{ "metadata": { "name": "visualization_earthquakes" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Visualization: Mapping Global Earthquake Activity\n", "===\n", "This project introduces the Basemap library, which can be used to create maps and plot geographical datasets." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Home](http://nbviewer.ipython.org/urls/raw.github.com/ehmatthes/intro_programming/master/notebooks/index.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Contents\n", "---\n", "- [Introduction](#introduction)\n", "- [Installing matplotlib and Basemap](#installing_mpl_basemap)\n", " - [Installing Basemap using Ubuntu\u2019s standard packages](#install_standard)\n", " - [Installing from source](#install_source)\n", "- [Making a simple map](#simple_map)\n", " - [Adding detail](#adding_detail)\n", " - [Zooming in](#zoom)\n", "- [Plotting points on a simple map](#plotting_points)\n", " - [Labeling points](#labeling_points)\n", "- [A global earthquake dataset](#dataset)\n", " - [Parsing the data](#parsing_data)\n", " - [Plotting earthquakes](#plotting_earthquakes)\n", " - [Adding color](#adding_color)\n", " - [Adding a title](#adding_title)\n", "- [Other interesting datasets to explore](#other_datasets)\n", "- [Conclusion](#conclusion)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Introduction\n", "---\n", "The main goal of this project is to help you get comfortable making maps of geographical data. If you follow along with the tutorial, you will end up making this map:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![Earthquakes of magnitude 1.0 or greater, for the last 7 days](/files/images/earthquake_plot_titled.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It takes fewer than 50 lines of code to generate this map from a raw dataset! This project will conclude with a list of datasets to explore, to help you find a project of your own to try." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[top](#)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inline output\n", "\n", "The following code helps make all of the code samples in this notebook display their output properly. If you are running these programs as standalone Python programs, you don't need to worry about this code.\n", "\n", "If you are using IPython Notebook for this work, you need this cell in your notebook. Also note that you need to run this cell before running any other cell in the notebook. Otherwise your output will display in a separate window, or it won't display at all. If you try to run a cell and the output does not display in the notebook:\n", "\n", "- Restart the IPython Notebook kernel.\n", "- Run the following `%pylab inline...` cell.\n", "- Run the cell you were interested in again." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# This just lets the output of the following code samples\n", "# display inline on this page.%pylab inline\n", "%pylab inline\n", "from pylab import *\n", "\n", "# Set default figure size for this notebook\n", "pylab.rcParams['figure.figsize'] = (8.0, 6.4)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.zmq.pylab.backend_inline].\n", "For more information, type 'help(pylab)'.\n" ] } ], "prompt_number": 35 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Installing matplotlib and Basemap\n", "===\n", "These instructions are written for Ubuntu first, and instructions specific to other operating systems will be added shortly.\n", "\n", "Python\u2019s [matplotlib](http://matplotlib.org/) package is an amazing resource, and the [Basemap toolkit](http://matplotlib.org/basemap/) extends matplotlib\u2019s capabilities to mapping applications. Installing these packages is straightforward using Ubuntu\u2019s package management system, but these packages may not work for all maps you want to produce. In that case, it is good to know how to install each package from source." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Installing Basemap using Ubuntu\u2019s standard packages\n", "---\n", "If you are running a newer version of Ubuntu, you may be able to get away with simply installing matplotlib and basemap through the standard repositories. This approach should work well enough to get you started, but if you notice some odd behavior with your maps you might need to go back and install both packages from source.\n", "\n", " sudo apt-get install python-matplotlib\n", " sudo apt-get install python-mpltoolkits.basemap\n", "\n", "If these ran successfully, you can move on to [Making a simple map](#simple_map). If not, you might want to try installing matplotlib and basemap from source." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[top](#)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Installing from source\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is quite possible that the packages for your system are out of date, and you will need to install both matplot lib and Basemap from source. These are fairly large packages to download and install, so do this when you have a little time on your hands.\n", "\n", "These instructions are adapted from the [matplotlib documentation](http://matplotlib.org/faq/installing_faq.html#how-to-install).\n", "\n", "### Install matplotlib dependencies\n", "\n", "We start by installing dependencies. This is a 200-500MB download, depending on what you already have installed. When I did this most recently, it was a 220MB download, and it used 661MB of disk space after installation:\n", "\n", " sudo apt-get build-dep python-matplotlib\n", "\n", "Matplotlib also depends on pyparsing. I install most of these non-system packages to my home directory, but you can also use a location such as `/usr/local`. I have read not to use `sudo` with `easy_install`, but I will admit having taken the easy way for some of these steps.\n", "\n", "I test installation instructions for projects like this on a fresh version of Ubuntu in Virtualbox. The next time I try the whole process, I'm going to try using the `--install-dir` flag for `easy_install`: `easy_install --install-dir pyparsing`. If you are feeling adventurous, or if you understand these kinds of installations better than I do, feel free to install these packages where you wish. (If you know how to improve these instructions, please consider [contributing to the project](https://github.com/ehmatthes/intro_programming).)\n", "\n", " sudo easy_install pyparsing\n", "\n", "### Install git\n", "\n", "Now install git, if you have not done so already:\n", "\n", " sudo apt-get install git\n", "\n", "### Download and install matplotlib\n", "\n", "Now we need to clone the git repository for matplotlib. You can do this in your home folder, or somewhere like /usr/local/ if that is where you normally install packages from source. Once we have a local matplotlib repository, we need to run the install script:\n", "\n", " ~$ git clone git://github.com/matplotlib/matplotlib.git\n", " ~$ cd matplotlib\n", " ~$ sudo python setup.py install\n", "\n", "If you want, you can test your installation of matplotlib. Open a text editor, and save the following file as simple_plot.py. Run the file using the command `python simple_plot.py --verbose-helpful`. You should see a simple linear plot. If you don't, the flag `--verbose-helpful` may give you some output that helps troubleshoot our installation process." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from pylab import *\n", "plot([1,2,3])\n", "show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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} ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Install Basemap from source\n", "These installation instructions are adapted from the [Basemap documentation](http://matplotlib.org/basemap/users/installing.html). These may not be the best setup instructions; if you have any feedback, [please share it](https://github.com/ehmatthes/intro_programming/issues/34).\n", "\n", "First you need to download the source code for Basemap, which is a matplotlib toolkit. As of this writing, the newest version of Basemap is 1.0.7. Look for the [newest version here](http://sourceforge.net/projects/matplotlib/files/matplotlib-toolkits/), and click the folder. On the next page, look for a file called basemap-1.x.x.tar.gz. This is the file you want to download. It is about 120MB, so again you will need a decent internet connection.\n", "\n", "When the download is complete, open the archive and drag the basemap-1.x.x folder to your home folder, or /usr/local/, or wherever you keep your source code.\n", "\n", "You first need to install geos. From the basemap-1.x.x directory, change into the geos directory and set the GEOS_DIR environment variable. These directions assume you are working from your home directory; if you are working in /usr/local/, you will probably need to change the GEOS_DIR to /usr/local/:\n", "\n", " basemap-1.x.x $ cd geos-3.3.3\n", " basemap-1.x.x/geos-3.3.3 $ export GEOS_DIR=~/\n", " basemap-1.x.x/geos-3.3.3 $ ./configure --prefix=$GEOS_DIR\n", " basemap-1.x.x/geos-3.3.3 $ make\n", " basemap-1.x.x/geos-3.3.3 $ make install\n", "\n", "Now you need to change back to the basemap parent directory, and install basemap:\n", "\n", " basemap-1.x.x/geos-3.3.3 $ cd ..\n", " basemap-1.x.x $ sudo python setup.py install\n", "\n", "You can test if everything worked by running an example. From your basemap-1.x.x directory, change into the examples directory and run simpletest.py. Basemap is a large library, so the example script may take a while to run. You should see something like this:\n", "\n", "![Basemap simpletest.py](/files/images/basemap_simpletest.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[top](#)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Making a simple map\n", "---\n", "Let's start out by trying to make a simple map of the world. If you run the following code, you should get a nice map of the globe, with good clean coastlines:" ] }, { "cell_type": "code", "collapsed": true, "input": [ "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "# make sure the value of resolution is a lowercase L,\n", "# for 'low', not a numeral 1\n", "map = Basemap(projection='ortho', lat_0=50, lon_0=-100,\n", " resolution='l', area_thresh=1000.0)\n", " \n", "map.drawcoastlines()\n", " \n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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Tp06RU97Zce/ePfbb8p4XMTExot/cz8+PecJ4eHgo2X35vDT8iDgqKgqjR4+GqakpWzAV\nhvfzzd/fP9uEV3mFd8fUZHEzJSUFz58/VysoSR3+++8/ldeUkZGBK1euoHbt2mjXrh2Cg4PRo0cP\nODk54ejRo1o5twH1MCjzAkAmkyklbOLb9evXC02mo0eP6p1dXBuEhISw6zI2NkZgYCCioqKUfnte\nKQsXQF++fMlG67zXi5CUlBSsWLGCHbdgwQIA8lnBu3fv8Pfffyudp0SJEoiKikJWVhZ7aXAcp5GL\nnyZ/J5lMhhIlSrBjPnz4oPZ5cutXMTcOkTw/jkQiwahRo1ChQgVcu3YNJ0+eRM2aNdGpUyfR2oYB\n3fFlPcV6iDCXh7A9fPiwUO3jhw4dYrKkpqYqfS+VSrFhw4ZCC1KSSqX5+n1iYmLg4OCg8rfn2/Ll\ny0H02VsnLS0NNWvWBBFhw4YNOXoUbdiwAUTyFAPz5s1jskqlUjRp0kR0HqG9nG/29vYoXbo0Onfu\njFu3bgGQK0tV+eb5snzqKPOPHz/izJkzonP9+++/efkJVSJ0TxS2yZMng+M4HD58GObm5li7di0y\nMjLw559/wsLCAsuXL//qA950jUGZ64jMzExUqFBB6abftWtXYYsm8i2+dOmS0vfCxcSCfABlMhlk\nMhmWLl0KIrmLZn5p27YtU4I3b95EZGQkSwXAL4A6OTkxN8W+ffuqbZpQHO1v375daZ/79++DSO79\nQSSPVF28eDGaNGmCgIAAVKxYEd7e3qLFS0W7Or+dz7eSE2fPngURYfr06WjdujWICDdv3lTretRh\nz5492b4cvb298ezZMybDH3/8AQB48uQJPD094eXlhcjISK3JYkCMQZnrgCdPnrBFI94HulixYnj4\n8GFhi8YCTDp27Khy5JuWlqZkby4ohC+/WrVqaZyS9datW9i4cSMGDx6Mxo0bMwWa04j2yZMnbJ+2\nbdtq7DM9atQoFuZPRJg6daro+8TERCWThEwmAxHB0dFR9J2wEtKPP/6IPXv24MGDB3BxcQERoXPn\nziyjYXazllWrVmHo0KHYtm2bRtehCcLrVdWGDRuGHTt2gIiwevVqAPIZy+LFiw2jdB1iUOZaRCaT\n4Z9//oGZmZno5q5bt26OiY0KCn9/fxBRtmH/T58+ZTIXxghq8+bNICLs379f42NTUlKY7NOnT8fF\nixcRHR2tVvBVWFhYntYuIiIiQEQYPHgw6tWrByJC7dq1lRRVSkoKbt26JXo5/fjjj+zlVb9+fQQH\nBwOQpzZWpSD/+usvdg7+OGGQVEZGBnr37i06Jr8FrHOCP0dsbCyaNm2qUuYHDx6gVq1aGDlyJLv/\n+YRprq6uhlG6ljEocy3x4sULeHt7w87OTnRDHzx4sLBFA/B5BLp27VqV3ws9QFTZ0HUNvxgrXHSU\nyWQa2c15+bt27aoLEQHIR8SKnh1//PEHSpYsyT6rW+D6wYMHICKm5Pkozq5du+Lo0aMIDAyEn58f\nbGxscPLkSbx+/Zqdg1foO3fuxL59+0TumHzTZSAPfz95eHgAkEe91q1bl537m2++ASCfmXTs2BHN\nmzdHVFQUPnz4IJJx5syZhkpHWsKgzLXAvn37YGlpKXJVO3v2bGGLxeCTTGVnbhAWOvDz80Pjxo2x\nefNm3L17V6tFL7KDnxGYmpqKHmxeJhMTEzZyVQUfPi80ZWib+Ph4Zu4QtlKlSrH/jxgxIl/2aT7q\ncujQoaLtZ86cgbm5OW7fvo1Dhw6hbdu2SjlVFBsfBZqRkcFGzq1atdKa/zkgN2sFBQUpyc+bhHik\nUinmz58PCwsLbN26FVKpVCRrjRo18P79e63J9bViUOb5ID09HaNHj1Z6kPQJYYY8xRFQYmIiFixY\nkKNSELaqVatqVRkA8mRXfP9Tpkxh2xU9MlSlen316hUaN27M9pk3b55WZJJKpUhPT8edO3dEKWBV\nNU9PT4waNUprymjIkCEgIiXz0N69e2Ftbc1MO8LGVyNKSEgAx3GiY/kEY9euXWOLwbNmzdKKrNkR\nFBTE1gPGjx/P7rvw8HC4urqiR48eTPZy5cqBiGBkZFTguem/NPRL8xQhhAtn6irzn376KU/VafID\nnyxLuJh57tw5JZlHjhyplAVPJpMhISEB//zzD9q0aaO1lxXvLSLMYdKqVSsWgi5cYOM9T3jPCFUj\n0lWrVuUrOOb+/fsYNGgQ2rZti+rVqyv1b2xsjJ9++klp++HDh7VukuIXR1X1O2LECHZud3d3BAUF\n5VqLlB8FW1lZsbWc//3vfyAina7jKI6+S5YsidTUVKSnp2PKlCkwNzfHv//+C6lUipYtW7L98rII\nbUCOQZnngV9++SVbRT5u3DiVx/z5558gIlSpUqVAZc3ppaOpPV8bQUbLli1TKQuvrKVSKb755hsQ\nEfbu3cuOE9r0he3p06d5loXHwsICHTt2hJWVFYjk9TBzGo3rupyatbU1OnTooLSdt7ErNlW+6bz9\nXdHHfdq0afjnn39ARLC2thYldfv06RMOHDigVRu2Yu50Pp1yWFgY7O3t2RrOtm3b2D4VKlTAvXv3\ntCbD14JBmWtASkoK6tevz266smXLokWLFggPD8fEiRNFik44UhR6KJw/f77A5X7z5g26dOnCZPD3\n989zXy9fvgQRYdGiRaLtEydOzLYeZ2ZmJjiOQ0hICFxdXVUqpNxyebRq1QpE8syD2mbu3LlwdXVF\np06dcOLECTx9+hSrVq3C4MGDMWLECAQHBxfoojCfF2bfvn1KnjH873Xv3j3UqlULRKo9j27dupXj\nC0nYXF1d8d1337HPN27c0Ml1Cc954MAB3Lp1i5ljQkNDERYWxvIVGRkZYeHChTqR40vFoMzV5MWL\nF6hSpYrohly5ciV72Hgbb7Nmzdj3Hz9+BCBfICUineQcVwdhYQZt2Lz5bIJCv3nhqHXHjh0YPnw4\nGjRoIBrlVq1aFQsWLEBWVhbi4uIwc+ZMVKpUSWWE4unTp1nwDMdxaNeuHVxdXfMte1FBODgQzj7e\nvXuHjRs35nr88ePH4e7urrT2wDc3NzcQEb777jvMmjWLRcu2bt1ap94lN27cQEBAAFq0aIGqVavi\nxIkTTKYZM2bg1KlTKFeuHDw9PWFsbIyOHTsafNLVxKDM1eDChQuwtLQUjWyFRW5PnTrFvuMXRIWF\nDTQ1TWj6MH369EmlLZ7jOFbwgohYwEl+4VMBCHOAT5o0SUlhmJiYYPXq1Th27Bg2bdqk0q4t3D82\nNhYpKSlYtGiRUl8DBgzAr7/+iqioKJw4cUIr16HP8KkGiPIWhcsfO3XqVKXfskyZMnByclKp5Aui\nUDjP1q1bRc8VEWHJkiW4du2akouvwSc9dwzKPBcCAwNhZWXFqtTcv39f9P2uXbtQunRpjB8/HllZ\nWZDJZCI/4w4dOoCI1MpIGBsbC29vbxgZGaktnzBic9CgQdi8eTM4jhN5DNSsWVOrrl93795lfd++\nfZttT0hIELkJjho1Kte+Xrx4oaRQbG1tMX/+fLZQxyugyZMnsyIecXFxeP36NTIyMr7IBTPh+kTN\nmjU1Pp73cLl48aLK5FjZNTMzM7x//x4nTpxA7dq1MW3aNEyZMkXpvtcWWVlZrHqUs7MzkyMtLQ1W\nVlaoWrWqaCZsIHsMyjwbJBIJfHx8YG1tne0iW3h4OMzNzbONHhT63ebkbfH48WNcuHABtra26Nix\no0YjJI7jWCV1xTZu3Dit2no5jsPt27exePFi/PzzzzA1NcWoUaNEppslS5aw82vyUsrKysKzZ88Q\nHBwsmpkkJycjNjYWjo6OcHR0ZHZios+BM+XLl8cPP/yAM2fOaO1aC5ucFG61atVyPPbt27ds39On\nT0MqlSIuLg7m5ua4fPkyfv31V1F/hw4dQv/+/VWea/DgwZgxYwaICCEhITq9ZqlUyoq1eHh4iJ4f\nvqlaGDYgx6DMVaAYpZYdAwYMwOzZs7P9XmirVtWPRCIRpWE1NTVFVlZWvqaV33//Pdq2bYs7d+7k\n6ficaN68OXugFBcyhXlQiAgVK1bU2otEJpPB3Nxc6cHevn07oqOjRdt0cd2FgbBEW8mSJVmqg9zu\nSQDo2rUriOQ56nlzSseOHREYGMj+JsK+TExMlLYJG2+qKygPE1VuoMJmb29fIHIUNQzKXIGwsDC1\nHxr+QcsOxZGF0Pwik8lUhmALS5lpq7CAtuCn7rz5JCUlhSkOvo0dO1Yn505PT8e5c+fw7bffolmz\nZkp5SPiWn9G5PplrFAuZrFu3Tu3qPZcvXxbdQ2/fvsXcuXNF/fFuqXwhZ6Gv97Nnz5RekkSEnj17\nYteuXaL7WFf3qLAmrqrWuXNnw8KoAgZlLmDhwoWiGyY3O7M6Cl+o0IUI82y8fv0ax48fR2xsLIDP\nD6M+pQRISkpitk0i3YTMa0JGRgZmzZrF/Ki7deuW699CFSdPngQRsVD9OXPm6EDavPHo0SMlJaZu\nJstZs2aJjvPz8wMRsdlVTk24UJ6eno7o6GgkJydj4cKF6NixIypUqICaNWvC1NSUHXPx4kWtXjvH\ncaJ8N3z766+/2P/d3d0LdMFW3zEo8/9H6ApGROjXr1+ux3z8+BFEuVdyESrzRYsWYf/+/Xj9+jUq\nV66c7Ui2ffv2GD16tOYXoiP4F927d+/0yjYt9CRq2bKlxsfztmJnZ2eUKlVKVOosJSUFHz58wOLF\ni1XmfS8I4uLilBTa//73P7XSAycmJrKqSXzz8vJi/1+9ejVWrFih8ej648ePePToEZ4+fao0ANJm\nVGl6ejqqV6+OGjVq4ODBg2zmtHPnTlhaWqJChQqwt7cv8KhqfcWgzPG5agzf2rRpo7Z74Lhx41C8\neHHMnz9f5TG8DVyxlS5dGjNmzMj25j9+/Di++eabPKWD1SbCMmh8bmp9QyKRiKJFNSEzM1Pl3yAp\nKUnpb1aY8FV8hPLkdX1A2E+5cuXw6NEjlfsJz7V161YAn19+W7duZWYOjuPQqFEjkZlGW6SlpaFB\ngwZs9sVxHJ49e4batWvD0tIS1tbWsLCwQExMjNbOWVT5qpU5x3H4/fffNR6RK3LlyhXY2dmhQYMG\nqF69Ojp06IAqVaqIqscIm6mpqcoQbEXWrFmDOnXqFGqlc15mdarcfEmo8qTQh1StfK4aYXv8+LHG\n/XAch99++431Ubx4cfz+++94+PAh4uLiss2rzhfB5htvGgQ+F30Wxlhog4yMDJbigc81JEyAZmFh\nAWNj46/eF/2rVeYymQzjxo0T+bFaWlrmeUHnwIEDSgs0fA4MIrnvNG8K8PX1VUsx8MmKCqtCkSqF\nlh0JCQkICwvTiyIc2kQmkyEuLg4vX74sbFFEKM4mf/rpJ/Tq1QsnT57U6KXDcRwreqGqyWQypKSk\niJ4TJycn9OrVC/Xr18fatWvZCD0mJkanMzhF2fh6rXwrW7Zstiklvga+SmUukUjQu3dvUeg9kep6\nmOqQmZmJtLQ0REdH4+DBgxgxYgT69OnD8kzs3btXKXmTOvz777+oWLFioS7y3L17VxSRefv2bWY7\nB4Dnz5/D3NycpTIlohzdNQ1oD8XMhMI2Z84cjcvuAXKz4OHDh1VWaUpOTs72fGXKlEFSUhLu3bsH\nGxsbnaSzzcrKyragND9gKleunCh52NfEV6fMMzMz0b17d5bbWdi2bNnC9uM4Dhs3bsTKlSuVUsNK\nJBLExcVh//79WLp0KUxMTEAkTzPaunVr0fRV2Bo1aoTNmzervXhlZ2eHU6dOaf030BSO41g+Fj4/\nDW+O4keIly9fRmhoqF7Yl/UJfnZWtmxZPHjwQOv9JyYmigpkqGqK929+SEpKQmBgII4ePYpPnz5h\n8eLFouImMpkM9+7dQ5UqVTBgwACdzdSE7pd8GzZsGKysrFC+fHm9WqQvKL6qpy4jIwOdO3cW+UZf\nuHABRJ/rTqalpeHIkSOim+TcuXPYvHkz2rdvj4YNGyrdRPb29oiPj0dwcDAmTJjAttvZ2WHt2rUa\nh0LHxcWhbt26+cpumF82b96MJUuWwNnZGf369UPjxo2ZqcjExAQ7d+7Eu3fvVCqPJUuWFJrchUFy\ncjL8/f3Rp08fdO7cGWvWrAHHcXjw4AGbnRHptowboOxaq6rld3Dw+PFjUX+BgYEA5PmBiAiTJk0C\nIPcE6thCEZLDAAAgAElEQVSxIwYPHqz1tQY+8Ik/J98GDhzI5CtbtixOnjyp1fPqO1+NMs/IyEDH\njh3Ro0cPUfGD9u3bY/jw4bh06VKuD4LwwXRycsLu3btZMIaLiwscHBwwa9asbL0D1GX69Okg0m1y\nocjISOzYsQOXLl3Cy5cvRSMoVR44b968QXBwMI4fP86KSKxevVppv7p16+pMZn2FTzfr6+uLgIAA\nEMm9PXjTU5kyZdCjRw8EBgYiIiICV65cwYkTJwokKEwxClnYPD09NVa0w4cPV+qHX6APCQlB6dKl\n4eHhgeXLlyM5ORnu7u5o166d1iJz+cLdpUuXVgqE4meEvFnQzMzsq0jKxvNVKPPMzEx06tQJPXv2\nVCqj5uvrq/JGL1u2LK5fv85Ci4U3cceOHZGQkIB+/fqxbdu3b9dKBGF8fDyISOe5nFWVQxPmWueL\naRAR4uPjVfYhnOrWq1dPa1kZixoZGRlKvyWf7iAnE0hBup1KpVI8evRIlNde2H755Re1cq8kJSWx\nGRqRPD8Oz8ePH7Fs2TJmWrp48SISExNFija/qPKyMTc3R6lSpUQBX8uWLYOjoyMsLCz0wlRZEHzx\nylwikaBr167o1q0bJBIJuwGEFdGfP3/OzCNly5aFtbU17ty5gxUrVsDGxganT5/G/v37QSSvhg58\n9tXlK+Roix9//FFrN35u8KMy4Uicf5nwQVSqKs0nJSVh/Pjx7Bh9iposLPhUB+q2GjVqFLqro7D+\nqrCpI5cwoVp2rVixYoiKitL6c8L3FxMTg5MnTyImJgY7duyAu7u7yPedl8PS0lKvoql1xRetzLOy\nstCzZ0907twZmZmZWLlyJYjkPtNXrlzBmjVr8Pz5c3h7e8PPzw+bNm2ClZUVwsPD2Y1Q0GHrilPX\nguKPP/5Qe+Q4adIklm965syZBSqnviKVSrNd+FZskydPZqYqfWDmzJkqzRXZkd11jRs3DlKplGVZ\nVGx8sZb8wCtpd3d3AJ/L0rm6uqJx48bYtm0b2/fmzZsgkjs2WFhYfPFeLl+sMuc4DoMHD0bbtm2R\nkZHBfGCJSFT6jUge5MAXFx4+fDgLzODrExYUEokEDRo0QJ06dQp01Hb//n32W3Tt2hWfPn3KMYkR\nb15avnx5gclYlBCmGBC2FStWFLZo2cJxnFJq3OwqY/Fl7YQjeX6dp1evXjmalvLjWZOVlcUS4VWv\nXh3A5wLYRIQTJ07A3t5edI4NGzagevXq2Lt3LywtLb9oP/QvVplPnz4dDRs2ZHZce3t79kcfPXo0\ns4Xz06/09HTUrl2bhQ5fvXq1wGTlOA5Hjx5FnTp1QKT7gsGK8KHYt27dUmv/xMRErSdW+tLo06eP\nSIkVlVGhUDkSESvdp4q9e/ey/UJCQkSxBoqNL5ataRFxIcIgPD4i+fz586LnumXLlpg1a5bouJkz\nZ6JJkybYsWMHbG1ttZpuQJ/4IpX58uXLUbNmTVGoMT/azm7EK1yocXBwyDV5ljYRPhTadOs7deqU\nWsm6+IAPA9olMzOzUFMx5Ac+doJvfI4eGxsb0awtNjaW+Zlv2LABP//8Mztm5MiRSko9ISEhz3nu\nhU4IvPcVb5OvUaOGKI2vsKCMTCZDv3790KFDByxfvhzVq1fXauUtfeGLU+a7d+9G5cqV8eLFC42O\nE77hdVEBPif43M2qChvnh+rVq+dq/wSAsmXL4s2bN1o9t4GijVQqVcpVr9hevHjBBke8j3twcDCa\nNm3K9tm4caPKY/My+xSOzHllzpdNbNGiBWQyGWbPns32EbpDSiQSdOnSBb169cKMGTPg4eHxxQ1g\nvihlfvr0aVhaWubZp1WYbrQgUfVwaLPfnFzOzp49K3o4DBgQInQGyKn5+PiInp2DBw+iXbt2aN26\ntcr9vby88nTP8RWYvv/+e9y7dw9EBGNjY2zatAkARNkbicQpOtLT09GuXTv4+vrif//7H1q3bv1F\n5UP/YpR5WFgYLC0t822b5G+CgnprC90l+aatG0wYCKUqmpQvvqxoYzRgQAivNNVtimRmZoLjOAQH\nB0MqlbLAqjVr1mgsi6JNv2nTpqL4Dn67cIQunAVIJBL89ddfsLGxga+vL/r06fPFVCz6IpR5VFQU\nbG1ttRKEUdAj84iICNHI3MvLC0ZGRggNDc1ToiRFgoKCWP8cx+HJkycYPXo0Fi9eDB8fH5QsWbLI\n2nUNFDxpaWnYs2cPDh06hJMnT6JFixbs/poxY4ZaM0t+EEFECA0NzZMcEokEFy5cUHIddnd3h42N\nDTIyMkROD4qz9Y0bN8Le3h6NGjXClClT8iSDvlHklXlKSgrq1auHRYsWaaU/b29vjBkzRit9qYNU\nKkVISAgbXbx//x6TJk1CmTJltHKTPX36FETy/M/CnDOWlpZYtWqVwbxioFDgXQy1nft8woQJsLKy\nAiDPOipMk6sYVf3777/D3d0d1apVw+bNm7UqR2FQpJU5XxR50KBBWrM187Y/bRAfH4/Tp09jx44d\n2Ldvn0bh/rNmzWKBEfnhwoULaNmyJXbv3l0o6wEGDGTHoEGDUL16dUgkEq0V0yaSJ9wC5C6/TZo0\ngb+/P2rWrImSJUuKkt5xHIfmzZtjwYIFsLS0xPXr17UiQ2FRpJ/sOXPmoGnTploxR/CkpKTkK7Ag\nNTUVGzduRKNGjVChQgV4eXmhT58+cHR0ZMp0+PDhufbzww8/oFmzZnmWQxWzZ89G69attdqngc8U\ndnh+USMpKQlubm5KHiqa8vHjR5ErZVhYGPvu6tWrohS98+bNEx27f/9+uLu74/Dhw7C1tcXr16/z\ndU2FiTEVUQ4ePEjr16+nAwcOUKlSpbTWb7ly5cjNzU3j4x4/fkwTJkygKlWq0IEDByggIIA+ffpE\nFy9epJ07d9Ljx49p9erVVKZMGTpx4oTKPgDQjh07qH379rRp0yZydnbO7+WISE9Pp+LFi2u1TwNy\nzp07RyYmJtS2bVuKiooqbHGKBBUqVKCrV6+yzyVLliQAGveTlpZGSUlJtGvXLtqzZw+5u7uz7zw9\nPalp06bUoEEDIiKKj48XHdu9e3cqXrw4JSYm0rhx46hbt26Unp6exysqZAr7bZIX7ty5AwsLC7Wy\nvOmaEydOwNvbG9bW1pg+fTqioqJy3Z9IniogOjqabedTe/KtVKlSoiyG2qBu3brZhmgbyB/169fH\nkCFDMGbMGBAR9u3b98V4SeiaN2/eYODAgeze1zSNRlZWFsqXL4/g4GAEBgaCSJwBNDIyEhUrVoSp\nqSmcnJyUjr927RpsbGzw8eNH9OnTB3379i2Ss6wip8xjY2Ph4ODAshcWFMuXL4eVlRUkEglkMhnO\nnTsHNzc3VKhQAbt27dLInTAsLAytW7dGhQoV0Lt3b+a6xd/Mhw4d0rr8MTExMDU11asET0Wde/fu\nsYo233//PXO369atG4gIlSpVwt27dwtZSt3Be6X4+PhoxSMqJCSEPQO//fabRsceOXIElpaWrOAz\nkTwH06pVq/D69WtMnDgRw4cPx6dPn5SOvXv3LogIixcvRlpaGjw8PLS+MFsQFCllLpVK4evri19+\n+aXAz82PHDp06IDKlSujfv36WL58eba5vtUhJiYGDRo0QJUqVTBv3jzIZDKWB3vSpEkYP358riN9\ndXnw4AFKliyJhg0b5jmc2gDw4sULUYCMpaUlmjZtyurJdu3aFatWrRLNsmbPnl0kR3q5kZCQwK7R\nxMREK30KBzWacuzYMdjb2+PGjRtKvu+//vorLCwsVJbuy8zMBNHnvDHR0dGwtbUtcnnQi5Qynzt3\nLlq2bFkgFVoUyczMZAUb+ILFt2/fZiXC8sPBgwdRunRpTJs2jaXt5Js2XlwvX77EN998w/r8EvNS\nFASKwTMODg4q0956e3urDKYR5tv+UuA4Dvfv3xflQcorZ8+exd27dxEXFwcHBwccPnxY4z4GDhyI\nvn37slF+gwYNUKxYMXh5ecHKyoo5FaxYsQLr1q1jx/36668ix4SzZ8/CxsYGMTEx+b6ugqLIKPOL\nFy+iUqVKhb7avGvXLpQuXVqUIe7Tp0+4ceNGrqvxo0aNYsc4OTlh5syZ2Lp1K+Lj40XFHogI1apV\nAxHhp59+ype89+/fh6OjIyZPnozatWujYcOG+cpc9zUj/Pvw03Bzc3O2bcKECfjll19E7nE3btxA\nXFwcy8ZJ/x8o8/fff7OcPK1bt84xO2FRJTk5GVOmTMHDhw+z3UcqlYLjODx//hxE8kRe//vf/3Dx\n4kXY2NhoXL0qOTkZNWvWhKurKziOA8dx6NChA4iIBTgFBQXB399fNBqPiYmBmZmZKKdTQEAAfH19\nC2XwmBeKhDL/8OED7Ozs9GbxLj4+HidOnMCjR49ED3i7du3YPvyNBMgzMvJV7AMCAuDp6Sk6zsTE\nBBkZGTh37hwb4fC1G/NrEuFDp4kIzs7OqFWrFlavXp2vPr9G+IROwia08a5evRpHjx4FIM/xo2pE\nd/z4cVhbW6sctXfo0AEfPnxARkYGK1RcokSJIrnGsXr1apiamuK///4DkbwW57Rp09is5P3798jM\nzMSFCxdQokQJ0e8gDGwrU6YM/P398fjxY41mvw8fPgQRYe/evQCAZ8+eKf3e/PPIt6NHj2LevHno\n3r0760cqlaJly5ZK7oz6it4rc47j0LFjR0ydOrWwRVHiwYMH7O3O1yZctmwZHBwcQCSvTShM5G9s\nbMxW24lIVM9QV6SkpGDEiBE4ceIEKwkXHByss/N9qQjtw0SEdevWIT09neXp1oS4uDhMnz4dfn5+\nCA0NVanc+fb8+fMilwyKr1pVpUoVEBEiIiJQunRptlhqZGTEPivWoj1w4AB7CRARatWqBSLNPVx6\n9eoFc3Nz0TaJRMIWp9etWwciwtChQ9GhQweYm5vjxIkTqFixIt6+fcuOef36NaytrUUJu/QVvVfm\nixYtQpMmTfQ+7PzatWsgklc8DwkJYQtiRITIyEi8efMGCQkJAOT2uVq1aonyspw7d07nMm7fvh1E\nBZdE7EtCUcn++eefAORBYsKoQk1RVQxasTk4OBSZqT4AUVUvvgkXNmfOnInU1FRIJBJIpVIkJSXh\n1atXoj42bNiA0qVLw9bWFlu3boW5ubkoR3lu8GZQVVy/fh2VK1fGmTNnYGVlhRcvXuD06dOwsbFh\nph4h/MJqQdY4yAt6rcxv3rwJS0tLjXOTFxYxMTFsKnny5EmsWrUqR5ufMId6QVTu4QtwFCXFoC9c\nvnxZpJzWr1+v1f4zMzORnJyMBQsWqFTo/v7+2LdvX5H420mlUiX5gc/lCZs3bw6ZTAYfHx/Ex8dj\n5cqV2UZxT5s2DVOmTGF1RdVdWxgyZEiOMyZ/f3/MnTsXc+fORd++fQGITZKKTJkyBZ06ddJrryS9\nVebJyclwcnLSSiZEfYXjOJamVlO/2rzAK3PhNDI2Nlavb1B9IT09HR4eHiIFpSvFynEcNmzYgNOn\nTyspxbzm6i9oFi1alONsgzf5KTZFf3XeJZgv3ExEankE8bUJLl++rPL758+fw9zcnL1gQkNDIZVK\nMX36dJUmlczMTDRu3Fiv697qrTIfO3Ys8wj40vn+++/h4+Oj8/MsWrQIffr0YZ/5B6Vy5coGD5dc\n4At+E8lzaA8ePLhAbNlxcXGicmk9e/bEmDFjtDZblclkzISZkJCgtRc7H+msTps6dSpatWoFIsLu\n3bsByN1pJ06ciF27doGIEBsby9Yt1I3t2LlzJ6pVq5ZtVaPJkyez3/aPP/7Itb8nT57A3NwckZGR\n6v8QBYheKvPz58+jcuXK+PjxY2GLohGZmZka276zsrJ0vgjK06pVK1Hk7KxZs1CiRAkEBQWxaudf\nOzKZDLGxsVi3bh3LlS1c2+BbfqrMa0JWVhZq166tUgm2adMGR44cQWhoaJ6V8MyZM1X2rQ2Euc5z\nau/evQMgX5eoVKmSaLGeSO6mO3bsWPz4448gIhZ1mxtCO321atWUPIw+fvwIS0tLrFixQu37f9Gi\nRfDy8tLLeAG9U+a8eSUoKKiwRdEIiUTCMrepi9C2qGv/ed7dTWhief/+PczMzODv748OHTro9Pz6\nTEZGBmbPno26deuqVDa+vr6iz8LfUNe8f/9eSR7eE0RVu3Xrltp9K1bt4e3MRIRy5crp7JqysrLQ\nv39/UTbDyMhIkavvDz/8gLlz57LPHh4eOHnyJExMTJh/vjppczmOw969e+Hm5oZq1aopLf4vXboU\nLVu2hJWVlVrrVlKpFM2aNdNLc4veKfOial7p3LkziIj5GqtDbGwsuzHd3d0xf/58teywgwcPxpIl\nSzSS76+//lK5yHT58mWMHDlSa2kDihpCW+z169dx9+5d+Pn5YcmSJQgJCVEqarx9+/YCl/HJkycq\nFfepU6dQtWpVUXoBIlLbjY7jODZ6FuYsad68OTN/6IqoqCilF8ibN29w4MABDBs2jLkkChu/fsYP\nTFasWKHROfv374+ff/6ZfU5PT0dmZiaqV6+OQYMGoWnTpmrNcPTV3KJXyryomlcAuffKzZs383Ss\n4mJQTom2Xr16xfZTd2rNj3Dyk0fmS6VPnz4gkidZUiQyMhJEhMaNG6NEiRIYMmQInj17VuAyZmRk\noE6dOkrK7e3btyhVqhSICA0bNhR9p65N/c6dOyAiXLt2TbRd16Y/YTnDDx8+iGRfvXo1/v3332zN\nP8nJySAiDB48GBzH4eXLlyyClEgeiasqr8rbt29haWmJq1evssXssLAw7N+/H99++y2ISO2KQ/po\nbtEbZV5UzSva5NChQ+yG5KuNK8Kv0hORkm+uKvhFI1WpP79mpFIp/Pz8QCR3lVOMtFy4cCH7nW1t\nbUGkXNigoElKSkJqaipSU1OZ7Hxr3LgxqlatijJlymikiPn0A0SExMREtp1fJ9BVsIzQnn3s2DEA\n8kHN0aNHUb9+fZibm6N69eqYMWMGDh48KBrA8LOpffv24YcffsjW5KQqk+PWrVvh7e0tit7lOI7F\nhUycOFEt+fXR3KI3ynzcuHFF0ryibYR2zEePHil9v3TpUqWbNT09HceOHUNERITS/vxDb0CMovmE\nrxTPm7nevXvHvqtUqRKICL///nthisw4c+YMk23QoEGi6/jtt99Ynh91Zopz5swBkXJ9TEA+Oi9b\ntqwuLgGA2Hd/1qxZbLuw4DMPn2LYy8sLAODi4oI2bdqw/cLCwpib7dWrV9l2xbUoiUQCe3t7hISE\nsD4BsEyLvr6+asvPm1sKY7amCr14ysPDw2FtbW0wA/w/MpkMzZo1Q9WqVfH48WO2/dixY+wmNTEx\nwalTpxAREQF3d3eVpheJRAIiQvv27QvjMvQWxRByHi8vL9SqVQuA/G9QokQJtGnTBubm5ujTpw+6\ndeumNybAtLQ00eyBb0FBQaIBQW4I+1A02/G/ky4DlW7duqVS1r59+yrJRESsWLPQTKPqOpOTk9Gj\nRw9YWVnh33//FX3HpygOCwsTmUnat28PIlKZJjc7/vjjD3Tu3Fnt/XVJoStzmUyGpk2bitJRGpAz\ne/ZsDB48GIA4nDwtLQ1bt26Fm5sbzMzM2HYrKyvRCv/Lly9BRCyNgAFg7969ot+ySZMmICJs2bKF\nbTtw4AAAsOl9y5Yt2Xf6Nnt89+6dyNuGf3HzuUdOnDih8jje7ixsivVh+YXGrVu36vQahLZyInkS\nLH6kvGjRIrZfRkaGKPEcf1xOhSSCg4Ph4OCALVu2sG1CE49QmfN29wEDBqgte0ZGBmrUqKEX5uFC\nV+abNm1Co0aN9GohQV9Yt24d+vbti5UrV4KIULNmTaV9jh49CgsLC6UR4/v379GhQ4d8p9D9koiN\njc3WvipsvIsaH1Tl4+OD5cuXo0ePHihTpozeRczeunULw4YNQ5s2bUT3QaVKlVTeMwBEC4bCxgcR\npaWl4eLFizAzM8ObN290Kv93332nUhY+iVl+ZwY3b95ElSpVRH+3zMxMtGzZUuTdAnyejWgyA/vv\nv/9QrVo1rVRbyg+Fqsw/ffqESpUq6UUtT32kcePGIJInWsouGCk5ORlWVlbYt28f+8w/HA0bNtT7\nBGUFCV9Iok2bNihWrJhKBVK/fn1IpVKR4u/duzcA4MqVK0VqppObqUWdF1tBLvD1799fdG4+T40m\n7r6q4NNJK76EP3z4ACcnJ2zZsoV9x89GZsyYodE5unfvXiApOXKiUJX5uHHjRNU9DIiJiYnBpUuX\nchwl8Gl4+VzvwoehW7duBSVqkYD/XdauXavSj5lInqMjPT0dy5YtY9vi4uKYr3e5cuX0bmSeHbkp\nc6G5QTHHPlHB5AtShdBjS13bf07wmSlV+YU/ePCALXDzi8Bubm4anzMqKgrm5uaFmhSw0JT5rVu3\nYGVllW3eBAO5w0+Ve/XqBY7jkJKSwm7+ffv2sRJZBuTwv822bdvAcRybxhMRKwkoHBEKFQlvly4K\nWQsBqL0ImpaWhvXr17MCDvfu3WPrB8LF94JG6OmS35cK/1ucP39e5fexsbFYuXIlLC0tER8fz/ze\nd+zYodF55s2bh65du+ZL1vxQKMqc9+vk3cEM5I09e/agRIkS7PN///3HlM3GjRtRv379whJNL+GV\nQ8OGDXH27Fnm7cO3nTt3YvPmzZgwYYJoO5+rXpgTJDMzU29H6BzHifKkF1U4jtNaMrPmzZuL8hKp\nYvz48WjTpg0yMzNhYWGh8cs7IyMD1atXL7SKaIXyl969ezfc3d2LzChHXxk5ciT69u2L+Ph4pnAe\nPXoEiUQCGxubbBMSSaVSHDlyBNHR0QUsccHh5+cHZ2dnUSTgnj17lKbvwspPfHv9+jWIiAXgDBs2\njJln2rRpw3JrlypVqhCvMHu6dOnCrqV///6FLY5e4OnpmWt0Z2ZmJjp06IC6deuyWe+cOXM0Os+x\nY8fg7OysVt4YbVPgylwikaB69epqZz4zoBqhvVOxTZw4EQ0aNFB53MmTJ5mnQNu2bZGeno709HSs\nX7+epSHVF19qdZFKpTh//jxmz56N1NRUUSZK3gz16NEjPHjwADt27AARwcLCguWSz84+y7v39e7d\nG3/88QfLoyNs/MIzII/QvHr1Kvbu3Yv//vuv0PLdxMXFYeTIkSAifP/994Uig77Bm9Jyg3fZjIiI\nQMeOHUFEGhWV5jgO3t7eheJqXeDKPDAwUMmf1YDmKIZDP3r0SJT1LzuXxM2bN8PX1xfp6en43//+\nx/avXbs2evXqpaSs9NWUIEQo77Jly0Tb+Jwb5ubmICKVOU6E7ZdffmE1UsuXLw8icSbCefPmsX3r\n16+P9PR0VvRDVTt+/Hih/Ya87V/XroVFAU9PT7WTpE2YMAFDhw5lGSvHjh2r0bmuX78OOzu7AkuT\nzFOgyjwlJQU2NjYIDQ0tyNN+kTx48ABJSUkqR38fP37MVoH88MMPWLlyJQD5C+Ht27d48uQJ+14x\nLSqvBO3t7XVzIXkkNTWVye/j44NixYqhWLFiuHHjBoDPPuJE8mhZZ2dn9pkftebUwsLC0Lt3b3h4\neIjOK1TmRCSqqMMXOOA4DhKJBBUqVBDtW9CFtIUzlK89jqNFixYYP368WvsmJCTA0dERmzZtYoMB\nTV+I3bt3x99//50XUfNMgSrzP/74A/7+/gV5yi+SyZMng4hw5coVpe94n9rmzZsrKfrU1FTY2dmp\nXYA4KysLY8eO1ZuFtOTkZPj7+7O88VOnTsXSpUvRtm1b0Uzi2LFjOHfuHF69eiVKgcC3pk2bYseO\nHVi/fr3K7xXby5cvRXK8fPkSs2fPFu0TEBCgUua0tDTs379fNGMqyJH6x48f9ebvV5gQERo1aqT2\n/uHh4ShXrhyr06tpyP7Dhw9haWkpSi2sawrsLxwfHw8LCwuVyaAMaAafKW769OlK3+3btw9ExEwE\npqamCAwMBMdx8Pf3R79+/TRSJsLyX4U1uktJScH27dvh4uKCDh06sNwa7du3Z2HfxYsXZ6mDXV1d\nQUQsYGr37t0ICQkRJSnz8fFB9erVQSQvxSZUzOvXr0etWrVgbGwMIoK3t7dKuW7evIlNmzbh8uXL\nuf6mwuyERKT2C1UbNGrUCES6L4CizxDJE6apS1ZWFiwtLXHnzh1mjtS0/uqQIUMwbdo0TUXNMwWm\nzKdMmYIRI0YU1Om+aPhSX6qUuXAUtmzZMri4uICIWH7ovKQ0PXv2LIgIVatWza/oGnPq1Cl2Td27\ndxcpRN48JJFIIJPJ8PDhQwBgOT4Us04+e/YM3t7eGDJkCIKDg3Hjxg1R1GFoaCgOHz7MPvO5zlu2\nbKm161H0qMnKytL5SP3ixYs5vpS+BqZNmwYi0mik/N1332HLli14+PAhiOSRw5r8rV69elUg6RB4\nCkSZR0dHF+hFfenw5bYWLFgg2s4Hvjg7O7Nt9evXB5E8UCY/0+3CmqoPGDAgW/NHiRIlkJCQgKys\nLEyaNAlEhPDwcMhkMsyfPx83btwAx3E4e/YsBgwYADs7OxB9LgPn6urKov+ya1WrVhXl+dYGUVFR\n6NGjh+g89erVg5ubG06fPq3VcwHi2dXXTIUKFRAQEKC2HgoICMDMmTPZQqiFhUW2icuyoyAHsQXy\n1/3xxx8xZcqUgjjVV0FsbCzGjh2rlNOmTp06Snb0JUuWiJTGsGHD8nRO/njFGoq6huM45kOvqhkb\nG4uUVUREBJKSknK1g2fXWrdujX379mH58uXw9PRE//792aKqNhFG66pqFy5c0Mp5pk6dKur3a4Z/\n4RN9zreTExs2bEDv3r1ZKoeFCxfi22+/1ciHPC4uDmZmZgUS06Hzv25sbCwqVqxYoEVwv1b4G1WY\nJlRRseU1iOTixYsoW7YszMzMRP0XFLypR9h4n2B7e3vRdkUbON/Kli2LAwcOsP8Lv9uyZQuCg4Px\n+++/g0i+gMwvNBPpxveeD07KrpUvXz7f5xCGxfPplL9WZDIZ+/sSyd1QhZ5cisTExMDc3BzR0dGo\nWdAmNKAAACAASURBVLMmbt68iZYtW2Lt2rUanXfSpElqVzDKDzpX5jNmzDDYyguIp0+fshtVGF0b\nHR2NHj16wM3NLV+hxhzHwdbWFqNGjdKGuNly79493L59G7GxsaJF13/++UdJ4TVt2lSlIuS9EISK\nkR/xTpo0CQcOHICPj4+S+yCR3EbO20b5ivGaZtFTl+3bt4OIUK1aNVy7dg316tVTkicmJiZf5+D7\nuXz5spakLvq8fPkSvXv3BhHlWBzd398fq1atQrdu3bBhwwaEhITAxsZGo0Ci169fo2LFijrPQ6VT\nZZ6YmKiXVay/JBQT9vN+sY0aNdJJ7ptWrVrBxsZGp1GiZmZmcHV1hbm5Oezt7ZlroKIPPN98fX3R\npUsXbNmyBQcOHGAJtHivFlWtUqVKsLW1xZ49e/Du3Tvs2LEDT58+RUhICLKysrB8+XIQEatos379\nep1dL0+/fv1gZ2eHKlWqwMbGRiTv2bNn89wv30dRCAAraDZs2AAieUEMVVy/fh1E8nWoX375BYC8\nhN3MmTM1Os/QoUNFpfF0gU6V+d9//62WbcqA+jx+/Bj79u3D/PnzWX3PcuXKsYRET58+FQXMvHv3\nTqvnT09PR6NGjVC5cmWt9suTmZkJImLX8+uvv4JIXuGH907hvVXatWsHW1tbVK1alV1v6dKlWfmv\na9euISoqSkmRlylTBjNmzBBFzAqVvOK2hQsXIiMjQyfXKyQqKgoODg4gIjRo0AD29vZo0KABk0NV\nTVh16NevH4gIf/31l5Yl/jLgUzxcv35dtF3xPuAHFS9fvoSZmZlGrp5PnjyBhYWFRiN6TdGZMk9P\nT4eNjQ1u376tq1N8dQiVz4ABA2BkZMQ8NMaOHcvMWXyh2yNHjuhEDr5y+4gRI7SaJjUjIwMDBgxA\n7dq1mZkoJiYGRAQXFxe4uroiKysLCQkJqFu3LooVK4YWLVrg8OHDiI+PR0REBFubEWbbu3LlCubP\nn4/IyEhMnz4dRISSJUuKFsQU25w5c9iDl5CQgE2bNmHFihXo1asXFi5ciJSUFK1dt5ChQ4eK5Fiz\nZo3oc17477//QKR+5fmvkaCgIFhbW+Pvv/9msTD8b/7777/DzMwM9+7dY/v/8ssvGDRokEbn6NWr\nl6gMnrbRmTJfvXo1OnTooKvuvwqGDRvGpvd8BZSWLVsiPj4ejo6OICLs3bsX69evR4sWLUAkD6Rx\ncXFBamoqpFIpTpw4ka8pena8evUKU6ZMQePGjbXSn1QqRc2aNeHm5qakKDmOA8dx8PLyEpk78lpF\n6dOnTxg4cCC8vLywdOlS7N+/n9mlnz9/jqlTpzJf9Lp167LgIX9/f2zcuBFubm5wcXHJty1bFVKp\nlKVQICK8fftWZEfv1auXxmZLYdUkExMTg7klG8aNG8d+p82bN2PMmDHMN3/79u1wcnJi3lyJiYmw\ntrYW5e3JjfDwcFSuXFlnszydKHOpVAonJyfDgks+ECbS6tmzJ/Os2LNnDwD5qKFixYqiY0JCQrBz\n507MmjWL+ZfzU3ZdwOcDf/bsWb77WrBgASwsLLK9Zx4+fIiBAwfC2dk5WzevDx8+YNeuXbh58ybb\nxldiGjNmDDw9PVmedyJCjx494ODggJo1a2Lw4MEICQmBpaWlUu6WM2fOwMjICI6Ojrhz5w6b+Xh6\nemZbzk+bqJo55AVhatyvORo0O2QyGUqVKsV+Iz6eg2fIkCEi196VK1fC19dXo5ejn5+fzjIq6kSZ\nHzlyRKM8CAaU4W3HRAQjIyP2fz4TG/+Z9/Z4//69UtbDrl276nwU1rhxY/j6+ubL/3zChAmwtrbG\ntWvXRNtlMhm2bNkCZ2dnlCxZEsWLF0flypXRtWtXJV/fU6dOwd3dHY0aNYKFhQVu376N9PT0bM0o\nRkZGAOQvTXt7e+zevZuZq3bu3KmkOLds2YLSpUujZMmSMDY2RvPmzdn3/fv3R0JCgs5+a1Xy5yVf\n9pUrV2BmZpavF8LXwosXL0BEouIviYmJcHBwYDVJJRIJnJ2dcezYMbX7PX36NOrWrauTe0Unf9F2\n7dphy5Ytuuj6q2Lo0KHo06cPTE1N2QMYFhYG4PMDvmjRIlZomIjg7u6ulBhKlyQnJ6NHjx758mH2\n8PBAhQoVRGaTW7duYciQIahYsSIsLCywd+9eJCYmslqV1apVQ2BgIFq1aoXQ0FB2/SVLloSZmRke\nPHiAkJAQ0eiaSO6T7urqykbUYWFhICJmxnr06JFSEi1A7t6Z3YuBb+bm5ihXrhwmTpyoVW8fXja+\n8Yukeclkefr0adaPthfHvzQuXryolDLj4sWLsLGxYYOqI0eOsLUcdZDJZKhZs6bKJHn5RevKPDIy\nEhYWFkhPT9d213pHQdge+ejHyMhIjBw5ki3KKS6UFeZIi3+Z5DURF8dxaNWqFTZt2gRAfsObm5vD\n0tISRITdu3cD+BwAVblyZQQEBIiunc8GSUSoVasWq+PIt+HDh4NInnisbt26zEumXr166Nq1K+7e\nvQsiuRfN2rVr2cIy/7sePHhQ6ff28PBQ2latWjXRZxMTE0yYMCHfC6bCzJB80zS0nP+t+eNr1aqV\nL5m+Vvz8/Fh9UL4YxerVq9U+fsmSJejbt6/W5dK6BpgyZQqmTp2q7W71Et6+dvXqVZ2dgx9R+vv7\nY9KkSUrfBwYGwsHBodCq2gCfQ9MjIiLQrVs3VKxYEdbW1izLnFQqxaVLlxAdHQ2pVIqHDx8qmWVm\nzJiBH374AZMmTcLAgQPZCLxnz55KL02pVJqtHblGjRrYsWMHXr16hYoVK4JInlExJSWFRUN+++23\nbHTbr18/vHjxAidPnoSFhQWkUik4jhMFE/Hh/C4uLvjpp59w6dIlDBo0CJGRkdnKotiMjY3ztYak\nysf+3LlzSElJQVBQkEZmF+FMLq+LyF8zu3btQtu2bdnnsLAwVKpUSW1T48ePH2Fqaor3799rVS6t\nKvO0tDRYWFh8NUFCfBKo7AIOtAHHccyeq892zjlz5qil1H777TdmZxbCR0L26NEDo0ePZtXiiQjN\nmjVD8+bNRQmSoqKi8PDhQ9FIMy0tDSNHjmTVhlauXAkiEhUlUAz95xdvr169yvoAPvtm80ozJ2Qy\nGcvcyNcHJSLY2tqKzlWiRAmRe5umcByHjRs3qvxdX7x4oXY/kZGRomN1HZn4pZGcnIzy5cuLfMb7\n9++PX3/9Ve0+hgwZwoqZaAutaofNmzejffv22uxSr+E4Tuf1MrOysrBgwQKNQ4gLGmGl++vXrzNP\nAD6SUrHVrVsXAESjGeEIXCqVwsvLS3QMb4ZRRKh016xZg++++459d+XKFZQqVQqbNm1SKcf58+cB\nyGcXlpaWzMdYKpWiYcOGIFIdbHP37l2Eh4erlIc3B6kywxBRvk2Qiv3xleRLlSqVbblARV68eCHK\nPWNwV9QMHx8fURwHn+5W3YRaYWFhqFKlilaL2mtVmTdq1Iit9BrQDvzDxhde0GeioqJQq1Yt0QyC\nN8FcunQJzZo1w7x58xAYGChKbcvnIReSkZEBInkypPT09ByVzc2bN7Fr1y4An32qheYDPrkWEYls\n4SVKlEDlypXZA9i2bVs2mhZ6q1hYWCidk/9uwIABOb5k586dK1K8Li4u+VacMpkMixcvznEGpC68\nqVBX7qtfKsuWLUP37t1F26ZPn44BAwao3Ufjxo21GtinNWUeGhqKqlWravVN87XDP5i///57YYui\nFvyibG6JuBRNBevWrcO///4ritoExNV53N3d0a5du1xTw/Il2oQKUyaTwdvbGx06dGC5NkaPHg0A\n6NOnD6uJKgz9NzU1RZcuXRAcHIwHDx5AJpPhypUrSE1NRXx8vMqEWDmZKxT3dXBwYMm/8lMrUphc\nLS/KXOilo2klna+Z1NRUWFtbiwYiiYmJqFSpEvM4y40tW7bAz89PazJpTZmPHTsWc+bM0VZ3BgCM\nGjWKPWjbtm0rbHFyhYhQvXr1XPdTTMtbs2ZNeHl5oUWLFqLBwPz581mADr8fkdxDJLsoujdv3qBM\nmTJYuHChykXB8PBwEBHi4+MBfK7axOc9GTJkCGrXrs3OuXr1aoSGhrLjFNuIESPY/ytUqJCtW+il\nS5dUvgCya5osaHMchylTpoiO79mzJ7vG3MjLS8CAPG+QYkbYwMBA+Pj4qDX7SktLQ8WKFbVWtEcr\nfz2JRAJLS8uvZuEzJ+Lj43Ho0CEEBARoxZdU6MWga/t8fiGSL2Cqy7lz5zBgwABER0dDJpOhWbNm\nLB2pVCqFkZERtm/fjqtXr+K///4TRWbmZHZau3YtiORl0hQ9BnjzDZ+nRPj7ZmVlQSKRoFu3bkrK\ntXjx4nBycmKfN27ciJSUFHh6emLUqFE4evSoaH9fX1+VLxOO45CYmMheTLzHTX5G1zw3b95U6iO7\nl2tcXBzbR1jUumvXrhqf92vl3bt3cHJyYm6KgHyNq1atWmqbm3/44QcsXLhQK/JoRZkfO3YMTZs2\n1UZXRZ7169eLHqYpU6Zg69at+eqzWbNmrL+ckukXNkLFpGm9RECeO9zR0RE9