{ "cells": [ { "cell_type": "raw", "metadata": {}, "source": [ "%This notebook demonstrates the use of the workpackage template, replace with your own.\n", "\n", "\\documentclass[english]{workpackage}[1996/06/02]\n", "\n", "% input the common preamble content (required by the ipnb2latex converter)\n", "\\input{header.tex}\n", "\n", "\n", "% then follows the rest of the preamble to be placed before the begin document\n", "% this preamble content is special to the documentclass you defined above.\n", "\\WPproject{Computational Radiometry} % project name\n", "\\WPequipment{} % equipment name\n", "\\WPsubject{05a Plotting with Pyradi --- General and Cartesian} % main heading \n", "\\WPconclusions{} \n", "\\WPclassification{} \n", "\\WPdocauthor{CJ Willers}\n", "\\WPcurrentpackdate{\\today}\n", "\\WPcurrentpacknumber{} % work package number\n", "\\WPdocnumber{} % this doc number hosts all the work packages\n", "\\WPprevpackdate{} % work package which this one supersedes\n", "\\WPprevpacknumber{} % work package which this one supersedes\n", "\\WPsuperpackdate{} % work package which comes after this one\n", "\\WPsuperpacknumber{} % work package which comes after this one\n", "\\WPdocontractdetails{false}\n", "\\WPcontractname{} % contract name \n", "\\WPorderno{} % contract order number\n", "\\WPmilestonenumber{} % contract milestone number\n", "\\WPmilestonetitle{} % contract milestone title\n", "\\WPcontractline{} % contract milestone line number \n", "\\WPdocECPnumber{} % ecp\\ecr number\n", "\\WPdistribution{}\n", "\n", " \n", "\n", "% this is entered just before the end{document}\n", "\\newcommand{\\atendofdoc}{\n", "\\bibliographystyle{IEEEtran}\n", "\\bibliography{references}\n", "}\n", "\n", "%and finally the document begin.\n", "\\begin{document}\n", "\\WPlayout\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 5a Plotting With Pyradi: General Plotter Functionality and Cartesian Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook forms part of a series on [computational optical radiometry](https://github.com/NelisW/ComputationalRadiometry#computational-optical-radiometry-with-pyradi). The notebooks can be downloaded from [Github](https://github.com/NelisW/ComputationalRadiometry#computational-optical-radiometry-with-pyradi). These notebooks are constantly revised and updated, please revisit from time to time. \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The date of this document and module versions used in this document are given at the end of the file. \n", "Feedback is appreciated: neliswillers at gmail dot com." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overview" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "The [`pyradi.ryplot`](http://nelisw.github.io/pyradi-docs/_build/html/ryplot.html) library remembers [John Hunter](https://en.wikipedia.org/wiki/John_D._Hunter), neurologist and the original author and main spirit behind early Matplotlib. His departure left a void.\n", "\n", "The pyradi library has a module, [`pyradi.ryplot`](http://nelisw.github.io/pyradi-docs/_build/html/ryplot.html),\n", "to simplify plotting. The module is a productivity wrapper around Matplotlib's [pyplot library](https://matplotlib.org/stable/api/pyplot_summary.html), which is in turn a wrapper around [Matplotlib](https://matplotlib.org/stable/).\n", "\n", "\n", "All that can can be done `pyradi.ryplot` can also be done with raw Matplotlib or pyplot. The productivity gained with `pyradi.ryplot` stems from the fact that plots and plot properties are all combined into a single function call. So, with just one call a complete graph can be drawn. The code is compact and there is no need to hunt through many pages of documentation to find the appropriate command for some graph attribute. You would, however, have to consult the ryplot documentation for information on the long list of function parameters.\n", "\n", "Of course, you can mix the use Matplotlib and `pyradi.ryplot` as well: there are many cases where the `pyradi.ryplot` functionality will not be sufficient for your need. In these cases, starting from the `pyradi.ryplot` code, you might get pointers on how to solve your specific plotting need.\n", "\n", "An understanding of the [Matplotlib history and architecture](http://www.aosabook.org/en/matplotlib.html) is not essential to use `pyradi.ryplot` but it may be useful background reading. `pyradi.ryplot` covers a relatively small part of the full scope of raw Matplotlib or pyplot - there are immense power and many more graphs available in Matplotlib and pyplot, so if `pyradi.ryplot` is too limiting in some area, consider reading wider.\n", "\n", "This notebook covers a general introduction to plotting and creating Cartesian (x,y) plots. Other plot types are covered in the next notebook in the series." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preparing " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from IPython.display import display\n", "from IPython.display import Image\n", "from IPython.display import HTML" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "# %matplotlib notebook\n", "# %matplotlib nbagg\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# %reload_ext autoreload\n", "# %autoreload 2\n", "\n", "import pyradi.ryplot as ryplot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create a data set for demonstration plotting purposes. This function returns three objects: (1) the domain (x value), (2) the specified number of data columns (y values) of the same length as the domain, (3) a set of labels to match the data columns." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def createRandomColumns(number, scale, gain, xRange=10):\n", " #first create the domain\n", " x = np.linspace(0, xRange, 50).reshape(-1, 1)\n", " #now create number of rows and labels for rows\n", " labels = []\n", " for i in range(number):\n", " y = scale * (gain ** i) * np.random.random(x.shape[0]).reshape(-1, 1)\n", " if i == 0:\n", " a = y\n", " else:\n", " a = np.hstack((a, y))\n", " labels.append('Label {}'.format(i))\n", " \n", " return x, a, labels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introductory Example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This introductory example creates and plots a random data set on four variations of linear and logarithmic scales. The examples demonstrate that an arbitrary number of lines can be drawn on the plot, given as columns in the y-value array. If your code can assemble the lines as an array, they can all be drawn in a single plot command.\n", "Some line styles and colours are specified while others are taken from a pre-loaded sequence. The plots are duly labelled with titles, x-labels, y-labels and legend labels." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Label 0', 'Label 1', 'Label 2']\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x, a, labels = createRandomColumns(3, 1e3, 5.)\n", "print(labels)\n", "A = ryplot.Plotter(1, 2, 2,'Plots of Random Arrays',figsize=(6,6));\n", "A.plot(1, x, a, \"Linear\",\"X\", \"Y\",label=labels,\n", " plotCol=['c','r','b'],linestyle=['-','-.',':'],\n", " legendAlpha=0.5,pltaxis=[0, 10, 0, 10000], maxNX=10, maxNY=2);\n", "A.logLog(2, x, a, \"LogLog\",\"X\", \"Y\",label=labels,legendAlpha=0.5);\n", "A.semilogX(3, x, a, \"SemilogX\",\"X\", \"Y\",label=labels,legendAlpha=0.5);\n", "A.semilogY(4, x, a, \"SemilogY\",\"X\", \"Y\",label=labels,legendAlpha=0.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "pyradi can also plot stacked line graphs. Note however, that ryplot expects the respective data sets to be in different columns, running acros rows down a single column for a single dataset.\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(10,) (10, 3)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fnx = lambda : np.random.randint(3, 10, 10).reshape(-1,1)\n", "y = np.hstack((fnx(), fnx(), fnx())) \n", "x = np.arange(10) \n", "print(x.shape, y.shape)\n", "\n", "p = ryplot.Plotter(1,1,1,figsize=(4,2))\n", "p.stackplot(1,x,y);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Type a ; after the plot commands to prevent the object `<>` output sometime seen, as in the previous plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotter Class" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The [`ryplot.Plotter`](http://nelisw.github.io/pyradi-docs/_build/html/ryplot.html#pyradi.ryplot.Plotter) class provides the plotting capability. The class is initiated with the following parameter signature\n", "\n", "`Plotter(fignumber=0, subpltnrow=1, subpltncol=1, figuretitle=None, figsize=(9,9))`\n", "\n", "- `fignumber (int)` \n", "Used to identify the figure. The figure number given here is passed along when initiating the [`matplotlib.pyplot.figure`](http://matplotlib.org/api/pyplot_api.html) figure.\n", "If a figure with this number already exists, it will be made active and a reference will be returned to the existing figure. \n", "If the same figure is used twice in the same IPython notebook cell, the original figure is replaced by the subsequent figure with the same number. Figure numbers may repeat in different cells. \n", "\n", "- `subpltnrow (int)` and `subpltncol (int)` \n", "The figure can contain subplots in a regular grid ([`GridSpec`](http://matplotlib.org/users/gridspec.html) is not yet supported).\n", "The `subpltnrow` and `subpltncol` defines how many rows and columns of subplots there must be. Even if there is only one subplot, it must be indicated as a 1,1 number of subplots.\n", "\n", "- `figuretitle (string)` \n", "This string is the overall title for the figure, displayed above all subplots.\n", "\n", "- `figsize ((w,h))` \n", "This tuple defines the figure size (width, height) in inches." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A Plotter instance is assigned to a name and subsequently used to access the instance. The following command creates a new Plotter instance, with subplots, with a figure title and a figure size." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pyradi.ryplot as ryplot\n", "p = ryplot.Plotter(1, 2, 1,'Figure Title',figsize=(12,8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once a Plotter instance is assigned to a name, the name can be used at any time to access the plot. The plot does not have to be selected to be current, just use the instance name.\n", "In the following example three instances are created and two plots are made in succession to each of the three instances. This example shows that you can revisit a plot at any time to add new lines to those already present in the plot. Matplotlib and IPtython kindly inline all three the graphs when complete." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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r5112qxNUZKtsxiaNpVHlRvRr5upFQfHAGKePeL7T84SFhPHy6pftViWo+Hzb52w5saXY95pgjNNnVC9XncfaPMbsn2az/dR2u9UJCrKysxiXNI4mUU3oE9PHbnVsxxinD3nuhucoHVqaCasm2K1KUDBv6zzSTqUx7qZxhJQIsVsd2zHG6UOiykbxRNsnmLtlLltPbM2/QDEmMzuT8avG06xqM3o26Wm3OgGBMU4f80zHZygbVpbxq8bbrUpA8+lPn7Lz552Mjxtf7NbQusJ8Cz6mcpnKjGg3gvnb5rP5+Ga71QlIMrIymLBqAi2rt+Tu6+62W52AwRinHxjZYSQVSlVgbNJYu1UJSGakzmDP6T2MjxtfpMMreIoxTj8QWTqSke1Hsmj7Ijamb7RbnYDictZlXl79MtfXvJ4eDXvYrU5AYYzTT4xoP4LI8EjGrRpntyoBRcKmBA6cPcCEuAmm18yFMU4/UTG8Is90fIYlO5fww5Ef7FYnILiUeYlX/vMKHWp34PYGt9utTsBhjNOPPNH2CSqXrmyePS0++fETDv96mAldTK/pjEIZp4g8ZXl83yIic0QkPFe6iMi7lsf3zSLSyiHNqTf4okz5UuV57obnWLZ7Gd8f+t5udWzlYsZFXlvzGjfWvZGbrylSTjG8RoGNU0RqAcOB65VSTYEQtBMvR7oB11rHI8AHVtkcb/DdgCZAPxEpFm68H2vzGFFloop97/nRxo9IP5dues08KOywNhQoLSKhQBkgPVf6XcAMy3tgMhAhIjXI2xt8kaZsWFlGdRrFt3u/ZfWB1XarYwsXMi4wcc1EukR3IS46zm51ApYCG6dS6gjwT+AgcBQ4q5RaniubK6/veXmDL/IMvX4o1ctVL7a95wfrP+D4b8cZH2dWTeVFgffkWJHB7gKuAc4A80XkfqXULMdsToqqPO47kxPwHt8LQq9qvfj3nn/z+sLXaVuprc/lOcMOeYu/Wcwr61/h+sjrydqXRdI+38gvNh7fnR1Ab2Cqw/UA4P1ceT4E+jlc70B7eHfpDT6vI1A9vheEixkX1XX/vk5Ve6OaSv813efynOFved+t+E51n91dlZxQUm1M3+hTWcXZ4zvo4Wx7ESkj+on+ZrTzaEcWAwOsWdv26KHvUfL2Bl8sCA8N5/Pen3Pu8jn6LuhLZnam3Sr5nLmH5rJ011Le6voWrWq0yr9AMacwz5zrgM+BH4GfrLo+EpGhIjLUypYI7AV2Ax8Dw6yyeXmDLzbEVI1hSvcprD6wmpdWvGS3Oj5l1f5VTN03lT4xfXiszWN2qxMUFMoPhFJqLJB7VmOKQ7oCnP4llAtv8MWNB1o8wH8O/odJaydRoWkF4oizWyWvc+z8Mfou6Eut0rX45M5PzKsTNzErhAKAd7u9S2z1WCZun8j+M/vtVserZGVncd+C+zj7+1nGNRlH+VLl7VYpaDDGGQDkPH9mq2z6zO/DpcxLdqvkNcYmjWXl/pW83/196pWrZ7c6QYUxzgChfqX6PH/d86xPX8/Ty5+2Wx2vkLgrkVf/8ypDWg4ptiEVCoMxThcoj2NwF54bq9zIyPYjeW/9e8zbMs//CniRg2cP8sAXD9CiWgv+1e1fdqsTlBjjdEHnzjBmTAzx8XDsmP/kTrplEh3rdOShLx9ix6kd/hPsRS5nXabP/D5kZGUwv/d8SpcsbbdKQYkxTidkZkKzZrBjR3mGDIEaNaBNGxg3DjZsgOxs38kuGVKSeb3mER4aTq/5vbiQccF3wnzEs8ufZd2RdSTclcC1la+1W52gxRinE0JD4f33Ye7cZFJT4dVXISwMJkzQRlqrFgwZAl98AefOeV9+7Qq1mX3vbLae2MqwpcNyVlEFBfO3zufdH97lyXZPGheXhcQYZx6IQPPm8Pe/w9q1cOIEzJwJN90ECxbAvfdClSpw223w7ruwZ4/3ZN9W/zZe6vwS01OnE78p3nsV+5CdP+9kyOIhtK/dntdvfd1udYIeY5weUKUK3H8/zJ0LJ09CUhIMHw6HD8OTT0KDBtC4MTz7rE7LyCicvDE3jeGWerfw+FePk3os1RtN8BkXMy7Se37vP4blYSFhdqsU9BjjLCAlS+oe9I03YNs22L0b3nkH6tbVvWiXLhAVBX/7m+5tT53yXEZIiRBm3zubSqUr0Wt+L87+ftb7DfESjyc+zubjm5l1zyzqVqxrtzpFAmOcXqJ+fd2Lfv01/Pyzfh7t1QtWr4YBA6BqVejYUT+/pqa6/6qmatmqzOs1j32n9zF48eCAfP5M2JRAfEo8o28cTbdru9mtTpHBGKcPKFcO7r4bPvkEjhzRM7xjx+pZ4BdfhNhY3cMOHQpffgkX8pmQ7VS3ExNvnsjCtIVMXDMxoAw0+XAywxKH0SW6i9k87WWMcfqYEiWgdWttnD/8AEePQnw8tG0Ls2fDX/8KlStD9+6waFFNDhxwXs8zHZ+hV5NejF4xmjs+vYODZw/6tyG5+D3zd0Z/N5pO8Z2IKhPFpz0/NZHBvIwxTj9TvToMGqRne0+dgm++gf/9X9ixA955pyHR0fod6wsv6BnirCxdTkSY12se797+LqsPrKbp+035cMOHZCsfvnR1QfLhZFp92IrX1rzGgBYDSB2aSvVy1f2uR1HHGKeNlCoFt9wCkyfDrl0wffo63nxTTyT985/QqZN+Vr3/fpgzB86eKcET7Z5gy6NbaFOrDUOXDuWWGbew5xcvvsPJgwsZF3j666fpOLUj5y+fZ1n/ZcTfFU9k6Ui/yC9uGOMMEESgbt2LjBwJK1boXvWzz6BHDz3JdN992mg7d4b5H1/Du62/5cMeH7EhfQPNpzTnneR3yMrO8pl+SfuTaP5Bc95Kfouh1w9ly7AtdG3Q1WfyDMY4A5aKFaF3b5g+Xa/t/e9/YdQovSLp+eehaVNhYq+HuffYVmLKxjHi6xF0ntbZ6yHuz106x7Clw+gyvQsKxcoH9favCqUqeFWO4WqMcQYBISHQvj288gps2gSHDsGHH+pn088+rsP6EUsIWzKD9fvSaPZeLH9P/IdXfBIt37Ocph80ZcqGKTzV/ik2D91s/Mz6kcKGY8gzpIIJx+AbateGRx6BxYv1O9XEROHhdg9Q7fNtZG7rzsT1o6jwdHseeWkz69Z5vlD/9MXTDP6/wXSd1ZUyJcuwdvBa3ur6FmXDyvqmQQanFMZvbU5IhVvRTqHXi8hipdQ2h2yO4RjaocMxtHOzrMENSpeGbt308S9VnW3bFjDx/z7nszLD+Fha8/GLIyl/uRHNmkGLFhATo8sAbD+6nb2b9v6pvvOXzzNpzSRO/HaCFzq9wJibxhAeGu5EssHXFMbB1x8hFQBEJCekgqOB/RGOAUgWkZxwDNFulDV4iIg2vlkxvZh8IY5HF4/g85DXOQd8D3yfztUBM3ZeXU+zqs34st+XtK7Z2vdKG1xSGON0FlKhnRt5XIVjyF0WKLoe3/0h77HqD9Gv0r1kZGeQlSXs2lWOH3+MZNOmCA4d0kPU6tUv0qrVaVq2PE3jxucIDVVUKVWFczvPkbTTe7qAf7/PouDxvTDG6U5IhUKHY1BKfQR8BNCoUSMVFxfngYqFIykpiaIqb/9+ePvtneza1YjvFkLiHChfXm9/69FDD5OrVfOuTH+2z99/O19QGOM8DNRxuK7N1YMmV3nC3Chr8CHR0XDPPenExTXkt9/0u9UlS2DpUr16CfQSw+7dtbG2bKmHzQb/UZjZWndCKphwDEFA2bJw55369cyhQ/p1zcsv63XB48bptcG1asHDD8OiRXD+vN0aFw8K3HMqpTJFJCekQggQr5TamhOKQSk1Be3R/Q50OIYLwKC8yhaqJQavIKJ3zcTG6h00J0/CV1/pXvWzz/ROm7AwvV+1e3d91DPuaH1CYcMxXBVSwTLKnHMTjiHIiYrS+1EHDNCeHdasuTL8HT5cH40b66Fvjx56z2pooX5VhhzMCiGD25QsqXvMN9+E7dv1Yv3Jk/WQd/Jk7RkiKgr69YNZswrm/cFwBfM/zlBgGjTQvpOefFKv+f3mG92rJiZqP0slSuhlhz166OFvAO0RDwpMz2nwCuXLa2+E8fGQnq43lr/4Ily6pL0XtmgBffu259FH9ZD44kW7NQ58jHEavE6JEtq/7/jx2kXLkSPw8cfQsOE5Zs7UPWmlSvpzyhQ9Q2y4GjOsNficmjXhoYegQYOttG8fx6pVuvfMmVgC7R84551qu3Z6J05xx/ScBr8SHg5du15xwr1tG7z+OkRE6M8bbtArkx54AObNgzNn7NbYPkzPabANEf0aJscR9+nT2uvD0qV6UmnWLN2Ddup0pVe97rris1LJ9JyGgCEyEvr21U64T5zQDs6eew5++UV/NmmiZ4iHD4fly/VkU1HGGKchIAkJ0QsaXnsNNm+GAwd0cKnGjfXkUteu2qXoPffA1Kna5WhRwwxrDUFB3brw6KP6uHABVq68MqG0aJHO07r1leGvL8M0+gvTcxqCjjJltBF+8IHuUVNTdQ9bqpT2s9S2LfTq1ZH16+3WtHAY4zQENTlhGnOccB8/rp9ZW7Y8zbVBHrfXDGsNRYqcMI21a6cREeHl3eJ+xvScBkOAYozTYAhQjHEaDAGKBFKsx/wQkXPADj+KrAL4c1eikRecsgAaKaXKe7PCYJsQ2qGUut5fwkRkg5EXnPLsaJu36zTDWoMhQDHGaTAEKMFmnB8ZeUZeAMryibygmhAyGIoTwdZzGgzFhoAwThHpb8Xv3Cwi34tICxf5ponIPhFJsY5Y677LOKAu6vFbXFERqSMiK0UkTUS2isiTTvLEichZh3aNKag8q8x+EfnJquuqWUQvt6+Rg94pIvKriIzwZvtEJF5ETojIFod7lUTkGxHZZX1GuijrtP68yruQ94aIbLe+ry9EJMKFPKffvbv6/gmllO0H0BGItM67Aetc5JsG9HJy/w7gK3SApPauylt5Q4A9QD10zJZUoIk79blT1om8GkAr67w8OuhebnlxwJKC6OpC5n6gSh7pXmufE32PAX/xZvuAzkArYIvDvdeBUdb5KOAfntSfV3kX8m4DQq3zfziTl9d3746+uY+A6DmVUt8rpU5bl8nowEae8EccUKVUMpATB9QZf8QVVUpdBnJig7pTnztlc7ftqFLqR+v8HJCGDoHoDh7LcxOvtS8XNwN7lFIH3Mzvljyl1GrgFydtmG6dTwfu9rB+l+WdyVNKLVdKZVqXBf2N5qfvnwgI48zFEPR/dVe8ag0t3haRUtY9V3FAneFOXk/iirpraIhINNASWOckuYOIpIrIVyIS44GuzlDAchHZKDq+aW580j50QKo5LtK82T6AakoHxcL6rOokT171u1PeFYNx/Rt19d17LC+gVgiJSBe0cXZykeUF9LApDD11/TwwAQ/ifbqZt9BxRa8SKlIOWACMUEr9miv5R/RQ8LyI3AEsAq4thLwblFLpIlIV+EZEtlu9wR/quKi3MO0LA/6K/hvlxtvtcxev1y8io4FMYLaLLPl9925jW88pIo85TBDUFJHmwCfAXUqpn52VsYaISil1CUhAD1vAvViheJDXVR5P5PyBiJREG+ZspdTC3OlKqV+VUuet80SgpIhUKag8pVS69XkC+IIr31MOXm2fRTfgR6XUcSf6eLV9FsdzHl2szxNO8uRVvzvl/4SIPAj0APor6+ExN3l89x7Ls30yyGpjXXSYwI755KthfQowGZhkXXfnzxMcP+RRRyiwF7iGK5MEMbnyOK3PnbJO5AkwA5icR57qXHnn3BY4aJUriLyyQHmH8++B233VPoc65wKDfNU+IJo/T9C8wZ8nWF735G+dX3kn8m4HtgFRBfnu3dH3qvrsNkxL2U+A00CKdWxwSEsEalrnK4CfgC3ALKCcgwG8h56Z+wm4Ph95d6BnTfcAo617Q4Gh+dXnrGw+sjqhh1KbHdp3Ry55jwNbrR9PMg7/pAogr55VT6pVp0/bZ5UpA/wMVHS457X2oZ9jjwIZ6N5wCFAZ+A7YZX1WsvLWBBLzq99V+Tzk7UY/v+b8Dafklufqu89PnqvDrBAyGAKUQJytNRgMGOM0GAIWY5wGQ4BijNNgCFCMcRoMAYoxToMhQDHGaTAEKMY4DYYA5f8BECHxFBo2pzwAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(0,10,10)\n", "a = ryplot.Plotter(1,figsize=(3,2))\n", "b = ryplot.Plotter(2,figsize=(3,2))\n", "c = ryplot.Plotter(3,figsize=(3,2))\n", "for i in [1,2]:\n", " a.plot(1,x,x ** i,'Plotter instance a',label=[str(i)])\n", " b.plot(1,x,(-x) ** i,'Plotter instance b',label=[str(i)])\n", " c.plot(1,x,(5-x) ** i,'Plotter instance c',label=[str(i)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Saving plots to file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Saving png images from the notebook\n", "\n", "Use the following magic to tell Jupyter to plot the image inline in the notebook:\n", "\n", " %matplotlib inline\n", " \n", "Once the plot is drawn and displayed in the notebook, right-click on the picture and select the browser's save image option from the context menu. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Using ryplot.saveFig()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Plotter class supports saving graphs to files on disk, as well as inlining graphs to a notebook cell.\n", "\n", "One of matplotlib's design choices is a bounding box strategy which may result in a bounding box\n", "that is smaller than the size of all the objects on the page. It took a while to figure this out,\n", "but the current default values for bbox_inches and pad_inches seem to create meaningful\n", "bounding boxes. These are however larger than the true bounding box. You still need a\n", "tool such as epstools or Adobe Acrobat to trim eps files to the true bounding box.\n", "\n", "\n", "Saving graph files to disk is done with the saveFig function: \n", "`saveFig(filename='mpl.png', dpi=300, bbox_inches='tight', pad_inches=0.1, useTrueType=True)`\n", "\n", "- `filename (string)` output filename to write plot. The type of file written is picked up in the filename. Most backends support png, pdf, ps, eps and svg.\n", "\n", "- `dpi (int)` the resolution of the graph (if a bitmap) in dots per inch.\n", "\n", "- `bbox_inches` see matplotlib [docs](http://matplotlib.org/api/figure_api.html) for more detail.\n", "\n", "- `pad_inches` see matplotlib [docs](http://matplotlib.org/api/figure_api.html) for more detail.\n", "\n", "- `useTrueType` if True, truetype fonts are used in eps/pdf files, otherwise use Type3 fonts.\n", "\n", "For most uses, just provide the filename and type, use the default values for the rest.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some versions of MatPlotLib/Jupyter notebooks do not allow saveFig if the plots are also drawn inline in a Jupyter notebook. If saveFig does not work while the backend is set to `inline`, comment out the following line to prevent inline plots, then saveFig should work.\n", "\n", " %matplotlib inline\n", " \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The file types available for export depends on the Matplotlib backend in use. The available file types can be [obtained](https://stackoverflow.com/questions/7608066/in-matplotlib-is-there-a-way-to-know-the-list-of-available-output-format) using the `matplotlib.pyplot.figure().canvas.get_supported_filetypes()` function, which returns a dictionary describing the plot types." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'eps': 'Encapsulated Postscript', 'jpg': 'Joint Photographic Experts Group', 'jpeg': 'Joint Photographic Experts Group', 'pdf': 'Portable Document Format', 'pgf': 'PGF code for LaTeX', 'png': 'Portable Network Graphics', 'ps': 'Postscript', 'raw': 'Raw RGBA bitmap', 'rgba': 'Raw RGBA bitmap', 'svg': 'Scalable Vector Graphics', 'svgz': 'Scalable Vector Graphics', 'tif': 'Tagged Image File Format', 'tiff': 'Tagged Image File Format'}\n", "**** If saveFig does not work inside the notebook please comment out the line \"%matplotlib inline\" \n", "To disable ryplot warnings, set doWarning=False\n", "**** If saveFig does not work inside the notebook please comment out the line \"%matplotlib inline\" \n", "To disable ryplot warnings, set doWarning=False\n" ] }, { "data": { "image/png": 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LtfbGqs+prNR7Y4ODRTizNyZJM1+3T3E+RnFbst3YytrXW4HBNvskcEOX5yjNCVVvrHW9sXpvbGgIPvShRm9s4cKenrIkaYr4SQJSD2SOXm/M3pgkqWJAk6ZBvTdWvXaU7ct6b6y+3tghh/T0lCVJPWRAkybZiy+OXm+s3ht7wxvgbW9rlPjtjUmSWhnQpAnYv79Y7LW+3li9N3byyUUIszcmSeqGAU3qUL03Vl9v7Ne/LsaPPLK4KvaZzzT3xiRJ6pYBTRrDrl2j1xur98YuvBCuvtremCRp8hnQJEb3xoaH4cEHG+NVb6y+3thhh/XufCVJs5sBTXPOvn2j1xu7557m3tjQEFxzTXHL0t6YJGm6GdA0q2XCtm3NJf56b+yoo+yNSZL6jwFNs0q9N1a9HnusGKt6Y9UTlYODxUcl2RuTJPUbA5pmrBdfhLvual5vrN4bO+ss+L3fK4LYihX2xiRJM4cBTTNCu97Y3XfD3r3F+CmnFEHsmmsa640dfXRPT1mSpHEzoKnvVL2x1vXGnnuuGK96Y5/9bOPqmL0xSdJsYkBTz+3aVdyerBf5q97YggVFb+zDH7Y3JkmaOwxomlatvbHhYfj5zxvj9d7Y4CCcf769MUnS3GNA05TZt6/4nMrW9caq3tiiRUUI+8hHil8vvtjemCRJYEDTJMmERx4Zvd6YvTFJkrpnQNO4PP306PXGHn+8GKt6Y9UTlYODsGyZvTFJkjplQNNBvfDC6PXG6r2xs8+Gyy4rrorZG5MkaeIMaGpib0ySpN4zoM1hVW+sHsY2bWr0xo4+urgq9rnPNXpjp5zS23OWJGkuMKDNIU8/PXq9sXpv7KKL7I1JktQPDGizVGtvbHgYtmwpxiKK9cYuu6x5vbEFC3p6ypIkqWRAmwX27YMHHmgu8dd7Y4sXFyHs+usbvbGjjurtOUuSpLF1FdAi4gPA58u3zwEfz8y72+y3FFgPHAvcAVydmS9HRABfAVYCe4BrMvOOCZz/nJMJv/pVI4hV6409/3wxbm9MkqSZr9sraL8Afjszd0XE5cA6YKjNfl8CvpyZ6yPiq8B1wM3A5cCy8jVUbmt3vEpVb6x+q3LnzmKs6o1VT1QODsKZZ9obkyRppusqoGXmj2pvbwcWt+5TXiW7FLiq3PQN4C8owtgq4NbMTOD2iFgYESdn5o5xnPus88ILcOedzVfH6r2xs8+GlSub1xuzNyZJ0uwzkQ7adcD32mw/DngmM8sGFNuA6kN9FgGP1PatxpoCWkSsBlYDLFmyZAKn2L9ae2PDw3DvvfbGJEnSOANaRPwORUB7c7vhNtuyg7HGhsx1FLdPGRgYGDU+09R7Y/X1xuq9scFB+PznG72xk0/u7TlLkqTeOWhAi4gbgI+Wb1cCxwNfAy7PzKfaHPIksDAi5pdX0RYD28uxbcCptX3rY7PGU081blFWv1a9scMOszcmSZIO7KABLTNvAm4CiIglwLconsp8cIz9MyJ+ALyX4knODwPfKYdvA9ZGxHqKhwN2z/T+Wb03Vr0eeqgYq/fGqjB23nn2xiRJ0oF1e4vzzyg6Zn9XPAvA3swcAIiIDcD1mbmdYimO9RHxV8CdwNfL4zdQXIXbQrHMxrUT/gmm0b59sHnz6N7Yvn3F+KmnFiFs9eriNqW9MUmSNB5RPFDZvwYGBnJkZGTa/7kH640tXNh4mtLemCRJAoiITdXFq4nwkwRK9d5Y9XriiWKs6o1dd10jkJ1xhr0xSZI0NeZkQNuzZ/R6Y/Xe2DnnwDve0bhCZm9MkiRNp1kf0LrpjVXrjR15ZG/PWZIkzW2zKqBlwsMPj+6N7dlTjC9cWISwL3yh0Rs76aSenrIkSdIoMzqgPflkcYuy3h1r7Y1VK/FX641Fu6VyJUmS+siMCWj13lj12rq1GKv3xqowdu659sYkSdLM1PcB7eGHiyth9d7YkiVFCFuzprHemL0xSZI0W/R9QNu1C5YvtzcmSZLmjr4PaBdeCN//fq/PQpIkafq41KokSVKfMaBJkiT1GQOaJElSnzGgSZIk9RkDmiRJUp8xoEmSJPUZA5okSVKfMaBJkiT1GQOaJElSnzGgSZIk9RkDmiRJUp8xoEmSJPUZA5okSVKfMaBJkiT1ma4CWkSsioh7IuKuiBiJiDePsd/SiPhJRPw8Iv4xIhaU2yMi/jYitpTfZ/lk/BCSJEmzSbdX0P4PcEFmXgh8BPjaGPt9CfhyZi4DdgHXldsvB5aVr9XAzd2esCRJ0mzXVUDLzOcyM8u3RwDZuk9EBHAp8L/LTd8A3ll+vQq4NQu3Awsj4uTxnLgkSdJs1XUHLSLeFRE/Bb5LcRWt1XHAM5m5t3y/DVhUfr0IeKS2b31MkiRJwPxuD8jMbwPfjoi3AH8JvK1ll2h3WAdjjW8QsZriFijASxFxX7fnqQk5Hniy1ycxxzjn0885n37O+fRzzqffGybjmxw0oEXEDcBHy7crM3M7QGb+MCLOiIjjM7P+m/8kxa3L+eVVtMXA9nJsG3Bqbd/62G9k5jpgXfnPH8nMgS5/Lk2Acz79nPPp55xPP+d8+jnn0y8iRibj+xz0Fmdm3pSZF5YPBhxedswon8BcADzVsn8CPwDeW276MPCd8uvbgA+VT3NeAuzOzB2T8YNIkiTNFt120N4D3BcRdwE3Ae+vHhqIiA0RcUq53+eBT0fEFopO2tfL7RuArcAW4H8An5jY6UuSJM0+XXXQMvNLFEtotBtbWft6KzDYZp8EbujyHNd1ub8mzjmffs759HPOp59zPv2c8+k3KXMejVUzJEmS1A/8qCdJkqQ+09OAFhEfKD/y6Z6I+FFEXHCQ/f9bRDxXe+9HR3UpIs6KiB9HxEsR8ccH2O93I+KO8mO9/i0iziy3O+dd6mLO/yEifhYR90XELRFxaLndOe9Sp3NW7vfXEfFgRDwQEZ/s5ng1RMRl5Z/fLRHxJ23Gx5zTgx2r9jqZt4h4a/nv8fsj4v92c6yalf9e3jnW0l8HyjTjmu/M7NkLeBNwTPn15cBPDrDvAPC/gOdq21YC36NYX+2SAx3v6zdzdiKwAvhr4I8PsN+DwNnl158A/t45n/I5X1nOawDfBD7unI97zjuaM+Ba4FbgkOr3yjkf13zPAx4CTqd4uv9u4JxOfk86OdbXuOd8IbAZWFK+P7HTY321nfO3AMuB+8YYb5tpxjvfPb2Clpk/ysxd5dvbKdZFGyUi5gH/Bfhcy5AfHdWlzNyZmRuBVw62K3BU+fXRNNarc8671OmcZ+aGcl4TGKbx98E5716nc/Zx4D9n5n4ofq+6PF6FQWBLZm7NzJeB9RRzWDfWnHZyrEbrZN6uAr6Vmb+Cpj/fzvk4ZOYPgacPMD5WphnXfPdTB+06iv+7amctcFuOXjPNj46aOtcDGyJiG3A18MVyu3M+xcpbm1cD/1Jucs671+mcnQG8PyJGIuJ7EbGsy+NV6GS+xtrHuR6fTubt9cAxEfGvEbEpIj7UxbGamHqmGdd8d/1RT1MhIn6H4od5c5uxU4D3AW9td2ibbT6WOjn+I8UnR/wkIj4L/A1FaHPOp97fAT/MzP9XvnfOu9fpnB0GvJiZAxHxbuAW4Le6OF6FTuZrrH2c6/HpZN7mAxcDvwu8GvhxRNze4bEapzaZZlzzPe1X0CLihrKweFdEnBIR5wNfA1Zl5lNtDrkIOBPYEhG/pPg0gy3lWEcfHTXXtc55B/ufAFyQmT8pN/0jxb11cM470u2c1477c+AE4NO1zc55B+pzTjE/nczZNuCfyq+/DZxf2+6cd66T+RprH+d6fDqd83/JzOez+EjGHwIXdHisxmGMTDOu+Z72gJbNHx01H/gWcHVmPjjG/t/NzJMy87TMPA3Yk5lnlsN+dFQH6nOe5WepHsQu4OiIeH35/u3AA+XXznkHxjHnRMT1wL8Hrqw6USXnvAMt/275Zzqbs38GLi2//m2Kh2PAOe/WRmBZRCyNiAXAFRRzWDfWnHZyrEbrZN6+A/xWRMyPiMOBIYp/lzvnUyAiltA+04xvvsfzJMNkvShS5i7grvI1UhvbAJzS5pj6U5xB8ZFTDwH3AgO9/Hlmwgs4iSLNPws8U359VOucA+8q5/Ru4F+B053zKZ/zveW8Vn8f/sw5H/ecjzlnLXO+EPhuuc+PKa4cO+fjm/OVFAH3IeBPy21rgDUd/J6MOtbXxOe8fP9Ziic57wNudM4nNN/fBHZQPPC1jeI2Zv3P+IEyTdfz7ScJSJIk9Zl+eopTkiRJGNAkSZL6jgFNkiSpzxjQJEmS+owBTZIkqc8Y0CRJkvqMAU2SJKnPGNAkSZL6zP8H7+txTwuxDhQAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(-30,40,200)\n", "p = ryplot.Plotter(0,1,1,figsize=(10,3))\n", "p.plot(1,x,x,pltaxis=[-2,1,-3,2],drawGrid=False)\n", "print(p.getPlot().canvas.get_supported_filetypes())\n", "p.saveFig('savegraph.png')\n", "p.saveFig('savegraph.svg')\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "if ryplot.imported_plotly:\n", " x = np.linspace(-30,40,200)\n", " p = ryplot.Plotter(0,1,1,figsize=(10,3),useplotly=True)\n", " p.plot(1,x,x,pltaxis=[-2,1,-3,2],drawGrid=False)\n", " print(p.getPlot().canvas.get_supported_filetypes())\n", " p.saveFig('savegraph.png')\n", " p.saveFig('savegraph.svg')\n", " p.plotlyPlot()\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'eps': 'Encapsulated Postscript', 'jpg': 'Joint Photographic Experts Group', 'jpeg': 'Joint Photographic Experts Group', 'pdf': 'Portable Document Format', 'pgf': 'PGF code for LaTeX', 'png': 'Portable Network Graphics', 'ps': 'Postscript', 'raw': 'Raw RGBA bitmap', 'rgba': 'Raw RGBA bitmap', 'svg': 'Scalable Vector Graphics', 'svgz': 'Scalable Vector Graphics', 'tif': 'Tagged Image File Format', 'tiff': 'Tagged Image File Format'}\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib.backends.backend_pdf import PdfPages\n", "\n", "x = np.linspace(-30,40,200)\n", "p = ryplot.Plotter(0,1,1,figsize=(10,3))\n", "p.plot(1,x,x,pltaxis=[-2,1,-3,2],drawGrid=False)\n", "print(p.getPlot().canvas.get_supported_filetypes())\n", "\n", "#create the pdf document\n", "pdfDoc = 'pltpdfpages.pdf'\n", "pdf_pages = ryplot.PdfPages(pdfDoc)\n", "pdf_pages.savefig(p.getPlot(),dpi=300)\n", "# Write the PDF document to the disk\n", "pdf_pages.close()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot line colour and style" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The line colour/style can be defined in three different ways:\n", "\n", "1. Use the default line colour. The default colour is as follows: \n", "\n", "\\begin{lstlisting}\n", "\n", " ['b', 'g', 'r', 'c', 'm', 'y', 'k',\n", " '#5D8AA8','#E52B50','#FF7E00','#9966CC','#CD9575','#915C83',\n", " '#008000','#4B5320','#B2BEB5','#A1CAF1','#FE6F5E','#333399',\n", " '#DE5D83','#800020','#1E4D2B','#00BFFF','#007BA7','#FFBCD9']\n", " \n", "\\end{lstlisting}\n", "\n", " These colours can be (one of the [matplotlib colours](http://matplotlib.org/api/colors_api.html#module-matplotlib.colors): ['b', 'g', 'r', 'c', 'm', 'y', 'k']\n", " or it can be a gray shade float value between 0 and 1, such as '0.75', or it can\n", " be in hex format '#eeefff' or it can be one of the legal html colours. A counter in \n", " Plotter keeps track of the current colour and iterates through the list of \n", " colour. When the end of the list is encountered, it starts again from the beginning \n", " (circular list). \n", " \n", " \n", "\n", "2. The user specifies a new series of colours, different from the default set. The function [`ryplot.buildPlotCol(plotCol=None, n=None)`](http://nelisw.github.io/pyradi-docs/_build/html/ryplot.html#pyradi.ryplot.Plotter.buildPlotCol) can be used to build a new sequence of colours. This sequence `plotCol` must be similar to the list shown above. The variable `n` determines the length of the new sequence. If `n` is longer than the supplied sequence, the full length of the sequence is filled by starting from the beginning. If `n=None`, the value will be calculated from `n=len(plotCol)`. This user-supplied list is used in the place of the default list, if none is given, the default set is used.\n", "\n", "3. For each line in a plot define the specific colour and style in the plot command. The `plotCol` parameter defines the colour to be used, and must be given as a list of strings, one string for each line in the plot. If an array is used to plot multiple lines, there must be a colour for each line, otherwise the last colour is repeated.