJ06Eh4eH5H4xVo45bIVgqoP3338f\nhBC8+OKLovsvXLgAnU6Htm3b1gjjJicnB25ubkhISODFFbdt2wa1Wo3U1FQW5pg1axYIIXj99dfZ\nZz09PXl5DvpcGwwGyeTW0qVLbb6g1CN2c3PDrVu3ePt+//13eHl5ISAgAHfu3AEA/PLLL9BoNGjQ\noAEMBgPu3LmDZs2aQSaTYdGiReA4DqdPn0ZQUBBcXFywbds2dr7vvvsOrq6uqFOnjiDsWBUcO3YM\ner0ederUEV2NXb9+nSU2O3bsKFgxVAcjR46ETqcTneSNRiMUCoXV5OCBAwdEE4/WQJljUsb/p59+\nAiEEv/76K4BnbKTj4uLQs2dP3nFBQUEYPnw4+/vdd98FIQTFxcVsm7+/vyDWuGXLFhBCcOTIkeoM\nU4CQkBD0799fsJ3jOPj6+komK7/55hsQQrBv374qXzs8PFzy/FOmTIGLi4tg+/r160EIkUzynDlz\nBoQQUXaBFCiNS2rCkQpBUURERGDgwIF2X89RTJo0SZIuCVTmPgghWLhwYY1cb+fOnaLJS/qb9+7d\nGyaTCRzHYdiwYbwX8sSJE6Je18CBA9G4cWOBob5x4wZcXV0REhJikzqZl5cn6TScOXNGQH3bu3cv\nvvnmG/b348eP0atXLxBCMGHCBBiNRly/fh0NGjSAQqHA4sWL2aRy4cIFxMfHQyaT4fXXX7cZlrGF\n3Nxc1K1bFxqNBt9//71gP8dxWLp0KXQ6HYtl79y5s1qedW5uLlQqFZ5//nnJYwIDA60ym0pLS+Hk\n5MQjQNgCx3GIj49Hs2bNRPeXl5fD09OTUfWeqZFOTk5Gly5deMfVr1+fF6+hL5j50qphw4bIysri\nfY4anw0bNlRnmAL06NFDcqnet29fBAYGij4oxcXF0Gq1GDt2bJWv7eXlJUlbmzt3LgghAu+QzuxS\nHk5paalVmp4YFi9eDEIIYwhYQoyVQ8FxHDQajUMPsaMoLy9Hs2bN4OLiIuplcRyHHj16QKVSSSaB\nHMWKFStACMHw4cN5kxdNkk6aNIkxKbp27QqZTIZNmzax40pLS/H6668znu3mzZuhVCrRvHlzQSLt\nzz//hF6vh7e3t93j/+2335gnZokTJ07wElNAJXUvJycHJpMJ06ZNAyEEWVlZKC4uRlFREeM4Z2dn\n4/HjxwAqn3HKYW7cuLGAt+0obt++zbz5d999V/S9un37NubNmwcfHx8QQtCgQQNs3LjR4VXSmTNn\nkJ6eDp1OZ3X13aRJE6tJcwBIS0tDkyZNHLr+e++9B0KIZOx81KhRcHZ2RlFR0bM10mKsgUaNGqFz\n587sb7o8N2cOtG/fXjALFRUVgRCC999/vzrDFIAWz9BlojloiEUqqdGnTx/o9foqeRllZWW8pbIl\naGyZvjAUFy9eBCEEX331leS5g4KCMGTIELvHQgszpF7CR48eiRYpAJX0MEII5s+fb/M6M2bMYCGe\nF154AfPnz8fKlSuxY8cOnD171uqLeO3aNej1ekRFRYnG+u7cuQNfX180atSo2l4fBV1hDBw4kHnU\nHMdh6tSpIIRg5syZ4DgOJSUlaNmyJVQqFbZu3Qqg0huXyWTo2LEjS8J99913kMvlaNu2La9YC6j8\nXQMDA+Hn58diy1LgOA6tWrWCWq0WsAg4jkNaWho0Gg3bV1ZWhrCwMHh6erJww8cffwy5XI4mTZqg\noKAAJpMJ8+bNY/Q4GuPnOA7ffPMN6tSpA41GgyVLllQrrFRSUoI+ffqAEILu3btLhu1KS0uxcuVK\nxMTEgBCChg0b4rvvvhN9T82/+759+9C5c2cQQqDT6fD5559bHU9kZKQo1dUcL7zwAnx8fGx/OTMU\nFBTA09MTycnJoknY48ePQyaTYerUqc/WSLdq1Qrp6em84yy37du3T5C8GzRoEMLDwwXXcHd358Wz\nawL0+r/88otgH80Mf/zxx6KfpRPMzp07Hb4uPbdU9SBNTFkujynv09rSvkWLFmjdurXdY9m9ezcI\nISz7bwnqLVtWQAJPJpu3337b6jVyc3Mhl8sRFxeHhg0bwtvbm1Gp6L+MjAzJZAtQmcBUqVTIzMwU\nDc1s3LixRsMewJPJMisrixlWjuMwduxYXrHDgwcPkJSUBK1Wy1g/1Bvv0aMHmzgo7UsszPX3339D\nr9fbFaq6d+8eGjduDKVSKQgf3L59GykpKVAoFGwy/+eff1i4geYWfvzxR2i1WkRERLAE+U8//QQX\nFxf4+fnxQos3b95kxq99+/bVStRyHIcPP/wQSqUS4eHhvKI4SxiNRqxevRqRkZHsOfH29kZqaiqe\nf/55LFq0CFu2bME333yDJk2agBACvV6P+fPnWzXo9DsRQrBo0SKrx0mFHm3hxx9/tJpPGT16NBQK\nBXbu3PnsjPSOHTsEjIBdu3bxDDINY5jHG2lVjiUSEhLQrVu36gxTgOLiYigUCsyZM0ewj+M4hIWF\niRa8AJUxPjc3tyolrahh3L17t+j+jz/+GIQQFBQUCMakUqkwa9YsyXP369cPkZGRdo/l77//BiEE\n69evlzzGMpdA8fjxYxBC8M4771i9xoQJE6BSqXhLz9LSUly+fBn79+/HokWLoFarUb9+faueJK1I\nFasU4zgO3bp1g1artemNOoJPPvkEMpkMrVu3ZqwZk8nEijbmzZsHoNI4RkdHw9XVFX/88QcA4MMP\nPwQhBP3792eGetmyZbz6AXOYT8q24rEPHjxA8+bNoVAoeLFnoJLq1bZtW54Run37Npo2bQq5XI6l\nS5cCqKQYent7o06dOmxyycnJQUREBNRqNb788kveeD777DPodDp4eHhYfV7swW+//YagoCA4OTlh\n2bJlVr9vRUUFtm3bhv/85z8YPXo00tLSoNfreZN83bp18emnnwpWn1LYtGkTCCE2+epz5syBQqGo\nUnx84sSJkrzpu3fvQq/Xo0mTJv/bPGmqy2GeCRVLJgKV3OHExMTqDFMUjRo1kvQ8R40aBTc3N8kl\n9LJly6oUhlm1ahUIIayazRI0Vi92PwMCAkQNJsX06dPh5ORk90N19+5dEPJEh0IMUkyU4uJiSYYM\nxZ07d6DT6awmaIDKVY2npyf0er3VBPGECRMkQz55eXlwdXVF+/bta5TOtWbNGigUCqSnpzOP2mQy\nYejQoSDkSUXb9evXER4eDi8vLxaPfPfdd+Hp6SlK59y7d6/oOLds2YLMzEyb3uDDhw+Rmpoqmvwu\nKytD79690alTJ7byKCkpQVZWFi+HcOnSJdSvXx9KpRKfffYZgMrfrE2bNiCEYMqUKbwE6sWLF9Gs\nWTNGj7TkQDuCwsJCxuzIzs4WvPO2cOfOHRw+fBg7d+50mGk1efJkaLVayYIpClo+b62yUQplZWVI\nSkqCl5eX6Lv85ZdfQqlUPjsjfe7cOcHLdunSJR4jgi6X33zzTbaNGjBLb2js2LHw8vKqzjBFMXHi\nREmaDl1CS3k+HMehZ8+eUKlUDtHeaOWXVNHAV199JWnErVH3gCeJQEsvXAr2eOdieQKg0kjYCjFQ\nrqk9BQjnz59HREQENBoNLxFnjoqKCrRp0wZOTk44evSoYP/SpUttxu2rgvXr10Mmk6F79+7sWTEa\njazcmk5yly9fhr+/P/z8/NjvZ/5bUKNMV1OjRo0SGJgNGzZArVYjPDycFchIobi4mBkaS0NiNBqZ\nZ3nv3j0YjUYYDAa28rt06RLKy8tx//59dOzYEYQQjB07FhUVFaioqGCeYPPmzXn1DQaDAfPnz4da\nrYaHhweWL19e5Vi10WjEG2+8AZlMhri4uGoxpuwFx3GIiYlBmzZtbB77wQcfWKW92sKFCxfg7OyM\n9PR0wT3iOA79+vV7dkZaLLY8efJkuLq68rY5Ozvz9CZ+/fVXUcNYlUINe0BpbWJG9s6dO5DJZDw1\nP0vcvXsXQUFBiI6OtrtSa+jQoVYrA+mYxJJ57du3R9OmTSU/S0tPHZk0goODrSYbBw4cKFrwQhO6\n1ox0WFgYOnToYPdYKAuAEILx48eLeld37txBREQEfHx8BAVTJpMJLVq0gIeHBxMdqiksWbIEhFRW\nQlKDaDAYGLWNhhFycnJQp04dhISE8JyNefPmYciQITAajeA4DnPmzGFepKWhPnr0KAICAuDi4mJX\ndevt27cRGxsrOjmVlZUhOTkZPXr0YCuBhw8fws/PD+3atUNRURGMRiMrZmndujWjEm7YsAGurq7w\n9PQU5G7OnTvHKhUzMjIc0rmwxI4dO+Dn58f40uaVnzWJR48eMRVAqgxoDTT0WJ0VA81PiOUbnmni\ncOTIkQgICOAd98orr0Aul/OWeCEhITwDIVU8QRXoakIIxhyUYmZZ5UjRpEkTmxQcWjotxdawRGJi\nolXDZc1I9+3b16rS1m+//QZCCLZs2WLXWIDKZKM1zY8ZM2aIhlAMBgMIIZKTGE102opZW+Lx48eY\nPHkyCCGIjIwU9cLPnTsHd3d3JCYmCiQlc3Nz4e7ujpSUlBopcTYHLbChGhlApQeblZXFM9QnTpyA\nl5cXgoKCmPGiDIrBgwczo0yX0wMGDBCs5m7cuIGYmBhotVqbFLjS0lK0bdsWKpVK1Bul8fHWrVuz\nQh263E5MTGTJwK+//hpqtRr16tVjzKZLly4xlbo5c+bwJhSTyYTPP/8cbm5u0Gg0eO+996rMsHn8\n+DEWLlwId3d3KBQKjBs3rsY0YYDKdyMyMhIymQyzZs2yK0Qyffp0aDSaahWuGY1GJCUlISgoSPCs\nPlMjPX78eIFesli82ZJPLRanBip1DBw1PvYiMjJSMkFIPXiqcyCFAQMGQK1W26yYKi8vtxleoLQ4\nsXNZkzgFKpfb1pgjUmMXY9RQUA9SLITi7OyMqVOnin7u6NGjIITgxx9/tHss5ti3bx/8/f0REBAg\nWqb8yy+/MKNnOYFQRcXqcNmlsGzZMshkMqSnpzODZ26oKSPo1KlT8Pb2RkBAAItJU6W0QYMGsRf/\nnXfeASHi/Pfbt29jwYIFdsXY79+/j5iYGHh5eYnGwFevXs30l+lvuW3bNri4uCAgIICtvg4dOgS9\nXg8PDw+W6H/8+DHzQNu0aSN4Fq5fv47u3buDEIJGjRpVi7NeWFiI8ePHQ6FQwN3dHe+//361JtuK\nigrMnTsXcrkcoaGhAh65NXTt2tUh/Q4pUHmFV199lbf9mRrpqVOnwtnZmXfcJ598AkIIr7TVcvle\nUVEhWpCRl5cHQmpW/J9i+PDh8PLyEn0RKDf5ww8/tHqO/Px8eHh4iMaezEGrJ60V5tBVg1gV2syZ\nM+Hk5CT5WWu8ZinY0kahdCLKWjCHWIUoBc0vWBPQsYXTp0/D3d0dMTExotV8NL7/0UcfCfZNnz4d\nhDiusW0P1q1bB6VSiZSUFFYIVF5ezgpDqKE+c+YM9Ho9/P392e9JvWfzyUVKZdAcFy9elKy8pLh8\n+TK8vb1Rr1490fu1ZcsWaLVaXl7j9OnTCA0N5UnWXrlyBXFxcVAoFHj//ffZOFeuXAmNRoOAgACB\nrjrHcdi4cSN8fHygVCoxZ84cASfcEfz999+M+hcaGooXXngBK1aswOnTp+32bM+fP4/GjRuDkEqZ\nVmta5WKoV68eevfuXZXhC9C/f39oNBpefP+ZGumXX34ZCoWCd9zq1atBCL9TwoABAwTKbnq9Hi+8\n8AJvGxX/f+mll6ozVFHQwhWpGGaDBg2Qmppq8zw09rRixQrR/V988QXUajUiIyOtirZQYRgx4ybW\nvcYSOp1O0rsVAxWUknpQqB6BmOJcdHS0pOrXjBkzoFarq11gsm/fPqjVarRo0UJAsTKZTMjKyoJS\nqRR4SBUVFUhNTYVOp6vxMBlQKSCk0WgQGxuLmzdvAhA31Dk5OfDx8YGfnx9bHS1YsEDQqYR+1wED\nBoh6jtlrWpKtAAAgAElEQVTZ2ZDJZPjoo4+setYHDx5E06ZNJavtDh8+LFDny8/PZwasqKgIHMeh\nqKgIPXv2BCGVqn90/8mTJxEZGQmFQoE33nhD8PveuXMHQ4YMASEE0dHR1W6SsX37dnTo0IEnVarT\n6ZCWloapU6fi888/x0cffYQFCxZgzpw5mDx5MkaOHIm+fftCq9XCy8urSnrn5eXlkhTdquDatWvQ\narW89+WZq+D9/PPPvIfp+vXr2Lp1K680dsKECQKBn4SEBDz33HOC64SHh0vqPFcHv//+OwghkoyC\nefPmQSaT2RR44jgO6enp8PT05CUarl+/jtGjR7NiAFuqWnQyE1uyUvaCpdCOOcLCwqy28bHE1q1b\nQQgR7QYCPBGjEltNNG3aVDK+3rVrV8TFxdk9DmvYtGkTZDIZunXrJmAxPHjwAPXq1YOvr6/gYb9x\n4wZ8fHxQv379Gk86A5U0OhcXF0RHR4sa6iVLlgCo9Ap9fX3h6+srmDAOHTrE3gnqMHTq1EmQNC0p\nKUHXrl1BCEHXrl0lS/kBvriTlEE3mUwYO3Ysj4VVWlqKlJQUZGdno6ysDBzHYeHChVAoFIiKimIJ\nvQcPHiA7OxuEELRo0ULUwdm2bRtCQkIgk8kwYcIEQUm8ozCZTLhw4QJWr16NSZMmoVmzZnBycuLx\npeVyOdzd3REYGMhkKKoqzHb27FkQQrB69epqjdscb7zxBgh50rrrf15PGniyXDXnK7Zv3140WZeR\nkYHmzZtXZ6iiKCsrsxonpj+W2JLaEufOnYNKpcKwYcNw8uRJZGdnQ6lUQi6XY/r06XZ5lTRMYMlc\nAJ4YcGshhMaNGyMzM9PmdSioiJJUHJuKp4v1QuzUqROSkpJEP5eSkoKOHTvaPQ5boBOUedKOIicn\nBy4uLkhMTBQYgz179kAul2PQoEE1LocJVEqGOjs7IyIigrE5ysvL8dxzz4EQgrfeegtA5bPh5+eH\nOnXqsNBRYWEhnJ2d0bRpUzZ5L1u2DHK5HI0bNxbEfk0mEz788EOo1WqEhoZKcu3pGLKysiSf64KC\nAtStWxc6nY5pgXAcx+Lm5q219u/fD19fX7i4uPCS+uvWrYObmxs8PDxExZMePXqESZMmQSaTISws\nrEoVutZQXl6Oq1evorCwEKWlpTX6+7744ouQyWSizlJV8fjxY0RERCAkJAT37t17tkb66tWr+PHH\nH3nLtqKiInz//fe848QoLkOGDEFwcLDgOsOGDRMwRmoKycnJaNu2reT+uLg4QZm7FKiMJSEELi4u\nePHFFx2ig1FjJJaos9UpBagUK3dEFMZgMECtVmPmzJmSxyQnJ4sa/lGjRklqG1hqtdQEli9fDrlc\njpYtWwq4q1u3boVCoUCXLl0EMUvKrJAKRVUXx44dg5eXF/z8/JhWtMFgYDxq2vcvNzcXYWFhcHV1\nZdS6H374AWq1GvHx8cwbNy/bFqN//f777zwqoBjMS9ilGDa3bt1CUlISFAoF796Yt9aisfTr16+z\n+O5rr73Gci+XL19GSkoKCKlU2BMLxR06dAhRUVEgpLKxgL2Vgc8K58+fh1KpxKhRo2r83L///juU\nSiV69OiBa9euPTsjTavxzJca58+fF/AFqQSk+RJw1qxZUKlUglnRVhFIdUC7hEvNxK+//jpkMhl7\niazh0aNH6N+/P957770qkeApzUtseWirUwpQWRruqBB/fHy81SKZAQMGIDQ0VLCdGj+x3yQ5Odnq\nOauKTZs2QaVSoWHDhoKqPBousNR5MRqNaNeuHTQajc0CETGcPXvWZpjq77//RmBgINzd3VnoyGg0\nss7k06ZNA8dxyMvLQ3R0NDQaDeMe79q1S+CNHz16FOPGjbNZKHL37l289NJLosbRZDKxLihSUqcP\nHz5klX/mCeeDBw9Cr9ejWbNm7L0oLS1llZbdunVjeiu0UTUhBElJSaLe5+PHj9kx8fHxTyVPUFPo\n2rUrXF1d7S4KcxRUG/7tt99+dkaaVs2Zk/kpvY6WnwLiAj9S8plUoKYmlx8UtBRb6txU48KekEd1\nQeNWYhlsKldqbdk4ZswYeHt7O3TNvn37Wu3QQqvCLD0g2pNQLDSTmJgokJ2tKWzfvh1OTk5o1aqV\nwJukrA5LGmd+fj78/PxQv359SRF+MZw9e5aFF2wVWVy9ehVRUVHQarXMAJtMJowfP555kSaTCbdv\n30ajRo2gUCgY+4R642KJqitXrki2eqKJ5kaNGomGPyoqKpCZmQmFQiFJYa2oqMCoUaMEHOt///2X\nJfppjJrjOCxevBhKpRJhYWH4/fff2fGbN2+Gl5cXnJ2d8cUXX4g6Pdu2bYOPjw+0Wq1N3Y5nAdq1\nyZrcQXVhMpnQuXNn6HS6Z2ekaS9A84ea0sPMtS5OnTolSNrRcmxLj4eq1tV0XAuozFhLVQVRxMXF\n1XhDXDHMmjVLkmZ3/PhxEGK9W8Ts2bMdFoWhKwXLWC8F/T0t2z7R5ptiVXENGza0SxSroqKiSmXF\nlKo4bNgw3nc1Go3o3LmzKONj//79UCqVyMrKsuuaJpMJqamp8PT0hJ+fHzw8PCQVAykKCgqQnJzM\nM8DmDVpHjBgBo9GIoqIitG7dmpdgvHr1KhuX+eokOzubJ45kic2bN8Pd3R1OTk545ZVXBEnHhw8f\nIjMz064GuEDlasV8JcdxHAYOHIjevXuz7UePHkVISAhUKhWvaUBeXh77Xn369BFVN7x16xbat2/P\nmCPWFBD/mygoKEBUVBQiIyOfyordHLdv30ZYWNizM9KUW2tensxxHGQyGa9lDfWuzfnPlPht3tYH\nqHyACSE2dWKrgoqKCmg0Gl6JuiWoIauJnnrWIMZ4oaCtvaxNJlR03BE2A50YpcrJ//rrL1F+N02q\ninGR7THSRqMRYWFhUCqVCAwM5IkFffHFF1ixYoVVr/fVV18VLRJ48OAB6tevD71eL/DyaR7EHmoV\nnYQ+/fRTXL16FTExMVCpVJg5c6ZVzm1RUREyMjJ4qy+O45hOdd++fVFWVobS0lKWYKRxa6DynYqI\niMDatWsBVGp0UGbH9OnTRVdZ169fx6BBg5jHbgmO4+wyhpcvX4ZSqUTjxo1ZOImyPORyORo0aMCK\nu+7evcuYLH369GEG3Gg04p133oFSqURwcLCo/o3JZMJ7770HpVKJkJAQqyG8pw2j0YivvvoKQUFB\n0Gg0jH3xtJGbm/vsjDRdMlhyJN3d3XksgfLychDyRPIReFI1Z8kjNRgMUCgUePnll6szXEm0aNHC\nKnuEGkipEvKagpRWBvDk3lgTEKK8Z0eoR/S8UsVClAFjyVMvLS2FXC4XGEmgko1ja+VBqxKbNm2K\n4cOH8/pbUh3hiIgI0UIaoNJ4DB8+HIQ8UaOjuHDhAjw9PRETE8PLDXAcx6rnbHUbpwaLNh6+d+8e\ni8n6+Pjg888/lyysMDfAr7/+OjPANB6ZkZGBBw8ewGAwsPEMHz4cFRUVuHfvHlq1asXYIbQTDA2b\ndOzYUXLyOnjwIHMkLl68iIsXLzJPPjIy0qa6HlCpLe3k5ITY2Fhetee2bdvg5uYGf39/NqFzHIf3\n3nsPcrkc8fHxvDqIP/74AxEREVAqlVi4cKHo6u73339HeHg4FAqF5ErhaYHjOGzduhUNGjRgISMx\n4a6nhWfK7rh79y727dsneJCOHDkiINJ7eHjwEj2lpaUghK+OR/G0uNIAMG3aNDg5OVld5iQnJyMl\nJeWpXJ9CSnUOqIwREmJdHIaGARyp9OM4Dj4+Phg8eLDkMUlJSaLthiIjI9G3b1/BdnsSmJSDLsb5\nraiowL59+xAcHCxYUpvDaDSy5Jil5Oq+ffugUqnQpk0bXuy6rKwMTZs2hbOzs02FvtGjR0OlUvGe\n2z/++AOpqakgpLLNk1T3b4PBwCaRCRMmsFDG2rVroVKp0KBBA9y4cYPnZXfq1AmPHj1CWVkZ84xH\njhzJaKqfffYZmjRpYpe0Z1ZWFtRqNTp16sQ8bHvDYHv37oW7uzv8/Px44vxnzpxBaGgoAgMDee/K\njh074OXlBQ8PD17s+/79+6woJisrSzQB++DBA95KoSYaC9vC8ePHme52eHg41q9f/1+5rjn+r+BJ\nA5Wll/369eNt8/b2FlQdAkDbtm0lDVh18e2334IQYnUmpV5QdUqdbUGszyOFWPLVErQjsSNKeADQ\nvXt3QfWnOZ5//nnR8vkuXbqI6huIqR5aoqyszGac9O7du+jatSu0Wq0kldFcjc5yNUCT2CNGjBAU\nV/n5+SEyMtJqGODatWtwcnJC165deS8xLYP29/eHm5ub5BKZ4zjWW3DAgAHM2O7YsQMuLi4IDQ1l\nz9Pnn38OuVyOlJQU3Lp1CxzH4ZVXXmHhEArqvT98+JDXSMMSN2/eZIZ++PDhDhuhnJwchISECHpc\nFhQUsPAE9fKByi4wYmJMNNmoUqkQGhoqujIyGo1spdC7d++nQtOjbbbos+Lt7Y3FixdXSS+6JvBM\njXRRURHWrFkjiAfu2LFDkPRq0aKFQNu1cePGopVszz//vFWBoeqAKuJZ0+nIy8tjXZSfFgICAjBi\nxAjRfbdv3wYh0m29gCeMGUe1eanQj5TymFT5PF2BWC77aQm7VDLSEXAcx/N4xbqvlJeXM2/McqVB\nm/tahkQOHz5stS0XBRWZooUp5rh27RpiY2OhVqsFXVLMx0/vr3kxzvHjx1kjWjpZbd68GTqdDqGh\noYymtnHjRtHwxsyZMyGTyWyKMOXl5VWZRWGeQBQTulqwYAEyMjIYXc1cjKl169a86thjx44hJCQE\narUan3zyiWBMHMdh0aJFkMlkaN68eY2p4D18+BBLly5FXFwcCCGMReMIy+dp4Jka6UuXLoEQYUll\np06dBOGC5557DvHx8bxt/fr1E/XqqDhNTbz4YggODhZ49ZbIyMhA/fr1nwp1yJYI/71792xOJLTM\nXYqyJYX9+/eDEPF2P+bntdRBoJollobTGj0PqFxOz5o1y+EXZd26dVCpVFi0aJHAMywtLUWHDh0g\nl8t5zgDHcSwkYpn8pG25rCkTUnaDTCYTVau7e/cuUlNTIZPJsGjRIslng3rKLVu2ZMv+S5cuISIi\nglf5d/z4cfj5+cHd3Z3nKT9+/BjdunVjibiSkhL0798fhFS26XLkvSgrK2P3xB7G1Llz56DT6TBj\nxgzefV+9ejU0Gg2Cg4N5q7cvv/wSWq0Wfn5+PPbPnTt3mHDSwIEDRcM23377LTQaDSIjI6tFuS0u\nLsaECRPg6urKYs4rV678nymmeaZGmnqllkyM/v37C+KUYlVrs2fPhkqlEng3VGv5aRHh+/bti6Cg\nIKsGmHKq7aUzOQKqkyHVzooK7VtroGlP30IxlJSUwMnJSbJ5ZmlpKdRqtaApLdWwttQAp8ljKdF6\n6t3aamFkCXNGwfDhwwXPSHFxMVJSUqDRaHiridLSUqSmpkKtVgtCBGPGjAEhRLCstzxvfHw8fH19\nRT28x48fo0ePHiz2KlUIsWnTJlbNR3nN5pV/lN/977//Ij4+Hkqlkr1HV65cQWRkJNRqNasQpF66\nTCZDfHy83UaN0l8JIaKhRUsYDAZWwThq1Cieof7zzz8REhICnU7Hm+TPnDkjaM8FVDI73nrrLcjl\nciQmJop66L/99hu8vb3h7e3N42I7AtrUOTs7G0ePHv2f42Q/UyN9584dEEKwePFi3rFiLdJpMwDz\nl40aQssf79ixYzZ5wtUBpWdJeX9AZZJDo9GI0pyqC8p2kPp+1JO21pPwn3/+ASGOaUpTdO3aFaGh\noZIPc2pqqqDk/PHjx6KsG5rklIqfv/LKK5DJZA6PEeDT2fr06SOIKYo1hgUq7198fDxcXFx4Xl9F\nRQU6d+4MuVwuKbQFVMp6qtVqPPfcc6L3iGprODk5wcfHR7QTPVBZlOTl5QW9Xs8m+4cPH6JLly4g\npLI6kXKpaWurqVOnwmg04u7du6xCcNy4cWyS2759O2JjYx2iiObk5ODMmTN2S3hyHIeXX34ZhFRK\nrZpPsPn5+UhJSYFarebprz948IB5zuPHj+d95tdff4Wbmxv0er2owNeFCxcQFhYGZ2dnh3SgKcaP\nHy9JZ33WuH//PhYsWPDsjLRUJ2mxQg0a7zP3TsQqEYEnRsoytlhToB3MzTsli2HAgAHw9PSsccI7\nZWZIVbZRT5sWP4jh1q1bVul01vDFF1+AEMLL5puDStBaLlETExMFzA9rwkxA9Yw0BY1fWnamBypX\nc2FhYfDy8uKtvK5fv47Q0FDo9Xqe11lSUoIWLVpArVZbXf7Tsn1rk+CZM2cYreuNN94QNegXLlxA\nREQEtFotm5QNBgNrttutWzc8evQIBoOB9Rvs2rUrHj58CIPBwCorzfW8qXdrMpmwaNEih5u72gva\nu9LyOSwuLmYhG+CJGp/RaGTJ0zZt2vAYHufOnUO9evWgUqlEqaW3bt1iE66jq9euXbuiQYMGDn3m\naePSpUuYMGECnJ2dn20jWo7jQAgRiPeL6SFT/Q7zxNCVK1dAiLggTlRUlF2VbFWByWSCl5eXZOKO\ngi7lbYmwOwpaEi4VM8vPzwchxCqf9P79+1XmcxcWFkIul/OYBObYvHkzCBFqh4wePRoeHh6CGHHj\nxo3Rrl070XPNnTu32kYaAK+DjaUxzM3Nhb+/P/z9/Xkx8wsXLsDb2xthYWE8Pvm9e/eQkJAAZ2dn\nSYNgNBrRqlUruLq6Wl1xlZWVMV3lESNGiIZ1CgoK0LhxY8jlcl4yeMmSJSwUQN+rpUuXQqFQID4+\nnn2XdevWiTKNDhw4AJlMhpiYGLuaAFcFW7dutarquHnzZrRp04bHy161ahXTVDd3RO7du8c6lItN\natevX0dERAQ8PT0d6vqSkJDw1KQJHAHHcdizZw+ysrIgk8mgUqkwZMgQbNu27dlS8I4fPy7QPS4o\nKMD58+d5oY29e/eCEILdu3ezbQaDAUqlUrRwZejQodDr9U8tvvTcc88hMjLS6jFGoxGhoaFITEys\nVv8zSwwZMgRBQUGS++2h4NEu7GJMBHuQkZGB2NhY0X0012DpQdHkoaXBGDp0qKRy4euvvw6VSlWl\nMYph586dSEtLExRr5OTkwMvLC2FhYbxQwB9//AEXFxckJCTwil1u3ryJ8PBw1KlTR7K34NWrV+Hq\n6oq0tDSrvz/HcawqskOHDqJhheLiYhZjN+cIb9myBa6urrzWVjt27ICnpyc8PT153j7HcRg1ahRv\nBbhr1y74+vpCq9VixYoVT+19uXHjBtq1ayfQDVm3bh2cnJwQERHBW8kcPnwYvr6+cHV15SW3y8vL\n2aRGi3rMceXKFQQHB0Ov19vs+Ujh5uYmENv6b4LjOHz//fdITExklL+5c+cyobb/a3jStLTYstQ5\nMjJSlGlBK+qsaelWBzTZYCu2R/UsrCWbHEWLFi3QqlUryf3Xrl0DIdKKZoB4+b0joOEnsQQULXoZ\nOnQobztNQlmyeWhfy/+GNsPmzZtZlZzl2P/44w+4uroiOjqa5znv3LkTKpUKLVu25FHNcnNz4evr\ni6CgIEHxFQXlX1uuFsXwxRdfQKFQoEGDBqJdtS05wpSlcfr0aZaQo6ya3NxcxMfHQy6Xsyq+4uJi\nVoY+YsQI9vlbt24xD9WRbj2O4Pjx4/Dy8oKPj48gTHfkyBFmkM2dsGvXriE5ORkymYyXXzGf1DIz\nMwVslYsXL8LPzw8BAQE25X9pkl2sKO6/gcePHyMzMxOEVHaoWb58uWCF/MyN9Nq1awWxvby8PCxc\nuJCXELx7965oMqx9+/Zo3Lix4HpUR4LqGtQ06PltJd44jkNaWhr0en2N8C1NJhNcXV2tJiRpz0Vb\n3SKcnJys6kNbw+nTp63e3y5duiA6Opq3zWg0wt3dHc8//zxv+86dO0