evSARCJBvXr1MGbM\nmDzJwtdtJCI8f/4cgPwFkZCQgDJlyojyqvD7qbJ986X4fv75Z9Hf9ezZs2w94LvvvkNwcLCSIrWz\ns8Pdu3dzlfXPP//EmDFj8q3MAXnkMJ8GmW98IY5Tp06x/bZu3aryBaLNaf/XwKVLl+Dg4CAyEQYF\nBcHFxUUtd9GzZ8/Czc1NK7JoRZkL7Y4G5GYExfweCQkJSElJwcWLFzVWyMII0DNnziArKwsRERF4\n+vSpjq4gb7x58waOjo7M/W/jxo0a95GRkYF27dqhQ4cOWLp0KWxtbeHm5oZWrVrl6H4nnLXwboZ8\n4+MAWrduDSJiXjKtW7fG7du3RfsOHDhQ1K8wrUJmZib27dvHPicmJqJ27dq4efMmOI7DkiVL0LRp\nU2am4UPns1PoUqkUDx48QFZWFoKDg2FnZ4ddu3ax/vO7UMrXrlRsiu6ZBjNL/vDz88OKFSvYZz4I\nbtWqVbkeK5VKUblyZdy/fz/fcuT7r5eUlAQTExN8+PAh38J8SchkMuaaVrlyZXAcJypn5u/vjzdv\n3iAuLi7XMmxZWVmil4MwTL1Tp05IT0+HRCJBcnIyPn78iP379+PkyZOYO3duoS1IExEmTJiQp2OT\nkpLw3XffsWv88ccfQZT9QjD/e/DrCgsXLhSZGd69e8fqOBLJvVOEi6tubm4ihVa+fHn079+f+Zzz\nWQyvX78uMsvExsaK5Jg4cSLGjh0rMtMMHz4cjo6OKpORqVKmK1as0LpiFZpUhM3Y2Bh37tzBkydP\nUL9+fbWUjwFl7t69C0tLS2zbtu3/2DvvsCiur49/QWwgIB17B6PYe7ASNZbYYzSJXaPGGDXRWGKP\nmmCJRk2wl2hM7DW2oLFgL6jYFQyKFGkqIHV3v+8fvDO/Xbewu+yygPN5nnkedubOvWeWnTN3zj1F\nfAAHBwfTw8NDr2LgkyZN4rRp03ItR65/MVu2bOFHH32Ua0HeBfbu3csaNWpovLGWL1/O58+f8+nT\npyozspSUFDGAZf78+bx79y7J/xVoALKDU7p06aJ1tjVx4sQ8vU4hkMfY4tEC8fHxvH37Np2cnGhn\nZ8cTJ04wJSWFt27dYlxcHNeuXUs3NzeWLl1aVLj29vZi9RgA3LNnD1+9eiV+jouLY5EiRQhADJHf\nuXMnFQqFOHP39fVl7969xZBrwd/8yZMnjImJ0apsR48ezaVLl/Lp06d0cHAQH9JeXl5qDyLlYCdt\nm6l9v6Ojo/nbb7/x3LlzXL58uRT9aULOnj1LACrVhAYPHqyXkr558yYrVapkdDoMgVwr844dO4q5\nMyRyRtssSbBtenh4sGLFiir7hc/+/v5iP5peoX18fNiqVSuWLVuW3bp1U5nt5TXCbDc33L59W+Xa\n3r7emjVrsnz58ixWrJjG77Njx46MjY1VSVQ1bdo0ccFPMF/5+PiQzF68BrLztQh5Xv744w926NCB\nP/30kyiX8N2+vbh64sQJlitXjh07dlQJ9xbG1lXJRihOrbwVhNgCif8RGRlJJycncT0mIiKCzs7O\nOSa+UygU9PHx4dmzZ3M1fq7utujoaJYuXdoi1doLOllZWVy2bBl79Ogh3ryVKlVicnIyu3TpQm9v\nb4aHh3PKlCmip4SzszPT0tIok8nE2pRHjx5lSkoKAwICxNm7sJCnrBgMCWYwxbWZwlQg9DF9+nTR\n5JGZmcm4uDiVGbLyZm9vz5cvX6qZQISUpsqbsE942CnPlv39/Qn8z76uHHqtUCj4/fffs2zZsmrr\nH2vXruXmzZvFxFrCg2TChAlqfvTC/1DYwsLCOHfuXDGi0xzFLyTMy9ixY1WicGfMmKGWukIT/v7+\nHDlyZK7GztXdFhAQwAEDBuRKAInsXNw5vXJr2tzd3Xn37l2VOpGdO3fmwoULGRQUpJbBb/fu3Xly\nPUJelZcvX4r70tLS+OOPP3L9+vVcsGABp06dyi1btrBPnz5s2LAhGzRooGbfT05O5syZM1m5cmUV\nt0BhU7aNA+CQIUPEv4UiHgKalLm3tze7deum0i4hIYEJCQlinUfBO0lTlGrv3r1zLPT866+/sm/f\nvlqPX7hwQVwTUN4EDxyJgkV4eDidnJzECVVSUhI9PT157do1reeEhoayWbNmLF26tFF56gVypcw7\ndeqkdtNIGMfz589VTDAnT56kv78//fz8ePLkSV66dInjxo2jr6+vWMYMAJOSkrh8+XK9HwB5wevX\nr9XGe7uWJZDtTfLNN9+In/ft26fRTiyXy3n79m1u2LCB8+fPF9PVCptygM2JEyc4btw42tjYqLTR\nZIoZPny4zhJeW7duVXkQxsfHc+vWrXzy5Il4jcePH9f5XWzfvp2enp5cu3YtyezF2gULFqhFi0ZF\nRanJp+xKKFFw6Nq1q0qQ35o1a9i2bVutayDK90ZuggONvruTkpJYqlQpvVZrJXKPkLhKk0Iis4ss\nh4WFcenSpVy0aJGKolPOkpdXCGMKSuzp06fs2bMnJ0yYIMrStGlTDh48mEB2hR9DZDxz5ozON467\nd+9yxIgRHDhwIBMTE/nPP/+oVRACkKO3j9Du7QXLvn37snz58nrJOnDgQALZSb2EdAMAuHjxYo3t\np02bJrY5c+aMXmNI5B9+++03Dh06VPyclZXFWrVq8cCBAxrbCyZDIcWysRh9d+/evVtlkUfCfGjK\nZS1sb9uGNaGsiHK7Ym4I/fr1IwCV2a9ycI0QJTlkyBCx5J21tbVKH/Hx8fT391ebyb5dEs4QhIVO\nQL/ya7du3VKpnyls2upoyuVynj17lvv37xffEAICApiVlaVm7tE2W1MeT6Jgcf/+fZYtW1ZlonD4\n8GF6e3tr9SACwLlz57JmzZpGj2v0L2Xw4MH89ddfjR5YQn80FUB4//33DepDiGTMbcUbQ1B+iCgU\nCrHQRps2bdizZ0+V4rnC9naeCmH/jBkz1PoX7OhC/nJzcfr0aTU5dU1khCIYgreMkP8FAGvVqsV5\n8+Zx4sSJYtCXQqFQ8S8HoOLCqsleL5G/adCgAU+cOCF+FlxftelMIDtiuEyZMmIaZkMxSpnLZDK6\nurpatLqNhGGkpqYSAOfMmZOn4969e5dAtmeGUG+zUqVKKopr8uTJtLW1ZadOndTOFyIur1y5wi5d\nuqi8WQgPi7cLQWtCoVDo/VYik8l49OhR0YOGzM4I6ezszIYNG4pya3P5FGROSUnh06dPWbJkSZXr\nHTBgAK9fvy7Ko1Ao1Noob1IwT8FjxowZnDlzpsq+mzdv0t3dna9evVJr/8EHHxDIDjL7+eefjRrT\nKGUeFBTEevXqGTWghOXo1asXAXDYsGF5Zm5JTU3lgAEDxPFevnwploRr0KABN2/enOO6S2ZmpkpW\nQGV0XYe/v7+Y0EpfM9PTp09V2tvb2zM9PZ1169YVg42A7Bwm2lKdfvfdd3RycmJaWhq9vb1V+ns7\nlF6oTqNQKNSSdXXr1o39+/fns2fPdMoskf/466+/NCadGzp0KKdOnaq2/+DBgwTAv//+m23atDFq\nTKOU+Xfffaf21JEoGCQnJ7NVq1YsUaJEjp4Y5kIul2ucnehC2Xdd32yUmma5+kRVhoaG8rvvvlM7\nt2nTpvz+++/p6OjIrl270s3NjdOmTVN7M3j7gSBkghR420e+adOm9PX15dy5c5mVlcWrV6+yXbt2\n4nGZTMabN2++E0XSCwunT59mq1at1PY/f/6czs7OalYNYV0sJCSEDg4ORpXyM0qZ16pVi5cvXzbm\nVIl8gOAGZ4nI0NzQqlUrFQWXEwqFglFRUbx9+7ZeC8Vvc+LECU6YMEFMldC1a1eV0nWXL1/mqFGj\n6O7uzkOHDqks9AqFq5VNNcrIZDKtqR3e3saMGUMAbNKkicHXIJH3REZG8tixY2Jk8dvMnDmTn3/+\nudp+AKxfvz579OihklZXXwxW5jExMSxdurRUUaiAM2PGDFGZlCtXztLi6IWlvHIE80fPnj1V/ICf\nPn3KBQsWcOjQoaJcH3/8MRUKBWUyGQMDA/UO/pHL5Txz5gxbtmzJ9u3bc8+ePbxz5w4jIiJ469Yt\nKRFWAUL4Pbi7u/PBgwdqx5OTk1mmTBleuXJFZb+QXG7FihVG5TUyWJlv375dLWpOouChUCjo6OiY\nJ+5v9+7dUwtlF0hKSlKJFNWFQqHgixcvmJiYyEuXLul1zsmTJ2lra8tFixbx888/F6/XkOLYo0eP\n5vfff89169axa9eu4v5OnTqJ/VWpUkXlQSNEjrq6uqpNfNLS0vj3338b9Sotkf+JjIwUF7pHjBih\nsc3atWvZunVrFbNfbGwst2zZwpCQEL0qdr2NwXfx6NGjjV5tlchfCCvouQkhzgnBp/vGjRtqxy5d\nukQArFq1qs43vevXr4uLpsrbpEmTciyNplyYWXmbP38+e/TowaVLl/LChQv8+++/Vc5TDrQCstMO\nN2nShB07duShQ4dEu/eaNWs4ZMgQ9uzZk+XKlRPNj1lZWZw7dy43bdpEhUIhfsfR0dFirdSiRYsS\nyM5Rr+1h9zaCPDklb5KwLEB2NSsnJyeN8QgymYw+Pj7ct2+fxmMuLi5ioXG9xzRUyJo1azI4ONjQ\n0yTyIUISqF9++cVsYwjV7jWZRZQzPyr75L6NslJ9O9VvhQoV9JIjIiKCixcvFj1QPD09NSr5r7/+\nmrt37+b27dvFfRcuXBArFzk6OtLBwYFr1qxhzZo1KZfLmZWVxUOHDmlMjCUk01L2hAHAO3fu8Nix\nY2qLs0ePHuWnn36q9UZWbp9XuXYkDCcqKooZGRn8+uuvtdZGPnr0KGvUqKESSPTvv/8SyC6/+Mcf\nfxg0pkHKPCoqik5OTpK9vBAxevRozp49mxMmTGBWVhb37t3LXbt2maz/8uXLEwDHjx+v8XhCQgI3\nbtzI169fa51lP3nyRKwTSmabW8LDwwkgxx98ZGSkxgeJQqFgcHAwExIS+Msvv2hU7LVr11Zpf+rU\nKaakpLBly5a0srLi0aNHVZS+UOIuISGBU6dOFX3sv/vuOzH/+vnz51Vm4WlpaRqDp7QlsNMkp1R7\nN39x7do1AuCtW7e4bds29uvXT2vbjh07qjgiCLn3f/75ZzFVh74YpMz/+usvqeBrIUMobfb2ZioU\nCgVHjhxJQHd9SSFz5LFjxzT2cf36dd69e1fvggqJiYnitezdu1evc169esUDBw5w165dOh8UsbGx\nYurbXr16cdGiRWzatCn//PNPkuTKlStZunRptmzZkiNGjGC/fv1yXLC9ffs2Hz16xPj4eLZu3ZrV\nqlXTeI7gp75z506V/5cwtoTlEf4nM2bMyNH+fevWLbq7u6usG7169Yr79u0z+D40qPXIkSPVfGYl\nCjY7duxQU+TOzs4mH0dIsPV2QQcBIUIVgEq1cuUMjMImBF2Ehoby9u3bGvsTcoIDUAmPfvHihc56\ni19++SW/+OILAvplLaxbty6B7IIWgvIViiVXq1ZNpTCGPigUCjGCVFPSpVWrVhEAGzZsyL///ptL\nly5V+W40rU1I5C0AaGNjwzdv3lAul7Ny5co6F+yHDRum8r/u2LGjmBnVkLdkg5S5l5cXb968acgp\nEvkcTeXLNm/ebBFZhg8fLi4Kbtu2TaVup/ImJPEXPmtKKyHUXwWyC3iQ5MKFCwmAVlZWGsePjY0V\nzwkKCtJL5hs3bnDmzJmMiYkR92VmZnL06NEcN24cSYrZGvVBeEVXtqMr89tvvxH4X24eTZWrjPGp\nlzAdU6ZMUbFg/PLLLzpz2kdGRtLZ2VksWK6cQdSQ2bneLRMSEmhvby/ZywsZ0dHRGhWmvqaJ3BAc\nHMxXr14xMzOT06dPp7W1Na2srPjPP/+wQoUKKml/mzZtyr///ltFuQ0aNEjrD14mk7Fs2bJs06YN\ngezEWBcvXtSp8IRjDRs2NOl1Coughpgold9UQkNDxYjZDz/8UO2aX7x4wU6dOqnM0ocMGWLSa5Aw\nnqSkJLq4uOhMmDZ79mx++umnJLMnCGZV5oGBgRrDUyUKNm+74AlbXFyc2cd+O7lUUFAQ37x5w5CQ\nEE6fPp2ff/45a9SoodNFCwBbtGih9bhy8QsyO5w6KChIbcarXATa1AFJDx48MGotQjjn7UIb2pR1\nSkqKyvWa0+VUwjB++eUXnZk2U1JSWLZsWV6+fFntbVlf9G7p7+/PCRMm6N2xRMFA2aarvAnpWc3J\ns2fPWKZMGQJgr169uH//fv78888EshP1z5492+AcLpp48eJFjh4fvr6+BCC+6poaIY95s2bN9D5H\n+F8IbpH6PGyUc7V/8sknUj6XfEJGRgbt7Ox0JpVbv349W7ZsKSpzIchN34ey3sq8b9++Bvs9SuR/\nlH29lbe3CxWbk02bNrFly5Z8//336efnx4kTJ+bZ2AIAtEbrmXIMQ2ZaL1++5ObNm6lQKMQbdoeK\nygAAIABJREFU+/vvv9d5jkwmE01LyluFChUYHBzMjz76SHSZ7Natm1RrNA9p2bKlzngKmUzGOnXq\ncO/evQTAkiVL0tvbm7du3dKrf71/WVWqVOH9+/f1bS5RQOjWrZtGZf7mzRtLi2YQBw4c4Icffmhw\n1Bz5v4yMQjpac2GMqUUgIiLCoIXNsLAwsThGTltSUhLv37+v1dNIwjR8+umn7Ny5s842x48fZ/Xq\n1dm+fXtxdr5hwwa9+reGHiQmJiI+Ph5eXl76NJcoQBQpUkRtn7W1NWxtbS0gjfH06NEDx48fR4UK\nFZCamorLly+Lx+RyOQYNGgQrKyv8999/aucGBQWhdu3amD9/fl6KbBDly5eHm5ub3u2rVq2Kly9f\ngiRkMpnKsWXLluHjjz8GABQrVgwODg5477334OHhgRYtWphUbon/ERMTg6NHj4Kk1jYdO3ZEtWrV\nYG2drZobNWqE69ev69W/Xso8ODgY9evXFweQKDzUq1dPbZ9CoUB8fLwFpDGeOXPmAAAGDBiAXr16\noXnz5khMTAQALF++HFu3bgUAVKhQQe3cjRs3olKlSnki59q1a/NkHGWKFCmCgwcP4vr16wgJCUHr\n1q2xe/duAEB4eDgAoFu3bujUqRMuXbqE06dP57mM7wJ//vknAODhw4c62y1ZsgRXrlwBYJgy1+ud\nT1r8LNxA6ZV77ty5BdLMEhcXx6lTp6rUSxVSxo4fP54AtIZVDxw4UO9X2dwgyLVz506LuviWKlWK\nQLa/vlwu57JlyxgWFqYSNfvvv/9aTL7CzHvvvUcvL68c2w0fPpx9+/ZlUlISbW1t9VoE1UuZ9+vX\nj1u2bNGnqUQBRDlYRigAkZ+SOCUkJLBx48YEsnNW5ORpI/honzt3TsVfW1OqAJIcMmSIWZONCSQn\nJ9Pf3581a9YkAK1l58yJUNEGUA+MSklJMcolTkJ/du3axeLFi+dY8SoqKorFixfnunXr6O3trTXS\nWRm9/mP16tXjtWvX9JNWosBx9OhRjQtjliIrK0ssxSbkBbe3t1eTr3jx4jx48KDOvjIzM8X22hb4\nZs2axdGjR5v8OrShUCg4btw4VqpUSe9c7rpIT09XcXlbsGABv/zyS5LUGRylTaEsX76cQHat2JSU\nlFzLJ/E/5HI5q1WrplaYQhMAWKpUKfbs2VOvsH6bnMwwCoUCjx8/Ro0aNfSz20gUOFJSUjTut7Ky\nwpkzZ9C6dWut5yYkJMDFxcWk8vj4+KjZFf38/FCsWDEUL14cZcqUwY0bN3DixAnExMTo7Kto0aI6\nF5wA4Ny5czh16hRWrVoFkrCyssr1NejCysoKy5cvh0wmw+TJk3NtR69ZsybCw8Nx5swZdO7cGamp\nqQCAVatWAQAuXryI5s2bAwCSkpIAACNHjtR6nU+fPgWQvZbg5eWFKVOm5Eo+if9hbW2N999/H7du\n3UKTJk10tm3ZsiXOnTuHUqVK4dGjRzl3npO2j4iIoKenpz4PHYkCDLS4reX0OggYlgxIH4SiGcJm\n7vgGoUiGsJ05c8as4wkkJCTQ0dFRTP2bmprKq1evGhyBqhxhqml7O3BIV4WjO3fuqJwrpPWVMB1r\n167VmatF4I8//iCQnbBt0KBBObbPUZmfPHmSrVu31k9KiQLHkydPVEwRypu9vX2O5wNgxYoVTSpT\nSkoK165dy7S0NIPKuwm1Oo3xF69atSqB7IyMffr0Mfh8Y/nss89Ee/2sWbP0ivLUhKb/344dOwyK\nAE1OTiYAMQe9sEmYFiFKd8iQIYyMjNTaLi0tjUB2Yjh9/g85tggICDCquKhE/icuLk68Ya9cucKU\nlBT27dtX3Pfjjz/qPF95MW3OnDnct29fjjN5cyLI0r59e9apU0cl9W1OpKSkMDo6mq9fv2bp0qV1\n3mTGIizGKpcKW716NT/44AOS2W/BI0aMULHfC3ncc0KhUPCnn35SmVlrKiasC+G8x48fE8hOsQBk\nF1kIDAykTCajn58fGzZsyLFjxxrUt4QqTk5O4vetK0d/s2bN9H9LzmnQCRMmcPHixYZLK5HvGTVq\nlMoM7MiRI2Le8ZkzZ+rVx9uzQUOroxiDQqHgxYsX2bt3b6anp5Mk37x5I8rQtm1brbPKpKSkHG+K\nkSNHct68eSaXWzm9rcCsWbM4dOhQje0HDBhAABw4cKBB48yZM0fMp60vQj4QHx8f8SH/ww8/6DTf\nDB8+nAsXLjRINolsHj9+zMGDBxOAymT5/v37PHnypPgZAGvUqEEAOXq05KjMu3TpwgMHDuRCbIn8\niiYl3L17dwKgk5OTXn0IKXS3bdvGmJgYPnv2zJwik1SVW0gxkZ6ezs6dO7Ny5crisbdnj5s2bSIA\nLl++XGf/165dY9WqVRkeHs6+ffuyTp063Lp1K1+8eJGrN4+VK1eqKXMA7Nq1q1rbjIwMAtm1Q02R\nbCwnBGW+detWkmSHDh04f/58jUp86tSpauYcCeMQvsPY2FiVbIm///47yex8LsOHD6eNjQ3XrFmj\nu6+cBqtWrZqUk6WQonxDpqenc926deLnmjVrcsqUKXr3Y+6gstDQUIaFhZHM9gvXppSV62kqu/0p\n3yg5ybp161ax7dy5c3ns2DH6+fnR2dmZdnZ2XLZsmVEuex07diQAMWhESD+sa0EyrxCyZwqLsS1a\ntBALhTg6OorfR48ePVQyMwrbsGHDLHwFBZPo6GgOHDiQPXr0EEvFlSpVSi2orGLFijm6z+pU5nK5\nnEWLFhVfZSUKF99//73KgtuMGTPUblJ9OHfunNl/I/rII8xmAdDFxUXc//YCb04JpY4fP86mTZtq\ntDmHhISwe/furFq1qs50ptoQZvYpKSmsU6dOvvEUE+q0CggmlqCgII2LqJo8aMyxzvAukJ6ezvLl\ny4sPe000b95cXFvRhs67IyYmhq6ursZLKZGvEcqyCZnchIr3ypsxWQhzonv37ty2bZve6VejoqJE\nebZv36613U8//aT2mkr+77qsrKz4/PnzXMtP/s+ePXToUK5evdqgPOhv3rxh27ZtOXjwYItX7lIo\nFGK9VOUFb6HAdpUqVTSeJ3haKG+azEUS+jFnzhzRo0oTXl5eOU5mdB69ceMG69ata7yEEvmet2e8\n586dU7lBzWEDV+4/JCQkx/ZfffWV2P78+fNa202aNInA/2p+KmOIi6M+ZGRkcMOGDVy9ejUHDhxI\nV1dXfvDBB1ywYIE4w3J2dtZoDrKxsaGXl5dFFfmbN2/EwtOAui+/8gNUGSE6VNNWtWrVvLyEQsWV\nK1doa2urVWF/9913LFWqlM4+dCrzw4cP88MPPzReQol8z9s37Nuvz+ZAoVDw6tWrHDdunF4VjZTr\nlOryv5bL5RZzjUxOTuaHH37IFi1acPPmzfz555959uxZDhw4UK1cmLe3NwHkuKClL3K5XLS35mRC\nUigUvH37NqtWrcrOnTsTAIODg9XaXbhwgQDEupTCuW8r8NWrV+u9FiGhHWU3X02sWrWKNjY2OvvQ\nebeuX79eKgz7jpGenq5yszZu3Dhf1JL8/PPPNbrayWSyfJ0/JDAwUM3WqXzjmkL2gIAAlf+Ztgda\nUFAQ27VrRw8PD86fP58nT57krVu3+PjxY7Vz+vXrp6JcQkJCNM7GX7x4wWvXrun0lZbQD6HWqybO\nnz9Pa2trnefrVObz5s3LsUyVROFj27ZteikHS5OUlCTKuHbtWkuLo5GbN2+yTJkyjImJUdkv2Jx/\n+OGHXI/x6NEjlf/X06dPVY6HhYXxiy++oJubmzgbB0BfX1/RlXPatGkq5wQHB7NixYpcsWKF2sNd\nWFDu2bNnvv1tFETGjRunVZm/fv2agO56oDqrTURFRaFMmTK6mkgUQpQTZ126dMnsiaeMJS0tTfw7\np6RF+jB37lxYWVlhzZo1ue5LoF69eujXrx/mzZunsr9EiRJo3bq1SkUkY6lRo4ZKsq5y5cqJf0+e\nPBnVqlWDq6sr7t27B5lMhpIlS8LNzQ0KhQKvX79Gs2bN8MEHH6j02aBBA9jY2ODbb78FAPTs2RNZ\nWVm4evUqihYtCplMhr179+bb30ZBZNmyZbC3t0dCQoLaMQcHB1hZWSE2NlZ7B7qeFD179uSePXty\n97iRKHDAzDZzU5Kenm7w7FCT3V3ZLq8cgWcKTp06xZo1a3LTpk2cMWMGk5KSSP7Pm8hUtub79++r\n/M8EV82PPvpIpZ1MJuP9+/d57tw5RkdHa+3v4MGDrFu3rtY88BKmp0mTJjx//rzGQLGiRYvqTEWu\n825t2rSpmFdaovCTmZnJFy9eiErN3AWO84Lo6Gi2a9dOdB08ffo0ATAqKkql3aNHj9i2bVuz2N/f\n9nN3c3MTjwn7wsPDc+xn586dBMCffvpJaxvlB9uNGzdYo0YNKhQKpqamcvr06axYsaI4Zmpqau4u\nTMLkDBw4kBs3biQAJiYmqhyzs7PTmb9fp5klMTHR5LmqJfIva9euhYeHh/h5wYIFYv7rgkrPnj1x\n6tQpVKlSBcHBwWjbti0A4MyZMyrt7t69i9OnT6NUqVIICwszqQwk0ahRI3h6eqJ///5o2LCheEwo\ntrx8+XKdfWRkZOCTTz4BALi6umptp2z2cHJywps3b5CcnIwWLVrg4cOHOH78ONatWwcA8Pf319rP\ny5cvce7cuZwvTsKkREREYNiwYQCAffv2ISoqSjz25s0bsa6tRnQ9JTw8PNRmMBKFl71792r0WOjb\nt2+BnMW9PSOuVKmS+PepU6dU2goumba2tmb5zSsUCk6ZMoUAeOfOHXG/UKotpyRKyv8bfdLjpqam\nsnfv3qxduza7devGUaNGibP2+Ph42tnZ6SxbN2zYMALaS+1JmId58+ap3X+tW7fm06dPCYArV67U\neq5OZW5nZ2fyYAuJ/MupU6fEH1D9+vXVflQFzXPhba+ccuXKUaFQcOLEiSr+03lFcnIyvb296enp\nyW+//ZZyuZwffvghAeSYZlpbEI82hLbffPMNW7duzYyMDCoUCh4/fpxjx45lvXr1GBcXp/X8sWPH\nikEs3t7e+cI99V1BiL7VtOkysWn9ZcjlclpbWxucJF+i4KIcoj1x4kS1ij/6RGvmJ1q3bq12M7i4\nuDA5OZk2NjYG5Ts3JfHx8SxfvryoyPGWHV0TT5480VuZC28k9vb2rFy5spiRz8PDQ+370ERUVJQ4\nMxc2aYaed2gKzgLAsmXL6nQV12ozT0lJga2tLaytdZrVJQoRJUqUwMuXLwEAP//8MwIDA9GyZUvx\n+OHDhy0lmlEUL15c5XPbtm3x5s0b2NnZ4YMPPsCxY8csIpeLiwt8fX1x/PhxuLm5ISYmBleuXNF5\nTpUqVfDBBx9g5cqVOfZ/4cIF2NnZoUSJEtixYwfc3Nxw48YNvHjxQs0F8fr166hTpw4AIDIyElZW\nVihbtqxaXVjl34GEebGyskL16tUBAKmpqRg5ciQAoHPnzkhOTtZ+ojYtHxkZmW8yuknkLfj/mcD+\n/fv5ySefqMwOCpLZLSMjQ+WVNSoqiq6urjx8+DDPnDlDDw8PS4toFnbt2kVAvVCI8JadlJQkJm5S\nrmSjvNWuXVv8e/78+Za4DIm32LBhg9ZCJqSOmXlycjLs7e1z94iRKJCEhIQAyPYE8fb2RoUKFcRj\nZ8+etZRYBlOsWDE0a9YMAPDee++hTJky2LRpE7p27Yo2bdrgxYsXuHfvnoWlNB6FQoGOHTuiatWq\n4kw6LCwMffv2BQCMGzdOpb3wlm1vb49Vq1bBzc1NY9CSg4MD7t69K35u0KCBuS5BwgDs7e11zswl\nZS6hRp06dVCiRAkAwLx58xARESEe++yzzywlllGUKlUKAHD//n1YWVmhePHionsiALRr185CkhlO\nWlqaipK1srLCq1evEB4ejtevXwMAqlWrhu7duwMA6tatq7UvPz8/xMbGomfPnmrHPvnkEzx79kz8\n3KFDB1NdgkQuKFWqlHHKPCUlBXZ2dmYRSiL/o+zP+vz5c/FvQWkUFKytrTFp0iTxc8eOHXHq1Cl8\n9913AIDY2FjcuXPHUuLpTVpaGmxtbeHj4wNra2uQhJWVFa5cuQKFQiGG8GdmZuLgwYN6T8T27dsn\n/j1r1iwAwG+//SbO6kNDQ1G0aFETX42EMRg9M8/KylJbQJJ4dyhZsiQOHDgAAGKQSeXKlQEAcrnc\nUmIZxeLFi6FQKMTPcrlcJVdKYGCgzvOfP3+O9evXm00+fahatar4N0m1BUoBwQym/ADTxYsXL8S/\nf/jhB7z33nvo0qUL9u/fL+Z1kcgfFCtWTAwy04RWZa5QKCRPlnec69evA8hOQAUA77//PoD/2dQL\nElZWVqLJZfny5ShevLhoT1eOshNITEyElZUV7OzsUKFCBXzxxRdqbQIDA2FlZYUaNWrkSrZ///0X\ne/fuRVxcnNY2J06cAABs3LgRr1+/1jrzFjyOunXrptfYU6dOVflcokQJnDx5EgCwcOFCvfqQyBus\nra1VJiVvY6PtgFwul5T5O05CQgLGjRuHBw8e4J9//sGff/4JQLctNj/z33//wc3NDVOnTkXbtm3F\n1AUtWrRQa+vk5AQg2zUMABwdHdXadOzYEUC2KSI1NRW2trZGyaXsLhgdHQ1PT0+1NrVr1wZJnf1c\nvXoVv/zyCwYNGpTjoqVMJkOvXr1w8uRJtG7dGr169YK1tTXGjx8PADqVhoRlsLa21vlWrHNmXqRI\nEbMIJVEwqFy5MooUKYLjx4+rpJgtqPlaXF1d0bBhQ1hbW6NkyZIICAjA6dOn0bt3bwDZpkV/f3+8\nefNGXFxct24dTp8+jfj4eJ19p6enGy3Xv//+i0aNGqFx48Y6X6N1ce3aNTRt2hS1a9fG77//rrPt\njz/+iKJFi+Lvv//GvHnzcPbsWYwcORJLly4FkG13l1Lb5j+MnpnnNAuQKPyEhoaibNmyCA0NxdWr\nV8X9wqy1IHLu3DmQFGfRyrm/Z8yYgUWLFmHatGkgCUdHR4wYMUJrX+PHjxcTZGVmZhotU7t27XDt\n2jWjzwf+l89dn8VcoUbBwYMHRc8XW1tbcY1MWvDMO16/fo2wsDCV5GvasLKy0v3GpM0B/e+//2aX\nLl1M7PYuUZDA/weNKIf1N2/e3NJimQ0oBc28XYRZG/Hx8SrfU4MGDdiwYUONJe7MhRDYpU8aXeVQ\n8YSEBAJg165dxUROlSpVMr/AEiIbNmzIsYKQQHBwMOvXr6/1uFYzS072GYl3h9WrVwMAli5digsX\nLlhYGvPwtnfI9evXsXDhQp1vqOnp6aLdfezYsfj666+xatUqVK9eHfPnzweQvfakqw9TsHPnTowd\nOxaVKlXS2a5NmzbiOtjWrVvh7OyMc+fO4fDhw+K5UtrbvKVPnz549uwZbGy0GklEcnRK0abljx8/\nzg4dOhjzsJEoBLx580acwclkMkuLY3bS0tJoZ2fHsmXL8tChQ6xVq5Z4/UuXLtV4zuLFi8U2aWlp\n4v7IyEhWqlSJrVq1oqOjo9bzTcGmTZsIgC9fvtTZLisrS5T17cpDAwYMIACp3m8+58qVK2zSpInW\n41qVeWBgINu1a2cWoSTyP3fv3hWz+Zmj+k5+JSsriwqFQkX5aZrzhIaGslatWlywYIHGh11sbCyP\nHTvGgQMHskePHkZ/h+vXr+fgwYNVcqxHRESo5VI5dOiQ1rw5CoVCzNcSEBBglBwSlufixYts1qyZ\n1uNalfn58+cLtX1UQjc1a9bUO3d2XnHhwgU6OTmpKc/t27eLSm3evHlG512fMWMGAXD27Nkq+5XL\nd8nlcq5YsYIuLi5csmQJFQoF5XI5//jjD27evFmtz6SkJDZt2pRr1qwxSqb+/ftrLbAhHFu7dq3G\nxFoCy5YtE895lx7MhY0TJ07onGBrvVtDQkJYu3Ztswglkb9RKBT09PTUqJzymk8//VRtFvrPP/+o\ntBFqJgpbnTp1jBpLKMagLc+5QqHgwIED2aJFCz58+FDc99lnnxEAy5cvr3ZOfHw8S5YsSQCMjY3V\n2GdOJCcn84cffhCvz93dnT/++COB7Co0wltErVq1NJ4vjH/gwIEcx5LIv+zfv5/du3fXelyrMv/v\nv/9YsWJFswglkb85deoUa9eunS8qC9WrV48A2KVLFzo6OhIAr169qrGtcjFqAHR2djapLPPmzWOT\nJk1ETxWZTMapU6fSysqKAOjj4yPKdvToUbZu3VqUWdjmz5/PBQsWsFevXqxataq439bWVu0hpY24\nuDgC4MiRI8V9QqFmTdSpU4fTpk3L5dVLWJqtW7fy888/13pcqzKPi4sz+c0gUTAYPHgwp0yZYmkx\nSGabNQwpWRYUFMTu3buzVatWDAwMNJkcO3bsIACWKVOGrVq14v79++np6UlfX1/u3LmTAOjv709n\nZ2dWr16dbm5u3Lt3L//77z/6+/uLSrtixYqsXr26ioK3sbHhli1bCIBeXl45PkS7dOmipri/+eYb\nAppL+7m7u/Pp06cm+y4kLENAQABHjRql9bhWZZ6ens6iRYuaRSiJ/EtKSgrd3d0ZHBxsaVFMgqne\nLoSSa0JRh/Lly/PChQtq7UJCQnjz5k3evHmTy5cvp4ODg4riPnjwIJcuXUobGxvRrPPJJ5/w33//\nFRcp69atq/EBplAoRLv+rFmzVI5lZmayTZs2GhdjAXDXrl0m+R4kLMeiRYs4adIkrcd1rnAVLVqU\nGRkZJhdKIv8yf/589uvXz9JimITNmzcTgEl+w6mpqczMzGRmZiaTk5OZmZmpta2guMuXL8/Dhw9z\n0qRJBMCqVauyWrVqHDx4sFhMWdk01KJFC7Fu6dmzZ1X6HDNmjMpDYcuWLXrLLpic0tLS8oXpTMI4\nZs6cyblz52o9rlOZOzk5MT4+3uRCSeRPHjx4QAC8deuWpUUxCUKB6px8sE3JnTt3RIX74MEDxsTE\nEADbt29PuVzO27dvEwAHDhwonhMeHq6iqLt16yYei4yM5NChQ1WOW1lZcceOHXrL9PYCskTBZMKE\nCfz555+1HteZFjGnZOgShQeSGD16NADA29vbwtKYBqHAhpDSNS/4/fffMWXKFJBE1apVxQyIO3fu\nhLW1NXx8fLB8+XKxcDYAvHz5ElWqVMGLFy+QkpKCHTt2AMiOuK1Tpw7c3d0RHx+PmJgYzJs3D7Vq\n1VKplpQT58+fV/lMKe9SgSSn6m86lbmDg0OBqywjYRwRERG4ceMGMjIyCk1REqH03ccff5wn4yUl\nJWHx4sW4efMmAKgUtFBOoVu9enU8efIEr169AgAcOnQIPXv2hLu7O+zs7FCyZEns3r0bv/76K9as\nWYOwsDC8//77qFOnDo4cOYIdO3bA3d1dL5lIwtfXV/yckJAgZUQsoCQlJcHBwUHrcZ3K3NPTU6US\niUTh5c2bN7C3t0exYsUsLYrJSEhIyNPxhIpFx48fh0wmQ0REBCZMmACSYk4Nkti4cSPu3bsHJycn\nrFy5Eh4eHmqybtiwAR4eHhg+fDhatWqFffv24fLly7hw4QJq166tt0xLliwBADRu3BgKhQLOzs4m\nulqJvCYmJkZjrnsBncq8TJkyGquwSBQ+Hj16hFq1allaDJOS13nX69evj1GjRqFChQqwsbHB/fv3\n1RRveno69uzZAyDb/DN37lzUqlULly9fVmk3ePBgODg4ICkpCU+ePEGtWrVQpUoVvWU5cuQImjVr\nhsmTJyMgIABXr16VZuQFnKioKDF9sSZyVObR0dEmF0oi/yGXy8XX/sLAyZMn0bhxYwDAmDFj8mTM\natWqoXfv3qIJRFOGu5IlS2LVqlX4888/4efnh9atW6NVq1ZiCTsA2LVrFz799FPx/B49ehgkx4ED\nB9C1a1dcuXIFAPDll18ae0kS+QSSiI6ONl6Zly1bVlLm7wgKhQKurq6WFsNktGrVChs2bAAAgxYL\nc0taWpqozMuVK4dLly6ptRk9ejQ+/fRTAMDEiRPx2WefYfny5ZgyZQrc3NzwySefAMhewP3uu+/Q\nrl07vcePj49Hz549xc/Hjh3LzeVI5BOSk5NhbW1t/AKoZGZ5dzh+/LjKQllBp1ixYhg2bBjkcjn6\n9u2bZ+PGxMSIs6dJkyZhw4YN+O+//7S279SpE+7cuYPp06fjjz/+wLVr15CYmIh27dqhXr16BhdV\ndnNzA5BdlebRo0f48MMPjb8YiXxDTiYWQEfZOECamb8rXL16Ffv378ft27ctLYrJyeui5Pb29oiM\njAQAVKxYEZ07d8b58+c12rv/+ecfpKSkICQkBCEhIdi5cydevnyJ9u3bo2PHjlixYoXRdu709PRC\ntZj9rhMdHY2yZcvqbFNgZua7du3CqlWrLC1GoWTgwIFYvXq1zpVyCf3o1asXzpw5g9TUVABAvXr1\ntM7M9+3bJ/595swZVKhQAR06dMDcuXPx22+/GVVQXRhX8iUvXOgzM89RmcfExOSLH8b+/fsxZswY\nZGVlWVqUQkfRokVRunRpS4tRKChZsiRcXFwQHx8PALh9+za8vLw0tn3+/Ln497Jly9C+fXusX78e\nn332mcHjJiUlQS6Xi28iykFJEgWfnBY/gRyUua2tLUqWLIm4uDiTCmYMs2fPxu+//y5VDjcD48eP\nx4oVKywtRqHB19cXW7duxcOHD3Hu3Dl06NBBY7tly5aJphB3d3fExMQY7LkCZM/GHR0dsWbNGsya\nNQsAxNqkEoWDiIgIlC9fXmebHKuIenl54fHjx3pHnJkLLy8vrTMcidzh4uKSJ29fs2bNwqlTpxAU\nFGT2sSyJv78/GjRoAH9/f6xcuVJroE716tWRkZGRq7GePXsmFmP+6quvxP2ST3nh4tGjR1onBQI5\nrg55e3vj4cOHJhMqtyxatAiPHj2ytBiFirt37+ZJwNCFCxfEavCFmSpVquDBgwf477//MGTIELOO\nJSjyNWvWiPs0uUNKFGwePnyYY86kHJW5l5dXvlKeU6ZMwaBBgywtRqEiIiICLi4uZh/uS3PiAAAg\nAElEQVSnU6dOAICPPvoIb968Mft4lsTT0zNP/fZHjRqFgwcP5tl4EnlHRkYGoqKiULlyZZ3tCpwy\nB7JnkhKmo3///li/fj3kcrlZxxk3bpz4d27NCxLAqVOnsG7dOvGzECR15MgRS4kkYQbCwsJQqVKl\nHNcL9bKZ5ydlnpGRIWVyNDFt27aFs7Mz9u3bZ9YMg8WKFUNMTAwcHR3FjIYSxuPn56fy+cCBAwCA\nOXPmWEAaCXPx6NEjvdYLc5yZ16hRA2FhYWaftelLsWLF4ObmhoiICEuLUmiwsrKCq6sr+vbti5Ej\nR5p1LA8PD0mRmwht0aHS4mfhQh97OaCHMre1tYWbmxuePXtmEsFMQXx8PCpWrKiWdF/CeGbPng0A\nKq/tEvmbyZMn4+rVqyr7RowYYSFpJMyFyWbmQLapJT95tAiuXkJCIoncI2QYlChY+Pj4qHzu3Lmz\nhSSRMBcmVeY+Pj4ICQnJtVCmwtraGrt371bxq5XIPa6urli5cqWlxZAwECcnJ/HvPn36WFASCVOj\nUCgQEhKi9tDWhF7KvHHjxrh+/XquBTMl165dw6lTpywtRqFi9OjRCAgIQHp6uqVFkdCTEiVKIDEx\nUSX/y/Llyy0okYQpCQsLg5OTk15urnop80aNGuUrZf7w4UMsXrwYJ06cwNOnTy0tTqGhffv2uH//\nPhQKhaVFkTCQe/fuiX9PmDBBKsReSLh+/ToaNWqkV1u9beYvXrzIN8l7njx5Al9fX4waNQrbtm2z\ntDiFhtDQUHTu3Bm2traWFkXCQKZPn67yOS0tzUKSSJiSa9eumVaZFylSBPXr10dwcHCuBDMVsbGx\nOHv2LA4ePIjHjx9bWpxCQ79+/XDnzh2x3JhEwUGoXAQAgwYNsnguJQnTYPKZOZC/TC3du3fHkiVL\n4OPjg/r161tanEJDqVKlMGjQIPz111+WFkXCQJT/Z9IiduFAoVAgODi4cCtzJycnTJw4Ef/88w/G\njx9vaXEKFSNHjsSff/4p+fAXMIS8N4AUNFRYCAsLQ+nSpfXO8VMglbmE+ahYsSI6duyIxYsXW1oU\nCT1JTk6Gv78/gOyqUbqK/koUHAwxsQAGKHNvb2/ExsYiISHBKMEkCg4dOnRA8eLFLS2GhJ5Mnz4d\nnp6ekMlk2LJli6XFkTARV65cMSiYT29lXqRIEbz//vs4e/asUYJJFByePHmC9PR0hIeHW1oUiRwI\nDg7GypUrERwcbFTNUIn8y5kzZ9C6dWu92xtUurxdu3Y4ffq0oTJJFDDGjh0LNzc3NGnSBL6+voiJ\nibG0SBIaCAoKQv/+/VG0aNEc60NKFCxevXqFR48eoWnTpnqfY5Ayb9u2rRR1+Q7g6uqK9evXIzo6\nGr6+vhg8eDBevXplabEklHjy5Al69eoFf39/KUCoEBIUFITmzZuLNWL1wSBl3qhRIzx9+lSsPC5R\nuLGxscHcuXPh7u4OZ2dnHDt2zNIiSfw/Xl5e+PTTT9G7d29pfaMQcurUKbRr186gcwxS5jY2NvD1\n9cWZM2cMGkSi4FKyZEls3boV06ZNw8CBA9VSrkrkPTExMZDL5bCzs7O0KBJm4vTp02jbtq1B51jR\nwLLsixYtQkREhBSY8A6yZ88eTJo0CcHBwSqZ+iTyjtjYWHh4eKBbt244cOCA5FNeCHn58iUqVaqE\n+Ph485lZAGkR9F2mT58+6NKlC+bNm2dpUd5Jnj9/Dg8PDwDA7t27JUVeSAkKCkKLFi0MUuSAEcq8\nQYMGiIiIQGxsrKGnShQCevTogWXLlllajHeOe/fuoUKFCgCAkJAQg290iYLDqVOnDDaxAEYocxsb\nG7Rr1w7Hjx83eDCJgk9+qQX7riFkLN23bx/q1KljYWkkzMnRo0fRoUMHg88z2GYOAJs2bcKRI0ew\na9cugweUKNjIZDI4Ozvj4sWLqF27tqXFeSeQy+WwsbEBABhxu0oUIB4+fAg/Pz88f/7cYDOawTNz\nAOjatSsCAwORkZFhzOkSBRgbGxt06tRJqmaTh2RlZQEA2rRpY2FJJMzNoUOH0K1bN6PWQ4xS5u7u\n7qhVq5bkoviOUrNmTaxbt05l38WLF3Hy5EkLSVS42b9/PwBgx44dFpZEwtwcOnQI3bt3N+pco5Q5\nkJ1T/ODBg8aeLlGAGThwIFxcXBAVFSXu+/HHH9G+fXuMHz8egYGBFpSu8PH69WsAUmrbwk5CQgJu\n3rwJPz8/o87PtTKXbHjvHjVq1ICXlxcuXrwIIDuJ/unTp3Hy5En8+eef6NixI/bt22dhKQsPI0aM\nAAAp8Vkh58iRI/jggw9QokQJo843Wpm/9957KFasGEJCQoztQqIA8/XXX+Pbb78FAFhbW8PBwQG2\ntraIi4vDH3/8gd69e2PRokUWlrJwUKRIEXzzzTfSA7KQc/DgQaNNLEAulLmVlZVkanmHKVmyJJ49\ne4bExEQAQPv27XH//n0AwOeff47FixdL2RYNRC6Xa3Uq+OKLL7Bx40YpL1IhJSMjA4GBgejatavR\nfRitzIHsAJI9e/bkpguJAkqPHj3g4OAgKvDIyEiV8lbFixfHixcvLCVevkGhUMDKygonT56ElZWV\n2ubo6AiSCA0NhY2NDUqUKIEvvvgCSUlJKv289957GDBgAEaNGiWZNgshgYGB8PHxgZubm9F95EqZ\nt2rVCgkJCbhz505uupEogFhZWaF58+Y4fPgwAKBMmTK4efOmeHzAgAE4cuQI4uLiLCWiRSCJ1NRU\n/Pjjj7CyshJ98du3by+2adSokZgRLykpCU5OTqhRowaA7EWwx48fo0WLFggPD1cJ0lqwYAHCwsIw\nd+5cSaEXMrZt24bPP/88d50wl0yePJlTp07NbTcSBZAnT56wYsWKnD59Om/fvs0yZcrwt99+E49X\nrVqV169ft6CEeUv37t0JQNzKly/PuXPnslevXvTx8eHVq1fVzhHafvPNN+K+jIwMfv311wTArl27\nqrS/fPkyAXDlypVmvx6JvCEpKYmOjo6Mj4/PVT+5Vua3bt1ixYoVKZfLc9uVRAHk2bNnbN68OZcs\nWcKwsDB6eHjw1KlTJMkff/yRPXv2tKyAeYRCoaCDg4OKMk9MTMxVnwcPHiQAymQycZ9cLicA+vr6\n5lZkiXzC77//zm7duuW6n1yZWQCgbt26cHR0xLlz53LblUQBpEKFCti2bRv8/f2RkZGB6dOn45tv\nvgFJNGzYEPv378eVK1csLaZRkIRCocDdu3fh6uqKbdu24fjx43jx4gV++ukn0e4tmFSuXbuG0qVL\ni+enpaXlavzOnTujWLFikMlk4j5ra2vcvXsXDx8+RGRkpFa5lyxZIuZzkcjf/PHHHxgwYEDuO8r1\n44DkwoUL+cUXX5iiK4kCSkBAAJs0acLbt2+LZoCWLVsSALt3725p8Qzm1q1bKrNsAKxUqRIbNGhA\nJycntWO9e/dW25fb2+u///7T2s+UKVNoZ2dHhUKhdkyhUIjn1a9fP1cySJiXyMhIli5dmqmpqbnu\nyyTK/NmzZ3R2dmZ6eropupMoQKSmplIulzMuLo4A+Pr1a+7evZtOTk7cs2cPP/vsMwLg8+fPLS2q\nQWzatElUiEuXLmVSUpJ4TKFQ8NWrV+LnZcuWiW3ff/99ZmZmEgDnzZuXKxmE7/RtZb5hwwb269eP\nAPj7779rPFcwx5hoviZhJn7++WcOGTLEJH2Z7D/dtm1b7t2711TdSRQQGjVqpDITFey77dq1ExdD\nZ8+eTQCMiYmxpKh68+bNG/F6Xr9+bVFZJk+eTABcsWIFo6KiVBT8tm3b2KVLF63nAmCPHj3yUFoJ\nQ2nYsCFPnDhhkr5ybTMXGDBgADZv3myq7iQKCAEBASqfnz9/DgDw9fXFw4cPAQBz5szB0KFD0bVr\nV5w/fz5futXNmDFDtIHb2dmhZcuWePHiBRwcHCwql7+/P1q0aIFx48ahbNmycHFxwZUrVxAQEIBq\n1arpLBIjk8mwc+fOPJRWwhDu3LmDmJgYowpRaMQkjwSSycnJdHJy4pMnT0zVpUQBYfPmzfTy8uKl\nS5fEfY8fP2blypXFt7XXr1+zadOm+dKtLiIiQuXtYsyYMZYWSYWsrCz6+voSAGNjY8X9586d02hG\nefLkCe/du5eXIkoYwZgxYzh79myT9WdSg5qLiwvt7OxM2aVEAUAmk/HXX39l8eLFuWDBAvbt25dy\nuZxr165l48aNmZCQILYFwNWrV1tQWlUePXokKvFff/3V0uLoRJDzo48+YmpqKv/880+NytzW1pYA\nGB4ebgEpJfQhKSmJTk5OJl1LMqky9/f3JwAmJyebsluJAsK+fftEhRMaGiouBNrY2IhxCEOGDMlX\nilOQtyAEN927d49FihTR6TEjk8nE/W3btrWQpBI5ERAQwD59+pi0T5MvdRcrVoy9evUydbcSBYjF\nixezfPnyvHv3rmhaWbdunXj8woULLFq0KEeMGGFBKck5c+YUSI+PWrVqiXIPHjxY5Zjy4i0ANmvW\nzDJCSohkZmby4sWL4meFQkEfHx+ePHnSpOOY/FfcsGHDAndzSJielStXEgAfP37MCRMmqCluIVy9\nb9++FpKQXLRoEQGY1G6ZF2RlZam4Rmrixx9/LJAPqps3bzIjI8PSYpiUESNGEIB4XWfPnqW3t7fG\nGIHcYPL/dGJiIq2trXn79m1Tdy1RwOjVqxdnzpzJPXv2aHSRyw/KBgC3bNliURnMRXx8PDMzMy0q\nQ1JSEs+dO6dX2zVr1hAA27RpY16h8pDNmzeLv/MXL16QJPv378/ly5ebfCyz3EmzZ8/Odx4BEnnP\ne++9Rzs7Oz558oROTk4MCQkRjwlBLXPnzrWghGTJkiUt/kDJT8THx/Ps2bO57ufOnTv86quvREWm\nz0OlXbt2BFBogg+vXbtGe3t78S0pPDyc0dHRLF26NF++fGny8czyK37+/DmdnJzMIrBEwQEAP/vs\nM5Lkt99+y6+++ko8phxy/uWXX5r8lVNfjhw5QgB6zx4LM4cOHdL5tiSXy/ny5UueOXOGYWFhPH36\nNP/991+VNgqFgv3792eZMmXYtWtXVqtWjWPHjtVr/KioKBX31oLK2bNnxe/xu+++48WLF8XvdM6c\nOWZLfWK2KcmgQYM4f/58c3UvUQAQftAymYwPHjygi4uLSppPuVzOL7/8UmxniZD/Bw8eEECBMgtm\nZWVx3Lhx/P777zl//nxOmDCB9vb2vHXrFslsU2dKSorB/Xp4eBAAAwMDVfaHhoZy4sSJtLGxIQCW\nLVtWZZG1Tp06/Oqrr5iRkSEuwBYrVoyVK1fmwoULmZWVZZAcO3bsIACTvCHkJWlpaRw5ciRLlCjB\n7t2788CBAyTJ5cuXc/DgwUxJSaGbmxsfPHhglvHNpszv3r1Ld3d3vnnzxlxDSORzrl69SgB0dHRk\nRkYGbW1tGRoaqtbu5cuXostdXiKkGQBgsTcDfUlKSuK3336r4slSoUIFTpw4kYMHDyYAurq6slq1\nauJxT09PMdnZsGHDmJSUJG6aZsBPnjwR3YqTk5N5//59Dhs2TPSaiYqKEhNCLVmyhPXr1+cPP/zA\nDz/8kACYlpZGklywYAGnTp2qkrrXEP744w8C4E8//WTkt5X3KBQKfvzxx+zRo4daCogWLVrw0KFD\n/OWXX0zujqiMWe+enj175rtoP4m85eXLl2zYsCH79OnDMmXKEADnzJmj1m7atGkEwBYtWuSZbFWq\nVCEAjh8/Ps/GNJRLly6JyrlatWrs168fR44cqXGS9OzZM965c4dv3rxhfHw8d+7cyapVq2rM5qjc\np5+fH7/55htGR0czNjaWQ4YMoZ2dndimVq1aamMdO3aMffr0obu7u2gXNiXGvFlYkq+++oq1atVS\ns/c/fPiQHh4eTElJYYUKFXjt2jWzyWBWZX758mVWqlTJ4ivqEpYlPT2dnTp1YvXq1UUFsWbNGrV2\nwmu8tbV1nsyUBXNBfuTVq1ecMGECAYiKtUGDBmrKuHHjxmzXrh0nTZrECRMmcObMmeIxQbFkZmYy\nOjqahw4dYnR0NENDQwmA3bp147lz51i5cmUC4P3799mhQwfx/N9++03t/3DixAmuW7eOrq6uXLJk\niUlStxZ0goKCCICXL19WO9aqVSt+8cUX3LhxIzt06GBWOcz+S/bz89OaplPi3SE1NZU9e/Zk8+bN\nuXbtWpYtW1ZjFkUhZW5AQIDZZcoPrpGakMvl9PPzY7NmzfjXX3+xUqVK3LZtm7jG0KlTJ9rb27NJ\nkyY8c+YMt2zZwh49enDs2LGcMmUKjx49yrp163LixIn8559/OGnSJLZq1YoREREks6NEL126xFGj\nRhEA+/XrJ64ZhIeH89SpUyxWrJio4AV+++038Tvbs2ePRb6b/MbOnTsJgEOHDlU79vz5cwLgqVOn\n6O3trbZYbGrM/ksODAzke++9J5WVk6BCoWCdOnUYGBjIRo0aaZydk9mmBTc3N7OnzJ0zZw4HDRpk\n1jGMQVAQQnrhiRMn0sfHh9OnT9e7j/v373PAgAH09fUV7d4rV67k5MmTaW9vTwBs164dZ8yYofEt\nSCgyYmNjw+3btzMqKopeXl5csWKF0bbwwsaVK1cIgEWLFtV4XHjw7d69m82aNTP726bZlblCoWDj\nxo25b98+cw8lUQBYvnw5AbBJkyaMjIzU2m7SpElmz/MTEBBAPz8/s/VvDPv37xeVQL169SiXy0Uz\ni6Ojo7jIqC/KLqDOzs785ptv+ODBAzXFkpaWxt27d2u0sXfp0sUgf/F3AaEgiaOjo8aJalZWFgFw\n+/btbNSoEffv3292mfLkHXPv3r1s2LChNDuXoFwu582bN3P8Lbx+/VrN9mtqDhw4wPbt25ulb2PZ\ntWsXnZ2duXLlSlHh3rhxg19++SWfPn1qcH8ZGRm0t7fnihUrVKolvc2AAQNUFHjJkiU5YcIExsfH\nU6FQcMOGDTx27JjR11UYyMjI4OnTp8VFaV3OHcuWLWO5cuV45MgR1q5dO090X54oc4VCwUaNGnHH\njh15MZxEISE1NZUATO4pISB4s+QVSUlJjIyMZHJyMg8cOKCSfMnSBAQEiG6MQUFBlhbHLMTFxfGr\nr75itWrV2K1bN9auXVvjoqUmzp8/r/bGog2ZTEZ7e3tu3LiR9erVyzOrRJ79kgMDA1m9enXpNU3C\nIC5fvsx69eqZpW/hNdnchIeHc8CAAXRwcKCnp6eYbxwAd+7cafbxBdLT0y1eBs8Q7t27l+tSlKmp\nqWzVqhWrVKlCR0dHje6ZOaHpHF3xMwsWLGCFChW4detWNm/ePM9iGPJ0Kb99+/b5qjCBRP4nJSWF\nDg4OYpIiUyLY783xChwaGsoZM2awfv36dHJy4owZM9SiX4sUKcLdu3ebfGxloqOjOWnSJDZq1EjM\nQwOAkyZNMuu4uWXr1q0EwOLFixvdx+HDh8W3r+HDh4tVmlJSUnj37l16enrq/P8LqR4MeQAIOYd+\n+eUXVqlShadPnzZafkPJU2V+9epVli1bVooKlTCIr7/+mm3atDG5T/OFCxcIgPb29ibtd8OGDXRx\nceGkSZN49uxZjeHsM2fOZIsWLcya7jUyMlJUPtu2bePQoUPFzz///LPZxs0NMTExKkrTGGUuk8nE\nB9fx48e1fsfKhTwcHR1VSvIdPnxYPDZ+/HgqFAqOGzeOAHSmJxCicVesWMHOnTsbLHtuyHMn2759\n+5rNBipROMnIyKCbmxsfPnxo8r5N7WuuUChYpUoVnbbYx48f09XV1eyul69fv+bMmTPZsWNHOjk5\nEQDXr19v1jGNJSsrS8z7rbz169dPxdc9J9LS0sRzR44cmaOJQ8hpD2TngklMTFQJnFI2C8fGxvLG\njRs6+6tRowanTZtGT0/PHNuamjxX5g8fPqSLi4tKXUgJCV0IN5c5/JujoqIIgFFRUSbrz8XFRacS\nEXKZ5CX5OffMrVu32KpVK1GBWllZqSn1+fPni3/XrVuXo0ePVktYdeLECTHYSUigNmDAgBzHnzVr\nFgFw5syZ9Pb2Fscx9DsLCgpilSpVOGvWLDFbaF5ikfC3kSNH5nubnUT+4O7duwTAUqVKaTyuUChy\nbfP++uuv2bdvX4Oz+2kiKSmJxYsX16oIBJtqfow8zWtSUlLE76J///4MCgqilZUVHR0dxdz3wvHG\njRvzk08+4cyZM3nlyhUxEEp5q1SpErdv385Xr16JqSOmTJmiUwa5XC6aZGxsbPjRRx8Z/f/p0KED\nly5dSmdnZ40J5cyNRX5RkZGRdHFx4aNHjywxvEQBIjExkQD433//qR3r1q2beOMJ6UaNITU1lZ06\ndWKfPn1ybcP+6aef2KlTJ51tJGWezU8//UQALF++vGjOWLJkifj9/Pvvv4yJieGvv/6qFjwmFLIQ\nyg/WqFGDz549E48PGzaMTZo0yVGGY8eOsWjRogQgFqQHwL/++suga1m0aBFdXV05fPhwjhs3zqBz\nTYXFflGLFi1i586d8/Xrn0T+4Pvvv6efn59a0EtcXBy3bNnCTz/9VMw7Yizp6ens0aMHv/zyS6P7\niIqKYoMGDbhp0yatbWbPns3GjRvT39/f6HEKA3fu3BEXF5VRjlht3bq11vNNkSQtIyNDTDJ27Ngx\nOjg4EAB//fVXg/p59uwZAbBjx4709PS0WFEeiynzjIwM1qxZM0/CXCUKNpmZmezatSvbtm3L6Oho\ns40TGRlJJycnFRdCfRFc6ebMmaPVtq8cqp+fAobMjUwm4++//85SpUoRANu2bcvSpUvz22+/VWv7\n+eefEwAXLlyo03yWlZWV64lg+fLlxf+HkEPdGFt5p06dCGSnqND1IDc3Fn3XO3HiBCtXriyl0ZTI\nkZcvX7JJkyYEwGbNmhmlcPVhzJgxdHV15cWLF3WmEUhKSuLkyZPZtWtXvQNQAgICxHaFpc7lmjVr\nOGXKFMrlcsbFxfHvv/9W8eQRgr5atGghKuqVK1eqxQ0oFAox3/2qVavMLrey14vydvjwYaP6+fjj\nj9miRQuLpiyxuOGub9++nDVrlqXFkCgghIeHc/jw4fT09DQqV0lOKL/mC/nVhXBsIZOg8ia4tjVo\n0CDHsO3Xr1+zWLFiBbY2rlwuF2t6RkVF8dWrVyrfRcmSJenn50cA/OCDD/jDDz/Q3d2df/75p87Z\nrrAuImx5kfxMOe+78maox1Tbtm0JgO7u7gwODjaTtPphcWX+7Nkzuri4WGT1V6LgsnDhQvr4+HDt\n2rUmcysUyMzMZGJiImUymZi9UXmbOnWqxsINOSHYVgti0JxQ2xPIrgE6Y8YMFc+czz77THzbEGbg\n3bp1y7Gu6+7du8U+fvjhhzxbHBYe1ADESFBjxgVALy8vjhkzxgxSGiiLpQUgSX9/f3700UeWFkOi\nACGXy7l9+3b279+fpUuXZtOmTTl8+HCzFEIJCgri2LFjdabs1Yf4+Hg6OjqaNa2vuRCKLHfv3p1l\nypTh3bt36efnxyZNmmh8mOrj5hkSEiIq0fDwcDGx2qJFi8xxCSLTp09XeTjfvHmTAOjm5mZQP/fv\n3xfPS0xMNJO0+pMvlHlGRga9vb2lnOcSRpGRkcETJ05w9erVrFy5Mr/99luz5HLJLYLPvCb3x9TU\nVI4fP5779+/n8OHDxcXCcuXK8YsvvmBoaKjFPL/2799PV1dXfvjhh6xQoQJ37drFChUqcP78+Ub5\n5q9Zs0ZFmSrbmTdu3GhWM9ScOXMIgA4ODmzVqhWDgoKoUCh47NgxtSCknBg+fDjLlCnDDRs2mEla\nw8gXypwkz549y7Jly0qRoRK54vnz5xwzZgzLlSvH+fPn89atW/nC/TUqKooeHh7s0qULU1NTefz4\ncV67do0XLlzg6tWrWa9ePf5fe/ceF3O6xwH8M11VcklTaUmhnC0VdUS6KKFISYilw3G3iQ6vDava\ntdpde9xWrp211iUke1jaPdta6a6YQolSLmlJkVBNpanfPOcPZ35H6xoz85uZnvfrNS+p6fl9G/r8\nnnl+z+95AJCxY8eSNWvWkOTkZDJp0iR2VyDg2WYVsrrw+yopKSnEyMiICAQCdpgIANm4ceM7tff5\n55+zvdlvvvlGrheCJWvxSGMop6ioiOjp6RFXV1eF2adBYcKcEELCwsLIjBkzuC6DUgEZGRlk6dKl\nxMLCgpiZmZFt27aRGzduyHRhq9cJCgpiLxL27t2bACDGxsZkyJAhZNasWSQuLu6ly0M/fPiQpKen\nk/nz5xMAMl/PhZBnUwmzs7PJihUrSI8ePciZM2fYr0VHRxMAJD09vd3tSt5tLFu2TJrlvpWCggL2\nNZeshvg+y0N4eXkRXV1dcuvWLSlW+X4UKswbGhpI//796dxzSmrEYjHJy8sjAQEBxNzcnGhpaRE7\nOzty9uzZN/4y19bWkj179pA1a9aQzZs3E4FA8M69sOTkZDJw4ECyaNEi8tNPPxGGYdr1jqGuro4A\nYDdelqV58+YRAwMDsnz5cnLz5k3285KbbMLCwoiRkVG77rrdu3cvAUByc3NlUfJrVVZWEgBETU1N\nKu/SJOvEbNmyRQrVSY9ChTkhdLiFkq2WlhayZ88eYm1tTXr06EG+/PJLcujQoTbhfv/+fbJx40bS\nu3dvEhAQQCIiIsjixYvJhx9+SExNTcnevXvlPnSTnZ1NzM3N270HaHvExsayQxBRUVEvfF1yY1Rt\nbS0JCwsja9aseat2JRdPJ0yYIO2S30goFLJrr0jj3+zp06dsD19RhlckFC7MCaHDLZR8FBYWko8/\n/phMmzaN2NnZET6fT5ycnEi3bt3I3//+95fepZmbm0sGDRpExo4d22YtEFn7/PPPyaeffiqz9tPS\n0kj37t1JREQEWbFixUvHsiWzNyRh9rbTiSWrXsrbhg0b2HqltWXl0qVLiaamZpt3LIpCIcOcDrdQ\nXLh9+zbJzs5+49ZqIpGIREdHE0NDQ/Ldd9/JpZe+du1amYW5ZJOGY8eOvfG5aX4gP6EAABiGSURB\nVGlpJCgo6K1v2Hr+Jix5KSsra3Oh87vvvpNauxoaGmTt2rVSaU/aFDLMCfn/cEt1dTXXpVDUSxUW\nFpIhQ4aQESNGkJycnHaFenuX7h02bJjMAnH//v0EgEyGcCRzx+Vx4ZYQQurr69sEubTWShGLxcTa\n2pqYm5sr3PCKBI8QQqCgVqxYgeLiYiQmJoLH43FdDkW9oLW1FXv37sXXX38NNTU1mJmZoaamBmKx\nGHZ2dggKCoK2tjYMDQ3Rt29fNDQ0oLKyEsOGDQMAFBUV4cMPP3ztMcRiMdTV1QEAsvh1PXXqFHx8\nfMAwDNTU1KTevjxJcmL37t2YP38+GhsboaOj897tjho1CikpKSguLsaAAQPeuz1ZUOgwF4lEcHd3\nx9SpU7Fs2TKuy6GoVyKEoLCwEA8fPkSPHj1ACIFAIMDhw4ehra2NiooKXL169ZXfW1FRAXV1dZiY\nmLz062pqavDx8UFSUpJU675z5w7MzMwAPDtpKGuniWEYuLm5IScnBwKBAIsXL0Z5eTnu37//3m0L\nBAIMHToUy5cvx6ZNm6RQrYxw9p7gLZWVlRE+n08EAgHXpVDUe6mtrSXV1dVELBazt5ADYOegA892\n3ImOjiZXrlxhv0+yMp8sNmGePn06CQ8Pl8mWfPLy448/vjCsUldXJ5Wdo0QiEdHW1ibW1tbv3Zas\naXB4Hnkr5ubm2LVrF6ZNm4aLFy+ia9euXJdEUe+kS5cu7Mf29vYghODAgQM4ceIErK2t4eTkhGPH\njsHIyAheXl6YO3cuoqOjwTAM1NXV4efn99bHIoSgvLwc8fHx6NSpE4RCIRiGgbu7O0aOHAlCCDZt\n2oTz58/j0qVL7DCOsmlqasKUKVPQqVMnVFVVsfmgr68vlfb9/PzQ3NwMgUAglfZkiuOTyVsLCQkh\nkydPVohbsylKmkQiEQkLCyPdunUjfD6fODo6kkmTJhEA5MKFC4SQZ/vmAnjpXaJ/1tLSQnx8fIiR\nkRE7jXD16tVsm66uruwGyi/bjk+Z4H89cllcvN2/fz/h8XgkIyND6m3LgtKEeVNTE7G3t5fLwvUU\nxYXr16+z4RQTE0Pi4uLYmROS5Wa9vb3ZzY5fpqSkpM1sDi0tLcLn89m/p6WlkR07drB/V8QFyd6W\nZLOSS5cuSb3tP/74g2hqar6wrZ0iU5pL1506dcLRo0cRFRWF/Px8rsuhKKmzsLBgP66uroampiae\nPn0KAFBTU0NjYyM8PT3h6emJkSNHIikpCaWlpRCLxSCEYM+ePXBxcYGGxrPRU11dXdTU1CA5OZlt\n9+7duwgJCUFhYSHWr18PPp8v3x+yHZqbm5GXlwexWNzm88eOHQOPx0Nubi4SExMxaNAgqR6XYRg4\nOzujf//+2LJli1TblimuzybtFR8fT8zNzcmDBw+4LoWipM7Pz494eXm16V2vWbOmTQ+6vLyc6Onp\ntXlO3759yaBBg0hSUhKZPXs2AdBmgSzJeitvuiGKKxUVFWTq1KnsBst/fuzevZucO3euzefOnj0r\n1Rpyc3OJtbU1cXJyIrq6ugqxRnl7KF2YE0LIp59+Stzd3TlbAY+iZOX+/fskPDycWFhYkF69erHj\n3ABI7969ye3bt9nrRrt27SJxcXHk+PHj7FK/kiD/8006IpGILFq0iOjo6JC5c+cq1AYZISEhL4S3\ntrY22bhxIzl58uQLX2vPAl/t8fwxMjMzZXIMWVLKMGcYhvj5+ZFFixZxXQpFyYRYLG5zsf/SpUtt\nwub5kO/evTtxdnYmPXv2ZMfMJ06c+NJ2T5w4QQAQX19fef0or3T69Ok27z5eNbkhJSWFfV5xcbFM\naikvL2ePoWirIb4tpQxzQp7N2bW2tiY7d+7kuhSKkrknT56Q+fPnk379+hEAJDw8nCQlJZGCggIy\nefJkNogcHBwIn88n58+ff2VbZmZmnCx8JREWFtbmxFRUVPTK50pOPpDSqoevIjkJuri4yOwYsqbQ\nd4C+yc2bNzF8+HAkJCTAw8OD63IoSi6amprQqVOnF+7WPHz4MHg8Hvz8/NC5c+dXfv+ECROQmJgo\nk6UB3sTMzAx37txBcHAwdu7c+dr54Hl5eRgyZAgsLS1RVFTEXtiVNh6PBz09PTQ0NHDymkiLUoc5\nAJw5cwYzZsxATk5Om9kAFEW93NixYwFA6ksDvI3s7Gz069cPxsbGr3xOZWUlTE1NAQAGBgaoqamR\nWT3PnxAlJ0llpTRTE1/Fy8sLERER8Pf3R21tLdflUJTCW758OX777TdOjj18+PDXBnlcXBwb5Hl5\neTIN8jlz5rAfl5eXK3WQAyoQ5gAQGhoKDw8PBAQEsPNyKYp6uTFjxgAA1q9fz8nxb968CQMDA/B4\nPMybNw9fffUVvL29wePxMHPmTFhYWEAsFsPR0VGmdfz+++8AgOjoaHaxMWWm9MMsEgzDYPr06WAY\nBgkJCexaE5J1LSiKembmzJmIi4sDIJsldV/l9u3bsLOzQ319/WufJ4+aYmJisGzZMhw+fBjTpk2T\n+fHkQSV65gCgrq6OAwcO4PHjxwgNDQUhBJWVldDQ0EBJSQnX5VGUwrC3twcAZGZmyuV4QqEQmzZt\ngoWFBerr67Fv3z6QZzPp8Msvv7B3sGZlZaGlpUXm9Rw5cgTLli3DN998ozJBDqhQz1yirq4OI0aM\nwMSJExEZGQl1dXUYGxujqqqK69IoinN//PEH+vTpA3d3d6Snp8v8eM9fzDQyMkJlZSWnG2CcOXMG\no0ePRlhYGL799lvO6pAFhV8Ct726dOmCpKQkuLi4wNjYGGKxGA0NDVyXRVGcIoRg37597EW/lJQU\nmR+zubmZDXJFmCmSn58PHx8f+Pn5qVyQAyoY5gBgYmKCU6dOwc3NDXw+H4GBgVyXRFGc0tHRQXNz\nM+bMmYPvv/9e5jsKtba2wsvLCwDQ0NDAeZDfvn0bzs7OcHFxwYkTJzitRVZUZsz8z/r3749ffvkF\nixYtwqlTp7guh6I4U1VVhebmZgwfPhx79uyRaZALhUL4+vpCU1MTZ8+exSeffAJdXV2ZHe9tVFRU\nwNbWFpaWlkhJSVHarfHeROXGzP8sOzsbAQEBOHz4MEaNGsV1ORQldxoaGmAYBhkZGXBzc5PZcUQi\nEbS1tQE8m8MdGxsLTU1NmR3vbTx48ACWlpYwMTFBYWEhtLS0OK1HllQ+zIFnV+0DAwNx9OhReHp6\ncl0ORclFS0sL4uLiMHfuXACym/LX0tIChmGgo6MD4NkkBGlt2/Y+ioqKYGNjAxMTE9y+fZs90aiq\nDhHmAJCWloYpU6bQQKc6hJSUFHh5ecHU1BQzZ87EypUr0a1bN6m0HR4eDkNDQ1hZWWHDhg3Iyclp\n83VFiJQnT56ge/fuAJ4N/ejp6XFckex1mDAH/h/o8fHxdMiFUmk8Hg9RUVH4/PPPpXLTXHV1NYyM\njF76NW9vbwCAjY0NNm3a9N7Hel+S6ZBqamqora197aJjqkQlZ7O8ioeHB44fP47AwEDExcXBx8eH\n65IoSuoePXoEQLp3Pz8f5CUlJdDX14eBgYHCDV00Njay0yGfPHnSYYIc6GA9cwnJRdHY2Fg6bZFS\nKU+fPoW+vj5CQkIQExMjtXYFAgEsLS3ZoQtFJBQKERgYiIKCApSUlEhtWElZqOzUxNcZPnw4kpKS\nEBoain/9619cl0NRU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} ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you get a map that looks incomplete, such as the one below, you may want to try installing matplotlib and Basemap from source.