\n", "\n", "The user can reset the colour counter to start again at the beginning of the colour sequence by calling the function [`ryplot.resetPlotCol()`](http://nelisw.github.io/pyradi-docs/_build/html/ryplot.html#pyradi.ryplot.Plotter.resetPlotCol).\n", "\n", "See\n", " http://html-color-codes.info/ \n", " http://www.computerhope.com/htmcolor.htm \n", " http://latexcolor.com/ \n", "\n", "See also [line style](http://matplotlib.org/api/artist_api.html#matplotlib.lines.Line2D.set_linestyle).\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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2JiLp+KYoNgA3qmp1UweINkZUVJZOnVp4ppbLzjYrDSyW9kCXOBotMzNLi4rsbmuW9klLBGG77znZaQNLZ6fdB6HF0tlxFYQicpWIbBSRYhEpFJFgUxSISJqIrBWRT0VkmYjEOtdFRJ4WkVLnPuNb4iEslo6M25rwfWCMqo4F5mKmKoJRL1sbChzBzClCQ9naPIyKxmLp0rgKQlWtVN9ITk+CTLT7ydb+7lz6K74tEs/I1lQ1HzOfmByJ4xZLZ8G1YkZErgZ+DQwAgm192KKyNaBaRDa59bMZ9MMIDqw9ay8cLmzuDVwHoaq+AbwhIpcAvwQuD8jSorI1ESls7hCwG6w9a8+tvebeI2RzVETudAZiikUkpf66qn4EDBGRfgFFzsjWnM9dfrc1i6UpQgahqj6rqmOdwZgeTp8PZ2QzFjgUkF+BetkanC1bm+OMkmbTSXdbs1jc4HZ09Bpgk4gUY/SkM+sHakTkLb+a8kHgPhEpxfQR/XdbK8PstvYn4I4wbD7v0sfmYu1Ze21qr93L1iyWzo5VzFgsHmOD0GLxGE+DUERucORrG0VktYiMCZH/GRGp9PvsSgYnIsNFZI2IVIvI/U3ku0xE1jsjwnkicoFbey5svSwiJSKySUSWiEhMhM8WVn4n32Misl1EtorI3RHau9Lxu1REFrjxJ1TZSOw5eS51/mabReTDZtpbIiIHpJE56qa+u67tqapnL2AykOS8nwasbSJvFvASUOl3LRezz40A2U2Vd/IPACYAjwH3N5FvOzDCeX8H8Be39lzYynXuJ8ArmG0kI3m2sPJjjh54EehW72cEzxYF7ADSMSPkH2OOQwjpTzhlI7SXCGwBUgOey7U9p9wlmBOpN7n57kZiz9OaUFVXq6pz3mzw3dsARCQK+B3wnwFJrmRwqnpAVdcBp0K5hjlvAyAB31xm2PbCtaWqbzn3U6AA3+/ArcQv3Py3A4+qal29nxHYmwiUqmqZqtZgFnBfFaY/4ZSNxN4s4HVV/SzguSKxVz8PfriJ9Ma+u67ttac+YWO7twHcBbypZ88pNiaDay43A2+JyOfAbOA3rWwPpxk6G3gnQlvh5h8CzBSzCuZtERkagb1w8jaWJ5LfYThlhgFJIvKBiBSJyBwXZZuL/3fXtb12sb2tNLF7m5i5x2uBS4MVDXKtJeZc5mPOYlwrIg8Av8cEZmvZA/gj8JGq/tv57NZWuPnPAU6qapaIfA9YAnzdpb1w8jaWJ5LfYThlooFM4DIgDlgjIvkR2gubIN9d1/bavCaUABmciIzGLIm6SoPv3jYOuAAoFZFdGNVOqZMWUgYXaC8M//pjlmutdS4tw7T/Q9pza8uv3MNAf+A+v8uuns1JC0cS+DnwmvP+DWB0uPbc+NZEnkiki+Hae0dVj6vqQeAjYEyE9sKike+ue3uhOqit+QJSMeqZyS7K+A/MTKdh578gzHsspJHBEsx/1IPAMOfzTcBrkdprypaTfjOwGogLuO7KVrj5MU3ruc77S4F1bu05v6MyIA3f4MPIcPwJp2yE9kZg1rtGAz2ATcBFkdjzu+dgGh+YCfrdjej52iLYmnjIxZhFv8XOq9Av7S0gJUgZ/yAUjHxuB/AJkBXC3rmY/1QVwFHnfe9Ae8DVzv0+Bj4A0t3ac2Gr1rlf/e/gFxE+W6P5A+wlAiudPGswtX4k9nIxo8g7gIeca7cBt4Xhz1llw/iuNGnP+fwAZoR0E3BvM+29gllid8r5290U8HxNfXdd2bOyNYvFY9rT6KjF0iWxQWixeIwNQovFY2wQWiweY4PQYvEYG4QWi8fYILRYPOb/AQSZWl+6SQn6AAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "\n", "x = np.linspace(-30,40,200)\n", "p = ryplot.Plotter(0,1,1,figsize=(3,1))\n", "p.plot(1,x,x,pltaxis=[-2,1,-3,2],drawGrid=False)\n", "p.plot(1,x,x**2,pltaxis=[-2,1,-3,2],drawGrid=False)\n", "\n", "q = ryplot.Plotter(1,1,1,figsize=(3,1))\n", "q.buildPlotCol(['y','r'])\n", "q.plot(1,x,x,pltaxis=[-2,1,-3,2],drawGrid=False)\n", "q.plot(1,x,x**2,pltaxis=[-2,1,-3,2],drawGrid=False)\n", "\n", "r = ryplot.Plotter(2,1,1,figsize=(3,1))\n", "r.plot(1,x,x,plotCol=['k'], pltaxis=[-2,1,-3,2],drawGrid=False)\n", "r.plot(1,x,x**2,plotCol=['m'],pltaxis=[-2,1,-3,2],drawGrid=False)\n", "\n", "x, a, labels = createRandomColumns(3, 1e3, 2.)\n", "s = ryplot.Plotter(3, 1,1,figsize=(3,1))\n", "s.plot(1, x, a, plotCol=['r','b'], maxNX=10, maxNY=2);\n", "\n", "x = np.linspace(0,1,200).reshape(-1,1)\n", "t = ryplot.Plotter(4,1,1,figsize=(6,2))\n", "y = x\n", "for i in range(len(t.plotCol)):\n", " y = np.hstack((y,x+i*0.02))\n", "t.plot(1,x,y,'Display default plot colours',pltaxis=[0,1,0,1],drawGrid=False)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The [Matplotlib documention](https://matplotlib.org/stable/api/colors_api.html) states that colours can also be specified in HTML colour format. I have had mixed success with the [`#ddffaa`](http://www.w3schools.com/tags/ref_colorpicker.asp) format as well as with the [HTML named colour](https://www.w3schools.com/colors/colors_picker.asp) specifiers. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "K:\\WorkN\\pyradi\\pyradi\\pyradi\\ryplot.py:1749: UserWarning:\n", "\n", "marker is redundantly defined by the 'marker' keyword argument and the fmt string \"o\" (-> marker='o'). The keyword argument will take precedence.\n", "\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(-30,40,200)\n", "p = ryplot.Plotter(0,1,1,figsize=(2,2))\n", "p.plot(1,x,x,plotCol='olive', linewidths=[4],pltaxis=[-2,1,-3,2],drawGrid=False)\n", "# p.plot(1,x,x**2,pltaxis=[-2,1,-3,2],drawGrid=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sometimes it is required to plot vertical or horizontal lines across the full size of the plot. The `ryplot.verticalLineCoords` and `ryplot.horizontalLineCoords` functions return a tuple with the x values and y values for the lines. These tuples can be unpacked in the `ryplot.plot` function as shown below. There are also functions to return the extents of the two axes: `ryplot.getXLim` and `ryplot.getYLim`." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(-30,40,200)\n", "y = x * x\n", "p = ryplot.Plotter(0,1,1,figsize=(2,2));\n", "p.plot(1,x,y,linewidths=[1]);\n", "vc = p.verticalLineCoords(subplotNum=1,x=20);\n", "p.plot(1,*vc,linewidths=[1],plotCol=['r']);\n", "hc = p.horizontalLineCoords(subplotNum=1,y=400);\n", "p.plot(1,*hc,linewidths=[1],plotCol=['g'],maxNX=5, maxNY=5);\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set axis ticker format" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(-30,40,200)\n", "y = x * x\n", "p = ryplot.Plotter(0,1,1,figsize=(4,2));\n", "p.plot(1,x,y,linewidths=[1]);\n", "vc = p.verticalLineCoords(subplotNum=1,x=20);\n", "p.plot(1,*vc,linewidths=[1],plotCol=['r']);\n", "hc = p.horizontalLineCoords(subplotNum=1,y=400);\n", "p.plot(1,*hc,linewidths=[1],plotCol=['g'],maxNX=5, maxNY=5,xAxisFmt='%.0f',yAxisFmt='%.2e');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Accessing Matplotlib/Pyplot functionality" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`pyradi.ryplot` provides a small subset of the full Matplotlib/pyplot capability. On occasion you may want to access the pyplot routines for additional functionality. `pyradi.ryplot` provides two functions to return a handle to figures and subplots.\n", "\n", "The `pyradi.ryplot.getPlot()` functions returns a handle to the pyplot figure. This handle allows the user to manipulate the figure as a whole. For example as in `A.getPlot().tight_layout()`.\n", "\n", "The `pyradi.ryplot.getSubPlot(subplotNum = 1)` functions returns a handle to the designated subplot in the figure. This handle allows the user to manipulate the graph in a subplot, adding labels, etc. The example below demonstrates how the `getSubPlot` function is used to access pyplot functions to provide labels and annotation and to modify the tick line style.\n", "\n", "This approach is very useful to set the format of the x and y axis ticker formats, just do\n", "\n", " from matplotlib.ticker import FormatStrFormatter\n", " ... create plot AA here\n", " currentP = AA.getSubPlot(1)\n", " currentP.xaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n", " currentP.yaxis.set_major_formatter(FormatStrFormatter('%.2e'))\n", "\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(5.0, 0.0)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib.ticker import FormatStrFormatter\n", "\n", "x, a, labels = createRandomColumns(3, 1, 2.) \n", "AA = ryplot.Plotter(1, 1, 1,'Demonstrate getSubPlot',figsize=(8,6))\n", "AA.plot(1, x, a, plotCol=['b','r','k'],\n", " label=['A1', 'A2', 'A3'],legendAlpha=0.5,\n", " pltaxis=[0, 10, 0, 5], maxNX=10, maxNY=3)\n", "currentP = AA.getSubPlot(1)\n", "currentP.set_xlabel('X Label')\n", "currentP.set_ylabel('Y Label')\n", "currentP.set_title('The figure title')\n", "currentP.annotate('axes center', xy=(.5, .5), xycoords='axes fraction',\n", " horizontalalignment='center', verticalalignment='center')\n", "currentP.text(0.5 * 10, 4, r\"$\\int_a^b f(x)\\mathrm{d}x$\", \n", " horizontalalignment='center', fontsize=20)\n", "currentP.xaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n", "currentP.yaxis.set_major_formatter(FormatStrFormatter('%.2e'))\n", "for xmaj in currentP.xaxis.get_majorticklocs():\n", " currentP.axvline(x=xmaj,ls='-')\n", "for xmin in currentP.xaxis.get_minorticklocs():\n", " currentP.axvline(x=xmin,ls='--')\n", "for ymaj in currentP.yaxis.get_majorticklocs():\n", " currentP.axhline(y=ymaj,ls='--')\n", "for ymin in currentP.yaxis.get_minorticklocs():\n", " currentP.axhline(y=ymin,ls='-.')\n", " \n", "# invert the y axes \n", "currentP.set_ylim(5,0)\n", " \n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Automatically saving plot files with the `with` context manager" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The [`ryplot.savePlot`](http://nelisw.github.io/pyradi-docs/_build/html/ryplot.html#pyradi.ryplot.savePlot)\n", "function implements a `with` context manager that automatically saves the graph to a file at the conclusion of the `with` code segment.\n", "The [`ryplot.savePlot`](http://nelisw.github.io/pyradi-docs/_build/html/ryplot.html#pyradi.ryplot.savePlot) parameters are exactly the same as for the [`ryplot.Plotter`](http://nelisw.github.io/pyradi-docs/_build/html/ryplot.html#pyradi.ryplot.Plotter) class, \n", "\n", "`savePlot(fignumber=0,subpltnrow=1,subpltncol=1,\n", " figuretitle=None, figsize=(9,9), saveName=None)`\n", " \n", "except that a new named parameter `saveName` is now present. `saveName` can be a string or a list of strings. If `saveName` is not `None`, the list of filenames is used to\n", "save files of the plot (any number of names/types).\n", "\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "**** If saveFig does not work inside the notebook please comment out the line \"%matplotlib inline\" \n", "To disable ryplot warnings, set doWarning=False\n", "**** If saveFig does not work inside the notebook please comment out the line \"%matplotlib inline\" \n", "To disable ryplot warnings, set doWarning=False\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# demonstrate the use of the contextmanager and with statement\n", "x = np.linspace(-3,3,20)\n", "with ryplot.savePlot(1,1,1,'Test with',figsize=(3,2),\n", " saveName=['testwith.png','testwith.eps']) as p:\n", " ax = p.plot(1,x,x*x)\n", " p.labelSubplot(ax,xlabel='x',ylabel='y')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 'Square' or 'equal' axes\n", "\n", "You can force a graph's axes to have equal length on both axes by setting the `equal` attribute:\n", "\n", "\n", " p.getSubPlot(1).axis('equal')\n", "\n", "\n", "The ryplot.plot() function now also has a parameter to force equal axes:\n", "\n", " axesequal (bool) force scaling on x and y axes to be equal (optional)\n", " \n", " \n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "**** If saveFig does not work inside the notebook please comment out the line \"%matplotlib inline\" \n", "To disable ryplot warnings, set doWarning=False\n", "**** If saveFig does not work inside the notebook please comment out the line \"%matplotlib inline\" \n", "To disable ryplot warnings, set doWarning=False\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# demonstrate the use of axis equal \n", "x = np.linspace(-3,3,20)\n", "with ryplot.savePlot(1,1,1,'Test with',figsize=(3,2),\n", " saveName=['testwith.png','testwith.eps']) as p:\n", " ax = p.plot(1,x,x*x, axesequal=True)\n", " p.labelSubplot(ax,xlabel='x',ylabel='y')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple axes (twin axes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There can be multiple axes on a plot. Look out for the `twinx` and `twiny` commands, [here](http://matplotlib.org/faq/howto_faq.html), [here](http://matplotlib.org/examples/api/two_scales.html), [here](http://stackoverflow.com/questions/3136800/matplotlib-one-line-plotted-against-two-related-x-axes-in-different-units), and [here](http://matplotlib.org/examples/pylab_examples/multiple_yaxis_with_spines.html)." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "K:\\WorkN\\pyradi\\pyradi\\pyradi\\ryplot.py:1754: UserWarning:\n", "\n", "marker is redundantly defined by the 'marker' keyword argument and the fmt string \"o\" (-> marker='o'). The keyword argument will take precedence.\n", "\n", "K:\\WorkN\\pyradi\\pyradi\\pyradi\\ryplot.py:1893: UserWarning:\n", "\n", "Attempted to set non-positive bottom ylim on a log-scaled axis.\n", "Invalid limit will be ignored.\n", "\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Energy mJ')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(-30,40,200)\n", "p = ryplot.Plotter(0,1,1,figsize=(2,2))\n", "p.semilogY(1,x,x,'','','Energy J',plotCol='olive',pltaxis=[-2,1,-3,2],drawGrid=False)\n", "# p.plot(1,x,x**2,pltaxis=[-2,1,-3,2],drawGrid=False)\n", "\n", "currentP = p.getSubPlot(1)\n", "ylim1, ylim2 = currentP.get_ylim()\n", "ax2 = currentP.twinx()\n", "ax2.set_yscale('log')\n", "ax2.set_ylim(ylim1 * 1e3, ylim2* 1e3)\n", "ax2.set_ylabel('Energy mJ')\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following example does not use pyradi functionality, it falls back on pyplot." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "x1 = np.linspace(1,1000000,100)\n", "x2 = x1 / (-466.0)\n", "y1 = np.log(x1)\n", "\n", "fig = plt.figure()\n", "ax1 = fig.add_subplot(111)\n", "ax2 = ax1.twiny()\n", "line1, = ax1.plot(x1,y1,'r')\n", "line2, = ax2.plot(x2,y1,'b')\n", "\n", "plt.legend((line1, line2), ('red', 'blue'));\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multipage PDF output" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`ryplot` can create multipage PDF output, with a different graph on each page, using [matplotlib.backends.backend](https://matplotlib.org/stable/api/backend_pdf_api.html). This is useful when running repeated experiments with multiple graphs per run, when the PDF collects all the graphs in one file. The model is to create a PdfPages backend and then save the graphs to this backend:\n", "\n", " from matplotlib.backends.backend_pdf import PdfPages\n", " with PdfPages('foo.pdf') as pdf:\n", " # As many times as you like, create a figure fig and save it:\n", " # When no figure is specified the current figure is saved\n", " pdf.savefig(fig)\n", " pdf.savefig()\n", "\n", "The example below demonstrates use of this functionality.\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ " x = np.linspace(0, 2*np.pi, 50).reshape(-1, 1)\n", " y = 1 + np.random.random(x.shape[0]).reshape(-1, 1)\n", "\n", " #create the pdf document\n", " pdf_pages = ryplot.PdfPages('multipagepdf.pdf')\n", "\n", " # create the first page\n", " A = ryplot.Plotter(1, 2, 1,figsize=(5,4))\n", " A.plot(1, x, y, \"Array Linear\",\"X\", \"Y\")\n", " axa = A.logLog(2, x, y, \"Array LogLog\",\"X\", \"Y\")\n", " pdf_pages.savefig(A.getPlot())\n", "\n", " #create the second page\n", " B = ryplot.Plotter(1, 1, 1,figsize=(5,4))\n", " axb = B.polar(1, x, y, \"Polar\")\n", " pdf_pages.savefig(B.getPlot())\n", "\n", " # Write the PDF document to the disk\n", " pdf_pages.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cartesian plotting routines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The \n", "[`ryplot.Plotter.plot`](http://nelisw.github.io/pyradi-docs/_build/html/ryplot.html#pyradi.ryplot.Plotter.plot), \n", "[`ryplot.Plotter.semilogX`](http://nelisw.github.io/pyradi-docs/_build/html/ryplot.html#pyradi.ryplot.Plotter.semilogX), \n", "[`ryplot.Plotter.semilogY`](http://nelisw.github.io/pyradi-docs/_build/html/ryplot.html#pyradi.ryplot.Plotter.semilogY), and \n", "[`ryplot.Plotter.logLog`](http://nelisw.github.io/pyradi-docs/_build/html/ryplot.html#pyradi.ryplot.Plotter.logLog) functions provide the four types of cartesian plots shown in the introductory example above. All four functions have the same parameter signature\n", "\n", "- `plotnum (int)` The subplot number, 1-based index, according to Matplotlib conventions. This value must always be given, even if only a single 1,1 subplot is used. \n", "- `x (np.array[N,] or [N,1])` vector of abscissa (x axis) values.\n", "- `y (np.array[N,] or [N,M])` vector/array of ordinates (y axis) values - could be M columns. Number of rows N much match the number of abscissa rows.\n", "- `ptitle (string)` plot title (optional) for this subplot.\n", "- `xlabel (string)` x-axis label (optional) for this subplot.\n", "- `ylabel (string)` y-axis label (optional) for this subplot.\n", "- `plotCol ([strings])` plot line colour and style, list with M entries (optional), use class default if not supplied. Each new plot line is rendered with the next colour in the list, repeating the sequence if necessary. Entries in this list must be of the form `['b', 'g', 'r']` defining the colour in the first character and the linestyle with the remaining characters (optional).\n", "- `linewidths ([float])` plot line width in points, list with M entries, use default if None (optional).\n", "- `label ([strings])` legend label for each ordinate, list with M entries (optional).\n", "- `legendAlpha (float)` transparancy for legend box. This only works for bitmap files, not for eps files (optional).\n", "- `legendLoc (string)` location for legend box, default value is `best` (optional).\n", "- `pltaxis ([xmin, xmax, ymin,ymax])` scale for x,y axes. Let Matplotlib decide if None (optional).\n", "- `maxNX (int)` draw maxNX+1 tick labels on x axis, use this to control the density of the x-axis grid and tick label density (optional).\n", "- `maxNY (int)` draw maxNY+1 tick labels on y axis, use this to control the density of the y-axis grid and tick label density (optional).\n", "- `linestyle (string)` linestyle for this plot. Use this linestyle to override the style defined in `plotCol` (optional).\n", "- `xScientific (bool)` use scientific notation on x axis (optional).\n", "- `yScientific (bool)` use scientific notation on y axis (optional).\n", "- `powerLimits[float]` scientific tick label power limits [x-low, x-high, y-low, y-high] (optional). Scientific notation is used for data less than 10$^{\\rm low}$ or data greater than 10$^{\\rm high}$. Inside this range, the notation is fixed format. For example `powerlimits=[-3, 4, -3, 4]` defines scientific notation is used for numbers less than 1e-3 or greater than 1e4. For this to work the x or y axis must be set to scientific notation (`xScientific` and/or `yScientific` must be `True`).\n", "- `titlefsize (int)` title font size, default 12pt (optional).\n", "- `xylabelfsize (int)` x-axis, y-axis label font size, default 12pt (optional).\n", "- `xytickfsize (int)` x-axis, y-axis tick font size, default 10pt (optional).\n", "- `labelfsize (int)` label/legend font size, default 10pt (optional).\n", "- `drawGrid (bool)` draw the grid on the plot (optional).\n", "- `yInvert (bool)` invert the y-axis. Flip the y-axis up-down. (optional).\n", "- `xInvert (bool)` invert the x-axis. Flip the x-axis left-right. (optional).\n", "- `xIsDate (bool)` convert the datetime x-values to dates. In this case the x values must be datetime dates (optional).\n", "- `xTicks ({tick:label})` dict of x-axis tick locations and associated labels. Define your own tick locations and their labels to have better control of the x-axis tick display (optional).\n", "- `xtickRotation (float)` x-axis tick label rotation angle. Rotate the tick labels if these labels are too long and overlap with each other (optional).\n", "- `markers ([string])` [markers](http://matplotlib.org/api/markers_api.html) to be used for plotting data points. Each (x,y) data point is indicated with this marker style (optional).\n", "- `markevery` [None | int | (startind, stride)] use [`markevery`](http://matplotlib.org/api/artist_api.html#matplotlib.lines.Line2D.set_markevery) tosubsample the data set when using markers, Values can be one of `None`, `integer` (mark every n'th value), or `(startind, stride)` (start at the first index and then mark mark every n'th value) (optional).\n", "- `zorders` ([int]) list of zorder for drawing sequence, highest is last (optional).\n", "- `clip_on` (bool) clips objects to drawing axes (optional)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The x and y axis limits can be defined for a plot, using `pltaxis`. If no axes limits are specified, Matplotlib will determine appropriate values.\n", "\n", "The `drawGrid` function parameter can be used to control the display of the graph grid (`True` or `False`)." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(-30,40,200)\n", "p = ryplot.Plotter(2,1,2,figsize=(10,3))\n", "p.plot(1,x,x,pltaxis=[-2,1,-3,2],drawGrid=False)\n", "p.logLog(2,np.abs(x),np.abs(x),pltaxis=[1, 40, 1,20], linewidths=[4]) ; " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each plot line can be given a label/legend entry to identify the line. To this end, the `label ([strings])` parameter is used. The label is a list of strings, with one string for every line in the plot. If a single line is plotted, a single string must be given, if multiple lines are plotted, the same number of strings must be given in the label list.\n", "\n", "The `legendAlpha` parameter can be used to draw a box around the legend. The alpha (transparency) can be adjusted, but this functionality is only available in bitmap file exports, not in vector graphics exports." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x, a, labels = createRandomColumns(3, 1e3, 5.)\n", "A = ryplot.Plotter(1, 2, 2,'Plots of Random Data',figsize=(10,5))\n", "A.plot(1, x, a[:,0], \"Single Line, LegendAlpha=0\", \"X\", \"Y\", label=['Line 1'],legendAlpha=0)\n", "A.plot(2, x, a, \"Three Lines, LegendAlpha=0.5\", \"X\", \"Y\", label=['Line 1','Line 2','Line 3' ],legendAlpha=0.5)\n", "A.plot(3, x, a[:,0], \"Single Line, LegendAlpha=0.8\", \"X\", \"Y\", label=['Line A'],legendAlpha=0.8)\n", "A.plot(4, x, a, \"Three Lines, LegendAlpha=1\", \"X\", \"Y\", label=[r'$\\alpha$',r'$\\beta$',r'$\\gamma$'],legendAlpha=1);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `maxNX` and `maxNY` parameters control how dense the major tick grid is, the graph will display so many major tick intervals.\n", "\n", "In order to activate scientific notation on the figure axes, use \n", "`xScientific=True` or `yScientific=True`. The [`powerLimits`](http://matplotlib.org/api/ticker_api.html) variable defines the threshold value to switch between scientific and fixed point format (if scientific is switched on).\n", "\n", "At the current time, it seems as if the x-axis scientific format in Pyplot is not working.\n", "\n", "The `legendloc` keyword can be used to locate the legend in the plot window. It must be one of ‘best’,\n", "‘upper right’,\n", "‘upper left’,\n", "‘lower left’,\n", "‘lower right’,\n", "‘right’,\n", "‘center left’,\n", "‘center right’,\n", "‘lower center’,\n", "‘upper center’,\n", "‘center’." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x, a, labels = createRandomColumns(2, 1e3, 2., 200)\n", "AA = ryplot.Plotter(1, 1, 2,'Demonstrate scientific axes',figsize=(12,4))\n", "AA.plot(1, 100*x, a, plotCol=['b','r'],\n", " label=labels,legendAlpha=0.5, legendLoc='upper left', maxNX=5, maxNY=2,\n", " xScientific=True,yScientific=True, powerLimits = [0, 0, 0, 0])\n", "AA.plot(2, x, a, plotCol=['b','r'],\n", " label=labels,legendAlpha=0.5, legendLoc='lower right', maxNX=4, maxNY=20);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The font size for some graph elements can be adjusted, using the following function parameters:\n", "\n", "- `titlefsize` (int) title font size, default 12pt (optional).\n", "- `xylabelfsize` (int) x-axis, y-axis label font size, default 12pt (optional).\n", "- `xytickfsize` (int) x-axis, y-axis tick font size, default 10pt (optional).\n", "- `labelfsize` (int) label/legend font size, default 10pt (optional).\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(-30,40,200)\n", "p = ryplot.Plotter(1,2,2,figsize=(10,6))\n", "p.plot(1,x,x,ptitle='Subplot 1', xlabel='x', ylabel='y',pltaxis=[-2,1,-3,2], \n", " label=['line'], titlefsize=18, drawGrid=False)\n", "p.plot(2,x,x,ptitle='Subplot 1', xlabel='x', ylabel='y',pltaxis=[-2,1,-3,2], \n", " label=['line'], xylabelfsize=18, drawGrid=False)\n", "p.plot(3,x,x,ptitle='Subplot 1', xlabel='x', ylabel='y',pltaxis=[-2,1,-3,2],\n", " label=['line'], xytickfsize=18,drawGrid=False)\n", "p.plot(4,x,x,ptitle='Subplot 1', xlabel='x', ylabel='y',pltaxis=[-2,1,-3,2], \n", " label=['line'], labelfsize=18,drawGrid=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next example shows the use of dates on the x axis. In order to fit the long dates in the limited space, the ticks are rotated." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import datetime as dt\n", "dates = ['01/02/1991','01/03/1991','01/04/1991','01/05/1991']\n", "x = np.asarray([dt.datetime.strptime(d,'%m/%d/%Y').date() for d in dates])\n", "y = np.asarray(range(len(x)))\n", "pd = ryplot.Plotter(1,figsize=(6,3))\n", "pd.plot(1,x,y,xIsDate=True,xtickRotation=30);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This example demonstrates the use of arbitrary x-axis tick marks, rotating the tick marks and flipping the x axis, even when using the tick marks. The arbitrary tick mark x-axis locations are specified in a dictionary, where the key values must correspond to the x-scale values. Any value to be displayed can be given as the value associated with the key.\n", "\n", "The following example also demonstrates how to invert the x axis or y axis. The values on the axis will normally increase from the origin (ascending). If `xInvert=True` or `yInvert=True` the values will be descending away from the origin." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.asarray([1, 2, 3, 4])\n", "y = np.sqrt(x)\n", "px = ryplot.Plotter(2,1,2,figsize=(12,3))\n", "px.plot(1,x,y,xTicks={1:'One', 2:'Zwei', 3:'Trois', 4:'Quattro'}, xtickRotation=90)\n", "px.plot(2,x,y,xTicks={1:r'$\\alpha$', 2:r'$\\beta$', 3:r'Three', 4:'Four'}, xInvert=True, yInvert=True, xtickRotation=-45);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sometimes you plot many lines in a single graph using array-format data. In such a case it does not make sense to add parameters for the x-axis labels, etc., to each plot. For this purpose, the `ryplot.labelSubplot(subplotaxis, ptitle=None, xlabel=None, ylabel=None, zlabel=None, titlefsize=10, labelfsize=10)` \n", "function annotates the two axes labels and subplot title if given the subplot handle. The user provides the strings for the labels and can also control the font size.\n", "\n", "The `zorders` flag sets the order in which lines are drawn in the graph; higher order numbers are drawn last. In the following example the thick line is drawn either first or last.\n", "\n", "The parameter `legendLoc` can be used to locate the legend in the graph. The codes to indicate location are given [here](http://matplotlib.org/api/legend_api.html#matplotlib.legend.Legend.codes) and are as follows:\n", "\n", " codes = {u'right': 5, u'center left': 6, u'upper right': 1, u'lower right': 4, \n", " u'best': 0, u'center': 10, u'lower left': 3, u'center right': 7, \n", " u'upper left': 2, u'upper center': 9, u'lower center': 8} \n", " \n", " " ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x, a, labels = createRandomColumns(3, 1e3, 5.)\n", "\n", "A = ryplot.Plotter(1, 1, 2,figsize=(12,3))\n", "ax = A.plot(1, x, a, label=labels, plotCol=['c','r','b'],\n", " linestyle=['-','-.',':'], linewidths=[4,2,1],\n", " legendAlpha=0.5,pltaxis=[0, 10, 0, 10000], maxNX=10, maxNY=2, zorders=[10,5,4])\n", "A.labelSubplot(ax, ptitle='My nice plot title', xlabel='this is an x label',\n", " ylabel='and a y label', labelfsize=15, titlefsize=20)\n", "ax = A.plot(2, x, a, label=labels, plotCol=['c','r','b'],\n", " linestyle=['-','-.',':'], linewidths=[4,2,1],\n", " legendAlpha=0.5,legendLoc='lower left',pltaxis=[0, 10, 0, 10000], maxNX=10, maxNY=2, zorders=[4,5,10])\n", "A.labelSubplot(ax, ptitle='My nice plot title', xlabel='this is an x label',\n", " ylabel='and a y label', labelfsize=15, titlefsize=20);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, `clip_on=True`, but if the flag is set to `False`, the graph markers and lines can extend beyond the axes bounds." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.asarray([1,2,3,4])\n", "y = x\n", "\n", "A = ryplot.Plotter(1, 1, 2,figsize=(12,3))\n", "ax = A.plot(1, x, y, maxNX=3, maxNY=3, pltaxis=[1,3,1,3], markers=['o'], clip_on=True )\n", "ax = A.plot(2, x, y, maxNX=3, maxNY=3, pltaxis=[1,3,1,3], markers=['o'], clip_on=False );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data points in the graph can be marked with a symbol (default is no mark) to identify the data points or the line. For this purpose the `markers` function parameter can be used to indicate the [`markers`](http://matplotlib.org/api/markers_api.html) to be used for the lines. The value of this parameter is a list of strings, with one string per line. The pyplot [`markevery`](http://matplotlib.org/api/artist_api.html#matplotlib.lines.Line2D.set_markevery) functionality is used to set the interval at which the marker must be drawn. The `markevery` values can be one of `None`, `integer` (mark every n'th value), or `(startind, stride)` (start at the first index and then mark mark every n'th value).