GIUIflaWHPnj3w8vKCm5ub\nQC/iwIEDcHFxQWRkJG8C3rRpExQKBVq1asWL4Z46dQoeHh6IjIwUlajlOI55fpaKe2LYvn07G5tY\nOTrVx5DJZEhOTmbvU35+Ppo1a8YLBTx69IgVZAwYMAAlJSUwGAyYM2cOZDIZ4uLimMGkOhqU6WKt\nW0tVQRsaBAQECEJA165dQ1xcHJycnHh9O0tKShgbZs6cObwxLV++HDKZDBkZGQLJ3jNnzsDDwwPR\n0dFW5WNNJhOio6MRGRlZrV6LVYHBYEC3bt0gk8mwePFiybDQMzfSdevWxcCBA3nbKF1r69atbJsU\nN3jMmDHw8vISXM9gMECn00kmpKoLjuPg5+dnky8NVFKPZDIZpk2bVu3r0g4p1kq+qVqfLc0JFxcX\nq2JR1mCroznlqlu+IN27dxd0HX/48CHkcjnmzp0rOE9ubi4GDhxoVxNWR3D16lXUq1cPLi4ugvDL\n0aNH4erqiqioKF4obv369ZDL5WjdujXPezty5AicnZ0RFxcnWrpeXl7OGBnWCozMx9akSRPm2Yq9\nvL/88gtcXV3h5+fHql9LS0vZhECV6DiOw9tvvw2ZTIaGDRsy47h9+3bo9XoEBweLVtJNmzYNWVlZ\nNS4Udvr0aXh6eiIiIkKgG3Pnzh188MEHgsnBaDSywpcxY8bwQkdr166FQqFAixYtBE7Q/v37oVar\n0bJlS6ucZyqQVdXQX1Vgrg1jS9q4xo30nTt3kJ6eLggzSF0oISEBPXr04G2TUnELDg4WLKFpFl1M\nOD8tLY3XZbymMXToUHh5edkVbx45ciRUKlW1da4ps8NaYuTQoUN2eaaenp7VisUlJCRIdlXZs2cP\nCCG8LD7wRAfcMjyQlJQkqCgFKo20rUmpqrhx4wbeeOMN0TLoQ4cOwdnZGbGxsTxG0Zo1ayCTydC+\nfXue57Vnzx5oNBokJSWJem5lZWXIysqyybqhKC8vZwyOzMxM0VVYTk4OIiIi4OTkxFZN5kp0cXFx\n7HnbunUrPDw84OXlxZ6LGzduMMqayWTiGbIPP/wQWq0W7u7uWLlyZY161ceOHUOrVq2sVgr+/fff\nPPE0juMwc+ZMVtxiHovetGkTU+SztANUubFnz55Wy9179eoFrVYrysV+GqAURXvCjTVqpCsqKjBu\n3Dh06NDBbiPdtGlTQcslKXZC48aNBf3waKsoMQ2K6dOnQ61WPzXNV1o0Y48iVn5+PlxdXaudRc7M\nzISfn5/V4g7KKpFqGkvh4+ODMWPGVHksgwYNEm1hBlSWCYsxQGhc2pK+SOlGll4jTQ4/jQ7w5rh8\n+bKgeGXfvn3QarVo0KCBgH1ASGXptvmztW3bNjg5OUkaavOehtY47OZYvnw5lEolYmNjRcvcCwsL\nmRLeSy+9xAzRzp07UadOHbi7uzMedm5uLhISElguwty5ePfddxEbG8tjeVy8eBHp6eksoSkVd68K\nqNEvKysTXX1QL9OSnkuZX927d+fd+59++gkqlQrNmjUTyO/S/JE1ZcyrV68KunQ/LVBHZfTo0XZN\nfjVqpOfPn48DBw4gOzvbbiPdunVrgVQlZR5YBvOzsrKQmJjI20ZfejE9hE2bNj21qj+gctXgiEYH\nTZCJ8XXtAeVn20py0InrxIkTVo8LCAjg8WcdBdWZkEr4JSUlCXpCmkwm1KlTR7AiohOe2GQbFRWF\nnj17Vnmc9iArKwtOTk6CriQ7d+6Ek5MTkpOTed+TlolnZWXxwgVbt261aqgrKiqY2tvChQvtGtue\nPXvg6ekJb29v0Ym3vLycdZrPyspiRurKlStITEyETCZjK4aSkhLWqisjI4PF0Xfs2AEfHx84OTnh\ngw8+4HGpP/74Y9SpU4cXK64p9O3bF/Hx8QKvury8nJWyz5o1i2fMaNK6ffv2vPzA999/D4VCgbS0\nNN52ymqxlaOibd7Mk5c1Dfqc9+jRw27GV40Z6e+++455vo4Y6S5duqBRo0aC82m1WkEMd9SoUQLh\nJNrJRUrUxp6YT3XQpEkTuxu6lpWVITIyEjExMQ6XOXMchy5dukCn09nU+v36668lmRfmCA0NxZAh\nQxwahzl+/fVXECIt0jR+/Hg4OzsLvmvv3r0RGBjIe/Hy8vJACL8jD0W3bt0QFRVV5XHagzt37iA5\nOVlQmgxUGl61Wo2GDRvyYtS0GXDXrl15oQ9qqBMTEyXlVfv06SP5fcVw8eJFVswhRq3kOA4fffQR\nFAoF4uLi2PtXUlKC7OxsVvhCwyZUM8PHx4etIAoKClhIpl27drx31TwGP3Xq1BrrfLRr1y5oNBqk\npaUJVlFGoxEvvPACS4aaY+XKlZDL5ejcuTPvcxs2bIBcLkePHj144Y3y8nKkp6dDo9FIcsJLS0sR\nHh6O+Pj4GqXMUhgMBri6uqJly5YOJSlrzEgPHDgQgwYNQnZ2Nho1aoRevXrxZkepC12/fl00OZGX\nlyeg1rz66quQyWSCH9PPz0+0sITjOPj6+lbLENkCbW1vT/NZAPj5559BiHVdDTHQ3o3WRJMo6PLO\nFqUtLCzMqja0LVC1PSlDQ2VdLYtaKF/asvVZQkKCaLf1RYsWISkpqcqCWfv378fy5cttSk0WFRWx\n0uTJkyfzXvLt27dDp9MhMjKSx0ygqn/t2rXjeW/bt2+HRqNBXFycaCdvg8GAvn37OmSo7927x8q/\nR40aJRrG27lzJ+NI03yAeb/BqKgoxkfOyclBTEwMWw0ajUZwHIdly5bB1dVV1Gu/e/cua7TQu3fv\nGonhrl69GoQQXjMHCo7jMHToUGRkZAjee0qzHTlyJG/Cp8+/ZSKa9q+MiYmRrLKkq++n0dnJnvZ7\nYngq7A5HPGlHQF8Iy6xwamqq6MsNVHrqUkUXNQEagnCEB92lSxe4urrabdivX78Od3d3pKWl2aX1\nS/sX2jo2PDwc2dnZdo1BCmFhYaJi/sCTcJB5Rx3gSbGNZbyRTsKWRq0qSaurV69i2LBhKCgoYN5Y\nUFAQFi9ebNXYG41GvPjii2jevLnguCNHjsDT0xMBAQG8CsavvvqKqdaZJ/h2794NnU6H+vXrizoi\n5vJIy8cAACAASURBVIb61Vdftet7Go1GzJ49G4QQNGvWTPQZunz5Mho2bMiML30O9u/fD19fX+h0\nOkYdffToEQYPHswmGnrvzRNwa9eu5U34paWlmD9/PrRaLXQ6Hd58881q09doOEKsCW5FRYVkXonq\naJuHHDmOYyEdSzXD3bt3QyaTCcJt5p9t2bIlfH19HWotZw/opCKWW5DCrVu30Lp162drpHfv3i1a\nmrxmzRpB4pD2RLQUAx82bJjVijWZTFbjN5yC4zhERERIshzEcOnSJajVaru8WI7j0KlTJ2i1WtEC\nBzGIhYXEEBERgUGDBtl1Tin06dMHYWFhkvuTkpJEC28SExMFEyvNL0hVSlorLzYHDQ05Ozvj6tWr\n4DgO27ZtQ1paGggh0Ov1VidVjuOY0aHdTyjOnDkDX19f+Pj48DqtbNy4EUqlEo0aNeKFo8x512Je\np8FgYAZl9OjRdn/HTZs2wdnZGQEBAaI5l5KSEmZ8O3fuzIzszZs3WUHL0KFDUVxcDI7jsHz5cmg0\nGuj1el6F37Vr16BSqRAUFCTaT7Rnz56oU6dOtQuRHj9+jOeee06yBRpQ6cV36tSJl2vhOA7Dhg0T\nFG+VlZWhZcuW0Gg0gjwHFd2S0t6hAmZVLfSSwvDhw+Ht7W2305Gbm4uIiAhGB31mPOlp06ZBp9MJ\nju/Ro4dAP5qq21lqGVMhF7ElzJYtW6zGTWsCkydPhpOTk0NCNXPmzGHepLUiFypmZA9ti0JMe1sM\nkZGRAo66o6AUSCk6FWXYWHqlVITJsq9g3bp1RdtvLVmyBH5+fnZ1x6BVnmIMigMHDiAzM9MudoXJ\nZEKbNm3QoUMH3m97/vx5BAYGwsvLi2dUfvnlFzg5OSEuLo7n4R45cgTu7u4ICgoSLVXmOI49D927\nd7dbx/jUqVMICwuDk5OTqOgQx3FYunQpVCoVIiIiGNfcaDSyVUtsbCwv/EE7powdO5b9Zr///jti\nYmKYYbdMiNI4vdFoxPDhw0UbyjoKMUN248YNBAcHIyAggGdHKioqkJmZCYVCwautKCgoQEhICAID\nA3m/h9FoROvWraHT6SRFyvr37w+tVlutlb8lYmNj7XbmTpw4AV9fX9SpUwe//PLLszXSVC/Y8kcZ\nOXIk/P39BecQ87ToSynWQ85W3LQmsGvXLhBC8OOPP9r9meLiYtau3tXVFdOnTxdomFy+fBlubm5o\n1aqVQy2NUlNTkZGRYfO4unXrVrsX5L59+0AIkZTb3Lp1KwghAhF8yuW2FJ966aWXoFQqBYaAijaZ\nv4RiKCkpgY+PD1JSUmzqZQCVS/klS5ZIejc0QdWyZUueh/zPP/8gLCwMbm5uPC3sPXv2wNnZGZGR\nkbxl7V9//cVeOim20UcffQSZTCa4ljUUFhayku4pU6aIfufffvsNAQEB0Gg0vCrUnTt3wsfHB1qt\nlnmVZWVlTDkvOjqaea2lpaVsYo2IiBBNfF+8eBH+/v4gpLLTeVUkGTiOw4QJEyS92FOnTsHV1RWJ\niYm8Fc7Dhw+RmJgIV1dX3kT4119/wdnZGU2bNuWN+ebNm/Dx8UFcXJxoqObKlStwcnJCnz59aoQj\nXlRUxFg2tvDXX3/B1dUVwcHBOHfu3LOvOKQ0LktPa8aMGXBycuLdoIqKCshkMkHX6T///NNqhV1o\naKhdlYFVRXl5Odzc3KpEZzt+/DgGDBgAuVwOjUaDiRMnIi8vD7du3UJkZCS8vLwcimEB9jfirQkj\nXVxcDKVSKZr0ofs1Go2g8tNgMECv1wt+lxMnToiWUJeWlsLT0xP9+/e3Oh6qT21PR2mO41jJcWZm\npmTn9E2bNsHJyQmRkZE8A5CXl4fo6GhBS6wjR47Ay8sLvr6+PDlXunzV6XSSHXE2btzIxP7t/d0N\nBgMmTZoEQqQ7hOfn5zPO88SJE5mBMw9/jBw5knnxu3fvRkBAAFQqFRYuXMichBMnTjAaG8dxgjDH\no0eP8Oqrr0Kn00GpVGLUqFGCkm1r4DgOYWFhVj1OOmFbOl55eXmoU6cOmjVrxpusaDLQkiq7bds2\nEFJZbi4GukIXU9l0FFevXrX7XOPGjYNOp2O28pkb6Y8++kh0uUyNt2UIwc/PT2AMHz58CEKk9aN7\n9eplU7GuuujXrx98fHyq3En40qVLGDFiBJRKJVQqFYKDg6HT6XDkyBGHzmMwGETF9cVQE4lDoFLw\nyVrj327duiEkJETgkYwZMwY6nY43QXMch4SEBNFK0cmTJ0OtVlutVDOZTFiwYIFkZ25L0JCAVquF\np6enZP9BKgKUkJDA+41pSyzKe6bf8ezZswgJCYGLiwtvFZGfn49GjRpBLpdLMggOHDgAT09Pnti/\nPVi2bBmUSiViYmJEvdiKigq8+OKLIKSyRRSdBAwGA6uAi42NZWGRO3fusEmsffv2guTn+vXr4eXl\nhdWrVwt+25s3b2Ls2LGIi4tj92vbtm2SBTHnzp3DlClTULduXRBSqfRnDV26dEF8fLzgfaNMEcvw\nYHZ2NpRKpaB2YMiQIVAoFJJNb9u2bQutVlttKVd7GnEATyYp86K3Z26kaY87S7Uq2nXFvHsDADRq\n1EhQdQgAvr6+kvrOCxYssIuSVh3Qcm1Hjaolrly5grFjx8LPz69KgkN0xramgEcREhIimeV2BHQZ\nLOUx0bi6pf4GlZ+1DHnQbuvmDAqgMmbqSBGIIzh//jwaN25stQjo33//ZbRBc6NUWlqK3r17My+V\nenE3btxAw4YNoVQqeTHjR48eoVOnTlZZHefPn0d4eDi0Wq2AoWANtPDF09NTMjT0ww8/wMPDA25u\nbrwOM9u3b4e/vz/UajXzniklT6fTCUrEz549i+bNm4OQymayYvF2ei+MRiP0ej07dtWqVVi7di0r\nkPn111+hVquRmZmJjz/+2KYY2c2bN0VZOhzHITMzkyWNKe7evQt/f38kJCTw8hr37t1DYGAgoqOj\nRXMBt27dgq+vL2JjY6vVHMFgMIjyvS1BJTHMV5LP3EiXlJSgsLBQMCOWlZWJJom6deuGhIQEwfa0\ntDSkpqaKXpuqrNUUAV8M9+7ds7rs/2+BGj57vmtgYKDNxgX2gArUSE0qt2/fhlwuF8h1Go1G+Pn5\noVevXrztt27dgkKhEC0F//jjj22GAW7fvm1Xqb4lDAYDLwwhNelwHIeJEyfizTffZAbLZDIxL7V3\n794szvngwQMWM37rrbfY8RUVFRg+fDgIEddFBioTXy1btgQhlSXN9q7ScnNz0aBBA8hkMsyfP1/0\nc1euXGEiTuPHj2fjLSwsZKXrbdu2Zd5zbm4uKz/v2LEje4+NRiM+/fRTeHp6QqlU4r333pMc15Ur\nVzBv3jzmLRNCMH/+fHY/qsLAKisrE1A2r169CmdnZ3Ts2JE3AdIaBct4N31+J0+eLHqNnTt3QiaT\nVftd0el0NkXWKMfbfIJ55kbaUYwdO1ZU9W7EiBGStLOn3U6Lok2bNk+Vk20PqK6EPUkbPz8/jBo1\nqtrXLC4utqqIB1ROog0bNhRsnzBhAjQajeAF7dKlCwIDA6tU+TVjxgyo1epqVY0dOnQI3t7eorxd\no9GIQYMGMRaE+XXoKiA9PZ0xV8rKyjBw4EABzc5cF7lt27aiImHl5eWMQ5yVlWV3n8GSkhI2RvNK\nQ8tzT506FYQQJCUlMYonpeTpdDp4eXkxjWpaIq7T6eDm5sZrEnD79m2MGDGCrYpoYYwYOI7DsWPH\ncOzYsSqHB+l5kpOT0alTJ8E+qo+xZs0a3vahQ4eKhjeomJVUSTjlY9uS/7UGX19fjB492uox7du3\nR0xMDG/bMzfS//77L2