\n", "\n", "![Map drawn from outdated matplotlib Basemap](/files/images/globe_poor.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[top](#)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Adding detail\n", "\n", "Let\u2019s add some more detail to this map, starting with country borders. Add the following lines after `map.drawcoastlines()`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "###highlight=[12,13]\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "# make sure the value of resolution is a lowercase L,\n", "# for 'low', not a numeral 1\n", "map = Basemap(projection='ortho', lat_0=50, lon_0=-100,\n", " resolution='l', area_thresh=1000.0)\n", " \n", "map.drawcoastlines()\n", "map.drawcountries()\n", "map.fillcontinents(color='coral')\n", " \n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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GJTYzj6VXHzGwjiM+DqWPxksiJbcAS0O9f6QwWBEsu/qIbfei1XHUNa1MGO3tyqST9/mj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FAAAg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/dx\n3ueu61DXNYwxMMagKIp/i7+IYNs2OOfgnMO6rpjnGdM0PeZ9ttZiHMe4iD6X0jAMr1lKlAbGnL7K\ncRyPYP6O6LIssNbCOQfvPUQExhhUVRUDr7VGlmVQSsV5XRdCCBARiAjO84T3Pobbe4/jOKC1jnc1\nTfPnUun7Hm3b8ksE+hqMOb3aeZ4xxneY932HiMR4hxCglHrEPc/zGP97GZRlyTjTazHmREQJ4DOE\niCgBjDkRUQIYcyKiBDDmREQJYMyJiBLwA/aAMkzG66fEAAAAAElFTkSuQmCC\n" } ], "prompt_number": 36 }, { "cell_type": "markdown", "metadata": {}, "source": [ "You should see the continents filled in. If the entire globe is filled in, you may need to update your version of matplotlib, the basemap toolkit, or both. That said, I watched one student follow this tutorial. The entire globe ended up colored in, but on subsequent runs the colors came out right. I\u2019m pretty sure this is a glitch in either matplotlib or Basemap. If you are having issues with this, you may want to go back and [install basemap from source](#install_source).\n", "\n", "Let\u2019s clean up the edge of the globe:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "###highlight=[14]\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "# make sure the value of resolution is a lowercase L,\n", "# for 'low', not a numeral 1\n", "map = Basemap(projection='ortho', lat_0=50, lon_0=-100,\n", " resolution='l', area_thresh=1000.0)\n", " \n", "map.drawcoastlines()\n", "map.drawcountries()\n", "map.fillcontinents(color='coral')\n", "map.drawmapboundary()\n", " \n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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k61iF66PbIZEraLbhHLeTVTMhCwsLsrKyyMnJYdB7/cmOCmVbzzqY6Otgu/iI\n+jtaNGvKhUsB2kpHLwCtMX8BfP755yxdupSGDRsSGBgIwIEPmrH55gN6eNoz/Cl+zvNxaWwPjmda\nK8+XUjWnWGQKyg6Pc152lIc5qoW3LjXsyJLIGN+4Go0cLLAzMSgzdvpFUjwjsDTUI+OL7mrjXWyc\nzQ10OTmkFU3K8fsWp88XEx0dTbVq1cps+6xkZGTQqlUr7t69q7HdQEdM0SMjPnbMGEaMHFnmyLoi\nCIKAWCxmVEM31j/KRgWVPvn7+25z6u/zxEZHs3rVCgYOGsyI0WPKPdeNMX40crCkSK6g/c7rBEQn\n0sHTib39Gzx1hiiRy1kWEMXOO/H81K0+juZG7LwTTw9Pe34JiqO5sxX17M1RCAIPc4vo4Wn/uP9f\n7wOgV69e7N+vKsKhUChYsnAhSxYt4If2Xgyq64zuN48LdBjq6RJ46za1atV6pvumRYXWmD8HWVlZ\ntGnThjt37mhsT/6sG/ZLjnBxRBtauliXe/z97ALWXo9BqhBY5O/zUgogl1TI+2eR5ZwiGetuxPL5\niYpFS7hZGhM8rv0zJaOUx5gDQWqhsM9aeLC4cx1AZcA6bb2obleW1OuD7ALe23ODKw/SAfj222+Z\nNWvWc/dJoVAgk8kIDw9n2rRpHD16tNy2LVu0oH79+sydNw87u7KF0SrDqFGj2LhxI0Vf9tYoMPJH\n6EMmnork/OUreHl5aRyztmcDxh68Sda0Hpgb6CJTCupjiwXGLl26xNxZMzh+5hxfta/N3Laa5yhJ\nUEImow7cZFu/RtSyLR3XHpqaw+6Qh/jXsCvz+T4UnsSkk/eISc1k8scfs2z5ckQiEUFBQXz4/rt4\nGyr4M1j1NzfW06VAplon+WzqVBYv0calPytaY/6MHDt2TGOqXZLprTxxMjcqldE57WQoU5tXJygp\nm4sPMlAKAtNbe2Kq/+KM4z8pFssquZh5JiaVDlsuarQb5+vOD13qYqT3eMFRKQjkFsnZdvsB++4l\nciJaFW3xvIUZFEoBHbGIy/EZtNj4NwAdqtmyf2AzTPR1NRbYfuhchynH7zC/Y21mtPYqpfIHsHr1\nasaMGVOhCJSyCAkJYcmC70h4cJ/o2Fgi72vGiYtF8FkLTxZditDYvm+fyudrbPzi4vOVSiU6Ojpl\nurrGHb7N2muqohONHCz52q8mntZmZdYi3X77PhmFMmpYmdJjRwB2dnbI5XIyMjJ438eRXSEJSL/s\nXapARTEz6ci5AAAgAElEQVSzT4ew8moM2dNLh62CahQ++ehtPqznQlOn0uG1Yam51F59Sv1ZX1+f\nzMxMxGIxs2dMZ9PGDazuUpv+tRzpuPUS52JVz5a9rS1xDx6o1xa0VBytMX8GevXqxcGDB8vcN87X\nnfWBseTP7IW+jlg9Ev7+QjgzToViqq/Dtnca087d+pVEihT7Nsvir/eb0te74guNB8Mfx6Y/q0Ff\neSWKyUeDS22f36E2M9p4oVAKWC8+TLZExu73mvBubSdA06dfkoiICDw8PJ6pL8XYWlWhmY2qxFpK\nfhGmhgbkScpPtElLS8PauvwZ1/NS1dYG3yq6HBrUQmN7aGoOPqtL34OEKV1xMFO5wgpkcgplShZf\nDGfhpUiNGp8Aoxq60aCqBROP3Mbe3Jhd7zRSZ3lmSaSciUmjr7cDuUUyPFed4JsOtRnjW7bLSqZQ\n0vKXv/mld8NSmakD/7iKk5kRtiYGGqJmw4YNY9OmTQQGBtK3RzdmN3FidCM3tt1+wJC/bqjbnT59\nWh3Zo6ViaI15JUhJScHb21udTGKsr4tvw4as+HktWzdvYtnKVQD83KMep6LT0NcVs71fY649zKTp\nhnMAnBzSko5lRJK8TBJyCxl/6Bb77yUBMMDHiV3vPlsZsPvZBbgtP87SznWY0uKxEZ1yLJgh9VzK\nrMcpVSjRE4u4kZjF0AO3CU0qnYzzNNnWjlsucjomFWdnZx48ePBMfS+Pb7+aw87tW6nu4cVHn3yK\nh4cHJ06c4Pq1a+jp6zNy5Eh8fHxe6Aj8SXw8aRKrfvyRP95rwju1HDXi/IvXEYLHd2DA7muEpeWq\nI4/uZxUw7eQdGjtWoUihYNbpu+V9hQZ2ZkZUNTXkdqLq79LCuQqJeUV81c6LE1FpZEmk/PqOL1aG\neqUWKhVKAf+tF9nctxGuFo/vT2xmAb7rTpM+rSc7bj9gV8hD9ocnqff/+eefVKtWjX69ehATn8D1\n0X6IEGi84RzFFmnY0KFs2rz5WW7hW4nWmFeQCxcu0KFDB2Syx6Ocn1atZNyEjxCLxZw6dYpOnTrh\nZGaorpperKXxR0g87/1xnUMfNKe716uXky1ZmCFneo/n9nnbLj5MWoFUI26+2Mikfd6dY1HJnItL\nIzAxm7vpBeQVqaJ73ByrMnHyJ3wyZSrZ2dmsWLaM9WvXsMKvOgN8nDS+42R0CoUyBb1qOiAIAt13\nXuG+2JyQu6VLxr2JTPnkE5atWAFAxKROeFipXCnJeRIORySrF9XTCopYcy2GxDwJAfEZrOnRgKbO\nVhyJSOLLM3dZ1Kk2nbZeKnV+H1szQlJz6de3L3Xr1OGXn1bwIDOXdm427OzXiC/P3GV974aIRSL+\njk1j+L5AorMK+K5DLWa2qalxrpjMfNbeiOX7Tj4a28/FprInLBG5Qsk3HWpzIiqZTImMpLwifg9P\nJUsuZtPWrXTr1g2AL9t40dbNhnf+uIGzqxv3wsOp5e1N8J07z+xCe5vQGvMKsGLFCj799FN14smA\nd3qzdOVP6jCxEydOqLPahjVwZfPN+3zVrhZz/VQPfWWLAJeXEFIeWRIpIkSlijkLgkDv365w8NGI\nKHdGT0wrKYtaFvvuJtJ31xVGNnRTa4BPPRbMD5ejNNqZm5myaPESXFxcSElJYciQIaX+KUteZ8pn\n3TDW02HtjVimHtdcVP5fw+q4dHmP0ePGExYWVu56xZvCqpUr+XjyZKB0Fu7uO/GEpOVioKPDg5xC\nFnaqXeoFXfzMfd7Sg8WXNBN8jHTFOJgZEp1ZulRe8cLr7NOhfNrCQ60w2XzDOfYOaMK6wDiOR6dy\n8UEGN8a0o5GDKsLocEQSOUXyUtnNf8elsTnoPp+0qEG9Eq6YApmcjlsuEZldRFru47J0y7rUo5mT\nJQP23iI+I1u9/c6dO/j4aL4stGiiNeZPYdCgQfz2229MmjSJlStXlnqoftuxg+HDhzG2oQtLOtdB\nIlfQcuN5qlUxRk8sJiozj5tJOcR87I/7U8IOU/OLGPDXTc5FJ6KcUzHDXzJjc1gDV/zcbPhffRfe\n3X2NPx/FHXtZm3J+eBvsnjFr9J8EJ2erRZ9ujm1P/aqqf9JsiQwDXbE6THD8uHGs/vnnJ54rNja2\nVBihY1V7Pv7kU4ICA9n1++8AGBkaMmHCBFasXIFcriAtLQ2JRIKNjQ06OjpvXDbhwQMH6NW7N6DK\nVbgzoQNVDPXQ1xHzydFgVnSrR6FMgY5YpBH1Usy6G7GMPXiTc8NaE5Gex6hH+ipPw8rYgLAJHdh7\nN4EZp8L4sK4z+np6xGXkklJQxOn/tUIsFhORnsfwfYHUtjVjXS/VC339jRhsTQxKrcPIlUq+vxBB\na1cr/Nxt1dvjsgpYdCmC1Hwpu0Mf4mhuTEKO6gVTMLMX7itPoG9mQXxiMgDfffcdM2fOrPzNfEvQ\nGvNyKCgowNPTk+TkZI4dO0bHjh1LtQkKCsLfry0H32tUpmDWn2EP6f+7SsdCPrtPuVKk99JyScor\nYtDeIBq2bMOhI0dLhaaVhyAIjNgfxOab90vtm9S0Ot93qv3CEoAEQeB2cg6nY1JJzi9i7Y1YPqjj\nrDEyXH45kk8fVb0RiUQolconnVKNXC7n/v37pKen07hxY/WIPS8vj8LCQpr5NoKCbAxFEJaWC4CZ\nkSG5hRJMTUx4b8AABg8eXObf6b/Ik2ZmTmaGxE8pf2aSmCvB8QdVOOWJIS1p725LlkRGzR9Psndg\nM45GJPPdhXB1+73vN2NPWAJbb5dei/jfkCG4ujjz7fwFTGjsjr6ODsu61lXvH7EvkAKZglo2ZuiI\nRdibGBCensu4xtW4+CCDnl5VsTLSRxAENgTGYW6gy/slRu9pBUXMOhXK+CbVuHg/g0+OBiMXBHwd\nLLk2up06br2Yli1bcvGiZiSWFhVaY14G9+7dw9vbW/25vFs0dNBAqifc4is/7zL3l/RVQ2k3i0yh\npPO2S5yNVanaWVqYk5qWjp6e3jOn03/453VSC6Qs9vfRmNa+CNpsCeBCTDLdO3ci9kE8oWGPF9gc\nTA1JzHus+FelShXi4+NfyKKhUqnEzsaa9Mwsje3b3vGlnbsNLsse3+Nbt25Rr96LL6H3qhk9ejQb\nNmwAQAdVFaqV12LU+5/ksuuzM4D94cnUqeNDQVYm0fEJ9KjtRs9qlvyvvgvGeroaxTXMDfTInt5D\nY1tJevbsycGDBwke34EP/rjGQn8funtW5WFOAbPP3MVUX4fvO/kgkStZcD6cu+m5OJkaMsrXnZ3B\n8fi529Dz0VrR5ydCmNS0uobcskIp8ENAJPWrWpBZKGXgnutPvDfWVlakpac/9R6+bWiN+T/YvXs3\nAwYMUH9+0u0RiVRT3KIve5e5v2RGHED29B5qqVqlIDDgj+vsCdWMaS5W8oMnj+ZfB8VT9/FjRrN6\n7Try8/MZPHgw+/Y9vsaJEyeyatWqF/7dEomEgIAAJk2ciKWlJS5V7fjtz9LG5+TJk888OpfL5f8a\nd01UVJRGyOWQei7YmxpgrKuDTCmgUAr09XaghYtqRphRKOXC/XSuPszkXloefzxyscnlclJSUti4\nYT2z53ylPl9xWGpxIedPjwVzLi5d/d36+vq4uGgmafWv607v6lYsvBTB2p718bY245u/72FtrE8v\nr6plRjIBnIpO4UB4Es2drahrZ8bqa7Es61q31Mzzy9OhDG/ghpO5oUZGb1nU8qjB7bC7/5q/178B\nrTEvwaRJk9QKhwDJyclPzOorngo/aZRU0qCXbPcwpxDnRyPK+Ph4bt++TePGjbG1teXChQu0adOG\nU/9rRYdqtmWe91WTWyRj3LG77AhSLXK+jJT5ylBUVMSCBQtYu+ZnkpJT6OvtwN67iZXWQD9+7Bhd\nunbF26MGdyOjmDf7S+Z8/c1L6nXluHv3bqkU9+LkL6UgMGjPdVZ2q8fU48EIArxb21Htr557Nox5\n5x5H/nTp0oVjx47RunVrLlzQLDT9T3JzczE1VUXPSCQS0tLSsLS0ZO3PP3Pm+FHOXriAoFRJDxTH\n479X25E1PRuoF0z/iUyh5FRMKt+dD8fbxpTojHx+6dNIY4QuVSiZeiyYbzvUxkhXjOF3B0rppy/8\n/numTZ8OgLOdNWFRseq+vu1o1W0e0bdvXw1D/uHgwU9Nz87IUCnFPamSyz99nz8ERKoXJp0sTZk4\nYQJOTk5069YNW1uV4W7dujXd/DuxJyyp1PleF+tuxLIjKIqkpCROnjz5Wg05gIGBAXPnzmXL1m0A\n7L2bSLu2bSt9nm2bNwEgAAb6+jRq8lhXJT8/n7S0NJYtW8b58+fLOcPLw9vbW11QupgqCw8z8I9r\nyBRKFnSszfhDN/GxNWdbv8YaC49z/WqRPb0Hvo9Gy8eOqQYO4pQ4dZs1a9awatUq5HI5giCof0oa\nR0NDQ5ydnTE1NWXq559z8MQpHiQkcePWbYKC77DkUfr97tAErBcdRqYoe41ET0dMVw97/Nysecfb\ngepVjPklKI4Vl6MoelQZSl9HzBhfd+qvOY2ujpjzw9tgYaiPR/Vq/Pnnn0ilUr6YNo0dO3ZgY2ND\nelYO7o5ViY+PfwF3+7+PdmQODB8+nM0lkhP8O3Xi2PHjFQoP/HjcWH7esJFv/WryRSvPUsfIlUr0\nSogKFWOor8dnU6cyZ97X6OmVjvs+cvgwH7w/gF+6+1RaDvZFsvhiBF88qnSz5qcfGTvho9fWl/KQ\nyWTs27ePd999t9LHSqVSRCJRqb9Bbm5uKeXD1/mvIggCBw4coE+fPupt/Ws5ohAEJjR2p1N1uwqH\ns+6/l0if364AqspJ169f11gjKqbk+bZs2cKQIUP43+BBbN2xky2//srgDz9ELBYjCALNmzXj6jXV\nYn/Ux/5ULydyq0iuYOzBm/TyqkqhXEkLZyvWB8ZS29aMD+u5sPXWA4btC2RYfVeUCIxu5M67u6+R\nnCehb5/e/PnXXmJiYujTpw/JyckU5eehLxI4HXCVunXrlvmdbwtvtTFXKpV07dqVEydOqLd9+MEH\nbN2xo1LnuXjhAgPf7UdVHRlZEhle1qbcSc3D2dqSS1GlC/taWlgQGhaGg8OTq7SvW7OGH7+dw9Vh\nzZ+YHfkyUVe52biRESNGvJY+vA6KFQxLolQqX4oYWmVY9sMPTJk6VWPb8Pou6OvqMLWFB55l6LSU\nhSAIfPv3PeacVS1i6+rqMm/ePN555x3s7OyIjo4uU/3xs6lTWbJ0qfpzSkqKekZZrFf0fcfaTGtd\nvpBXcp6E8Ydu0cbVmgKZgmmtPbn2MItttx8wtUUNaqw6ydVR7bAx1mfq8Tsci0pGplAiU8KmTZsY\nPnw4Xbt2VQugmZsYU1BYyPGTp95qCYC31pjL5XJ8fX0JCwtTZ3Xa2liTmJT8TNlmf+3ZQ78SI8Ne\nPXvSpWtXJk6cCICjvR0JySm0a9sWXV1dTpw8+VTDoFAo0NXVfaYKRS+Cfy7gFm8ri+zsbKKioqhb\nt26ZM43/KkqlkszMTPLz83F1ff7KPS+KX375hZEjR6o/f9TYnYMRybRzs2GRv0+FZYsFQaDhurPc\nSsouc79iTh8KZQp8Vp8iLrsQUNX89PX1JSIiggkTJjBy5EjEYjFJSUk4ODiwpkd9xjZ+shtu+L5A\nfB0saO1qze6Qh3zboTZpBVL6/HaZSc1qMNDHSf3/8UNAJPYmBnxYQrsFwMvLi/DwxyGWHlYmfP3j\nej744IMKXfubxltpzAsKCqhVq5ZaPL+Yv8+do80z+F2lUikKhYL09HSuX7/O0QP7yMnO5rc/9yII\nArvfa8LwfUHkSR8XtK3Ibf/9998ZN3woSVM6Vyjm/GUQnJzNiehUdUbmzZs3adCgAUlJSdjb2xMT\nE0MT30ZICgvJf7QYNnfuXL766qsnnVbLC6D4ZV8WvbyqMsbXDV2xmE7VbdGtYPEHuVLJ4YhkGjlY\nYmdioPHc5UnlmC0oW2DOyMiI5ORk4uLi6Ny+HUvaVmdQ3fJr3S66GM7fcenMalMTmVLJscgUZrX1\nIjozn90hCXzl563OehUEgVmnw/CwMuaP0ASORKaUeU57K0s8TcW8O2UOkx9lz75NvHXGPC8vDy8v\nL2QyWanFpV83b+Z/Q4cCqgdo86ZNFBYWMnzECIyMjNTtZDIZOTk5nDt3jgf345gzezY5efnYWZhR\nz9GKtvZG6ulrSZo2acKEjz5i4MCBT5X4zMnJwcfLg1/8PfGv8WqFuf6JIAjYLT1GWr4EVwd77icm\n8+H7A9j62y71CPH88DYY6erQeP1Z9TFa4KeVK5k4eTLGxsZcu3aN2rVrv9Dz5+TkYGdnV6pweEk+\neySI9kFdZzytTDDV131md1FukYztwfE4mxnS2s2aTUFxLA2IUusRKRQKQkND6dHZHz9HEzZ08ylT\nZvfLUyHoiES4VTEhLquA932c2HzrPov863A5PoMNgXFsDIrj2/a16FDNlh3BD7idnE2HarYk5xfR\n19uRLts0NWdGjx7NX7/vormdMW1HfcrnX3zxTNf4X+WtCtLMycnBy8sLkUikNuRnh7bG79cL7Nmz\nh379+lFYWMjJEyfoXWKhqVbt2tyPi2PXbztJS0vj2o1AjfO6WJoQ80V3ojLy2RGWpDbkzs7OzJkz\nh5YtW1ZKVyI9PZ0O7dvT0sHstRnyX2/eJ1MiZc2NOJo4WVHDqyb6iUncT0zG3MSY7r16k5ycrJ7q\nt9n0ONpjWQmf6ttAXl4eI4f+Dx2R6vee/d5l9OjRhIWFMemTTwDVbPDE8eMv3Jibm5sjkagM6dKl\nS/nss89KtVnySBt+SUAkoxq64WBmiEyhxMJQj7QCKZ1r2NG5gs9ZQq7K313Mzz3qEz+lK1kSKVUW\nHubzzz5j6Q8/EBoRyfv9+jLuaCgbupcuvDK1pScdt1zkt3eb0NSpCptv3aemtQmBiVk0d7YiSyJF\nKQh8eSaM/knZZBZKsTTQQywScT+7kP33Evl7eGvabnocZimVSLhw5Sre3t7krV6EXC5nxluU/v/W\njMxzcnLw9PREV1eXAQMGsHz5cgC61XLBpXVXPhwyhLZPcbGIRCL1iLO6ixPzFy8lIiKC2bNn413V\nComOAUOHj2Tg4MFlRgdUlFmzZjF//vyXWlQ5KiOfKw8zcDE3ws3SGAdTQ/UIqqwInIcPH/Lw4UPS\n0tJo27YtJiYmrF27lnHjxmm0q1evHrdu3eJt4ubNmzRs2JCO1Wxp5WrN1+fusmXLFsaPG0t+QSFG\nBgZ069EDf39/OnbsSEpKCrm5ufj7+790NcCEhAScnJzK3NfIwYLzw9rw5ZkwxjeuVubiaWKuBBtj\nffWzMfbATdYFxmq0KZYvvp6QSZvNF/Gp6cXQESMZPnoM7Vo0w06ew0I/T42MZEEQcPzhKHfGd8Ta\nWJ9VV6LYcecBNa3MGN+kGs2crZh//h7mBrq4WRjTyMGSL06E4GBmwNKAKAx0xLR3t+FolKbLRRAE\nFi9axBfTpjGyoSvu74ziy9mzn/Mu/jd4K4x5Xl4eNWrUQE9Pj5CQEHWGpXJOH/y3BXAqurQPzlhf\nl1NDWvJXWCKLLkUwZuQI1m38BYAe3buzfccOJk6cyLZtqjjnbVu38v7Agc+dkZaRkYG1tTVLOtdj\naovqTz/gGem2PYCjkcka284MbaUWQioupgGqmYKVVWntmeLkJoD6PrW4cPnqW5nAUVRUhKGh5oJj\nbW9vQu/exUBXRx1H/U+KZ4OvAoVCQUREBNOmTVPX5ixJ5+q2VDU1xNHMEF2xCIUAumIRGYVS5EoB\nKyN9xCKVdO5nJ0NJyFEthpoZ6JLzqBpRZqGUrbcfoCMSMfHIbc6dO0eDBg2wsFAZ8emtPMkukmOq\nr8PNpGzicyTsfb8ZXjaqZ+az43eY5+fN4D+v421jRlxWAat71GPBhQi+7+SDUhCYdPg2a27EavTd\n0tKSwsJCZs6cyZw5cwBYtmQJ8+fOpruHLbXeH8/0GTNe1q391/DGG/OCggJq1KiBSCQiMjISExPV\nSFcyqxcGujpIFUoe5hSy8vp9ll+6h7GxMWb6Ohwf2Ji/72cw/+oDtuzcRU5WFv3fe48dO3bwwQcf\nsH//fvr06cP8+fOZ8QIflMmTJrHyxx+fuzRbRSiW2i05Ek//ojvWiw7zafMaLLscVWal+dzcXGZP\nn8aK1SpFxHlz5zLnLV/wXLduHWPHjq1we09PT+7du/daQx3HjBnD+vXrS23/Z63YYhMhEok4GJ7E\n6ZhU7qTkqMsIloeOjg5RUVG4u7szv0NtPmleg0K5giqGeigFld75zNOhBIxsh0gkYu31GEz1dRlc\nz4W0/CJ6/3aZ+vYWjGzkxomoVKa39uRBTiFuy48zf/58hg8fTkBAAFWrViUmJoalS5dy7do1dex7\ncWjpWF93PAd+xNQyXFBvEm+0MZdIJHh4eCCXy4mMjGTL5s18NGkSG3s3pKa1KSGpufhXt2XEkVAM\nnD0YOGQo06ZM5ugAXxqtOwu8+rT14n+ip1XeedEsuBDOzBLlvaD8kePUyZP4/ddfiM8uYPaM6Xw9\nf8Gr6ua/FoVCwfz589Ujwycx9ZPJzPv2O/XA4nUzZ/Zsvvn2W41tTxpMlCfINWniRJYtX87cOXP4\ndv78UvszvuhOlX+k+19PyGT/vSS+bq+SLdgT+pCUfCnjm1RDIlcw9K8bmBvqYW9igKeVKSeiU9ge\nHE+jRo24ceMGBQUFmJiYULumJ2aWVkycOJEPP/wQgKtXr9KsWTNCJ3RkV8hDqrwz7o2Ocnlj0/mV\nSiX16tVDIpEQHh5OXl4eH02aBMCqa7G03nSesQdvUn3lCboOm8Dc+d8zfMQI+nrYcDZWJTi0bt26\nV2rIZTIZjRs1oq6jNQavMBQxJCVHbcj79O5NZmYmCoWiXBdASlIy8dkFrFz2g9aQP0JHR4fZs2cj\nCALHjx8vs82qlSsRBIEly5b/aww5wNfffINSqWTWrFnqbaJ5ezkSkVxm+0n/KFSuVCqZOWMGq378\nkQ/6v8PichbArRYdplCm6XJq7FiFDtVsmH9epSPTr5Yjv4XEE5OZj6GuDvPa18JcX5e4rALupOQw\n+FG4Y062Ki6+2L0Vei+CuXPnMnPmTAoLVS6gpk2bsnH9enrvCWJ8Y3ce7PqRnTt3Vvb2/Gd4Y0fm\nrVq14tatW0RGRlK1alVcXV3VtSMnjBuLqbkFixYt4tSpU3To0AGJREKTxo0xzE7menwaFy9epGXL\nlq+kr4IgcOjQIWbOnElwcDBpn3fH2vjlF3suptmWK1yNSSQoKIgGDRo8tX1OTg43b9586oLx28yg\nQYM0DMfZs2dp167da+xRxVAqlRqLsvsHNqNXzbIzlf8Ifch7u1Up/NeuXcOvXTvyC0pXLwKws7Ml\nJSW13CLihyOSOBSeiFQJ3T3sORubxshGbtSzt+BEVAoFMjlzztzldooqL6Q4I/ns2bPqrM8JY8cQ\ncvcefn5+zJ07V33uObNmcmLnZk594MsnR+8waOkm/Pz8nuX2/Kt5I435u+++y/79+7l165ZadW7Z\nsmVMmTKl3JTsnJwc9UKNu4sL1wIDsbGxeSX9/eOPP3jvvfdU/exan0+avZjZwImoFPaGJ/NTtydr\nVhh/f5jk1DTMzF59lumbjFQqRalUlloc/S9gYWGhkVC3qJMPX5wMwcHUkPgpXdQJPan5RTRcd5aH\nOYVs3LCB8PB7LFy0GIBxvu6lFiuzpvVAT0dUZsGUm4lZWBjq4W5pjIBqEX7W6TBypvfA/PtDGm2l\nUil6enrExcXh7u6Op5UJjtaWnItQyWdERESoJYSVSiVDBw0k4/YV9vRrwNB9Qcz57cgbV4bujTPm\nkydP5scff+TcuXO0bt26wseVfMM7OznyIL60psrLQk9PD7lczq53m5QqbPw8eK46QWRG/lMXU02+\nP0xEdAyOjq9P0EvLvwuFQkH//v01tOr/Scxkf9wsjBGJRCy9FMFnJ0K4evUqkyd+RMBV1Yj9l94N\nGLG/dMm6is4+NwTGkpJfRGhqLnVszZlxWuUOLDbmhYWFGBsb08bNhrNDW/HNuXvMPafK8yhZqEQm\nk/Fun14YPAxnc6869P8jkI2nr75Rz/wb5TNftGgRq1atYteuXZUy5AB+fn7qRKL4hwkvo3vlIper\n0vybOlm+0MzJyAxVodzrCZnltjkdk0pBkVQtlqRFC6jWAPbu3UtgYGC5baqtOIH4632I5u3l0CP/\netOmTbl05Sp//fUXXf392ZFhVOax/X6/Uq5cbklGNXJHKcDVh5kMrufMqEaqWevw4cO5c+cOxsbG\niMUiRjRwQSwScbhEuG39+vXV0sV6enrs+nMvubbu9N4dxHw/L973a05eXl6F78m/nTfGmG/fvp3p\n06ezbNmyZ5JCBbC2tlb/npub+6K69kSKRb7g8T+HtAIPeUX4e5jqhdZk/TneL6MUl0SuoOOWi3z1\n5aw3ShxLy4ujYcOGBAcHP7XdmVhNaYy+ffty5PhxTpy/RFFREUqlkqtXryKXy5kzezZ/x6WzqYy6\ntWUxo7UX7pbGLLgQwcquKtfI9u3bqVu3LrWqWlE0qxfDGrgBKqMPqH3mbdu2Jf1RiTlDQ0P2HzlG\n5+Ef0eP3G8xvUw3/pg3Vg6n/Om+Em+XixYu0bduWqVOnsmjRouc6l6iEuM+rICIiAi8vlVxoTEwM\nQwd/wPmAy1wb5UcdOzMMnjM88VB4Ej13XgZU8cMRGfmsuByFh5UJB2IyuRiXSnZ29n/Sr6vl1VNY\nWMjBgwfR19fHyMiIb7/9Vj36/XL6NL6ev+CpsfMSiUStdXR+WBtau1k/sT3A1+fu8kfoQ3p4VuW7\njrVRKAUuPchAVyyilevj4303nidRoU9MTAyenp7qoId/1obdtHEjc6dN5ZcedfkmvIizAVcrfS/+\nbfznjXlKSgpubm507tz5if69itK+TWt86tblx0cJMS8bhUKhjiLR1dUlJSWFhfO/4+c1a/nI15XF\n/j/LwhMAACAASURBVM+3SBOZkYfnqpN09bBjQuNq9H5UlMDW2op5875m1Jgx2lG5lldOYGAgvr6+\ndKxmQzMnK/rXdqRROTVEAVLyJIzaH8j1xGxq25pz8n+tymz36dFgdkRlkZyaxu+//87s2bPVMrlL\nFi1i6uefq9vO/+Zr/tq4mrmtqrHf2Ie16ze82It8xfynjblcLsfd3R0jIyPu3btXqpjAs9ChbRvO\nnL/wQkbmGRkZBAYGkpKSgoGBAX369Klwuv/cuXM58Mtqbowo+6GtKOdi0/jq3F3G+7qrq57/h//k\nWt4ghg/9HxcO72NmyxqEpeXibmnMhCaaMezZEhm7Qx8yqpE77/5+mSF1XVl1LZrF/nXKLCAtmreX\noUM+ZPOWrQiCQMuWLXF1cebmuZPEZuQRePOmOopFEATaNm/KRy6QXiDFoN8kRo0a9Uqu/WXwn1ZN\n7Ny5M9nZ2YSGhr4QQw5w4MhRDcH7ylJQUMCu335jzcrlhIVH0NDFFidTAy7fT1X78seMHMna/7N3\n3lFRnF0cfnbpVaSJgDQVFbCAoKJgQUXsPbF3jSWx15hoMPbeNdHEGNunib0LVhQLIiooCoiACgjS\ne9nd74+FhRVUVLBEn3M8x52ZfeedZffOnfve+7tbX+8FREVFoab4/tfUwkKfCxbS2PmDF+lcFr/5\nkfYr70ahPMJXysba9Rto0dSfYUcCAJjatAaeFx7QvU5VbA20EQpARVHIHwGRhCZkoKWsTJ5Ewj+9\nGzHD+x5NTHUZZm9OUlYuFmu9Sc3OBWD8xEmANGS6YsUKvvnmG57FJQNw6OBBmTEXCARMmjGLBZPH\n4Te4MT/8voibDRrg6Oj4ET6N9+ezXQCdMWMGly5d4sqVKyW0Q94HDQ0N7O3t3/p9Dx48YOL34zAz\nNuLAql+ZY6NB0tR2XOzbkN2d7XgwugWbO9ZHTUmBk6dOljqGRCJh165dtG/fnm3btlGrUvnGsbPy\nRSh+DalUCOfOnkVbUwP3ls2JiIj42NP5LNDS0uLKjaKF+eW+YUxvVoNBB/2pvtaL/vtv0n6nL8lZ\nefzoao21niaLfEJQU1LgVkwKselS6d/MPBGp2bns2bOHffv24eDgIBuzadOmODs749iwIQAJL+T1\nZLp3745iZUN23X3CGo+6/DSgm6xR++fGZ2nM//33X5YtW8aff/4pt6jxMTh16hStmjahpXMjNALP\n4z/EmaM9G9DR2ggFYZGXpqwg5DtHSw5804gnz6LZ8ttvcl3FMzIyEAqFDBgwgFOnTqGiqMDA+q/u\n1PIunHySyvipX5Zg/4diyvjv+baWIdZZ0VhaWrJ//37E4vLJSvovo6amxrNnzxhcoKeivvAYd56n\ncnmYK9Oa1aR+lUo0Ma1MJVUlZrlas75DfaquOMWlIS7kiSQEx6dRRVMFTTUVqlevTuCdOwgEAi5c\nuCA7x+LFi3kUHo6OtnaJdTWBQMDqjZuZcTGM9Nw8dnVrQGfXxp/l3+6zM+bBwcH07duXcePGMWjQ\noA923nWrV1PF0IC8vDzEYjHnz5/HoV5dvunRje+MRUR934oFrWphrqP+2nE8alTBf1RL9q1eiE2t\nmvTt1ZPc3FzU1Yved+jbxmTP7iyToy0PYtOziUpM/1qCX44EBQVx9uxZAGzr2/NHQCT1DLXoVrsq\nvXr1wsSoSpnS+j5XsrOzEQgEMjmMd8XY2Ji/duzAz89Ptm3ZlRDsq+ogEAhQKRZudK6my8UhLvx0\nPhhbQy3WXA8jXyxhd9cGdHRvg1VB1WerVq2wr1+PTZs2oaqqypAhQ/imTx/8A0oWMGlqahKTlMq2\ngCj0VJVY72pG904d3/l6PhaflTHPzc2lWbNmODo6sm7dug96bn//m8TFv6Bbly6YVa3C5CH9GGoi\nJOKH1vSxM32rHp0OVXXw+taBkDEtCbvhQ01LcxYuWIBIJMLGxoZue68z5XQgE0/dJTK5dK2LtyUx\nK5fM7GxaubqQ+Qr9jK+8mYiICNxaSiVb69atS98eXWnq3ISIiMeAVGPE3UratSc2/gX16tXD8+ef\n/pOLzoWt6s6fP0+VKlXeezxHR0eZR7z2hvTzvPM8mbaW8l2Q6lWpxPjGVvT+x4/HSZlMPh1EdFo2\nnS11mDT+B65dk6bi3r4byNixYzE1NUVdTY0DBw4QHV2yILBWrVoAWFaWOlT2Rtp0U45j8aLPS0Tu\ns8pmadOmDTdv3iQuLg5l5Q8nRAXSG8nKlSuZNWsWv7SozdyWtbkTm8L1Z0mMdDB/r4WvQw9i6HvA\nn0mTJtGtZy8aN24s2zfTtTaL3N69axFAVEom9X6/REqm1Ht6/vw5hoYft6/o50hQUBB16xbp3Fjo\naDCsgRlzLgTLHdfSQp8LLxXRADg4OMj0tv8rSCQS7t+/j6Gh4XtXEZ87dw4DAwOMjY1xqGdHJ2M1\nkrNz2d69YakNqVNz8hh97A67ezry68UH3H+RRkRKDpaNWzB5xkycnJxwdHAg4HYAzSyNeJCUTc06\nNly+fJn1a9agqq7OiJEjAWmOfPz5g/zWvigVeNTR23y/7fBHD+WWlc/GmK9bt46JEydy/fr1j7ra\n/L/duxk6bCgKQEaOdPU8aUYHHr5Ix6GqTqnNawsZe/wOm25KPQ6ryur0r1uNmroadLQ2Yt7FB6y5\nHi47trqhLo/iEpnevA5LWtV65/nei0ul87+36NFvEKfPnEFNVY0ff/qJbh+ow81/ieI37MWtbZjh\nYo3+8tMkZEglVyc610BVKGDxlVAG16/GX90acv1pIjV0NfHY5cvNaGlGxc2bNzl39iw/zp5Nfn4+\nbVq4Mn7yVDp36fJRrquiSE9Px3POHIaNHCkTvHsZkUiEUCgkIiICKysrqlbWprlbG8aOn0BnD3f8\nR7hSQ7fs3avSc/Np+OcVFPWMCAq6B0AnD3dOnPHG1UwPn6gEjh07xt/b/2LfP/9y8MABunXvTmxs\nLLa1auI/1BkLHak8cY5IQtu9/ngHPfrgzuO78FkY84cPH2Jra8ucOXPKJP5f0SQmJnLjxg0sLCzk\nvqQe1sac7NsIkO/OkpqTx7/3oxl+JIA5c+bg7e2Nr29RZ3FtFUXiprbH90kidobaGGioEJ2WhcnK\n02T82KlUhbmyMvd8MPMuSbWiaxnqIAQmzFv8Vl1xvoJM0Kk4fiNb4LTlIgCbOzlgoqVMJ2sjEjJz\nyROLMdKUz0Y6GfqcoUdu8Tw9p8T4Hdzbsn3XbrS0tMjKyqJy5cooKSmRlJT0SWmfl4XfNm1i5qxZ\n/G/vXjw8PNDV0uS70aOZv3gJQqGQuLg4dHR0uHr1Km3btiEvr6ic/kifxrLCNjVVFTrXNGRec2km\nS1mffoPj07DZeJZ/9u2jV+/ehIeHU716dblj/vjjD1kzcoCjR45wJ+AW/v/+xYEeRTLQj5IymfxQ\nzOFTXu/zkXwQPvnnPbFYTPPmzXFwcPgkDDmArq4uHh4esvjewYMHuXHjBqdColl7PRzLjRcRzjuM\nwYpTjPd6QKXFxxl+JAChUEhVIyOZIb9xQ1pCnJqTj4qiAq0sDTDQUAHAWEsNydxu72XIAaY3q8l3\nDS042d8Z3yFNCY5Llkvd+krZyM3NlXu9pXMD7Ay1MSww2N81NKOTtREAeurKJQw5QPuaVYid0p4X\n0zrwo2st2lU35ObIlgCcOOOFgYEBqqqqVK5cGZDq9sTFxZU496dOYnIyySkpjBo2FIBrg5uwavUq\nFBQUcGvZAiMjIyppadKyZUtam8v3ls0XSzjV3xmArOwcArNVqL3hLFtvRZb5/HUMtOhtY8zo0VKH\nxcrKColEQm5uLt0Knn4Kf7sj7M3pULMKQwb0o2GjxlyIeEFMWtFibvXK6nyrkcz6D7xG9y588p55\n165dOXfuHM+fPy/hGX1KXL16laZNm9LU0YE1m35j4vdjuXJdujofFhaGmpoaGhoaVKpUiZ9mTOPA\nwYMcPn5SpstyblAzWllWrHLhrrtPGHDQn9TU1K/a5W/Jy17hotY2zHSxJjMvn8dJmdgavlutQ06+\nCNUFR197jIVZNcLCH8s1jfiUiY2NpWpV+YYW4jldEc6TpgX+3LwWM11qoiQUIhQIyMzLJzk7j2qV\nin7ffwZEMu7EHXS1NVm8ej2TfhjHtUGNyxxy0Vx4lIw8UakLz9euXaNXr15s376dfr26c31wE8IS\nMxh08gExLxKprKpE4gz5bJZhRwKYsee0bLH0U+ST9sy3bdvG0aNHOXny5CdtyAGcnZ2JiYnB57of\njo6OzPH8lY3r15OWlkb16tUxNjaWNb+Yv2QZ90PCePasSDO9eE56RdG5ltRz/NQ/y08Rn0uX5F4b\nFGhxqyspvrMhB1BRVEAytxs5P3UhbVanUrV4IqKe0K/Pt+zfvx+RSFTKKJ8WpS2ECgQCgsa4AVKF\nRVVFBdrtvEpKTh477j7BsOCJtJBh9uZkze7CYDsT7t65w5gxY6m5zpujD2PKNIc+dq+u0WjSpAnN\nmjXj6tWrjP1hIt3/8aeNlSEj60pvQEnZeWx/SdFxfYf6DO7s/knnn3+ynnlsbCzVqlVj0qRJ762E\n+KkikUi4fPkyzZs3Z17L2vzc4v2yVt5Eak4elRYfJzo6WuY5xcfHo6+v/7UM/Q1kZ2fj4twE/9t3\nZNvyf+5aITdhiUTCtttRmFVSo+0OX7l9L6v/faqsXL6MKdNeXaCWML0DektPlNj+ciPzIYf82X7n\nCRkZGbK1A9GcrrJOR68cPzMX/WUn8PHxKbW3wePHj3FycuLixYvY2dnhaqbHyf7OLPQNx8NSlwsR\nLxhYv5psMRTALyaF5QmV2fvv/jde/8fgk/XM3d3dMTc3/88acpB6K66urvTv35/zUa9uIFFebL0V\nSd9ePWWGfMiA/hgaGlLNyJBDBw5U+Pk/Z27fvi0z5M7VdBnWwBxRBflBAoGAYfbmtLEy5MW0Doxy\nsJDtm+f5C9+PHVtukgFisVimqZ+SklJu+fA2dq9vVVjckE+bNg03N6nXfviB1POOSpHmj3vUkOav\nZ2RkkJwszQZKzs7jTeipK7O7hyND+veT6ZkXx9LSkiFDhrB27VoAnE11mXgqkNqVVXE112d6s5os\nuxJGdn7Rk5BT1UrYJNzn3Llzbzz/x+CTNOarV6/m3r17eHl9+ivIxcnNzeX8+fNv9Z78/Hx27drF\n+fDSO6GXJ8cjkunco6fstYVVdZQUhPzWugbTJk2o8PN/DojFYuLj49m6dSuPH0vTSENDQ3F2dpYd\nc/VJIus71HurQrF3pZKqIr5Pi7RC9h84yIZNm7C0tMS9tRtHjx7F39//nY3wL7/8grKyMgKBAB0d\nHYRCYbk8pXl4eOBaxm5fU6ZMkVXSTjwdyKmw52gqK7LqWhh999+kur428zw9mfPzzwAExKSUadw+\ndiY8inqCvr4+FubmxMbGyu2fPXs2Bw8eZN26dRwIT+T3zg3IzBOx//4zVBQVmNasBosvy4vujXa0\nYOqQPp9kQ4tPLsxSGF6ZPXu2XIftT528vDz09fRITUsr8w9LJBLJJHGfTmqHiXbpLbbKg+TsXCov\nOSEXYomLi6NOzRq0qVaJ9KrWHPc6W2Hn/5TJyclh8YL5HNj3P+4+DCuxv3WrFpw9f1H2OnqyB1W1\nPkwzj7iMHKoslxdmU1VUkPMYi1OojV8WxGKx3KLqcHtz/giQZo1oaGhUWEu1/Px8hg0dyjlvL57F\nSp2YsLAw8vLyZKm+QxtWx0pbmZ/PSwuyGto3YOHiJfTu2YPMrGzyRSLyfu5SajFRcSQSCTvuPmG6\n9300dfUJCLovt/i/Zs0aDh48SHDgHf7pYkdzc30W+jykZx1jaulrce5xPF6P4pjvZoOCUIBEImHw\n4QCyLBvwz8H3759QnnxynnlheOVzMuQAPbt3JzUtjaNHX5+ZUJzExESZMe+yz48ll0MQid98Ixh+\n+Barr5U0Oq/j95A0sjPS5bIMDA0NOXzsOLpN3Nm49c+3Gu+/QmZmJqqqqvzy63x+czHm7uhWtKtZ\nlVXt7PAb2YKuNtXkDPnO7g0/mCEHMNRQ4eH3beS2FRryMwOaYl5JjVYW+rJ99vb2ss4/b0IgEODq\nLK02TprRga1d7JHM7YaLmR4ZGRlML9bIoTxRVFTk1/nzeRb7nOH20nZvNWrUQFtbmwMHDjBy2DCu\nJYtlhhzAP+A26enppKSlE1/Qq3fzzYg3nksgEDCovhlNjHVw1lNmgecvsn3Z2dmMGTOGZ8+e0aFL\nN2ZeCkcikTC9WU3W3wjn4Ys0ToY+R11JgY1+4bLxFrrVIfnu1U8u3PJJGfPPNbwC8P348Vy/fp1O\nnTqV+T0GBlLhroSEBG49S2Tm2fso/npYFjcsjScpmfx5O4pJp4PK/AQw/9JDZhz0ISO7ZLGKi6sr\nm7b+gbm5eZnn/V9ixCCpWt9K97o0MdWlbpVKnOrXmIlNalBZVZnD95/Q2NERJQUhw+3Nca6m+4YR\nyx/zSmrULSVjxs5Qm9j0HM5HvMDJsugm3bx52WR4BQIB6zf/DkBwfJEX7jPUFYBly5e/58xfTVBQ\nEAB/BEQy303qjZuYmNCjRw8aOjbkl4WLS7ynZ09piLDQAQqIlcb4o1IyeZyUgcDzEALPQ0w6FYjX\nozi5996MScbTpTp/bt2Cr68vjo6OqKmpERQUxJIlS/Dz8+NqeDR/33mColDIr251WHE1jKpaqnjU\nqMKhBzGcKWgWbaqtRsOqOoz8tvsnFW75ZMIsn2t4pTw5fPgw3bp1A2BbV3tZk9riFK7SA0RNdJfL\nzS2NlOw8dJYcx8rKikePHpX/pD9TRCIRHT3acdr7LC5mepzq74yGclGB1grfUKZ6ScvBjasaER0T\ny/xWdZjd/OPlGafl5MmyZ3rsvcHpYgarsYM9sQmJxMXGkFUgM1GWn/asmTNZvGQJACkzO6KtItW7\nD01Ix3q9N5cuXcLV1bW8LwWJRCLTqOlUswrNzPQY1dAC3yeJ/Hw5nCcZ+VTW1aXPt9/SsGFDuhfI\nT4jFYrKystDQ0ODf3k4cD33+ysbQxTNjxh6/w8aO9dlxJ4o/nyuxbO16nJycZGO6urpy5coVJjWp\nzsp2JRdvc0UillwORU9dmTGOlgDU3XQOk3pOnPb+NMKTn4xn3q5du88yvFKedO3aVZZHPPRwAA9e\npJU4ZmdgkQZ6YbVodr6IE6GxhCaUjHF++6+0cOmrIZenZ48esh/h5agEdhV8roVhrgH1qsmOFYsL\npRk+8CRfQktFCXUlRa4+SZIZ8iENzAC4fiuAyMhIZjlbMaGxtPVaYYXx6yhsrLy8XT2ZIQeoqSct\nzvHw8CjXayhEIBDIwkHHQp8TnZaFrppUDuHqoMYkJCYSFhbGr/Pn0617d/r37QNAyxbNUVdXp3at\nWvzmHykz5P7+/sTFxSEWi7ly5Yr02hYc5VmqVDfHSkeNpKwc+tiZ8ihEKm/Rv29f2VxWrFgBwN3E\nkk+vAMoKCvzcojb2RjosKlgU3dWjIc/u+slpp39MPgljvmfPHoKCgjh9+vTHnspHRygUIhKJaNbU\nGY+9/jwsZtBPhMYy8dRdALTVVfGJTCA0IZ1mO67Tcfc1rNd7y3ljeSIxpx/F0b59+w9+HZ8y7d3b\ncvjIEdlrydxujGpoQYu/LlN3szQOaqChgpJQQNtapuTl5dHXzhS/6BSSsj5+aX1rKwMyf+zM8ra2\n/PWSV+pQVUfmWRZX33wVGupSYz719N0SnrxHDUMyMzMrrFDJxcWFgABpy7h1BZK3IF3g7VdXWvRT\nOKedu/cA8OBhQXPmFSvwCi96MnFwcMDAwACBQEDTpk1JS0ujR7duOGzzZd+9Z6Tk5JOUnY+SgpBZ\nTSxwcnJi8tSpsmtr3Lgx7du352zIU+7Hp75yzs7VdHGzNGDuhQfUN9KhTXVDZo0aXI6fyrvz0Y15\nfn4+o0aNYsCAASXEcL5UhEIhl6/4MnTceJbekP5YBZ6H6LhbqtOcmZnJ+o2bmHErgSY7bnArSvql\nNtRUlct9jiloq7Vnz54PfAWfLv/++y+nvLxlr5uY6iLwPMTfd6K4FPmC4Pg0DgZHIxQI2NfbCa+H\nT7GztWFP0FMOPYhm0umgjzj7ItSUFJjStCaxUzxobVm0ALrB7zFCgYAtnaUZLadOnSr1/enp6QgE\nAqZOnyHb5r5TvkBpT0+pOunu3bvLe/oyimfe/HYzAoHnIf4MiGR8I+nTxapVq2T7s7OzZemiHTsW\nldsvXrigxLiamprsP3iQY2fOMuPqU+b7hGBZ0DhmdENp+LJhQSu5QjZs2ADAEt9wXkcTU12am+sx\n8kgA/e1MaGGoyi+/zC3zNVcUH92Yjx49GolEwh9//PGxp/LJYWJiSrZIIltJt7a2RiKRoKamxsDB\nQ7h17wHbd+5CX1OdxOkdeD7FQ5aqFZeRw5gzD5g+eaJMRuBLJz4+nt69e8ttu1aQwz340C3ZNr2C\nUv1DBQvRQkUl1q5ZQ49u3dgXHP1JNZqooqnKcnc7Rjpa0bZ6FXb1kBqoEQ4WGGmpMmFC6fUD8fHx\nJbZ5h8cjlkjIE4nJyhNx93kqutqatG7dukKvobDR+ejj0i5Aw48E0OSPSxhqqDBlyhSZ96yioiIn\nRSGRSJBIJMyY9eMrx3ZycmLvgUMY6RRpuggEAnJ+6kKLGib8OL0oY8fS0hIPDw/+vh3xxiewNlaG\n9LQx5s7zVJZcCeHh/m2yoqaPxUc15pGRkWzbto2NGzfKVqi/UsTWLb+z+1YYy+6+4NzZszx8+LDE\nMS1btkSoosq5x9IfZ3puPr3/vUmV5SeJV9Vj/uL/bgXt27J50yYA2loZvFK0qoFRJZpV0yM+I4ft\nd54AUMXQkB/Gj2fy1Klk5eaTmvPpZDAANDDS4feO9TgzwJnKakW627Fp2YSEhJT6HktLy1K3K8w7\njPL8I6gvPEqLvy7zyy/zMDY2rpB5F/LPP/8gkUgY2L+/3PZpTaUt4E6eLL0BelkxNTUlNll+PUlZ\nQci/3evxz45t/P3XX7IbdOFT7Mqrb0799ahRhfCkTJqZVqamrjoDv+n5xvdUJB/VmHfp0gVra+sP\n2svzc+LQkaNcunSJW3eDaFVQ7vwyUVFRxCUkyqRytRYd49970sU8E+OqKCkplfq+L5E5c6WPwr1t\nTLDWL101cmtne/LEYvYEFS00r9+wgZCQEFxcXNBQVkRb5b/heBQXjWratGmJ/fPmzeOHSZM+2Hz+\n3rkTiUTCi4I88mkF2USdO3d+r3H19PQACE+Sb5eor67C0V72zJg0AaFQyIply9DR0cHe3p75PqXf\nBF/Gs2Vt7KvqEJaYTsPcaC5fvvxec30fPpox37t3L4GBgRwpthD1FXmMjIxwdXWV6Vu/zOPHj7G1\ntaW3rSkeNQzJyC3yGP/t7UR8TMl+h1+RxpvvfddCTqlvkZsNAI5bLrD+RjgTThU1YtbT02Ps6NEA\npMzo+FmIkonLEAoSCARkZmaydcsWduzYAUBgYCDb//oLgG+++aYip/hK9PT05Aqf5nl6vtd4hQ7N\nk9SSvW9tDLS5O6IZGzrUY8miBSQmJnLmzBkAdgc+efPYCkLWdajPxo71yckXMWvkwPea6/vwUfLM\nxWIxOjo6dOnShZ07d37o0/9n+Oeff+jftw+5P0kF90+HPaeNlSEKQgHbAiJZG5ZFwL3gN4zy5VBo\nhJ2MdVjcxhZXMz2U5xc5E7t7OJIrEnM7NoXV14tSOX19fWnatCneA5vR2koq75orEqMkFHyShl0i\nkZArEst00j+lGP/bIJFIyMvLK5eWba5NGjHWRELfuq+Wxp3o9YD7yoYcO+2FibExLxIS3koZc+ut\nCLLzxSQ26flRGul8FM980qRJ5Ofn8+efX2YJeXlxzusMvW2rkZiVy9UniXjsukpoYjp5IjGzfcJY\nvqb07igikYijR4/y9OnTUvf/F/Bwa0ltK3O8CrwsgH379gHgF51M67+voDz/CJs6FmVT9DtwkyGH\nbzG1IFarVlBwsq3gexqelIH7jiv8fO4+KvOPoLbw2Ae6mrej294bMkM+cODH8xTfF4FAUG69N8Vi\n6Q3udSx1s0bp+WOcHOy54Setz1jgU3Kd6lUMbWBOaEI613dtJjs7+81vKGc+uDHPzMxk06ZNeHp6\nfhZNUj9VJBIJm7dsZffdSPSWnqDpn9LmCXU2nGWG9z1MTM1o3aZNifedOXMGRUVFRgzoy/BBA8jO\nziY7O5s/tm6ltVsrBAIBSUkVL8dbnohEIi5cuIDnnDlkZmaSn5/P6fMXefg4Cvd27fimVy8ePHiA\nra0tu3btAkBfXZlLQ1wYU5BBURwTbWnLvrXtpfnaaenpLFywgLGngvAKj5fFU3PypQp7haTl5OH7\nJIF/7z/jdNhzIpNLPtZ/CP7sYs/ohhYAiD+DZhYfAl+/m7JU3VehrCBkb7f63L13n/z8fDq2b8/c\nCw9Izy3bgreCUEDPOsZ4WBkw5rtR5THtt+KDh1n69evH6dOnS9UY/krZKV4Offy4tFz/2296czdQ\nmgc9fdo0lpSiBb99+3Z2LJzNsd4ODDkexN7b0rxdu6q61Kmsyj/35ePsYrH4kwwlFKf4/NasXs34\nCRNk22wNtLgXn4aebmUSEpOoa2tL4L17rxxrZjNretSpipNJZbQWHyc9J09OiXDB/Pn8VCDF2sCo\nEleHNydXJKbS4uOljneinzMeNQw/yme43DeUaV73ePbsWYVnpHzqNHNyZGw16F+ssvdVTPIOJr1G\nYxYsXUaVKlX43smSdR3ql/lck04FkpYnYqmXP7q6H07L54N65nFxcezdu5c1a9Z8yNP+JwkODiY1\nNZWIiAg6dOhA7dq1uXM3EIlEQmJiokxv42Uuep+hRw09VBUV2NOlHtGTPXj4fRsCRzVnX+9GiOZ0\nlTveQLcyAoEAMzOzD3FZZSYzMxOJREJMTAytXJqioKCAglBI4yZNABjcT1qqfS8+DW0VJfQLhHVk\nSQAAIABJREFUMhoC791j9HffvXLcxVdCaLT1IrdikulU05CG9eq+UlL2dmwKG/0eywz5wgULkEgk\niMVicnNz0dLSosPuqwjnHUbgeQi/Zx/2iWdiE2kRnomJySfd7uxDoKCsjF902T7/X1xqcPbEUU4c\nO4Zt7Vqs93tMdFpWmc/Vx84E+6qVGDH4w4a4Pqhn3q5dO4KDg4mKKl0Y5ytlY+qEH1ixdj2XL1+m\nWbNmcvuio6MxMTHBxaUZO3fuklNDzMzMpJaVBad61C1T38p8sZhJpwJZ7yf13j/2Qlp6ejrDB/bn\nlPdZUtMzmDZ5EibVzDixcSlnQqUFPmKxmJPHj6OmoUGNGjUIDAyUqxYEcG7kxPc/jCcrO5uqxsYl\n9r9MZGSk3M0sKiqKbX/+yS/Fsizm/PQTnr/+WuK9WVlZnDxxgp4FhTHTm9ZkcRubD+apJ2XlolvQ\n1edj//0+JgKBgEYmlbk+okWZjg+IScZ1xzWOnThJq1at6GxtxJG+Tcp8vimnA1EQChm32+uDKZJ+\nMM/80aNHeHl5fa30LAcSC2LaJw4fLLHv6tWrANz2u4GFhQWVdSqxefNmJBIJQwf0paWJFjYGpedY\nv4yiUEhHayPZ64/l3WVkZLBrxw6c6tcl/YE/i5tLFyiDAgNp4uzMmdAYFBUUOHTgAAKBgGnTpuLm\n5oaRkREdOnTgf3v24Ofnx+rVqwG4esOPrZs3snj+PDp27EjPAkW+QrZ2bkAdAy0KkxgG9+sjt9/M\nzIy5v/zC9evX2bZtGz4+Pvwyb16pc1dTU6NHz57MnCEtm1/qG4pw3mHuxb1a/6M8qaymTCMTaWpr\n8QbiXyJRKUVrGHU2eDPd69XSDHWraKOupIiuri7f9uzB0ZBY7j4vW4cjgEH1zTDTUWfkwH7vNee3\n4YMZ8z59+lC7dm3atm37oU75n8XUrOBOr1CyeKWwNDptZkfWdGiAkZKEMWPG8M++few7eIRR9Yzf\nyiv0qFGFs4Ok3r/VK6oGKxIvLy80NTUZMGgQdZRzOPHgGWNPSHtxrl6/gcaNG5Obm0tObi7WtaUN\nscePl5awFypFftunD46OjnTu3JmWzV0ZPmwYS1atYefefxjYry/7C/qf3hzZksN9GjPi6G2C49P4\ntp4FABJB6T+TRo0aMWTIEFxcXN74mS5avBiJRCLLqLHbdA6B5yHyxeIK95iXtbUFYMCAARV6nk+Z\nWTNnEpueQ3K2tEy/rZUh+uoqPE7KKPV4RaGQFlaG3L59m7m/zgdg6OFbZf5b1TeqRFRyBs0UErh1\n69ab31AOfBBj7ufnh7+//9ec8nKiMKWzsq6e3PbFv0q9w1oF8qXjnSxQLagMzc2Vfomb//X2FWpu\nltLc6siPEB4r/p05+FLTDjs7W1JSUqTe+JTJ2NjYEBAQwMjvvmPx4sWyBsXnzp1j8ODBtGjRgguX\nfIjwOUWjRo0YNngQXmeLusU4brlA1/9dl73ecycCc1MTjhwv2UX+XenduzcRERH0KHgaUPr1CMJ5\nh2mw+RwOv53HOzzuDSO8PZl50oyWT0Wq9WOwcNEitDQ0WHX1EVEpGay7Ec6ExlYs9Akp0ciiEBtt\nJcJCQ2UVpMHxaYw9cadMBVkAw+zN0VZR5vthH0ZV8YPEzBs0aICSkhJ+BbmbX3k/4uPjmTd3DoOH\nDsOxQGAfoF6tGmxqZkwzsyIjv/raIyadLqpmHNnQkt87lX1lvhCB5yEAUlNT5XooVjQSiYRr166V\nWm4OUoXJ48ePy2R+Q0JCMDIyQlv7zWsCpdHGrRWjx44j+ulT/rfzb6rXsWXcuHFlkpN9GzIyMtDU\n1Hzl/guDXWhRrB3cuzLdK4hlvkU6I19y3HzKpEmsLAi1gVT6WCKRsNAnhNoGmvSsYyJ3/J8BkXgp\nmuO5aAm1atVieVtb1t8Ip5mZHpVUlFjfod4bn8hmed9DRVFIx2U7ZM0wKooK98yDg4O5e/cuW7Zs\nqehTfTEYGBiwbuMmOUMOEBjyCJdtPmTmFeXFDreXz0LJFr3bj/niEBfUlRSxMKtGZuaHy58WCAQ4\nOzvLurcXJ21WJ8RiMaNGFeX0WltbM7R/6XFKdRVlDhSEVIqr74E0ZfPGjRu0at2GXr16sW/tEpyV\nUtmxYwdNmjQp99x7DQ2N1xZttdx+Ga1F71+U1KVWUTu5YUOHvvd4nzPLVqxgwYIiudxZ5x4QmpjB\n7Oa1SMjM43asvOphh5pV8PL2Rl1dHWsLM1zN9THXUaeJqS5NTCsz/EjAG8853N4cDWVFZvwwttyv\n52Uq3JiPGjWK2rVrl7lj+FfendDQUAA0Fh6TdczRUlHiyaR29KhTFXsTXfraVH3dEK+kubk+6bM6\nooqIqVOmlNucSyMoKIg7d+4QHx8vW3R1c3Nj/Tr5ilatRcdwNtXlyRN5DY39R49x/vx5uW2ayopk\n5uSiq6vL5PE/sHPH37RyaYpWQau4wYMH06hRI2bPnk0Lcz0uDWjEcnc7gsdJ5V9XLltW7tdpYmLC\nzr+3A1Dd0hJfX1/q1ylqS5eem4/A8xCxbyh2eR0uxZ7Shg4b9u6T/Q8gFAr58ccfkUgkREZGEmFo\nQ6313qy+FoZ7dQNWXn3E1DNFvXWNNFVpbWXI0SNHsLGpQ1BcKsvd7VjoE0L3OsaYaqu98Zw19DRJ\nzMzFVSVN9vusKCo0zPL06VPMzMzw9vbG7RWqf195P3JychCJRDJP087Olnv37tPIVJfhDcwYVVAJ\nWF60/vsywZkK3AsOfqUA2Puip1MJI01VnqdloK6hyeVrNzAzM0MsFpcqXdvaygANJQV61jFGS1mR\n0WfDiEtIxKaWNfcflq5+Z1RZG6GyCqtdLWhursfZx/E0MqlMcnYeDYwqscnvMeNPBXKsbxM67bnG\n1q1bGT58eIVcbyEDv/2GC2eOIxQqkieWEJNc1GXq7KBmsrWLt6UwRPY5FIB9aP784w+GjxjBH13s\nGWZvjnd4HBv8HvO9kxWtrQy49jQR5z8uYV2zJj2MhCxyq8OAAzexqqyBRCLh1wKBttcRmpDOkZBY\nzubrceLshQq7lgo15h07diQoKIjIyMiKOsUXx8OHDwkKCiIsNJTzZ7057X0WDXU1EpOSUVZWJiws\njPnz57N9u9Tji53iQRVN1XI7f3a+iBbbfXkmVubps/JXZczNzUVFRYWcn7qgrCDkp/MPWHDpAYMH\nDWLmrFnUrl2b3377jdGjR+NhXZW7MUkoqagS+UL6iKyqrESrlq04eeYMvr6+GBsbY2FhIXcONUUF\npjStwZEkZe4GBsrtM9JUITZdvg/k8mXL+P6HH1BRUaEiiYyMpKVLMyKePsPRvArPUzOpYlmDm7ek\nj/PB41pT+xXSva9j4EF/dt59wpIlS5g+fXp5T/uzZ/euXfQfMICrw5vTxFSXx0kZrLwaJquvKCRy\nojtmldSJSsnE/rfzfNfQgmlNa8ppyL+KxZdDiM/MYdqByxgZGb3x+HehwsIsycnJnDp1imUV8Hj6\npVK/fn1q165Nr169uL93M2fOnsVUW42MzCymTJ7M6JEjqFGjBtFR0pvnkT6Ny9WQg7Q/485u9jyL\njmH08GGlNsx4V3Jychg5ZDB2xvooFHiQ3ztZAHD9xEF6du5Ifn4+ffr0oV6dWniFPad6HVvWbv2L\nhIQEQkJCCI+I5MTp0+Tk5ODs7Iy5uTmXL19m8eLFhIWF8eOPP5KVL2Kp7yPauLUqMYdCQ+7p6Ula\nWhoSiYQRI0eyZ88e1q9bxzddO7Ni2VIyMkpPaXsfzM3NaePeDoCbkc95kpTGyFFF1ap1NrxbF/gB\nBUqBsTExbzjyy6Rf//4cO3qUbvsDWHYllHyxhH51i8r+FyxYgK6WhqwpiVkldUY5WBCelMn6G69v\nMVdIJ2sjTCupM270q6uP35cK88z79++Pl5cXcXHln2r1pTBq2FAaN3Nh+PDhJCcnU7lyZVqY63Pg\n20Y4brnI46QM/untREp2HtvvPsUn8gXt3VryODgQ/6HOqCgo4BUeh7KC8J0f0V/Fk5RM1t54jE+m\nGtcC7rz3eCKRCBsbGzQyEvAZ5IyGclEOfeFXtOXumwyaPpfhI0cCkJeX907NN5KTk5k4YQKPH4XR\no1dvqpmZ0bRpU4yMjHj8+DGb1q8jMeEF3437gRGDBxL0MBSxWMw39S3xMNdhXcBTslS0OO9zpdy9\nLJFIRJUqhiQkSNvZRUdH097Dgzt3pY28e9sYs6i1LdV1Nco8ZnxGDobLpd16tLW1SE5O+RpuKYXx\nY75j3ebfAfirqwNXnybyUN2U85d82LVjB3OmTuD2sKZoqSiRmpOH9TpvOtaswtYu9mX6PKedCSIx\nK5dVFwPfOdvqdVSIMc/NzUVDQ4M1a9YwdmzFr+L+FykupNWzRw8sLC1ZsWIF+3o50dvWBIHnISqr\nKpE4o6gU/WZ0EqEJ6TxMSOfww1hux0or1hyNdfAb2bLc55gnEqM8/wiPHj3CysrqvcZavmwZS371\n5GAvB7lFu0KC49NYciWUa+mKeF+4iKlpSV3qFy9e4O3tjZWVFY0aNQLg/v372NraMm7sWAICAhgx\nfDhr167h9t1AetSpyq34TJSFQlw8OjHmh/F0cG9Dz+p6bL5Z5HF5D2xK2x2+WOhpc6h3Q6aeC8Ur\n5ClNnZ2Zv2ABrVqV9PDLk9IMhWRut7cep+u+mxwJlmbQPH36FBMTkze848tCLBajrq5OTo706cxE\nW41nqVkyZ2LE4EEIH1zj9/bSIqyNfuFs8ntMaysDVrari/ANBv3MoziepWVzoZIt27f/Xe7zrxBj\n/vPPP7Nq1SrS09PffPBXSqUwdgzSH3Phnynzx86oKSnIFrVEc7oiFAiIy8jh+xN35FQPu9Y25uA3\nThXqhdlsOo+htR1HT5x85/zzSRMmsGf7Hxzs2RDnakUqc2KJhJ13n7DwWgSPX6Qilkiooq2OY5Om\n/HvkmFzfWC8vL2ZOmYRiajzhyVl4X/ShVq1aqKmVnnEgEIB4jjTP2Hz9eZZt/J0+ffrwvZMlTavp\n0e/ATdmxkrnd+PtOFN+dCEQslpAvFtO0mi6XI6XtzQYOHMi6devQ1taukM+6tDHzfu4ia95dVq5E\nJdDlf9dJLGhW/CXnnL+JiIgILC0tUVJSkhXcpaamUt+mNuuam9PJ2og8kZi6m85hoaPOjGY1afWG\np1+RWMLsc/e5l5jF4aBImbNWXlRIzHzz5s306/fhNAn+iygrKzNi+HD69u5FpWLFJcEv0uSOW33t\nEVeiEqiy/CT/3I/GoaoOkRPdkcztxqFvG1WoIX+WmkWH6gboJT9h4tgx7zyOj88lMnPycDTWkW27\nHZvMqKO3mXgulISMbHZ1sydhmgfmWsocPnma2tWt2Lx5M61bNMff3x93d3duBd7j9rMExCIRSkpK\nBAUVaW94D5RKElQzNcGmphVnC14HxKbwJDGVdu2ksepxjawISSwZD3ezNCA7N4/c/HzEYrHMkAPs\n2LEDHR0dDPT10FRXY/L4H8o1L/3lsSx01FH69Qhmq06/1TjNzPTY28tR9vr58+flMr//IhYWFly8\neJFpxdJwtbW12b77f4w6dZ+sPBFKCkKWtbUlMiUT7/D4N46pIBSgraLIIDtjfvvtt3Kfc7kb83Pn\nzpGQkMDSUrS0/2tUtGezZetWfpg0meS0NMJ+aMvohpZYF5Tqj3CwAGDKmSBctkn7JUrmdsN/VEvM\nKqm/ashyI18sZtHlEH5tVYfJTub8uXPXOwtx+fnfwsnRkV0FPRfFEgltdl3nSFQ6SalprHe3oZet\nCQLANyoBk0rq9LfQYMyYMZy75IOjoyOmepUIGuNGbr6IKiamGBoaylXc7bsnFZlKS0tHUajA2cfx\nCDwPMex4IF093GW56laVNTDWUsXUqIrcHG+WIp/asKqO3OuExCSM1BRYtW49urq6CAQCKmlpMWnC\nhPdaMNXR0cG9mKZRREHTi987v33tRuti3mNFh4c+d5o3b86CRYtKbKtXvwEHH0ifgDtZG2Gkqcrt\n2JQ3djIC+NbWlPtxqezduPqNx74t5W7MZ8yYgaOjIzo6Om8++DNHTU0NgUCAr69vhZ2jsNryx3P3\nUVdRQrNgYXBL5wZI5nZjU8f6WOioEzHBvcLmUBrLfcP4vpEVakoKNDCqBEiFrbp3746uri5GVapw\nt2DRTiQS4ePjw9OnTxGJRAQHB5OWVvSEIRAIaNq8JZciE5jidZ9hhwOoVas28QkJ9KxjzDe20tiu\nlooSkrndiBzflnmXHsjN52lCCraG2tQ01OGnOXPJysqispb0xqcoFLCynR0+Q11JTklBJBCw6540\ns6Nuq/as3vQbMTEx6GuqoSAQMMLejJSUIoW8608T6VbbmNr6WkxvWpNLQ1wY0sCMvb2cyP9ZXv/9\n0UtefWp6OqvXrkVbW/u9OrefPHWqxDYVBSEZufkcD4klv4w3UoFAwOWhroC0OjsvL++d5/SlMuS7\nMWwPlnriAoGAFe52XH2ayNGHb84Wqq6rwS8XH9DRSIl7r2mS8i6UqzFPTEzE39+fxYsXl+ewnyzf\nFnQvfxBccU2T3dzc+N+ePey794yVviULYEY7WvJ4gjvmOhXvjRfi9SiOatpqspxnDWVFPN1ssba2\n5tChQyQlJfE8Lo769esjEAhQVFSkefPmVKtWjYULF2JjY8O4MfJhmdo2Nmy7HUWEQR00GrmzY9+/\nAOwPjsZ1mw+u23xkDQIUhAIiJrhzf2xrxMWaaWTliWhtaciL+HiqVavG/EXS7+G4xjXRUFbExUyP\napXUuPcghIhE6c3E09MTCwsLNDU1eZGeRa5IWljTtXZRpWyhUFXwuNYsaWuLq7k+27o6UF1XAwWh\nANGcruT+1AXRnK785Gote5+xVlFaqFgsxs3NTS708zYIhULEYrFc31y3v6+guegYnfZc42lq2Zsn\nGBVLV1VWVv7a9est6dSpE74RcbJ2cg5VdehYswpLroSW+Wn9YUI6s6ZOLtd5lasxnzFjBvr6+l9M\ntedf27eTmJjIsAqsDBSJRDx5+pSqlbVJm9Wpws5TVqLTsjj3OL5E+61ZTavL/n91uCsmBYZsrUdd\nueMKu5bfCZDKghZ66P3790csFrP/0CE2/L4Fc3NzmjeTimtdeZLI5agEzhRTtzPXUaeOgZbcmsC1\np4nYG6jjc84bgLHjxnH58mU2+z/mr9uRCDwP8SRF3ugVNkqpX78+BpUryYziX53q4WQqzaoprUNN\n4PMUAmKkhUpCgQAlBSFCgYBf3WxInSnNMKr6Uo5/Xl4edevWfedmvwKBgKGl6KvoqytjucYL1flH\nmOH1Zm+vuq4Gjye0ZYqzVBdeX1//62LoW6CpqYmTfX3OPy6Kky9sbUNwfBqHHrzZO//GxpiErFx0\nYh7IFlfLg3LNZtHU1GTy5MnMe4VQ/1fenkJjdejbxnLe4sdAJJYw4dRdlrSxlcsDLyQyOZP2u3wJ\nfpEuS53LyM1Hc9ExLg1xYda5YNpXN0RPXZmrWrX4+39Sbe/79+9Tp04dubFycnJQVVVlZrOazG1Z\nGxUF4SsXc288SyI8KYM+dqaynOrc3FxZDvrBgwdlkrOmVY14GhMLgJKCAEN9fa7dvIWpqSntWrUg\n6M5topNScTHT53KUdJFTX12Z+Gkd5M5ZmE00qH41NnSoLwt/vcz8Sw/5+XzRk1vt2rW5f//+ey1M\ni8Vi1qxZw+TJr/bsypq6qLrgCDn5YhwdHb+qmr4Fa9es5sIfazjQo2jdYurpIM5HxuM/6tVrEdFp\nWZisPM2TSe1YfCWUyu79+LWUDlXvQrkZ8507dzJkyBAyMzNRVn5zeetX3kzhD36Bmw0/Fnt8/1gs\nvRJKx5pVXtlybuTR22y9FcEYJ0s2vqYB7raASIYVU5zb8ttvaOvo0K1bN7nvzqxpU1m8fAUADmZV\nMNRUZaZTtddKwx4IjqbnvhtyOiRisZjWLVugrqrCz/Pm4+zszNjGNdjgYUe/w3dxGTGZsePGERkZ\nKSv911FXoXk1XX5ylYZoautrcfVJIvZVK5GdL8btb1/uvKSy92JaB/TUS//uFxr/QiwsLHjx4gXp\n6eksXbqUadOmvfKaXkdYWBg1a9Yssb2sxvxpahbVCrJi7ty5Q7169d5pHl8amZmZWJmZcv5bB+oU\ndO5KzcnDeMUpLg11xaFq6WuGp8Oeo62qhLOpLp4XHvDPowSCnpRPYWW5hVmWLl1K8+bNvxrycmTM\nKGml4+xz99l598kbjq5YzobHY6Sp8treoVtvRVBDV+O1hhygl418p/hlc2ex4afJtGnugkgkkm3X\n0dGhras0hfBW1HPC85Vpuf0ylZYcJydfRGk0Ma2MmooSK1euJD9fGtMUCoWcv+TD8TPestz9X1tI\nb441tJUY9/33PHjwAHNzc4YPGohdVV2SM3M48jCGWzEpZOWJuRObgss2HzQWHkNv6QmZIf+uWHNo\ny7Vecq3JinNpiAv1q1SSvY6IiJDVYUyfPh2BQCD3r6x6RjVq1EAsFjN14gS57b323ZDlk7+O4sp/\n9eu/vc79l4q6ujojRo5izc2iv5O2ihIuZnpMPh34yrDVuccvaFzQxm9IAzNyMzPLrRNRuXjmmZmZ\naGpqflVHRLoI7OPjw61bt3B3dy/RcPltKa4UmDi9Q5lEfcqb2PRsVl199MZGxALPQ/SoU5X935St\nkcP5x/H8dSeKBW42GGup0nyXH73GTmHi5MmICnLFd3RzwLKyOmk5+RwKe8Hm61IZ0deFnbbcimLU\n0Vu0bNGCvfv2YWhoKNtXGL6Z1KQ6K9vVRSyRoDDvMCCNaUskEr755hsOHZL3pBUVFDAzMSY8SnpT\n/XPrVr7p0wf31m7Ur1+fDp270LlzZ9nxra0MOdW/SYnCHolEQlpuPk5bLhKSkE5lVSWSskvPKHnb\nn+aNGzdKNNGooatB6A8lWzUmZOaiv0zaQel4vyZ03H0NgK5du5a49q+UzvPnz2nq1JBfnYxkWi7L\nroSw5VYUK9vZ0claXurhaWoW++9HM6FJ0fpSu51XyDWuzflLl957PuVizD09PVm+fLlcutmXyh9b\ntzKiQDsEYOqkidSrX5+Bg4e885guzo25cu0GAA+/byPLNf8QiMQSJp0OZGFrm1fGhQvRXXqcpCyp\nYWprZcjpAc5vFRt+8CKNDvtuYd/Ymf8dOISTQwNc1LJY/wZPvzSC49Ow2SgVpgoPD8fS0hKRSER6\nejpVqxgS/r2bLKujMASSlpZWovvP4sWLmTVrFjOa1WTJlSI96rPe3jRu0gRNTU169erF9OnTZRIC\nhZhWUudE38bULeaRl8biyyE8Tc1iw0sqfe/y08zNzcXBwUEu7U1dSYHMPBFnBjSlbXXpjW3HnSgG\nHSrpEbZr24ZTZ7ze+rxfKj4+Pgzq2ZWH37mirCAkJCGdDTfCORMeR+AYN7mb+SKfEL5ztEC3mEO2\nL+gpM84G8zjp/avlyyXMsm3bNjp27PjmA78Aho8YQWpqKqNHjwZg+arVDBoylJSUFDIyMrh06RIh\nIaVrbL+Ke8FFOdVPUrLIF4sJTUgnLLHi5RJWXQtjpIP5Gw05QNAYNyx11KmmrYZXeBx/3X67nqG1\n9bUIHuVC5qNAunXqyNARozgYkYbDX9dpvfMaEcmvLrxJKhZS8H2SIDPkADEFaoEebVqjo6ODk5MT\nVVecou0OX+7EFuWTa2lpMWSwfL/GwkXGJVdCyfmpC//2lhYitW7TBpFIhF2dWkybNg1HR0dWrVqF\nc8MG2FlLY9iZAiXqbT5P4Cu6uovEEu7HpzK1aQ0G1zfDVFuNPT2LKjTfxZgrKysTFCRtsFBY4VmY\nWum+0xeB5yHMVp0u1ZADXw35W+Lq6kotu3r87h8BSJ+E1JUUMNZSZYt/UQgmVyQmLTdfzpADdK9j\njIqCgIMHD773XN7bmEdHRxMZGYmnp+d7T+a/gpaWFhs2bKBhw4aAtKOMtrY2g/t+S4sWLahVqxbf\n9u5NdHQ0CQkJb2zDFv8igdEFsdk2O65wOzYZ6/Xe1FznTed9N8nOF5EnEpOem09SVi4HgqM58yiO\n+ZceyjoOvQsXIuLRU1N+o2dZiLGWGuET3ImaJC2Nv/s89a3PqaKowL6u9VCPCWHixIlEx7/AtVN3\nzj2KZXdg6W3WbkYnobv0hGxd4eqTRNm+GtWrU716dUJCQvC+cBGA+/fuMXPmTLzD42jw23nsjYqu\nb/vff6OlqcGgvt+SlZWFsrKyrKHvrZhkutcpivfn5OQQeP8BjRpJZROiHofTUJhKDQXp3zMxOYVR\nI0fSdf9twkvpAq/462FsN55D6dcjNNp6kaepWbzILLopva8Ug6GhIRKJhBcvXshtf1KQfikUCrlz\n5w4PHz6kQYMGbNy48b3O96WybM065l2NYOfdJwgAFUUhC1rVwfPiA1JzpE+qf9+JpFUpC/dKCkJs\nDbRYMPfn957He4dZRo8ezcGDB7/qPJSBg/v3M2PqZEIjSnqsa1atomfv3ohEIqpVqyb7IWdkZDB6\n+FB27v2H+a3q0L1OVWwMtPnNP4LRx24D0uKUBkaVOBFa+t9ginNNlrvbvtVc4zJyWHYllKVtbd/a\nqEgkEoTzDjPSwZzfO9u/1XuLk5CZS0x6Ns13XCc3X8Th3g1pYlqZR0kZGGupcjA4htkXQ8gTS1BQ\nUSMhMREtFUVWt6sr68+4f/9+WrduLatIjp/WHqMVpxCJJbi7u3PmzBn29XKil40x7jt98Q6Pp1l1\nY6qoK6FaqyG7/tlPo4YO+N0KIHx8W9SVFDBacUp2ncUZM2IY1k/86GljTN0tl4mJi0ddXZ1aNWsy\n2EyJH12LWsIVfkavo7w7A8XGxnLgwAHq16+P/82bjBk79p0khL9SEh8fH5o3b87cVra0t9IjJj2b\nQw9iMNZSY6ZLTXruu8G0pjVxr25Y4r1/34lkoU8oQbFJcuJxb8t7G3N9fX369+/PmjVCnrw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hHdu3Xj5KlTrBzkTr5MjqFO7RXbKiM1rxCPH09y85WBdLbTLH28Ep1K703ncLYyJfi1QZWGTW7E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\nRU5ErkJggg==\n" } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "You should see a cleaner circle outlining the globe. Now let\u2019s draw latitude and longitude lines:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "###highlight=[16,17]\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "# make sure the value of resolution is a lowercase L,\n", "# for 'low', not a numeral 1\n", "map = Basemap(projection='ortho', lat_0=50, lon_0=-100,\n", " resolution='l', area_thresh=1000.0)\n", " \n", "map.drawcoastlines()\n", "map.drawcountries()\n", "map.fillcontinents(color='coral')\n", "map.drawmapboundary()\n", " \n", "map.drawmeridians(np.arange(0, 360, 30))\n", "map.drawparallels(np.arange(-90, 90, 30))\n", " \n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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uY8TrI4cxeEA/VCpVHWfraSj0bpa/CLlcjrW1NVVVNUdFW58NYVSQ+1O3m1Is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9kCVHNSicoqxMvHF2dnZ7S0qlbKEwhA+qWcZ2y74zr9Roxm7969fOxmTzcbEyacCCh/XVaOZP/j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\nD2+Hmb5Yo8mGWnMKiUSCWCwmJSWlzJ2ZPj4+rFu3j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1O9cf/9999l/JSvL3K5nD59+vDO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B88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\noqIi/P39r9vHsjWj1WpJSEjA3t6e0NBQVq5cyZo1a7C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} ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `np.arange()` arguments tell where your latitude and longitude lines should begin and end, and how far apart they should be spaced.\n", "\n", "Let\u2019s play with two of the map settings, and then we will move on to plotting data on this globe. Let\u2019s start by adjusting the perspective. Change the latitude and longitude parameters in the original Basemap definition to 0 and -100. When you run the program, you should see your map centered along the equator:\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "###highlight=[8,9]\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "# make sure the value of resolution is a lowercase L,\n", "# for 'low', not a numeral 1\n", "map = Basemap(projection='ortho', lat_0=0, lon_0=-100,\n", " resolution='l', area_thresh=1000.0)\n", " \n", "map.drawcoastlines()\n", "map.drawcountries()\n", "map.fillcontinents(color='coral')\n", "map.drawmapboundary()\n", " \n", "map.drawmeridians(np.arange(0, 360, 30))\n", "map.drawparallels(np.arange(-90, 90, 30))\n", " \n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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Mzi/XH/DteXU1Uv26bpw8fQYnJydlWV5eHllZWVhbW6Orq8u+PXsY/FjYXxzdDm9nhZ5f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\nrV+/Xrqb9/bt22RhYUFMJpPmzp2r0CqSaupHvQCqQowePRqpqak4e/Ys8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} ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let\u2019s change the kind of map we are producing. Change the projection type to \u2018robin\u2019. You should end up with a Robinson projection instead of a globe:\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "###highlight=[8]\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "# make sure the value of resolution is a lowercase L,\n", "# for 'low', not a numeral 1\n", "map = Basemap(projection='robin', lat_0=0, lon_0=-100,\n", " resolution='l', area_thresh=1000.0)\n", " \n", "map.drawcoastlines()\n", "map.drawcountries()\n", "map.fillcontinents(color='coral')\n", "map.drawmapboundary()\n", " \n", "map.drawmeridians(np.arange(0, 360, 30))\n", "map.drawparallels(np.arange(-90, 90, 30))\n", " \n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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3331HYmIiV69c4Vno+23bbavasqNHPcqbGTHVJ4Al1zWfz6AB/flz126NttDQ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RUj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\n+VUS6IGQmpYGpVKptu2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} ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "[top](#)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Zooming in\n", "---\n", "Before we move on to plotting points on the map, let\u2019s see how to zoom in on a region. This is good to know because there are many data sets specific to one region of the world, which would get lost when plotted on a map of the whole world. Some projections can not be zoomed in at all, so if things are not working well, make sure to look at the [documentation](http://matplotlib.org/basemap/api/basemap_api.html).\n", "\n", "I live on Baranof Island in southeast Alaska, so let\u2019s zoom in on that region. One way to zoom in is to specify the latitude and longitude of the lower left and upper right corners of the region you want to show. Let\u2019s use a mercator projection, which supports this method of zooming. The notation for \u201clower left corner at 136.25 degrees west and 56 degrees north\u201d is:\n", "\n", " llcrnrlon = -136.25, llcrnrlat = 56.0\n", "\n", "So, the full set of parameters we will try is:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "###highlight=[10,11]\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "# make sure the value of resolution is a lowercase L,\n", "# for 'low', not a numeral 1\n", "map = Basemap(projection='merc', lat_0=57, lon_0=-135,\n", " resolution = 'l', area_thresh = 1000.0,\n", " llcrnrlon=-136.25, llcrnrlat=56,\n", " urcrnrlon=-134.25, urcrnrlat=57.75)\n", " \n", "map.drawcoastlines()\n", "map.drawcountries()\n", "map.fillcontinents(color='coral')\n", "map.drawmapboundary()\n", " \n", "map.drawmeridians(np.arange(0, 360, 30))\n", "map.drawparallels(np.arange(-90, 90, 30))\n", " \n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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e3r3D7KZ1GONa+623Cp32hjB98Qq6lrGw+uPHjzly5AhFRUUUFxe//r2oiKLC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\nBuWV8fRUPNotQivotAYNGvDb/oN8fOwWt9MkZV5LyC7ARUcWv1eFCK2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} ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the center of the map, given by lat_0 and lon_0, must be within the region you are zoomed in on.\n", "\n", "This worked, but the map is pretty ugly. We are missing an entire island to the west of here! Let\u2019s change the resolution to \u2018h\u2019 for \u2018high\u2019, and see what we get:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "###highlight=[9]\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "# make sure the value of resolution is a lowercase L,\n", "# for 'low', not a numeral 1\n", "map = Basemap(projection='merc', lat_0=57, lon_0=-135,\n", " resolution = 'h', area_thresh = 1000.0,\n", " llcrnrlon=-136.25, llcrnrlat=56,\n", " urcrnrlon=-134.25, urcrnrlat=57.75)\n", " \n", "map.drawcoastlines()\n", "map.drawcountries()\n", "map.fillcontinents(color='coral')\n", "map.drawmapboundary()\n", " \n", "map.drawmeridians(np.arange(0, 360, 30))\n", "map.drawparallels(np.arange(-90, 90, 30))\n", " \n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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L7objGVtyalxbQ3V8PctXNK8sWFnb4BaZ8o6z54db/04IZ/+6xPz589l98DC2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\ntcXZ1ZUiRcNJSxhpnxJiY2ORlpVioK1J3y2XkSsUxOQUc+KFHg+lHT0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} ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is much better, but we are still missing an entire island to the west. This is because of the `area_thresh` setting. This setting specifies how large a feature must be in order to appear on the map. The current setting will only show features larger than 1000 square kilometers. This is a reasonable setting for a low-resolution map of the world, but it is a really bad choice for a small-scale map. Let\u2019s change that setting to 0.1, and see how much detail we get:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "###highlight=[9]\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "# make sure the value of resolution is a lowercase L,\n", "# for 'low', not a numeral 1\n", "map = Basemap(projection='merc', lat_0=57, lon_0=-135,\n", " resolution = 'h', area_thresh = 0.1,\n", " llcrnrlon=-136.25, llcrnrlat=56,\n", " urcrnrlon=-134.25, urcrnrlat=57.75)\n", " \n", "map.drawcoastlines()\n", "map.drawcountries()\n", "map.fillcontinents(color='coral')\n", "map.drawmapboundary()\n", " \n", "map.drawmeridians(np.arange(0, 360, 30))\n", "map.drawparallels(np.arange(-90, 90, 