\n", "\n", "The first graph shows a single line plot with no markers. The second graph shows the same information but with a marker on each data point - which is too dense to be of value. The marker can be shown at some regular interval, by slicing the data with a stride larger than one. \n", "The third graph shows a marker at a constant interval, throughout the range.\n", "The fourth graph shows a marker at a constant interval, starting at a specific index into the data set.\n", "\n", "The marker types are listed at [http://matplotlib.org/api/markers_api.html](http://matplotlib.org/api/markers_api.html)." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(0,3*np.pi,201)\n", "y = np.sin(x)\n", "p = ryplot.Plotter(1,2,2, figsize=(12,8))\n", "p.plot(1, x, y, label=['Line 1'])\n", "p.plot(2, x, y, label=['Line 1'], markers=['v'])\n", "p.plot(3, x, y, plotCol=['r'], label=['Line 1'], markers=['o'], markevery=10)\n", "p.plot(4, x, y, plotCol=['g'], label=['Line 1'], linestyle='', markers=['s'], markevery=(50,5));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A short detour in chaos theory. The following picture is one example of a strange attractor using iterated function systems (IFS). Irrespective of the starting value, the set of iterative IFS equations yield results that are 'attracted' to some stable trajectory. The interesting aspect here is that the stable trajectory is not known or predicable in exact mathematical or numeric terms. The trajectory tends toward a stable attractor. When using different starting values this stable attractor is recognisably similar, but never numerically exactly the same.\n", "\n", "https://en.wikipedia.org/wiki/Attractor \n", "http://www.stsci.edu/~lbradley/seminar/attractors.html \n", "http://www.chaos-math.org/en/chaos-vii-strange-attractors \n", "http://softology.com.au/tutorials/attractors2d/tutorial.htm \n", "http://www.chaos.umd.edu/gallery.html \n", " \n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def fracset(rst):\n", " i = 0\n", " while i < rst.shape[0]-1:\n", " rst[i+1,0] = rst[i,1] * (1+np.sin(0.7*rst[i,0])) - 1.2*np.sqrt(np.abs(rst[i,0]))\n", " rst[i+1,1] = 0.21 - rst[i,0]\n", " i = i + 1\n", " return rst\n", "\n", " \n", "numpoints = 5000\n", "rst = np.zeros([numpoints, 2])\n", "rst[0,0] = 2 # or whatever value\n", "rst[0,1] = 0.01 # or whatever value\n", "rst = fracset(rst)\n", "\n", "p = ryplot.Plotter(1);\n", "p.plot(1,rst[:,0],rst[:,1], markers=['.'],linestyle='');\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pie plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sometimes the data on an polar grapg only requires a small angular extent. The `ryplot.Plotter.pie` function plots only pie sections of a polar graph.\n", "\n", "\n", " def pie(self, plotnum,theta,radius, ptitle=None,angLabel='',radLabel='',\n", " thetaAxis=[0,360.],radiusAxis=[0,1],plotCol=[], linewidths=None, label=[], legendAlpha=0.0,\n", " legendLoc='best',linestyle=None,titlefsize = 12,umAngGrid=5, numRadGrid=10,abelfsize=10, \n", " drawGrid=True,markers=[],markevery=None,radangfsize = 12, ytickfsize = 10,\n", " zorders=None, clip_on=True,degreeformatter='%d$^\\circ$')\n", "\n", "\n", "\n", "- `plotnum (int)` subplot number, 1-based index\n", "- `theta (np.array[N,] or [N,M])` angular data set in degrees - could be M columns\n", "- `radius (np.array[N,] or [N,M])` radial data set - could be M columns\n", "- `ptitle (string)` plot title (optional)\n", "- `angLabel (string)` angular axis label (optional)\n", "- `radLabel (string)` radial axis label (optional)\n", "- `thetaAxis ([minAngle, maxAnlge])` the angular extent to be displayed, degrees (optional)\n", "- `radiusAxis ([minRad, maxRad])` the radial extent to be displayed, degrees (optional)\n", "- `plotCol ([strings])` plot colour, list with M entries, use default if [] (optional)\n", "- `linewidths ([float])` plot line width in points, list with M entries, use default if None (optional)\n", "- `label ([strings])` legend label for ordinate, list with M entries\n", "- `legendAlpha (float)` transparency for legend box\n", "- `legendLoc (string)` location for legend box (optional)\n", "- `linestyle (string)` linestyle for this plot (optional)\n", "- `titlefsize (int)` title font size, default 12pt (optional)\n", "- `numAngGrid (int)` number of grid or tick marks along angular extent\n", "- `numRadGrid (int)` number of grid or tick marks along angular extent\n", "- `labelfsize (int)` label/legend font size, default 10pt (optional)\n", "- `drawGrid (bool)` draw the grid on the plot (optional)\n", "- `markers ([string])` markers to be used for plotting data points (optional)\n", "- `markevery (int | (startind, stride))` subsample when using markers (optional)\n", "- `radangfsize (int)` x-axis, y-axis label font size, default 12pt (optional)\n", "- `xytickfsize (int)` x-axis, y-axis tick font size, default 10pt (optional)\n", "- `zorders` ([int]) list of zorder for drawing sequence, highest is last (optional)\n", "- `clip_on` (bool) clips objects to drawing axes (optional)\n", "- `degreeformatter` (str) format string to defie the angular tick labels (optional)\n", "\n", "\n", "The file must have a format where the x-axis values are given in the first column, with subsequent columns providing any number of y-axis values.\n", "If such a file has a header line with column titles, the header-line titles can be used to provide x-axis and y-axis labels for the subplots. The first character of the header line is assumed to be a comment character, e.g., `#` or `%`.\n", "Individual subplots do not have graph titles, but rather one title for the whole graph. An example of the first few lines of such a file is as follows:\n", "\n", " % time inp1 sine1 sum3 pulse1 sum1 sum2 lim1 filt1 ingr1 sum4 sum5 \n", " 0 0.502 0 0.502 0 0.502 0.502 0.502 0.00741872 3.70936e-05 0.502 -2 \n", " 0.01 0.504 0 0.504 0 0.504 0.503926 0.503926 0.0220653 0.000184514 0.504 -2 \n", " 0.02 0.506 0 0.506 0 0.506 0.505631 0.505631 0.0363327 0.000476504 0.506 -2 \n", "\n", "All the lines in the array plot subplots are drawn with the same colour, defined in `allPlotCol`.\n" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "p = ryplot.Plotter(1,2,3,figsize=(12,12));\n", "theta = np.linspace(-10,10,20) + np.random.random(20) # in degrees\n", "radius = np.linspace(.5, 1., 20) + np.random.random(20) /50.\n", "thetax2 = np.hstack((theta.reshape(-1,1), -4 + theta.reshape(-1,1)))\n", "radiusx2 = np.hstack((radius.reshape(-1,1), 0.1+radius.reshape(-1,1)))\n", "\n", "# plot one data set\n", "p.pie(1,theta,radius,ptitle='test 1',radLabel='Distance m',angLabel='OTA deg',thetaAxis=[-20,20], radiusAxis=[0.5,1],\n", " numAngGrid=3, numRadGrid=5,linewidths=[5],linestyle=[''],markers=['x'],label=['dada'],legendAlpha=0.7,\n", " labelfsize=14,titlefsize=18,plotCol=['#053f22']);\n", "\n", "p.pie(2,theta,radius,ptitle='test 2',radLabel='Distance m',angLabel='OTA deg',thetaAxis=[-20,20], radiusAxis=[0.,1],\n", " numAngGrid=3, numRadGrid=5,linestyle=['--']);\n", "\n", "# plot two datasets in one np.array\n", "p.pie(3,thetax2,radiusx2,ptitle='test 3',radLabel='Distance m',angLabel='OTA deg',thetaAxis=[-20,20], radiusAxis=[0.5,1],\n", " numAngGrid=3, numRadGrid=5,linewidths=[2,1],linestyle=['-',':'],markers=['v','o'],drawGrid=False,\n", "label=['dada','dodo'],clip_on=False);\n", "\n", "p.pie(4,theta+180.,radius,ptitle='',radLabel='Distance m',angLabel='OTA deg',thetaAxis=[90,270], radiusAxis=[0.,1],\n", " numAngGrid=10, numRadGrid=5,linestyle=['--'],degreeformatter=\"%d\");\n", "\n", "p.pie(5,theta+180.,radius,ptitle='',radLabel='Distance m',angLabel='OTA deg',thetaAxis=[91,270], radiusAxis=[0.,1],\n", " numAngGrid=10, numRadGrid=5,linestyle=['--'],degreeformatter=\"%d\");\n", "\n", "# use the same subplot more than once\n", "p.pie(6,theta+180,radius,ptitle='test 6',radLabel='Distance m',angLabel='OTA deg',\n", " thetaAxis=[135,270], radiusAxis=[0,1],xytickfsize=8,numAngGrid=3, numRadGrid=5,\n", " linewidths=[5],linestyle=[''],markers=['x'],label=['dada'],radangfsize=8);\n", "\n", "p.pie(6,theta+185,radius,ptitle='test 6',radLabel='Distance m',angLabel='OTA deg',\n", " thetaAxis=[135,271], radiusAxis=[0,1],xytickfsize=8,numAngGrid=3, numRadGrid=5,\n", " linewidths=[2],linestyle=['-'],markers=['o'],label=['dodo'],markevery=4,radangfsize=8);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting arrays in multiple subplots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some data files contain array data where each column is a different variable. The [`ryplot.Plotter.plotArray`](http://nelisw.github.io/pyradi-docs/_build/html/ryplot.html#pyradi.ryplot.Plotter.plotArray) function \n", "\n", " plotArray(self, plotnum, inarray, slicedim = 0, labels = None, maxNX=0, maxNY=0, \n", " titlefsize = 8, xylabelfsize = 8, xytickfsize = 8, selectCols=None, sepSpace=0.2, \n", " allPlotCol='r' ) \n", "provides the functionality to plot different colums in different subplots. \n", "\n", "\n", "- `plotnum (int)` The subplot number, 1-based index, according to Matplotlib conventions. This value must always be given, even if only a single 1,1 subplot is used. \n", "- `inarray (np.array)` data series to be plotted. Data direction can be cols or rows. The abscissa (x axis) values must be the first col/row, with ordinates in following cols/rows. \n", "- `slicedim (int)` slice along columns (0) or rows (1) (optional).\n", "- `labels ([str])` a list of strings as labels for each subplot. x=labels[0], y=labels[1:] (optional).\n", "- `maxNX (int)` draw maxNX+1 tick labels on x axis (optional). \n", "- `maxNY (int)` draw maxNY+1 tick labels on y axis (optional). \n", "- `titlefsize (int)` title font size, default 12pt (optional). \n", "- `xylabelfsize (int)` x-axis, y-axis label font size, default 12pt (optional). \n", "- `xytickfsize (int)` x-axis, y-axis tick font size, default 10pt (optional). \n", "- `selectCols ([int])` select columns for plot. Col 0 corresponds to col 1 in input data (because col 0 is abscissa),plot all if not given (optional). \n", "- `sepSpace (float)` vertical spacing between sub-plots in inches (optional). \n", "- `allPlotCol (str)` make all plot lines this colour (optional). \n", "\n", "\n", "The file must have a format where the x-axis values are given in the first column, with subsequent columns providing any number of y-axis values.\n", "If such a file has a header line with column titles, the header-line titles can be used to provide x-axis and y-axis labels for the subplots. The first character of the header line is assumed to be a comment character, e.g., `#` or `%`.\n", "Individual subplots do not have graph titles, but rather one title for the whole graph. An example of the first few lines of such a file is as follows:\n", "\n", " % time inp1 sine1 sum3 pulse1 sum1 sum2 lim1 filt1 ingr1 sum4 sum5 \n", " 0 0.502 0 0.502 0 0.502 0.502 0.502 0.00741872 3.70936e-05 0.502 -2 \n", " 0.01 0.504 0 0.504 0 0.504 0.503926 0.503926 0.0220653 0.000184514 0.504 -2 \n", " 0.02 0.506 0 0.506 0 0.506 0.505631 0.505631 0.0363327 0.000476504 0.506 -2 \n", "\n", "All the lines in the array plot subplots are drawn with the same colour, defined in `allPlotCol`.\n" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "filesAvailable are ['arrayplotdemo.txt']\n" ] } ], "source": [ "import pyradi.ryfiles as ryfiles\n", "import pyradi.ryutils as ryutils\n", "# import pyradi.ryplot as ryplot\n", "# import numpy as np\n", "\n", "tgzFilename = 'arrayplotdemo.tgz'\n", "destinationDir = '.'\n", "tarFilename = 'arrayplotdemo.tar'\n", "url = 'https://raw.githubusercontent.com/NelisW/pyradi/master/pyradi/data/'\n", "dlNames = ryfiles.downloadUntar(tgzFilename, url, destinationDir, tarFilename)\n", "\n", "print('filesAvailable are {}'.format(dlNames))" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "filename = \"arrayplotdemo.txt\"\n", "f = open(filename)\n", "lines = f.readlines()\n", "#the labels are in the first line (row). Skip the '%' symbol\n", "labels = lines[0].split()[1:]\n", "#the array is the rest of the file\n", "arrDummyDemo = np.genfromtxt(filename,skip_header=1)\n", "#the figure title is the filename\n", "maintitle = filename.split('/')[-1]\n", "\n", "Ar = ryplot.Plotter(9, 1, 1,maintitle)\n", "Ar.plotArray(1,arrDummyDemo, 0, labels=labels, titlefsize = 12, maxNX = 5, maxNY=3,\n", " sepSpace=0.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only selected columns or rows can be plotted with the array plot function, using the `selectCols` parameter. In the following code two plots are superimposed on each other, each with its own separate colour." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import pyradi.ryplot as ryplot\n", "t = np.linspace(0, 4 * np.pi, 100).reshape(-1,1)\n", "arr = np.hstack((t, np.sin(t * 2 * np.pi / 4.0)))\n", "arr = np.hstack((arr, np.cos(t * 2 * np.pi / 4.0)))\n", "labels = ['time','a','b']\n", "for i in range(7):\n", " arr = np.hstack((arr, np.sin(t * 2 * np.pi / (i+1))))\n", " arr = np.hstack((arr, np.cos(t * 2 * np.pi / (i+1))))\n", " labels.append(' s{} '.format(i))\n", " labels.append(' c{} '.format(i))\n", "\n", "Ar2 = ryplot.Plotter(10, 1, 1,'Two sets of array plots', figsize=(18,18))\n", "Ar2.plotArray(1,arr, 0, labels=labels, titlefsize = 12, maxNX = 5, maxNY=3,\n", " sepSpace=0.05,selectCols=[0,2,4,6,8,10,12,14],allPlotCol='b')\n", "Ar2.plotArray(1,arr, 0, labels=labels, titlefsize = 12, maxNX = 5, maxNY=3,\n", " sepSpace=0.05,selectCols=[1,3,5,7,9,11,13,15], allPlotCol='r')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting graphs not available in pyradi/ryplot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ryplot module provides a variety of graph types but it does not provide all the richness of plot types available in Matplotlib. To this end, ryplot provides a function that creates and returns a handle to a subplot entity, but does not plot anything in the subplot space. The use can use this handle to gain access to the subplot and then use standard Matplotlib commands to do whatever is required and available in Matplotlib.\n", "\n", " emptyPlot(self, plotnum, projection='rectilinear') \n", "creates and returns a handle to the empy plot.\n", "\n", "- `plotnum (int)` The subplot number, 1-based index, according to Matplotlib conventions. This value must always be given, even if only a single 1,1 subplot is used. \n", "- `projection (str)` type of axes projection, default is `rectilinear`. Can be any of [`aitoff`, `hammer`, `lambert`, `mollweide`, `polar`, `rectilinear`].\n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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1wz///IOTJ0/CxMQEPXv2LO1hM75AmJlmfG4QQlzNzMwGmpiYDDcxMXEcNGiQ0bfffmvcsGFDqLM7Pg/KupnOTUpKCq5evUoPHz6c6OPjo9DR0bkTFRV1AMBtVgP7y4NV82CUCI6OjnB0dAQAmJqaonbt2oiKioK/vz/69+8PuVwOa2triEQiBAYGYty4caU8YgaDwSi7EEKszc3NfzA0NJzYpk0b4+HDh1v26dNHx9nZubSH9kVgYWGBoUOHkqFDh9rI5XJ4eHgMPX78eI9Lly7JnJ2dfd69e7cawH0Wsf4yYGaaUeKEhobCz88PLVu2xLFjx1CjRg0EBASgdu3a73UXF5dSHiWDwWCULXImEXZ0cnKa4+rq2njy5Mnmo0aN0rO0tCztoX3R6OrqomPHjujYsaM5pRSenp7fbNq0qdX9+/czLC0td6akpPxFKU0o7XEyig+W5sEoUTIyMtChQwfMmzcPAwYMKLb9UEoRHByMOnXqfFaPORmlD0vzYJQ1CCF2lpaWE/X09MZ16NDBePr06ZYtW7Ysd59tn1OaR0FISUnBgQMHZH/88UdaZmamf1RU1GoAt1i0uvzBzDSjxJDL5ejVqxe6deuGGTNmAECBvgyEXqPPnz/H6tWrBde7fPkyDAwM0L9/f8ydOxf29vYfN3DGFwUz04yyAiGkiaOj42JjY+Ovpk+fbu7m5qZrZmZW2sMqNsqbmdZAKYWvry82bdqUfOvWrfTMzMwN6enpu1mpvfIDM9MfAaVU0ASqVCoQQspdxADQftyA+tiF6pSqVCqMHj0aVlZW2Lx5c5GMRyaTITk5mVejlGLjxo1o3Lgxunfvjvweg+Z3bPnpAKBQKKCjU34zp7RdX6Bg56ggy5Q2zEwzShNCiI6enl5/a2vrhbVq1XJcuHChdYcOHcr8+6YoKK9mOjeJiYnYvn175o4dOyRyufyfuLi4VZTSsNIeF+PTKN0K7cVAbGwsDh06hAMHDmDw4MG4fv06VCrVez0iIgJHjhzB2rVrMWHCBPj6+uaJfL569QrHjh3D8OHDsXbtWsTFxeXZfnBwMJYtW4ahQ4fC3d2dEzV9/PgxWrRogT179iArizuh9+TJk1iyZAmSkpJ4x3/r1i2EhQm/rxIShNOuFAoF/P39BfWoqChIpVJeTSKRYPPmzcjOzuZocrkcBw8eRL9+/aBU5m0GRSnF7du3MWDAAMyfP5+zblhYGObNm4eePXvi4MGDuHXrFho1aoRGjRrhwoULOH/+PHr37o0tW7aga9eumDVrFm7cuAEASE5Oxh9//AE3NzecPXsWFy9ezLPtpKQk7Nu3DwsWLICnpyeePHkCe3t72Nvbw8HBAXPmzEFcXBwmT56Mf/75B3fu3OEc1+nTp9GjRw8cOnQIXl5enPG/evUKM2bMwOjRo/H48WOOrlQqcfbsWbRv3x63bt3iPbepqalYvny51mvz7NkzREUJly2llApeOwDIyspCUFCQoA4ADx48EIzyA8DSpUsFt0EpRbdu3bBq1Sre1252djbWrFmDb775BpcvX87zngPUzRAOHToENzc3rFy5EjExMXn0+Ph4HDp0CCtWrMDEiRM55zoyMhKHDx/Gjh07MGLECN73HoPxOUMIMbeyslrg4OAQNm7cuL89PDzq3bp1y7pjx45fhJH+UrC2tsb8+fONQkNDbbdu3TquQYMGPs7OzrcJIW1Ke2yMj6fcmWmxWAxKKfz8/HDlyhWsWrUKu3btem8CdXR0oFAo8OjRI5w5cwaLFy/OY9J0dXUhlUrx4MEDHDp0CAsXLkR4eHgePSwsDF5eXti4cSPOnDmT50s9MTERCQkJOHPmDLZv3w6ZTJZnfCkpKXjx4gV2794NiYT7hCctLQ2XL19GZmYm7/GFhYVxtpn72K2srHg1SikCAwN5Db5KpcLZs2cRFRXF2a9KpcLRo0dx7do1pKamcta/cOECduzYgeDgYMTHx+c5F8+fP8eSJUtw7tw5xMbG4vTp0wgICIC/vz98fHzw5s0bbNy4EXfu3IG3tzf09fUxZcoUdOnSBdHR0ViwYAF27tyJW7duITo6Ok+N1NevX2Pu3LnYvXs33N3dERcXBwMDg/f6u3fvsHDhQuzevRt3795FQkJCnvVlMhm2bt2KP/74A56enggPD4eenl6eYwsMDMSKFStw8+ZNvHr1Crq6upxzevLkSRw/fhwpKSmIjo7mnFuZTIZDhw4hNDQUKSkpvNcmMzMTnp6egtccUL8u+K6dBh0dHZibmwvqlFK8fv0ar1+/FtTj4+Nx/PhxREZG8h5HUlISPDw8sHXrVqSlpfGuHxQUhJ07d+Lw4cN5XgsaM+Dr64tjx45h0aJFCA0Nfa+LRKL379uzZ89i0aJFuHz5cp7jUyqV8PPzw4ULF7Bs2TIcOnSIGWrGZw8hxMDa2nqes7NzyOLFi+e/fPnS6Y8//jCrUqVKaQ+NUYzo6Ohg8ODBoidPntieP3++Y/fu3c87Ojo+JIQ0Ku2xMQpPuU3zyMjIgKGhIcRiMa+enp4OExMT3jt+TRTQyMiId12ZTMYxXrnX/VKjCNrSALKysvKY3dwolUpkZ2cjPDwcs2fPxvbt25G7vFN6ejqMjY0Ft52amqrVSEokEhgaGmpNQZHJZILjA9RR7A/NNCMv+aW5UEqRlZUFQ0NDwWW0vS81urbXQlHA0jwYJQEhRGxiYjLWxMRk8eTJky1mzJhhpO298SXwJaR5aOPRo0eYNGlSYlhYmHdMTMxkSumb0h4To2CU2wRPExMTrbqpqamgRggRNNIABI20Zt0vFW0GR5tRFYvFWLJkCZRKJVxcXGBnZ5dH13atAGg10gBgbGysVReJRFrHB4AZ6QKQX744IUSrkQbyv9b56QxGWYcQQvT09PrZ29tvHDp0qPWiRYtMWWk7BgA0bdoUDx48sL5+/Xr3KVOmPHRwcLgcGxs7m1IaW9pjY2in3EamGQwG42NgkWlGcUEIaW9vb7+9a9euTqtXr7ZgDVby8qVHpnOjUqlw8uRJxa+//pqSmZl5ID4+fgmlNC3/NRmlQbnLmWYwGAwGoyxBCGng6Ojo1a1btzN3796tc/DgQWakGVoRiUQYMmSIzsuXL20WL148ycnJ6aWlpeWvhBD9/NdmlDT5mmlCiAEhxJsQ8oQQEkQIWZLzdytCyHVCyMucf9lzKgaDwWAwciCEVHF0dLzYvHnzW+fPn2919epVq5o1a5b2sBifEbq6uvjpp5/0X758aTd9+vSF9vb2b0xMTMYSQvgnhDFKhYJEprMBfE0pbQigEYDuhJBWAOYAuEkprQ7gZs7vDAaDwWB80RBCLB0cHPbWrFnTe9++fd88fPjQunnz5qU9LMZnjJGRERYuXGgUHBzsNGbMmM329vYvDQwMvintcTHU5GumqZqMnF91c34ogL4A9uf8fT+AfsUxwLIIpVRrSS65XC6oyWQyTq3mskJ++fMflkPLTVk9pqIiv3OjrQY0oK50Udb5sDb0h/CVcvwQVqqO8aVjaGjY19HRMXjdunVuwcHBNt26dSNf8sR0RtFiZWWFrVu3mvr4+FTp1KnTIQcHh3MsM6D0KVDONCFETAjxBxAH4Dql9CEAe0ppNADk/GunZRMlxrNnz/Drr7/i9u3bWLVqFccA+Pr6YuHChbh27RrWr1/PMTl3797FypUrsXHjRty8eZOz/StXrmDr1q34/vvveesGnzlzBr169cK///7LO76DBw9i5MiRguZq586dePLkCa+mVCpx/vx5Xg1Ql4jz8/MT1N3d3QUbwshkMvzwww+CTWGOHz+ODh06ID09naNFR0ejX79+mDNnDudGglKKXbt2YeXKlZg9ezbHbCUkJGDhwoU4ceIE5s2bx9m2v78/tm/fjn379mHp0qUc/d69e9i/fz927dqFdevWcXQfHx9s3boVO3fuxLZt2zh6ZGQkZs+ejb/++gt79+7l6AqFAosXL8bcuXNx4sQJ7okB4O3tjU6dOnGayuTexvDhw3H//n1eHQDOnTuntenKu3fv8PTpU0FdU6taCEopfv/9d0Gzq1QqMWjQIDx//pxXz8rKQu/evbFs2TLebaSkpODXX3/F0KFD89Rl1xAVFYXZs2dj1apVOHfuHEcPCQnBb7/9hosXL2LdunWc98fjx48xb9483L17FytWrNBac5vBKA1yotHnOnbsuNff399hxIgROsVZwpHxZVOxYkVcuXLFcvPmzd84OjoGGRgY9C7tMX3RaKKsBfkBYAHgNoB6AFI+0JIF1hkPwBeAr4uLCy1uFAoFffjwIZ06dSoFQCtVqkSvXLnyXpfL5fTevXt08ODBFABt0qQJffz48Xs9OzubXrt2jVauXJkCoBMmTKCpqanvdYlEQmfOnEkBUBcXF3r37t08+3/27BmtWLEi1dPTo6tWraIqleq9plKp6MaNG2nTpk3p8OHDaXZ2dp51VSoV/fPPP+mgQYOoRCLhHJtKpaLLli2jiYmJvMeenp5ODx8+LHhuZs6cSV++fMm73V9++YUOHz6cV9+yZQt1dnamnTt3pqGhoXm0W7duUXt7e6qnp0fXr1+f53hjYmJor169KADauHFj+uLFizz7PH78OLW1taUA6KpVq2hYWNh7XSKR0NmzZ1OxWEzt7e3pvn37aHR09Hs9OTmZjh8/ngKg1atXp0eOHKHx8fF51p85cyYViUTUwcGBHjt2jCYlJeXZ//79+6m5uTkFQLdu3UqTk5PzHFt4eDht164dBUA7dOhAU1JSOOfm6NGj1NLSklarVo3evn2boyuVSjphwgTaqVMneubMGY5OKaWpqal02LBh1MPDg1enlNIbN25QX19fQV2hUNCtW7cK6mlpafSXX36hN27c4NUTEhLo2LFjabt27Wh4eDhHz8jIoN27d6f29vZ05MiRNCsrK4+uUqnotm3bKABqaWlJz507l0dXKpX0wYMHtFq1ahQAHTlyZJ7zrVAo6IMHD+igQYMoANq0aVPq7+//XpfL5dTDw4P+8MMPFACtWbMm571XVADwpYX4XGQ/7EdfX7+3o6Pju6NHj8op46Ph+wxl5E9sbCzt1q1bkr29/VkAFrQMvCe+tJ9Cl8YjhCwCIAEwDkBHSmk0IcQRwB1KqdaZFSVZGi86Ohrv3r2Drq4udHV1UaNGjTwNXEJDQ5GWlgaxWAx9fX1Uq1btvaZSqfD27dv3J8nKygrW1tbvdblcjszMTEilUshkMlSsWJFTX1qlUiEpKQlmZma8danlcjmUSiVvfWNKKeRyuWA9a6VSKdiMRqhxCqUUKpWKdz2lUgmVSsVbS1mlUiEjIwNmZma8+4uOjoa5uTkMDQ055yAuLg5ZWVnQ09ODnp4eLC0t3y8jl8vznGN7e3vkrrWalJSEmJgYKBQKKBQKNGjQIE8d49jYWCQkJEAul0OlUqFx48Z59p+UlIS4uLj3x1a7du0868tkMoSHh0MsFr/vHPlhbXJNR0cTExPe46OUIjExEdbW1oL1xWUyGQghWutUF6QhjLZrrkFb0xwN+TVWAdQpK9rqQWs6NfLVYlcqlcjIyEBaWhqcnZ3zjEelUr2/pkqlEqamprCxscmzflhYGDIyMiASiaCvr4+qVavm0SMjIxEXF/f+fV2zZs0ir+3OSuMxCgohxMLe3n5fo0aN2h84cMDywxr5jMLBSuN9PJRSHDt2TD5z5syEpKSk8VlZWfyPShnFQr5mmhBiC0BOKU0hhBgCuAZgDYAOABIppasJIXMAWFFKZ2vbFqszzWAwyjrMTDMKgoGBQS8rK6u/NmzYYDN06FBdlhf96TAz/enExsZi5MiRyU+ePLkTGxs7llKaUtpj+hIoSEKXI4DbhJAAAD5Q50xfBLAaQFdCyEsAXXN+ZzAYDAaj3EIIsXBwcPinQ4cOB/z8/By/++47ZqQZZQZ7e3tcvXrVcuPGjb0cHByCDQwMepb2mL4E8m0nTikNANCY5++JADoXx6AYDAaDwShrGBgY9HRwcNi1YcMGG2aiGWUVQgiGDRum27lzZ0c3N7eDDg4Ot2JjY7+nlKaW9tjKK6ydOIPBYOSCpXkwPoQQYmZvb7+nfv36Xx86dMjS3t6+tIdU5tHM/cnKysrzk52d/X4ui2bOjOb/CQkJsLOzAyEEhBCIRCKIRCLo6elBX18fBgYG73/09fXznUfCUF+Hw4cPy3/55ZeE5OTk77Oysq6U9pjKI8xMMxgMRi6YmS59CCF7APQCEEcprZfzt2VQ9zdQQV2mdTSl9B0hpDKAZwBe5Kz+gFI6MWedjgDWA7iV35weLWOpbmdnd23dunXOI0aMYNHoHCilkEqlSElJQXp6+nujnJWV9b5mva6ubh4DrDHBOjo6782yxjgTQvDgwQO0bNmSY7Szs7Pfbzu3KdfsR09P7/22jYyMYG5uDjMzs3wnW39JxMTEYODAgckhISHbExIS5tMiMH85XRh9AURRSnsRQhZDXZwiPmeRuZTSyznLrgPQCcBMSundT913WYO90ooBSqnWCgMSiQTGxsaCelZWFm+Vj+IeV3p6OkxNTXk1hULxPkrA4JJfJY2kpCRYWVkJ6gWpsvGp5DfGhIQErZVJgIJVFWEwioB9AP4AcCDX39ZRShcAACFkCoCFACbmaK8ppY14tvMjgHYAlhNCalFK+QupC2BgYNCtYsWKB8+fP2/bqBHf5r8MKKXIzMxESkoKUlJSkJqaiuzs7PfGVVOZR2OYP/YzQiQSaf1uFBqbTCZ7b7AzMzMRERGB1NRUqFQqmJmZwdzcHBYWFjA3N/9iDbaDgwPu3r1rOWXKlMmnT59uSggZQCnN/MTNToX6RjZ3ua9NlNL1uRcihNTK+W97qN/b5c5MlztnFBAQgD59+uDmzZt48OABp6ubh4cHvv32Wzx8+JC3icbly5cxatQoeHt748GDBxz96NGjmD59Onbt2sXb9W7btm2YNm0ajh8/zju+FStWoFevXsjOzuZoEokE33//Pf7++2/edSMjI+Hm5obY2Fhe/f79+7yNTzTMnTsX+/bt49USEhLQuHFj3mMGgJUrV6Jnz568TV1iY2Mxb9489OvXj/ecnDx5EufOnUO/fv04nRKlUilu3bqFnTt3YujQofjwZjk8PBxBQUFYu3YtfvjhB862g4OD8fr1ayxZsgTTp0/n6K9evcKTJ08wf/58zJ8/n6OnpKTg4sWLWLhwIVatWsXRKaXYtm0bli9fjq1bt3JPDIDr169j+PDhgtctMzMTX3/9NXbv3s2rA8Cvv/6KDRs2cI5fw9mzZ7Fy5UpB3c/PD5MnTxbc/suXL9GuXTvBLpZJSUlo1aoVb0MVQN39cvDgwfj55595x5CQkIC+ffti7dq1ePfuHUcPDw9Hr169cO/ePVy9epWjBwUFoU+fPrh37x7u3LnD0R88eIABAwbg/v378PT0FDwPjPIBpdQdQNIHf8v94jWGuhNvfohyllMBKHBImRBCbGxsfq1Tp85RX1/fL85IZ2ZmIioqCkFBQfDw8MCdO3cQGBiIjIwM2NjYoEmTJujUqRNatmyJWrVqwdnZGdbW1jA2Ni7xm21CCPT19WFubg47OztUrlwZDRs2RPv27dG+fXtUrVoVOjo6iIyMhKenJ+7cuYNHjx7h9evXSExMLPfde3Ojo6ODP//802zFihUd7ezsHhNCKn7stgghFQD0BMD/xZcXMdTvQYpCvA8/K0qyqHXTpk1pSRAdHU1nz55NDQwMeJujvH37lo4ePZrq6OjQ+fPn52k0QimlAQEBtGnTptTY2JjeunWLs/09e/ZQALR79+6c5hXp6em0atWq1MDAgPr4+OTRVCoVXbNmDTU2NqaLFi3ibDcrK4vOmjWLNm7cmDMmStWNK9q0aUOfP3/Oe9weHh70xx9/5NUopbR58+b03r17vNrChQtpvXr1qLu7O0d7+PAhFYvFtGvXrjQtLS2PlpGRQZs1a0YB0GvXrnHW/fvvvykA2rt37zzNbyhVNyvp0KED1dfXp9u3b+dcp4CAAOrk5ERr1qxJT548SRUKRR7d3d2dWlhY0GbNmtFLly5xztmjR4+onZ0drV27Nr18+TJHT0hIoI0bN6YGBgb0zJkzvOd8wYIFFAAdN24crx4WFkatra2pg4MDfffuHUenlNLFixdTW1tbumXLFsHr6uLiQv/55x/e9Sml9Pfff6ebN28W1GNjY2n79u0F9YSEBPrVV1/R8+fP8+r+/v60S5cutFatWlQu5/adUCqV7xum7Nixg3cb7u7uVCwW03r16uVpkKMhIiKCtmnThurp6dELFy5w9MjISPr9999TkUjE+74MDw+nP//8M9XT06M//vgj5/VQVIA1bSkTPwAqAwj84G8rAEQACARgm2s5CQA/qCNe7XIt3w3AYwAbCrFffTs7u5PfffddyoefSeUVlUpFExMTaWBgIL19+zb18vKiz58/pzExMZzvuOKkJJq2KJVKmpKSQkNDQ6m/vz+9ffs2ffjwIQ0NDS3RYy1t7t+/r3JycooRi8Wt6ce9P08BaAqgI4CLOX9bDCAUQACAPQAscy2/FcAjAF9/zP7K+k+5zZkOCwvDiRMn8PLlS1SqVAlz5szJc8ccEBCAq1ev4sWLF2jfvj1GjRr1XqOU4vr16/Dz88PLly8xe/Zs1KhR472elpaGhw8fwtPTE3Z2dpg4cWKeR+OZmZm4efMmHj16hF9//ZXTACM5ORn79+/HiBEj8jSD0XDz5s33d/sfEhkZiaysrDxNZjRkZ2cjODgYjRtziq9ApVLh1q1b6NKlC0dTKBQ4cOAARowYwWkeolQqsWXLFrRv3x5NmzblrLtr1y5kZWWhW7duqF69ep7z4Ovri71796Jp06Zo1aoV6tSp816TyWRYunQppFIp6tWrh169esHW1va9HhYWhsWLF8POzg716tXD8OHD86QoBAUFYdWqVahYsSKaNm2KgQMH5tl3aGgoli5dCicnJ9SvXx+DBg3Ks352djaWLl0KkUiExo0b4+uvv4aFhUWeY7t//z4uXLiA9u3bo23btjA3N8+jU0qxZcsWVK5cGd26deNNzZFIJNi3bx9Gjx4t+PjyzZs3SE1N5b1uGry9vdG4cWOtzV28vLzw1VdfCeqaluN8rwENN27cgJmZGVq0aMGrBwcH4/Tp05gwYQI+bFChUqkQGBiI27dvQ6FQYPr06XnOOaUUXl5eePToEQIDAzFt2jTUrl07zzYCAgJw48YNPHv2DB06dICbm1se/eXLlzhz5gxCQkJQr149TJkypchTj1jOdNkgJxf6Is3Jmf5A+w2AAaV0ESFEH4AJpTSRENIUwFkAdWneSHZB92lva2t7/bfffqs2bdo0w/KcH61QKBAXF4eYmBikpqbCwsICDg4OsLW1LbVUiBKtM+13AjCyAqwqI13XCjHxiYiNjQWl6iZiDg4OMDU1LfKmUGWJiIgIdOvWLTE6OnpecnLyzoKuRwjpBeAbSulPOfMSZlF1zrQ9gASoI9DLADhSSscWx9jLGuXWTDMYDMbHwMx02SAfM10JwCUB7Q7UX+6F+rIhhDR2cHC4eODAAYeuXbuWuxRIQJ1WFxMTg5iYGMhkMtja2sLBwSFPd9rSpMTMdFY6cHvDf78TEWDhDNhWR7ZFVcRK1N1aMzMzYW1tDQcHB1hbW5fLOUOZmZkYPHhwio+Pz6m4uLgfKaWK/NYhhKwCMAKAAoAB1DnT/1BK3XItUxkC79/yyJeZic9gMBiMzwpCSHVK6cucX/sAeJ7zd1sASZRSJSGkKoDqAN4UZttmZmbfubq6br169ao131O/zxmZTIaIiAhERUVBR0cHDg4OaNiwIYyMjEp7aKVHcnje36kKSI4AkiOgj1twMbKEi10tKKvWQKLSCNHR0QgMDIS5uTkqVaoEKyurMnHzURQYGRnhwoULFosXL/5ux44d9QkhPSilydrWoZT+BuA34H3FnFmUUjdCiCOlNDpnsf5Qp2N9ETAzzWAwGIwyBSHkKNS5mDaEkEgAiwB8QwipCfVEpjD8V8mjPYClhBAFACWAiZTSJO5WefcjsrOzW9+sWbPRZ8+etTQzM8t/pc8AStU1m8PCwiCRSFCxYkW0atUKenp6pT20skFymHY9MxkI9YI41At2Bqawc6gL2rAOklRGCAsLw9OnT1GhQgVUrFgR+vr6JTPmYoQQgiVLlhg3bty46YQJE/wJId1oISvf5LCWENII6jSPUAATinKcZRmW5sFgMBi5YGkeXwaEEBM7O7vzw4cPb7Zu3TrT8lDyUSaTITw8HJGRke+jqGUlhaMglFiah8cOIC2m8OsZmgNODSG3b4DIpHSEh4fDyMgIVatWLTfR6qdPn6JXr14J8fHxozMzMy+V9ng+F1hkmsFgMBhfFIQQG1tb2/vr16+vOmLECOFZvZ8J6enpePPmDZKTk+Hi4oI2bdponaz8RSPPAtL5y8vmizQVeO0O3Tf3UMWmGirXbIIUXTu8CQ1FUFAQKleuDGdnZ/7ygColICr7N2z169fHo0ePbLp3737QyspqflJS0p+lPabPgXKXTS+VSpGeni6op6en89ZC1pCamgq5XC6op6SkcGpXf7i+tmi/RCIR1AB1lQlt+1epVILjz+8pQ1pamuAyKpUKWVlZWreRkZGhVU9JSdG6/6Qk7U9e+WpY5yYuLu6T9Pj4eK16YmKioEYpRXKycBoZpVSwhrNGz8wUro8vlUq1Xne5XJ7v9aWUaq2ZqmlsoG0M2vah7X1FKdV6/ZVKpVY9KytL6/nLyMjQev4YjIKSU7Hjwf79+6t9zkaaUorY2Fh4eXkhMDAQDg4O6NChA6pWrcqMtDZSIoBPfSJPKRD/EsTvOCxpKpo2bYoWLVogMzMT7u7ueP78ed7P2rR44OImIOQBoMx3fl+pY2Njg3v37lnWrVt3ubW19YzSHs/nQLkz06GhoejZsyfOnTuHpKQkjjkICQlBjx49cPfuXV7z9vjxY3Tv3h1BQUGIiori6Ddv3sTAgQMREBDAay4OHTqEmTNn4tatW7zjW7hwIX744QfexisSiQTdu3fHr7/+yrvuxYsXYW9vj3///ZdX/+2331CtWjXBpi5fffUVBg8ezGva7t69i9atW8Pf35933R07dqB3796IieE+GgsJCcGVK1fQt29fZGRkcPRXr15h3759cHNz4+xbKpUiPj4eixcvxpQpUzjXKzExEWlpaZg0aRKWLFnC2XZSUhISEhIwZswYbN68maPHx8cjPj4eI0aMwK5duzh6QkIC3r17hxEjRuDgwYMcnVIKHx8f/PDDDzh27BhHB4BLly7hl19+EdRfv36NXr16Yf/+/bw6AHTp0gWjRo0SNNTjxo1D48aNBQ396tWr4eDgwNswBQCuXLmCChUq8DYqAtQ3gd988w02bdrEqyclJaFnz57YsWMHr2GPjY1F37594enpiRcvXnD0yMhI9OnTB3fu3EFYGDdfMSwsDL169cK///7Le1P08uVLdO/eHdeuXcv3pozBEIIQ4mxnZ/fg6NGjVXr06FH2w4QCJCQk4P79+4iOjka9evXw1Vdfwd7evlykGRQ7H04+/BSMrQHrKgAAAwMD1KpVC+3bt4eRkREePHiAZ8+eqT/Tg+8CWRmA/1XgyhbgzSN1pLoMY2hoiBs3blg2btx4gY2NjXA3OIaakixqXVJNWzIyMuisWbNorVq16NKlSzl6cnIyHTduHK1SpQo9fPgwRw8PD6c9evSglSpVom/evOHonp6e1NLSko4cOZKjqVQq2r17d6qvr09fvXrF0S9evEgB0IULF3I0qVRK+/btS11cXHiPKykpidrZ2dHLly/z6jt37qStW7fm1Sil1MzMjP7999+82vTp06mlpSW9c+cOR3vy5AkFQEeOHMlppKFUKmn79u2ppaUl77m6du0aNTExoVOnTuU0A1GpVHTYsGG0Vq1a9ODBg5xtJycn00aNGtF27drRf//9l7PtyMhIWq9ePdqxY0fq4eHB0ePj42ndunVphw4dqJeXF0dXKBS0S5cutE6dOrzNaiildNu2bVQsFtNdu3bx6omJidTS0pI2btxYsOD/vHnzqI6ODr1y5QqvnpmZSQkhdMOGDbw6pZROmjSJjho1SlC/f/8+NTIyokqlkld/+/Yttbe3pzt37uTV4+PjaePGjamLi4vgNtavX08B0P379/PqkZGR1NnZmbZs2ZK38UtKSgodNGgQtbOzowEBARw9LS2NTpo0iVasWJH3fZmamkonTZpEq1evTrds2cI7hqIArGlLufwBUMnOzi7c3d2d2znpMyElJYV6eXlRb29vmp6eXtrDKXJKomkL9dpN6eVFRfPzlvu9okGpVNK3b9/SW9ev0VentlHF8cWUHl/038/lLZRGcz1CWUMmk9Fvvvkm2dbWdjktA+/jsvpT7iLTAGBsbIxff/0V9erVw9q1a3Ho0KE8uoWFBWbOnImaNWvip59+goeHRx69YsWKGDVqFFxcXDBgwABOakb16tUxa9YseHp64vDhw3k0Qgi2bduGMWPGYPbs2ZoP8ff07NkTd+7cwc2bNzmP3A0MDHDy5Em0a9cO4eHcu2dLS0ts3LhRcPZwx44dMWzYMF5NpVKhT58+GDuWWz+dUoqXL1/i4cOH6NChA0ffuHEjli1bhh07dnAiH7t27YJcLsfOnTtRsWLezqTv3r3DhAkT0KdPHwwePJjTCGDNmjW4ffs2unTpgn79+uXZtkwmw8CBAyGRSDBw4EB07do1z7rp6eno2bMnKKUYO3YsWrdunUfPzs7GgAEDQAjBkCFD0LJlS85xLViwAGFhYRg4cCCaNePONwsJCcG6deswa9YsfP311xwdAFatWoW+ffvi9OnTvNdFqVTC09MTXl5e6N69O+82Xrx4gTlz5mDGDOGnaVWrVsWCBQsE9TZt2mDMmDGCdVArV66MixcvCqbC2NjYwN3dHR07dsS9e/d4l/n555+xbds2bNu2jTddxNraGqtXr4ZIJMK6des4urm5OUaOHImmTZti6NChSE1NzaObmppi0qRJaNiwISZPngwvL688upmZGX777TfUrl0bc+fOxfnz53nHyWB8CCHE1d7e3uPChQsV27Vr99mFbyUSCR49eoSgoCDUrFkTzZs3h4mJSWkP6/NDqQBSuU+cPwqxLuDcSFAWiUSoXLky2hkmQwkCd90aCBdZ4b0jSE8E3A8CXicBqXAKXWmjq6uLc+fOWbRv336yra3tBsIef/BS7qt5yGQy+Pr6okWLFrxdnTIzMxEYGCjY8S02NhYSiQRVq1blaJRSPH36FPXr1+d9vPbu3TuYmZnxfuhJpdL3BeE/RKVSITk5mVejlL7vVsWnpaWlcTr1AepuV1KpFKamphxNJpNBIpHA0tKSd73Y2FjebowA8Pz5c9SqVYtXCwkJgZOTE+/xZ2dn4+nTp2jSpAmvAQwLC4NCoYCrq6vgtg0NDTkGPvf6AFCpUiVeXSqV4uXLl4LXTrOPypUrC5aTUqlUCAsLQ5UqVXh1QJ2nLhKJtH7xJSUl5TvjPiUlhfeaF3aZpKQkWFlZaV0mJiYGDg4OgrpEIoFEIuF0QMxNcHAwatWqJWjuExMTkZKSInh9MzMzERwczHuTA6hzrP38/NCyZUvWAZGhFUKIq7Ozs8+RI0cs27dvX9rDKRTZ2dl48eIFUlJSUKtWLa3vufJAsVfzSAoDHu4tmm1VbALU66N9mZRY4Np2AIAMYrwU2yNBZIIayhg4qNLw/hNfVx+o2wmo1gIoo41hlEolBg4cmP3w4cPdMTExk2lJmsfPgHJvphkMBqMwMDNdfiCEVLK3t/c4ffq0s0wmQ5MmTXiDDWUNuVyO169fIyYmBtWrV4eTk9MXkQ9d7Gb69T0g5GbRbKvNRMBMOOgAAPA8DkQ+y/MnKXTxQscBGUQftRXRsKa5nnxb2ANNegE2/EGi0oJSioCAAIhEIixfvjz19u3bO+Li4uaU9rjKEmXzFojBYDAYjE8gZ7LhvfPnzzu3adMGzZs3x+PHjznpRWUJSinCwsJw//596Ovro3379nB2dv4ijHSJUFSTDy0r5m+kU2I4RhoADCFHI0UEGioi8Fpsh4c6VSBFTvWVlFjg1m7A9zyQXTaqF2mMtI6ODurVq4cjR46Yf/XVVxNsbW0XlfbYyhLMTDMYDAajXEEIsbezs7t/6tSpCpoUPhMTkzJtqKVSKR48eIDU1FS0a9cOVapUKfIUpi8alarozLRL8/yXCbqjVTal2WiheAtXZTwe6lZFWO586jePgStbgfDS7cad20jXqVMHhBCIxWKcOnXKokmTJtNsbGxml+oAyxDsncpgMBiMcgMhxMbOzs7