bPni2QiywsLMT48eMF1Wo0mG+5NKExbKllUmRk5FPXf/jwww9BiLDzyH8T\nc+fOhVwut4uqptfrqyWwZI6WLVsiJSVFcv+iRYtACBFwvQ8ePAhCiIBCRtXLxIzkrl27rLJ1aKjM\nMlziCPLy8pCUlASZTIa5c+cK+MsmkwmzZs0CIZVCS+YGdt26dVCpVLzYsMlkYnHfDh068I5ftWoV\nVCoVoqKiRMfMcRw+/vhjKBQKREVFORRvX7JkCYtTS1UHbt68GZ6engIN6wsXLiAlJQWEVHYKp+GF\ny5cvM6+6c+fOogU1CxYsQMeOHe3m9lcVlAJqqQppNBrRrFkz+Pj48Ngb9+/fR2BgIBo1asSbREpK\nShAVFSXJXDEYDEhPT4eLi4tVfWpriI6ORteuXSX3cxwHJycngTLlMzfSf/zxBwghgmx3QUGBaAKA\nlkdb6lJQUSGptu79+vVDSEhIdb6CTeTl5YlW2P030b17d4HYvhTc3Nwkl3iOgupHS1VR0ntjyczh\nOA5RUVFo3rw5b3t5eTn8/f1FOdMzZ86EXC6XXC3Qa9lDd7KG4uJiViiRmpoqyI8AlVVkSqUSycnJ\nPK9w79698PLygpeXF69R8ooVK5hBNp/M9+/fD71eD1dXV0EdgPkx/v7+0Gg0DrW62rt3L9zd3REQ\nECApcXv16lUWkx8zZgxzgioqKphEaL169ZjTZDKZsGTJEpZwXbFiBe/7f/rpp3B1dYVKpcLYsWMl\nmTPVxfHjxyXprzTM+fXXX/O200ncUuiMskbEOOfAk0Yf7777bpXGSleN1lZDvr6+AmLEMzfSNFC+\nfv163naj0Sj6UtMO4ZbLEtpeS2o5QmfcgoKC6nwNm0hPT0dMTMxT6xVnC6GhoTZpahRqtdpqiMIR\n2FMe36FDB4SGhgqWuB988IGoN0QNv2Vm/caNG1Cr1Va702RkZCAqKqpGfofVq1fDxcVFUMZOcfDg\nQVEjcenSJcTExECpVPLuy4EDB+Dt7Q0PDw+eoaDtogghmDdvnmgoID8/H+3atQMhBIMHD7ab3nbm\nzBkEBgbC1dVVMndQXl6OGTNmgBCC+Ph4Xs/B3bt3IzQ0FHK5HLNmzWIUvvPnz7NKztTUVF5xyI0b\nNzB27FgolUpoNJqnoodBayfEnjuO41C/fn0B86isrOz/kPfdYVFd3ddnOjP03kGaWFEUC3ZsWNCg\nqFiwo8ZYXysWbFiiRo3GnlhjSYw9akwzxtceW4wdRUQFFZWOwMzc9f3Bc8/LcO+dGWBA8vvW8/iH\nc+/M3GHm7rPP3muvBVdXV45CI8MwCAoKQq1atQRLZe3bt4eHh0eZBdKA/8UufVz/0NBQjq76Rw/S\n7B+Zj41gb2+PsWPH6jzGWkOVHuksLCyERCIR5DyyQxd822dTgtUXKYtbsanAOoAbU3vXarUgxDjv\nPWPAMAx8fHzQvXt3wXNYBkzJzBIo7hkolUqMGTNG5/G3b99CqVTy8s9HjhwJMzMzQToemy0ZWxow\nhOTkZHrj3r9/X/Am3bp1K1auXEkXh8zMTMrkmDBhAi2bPH36FPXr14dEItEZpsnPz6eqdb179+Zt\npmk0GixYsABisRgBAQEGJWlZPH/+nOpJL1myRLAefPr0aTrksmXLFnptWVlZiI2NBSEEdevWpePW\nWq0W27Ztg52dHWQyGWbPnq1TjkxKSsKwYcPoJGJ6errJmFaFhYV0UeMDW4IsyVcH/icbXHpknB2M\nK804YsFm20JUTX1g70+hxR4oFqorLbPw0YM0e+F8/MFatWqhT58+Oo/l5+frdIVLwt/fn3M+i+zs\nbJNsgQ3hzZs3kEgkJstQy4I///wThHDdUPjw4cMHkzdTDY3H5+XlwdLSEsOGDeMcGz58OMzNzTlb\nwTFjxkChUHB2QOwOrPROi0VWVpZOJmgqZGZmwtHREW3atOFcE8MwtEE4fPhwmm1qNBraoOvYsSMN\nUNnZ2dQBfOTIkfR8hmGwevVq6q4i1OP4448/4ObmBrlcrndqsiRyc3PpNfbo0YO3WQkUM2zYjL1v\n37465506dQqurq6QSqWYP38+XbDevHmDoUOHghACX19fwYx9zJgxsLa2xty5c00ydr1z506OoiKL\njIwMqFQqjq9mZmYmrKysOCL/Go0GNWvWRIMGDXj/nlqtFn5+fpzynLGoUaOG3p3u3LlzIRaLdZKA\njx6ki4qKBINu27Zt8cknn3Aed3Bw4O2SRkRE8NLzWNSuXbvCzijGoEuXLvD29q7ykgfb0Tam/qdv\ncSwv2O3c4cOHBc8ZOXIkLCwsOI3fq1evghCuByAbjPmMFUaPHm2UZ6CpsWfPHpiZmcHT05PTA9Fq\ntZSx0apVKx162Pbt2yGTyRAQEEA5xVqtljIHmjdvrjMw8ttvv8He3h5WVlaUYVEa6enpiIiIoCwO\nY8p5JRuKfn5+gg1WrVaLzz//HFKpFN7e3tRqCyjmHbPskeDgYB0O/JkzZ1CzZk0a4EsPsPz999+I\njIyESCSCRCJBZGRkuYX2i4qKDGqdjBo1CkqlkpO9z5w5E2KxmNPcZBlSQlIHrOlAeWiekZGRCAwM\nFDzOzo2UvKaPHqSB4uyYL6AJBTkh2s3UqVOhUCgE60lDhgyBs7NzpQfPPXv2gBDCsWOqbPTp0weu\nrq5GfT5WLlRIca48KCoqgp2dnV5lPVbnhG872aRJEwQEBHC+v4iICNja2pbZbT0vLw/9+/c36ULE\n4vr16/Dy8oJUKtUpb7D47rvvoFQq4e7urrM7OH/+PJycnGBhYaEzSHLw4EGYm5vD0dFRh+P+7Nkz\nymceO3Ysb0BiGAZffvkl5HI57O3tsWfPHqN+A+fPn4ezszOcnZ31MmEuXboEPz8/iMViLFq0SOf7\nOXToEJydnSGVSjFv3jzKKiooKMDChQuhVCqhUCgwZ84cTv08KSkJcXFxcHR0pKUuhmGM0i3RarXY\nt28f/Pz8DJbsWHOKkhorQLEEMCGEw+0uKiqCi4uLoJVWdnY2zM3NyzWty5ZZSruls2BlETZu3Egf\nqxZBuqzo1asXLx+ZnWwTov2wI+h8XXpT4sOHD7C3t690yl9JZGdnQ6lUYty4cUadL2T2W1GMHj0a\n5ubmgiUPjUYDV1dX9OzZk3OMpd2V1mBhtVn4RHe0Wi127NjB+7tiGAYRERFQKpVl1j8xBu/evUPv\n3r0RFRXFGxRv3bqFtWvXch5/8eIFndSbOnUqrVPfu3cPderUoQwhtmasr6FXEiUnACMiIoxy+r53\n7x6cnZ3h4uKi1x4rOzubZs5hYWE6u7V3797ROnpQUJBO/TclJYU+z8XFBdu3b+cdXGNpbRcvXqQO\n36NHj8batWvx22+/0QDPMAxOnTpF1fqCgoIMTuaynp/nz5/nHPPx8eEtkY4aNQpWVlaCVNYpU6ZA\nLBaXmW6bkpKi13KPYRgEBwejfv369DdVLYL0okWLeBuHx48fR2RkJIejOnnyZJibm3NujEuXLoEQ\nrpQpC1bqVEiIyZSYMWMGJBKJSaUO9YFtyhkyn2XB/i2EhH7KC7ZBW5qtUxJTp06FVCrlWEtpNBr4\n+vqiadOmnO9WSDoyOTmZqpXx4fnz57C0tET79u0rZQdVUns6MTGRo/bH4s8//8TAgQNpI7CkG3ib\nNm0odTE3N5cGvPDwcJ2/kVBDryQ0Gg3WrFlTJqfvu3fvwsnJCa6urnrr+AzDYPv27VCpVHB0dOT0\nPo4fPw5XV1dIJBLMnTtXR6Xu0qVLaNasGQghaNSoESerZfH06VNMmTIFrVu3hp2dHZ1MZOUWdu3a\nRWvee/fuNWoYhs2k+coT/fv3h4eHB+fxY8eO6R1uefXqFVQqVbmy6Y4dO8LHx0fw2rds2QJC/udo\nVC2CdL169RAZGcl5nPWQKy3hyVK2St/kmZmZerunBQUFBifjTIUnT57wUggrCz169ICHh4fRE1xs\n2UHoZikvtFot3N3d9db+Wb5pyS0di40bN4IQrv43Kx3JZ4XGDjgJLTisI4Yp1Mz0ISYmhn7npUs2\nGzduhFgsRq1atXQ0Lvbs2QOlUglnZ2fKemH1MuRyOTw8PHQywLS0NCpxGxUVJThYkZiYSFXvwsPD\nDdpc3blzB87OzrCwsMCxY8f0nnvv3j3Ur18fhBQLIZXWwhgyZAjN+ktO9jEMg71798LDw4PW0IXm\nGtjz09LS8Ntvv9FBmt27d2Pjxo1GDWuxYBkZfCbHbH259N8nNzcXCoUCkydPFnzd6dOnQywWl3lo\nii2HCmnc5+TkwNLSki4A1SJIh4aGomPHjpzHWY+80nQ2dnCF74/u5uamVzQoJCSEw0OsLHTr1g0u\nLi7l4lSWBe/fv4dMJjOoC1ASxjqKlwdTp06FTCYTrCEzDIN69erxdsjz8/Ph6OjIK1XJDlWU/t4L\nCwtRt25deHl58fKGtVot2rZtC19fX6OdT8qD3NxcGqA6dOjA0ZT4448/4OTkBHNzcx0K1z///IOa\nNWtCLBZj2bJldKG9du0afH19IZFIdB7XarVYsWIFpFIpPDw8cObMGd7rYce4zc3NYWlpKZh9s3j+\n/DkaN24MkUiko0vCh/z8fIwdOxaEEDRp0oSTgZ84cQJubm4QiUQYNWqUTkMzLy8PCQkJsLW1pYyX\nM2fOVFqviP2t89Fi2VIaX9mvR48eeqUJ3rx5A3Nz8zLL/bIsp+HDhwueM27cOCgUCqSnp1ePIN25\nc2deaUp2ZLj0FlKffnSHDh30jid/9tlnsLS0rBQ34NJgXWHKomJWHrDbI33WQ6XBTm5Wxtguy/LQ\nRwVkx/j5anqsuW/pBSQzMxMODg5o1aoVZ8dw4cIFEEI4I7UskpOTeQ1hTQ2GYbBt2zaYmZnBxcWF\nM4jz4sULtGjRgtNYzs7Opn6H3bp1o/zvzMxM+ninTp10asHXrl1DzZo1IRKJMHnyZEHvxqSkJCry\n1LJlS5w6dUpwx8XaWBFinBvQwYMHYW9vD5lMhtWrV+sE2oyMDPznP/+BVCqFlZUVNm/erPO+2dnZ\nWLFiBZydnem1lebQVxRarZbSH/lcWNRqNZRKJe/kLdsj0efqFBcXB5FIxFHxNISRI0fC3NxccIfD\nDofFx8dXjyDdp08f3kZgYmIiCOGOdbKCSXySlRMnToS5ubngj5ANTkK8SlOC5VzWrl270rJpjUaD\nwMBABAcHlykTYYWAhHiyFUFubi6tSwohNTUVUqmU9+bIyMiAnZ0dOnTowPlMLEWJr1SSkJDAGfUt\nDY1GUyXf/d9//43evXvzsjGKioqwdetWncYg8D+NDrlcDldXV5ohs+UPpVIJe3t7HYpjbm4uzWj9\n/f0Fy1esaJKXlxcIIfD29kZ8fDxnkU5MTISXlxesra050rJCePPmDQ3sERERHHbG/fv36SLRpk0b\nToPyw4cPWL9+Pdzc3EAIQfv27XH8+HFB81ljcfv2bTRv3pyWfPjuwYKCAsEhuKSkJBBCsH37dsH3\nYBNGIYqkEBITE2FpaYkmTZoIfs6BAwdCKpXi5MmTHz9Ix8bG8nIHc3Jy4O7uzmsYaWNjw8tkYCfN\nhLr5L168gEgkMtmknSGw5rmVxec9dOhQubL1mTNnQiaTVdoWs3HjxgbLSgMGDICVlRVviYLlfJee\nEGUYBh07doSFhYXeOqvQIj1t2jRYWFgIUqAqAzk5OejduzdvJpeSkgJPT09s27aNfhe3bt1CYGAg\nRCIR5syZQ4PLgwcP0LhxYxBCMGLECJ2/25kzZ+Dj4wNCiicbhdg1+fn52L9/P8LDwyEWiymf++uv\nv8bly5fh6uoKBweHMpfBWO41W0cvyalmj2/btg02NjZQKBRYvHgxp66cn5+PNWvW0Mza2toaw4YN\nw08//VSmJCc3N5c27h0cHLB7927B3/ndu3dBCL+cRE5ODgjRr9WRm5srOOdhCGwZpvSkLYv379/D\n09MTAQEBHz9IlwfBwcG8XGmW4aGv+REWFgZ/f/8qGTZhGAZhYWEmcVTme+2mTZvCz8+vzLXW4cOH\nCzqsmwITJkyAubm53utivys+q6vCwkL4+/ujTp06nNdISkqCSqVC165deb/DJUuWIDIykvdYcnIy\nrKys0Lp16yopeQHF2ZajoyPMzMywYcMGnet6+fIlta/q168f3dnk5uZSF/GmTZvSjLewsBCzZs2C\nSCSCn5+fTlMxJycHEyZMACEEPj4+Bnn6L168wOeff05NZlmanJA5q7Gf1d/fH2KxGAkJCZy/cVpa\nGi3fBAQEYN++fZwFtbCwECdPnsTQoUNhZWUFQgjs7OwQGxuLn3/+GS9fvhT8XZ06dQo1atQAIcVT\nnIY412ySw9ffYhgGZmZmBl1ivLy8ym3ozPZZhJzL//jjDyrI9a8L0lFRUbxqb1lZWSCkWGBdCN98\n8w0IIWWyJqoIbt68CZFIhClTppj0dc+cOVPugZSIiAg0bNjQpNdTEvv37zfYmGQYBiEhIahVqxZv\nQGUzDT7xHDbT5suAWL2G0j6JLNiSV2WaE5dGWloaunTpAkIIunfvrtNI02g0WLp0KSQSCby8vHRo\nlAcOHICtrS3Mzc11lO/+/PNP1KhRA2KxGHFxcTpb5nPnziEgIACEEMTGxhocAmIYBlevXsXcuXPL\nZR5bGtnZ2XT0vG3btrzshxMnTlCGSN26dXHo0CHe30BBQQGOHTuGQYMGwcLCgi4mYrEYLi4uCA4O\nRvfu3REbG0tH7GvVqmU0a4kV8RISqvLw8DDoXhQeHo7g4GCj3q801Go1wsLCYGZmJlhe2r59+8cP\n0j/++CP69+/PuzrOmDGDV/OYNarl29Z6e3vr7bhmZGRALpdzzFErEyNHjoRMJuNIrFYEnTt3hrOz\nM6/bsSE0a9aMVwbUVGBtvAyVeXbv3g1CuLKRQHHwaN26NZycnDhCQxqNBqGhobCzs+M0BLVaLcLD\nw6FUKnktnVgDWrlcXqZma0XBlgQUCgUv5fTy5cvw9fXF4MGDdR5//vw5wsLCQEix6BJLPc3OzqaC\nR0FBQTrshfz8fEoRc3NzM0ir03fNkyZNEvyO9D1vx44dsLa2pqJLpWuvWq0W3333HQIDA0FI8Xi5\nPoW4/Px8nDp1Chs3bkR8fDxGjhyJbt26oWHDhnB2doaVlRUSEhLKVMuOjo6Gp6en4PHg4GC9bqF9\n0wAAIABJREFUprhA8dyGUqkst4HB69ev4e7uDl9fX94yVbVoHLKC8HwrflRUFMepAPif2hzf63Xv\n3h1169bVez29e/eGi4tLlW1509LSYGlpabJtNptF61PU0gcvLy+TmNAKgWEYuLm5GdwGFhQUwNnZ\nmSMbyYLV9ODjq967dw8KhQJdunTh3CCpqalwcHBAYGAgb5np7du3aN68+UdRK/znn38oG+Dt27c6\nWVxWVhYdI79//z4tc7C0O5lMBhcXFx1diRMnTtDR7Pj4eJ0gdfXqVdSrV4/yksvKQnj16hXNXsvj\nh/nq1StKSyxpflsSarUau3btgq+vL71OvsXVlFCr1YiLiwMhRK87UVBQEDp37qz3tdhdnT6DZENg\nh8D4EsdqEaTZYQM+YaBx48bB1taW8zjrS8ZHj5k1axakUqneFZWVJDT1MIc+sFljeZoMJaFWq1G/\nfn3UqFHDoLiM0PMNsS9MgaioKPj6+ho8j12kSzebWIwdOxZisZh38IFdrPmkKv/880+oVCpBoZzS\nZrIfA5GRkfDz8+OdFA0LC4O5uTk2bNhAF6Fbt27RMsHIkSNpYvP27VsMHjyYlg9KlvIKCwuxfPly\nqFQqKJVKLF68uEzZ5suXL3H//v1y/dZYHD16FDY2NrC2thYU4GKv09zcnLI8Dh06ZHJue2pqKnWW\nGT16tOB3/+bNG6PuV3a4rqJMKbafULqXUC2CNDuBo48zW/oPydJj+KbI2ACsrx6ak5MDMzMzo7Uu\nTAFWylIikVBt3fKAncQsK+2HxdOnT6tkAs9Yo4W8vDw4OTkJZtOZmZlwc3NDnTp1OL8DhmFocOKT\nAzAmu4mLi0OrVq0qFKgZhsH8+fOxePHiMnHPz549Cx8fH4hEIkyaNElnu/v8+XN07twZhBTrZbBZ\ncEFBAeLi4iAWi+Hu7q6zCJ08eRIeHh4QiUSYOHGiTpkoJSUFUVFRlK5njKStKZGUlETdXyZPniw4\nNfj69WssXboUnp6eIITAw8MDCQkJJuG5nzlzBs7OzlCpVAb9Ctm+iiG1uxUrVoAQUiE3caD4PggM\nDISHh4dOwK8WQZqlqfEFVZZSV1ruUK1WC454s+JB+viNQNWXPIDigFOjRg34+PgYbSpaEunp6bCz\ns6uQFgVbKqlslb7z588bZNqwMJRNs/oLfJ32/Px8hISEwNLSUnCbfOjQIcGdw/fffw9Cisesy/tb\nUKvVVIuDEIKQkBCsXLnS4Dg2UJwwsM/18/PT4XGz/GZLS0uYm5vrBIyrV6+ibt26IKTYpYUdEc/K\nysK4ceMgEong4eHBWbx+/vlnKiUaGRlZ5hJIRVBQUEAzxvr16+sVR1Kr1Thy5AjVtZbJZBg4cCD2\n7t2Lp0+flun3r9VqsWTJEjqab4zW+IgRI2BjY2PwN8HKEphiFuLKlSuQSCQ6fYlqEaTPnj0LFxcX\n3u3smTNn0KxZM94su1atWujVqxfnca1WC2tra4POvB+j5AEUT8dJJJIy1YQZhsGePXvg5uYGqVTK\nmWQrC9iBEFN08vUhPz8fUqkUcXFxBs/Ny8uDs7MzwsLCBM8ZM2YMRCIRbyBPSUmBk5MTAgICeLed\n48aN09vIZLes48ePrxA1MyUlBV988QU1cC1ZxzW0bT979ixatGjBSxt79uwZxo4dq2MkABQHvXnz\n5kEqlcLZ2VlnCvfixYu0Ht2nTx8d/8mCggIsW7YMKpUKZmZmWLRoUZWWfI4ePUpr0J06dTI4OPPg\nwQNMnDgR1tbWdCF0dXVFVFQUvvjiC1y8eBEfPnxAbm4uLc9cuXIFv/76Kw4dOoRu3bqBEIIBAwYY\nZTmmVqvh5OQkKNxVEvPnzwchxGSUXlaPnN0pV4sgXV588sknvE1FAOjatSvvFGNJsCUPoVHiysTC\nhQtBCEGvXr3w+++/6+0M37p1Cy1btqQZWnnExkti3rx5EIlEZRKpKS+aNGmCtm3bGnUu24Apqadc\nEjk5OfD19YWPjw9vM/DcuXOQSqUIDw/nfDaNRoOePXtCJBIJWiNNnTrVIH2TD7NmzeKlCSYmJlI2\nz/Xr1+Ht7a3XEKEk1Go1+vXrx9tzyczMRJ06dXTGrG/dukX9Efv06UNFyQoLC7FkyRIoFApYW1tj\nw4YNOplhSkoK+vbtS7P4PXv2VKq+SUkUFBRgzZo1sLOzg0gkwrhx4wzWytVqNW7cuIENGzZg0KBB\nNNAb+ieXy7Fx40ajA+nWrVtBCL/BbWnExcVBKpUa9brGoKioCI0bN4a9vT1evnz57w7S7NQc34+K\n5T8aIrP36tUL7u7u5abPlBdqtRozZ86kIjP+/v5YsWKFTv02KysLkydPppNTpR2Zy4uoqCj4+flV\n+HWMwZgxY2Bra2vUzVFQUABvb280bNhQ8HOyesMdOnTg3V6yHPh+/fpxtql5eXlo2bIlJBKJjuA+\nC61WixEjRpS51h8fHw9C+H06Wdy4cQNBQUEghOCTTz4xqGn+9OlT+Pn5gZBisf+SpbHU1FR06NCB\n8pDZXaZarcbSpUt5A/KjR4/oc4KDgzm7x19//ZU2JH19fbF169YKj2Ubi4yMDEycOJEmIaVLm4aQ\nlpaGw4cPY+HChVixYgU2b96Mffv24cSJEzh37hz+/vtvo4wEgOIdK6sr06ZNG6NKGN26ddPrtlIe\n3L9/HyqVCu3bt8ezZ88+fpBOT09Hjx49eDmS7MAD32gmqy3LJ1Z+7tw5wWZSSbCMi4pmp+VFfn4+\nvv32W7Rq1YrW3aKjo7F27Vq4urpCJBJhzJgxgpKU5YGfn5+gF6SpwRotGGPpBQD79u0DIQS7du0S\nPIcdRvn00095gz+rSzJixAhOsM/OzkbLli0xY8YMg9dy69YtoxYXjUaDzp07QyaTUQ1gPhQVFWH5\n8uVQKpWwsLDg1R8pidzcXEyePJnWlks2CEuPWS9dupQG5AcPHlCtjJCQEMoFZxgG+/fvpw25Pn36\n6IzHa7VaHDt2jDb3PDw8sHbtWkHhJlPjyJEjsLKygp2dHb755psqZ9yo1Wp8+umnIISgf//+Rr1/\nUVERLCwseGc5KgrWxCQuLu7jB+m3b9+CEGHVLTc3N4wYMYLzOMuhPXLkCOfYhw8fIJfLMX36dL3X\n9f79e0il0o9iHFsad+/exeTJk2l23bhxY716u+UBO5G5ePFik76uENgmpbGDEFqtFk2aNIG7u7ve\n4MCO03711Ve8x9nsdtKkSZxA++HDB/qYUEf+xo0bkEgkvM/nw/v37+Hn5wdnZ2eDN1NSUhLCw8MF\nHa5L4/Lly6hbty5q167N2TWmpaWhb9++HDEqhmGwb98+uLi40FICW6vPy8vDwoULoVKpoFAoMGvW\nLB0WCMMw+Pnnn6ketZOTEz7//HNe53JTIzExkS4Sjo6OiI+P16mlVxZycnLQvXt3EEIwc+ZMo3es\nrLSBUAmtImAYBgMGDIBcLv/4QbqgoACEECxdupT3uU2aNEF4eDjn8ezsbL01xJYtW6J58+YGr61T\np05VpuVhDPLz83H16tVKYZ2w8q+lhYsqCyzXdPXq1UY/h3U917eQsDVmsVjM64ZSclIuLi6O97t9\n/Pgx3NzcsGPHDt7nT548mXJpjblp79y5AwsLC151Rr7XZ7/fI0eO4LPPPuOYWJREYWEhZWFkZ2fj\nwIEDOp+JXdBSUlIwc+ZMuvhkZmZiwoQJEIvFcHZ21vE/fP78uUFrq3PnziE8PByEENjb2+Pzzz83\nqvFWETAMg99//532EGQyGWJiYnj1NUyB1NRUNGrUCGKxuMwSC0uXLq3wIIs+ZGVloX79+h8/SAOA\nTCbDrFmzeI998skngi7gHh4egiyJuLg4yGQyg9s1diCiIoyJfwvKWn4wBRwdHTFy5MgyPScyMhIW\nFhZ6ubHZ2dkICgqCtbU1ryiQVqul29c5c+ZwAnVeXh51OeG7ORmGwezZsynFzZiGWlnrqUBx/0Qi\nkcDGxgZr1qwxWAdl+efdunXjvB87GObt7a1Dfbx27RrNUNu2bYu///6bHitpbRUcHMxLzbxy5Qq6\ndu2qE6yrKrOeNGkS1e1o2bIlVqxYgatXr1Y4qSosLMTPP/8MLy8vmJubCw496UPHjh1Rr169Cl2H\nIaSkpFSPIG1rayvIsvjss89gZ2fHe6xz585o1KgR77ETJ06AECLoXMEiNTWVmn/+X8fgwYPh5ORU\npbuG1q1bo02bNmV6zsOHDyGVSg26XiQnJ8PZ2Rmurq6CgXr06NEghGDcuHGc3cmHDx/oNnf+/Pm8\nfxd2oKospr1///03ZsyYYfS2+c6dO3RwpWHDhjpmrqXB+hiam5vD3NwcX375pc7nOnfuHOVPf/LJ\nJ5SrrdFosHnzZtjb20MsFmPs2LE0e9dqtdi7dy+8vb1BSLFbCl+p7fLly1QoytraGjNmzDDK8Lai\nyMzMxJo1a3QU+7y9vTF9+nT89ddfRv+ek5OTsXnzZkRGRsLS0pLuIsqTpd+9exdyuVyvxZYpYFJ2\nh0ajQVxcHKKjo9G/f38dbrOhN2rdurXgsMGuXbvQp08f3u3/lClToFQqeY9lZGTodeYtidDQ0HIr\nWf1boNVq4eTkVG5ZxfKiS5cuaNq0aZmfx9IUS1pN8eHu3btwcXGBo6MjrxaHVqulNexPPvmEs7Mq\nLCzEsGHDQAjhdfcGit1m2EBgTOBlBxwGDhxo9JADwzA4fPgwXF1dOUYXfHj27BnNbkubJxQVFWHF\nihVQqVQYO3aszrF3795hwoQJNHtfu3YtvcYPHz5g9erVcHBwACFEUAf7ypUr6Nu3L8RiMSQSCXr1\n6oWffvqpSgbDXr16hV27dqFbt26QSqWUPjhlyhQsWrQICQkJSEhIwOLFi7FkyRIsXboUkyZNQq1a\ntXQC/JgxY3DkyJFylW8KCwvRqFEjODg4cDxYTQ2TBulff/2VDi5cvnxZp+NZGRQ84H+DGUKjuMHB\nwXoHJFiwW8iqFIOvavz1118ghF/eszLRo0ePci2AarUaTZs2hZ2dncHyzMOHD+Hh4QFbW1tBZbv1\n69dDJBKhWbNmnBoiO9lnaLT3wYMHqFu3rlGZ17Jly0BIsTRpWXQvsrOz6YKwbds2fP/994KZIjvk\nxA4mvXv3Tocj/vTpU8oMunXrlg775M6dO3Sar06dOjrN3aysLCxYsACWlpYQi8UYOnQo772RlJSE\nadOm0aDu7e2NRYsWVUl2DRR/3m+++QadOnWCRCIR5EkrFAqEh4djzZo1uH//foV3knPnzgUhxGje\ne0Vgcp40W7c7fPiwDs3JFEGa7w+rj+EBFMsImpmZGeR8Pn78uMwNrn8bFi1aBJFIVGlNDiH07t3b\noCqhEB4+fAilUiko8F8SSUlJ8PHxgZWVlSAV7siRIzAzM4O/v7/gwp6dnY0+ffrwysreuXMHXl5e\nUKlUgr+5kti0aRNEIhHatGlTZhkAVqqVpdL9/vvvBp/Ts2dP1K1bl1cbhtVbHj58OGVMMAyjM/3X\nrVs3nd5Meno6pk6dCoVCAalUik8//ZT3Hi4sLMSBAwdo0BeLxejZsydOnjxZZTMIWq0WarUaarUa\nRUVFKCwsREFBAQoKCkw6oMNKVQwbNsxkr6kPlTLMMmPGDAQHB+soexl6o7i4OEH33JSUFDg4OPC6\nFxiyrzly5AgIIbwqY6VRv359tG7d2uB5/1aEhoaiSZMmVf6+0dHRqFmzZrmfv379er10u5J4/vw5\nAgICYG5uLmhqevHiRdjb28PBwYE3mN26dQv29vaws7PjlQxIS0tD06ZNIRKJ8MUXXxhcPPbv34+e\nPXuWi/er0Wiwa9cu6k3YuXNnvboTJ06coDzoIUOG6NDXcnJyMH36dMhkMlhYWGDp0qX0mgoKCrB8\n+XJYW1tDLBZjxIgROtnwixcv8Nlnn0Emk0GhUGDy5MmCTd3Hjx8jLi6O2mD5+vpi1apVJncm+hjY\nvn07RCIRunTpUmU87kqbOHzz5g3atWtH63+G3qhv3768TitAcZ1MXyD29fVFv379eI+xHGxjeMHz\n58+HSCSqFAftj413795BLBZj3rx5Vf7egwcPho+PT7mfzzAMunfvDqlUapSbdGpqKurUqQMzMzP8\n+OOPvOc8evQI/v7+UCgU2LNnD+f448ePERgYCJlMxqsWmJeXhz59+hgcvCn5GYDi+6A8u8kPHz5g\n1apVsLe31zswAxQH41mzZkEul8PCwoJDUUxMTBR0BH/79i2mTJkCuVwOpVKJ2bNn6+wAnj59ihEj\nRkAikUClUmHGjBmC1MGioiJ8//33dDegVCoxYsQInD17tsonfCsKrVaLtWvXQiQSoVOnTlU6aGPS\nIH3kyBFKZcrJyUFYWBj9MIbeaOTIkXB1dRV8bUdHR0HBpJ49ewoGeKBYuLtjx46GLh9paWlQqVQY\nNGiQwXP/bWCpWfpYA5WFVq1alatxWBIZGRmoXbs2LCwsjLI9e/PmDRo3bgyRSISEhATeoJCenk4D\nSEnxIhbv37+n2/dly5Zxns/euGy92Zg6Z9euXWFnZ2dUqYQPJZue8+bNw759+wTfNzExUUcdr3QD\n8+zZs/Qznz17Vmdy9+nTp9QCy8nJCZs2bdJ5/qNHjzBo0CCIRCKYm5tj4sSJetX0bt26hdjYWEql\n8/T0xPTp03Ht2rVqM58ghCdPnlAfyoiIiArpapcVeXl5WLJkiemCdF5eHiZOnIiBAweiX79+OkI5\nhoL0lClToFKpBF87JCSEd6AFKP6xisViwT+esXVpoFgPRCQS/Z/jTDdv3hz16tWr8hsiOzsbUqlU\nkANfFrx48QK+vr6wsbExylElNzeXBppu3brxjtYXFRVh2rRptO5bOtBoNBokJCQYlPPMyspCSEiI\nQd2Phw8fUsfvTz/9tNw3fGFhIeU2d+rUyeDuT61Wo0mTJpgyZQqHzcAwDOrWrQuZTIbJkyfrZMZX\nr16lC5mvry927dqlw+C4e/cuhgwZAqlUCrFYjOjoaL1N1by8POzfv5/ujFhmxqxZs4wew68qaLVa\nrFu3DiqVClZWVjoek1Xx3t9++y08PDwglUqrB0+apVsJ0ZWioqIERUxYx1+hEepjx46BEH4Xl9J4\n9+4drKyseCVQ/6148OABCCFGTcKZGixX3VTa1U+fPoWHhwccHR15DU5Lg2EYbNy4EXK5HN7e3oLM\nD1Y3wtbWVrBEotVqMWjQIHz33XecYy9fvqRBc9KkSXoVBgsLC+nCUKdOHV5LKWOg0Wjw1VdfwdLS\nEgqFAgsXLhRMRHJzcylf3NXVFd98841OsH316hVGjhwJsVgMKysrLFmyhDJdGIbBjz/+iODgYBBC\nEBgYiP379+vsTp4/f47p06dTd++wsDCcPHlSb1DjY2YEBgYiPj7eKB3uysSVK1fQokULEELQpUsX\ng4JYpsSFCxfQtGlTKg1x+PDh6hGk9+zZg9DQUMEppp07dwpmYywzQ0iFLCMjo0z1WHbBqEqT0srE\nrFmzIBaLK53PyQd2F2PKGt7Dhw/h7OwMNzc3owPc1atX4eXlpVey8vHjx2jYsCEdJS/NCMjIyEBo\naCgdjCkdEAsLC+koedOmTQ1OH/78889o1apVucwfSuLly5eIjo6GUqk0SCG9cOECmjdvDkKKRfdL\nX+OdO3coC6Q0vUyr1eLQoUN0UKZ+/fo4fPiwzt8yMzMTK1euhLu7OwgptvLatWuXQa74mzdvsHnz\nZoSFhUEkEkEul+M///mP3lH5ykBKSgodlXdycsKOHTuqLHtOTk5GdHQ0CCFwc3PDrl27oNVq/91S\npSy0Wi0sLS31WmE1adIErVq1Mur1srKyYG9vL1he+TdBo9HAw8MDXbt2/SjvX69ePaP6AWXF7du3\nYWdnhxo1ahj9m3r79i0d/hg0aBAvJzo/P586cLdt25Yj7lNUVIQpU6bQ8ghfUDx48CCsrKwQERFh\n8JrYAPDhwwesWLGiQu4ebMBlGAZLly4VXCQYhsGBAwfQtWtX+n6lk6OSteKtW7fqBGONRoN9+/ZR\nd5dGjRrhyJEjOpl1YWEhdu/eTU0HPD098eWXXxplMZWcnIzhw4fTrD4hIaHS9UJycnIQHx8PpVLJ\nKzpVmSgsLMSiRYugUCigVCoxb948jo3avyZI5+fnC2ZkLVu2RMuWLQWfO3PmTEilUqO/bHa4xVAn\nvbrjp59+AiGEd4te2bh79y4IKb+juSH89ddfsLS0hL+/Py+nmQ9arRYJCQkQiUSoWbMmLl26xHve\nrl27oFKp4ODgwDuwcPjwYVhbW6NOnTq8TcnExET6W09PTzf4u2NdgoKCgirsFPTo0SOYmZlBqVRi\n06ZNBjPBnJwcuLu74z//+Q9vvZot4zRv3hznz5+nx9RqNXbu3El1rxs0aMDJrBmGwcmTJ2ld29bW\nFnPmzDHKr/Du3buUhWJra4vp06dXmtVXREQECCGIjo6uUjuxwsJCqh8THR3NW1apNkH6xo0bqFev\nnqBBK3vDCwWbCRMmwNzcXHAs9ddffwUhxGgRldzcXNjb26Nnz55GnV9d0aFDB7i5uVWJC0tJMAyD\njh07wsbGplKHZy5evAhbW1uoVCps2LDB6K3pmTNn4O3tDbFYjBkzZvAu/nfv3qVuJ0OGDOHYcj15\n8oQGraKiIsHP2bNnT/j4+BjsiRw+fJhynAcMGFChqb1nz57Rm79Hjx56v4Ps7GyMHTuW1qt37Nih\ns/Co1Wp88803cHNzAyHFbkIlrdfUajV2794Nf39/qj1y9OhRzndx4cIFREZGQiQSQaFQYNSoUUYt\nrpcvX0bfvn0hkUggFovxn//8x6QMi/T0dPo7qEqUNFHWZwpdbYL0zZs3QQjR8WgriZycHBAiLGfK\nCsELGZF++PABZmZmmDhxotHXzHqXCb1mdcf169dBCOE1TKhsHDx4EIQIewqaEi9evKBymp06dTJ6\nt5aVlUWbabVr1+ZtPBcVFWHevHmQSCTw8PAQtPaaP38+HBwceH+/586dowFs4sSJelUZ8/LyEB8f\nD4VCUeESlVarxZo1ayCXyxEUFGSQm1xSDa9x48ac4ZPc3FwsXrwYVlZWvP0atVqNXbt20c8aHBzM\nG6wfPnyI0aNHQ6FQQCQSoU+fPkbppqekpGDMmDEghKBWrVpGUTGNASuuX9X01FmzZumd/2BRbYJ0\ncnIyCCHYtm2b4Gs4OTkhNjaW99g///wDQoheYZrw8HBBT0Q+pKenQ6lUCk5CVncMHDgQFhYWvMas\nlYm8vDx4enoiKCioyvzyGIbBpk2boFKpYG1tjd27dxudVf/888/w8PCARCLB7NmzeRkSV69epQI9\n48aN49RW79y5Q7PumJgY3gDHumT7+/sbdKt+8uQJFSh7/fq1jrRoWXH79m2qBKnRaPRmoVqtFnv2\n7MHQoUMFjRFK1monTpyIhIQEncf4yiA//PADZ5FIS0vDrFmzqLlsWFgYTp8+bfB7++WXX+j3NXfu\n3ArvErt3744aNWpUKf1v48aNIKRYq9zQ+1abIM06huijiTVv3hzt27fnPaZWq6FUKjlqYCWxatUq\nEELKRKcZP348ZDJZlQnGmArJycmQSCSYMmVKlb/39OnTQQjhdfWubDx+/Jia9vbu3dvoUktmZiZG\njBgBQgjq1avHy/XNz8+n7A1/f3+d+ixQnHUvWLAAUqkUbm5uvOWNM2fOIDQ0tEx2aLGxsZDJZFi4\ncGGFGotAsXa1l5cXdu/ebdTUX3JyMmxtbTF79mxkZmbqHNNoNIiKigIhBHZ2dli6dCknWO/atYs2\nGOvUqYO9e/dySpJZWVlYuXIlLac0bNiQU9sujYyMDKpc2KBBg3IvYllZWZDL5VV6nxw9ehRisRgR\nERFGJTHVJkhrtVqIxWLMmTNH8DUGDhyIGjVqCB5v0aKFXgYHm23ry9ZLIykpCRKJBNOmTTP6OdUB\nkydPhlQqrVJ+J1BcIxaLxYLToVUBjUaD5cuXQy6Xw8nJCd9++63RY8gnT56Em5sbJBIJ5syZw1ur\n/uOPP1CjRg2IRCJMmzaNU764fv06goODBbfPbPBRq9UYNGiQweb027dv6VBOw4YNOYtDWXD27FmE\nhITQ4CbUOGWRmpqKmJgYGoi/+OILzkJx9epVqsltb2+PU6dO6Rxn2SAsdS8gIIAzFAMU64ds27aN\nBvXmzZsbbKIeO3YMzs7OkMlkWLJkSZmlUvfv3w9CSIX+pmXB1atXoVQq0bRpU6OYLkA1CtJAsQOL\nPsflEydOCPogAsVbL5VKJbg6MQwDNzc39O3b1/gLB9C/f39YWlpyMonqihcvXsDMzAxDhgyp0vfN\ny8tDQEAAvLy8Ksz9NQVu375N3UiaNGlidGb//v17DB06lE7DnT59mnNOdnY2rWfXqFGDE5hKZoHT\npk3D3r17OZlhYmIibRTGxMQY3K0dPXoUrq6uFa71a7Va7N+/H97e3lAoFIJ9oJK4du0aFfsPCgri\nXbyuXLmCyMhI+jnev3+v85lZnjXLRa9bty4OHTrE+buUblR27dpV74Rpeno6+vXrB0KKZWHL8ttj\n5RL4vuPKQHR0NBwcHPD69Wujn3Pz5s3qE6Qrir1794IQgps3bwqeM3LkSFhbW5dp2/gxG3DlwahR\noyCTyapcG5v1FDRGUrOqoNVqsWvXLjpc0atXL6Pper/99hvN6vr27csbRM+ePUtr1X379uXoXufn\n59OFon379pwpyZycHMyePRsKhQIqlQqLFi3SK1+Ql5eHL774gr7P9evXBRlRhvD27Vt06dKlTK4k\nx44d03EwEqpvMwyDtm3bIjQ0lCOKpdVqceDAAfp3a9SoEU6dOsUJ1vn5+Vi+fDlsbGwgEokwaNAg\nvb/pzZs3QyKRoF69ekbT6AoKClCzZk34+flVuiYHwzBwdnYukzbQlStXYG1t/e8J0hqNBomJiYKr\n0JMnT0AIv18dC3aEvKxjyh06dICTk1OVT0CVFQ8ePIBEIikTi8UUOHv2LG2qVUfk5eWjjDd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RnCwsLKTTnNzMw0OHDG6nuUZKZUuyC9ZcsWo7QHrl69ajA4xcTEGFWvfffuHRQKRYV4xkVFRQgJ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\n6+LighEjRiA4OFhrr1cfPT09EAqFyMjIQG1tLUJDQyEUCvWOZGmBXrBgg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R3BijQLCwvL\nAIYVaRYWFpYBDCvSLCwsLAMYVqRZWFhYBjCsSLOwsLAMYFiRZmFhYRnA/B/x1ClBex20/QAAAABJ\nRU5ErkJggg==\n", "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": {}, "outputs": [ { "data": { "image/png": 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9+liSBh8zKHfo9hgYvOCHW/10plRaWorVauXgwYMjjqi0tJRUKkVXVxeQAWn9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\n3sgXX3zBmjVr+P3vf09BQQE33ngjN954IzNnzmT79u0sX76cpUuXsmzZMm6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vp7W1lbq6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2IUi9EENBWvIvD5m4Ta6zFlG+oPNa2AcF8r4ROHUErPMs74Zit4UtFHutEnRwyHNDAq6HBw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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": {}, "outputs": [ { "data": { "image/png": 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VwdMWnHF2XNk6BFm+J8oVrjaRQEfN1IL7ZIA1dWoB5ooBwJy7yqIB3+5VN6BE\nHPHHAEsFpey5/PupXDMvX26z3FxrahyrquQq7qGtKsmKvXXPTZNMI4J4qTqybBRF3moLV5uKAaAw\ndzW5VxlgZZDVPcZkGq2nW+RSXItNB18VVKOS6FqzIa2eZZqTlZd4eRalfPX+uyhtZ3DZj9c1EuBl\nu5SLzLUyyeAq5q66Ti3dHAPUaMC0YjAPUhs3S4GrKhs1uVjxtbptlXrN6fj4ODZu3IjOzk6sXr0a\nhw8fznv8pz/9KW6//XYsX74czz//vPN24l1MkDgRC0WyRp2GGte0uVUX+YwEeDG4ukQCTLpowGaO\nAUo0II7WkgFWhG0YyYCnAqwOtOJzddsoN7355ps4e/Ysuru7sXbtWmzevDl47Pz583jiiSfw3HPP\nobu7Gzt27HDOp1MTBVCUtlVbqUqbCzCV+/CSRQJhOrOocDVJB1fb3FUVDQBq9wro4wFXqfJ8FRBF\n0OqgW4y11r61b98+LFmyBACwaNEiHDhwIHissrIS//Ef/4G6ujoMDg5ifHwc1dXVTtspKrBSlKRr\nLaVGKpb5APq81XelgM61Mvnq1ALo0YDOvcr+dpGu0kQHWd37UaAqGgAfcVVU1QH8VYXqJps8f2Rk\nBLW1tcHflZWVGBsbC/6uqqrCG2+8gVtuuQXXXnstZsyY4bR/RrCeP38e69evx8qVK9HV1YUPP/zQ\naUO8dMNaZYqyA6uUYKiTbZE6oIeramJmwF+lABWuPGB1uSvfqWWqdwXk0QCgdq++AEt5nQmwOgjL\n7o/qqsp2ZdeoVVtbi9HR0eDv8fFxVFVV5T3npptuwt69e3Hu3Dns2bPHaTtGsP785z8HAOzatQsP\nPvggvv/97zttSKawgwTSkKkyqRp52mIAilRwZaJMLxgnXAF9NMBEzV2p0YDoXoHCNimbPUslFxjz\nAKU4Wtljsjaats5VX1q8eDH27t0LANi/fz8WLlwYPDYyMoK77roLZ8+exZQpUzBjxgxMmeJ2UW98\n1Y033ojHHnsMwOSXQl1V1UpCI2aSVQZQctY0AVcmX43WpxugOHdx3DqgH/Lqs8aVIl+5K6COBnTu\nVRUPMKkg67MDTCUVcMsJqgCwdOlSVFdXY+XKldi0aRPWr1+PV199Fd3d3aitrcWyZcuwatUqdHV1\noaKiAl/96ledtlNlfspk7rBu3Tr813/9F5588knl83KHBkNPugFMuoMoJ+gV1dvbG6phF2ucIH5u\n/u++vr4rKtKZAAAgAElEQVQAFAMDAwFAcrlcwQlveHh48qTY1AbkelHRNK/gaqSq7XKM9X6C2vnz\nMHL4CBo65mHo4BE0LWgOYNd0RWMAwPaWmQEYO2qmSkdhycSex5xuT/+pANSsfeY+HkDTguaCASy1\n3P+r5lyOidyRyRNFrhdoakN9fT2Gh4eD9tnU1IRcLhccm4GBgeCY9fX1BcdS1j