jyJEjLh9ONiyLhloTjX748CGqV6+OBg0a8M7vYXwiGXGAIvvTt6NvDNjX0b5McjQQVbBu3DY0A23lL5EqMsIDnar/RallUuDBKeDhP4BMuD9AccFnpDXo6uriwoULFvXr159jbW39c4kPrgxS7sz027dv8ejRI0H92bNnePaM++hFg5+fH28lDQ0PHjzQ2tzj/v37WpvC3Lt3j1Ph48PtC0Ep1XpsUqkUwcHBgnp8fDzevn0rqL9584a3jrQGPz8/rY033N3dtR771atXoVDwF6ynlOLcuXOC50apVOLMmTOC25bJZFqrO2RlZeHy5cuCulQqxfXr1wX1zMxM3L17V6vu6empVdd27TIzM/H06VNBXSKRaL22mgl7n7J9Pz8/QT09PR3e3t6CekpKitbXblxcHB4+fCioh4eHaz0/L1680Dp+BgNQtwi3tbW9t2/fvsqdO3fm/X4rS4Y6dzS6bdu2sLGxKdXxlGuSuPXtP4oKTQBxPjc7+USlP0QHKjRQRKKaMo4bpQ4LAK7vAOKLaPwFQJuR1qCnp4crV65Y1qpVa4mFhcXIEhtcGaXcmWkTExMsXrwYu3btAqWU063QzMwMU6dOxT///MPbfMLExAQjRozAgwcPIJPJOLquri4GDhyId+/e8TYoSU1NxciRIxEZGck7vocPH2LTpk2Chn7r1q3YunUrr/b27VuMHz9e0BTu2LEDP/30E6KjozlaWloaxo0bJ2g47969i2nTpvGaYUrpe53vsWN8fDyuXr2KTZs28bZRzczMxIoVK3Dp0iXOm1IulyMrKwtjxozhPSdKpRKJiYkYMGAAEhISOGZbqVQiKioKvXv35u2Qp1AoEBkZid69e/M2RMnOzkZsbCz69OnD+3qQyWSIi4vDt99+i+xs/qhGaGgoxo4dK9gh0M/PD/Pnzxe8SZNIJPjxxx+1mvGlS5di3rx5vK85QN2UZcyYMYKGOjs7G5MmTRJs+CMSiTBt2jRBXSwWY+7cufDw8OA9Th0dHSxZsgR37tzhbSyjp6eHpUuX4vTp07xl9YyMjLBw4UIcPHiQ94bLzMwMv/zyCw4fPgyVSqX1hpTxZUIIEdnZ2Z3bsGFD1fwaspS2oc4dja5WrRqLRpcEKUWQ4kEIUDGfuclJ74B33MZVBcE2J0qdIjLCw9xRakkKcGef2qRr6cBcFBTESGswMDDAtWvXLB0cHDYSQvhLon0hlDszbWtri7NnzyIiIgIDBw7E+vXr8+jOzs64cOECrl+/jl69euGff/7Jo1evXh1nz57F8uXL8b///Y/TBbFp06b4888/MWjQIPz000+c/ffs2RO1atVCnTp1EBISwtF79eqF+fPnY8eOHRxNoVAgPT0ds2bNEmwL/fTpU94OcoC6pFlISAhv+SSVSoVz584JttT+66+/4OXlxWtSPDw80KlTJ/Tp0wdmZmZ5NEopBg0ahCVLluDIkSOcMnI3b95Es2bNQAjBli1bOGZ70qRJ6N27N7799lvMmTMnzxtXKpVi2LBh6N+/P+bPn49x48bl0RMTEzFkyBAMHz4cmzZtwtChQ/NsOz09Hd9++y3c3NywdetW9O3blzP2ESNGYNCgQVi/fj1vHegdO3agZcuWmDVrFv73v/9x9ISEBDRq1Aj6+vq8OqA+t3/99Rfq1OF/NBgbG4sDBw7g5cuXvDoABAYGIiEhQbDEnkQigbe3t2DZu4iICPj4+HBqqmvQ0dGBsbExvv32W96bDiMjI8yZMwdff/01b6dIExMTnDx5EkuXLkXfvn05N7EWFhY4c+YMLl68iLZt2+L587yPQG1sbHDu3Dk8fvwY3bp1w6lTp/Lojo6OuHDhAh49eoT+/fvj77//5j0OxpeLra3t2u+++675iBEj+GtZfkBpGWqpVIqHDx8iJSUFbdu2ha2tbYnt+4uF0qKJTNvVBAzzqQYTfOeTdqEDFRoqIuH6YZSaUrWZdj+o7qZYDBTGSGswNjbGv//+a+3o6HiOEOJULAP7DCh3ZhpQR9F+/fVXxMXFYd68eZzHx/r6+li4cCFevXqFcePGcVowW1paYuLEifDz88PEiRM5BrNSpUqoUaMGjhw5wmksAQDffPMNXF1dsXbtWo5Ws2ZNrFmzBufPn+cYDh0dHezduxdVqlThjWJWrVoVP//8M2/9aQD4+uuvMWjQIN7oMCEEtWvXFmz88fTpU+zbt4+3nva+ffvQo0cPjBzJfZJz+fJlPHr0CH369OFErTXRUEopevTowXljnj9/Hrt27YKjoyO6devG2fbs2bNx6tQpDBkyBM2b553wQSnFuHHjcO7cOUyePJnXqE6fPh2XL1/GyJEjeWthHzx4EKdPn0azZs1Qr149jp6SkoKlS5eiVq1aqFy5MkcH8H7848eP5/3goZTi1q1b2LZtG2rWrMm7jbi4OHTo0AGrVq3i1QGgRo0agm3mAWDIkCGoX7++YH3oBg0aYMuWLYKmQVdXF9u3b4ezszOEylc2b94cI0eOxJ9//sl702VgYIBOnTrBz88PR48e5eh6enoYOXIkoqKiMGHCBN7X/y+//IKoqChMnDiR84RFV1cXCxcuRHh4OKZNm8bbtpzxZWJmZja0Tp06Yzds2MAtpK+FkjTUuaPRrq6uaNiwYbmPRqu7w2WA0lhQVShUqmdQqfygUnpCpbwJpfISlIoLUCrOQ6k4CyBV/X/lRaiUV6FS3oVK6Q2V6imo6hWoKgqUJoFS7g2/VjKTgewiMKD5TTxMigLecYNoH4NglDrurbp2deybItmPho8x0hoqVaqEY8eO2dva2t4ghBgW6cA+E8p1nWmVSgV3d3fcv38fc+bM4XxwKRQKXL58GREREZg0aRJn/YyMDBw4cADNmzfnmDlA3dTj33//xeTJkzkvPIVCgd27d2Po0KG8dU3v3bsHR0dHVKtWjaOFhoYiLS0NDRo04GjJyckIDQ1F48aNOZpEIsGzZ894G11kZGTg6dOn+OqrrziaVCrFnTt30KNHD44ml8tx8OBBjBkzhvfNtX37dvTv35/XxF27dg0ZGRno168fx2hnZWVh3bp16N+/P6+RDQ4OxpkzZzB69GjehjEeHh7w9vaGm5sbb2QnMDAQly5dwpgxY3gj9ZmZmdi0aROGDx8uaJTPnz8PCwsLCDV6UKlU+OuvvzB69GgYGBjwLhMTE4Pg4GDBDooA8OjRI1SsWFFrQwZ3d3e0bdtW6+z+u3fv8naw1EApxbVr13hvXDQkJCTA398fXbp0EVzmypUrcHV1RY0aNXj1uLg4HD58GFOmTOG9scvOzsaRI0dQs2ZNTudKQJ26c/XqVURERGDixIm8+o0bN/DkyRPMmjWLNW35wiGENHJ1db3++PFjmw+fnBWUjIwM+Pj4FFsdaqVSCX9/f4jFYtSrV6/cmWhKJQCNA0USQJNAac6/SAYoN11SiPseNdG2TQFvkokZCLECYKX+l1iBEGsANiDkg8+dSD/g6bkCj4MXY2ug3WR1qocQ9w4D0cJPGD+WeGKCQB1n1FdEwkZTl5oQoH4XoGZr7WMqAJ9ipHOzffv2rMWLF9+Ii4vr86U1dSnXZprBYDAKCzPTnw+EEHt7e/vH9+/fd+ILTBSG4jLUUqkUvr6+qFixouCN++cEpTKARoPSqPc/oClFsu1CmWkhiA4IcQQhzgBxVv8b6A4S6f9p263dHajcSlhPjARuFl/6mRQ68NWtgorKJFRW5SqCULUp0OQbQKR1moAgRWWkNfzwww9p586d2xQfH7/4kzb0mVG+bo8ZDAaD8UVACNGztbW9dvDgQYdPNdLAfykfRWmok5OT4e/vj/r163+2lToolYHSMIC+BlW9BUWcOn+3rEIVoDQCFBH//U3/MYitLkiWFYjUElAYgqAQplGsCzg30r5MISt4FBZDKNBa/gr+Oi5IExminiJSnaf75hGQmQK0GgTo8T8hFaKojTQAbN++3ezp06dTjIyMHmVmZl745A1+JpTLnGkGg8FglF8IIcTOzu7QnDlzqnft2rXIvseKMoc6IiICT58+RcuWLT9bIw0AKuVBqBSHoVI+AKWxZdtI86GUAYo0UKNEqKxeQunsDRhwKw5pxakBoKvFqCZEADGvPm2cBUAMiiaKMBhRGR7oukKGnGh0zGvg9h511Y8CUhxGGlDPbbl8+bKlnZ3dHkJI7SLZ6GcAM9MMBoPB+KywsrKa1blz5/9Nnz69yCc7faqhppQiKCgI0dHRaN26NYyMjIp6iCUKIdxJ6Z8VWR9cQyoCsgv51CG/iYdBtwu3vU+AAKimjIOrMh6eutWQRnJMfmqcOs0kKUrr+kDxGWkN1tbWuHTpko2dnd2/RJ3YXu4pd2ba29sb27ZtE9SvX7+OQ4cOCeqnT5/G1atXBfX9+/drbS6xbds2RERECOobNmzgrYecWxdCpVLhjz/+ENQTExN5qyhoCAoKwo0bNwT1a9euaW3csXfvXoSGhgrqK1eu5K0xDKgn4MyePZu3xjCgnjw5ffp0wZKAiYmJmDlzpmB94aioKPz222+CYwsNDcWSJUsE9Tdv3mDNmjVa9S1btmjd/l9//SWoR0ZGYv/+/YJ6dHQ0jh07JqjHxsbi5MmTgnp8fDyOHz8uqCckJPCWtMu9vrZyc9HR0VrfV2FhYfj9998F9efPn2vVfX198eeffwrqt2/fxr59+wR1xpeDnp5e10qVKs3Zu3eveVGbAA0fa6jlcjkePnwIsViM5s2bl4uJhoR8egpNqSJNyfMrybIAoYXIL7asCJjxV0kCACSEF3lljYJgr0pDU0UoHutUQrQoZ+JtVoa6HnWkcAOv4jbSGurWrYtdu3Y52traXiWEfP5vhHwod2a6WbNmCA8Px5w5cziltwCgU6dOuHPnjqBp/eabb7Bjxw6cPXuW17j16tULM2fOxPPnz3mNX5cuXTB27FikpKTwrl+1alUsX74cCQkJvPsPDw/HiRMneNdVKpU4d+6cYGMOb29vXLt2jffDPy4uDnv37hU0o+Hh4Vi7di1vabzMzEwEBgbi5MmTcHFx4ejZ2dn4+++/kZKSAktLyzwapRRKpRLjxo1D3bp1OVUvKKVISUnBgAED0LNnT97qD6GhoRgwYACGDRvG+8YPCgrCd999x1u6j1KKwMBAjBw5Em5ubrz6q1evMHr0aAwZMoSjKxQKxMfHY8yYMejduzdHB9R5kePHj0fHjh159ZiYGCxcuBB169bl1ePi4rBz505Oje7cnD17Fk+ePOFtJASomwUdPnxY8EbOysoKe/bsESwnZ2Njg5MnT+LJkye8uoODA9zd3eHl5cXbtMXFxQXBwcE4cuQIb53qmjVr4u3bt9i4cSPva7BJkyZ4+fIllixZklNOK+8y7du3h4+PD5YvX84atnzBEEKq2dvbH75y5YqVvr5+se6rsIY6IyMDnp6ecHFxQa1atYrNpJQ4xBn4hGpnCoUIEok+EhNN8O6dBd68tcWz5054EuAC/yeV4OdfGY/8KsP3cRVIMvXw2K8y/PwrwT/ABU8DK+DlSweER1gjNs4MqamGyMrSKVymiTTvtSPSQgZKXfLpRRJYclHpDzGl2Wgtf4VQsS1CxPbqetQKOeB5Agjhlu0tKSOtoU+fPjqTJ0+uY2dnJxxpKieUOzMtEomwZs0aVKhQAaNGjeJEcnV0dLBr1y6kpKRg4sSJnCi1oaEhjh8/jiNHjmDYsGGcSKy1tTUOHz6MCRMmYMqUKZz916xZE99//z0aNWoEHx8fjt6mTRucPHkSM2bM4GiUUigUCgwZMoQ3whscHIw7d+7gxIkTvMd+/PhxnDhxArq6uhwtKSkJGzZsEGyJPW7cOERFRfHeIFy7dg1t27bF5MmTOWXIVCoV+vbti0uXLvHWST5z5gy6deuGVq1aYdSoURx90aJFGDBgABYvXswpx5aZmYmZM2di1KhR2Lt3L5o2bZpHj4+Px/Tp0/Hzzz/j+PHjqF07b3pWamoqJk+ejKlTp+LEiRNwdXXNo1NKMWnSJIwdOxYHDx7knWm/Zs0aDBw4EL///juqVKnC0cPDw1G3bl107dpVsFTc1KlT4e7uznsjAgCvXr3CkiVLtLax37lzJ86cOSMY6Tp37hwuXLiApKQkXv3t27cICAjQ+uSjWrVqaN68Oa9xIIRg5cqVGD58ODZv3syrb9u2DSdPnkS/fv04XQwJIdi0aRPCwsLQp08fzhMQkUiEjRs3QkdHB2PHjuVE8cViMf744w/o6OhgwoQJ2Llzp+BxMMonhBAzOzu7a+fPn7e1t7cvkX0W1FAnJibC19cXjRo1gpNT+epbQYgIhLhqXYZSID1DH1FRlgh+5owH3tVwz6Mm7nnUhI+vK16EOCIm1hxSqR709BSwtUlH5crxcK0ai+rVo1G75jvUqR0JQwM5atZ4h+rVYuBaJQ4VnJNgaiqFSkWQkmKM0HBbBAS6wMOrBu551MR9zxp47F8Zr9/YISHRBHL5B8EYlQKQ5a0vXSgzrW8M2GtJ+40PU9d9LkX0oERL+WvIoIPHOpXwPoTo/y8Q7P5+uZI20hoWLFhg3LJly/6WlpY/lsgOS4lyZ6Y1TJgwAREREZg5cyYnGkcIwcyZM3Hz5k3MnDmTY1z19fUxZcoUnDp1irdRhr29PVxdXfHnn3/ypnw4OjpCpVJh165dHM3W1haDBg3Cv//+y4mwEUIwe/Zs2NjY8LYEb9iwIQYOHCj4Yd2lSxf07t2bN0fPyMgIdnZ2mDVrFu+6z549w6xZs3g76J0/fx6urq68da+vXbuG69evo169epw3p1KpxIIFC/Dy5UveusU3b97EsmXLUKVKFbRs2ZKjL1u2DBs3bsT333/PGzGfNWsWNm/ejDlz5sDR0ZGjL1q0CH/++Sd+/PFH3jrYJ0+exPbt29GmTRteoyuRSLBp0yYoFAreWtcAcPjwYSgUCjRq1IhXp5Ti/v37+P777wXrSEskEtSqVQvjxo3j1QH1IzOhdu4AMHr0aJibmwt2WXR1dcWkSZN4o8aA+rX3448/wtzcXDDVx8LCArVq1cLRo0d5o8NisRhNmzbF1atXOZ1FNfsYM2YM7t69izlz5vDqkyZNgqenJ2bPno2UlBSOPnXqVDx69AgzZ87Umk7FKH/Y29v/vXr16gp8NfaLk/wMdXx8PAIDA9GyZctiqVFdFiCi6u//TymQnm6AyChLBAU7w+tBddz3qImXLx2Rla0LO9s0NGn0Fm1bv0C7Ni/wVauXaNI4FHXrRMHVNQ4VnJNhY5MOczMpTE2zYGKcDSMjGYwM5RCJKIyNZTAxyYapaRYsLTPh4JCKypUSULNGNBrWD0eLZm/QtnUI2rV5gdatQlDdNQb6+nLExprD91FV3LtfE4/9cgx2tBhyRa4nGAoDQFGIKHuFJoBYS4ZCCeZKa0MEoJ4yChY0Ez46VaDUVCoJvAUE3QFVqUrFSAPqz+1jx45ZWFlZLSWEVM9/jc+Tcmumc2aUYuPGjVi3bh3ny9/CwgI+Pj6YMmUKby5s27ZtERISAhMTEzx8+DCPpqOjg927d+PChQu8OcodOnRAQEAARCIR55G4JsK3YMEC3nSNSpUq4dSpU4JpIEuXLhWMcHbu3BmDBw/m1YyMjLBu3TpYWFhwtMzMTEyYMAHff/89R1MqlTAyMsK9e/dQoUIFjn7r1i14eXlh2bJlHKN37tw5DBw4EIGBgRwzrFAosGfPHpw+fRq7du3irPvs2TO8evUKnp6evOkb9+7dg0KhgJ+fH28b78DAQMTExODRo0f49ttvObpMJsO5c+dw8+ZNrFq1ivfD5dSpU1i8eDHu3bvH2xiGUoqoqCg8efIEXbt25eiAOld65syZWvO5lUoljh49CmNjY8FlOnbsyJumosHa2horVqzgfSqhYf78+bw3RBrq1auHW7duCUbIra2tcfHiRQwbNgxBQUEcnRCC+fPnw8fHB7dv3+Y13I0aNcLLly9RvXp1uLu7c3TN+3LGjBm88wMMDQ1x584dLF26FOvXrxc8Fkb5Qk9Pr3udOnW6jB49WvgFXowIGerY2Fg8e/YMrVq1gqFh+W38plRWQnS0BfyfVMK9+7Xw8rUDsrN1YW+fimZN36Bd2xdo0jgUrlXjYGOTDj095af2ESkQIhFgapqFCs7JqFsnCl+1eom2bV6gevVo6OvLERdnCp93feEZMQQvk1ogPa0KQAs4MEKAilrKzce9BeJCi+Q4igpXZTzsVOnwzmWoadAdBNy9WipGWoORkRGOHj1qY2dnd4oQUi595xfRtEXzyFnoEXl2dja05d9p02UyGXR1dQVfoHK5XNDgKBQKwTFp05RKJW9usTZNpVKBEMI7ToVCAbFYXGgN0H58MplMMA9YJpNBR0dHMNL6KdekIHp+102zjLY8ZpVKBUqp4LUAtF9HDdquZ2ksU5Axa7vumv0A0Lqv/M5vQa6httfQx8KatpQtCCHmDg4OwY8fP3biewJVkuRu7JKZmYlXr16hZcuWWl/HnyuZmZmIiYlBbGwsZDIZbG0iYWcbBXPzzGIzykXStCU3UX6ANBUypQHiJJURl9QEEoUpbEgG7EVpsCEZEBEBD2RfC2gylF+jVD3RLz6s6MZahISJrBAltkRz+VsE6zhDx9QSdb7uC5LPZ39xM2PGjPT9+/evSkxM5OaEfubkO8OSEFIRwAEADgBUAP6ilP5OCFkMYByA+JxF51JKLxfXQD+F/IxBfhNZtOn5fYhqMxzaxqVN02ZQhDRthuNjxwFoPz5t5ya/8/Yp16QgekG+/PJbpiAmriCz+fMztyW9TEHGrO26F3Q/n/oaKI8GhsHF3t7+77Vr19qWtpEG/otQe3p6Qk9PD23atMn3vfA5IZFIEBERgdjYWOjp6cHe3h4NGzaEkZERVMpbUCmLvlV2sUFVQLb6ybCeOAsVTF+gUootqI4OEqgJYlRmCKLOMCFZcBalwIGk5jXW2srhxb0ts0YaACqpkiACxU29OnA2EqPO131K3UgDwKpVq0zPnz8/gxByilL6Gb2Y8qcg5UoUAGZSSh8TQkwBPCKEXM/RNlFK2bNWBoPBYBQ5BgYG37Rt27azm5tbmXGs6enp0NfXh1KpRGZm5mefJ61UKhEdHf0+vcvFxQWurq6cmwR1iTxualaZJTsdyFXRS1MSjxAKO5IOO1E6KAXSqAEiVVZ4QR1gR9JQSZwIExMTwFqgvjalxd7t8FOhAJJEJrAwECPNyBZKSstEu2t9fX0cPXrUplevXqcJIY0ppfy1cD9D8g2tUUqjKaWPc/6fDuAZAP7ZWGUAlUrFqSSQG4VCwVsyT4NcLtdaekvbtgEI1knOPT5tlGbZr/z2nd/Y8zv2/M6d0OQ4DUJl4YpKz2//n3rty3pJt0+9/trOD6VU6/n91Pcto/xBCLGwtLT8+9ChQ5ZlpcxcbGwsXr16hdatW6NFixZF0imxtJBKpQgODoa7uzvS0tLQsGFDtG7dGhUqVOCPtpMKAClcu+pS5YNmLSSLO7meEMBclIW6Ou/QQecFLEUSPFVUgIe8GqJjYvg/E2PfqGtLl1EogACditAxs0bLrn1Q0cUFPj4++X4/lRTNmzeHm5tbFSsrq9mlPZaipFDJhoSQygAaA9DMyJtMCAkghOwhhFgKrDOeEOJLCPGNj4/nW6RI8fb2hpubm6BxunHjBiZOnCj4xXzixAksXrxYcPtbtmzBnj17BPV58+YJlp8D1CXoIiMjBfUhQ4YIvuhVKpXWSWgRERGYO3euoH7t2jWtY9+8eTNu3xaenTxx4kS8esXfMlWhUKBv375ITEzk1RMTE9GjRw9IpVJe/dWrV+jVq5fgsfv6+mLw4MGChu/27dsYM2aM4NivXLmCyZMnC+qXL1/GL7/8Iqj/+++/mD9/vqB++/ZtrU1hHjx4gGXLlgnqAQEBWnVNDWYh8rv2sbGxvKUcNcTExOCHH34Q1KOiouDm5iZ4/t+8eYPvvvtO8H0VHByMYcOGCRpmX19fjBgxQtBw3717F99//32+NzSM8oO9vf3udevW2fBV4ikN4uPj8fz5c7Rs2RK6urpF2nq8JElKSoKPjw98fX1hZmaGDh06oE6dOlonQAMFK5FXpviwWUumtdbFRYTCSZSKrwzC0bBpCyQkJODOnTt49erVf59LlALBd4pnvEVAbiNdp1NvELEYLi4ucHR0hI+PT5kJSKxcudLE0tJyJiGkZmmPpagosJkmhJgAOA1gGqU0DcB2AK4AGgGIBsBbwJZS+heltBmltBlfRYSiplWrVhg0aBCGDBnCa9y6d++OZs2a4YcffuA1bsOGDYNcLsfq1at5jcPUqVNx6dIl3Lhxg/eF+dtvv2HBggVISEjgNQaTJk3C/PnzkZaWxjv+Bg0a4PTp07xjJ4QgLi4OUVH87ULDwsKQlpYGiUTC0eLj43Ht2jXB0mkxMTE4d+4c2rVrx9EyMjJw//59KJVKVKvG7YYll8sxd+5cDB48GNbWeT+wKKWQSqUYNmwYVq1axZnxTinFmzdvMHbsWOzatYs319bLywtz5szBnj17eCcMXr16FevXrxesPXz58mVs376dtwMfpRTu7u7Ytm0bVq9ezdGVSiVevHiBtWvXYuHChbzrx8fHY/HixZg5cybv/pOTk7Fy5UqMHTuWV4+Li8Px48d5z70GLy8vGBoaCt5sGBoa4tmzZ4iLi+PV7e3tERgYKHgj5+DgAIlEAm9vb97XtbOzMypVqoSTJ0/yvjarVq2KDh06YMmSJbxjrFu3Lvr27YsJEya8n7iZmxYtWqBv374YOXIk7/umc+fO6NSpk6DOKF8YGBj0ql+/fqfhw4eXifSOxMREBAUFoVWrVnly9T8nQ52cnAxPT0+8efMGrq6uaNeuHSpUqFCoCby5S+SVaSgFsnJ9xxamJJ5TA5hYWKN+/fpo27YtCCG4f/8+QkJCoHj3EkgomyU53xtpcxtOjnTlypVha2sLX1/fMmGo9fX1cezYMeuc6h6ln8xdBBToXUQI0YXaSB+mlP4DAJTSWEqpklKqArALQD5tgkqOgQMHYty4cRg0aBBvC+Tx48ejXbt2GDVqFKeFMiEEK1asQExMDIYNGwZ/f/88ulgsxv79+7Fy5UpMmDCBYwrMzc2xfPlytG7dGteuXePsu1q1anj69KlgFFWhUGDYsGF49+4dRwsODoanpyc2btzIu+4ff/yBPXv28JqZN2/eYMOGDbh//z7vuv369UNWVhays7M52tGjRzFo0CD8+CO35rpMJkPXrl2RmprKW8Lu77//xoABAzB9+nQ0a5a3QAKlFPPmzcOYMWNw4MABTsm/xMREzJgxA4sXL8bp06c5NbDfvn2L6dOnY8eOHTh16pQ6zy0X0dHR+Omnn7Bz504cP36cY+QVCgUmTpyIpUuX4tixY5zujIC6VvX48eOxb98+3vrdfn5+aNKkCSZMmCCYOzl8+HBERUXBzMyMV/f19cWqVau0PrFYuXIlDh48KFh95MCBAzh79qzgk4OoqCiEhIQI1hkH1Ia3Q4cOgqXxZsyYgaVLl2LBggW8+qRJk/Du3Tt069YNmZmZHN3NzQ0NGzZE//79ed8bQ4cORd++fTFixAjs2LGDo48cORL9+/fH0KFDWdOWckxOesdfBw8eLBPpHRKJBAEBAWjZsiXvpNiybqg1FUhevHiBunXrolmzZrz9BArCZxOZlksA5X9PsYjUCgQFfC3lmnioq6sLV1dXtG/fHmKRCPceByBUZI3St6N5yWOkO/UG4blBcnV1hbm5OW9Z09KgWbNmGDFiRGUrKytu04HPkHzNNFF/mu0G8IxSujHX33NPre4PILDoh/fxdOvWDTo6OpgyZQoCA7lDGzx48PtGJR+mJhBCMHbsWJw7d443GmlkZIQGDRrg77//hqenJ68uk8lw5MgRjmZqaopevXrh+vXrvKZ37NixMDc35+1kV7duXXTr1g0VK1bkPebOnTvjf//7H69pMzc3h7W1NW8taUCdZjFhwgTeR303b95EhQoVeOtbX7x4Effv34erqyvnxkKhUGD16tV4+/YtGjZsyFlX0zWxRYsWqFSpEkdftmwZNm3ahJ9//pnXqP7666/YsmUL5s2bx1vjdfHixdi+fTumTp3Kqx8+fBh//fUXunXrBlNTU46elpaG33//HTo6OoJG+cyZM5DL5bzjB9Q3DF5eXhg6dKigmZbL5ahWrRoGDBjAqwPqGtATJkwQjCK5ubnB0NBQsHmMs7MzRo4cqTUvetCgQTAxMRFsV29gYABXV1ecOnWKdzuEEDRs2FBrl84ePXrA09MTy5Yt491G79698erVK8yZM4c3Zahfv35ISUnBlClT8PZt6XYeYxQP9vb2e9avX18m0jvkcjl8fX3RuHFjrXWky6Khlkql8Pf3h7+/P6pUqYJWrVp98mRJQkxBSOGuCwVFNlSgKME5Ix/bQtzSBTDjHp9YLIarMUVbaTCkRA/uujXxTmRRkkckSEGMtIYaNWogOzsbYWFloxLJihUrTKysrKaVh3SPgkSm2wAYAeBrQoh/zs83ANYSQp4SQgIAdAIwvTgHWljEYjGOHj2KDRs28DZtMTY2xq1btzB16lTe9sgNGjRAUFAQDA0N4e3tnUcTiUTYvHkz/vnnHxw7doyzbrNmzfD48WMolUpOygUhBEuWLMHcuXN57xBdXFxw+PBhTvc3DYsWLRI0bl27dsWgQYN4NXNzcyxbtgyWltzUdolEgu+//543Wq5SqaCvr4/bt2/zdvC7ffs23N3dMXv2bE7U9OzZs+jXrx98fHw4HQpVKhX27NmD48ePY+3atZx1Q0JC8Pz5c3h4eKBXr16c/Xp4eEAmk+Hx48do3pxbwujZs2eIjIzEo0eP8PXXX3N0hUKBM2fO4Pr164K50idPnsSiRYtw7do1QSMcGRkJX19ftGnThlcPDw/HtGnTtOZjU0px4MAB3si3hrZt2/K2Y9dgZ2eHefPmad3GwoULBdN8AKBWrVq4cuWKYGdBU1NTnDlzBkOHDsXTp095l5k8eTI8PT1x584dXr169eoIDAxE9erVce/ePY5ubGyM27dvY9q0adi6dStH19XVxfnz57F06VKsW7dO8FgYnycGBga9GzZs2HHYsGGlnt5BKcXjx49RrVo13mZXH1JWDLVMJkNQUBAePnwIe3t7tGnTBjY2NkW2faFUDwqKLKiQSGQIJ1K8EEkQIErHY1E6norToShJ65l78iElIFm8U7q4CJXDoxQIug1dqFBbGY1W8tdIEJngvm51xBMT/nVKgP+MtG2+RhpQ+49GjRohLCxMcH5TSZKT7mFjZ2d3+nNP9/gimrZIJBLo6ekJ1gNNTU3VeseelpYmaKYyMjJgbGzM+/hdpVIhKytL0OBIpVLBaEdWVhZv2gGgvZmFkKatcU12djZ0dXV5o56a/FShc5eRkcFJr9CQnp7OG/EF1McuEokEjyMlJUXrF1h+en7XVCqVQkdHR2uNWG3HBqivb3Z2ttaIlVQqhYGBgdbmMNqutYb8GpgUdJmC7Evb61JDZmamVuMulUqhp6entd60tvcVULD3pYmJCWvaUk4ghFg4ODg88/f3d7C3ty/t4SA4OBiEENSuXbtQ6+Vu7FKSZfMopYiMjMSrV69QtWpVuLi4FEu3O6oKg1KxFwpQSKCEhOT8QAkFEU6AqK00gTG0+6WiadpCgVAvQKEuQkCyLCGO5T4Z5aBvDHSYzt8+/F0IcJ/7pFkCPTzTcYISBA0VETBAyU2Qfm+kLWxRp2OvfI10bqRSKR48eICWLVtq/RwvKX755ZeMPXv2rE1MTBSehV/G+SLMNIPBYBQUZqZLBwcHh12rVq0aNWbMmFKPSkdGRiIqKgotWrT4KENa0oY6KysLT548gb6+PurWrVssjWQoKKRIQzKNRpJyPyQkq1DruyqNYAnt4yoSM62QAqEP3/8qSnaFKI0/NTLvANsDNbhPMUEpcHMXkMSdx6QhjpgiSMcJ1ZRxqKBKLmh29kfzn5G2Q52OPQtlpDUkJSUhMDAQrVu3LlCjruIkOzsbtWrVSggNDa1PKY0p1cF8JOWyRzqDwWAwPh8IIS5mZmb9Ro0aVepGOjk5Ga9fv0aTJk0+OrJbUikflFJERETAy8sLVapUQaNGjYrUSFNQSJCCCAQhADcQiDuIIi8gEfE/cdSGTEvUukj5mHxpQoCKTfm16BCtRhoA7Gg62spfIkFkAm+dKsgqxhYpRWGkAcDKygqVKlWCn59fqfdA0NfXx9q1ay0dHBw+2yaA5c5Mx8XFaa2KEB4eDm31rl+9eoX09HRB/fnz51qbfwQHB2stPfP8+XNBDVDXExZCpVLh9evXgrpMJhPMdwXUaRexsbGCelxcHJKTkwX1sLAw3rJ7Gl68eKH13Dx9+lRr4fj83tSPHz8W1ADg0aNHgpom/1Gb/uTJE0FdpVLxTmTVoFQqtV5bpVIpWGkDUF+70NBQQT07O1vrtS2ILlSlQ6Nr239WVhbevHkjqEskEq2vzdTUVK0TBuPj47WOPzIyUutrl/F54+DgsGXTpk1WRZ2yU1iysrLg7++PZs2afbIpLW5DnZWVBW9vbyQkJKBt27a8c1o+FhmyEIXneIpbCMJdROMVsvFfhR5CtNds5kNeUjnTufOlFfqAvABpDHY1AUOeJwiUAoHCvRdyowsVGisiUFmVCC/daogUWRb5Eb830pb2n2SkNVSqVAmGhoYICQkpmgF+At9++63YysqqO1G32vzsKHdmOjU1FcOHDxf8Yk5KSsLgwYMFk+/fvXuH7777DllZ/I+wgoKCMGnSJEHTd/XqVfzxxx+C4/v999/h4eEhqE+ZMkXQzBNC8NNPPwmuGxkZyVsrWcPFixdx8eJFQX3lypWCZl6lUmHcuHGCEyPj4+Mxbtw4wfP26NEj/PLLL4JNN86cOYPVq1cL3oj8+eef+OuvvwTP+/Lly3Hq1ClejVKK+fPn499//+XVAWD+/Pm4efOmoL5ixQqtDW22bdvGW+5Nw/Hjx3H+/HlB/e7duzh8+LCg/uzZM62vq7i4OCxdulRQl0gkmDZtmqCemZmJ8ePHC57fjIwMjB07VvBmKT09HWPGjBF8faSlpWH06NGChjg1NRVubm6Ijo7m1VNSUjBkyBBmqMshhJC6jo6Obb/55ptS/T5SKpXw9fVF/fr1821gUlCKw1BrcqO9vLxQuXJlNG7cuMii0RKk4DUe4QmuIwovkIUMgSULX1pPVlIF5XJFponUumAl8VwEKvtGPQdSCpd1YK9KQ1v5S8SLTOFThFHqPEa6wzefbKQ11KlTB0lJSYKfvSUFIQRbtmyxcnBwEP6iK8OUOzNdvXp1/P333xg+fDjCw8M55qBRo0ZYv349Bg8ejOTkZI55a9++PSZMmICRI0dCJpNx1h84cCAqVqyIzZs389ZknjZtGq5du4bAwEBkZHA/iBYuXIilS5fy1pHWbP+vv/7ijRBrjKpQncigoCBkZ2fzfmhHRETg33//xVdffcW77tOnTxEUFIQWLbgfKnFxcTh48CA6d+4MZ2duJ/n09HSMHz8emzZt4kwok8lkCA8Px4wZM3Do0CHOBDmlUolr165h//79OHDgAGfCmkqlwvbt2/HkyRP8+eefnMeulFIsW7YMEokEK1eu5IxNpVJh+fLlEIvF+O233zi6QqHAH3/8gezsbMyYMYOjS6VSXL58GW/evOHtoJidnY3AwEBcvnxZsMNiWFgY/vrrL0yYMIFXDw0NxfHjx9G3b19enVKKGzduwMzMTPBmhBCCsLAwweizlZUVJBKJYPTd0tLyfcMgvhrRNjY2+P7777FmzRreso0ODg5YuXIlxo0bx/v0omLFiti6dSuGDx+OjIwMznFUq1YN27dvx3fffYf4+HjO+7JevXrYunXre0Nd2o8lGUWHg4PD9j///NO6NGtKa55MOTs7F2nlC6BoDbVSqYSfnx/i4uLQtm1bFMVETQoVkhGNZ7iPINxFIiJB8zG+hOgBKFwVCxkpgfesUgbIckXQC5LiYWwNWFfh/v0Tuh3qQonGinBUyolSJ5JPuzkrLiMNqKuTNWvWDC9evBBsJldSdO7cmVSpUqUZIaRJqQ7kIyh3ZhpQG+rdu3fDzc2Ntytd06ZNsWrVKgwaNIi3dXjv3r3Ru3dvdOzYkTeSu2DBAnh7e6N79+4cUyASibBgwQJ07tyZt9aumZkZkpOTMXDgQN6xx8bGYtasWbyR9djYWNy9e5fTaEbDiRMncPz48TwdujSEh4dj//79uHr1Ku+6AwcOhFQq5Y0s79mzB1OnTkX37t05WkpKCurXr48aNWqgaVNuztmKFSvw3XffYdeuXZwvKZlMhiFDhmDTpk04cuQIx2iHhISgT58+8PPzw/bt2zlVGzw9PdGrVy9kZmZi5cqVHKPt7++Pbt26ISMjg7cVd1paGrp27Qpvb2+sXbuW97z89NNPWLFiBa+RB4A7d+6gdevWGD9+vGBViQEDBgi2UQfU6Su7d+9GQEAAr04Iwe7du3H27FnB6hjnz5/H9evXBaMLsbGxCAoK4q2brsHe3h6DBw8WfDrRo0cPHDx4UDDC3bZtWzRs2BANGjTgjSA3aNAAc+fORZcuXbB//36OXqdOHfz+++8YMmQIb+v2+vXrvzfUfDdGjM8PQkibOnXq1G3VqlWpjiMiIgKEEFSpwmOqioCiMNRZWVnw8vKCpaUlmjRp8snRaCUUiMEbBOAWXsIb6ShcqTRCChedlpdEZJpTEs8i/3Vcmqtzpj8k6hmQ8mlPwuxVaWglf41gHSeEiQqfGgPkNtIORW6kNejq6qJp06bw8/PTmopZEmzbts3awcGB27WrjFMuzTSg7vZTt25dbNq0Cbdu3eLo9evXh56eHlatWsWbC9qsWTNERkYKNpeoV68e7t+/jwsXLnA0FxcXVK9eHSdPnuRoxsbGmDZtGvz9/XmN6+TJk1GlShXeD9zKlSvDzc1Na53p3r1785Y1s7S0hIuLC28XQ0opYmJisHjxYt6yaXfv3kWXLl1Qq1Ytjnby5EmkpKSgZcuWHC0zMxN//PEHxGIxbxm7AwcO4J9//kHnzp15y/PMnz8ft27dwqhRozhGlVKK2bNnw8vLCyNGjOA1ugsWLMDDhw8xcOBAXn379u3w9PREhw4deI1wdHQ0Dh48iJo1awqmn1y4cAFVq1bldHfUoGlH/uuvvwo+OlapVGjVqhWGDBnCqwNqI/rzzz8LTogaPnw4zM3NeZvjAGqjPHv2bK2ztkePHo1q1aoJ5s9ZWVmhf//+uHjxouAHbs2aNZGUlISDBw/y6lWqVEF6ejrWrVvHe05r1KgBIyMjrFu3jjfHunbt2nB2dsaaNWvAKgN93hBCiL29/Y6tW7d+XDu+IkIqleL169eoV69ese7nUwx1cnIyvLy8ULNmzU82/BQqxCMMAbiJcDxFNoTnwWilkGZaBlr8jVtyp3hkm4PQfFIsxLqAcyPu3ykFgu4UyZAMIUdr+SskiEwQIHYu1C3FeyNt5YA6HXoUi5HWYGpqigoVKuQ7r6u4ady4MZo1a+YqFot5SquUXcqtmRaJRPjzzz9x6dIlHDp0iPPFbWhoiIsXL2LPnj3Ys2cPZ/3atWsjODgYX3/9NacBBSEE8+bNg7e3N2/jCUdHR9y6dQu1a9fmfSQ+bNgw7N69m3dCm7m5OU6cOCGYezx37lxUq8afn9+lSxcMHjyYV7O0tMSaNWt4jXZqaiqWL1+OLl26cDSFQoE6derg+PHjvDWMQ0JC4Ofnx9u97+zZs1i+fDnu3LnDmRwjk8ng7u4OHx8f3hbXfn5+MDc3x8uXL3kboly7dg3NmzdHSEgIbyMSHx8fVKhQAS9fvuRNXZFKpQgODsbTp08Fu0JevHgRJ0+exJ49e3iNMKUUYrEY9+/f5+0OCajbuG/ZskVrd0M9PT3s3btXa03mrl27ajXb5ubmWLFihdYa0pMmTULbtm0FdVtbW/z777+Cj/pEIhHWrFmD1atXC07mHDRoEAICAvD69Wvem9AqVarg8ePHcHNz480xNzQ0xPnz57Fv3z7s3buXo+vo6ODQoUM4deoU9u7dy9I9PmN0dHR6dejQoYK2RkLFjSa9o7jKyX3IxxjqyMhIBAQEoEWLFrC1tf2k/WcgCYG4i7fwhxyFK23HxRwoRD4wJbT4G7dk5c6XLoDZd2oA6PJ8ZkYGA6lxRTYsMSiaKMJgCDke6LpClk+9bSC3kXZEnfbFa6Q1VK1aFSkpKby+pSTZtGmTla2t7Z+kNHO/CskXUWdaqVSCUioYlZPJZLypEQXR5XI5dHR0BCOGcrlc8ENaoVAIjkmbplQqBY2XkKZUKiESiXjHqVAoIBaLC60B2o/vU87bp1yTguq6urpaS19pOzZAHVHWGGohtF1HDdquZ2ksU5Ax57eMJnKtbV+feg3lcjnEYjFr2vIZQggR29vbv/Tx8alSsWIBagAXE+Hh4UhOThZ8olNcFKQONaUUz549Q3p6epGkdQCAFOkIxJ18c6ILikoVBFDh6lgfkl/jlk+qM61SAG/vQ+PXxe+ag8jzyVVuM5HbPlylAq5tB9IKflyFIUZkhudiRzRRhMGM8t/QvDfS1k6o065biRhpDRkZGfD19UW7du3y/a4oTkaPHp167Nix8VlZWdx82TJIuY1M50YsFmv94tf2hZ2fnp8h0/YBqG1M2jRtL3AhTZsh1mZqtWmA9uP7lPP2KdekoHp+N735fXmJRKJ8P2wKUgy/IB9YJblMQcac3zJisTjffX3qNRTq2sko+xgbG4/89ttvrUvTSEulUrx584b3yVZxk1+EWqFQwNvbG4QQtGjRosii5oYwhR0qF8m2gMLnTRdrRY/stPdGGsoClMSzdOEaaUAdlS4mIw0ADqo0NFGE4bFOJcSKuB1gS9NIA+rXZsWKFUs93WP16tXmFhYW6wghpdtRpoCwbyIGg8FglBiEEH0TE5PlS5YsEe4lX8yUdHoHH0KGWi6X4+HDh3ByckLt2rWLvCW4E2pAB9pvVAtOISchFmdFD2neFI98S+K5NOf+TaX66AoehcGMZqG1/BVeiu0RJbJ4//c8Rrp99xI30hrKQrqHg4MDRowYYWVmZsZfBquMUe7MtK+vL++kQA137tzh5EDn5uLFi/Dz8xPUjx8/rrW5xf79+wVr7QLA33//LVjeDABvnqgGlUqltRZxSkqK1jrSb968wf379wV1b29vrY1JLl26hLCwMEF9//79gvW7AXWNbb6ya4D62FatWiV4bmQyGVauXCmYIyuRSAQrcgDqvPDNmzcL6snJyfjzzz8F9cTEROzevVtQT0pK0nptkpKSBOtga3RtdagTExNx5coVretr0xMTE7W+NuLj43H27FlBPTo6GqdPnxbUw8LCtB7fixcvtK7v5+en9X177949rXXAGZ8PlpaWU3/88UcLa+uPq25QFERERMDQ0PCTc5A/lQ8NtUwmw4MHD1ClShUUV9ReF/pwQs0i2RYh+ihMibxijUxLC5EvrW8M2Nfm/j0yCEhLKOKB/YccKciGevt6UKKl/DVCxTaIyGnwksdIl2K6MCEEjRo1QkBAQKlW95g/f76JkZHRfEJIATrvlC7lzkzXr18fe/fuxblz53h1TVk8vomDANCiRQtMnTpVsDxY06ZNMWbMGMHGKlWqVMGUKVMExyeVSrFv3z5B/datW4Kd4kQiEW9JMQ0JCQlaG4dcuXJFa/fHtWvXwsqK/0MoLS0Na9euhYMDz2MxqMvUXbx4UXD9bdu2ITo6mrdqB6UUkydPhrW1NW/6gEwmw7BhwwSjNBKJBIMGDeItzQeo62APHjyYdyIioL4m3333neD6SqUSY8aMQf369Xl1AJgxY4ZglRUA2Lx5M+/kTw2XLl3Sem1CQkLw8OFDQV2hUODo0aOCuqmpKbZs2SKoW1paYtOmTby10wHAzs4O27dvR1RUFK/u7OyMvXv3wt/fn1evWrUqDhw4IHgjW7t2bezatUuwsU6TJk2wceNG3LhxQ/AYGGUfQoipoaHhzFmzZpXal2NppnfwoTHUvr6+8PDwQPXq1eHk5FRk26egUCKvIbJDZRig8C3B+ShMqkexmWmqUqd5qEcEIrXUvnyFpoD4g+8alQoIvlsswwMABSSQIBSZCIcU0aCg0IUKLeVvECG2goduNejYOJe6kdZgbGwMFxeXUk33MDc3x/Tp0y2sra1nl9ogCki5M9P6+vo4evQo9u/fj7Nnz3Iipaampjh58iSWLVsGDw8PjoGxs7PDoUOHMHbsWAQHB3MaUFSrVg0LFy7EmDFjeEuItW/fHk5OTti+fTtvyb0JEybgwIEDglHIvn37Ytq0abx1psPCwpCUlIRDhw7xrnv8+HEEBATw1vh9/PgxDhw4IFiebevWrdDV1YWjoyNH8/X1xS+//ILffvuNt6KHu7s75syZg507d3I+BEJDQ3Hx4kV4eHjwNlWJiYnBr7/+CldXV4wfPz6PRilFdHQ0hg0bhmHDhqF///55dIVCgaioKAwaNAizZs1C586d8+gqlQphYWEYPHgw5s6di9atW3P2HxYWhpEjR2Lq1Km85f1evHiBefPmoV+/frxmPD4+Hlu2bIG5ublgpYxjx47B09MT33zzDa/u6emJ7du3o3Hjxrw6pRSbN2/G27dvBSP3AQEBePToEXx8fHj1zMxMyOVy7Ny5k1fX0dHBsGHDMHnyZCQkcCMzYrEYGzZswNSpU+Hp6cm7/p49ezBlyhReXVdXF4cPH8by5cvx6NEjzmvUwMAAx44dw++//47bt28jLi7vTHpjY2OcOHECmzZtwvXr17U+AWGUXSwsLCZNnz7dvKg6DBaWspDewYeenh5EIhEUCoXWm+7CkgUpnuIRXiI4z99FEMEFdYtmJ4Ux08WV5pGdrjbDAEhWPiXxCAEq8gROIgKLLSqtRDYkeP1+4mcWoiFFJCgoxFDBkMog1TODSaWiT+v5FKpUqVLq6R5Tpkwx0NXVnUjUj0HKLOXOTAP/GeqdO3eia9eunBbIZmZmOHnyJGbMmIHhw4dzUgdcXFywbt06tGnTBjt2cGuHd+zYEbq6umjevDlvp8K+ffti8uTJOHLkCEeTy+XIysrC9OnTecceGRmJ8+fP80YpbWxsEB4ejmfPnvGum5SUhNDQUE4ZOuC/CS1C7aDXrl2L8PBw3sjk8ePHsX//ft6odEhICDp06IAWLVrwRqXnzJmDCRMmYP369ZzJYrGxsWjcuDGSk5N5m+tcvnwZ9erVw4ABA3hLy+3duxdNmzbF9OnT8fXX3JKUJ0+eRKNGjTBhwgR06NCBd+x169ZF9erV0aNHD45OKcWwYcNw4cIFwbJ0ly9fxtSpU9GuXTteHQDmzZuHtLQ0wRSXmJgYeHl5CaYHEUIQGhqKrKwswYl/crkcwcHBgpUBDA0NERMTI9i0B1Cnwvz999+CdaadnJzw6NEj3oYqgLqW9ddff422bdvyRqhNTEzw+++/o2vXrti0aRNHNzIywvHjx/HLL79g2LBhnPelsbExTp48iZUrV6J3796l3lyAUTgIIWJ9ff3J48ePL7UvxfDw8DKR3pEbTY507dq18dVXXxVJp0QKihhE4RE8kYxExOIdkpD3O8UcdjAH97ui8JgDBSj1BhRj45bClMSzqwkYfvA5WYxRaRUUkOA1VMgbCMlGPCQIxROdCtCzqYCO/+uByMhIREZGFss4PoaykO5hYGCA0aNHmxgaGg4vlQEUkHJppgF1JKx79+4IDw/nNcT6+vro0aMHPDw8cP36dY5eqVIl9O3bF+vXr+eYIEIIZsyYgYoVK/LWqG7ZsiWWL1+Of/75h6MZGxvjyJEjkMvlvNG1qVOnom/fvrwfpsbGxpg9e7bWpi3ffvst752tlZUVunTpgp49e3I0Tbm0kydP8tYpvn//Pnbu3IlGjRpxtEOHDqFTp068ZjgsLOy92eT78lq7di1MTU3Rp08f3jHNmTMHdevW5W0Wk5mZiUWLFqFp06a8NZ4VCgUWLlyIVq1aoXr16hxds/9atWpxIt4aHj16hIiICKxatUowon/hwgXMnDlTcBsSiQRyuRwnTpwQ3IZSqcSkSZN4bwg0NGzYED///LOg/r///Q8NGjQQrEGur6+PXbt2aY3GzZo1C8OGDcOLF/ylqWxtbbF3714EBwcLpjmNHz8eXbp0Ecwvd3FxwahRo7Br1y7e17iuri769++PBw8e8OZI6+npoVu3bggODua9WWWUXXR0dHr36dPHxMysdOYdKhSKMpXeAfwX5HB1dYWDg0ORdEpUQokQBOEFAqHIZeBe4lme3wkIKqIuyCfaAEIIQPJJq8ih2Bq3FCZf2oUn3S/8KZBe9E+7KFSQ4A2UPDW9KYBgndpQ2Rqgdruu0NXVRcuWLREaGop3794V+Vg+FmNjYzg7Owumn5YEU6dONTY3N/+tLNedLvd1plNTU7F//378+OOPvEYiOjoaFy9exLhx43jX9/LyglwuR/v27TladnY2Dh8+jDFjxvAa2GvXrqFx48a8RvL169eQSqW8Xbc0EeYmTbjt6SUSCV68eMGrZWZm4sWLF7zpAsnJyYiMjOTN+01OTsarV6/QvDl3dnN2djZu3LjBa8IB4ODBgxg2bBhvGbTLly+jZs2acHV15T2OgwcPYuzYsbwl0Hx9fRETE4OePXvyntubN29CV1eX97oA6smUKSkp+N///serp6en48SJExg9erRgCbdz586hVatWsLe359VVKhVOnTol2CgHAN6+fQupVKr1C9zb2xt16tSBiYnwRB4PDw+0bt1a6yNADw8P3gY3ublz5w46duwoqMtkMty7d4+TMpOb58+fIzs7W7A2r0qlwsGDB+Hm5iZ4bv39/ZGcnIxOnTrx6jExMbh06ZJgQ53ExEQcPXoUP/30E6sz/Zng5OTk7+7u3lDohq+4efHiBXR1dVG1atVS2f+HUErh7e0NR0dHTkCgIHWo+ciCFEHwRwb4Gy85oSKqI+9nUSgCEIdPM0qURoOqhOtDUxWBKksPymx9uGSaQ5Gth+xsXWRn60CpFENFAUoJEhNNYGuTDiKi0NNVwEBfDn0DBfT15TDQl8PAQA5d3Q8jpBR46wEoFYBSH+LIVsKVPExsgLaT8rYPV6mAq38AGUWbykBBkYlQyMB9ek0BvNJpDWprBtu2erAkjWEJdeqJXC6Hl5cX6tWrJzgHqaRRKpVwd3dH27ZtSy09ql+/fknnzp3rRynln/BWypR7M81gMBiFgZnpoocQ0qB9+/Y37969a1Ma+8/OzoaXlxfat29fZmqTP3v2DJRSwRvtwhrqJCTgOQIgh1zrcg3RHBa5StrJkY0A3IQyn/W0QWk2qMpL/X8VgSLdGIpUE8hTTaFIMwFViSA2yIbIIBv2uoCpgfK9QRaLVRCJKEAofH1d0bTJG6hUIshkOsjO1kFWti6ys3WRla2LrCxdyOU6MDLKhrlZJszNpTA3jId+jHrfJMMR4kQtlUpq9wAqfzA35q0f4MNfsOBTkCIKWeDOX/rQSGt8vTVawyznRiczMxMPHz5Eq1atijSH/lMICwuDRCIptSc7vr6+6NOnz513797xR2BKmc+iGDaDwWAwPl8cHR0XLViwoFSMNKCeH1GtWrUyY6SjoqKQlpYmWGEI+K/KR76dEkERgVCE4mWBUiheIhhN8BXEOXnOutCHM2oiHMJlUfNDKdVH1rsqyI41hUquCx1TCXTN02HgHAed2m8g0vkvmuykNIIl+KObIhGFsTH/vB4NlAJSqR5SU42QlGSCt4lmkEmrwtLwHRwUSthSAjHfREexLuD8wdM0lRJ45l7o482PbMRrN9J25rBto5snQJ4IL4igDxO4wsjICA0aNICvry9at25dqp0INVSsWBHu7u6oWrUqbzpocdOsWTPY2NjUJYRUopQK1+gtJcrGJ0sRQikVrEVcUD2/7X+KXp4p7nNX1vUvnU85f5/6vmWUXQgh1oaGhu20pQ4VJ5mZmUhKSoKzs3Op7P9DUlJS8OrVKzRp0iTfyg355VBTqBCCILxFSIFzkTMhQRhe5/mbHarAoBD1oikFZMlA+jMg4S6Q9gQgIiOYNXwB63aPYN7oOYyqREHPKjWPkQY+vXELIYCRkQyOjimoVfMdWrpeQxuXo3AweYX4LGfcU9SAj7wyIpSWkNNcJtSpAaD7gQkMfQJkcNMwPgU5UpEJbjUubUZas0QC3CGFegKitbU1XFxc4OfnVyY++0QiEWrUqCE4p6YkmDdvnrWdnd2vpTYALZQ7M+3l5YUff/xRcObplStXMHfuXMEX56FDh7TW4/399995JxZqWLhwIR49eiSoT548mVP2Kzc//PADVCr+Gc8qlQqTJ08WXPfdu3dYtWqVoH7v3j2tk7b+/vtvwfrbADB79my8evVKcGzDhw8XLFmWkZGBfv36QSqV8upRUVHo16+f4HV7/vw5Bg0aJHjdHj16hFGjRgmO3dPTEz/++KOgfv/+fcyaNUvr+kJVLADAx8cHy5YtE9QDAgKwZs0aQf358+fYsGGDoP727VutelRUlNZrHxsbi4ULF2rVtR1/VFQUJk2apHV848ePF7w+wcHBGDdunOBr29vbGz/++KOgfuPGDcycObNMfKkwCoe5ufm4qVOnmpfW3KHnz5+jVq1aZaLkWFZWFvz8/NCsWbMC554KGWoVVHiGAMSAv/a7NiIRinT8ty0RRKhYgFJ5KhkgeQ0kugOSN4COOWDVBrD6CjCqoguxIX+d+twUba1pCkhTISIq2IrSUF8cjQ46L1BTHAMp9OChqIbHChckqoxBK36QuVUMUWl1LWlu/nn+RlqznBKxuInsnMorlSpVgr6+vmDfi5LG0dERaWlpyMjIKJX9DxgwQCQWiwcQQoqqhWeRUe7MdOvWrdGsWTOMGTOGtybvN998A3Nzc8EvZjc3Nzx79kywHu9PP/2E3bt34+HDh7zr//zzz5gxYwbS0tJ4jeHQoUOxaNEiTv1qDY6Ojrh8+TKysrizf0UiEUJCQgTNeGRkJKKjo3nXTUpKwtWrVwW7amnqV/M9dszKysLjx48RGRnJWy1CqVRi1apV+Oqrr/BhVzNKKWQyGYYPH45p06bx5n9pakmvXr2a93FWQEAAJkyYgN9//533C9HDwwOzZ8/mLbcGqI3yokWLsHr1al798ePHWLx4MRYtWsTRKKUICwvDb7/9hl9++YVXT0tLw6xZszBx4kTe7aenp2Pp0qX49ttvefXExEScPHlSa1MYHx8fKBQKQbNpaGiIx48fC9YDtbOzw7179wRfO/b29nj9+jWCgoJ4X9fOzs4ghODy5cu85RWrVKmCypUrY/PmzbxjrFOnDho2bIhZs2bxbr9ly5Zo0KABJk6cyLt+165d4eLiotVwM8oehBBiYGAwceTIkaXy5ZeWlgapVMpbLrSkUSqV8PX1Rb169QQr+wjxoaFWQokg+COeJ5WgIFBQhCAIqlzG1gL2MAN/yUB5GpDqDyTmlJC3+gqwbAoYOgGi98miBSuRJyvKah6KbPUPACJVf/cQApiJslBDHIsOOi9QSZSIUJ1KcPcPQVhY2H/fy6H+gCSlyIairiX95n0taQ0FNdL/LS9HDP6FPOdmp27dukhISEB0dHSRjfVjIYSgVq1aguV5N23ahLp166JevXr47rvveL3Ip6Crq4shQ4YY6erq8pfPKkXKnZkG1NHdHj16YNiwYbwdA+fMmYOKFSti0qRJnEgtIQTbtm3Dw4cPMXHiRM6LRk9PD4cOHcLs2bN5I3l2dnZYsGAB2rVrh9u3b3P0Bg0awMfHh9OgRINYLMbAgQN53zhPnz7FgwcPBNtmb9iwAbt37+Z9Ab969QqrV6+Gt7c377r9+/dHVlYW5HLuJJTjx4+jf//+vOXvFAoF+vXrh+fPn/NGzY8cOYKhQ4fCzc2Nt3LDmjVr8N1332H79u2oXTtve9e0tDQsWbIE06ZNw4kTJziPaaOiorBo0SIsW7YM//zzD8fIJyYmYs6cOVi2bBlOnz4NCwuLPLpKpcIvv/yCGTNm4NixY+Ar2bVq1SqMHj0af//9N2d9QB1xbdq0KcaPHy9Yu3b06NF4+/YtbGz4U0a9vb2xdOlSrU8sFixYgMOHDwtGZvfs2YPTp08LfshFRUXh9evXmDFjhuA+GjdujK+++kqwy+GSJUswb948LF26lFefO3cufHx8MHDgQN565T///DMsLCzg5ubG+wTkp59+QtOmTfHDDz/g4MGDHH3atGnvO5AKNS5ilDlat27d2pTvvVMSPHv2TLBzaklCKUVAQACcnJw+usZ1bkP9OPUhp250YclAOiJyRVEJSE4jl//OlTwNSHoIpAcDBk6ATQfA2BUQ8dwaFbREnpwU4c2wNOW//fOUxCMEsBZJ0LR+bbRs2RJZWVlwd3fHm9evoAoquqj0f7Wk835/FtZI/7e9LMThJlRQQCQSoVmzZnjx4gXS0virtJQktra2UCgUnL4IUVFR2LJlC3x9fREYGAilUoljx44V+f4nT55samtrW+ZSPcqlmQaAwYMHIz09HT/88ANvE4rx48fD3d0dU6dO5eSiiUQiTJkyBXv27OGNVpqbm6N27drYuHEj+KqTGBkZITY2FocPH+ZopqamaNu2LS5fvswbYXNzc4OBgQFvukT9+vXRvn17wdy/Tp06oVOnTrymz9zcHKamphg5ciTvus+ePcOwYcN4y7Ndv34dpqamvNGdf//9FxcvXkSNGjU4mkqlwooVK+Dn58dbsu3GjRuYM2cO6tevzzHSgNrILl68GJMnT+YtTzd37lwsXboUCxcu5J2cs2zZMqxZswbTp0/nNconT57E+vXr0blzZ16jK5FIsG7dOsjlcsHI1j///IOEhARBo0wpxd27d9GjRw/BCURyuRzOzs689bY11K1bV2sZv2HDhkFXV5e3FjgAVKhQAQMHDhTsoAgAvXv3BiEEQUFBvDohBFZWVjh+/DivqSeEoHnz5jh79qxgKtTQoUNx8eJFQUM+fPhw+Pr6YsaMGbw5oqNGjcLr168xYcIEQdPPKDs4OTn9OmPGjFKp75WYmPj+NVvavHv3DiqVClWqVPmk7eib6MO4uR5iHidAmfrppjQcbyDBf4/sjWAOO1SCIhNIeQykPQVMqgNWrQB9O+RrBgnyP9dFmuahadai1APkAtF+fWPAoQ4MDAxQs2ZNtGvXDvK4cLgrHBAhsvzkOLlQLen3RtreolBGWoMMSUiCukqJnp4emjRpAn9//zLxZK527doIDg7m/F2hUEAqlUKhUCAzMxNOTk5Fvm9XV1c4OjpWIIR82pupiCm3ZlosFuPYsWNYuHAhVqxYwdGNjY1x8+ZNDB8+nDc9oFGjRvDz80NGRganm5tIJML27duxb98+3sh369at39fR/TBHmBCCTZs24aeffuKNIlarVg379u0TfFy/ePFi3iYlgPpR+KBBg3g1MzMzLF68mDcqkpmZicGDB/M2BaGUQqFQ4N69e7wpIleuXMG///6LBQsWcKI/Fy5cQNu2beHr68t5U1FK8ccff2DXrl3YtGkTbxtyDw8PXL16lbchiq+vL6KionDv3j3eNuGvX7+Gv78/7ty5g+7du3N0pVKJgwcP4vTp04K50CdOnMDPP/+MW7duCRrhkJAQ+Pj4oFu3brx6VFQURo8erTWfWqlUYv/+/byGX0Pr1q0xduxYQd3JyQmzZ8/W+vh4+fLlgk1dAHVk+tKlS4LF+a2srHD16lX873//w/Pnz3mXmT59Om7evInLly/z6jVq1MCTJ09gbm4OLy8vjm5iYoJbt25hxIgRvHMX9PT0cO7cOUydOlVrjjij9CGEWOjr67fKr/Z5cUApfR+VLm2ysrIQEhKCBg0afFKEXAUlguAHqUkGjJvrQvJY/smGWpUzgVGTmiCTyZAaSJHiQ2DgDFi1BvQKcy9SgNbi8qJs3JLTrIVIrYRrS1doCoj+C0LoEKBmoj++kr9CKjGCu24NxBLTj9q9upZ0GBTI+ODvuYx0a51CG2kN6XiBDKjzpc3MzODo6CjYobYksbCwgJ6eXp5Ozc7Ozpg1axZcXFzg6OgIc3NzwT4Pn8rMmTOtbW1tpxXLxj+SL6LOdEpKCoyNjQUnfMTHx2t99JaYmMhJIdCQnJwMCwsL3g9JhUKBrKwswWYc6enpMDXlfxNLJBJBY5SZmQkjIyPO3ymlyMrK4s1L1qRv8J0DTZtqvlbVMpkMKpVKsBROamqqoNFMSkoSjApJpVKoVCrBY0xISIC1tbXgl09+1yy/9SUSCcRisdYSPykpKbxRfg0qlQqZmZlam61IJBIYGRlp/RIVup6ltUxGRobWYwLUKTjazH9aWhqMjY21lnTS9r4CoDXir1nf0tKSNW0po5ibm0+fN2/eytmzZ5d4Ha24uDhERkbyNrcqSSil8PHxQaVKlQSbPxVoO6B4hgDEI+b935QZKkh85DBuogux+ae9B1xRC6J3unjx4gWqVasGcYUsRBJu5LEgqJQ+APjnBGloqDSFLk8s775HTbRtU8BqEUoZ8FadxC2KrwNRJs/TQ0KADtPytg9/5QM8vvT+10zoIlhH/bS3viIC+ih422wp3iEr1zUBis5IayDQgRP6Qg+WoJTi/v37qF+/vtbvppJAIpHAz88Pbdu2BaD2QgMHDsTx48dhYWGBQYMG4dtvv4Wbm1uR7zs7OxuVK/+fvfMOk6LK2vivOkzsCczADBNJQ85BRXJQCYqiIAqioGBARNccWfMaF9OuKOaAiAlxFTEhKElyhiFNzjl2rvv90dPDNF3Vk3v2Y/vl4YGZU1W3qrq7+r3nnvO+nfNyc3PjhRDqy61exDmbma6L8PBwj53T9dWwefrCb9eunSpR0ul0HkmJGpEGPGYY1ciQJEmqAu96vV71HgQEBCgSaXBkAj0RTk9mAp6WVwMDAz1eY/v27T0S0Ppes/r2Dw4Orlcrs76HlUajqZd0BgcH15uNqo/cenub+q4J8EiknfH6tFE9fa4Aj0Tauf9/i26wD+4IDg6+/aabbvK+IC1w+vRpj6sw3kJWVhY6na5ZRBoghRMuRBpAa9C0SIZaNgsO7jpIZk4GI0eOJCEhgY5SN/xpXJOkE1IDstMt0oRoctYPS+oW4lG9XIm03QbHXPs1grAyzJZKnFzCVn13sjUNc5w0U6hOpDu2axEi7TimjQI2IbAjSRKDBg1i//79bV7uERwcjJ+fX23t9K+//kqXLl3o0KEDer2eq666iq1bt7bK2P7+/lxxxRUBgPuycxvB903kgw8++OBDi0KSpIS4uLiw+iZErYHKykpkWa53wtfaMJlMnDhxwqNKT0OQRbpLo2BdNJdQW7LtVG61oI/TEDBUi97PkXDRoKlpRmwCGlTq0QJEsKb5UDKHIgkV/7nE81x/TtkD1cpNfDFyGSOtJ8jRhLNL1xmzB2USJS1pFyJ9obZFiLQTFgopYS/gSMLFxsa2qd6zE127duXUKYdmeWJiItu3b6e6uhohBL/99lurllldf/31YXFxcTe22gCNxDlHpktLSz2qIhQUFCg2NjmRk5OjqoUMDvk5T01cGRkZHrVw65O38XTuQghVHWdwlJWUlKgL0BuNRo/6kKWlpYoqDE7k5eXVe+2eZsspKSke743zQ6kGNY1rJzxpcQohPO4vhFCtFXbG09PTPcazs7NV47Ise3xtbTabap08OMp0zu6ePnt/T6+9LMse3zv1nZ/dbvf43rVarR6v32QyeYyXl5d7HL+wsNDj9fnw3wWDwXDV3LlzG5bia2GcPn262Y1+zYVTvaNPnz4N1pNWQiH5nEK5P8GJphBqYRdU77VizbZjGOmHPkZLCUUumtXhdCSUpkyG6pfIszTTuAWobT5UzUob2kNknfeBzQpH1X0UAPywM9SWVpulLpLcs/M2qmu0pM9cQ2sSaSfK2F+bCU9KSqKoqMjjd4I3EBkZSVVVFSaTiQsuuICZM2cyZMgQ+vfvjyzLqqplLYHhw4djt9tHSpL0X8Fj/ytOoiWRk5PDzJkzVWdt6enpTJ8+XVUJ4NixY8yYMUNVgmbr1q0ejVVWr17NsmXLVM/vySef5I8/1CV55s2b55E0zJ49W3XstLQ01WY6u93OmjVrWL16tWJcCMHSpUvZu3evYtxmszF37lxVQpWVlcXcuXNV79vmzZu57bbbVMn6ypUreeihhxS1uYUQvPzyy7z44ouKZFwIwaOPPsqKFSsUjy3LMvfeey+rVq1SjAshuP/++/n6668V4+CQpluzZo1qfNmyZXz55Zeqx1+5ciUff/yx6vlt2LCBf//736rHP3ToEP/4xz9U4zk5OTzwwAOqk5Xi4mJuueUWVVOc4uJirrvuOtX3VmFhIbNnz6a6uloxnp+fz+zZs1UJcU5ODtdee63qhCQnJ4err76a06dPK8YzMzO58sorSU1NVYz78N+F0NDQG6ZPn+51bWmr1UpxcTEdO3b09tAuyMrKQq/XN6u8o4pKjnGgQc16jSHUsklQuc2CNkwiaKgejd8Z5nea45hrVCkcUnn9QK2xTwWSpKlXIq/Zih6yHcyOxJAqmU44z1V+5PRuMFY06PAxchnDrac4rIslTXPm+DIWqjjloiXtJNJyTESrEWnnSAVsQsaKJEkMHDiwzcs9JEmic+fOtc/lJ598kmPHjnHo0CE++eQT/P39W21srVbLiBEjdMB59W7sBZxzZLp3796sXLmS2267jc2bN7tlO4cOHcry5cuZPXs2e/fudftyHj9+PA899BBXXXUVmzdvdsvEzpo1iwsvvJAlS5awZcsWt/Hvvfdedu3axdKlSxVnjf/4xz9YunSpoimMEIJBgwYxcuRIRWOMffv2cfz4cVUnvBdeeIEff/xRkfAmJyfzwAMPqJLdJ554otZQ4GwcOXKE2bNnM2vWLEVFj6+++oobbriBt99+263OOCMjg6+//pqnnnqKL7/80q1O+fDhw7zxxhv89ttvrFq1yq3ONjk5mbvuuovKykrefvttl/pjIQRHjhxh3rx5REVF8dJLL7md28GDB5k3bx5JSUksXbrULb5nzx7uvPNOYmNjFXXDt27dyssvv4zZbOauu+5yi1ssFh566CG2bdvGnXfe6RYHePXVV1mxYoWiWgrA/v37ue2221QNdQDuuusutm7dqjoZ+eGHH1i7di2bN29WjFdUVHDkyBFVBYzIyEiGDRvG1KlTFR/O0dHR3H///SxYsID169e7xePi4njttde47rrr+O6779ziXbp04f3332fu3LmsX7/ezbSoZ8+efPjhh9x4443s2LHDjVQPGjSI9957j3nz5rF79+56VzF8aDtIkhQSGBiY0KlTJ6+PnZ6eTkJCQpvqSlutVk6cOKH4LG0o7Ng4yn7sjWiGawihtpXKVG6zENBTh39Xndt9smHlJEdrCXwQYXRAWT3KE+qTyGt2zbS53OFpbvcDi0KPh1YPcQPP/GyzwjHlZ6MaArEywnqSAk0oB7Vx2LBRyUkXLem6RDpquKYVibQDNioo4yBwptyjvhXb1kZcXBw5OTmqiZrWxJw5cyKioqJme31gBZxzZBogISGBb7/9lrvuuovp06e7EdNevXrx6aefMm3aNBYvXuyWzRszZgwLFy5k7NixvPPOO27Hv+mmm9i7dy9XXHEFFRWuM11Jkrjqqqt45plnFI0nrFYr+fn5vPvuu24xSZJISkri6NGj5ObmusX79euHTqdTXTbs2rUrkZGRxMTEuMUCAwPJysrivPOUJ3HfffcdgYGBisd26gYrSfJlZmZy7bXXEhERoag1/dRTTzFnzhxefPFFtxrGwsJCxo8fz9q1a3nnnXfcmiA3bNjAwIEDiYqK4oknnnB78H/22WcMGTKEsWPHKhLd77//niFDhjB48GBuv/12t3hqaiqjRo0iNzeXu+++W/G+PPLIIzz33HOqVtvr16/nhRdeYOTIkapf4J999hklJSWqKw4VFRVkZGR4rC8LCwtjwIABqjP9IUOGUFBQQN++ynWO8fHxhISEeCxV0Wq1/PTTT6rSSz169OCnn35S/EwADBw4kNjYWKZPn65YcpOUlMQjjzzCpZdeqihH2aVLFz799FOmT5/OHXfc4fa57NatG1999RVz585l7ty5bd6A44MyNBrNJVdeeaVyJ3QrQghBRkaGqnSot3Dy5Em6dOnSrPKOkxxz0X9uKDwRakuWHeN+K8Hn69F3UC/DKCSfwjrOinH0Qksjr6WeuulmG7c466XVJPFiB4C+TuLm9C4wNf5+6hAMtaXih5Vt+nhMKhlpbxBpJ8o4gK1GLaVr165kZWUpJt+8Ba1WS3R0tCJnaW1MmjRJ0mg0070+sALOSTINDvK4aNEibDYbL7/8sls8MjKS++67j4MHDyou30+cOJF7772X559/3o0E6fV63nnnHYYOHcobb7zhtu/MmTP54IMP+Pzzz90IQXR0NBs3bkSj0SjWsC5YsIAlS5YolqHo9XqeeuopRbIMcNFFFzFr1izFWFBQEPPnz6+VsakLWZYJCgpizZo1imRt48aN/PDDD4paysuXL+f666/n7bffdlNWOH78OD///DPLly9XbMJ57LHH6NOnDw8//LDbviaTiTvuuIPp06czdepUt32Li4t56KGHuO666xQNYaqrq7n33nuZO3cuU6ZMcb8hwKOPPsqkSZP4+9//rmpTXlhYyDfffKO6XPv555/z6quv8re//U0xXl1djUajYePGjapLz5WVlTzzzDNccMEFinFwTKTUxgA477zzmDlzpqqCil6v55NPPlFVbZEkiaeffppHH31U0YgIoHv37vz++++cOHFCcdVFkiSWLVvGTTfdpLp6Mnr0aJ555hlWrFihWBLSvn17Hn30UQ4fPszatWvd4gaDgTvuuIP8/HzeeustxTF8aFvExMTcePXVV9cvCdPCKC4uJjQ0tFkktrkwmUzk5eU1i9Dnk+NSu9xYKBFq82kblnQ7hhF+aIPr/9o/yVGsOAiaHwHE0r1R5yBJAYC6clCzyzzqq5fudP6Z/9uscMx9FbnhEMTbd9DRfohD+klYCKgh0iO9TqQdZ2OjBMczWqvV0q1bN4/9Qt5Ap06dSEtL8/q4BoOBTp06BUmS1Nnrg5+Fc15n2lmPOnbsWMWHrNVq5c8//2TChAmK++fn55Ofn6+4ZCeEYPv27QwfPlyRjKWmphIWFka7du71Y5WVlZSWlhIfH+8Ws9lsZGdnKz6QZVkmJydH0QXRbreTl5en6DpkNBqpqKhQdPKrrKyksrJSkexZLBbS0tLo3l35Ybp7926GDh2qGNuzZw89e/ZUlMAzGo3s2bNHkQiDo7zDz89PtZFo7969dOzYUXVicezYMYKCglS/1Kqqqjh69CjDhqnLCe/evZsBAwaofjnLsszhw4c9duvn5+ej1+sV3wNOpKenEx8f71HmLSMjw2MZCDhWCZTeT3WRlpaGp+V3Z6Om2usNjmbBkpISj8fZvXs3gwYNUpXHKy4uJjMzkwEDBijGrVYrW7ZsYdy4cYpxu93O77//zoQJE3w60/9FkCRJGxMTk52ZmRnlbdnCPXv20KlTp3olF1sT+/fvp0OHDk12fjNhZDfbsJ1lS90UOHWo9R00yFWCoGF6JG3DWV80sfTC8WyTsXOQ3zHXox9dF0I+iRCZijGNkBgsh7hllRukMy1kSNkMsow2YySSfNbzuV0iDK9jcJW8Ffb/3ODzPht1taRLpBhSdOcRJMqQYkOIusC7RLouYrkCfzoghOCPP/7g/PPPV5TGLS0tZeHChRw6dAhJknj//fe58MILW/x8tm7dysCBAz1K3rYG/v3vf1sfeuihhyoqKtSb1byAesm0JEkJwMdAR0AGVgghXpMcYpKrgc5AKjBLCOGx3b6tTFt88MEHHxoKH5luOiRJGnXttdeuXbVqlVc9vC0WC1u3bmXs2LFtVi9dWVlZa2LRlHMQCA6wi1LUVX0aC+MRK+YUO4YRenTtPCtsKKE/Q4jAoelfTDYn2dngfYUoQcj7VeNKxi0NItPmcsjYg2QORZurYMozcAbE1iQ4bBZY9xqYGj4JcBmKQqo5UxongCO6iyjzjyVpQhl+gd5LRp6NADrSkUuRkMjNzSUnJ4fBgwe7bTdv3jxGjx7NwoULsVgsVFdXt4rhS2ZmJuXl5fTp06fFj+0JGRkZDB8+fH9WVtYgrw58FhqSOrAB9wohegPDgcWSJPUBHgJ+E0J0B36r+dkHH3zwwYf/UURHR183Z84crxJpOLMq05aNh8eOHaNXr15NPoc8sluUSJtP25ArBIbReqr32ZqkQ32cI9hwNOG3I4aQRknleZbIsza1CbHWQlxhBcLfAB3rkLmTO5tMpK2Uu2hJO0s7dLGBJJxfRdqOMGzmtnu/mcilukZ/PDo6murqarcervLycv744w8WLFgAOEzYWss5MSYmhtzcXK/3siQkJBAUFBQrSVKbSHE6US+ZFkLkCCH21Py/AjgKxAFXAB/VbPYRML2VztEHH3zwwYf/H7hs4sSJXh80Kyur3jKo1kRpaSlWq7VeZ1Y12LCSgnLjb1NgybZjzZMJGqZHF6ptsrGLGVPteTmk8vrSUKk8h0ReuPo5NrVuuk7zoRvih4CmhsDbLJDctFrps7Wka2ukYyOIukAipIOVjr2rSN0Rhux9EYtaFLMTGRuSJNG7d2+OHj3qEj99+jQdOnTgxhtvZPDgwSxcuNBNSamloNVq6dChAwUFBa1yfE+YOXNmkFarbVM3xEYVtdUUeQ8G/gKihRA54CDcgHsxbhtAraHQie3bt/Pbb7+pxjds2MDOnepLWT/88INHKZqvv/6awsJC1fjq1as9dt5+/fXXqlrBQgj+85//qMYrKipUNayFEKSlpbFv3z7VsXft2uVRcmz9+vUeO3ZXrlypKr0nhODf//63qrSbxWLhlVdeUZ3VVlZW8uqrr6qOXVJSwr/+9S/VeEFBgaoONTgMaT766COPcTWNbufxlRrmnCgqKuKnn35SjRcXF7Nx40bVeGlpqarsHUBZWZlH/fLy8nJ+++031fdOaWkp69atU92/qKiIb7/9VjWem5vLV199pRpPTU31GD9y5IjH+7dz506P98+HtockST169Ojh3xDL+paEyWRCo9G0qqZtfTh69Giz3N5SOYmFllFksJXKmE/YCK5TI90cp8RsMmoz5sGEN0oqz5NEXtOMW4Sj+dCud5fEkzSQWKc66+QOMCvr4nvCGS1pu3NEB5GOcxBp58JDSJSVdgkmMveF4MXWMxfYqKCcwwBEREQghHAx/7LZbOzZs4dFixaxd+9egoODef7551vtfDp27Ngmqh4zZ84MjomJaVM3xAaTaUmSDMDXwN+EEMqMSXm/WyRJ2iVJ0i5vzFi6d+/OL7/8wr333kt1dbWbm2G/fv344IMPePbZZykrK3MjbwMHDuSJJ57gs88+U5xh9evXjwULFihqVAN07tyZa6+9lk2bNimenyzLLFmyhD//dHdistvtrF27lkWLFinuu2vXLv72t7+pkr4nnniCW265hcxM96aPqqoqpkyZwpdffqlIqFauXMl9991HWJj7SonNZuONN97glVdeUVSLOHjwIMuXL2fLli2EhIS4xJzOgvPnz8dms7l94RUXF5Obm8u0adMUm/DKy8s5cuQIl112maLsW3l5OTt37uSKK65QbIQsLS1lx44dzJgxQ7HZMC8vj4MHD3L11Vcr1ptVVFSwe/duZs2apVoL9ttvvzF37lzVhryffvqJW265BYNBWeCgqqqKSy65RFG33Ilbb72VBx980G0Zz4lPP/2UG264gT179ijG8/PzWbJkiaJcIzg0S1955RXVCUt4eDgfffQRb731luLnon379nz33Xd8+OGHioZJcXFx/PTTT/zjH/9Q1EHv2rUrP/zwA4899hjFxcVun8s+ffqwatUqli5dSmVlJVZr8xu0fGhZhIaGzpw7d65nt45WQF5eXrPMUZqLkpIStFptk5fPK6kg+yxr6qZCNjmcDYOG6pH0rhnk5hDq4xyu1byOoxcaVOy7z4ak3gzapMy0pRrsNmVJvKieEFAjv2o1N0nBQ8ZGJadqtaTPEOlIos6X3JoNIzub0OoFBSe9rgRZizL2I9dMxHr16uUibRofH098fHytUtTMmTNVvyNaApGRkRQXF3t0Om4NDBkyBFmWh0iS1MA3ZsujQWRakiQ9DiK9UgjxTc2v8yRJiqmJxwCK1mdCiBVCiGFCiGFNXQJrDAICAnjzzTcZNmwYY8aMcdMHNhgMfPLJJ4SGhjJ8+HBef/11l3hkZCTffvstf/75J0OGDOHAgQMu8U6dOvHFF19w7bXXsnDhQrc3zdChQznvvPMYN24cf/31l9v5DRw4kE8//ZT333/fLSZJErIs8/777yuShW7dulFSUqKavY2MjESr1SoqfYAje9KlSxfFmr41a9aQnJysqIX8008/ceedd3LJJZfg5+dqamaz2Zg5cyb//ve/efnll92OvXLlSgYOHMgll1zipgUtyzKzZs1i5syZvPTSS1x99dUu8fz8fMaNG8c999zDypUrufjii13iJ0+eZOTIkTz77LN88803bh3KmZmZjBw5kmeeeYY1a9YwZIhrs4rFYuHSSy9l8eLFfPHFF4rKEs899xxjx47l+eefV1TtSE1N5ZJLLiEqKoqBAwe6xcGhM/3bb7+pKnrk5uaye/duVVk7cEy0YmNj3SYrTiQlJZGWlkZSUpJiPDg4mKKiItWVB7vdjr+/Pw899JDbBBQcS3i33347ixYtUtSZ1ul0vPPOOyxfvpypU6diMplc4nq9nhUrVmCz2ejXr59bFj0gIIAVK1bQqVMnhg8f7kbqg4OD+eCDD+jUqRMjR47kiSeeULwOH9oOwcHBc6ZNm+b1L7Pc3Nw2dTw8ffo03bp1a9K+AuFiktIcCFlQvdtKYF8dWoPyV3tTCbWRatJwPDscUnnungJK8CSR16SaaacknknhWZlYx0Ph5A6wuD/HPEEgU00Kdow1P9cl0qiqdsT2q6SywI/yXK8bfgKOTHpFTSlOWFgYsixTWenQ1O7YsSMJCQm1CY7ffvutVRsENRoNISEhqivUrQVJkpgwYYIOUJYH8wLqJdOSgx29BxwVQtSVHvkOmFfz/3mA+hptG2DatGn07t2bd955x63sQ5IkZsyYQdeuXXn44YfdSh/0ej3Tp0+nY8eOzJs3z43YGgwGbr75Zg4dOqS4dH3XXXcxb948nn32WbdYnz59+OGHH9i2bZtbyYNGo+H9999nwoQJpKSkuO0bERHB448/rkq6Jk6cyDXXXKPaAHPxxRfXNiKcjYyMDDZs2KAoifbhhx/y6KOPKjr8ffTRR+h0Ol566SU3WZ7i4mLuv/9+pk6dyqBBg9z2/de//sWuXbsYOXIkvXr1conJssz8+fMpKCjguuuuc5sgWCyWWnvrm2++mfbt2yvubzKZmDNnjqJc1vPPP09OTg6XXnqpYq1jamoqK1as4M4771Q0pAF4/fXXufLKK3nhhRcU77ssy+zdu5effvpJ9SGWm5vLwoULue222xTj4FhxefDBB1XjF198MVOmTHEzxnEiJiaGVatWUVZWphj38/Nj9erVXHTRRarlJBMnTuRf//oXH3/8seJkz8/Pj4cffpjAwEBF/XVJkpg4cSKDBw/m5ptvdiPcAFOnTqV379489thjbhNZ5+e2e/fuvPTSS2zYsEHxPH3wPiRJCg0JCYlSk6psLdjtdoxGo+qqT2vDaDRSVVXlcSLsCQXkUoZHEayGn8sBG/oYDfooz6odTSXUmaRSjuP50ZGu+HvQkXaBioGLpSnGLbXNh2cd09AeImtkVK1mhxxeIyAQVJOOlYqan2uIdLxnIg3O6pJyco8FYapovGJKS6Ccw7UW5127dnVxkH3jjTe47rrrGDBgAPv27eORRx5p1XNpq1KPa665pl3Hjh2v9frANWiINN4o4E/gINSuyzyCo276CyARSAeuFkJ4bEVuC2m8wsJCfvrpJ6655hpFw4qMjAx27tzJVVddpbj/jh078Pf3V8w6Go1GfvnlF6ZNm6ZIpLZt20bfvn0VCU5WVhZ2u11RB7mqqor8/HxFjWWLxUJ2djadO3d2i9lsNjIzMxVjTjMBpVIEo9FIeno6PXv2dItZrVZ2797N8OHD3WLgqKO+6KKLFO/ttm3biI6OpmvXrorns3btWqZNm4ZSjeWxY8dIT09n4sSJilrFu3btwmg0qspQHT16lJycHMaNG6eoQ1xdXc369euZNm2aqo705s2b6dGjh6I2NziI8qZNmxg/frxiHBy11NXV1R41mU+dOkV8fLzHms8TJ0541H4GR6ZeLTPtRH21nTabjcOHD6tm2cExyRBCqGqA2+12fvzxR6ZOnaqqAX3gwAFsNpvbaoETmZmZ7Nq1i+nTpyvGc3Nz2bhxI7NmzfLpTP8XQJKkcTfddNM37733nlfLPHJzcykqKlJ1/mxtHD16FIPB0KTmR4HMLrZS3QjtZjVYcuxYs+yO8o4Gqok4daiDh+jRhjXsM2QghMEMR4OmwVJ5QhQj5ANuvw8QWvrJrpOgeqXx0rYhVfq7S+L1ngKda0yvjvwBhxo30TaSgwlH+ZkATupHIse1J+o80WAdaWOZlqwDIXQbWYrUBnZ4UUwgmK4IIdi0aRMjR45sEwMji8XC9u3bGTNmjFfHLSoqYsCAAYezsrLcTUG8gHPetMUHH3zwoTHwkenGIzQ09OHXX3/92fnz53tVK2zfvn0kJCS0iVGLczI9ZswYVXMiTygglyOo6zA3+DwsgsotFgwj/ND4N+72N4VQdyaJTnRDIDjGFipwd/KtCyFkhLwZzqqRVjJu8UimbSZI3Y6mtDOass5nfq/zg3H3OOzDLSZY96rj3wbCTBHVONz7mkqknchLDkKSIKpH4xsfmwcN4QymHY6+n1OnTiFJkmIiyxvYsmULQ4YMUTSRaU0kJCTkZ2ZmxgghvKvPxzlsJ+6DDz744IN3EB4ePmHYsGFeJdJO5QJP7qKtidzcXKKioppEpAWCdE7Xv2EDYDxgJaCnrtFEGppW8pHOaaqoqJHK60d9UnkOiTz310iWBLbG1E2rWYjHDnAQaYAT2xtFpB1a0g5TluYSaYCo7tWU5/phKvdOuYeWIMIZQgLX1BJpcGgvZ2RkeL0R0ImOHTuSl5fn9XFryjGb1sDQTPjItA8++OCDD82C1WrtdXbfQ2ujtLSU8PDwFi/zaSjS0tI8lm95QgmFVKKszNMYWLIdCht+sU0nb40l1DIyyTU1usGE0576S1zUJPIa1YRodErindWE7Ww8tJgcZLqBsGOs1ZJuCSINjvrpuEEVDrk8D7fSbpe5bPBTLLjsdfWNPMCfKDowjnhm0Y4h6HC18Pbz8yM4OFhRUMAbaKu66TFjxoQA7rJeXsA5R6brm4k1N+4NtNY5tPW1tfZr8//5tffW2N52p6oLT9cohKg37sN/JyRJCm3Xrp2fUt9Ea6ItVTyqq6uRZblJjY8CQVoLZKVli8CUbCNwQPPrYhtLqCsoI6smoxtP7/ql8tSaEBsjj2csRTKdJYnXLhFCamQRj29rcFZaxkIlJxHYEcAJ/ahmE2knAkPthERbPMrlffDar3Tr3bhmXQktBpKI5QpiuRwDSR7ve6dOnUhLS2vUGC2F4OBgTCYTNpvNq+MOHz48sGPHjhO8OmgNzjkyvW/fPmbOnElaWpqi4sAff/zBDTfcQH5+vqJ5ynfffceSJUuorKykutq97umDDz7gueeeo6ioSJGY/POf/+Srr75y0Xqsi6VLl/Lmm28qKhkA3HPPPW5yfU7s2bOHmTNnqpp7fPjhhyxcuNBFtL0uZs2axT/+8Q/F+3L06FHmzJnjpqDgxB9//MHChQsVZ5ulpaWcOHGCGTNm1ErynB0/cOAA06dPd/twCSEwmUz88ssvzJo1y400Wa1WhBB8/vnnzJ8/3+3YVqsVWZZ59913Wbx4sVvcbDYjyzLLly/ngQceUNzfaDSyfPlynnrqKcVrz8vL4/333+ell15SjB84cICvvvpK1TSmrKyMxx57TFFSzombb76Zl156SdXQ56WXXuLOO+9U1Zn+5ptvuOaaa1SX1vbu3cvFF1+MWs9CeXk5t9xyC998841ivLi4mLlz57Jt2zbFeG5uLldffTXZ2dmUlpa6xVNSUpgxYwa5ubmK13Dw4EFmzZpFVlaWorHPli1bmDNnDtnZ2T6N6f8+DB4+fLjXJfHy8/Ob7DjYXGRkZDTZcbGMEsopbfY5mE/YCOimQ+MncZQAcmgeqW4soU7lJEaqa6TyPDdHS1Ig4CCXQoCtKhBTdgdOJ8ez/2Aie/d1YveeLlRX+7HvQCIHD8WTktKB4uJgbDYN2K1gqXYv8eh0vuNfi7HBWWmBvVZL2kmkRXxkixBpJ6K6V1Oa7a9oN56TWczvPxzkmoWjGnQsRynHUOK5hg6Mw5+Gvefbt29PaWkpdnvbWDRGRUV53Q1x6NChaDSaC+vfsuVxzpHpwYMH88QTT3Dbbbdx+eWXu7m2jR07ljvuuINrr72WKVOmuLkdXnHFFUyZMoWpU6cydepUN73E+fPnExYWxvDhw3nhhRfcxl+yZAn//ve/mThxoiKpSEpKYvHixYrmGfn5+fzyyy+KGtTgMM5Yt26dKuEqKyvjr7/+UpVp2rhxI+Xl5YodvmvWrGH16tWKhho5OTlMmjSptkbwbNx7772MHTuWRx991C1Tk5yczMiRI3n00UdZvny5m+rH888/zyWXXMKaNWt47733XDrRbTYbs2fPZvr06SQnJ/P222+77FtdXc3MmTOZMmUKZWVlvPbaay5xi8VSG7dYLIrOT/fddx/jxo2jsrKSxx57zC3+66+/MmDAAJKTk7n77rvd4haLhauvvpq///3vimQfHIYqzz77rKpGtN1uZ+XKlRw6dEhRFQUcZPT48eOqx9BoNKxdu1aVXFRVVfHnn3+quncajUZ+/vlnnnvuOcV4RERErcazkiFRx44dueeee5gwYYLipKZLly4sXbqUa6+9lokTJ5Kf7ypLP2DAAJYuXcr8+fO5+OKL2bFjh0t81KhR3HfffcybN4/LLrvMo4upD96FwWC4cPTo0V4tXDYajej1+jZRKwDHBLupWfHsmoxucyAbBbZCGX2ChhK0HCWQrRjYTjDVDbT7VkJjCLUdO8c5jEAQTVf8UM7ECgHmfKg42oPibQMp/nMYlUe7YqsKJDCijM6dCuielEvvXln4B1jp1iWf+PhidHo72Tnt2LGrG39u7cXe3MmkVPTGJGqekf4GiK5RJjq+zSGJVw8EMlU1WtIuRHpYyxFpcJR7RHU3kpfsrlT19N9W89CLM+stT/Inmg6Mr62H1jVUitB5DpJEhw4dPDoytyaio6O9Xjfdvn17JEmKkhoqadOCOOfINDhcCj/66CNOnz7N7Nmz3Zzlzj//fF577bVaZ726mozg0Lq95ppr2L9/P3PmzHGZ2UmSxJVXXsmgQYN45pln3DR5dTodS5YsIS4ujocfftjt3K677jpeffVV3n77bbcZY1RUFJs2bcJgMChml7t27coTTzyh+gUybtw45syZoxgTQtC/f3+eeeYZxfimTZv48ccfmTRpklvsueee47LLLuO1115zewCsX7+e7777jnnz5rnJ/FVVVTFjxgyEECxatIjY2FiX+FdffcVjjz1GUFAQL7zwgouEoBCCxYsX8+2339K9e3f+/ve/ExAQUBt3Eu0ff/yRiRMncu+997rcFyEEt9xyCz///DPnn38+d955p1uj0AcffMDy5ctrJzhnxwsLC5k/fz6DBg3iyiuvVCS6b7zxRq1Fa3BwsFtcCMGqVav48MMPueaaa9zi4JC0mzp1Ku+9957qAzYhIUE1cw5w+eWXc/nll6vuP2rUKFauXKlq2hIdHc2vv/6KJEkcOnRIcZtbb72VhQsX8uCDDyquyvTp04epU6eyfv16Vq1a5RYfPHgwCxYsICsri1mzZrllmAcMGMCyZctISUlh2rRpblrrQ4YM4d133yU5OZkrr7zSTR/eh7ZBu3btxnu7+bC0tLTNGg+NRiNardbNwKohsGKliOZn60zHbAT01IEksZ+g2srjLPz4lTBO4t8Uf0GgcYS6lGJyyUKLjgRc5QntRqg4CoUbwZQD/h10hA89QuSYXYQPO4yhezoBUSWEhRoxGMwEBVnQagQhISbahVeTEF9Mv76ZjBh+gpG9fyEp+AgaoWGnrQvbrV3JCeuPkDQOy/AT7gZpZ0MgMJKBlfI6RLp9ixNpJ8JizRhL9ZirzjyTf/t+P5FRofQfqlxr7yjl6F5TyjENA92QaHo9fFvVLoMj+afma9CaqGlC9LqMyTktjSeE4MSJE+zdu5cZM2a4kSEhBAcPHiQtLY1p06a57W+1WtmyZQtRUVGKhhslJSVs376dyZMnu2l7CiHYunUrgwYNUiRZmZmZ6HQ6xexGVVUVpaWlik6GVquVwsJClMwRZFkmNzfXjbQ698vPz1c8psViIT09XVGj2G63s2fPHs477zy3GDgytyNHjlSUwNm9ezd+fn7069fP7f6YzWbWrl3L2LFjFa2AT506xeHDhxk3bpyiTvf+/fvJzc1l1KhRivf35MmTHD9+nLFjxyrGTSYT69atY+LEiYoW6uDQGI+OjlZtMhJC8OeffzJ69GhVbdfS0lLKyso8NiplZmbSoUMHjzrTmZmZxMfHq8Ybus3p06c9yiVZLBZOnz7tZqJTFydPniQwMFDVadNkMrFx40YuueQSRXIvyzJ//fUXISEh9OvnLgkqhODw4cOkpaVx6aWXKsaPHTvG4cOHueqqq3w6022MmJiY9IyMjARv1kwfPXqU8PBwxedgayM1NRW73d4k18Ns0jnB0WaNb6+Qqd5vxTDSj2zJj+0o1223w8ZgqmlH05b5Gyqbp0PHMEbihz9H2UxJWTFVJ8FWDcFdICAGJK2yRF6I0NFTPvN8VpXGy9yDJjeiVhKvQgSSGnMRRWUVdNKbSMz6C209zYwmcjCScxaRlluFSDtRka+nJCOAxKGO0rYXH/6Gbz/ZhlanxWyyUlluYtJVg3n90zsJpTch9EKrkuFvCpzyjePGjWuw/nhLYtOmTYwaNapJijdNxRNPPGF88skn5wshvvDaoJzjZNoHH3zwobHwkemGQ5KkkF69ep06evSoV4uXt23bxqBBg7yuYwuwfft2+vfvrzhJrw97+avZ9dJVOyz4d9OhjdTwOyGUeGhCk4BumOiDsUkV1Q0l1JF0oJd9AAeP7Se3NJOQXqCPcHcOlOUDUMfb7WzjFkUyLdshZTPa7MFIlprESnRvGHINlsoyUn9ZTTYhDLBlECGU9Z0tFFNF6plmw4T2RA9tXSINjhKXlG1hxPStJDDMdVKzfWMy77+8kW+/X00QnZqVgfaE3bt3061bN8LDw1vl+J6wd+9eOnfu7NVVpB9//JGbbrrprZycnEVeG5RztMzDBx988MEHr2DQBRdc4FUPZWfTct2yL2/BZrNhMpmaRKSrqWo2kbZXyAgb6CI1FKDzSKShRjuZAH4hjCz0jRGiAxpe8pFXnMfGP38nLLAdPUbE4xepbMF9tkSeBblGmM4DzOVg17lK4tXI4fmd3kkPazbnWVM4qovlsDYW+1k141YqqCbNQaT9vEekwXEPontWUXDyTL2zo5SjB5GMwp9ogunaakQa2r7UQ6l3rDVR04Q40quD4iPTPvjggw8+NBEGg2H46NGjw705ppNIt8WydUFBQZMVRPLIbvb45tN2/Ls6iFcyDZ9MGNGwHQPbMFDVyK99T4Ra2AXGw1ZMR234n6chvmscCVIfNGrkUHJ1qpQlUX8RirEMydjujCSeoT1EdgFTFZx0NCoHY2GE9SSBwsKf+h4USw7y6tCSPo2McBDpeO8RaSeCImxYqrTIRgPtGEYC19KBMVwy7gq+//77Vh8/KirKreHbWwgLC/N63XSNSEK0t5sQfWTaBx988MGHJqHG+dCr3yNOs5a2QG5ubpPqtAWCfNyVkhp1DKvAXiKji3YoeOQ3oXAjBz2/EspxAhrVoKhEqGWTw8ZcEygRPEKPHGzjFMn4EUiMqlTeGYk8J+rVmjaVIRnrkPCE8xwp3+NbwXZG2UoCusqFnGdN4YgullOadjUSePY2I9IAgVJHunTpiiV1AOEMatGa6IZAr9ej0+kwGo1eHRfahkwDzv6vLt4c85wj0+Xl5WRmZgLKRg9FRUW1ci1K8by8vFptRqV4Tk4O1dXVihrUANnZ2eTn56vqSOfl5fHnn3+qnn9+fj6pqamq8YqKClXdSCGER03JgoICjyLqv/32m+r+2dnZHDhwQNU8o6ioSFUg3qkbrCbLJssyQgiSkxUaT3BclyzLHDt2TDVut9tV95dlGZvNxokTJxTjVqsVq9Xqph7hREVFBVarlYyMDMW4zWbj9OnTHpfSvvvuO1X9b3C4qXl62FkslnoF8JX0mevibNWas/H9999TVVWlGBNCkJWVpXoPZVkmLS3NTUrSCYvFQlpaGna7XVEJpKKiovb+KsWLi4tr76/PwOW/Bzabra9Sc3Zroq3ItBCiySoiVVRgonlkxpJpRx+vRZIkjjciK302bEgcJJANhFLUiPKCuoTammunaruFwD56/LvqalcJ8smhiHw60k1RKk+ScDNwsXoi00IGYzmSseae6/wgbqBLVvpsBGNhuPU4eRoNKdreHPcbhZzQwatEWkJLCD2J5UpiuIwusQPJzc1rM9Ostir1cDYeelvreuzYsQa87IR4zpHp4uJi7rrrLubOncuCBQvcCFx+fj4LFy7k5ptv5oYbbnDTYMzMzGTmzJncfPPN3HPPPW5v/uTkZKZMmcLEiRP56y93OZ6//vqLsWPHcuONN7rt65R7mzx5siKxLC8vZ8SIEaqmLdnZ2SQmJlJUVKQY/+6775g6dapiDGDBggU8/fTTirFdu3Zx0UUXKWpc2+12rrvuOi6++GJFzco1a9Zw/vnnc99997lNIqqqqrj88suZMWMG//znP93uydatW5k9ezaTJk3i448/djv2m2++yd/+9jcmTJjAd9995xITQvDkk0/y8MMPM2HCBDZs2OAW/+c//8kdd9zBhAkT2Lp1q9vxf/jhB6666iouuugiN81xcEyeJk6cyMUXX8zu3bvd4gAPPPAAw4cPV9wf4NixY8ycOZM77rhD9WG6YMECFi9erEoU3333XW644QbFGDhMTdQUV8BhZpSUlER6urLG7bZt25g2bZqidjpAZWUls2bNYvLkyYqTgtLSUpYsWcLIkSNZvXq1W7y4uJh77rmH66+/nvnz57tNDJyf2xtvvJHrrrvOTey/sLCQ2267jRtvvJGbbrpJdWLjg/cgSZLk5+fn722t57KysjYh09XV1QQHBzepvKQY5Wd2QyGEwJJuxy9BSxUasmi8LN/ZKEPLJkLZSxCWBmpTaw0aAvvpqNppxb+bFl17dwpxgqMIBAkoT7Kks8i0RfIwObZUIpmCkOSa640dAPoASN4CNmXzJoHAxGl62n4lX9uditBEoofYvUKkdRhox3kkMJv2jMYfR0Zdq9XSvn17r+suOxEZGekxmdOaCA0NVU2ytBb69OkTFBYWpi5J1Qo458h0586d+frrr7n++uv58MMPGT58uIsWdO/evfnPf/7D4MGD+fTTT7nwwgtdsm1Dhw7ll19+obS0lFdffZUbbrjBxSRl3LhxLFu2jMLCQiZNmsT27a6uSxdffDGXXHIJ27ZtY+nSpS4xSZJYunQpc+fO5Y477nCbrYWGhrJ27VoOHTqkmPmOjY1l6dKlqiLsQ4YM4YorrlC9N6GhoTz44IOKsddff53XX3+dG2+80S32j3/8A4vFwtNPP+3W9LNp0yYWLFhQq4FdN15eXs7kyZPZunUrAwcOZPny5S4yZmvXrmXixImsX7+e1157jWeffbY2Jssy9957L4sXL2bDhg388MMPLg6GZrOZG264gSeeeIK//vqLX375hUWLzjTv2u127rrrLu677z527drFL7/8wrx581zOfdWqVUyfPp0DBw6wcuVKZs2a5RIvKCjgoosuoqCggPnz5zN9+nS3e/PRRx/xzTffMGfOHIYOdZ8ICyF4+OGHufvuu1m2bJmijFthYSGhoaG88sorql/UgYGBqq8dwIUXXqioEe7EoEGDePfdd/n1118V4xdccAFfffUVP/30k+IKQ3BwMPPnz6dz587ccMMNbu/diIgIXn/9dSIiIliwYAH/+c9/XOIdO3bkq6++wmAwsGrVKq6++mqXiVenTp345ptvGD58OKtXr2bEiBEumtg9evTg22+/ZcqUKXz44YdccMEF7NmzR/V6ffAKwryt9SyEwGg0tknzYWlpqaqMZn0ooXnGGfZygSZIQuMvkYFfoxsJ1SCA0/jzC6ENOq5sEpgO2wgaqsN00q7YlGjGxGmOE0EcBpTeH+HUpR4eyzyMZUimOuQ78TwwVcIp5cSFU0vaQjkn/UZiiLejD5UoPKVcWpGdUcyc8S9zce+lTOr7dz54Tfn5WB8CiCGKi4hnFuEMRKuwctCpUyfVZEZrIyQkRNU9t7XRFqUeMTExGAyGxmtXNgPntDRedXU1aWlp5OTkMHbsWDetw6qqKlJTUykrK2PEiBFu+1dVVZGcnExERASdO3d2i5eUlHDy5EmGDRumqDN9/PhxEhMTFeWbysrKEEIoZlisVivV1dWKD24hBFVVVW5Og3XPWanTXJZlqqqqFB30bDYbZWVlREZGusXsdjvp6el06aJcfrR//3569eqlqJF84sQJJEmia9eubiTSYrGwbds2unXrRmxsrFs8MzOT1NRUunbtSseOHd3iJ06coLCwkC5duhAVFeUWz8jIIDMzk6SkJKcrkkvcbDazc+dOevfurXjd4FiFCAsLU3U6c+od9+rVS5UEV1VVYbFYPC4Nl5WVERIS4lEvubKyUvU1b8w29S2Ry7JMfn6+R3e3/Px8tFqt6n0zmUwcPnyYwYMHK16TxWLh+PHjBAcHK76vTCYTKSkplJWVMXz4cLe483NbUFDAmDFjfDrTbQRJknpfeumlG7///nt3W9RWgtFoZN++fVx4ofcdgw8fPkz79u0VdfHrgw0rpZRQShElFFGNcjmVGkzHbGgMEn7xWn4llLJWUn+IxsogqjEoEFxhd9RIB/TRoW+vrVc2bwDD0CNxBPeyxroSeZGyH12E4zvSTRov9xDakwlI5jCI6AQX3Aj71sNxZetwE7lUk12j2tGB6CF2EJC6M5R28WbC41xL4fJzSsnPKaPfkE5UVpi4fOjTvP3tYrr3cfdqOBsSOgwkEUof/M5SKVHDxo0bGT16tFd1l534448/GDFihKrLbmuhuLiY9PR0Bg0a5LUxjx8/zkUXXfR7enr6BG+NeU6TaR988MGHxsJHphsGSZImLlq06Ks333wz3Ftj5uTkUFpaSu/evb01ZC22bNnCsGHDPJorNRQmjJRSTAlFlFKEBYvH7Sv+MBN8oR8Veh2/4m5i1ZLQIuiFiR6YXJaujYetSAESAd3OkDFPhDqQIIYyglT2UUSmS0zImQjhKHUMFTp61Bi3uJJpAad2ok09z6HkMWgmhHeCda+B3b1/xEIxlaS6EGlnjsNulTi1OZwuF5ahD1DPhN9yxb+4/o4JjL5YvQ9ARwih9MFAD7Q07r1w+PBhIiMjm2xF3xzs37+f+Ph41SRIa8Fut7N582bGjh3rtTErKiro2bPnsezsbK89KLw7RfHBBx988OFcQUyXLl2C6t+s5eBpVa41IYTAYrG0CJEGCCCQjsTRkTgEgioqKKGIEoopowS5jmCcbBRIOgmNXiKnSdYrjYMdicMEkoEfg6mmPTZsxTL2UkHwCFfKUNuUqECojVSTykkS6EMJOS7XhBSBs6bEolZcYq1GqjQ4iLS/wWHUsv9nRSJto4Iq0jjhP9pBpAfbXGqktXpBTN9KsvYb6HR+uWL9dGZqIYf3ZjDoAuVV2EDiCKE3QSQiNbFCtmPHjmRkZLQJmXZqPnubTGu1Wq83jdeswLsvw7cizrmaaR988MEHH1ofoaGhnePj45vfCdcItJVZS3V1NUFBTZ83eDImkZAwEEoCXRjAUEYyngEMI4EuGAjFliujj3Z8VXuDTDtRjpZNhLDHHkjVASuBA3WK5WyedKizSMOEmRiSztorCGrqilWNW4xlSMaa8omEoQ4Fj9PuTeB2jFRwmuP+oxSJtBMhUVZ0/jKlme4ToqpKE7fPWM7SV68hJPRMWaaEjhB6E8dVdGQKwXRuMpEGaNeuHSUlJW2iSBQeHt4mMnUAOp0Oq1W5YbS1oNfrvZos9mWmffDBBx98aDRCQkK6NUVzuTloKzLdXDm+A+zHgoXQ2j9hBBF0xoikDjRoaUck7WqUILbmbSWhfyxFVFGOBfAuKdEcs3AqwUCkQSJRRfdDLUMtEBznMAMZRgHpWGrkASUJhBQJIqvWuMWNjBjLkIzdQNI4yPSRzW5ZaRkrFZziuP8Ij0TaiZi+VZzaHI6hg7W23MNqtXH7jOVcft0FTL5qCNC8Ug5P0Gg0hIaGNllisTkICQnxuqqGE/7+/pjNZhqr/CNkGXtlJbayMuzl5djKy13+9YuLI3LyZMV9Q0NDJUmSQoQQXum89JHpJkAI4VEeyWKx4OennLCxWq3odMoz/P92eGpws9vtaDSa/5fX1RDU95objUbFRlMnZFlu8Ua5lkZ916jW3FoX/x+u04eWgUaj6fS/RKbbt2/fpH0FgnLKsWKlggqyyAJAh86FXIcSit9ZkndCCCwmCwnBnanATByV2LBiohojJkwYXcsnWhjB5VbCSqzsGRlBChJp+DOYKkIUGhTVCHUVlWSRQTy9Oc0ZBR5JikAIx72wIKM7q6lSKhcOSbzoniALt6y0wE4lp0j2v6BBRBrOlHtkHwqm07AKhBA8tOAjuvWOYeE9lxBIHKH0JZD4ZmWgPSEqKorCwkKvk2mNRoNGo8Fms3m9CTEgIACTyeTCH4QsY6+ocCPItrKy2v/bKyo8ZvElD9cRFxfHoUOHYgFlA4oWxjlHpo8fP86nn37K+PHj+f3337nvvvsIDT3TsLF3716+//57Bg0axOHDh7nnnntciO+WLVvYsmULdrudIUOGuMmN/frrrxw9epSdO3fyyiuvuNUfff/997z66qvcd999TFaYMX366af8+eefrFixQvEN/f777zN8+HCUjBBkWeb3339n4sSJitdeVVVFenq6anPO9u3b6dSpk6KDl8Vi4e677+bpp58mIsK9M/mrr77ihRdeYOPGjW6EKisriwULFnDBBRewdOlSl+sSQvDOO++Qk5OD3W7nySefdCFsubm5vPLKKwwbNoxjx465yQnu2rWLP//8k/bt25OTk+MijwewYcMGTpw4gV6vp7KykjvvvNMlvm3bNrZs2UJ4eDhCCG6++WaXeFpaGsuWLaN///4EBgZy3XXXucStVivPPPMM1dXVjBgxgiuvvNLt3uzYsYM77riDp59+WlGezmazceONN7J48WJFdQqAH3/8ka5du9KzZ0/FeEFBASUlJfTo0UMxbjabOXLkCIMHD1aMCyF49913WbhwoSJhttvtzJ07lyeffFJxDLPZzKWXXsoll1zCww8/7HaM8vJyXn75ZQ4dOsSyZcvc1G9yc3P597//jV6vp1+/flx11VUu8VOnTvHxxx8zcOBAjh8/7va5PHDgAGvWrGHMmDFs2rSJBx54oFnL7j40HzabrWNsbP2qBy08pteJADje3127dm3SviZMWBWyyTZsFNf8cSKQwDoEOxRRQS0BycOGBOjRoyeMEMIQCCyYMWLEhBEzJo8lJY1F4skqUnoacLLUAnT8Shg9MdITk5umiBqhTuc0gxlOMO2ooqRm63AclaZyjXFLnaPZTEjlNcmJTufDsc0gn5k0CASVpHLUf2iDibQTIVFW8o8HYa7ScGBvMms+2U6f/t2YPug1JLT84x//YOrUxEbeqYYjPDxc1YCstREaGkpFRUWrE/mziTJ5eRSmpyNXVTWYKDcENg9yf506ddIDMXiJTJ9zKaQuXbowadIk1q5dy9NPP02vXr1YtWpV7YvWu3dvRo8ezSeffMLDDz/MoEGD2LhxY+3+gwcPpn///rz11ltMnjyZOXPmuAitn3/++Zw6dYpPPvmEfv36uenpJiYmcuLECWbNmsUjjzziZk5RUVHBsWPHWLBggZuWtNPp78UXX1TUhJQkiYMHD1JSUuIWA0ehvycXwR9++EHRZU8IwRNPPEF1dbVbTZUQgpdffpmHH36YsLAwt7HXrl3L4MGD2bJlCwEBAS6SP6dPn+aiiy7i1ltvZc2aNS46zrIs8/bbb9OrVy9efPFFjh8/zuzZs2vjxcXFLFq0iPPPP5/nn38eu93ONddcUxvPyspi9uzZTJw4kZdffhl/f39mzpzpsv8tt9zCiBEjePnllwkKCuLyyy+vjdvtdl5//XX69u3L66+/TlVVFZdcconLtR07dowRI0bw1FNPsX37dsaMGeN2b9555x2uuOIKysrKFEmqxWLhzjvvJD8/X1UfvLS0lDVr1nisZzt+/LhHh0O9Xs/+/ftV40ajkfT0dP744w/FeEVFBSEhISxZskTRKdFisaDX63n77beZO3eu2/szODiYiIgI1q5dy4ABA/joo49cHpTt27dn8uTJfPzxx8yYMYMZM2aQk3PGXjkxMZGLL76Yzz77jIcffpjBgwe7nGvPnj0ZP348K1eu5Mknn6RPnz6sXbvW54bYtghRktpsbbTF6pfZbG5yRryShq8yGzGSRx4nOMFudvNX2V9UhJWTzDHSyUHG6EKWJST8CSCcdnQklgQ6E0UMoYS7ZbkbC3+jneBKGyXtXY8jA0cJ5DdCyVfIxynVUAsEJzhCAn3PnLukBckh/+pm3GKqqZc2tIeAdnD6TEZbIKgmgyP+A5AToxpFpJ1o381I8alwJo26HpswcfjASfbvO8i+ffs8Gp+1BAwGg6rTbGsjMDCw2bbiwm7HVlaGKSODykOHKNu6laL168n/4guy332XjH/+k7SnnybjlVfIee898r/8Euvhw5SnplJ15AjmzExs5eUt8uy2eyDTnTt3DsRBpr2Cc1YaLzc3l6KiIoKDgwkKCqJ9+/Yuy8/p6emYTCYCAwMJCgpyyTDLskxGRgZ6vR69Xl97DCesVis2mw1ZlpFlGYPBoPiAt9lsSJKkqCnpJM5qepOeltybEnO+zo2NOR371JbunQYKSvtWVVW5TCZCQ0Nrt7Pb7ZSUlGA2m2t1mOvWJDqJvdO6vXfv3i4ZqcrKytq4yWSiX79+LudgNBopKyvDZDJhMplISkpy2d9ms1FRUYHNZsNut2MwGNxKWIxGI5IkodfrVV9Dm83msQ5MlmUkSfJIAOorr/D2NvWVajjt29UyhDabDbPZTFBQkMtYsixTUFCARqNBq9USEBDgll3OzMzEYrEQEBBAQECA2ypJdnY2ZWVlBAUF1X6uW5pc+aTxGobExMS89PR0r2lM22w2tm3bxujRo701ZC02btzIuHHjmrRvGmmcwt3xtiEwHTSj66hF10HLDkzYEUjo0GBAwoCGkJr/Kz+DbNgw1WStjRix466EoYYuxyowBmnJTfS8ApSIhf5UE3BWRlxJNq+r6MHxk6Xo4zIICBIIOQMhThEj+xMnAs5I4+Wnoj3YCan3VCgqgFNneIORPA74d3UQ6UHWRhPpQOIJEX3YsfEUo0ePbpOVjs2bN3PBBRc0uoa4uUhLS8Nut6uusgi7HVtFhXt9ct3Si8rKRhPhipAQKkNCiMnObonLcEGnxx5Do/AafvrppyxatOjhioqK51t8UAWcc2UeTnTs2NGj/ExiovoyjkajoVOnTqpxJ8muD54+pGoku268JWNNPV599a+e6oQ91dc67VXV4CRLalAiv2efl6dz0+l09S51edofqCXantCQ+uGGkEFvblPfOUuS5PG9rdPpFOMajaZew4v4+HiP8djYWLxdWuCDOyRJCunbt2/9G7Yg2qpe2m63N2vCZsZU/0YqkMvsaHv5YUJgryGrAht2SoHS2u00BNSQawfBlghGQoMOHQZCMBCCAKxYauutzRiR1dwHhaBDjoldo+uvE0/Hj1z09KOaznUaFM8u+RDBEj8cO0rmD32JGVLKeReXgxQJ4hTWs4i4VKpD0vk7dKV3/Vz7ezMlHPDvhpzYoVFEWoMfBroTQm/8CAcJYmONZGdne+QCrYWwsDBKS0vp0KGD18YUdjs6m43yggIqq6tr65PrEuemEOWGQG+1Ym2liYOwWEDh+yYmJobQ0NCzZWRaDecsmfbBBx988KHVEFPfxKel0VZkujklHkC9hixqEEIgbCDpJSrraTKUMQEm7DW25RIaJILqkGsDEgH41fwJxVEuYa7JWZswYsFcW0ISXmShvJ0eWdcwtmpBYg/BpOPPIKoJqznfuoQ6xV9QagF9zxTSdsTR98JKAoMdEnkWyVarO43dilSsg9gBcHJnba20lUr2+Sc0ikg7asv7EEJ3NGeVvSQkJLB37942IdNOzeeWItMuGWUF5QtbWRlyVRXVAQGUdOiAwcu25jqrFVsrkWnZbEarkHiLjY1Fq9V67cX1kWkffPDBBx8ai5jExESvfn80l9Q2Fc0l8U3NTAuzQPJ3MMaqRjYVCmQElchUArkAdcpDQmpItoEAAgnAsQJnR8ZENSZMdMjPpjC68ddciI4NhNIdE70wouMMoY7fasGkBVN4GYEd2nN4SzjnTSpGSBFYxJm+pNp66cjusHk1ADZM7AmIQU5o3yAiHUhCjSpHnKL8IDhWP51lft629w4ODqa4uLj+DalDlOuUWpytfCFXVTUoo9yapNYTtHY79la6x7JKL1FMTAx2u91ry5g+Mu2DDz744ENj0SEuLs6rzNZkMrWYA2Fjx20emW5iZtok0AQ4iKBJrRyjMcdTLQ85Q66DCCYYA+3LcrF06YzAXltzbW+gBJ8MJBNAJn4MooqO2NAaNISP8CNpq4WTgLFrKpl7e9BnRClBhggs5NRmxaUqLVJ4d8g4BrKMHSt7AqKREyOJHmhRJdKOUo4ehNIbPWENOtewsDDKysoUFaxaE06pONlmw352jfLZpLmyssXG1dls2NqgRlyCFtSYcYVsUp6shoWFIctyqGKwFeAj0z744IMPPjQW+sDAQK+m80wmE22hHmI2m5tM4h2lFOoqPB73NQukGjJ9dk1xS+FMeUgBUFMeIoLQmKqRA6sJxoChxpXZUltv3TAJvio0bCGEeCwMoJrAuoRaa0d0zePonx0YOsWKLEm1VF0q1UP7HrD3N2RkdgdEYU9sp0qk9YTXGKwkuZVy1IfWJNNnE+W65RfW8nLKQ0NJ+/HHFh/XE1qT1NYHjSwjSxKaFq7JFiqZ6ZrGf69J/5xz0nhOZGdns27dOjdpOicOHDjAli1bVJdG1qxZQ2ZmpmLs8OHD/Pzzz9jt7jP1qqoqVqxYoeo0dOLECdI91Cu1lWQOQH5+vur9qKys5LvvvlOM2e121q1bpyrNlpyczA8//KAYM5vNfP3116pLXvn5+Xz99deq55yens66detU47m5uR73NxqNfP755x5l6Q4ePMiPHh56ZrOZVatWkZKSorpNdnY2RUVFqnGnMkhrwqnMooYTJ054XCr87LPPyMrKUo2npKSwZs0aLBb1TNyaNWtIS0tTje/bt49t27apnsfp06f59ddfFT97PngVer1e79XvD08KMq2J5mSmLViarPssm86UeTQtt914CGS0xgosgTYsnMDMXszswsoxtORjAKLpQAJdiK6V4PM80cjEj18I4xT+SE5CbYeg8GJyMgKpKteDFFajNS2QyoOgIBdZtrM7oAP2xHZ06H/2HZAIIpGOTCaOGYTSp9FEGs7ULjcWss2GtaQEY2oqlQcOULp5M0Xr1pH3+edkr1hB+ksvkfbMM2S+9ho5H3xAwddfU/Lrr5Tv2EH1sWNYs7OR20jWUxItqUTecGhkGbkVDL3UyjwAH5luDo4cOcKUKVO4/vrrufTSS4mPj+ett96q/fLdsWMHU6ZM4eabb2bUqFH06tXLRSt6w4YNTJ48mcWLF5OYmMjVV1/tQn6/++47FixYwKRJk0hKSuKbb75x+eL/5ptvuPXWW4mNjeX55593IxZffvklSUlJPPLII4rE+fnnn+exxx5T1YLctGmTqse91Wpl7dq1ijEhBCtXrnTR9nVClmXeffddhg4d6kZqZVnm/fffp3Pnztxwww2YzlpS+e677+jevTuXXnopt956q8u9OHbsGJMmTaJXr17ccccdLjrRVquVZcuWERMTw8yZM5k9ezYLFy6sjefk5HD99dcTGxvLokWLmDx5Mn/7299q46dOneLyyy+nc+fOLFq0iClTpvDYY4/VxrOzs5k7dy7x8fHcfvvtTJ48meefP6OQY7FYeOmll4iJiWH27NnMmjWLf/3rXy7XdujQIcaPH8+AAQO44447+Oijj9zu6WeffUaXLl2YM2eOi1553XFeeOEFunfvzubNm93i4JABfOSRR9ixY4di3Hm/1F5bcOhE//TTT6pxgAceeEBRQ9qJSZMmce211yoSZrvdzpIlS+jUqRN3332322SxvLycG264gauuuopOnTrx8ccfu7wXsrKymDJlCkuWLKFz585cddVVpKam1saTk5OZPHkyN998MyNGjKBPnz4uk6Tdu3czefJk5s+fz8UXX0znzp355JNPfDrTKpAk6X1JkvIlSTpU53eDJEnaLknSPkmSdkmSdH6d2MOSJJ2UJClZkqRJdX4/rmbbF88aQqfX672amW6IrGNrwJOjbb37NjErDY4yDynA8RUdgYZItIShJQgNfjUthq2BgDIwhdc5D6zYKcFKBhaOYmInVvahJYtQLHQknHgS6UA0BkLRKSx4W5HYRxCbCKHCoK8l1IbOmRzfEotEBBaEw+nQMBg58xB7AqKxJYYR3M3Ivr0VZGWZ0eBHKP2I52qiuaTGqbDp9yE0NNTtWSbbbFiLi92J8qpVZL/9tgtRzv3wQwq++caFKJuzs7E3ICnWVllird3eNqUeQiBa4fPbEmRakqTJNc++k5IkPVTzu1hJkjZIkrRWkiR16TDnMc5VnemTJ0+yf/9+Ro0apSjHtWPHDkpKSrjwwgtdHBLB8dD+4osv6N27N3379nVrTti7dy+lpaWcd955bvJsubm5HDx4kGHDhilKr2VnZxMWFlavLXNbQAiBEEJRGs1sNnPo0CEGDhzolh0yGo3s3buXgIAAhgwZ4hKz2WwcPHiQjIwMF9MUJ3Jzc9myZQsXXHCBmyyaLMscPnyY/fv3c91117l9kdpsNvbt20dqaqqLYcvZ+x84cIA5c+YofhHn5uaydetWhg8frii5ZrPZOHz4MLm5uYruhs7rP3DgAO3atVN1KLRYLJjN5jZZpm4IhBBUVVV5tIvftGkTAwYMUJU0PHr0KNnZ2Zx33nlunyknvvrqK3r06KH4uQKHS2dlZSUXXHCB4r06dOgQp0+fZuTIkW7uoy2Fc0FnWpKkMUAl8LEQol/N734GXhFC/ChJ0lTgASHEOEmS+gCrgPOBWOBXoIcQwi5J0mpgPvAM8I4Q4ljNsW5566233r711lu9dk179+6la9euhIU1rB62Jcft0qWLiw5+Q1FKCXvqWGg3Bqb9ZvQJOrQR6nMWGYENsCFq/p75v1Xl97aa/dQQdUzGGCZREdNw4uOg9sG1DY52/DAhY661PD+zKqYBumGiV2UVFVssHK8I5bwJhfQJ2Uvyxv6MDZTZU1yJOTEQc3g56WkmzJUh2Et7cvPsEeg0TTejkW02t/rk3cXF9KmuRjh/76XV4dPdupGYloaulVckz0ZK167EZ2SgV0nK/X8bN2LyZMJUnIUTEhJyMjIyPDYhSpKkBY4DFwOZwE5gNnAD8AnQFYgTQrzl8TjnKpn2wQcffGgKzgUyDSBJUmfg+zpk+ifgfSHEakmSZgPThBBzJEl6GEAI8Vyd7Z4QQmyTJOlL4Hrg6Zp9jwL4+fndsXz58jcWLFjgtevZs2cPSUlJqhO1/8ZxSyhmL3ubNK5xjwm/bnq0YS2/AFCXhFvPItt++61UJ2gwRUhu2zSmQEBCX2suY8UPCxqMWGol+IKQGVRZid+WKkqkSC6a8Dspv/Ui1FJGZUc9+ZSQlxZFRVY3TCUdAIkFC2JISFAuuZGt1jMW1irKF/azXIehhtSmpqLzculYapcuxGZm4udlUnuujRsxaRJhF16oGEtMTMxJT0+vj0xfiON5N6nm54edhwbex0GmE4UQyz0dx9eA6IMPPvjwv4G/AT9JkvQyjgThiJrfxwHb62yXWfM7gHeBrcDvTiINoNfr/bxdv9xWZR7NGbdZ1akCGm3v10BokPAD/BRKJEyynQitHi1nk3iBHRQz3c5/rS6/s2OjFBulSAj8gUACgWCs6LGgZ6fBn9iRfnTeUkx2eieqLVosYf4kHw+lLGMoNpNjBVfYZWSzidM7U2lXbFZUvlAiyg26F85aXi+T6dYqe/ifG9dzQrghA8YBGXV+zgQuAF7CkZkuA+bUdxAfmfbBBx98+N/AIuBuIcTXkiTNAt4DLkL5C0cACCF+AtyK8TUajY9MN2TfZpJpqQ26moQMaJSuV0ILaJHqaTl0O2IdEi6wUnGm3MQug5Aw9oC8A2FIQNGOLoSXVdLOlIzGXIVkqkJjNaHXCvw2myg40LLtmOXh4bQvKPB6prasXTsiCgvx99Cwfc6NW1TU4uMKD431GRkZ6jbYZ6D4/BNCpAFjGnoePjLtgw8++PC/gXnAXTX//xJH1hkcmZiEOtvFA9n1HMuenJys2HTbWqiurqasrMzrBhvNGdeOnWqaljGVq2XsZXYkrXcnEHK1jL20GePKcs1f4fjXLlx+1ssyfjJo7CAJQNJgCTZgRYsOO4F9qgn00+IvDGhECNjtCLsdZJkqu52TdX5uCWjsdrLi41tcsq0h42b/r40bF9fi42rLytCqPIfCwsIawtyb8vxzQ71kWpKk94HLgPw6tXdPADdDjTglPCKEUNcn88EHH3zwoa2RDYwFNgITgBM1v/8O+EySpGU4GhC7A+rSMoDVarV06dKFcePGtdrJno3du3fTvXt3r9dMN2fcYorZ15ya6SQ92lDvTh5M+0zoO+nRttM6CKvRDFUmx9/quv83nfm/M2Y0I51FljRo8T/rj6amhKRycG9OxMVTKAey/6/unJe4HZtZx7bgIbSL1pGoT6dbgImE4EBiDV3Q6c7kxD3pODfG8CSla1fi09PRe7kRMLVLF2KzsvDzcoY4rXNnYrKzz5lxIy65hLARIxRjoaGhDbGZ3Al0lySpC5AFXEsDyjrORkMy0x8C/wI+Puv3rwghXm7sgN5CXl4eNpuN2NhYxSW69PR0DAaDoli7LMukpqaSmJioqGtaUlKCwWBAr2DLKcuyohrGuQ4hBBaLRdHcwG63k5+fT0xMjOJ+eXl56PV6RXUGi8XCqVOn6NGjh2JmyGg0kpqaSq9evRRfZ6vVSkpKCt26dVPcXwhBcXExWq1WtVtfCEF5ebnXVQT+v6GqqoqAgADVDJ4QgszMTGJjY1W3ycjIICQkRPW1yM7ORqPREB0d3SZL/v9fIEnSKmAc0F6SpEzgcRwJkNckSdIBJuAWACHEYUmSvgCOADZgsRDCYwGp1Wq1tLYu+tnQaDRtIoXYnHGbI9smSdACxoeuEMKVHCuRYhGD2JULxbmK5NjjOSPhhz9++BNAAH74o0fH2Svpon0EqdNHkV9kwajz48ierliMGoRG4tfKfkxkD9sqh1CV2JvTVgisKCJW2kGngHI6BkUSF9qdYP9INO3aoVdQzXJC0WHwLOItazRoWijL3RgISWrUvW3JceupM/7/Na4HviUa8MEVQtgkSboDRzmbFkej9eFGn0YDBvoDaJiJ/H8BCgsLeeedd3j44YeJj4+nffv2vPnmm7U609nZ2Sxfvpzbb7+dyMhIunXr5qLfm5KSwr/+9S/GjBlDYGAgV155pYvOdHJyMkuWLCEgIIAePXrw1VdfuTxof/zxRwwGA0lJSTzzzDOYz9JA/Oc//8moUaO4//77FXWmP/jgA5YuXapq3vL999+7aT3XRXJysuLvhRB8/PHHqjrT//rXv5g7dy65ublusbfffpvzzz+fAQMGuOlQf/vtt/Tv35+QkBBuueUWF2OQo0ePcvHFFxMYGMjEiRP57LPPamNWq5WXX36ZiIgIYmJieOaZZ1izZk1tPCcnh9mzZxMYGMiYMWN44YUXXIxTTp48yZQpUwgODubSSy/lxRdfZMOGDbXx7OxsrrnmGgIDAxk1ahQvv/yyi86zU/85MjKS9u3b88ILL7jpPB88eJDx48djMBgYP348e/e6Zpic93TQoEHExMSwYsUKt3trsVh46qmnmDx5Mt9//71bHByGOE899ZSq6Q04dJo9mZ0IIdzOry5kWeaFF17gyJEjinGr1cq1117L/PnzFU2FKioqSEpKok+fPixZssTN5MZoNPLwww8TEBBAt27d+OCDD1w+F+Xl5axYsYJRo0YRGBjI5Zdf7qIzXVRUxIoVK7j11ltrJQbrGv3k5OTw1ltvce+99xITE0NsbCwfffSRT2daBUKI2UKIGCGEXggRL4R4TwixWQgxVAgxUAhxgRBid53tnxVCdBNC9BRC1GvLJsuy1Wq1evXmS5LUJq+3JEn1Gh6poTla0JKfhLDUc71COMhwYRmk5cGRNNh5DDbth3V/wZeb4MOf4M218NJqeOoTpBdXI/17LdKHPyF9uQnph7+QNu5H2pmMdCQNbX4ewqRBqjbVS/Z06AnGQASRxBBLIp2IIY5I2hOMAT16XIi0VkvFlNHsuG0qOUVWjDo/ToV3pniXDn9/DWgElXY/fjIP4kLLHk4fLyOvBKqJ5JQYzQbjVL4viufblL/449R7HMxZT0HFKYSsPLHT6HTo27UjoFMnDP37EzZyJJFTphB97bXE3nILCffeizY2lk533knMjTfSYcYMIi6+mNALLiC4d2/8Y2PRGgytMnG363RovTwhhbYl8a0xrqfXpiFkuma7dUKIHjXPwGebch7NqZm+Q5KkG4BdwL1CiBKljSRJuoWaDEhiYmIzhmsYZFkmIiKC+fPn06FDB+666y4X/WC73U7Hjh2ZN28eo0eP5rbbbnPJOMqyTNeuXbnxxhsZNmwY06ZNc8k0CyEYO3Ys7du354EHHnDTJk5MTGTkyJE89NBDjB8/3u38unfvztVXX83ixYsVs95JSUlMmzZNVYf6wgsv9OjG1bVrV8XfS5LExRdfrKh9rdFoWLRoEQEBAW5xjUbDrbfeSo8ePVixYoVbdnb69OkMGTKEp556it69e7vcq969e/PDDz/wySefkJaWRmBgYG1Mr9dz3333MX36dF599VUuv/xyKioqauMxMTF89tln3Hzzzfzxxx+MHDmS6jrd2klJSfzwww98//33JCcnM2zYMJcvvNjYWD7//HN+/fVXNm/e7Bb38/PjwQcf5PLLL+eVV15h/Pjxbl/U/fv354cffuCtt94iPz9f8Z7ecMMNDBgwgAceeIBBgwa5bePn58ejjz7K66+/Trdu3dziAAaDgeuuu05V49l5PzxNoiRJolevXqpxjUbDJZdcQp8+fRTjer2eoUOHMnfuXMUVBIPBQL9+/Zg+fTrXX3+9W2ZZq9UyYMAArr32Wv7+97/TvXt3t/OLjIxk7ty5DBw4kBkzZrgcQwhRGx83bhy33nqr2+cyOjqa+fPn06NHD+644w46dOiger0+tDqsVqvVjhf7bppDapsDnU7XZHdSfWNd+YQAkwWqTEhGG+K0FdLL3EssqoyOn6vNSC18T7TVJVg6uD+rzi7X8MNfQfFDHaJ3EicvPY+cYD80Bwqw6fQU9ulC9kqBtVyL42tNEBBkp7payw+aIVyq38NPmUMoKAujRzz46STKiaeceE5a7bQrO0102T5iNN9gCEygfXB3YkK6o9c3rCTHaDQSGBSEPjwcvQcdcWG3Y6ub4VaQ3rNXVjZqstca1toNGlerbbtMfCscV/JgqNRQMt0i59GQsRT0SqOBQhwd308DMUKIm+o7zv+CzrTzfp6LS9D1dbW3Vbf9fwvsdrvXm6O8if+VEqZzRWe6NSFJ0nUvvfTS+/fdd1/THTQaiYMHDxITE6NqGtRaOHHiBIGBgW6mUg2BTdj4w/yLg/w2sO7YSY6t4XHI/gb885RXG1sLQtJQ3X0c7Y5vqaHNAfirlGs0BJrQUIquHM/Rzgas+CMdyEXW6Sjs04WSDMh9T6LkVBDdx8r0jv2D3/SDKM31x6LREOAP03S7+Mk2hDJtGD3joL1CtZ0WM+05RjQHiJRSCPKLIiyoO7GhPTAExKnKomRnZ1NeXu4xEdFQuBFuhTpuJ+EWwMmePemuspLcmjheM663v6lPJSXROSUFbQtLEEbNmkWwSpIoLi4uMysrK0Ex2MJoUlZBCJHn/L8kSe8AyuvX/4M4l8lkfdd2Ll97Q3AuE2ngf4JI+9Bg2KxWq1fTW35+fli83DQFEBAQULsqJIRANpuRq6uxV1Vhr6pCrqrCXvOz0v+19tPINJ5ASFYTItg7Ewcd+jM5Z+FPOn50lJqn+CBpNMhjh3NwZBKFOhs2EYz+QGYtkRbAqQ0yHU3+lGqlWhFBbZAN8MdPlqmw+vM9w7ishlAfSgsjOhy6x4GuzuPWjj95DCSPgfiJCqLMh4g2HyC75E8CdYEEByYRFdKDDsHdkLRBtfuVlpYq9k016Xq12gZnuI3FxWSdPEnEJZe4Ee/GZribdK6tenRlyFotmlbQ8tYo9Gk54c3MdJPItCRJMUIIZ/HtlcChljslH3zwwQcf/stRUVRUZAHUa85aGHVJbUtBCIGwWBzEuLraQYCdJLmGFFebTJQA/t99h72qyiHL1gho0TaJTGusJmR9y99eZ7mGX52SjbPLNQKMRkyBgQQ10QhF16Uz2VeM4ni4wIYdkwgn6EBqLZFGkig+LRCpEpXlGoKCztA7u9aGView2yQCbWaKNUH8wHlcqtvJT7Yh5JWGUVoFPeMhIsR9bAshZHIhmVxIEAVE2w4QXXGQwoqD+GkkgvzjaRfcg5jQ7pSVltKlS5cmXWNT4CTcRo2GoJISwoYOddtG2O3YKyvVFUrKyppMuO0aDdo2KPFwolXKPFTItMViQQjhNfHwhkjjKXWFj5MkaRCOMo9U4NbWO0UffPDBBx/+y5CTlpZmrn+zlkNAQABFRUUetxFCIKxWN0KsmDWu+VnUUw8tBwRgjo7GVl7epPPWocNK4zPqktWI8Ausf0PPR8HPhTYHNKhcI6i6miqDodFkWmswYJ42gT09wqmUbMhoqRBhhB047UKkhRCc3CATg47MMg0dYuqQaQGGcBtlhXo0QIDVSKFk4AfbGUJdaA3jQArERkK3GNCqLJpV04EUJpLCBMLIIFo+QAfjYUqNGaQWbKCqojfppYXEyj0ICeoKkneqloxGo0sPUV1IWi26sDB0YWGQoFyhUJdwq0kD2isq3Ai3Ta9H52VzGnDUh7dW06NGpYcsNzcXnU6XpxhsBdRLpoUQsxV+/V4rnIsPPvjggw//P5CTnp7ulSVU2WLBXl2Nprycqvx8KiwWxQyy82995Lix0FmtWBVkUBuKxjTp1YUkZISkdbiKN3Afl3IN/PHDD6l+0S43hJWWktKtG+3z8xs0tiRJ6Eecz6mxfUnxM+EwE/ejRITS/sBJFyINUHhCYMyEMLuGQ5USnQJdR/EzWKHQcc/9hcBiN1EiBbsSahFGdhGUVECvBAhT7tl3niFlJFJGIieZTAQn6Vh5iOCgUnLKjpBTtocgrZbgwM50MHSnvaEHGl3LlH8ooaysrFl66S6EWwVClrFXVLgQ7qKSEgKNRvzj41UJd2vAptO1GolXK/PIzs4GhyGLV3DOOyA69Y/1er1izacQArPZrKqQIYTAZrMpakqDo+lMo9Eo1gsLIRBCqNaaemrYa+mYp8bI+o6nth94bkqz2WyKiiXguG9CCNW41WpFo9Go1iGbzWZ0Op1q3Gq1otVqVc/NbrcjSZLHOuD6Ggob0mzakKbM/4/b1NeMKMsykiR5fF/Z7XbV118IgdVqxU+lU9v5ufX39/+fr9VvIxQUFBQ06cbLNZljl6yxhwyyXPMlbNXpKO/UiUIvui4CaO127M3oh9A242tWY65ADghBa6pwi0loXDLOSuUaTYXObsfPYsEYGEiQ0ehxW/+EBMquGM9f7QUmHGU4FoIoEUFEKxBpIQSnfhdEoaWsQoOQJYKCJFyoVoDrhMhgs1Ki0VGqMbgRaqMF9p6ChA7QpaOKE3odyOgopBehZaWkdBhHKOlEcwDsqVRXnqKg8hR6aT0h/pGEBXenY0gP/P0TQWo5ulRaWuqmBNbSkDQaN8JdkZlJhNFIbI3akpBlR4ZbqZzEme1uAcJt1evRe5lM5+TkYDKZUlplUKXz8NZA3oQQgs8++4ygoCCCg4N5++23XeKyLPPMM88QHBxMdHQ069evd4lbLBYmTZpEREQE48ePd9Ne/vnnnxk8eDCdO3dm5cqVLl/mBQUF3HrrrYwcOZIlS5a4SCrJsszPP//Mfffdx/XXX+8iBefE0aNHWbJkCaWlpYrX9u2335KZqTzZqqqqYt06dSPK5557TrGBRwjB/fffz/vvv+8iP+fE448/zowZM1i2bBlZWVkusU8//ZS+ffsydepUFx1ncGheDx06lC5dunDXXXe5fSCfffZZDAYD0dHRbN261SVWXFzM5Zdfjp+fH3379nWTpsvKymL06NHo9XpGjBjhpntcVFTE1KlTCQwMZPDgwZSUuCo3CiFYunQpERERJCUlcfiwu0b7/v37GTJkCEOHDuWf//ynWxxg2bJljBkzhiVLlnD06FG3uNls5tZbb+Xpp59WHAMc75lHHnmEcg/LyL/99pvbvT8bdXW8lfCf//yH//znP4qxqqoqVq9ezZw5c1Sv48UXX2TmzJnMmjXL7X4DHDhwgAkTJtCjRw/eeOMNt7gsy8yaNYvY2FjGjBlDRkaGS1wIwbPPPkt4eDixsbH89NNPbvHly5cTFBREWFhYvdfrQ+tBCGG3WCyqKWBzVhbFv/5K4dq15H32GdnvvEPma6+R9o9/kPbss2S++irZK1aQt3Ilhd9+S/HPP1O2ZQuV+/ZRfeIE5qwsbKWltUQaQGezYVeZfLUmmjtV0zWD4GqrS7AHtYMaM5QQQmlPB+KIpxOd6EgM7YggiKAWI9JORBQVUeRBOUUbFIT/VdM4dNMl7Ghvw4QdGTASSokIViTSAKXpUJ4jiEJDcbkGnQ70Z82ZzTaBIfRMnbkEBFtNmIWdUuEg1JN0e2gvnXkOZRTA7hNQ4Zn7A+BnrUYj26jyb08OQ9jHfLZxN6e5iCqisAooNhWRUrSd7akfs+f0i5zI+Zzyij1gd//ebiyqqqpU5W9bEyaTySVxKGk06EJDCUhIILhvX8IuvJCISZOIuvpqYhYsIOGee+i0dCkJ99xDzMKFRM2aRcSkSYRdeCHBffsSkJCALiwMqZ7m9NYqL5E0GiSVRGd2drZcVFR0QjHYCjjnyPTRo0eZMGECO3fu5KKLLmLHjh3ceeedtVm0nTt3MmHCBCorKxk9ejR79+5l+vTptfv/9ttvTJ48udaE5JdffiGhTt3SmjVrWLZsGbIss3r1am644QaX8f/zn/+wfv16hgwZwuuvv+6SWdNoNHz99desXr2a5557zm2Zx263c99999GzZ09FPWiTycT7779PXFyc4rVnZWVx7NgxxZgkSVRXVysah2g0Gm6//XYefPBB9uzZ47bf448/jr+/P4899phbndcNN9zAyy+/zOHDh3n88cddyHrfvn3ZsGEDgwYNIjU1lSuvvLKWUGu1Wh5//HHWrVvHoEGDeOONN5g3b17tvtHR0Xz//fe88sorDBkyhFtvvZUlS5bUxrt27coff/zB0qVL6devH3PnzuWRRx6pjXfs2JF169bxzDPP0KtXL+bOncuzz57RYtfpdDz77LN88sknxMXF8eCDD/Laa6+5XNuQIUP4/vvv0Wq1rF+/nnfffdft3tx7771MnTqVTz/9lN27d3M2AgICWLp0KcuXL3cxnamLqKgoysvL+eCDDxTjzvNVI8LgqA87cOCAajw/P59HH32UCRMmKMarq6u57bbbmDhxoqIWtd1u59133yUjI4MVK1a4vT9LSkpYsmQJmZmZvPDCC9x1110uk8zMzEwmTJiA2Wxm+vTp/Prrry6NP8nJyYwfP57i4mLOP/98du3axbRp02rje/bsYcKECaSkpDBhwgT27NnDTTfd5MtKtyHsdrtZTX/Zkp9P2ebNVOzdS/Xx45izsrCWlCA3Q42jLV9pjSwjN1HNxq+xWtM4stlBBBNeLRMQ6CDOsTVmKAZCavSrW/eOGCoqMAUGYj1rAiNJEsHDhlF81/VsGBBKjuRgr3YkKmhHhfAn+sAJRSIN0K6TxMzb/JhwoT9mm5agIMnNKVIAgeGu5MtfCPQ2EzaEKqGuMsGeE5CaB7KHZGqHklMUtHP1ZDATRjqj2Mnt7GQR6YzETCgCKLdayCo7xp6s79hx+p+U5L8FVRvAmgGicQ19FosFPz+/Nnl2OVfzGoNawh0fT3CfPu6E++676fTYY66Ee/JkwkaMqCXccmgo+lZQ8vBkqJOamlpZRyij1dEgnemWgjd0pusu3ystRdtsttqle6USDGdcbYnZWbpQUVFBSIh7K7HdbiczM5PExETFF9lkMnHy5En69euneP5VVVX4+/t7XP5u6oewvqX5vLw8oqOjFWNWq5V9+/Zx3nnnKcZzc3Pp0KGDqmW3yWRCr9crXpfVakWv16uWhTjLLZzbqV2XWtx5XLW48wGjNr7RaHTUBOr1qmUfycnJJCUlqcaPHz9O9+7dVV+7szMGrQHnQ1wNKSkpHjvb09LSCA8PV7VVt9vtlJaWKtrCCyGQZRmr1ap4nc7PrXPbs++j83PpNO5oTZk+n850w5CQkPDX9u3bz1ea3FefOEHeypUtPuaJHj1IOn7c68Q6IzGRyIKCekselCCQSSMNUP6udS3XcKprOJ5Ddo2GlG7dSDrhtQSbC0oiIjD5+xNT45zrHxuLmHYxu2M0lHCm/9SKlnLCsQsNUR6ItBOXEkTHEj9efw9kIdBIElVhRvrE/snP7Ryaz8FaLbnJrkZWAijU+xOg9UdCIlyqdCn5qIuQQEctdfBZjxut3UJSxlaSO41VPT8nJGTCSCOaA3TgCLqaa76wHfg7H0GaIPBLAn13x78az02j+fn55Ofnq3KA1sT27dsZOHCgavNja+Ho0aO0Cw+nvcGgqlBic9ZwN0JtxD8ujtibb1aMzZo1q+DLL7+cLITYo7hBC+Ocq5mu+yWs9IVblywpERtnXI10OONKRNo5fqdOnVTPLyAgwOOHqL6ln+bMZusjIGpEGhwOeWpEGhyZYDVIkuTxw+skuGoTCOdrqla37rwutbjzuGpx50xdbfyGPHh69uzpMd6jRw+P8dYm0qD+nnaiPokoT+9rcLxOSkQaHO8BrVarOtmoT6O77mvj07v+74AkSZnZ2dmKZFrrwc2zOdDZbFj1evy8rEgQWF2NMSioSWRaQoMefY2ih4Qf+toaZ4cZylmW23WglWWERtNmbnnhxcWc6tEDc3U1HUaP5MSQRI5ryl2mBRb8KSUUBA0i0gFo6IGePamOnzUq21mw4+cvYzGf+bxLQLjVTLFGS7Ckr81QKxHqCqOj7KNLR4jvcOYOx+cdJDeyR71EGkCgoZQulNKFE0wlkuP09TuAv/bEmYy0XA2mA46/kgS6BPDrDn49QBvlNk5xcbHiyrM3YDQavfJdczZMJhMBgYHoQkLQqXAnqKnhrqpSVShx/usk3FoPx6ppkPZaZvqcI9M++OCDDz60Psxmc0pOjvJ3VWuRab3Viq2NyHRJZCTUI82nhggikGrqnjWNrK40VFRQGRJCaBOl+ZoDCegeFMSJwQM5NCSSKs2ZcxCAkWDKCUYjRIOINEBf9OiQOFlPa5jVDiERNopyXJMAeiDIasLsp8UfjUdCLQs4lQOFZdArETqac5AQlIU0vvlPRk8BfQls1xfCqsF8BMwHwJp+ZiMhHD9b06HqN9CG1mSse4BfF5D8yM/Pp1s3d7v21oaTSLdFeUlDV14ljaaWcPurlLPWJdx4SMLUNEjnq27QwvCRaR988MEHHxqNwsLCk9nZ2TIKvTdagwGNXu/SQNgS0DdTpq6pCDQayWnG0nggQfVvpILQsjJKIiK8Tqb9oqMJvGwy+xP8KUpOgZN50MPRkGgHqgjFSECjiDRAf/yw2SAlw+NmAOgNNlCoOTfIMgV2E7I2EA2SR0INUFYNuXkWBtuPcSJ+RENvgRv8NNA/BEdpR+Awx197CZgPOoi1rdB1B3s52HeDaTdIWoz2LuikSPSaCqD1pPeUUFZWRrgHd8bWhMViaXStthrqEm5PMJvNNiFEyxdqq8BHpn3wwQcffGg0ZFnOTktLqwbc0tCSJKGLiMCS17KeCXqLBWs95UqtAY0QCElqk3KLoKoqshISGqU33Rxo/PwIGz+O3At6sUlTjJVK6N4ew+Y0rB0NmEMDHfXR6JEaSaRj0NEBLaezoEHzLD8bkiQQwvW4EhBhtZKv0RIi+SHVQ6gD/WCs5gA54T2x65pO6s5vB0FnsyZtOwgaA4GjwZbjINXmQyBXum4n7OTmlxIdVgbFf4E2siZj3R30nUBqWTWWs1FaWqra79KacPbLeDMjbrPZsNvtXjWVOueLD00mE/v27cOu0klaWVnJwYMHVfcvKChQlaITQnD8+HFVDcaioiJFqTlwzNTUpNCEEIqyeU6oHRMcSzlKkGVZ1YrXarVSVVWlGLPb7R5dx9LS0jzG1I5rsVg4fPiw6uuSnZ1Namqq6r1NTU0lKytLNZ6dnU1GRoZq3GQyeXztANLT07F6eOILIdxkE89GdXU1ZrPnz3RlA6xh1V7Xxm6j9nrUhZosoxMmk8lNavBspKSkIHtoJCktLVX9XIHjPA8dOqQar66uZt++fR7H8KHVkZOamqrq762PaPnMW6DRiNHLzVNOBBiNmNqg3lTiTM12ayO4Xz+C77yVbRfG85emECs1ny+NRPXAjgTsy6XU5iDSNJJIAwyoyTLXV+LhRLVFEBah/B2hA0KtFqrrWLUrqXzotDCuQyYaiSaVdzih1zgaD1UhSaCPBcNkiLgHwuZCwAAXV8Xc4lA6tqtRH7EXgXEblH0MRS9A+WowtYz0nhJKS0vbJDNdXV1NkBfeu3WRl5eHTqcr8OaY5yyZTktLY+DAgbRr147jx4+7NTht27aN3r17k5iY6EYwhBC8+OKLJCUlMX36dLc34IkTJ7j++uuJi4vj8OHDLjMui8XCV199xfTp07nnnnvcmtesVivvv/8+l156qeKyR0VFBXPmzFElYJ999pmqXnFGRgYrVTroJUnirrvuUiQfOp2OhQsXsm3bNreYVqvliSeeYPHixZw8edItvmXLFvr27csTTzzhphvs5+fH0KFDGT16NKtXr3aLbdiwgXbt2jF16lQKC12XxyIjI7nrrruIjIzkzjvvdDvvdu3aMWvWLKKionjyySfdzisiIoJbb72Vjh078sADD7iR1YCAAL788kuio6O57rrrFMmh1Wqld+/ezJo1i99++80tLkkSK1as4LLLLmPt2rUoyYT5+/szc+ZMvvnmG1XCnJeXx7333uuRGK5cuZLTp0+rxgH+8Y9/eIz/8ccfvP/++6rx9PR0Zs6cSUqK8jfdqVOneOCBB5gyZYpiU2Zubi4PPvggvXv35vvvv1dsFFy+fDmDBg3ioosuUmzi3bp1KwMGDKBTp06Kk8ajR4/St29foqKiyM7O9jUjti2yMzIyVN+0ulYg0/4mE6Y2ItPeIrRKCCkvp7wVs4r69u3pcMP1ZM0cx3pDMfm4z5Eqw8Ip7JxA7M5jYLc3mkjrkeiFo0TnZGrDzksICAhTd7Q0yDKSzXyG9ONKqKO1ZYyNySe+8jTp0QMbNqgKzg+H4Iau5Usah7JHyFUQeR+EzMCm6Y7Fpic4QEEeUljAfBQqvoPif0LJ2zXSe5mNlt5TgycL89ZEW5D4nJwcJEnymvshnINkWgjBN998w/z5vVP14AAAqZFJREFU8wkODubzzz9n1qxZtXG73c7HH3/Mgw8+iMFg4KeffmL48OG1cYvFwuuvv86PP/5Iu3btWLduHYY6zTRVVVWsWLGCX375hYceeogrr7zSZfySkhIeffRRDh8+zBtvvOG2tPH3v/+dBQsWsGjRIjcynZ2dzYgRIygsLKS9glh+eno6t99+u2rt0Z9//smnn36qGJMkia1bt/L4448rxiZOnMioUaN488033eJPPPEEX3zxBZdddplb9nPOnDlccsklvPTSS25kPCYmhv/85z9kZ2ezYsUK/vrrL5f4kiVLePLJJ8nOzmbRokUuGtn+/v58+eWXTJw4keTkZG655RaXLHhYWBg//fQT/fv3Z9euXSxZsoS6zVABAQGsWbOG8847j927d3P33XdTUOA6UX3kkUe48cYb2bdvH0uXLnXLwHfr1o0PPviADRs28O677ypm6B9++GEKCgq48cYbSU9Pd4trtVquv/56ZsyYwdNPP+0WB4dm9ldffcX8+fMVCTk4NMTr6mifjU2bNvHhhx+qxn///XemTJmiqCENcOTIEfr37091dTWDBw92iwshuPfee3nllVd4+eWX3ZpJhBD8+uuvvP/++4wdO5Y77rjDLf7ll1/y+eefY7PZWLduncuSozP+0EMPodVqWbduHeeff35tXJZlVq1axW233UZISAhr165l6tSpqtfrg1eQl5ubq8qiWiMzrRECSYgmaz43B22ZFQ8tL6c8NFRFXK/p0Oj1tLvoIrSL5vFLVw0HKMZ+1igyUE4w5YRQmRhDVVQ7Om/YhazVNphIA/RGjx8SZeWQX6iwgcphtEGe60EibTYqZQtynfMuFQZ+tJ/HdP8ddC87SErcBcjaptfa6zVwYVPfzpIfBPQnq3IUHeP6gWEK6JWb62phy4HqP6D0XSh+GSq+qSkdabyaDDhWE9vKLbatyLTZbPaa+yGcgzXTBw8e5MiRI3z33XdotVq35YW//vqLwsJCfv75Z+x2u5sU3caNGwkJCeHXX3+lvLzcrcbo559/ZsyYMdx5550uZi5O/Prrr3z88cf4+/u7mbIAdO/enWXLlrmRcIDY2FgWL16sKo8XEhLCM888oyo/1q9fPxYsWKCqw7tkyRL69++vqFU9e/Zs/vOf/zB58mS3/SIjI3nvvfdqyzbOnt2++OKLzJ8/n2+++cZtSad79+5s2bIFSZL45z//ybBhw1xWCe6++25uuukm8vLyeO+993j++edrz83Pz49Vq1Zht9s5dOgQ7777rgshNRgM/PDDDwQEBLBlyxbee+89Hnvssdq4v78/X3/9NZIksWXLFj7++GPuvffe2rgkSTz//PM88MADHDx4kC+++IJFixa5XNvo0aPZsWMH2dnZfP/99y7GMuCQ2/v0009JTk5m9+7ddO3qagQAMHPmTO677z6GDBniFnOex3333Ue/fv1U5fnGjx9Pv379VF/b+Ph4HnzwQVUd8gsuuICbb75ZVd4wMTGR66+/nmuvvVYxXl5ezsiRI7njjjsYOnSoW7ywsJCUlBS2bt1K586d3c4hPT2dI0eO8OOPP1JVVUWHDh1c4keOHCE5OZl169YhhHDLWu/cuZOMjIxa4xtvLxv64A4hhC0uLk61wUen8pxqLgJqSG1wA0qWWhKB1dVkqygMtDY0skxQVRWVISGEeCgBbAyCevUiePLF7A+3clJFQcwKlBOGDX9H5k0I/CqrsQX641dlRJIFQtswguYs8SivgA6RUNAAYRStFoJCZAKDZIzVyhMoLRBptVDspyG8pqRCq4GBMdVI5VpAoLOZsDWjVnpYOBiayZbS09MZNmwYBAZC4AWOMg/TAUeNtd1D2Zyi9F5NrbWC9J4SSkpK2qz5sKyszOvqJenp6fbi4mKvirOfc6Yt5wKaY8zSHLS2GYYP/91oq/fdfxt8pi0NR1xc3N7du3cPUtKZt5WXk7FsWYuPWRQZiZAk2hcqpTdbF6eTkkhITUWvsoLUmqgODKQgOppOqanNOo6+XTvaTZ1CXveO7KQAE8rzITMSZYRDTWnG2TXSYWm5GLLzyRnaB9nfc9a3A1rmYXBxOrRYoKQMikuhohJydUYqc//kxIBeBARAYAD41xg9HtgeQNpxz2S4QKcDXQCR/lrGtc8krvI0KXEXoJWtdM7eSVrHIZgCGl8qo9fAnV0hpBlkury8nKNHj3LBBRe4B4UAW2ZN4+JhB3luKLRhNQ2M3Wul95Swb98+EhISVBNxrQUhBBs3bmT8+PFeHXfOnDlFq1atmiaEcK9dbSWcc5npcwFtRWh8RPp/Gz4i7UNjYbfbt+zevXvQpZde6hbThoS0ijxeYHU1RWetbHgLIWVllIeFEdlEvenmIMhoxKbXY2mizrak0xE2ahTakeezTV9MFurN09XoKCMMLTWriArNhmWdY7AF+JGwdT9FPTtRGav+mvTHz80y3M8Pojs4/gJkAH8VQUcF77CoOFu9ZDrSZkNElXGVdAqtWcOp+AuRtXps+JMae16TCfVFHZpHpAFOnz6tboolSaBPcPwNngzWU44stOUYiHombfYyMO5y/JV0oO9cxzDG0S0phKCkpIQBAwY07yKagLZoPgTYtWuXDOz35pg+Mu2DDz744EOTkJeXt3Hbtm3zL730UrfaNEmS0EdHY/ag2tIUBLRhE2JoWRnZ8fFtQqYBIgsKKOrQgZjs7EbtF9S9O+FTJnMyQmIfWdhUqq8FUEEAVYSgdZJfD6odVR0jMUaEEnXwJIbsAvIHdEf2c81Sa5HoQ/O0wdt3tKHVCux2FVfFQJlRPbOIKchmZ1gSQYYuaOqQd7OfoUmEukuQo/GwOTCbzZSWljJwYAMaICVtTQlHD5DNYDlaYwyT4shge4KwgeWk4y8/gq496LtTaownNDSkTZJlbaFtbbFYqKioMAohGpHibz58ZNoHH3zwwYemYvcff/xRBSg2evjHxrY4ma5tQmwDzWd/iwWbXt9m9t5hpaXkR0fTQatFpyIrWhe6sDAiJk+muldnfpHyKUJdptMOlBKMlaAGEWknZD89uUN7E5xTSMKWmix1TPvabXugJ7CZWgc6PURG28jPdiXlgcEyvXpV0qc6BckKZaOTkCqCySkwE4drk3RjCbW/Fq6IaXB/pSpSUlIU+0jqhcYfAgY5/trLHQ2I5gNg8yzHWgtbIdgKyU3vSIzBBuWnHCRdnwRaz4YnLYXS0lIiWqER2RMOHTqETqdT1ztuJZzz6/pms5nff/9dVSWhsrKSzZs3q+6fmZnJ8ePHFWOyLLNz505VybO0tDRVvejKykry85WdLm02m2pMCOEmI1c3VlxcrBizWq2q2sBms9lN6aLuuaR6qNE7cOCA6vUfPnyYsrIyxZjJZGLLli2qcnCnT5/m6NGjquMeOXJEVcLNuf+JE+r9B0ajkR07dnjUdz506JCqNjc4Xv/k5GTVODgeJmr3wIn8/Px69ZLVXvO68KQH7kRePSYaQgg3icOzUVZWhpqNtBP1aUDn5+d7vHeVlZVs2bJFNW40Gvn99999OtNtj9RTp06pBv1im67r6wkBbaisYaiooKIe97XWggS0LyigIFqhFqLudhoNYaNGEbV4EUd6t+dHKcMjkbYAhYRhI/hMRreROtJVMe3JGDmQ4LxiEv7cS0hmPshybeNhcxEVd+Y7PMggc/7QYq7sdoSBBUcxx4VTNrQzwk9H1wgz5sAqynH/zncS6k65ewgweX4uX9ERwptptmk2m8nNzSUxMbF5B9KGQtAIaHcbtLsdgkY56qUbgPzSUDqEFtdI762tI733e430XutNCttCyWPXrl324uJidy3bVsY5S6ZLSkqYO3cuHTp0IDMz000l4fTp00yfPp24uDjF5Y+1a9cyfvx4pk6dSnx8vEusrKyMZcuW0bNnT44dO+Y248zJyeGOO+7gzjvvVNXSnThxomLMZrMxb948Kisr3WIAn3zyCXv27FGMHTlyhE8++UQxJkkSixYtUiSPfn5+zJ07V1HHWKfT8eijj/LCCy8oGphs2bKFUaNG8eOPP7odOyIiggEDBjB//ny3cw4ICGDTpk0kJiZy//33u2kKJyQksHjxYnr16sXbb7/tNm5iYiJXXHEFgwYN4ssvv3SLx8fHc+ONNzJo0CA++OADt3hgYCDffPMNvXv35vnnn1fU9fbz86Nnz548/vjjiiRUo9Hw1ltvsWDBAlVyGRISwmWXXca+ffsU4+CYdD366KOqcYB3331XdVIHDhL84IMPejzGzp07+de//qUaNxqNzJs3T3Ucu93Oe++9x4QJE2jXzt29wG63s2bNGkaNGqWqM/3bb79xxRVXMGbMGGJiYtziJ0+eZObMmcTHx7tpw4NDy9qpL15RUeGr829jCMeHPkdtkubfSmS6LTWfQ2vqptsK7YqLqTQYVG3VA7t0IXbRIqovupDv/XI4QolHST0jGoqIQML/TGFEEwxZwJGlzhvck+zz+uJfXknXTXuoOJLs0YSsdsh64tEJVpJ6GZkyLJ0ZHffSq/Q0lo6hFI3tiTk2vHY7jQSDYoxkaKpc9KedaAihvjAC+rTAfCk5OZnu3bu37HNKFwXBF0G7v0H4jRAwFDTKZkLVZj16nR297qz7YMuB6k11pPfW1EjvqSePGgshBGaz2U1GtbXxxx9/lFZXV/9V/5Yti3Pym8hut/PBBx+we/dubr31Vq6//nqXuMVi4b333mPv3r28+OKLjBgxwiVeVlbGypUrOX78OKtXr3YroM/JyeH555+nb9++zJ071yUmhOD+++9n+fLlPPvss27ntnnzZsaMGcOIESPcJObsdjvz5s1j/fr1is0KZWVlPPDAA6pE+/fff2fVqlWKMZ1Ox1dffaWoQy1JEomJiVx44YXs3r3bLb548WIeeughRfOTW265BaPRyE033eSWPY2JieHVV19l9erVrF+/3m3fhx56iMGDB7N+/Xo3jWq9Xs8XX3yBXq/n888/58CBAy5xg8HA2rVrMZlMvPvuu25ZaD8/P7788kuMRiOfffYZStmzp59+mvDwcD7//HPFiUSPHj1YtGgRzz77rGqW9MEHH2TVqlXMnTtXcfVDq9UyZMgQRowYoXqMbt268fzzz/PWW28pxsFBMj2ZsmzdupVPPvlEdQUmOzubK664QnXJrby8nEsuuYR169YxduxYxW0+/fRTFi5cyI033qj4gCwvL+e+++6jpKSEBx54wC1utVr54osv+PPPP/n444/dpCNtNhurVq1i27ZtPPfccy767874u+++y759+3jooYe4/PLLFc/TB+9CluWtSs8NcJiBaFRIX3PQlmQ6qKoKY3Bwi2s+NxQSEJWXR95ZCiq6kBA6zJhB6A1z2N7Bxm9kUYnnRsVydBTTDm3dis8mEum6sAf6U9inK3FjRtAuvB2HDx9m48aN7N69m1OnTlFYWOjRXdZ5HtpKEwGZJRgOZxG3/zijqg8QLlVRMSCekpHdMXcMUzy/YD+Z7lHVpGJEKLxSngh1YpCj6bC5qKqqorS0lNhWmlA6Ghc7Qcg0iLgPQq8B/94utuS5xWFnHBfVIFeBaT+UfwXFL4Jxe4ucXluZxOzcuVMG9nl73HOOTKenp9e6C27ZsoXnn3/eJX78+HEmT55M37592bVrF7feeqtLfO/evUybNo3Fixfz119/0bt3b5f4xo0buf3221m/fj1vvfWWW1b6yy+/xGq1sm7dOvr16+d2fr///jtz5szhlltucYtZLBaysrKYNWuWYn3Vtm3bMJvNqnbi+/bt4/Tp04rmIQBxcXH8+OOPikvjkyZNIjExUZEkjRgxgmXLlrF79243wqzValmxYgX//ve/mT9/vpub5JVXXsm+ffuw2WzceOONLg9QjUbDxx9/zG+//cbKlSvdyHr79u35/fffWblyJY8//jgvvPCCy7G7dOnCli1bePPNN7nzzjtZvny5SzwmJoY//viD5cuXs2jRIj766COXuJOwf/fdd/ztb3/j888/d7v2e++9l02bNvH+++/z9ddfu8U7duzI559/TlRUFGvXrnWLg0PDe9y4carW6xEREfTv35+//vpLtWyhqKiIbdu2qZZyrFu3Dn9/f8VJA1CbbT57laUuJEni/vvvV9S6Li0t5aOPPmLZsmUsXLhQ8fxmzZrFm2++yaeffoqfn+vSbm5uLpdddhljx45l9+7dLoYs4HDvvPTSS4mNjWX37t3cdtttLvGTJ08yefJk4uLi2LZtm0cDGx+8i9zc3N+3b9+u+FCSNBr8FGTzmotAoxFjUFCbEFqnvXd1G2qdh5aVYfb3x+Tvj6TREDp8OLF3LCanfyJrpTRS8JwJFkARAVQQjp46K0AtQKSd0CDRXxtAbGwsw4cPZ8yYMSQlJaHT6cjOzmb79u1s3LiRzZs3s3XrVk7/tRdtlZl2W04Q8UcykRuTCTmSjbbajKVDCKXDOlM0rheVvWOxG+rPdiaGWfE3GMlHwXEQZUIdFwiz46CB0tkecezYMXr16uUdlSRJ5yDSodc4iHXINNB3Iq+kAWS6LoQM2pZRysnPz1c0n2tNWCwWysvLvd58COegznRBQQFlZWUkJSUpxjNrmmHUSEVKSgohISGqb4Ljx48TGxvr4opYF8nJyXTr1k3VfOPEiRMkJSWpfsBSUlJITExUXOIWQpCZmUmHDh0USa/JZKKsrIyoqCjF4xcUFKDT6RSX6GVZpqCgAIPBoGoac/r0aeLj492IkhOHDx+md+/eqktae/bsYfDgwarXvmPHDjeS5YQQgh07dijrdNac/65du1T3t9ls7N+/X9FwBBxZ0yNHjqh2XFutVk6cOKHqIGi1WklNTaV79+6K526z2cjOzqZTp06K+1dVVVFeXq5Y+gAOm3mj0UhUVJTq+EVFRURERCi+PjabjdzcXKKiohTjdrud9PR01UYZm81GSkqK4vWBozYwJSWFXr16KcYrKyvJzMxUjRcVFVFSUqL6uc3OzsZmszW/9rAB8OlMNw6SJHUdO3bsto0bNyq+OYt+/JHyv1p+1TW9Uyfa5+cTZGyaK1xzUB4aSkVoKHEt3FzZGFQFB1PUuTMXjBqFOSaS7eSRS/33wgYUEgwEuShetCSRBkhCz5XKfal1hnQ8G2VZJkOuZt+2HRSP6o7QahzOK82EySbxZ0oIXe0hBOH+nQrgb6mkc/ZOzJ2HcG33MAKUN2sUSkpKOHr0qNuqtzdhMpnYuWMbo4fpwbwfbMp9US7QBEDE/S7Z7aZi+/bt9OvXT5UrtQb27t3LFVdcsS49Pd1dq7OVcc6RaR988MGH5sBHphsHSZKk2NjY3KysLEUyXbl/PwVr1rT4uKXh4ZgDAojObaC6QQtCACd69SIpOblNVD20QUG0u+QSjgsZU/tAUhJ0bjbgSjABRYShq1sfDS1OpAGuIphujZDES8fIjo1/UjROecLdVGRX6DicFUJvDGdUSs5CF00lCVk7GTpkiJvrcWNht9vZvHkzQ4cO9SqRPBvHjx/H39/fkcARAux5DjUQ00GQVVYuAgZAyFXNHttms7F582bGjRvX7GM1Bu+884589913P1BZWflPrw7MOVjm4YMPPvjgg/dQ04SYp6ZAFNC5c6uMG1JRQcVZdffeggSElpZS5mWlAkmSCBk2jLglS6ge1JPMfmHknUxDNimXMtRFBRoKiUDvBSIdgoYu/yXKu7EhNtqHmshQydp3CYLZSQb+j73zDoviatv4PfSqCNJEsYu9N8ResSQaE3tii8aaxBiNGhO7n8a8xrz23qIYjd3ELgIi0kSKIFKkSe9tl2V35/n+QHzVPbOolEUyv+vaK5F7Z+bM7OzsM2fOue/u3bohICCgTPelsnj69Cnq16+v0UKaiJCUlAQ7O7uSP3AcoGMDGA8FzL8Dak8tsdx7MzFRr02FbD89PR2WGghW8vDwyCksLKyYQd/viFhMi4iIiIiUC57n7wtNQtSpXRu6leA1q61UQovnUVwJExzfBvPMTGRVYTyzfr16sJ01C7VGDYefYR6uIwE5ukpI21jBKChFrcVZFnSRizrQe7PArYRCGgDaQu/1ISQapq21FIW6MmS9MX66qTEwuT6gp1Uyqb1bOQvq7OxsZGdno0mTJhXR7PcmIyMDZmZm7OGmnBag1wQwHQNYLAVqfVbiP61lDOg1rZDtp6SkwKYS5kqUha+vrxIamHwI/AuKaSLCgwcPBF0OlEolvL2Fb2RycnLUWpIFBQUJehWnpKSo9VlOEXg8yfO8oEZEgp7QPM8L+hGXpjCxkEgkav2p1fkOl+UFzbKcA0pm+gYFCad9RkdHq/UyDgsLU+urHBUVpdZTWSKRICwsTFAv3YZSTTACz/OCE/5KycrKEnRfKSUlJUWt3zUAwc/8Xd9Tls80gDJ9piUSCRITE9W+58mTJ2qPXUFBgVqfaaVSCR8142x5noeXl5foM11NeDEJUXDArkElFRe1cnM11jutJ5dDi+chrWTrL21DQ1iMGgXbWbOgb2eHe0jBU/zvd0VhZQJeXwe6z/NUluUBpMIARTCD3ptjhiupkObAod17eEtX5mAZXW2gg40EcShCEUquS93qlEw21H2lCipPQa1UKhEcHIwOHTpUzaRDNZQGxZQJpwvotwVqTy7psebK/zShNL68qsNa5HI58vLyioiosOx3Vzw1tpiWSqXYsWMH2rZti7t376rcoWVnZ2Pz5s1o2rQpkhjRrAkJCfj+++/RtWtX5mTEgIAADB8+HFevXlX54hARDh48iIkTJ6rYfwEl1npDhgyBvr4+s+0//PDDy4mSb3L+/HnBkJnHjx/j5MmTTE0ikWD58uVMzcDAAOPHj2dePHR1dTF//nxcu3aNuayLiwtmzJjBDJnR1tZG69atsWfPHpWi2tDQEHv37sWAAQNw+fJllaKoXr16GDp0KCZMmMC0lLOyskLXrl0xbdo0pu+2ra0tBg4ciKlTpzLt/oyMjLBp0yaMGTNGsGjLzc1Fly5dcPPmTaaupaWFdevWYdu2bYJFnaGhIUaOHKm20A0JCcF///tfQR0Adu3apTakBkCZPtNRUVEqjiivQkRYs2aN2rCUR48eoW/fvoKPMFNSUjBr1izs2rWLOYk2Ozsb69atQ4cOHZhm/rm5udi6dSuaNWvGvKHMz8/H1q1b4eDggMDAQNFnuvrw0N3dXfCu0ZBh9VkRmGrY87nui3jvysK0UyfYLVyIWl27gntxrneChUqvr7SNFfSjM6FV8L+eVx5AMkxAqAWdN3uJK6mQBoCG0EHtalhaWBorYV+nCInaEnxmRxhpDegwmvm+BXVoaKjGh3cAJb/1xcXF7x6WUgGFNFByjTczM6vyG4rQ0FDo6uo+rtKNvkL1O+MriMzMTOzevRumpqZMz9vnz5/jP//5D3r16oWxY1UH3F+8eBHbtm3DunXrVO6wpFIppkyZgsePH2PRokUqy+7duxezZ8/GjBkzVE6omJgYODo6QldXl+mqsXv3bmzdupX5mEgul2P58uWChdmdO3dw+vRppiaXy7Fv3z7cu3dPRdPS0oJMJsPIkSOZvajDhg3DiBEjmOv+9ttvcebMGUyaNEnFN9TBwQFjxozBwoULVXykAWDz5s2IiorChg0bUFz8+uM3Q0NDHDx4EH///TdOnz6t0nNbt25dbN++/aWH9ZsYGxtj165dOH36NM6ePcs8Jlu2bIG7uzuWL1/OLIYdHR1hb2+PMWPGCPZAT58+HYsXL8bPP//M1A0NDaGtrQ0nJyfBJEkLCwssXbpUbREbGhqKbdu2CeoBAQE4evSoijVhKcXFxZg0aZJgDzjP8/juu++wdu1a9OnTh/meoKAgODk5oW3btsxJOjzPY9asWThx4oTgjdvVq1exevVqfPvtt7BmpLg9f/4cGzduRM+ePTF69GgVPS0tDTt27EDjxo0xb9485jZENMKz8PBwpZB3sEElFdOl8d5KDd1UmeTnQ2poCAXjxrE86Flbw3bmTNQdPRrab7grmcMAHfBGr5+uNqQd68HoYSIgV4ID0BOW6IM6qj/ylVhIA0C7d5h0WNW0sixCl0Y5KDBVXyS/a0EdGxsLuVyu8eEdQEmNocl2pKamamSIx7Vr14rS0tIqfqbzW1Iji2kvLy9MmTIFZ8+excmTJ1V6pa9du4bvvvsOt2/fxo4dO1SWP3ToEO7du4f79+9j0qRJr2lEhJUrV2L69Ok4ceKEiim5VCrFhQsXsHbtWkycOFFl3TzPo1GjRiphL6VaQEAA2rVrxyy0/fz8UFBQIJgmFRwcjJiYGOYjeLlcjjp16uDGjRvMZQcPHoyCggKVohYAxo0bh7FjxyI0NFRFq1u3Lo4fPw5TU1N4eHio6D///DPOnj2L1atXqxSktWvXxtWrV7FixQp88sknKsM2evTogYCAgJfH681C8aOPPkJQUBAkEgnmzp2r0vb+/fsjICAA2traWLhwocpQH1tbW9y6dQsjR47EnDlzmEOBNmzYgK1bt2LFihXMkIH+/ftj1apV8PHxEYwe/+STT2BhYcFMvARKfKYtLCzg5eXF1IGSC5Snp6egx/idO3dQq1YtPH7MvjEvDUoQstYDSnqFx44d+79JK2/w4MEDfPbZZ0yPdAD4+++/YWBggLNnzzKtJ+/evYujR4/i5s2bmD9/voru7u6OhQsX4saNG9i+fTtzH2fNmoWrV6/i0KFDGn+UKvI/iIi0tbXvsm7WgRL3CX0B28fyYpKXhwINxnubZ2Yiq4L8dLX09WHu7Ix6c+bAQI0NZFuYwwpvhH6ZGUDWzAImAckYRPXQCnXQGwZo+eqQi0oupA2hhWbVuJjW1gIMdQlByMPzMmwE37agzszMREJCAjp27Kjxa5JCoUBaWppGitlS0tLSNDL50MXFJV8mk12u8g2/oMZZ4/n7+2Pjxo04cuQI8zHHnTt3cPjwYRw4cEAl2RAAzp49Cw8PD2zbto35mHrPnj2QSqVYvHgxc/urV69Gt27dMGrUKKa+YMECLFq0SNBresqUKdi/fz/T65mI8OWXX2Lv3r1Mr+D4+HgcOXIEq1atUlm3XC7H7du3kZWVhSlTpqgsq1QqsXXrVvTp0weOjo7MbU+fPh3r1q1jeiUXFhZi3LhxcHFxYR73uLg4zJ49G1euXGEOb/Hz88Pq1asFY6hv3LiBgwcP4syZM8zjdvbsWfzzzz/M6HAAOHnyJLy9vZk3T0BJTHtISAi2bNnC1E+fPo2wsDCsXbuWqV+5cgXBwcHMWHCe5+Hh4QFfX1/mUxKFQoHAwEC4ublhyZIlzPWHhYXh8uXLgj2+iYmJ2LdvH1atWsWcdJKRkYF169bhP//5D/PcycjIwJIlS3D48GHm8U9NTcWCBQtw5swZph4fH4+vv/4ap0+fZnqgR0REYOnSpTh58iTzMWhAQAA2bNiAo0ePModGubu7Y8+ePTh48GClP0YVrfHeD47jhs2ePfvP/fv3m7H0rJs3kavmhvF9KTQyQlbdumggEFZV2fAchygHBzSNiIB2Ocbwm7RrhzpDh0LnLW8MCiDH34iHDP+bm1ALumgcLoEez730xFeAcBaFSCB5pRbSANAN+uiP90u9i4MUfpVgjSeEEbTxKWwE/adLKSgogJ+fHzozbPMkEgl8fHzQs2dPjaT9vUlkZCQ4jhP0669sJBIJgoKCmDVEZZKRkYH27ds/TUpKqpqTh0GNK6Z5ngcRMQthoKRw0dbWFryDLEtXKpWC6y7dvrpxnESk8btXIcpqW1l6WcdGoVAIhtm8jS6Xy6GrZuZ+WXp5t1+TP3ug7PaVtX/qjg8RQalUCh7fsr63SqUSHMdVyRhpsZh+PziO069fv35CfHy8Jes8kkRFIfXEiQrfbqnnc/PwcI35R2TUrQultjas32KC75vo1q0Li5Ej32tc+XMUwBVJIAC2MEI/2EKPtODn5wdbW1s0aNAAAFBMPP4ODkCujlalFdIAMAOmqFtGcSpEVRfTANAABhgOS3BlnDmsglqhUMDLywtt27at8sl2LORyOTw9PdG3b1+1v1OVybNnz8BxHBpX0rAuIY4dO6b87rvvNmZlZa2u0g2/Qo0b5qGlpaX2RNLR0VFbMJSll3WSlvVjX52LqbLaVpZe1rFRV6i+ja6uUH4bvbzbr8mfPVB2+8raP3XHh+M4tce3rO+ttra2ONmwmkNEMiJ6IuSSY9CoEbQE0lPLAwfAqKBAY0M9gJKhHrlmZlCUcQ15FS1dXdQZPBh28+a99wTN+jBBR1igJcwwCHbQR0lHUOfOnREbG/vSKehJcAha6BjCvLVDpRXSdtB570IaAEgD4fAJKEJwGdHrgOqQD4VCAR8fHzRt2rRaFNJASa90kyZNNFZIAyVJtZoYYnLixIms7OzsM1W+4VcQf51ERERERCqE9PT0I+fOnWMORtXS0YGhQBx9ealqz+c30SKCZVoa0hiTalkYt2oFu4ULYda7N7hyFj/tYI4esHot3U9HRwc9evRAREQEfHx8oKOjgzatW+Mjzui9bOvehvaVtN7Kxg+5SAfbwvVVSgvqhw8f4sGDB2jQoIHg/JKqRiqVIi0t7eWTCE2Ql5cHXV3dKh/uIpPJEBISIgeg3uu2kvlXFNNpaWnMyWOlqPMzJiK13rwZGRmCDglyuVxwsiARqZ3UoM6bWMixgYgENblcLuj5XFRUJHh8iouLBSe9ARD0pwbU+x5LJBK1+5+amqrWpzg5OVmtN3NqaqpaD+LCwsIy/Z+FPLtL4Xm+zJne+fn5ZXohl9UOQPgzf9f3vM228vJU/WpfhYgEPctLyc7OVvv5ERHTTvFVhLzWX9VFn+nqRXFx8d+nT58WPMmMWrWqlO0aSaWQ6+m9U89wRWOWnQ2JsbHaEBldc3NYT5kCqwkToFNBln5CQxR0dXVhYmKCnJwcWFhYlAyTAodhMERXsG1Z3xc9cGhRjSceqkMJwh1kohhlX0sMDAygp6cHiURS7tjxiiQiIgIODg4afXoXFxfHnE9V2bi5uUFLS+smVeWYZQY1uphOSEjAt99+ixUrVjCHADx9+hRTp04VnLTm7u6Ofv36MQtGuVyO3377DevXr2c+Ho+KisLo0aOZk+14nsfXX38tWGyePHkSvr6+TO3BgweCjhzR0dE4c4b9pCMrKwu///47U+M4DnPnzmUWp7q6upg2bZrgDcfq1avx559/MrWHDx9i3LhxTEs4Q0NDTJ8+HZs3b2YWgUqlEj179sTx48eZLhsZGRno2bMnzp07xyyoZDIZHB0d8ddffzF1Q0NDTJw4Efv27RMM9Llx4wa+/vprweJSS0sLCxYsQGBgIFMHSnoM5s2bp7bou3PnDtPe71V2796t9sYFKHEeUUdeXh7+7//+T+17bty4IWivCJTcBH3xxReCbSEi/PXXX/jmm28EHzcGBgZi6NChgsEv0dHRmD59Oo4dO8bUnz17hjlz5uCXX34Rh35UM4goIzs7O0PoRsmwWbNy98QKUScrC9kafOTOAbBOTkYqw7WE09GBWf/+qDd/PowqqXf+VYgIwcHB0NfXx4ABAxAZGfkyT4EDh/4wQB8YlDlW+G1pBT3oVaPEw3clFwrcR7ba95QO7bC3t4eTk1OFRI9XBKUOX5p08FAqlWW6RVUWp06dyk5OTv6jyjf8BmX+EnEcd5jjuDSO4x6/8jdzjuNucRwX+eK/qj5uGkahUGD8+PE4fPgw1q1bp6Ln5uZi8ODBuHfvHr777jsV3d3dHf3790erVq3Q6o3eFKVSic8//xxLlixhWny5urqiU6dOaN68uYpzQnFxMaZMmYILFy6gaVPV6M5Hjx5h9uzZgiflzz//LBjocvv2bfz1119MraCgAOvXr2cuq6+vj9u3b2PNmjUqGsdxqFu3Lnr06MFMLBw/fjwmTZqEJUuWqBTjw4YNQ0JCArp06YK4uDiV9a5cuRIrVqzAV199pbJsvXr1MH78eEybNg1Hjx5V2W67du3g5OSEzz77jBkoY29vjxEjRmD8+PHMYl9LSwvffPMN5s6di6VLlzJvJMaNG4cLFy6gd+/egmmLXbt2haOjI1xcXJi6lZUVrl+/jrlz5woW1AYGBpg+fbrannwfHx/s379fUI+Pj8fWrVvV9k4vXrxY8NwBSqzrxowZg5Yt2ROA4uLi0KtXLzx58oTpY0pEWL169ctzgkVQUBC6deuGOnXqoFOnTip6bm4uBgwYAHd3d3zzzTcqelFRET7++GOcO3dO0NtbRLNIpdJTV65cYT6W0DYwgGElOQ2YZWUhu04dDYy8/R8m+fmQ6+mh6BVHG6PmzWE3fz7q9O8PrSroOS8tpHV0dNC6dWvo6+ujZ8+eiImJQVRUVMlEY3DoCQN8BmMYVUCfWocPdIjHq0SgEBFgXz8lEgnu37+PRo0awd7evkKixyuKJ0+eoGXLlhqdk1M6VrqqOzeICLdv31YAYHtyViFvs+dHATi/8bflAO4QUXMAd178u9pARFi7di169eqFEydOqIxrUiqVWLp0KRYsWIDdu3erjPEpKCjAL7/8gp9++olZYD579gypqanYtGkTHBwcVPS4uDi0bdsWM2fOVNGKiorw5MkTjBkzhnnylxZ+rECLgIAA+Pv7Cz7+dnNzg4eHB7PXsLCwEEVFRfjjD/YNXKdOnXDlyhXm4/sRI0ZAT0+P2UPbu3dvzJo1C48fP1YZKsJxHNauXYuxY8fiBGMWf9euXXHo0CHk5OQwe9u//fZb7N69G3/88QezkF+zZg127tyJX375BVFRUSr60qVLsXXrVuzbtw/Pnj1T0YcMGYL//Oc/ePToETMWXU9PDytXroS9vb2gf/O4cePQsmVLtUNChgwZAh8fH8GhEQYGBsjOzsalS5cE1xEeHo6TJ08KDsc5deoUlEqlYC95bGwsrl+/LjiejYhw48YNGBsbo3379sz36OrqQk9PD5MnT2bqRUVF8Pb2xty5c+Hs/OYl43/2iwsWLGDe4PI8j1WrVmHmzJnYsWOHSlt5nseKFSvw2Wef4fDhw9Vm4o/I6+Tk5Px14sQJwccoxm3aVMp2tXkehlIpCjWYQMcBsE5KQnK9etCpXRtWEyfCavJk6FbRufpmIV36G6OrqwtHR0cUFhbi0aNHL4dgNYIOpsEEDfD+Rb41tGFdjomH1QlPZCEHr19jMzMz4ePjg/bt279WS1SHgrp0OB0rpbkqiY+P18gQjxd1QRARCY/jrSLeyhqP47hGAP4morYv/v0UQH8iSuY4zhaAGxGpVpVvUBXWeEqlEgsWLEDTpk2xdOlSFV0mk2HatGkYPnw4pk2bpqLn5+dj3LhxWLZsGQYMGKCiJycnY+LEifjjjz9gzzDVDwoKwo8//oiLFy8yh5a4uLggJiYG33//PdOPd+7cufjiiy/g6OjIvMsbOnQoTp06BQvGZJtHjx7hyJEj+PXXX1WGl+Tm5mLPnj3o0KEDhg8fLrjfJ0+eVFm3XC5HSkoKZs6cievXr6s8vicinD17Fq6urtizZ4/KuokIixcvRpMmTfD111+r6FKpFJMmTcL06dMxZswYFT0tLQ2TJk3CmjVrmOl8cXFxmDp1KrZt24bOnTur6LGxsZg6dSr27NmDNowf8qSkJEyaNAn79u1T6ZUlIhQUFGD06NHYvXs3s9dWLpdj7Nix+L//+z+0a9dORZdIJFiyZAmmTJkCJycnFT03NxfHjx+HpaUlM+gHKPGxDgoKwsqVK5k3Yenp6fj222+xZ88e5lg+hUKBoUOH4uzZs8wilOd5DBkyBMePH2dOqiEijBkzBuvWrUObNm1UnDl4nsfUqVMxadIkjBgxQqWNpemIffr0wYwZM1TWr1QqMWfOHHTq1AkLFixQ0YuLi/Hll1+iV69elZ58KFrjlQ+O4zhra+uE2NhYO9Y1jpfJEP/rryCB4VXlQWJoiDQbGzSKianwdb8tnLY2kjt3RoN27VBfTfBKRSNUSL9JabBX165dX/4G8SA8RDHuoQjKd+zbHwxDdKqAMdixkMDfzbNKrfFYWEIPo2ENbXCIjY1FQkICunbtKtgRoc6HujLheR6enp7o2LEj05u/qsjNzUV4eDh69OhR5dv++eefJZs2bZqtUCjYj4arkPftk7cmomQAePHfqh8oI0BAQAAcHR2ZhTQAeHp6YuLEicxCGigZv/rjjz8yC+lSfffu3cxCGih5HH/o0CFBm7bMzEwsWbKEWUgD/xu+wCqkeZ7H+PHjmYU0ADRq1Aj9+/dnjtOuXbs2xowZI3hBMDU1xfLly5nDAHR1ddGgQQPMnDmTqXMc97KHltUrznEctm7diszMTGZKoKGhIU6fPg0fHx/mpDUrKytcuHAB165dYw7HaNiwIc6dOyfYs9uoUSOcPn0aly+zw5Hq1asHFxcX5nARjuNgamqKP/74A3fv3mUur6uri3379sHPz4+pGxkZYdWqVSpDXUqpXbs2xo8fr9Y6rmfPnmjbtq3gD2TpZyB0Mc/NzcXcuXMFe3MzMzMxY8YMwdnpKSkpGD16NDp06MBsZ0JCAvr164eRI0cy2xgZGYlevXoxC2mg5Ca0T58+zEIaKEk1/fjjj8UI8Q8AIiKO4666uroydS19/UobN2wklUKprY3iSrDgexsMGzdGvXnz0GXIEERGRwtO+q5o3raQBoDGjRvDwcEBDx48eHm91gKHbtDH5zCB1Tv0MuuAQ6saMMTjVdJRDF9lJoKCgpCZmYlevXqpdajQVA91REQEbGxsNFpIAyVP6jUVX/7XX38VKpVK1R9uDfC+PdM5RGT2ip5NRMxx0xzHfQXgKwCwt7fvIlRQiIiIiFQHxJ7p8sNxXL8pU6acP3HiBPPuTRIZidSTJytl2zlmZpAYGaHeiwl3VYGOqSnqDBsG4zZtXhayycnJeP78Obp161ap236XQvpVCgsLERgYCDMzM7Rs2fLlE0cehDDI4Yki5JfhcNEGehgB1STh96G69EzrZhWiVnACGts3ROfGLd76eFZlD3Vubi6Cg4MFO96qCplMBm9vb/Tt27fKx2wnJSWhW7duIYmJiexxiVXM+34KqS+Gd+DFfwU9rohoPxF1JaKumshrFxERERGpcu7fvXtXITTp1rBpU+hUUo9a7ZwcFNSqBWVVpGVqaaG2oyPsFi6EyRtPjmxtbaGlpfXSRaMyeN9CGgCMjY3Rq1cvGBgY4N69e6/1UreFHr6EKfrCQK1Lx4fqLc1EycMkNBEmT5KQ060xopvUwrsYlFRVDzXP8wgKCkKHDh007mYUGxuLRo0aaWTy46VLlxQFBQWVc0f+HrzvJ3EZQOk4iWkAhGdOVRPU9cCX1TtfHr26aJWxLU2ttyr0qlrHv/k9VXV8RaoeIlLwPO96+/Ztps5pacGkY8dK2TaHF84elTzpz8DeHvXmzIH5sGHQYgytA0qG7T19+rRShnuUp5AuheM4NG3aFF27dsWTJ08QGhr6cqidLjj0gAFmwxRdSrIVX1vWHNqwqyETD3WzCmFxLwK8oR6yezWDjXFtjHiLmPE3qYqCOiIiAra2thof3sHzPJKSklC/fn2NbH/Xrl3ZeXl5qs4GGuJtrPFOAXgAwIHjuOccx30JYDOAIRzHRQIY8uLf1ZKwsDAsX75c0Ev4wYMH2LyZ3Xye53H48GHBsbLJycnYuHEjUyMi7Nq1S9DlwdPTU9B5ISYmBvfv32dq6enp8PDwYGrZ2dlwd3dnahkZGXBzcxNcTmi8cXFxMXbv3s3UAGDLli2CF42zZ8/i1q1bTE0ikWDFihWCziT+/v7YsmWLYGDMjRs3sGfPHhQXFzN1Hx8fbNu2TfBHrKCgAD/99BOys4W9RU+cOIFHjx4J6kSEX3/9VW04SXR0NO7cuSOoAyWWdGUFlFy+fFntdgDg4sWLanUiEvQELyUrKwvnzp1T+57bt28jICBAUC+1YRTqlSQinD59WtAvHQC8vb3x66+/CuqPHj3CTz/9JBbT1ZiUlJRft27dKmhzY8KwRqwoLF4kIvKV0GOmbWyMumPGwGbGDOiVkXiop6eHVq1aITg4uELbUBGF9KuYmJi8HBvs4eGBuLi4l99fI2hhIAwxE6boBn0YvCgb2kOvwnyqNYV2gQy1/WNg8jQZOd0aQ9nEGv04C4yEJUze0+GkMgvq3NxcpKenM211q5q4uDjY2tpqJL788ePHyM7OjiQidliBBiizmCaiSURkS0S6RFSfiA4RUSYRDSKi5i/+qz5NQgPwPI8ffvgB7dq1Q9euXVUmBEokkpfuCiNGjFBZPjQ0FN26dcOvv/6Kfv36vaYREY4cOYLWrVujQYMGKheygoICTJ48GWfOnAFraIubmxtGjRqFFi1aqGgymQzjx48XLBL+85//ICyMnZp59+5dwWIpJycHixYtYhZkderUwezZs5n2c/r6+jh37hyWLl3KLI709fXRqVMnZsjM4MGDMXbsWEyZMkXFQ9nY2BgWFhZo1qwZtm/frrK/Xbt2xa1bt9C8eXPcu6dqITlkyBDs3r0brVu3RkhIiIreo0cPnD9/Hi1btoS3t7eKbmpqCiJCixYtmLZ9ANCrVy/07NkT69evZ1rSaWlpITw8HKNGjRK8aDZs2BDjxo3DgwcPmDpQ8tnMmTNHbWF44cIFXL16VVAvKirCt99+K3jTCAB//fUXLly4IKhLJBJ89NFHatexb98+jB8/nulaApTcnHbs2BFKpZJ5kY2OjsbgwYOxZMkSDBw4kNmGzz//HE5OTkx7Pblcjnnz5qFz584YMGCAxh9zighDRAHBwcE5QgEuunXqwLCSJi5pK5Uwy85GZgVahnEch1rdusFu4UKYduz41gVsqf9uRQ33qOhCuhSO49CkSRP07t0bhYWF8PDwQFJS0svrkhm00B+GmAtTOMMIrT/QxEMA0CqSo1ZQAmo/ioO0YV1kOzZDM2NzTIQtWsKk3DcJlVFQlw7v6Nixo8avewqFArGxsRor6rdv356bkpKySSMbF6DG/hKlpqbC19cXY8aMwaeffqqiJyQkID4+Hl9++SU6dOigosfHxyM3NxerVq1iFgVXr16Fra0tJkyYoKI9fPgQFy5cYNqc5efnY9GiRWjcuDGMjY1V9I0bN8Lf3x916qjO50xPT8fOnTsFXSFu3bqF8+fPM4uhnJwcBAUF4dChQyoax3EwMzPDV199xewJHjBgAP773/8yeyMnT56MjIwMHD9+XKUYrFOnDmbNmoWAgACmi8f8+fPRrl07eHp6qrSZ4zhs2bIFdevWxa1bt1TWra2tjf/85z8wNjZmPjngOA6//PIL9PX1mcU0ACxatAjm5ubw8fFhFrJNmzbF0KFD8ddffzHbDwBjxozBzZs3ceXKFaauq6uL+vXrY8GCBYLR8jo6Orh8+bJgUQ8AwcHB2L59u6B+/vx5JCQkIDw8nKlnZmbi66+/VpvEuHXrVnh5eQmGtqSmpmLjxo0YMGCAShhRKZcvX0ZGRga+/PJLpp6Tk4OYmBgsXbqUuY6UlBTEx8dj2rRpTL/rxMREhIaGYsqUKRg0aJDgvohUDwoKCrYfOnRIKqSbMKwsK4q66enItrCokLHT+nZ2sJ09GxYjR0JbjbODEO3atUNERITaUKW3obIK6VfR1dVF69at0aNHD6Snp8PT0xNpaWkvr5G64NAOejD+AMsHLZkcJmFJqOMdDZmlKbJ6N0dtSwuMhjX6wwIGFThspaIL6tDQUNSrVw+mpqYV0LryER0dDXt7e0HXssqkqKgIly9flvI8rz42uIr58L4Nb0FiYiImTpyIXbt2wcXFReWCEx4ejtmzZ+PUqVPYsWOHyvLu7u7YuXMn/Pz8MH78eBV9165dcHBwgKenp4oNHRFhx44duHbtGnNZuVwOc3NzwQjzFi1a4JtvvmFGgxIRunTpIlhEdO7cGU5OTsxwkNq1a2PUqFGCPYq///47zM3NYWSkOjN78uTJ2LRpE7P32crKCo8fP0ZkZCSzkFu9ejXOnz+PadOmqRSTRkZGuHPnDsaOHYsZM2ao9JqX9njr6Ohg5cqVzIRFHx8fREZGYuvWrSrb7tWrFx49eoSoqChmIWppaQl/f3+Ym5vjl19+YR6Xw4cP44cffhBM2xs8eDCuX7+Os2fPCvYs79+/H6ampoIFaNOmTTFmzBh07co2kCAi9OvXD61btxbsNW7RogV69Ogh+ONqYmKCzp07M4OESpHL5diyZQvziQlQMnRm3Lhxgsfq0aNHCAoKQlhYGBo0aKCiR0VFYfHixfDy8sKsWbNU9NjYWEyfPh3Hjx/Hrl27VPRnz55h6tSpOHLkCPOmUKT6UVBQcGzfvn0FQt8No5Ytoc245lQEWkSwSE9HehlDMdShbWgIi1GjYPvll9CvV++916Onp4eOHTvC399fMHipLKqikH4VQ0NDdOjQAZ06dUJSUhLc3d0RExOj9slVeajMAVs6ORLUDoiDmfczKI31kdnXASb1LDGMs8QnsIZNBfhks6iogjouLg4ymaxaDO8oLi5GcnIyGjVqpJHtnz17VsnzvAsRVc6J+J7UuGI6Pj4ekydPxv79+9GmTRuVYjc8PBxz5szBqVOnUL9+fRW/Z19fX2zYsAF//vkn6tSpo9Irfe3aNXh5eWHdunVMz959+/a9fATN8oPesGEDVq5ciY4Ck29Onz6NtWvXMhONLC0tYWBggCFDhjCXHTRoEOzs7JjLtmjRAuPHj0dERARz2REjRqBhw4bMcdxNmjTBt99+i7Nnz4L1yNbe3h6HDh3CvHnzVHpezMzM0KpVK6xZswZTpkxR+SExMjLCxIkTMWTIEMyePVul51RfXx+rVq2CsbExfvjhB5WC1cDAANu3b0dSUhI2bVJ96mNoaIgdO3YgPDwcO3fuVNFNTU2xZs0aJCQk4MCBAyq6paUlPv/8c+jq6jJvgAwNDTFkyBB0794dhw8fVtGBEo/oqVOnChaAbdq0wezZswV7tzmOwxdffAEjIyNBL2obGxu0adOGGUoDlNzN6+vrM4c0AUBeXh7u37+PJUuWMG+ocnJysHXrVqxfvx7NGHHQGRkZWLRoEY4ePYp6jKIjJSUFX375JY4fPw4bGxuVbcTHx78slBs1aqTi6xoZGfmy0G7atCnTS12k+kFEeXK5/L7QPA8tHZ1K7Z02z8xEfq1akL9HjLdpp06wW7gQtbp2BVcBvdtmZmZo1qwZAgIC3nmsf1UX0q9iYmKCjh07olevXpDL5bh37x4CAwORnZ1drecscHIFDGMzYO4RAZOIVEgbmCOrbwsYNbTBEC1LfAobNIJRpY/7Lm9BnZmZifj4eHR8h6FFlUlERASaNm2qkbHSAPDbb79lpaenCz+m1RBv5TNdUVRFAuLz589RVFTE/MEHSnrHDA0NBcMpQkNDYWtrKxhuERgYCAcHB0ET94cPH6Jjx46CJ9rDhw/RpUsXwfaXWt6w4HkeYWFhaNu2LVMvKipCQkICmgsEImRnZ6OgoIDZawiU9Ojr6urCyoqdwRMZGQkrKytBD82goCC0aNFC8Nj4+PigS5cuggWhp6cnevXqJTgezN3dXdDPkojg4eGhMr69FJ7ncf/+fWaCIlCSwOfj44NevXoJ6g8fPkT37t2ZukKhQEhICDoJTKqSy+UIDw8XfDIgk8kQExMjOMRCKpUiMTFR8LyWSqVISkoS7LmQSCRITEwUPDckEgkSEhLg4MAOMi0oKEBCQgJatWrF1HNzc5GYmIjWrVsz9YyMDGRkZAjuX1JSEiQSieD+PXv2DDo6OoJhSRWJ6DNdsXAc1/Ojjz76+/Lly8y0KUV+Pp7//juojAm270uOmRkKTUxgxwicYqFnYwOLkSNhIHCdLC9PnjwBAMHv0ptospAWak96ejoSEhKQl5cHc3Nz2NrawsLColwFVgwkeFhOn2ntQhn0U3Khn5ILTslDZmsGaQNzwEAXjWGENjCBDfQ1MnHyfXyoJRIJfHx80LNnT7XBMVWFRCKBn5+fRnylAeDp06cYOHCgX2JiIvuHWIPUuGJaREREpDyIxXTF8iJePOLRo0fNbG1tme/JuHwZ+WocYsoDAYhu3hwN4uKgL+D+A5QkM9YZOBCm3bpVSE+0YHuI4Ovri/r16wt26rz63upUSL8Jz/PIzMxESkoKMjIyYGxsDCsrK5iZmaFWrVrvNFHufYpprSI5dHMk0M0qhH5aHnh9XRTZ1IbMphZ4Qz3Uhg5awBgtYQKjamDj9y4FtUKhgJeXF9q2bSvYuVfVBAQEwM7ODtblGDpVHmbOnJlz7NixL5RK5d8aaYAa3s/7RURERERE5C0gIjIyMvq/33//ffsvv/xiwnpPLUfHSiumOQDWyclIqVcPDWNjme8xadcOdYYOhU4VTO7iOA6dO3eGl5cXjI2NYWZmxnxfdS+kgRJHI0tLS1haWoKIkJ+fj4yMDDx79gx5eXnQ0tJCrVq1YGZmBhMTE+jr68PAwAA6Ojpvvz88QUumgFaRHNpFxdDNlUInRwJtaTF4fV3IzYwgr2OEwhbWIB1t1IEuWsIQTWAEC+hWK/u+0iEfZRXURIRHjx6hUaNG1aaQzsvLg1QqFXxyXdnk5OTg6tWrBTzPC9taaZB/RTEdGxsLOzs7wZmnUVFRgo+XlUolnj9/joYNGzL1+Ph4pj0eUPJIpLi4mHmxLL2jZ1nnERGysrKYY66BkuEaLLcPIkJubi5ze0VFRVAqlUwHkcLCQnAcxxwrK5PJIJFImNsDSoaGCPWuxMXFwd7ennlsCgsLkZ+fz5xoWbqsra2t4KS9Z8+eoWHDhoKPFePj42Frayv4mefn50MmkzHHl5eSkJAgOCQGKDk3MjIy1N6lZ2VloVatWoJDW4CSMXFCn3UpQp/5u74nKyurzItzeno687wshed5pKenq93vpKQkWFtbC34+RIT4+HjB7xVQMmNc3YSb6OhoNG7cWOM2USJlI5VKXY4fP75p7dq1Jm/OUwEAPUtLGDk4QPL0aaVs37SgAOnW1pAYGsJI+j9zET1LS5iPGAHDxo0rZbtC6OrqomvXrvD19YWjo6PK3J0PoZB+E47jUKtWrdfCRBQKBfLy8pCTk4OUlBQUFRWhqKjo5SRGHR0daGtrg+M4SDke2oUymHlHg+MJWsWK0hVDqa8D3kAXvIEu5LUMIbG3AG+oC3AcakMHdtCHDfRhC33UruaWfW9TUEdERMDQ0LBKhrW9LU+ePEGrVq00di7u37+/SCqV/peI1Gfca4ga/SuUnp6Ob7/9FqtXr2YWVXFxcfj8889x6tQp5vLe3t7o1asXpFJVZyelUolt27Zh06ZNzJPr2bNnGDlyJLNA5Xkec+bMEQx0OXLkCPz8/Jiam5sbrl9nO8KEhoYK+kynpaXhP//5D1PjOA5ffvklczKJnp4eJk+ejOTkZOaya9euxenTpwXbM3bsWCQmqvqqGxkZYdasWdiyZQszWEVPTw/dunXD6dOnmXZuEokEXbt2xdWrV5nt1tLSQrdu3XD58mWmbmJigkmTJuHgwYOCdnGurq7MSZWlaGtrY968eUx/7lKkUilmzZql1pLuzp07uHz5sqAOlLitCPn1lvLTTz+p1bOzs7F27Vq17/n777/VBrtIpVJMnDgReXl5gu+5cOECFi1aJFhIh4aGol+/fi/ji9/k+fPnmDp1quB5lZycjDlz5uD3338XC+kPBCKSKRSKP1xcXARn4NcWmK9QUdgkJSHlxeRYLV1dmA8Zgnpz51Z5IV2KsbEx2rVrBx8fn9fCpz7EQloIHR0dmJubo0mTJmjbti26du2K3r17o3///ujfvz969OiBzp07o0OHDqjXzgFKQz3kdbRHTpdGyOzrgMz+LZHZzwE5PZtC2rEhDFs2RMN6duhqZImhnCU+Rz1MRD30hwVawqTaF9KlqJuUGBsbi5ycHMH5J5ogMzMTADTWS65UKrFjx478vLy8/RppwFtQY3+JeJ7H7NmzsXv3bqatWVFREcaMGYMbN25g0aJFKnpoaCj69u2LRo0aqUyaIiIsWrQIixcvZvrplk5Us7e3V+lZLS2kT58+zZzsFRoaioULFwo+/lm7di1iBR5V3rp1C3/99RdTy87OxpYtWwQL2+vXrzOTIEs9qHv37o1nz56p6B999BEmTpzItEtzdnZGeHg4+vbtqxLawnEcFi9ejGXLlmHlypUqy9ra2mLUqFGYOHEi8+ahbdu26NSpEz766CM8fPhQRa9fvz4GDBiA0aNHM5MfOY7D7NmzMXv2bMGbjHHjxuHUqVMYPny4YEHdvn17ODk54dq1a0y9Xr16uHjxIr7//nvBme9aWlqYM2eOYHEJAH5+fti/X/g6EhMTgz179qhdx7Jly5CQkCCoe3t7Y/z48WgiEKSRkZGBQYMG4eHDh4JPcnbu3ImxY8dizJgxgu10cnKCgYEBc7KmVCrFxx9/jKtXr+Lrr79W0RUKBaZMmYITJ07gxx9/FNwXkepHRkbG1s2bN+cIfQ/07e2hX4nRxEZSKXQUChS3bQu7hQtR28kJnIYcCUqpW7fuy2ApuVxeowrpt0FXVxf6+vowNDSEtVEtGGvpwtHACn31rTBMyxKjYY0JsMU02GEG6mMsbDAAFuiE2mgMIxh/wA/XWQV1fHw8kpOT0bVr12rTUUBECAsLe+sJs5XB5cuXeblcfoWIhHtxNEz1+LQqgUuXLkFHRwdnzpxh/vAfPnwYjo6OOHTokIoJOhFh+/bt+P7775mFXn5+Ph4/fozVq1czvYELCwvRunVrjBs3TkWTyWSIiorCp59+yvyy3Lp1C/r6+q89KivlyZMnCAsLUylMS/Hx8UFwcDBTLy2yhFL0OnbsCFdXV2Y4ycCBA2FkZMTsXR02bBgmTJjA9JjW0tLC6tWr0b17d3h5eanoAwYMwJ49e+Dn54eoqCgVfenSpdi2bRu2bt3KLBLXrl2LrVu3YtWqVcxid8WKFdi0aRN+/fVXZhjNp59+ivXr1+PatWtMb24jIyOsW7cOWlpagsd81KhRaNmypWDPM8dxGDp0KB49eiQYja6lpQWJRCIYIQ+UDEX6559/BD1e//nnHxgaGkJogm9aWho8PDzUzgj39/dH7dq1BX2mS5+yTJs2TdBRxdfXF1988QU++eQT5jrOnDmDKVOmYPny5Uz99OnT6NSpEw4cOMAMJ3BxcYGdnR1cXFwgNJlNpHpCRCkFBQXerERToOS7Urt370rbvq65OTo4OiLJwgJ8NXBGKMXa2hrNmzeHt7c3AgMD/zWF9JuYQReG0EJbmKIlTNAIRrCBPsygCwNoV6uxzxXFqwV1ZGQkEhIS0K1bN43ZzrGIioqCpaUlsyapKjZs2JCZmpq6UWMNeBuIqMpeXbp0oarg/Pnz9Omnn5JMJmPq+/bto9mzZ5NSqWTqK1asoP/85z9MTaFQ0NixY8nNzY2p5+bmUp8+fSg7O5t4nlfRHz58SNOnT6fi4mLm8uvXr6erV69SUVERUx86dCgVFhYyteDgYFq0aBFzvwoLC+nHH3+kBw8eMJctLCykvn37klwuV9EUCgV5eXnRzJkzmcvyPE8rVqygY8eOMfWioiIaNmwY+fv7M/W4uDjq27cvxcfHM3VfX18aOHAgZWVlMfXbt2/T8OHDqaCggKnfvHmTRo0aRVKplKl7eXnR8OHDmTrP8xQZGUkDBw4kiUTC1PPz86lPnz6Um5vLXL9MJqOPP/6YEhISmHphYSGtWbOG7t69y9R5nqcrV67Qr7/+ytSJiPLy8uizzz4TPG+IiPr37y94jIiIJkyYQE+fPiWFQsHUly9fTmfPnhX83uzcuZPWrVvHPO+JiE6cOEFfffWVoP7nn3/SlClTBLd//Phx+vzzz5nnaEUCwJ+q8Lr4b3oB6OTk5JQhdOx5nqfE/fvp2erVFfaKWb+est3cSPnivHn+/Dk9fPhQqAkaged5un//Pl2/fl3wd+vfgNA1sKYTFRVFV65coYwMwa+GRsjNzSV3d3fBa35V4O3tTTY2Nu5UDa5f6l41rmfax8cHJ0+ehIuLC3Py2o0bN+Dt7Y29e/cye4ZdXFxARPj++++Z69++fTucnZ0F/Yw3bNiANWvWwMzMjNmz8Pvvv2Pt2rWCE+P8/PwwZMgQZigFz/MwNTVljsMG8NKKiLVfRkZGcHJyEhzfa2RkhFGjRsHd3V1F09bWhqOjI3ieR2RkpIrOcRzWrl0LFxcX5jhwfX19nDhxAkuXLmWOP7e3t8eBAwcwc+ZMZs9rt27d8H//93+YNm1a6Q/yawwaNAjff/89Zs+ezdy3IUOGYM6cOcxhAwDg6OiIefPm4YcffmDuW7NmzbB48WKsWbOGqZuYmGDVqlXYsmULc/16enpYtmyZ4DANIyMjjB49Gq6urkyd4zg0b95c7RCOrKws2NvbC4aZJCcno0WLFswJqEBJqIquri5atGjB7BV5/vw5oqKiMHbsWOb5FR0djdu3b2PlypXM8z40NBTnzp3Drl27mLqvry/Onj2LI0eOMLfv6uqKmzdv4siRI2onc4pUb4joUXR0dLBQiAvHcagzeHCFbc+oRQvYLVgAs379oPXivLGzs4NSqURKSkqFbac8EJUM7ahduzbatm2rMoZapGYTHx+PlJQU9O7dG8HBwRUSPV4R8Dz/MvdCU0NOiAgLFizITElJWaiRBrwDNc5nWqFQgOd5QReI4uJiaGtrCz5GKU2KE3rEJpPJ1KavFRcXC267tH3qigGe5yvtxCUitY8Oy9p2WW0va9+LiopUZq2/ilQqVTsMobL1stpX1mcvl8sFb5KAkkkU6twtAFTqo92yPn917QPK3j91x4eIUFxcLKgrlUooFApBvbi4GFpaWlVSSIs+05ULx3EO7dq18wwKCqordD6m/PEHpNHR770NHTMzmDs7w8jBgXnOy2QyeHl5wcnJSe01q7IpLaRfHdqRkpKCiIgI9OjR41+X9Onm5ob+/ftruhlVRmxsLJKTk9GtWzfo6Oi8V7BLZREREQGe5wWDtqqCa9eu8TNnzvwnOTn5Y4014i2pcT3TOjo6ai+Oenp6agsGAwMDtQVHWRe3si7MZRUDlXkHWFahVta2y2p7WfuurlAFUGbCU2XrZbWvrM9eXaEJQO15x3FcpY+RLGv9ZY3TK2v/1B0fjuPU6tra2mp1PT09sUe6hkBET9PS0lwvXrwoaHFTZ9Cg91o3p60Nsz59YLdgAYxbthQ85/X19dGiRQuEhIS813YqAlYhDQA2NjZo2bIlHjx4gIKCAo21T6TyICI8ffoUqamp6N69+8trW3mjxyuKvLw8pKSkCM6fqQp4nseiRYuyUlJSvtFYI96BGldMi4iIiIhUb1JTUxcvWbIkSykQIa5frx6M39EazLBJE9SbNw91Bg2CVhk3fkDJcA+e5zUy3EOokC7FysoKnTp1gr+/f5mWmCIfFgqFAv7+/pDL5ejevbtKJ4amC+rqMLwDAE6dOqXIzc29QkSxGmvEO1Dji2me53HlyhXI5XKmXlxcjL//Fk6mTE5OZlqvASUXxDt37jDH8QIlj0mEXCByc3MRLfAYs7i4mDk2GSj5IgotJ5fLERMTw9QKCgqYtnilbYmPj2dqMplMbe+N0Mx8APDy8hLsWSksLMSdO3cElw0ODhY8BkCJjdvz58/VLi90LIASRxZ1bQeA+/fvqx27yPM8fH191a4jMTFR8BwoJSIiAkJFRSnqjsW7vOfJkydq9dIfeXVkZ2eXua179+6p3aeMjAxBL3Wg5Dsg5DwDlAwLuXz5slr/bpHqCxElFhQUnDl69Cj7wgzAbODAt3pao2NqCsvPPoP1F19AT00IE4v27dvjyZMnVTpGuaxCupTatWvD0dERkZGRiI6OFvydEflwkEgk8PLygrW1Ndq2bSv42WuyoI6KioKVlZVGh5kUFxfjxx9/zE5NTV2msUa8IzW2mCYi3LhxA127doW3t7fKI2qe53H69Gm0bt0a2dnZKsvLZDJs2bIFXbp0Yaa0JScn45NPPoGrqyvzC3Hx4kWMHz+embCXnZ2NIUOGCA4rWLZsmWBx6+LiIlgE+vr64uTJk0wtPT0dK1asYGpGRkb45JNPmPZy+vr6mDt3ruA2z549iwULFjAt9UxMTNCmTRvmzYqxsTGOHTuGkSNHMgu85s2bY9iwYZg3bx4zMKZp06bo2rUrfvjhh5eG8m/qAwYMwPfff8+cuGdqaoqtW7fiiy++EOyZkkgk6NGjBx4/fszUtbS0sGHDBhw+fJipl+7n8OHD1V4Qg4ODBb2uS9m5cyfCwsIEdSLCwoUL1f7gPn36FJs2bVK7nfXr1+PBgweCelRUFJycnAQjkKVSKRYtWoT9+/czh43wPI+DBw+iffv2zORMIsL58+fRpk0bpl0hEeHSpUto3749IiIiqo0Xq8i7k5aW9tOaNWuyWdcOANCrWxcmDC/yUjgtLdR2dITdwoUwUVOYqENfXx8ODg5VNtzjbQvpV9vn6OiI/Px8BAYGlnnTLVJ9yczMhI+PD9q2bftWyYaaKKhLh3c0b968SrYnxN69e2USieQIEanviapOVKV1SFVZ4xGV2LkNGjSIbG1tKScnR0XPz8+n1q1bU/v27ZlWXA8ePCBdXV1atmyZisbzPE2ePJm0tbWZdmfe3t6kra1NP/zwA3O7jo6OZGdnx2z3hQsXCAD5+fmpaHK5nJo3b05r1qxhLrt69Wpq3749UwsICCAA5OPjw9RtbW3p008/ZVrgzJ8/n0xMTCggIEBF8/PzIwDMfSUqsfKzsLCg5ORkFS0yMpJ0dXXpyy+/ZNqlHT58mHR0dOjUqVPMdW/cuJH09fXJ1dWVqe/cuZO0tbXp4sWLTN3Hx4cA0PLly5m6UqmkJk2aUJs2bSg/P19wGwDowoULTJ2IqH79+tSnTx9BS8Nz586Rnp4ehYSECK6jf//+NG/ePEHd29ubAAja7ymVSurbty+NHTtWcB179+4lAIL2VKmpqdSsWTPq0aOH4DrWrVtHAAStIx8/fkwGBgY0a9Yspp6fn08tW7akdu3aMc9FmUxGPXr0oCZNmghaHZYXiNZ4VfYyNzdfvXnzZlXPyRfI8/Mp9v/+T8XuLunQIZKlpAgt9s74+vpSUlJSha2PBc/zFBgYSI8fPxa0h1S3bHR0NN27d6/SzvvqQE21xouNjSV3d3emvWpZ5Ofnk6urK7OOqUiUSiV5eHhU+nbKIj8/n2xtbVMAmFA1uEa97atGdusQEb777jsMHz4cbm5uKo8r5HI5Zs+ejZ9//hmnT59W6UHLzc3FypUrXybXvUlYWBhSU1Nx7do11Gckdvn6+mLBggWYNGmSimZkZAQjIyMsWbKE2fb09HR06tSJ2fMXHR0NjuMEJ9JlZ2dDqVQiNTVVRZNIJGjSpIng0IfPPvsMCoWC+bhz9OjR6NevH7NXpEuXLti9ezf8/f2ZvdMbN27EqlWrsG3bNhWtWbNm8PX1RWFhIc6fP6+iT506FV5eXjh48CB8fHxU9EWLFsHd3R1r1qxh9trOnj0bd+/exW+//cYMlenevTvc3d3h5+eHR48eqehaWlo4cOAAOnbsCE9PTxUdKEmAnDNnDp4+fcrUAWDu3LkwMTERnGBnbGyMhg0bCg4HISIolUrEx8cLhrbExsbCzs6OGX4DlAyrkEgkalOsdHV10a9fP2YyJ1DS69yoUSNB28jCwkLcvXsXhw4dQt++fVV0hUKBVatW4fjx41i2TPXpHc/z+Prrr7F8+XKcOnVKpddZqVRi7ty5+PLLL3H16tUyJ4yKVH+ysrK2/P7777lCPW86JiYwGzDg5b+1jY1h+cknsJkxA3rW1hXWjvbt2yM8PFww6bS8EJUv2ZDjODRp0gQODg548OAB82mqSPVDqVS+DFJzcnIqcxI8i6rqoQ4LC4O1tbXGXUR++eWXQqlU+isRfVizb6uycq+KnmmlUknz5s2j33//nanL5XKaNGkSubi4MPXCwkJydnYmT09Ppp6WlkZ9+vShxMREpv748WMaOXKkoMn5qVOnaNOmTYLtnzt3LoWEhAj2XAwdOlRQi4iIoG+++Yap8TxP//nPf+jq1auC+vDhwwWDURITE2nw4MGC+3X+/HlasGABUyMiWrJkCe3Zs4epyWQy+uSTT+iff/5h6llZWTRo0CDBwJmkpCTq27evYM/u8+fPqW/fvhQREcHU09LSqG/fvhQVFcXUCwsLacCAARQZGcnUeZ6njz76iEJDQ5k6EdGCBQvIy8tLcPk9e/bQn3/+Kbi8h4cHrV+/XlDPyMigyZMnC+qlT2qEzh2e52ngwIGCwTM8z9Po0aPp8ePHgvoXX3xBN27cENRnzZpFJ06cYOpKpZJmz55N+/fvF2z/tGnT6NChQ0y9IoHYM12lL1NT0/nff/89+9EPEfFKJT3fs4cy/vmHFJXYK5uVlUVubm6CgVrvS3l6pFkUFBSQh4cHhYWFaTRMozKoST3T2dnZ5ObmRlFRURXyuVdmD3VcXBz5+flVSDvLQ1paGllbWz8HoEfV4Nr0Lq8q3VhVFNNeXl60Y8cOQf3atWt08uRJQf3PP/+k69evC+r79+9Xm561detWwUftRCVDE9Q96tmwYYOgplQq1abgpaen05EjRwT14OBgwYKViOjq1avk6+srqB84cECw4CQqecQvlOCkVCpp0aJFgvsukUhowYIFgul32dnZtHDhQsEve3JyMi1evFiwbfHx8fTjjz8K6jExMbRu3Tq1urpjHxcXR9u3bxfUExISaN++fYJ6YmIiHT16VFBPSkqi48ePC+opKSlq9dTUVDp48KCgnpycTLt37xbUExIS6L///a+gHh0dTb/99pug/vjxY7W6t7c37dy5U1C/efOm2nO7IhGL6Sr+EQJ0rKys4tQNs1BWcuplKQkJCeTt7V1hRUVFF9KvrjciIoLc3NwoOzu7wtaraWpCMa1UKiksLIzu3btHeXl5FbruyiioMzMzyd3dvdKTZd+GuXPn5hgZGU2lanBdetdXjQttERERESkPYmhL1WNoaDhuwoQJ+48ePWqm6baEhYWB4zi1Q6LeBqLyDe14G/Lz8xEUFIS6deuiRYsWH/yE3A89tCUnJwdBQUGws7ND06ZNK+Uzr8hgF6lUCm9vb/Ts2fO9hqBUJHFxcejRo0d0ampqCyL64GyaPuxvnoiIiIjIB09RUdHZ69evpwiN+a9KWrVqhby8PEEr0behKgppoMSVyMnJCdra2vD09Kw2UdT/NnieR3h4OB4/fozOnTujWbNmlfaZV9QYaoVCAT8/P3To0EHjhTQALFmyJDszM/ObD7GQBsRiWkREREREwxARZWRkfDV9+vSsqnxayoLjOHTu3BlRUVFMe8ayqKpCuhSO49C8eXN06tQJwcHBePLkieBEZZGKJysrC56entDW1oaTkxNMTU0rfZvlLaiJCIGBgWjYsCHMzc0roYXvxv3793Hv3r1ohUJxTdNteV9qfDEtl8tx9uxZwdCWwsJCXLx4UXD5mJgYtaEtV69ehdDFPyQkhOmBDJR4TgqFrxQVFSEiIoKpyeVyQccGuVyOZ8+eMbWCggJB7+q8vDzB5YqLixEQEMDUAKgNrfH09GR6PAMl7iJXrlxRe+yCgoIEt+vt7a02OCQoKAihoaGCekFBAW7evCmoAyXBIxKJRFDneR73799Xu47ExESmT/arhIeHC56fr76nLNQ5ipSi7pgAJfvEcjZ5lbS0NMHzs5Q7d+6o9cRNTExUG3hTWFiIS5cuCeoymQxnz54VQ1tqEAqF4l5kZOTVgwcPVl2CigC6urro2rUrHj16xHQpEqKqC+lXKe2l1tPTw7179xATEyN+PyqR/Px8+Pr6IjIyEp06dULz5s2r9PMuT0EdGRkJfX19ZoZGVSORSPD5559npKamjidN30mXgxpbTCsUChw6dAgODg6Ijo5WCW2RSqX47bff0KRJE+YXIDMzE4sXL0bv3r2ZBuZhYWHo168fgoKCVJYnIuzfvx8zZsxg3vUlJSWhf//+guOdFi5cyLS3A4Bjx44Jhmr4+PjgxIkTTC07OxtLly5laiYmJhg7dizTbklPTw/fffcdrly5wlz2zp07mDhxIrNotrGxQatWrbB//36VwsrIyAjXr19Hz549cffuXZVlHRwcMGHCBHz66afMRL5WrVqhX79+mDp1KrOodnBwwOjRozFlyhSmbmJiguPHj8PZ2VkwlEVbWxvt27eHm5sbU9fS0sLvv/+OX375RfCmwMzMDEOHDhX8PIGSQnnDhg2COgDs3btXbTIhUUloizqCg4Px66+/ql3H4sWL1W4nICAAvXr1grWALVlmZiamTJmCv/76ixnaIpVKsX79enTp0gVNmjRR0WUyGXbs2CE43rC4uBi7du1Cs2bNkJmZ+cGPERV5nbS0tHk///xzWkJCgqabAmNjY7Rt2xb+/v5vFZaiyUK6FC0tLTRt2hS9e/eGTCaDh4cHEhMTBa9PIu+OVCrFo0ePEBQUhKZNm6JHjx5V0hvN4n0K6uTkZGRmZqJNmzaV3Lq34/vvv8/LycnZSETCkcUfAlU527EqQ1skEgk5OTlR69atqaioSEVPT08nBwcHGjhwIHOW9bVr10hXV5fpQKBQKMjZ2ZlMTU2ZVnI3b94kALR582YVLSsri9q3b0+tWrVitvvAgQMEgMLCwlQ0mUxG9vb2tHHjRuayq1evprZt2zK10NBQtYEczZs3p/79+5NMJlPRVq5cSbq6unT//n0VLTo6mgDQrFmzmMdxypQpZGpqynQBSUlJIXNzc/r000+Zy/7zzz9kaGgo6DJx8OBBMjY2pvPnzzP1M2fOkL6+vqALREREBOnp6dFXX33F1Hmep27dulGDBg0ELQNdXFwIgFrLttatW1OHDh0E13H16lXS1tYWtP4jIho4cCB9+eWXgvq9e/cIgKBlY3FxMXXu3Fmtfd6qVasIgKBbTUJCAtna2tKwYcME1/Htt98SAEGbQi8vL9LT06MVK1Yw9YyMDGrWrBn179+feU7k5eVRly5dqHPnzoLOL+UFopuHRl9aWlr9nZycMjVt01VKdHQ0BQQEqHXjqCzXjvIilUopKCiI3N3dKTU1tVq1jUV1dvOQyWT0+PFjcnNzo+Tk5Gp1LN/W5SM3N5fu3r3L/J3XBB4eHryVlZU/AC2qBtee8rxqZLdOXl4ePv30U6xYsQLXrl1TCctIS0vD+PHjcezYMRw6dEilByE8PBybNm2Ch4cH5s2bp7L+f/75B3Xq1MGdO3dQp04dFf3KlStYv349pkyZoqLp6+ujdu3agr3EBQUF6NGjBywtLVW06OhoGBgYwNjYWHC/ATDjsYuKiuDg4CA41OPzzz+Hnp4eiFR7MD7++GOMHz+e2bvapEkTXLhwAREREUy9NKRjyZIlKkMZrK2t4ePjgzZt2mDVqlUq2x4xYgSCg4Ph6emJI0eOqKx7xowZCAgIwJEjR3DhwgUV/bPPPkNAQADOnz+Py5cvq+jNmzeHv78/CgoKcPr0aRWd4zhs374d06dPx7Fjx1R0ABg1ahRWrlypNoJ7wYIFqFOnjuCTCFNTU7Rs2VJwSBBQ0uOUlJQkOBwkISEBDRo0EBw6lJGRASJCu3btBLdhbm6OkSNHCroYJCYmwsnJCd9++y1Tj4uLw6NHj/DPP/+gbdu2zDasWLECV69eZQa/5OTkYNKkSTh8+DDze5mVlYWxY8fi119/xYULF5g93yIfPkql0i0yMvKfAwcOyDTdFgBo3LgxtLS0BIdREWm+R1oIAwMDtG/fHl26dEFCQgIePHggOPROhI1cLkdERATu378PU1NT9O3bFzY2NtXqc36bHmqJRIKAgAB06dIFenp6VdxCdnu++OKLzLS0tM/oA510+BpVWblXRc90eno6DRo0iNzd3Zl6QkIC9evXj4KCgph6eHg49enTh54/f87Uvb29ydnZWTDS9ezZs7Rw4ULB9q1du5ZOnz4tqH/66aeUlJQkeNc7ZMgQwWUjIyMFt83zPB04cEAwmpuopBf56dOnTK2wsJD69u0rGOoREhJCzs7Ogne8f/75J02dOlUwZGDNmjW0YsUK5n4rFAqaPXu2YBBPUVERTZgwQbAHWiqV0tixY+nMmTNMvbi4mD777DPB2HGe5+nzzz+nK1euMHUiom+++UZtpPiWLVsEA0t4nqczZ86o9Uf39fWllStXCurJyck0ffp0Qb2wsJCGDx8ueF5JJBLq27evoNdo6eefnp7O1PPz86l///6CwTg5OTk0cOBAwV7vjIyMMoN5+vfvr9YHvaKA2DOt8RcAE2tr64S4uLiyP7AqgOd58vf3V7k+VtceaSFycnLI19eXPDw8KCEhodqFvlSnnumCggIKDg4mV1dXioqKqrQnYRWJUA+1RCKhu3fvCj4d1QRfffVVrpmZ2bdUDa43FfGq0o1VRTEdERGhNlQlMDCQwsPDBfUHDx5QfHy8oO7m5qb2hLx16xZzWMmrurqLrrqLiVKppHv37gnqhYWFavc9JSWFnjx5IqhHRkaSuh+vhw8fUlpamqDu5uam1qT+77//Vntszp07J3jB4nmeTp8+LXjsFAqFYLFMVFIwCw0HISopyC9fviyoS6VSwXQ/opKLlaurq1pdKFWTqOTCra5QzM/Pp4CAALX6o0ePBPW8vDy150Zubq7a7WdlZakdhpKWliaY8EhUkkLp7e0tqEdGRpK/v7+gHhwcLJi+WNGIxXT1eGlpafV3dHSsNsM9lEol+fr6vhyy9qEV0q9SWFhIjx8/JldXVwoPD1cbJFaVaLqY5nmeUlJSyNvbmzw9PdV2bFVX3iyopVIp3b17lzIzMzXcsv/h7u7OW1lZ+QElWSc14SWGtoiIiIi8ghjaUn2wtrY+tnbt2glz587VL/vdlQ/P8/Dz84OVlRXy8vKq5dCOd0GhUCAxMRHx8fHQ09NDw4YNYW1trbH90VRoi1QqRXx8PJKSkmBubo5GjRqVOxBFk5QGu7Rt2xZhYWFo06YN6tatq+lmAShxamrTpk1GXFxcVyKK03R7KgqxmBYRERF5BbGYrj5wHGdsZWUV7ufnV9/e3l7TzQFQUoC6urrCxMQEjo6OH2wh/SZ5eXmIjY1FRkYGLCwsYGNjg7p161bp3ISqLKYLCwuRkpKClJQUEBHs7e1Rr1496OjoVMn2K5usrCx4eXmhTZs2aNy4saab85Kvvvoq78yZMz/l5OTs0HRbKpKacdaIiIiIiNQ4iKhQR0fn84kTJ56/f/++uaYLVyJCaGgobG1tUVhYiJiYGKbF44dIrVq10L59e/A8j6ysLKSkpODJkycwMjKCtbU1bGxsVCbzf0gQEbKzs5GcnIz09HQYGBjAxsYGnTt3rhYJgBVJUVERQkJC0K5dOzx79gzm5ubVoqfd3d2dLl269DQ3N3enpttS0dRIN49XISL4+PgIuiDwPA8fHx/B5fPy8tSGYQQHB0Oodz81NVUwQauoqIjpulHaJiGNiJCWlia4XEZGBlOTyWSCbZFIJIIzvOVyOZ4/f87UAPVhIqGhoSguZucvSKVStX7GUVFRar2ZQ0ND1aaTRUVFCR4LoKRXoqwglLCwMLWhBzzPC7pnlJKZmYnCwkK17yntGVGH0Gf+ru8ROq9epSyPX6lUWmbUcnh4uFpv3rKOP8/zakNdiAgPHjwQQyn+BSgUCvfo6Ogre/fu1ai7B9H/XDvatm2Lbt26ISMjQzBE60NFS0sLdevWRdu2bdGvXz+0atUKxcXF8PPzg6enJyIiIpCVlfVW3tuahIggkUiQmJiIgIAAuLm5IS4uDubm5ujduzd69uyJRo0a1bhCWiqVwtvbG23atEHDhg0rJHq8IigsLMS0adMy0tLSxlFVDomoImpsMV1cXIxjx46hS5cuuHr1qkpoS2FhIXbv3o2WLVsiJkbVKzwzMxOrVq1Cp06dYGFhoaI/ffoUn3zyCS5evMgMbTl16hTGjRvHvBvMyMjAsGHDBB8nrVy5EnFx7KFEFy5cwL1795haSEgITp48ydTy8/Px448/MjUDAwOMHz8eBQUFKpquri7mzJkjGFxy7NgxzJ8/n/lF5TgObdu2xYkTJ1QuvIaGhti+fTtGjBgBDw8PlWLS1tYWAwYMwIwZM5hJiJaWlujYsSPmz5/PvNmxsbFBnz59MH/+fGZoi7GxMdasWYPJkyfjyZMnzH1LT09H9+7d4eXlxdS1tLSwatUq7Nu3T7AYNjQ0xMiRI5mBOKU8evQIO3eqv1HftWsXYmNj1b5n2bJlavVnz55h8+bNat+zadMmuLu7C+pPnjxBv379BH+AsrOz8c0332Dbtm3Mx8MSiQS//fYb2rdvj1q1aqnoRUVF2L9/P1q1asXcX6lUigMHDqBdu3bw8fERQ1v+JaSlpS1Yu3ZtmtB1sbJ5tZAuHSOtra2Nrl27Iicn563SRz9EOI6Dqakpmjdvjt69e6Nbt24wMDBAfHw87t+/D3d3dwQEBODZs2fIysrSWIx5aeGclJSEsLAweHl5wc3NDcHBwcjPz0ejRo3Qv39/dOrUCba2tjVmKMebSCQS+Pj4oH379i/HSJc3eryiWLRoUW5OTs66mjRO+jXKM3sRQCyAEACBeIsZ8FUZ2pKZmUmtW7emtm3bMu3aoqKiyNLSkkaOHMmcrXv48GECQHv27FHRioqKqEuXLlS3bl2me8Uff/xBAGjXrl0qWkJCArVo0YJ69uzJbPfRo0cFwzfkcjk5ODjQzp07mctu3bqVevXqxdSeP39OHMcJOip07dqVhgwZwnTb2Lx5M2lrazPdLp4/f066urr08ccfM504Zs+eTdra2kyniPT0dLK0tCQnJyemJdudO3dIV1dX0BLu5MmTpKOjwzzORCXuIVpaWrR+/XqmHhMTQwYGBjRq1CjBGdsDBgygWrVqUUJCAlO/cuUKAaBNmzYxdSKinj17Uvv27SklJYWp379/n/T09NS6WXzyySf07bffCuqPHj0iAIJuKnK5nBwdHWn+/PlMned5Wr16NQGgyMhI5nvCwsLIzMyMPvvsM6auVCppwoQJpKWlJbiOixcvEgDasGEDU4+OjiYLCwsaMWIE8zNJTk6mxo0bk6Ojoxja8i97aWtr9+nYsWOmOkegyqAs1w6e5+nhw4cfpKtHeVEqlZSdnU0xMTEUGBhI7u7udPfuXfL396fQ0FCKjo6mxMREyszMpMLCwjK/s0JuHjzPk0wmo9zcXEpNTaW4uDh6+vQpBQUF0f3798nV1ZW8vb0pPDyckpOTBa1razKlgSxCbmNvG+xSGVy6dEluZWX1ADXIvePNV0Xcng0gIuHn6RogKioKs2bNwoEDB1CnTh0Vg/KgoCB8/fXXuHLlCmxtbVV6lm/evIk///wTt2/fZk6G2LNnD5ycnLB582aVGFGe53Hp0iUsXboUX3zxhcqyenp6sLa2xoQJE1Q0IoKfnx+aNm0KGxsbFT0gIAB5eXnIz89n7ndQUBBiYmKQnJwMW1vb1zSZTIY6derg5s2b6NGjh8qyQ4YMwfXr1yGRSFTGxX322Wdwd3dnBr7Y2dnh8OHDOHbsGEJDQ9G+ffvX9LVr16Jfv35Yvnw5zpw581ovf926dXHjxg34+vpi2rRpOHz48GvbHjhwIB4+fIijR4/ihx9+wObNm1/riZw0aRLatGmD7du3Y9OmTVi+fPlrn+XIkSPh6+uL3bt3Y8uWLVi6dOlreqNGjeDq6oq//voLGzduxMqVK1XOhQ0bNuDevXvYvHkzduzYoaI7Ozvju+++g7e3N5RKJbM3duzYsTh37pxgb66ZmRnq1KmDBw8eoEuXLsz3pKSkID4+HlKplLmeu3fvonbt2ggODoaTk5OKHh0djbS0NFhZWTHXT0RIT0/HwIED0bRpU+Z7njx5gkGDBuHLL79k6n5+fsjOzsaff/6JZs2aqehhYWH47bffcOHCBQwbNkxFf/r0Kb766itcvHgR9evXVznWYWFhmDt3Ls6cOQNTU1MxtOVfhkKhuGdhYfHLjBkzfjx58mTtqhg/TVR2IAvHcejUqRPCw8Ph6+uLzp07qzwJraloaWnBzMwMZmZmL//G8zwKCgoglUpRVFSE/Px8pKenQyaToaio6OXQLF1dXXAcB47joKWlBY7jUFhYCG9vbxAReJ6HUql8+X49PT3o6+vDwMDgZXiZhYUFjI2NYWBgoIndrzYkJyfj6dOn6NKli2C0eWkPtZ+fHzp37lxlY6hDQ0Mxe/bs5LS0tJFEVOOGd7ykPJU4Snqm677t+6uiZzooKIj69+9PMTExTP3+/fs0ZMgQSk1NZepXr16lTz75hAoLC5n6sWPHaMGCBYI9EBs2bKC9e/cKtm/WrFnk7e0tuPzw4cMF7yyVSiUNGzZMMBglKiqK5s+fz1y3TCaj06dP0759+5jLKhQKWrJkiaCPtUKhoOHDh1NsbCxTT01Npb59+1J2djZT9/f3pwEDBgj6TF+8eJFGjRolGCKwd+9emjJlimDP0C+//KK213Xt2rX0ww8/qNXXrl3L1IlKeufV9T7v2bOHfvnlF6amVCrpzJkzgssXFxfTnTt3aM2aNYLr9/f3pyVLlgjqcXFxNHv2bMHQlfT0dBo/frzguZOenk7Dhw8XPP7Jyck0cOBAwc8vPj6e+vfvL3juRkZGUv/+/SkpKYmph4SEUP/+/QWfAPj4+NCgQYME49IrEog909X2BYCzsrL667fffqt0Y+T38ZF+/vw5ubm5UX5+fiW37sOG53kqLi4mmUxGUqmUJBIJFRYW0p07d0gqlVJRURHJZLIPIihFk/A8T+Hh4eTl5fXWEeFV2UOdkZFBDRs2TAfQmqrB9aMyX+WyxuM4LgZANgACsI+I9jPe8xWArwDA3t6+S2WPeZNKpZDL5czxmEDJhEJdXV21Yz5NTEwEexaysrJgZmYmOFYzOzubGTFeSn5+vuCdI1Ay5snIyEhQLy4uFowCJSq5mxfqsZPL5dDS0hLUpVIp9PX1BfctLy8PpqamglZQZe17RkaGWq/L9PR0Zox6KampqbC2tn5vXV3P7NtsPzMzkzl+Hig59nl5eYJ3+0SEwsJCmJiYMHWe5yGXywVny/M8DyJS2xsrl8vV9ogVFRWp7cEpKCgQbF9Z+8fzPHJzcwU/f4VCgfz8fEG9qKgIMplMcP35+fnQ1tZW+92oKERrvOoNx3H6lpaWfidPnmwzZMiQShk0T/T+EeE5OTl49OgR2rZtq/Z6IqKKpnymP0QUCgUCAwNhYGCA1q1bv9P8kVIf6srsoZbL5ejTp09WcHDwDIlEcrlSNlKNKG8xXY+IkjiOswJwC8DXROQh9H7RZ1pERKS6IxbT1R+O46ytra0DPD0967GGFJWH8hTSpRQVFcHf3x/16tVD48aNa4wXdWUjFtNvh1QqhZ+fHxo2bIiGDRu+1zoqu6CePXt23sWLF39PT09fXeErr4aU666eiJJe/DcNwAUA3SuiUSIiIiIiIkIQUWpqauooZ2fnzLy8vIpcb7kLaaDEIcnR0RG5ubkICgoSLRxFKoysrCx4e3ujbdu2711IA5Xr8rF3717Z5cuXPTIyMtZU6IqrMe9dTHMcZ8xxnGnp/wMYCuBxRTVMRERERERECCJ6lJaW9vXo0aOzK8LzuKIK6VK0tbXRsWNHmJqa4sGDB5DJNGqTLVIDiIuLw+PHj9GzZ0+Ym5uXe32VUVB7eHjQ6tWrn6WlpY2n8gx9+MAoT8+0NQBPjuOCAPgC+IeIrldMsyoWhUKh1v+yrIucUPAIUDIuSOh8ISLBsJjSdgmh7sdBnSbUA1I65lZofe+jAVC7f2UdN3W9NWV9JuXV1X1ur75HHaWzzdXxNj/yb/Oet+nZepv3VFR7yvKTfXUWvhDqzg/g7b6XYo/fv5u8vLxToaGhh5cuXcq2OHpLKrqQLoXjODRt2hTNmzeHl5eX2qApEREheJ5HSEgI0tLS0KtXrwoNmqnIgjouLg4TJ05MTUtLG0JE0gpq4gfBexfTRPSMiDq8eLUhoo0V2bDywvM8PDw8MH/+fCxatEhl4pZCocCNGzcwbdo0ZmCGTCbD6dOn8dFHHyEiIkJFz87OxubNm7Fu3TrmhTcoKAgzZ85kFh1yuRw//vgjkpKSmG2/dOkSAgMDmdrjx4/h4cEelp6WlobLl9nj/EvDMFgolUr89NNPzMKE4zgsXLiQaYsHAOvWrcORI0eY++np6YnPP/+cmWSnpaWFmTNnYvXq1cwUwaSkJAwbNgzbtm1jHqewsDAMHToUe/bsQXp6uor+/PlzODs7Y8+ePcjMzGS2ferUqdi6datgUuLff/+NRYsWCSZAchyHxYsXw9vbm6kDQG5uLlasWKG2QL1//z48PT0FdQA4efJkmUmKBw4cUKsXFBRg7969at9z+/ZtXLhwQVDPzs7G119/LZiAKJfLcfToUXz33XfM7wXP87h27RrGjh2L0NBQpu7q6ooZM2Zgz549KrpSqcSdO3cwe/ZsrFq1SgxtEUF6evoPJ0+e9Dtx4oT6uzMBKquQfhUrKyt069YNwcHBePr0qXgTKPLW5OXlwdPTEwYGBujatWulBM5UREFdWFiIYcOGZSYnJ48hIvURuTWRqrQOqcrQltjYWLKwsCAHBwdmkMWDBw9IV1eXBg0axLTfWbNmDQGgbdu2qWjZ2dnUuHFjsrS0pMzMTBV969atxHEc7d69W0WLiYmhnj17Uv/+/ZntvnnzJhkYGDCtlXiep0GDBtFff/3FXPb06dM0fvx4piaTycjY2Jiio6OZ+oABA2j69OlMa7XffvuNTE1N6ciRIypaXFwcGRgYUL9+/aigoEBFnzZtGgFgBr4kJCSQubk5NWnShLnspUuXCICgJd7evXsJAC1dupS5T3/++ScBoFmzZjH1J0+ekIGBAXXp0oWKi4tVdJ7nqW/fvmRgYEDBwcHMdVy9evVlG4Rs5QYNGkRDhw5lniul7ahbty49e/aMqRMRzZ8/n3777TdBPTk5merWrSto4cXzPE2YMIF+/vlnwXXs2bOHdHR0BO3nXF1dycrKiiZNmsTUi4qKaMiQIaSjo0NPnjxhvmfnzp0EQLAdPj4+pKOjQwMHDmR+L8PCwsjExIQ6d+5cacEMEK3xPrgXABNLS8tIVjiUOt7H/q48KJVKCg8PJ3d3d8rNza307X1oCIW2/BvRxLnyvrZ5SqWSnJ2ds2vVqjWTqsH1QBOvKt1YVRXTd+7coT59+pCLiws9fvxYRb9w4QINGDCAjhw5opJKx/M87d69m0aPHk27du1SKZAUCgV98803tGDBAnJxcVFZd35+Pg0dOpTGjh3L9H309vYmW1tbOnz4sIomlUqpb9++1Lx5c+Z+XblyhbS0tOjgwYNMfc6cOWRoaMgsxJVKJQGg8ePHM380Vq1aRbVr16aQkBAVLSsri1q1aiVYtK5bt46GDx9O165dYy67YsUK6tOnD4WGhqroly5dot27d9Pw4cOZHsTnz5+nVatW0eTJk1U8rHmep7/++osWLVpEc+bMYRbkp06dom+//Zbmz5/PLL6OHj1KP//8M82aNYuph4SE0NSpU2n8+PFMned5+uyzz2jw4MGC3rI7d+4kc3NzZgokEVFBQQEBoJkzZwr+oA8bNozs7OwEfZ5//vlnAkBxcXFM3dXVlXR1dWn79u1MXSKRUM+ePalPnz5MvXQ/WrduTQEBAUz93Llz9NFHH9HGjRuZ+rVr12jgwIG0adMm5nfjxo0b1K9fP9q7dy/zXPjnn3+oX79+dOLECbU3HuVFLKY/zBeARnZ2dqlCXuZvUtWF9Kvk5OSQu7s7hYeHC96E/xsRi+kScnNzNXZ+vE9BvXLlynxLS8vdVA2uA5p6VenGqqKY9vf3p2nTpgneyd2+fZsWLlwo2Kt19uxZWr16teAJfODAAcFilojol19+oTt37giaza9cuZKio6OZhR8R0XfffScYxSyXy2nJkiUUFhbG1O/evUsbN24U7AHdvXs3Xbp0iaklJSXRvn376OHDh0xdIpHQokWLmKEaSqWSCgsLadKkSYLH/fnz5/Tpp58KGssHBQXRuHHjBI+7u7s7ffHFF0yNqKSHeO7cuYL6hQsXaPHixWr1n376ianxPE9///13maErrKcYRCVPMry8vJhPKkq5ePEiHThwQFC/fPky7dy5kyQSdlbF48ePadWqVYK9yllZWbRq1SrBcysrK4u+//57Sk9PZ+rp6ek0e/Zswe/N8+fPaerUqSSTyZiFSWRkJH3++eeCYUiPHj2i6dOnC96QuLm50dy5cwWXr0jEYvrDfWlra/dr27ZtJutp5KtospAupbTn0cPDQ+ylfsG/vZh+tTdaE7HfpbxLQX3ixIliKyur+wC0qRpcAzT1KpfP9LtSFT7TRKR2zFtZukj1pbyfrfjZf7hU5Wcn+kx/2NSqVWtyixYtdnp4eNRhhfwQVf4Y6Xeh1D7PxsYGzZo1+1fPA/g3+0zn5eUhKCgIVlZWaN68ucbPg7fxoT537pxi3rx5T9LT03sRUUEVN7FaUeO+tWVdGDV94RR5f8r72Yqf/YeL+NmJvC15eXku0dHRS4YMGZJdVFT0mlbdCmkAqF27Nnr37g0iwv3791GRvtki1R+e5xEREYHAwEC0b98eDg4OGi+kgbInJf7zzz/K+fPnR6anp/f5txfSQA0spkVERERE/t1kZ2cffvLkyc/Ozs7ZpRaM1bGQLkVLSwsODg5o3749AgMD8eTJkzKtOUU+fDIzM3H//n0QEXr37l1p0d7vi1BBfevWLX7GjBnP0tLSehNRxSa+fKCIxbSIiIiISI0jKytr1+PHjzeOGjUqp7i4uNoW0q9S2kttaGgIT09PREdHv5Xvu8iHRW5uLry9vfHs2TN07Nix2vRGs3izoHZ3d+c///zz2PT0dCciytJ0+6oL1fPTExERERERKScZGRlbAwICto4cObIIQLUupEvR0tJCo0aN0KdPHyiVSnh4eCA+Ph5VOb9JpHKQSCR4+PAhQkND4eDggG7dusHU1FTTzSqT0oL6xIkTmDBhQtKLHmnVgId/MTW6mM7Pz8edO3dw6NAhZqhITk4Orl27hrNnzzKXT0tLw59//omwsDCm/vTpU5w7d455kZPL5bh8+TIkEglz2dDQUKSmpjK1zMxMwaCQoqIiwcAMpVKJhIQEQY0VjlLa1qCgIMHlbt26JXghv3z5suB++Pr64saNG8wkO5lMhoMHD+Lhw4fMnpdnz57hwIEDCAsLYwYcBAYG4ujRo4iMjGS2LTo6GkeOHEFUVBRTLyoqwpEjR/D06VPBffPy8oKvr6+gTkS4cuWK2qS+3NxchISECOoAEB8fj4IC9UPOYmJi1OoAEBsbW+Z7wsPD1eoFBQVlttfHx0cwcAgAUlNTcebMGcFgiry8PFy4cEFwO/n5+bhx4wbOnz/P1HNzc3Hz5k0cP35cDL8QKZOMjIwNISEhW5cvX57zIQ2d0NHRQYsWLeDk5IT8/Hx4eHggJSVFLKo/QGQyGUJCQuDv748GDRrA0dERderU0XSz3omHDx/y69evT0hNTXUkomRNt6faUZXWIVUZ2lIayFG3bl2mv/HNmzeJ4zhycHCg1NRUFX3JkiUEgL766isV66TY2Fjq0KEDmZiYqPhYy+Vy2rBhA9na2tKaNWtU1puWlkbz5s2j3r17My2ZIiIiqF27doLWeStWrKD79+8ztYCAAOY2S3FychJc76hRo2jXrl3MNq1bt446d+5Mf//9t4ru5+dHhoaGNHr0aHr+/PlrWnFxMfXv359MTEzo2LFjKuv18PAgAwMDatCgAWVkZKjo69evJwA0fPhwle3yPE/z588nADRjxgzmPv30008EgMaNG8fcr6tXr5K2tjZ17tyZGexTUFBAbdq0ocaNG9PNmzeZ2zhx4gRZW1vT+vXrBW3dBg8eTCtWrBC0tUtMTKTevXsz21DK5s2bydXVVVCXy+U0ZswYQZ2IaPv27fTrr78K6nfu3KGmTZsKelVfv36d+vXrR87OzszjmZGRQR9//DHp6urSnTt3mOvYtGkT6ejo0MSJE5k2iLdu3SJtbW1ycHCgtLQ0Fd3Pz490dHSofv36leY1DdEar0a+6tatu2LgwIHZlRX2U9lIJBIKCAggT09PQfvTD52aZo1XXFxMT548obt371JCQoLGbBjLy40bN5RWVlbPANhSNfguV8dXlW6sKoppuVxOu3fvpn79+tGcOXPo0aNHr+lFRUX0yy+/0KBBg2jGjBkqvskFBQW0dOlS+vTTT+mLL75QSQTMyMigyZMnU/fu3enChQsq24+JiaHevXtT9+7dmal6GzZsIADM4iw2Npbs7Oxo6NChzH3z9/cnbW1twWJ627Zt1Lx5c8EvbLNmzWjChAlM/dixYwSAmXJYWFhIDRs2pG7dujF9ords2ULNmjWj3bt3q6w7IyODhgwZQn369KG///5bZdlLly7RpEmTaODAgeTl5fWaxvM8LVu2jL7//nsaNWqUSgqhUqmkr7/+mr755hv69NNP6enTpyrLL1y4kBYuXEjjx49nFl/79u2jjz76iMaOHUvx8fEqenh4OHXq1ImGDx/O1Hmep2HDhpGDgwPFxsaq6EQlHtEAaMuWLUydiKhevXo0ePBgQR/nRYsWUY8ePQQ/2+PHj5OxsbGgXpoGef36daYeExNDJiYm9MknnzB1nudp+vTpZG5uTlFRUSq6UqmkLVu2ULt27Wj9+vUqukKhoP/+9780ZMgQGjt2rMp+yuVy2r59Ow0YMICmTJmicqxlMhn99ttvNGDAAJo9ezaFh4cz21kRiMV0zX2Zm5svcnJyyqoKv/LKIi8vj3x8fMjb27vG+VPXlGJaoVBQdHQ0ubq60rNnzz7oYJ4rV64oLC0tIwBYUjX4DlfXV5VurCqK6ZCQENq9ezfJ5XJmYeHt7U3Hjh0jpVLJ1O/cufMy2IQVvHLlyhW6f/++YC/jX3/9RVFRUSrJiqW4uLjQ7du31RZFf/75J1PLz8+no0ePCkaCBwcH04ULFwQLsoMHD1JQUBBz23l5ebRq1SqKiYlhLhsaGkouLi7MUA+lUkmZmZm0bds2Zs93UVERFRQU0IYNG5hx5UqlklJTU2ndunXMHmie5ykmJob+7//+T2XZ0veHh4fT1q1bmesmKjkvdu3axdw3uVxOwcHBdOjQIaaen59PYWFhzMRLopJY9KdPnzJvrkrb8McffwgWskREu3btIjc3N0Hdw8ODbty4IRh6ExMTQ8eOHRP87AsLC2n9+vXMZEGikn08cOAAPXjwgKnn5OTQwYMHBXuD09LSaNeuXZSfn8/84YiLi6MdO3aQQqFg3mSGhYXRnj17SKFQMJf39fWlQ4cOkUKhqPTeHbGYrtkvMzOzOd26dcsSepL0oZCZmUleXl7k5eVFKSkpH2yv56t86MW0VCqlJ0+ekKurK4WHhzN/7z4kzp49K7e0tHwCwJyqwXe3Or9qXGiLiIiISHkQQ1tqPmZmZlMbN278u6ura50Pbezqm+Tl5SEmJgbZ2dmwt7eHvb09dHR0NN2s9+JDDW3Jzs7Gs2fPUFhYiEaNGsHOzg7a2tqabla5OHHihHzx4sXhL3ykRfu7MqjRExBFRERERD4sOI5rwHHcXY7jnnAcF8px3Lcv/v4rx3HhHMcFcxx3geM4sxd/b8RxnJTjuMAXr72vrKs/x3H+HMdteXUbOTk5x6OiomZ16dIl8+nTp1W6fxVNrVq10KFDB/Tq1QtKpRL37t1DcHCwGP5SySgUCsTHx8PT0xORkZEvHVjs7e0/6EKa53msWLGi8Pvvv/d7kWyYCwAcxxlwHOfLcVzQi+/l2hd/H/fi3zzHcS87Id7ne/kh82HevoqIiIiI1FQUAL4nogCO40wBPOQ47haAWwBWEJGC47hfAKwAsOzFMtFE1JGxrnkA+gDYwHFcSyJ6aWeTn59/nuO4yH79+l07fPiw7YgRIz7oziU9PT00b94czZo1Q2pqKp48eYLi4mLY29vDzs7ug+2trm7k5OQgLi4OWVlZqFevHrp06QJDQ0NNN6tCKCgowNixY3OCgoJOpaWlfU1Er1ptyQAMJKICjuN0AXhyHHcNwGMAYwHsY6zynb+XHyrit0tEREREpNpAJbZbyS/+P5/juCcA7Ijo5itv8wbw2VusTgsAAeABqBhME1EIx3Edp0+ffnPx4sUtly1bZljdfajLguM42NjYwMbGBlKpFPHx8bh37x7MzMxga2sLS0vLD7rnVBMUFBQgJSUFSUlJMDAwQKNGjdC+fftq71n+LsTGxmLYsGFZqampS3Jyco68qVPJmOBSD1fdFy8ioicA3vVYqP1efoiIxbSIiIiISLWE47hGADoB8HlDmgng9Cv/bsxx3CMAeQB+IqJ7L/5+EIAXgLulP/pvQkQZHMf12LZt29GHDx+O/OOPP2obGBhU6H5oCkNDQzg4OKBFixbIyspCSkoKwsPDYWhoCBsbG1hbW6Om7GtFQkQvj1d6evrL49W9e/caebzc3Nxo0qRJqSkpKaOJyFfofRzHaQN4CKAZgF1E9Ob38k3e+3v5oSEW0yIiIiIi1Q6O40wAnAOwiIjyXvn7SpQMBTn54k/JAOyJKJPjuC4ALnIc14aI8ojoBoAbZW2LiOQAplhYWHzXvXv3n27cuGFua2tb4fukKTiOg4WFBSwsLACUBCOlpqbi4cOH4Hke1tbWsLGxgampaY3qbX0X5HI50tPTkZKSgtzcXNSpUwc2NjZwcHCo0UNkdu3aVbR27dqY9PT0wUQknMYF4MWwj44v5itc4DiuLRE9Fnh7ub+XHxIf9BgxdYSEhKBHjx5o2rQpNm3apJKyd+3aNfTs2RMtW7aEi4vLaxoR4aeffoKTkxMGDx6skhz48OFDzJw5E71798b+/fvxqiNKbm4uDh8+jNmzZ2PhwoUoKip6bdn8/HycPHkSc+fORU5Ojkq7CwsLsWHDBqSns5M6vby8EBUVxdQKCwtx584dpkZE2LNnz2ttLUWpVOKnn37Co0ePVDSe5/HTTz9h1apV8Pf3V0mcO3DgAEaNGoVVq1apJNoFBgaib9+++Oijj7Bv3+vDqYqLi7F8+XK0a9cOw4cPV0luTEhIgLOzM9q2bYsZM2aofH5PnjxB79690a5dO3z//fcq+xUfHw9nZ2d06tQJ8+bNU1leJpPh+++/R/fu3TFx4kQkJ6sGOvn4+GDgwIGYMWMGMyWTiLBp0yZ89dVXcHFxYX5mEokEixYtwj///MNMegSAxMRE7N27l/nZlHLnzh1kZ2cL6gBw4cIFtXpYWJja98TGxmLZsmUIDAxU0ZRKJby8vLBu3TpMnToVGRkZKu+JjIzE0qVL4ezsjM2bN6ucK0SEzZs3Y/DgwRg0aBAiIiJU1vHPP/+gd+/eaNOmDU6fPq2iP3jwAN27d0ezZs2wY8cOMQGxhvJiTOY5ACeJ6Pwrf58GYBSAKS8eO4OIZESU+eL/HwKIBtDifbabmZm5LTw8fFy3bt3S/fz8yrsb1RZTU1M0a9YMTk5O6NGjBwwNDfH06VO4ubkhJCQEaWlp+JDSIt8HIkJBQQFiYmLw4MEDeHl5ITc3F40bN0b//v3RsWNH2NjY1NhCWi6XY+bMmXnr1q27lZ6e3qWsQvpViCgHgBsAZzXvqbDv5QdBVfrwVYXPdFJSEn377bc0YMAAateunYr3b0xMDM2ZM4eGDBlCrVq1UvHVDQ8PpylTplD37t1p4MCBKklTAQEBNGrUKLKwsGD6Eru6ulLt2rXJ0dFRJdFOoVDQgAEDSEdHhzw9PVWWlUql1K1bN5ozZw5z33Jycqh+/fqCSXnu7u40efJkpkZENHr0aNq3bx9Tu3XrFgGg8+fPq2i5ubnUunVrMjQ0ZAZ2rF+/nvT19Wn+/PlUVFT0mhYREUFNmzalHj160MaNG1/zEOZ5nnbs2EEtWrSg/v37q/hASyQSmjZtGjk5OdGQIUPo+PHjr+nZ2dk0atQoGjRoEDk7O9PZs2df0wsKCmj8+PHk6OhII0aMUAmN4Xme1q1bR40aNSJnZ2dmkI63tzdZWFhQ3759mR6ocrmcPvroI9LS0qJ//vlHRSciunfvHnEcR3PmzBH0gu3Xrx/9+OOPTI2I6OjRo7Ro0SJBPTw8nPr27SuoP3v2jExMTAR9oh8/fkza2to0d+5cpp6fn0/NmjUjc3NzevLkiYqem5tL8+bNI1NTU/rxxx+Z4T3ffPMNde3albp160bJycmv6cnJyfT111/ToEGDqEWLFirfy7i4OJo/fz4NGjSI2rZtK5hIWRFA9JnW6AslYyiPA/j9jb87AwjDG+ERACwBaL/4/yYAElFOX1wATaysrKL/+OMPVVP0Gkyp539wcDB5eHjQ3bt3yc/PjyIjIyk9PZ3pEV+RVJbPNM/zlJeXRwkJCRQSEkKenp509+5d8vHxoejoaPqQQ3zeh/T0dOrWrVtW3bp1VwMlFsllvV58z8xe/L8hgHsARr2iuwHoSpX4vazOryrdWFUU0+np6eTr60s8zzPToZ4/f/4ySS87O1tFj4mJocjISMrMzGReOCIiIigpKYlZVBKVxJh7enpSTk6OoL5z507B9oeEhAgGp5S2T4ji4mK1kdQxMTFqLxouLi4qxXAp0dHRtH//fmaQDVFJOqO3tzezWExLS6P8/Hzy8PBgLpuenk5FRUXM0BKe5yknJ4cKCgrI3d1dRVcqlZSXl0c5OTnMZEie5yk7O5uysrLIx8eHuf2kpCTKzMykgIAAph4WFkbZ2dkq0fGlSCQSunTpEkVERDB1IqJDhw6ppG2+SmhoqNqI4Pz8fLWfLc/zzPjtV3Wh/S/V9+3bJ7gNpVJJt2/fFkzfLC4uJh8fH8FjVFBQQN7e3pSVlcU8BzMyMsjPz4+IiHkckpKSXqaZVnbqm1hMa/hHCeiNkslJwQACX7xGAIgCkPDK3/a+eP+nAEIBBAEIAPBRBbXD1MrK6u53332XL3Tdq+kolUrKzc2luLg4Cg4Opnv37r1WYKelpVVogV0RxXRp4RwfH08hISF07949cnV1JV9fX3r69CmlpqYKhl/9GwgJCSF7e/t0Q0PDl4Xw27wAtAfw6MX38jGAVS/+/gmA5yhx+0gFcIMq8XtZXV9iaIuIiIjIK4ihLSKlcBynZWlpubVt27bTL168aFarVi1NN0njEBHy8/ORm5uLnJwc5ObmQqFQgOM4GBgYwMDAAPr6+i//v/Tf+vr60NJSP7K0rNAWuVyOoqIiyGQyFBUVvXyV/rt0aIqxsTHMzMxQu3ZtmJmZQU9PryIPwQfLxYsXFXPmzElOS0sbRjVk4l91QSymRURERF5BLKZF3qRWrVqT69Sp8/uRI0fqDhw48N85Q68MeJ5XKXJfLXZlMllJDx7HQVtbGxzHgeM4aGlpvfz/9PR0WFhYgIjA8/zL/5bOjdDR0REs1g0NDaGjo/OvnUCpjoKCAnzzzTe5//zzT2haWtooIlI/AUfknamZI+tFREREREQqiLy8PBeO4+5NmjTpr5EjR7bavn17LRMTE003q1qhpaUFQ0PDMgNMSovjVwvm0v/38fFBhw4dXiuwtbS0RF/scuDq6kozZszIyM3NXZWbm7uPqrIH9V9EjXXzEBERERERqSiIKCEtLc3xwoULK9q0aZNx9+5dsSh5D7S0tKCjowNdXd2XPcyGhoYwNjZ+WZDr6+tDT08Purq6YiH9nhQUFGDmzJl5kyZN8o2Pj++Sk5OzVyykKw+xmBYREREREXkLiIiys7N3x8fHd5k4caL/rFmz8goLCzXdLBGR17h79y61adMm48KFC8vT0tIciSih7KVEyoNYTIuIiIiIiLwDRBSflpbW49y5cyvatGmT7ubmJvb4iWicwsJCzJo1K2/SpEl+8fHxnbOzs/eIvdFVQ40dM/348WOcPHkSNjY2aNSoEUaNGvXa46Jbt27B09MTNjY2aNWq1WsziHmex++//w6O41C3bl3069cP9vb2L/UHDx7g0aNHqF27NurXr4++ffu+nPSQlJQEPz8/aGtrQ1dXF/3794e+vv7LZVNTU5GVlYWcnBy0a9cOrHF3KSkpMDU1hbGxsYqmUCigUCgEI02Li4uZM5eJCHl5eahdu7aKxvM8nj59isaNG6usl+d5PHjwANra2jA0NESTJk1gamr6Ur9//z7S0tIgk8nQrFkzdO36v3lbERER8Pf3R05ODoyMjDBt2rSXx0kul+Pvv/9GUlIS0tLSMG3aNDRp0uTlsklJSbh16xZSUlJQXFyMFStWvGaeHx0dDXd3dyQnJ8PAwACLFy9+beJJYmIi7ty5g9TUVMjlcvzwww+vLV9cXIyrV68iNTUVmZmZmDx5Mho1avTavoeHh+Px48coKCiAiYkJPvvsM5Vjev/+fUilUnAch0aNGqFZs2avvUcmk+Hx48ewsbGBlZUVdHV1VY5/QUEBiOi14/omRUVFZcbYymSy1861N+F5HllZWahbty5TLywsxPPnz1GrVi28mf5WUFCAR48eQalUQqlUomvXrirnUkhICPz9/WFkZIS6deti4MCBr30mRIRdu3aBiGBhYYFevXqpHPPr16/D19cX1tbWaNWqFfr27fua7uPjg0uXLsHW1hZNmzbF8OHDxQlHIhrhRZGym+O4vydMmHD2448/dvj9999rsa7bIiKVjZubG02fPj0jNzd3TU5OjlhEVzVV6cNXFT7TkZGR9NFHH9HgwYNJV1eXZs6cSXFxcS/1wMBAGjFiBDk5OZGBgQEtW7aMsrKyXur3798nZ2dnaty4MTVq1IhOnTr1WtDI9evXqXfv3gSApk+frhI+cerUKeI4jlq2bEn37t1Tad/ChQvJ0NCQjhw5wmz/l19+SV9//TXTr5nneVq9ejXJ5XLmssXFxYLBIUREP//8M4WEhDC1c+fOkbGxMYWHh6to/v7+1KJFC9LW1n7tWBERJSYm0oQJEwgADRw48DUf6uLiYtqxYweZm5tT8+bNadq0aa8tGx4eTp988gnp6+vToEGD6JtvvnltX//++29q164dNWjQgAYPHkw//fTTS12pVNLJkyepSZMm1Lx5cxo8eDBt3rz5teUvXbpErVu3Jnt7exo8eDDt2LHjte0/fvyYhg8fTgYGBjR48GA6fPjwa3pRURFt3LiRDA0NqUWLFvTnn3+qHJvw8HDq1asXAWCG+BCVnBOGhoa0fft2pq5UKmnChAl05coVpk5U4g0q5PFMVBII5OLiIqgXFxfT0KFDKTY2lqkXFhaSiYkJTZ06lek1LpVKycjIiOrUqUMuLi4q52dOTg4NHTqUOI6jUaNGUXR09Gt6cnIyffzxx9SkSROys7OjY8eOvfa9io6Opo8++oh69epFhoaGtGLFitd84ENCQl4G9Ojq6tKCBQtUvnsVBUSfafH1ji8AnJmZ2dcNGzZMd3NzYycziZRJZYW21GQKCgpo1qxZuVZWVr4oie/W+Pfh3/iq0o1VRTFdVFREhYWFJJPJKCwsTEWXSqUklUopJSWFnj9/rqIXFhZScXExBQQEMIuKgoICysjIIG9vb+b2CwsL6eTJk4LhJ8+ePRMMtiAqCa8QSskjIrVaWQgV4aXExMQIrr+goIBOnToluOy1a9coMTGRqWVmZtKjR48EA0F8fHxehrO8iUKhoKCgoJfhK28ik8koNDRUUFcoFBQYGCi4fqKShMJSo38WcXFxFBgYSAUFBUxdoVDQ7t271QbiBAYGklQqFdQLCwtfKy4rA4lEolYvPU5CHDlyhJKSkpha6fEVuiFQKBRUUFBA/v7+zOMkk8mosLCQkpKSmN/L0u9tXl6eYGBSRSEW0+LrfV8AGlpZWfl99dVXuULXCxFhxGL63XBzc+MbNmyYbmZm9jXeMslQfFXOS/SZFhEREXkF0WdapDxwHMeZmZl9bWxs/NO6devqTJs2TUd0pHg7ygptESnh2bNnWLx4cba3t3dEamrqBCKK03Sb/u2IExBFREREREQqCCKi7Ozs7YmJiS1XrFhxwMHBIePSpUt8VXZcidRMUlNTMWvWrNxevXpFXrlyZXxKSkpPsZCuHojFtIiIiIiISAVDRFmpqanzo6OjO82dO/d8x44dMz09PTXdLJEPkLy8PKxYsaKwQ4cOCS4uLvNSU1NbKpXK25pul8j/qLFuHiIiIiIiIpqGiJ4DGMdxXMtx48btcXBwaLdjxw6Ldu3aabppItUcmUyGnTt3Fm3dujVHIpFsys3N3UNEck23S0SVcvVMcxznzHHcU47jojiOW15RjRIREREREalJEFF4cnLyAHd395FDhgwJ+vTTT7Pj4sQn9CKqKJVKHDt2TN6sWbP0zZs3b01OTm6Wk5OzXSykqy/vXUxzHKcNYBeA4QBaA5jEcVzrimqYiIiIiIhITYOIfFJTUztdvnx5So8ePaLnzJmTl56erulmiVQDiAhXrlzhW7ZsmbFs2bKjz58/b5Wenv4TEYkxm9Wc8vRMdwcQRUTPiKgYwJ8ARldMs8pPbGwsLl26BKGo14cPH8LV1RVyOftG76+//kJUVBRTCwwMxO3bt1FcXKyiZWRk4MyZM8jNzWUu++zZM2RkZAi2W6lUCmqVjVQqFdy+VCrFnTt3wJpEI5fL4erqiocPH6poRITHjx/j8uXLzPXm5eXh7NmzSElJYeqxsbE4deoUc7tEhCdPnuDChQuC+xQTEyO4PADk5ubizJkzSEtLY+pEhKCgIFy9elVwG0VFRbh+/ToiIiIE35Obm4usrCxBvTqQnJwsqBERLly4gNTUVMH3PH36FFevXkVRUZHge86ePav2OPn6+sLNzQ0KhYKph4eHl7kNEZHqDhGRXC6/lpqa2uLEiRML27Vrl/jTTz8V5ufna7ppIhrCy8sLnTt3zvzqq68uRUVFdUlJSfmKiDI13S6Rt+R9PfUAfAbg4Cv//gLATsb7vgLgD8Df3t6eKpvQ0FBydnamgQMHEgAyNzenvXv3vgwT8fHxIWdnZ+rWrRsBoMaNG9Ply5dfLn/nzh1ydnYmW1tbAkCfffbZa6Evly5doh49ehAAatCgAZ07d+41b96TJ08SADI2NqZffvmFZDLZa+3bsmUL6enp0cqVK5l+uytXrqTVq1cLegJ7eXlRcXExUysuLqaLFy8yNZ7n6a+//mIGXSiVSjp06BDZ2dlRbm6uinbkyBGytLQkCwsLFa/ky5cvU+PGjQkAOTo6vqaFh4fTkCFDCAA1atSIJkyY8Fpbt27dSiYmJgSAhg4dSl9++eVLPSkpiaZMmUIAyNLSkpydnWnRokUv9aioKBo5cuTLz8HZ2ZlWrlzJXN7KyoqcnZ1p06ZNL3WZTEa//vorGRsbEwAaNmyYSqhLSEgI9evXjwBQ06ZNVYJ2eJ4nFxeXl+fK8ePHVY6tTCajLVu2kLGxMf39998qOlGJ//OqVauYIT+lyOVywc+WiCg/P5+uXbsmqBMRLVu2jJ49eyaoN2/enCZNmsT0eVYoFGRlZUXa2tq0ePFilfMkJyeH+vTp8/J4Hzt27LXvRWJiIjk7O5OdnR0BoE8++eS1AJmnT5+Ss7MzdenShQBQs2bN6OrVqy91f39/cnZ2frkNa2trOn78eLl814WA6DMtvqr4BUCvdu3ai62trZMWLFiQGxMTQ/9G/m0+03K5nE6fPq1s165duq2trSuA1lQNzkfx9R7f4fdeEBjHKKZ3qFumKkJbSomNjaUrV64IBmk8fPiQ3NzcBINMzp49q5LiVkpgYCC5uroyi9r09HQ6e/asSrFRyrNnzygzM1Ow3a8mCFY1EolEcPtSqZRcXV2ZxYtcLic3Nzd6+PChisbzPIWFhQmGeeTn59P58+cF0+zi4uLo9OnTgkXT06dP1RaZsbGxapfPy8ujs2fPUlpaGlPneZ5CQkJeK+zeRCaT0c2bNykiIkLwPXl5eWo/9+qAukRBnufp4sWLgseJqOSzuH79umBgEVFJ0qa60BVfX1/y8PAQ/F6Gh4eXuY3yIhbT4ktTLwA6urq6421sbB4PGjQow83NrVJuGKsr/5ZiOjMzk9avXy+xs7NLs7a23gegEVWD8098vf/rvUNbOI5zBLCGiIa9+PeKFz3dm4SWEUNbREREqjtiaItIdYDjuC62trZrTExMeixbtqzO5MmTdQwNDTXdrEqlpoe2hIaGYtOmTdm3b9/Ol0gkW/Pz8w8TUYGm2yVSfsozZtoPQHOO4xpzHKcHYCIA9sBYERERERERkbeGiB4mJSV9FBkZ2W758uXbGjdunDJr1qyckJAQTTdN5B2QSCQ4fPiwol27dulDhgzxPnny5KTU1NTGeXl528VCuubw3j7TRKTgOG4hgBsAtAEcJqLQCmuZiIiIiIjIvxwiSgXwA8dxK44cOeJ89erVH+vUqdN80aJFdSZNmqRjYmKi6SaKMAgMDMR///vfnGvXrkkVCsXxzMzMnVTiOS5SA3nvYR7vgzjMQ0REpLojDvMQqe5wHFfP3Nx8vq6u7ozBgwcbTp8+vU7fvn2hp6en6aaViw99mEd8fDwuXLhQvHfv3ty8vLywpKSkzQBuEZHmbLpEqgQxAVFEREREROQDgoiSAPzEcdyqkydP9r979+40nucHd+jQQffzzz+3GDFihJa5ubmmm1nj4XkeDx8+xNmzZwvOnTsnlUqlCbm5uX8UFhb+SURsv1eRGolYTIuIiIiIiHyAEBEPwBWAK8dxXEpKSls/P7/xP/zww3grK6s6kydPrvXJJ5/oN2/eXNNNrTGUZi64uLhkubu7K7S0tPyTkpIO8zx/k4hEo/B/KWIxLSIiIiIi8oFDJWM2Q168fuY4ziYiIuLj7du3T9fR0Wn28ccf648fP76Wo6MjtLW1NdzaD4uUlBRcuXJFceLEieyIiIgiIrqampp6AsADcQiHCCAW0yIiIiIiIjWOF8MM9gPYz3Gc4Y4dOwadP39+ulKp7O3o6Kg9ceJEi169enF2dnbgOE7Tza1WFBUVISQkBFevXpX++eefBbm5uWlSqdQlJyfnLBEJR7iK/GsRi2kREREREZEaDBFJAfwN4G+O47QuXLjQxdPTc7yenl5/nucbNGzYkOvTp49hr169TLt06YL69ev/awpsqVSK4OBg+Pn5KTw8PHICAgJIIpEUaGtrB6Wmpp6Xy+VXSYz1FikDsZgWERERERH5l/BinLXfixc4juOSk5PreXt7d7G0tOyrr6/fV6lU2tvb23O9e/d+WWDb29t/8AW2RCJ5WTi7u7vnPHr0iCQSSYGOjk5genr6bZlM5gcghIiKNN1WkQ8LsZgWERERERH5l/JirHXii9fL4DWO4+r5+Ph0OX78eF89Pb0+PM83tLOz0+rTp49Bu3btatna2sLW1hb16tWDhYUFtLTKkwFXcUilUiQnJyM5ORlJSUmIj4+X379/PzcwMJCkUmm+jo7Oo/T09DuvFM4yTbdZ5MNHLKZFREREREREXuOF/V4SgCulf+M4ztbf37+Lvr5+M3Nz82Y6OjqNeZ6vp1QqzXV0dPQMDAy069Wrxzdo0EC7UaNGhvb29kZ2dnZcaeFtZWX13pMfCwoKkJSU9LJQfv78eXFsbKwkLi5O/vz5c8rKyuLkcrmciCS6urrJRJQgkUieZWVlRQMIBvCYiIor5OCIiLyBWEyLiIiIiIiIlAkRJaNk7DUTjuP0oqKibADYArDV1dWtb25u3kxPT68REdnJ5fK6ALQ5jgP3BgA4bW1tQ4VCUUhEoBeUbJZIS0tLoqOjk8LzfHxhYWF0Tk5ODIBklBT8yQByqCpT6EREXkEspkVERERERETKzYue3/gXLxGRfw3VY5CTiIiIiIiIiIiIyAeIWEyLiIiIiIiIiIiIvCdiMS0iIiIiIiIiIiLynojFtIiIiIiIiIiIiMh7IhbTIiIiIiIiIiIiIu+JWEyLiIiIiIiIiIiIvCdiMS0iIiIiIiIiIiLynojFtIiIiIiIiIiIiMh7IhbTIiIiIiIiIhUOx3ENOI67y3HcE47jQjmO+/bF309zHBf44hXLcVzgK8us4DguiuO4pxzHDXvl7/05jvPnOG6LBnZFREQtYgKiiIiIiIiISGWgAPA9EQVwHGcK4CHHcbeIaELpGziO2wog98X/twYwEUAbAPUA3OY4rgURKQHMA9AHwAaO41oSUXhV74yIiBBiz7SIiIiIiIhIhUNEyUQU8OL/8wE8AWBXqnMcxwEYD+DUiz+NBvAnEcmIKAZAFIDuLzQtAASAB8BVzR6IiLwdYjEtIiIiIiIiUqlwHNcIQCcAPq/8uQ+AVCKKfPFvOwAJr+jP8b/i+yAALwBaRPSkclsrIvJuiMM8RERERERERCoNjuNMAJwDsIiI8l6RJuF/vdIAu8eZAICIbgC4UWmNFBEpB1VaTD98+DCD47i4KthUXQAZVbCd96E6tw0Q21ceqnPbALF9b0tDTTdARKSmwHGcLkoK6ZNEdP6Vv+sAGAugyytvfw6gwSv/rg8gqSraKSJSHjgi0nQbKhyO4/yJqKum28GiOrcNENtXHqpz2wCxfSIiIlXLizHRxwBkEdGiNzRnACuIqN8rf2sDwAUl46TrAbgDoPmLCYgiItUWcZiHiIiIiIiISGXgBOALACGv2N/9SERXUeLa8eoQDxBRKMdxZwCEocQJZIFYSIt8CIjFtIiIiIiIiEiFQ0SeEHDeIKLpAn/fCGBjJTZLRKTCqaluHvs13QA1VOe2AWL7ykN1bhsgtk9ERERERKTCqZFjpkVERERERERERESqgpraMy0iIiIiIiIiIiJS6dSoYprjOGeO455yHBfFcdxyTbfnTTiOi+U4LoTjuECO4/yrQXsOcxyXxnHc41f+Zs5x3C2O4yJf/LdONWvfGo7jEl8cw0CO40ZoqG0NOO7/27t3EDmrMIzj/4dFiWwEJV4IUfGCXZAokkaRFEa0SiwUUsVKC4XYCTZeqiBJSGchSSF4IWDUlFooaqMhAa8rIhI0ZNktRHQrwTwW56yM6+ywM8Kew8fzg2W+7ywDDy9TvDO83zn6SNKCpG8lHarrzes3IVsvtdsi6QtJX9Z8L9X15rWLiIiY1mDGPCTNAT8Aeyl7VZ4FDtj+rmmwEZIuAPfa7mEvXSQ9AKwAr9veWddeoWxjdLh+IbnW9nMd5XsRWLF9pEWmkWzbge22z0u6GjgH7AeeoHH9JmR7nD5qJ2De9krdg/Yz4BBlz9kuPnsREREbNaRfpncDP9r+yfafwNvAvsaZumb7E+DXNcv7KPuCUl/3b2amUevk64LtRdvn6/UfwALl2Nvm9ZuQrQsuVurtFfXPdFC7iIiIaQ2pmd4B/DJyf5GOGojKwAeSzkl6snWYddxoexFKUwbc0DjPOM9I+qqOgTQfBZB0K3A38Dmd1W9NNuikdpLm6r6zy8CHtrurXURExEYMqZket5dlbzMs99m+B3gEeLqOMcR0XgXuAHYBi8DRlmEkbaUclfus7d9bZllrTLZuamf7L9u7KMcF75a0s1WWiIiI/2NIzfRF4OaR+5uAS42yjGX7Un1dBt6ljKb0ZqnO3K7O3i43zvMvtpdqI3YZeI2GNazzvu8Ab9g+XZe7qN+4bD3VbpXt34CPgYfppHYRERHTGFIzfRa4U9Jtkq6kHFV6pnGmf0iarw+DIWkeeAj4ZvK7mjgDHKzXB4H3G2b5j9Vmq3qURjWsD9GdABZsHxv5V/P6rZeto9pdL+maen0V8CDwPR3ULiIiYlqD2c0DoG71dRyYA07WY0m7IOl2yq/RUI5xf7N1PklvAXuA64Al4AXgPeAUcAvwM/CY7SYPAa6Tbw9lTMHABeCp1TnbTc52P/Ap8DVwuS4/T5lNblq/CdkO0Eft7qI8YDhH+UJ/yvbLkrbRyWcvIiJiowbVTEdEREREbKYhjXlERERERGyqNNMRERERETNKMx0RERERMaM00xERERERM0ozHRERERExozTTEREREREzSjMdERERETGjNNMRERERETP6G2ipdhBC2WQJAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "X, Y = np.meshgrid(np.arange(0, 2 * np.pi, .2), np.arange(0, 2 * np.pi, .2))\n", "U = np.cos(X)\n", "V = np.sin(Y)\n", "p = ryplot.Plotter(1,1,2,figsize=(12,6));\n", "p.emptyPlot(1)\n", "Q = p.getSubPlot(1).quiver(U,V);\n", "p.getSubPlot(1).quiverkey(Q, 0.5, 0.92, 2, r'$2 \\frac{m}{s}$', labelpos='W',\n", " fontproperties={'weight': 'bold'})\n", "l, r, b, t = plt.axis()\n", "dx, dy = r - l, t - b\n", "plt.axis([l - 0.05*dx, r + 0.05*dx, b - 0.05*dy, t + 0.05*dy])\n", "plt.title('Minimal arguments, no kwargs')\n", "\n", "####################\n", "N = 20\n", "theta = np.linspace(0.0, 2 * np.pi, N, endpoint=False)\n", "radii = 10 * np.random.rand(N)\n", "width = np.pi / 4 * np.random.rand(N)\n", "p.emptyPlot(2, projection='polar')\n", "bars = p.getSubPlot(2).bar(theta, radii, width=width, bottom=0.0)\n", "\n", "# Use custom colors and opacity\n", "for r, bar in zip(radii, bars):\n", " bar.set_facecolor(plt.cm.jet(r / 10.))\n", " bar.set_alpha(0.5)\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'The default settings produce a diagram like this.')" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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funXropRi8ODBucZ37do1goKCCAoKomrVqlSvXp2goCDKlStHw4YNc1zmvffeY8OG/Icr3LRpEz176v50xzJH2oCFXfnrr78YPXo0Dg4OODs7M3PmTACef/55unXrRrVq1e7qIpyjoyPt27enffv2NGnShBkzZtCoUSN27tyZpVxsbGyOy2t59Eq63bRxez3p6eZHaeTWsyO7ihUrEhERAcD777+PwWBg1KhRnDlzJtfkOW7cuBynG41GHB1zHKFJFIIcAYsyLz4+Ptdp7du3z9IjoEuXLhw6dCijR0RIiHn4sFdeeYVjx47dVfI9fvw4kZGRGe8jIiJo0KABV69ezUjAaWlpHDlyBG9vb/z8/Pjtt98ASElJITExkbZt27JkyRKMRiNXr15ly5YttGjRItd11q9fn9OnT3PqlPm58osWLSpS7EajkWHDhtGoUSM6d+5MUpL5DvNnnnmGpUuXAuZeUOPGjaNNmzb89NNP0vZsBZKAhbCS+Ph4nn76aRo2bEhgYCBHjx5l3LhxLF26lDFjxtC0aVOCgoLYscN8j8iCBQuYNm0agYGBtG7dmujoaPr27UtgYCBNmzalQ4cOfPTRR1StmuPALIC56WLOnDn06NGDNm3aULNmzVzL5iUyMpIRI0Zw5MgRypUrx88//5xjOTc3N7Zt20afPn0YNmwYK1asYOvWrURHR+dYXuRNmiCEsJLg4OCM5JpZpUqV2LJlyx3T69aty59//nnH9ClTpjBlypQs0243a9w2ffq/A7B07dqVY8eOcTf8/f0zuvIFBwdz5syZHMsNHDgQIEvbM8DgwYOZM2fOXcVgj+QIWAiRa/tydp6enhmvC9r2LHInCVjYlDVr1nDfffcREBDApEmT7pj/ww8/EBgYmHHaf/DgQR2iLPus1fZs7yQBC5thNBoZMWIEq1ev5ujRoyxatIijR49mKePv78/mzZs5dOgQ7777Ls8//7xO0ZZt1mp7tns5dQ7O7U9uxBCl2Y4dO7TOnTtnvJ8wYYI2YcKEXMtfv35d8/X1LYnQNE3TtNWrV2v16tXT6tSpo02cOPGO+X///bfWsmVLzcXFRZsyZUqWeTVr1tQaN26sNW3aVJP/w7KHXG7EkItwwmZERUVRo8a/I7P7+fmxe/fuXMvPnTuXbt26lURoGUfn69evx8/Pj9DQUMLCwrLcAFGhQgWmTZuW0TUtu7t9VoUofaQJQtgMLYebGHK7ULRx40bmzp3L5MmTizsswPxAoICAAGrXro2LiwuDBg1i2bKsowdVqVKF0NBQnJ2dSyQmoT9JwMJm+Pn5cf78v6OsX7hwAV/fO0cuP3ToEEOHDmXZsmVUrFixRGLL6eg8KiqqwMsrpejcuTPBwcHS3cuGSAIWNiM0NJTIyEhOnz5NamoqixcvJiwsLEuZc+fO0a9fPxYsWEC9evVKLLbCHJ3nZPv27ezfv5/Vq1czY8aMHPsVF1Z+PUY0TePVV18lICCAwMDAjOdmgPmuuCZNmhAUFJRxN6EoPGkDFjbDycmJ6dOn06VLF4xGI0OGDKFRo0bMmjULgOHDhzNu3DiuXbvGSy+9lLFMSQwyUNCj89zcLlulShX69u1LeHg4bdu2LXI8BWmTXr16NZGRkURGRrJ7925efPHFLG3q0iZ99yQBC5vSvXt3unfvnmXa8OHDM15//fXXfP311yUdVpaj8+rVq7N48WIWLlxYoGUTEhIwmUx4eXmRkJDAunXreO+99+4qnsxt0kBGm3TmBLxs2TKeeuoplFK0bNmSmzdvcunSJapVq3ZX6xb/kgQsRAkoyNF5dHQ0ISEhxMbG4uDgwGeffcbRo0eJiYnJeGxleno6jz/+OF27dr2reArSYyS3dutq1apltEkrpXjhhRekP3URSQIWooTkd3RetWpVLly4cMdy3t7eVr9jryBt0nmV2b59O76+vly5coWHH36Y+vXr31WTiL2yq4tw+V10OHbsGK1atcLV1ZWpU6dmmScXHYQtKUibdF5lcmqTFoVnNwm4ILep3u4IP2rUqBzr2LhxIxERETIytCjzCtJjJCwsjO+++w5N09i1axc+Pj5Uq1aNhISEjNFDbrdJN27cWI/NKPPsJgFLR3j7pGka/xv/IeUrVZGh2jPJ3CbdoEEDBgwYkNEmfbtdunv37tSuXZuAgACGDRvGl19+CcDly5dp06YNTZs2pUWLFvTo0eOu26Ttld20ARf2NtXs5KJD2ZOSksKTzwxh3fZ9uLQdxqCnhvDft8cw6o3X5VGK5N8mrZRixowZdyxXu3ZteYqcldhNArZGR3i56FB2XLlyhS49wjiX5IJ3/w9xcHbD5Z4APvzsQ/46cpS5c2aVujOd5ORknh36Ajdv3WLx9/Px8fHROyRRzOymCaI4OsKL0unw4cMENg/hvJs/hh6jcXB2A8DJpwre/SeycvdRHnyoE9evX9c50n9FR0fTovWDrDt0jj2XTQQFt+Cff/7ROyxRzOwmARfkokNu5KJD2bFq1SpaPdgOY/MBGB4YjFJZd3EHVw+8er7FSWNlmjYP5cSJEzpF+q9Dhw7RNDiUi4Z6GLq9gaHDC8TX6Ujz0JZs3bpV7/BEMbKbBFyQiw7R0dH4+fnxySefMH78ePz8/IiNjZWLDmWApmlMmfoxA598FkPPt/Bs+FCuZZWDI4Z2z5LcsCehLVuzYcOGEow0q+XLl/NA2/aYgh/D0PrxjGYxz2Y9cO30Cl179eGbb77VLT5RvFRObaO5CQkJ0aQLlihtUlNTGfrCiyxfvxlDr3dw8qlS4GWTzx0ifvXHfDThf7z04ovFGGVWmqYx6aMpfDh5Kl49x+Lqe1+O5dJizhO34kOeGzyQj6d8hINDyR0z/fzzL+zYtZsJ48dlGTNOFJ5Sap+maXfcQCAJWJRp169fp1uvPkTeSMPQ5XUcXD0KXUfajYvEL/+Qx/r2Yvq0T3FyKt5r06mpqTw79HlWbdxu/sHwrpxneWNSLPErJ9Pivhr8/OMiDAZDscanaRof/G88H0+bgVNlf/y9YO2q5VSunHecIne5JWC7aYIQtuf48eMENg/hlKkKXj3fKlLyBXAu74vPwMn8uGEXnbp059atW1aO9F8xMTE80K4Da/ZF4t1/Yr7JF8DR3Rvvfu+z93IazVu04ty5c8UWX3JyMv0HPc7ncxfhM2gK3mFvc87VnybNgjl8+HCxrddeSQIWZdL69etp0eoBUhr2wtDuWZSD413V5+BmwKvPuxyOcyMo5P5i6YHw999/0zQ4lNMOvhh6jsXBxb3AyypHZwydXuaGb0uahbQoVB/2grp8+TL3P9CWjX9fwuvR8TgZKqCUA4YHnsDYfACtHmzHqlWrrL5eeyYJWJQ5M778kp69++L8wDO413/QavUqB0fcWz3OzcqBBAWHWrUHwtq1awlp0ZLEmm1wD33kjt4ZBYpPKdybdIZmj9DuoY4sXGi9oeAPHTpEYLNgzhrL49FuGA7OWdt83eu2wq3d8/TrP4gpUz/OsV+9KDy7S8D/mzCJNu07FLoP6OnTp2kY2IylS5cWU2SioL5f9CMGgxdp2+cT/9sHVqvXlJLI5a+G4nByK87OLvz0y7L8FyqgxUt/xc3dA4djG7jy1TA0k7FI9dxcNArTvp/wNHixYOFiq8W3eu060o1GHC8eInrOUNJuRmeZn7hyEqlbvsJgMPDDoiVWW6+9s5s74W47dvwEe4+eomlwKH+sXV2gYWm2bdtGrz79SMKVM2fOFH+QIk87t24CzG3ALR/qYrV6NVM6Ls7OXLtyyWp13vbtV7PgK3N3RydnF9BMQOGbTYxJcZw6edzqF8TGjB7FmNHmh1D512tISmpS1gIp8fy5fi3BwcFWXa+9s7sjYADP5mEk1e9OaMvW/Pnnn3mWnTdvPl179salw8t41m1RQhEKIeyBXSZgAEPTrrh3eYOwfv2ZabkRIzOTycQbo9/k1TffwfvR8bjXll9+IYR12W0CBnCrGYjPgImMeX8iL454FaPR3C6XkJBAj7C+fPPLWnwGfYRLpXt1jlQIYYvsOgEDOFeojs+gj1iyfjsdu3Tn6NGjNG/RivCLyXj3/QBHD3kilRCieNh9AgZwdDPg1fs9Dt9yoXGTJlyvGorh4VdQTqXrcYVCCNtid70gcqMcnfDs8ALurR/H0d1b73CEEHZAjoAzUUpJ8hVClBhJwEIIoRNJwEIIoRNJwEIIoRNJwEIIoRNJwEIIoRNJwEIIoRO7S8AOSgFFe5aphsJkMlk3IFFkVv8uNC1jUEwhSoLdJWB3N1e09LQiLas5uXHtxg0rRySK6saNGzgWcRiinGjpqbi4ulmtPiHyY3cJ2ODpgZaeWqRlnSvXZGf4fitHJIoqIiICVaGm1erT0lNl9F9RouwuAfvXqolj/OUiLetS7T727dlNYmKilaMSRbH897WYqtS1Wn2m5Hg8DV5Wq0+I/NhdAg4JCUGLKdqAi05eFXGvXp9Fi6w3FpcomosXL7J50yY8rTgmXOqV0zRv1tRq9QmRH7tLwE2bNiUu+myR24Gdgnrz1rv/JTY21sqRicIY+fooPJt0KvJQ9DlxuHaKNi1l1BNRcuwuAXt4eFD9Xn9SY84WaXm3moGYfAMZ+sKLMjKsTpYsWcLajVvxaPW4Ves1Xf2HkJAQq9YpRF7sLgEDtAgNJvXi8SIv79F2COt3HuCFl17OGEVDlIxff/2V5154CUP30Ti4WK/HgpaeRlz0WZo2lSYIUXLsMgE/+dhAiNxc5OUdXNzx6vs+S//YTfMWrfj777+tGJ3ISWxsLM8OfZ4nh76IV+93cbmnjlXrT405S/V7/fHwsF6ThhD5scsHsnfr1g2nlBdJuRSJa7WiXUV3cPXEq+9/iYpYTfD9rWnRogVDn3mSkJAQ/P39cXaW0TTuhtFo5OrVq+zfv59flq1gyZIluNdrRYUnP8fBzWD19aX+s5ceD7Wzer1C5MUuE7CjoyMjXxnBJ0vXFDkBAyjlgKFZDzwad+Tw31t5fcrXpESPJeH6FUzGdCtGbH+UcsDV4I3BNwBjlfso/+TnOHlVKpZ1aSYjqUfW8er09cVSvxC5scsEDDBs6HOMnzAR9zbP4Oh+d30/HZzdMAQ+DIEP4wGUt06IooQkRe4moE5tAgMD9Q5F2Bm7bAMGqFy5Mn379iNp9xK9QxE6Mx1dy+jXXtE7DGGH7DYBA0z7dCqmUztIPn9Y71CETtKunSc95hyPPPKI3qEIO2TXCbhixYrMnTOLxA3TMaUl6x2O0EHy/mUMGzpEngEhdGHXCRigb9++dGzbmsTt3+sdiihhSWcPoqIO8s5bY/UORdgpu0/AAF/P+hJ1ZjcJRzfpHYooIabUJBI3zGD+3K8oV66c3uEIOyUJGHNTxMYN60jbPo/Ek7v1DkeUgMSt8+nZpSM9evTQOxRhx+y2G1p2jRs3Zv2a3+nYpRtaehqe9dvoHZIoJklnD8L5fcxcf1TvUISdkyPgTEJDQ9ny5waM278hft9yNE2GH7I16bExJK7/QpoeRKkgCTiboKAgwndux/fafuJ++S9pN6P1DklYiTHxFnG//pe3Rr2ma9ODZjIBRRt7TtNMMm6dDZEEnIOAgAAO7NnFqOcGcnPRKOIPrJKj4TLOmHiLuN8+4PmnHuPtsWN0iyMpKQnl4AAOjkVa3piWipubjFtnKyQB58LR0ZG3x45h764d+F7dQ9ySMcQf2Vjk8eSEftLjYohd+n8MGdibjyZN0DWWgwcP4uNbu0hHsZqmkZaaIgnYhkgCzkeDBg04sGcX334+kXqx+4n56jnits6XpokyIuXicWJ/epvRLw/jkykf6X76vuGPP1FVAoq0rDEuBi+fCjg5ybVzWyHfZAE4OjrSu3dvevfuTWRkJNOmf8m380bh7OGDc9U6pJevhUvVurhU8Ue5eqCU/K7pTUtPJWHHQtKPb+LrmTMYMGCA3iFhNBqZPnM2zh1GFmn51OiTBAY1s3JUQk82k4AXLlrEc0OHkd8oQSlJCXe1Hld3TwBMxnQSYm9CdM5DG9375grdj7bsVcrF4ySun8YDoc2Y99sRqlSpondIAMycNYtUVx+8qtUr0vLpV07Rpl2olaMSerKZBNyubVs8PA2oFo/jUbdV7gU1E8aEm0VbiVI4eub/sEnNmCbJVwfGhBsk7v0V44ktzPlyOgMHDtQ7pAwnTpzgrXfexfvRCUXeN5yun+b+0NKzTeLu2UwCrl69Omt/X0n7Tp1xqVwrzyFrimNEBaEPTdNIiTpK+l9rSPxnH48++ihTl5Weo16AyMhI2rTvgFvrJ3GuVKNIdWiaifioEwQHB1s5OqEnm2qsDAkJ4Zs5s4lbMYH0+Ot6hyOKkTHhJnEHfif2h9dw3j6Ht58J4+L5s3z37dxSk3w1TWP27Dk0D70frdkjeAZ2LnJdyf/sp4afH35+flaMUOjNZo6AbxswoD9H/v6bz7+ZiPej43FwlscMlmWaZsKUeIvU6FOkXj6J840zJF86iTElkbbtH2LU/Nl06NCh1DT5pKWlcfToUdZv+IPPZ3xJvMkFr0f+h0vlWndVr/HIWka//mqp2U5hHTaXgAHef+9d/jpylM3rp2Ho9ob0SiiDzk7umed8D4M3WzdvYuvmTSUTUAGYNBOpKcl4Va6O0z31cGw1DG+/RnedNNNvXSY56m8ef/xxK0UqSgubTMBKKRZ+N4/7H2hL1M7FGFrLjlvW+L28AE3TUI5OFPW23RKnFA5Orign646InXRoLU899RQeHh5WrVfozyYTMICbmxvrfl9BYPMQEspVx7OhDDlelhSkt4k9SI+7RvLh9fxnnjwm1RbZ9Ln5Pffcw/rVq0jeOpeUi8f1DkeIQtE0jaQ/ZzLylRHUrVtX73BEMbDpBAwQGBjID/O/JW7lJNJjr+gdjhAFlnDkTyqqeN5/7129QxHFxOYTMEBYWBj/N3Y08SsmYEpN0jscIfKVHneNpG3z+XHhAlxcXEp03VpOt5Pmd4upKBK7SMAAY0aPosdDDxC/5lM0k1HvcITIlSktmYTVU/nPqy8TFBRU4utPTExAZeu+aUqXx2AWB7tJwEopvv16DgHlHEjYtkDvcITIkWZMI37VRzx8fxPGvf/fEl//rVu3uHU9Biefe/6NSTORePMq99xzTx5LiqKwmwQM4OLiwuoVv+EatZeEv9brHY4QWZjSkolbMZH7A6qycMF8HBxK/t9z69ateFWvi8r0wPj0G5fw9ilHpUqVSjweW2dXCRjMIyD/sXY1KTu/J/n8Yb3DEQIAY/wN4n4bR8egOiz/daluz/z99Isv0epm7bKZGh1J8+byDIriYHcJGKB+/fosXbyQ+N+nkHbjkt7hCDumaRrxRzZy4/uRvDCwF0sWfo+zs3Vv5CioHTt2sDt8D54NsvWZP7WDfmH6jaFny+wyAQN07tyZCeM+IH7Fh5hS7u4ZwUIUhTH+BvErJ+J9fBWbNqxl0oTxujQ7AMTFxTHoiadwbzcUB5d/L7al37pC0oWjPPGE3E1aHOw2AQO8+soIBoR1Jf73KdIzQpSY9LgY4nYs5Mb3IxnSsy1//xVBSEiIbvHExsbSoXM3Eis3wLN+myzzkg4sZ/ATg/H09NQpOttm1wkYYOb0L2jk60PCprl6hyJsmKZpJJ09SPyqydz47lV632cgfMdWpkyeiKurfk/s27p1Kw0aN+W0qQKe7YdlmZdy8TjGyG2Me19uBCkuNvssiIJycnJixa9LCQpuQfyBVRiaSVuXuHvGxFukRp8k9fIpnG+cISnqOJUqlmPUyFd48smVeHt76xZbdHQ027Zt49PpMzl46C88HnoBQ92WWcqY0lJI3PAFc76cXmqer2yLVI53veQiJCRE27t3bzGGo59Tp04R3KIlrp1G4u4vAx+Kwjv/xWBMiTdznV+5mh/o+TxfTSM5KZG09HQMfvehBbTF874HUE5Z77TTjOnErZpMx0B/flz0vTyD2AqUUvs0Tbujncnuj4Bvq1OnDst//ZluYX1x6v8hzhWLNnSMsF9Vn5yKKeEGyskV5eKub7LNhauTKw6e5XJNqqa0ZOJ/n0pwzQosXDBPkm8xkwScSdu2bfls6mTeeOcDfAZ9hKO7fqeJouxxLlcVylXVO4wiS75wlKQN0+nWqR0Lvp2bpTvcJ9OmE9S4IR06dNAxQtsjCTibYUOH8teRv1mwYjLefd9HOerTJ1OIkpJ2PYrkAyswnd7NN7Nn8sgjj9xRZtbsr4g6f4YDe/dQr149HaK0TXbfCyInn079iNC6fiT8OTvnJ0MJUYZpxjRSL58i7uBa4n/7gLilb/NUu/pEHjuaY/K9zTHgATp26cb16zLgrbXIRbhcxMfH0yy0JTeqt8IQ0kfvcIS4azGrPiPh8IY7pleq6ouLS95d4a5evkTlJz8j5fA66jpdY8uf63W7Y68syu0inE0n4DVr1jBy5EiMRiNDhw5l7Nixd5TZtGkTr732GmlpaVSqVInNmzdnzDt37hxBIS1wavsCHgEtSjJ0IawuPS6GtJjzOHp4o5wL92hJ5eSMk3cVNJOR+BUT6dWqEd/O/Uou0hWQ3SVgo9FIvXr1WL9+PX5+foSGhrJo0SIaNmyYUebmzZu0bt2aNWvWcO+993LlypU7+jzu2rWLTl264/3IOFyq+Jf0ZghR6phSErn141jee+Nl3nj9P3qHUybkloBttg04PDycgIAAateujYuLC4MGDWLZsmVZyixcuJB+/fpx7733AuTY4bxly5bMmvEFcSsmYEy4USKxC1GaObh64BX2Dv8dP5Hff/9d73DKNJtNwFFRUdSo8W9fXj8/P6KiorKUOXHiBDdu3KB9+/YEBwfz3Xff5VjX4MFPMGLYEOJXTkJLTy3WuIUoC5x87sHQ/U0GPfEkhw/LY12LymYTcE5NK9nbq9LT09m3bx+rVq1i7dq1/O9//+PEiRM51jdh/Dju8y1P/L7lxRKvEGWNm18DXNs8S6eu3blyRQa8LQqbTcB+fn6cP38+4/2FCxfw9fW9o0zXrl3x9PSkUqVKtG3bloMHD+ZY35YtWzh85ChudVsVa9xClCWejR4ivVZruvbsTUpKit7hlDk2m4BDQ0OJjIzk9OnTpKamsnjxYsLCwrKU6d27N1u3biU9PZ3ExER2795NgwYN7qjr5MmT9HmkP55dX8e5QvWS2gQhygTPB57gbKIzTz37nPSbLySbTcBOTk5Mnz6dLl260KBBAwYMGECjRo2YNWsWs2bNAqBBgwZ07dqVwMBAWrRowdChQ2ncuHGWem7evEnHzt1wbjEI91pBOmyJEKWbUg54dh7J2m17GD9hot7hlCk22w3NGtLT02nfqQvHkrwwPDQs/wWEsGPpcTHcXPwm3301k379+ukdTqlid93QrGH4Sy9zNDoez3ZD9A5FiFLPyasSXj3f4qkhQzlw4IDe4ZQJkoBz8dnnX/DTynUYur2RZYhuIUTuXKvVxb39C3Tu3pNLl2TA2/xIAs7BmjVr+L/3x2EIewcHVxkLS4jC8KzfBu2+jjzcrSdJSUl6h1OqSQLO5ujRowx47AkMPUabn+8qhCg0z/sHcInyDHziSUwmk97hlFqSgDOJiYmhU9fuuD7wNG5+jfQOR4gySymFodMIth44xv+991+9wym1JAFbpKam0q1XH1JrtMCzcUe9wxGizFNOLhh6juWL2XP54YeFeZZ1dHQkKCgo4+/MmTN3vf4zZ86wcOG/6503bx4vv/zyXddrTZKAMd+2/Mxzw/gnFjzbPKl3OELYDEfP8nj1epsXXnqZ3bt351rO3d2diIiIjL9atWrd1XrT09PvSMClkSRgYOLkj/h90048u7yGUvKRCGFNLlX88Xj4Zbr16s25c+cKvFxERAQtW7YkMDCQvn37cuOG+WmE7du35/b9CDExMRnJet68efTv359evXrRuXNnxo4dy9atWwkKCuLTTz8F4OLFi3Tt2pW6devy5ptvWndDi8Dus82yZcuY8NHHGHq9jYOLu97hCGGTPALuxyGwJ5269iA+Pv6O+UlJSRnND3379gXgqaeeYvLkyRw6dIgmTZrwwQcf5LuenTt3Mn/+fP78808mTZrEgw8+SEREBP/5j/m5xRERESxZsoS//vqLJUuWZHlejB7selDOiIgIBj/9LF5h/4eTd2W9wxHCpnkG9+H6jSj69R/E6pXLcHT8t3/97SaI227dusXNmzdp164dAE8//TT9+/fPdx0PP/wwFSpUyHV+x44d8fHxAaBhw4acPXs2y2NrS5rdHgFHR0fTuXtP3NoNw9X3Pr3DEcLmKaXw7PACeyMv8Mboop/+Ozk5ZXRtS05OzjLP0zPvfvuurv+Ofefo6Eh6enqR47AGu0zASUlJdO7eC1Pd9ng2aKt3OELYDeXojGePMXzzw498PXduruV8fHwoX748W7duBWDBggUZR8O1atVi3759ACxdujTXOry8vIiLi7Ni9NZndwlY0zSeeOoZoowGPFsO0jscIeyOo7s3XmHv8Nobb7Jly5Zcy82fP5/Ro0cTGBhIREQE7733HgCjRo1i5syZtG7dmpiYmFyXDwwMxMnJiaZNm2ZchCtt7O5paO/+932mz/8Rr0fG4+Cc91DcQojik3T6ACkbPmdf+C7q1KmjdzjFSp6GBixevITPZszGs+dbknyF0Jm7fzOcQ/rTqUt3bt26pXc4urCbBBweHs7Q4S/i1ettnAy5XyUVQpQcz2Y9uOlZg1dfH6V3KLqwiwR8/vx5uvUMw6PjCFzuqa13OEIIi/TYGNIu/EWfnt31DkUXNp+A4+Pj6dS1B6pxdzzqttQ7HCGEhSk1mfgVExj7xmsZN1/kZc2aNdx3330EBAQwadKkO+Zv2rQJHx+fjBs6xo0bVxxhW5VN34hhMpl4dODjxLhWwxAqQ6QIUVpomomEdZ/RtW0L3nlrbL7ljUYjI0aMYP369fj5+REaGkpYWBgNGzbMUu7BBx9k5cqVxRW21dn0EfDoMWPZfewshg4vopTSOxwhhEXC9h+o5Wlk/jdfF+h/Mzw8nICAAGrXro2LiwuDBg1i2bJlJRBp8bLZBPztt/P4av5CDD3GoJyc9Q5HCGGRcORPnM/uZM3KZVnuTMtLVFRUlluG/fz8iIqKuqPczp07adq0Kd26dePIkSNWi7m42GQTxLZt23jlP2/g/eh4HD189A5HCGGRfOEoKdvmsWnbFipXLvjzV3K6XyH7kXPz5s05e/YsBoOB33//nT59+hAZGXnXMRcnmzsC/ueff+jVpx+enUfiUulevcMRQlik37pM/KqPWLLwexo1KtyIM35+flmeXHbhwgV8fX2zlPH29sZgMADQvXt30tLS8rxTrjSwqQR869YtOnbpjlPzfrjXDtY7HCGEhSklkbjl4xn33v/RrVu3Qi8fGhpKZGQkp0+fJjU1lcWLFxMWFpalTHR0dMaRcnh4OCaTiYoVK1ol/uJiM00Q6enp9O7Xn9hyARia9dQ7HCGEhWYyEr/mY/p168R/Xnu1SHU4OTkxffp0unTpgtFoZMiQITRq1IhZs2YBMHz4cJYuXcrMmTNxcnLC3d2dxYsXl/qL7zbzLIhvvv2W54YModJ9wTg4lszvijEtldioU6Qlxt4x7943V5T6L1+IkhC/aS71XG6w+Y91ODvb5wXx3J4FYTNHwP369qVa1eIdRv7IkSNs2bKFPXv3En3pUsZ0Z68KOFbyx8HNE+XkgnJyKdY4hCgr4g+uwePyIVbt32O3yTcvNpOAy5UrV6S2pfwkJyfz008/MeWzLzh95hxu/s0wNelL1U51cKniL8lWiFwknz1E2u5F/LF7J+XLl9c7nFLJZhKwtZ0+fZrpX87k67nf4FylNg6NulChYyjKwTH/hYWwc2nXo4hfPZUVvy6lbt26eodTakkCzub48eO89Op/2LlzJx6NOmB4dALOFarrHZYQZYYxOZ645R8ydfIEHnroIb3DKdVsqhva3TAajUyeMoXmLVpy0OhHpWFfY2g3RJKvEIWgGdNJ+P0jBvfvw/AXXtA7nFJPjoAxH/UOfOIpzt1MpdygKTiXr6Z3SEKUOZqmkbDpK4JqVuaLzz7RO5wywa6PgDMf9V6o0ByvR8ZJ8hWiiBL2r8Qn9h9++/nHLEPOi9zZ7RHwjRs36Ny9F6euxMtRrxB3KenUXowHfuGPveF4e3vrHU6ZYZcJ+PLly7Rp35EbPvXwenQMStn1iYAQdyX16lkS1k9j7arl1KpVS+9wyhS7yzznzp0j5P7W3KjSDM92QyT5CnEXjIm3iFvxITM+/5QHHnhA73DKHLs6Ar58+TIPtHuIpICHMITkPwSKECJ3Wnoa8Ssn8cIzT/L000/pHU6ZZDeHfzdv3uTBhzqRdG8rSb5C3CVN00j480taNarNR5Mm6B1OmWUXR8Amk4luvfpw3TsAz5aD9A5HiDIvYc8vVE67wk+Lt+PgYDfHcVZnFwl42hfTOR51Da9HX5cnlAlxlxJP7IQjq9mwfy+enp56h1Om2XwCPnXqFP/33n/xGThZnuNQhlyY/iTGhBsZ7z2r1cajcg2UHG3pwuToivuDQ0i/eYnEP79k04Z1VK8ud4neLZtOwCaTiUGDn8Yt9FG5pbiMMTTrTsqFoxgTb5F25R8SLpn/AB577DF69Oghnf1L0H9GvUny+cMkbZrN3NmzCAm549G2oghsOgF/MX0Gpy7fwuvRXnqHIgqp3AOP3THNlBxP4sndrN21jg0bt/DyiOG89uqr0vG/BLz3v4mcWzedN19/lYEDB+gdjs2wmRExsjt16hRNg0PxGTBJjn5tUEr0SVIjVuB45RgLvp1Lly5d9A7JpgWFtKB27dr8vGSRXEcpgtxGxLDZBBzWrz87bnhiuL+/3qGIYpR0+gCJf8ygT89uzJj2mRwNF5Pk5GSUUri6uuodSpmUWwK2ySsaly5dYv36dXgEddc7FFHM3P2bUf7Jafz+1yWCQu7n4sWLeodkk9zc3CT5FgObTMCzZs/Bs34bHFyli4w9cHD1wOvhl4n1a0lIy9ZcuHBB75CEKBCbS8Dp6elMnzkLl8Zd9Q5FlDBDi0dJq9uRNu06EBMTo3c4QuTL5hLwihUrwFAZl3tq6x2K0IFnaD/iKjdm8NNDKMz1DSH0YHMJ+KNPp6EadtY7DKEjQ5un2BVxhIULF+kdihB5sql+wKdPn+bQwYNUGjayxNdtSkkk+fxfpF/+B8ek6yhMJR6DbVEYnT1Qlfxx82uIk889BV/SyRn3Tq/w0isj6dixA1WrVi3GOIUoOptKwDt27MCzZhOUk3OJrTM9NobkPT+ScGwbTYOa0bZ1S+rUfhBn55KLwRaZTCauXLnCtt172bb4W1yqBuDUvB9uNRoXaHnXanVJq9+eN996h+++nVvM0QpRNDaVgHeG7yGtgn+JrS/h8B8kbp3HS8Of5/XlX1OtmgxrVBySk5NZvHgxo8a8RXzNUDzbPotycsl3OffgPiyd9xLTPv2YcuXKFX+gQhSSTbUB79gVjss9ASWyroTdP+F2eBk7t25iyuRJknyLkZubG8888wyRx47SspojccvGY0pLyXc5R89yeNQO5ptv5xV/kEIUgc0kYJPJxN+H/8Klap1iX1fC0U24/LOZPbu2ExgYWOzrE2bly5dn2S9LeahZXRI3TC/QMk5NuvLptOnSI0KUSjaTgE+cOIGLwQdH9+K9FTU9/jqJW75h+S9L5eKODhwdHfl+/re4x54j8fiOfMu7Vm/IrbgETp48WQLRCVE4NpOA9+3bh2vV4m9+SN73G888OZjg4OBiX5fImbu7O/PnziFl1/f5HtkqpXDzrcu+fftKKDohCs5mEvBfh4+Q5uNXrOswpaWQeORPRr3+WrGuR+TvoYceopK3J8lnD+ZbNq18LXaF7ymBqIQoHJtJwDdvxaFcPIp1HanRkdTyr42/f8n1tBA5U0rx1OODSDt3IN+yLvcEsG1XeAlEJUTh2EwCTkhMLFDXpLuRGn2K1veHFus6RMGFhobgeO1MvuUcvStz5fLl4g9IiEKymQScmJSEcizeBEzSDQJq1yredYgCu/fee7OMG5cb5eRCcnJyCUQkROHYTAJONxqhmAdsVJoJJyebunelTHN2dkYzGfMtpxwcMaanl0BEQhSOzSRgIYQoayQBCyGETiQBCyGETuwyAWuaRvze37g662kST0r3JCGEPuwuAWvGNBL++JIKF3ex4Js5pG+ZTfze3+RZAUKIEmdXCdiYFEvsr+/TvLID+8N30q9fPyL2hlPh4i7iN8xAM6bpHaIQwo7YTQJOu3aeW4vf5KmwjqxeuQyDwQCY+5LuD99JcBVH4n79AGNSrM6RCiHshV0k4KTTB7j50zt8MuF9Pv/kYxwdHbPMNxgMrF65jCfDOnBr8ZukXTuvU6RCCHti83cVxB9YRfren1i9/Ffatm2bazlHR0c+/+RjmjRqyMg33sTQ5T+4+zcrwUiFEPbGZhOwZjKSsGkuXtePsSF8F3XqFOxB7UOfe456desS1vcRjCH9MTTrUcyRCiHslU02QZiS44lb9j8aeCYQsS+8wMn3trZt27IvfBeGU38Q/+ecAt3uKoQQhWVzCTjtxiVuLRnDox1C2bh+DT4+PkWqp06dOhzcF04DzwTzGGQpCVaOVAhh72wqAadcOMKtH8cy/p3RzJn55V0/OMfHx4eN69fw6EMh3FoyhrQb0VaKVAghbKgNWAHGk9v57eeldO7c2Wr1Ojk5MWfWlzRuNIP/vDYS6Gu1ukXRzJw1i7Nnz3H9+rUCL5MYH8vYt94GoFPHjnTq1LG4whOiwGwmAc/58gvi4uIy2nvXrFnDyJEjMRqNDB06lLFjx2Yp/8MPPzB58mTA3A1t5syZNG3aFIBatWrh5eWFo6MjTk5O7N27l1dfGUG7tm0ICCiZYe9F7r5f9CO7dmzHEBKG2wPP5lve0asiHm2eZvqKXSQc2YjB20cSsCgVbCYBV6lShSpVqgBgNBoZMWIE69evx8/Pj9DQUMLCwmjYsGFGeX9/fzZv3kz58uVZvXo1zz//PLt3786Yv3HjRipVqpRlHbcTtNDXxvVreHbo86zauB3nAvRSUcoBp/K+pOxezOw5c3h+2LASiFKI/NlUG/Bt4eHhBAQEULt2bVxcXBg0aBDLli3LUqZ169aUL18egJYtW3LhwgU9QhVF4OLiwvfzv2XMy8O4ufhNUi4ez7N8QsRqUtZ/xqplv0jyFaWKTSbgqKgoatSokfHez8+PqKioXMvPnTuXbt26ZbxXStG5c2eCg4OZM2dOscYqikYpxVtj3uSHb78ifvl4Eo5uvqOMZjISv/ErPCLXsXf3Ttq1a6dDpELkzmaaIDLL6clmSqkcy27cuJG5c+eybdu2jGnbt2/H19eXK1eu8PDDD1O/fv0876IT+unduzfbNm/k4W49iL8ZhWerx1BKYUpJIH71xzSsamDlvnDKlSund6hC3MEmj4D9/Pw4f/7f5zlcuHABX1/fO8odOnSIoUOHsmzZMipWrJgx/XbZKlWq0LdvX8LD5ZnBpVnTpk05tH8v1RMiiV89ldSrZ7m1ZCz92jZj04a1knxFqWWTCTg0NJTIyEhOnz5NamoqixcvJiwsLEuZc+fO0a9fPxYsWEC9evUypickJBAXF5fxet26dTRu3LhE4xeFV7VqVXZv30L7+lW5PH8k48a+ztdzZskgqqJUs8m908nJienTp9OlSxeMRiNDhgyhUaNGzJo1C4Dhw4czbtw4rl27xksvvZSxzN69e7l8+TJ9+5r7+qanp/P444/TtWtX3bZFFJybmxtLlyzi2rVrd/RgEaI0UoUZCSIkJETbu3dvMYYjhBC2Rym1T9O0kOzTbbIJQgghygJJwEIIoRNJwKJMcXR0JCgoKOPvzJkztG7dOmP+6NGjadSoEaNHj2bevHlcvHgxY16tWrWIiYnRI2whcmSTF+GE7XJ3dyciIiLLtB07dmS8nj17NlevXsXV1ZX27dvTuHHjHLsgClEayBGwKPNuD7AaFhZGQkIC999/P0uWLGHv3r088cQTBAUFkZSUBMAXX3xB8+bNadKkCceOHdMzbCEkAYuyJSkpKaP54XZ3wduWL1+ecYQ8cOBAQkJC+OGHH4iIiMDd3R2ASpUqsX//fl588UWmTp2qxyYIkUGaIESZklMTRGH069cPgODgYH755RcrRSVE0cgRsLArrq6ugPliXnp6us7RCHsnCVjYLC8vr4zbyoUojSQBC5v1zDPPMHz48CwX4YQoTeRWZCGEKGZyK7IQQpQykoCFEEInkoCFEEInkoBFmbVmzRruu+8+AgICmDRp0h3zjx07RqtWrXB1dZWbLkSpJDdiiDLJaDQyYsQI1q9fj5+fH6GhoYSFhdGwYcOMMhUqVGDatGn89ttv+gUqRB7kCFiUSeHh4QQEBFC7dm1cXFwYNGgQy5Yty1KmSpUqhIaG4uzsrFOUQuRNErAok6KioqhRo0bGez8/P6KionSMSIjCkwQsyqSc+q8rpXSIRIiikwQsyiQ/Pz/Onz+f8f7ChQvy3F9R5kgCFmVSaGgokZGRnD59mtTUVBYvXkxYWJjeYQlRKNILQpRJTk5OTJ8+nS5dumA0GhkyZAiNGjVi1qxZAAwfPpzo6GhCQkKIjY3FwcGBzz77jKNHj+Lt7a1z9EKYFepZEEqpq8DZ4gtHCCFsUk1N0ypnn1ioBCyEEMJ6pA1YCCF0IglYCCF0IglYCCF0IglYCCF0IglYCCF0IglYCCF0IglYCCF0IglYCCF0IglYCCF08v93GKLcHLjuOgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# the empty ryplot handle does not always work, sometimes skip ryplot altogether...\n", "\n", "from matplotlib.sankey import Sankey\n", "\n", "Sankey(flows=[0.25, 0.15, 0.60, -0.20, -0.15, -0.05, -0.50, -0.10],\n", " labels=['', '', '', 'First', 'Second', 'Third', 'Fourth', 'Fifth'],\n", " orientations=[-1, 1, 0, 1, 1, 1, 0, -1]).finish()\n", "plt.title(\"The default settings produce a diagram like this.\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Vector fields" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "https://krajit.github.io/sympy/vectorFields/vectorFields.html \n", "http://scicomp.stackexchange.com/questions/18760/visually-appealing-ways-to-plot-singular-vector-fields-with-matplotlib-or-other \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Python and [module versions, and dates](https://github.com/rasbt/watermark)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Software versions\n", "Python: 3.9.18 64bit [MSC v.1929 64 bit (AMD64)]\n", "IPython: 8.18.1\n", "OS: Windows 10 10.0.22621 SP0\n", "matplotlib: 3.5.3\n", "numpy: 1.21.6\n", "pyradi: 1.1.4\n", "scipy: 1.10.1\n", "pandas: 1.5.3\n", "Tue Jan 09 11:22:35 2024 South Africa Standard Time\n" ] } ], "source": [ "try:\n", " import pyradi.ryutils as ryutils\n", " print(ryutils.VersionInformation('matplotlib,numpy,pyradi,scipy,pandas'))\n", "except:\n", " print(\"pyradi.ryutils not found\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 4 }