7iOPmb2mXUV1Np\niwEAYMqUKXj00Ufz7uvo6Aj+39nZic7OztDbIYEVALZs2YJvfetbuOOOO/D6669j5kw3V+FbbW1t\nyoYbB/B020hbDNDT02NVW2mC69DQUHCJrIJr1ZzLCzJ1HVxVsoErMAlYHq7AJKz5aABAANiGjsl9\nqp0/L68skP1AKi78W6+YXFoGWBap6ACrU1TtV9cufbjVNAI1bhmjgD179uCHP/whAGDGjBmoqKhw\nzh3CiO/AopZd2biCJAcLJCmbUT+mSgFKGZYpFmi6ojG46mlvmZkXC1DzViZZx1aw/y7RAKDNXnXx\nAGB3yZ9BtbhldKw33XQT1q9fj1WrVmFsbAwPP/wwpk+fHse+xS6bSMD1MiuN+aoo3XHw4VzjigWY\nRPfqEg0AZvdKiQcAFMQvMsmOfxjY+gQq3/ZYOVUG1HwZrefMmTPxgx/8ANu3b0d3dzduvPHGOPYr\nEGVoqw6GLr2sPp5TTDJ9HrHYPIxz9dGhZetcAZCcqw/3KuvcUjlYwM7FuuayUbrUOXPmkKE6e/bs\nUNsqJsV2TS82UpNkxb2u8glXClRLoVPANBGIK1wBP9UCPuBqPQWhqiyLqxwA1PGAL8DayBdUdSuy\nUhRm7axiVGIjr0xnf5l0OWuUS2G7jngRFVeG5asRu8I1rlIsV7ja5K78gALA3r0C+VddYhu2BSy1\nnff09GjjKGpbFIFqC1ebpcNLSZGDlTQnawxyXWUgTfOuRp2rUu6nwBXQ17n6HKHVUTPVu3sF6NFA\nWPcK2APW1JZ9uNSwDhWI1qXW1dUFJy/Vra6uLrLtm1QUcwWU2xpYMoAm2TngFa4OE2VTJm4JC1fA\nPKBANhwW0LtXfmAB4AZYmaKsg/Uxvr8cXSqvogArVabGFnVRdtSlLBSFadA22bJsdnsmLVwBK7jK\nyrGYooQr4Me9Aup4QAdYXrqRXDKFWdUgSqiWE2xTDVZZB5ZLPSuvtA93lcmXW/W9jAigr3OVTdzi\nMp+rba1rFPWugLxji+ReJfGAKn81dXCJ8tmeo1ynyscCjMWkyMAadgnsKBV376uLXGDqwxG4LDuj\nW/guzECC2vnzIp+8hZdt1QDZvQIF8QAgz18BfQdXGLjqrpp8QVVsg75WtS02pcuxEioDTIq6JtBF\nrjGATY2gT7msTkuJBigVA75qXYH4owGde/UZD1Darg3MooQqr2KdqN5FqQArZfpA3RndVb7gmoY5\nAUxuNQrXYBsNMPmqGIgzdw3rXgH3eIDJNP9rkjJBNen9i1uJgtV2wmuq0vQlFusUbNQyM5toQJu7\nWlYMxJG7ivLqXgFyPKDLXtMEV5XSul9RKhGw2iwq6HMElkxhv/RSdqs2cHWNBpjC5q5U92oDWCpc\ngcKOLcDOvQL2gwuYVHAVv/e4euXLMVMVFStYbZbBtlE5ZTe2iqISwOa5YXPXiqZ5pNwVoLlXwC4e\ncIWrakgsEN69MrnANW7x+5LNFZACyTqwVGdvmWycaBSTWwDxxAA6F+LrR2UzAk3lXpko0QCA0NEA\n4M+9UuBKiQYAP+41TB+DrL0U48xUtbW1wUlIdeMXDYxb6QNrzm08frG71ihrCH2Juq4S/1wmm6oB\nar2rSzTgClix1hXI79QConGvTKo1t4CLbT8p18rDmt9WMeS/USk1YNVVBrjmrEl+mbYzB7koDreq\nExWwvHTulSlsNKDr2ALCAVamyNwr1NEAkwtc4x4BVW5QBWICq8+JWGziACC6utY0dFqpZANVfoE7\n1x8AdSlmJpV7DVM1QHWvpkULGWBlkNWBl4crEN69Tr5QHg0AbnDVKY44oKWlJfJtpEWJO1ZdyZXt\nQIFijANcp2QL4zp0IA0DWVNMIAMsk8y9+ujYomSvqlVhechS3CwFrkDhfAOAfDpCynIwomRwZUrS\ntZabEgdrKSrJ2lWTW42jUw/Qu9i0ulfXZbd5ucDVNhoA5JkrkwhXaiTg07WW4+U/r+QmuraoZQXo\nOavMtZbal6xyGzqourrQsMdO5WJ18UBUw2HjAqwJrqaaV5eFDAF9NJamSKAclE7HaqgMsM1ZqbKZ\nnd2H4qoESMuJReZgVZ1btmVZquGwMveqigd8AlYHV0CfuwJuq8QC+ryVKc5IgG0/LTHd+Pg4Nm7c\niM7OTqxevRqHDx/Oe/y///u/cfvtt6OzsxM/+clPnLfjHaxiA7IRZc4AV8UFF5sZ2n1K5VZ9fG6f\nx87FvaqyV1VZli571cUDQHQRAaCGK0DPXSdf6AZXaglWKbvWN998E2fPnkV3dzfWrl2LzZs3B4+d\nO3cOmzZtwo9//GNs27YN3d3d6O/vd9pO7I7VdvQVpQNLdK1pOTuqFNeibGlxqjJRAcsUJnutmnN5\n4F4BczwAqAEbFrJpgitTWNcqMxPse2T/iqtOJKV9+/ZhyZIlAIBFixbhwIEDwWMHDx7EZZddhoaG\nBlRXV+Pqq6/Gb37zG6ftRApW6pys1MlY+JzVZbkWCmiihlEUl/9x1KxGdVxMgKW6V4A+W5YpHtAB\nFqBBVvdYXHA1ydSRlWrnOnz8Yjma6jZ8vOBlIyMjeSOyKisrMTY2FjzGr5NVU1ODkZERp91LZ8YK\nOI/AYkq7a41appU+Zbcw76kSWy3UlEurAMvk070C6njABrCAu5PVwZXJBa68bFyrSqmGq4Nqa2sx\nOjoa/D0+Po6qqirpY6Ojo84LEqYXrJaidmJF6UhN+WpcbtV1+WSfcJXBlIesCrYiYKnuNZfLqd2r\noXMLkOevAB2wgD1kVf0RsmoBXgVw5UStFGDfI6UjywauaR44AwCLFy/G3r17AQD79+/HwoULg8c6\nOjpw+PBhDA4O4uzZs3jnnXfwR3/0R07biQ2sstFX1JIrVc5quuRRudY0Z486UbIw3aqeVHDGeXx8\nAxZw69wSAcvcq8nBqiDrIlkkABROP1j4QnMkoKsSoKhUnOvSpUtRXV2NlStXYtOmTVi/fj1effVV\ndHd3Y+rUqfiHf/gHfO1rX8PKlStx++23O1/5Vnne79CayB0JnIVMDQ0NefN48mpubs6rgXRVW1ub\n1XR5aVeY+lXZcYji+DC4ig68t7c3b//5v/v6+oKGPzAwgObm5gCuTU1NGBoaQkNDQwDX+gtwRa73\nonu98L5jxz4J4DrW+0ngXkcOHwngOnTwSB5cGQh5uNpUxZigPHTwSJ57ZvtW1Xb55P7Oufzi7yXX\nCzS1ob6+Pn9FXFz8XbS2tqKvry/4/ti/7e3twfGfO3eu9spLBdijR48WnPj5bbS1tTn3sPvUlClT\n8Oijj+bd19HREfz/+uuvx/XXXx9+O6HfIUqFzFmB0nOtvCjLX4T9nHGvay9zsD7jAWr+aspggUIX\nC+Q7WRk4TU5X1eFrW01j25HlU2mPA+JQasDqukxLEg3HRUlMC+gLfi5wDVup4BOwgKZ6QJK/+gBs\n8JgBtC7y0ZElivJ9ucQBYtlVuSgRsLqsJCCbm1ImWVjv4lqLzdHa7C9bN0l2s33/qI+TD8CK1QPS\n/NUjYFWQdZGpI0sn3e8kirpWPkIod9eaGsfKK8oRWMUq0yqYolTAM4XxOsAmebKhApbJujwLCA1Y\nH5ClPt/kWvPekzCXAJD8Mi6lpMTBaqwMIOSsYhxg41rLRSZHSn2+TY4bxQ/VBNjQ+SugHGBgAixg\nhqwIXNl9vMTOK6rECgFeUY7GkrlW9n0cP15YsF+qShysNqLGATYqtkt+mcTPIP4d5qQiA6ysJMvH\ncTx69GhwM0kFWP7/rvmrrIOLClgTZHmZ3KkrVNOocstYU1VuxUpIXNTU1JS3vIes9IqVm8StJNez\nMkFVdPeqcjXZsRPLrmRlWHwpj41kcJW5KLFMi21fLBdra2sL9r+1tbXgc7LyLADGEq2J3JGgnfJl\nWkB+qRZwMRflIUlZUUMGVf59bcV+H6aSRNfvixdfetXT0xNNxDB0DBPTzxuec8L/domKFayyujyV\nTPWsPqWqyyzGelaKc9Rlbewx2Y8vSrhSXCr/HBGysQEWQMWFf0XAAsirhQWQVw/L5MOJ8jAv0IWa\nVp3E71L2vZlqWoGLpkGsGJDVtaZlIpY4FHkUQJ2IRf8mF79wXRyQZNYa56oBVAcg+6zUob/8KqDi\ne8qiAd3fgP+8VRUZiBGBjwoCQN/JxY/kksUEgDwqiFqUmeHCRDjUK7FyrBDQgvXcuXN46KGHcOed\nd2L58uX42c9+5m3DLiVXUapYs1abheNcJgXXAVa1H5R98aUwgGWSrV5gA1jAnMOqIKuDreo5Wrca\nk0SoyiBbzuVXWrC+8soraGxsxI4dO/Cv//qveOyxxyLZCdtlWniZOrGicK0y95W2xdnEz2iCalNT\nk3awhQ+46lyrjzlBbQGrmv9Vt3qBC2BlkBXhSIWt+Dppn8SFfRGHtkYtE1zLSVqw3nzzzfjGN74B\nAJiYmEBlZSXpTcOsIsCPwFLVs+oucXyPxEqDkw0LHRkUGUhFoMru49/HNKk4Ba4qwPo4OekAy8t1\niCxgB1gVZAE9aEXJnsO/V1z9ESbp4oFygqy286qmpgbA5ASwDzzwAB588MFYdkoqQiCvErVCoBg7\nq1xEPfmw5/HVFkBhBxeDKzueUVYLUMV+xDys+e21t7cr91HVwSWb5AUQOrnq6/PbqVBNAOQDkTcS\n1Et818oZF8k6sGyrXGQdWaUuY+fV0aNHcffdd+OWW27BsmXL4tgna5k6scpBvDPkXaToMF2Ojc7B\n8uK369qh5fsHGDYisHGw/FBZiosF8p0sBZiy5+S5VUfz4VNZJGAAa39/P9asWYOHHnoIy5cvVz7v\n2MBp7ztmEqXHkxc1a03Dpb9OPIxs91UH1YaGhryb6vWmygsRrqbOtbjy6qgBS44JNJAFCkFrAq8K\nqmHyVR8VHEnWbqdBWrA+/fTTGB4extatW7F69WqsXr0an332WagNqiaV4DuwlDmrZnhrlK417bDl\npXOrMqlAqoOsCFgxe9XlrrJRW3F2BkaVwQLEHBbIAyyQD1lKVip9rsKpsn0Q4xydoopoymlIqzZj\n3bBhAzZs2BDXvkSuNI3GilviicZmSDB7rjjBuG60m23uKstcGVyjuIyU5X5hBxmwk4sphwUkWSwQ\nGAfrjiiFU5VNCM/2NY42f+zYschWHhg70YOxiVH9c/rpJxPfimWuAC+DBCQS4wBfrpXiUNM0E5Ct\no3adZ0HmYGXulZdNNKCqGEjCvYYZZGDKYQEUZrFAflygy0oVz1NBVedWTZ215ZaN+lKq5gpQKW94\na4jqAMDf8i1pFw84yglGl1mLeZ3MwfLuVVY1oBo+KVsCRuVeo/qRq4bKujpYAMpKAgB5LhZAoZNl\nIrZzap5aDu0+LUrV7FaqnFUnUycWBSqUTqxiyll1krlV0zGsr6+XPkd0sDr3Kg6FdRlMEEfJjszF\nujhYm44u/gTFO9kCRytI9bjJrcpigKjKDMu1EytxsDoNbbXoxJLJZWhnMUh2guBBJx4bFTBVYs+3\niWB0HVsu0cDcuXNjA6woG8AC9I4uQA5ZJhlsVUBVQVXmVsuhZjspJQ7WOOTqWtOssA5aC9Rcb/5N\n8XpxQhwf7tWmaiBqwKqiB5ulYoDC1QxkgFVBVgVb2XN5qaBqcqu+KwJKZdlsWyUCVsp8lABteCtg\n7sSSieJabeOAtIwucXbkKpBqIEsBLL9fNu6V/1vXsRXlcaeWZwGFDlDlXoHCji5ADlkmGWxlMOVf\nL74/v32KW806rtxVFJ1XUll2YomlQTLZll5FPSwzrFQxgNStUpca55/HHX/2nuwSle/gEofG8p1b\nsrIsQN1RxOAaZ2kWe19TeRa/n6rPwbcvWUcXk9hWVVddqjYtXvqroBplHFAsbvWzzz7DQw89hE8/\n/RQ1NTXYsmVLgTnZvn07Xn75ZVRUVGDNmjX4y7/8S+17pi4KcJ3pKirXWhaiQlX2OuG1uu/Bd+dW\n3A6WWp4FqOMBqosVwci7UZ2zlb2W6lTTbBKi1M6dO7Fw4ULs2LEDt956K7Zu3Zr3+MDAAHbu3Ild\nu3bhueeew5YtWzAxMaF9z8jAKs5wpatlpXZghV29tRTnEKBkrUq3qri8n8gd0d4KJLxPXPEAkBxg\nZaIAVnafWEnApAOt6nmidFdgmVud1L59+7BkyRIAwHXXXYe333477/Hm5mbs2bMHU6dORX9/P6ZN\nm4aKigrZWwVKfRSgXQdLiAPq6+vzeksbGhq0wT9QWNdqWrIirTNg+eh8o5642PMKRggxuF74TuKK\nBwB1LBN1RCCTbJ2n3t7egpOC7D6xHpaXTR2qCFRd/sv2mZfueM2ZM0dZRhUXUM/39WDsrP63fT53\nsuC+3bt34/nnn8+775JLLkFdXR2AyRn9Tp4sfF1VVRVeeOEFPPXUU1i9erVx/xKLAnQdWLo4IHOt\n7ipwq5xcjqvSxVo4WN28A7J4gNLBpXOwPlws5T1UnVsm98qkcrE6qV7jE6pMMoCaoDp79mzj+0at\nFStW4LXXXsu71dXVYXR0cnjs6OiosmLmrrvuwv/8z//gN7/5DX71q19pt5N6x2pUDK5VJ0oHlu4M\nbyPKMFrfubFqoIZ4FSF1sQk7WCZVRxeTjZu1AbNqhVKVewXk0Y7ruH4ZsH1AlYlv1yaozp07F2fO\nnCG/d5xavHgx3nrrLVx11VXYu3cvrr766rzHDx06hH/+53/GU089halTp6K6uhpTpug9aWrAOnL4\niHI5ijDLYgOFcKVUCPCyufyPcuiljRiopJ14BLdqGvmWN0Ez993w75U3DBmIDbD8fYC6koCJCloX\ntyurHOD3TwVY2WNUqdqqCaouolz6p6UMUaWuri6sW7cOXV1dmDp1Kp544gkAwLPPPovLLrsMN9xw\nA77whS+gs7MTFRUVWLJkCa699lrte6YGrDYqWBrb4FopsnGtac1ZXSRClTqUWPUaGWTjAizg7mJ5\nRQECnXsF5BAV25gKtKa2KHtc9vmjMARphyoAzJgxA08++WTB/ffcc0/w//vuuw/33Xcf+T1TC9ax\n3k+8rkYZ1rUWuyhDV3VQFXNv1XfD3iNOwAJ2MQFgdrFRSAVXQA9Y8TlUqZ7vClXbaQCLAapRKdbO\nK7HkijoCCyj80Us7TDjZrjBgUqlMwsKLP4YqqI71fiLtTGT3Kx8/9klw47dXMHG5h04ugN7RpSrX\n0i1y6EtxTjUZBVRtJINqOYE2VY5Vl7P6kMm1unZipX0EVp4sBgPYDNbgnyu6WdHFFuSwwmguioMF\nJl0sD1eZi9XFBPx9TCL8fHyvNkCVdWzZyHYAgAmqIlAprlUG0Pb2dpw6dUr7ulJSqsAqSowDxE6s\nKLJWqnQ5q6wDy1dlQFxyHQEnvlb8/gB6TMC71+Hh4YJ5YHUxASBfxYCJ0nkEqKFoAm4Yd+oCV5cR\nVbZQdVWaJoWPS6kGaxSyda28SrXTSowBVFA1jZCTXW3IICvr7LLJYflKBxcXC6hdq87N8ooaFpTq\nAEpbdIFqGKCKbpU/TsU2g1wYRQrW3KFBNF3RGOUmJBv161rLZU0sJhlUqUOOxeeJoNVB1jYmAMK5\nWMAOsuJjccp1u2mCaltbm3REU6kqccc6dPAIGjou/gDFnNU6DpDINGjAxrWqVFQ5q0JhoCoT/1oV\nZJNysYAdZE2PpU2ul/++FGaZdopGjxzDiMEwjZ5MLtONHay5jwfQtCDiWaVCrotFVSlEA7oSKx1U\nVRUd/ElS9V7iiZNJBVlXFwv4gyxgX7xv2zZM7xl1W/PpVstdiTtWF8XhWnnxcUCSMNXVQcYpXZmc\n7DERti6QNbpYIBLIAmrQAnrY+XZqUbY9nx2rKreahrkC4lIqwWqKA0hKeDXXYq8MULlVm9pj2Wts\nIUt2sQB54AFghixgBi0QrmPJRWHgmoah1uWiVIBVzFkpitu1lrpM5VUuQKW8j5ivMzHIRhEVAGbI\nApC6WUAPWqYogevbuUZ1shcHaJTTbysVYKUoCdfKSxUH8P9PfQfWBeCYpggU3aoJqrpJzJlUubrK\nzaYFsoDezQI00DL5Aq4vuPqAKp+vyqKqUhy1aFIiYKV0YLmMwvLhWnmFjQNSp6Y292VYBFFganq+\n2AZUbjYOyALyTBaA0c0CetAC5qn/bPNb9pqwcI0znmppaYllO2mQN7D29J9Ce8vMgvuptaw+4gDA\nPBrLpHKIAyqa5pEntvYVAcjEw1Z2opW52aggC0Db8QWo3SwgnwfXBFsm3SxqvGQQVcFVdvWUlikt\ny0FFEwUAIWa8CjEZNu9abQcLlGpDtnWrLu+pc7ORQhYguVlADlqADlsmqsNVzdSluj9JlePlP69U\ng5USB5Bcq6UortU1Zy2mygBXiQtJqqS7ktGB1gRZYBK0tpAF6G4WKJxEXBYdACgYfCLKBFsRsjrA\nUtYBE1UObTJupRqsMiXhWn2rmBuyzq1SgWp6vgy4KtBSc1nZfLK60V6AnZsF6KAF9LAVQauCrAyw\nJrjGfRXF9rG1tRX9/f3e3vfk4T7MnFGtf87ps962Z6vEwCrrwJLlrGlwrWnsxGIzILF/+/r6Ep3k\nwhaqtu8lwlaVz7pGBuIINJKbBZxAC9BdrQyyMgcbdiXhYj7Zp1GJrdIaRqqJlY0yTIYtXR9KkC28\nVEP9olomOIkTgE+o6rbBbgWPfTyQd2MaOngkuDGNHD6SdwMgnbBbN1G3dLJuyYTdqom7+Qm8mdhE\n3iJw2YTeukm9gcJMU1y9llecw0/TlPvGqVgcayKzXCG8azVJlbMWo6raLg81B6uNevr1k2PIqkt4\niXCluFlfkQFg52aBwhO4TXQgc7Km+WYp2b/PkYFHjx4tgLU4p2xfXx8qKyut37tYlWjGGiYOkGWt\npNVcLaYVdI0D0jBQIJfLSbO9pGSCqem5OtjqQOs7MgD0M3ExhQUtpYZWVa0SZgBLFgn4EQms7733\nHr73ve9h27ZtUe+Pd9m6Vkonlq85WuNoxENDQ9qIo2pOoSOrnT8v1HSBomygavseqtppJhVkAbmb\npVYZAGo3C7iDlgJZ1cKKKrjy4uFaquWAaZAxY33mmWewYcMGnDlzJo79ASAvSpf90KlZa5QLD1Lq\n9cJmWnzjd3XCgSu/8GOmnmxsB22I8gFV0/vzN1F8Nis6W1k2y+eyqmyWSbagIp/Nhs1nmcRMVraw\nIiBfUJH/VyZZ2wyT/yd9pZYWGcF62WWX4amnnopjX1IjsREzyWoQy02Rz6UbUr5AyyQDrawDDHDr\nBAtAq4EskwywTGLnFpMMrpTOrDlz5oTuYGWOmf3rs9zKpz777DPcf//9uPPOO/H1r39dGvm99dZb\nuOOOO7BixQo88sgjmJiY0L6nEaxf+cpXUFUVPopV9RzbjOJJq2tlKvbRJk71wdAX+tvq4Og58o0i\nHWQBdbWBDLKAudKAyQRZn8uCM6ngyqSDq0pUuBZzpLBz504sXLgQO3bswK233oqtW7fmPT4yMoLv\nfve7ePrpp7F7927MmzfPOIAoteVWYceou5Rf8TKVXpnKrnw3XJ2YI3DNfWUdfnxnoRgH2LhWUw9/\nGNmC1sbN5t3vEbIy0DKZXKwMsEB+NCCDqzh9HxPfRn2WYMnigDRXzOzbtw9LliwBAFx33XV4++23\n8x5/9913sXDhQmzZsgV33nknWlpajFevRTfyilohIJOpI0tVIVBsE7MMDAygubnZWBlgMxmLSU1X\nNIauZ6W6UJvXd9RMVT6fh6t4AqB0gLkMswX0gxO0KyVwnV18JxffucWmOBQvZynlgKrOLL6T1dYI\nuCzlTdHQ7wdRPVWPr6FzYwX37d69G88//3zefZdccgnq6uoAADU1NQWLHuZyOfz617/Gnj17MHPm\nTKxatQqLFi3CggULlNtOhWNVxQE2rtXXoAGTZGeqODqwZKK6APbDEzuwZOJPUMXgWk2iulqdm1Xl\nsjYDEwC9mw3+1sUECvcqy135Di0mSt6qki1QZa71+PHjVu8RhVasWIHXXnst71ZXV4fR0VEAwOjo\naEEs2NjYiC9/+cuYNWsWampqcM011+D999/XbocE1vb2dvzkJz8xPi/qHmCmMKVANg6NMhJLVLHm\nrMb6X5jhqstak4QrL2pW6ysyMFUZMKmqC5gKAHtBvuGqMwAmuKpy1jTHAACwePFivPXWWwCAvXv3\n4uqrr857/Etf+hI+/PBDDAwMYGxsDO+99x7+4A/+QPuesTrWqIc+OrtWTqpOLNklta+clYnqCnyW\ntMiiEZVrlUkGVxVgTXDtqJmqvXSPSjZuVpRrLsskAhaA0cFObiDfvQJ0uEYpVWlgmuHa1dWF//u/\n/0NXVxe6u7tx3333AQCeffZZ/OxnP8Mll1yCtWvX4t5778Udd9yBpUuXYuHChdr3TEUUANjHATau\nVYSrqUKgmMU6sMSMzSYO0ElW1yqLBXRwpQA2CVE6wSgVBgX3OwBWFhEwFVQQQA5XlcK4VlsVQ13r\njBkz8OSTT2Lnzp3493//d8yaNQsAcM899+CGG24AAPzVX/0VXn75Zbz88sv4m7/5G+N7pgasvuRj\nvLup9Mo1Z1XJZ2WAKEqnG3OtfBygc61h4Qqk170C6QNs8H8VXC9IhGsaXCsvH6MVi0WpAqsv10qJ\nBKiuVVWQHbfiqhNME1yB5NwrAOtOL1G2gOWlcq/KWECQ6FxFuEbtWn2MFixmxQ5W3zlrXB1ZKpkK\nsXklWRnAyzUOCAPXsNFAkoAFwrlYUw7LRHWvOriKV1tRm4Fjx46R5rsoN7imyrHqZDtgwKkjS9Lb\nqud6/F0AAA6uSURBVBJ1eGucAwVEsZyVxQG6yWX4TiyVawXkcJVVC7gCVgdZBtikXaxJppig4D5L\n9wrQ4GqKBExzCZiMAA9UGVzFq6xiHp1lq9SB1WWhuqhdK7XsKs5SK93oFqssS+FabeAKqN2rDrC+\nIBsnaH1sywWuMtlWvFBkW8nCiwLXclEiYHWNA2JxrQalaY5TFxVUBwDKGa9McKW4V0ANWEDvYgEa\nZIFC0EYBW9v31NV128JV1aGVlGymuyxHuHoHq49BAjrX6qMjS79xehzAlORaUwAtZ6UOydUN+ZUN\nG1a5V1fA+oAsk0/YJp3xqsSMgm0cIMrX1ZYKuL7hOvT74YIRceJt6PfyCezjUOqigDCiRgLGCgGJ\nbEdhRREL2DROVT0rL5lrBdR5KzAJV4p7BcyAjROyTDLYiuD1CeS0ulbZBC1Umdyq6vE0DGmNS4mB\n1RQHuLhWlaK6dHLpwIp6ITede5V1YqmWpRHhKgOsKBNg44CsC2x5+XSmYffFWSkY8FLuy7sU3exW\nJlGWywYK18fKm/lKMZMQk262qzgXFezp6SF1NrDZroxqasv7UYqzX4nLuARrQAknLv74i1cRPFzF\nE6QI14KlVCRwVZ2gTUCLYl4LG4jGsbimbj03qrLlW9yUarDKFhtkki06qBN1akGdKOthJSXZ9Gx9\nfX3K/JdfC2t4ePhinkyAKwApYAF3yAL2oAXUgDJdESU1KYwOqLK2HmZpnLBQDatjx45Ftsx72pXs\nKq0hl8VWwVXlWkW4ald1FVZzNcnXAoMmyZYathE/R6srXAE5YAF3yAL2oAXUkZGuXUU9GZBMpnZO\ngSp//LQmwXEeiEz+FAlYe/pPeXMEOteqEzUS4GW7oitgtyw2U9SXVzL3So4DmCRwBQo7+lSABeiQ\nBdxAC6jnhdVl9NSTuQuAXYxC2tcRy2SvxKOAqFwrVVrXekG2OStTHHkrn7NS4wCSawUK4AqYAQvY\nQxaQl22ZogNA3ZHpAtyC94ghB1XtZ9jVccOIXyI7rMo1DkgcrBT5dK1hs1bXnNVnY3WNA3jXqoMr\ngPxYAFACFtBDFtDHBXnPM7hagAZbXpQ4wSSX0YCu25N9HvE48MePHWvbKy2dym1cfxRKBVjT5FpV\n1QE2irMyQCXeveo6sZh4uAIK9wpIS3l0kAXkqxOYXG3wPAJsmShxgkym8r0oL9V1+yf7rDKo5unC\n98ROkGE7W8NGVuXoVoGUgJUik2u16chyca2U0pW4OrB0Mi3epnKtAAGuQP6JxgBZQD34QhW/UN0t\nYAddJlf4xikTUIH84xccc40JYLEV6w9g7TRpA+CqYwOncXq8QvucoSkTwCUx7ZCgyMBq24FFca1x\ndmTZyKUDy6dU9awq12oLV0AxvNcAWUB9iRoWuIChZxz0LFelMJP72Ei3TzqgAvLj61JmFQVgy9Wt\nAkXkWCmyiQR0pVfUOCBMBxalMkAX/Ictu+JlgiuQ/2M1Qjbvze2AC9DjBF4u4A1eqxiZF+XJ2CTZ\nvmuhKjn+LAYopqXbS0WpAqsP12pb2+qiOAcKuPSqquIAlWsF5HAF5HMkGCHLS5dRO0CXydRhplIY\nABe8l6eh0qbtyz6bCqq6bJUSA/jquCpntwqkDKxUuUYComyzVh9DBKmyHWtNiQNEmeAK6AELqC87\nSTODUToGQ8AXcAcwL9VUk2FH8umk2s+Czy2BKi8xW5VJFQOorqjmzJmjbZ8qqM6ePRv9/f3K15WS\nIgWry0CBsBUCgLtrVcYBDkpDZQCTrkJABlegcN5Z3gFRZvqinoBCOV5RhM40k1xiiKgl/QwKoPLf\nkwyqvjqtVHBVQXXu3Lk4c+ZMqG0Wk4rSsQLJuVaTdJUBPmtZAX3OaqoO4CUblSVzr0yqGMR2akXA\nraNFCWPb0jgPIBYVZh010raFz2iCKi9Zu+QBy7dNSpmVCFcdVMtNkYM1StfqMkmLU9ZKqGdNujIA\n0M92ZaprVcEVoK+aEDZ3poLZG4xdx9RrpuXzWagPQLmP4jFQQVXWJn1eSTG4FjNUP/vsMzz00EP4\n9NNPUVNTgy1bthT8Fn70ox/h9ddfR21tLe699178xV/8hfY9U+tYo4wEdKIMcQUudmBRKgPCynVY\noM61UuEKyN1PFEvU+OgQtM2CTfIKZA+SfQ4KVG3cqq2obXPu3Ln47W9/67ydqLRz504sXLgQ999/\nP15//XVs3boVGzZsCB7/4IMP8Nprr2H37t0AgJUrV+JP/uRPMGPGDOV7phasVPmIBFRxgCxnjaMD\ny3Y9Id4VUF0roIYrYJ7EO64SHluAh4GzqQLCVtSlfVTSbVv8nOL3oYIqg6nOtfqaIIhvl+3t7Th1\nyv8cuD60b98+3HvvvQCA6667Dlu3bs17/ODBg7j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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": {}, "outputs": [ { "data": { "image/png": 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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": {}, "outputs": [ { "data": { "image/png": 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xcXGMnzCJNgGtuX7lIuXLl9fpWnlgryGse3KDQXEZJmUyGUJB6V5Pj86BBAUF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\n7V9SQ9s6S9spYZutu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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": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 1 }