30))\n", "\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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SW4ilhjLXr17G2MiQbrVLONjdosLyJD+0qcfxA/uYM2M6BQUFCIVC9h46TB3L5hj/dp95\nt4JZ9SCU2yUaHHK+xMU/rv9rDqFQiPPlK2Tn5pGTl8/ytT/T+ZQXcf/PUsjeh0AgYGeXBiQEPOfI\n4cNin9+0QUMCUv/bVvwKI6JevnxJo0aNANDT0SYrLRVJWTmSU1K5cuUK3bt358GDB7Rr1460RU4o\ny0gBcOpFLIdTFLh25x4AP3ZowKyW9TDdfZ/f9h9ixbIlTDORZ1JTQwSrXPCZ1AFrLfH72N7k5CMj\nIUTpz3VVhpTcAtocfcLWg8dxdHQESg1ZoaGhTP5uDHceeuDv71/2vlSG9evWcmTXVu4Pb1HpRPb/\nMns8I/BQNufQiVNinTcwMJAubVsTPa1djQrfrCqfFBHVsGFDlBVLjQbp6enUUZJjoLEqwwcPpHv3\n7gC4Xr6EUCAg5O3fKuC1qDTMGzaiZfNSA9Xb/GKuvkrCsJ4xC+fNxT8ohNluAfS/4AvAsvuvqqVa\nhLq8TJUEFqC2nDRSklJoaGiUHRMIBJiamuJy9Rq/7tpVJYEFWLR0GT2GjKTbGe//1waqEpGIrice\nM/mqL8GhYWJ3z5ibmyOvpIR3QrpY561JVCoNp1/P7kgKBWRk5yCprIqukizPnvxdSTAzM5PikhL6\nOz8vO2ahKktMdBTdnJxQVVZCTkqS333jSXqdTHJCqZ9OR1kOxcZtmTxxIiKDRpj8eod93lHvRCJ9\nCfKLivGPSaRzp47UNzLg1IkTZa8pKSkxecqUj5r351820dTBiZZHnnAv8o24lvtVIQDkJSUw11Ql\n4lUwJ/7x3oplfoGA3v0G4BLy303Tq1A9FolEZGdnU1tVlYLCQsaMHMnR48fR1tIgOjYegUBASEgI\n9evXR1pSklFNDFlpZ4yspAQ6W90oKCzCxNCApMQEGllYkpcUy62hTbkUnMC8O684edaZXj17UFdV\nifCkUqvtIGtDTvdp/NnehH/i+iqRkZf9KRZIkJmVidvw1ky9EUSrDg7s3LMXJSWlT5pfJBJx4fx5\nZk+fSnsdJTZ2MEVT8cu5w74kvz4Lx6u2JfuPHhPrvI8ePWLK0P74javZse8f4pPUYygt6+HjW6rG\nxsZEU1xSQlxCEh3a2JKRkYGZmRmenp44X7iAa1w29X+9Q2xGDgV/Gphi4hPIKSgiNCyMtW2NqC0n\nTVhqLoMGDyEjIwOnBvqETbbnytBWdDDTZUwjbTHdetVpWEcJSaEANTlJVrVvSAcjdbzH2iId6kUT\ni4Y8ffr0X+cUFxdXWs0TCAT069+fgFdhaLXricXeh+x6FkFxyX87iud92Omr8fDhfbHP26pVK+Iz\ncon5j7p+KvWk/Ys3b96goKCA65UrDBg0CBkpKdIyMpCV/ftJsXPnTmbMmAGAtKQEBUXFyMpIY6qu\nTNDrdJa1MUFeUkgjDSUWPnvN+KkzCD/zG9u7NKzG26wa+UXFSEsI/2XIOBcQx1S3IObMX8DCJUuR\nkJDgxYsXZZFgb9++RVFRkRs3btChQwfk5SuuyfTy5UtGDR1MH7UShlrWxaT215FYLw6KS0SobXYj\nJDzyHfvBp5KSkoKRni4JszshL1U91SWrm09+0v6Furo6cnJy9BswgBs3brBhwwaysrJwcXGhsLAQ\nb2/vMoHV09Wl4E+/pqxQgH/cGwoLC7kaksDCmy9ZcDOQlNQ0bvzhiqFSzbKmykhKvNfyOKBhXbzG\n2nLt8G4c7O3KIqHUVFVZuGABzmfPYmZkwPwJo7Ft2oRXr15VeK1GjRqxdddv/PbyNbZHnzLB9QW5\nhTUjTru6kRAK6GSsxeGDB8Q6r4+PD2oKsgj4eq3HH6JSQpuYmIivb2mAREREBPXq1WPJwgXcuX2b\nOnXqMHrkCKSlpenYvl3ZOX1792LJ4sXU01AldHonfuzQEAM15bIyngGv00nNyEI6PoQJNgZkFRR9\nFYHeeiry3B7aHAe5LJpaWRIUGMiblBTCggLYtmoZJ7qaEjDBjkn15GjTsjk+Pj4Vztm2bVviX78h\nLCqGTD0LOp/yrPbgk5rC+nbGrF+3joiICLHN2b59e2zbd2LoJb//ZDRapdTjo4cPMWrMWG7dusWe\nHds443KpbIyCvBxNG1vz0OMJJSIRZ86coUuXLhQXF3P39m1GjBiBkbIMAilpHo1sicama0jLyDJi\n2FDOn3fm7mAbGtRRQmHdZXIKi0le0A11eZnPcvOfyuPYFIZd8sehey/q1FHH9+oZLg+wKXtK7/eO\nYk90ER5ezyvddKqkpISFc+fgevYE1wbZoP8fK3v6PlbdDyHesDl7DhwS25wFBQV07+xAvbxEdndt\n+NX5bD+pLYhIJCI1NRUrS0vcPTzKOrJt2LCBxo0b06VLF1atWMH27dt4m5pGQUEBvZ268cfNW9jZ\ntuKhx2MkJCSwsbYiLjSI+H9EBQkEAlTkZNBTVcQ/7m8XyPURreliXLrHyS0sRoSoxu5NMvILme4W\nxOPUIpSVlJDLTmFjexNa6damRCTC/vgzhs9ZypRp06o07+aNG9myfi2uA22w/I8ndvsmpjPoeijB\nEeLNhc3MzKR961b01xKytI2JWOeubj55T6uqqkpMbCx6enqcPXMGKLWYdu7cGRcXF1asWkWH9h2Q\nlZUlOTmZhYuXAPDQ4zEXL14kOjoat1u3UdTQQUIoZJmdKQAODg6k5eSVCezLqaWtRxyPuSO77gqz\nbwXTYM99tLfe4jfPmpknqSwjxZGelkwzU0ZWWpqxi1cx4HIAg1x8CUzOREogIDI8rMrzzl2wgI3b\nf6XTSU+cnH1xcvblbEB8NdzBl8dCQ5nXyW9JShKvb1VJSYnL12+wzSu2RlQWKS4R0eWYBy5Bn/Y5\nVrnG6YCBA0lOTmbWrFkA9OrVixFDhyAhIUFubi46OjrYd+jA4kULiYuLo1evXujo6FCrVi0uX3VF\nVVGeea1NOdLHhnt37yD95xN0qKUeDesok7WkB9+3Mye/sIhtDwPJFgl54uXNgZginM56E59ZM+N3\npzY34tWrV9jZ2xMSEYV1vzHYHvZA06o56zZsrNJcYWFhCAQCps2YwT2PJ0xfv5PR3//EVLdAXr7+\nOrsdfAgJoYA2Rpo8ePBA7HPr6Oiw47fdjLr64ou2qskuKKLXOW9uhCWVhfp+LFVy+YiDiWPHoBr2\nhPUdzUnKyisNGXxPEH9qbgGDzntj1qkXu3bvITk5GQ0NDYZb6XOs75drbSgSicgrKvlX/asDPjEs\nuxfMwh9WMWfuXKBUPZOXl69yE+WCggJ27NjBwIED32kQfXD/fn5ZvphnY1rV2O3Cx7L6XjBvG7Zn\n265fq2X+4YMGoBb7gu1dGlTL/BUx7JI/J5+H0a2BHq6DKm7Y/SH1+LN88pdcXLh3+xa/bNvOijVr\nsWpozpwWhmh9IBLINSyZhNxiil74l7mTbAy0ONrny7U1fJ2dz3d/vMQtJJ5u5nqMblCH7mZavM7O\nZ/7tYM6cv4C9vX3Z+I+NnpKWlmbevHn/Oj5m3DhuuV2jj/NjjvW0REPh6zDYVYaIzALqyFZfZNjO\nPXuxalCfnmGv6WwsPp/w/5KZX8iVkCTyiorJLy5BADiZanLyeekW6Wwf60++RrW3ANi2bRu9+/Zl\n846dHDp4kLy8PFIysrgfVX7vFZFIxNrHkaibNGDgsBE0qm/K6h+W4R2V+E5SwufkWmgSTQ64Y+k0\niITEJHrP/p71r/IZcMGHRbeDGDt2LA4ODkhLV5/PWSAQcPDYCZr2HIzNgZrT1U8cqEoLkVeovsAS\nVVVVDhw9zvhrAdVqG3mdXcA6j3DGXXrOrBuBXMxXQ3+rW+lr87uhIIZWop8stAUFBVy4cIHi4vcH\nBNjYlKqykhISjPvuO549e8bgQYOYdyfkvT1xiktETL0eQHxmHh6P3Hl8YAsDDBSxkyrdy233+rwd\n0vKKipl1I5BJt8M5cf4iC5YsZeUPP9C1Wzfuuj9GztQagVkzFi5d9lHzh4eHl5X0qQxSUlL8tPEX\n9h8/xdArgay8H/KfCIHc4vEKZ+dz1XqNzp07UyyU4lJwYrVdw7i2An4T2rK3Z2NKiouppaqKWm1V\n5rQy4czLeASrXOh96nHFE32ATxba6Oho+vXrh4eHx3tfv3/rJgBFxcUoSksyf/YsDh46RO8Bg5jm\nFvRORk9OYRH9L/jwR3wuOpoaLGhjxpEeFqxrZ8qAhjoIBAKO+nw+K/LL1xk0P/SYRE1zfF4Goqur\ni20zG9wvnWZQ397Ex8dz+sIljp05h6Zm1Ytk79i6BWNjY+bNnk0LawtUlBTLSowWFRXx9m352ohj\n1654+7/gQWEtOp30/OoT7JXlZTl3/kK1X+fkOWfGXH1Rbe9XTmER7Y56MOdGAEXFxejG+aJMEVse\nhzL9j9L4/bmtPs399MlCa2JiQnZ2NnZ272//cfvO7bK/swqKiEt6zZiRI1i/aQsx0rVxOlPadf1t\nTgGdTnpy8UUUqSlvmWKiyOp2pa6htzkFpOYVkrm4O0FTO3w2R/kq90h6jhzHKecLvHz5EruWLZjd\noBaPx7ahi0IOzRtbMWvaVJKTP05NderZC9N6Rnhfv8gmG1V0FGWYOXkiTRs1QFlRAQPduqz4fhlF\nRe+3empra+N29z4OI8bT7JAHl4ITaqRbrDIUl4ioW7dutV+nbdu2tG7RnMexKRUPLofiEhHrH4YQ\n/me53JzCIpwD4iguESEpFPIg4jVSMrJISkgQn5VPcs67GuWnFvGvduuxSCRi4fz5/LJ5M6Zqirz6\nc0/67NkzrK2tWb50Cdt37gAR5OQX0NJQiyM9LMo60olEIhr8/oDgxBTylvVERvLzdC3Y+zyGZQ9C\ncb54mVfBwSyeP5djPS3Lgj6g1DD146NwTgbEM2fufBYsXlylPe3RI0fYu3oJN4Y0RUZSgvjMXO5H\nvcWoljyNNJTJzC9ijOtLMhXU+X71Glq2bPlOEbl/8uDBAyaNHY1UQQ4zG2szylr/s3YtLBGJyu1E\nUREikQiJHy9RWFhYZUv7x7B65Uqybp1iQ6ePsyQXlZQg9WNpVOAwK31qy0iwzy8ODSV53mblkp1X\nWi2loESEtIQAoVCCp9+1LatSWhk+OSLqU8nKymLujGnsPXTknePfjR7FgiVL0dbW5vnz57Rv357N\nXSyYY1uqPpSIROx8Gs6sa/44mOtxY3DFpnJxMfiiHw/iM0jPyMRKR429jublvumhKVmMuOzPuMWr\nmDhpUqXm9/X1pU/3bmyx06OPuU6540pEInZ7ReEclop33FueeHphZmb23rEikYibN2+ydsUPSLyN\n5Vwfa1Tlqj8ZIzO/EOWfrzK1mRHL7M3QUZKr+KR/cD4wnmEuz8nL/zzx1tevX+enmRO4O7Ty36fi\nEhEesSlEpeWQkV/EVFdfJIRCiv8R27xmzRqmT5+Ol5cXjx4+oKS4mGeenhilhLLDsWqVTr640P5F\nYWEhSxcv4pfNW8qONbZoxHP/F2z65RceH9nJ6b6NEQoEPI5NYeL1QPxjk5GSEBI7x/Gzujhevs4g\nNa8QG22VSvlED/lE4UpdzrhcrnDssSNHmDNzOts71WeopW6l1/Tzo1DcJXU4ee48Ch+oG1xcXMyC\nObO5evYkVwY0wfQz9NG13PuAYsXa5Ka+4dogG+qrV97d1eGUN51GTOD777+vxhX+TWpqKvp1dYif\n1alSpYjyi4oZctEPlxdRQKlcdHfsglOPnnR2dGTZogXIyCmwZ+9eUlNTOXXyJI/u3OKhhwfSiLg0\noAlNqlhGuMYI7V/079OH8xcvlv3v5+eHpqYmVg3MOd2zETbaKujvuE1adi7dGuhxpo81imIwlVcn\n4anZtD7uSeKb8vdKhYWFzJ05nT/On+NCP+sqxxTnFBYx5JI/9yKSmTt7FivWrPvg+N93/8YPSxZx\nurcV7Q3rVOlaVeVScAJrA3OYNH0mSxfM5WL/JrTUrV2pc8e6vqTNxIWMHz++Wtf4T8YMH4pGjA8b\nOpqXO0YkEhH0JovBzp74J/275lRgYCDm5uZlY48fPcrcWTPpbVqHDnoqtNFTQ19F7qNsMDVKaIuK\nipCSkkJSUpJGJsZYN2nMqnU/Y2hoyIXz55k84Ttep6QBMK6ZCXu6NURSWHM7yv/F2Zdx7E6Q5NZD\n93LHrFomqJxBAAAgAElEQVT+A3dPHuBC/8bUkv14tTU2IxeL3x8QEROLqqrqB8feunmTYYMG8lPb\neoxrov/BsZ9CcYmI1kefoKhbjwFDh7N86WIOOTWi+5+pmB9i9b1gcpp35+cqhnt+Cr6+vvTu3IHI\nqe3KHTPovDdn/f9OYlCUl6NtmzbkFxWTlZGOpIwsAwYMYOzYsYwfNZIg7ycc6d4IGzEU5xdbErw4\nkJCQYNnSpRQVFbFk5SpOnnOmVVMbOrdtzXMvT2ISkkhKSkJORpp+pupfhcACHAh4zbjJ5bdxjIqK\nYvu2rRzqbvFJAgugqyxHFxMtTp88WeHYTg4O3Pd4zE++ycy/FVRtwSkSQgGPRragj1I2PyxZzMat\n2xnvFsxBn4ozd3qaaXJw3z7i4z9fQkRwcDDWWv8WrvyiYt7k5LPtcdg7Arto3jy6OTryx42b3L5z\nh6de3ri7u/PzurVYWzRE43UwnmNaiUVgK+KzS4RAIKC+uTmjR46kbt26FBYWYV5Lhjn6IrwuHGNw\nvz5lyQWzHsUy5KIvYSnZPIh6w9bHoax9WHE1iM9FfGYu25+EMd/tBU9jU+j7Z7Oy9zFvxjRmNTXA\noJZ48mNHN9Tg0N49lRpbv359Hns9J6JWPWz23ufXZ+H/6k8kDiSFQma0MGJDexN+37mdOw/dWe2Z\nwE7PyA+e10S7FiMaaLBt8yaxr6k8nj32oKnau2GTuYXFyK69TJ2NfzD7uj8AslKSyEpLcfHSRfJy\ncxAIBKgpyjGhqREbOzfi9Zu3dNSQZZdjQ2Q/k2fjswttTk4Oo0aNwtvbi7Zt2yIUCniRlIaTqRYX\n+jehOPIlQ/r3xc7ODr/AYIwc+tH0oDvzvdO4L23IwRfVF81SVXZ7RrHsYQSbPEI5dup0uTWhTp88\nifdjdxbY1hPbtR1NNIiKjODOnTuVGq+mpsZJ5wuo1q7NNFc/dDa78boa6kwDjGmsj0RaEvNnTufo\nqTOsfhSBZ/yHU+M6GNTG1/PfRfOqC+smNrhGpb2jgv5w/90HQmtdVYZY6KIgKSQiMpKuwkQcTLSY\n3dyQvV4RLLjxEoCNDuafNcn+swutvLw8Li4u+L8MoKdjF1Tk5bg9srTUpbSEkLN9rJGODUKrjhrf\njRxO7/4DSMvM4omvP2MnTMRMvfK+ruqmh5kmSlICbPQ0WLFk0XvVuwP79jFn2mSc+1p/slP9n0gK\nhRztacngfn34w9W1UudIS0sTE59AfHw8I0eNYvhl/2oJgRQKBNwa2ozWJUn06e7EiDFjGXb5BVnl\nNDGD0iZtT728mT93TrX0r/0nGRkZvAoJJgXpshzlJ7Ep7PWKQL12qY1gxfLluMemcuh5JG9z8unb\noC7tDdW58SqBH+783Ri7V4O6n73SyhexHj948AB7e3suXLiA+4P7KD6/znL7d32PiVl5nA+MZ6V7\nJDfu3sfa2pqLFy+yfPpEno1pVWFPns+JSCRijlsAGSbNadehI+ERkaxes4Y2zZoQGxmB25BmZcEi\n4uZxbAqdTzwl4XUyioqVv0ZRURGd27WlnUwGK+3f7/cVB17xaTid86Fjp46EPH7A87hkHOppcGVo\nK1JyC97J9Nr9LJwprn5MmTSRX3dXTvX/GK5cuULPnj1RkJWhtrwsvetrstczgvzCdzs/1FZWIiUj\nEwBVOWk8J7Rjx5Nw1nRsQI+zXtwNTSByVhexbXn+SY0yREFpKFloaCg9evRA39CIx0nZ/1qglqIs\nU5vXY3snM3p27UJ8fDy9evVCr4EVqx6Efolll4tAIKBvfU1CAgMICgxi3/bShslT9IR4jrWtNoEF\naKVbGykJYZWSDgAkJSU56XyBfS+T+eFucLUliDfVqcU4S23y8/IoUa+LSAT2+mp0Pe2Fzf5HvP1H\niF/tPwNBLl90qZa1/EXnzp3p1qkD2Xn5yKnWJte0Je3t7ZCR/ttnKyUpgbmKFGq1St1ytnpqGNWS\nZ0tXS+5FveFBxGsUZGXY+DSKca4BDLn8gl7n/bgSUv3bty/2uDI2NqagoIAZM2fyKvEtwtUXy1pJ\n/pMhFrpMbqRB9y4O3Lt3j/1Hj3HgRSIPompWWw3j2gq8iohk8PDhSEpLU7y8N8Ot9KpddTrhH4Om\npia1alXdaqmlpcVjL29C1cxp8PtDnAPiqkWzWm5nQoj3Uxw7daR1MxvuRacQVyTJkJGjmfCPVDlt\nJVk01FSJTXxNdna22NfxFzIyMly9cYv6ZmaEhEWw7/ARbNvY0UJLGY3atVi/fj02+lrs7dmYgvx8\nOjcw4OrQlmX71sX3w3FxcaFnn76UNO6IWrteNB0ykV4zlzD+j5fvzV4TJ19EPf4nndrZc/fhQ0pK\nRPzsYMGi9xTgEolEjL7iz1HvcC66uCAQCJjx3Wh8v2uDiuynle4QFyUiER1PeKJrY4uPtzd72tal\njf7744TFRVRaDs0PeXDt9t2yFMiP5e7du3w3agTrW+kwoKH4A/eTs/Ppce45Bk1acc3NjczsHLKz\ns2ndzIbpJvKMtzHALymd4beieOT5HGXl6rddBAUF0aBBA3x9fXnx4gXrF81GQ06SYm1TiuJecWWg\nDUlZ+SRk5WFvoF52nv3xZySWyPAqPLzsWB0VRRQUFEnJzGaUhQ47PrFCRo0KrngfMTExuLu7M23i\neJ6NscVI9f0heu4xb+l7wZ9nPr6sW7WSiEdubOlUn4Z1aoZxKqewCOsDHnTpPQB877DLsXq6JqTl\nFXDIJ5Zt3jFMmTOfhUuWljv2wYMHiEQi7OzsEFbg8z539ixzp0zkoFMjOtUTfwRVdkERQy768Va+\nDuOnTGXcuHEEBATQrnUrHo1sibSEgPZn/IiM/3weAoFAgKWFBT6+vnR16MSd+/cpKi5BRlqaWjIS\nJM51/Nc5qbkFnA+MZ/xlH6Y0K3X9yEtJEPQmi9sRySAQMq254aetq6YL7V/8tnMnK39YyuHuFnQ1\neX9+6gb3MC6mSnHt9l22b9nCju1baaGtzKrWRlWO76wO5twIRKKlE0cO7CVuRkexZtq8eJ3BLu9Y\nTr2MpZujI9PnzkdWVhZ/X19Gjx37ztjo6GgmjRtLkN9zlGSlSS+C4SNHMW7CRExMys/ndHV1Zcyw\nwcRM71AtGVVFJSVMvR6AV440rjdvo6mpya4d2zm06SeuDGhMg70PSUnPFPt1y2Pa1Kn8+ttv5Obm\noqSoiKaSHEmZuRQVF6OhrEDibIcvUjO5xhmiymPK9OmccblM37NeuIW9fu+Y+bb1UM5OZuJ339G9\nVy8iYuIwceiD0xmvGlFNvrOhKp7uDzGuV49bEeIpB3M1JJEOJ71wPOeLtuMQAkJC2b77dw7v20u3\nju2ZOWMaqamlftDLFy/SwNgQU2Njrt26zdymuviNs+Vy74YUul+mTcvmREeXH6Xk5OSEtZU1F4IS\nxLL2/0VSKGRP10a0Uy5iynelPzRTp8+gbkNr+l/wJSevenzH5THzz6qiJ06coJmhFs/G2aEsK41Q\nIKBIIMG2J2Gk59WsfsI1SmihtOSlCFjjEUlYyr+NEUKBgCPdLTh19ixNmjQhMTEReTk5EtMycQt7\n/cV726rISJGfn0fn7r1wj/n4RGuAguISZroFMutRLJNWruf85as0tLTk9927aWhmgkyQB0GT2jLK\nWh8Heztev37NovlzMZcuIG5OZ8bbGJKUXWoUsdJUYWMnc+bY6DF8YP9yE+sBJs6Yxe8vqq+/q0Ag\nYF2H+vg+e4KbmxsCgYDTFy4yevEqHj4qP3ZbXOTn53PkyBHi4+MJCQkBSv3pGjJCtBRluDm8BbWU\nFFi+chWXshTpdb7i1i6fkxontKamphw7dozgNxnISL5/eXUUZMhc0oNVnSxpbGmBr5cnY8aM4Xvf\nNOr9dh/7k16Muuz/mVdeSmxGLrp6ekhKfZqBLD4zlw4nnhGpYoCnrz+xMdEM7O7IiTWLybx1mpuD\nbfipvSmnXsRxI+ItJSUlpKenM+q7CbgEJXArPJm9PRuzpuO7BpGFresRFhzIsaNHy7127969icoR\n0fe8T7VZQmUlJdja0ZSZkydSUFCAjIwMEyZMoFmzZtVyvX+iranJ6NGjad/GlrPHjlBXS4vAwEAi\nS+T4yT2MJtqqHOjWiA3r1vLz5m0Evq5ZXeVrnNACuD+4z7zmBugql59MrSgtyXI7Y0KntKO3zBuu\nXHDm4PFT9Bo0lIA3WVwL/TLhjrEZuegaGH2SLeBe5BuaHfTAafQkXK7+gaysLJs3buTKQBvO97Hk\nF4cGWGmqMP6qP7+8TGXi/CX4BARh39aOrevXcWVoKwZbvD9PVwAkpGezds2PxMbGvneMtLQ0/kHB\nSJs2YeJVf+5FvqGguASRSEROYcWN0kpEogo1nvyiYszUFBHkZuLiUr1+2f9l/769aKur8SoymqNn\nzhGXmEhGViYurtfYF5TCxaAEeptrM8Nai/kzp5Oek1ejOhnWyCRVgVDI4RcJCCUlaVRbntZ6tct1\n7dRRkGG8jSGK0pL06taV6IRE7A3UUVdU5aBvLGOtK59kLg6CU/NIiIzCUkmZqj5rRSIRW55EsOFZ\nDEdOnqGLoyNZWVlMHDuGZlqKWP1P/u269mbYH3/KmpUraKyrwehGGoxrYvDBCvYCgYCcpT352T2M\nxhYNWbRkKfMXLvqXsUVeXp6du/ew5ZeNLLjmSsDpZ5SIRBQUFeFYX5eBpmqoykrT21ybtLwC7ka+\nwVxdiVqyUnQ7401UahZ2Rpq01pAjJrsI94QMmtRRxE5HiRKRiJ+fRIGMHPUtGuPg4FDFd+rT6Dtg\nIN179eby5csUFRWhqamJvr4+RkZGdOrUifhkP6DUfnJ0vwcFhUU8i099x+3zJalR1uO/CA8P5+nT\npyyePw95OVkCQ8PZ4dSYiTb6HwxfXPsojO9v+lNLRRkDXV2UCjJ4MOzT1C2RSERBcUmlLal2Rx7z\nKCIRCwsL+qsVsrJ95f11y++H4vpGxLlLVzA0NMTX15dBfXtjpybF9s7m762Zm5ydT35xyQe1kvL4\n3SuSZY8iiIyJ+2AlDCiN1xUKhUhLS7N+3VouulwgKzEOK61aXA9NoHmTxoSEhpGQ/JYfli1l4pSp\n3L9/H48H99EzNKKVrS1XL7qQEFf6dG/v0JlRY8Z+8JpfAvsWTVnZQI6ORqUur0vBCfQ+9QRdNRW8\nxrb+bNVTvhqXz/vIzc1l7dq1rF27Fkvt2jwe2/qD5V8uBiUw4VoAcxcuYs2PP5I0p/MnFYiOSM3G\nbOctLPU0sa+rzJzm/06vC0zO5IdHEcRlFRCTmU9yWjpO3brROC2YFe3Lr4zwv/S/6M+w79fTv39/\nwsLCaNm0Cds6mjHcSu+j1/+/+Celcy30NV5v87kRlojLFVfatm1b5XlevnzJnOlTGTBkGAMHDUJV\nVRWRSERaWlqFifk1Gcf29nSVTWdOq9KMLJFIxOxbIcRm5vGzvfFnKd0DX7nQ/kVkZCRGRkaY1lHh\n5aR2H/R/hqdmM9DFD+/opHfaZn4sB32iGX/Zh969euJ+9w7HelrgUE+D1NwCLgYnsPxhBNPmLyQ2\nOoaU5CRkZKS5fMWVO8OaVakC35ybQeQ1aM1ve/ezbs2PxF89xk4xBWiUiERscA9ni1cMQ4YOxaZF\nS8zNzWnSpEm1dkWoCJFIVKN6x4aFhdGqaRPuDGtepc9O3Hw1ftoPYWhoyIzp03mVnI70mkts9Ci/\nfWQ9VQUejWzBPLv6Yrn22Mb67O/ZmCePHjFp5mxGuAbS9thT9Hbc4nSmCrsOHkFWWoa7l87hUBCB\nXWYwp3tbVvlDX2FXjysXnLl58ybOp07Q30x8UUmbPMK48FbIMx9fujh1Z+fmjXTu0B4FeXmUFOS5\n9I+aXZ8LZ2dnhEIhJytRgeNzYWxszPpfNjP8sj/574mFrwl8NU9aKK2iFxgYSJs2bQDIWdpTrDmq\nFXHmZRyrPCJ5lZSKkZERIa9Kk6bd3d1pZ2+PeW15lGSleTCmzUfXAL4emsToa8GUFBUQP7Oj2Mrt\nND/ylK7Dx3H98kVy3yaxwtaAfg10EADXQl8zwNkLs3qG2LZpy+wFC8st0ypOkpKSaNvalpt37r7T\nHfBLIxKJ6N+rB8Zp4WzsVPntjTj5TzxpobSJUuvWrfH19UVPR5sZNwIrPkmMDGpUlxfftebxODss\npXOxbV5aN/fksaM4Ozvj/zoD9+g37w0KqSyOJpoMNKvD0Ea6YhPYmPQcQt+ks/mXjcwzkcF3nC0D\nGtZFKBAgEAjoZqrJ2/mO/NZaC60wD1o3b8r82bNITxePf3Lq1KkMGDCg7P/79+4hEAgwNq7H+ImT\natweWCAQ8PvBw5wITi6NJa5hfFVC+xdWVlb4BwTiGpHCsz87fCdmVS2f9GMRCATYaNdibfv6hIeH\nk5qaypBhw7l66W/18u0nBiTs6NKALQ7iUe0BLgUnYmhohK6qEoMtdN+rBchKStBKtzbL7c14OcGO\nNHdX6hsbsfvXX0lLS6vUdfLy8sjNzSUkJIQTJ07Qv2cPzpw6xelTp3B2dmZI/75079SB+/fuASAt\nKcmixYu5cuWK2O5VXKirq3PgyDHGXK3+VLuq8lWpx//LzGlTEXpdR1lOlrX3AomZ06XK1e2rikgk\n4o/QJObeCcWogQWnL1xkwuiRnHG5hIqcDCHTOta4vrE9nX3J1zZBKyWCIz0sKn2eV3waKz0iuRuW\niHWjBvy4/hc6dOz43rGJiYm0bdWCuMQkJCUkaKRZC1ttJU4FJiIjp0BOVgaLWhqhpyKH86s3+GaB\n86UrFBUVYWlpWaOMUf9k5tTJJLm7caq31Wdd43/CevxPHj16xM7NmxBISfP86WMsrazw8/PjYAcD\nbPUqVyD7Y7kemsR3N16x58AhnJycqG9sRFhkNJKSEjjVr8uF/l+u6XV5yP90hdyCIvb0aMzEpoZV\nPv8vXyWUdi/4K8UvOzsbBQUFUlJSaNe6FYN1ZZjfyoiEzLyy9Mro9Byi03Npo1f7nS/9lifhLLkV\ngIKsDIuXLmP+osX4+fkhEAgwMDBARaVqhdyri9zcXJpaWbDUUpURYnS9VcQX7wQvbsaPHkn7WiJe\npBeSlVPA7IWL2bTuR2Izym8NKS5eZ+dj19oWR0dH9u7ZQ0JiEmEzHZCWEKJUQ7sg5P5ZUO1ji5U/\ni/9bPX769CmtWrVCJBKhqKjI2LFjCfDxpmsdCZa1MUYgELyTD62vIo++yr9rKM1pWY9ZLYyIy8il\n3+5tnDx5kpjICDJychk7diy7f9/7UWsVN3Jychw/c44u7e1xMtUsK4nzJfnqnrSZmZmYGhmwyb4e\nqX+mTG3yS8axmxNm0U+Ya/tpvT+hNH64zWEPdGsrY1JLDnNlKRJyi6kjK2SPbzzL1/7Ets2b0BTk\ns97emOZ1a5Yh5X857hfDiAteiFb0+eg5BKtK44NNDPRo07o1tWqrcejYcWRkZFAWFBEyqe1Hq4+5\nhcUsvBOCurSAXX6JBIS8Ql3984YM5uXlcWD/foYNH/7e0j0DenXHSZDAuCYGn2U9/xnrMUB6ejpJ\nb1OZeSuEe9IGLH8YxpuUVGTkFYjNFk/eo7aiLDmFxUhqG9FmwnyW3g5A1taJtw07sG33XiLDw3kd\nH0tXA9UaL7AAw630iJ3z7woMVeHl1I4U/dCb3fb6tMsOQcrbDU1VFVavXo2WssIn7ffkpCTY0aUB\nM1rWQ0ogKmus/TkQiURERUUxdeIEtq3+AXU1NYRCIUKhkO1bt5aNGzh8FGdCPy3VUlx8dU9agICA\nAHR1dVFWViY+Pp7U1FSio6P5fso4PEe3FIvBYLqrL7ueRZCYmFjW5X3d6lU4nz5FaGQUGTm5qCgp\ncryHRaX61fzXyC4o7Z17OywJSYGIwCntqS336Qa4iX+8wHzQZObOmyeGVVbM1atX6d+3L04NdDnk\n1BCFP0Nkr4QksiteErf7D4HSdq319PXY1M6YkdZV39vGZuTiHpNCNxONSnXq+089aQEaNmxYVvhL\nR0eHRo0a4ejoSJ6UPG5hrykuEX3yj83GzhYssm+AVQNzDu7fj0gk4qWfL93VRTwabUtfKyMaWVrR\n4+Rj7kXWrMqQnwMFaUnO9rHm+Xg7pIQCdDa7cT3s0xLnRSIRNyNT6OL4aVpBVWjZsiWy0lIcdmqI\nsowUEkIBEkIBVyJSKPhHoQBFRUXuPHjICs8Elt+rXGuauIxcroQkssczghaHPPg1TojejjssreT5\n5VEzLScfgVAoZNnK1QybPJGcgkKs6qqz0tYQay1l9npHk1lYgoQABjbQopnOh1VakUjE9bAk7HVV\nGGyuSfsZ0xBKSiIjK4v/m2wGAYaK0lxwL62y0P7wQ94udKoRRorPjb6KPFEzOzP0vBdOxx8zo6Ux\nW7o0qrK2k19UjOJPV5GXl6NRo6o1YP4U1NXVsW/TmgtBCYyyLjXUlYhEHPYOZ9++Ze/ERjdq1Ijr\nt+9Sv359ApJSOdG/WblZZ8f9Yph9O4TmNk2QkVfFsXcTOnbsyNGD+xEVv7+UUmX5KtXj8igpKeHx\n48elb+61a6z6filRsXGMHTMG/XrGZGdlsWr1aua0MmZRG1M0FWXfO89Y15c8TSumpLiEoPBILOub\n4uH1nKysLH7dsZ19v+8hIyubnzZsREZGhhc+z4m874pLv8Y11t/4OTjwPJJJV/ww11Dh/ijbKnWh\nF4lE9DnrRUCeJP4BgcjKvv+zqQ7OnDnDvpULcBv0dxnam+GvmX83FFl1bbb+uptWrVoBpe7Grg6d\nyMrLZ1br+oxopMXdyDeEpOez1NYIw1oKnH0Zx5KnCZx1uUR2djZjhg/FTFECNXlpakkJ2dDBrMLw\n2/+cn7ayFBcXk5WVVebzy8rKQkmptEP5k/HtaFFXlYtBCTiaaLzT8Ux/111uPHzMvbt3mTR5MqGh\noRgbG5e9XlRURHZ2dtm8BQUFtLNtSebreLoaqOJopIadvtpnjYuuKYS8ycL20EMkJCRwHdysQq3m\nnxSXiBh2yQ8JkyacOOdcjat8l8DAQHp3sidkot07x0tEIo77xTDvTqlfvm+/fqXNo48fR0VFhYVz\nZiEEOjg4oKJam72//Uo7AzXO+UUCIC8rg5ayAhvaGdO/irWk/3N+2soiISHxjpNeUVGR3Nxc5OTk\nWHA7mBENtZh4xYdRTYxY2daElNxCNnnFUCASoKKiwsRJkwgJeEH/Xj2Ys3AxmpqaaGlpoaWlRZ06\nf2fgSEtL8/CpJ8+ePcPt2h+svHIJP2dvWhtqMsdGp9xysP9FzNQV2eHYiA1BOYy6GkDAhDaVPldC\nKOBQdwvUNl0hJyen3C6E4iYyMhIj1X/nyQoFAkZa69NIQ5nu48eSlJjInVs3mTRtOh07dqRbt25l\nlmZ/f398fP2w7dQJz+3biIyOIWhyO/Te46P+VP7TT9ry2LxxAz+sXEVeXi511NSwsrTA68kTpKWl\nWLBsOb5enpy/eJFhQwZz6tRpVtub4vUml8ScQpKy8khMzyYlKwc9LQ2cevSgd/+BtGvX7p281LS0\nNK5du8bSBfNoXUeWde1MUJaRREm61NjxXyYzv5C6229RS0WF4SaqrO1Qv0pZT00OPWb3aRdatmxZ\njav8m19//RW/I9vY3bX83OWgN5l0OeWJjqIMcVn5mDVoiI/fC/R0dTCsZ8LFK1dRlpVm9bqfsbCy\nYkT/PkTN6PjRjeL+36rH5ZGTk0Obli3o268/K1avBkBNtRarVq1i/MRJ1KmtyqNRrXAOSgKhkJVt\n/x2wUVRSQsjbLC4FJ3ExMo2g12k4OjjQe+Bg5OXlCQkORltLiz79+rHy+2UcOHiAvPwCxjQx5Ndq\n6jxQk5h0LYAXIhXcnz7DQrs2D0a1opZs5fa441xf0vK7eUyaNKmaV1nKgrlzUPdzY5Hdh9MR3+YU\nIPnnD+7VV4m01VfjbFASR32j8UlIZXtXSzb6JBESEcWgvr3QSolgT9eqG+Xgm9B+kNzcXLZu2sSA\nwYMxNTXl7t27LPpuOE9GtqjSPAmZeVwOSeRyZBoiBJgpS+ORkAGqmuzaux8bGxtu3rzJTzPGc2tw\nzYtPFjd5RcW0O/4UWT1TFOUVEMUE4jqwcv2Gtj8JI0CnKbv3H6zmVZYyoKcTA2WSy61gWRUcTnkx\ncvFq+vXvT5vmTRlnJM/slkZVnuf/7Z62MsjJybHk++/L/vfy9ERfoeo1i7WVZJnY1JCJTf8+ViIS\nccgnGqdOHeg3cCBCSSli0rLEsewaj6ykBBf7N6Hl4cf8vHUn3y9ZxJ2IZDoYVVyNo4mWCoefPPls\npWgiwiMwai0eu8PiFnrMXLOakaNGcfn6DWybNyU8PY9FrQyp+xHF997HVxlc8bEUFxczbuQIBvTq\nWe6YMWPH4pNRwkGf8ltnVBahQMC4JgYETLRDIcgdpRd3Odr98/kgq4OikhJ+uBeC3E9Xkf/ZlYEu\nvvgmvj9ZXktRlov9GzNz2hS+mzSFhffCKqW5tairSl5qMieOHRP38t9LRGwsRmJqDN3JqA7q5NOu\nVQt8fHzw9PFDqnkXLPc9ZPr1AJ7GpZKQ+Wm53/+v1OO3b9+irq6OlKQE3s99sLB4f25pUFAQ7Vq3\nwm2QDdZaNSNF7EsiEonwTUrnyIsETryMx9SsPrsPHOLNmzc8dndn66ZfaKmtzESr0nDOrIJisgqK\n0FaUpauJBheDE5h+J5w6derQTqWEXzrVr7Aqx/OENBzPPMfT169aS9Gkp6dTV0uTzIVd3/tUT88r\nRCDgg7Wk/5eikhKcA+L58XEUQydOY9nyFSQlJfHLzz9x9sxpdOWEPBzx4e3X/5s9bUZGBvv37UNB\nUZFmzZphYWHBz2tWExEWxsz5C9m9YzuPrl2irqIMz5NzuHX/AUpKSuTn51O//ruVIhbMnYOqrxtL\n21Z/raSaTueTntwMiUVXty4mRka8SUwgIiYWnVpKxKVlkptfQNOm/8feeQZEcXVh+FmWXqT3KtiQ\nIi7bH/8AACAASURBVCgoYO+9996NJRpboklMoiZ+amKPUWOLJtZEjb1jRVRQiiJVivTeO8vu9wND\nJKIiTUGfX7A7c+fO7p6ZM+eec96WKEsLUVCQR1lFBSVlFby8vGhQlMMv3ZtwJiSJq3nKSEvLIEyM\n4MhAmzcGpgYd86LbJ4v5dO7cGju3kJAQ2rS049Z4JyyelxQKBJBVIOIz1yBO+kcjkcCqzs1Y+Lyt\nakUJS8vB8Td3+vbpjXFDC4xMTNHX12fyxAmcGWpHu9foF38wRjtp3FhiPG5gqKqEZ1wGYUlpWOqq\nM6KJFr/4JRGdkETG0r40kJNh2fVAxE798fK8zy33e8yZNYvvvv8BZeWS9bo///yTjUvnc32MQ5nE\niw+R724/5Xe/WJwM1XHRVcTZWIMWuqrICKWYce4Rux6Eser77+nYuTMPHzygUePG9O7dG7FYzJ5d\nu/j2yyVcHe1Ar6MP+fviFQ7u38eF40e5NLIlZmrlN0kXSyQorTlP+LNI9PRqriBDIpGw/ZetfLts\nGTl5+Ugo+b0LEDB44ACa27bgzs0byMY/5VQlGhz4xKfjE59BVEYe0XlionKKiM7IZZaNHrMcXx2g\nqvdGe+nCeX7bt4+jf/7FhbHOpckMWQVFyEkLkRVKMf+yP5vvBpfWlLqGJTHtejg5WZl4TnLhW7dQ\nrsdm4+nti66uLoWFhYwbOZwU/4ecHGJXocqMD5GeR73wScoiKzsHKwMtWmor4RaTjpZxQ37ctIU2\nbdqwb+9eVixdjK2GPI17j2Tdxo3MnTMHVb9r/ND51d0Orfe4s+/vc7UiylUeHh4edGrfjuUdmvBp\n64avbZJf3dT76PGTJ09wv3yev0e2LpN99KKhBaTmltnH2VidmPh7LHRujKmaIvv72aC57iKjR43i\n2vXryMrKMmHqdDauS6fJr7fp00iXKdZ6tH2NS/MhsrpDictordOgNJFAJBaz1zsSZ2dnEhMTmTRl\nCvl5uVw+f5ZxEycCMGnKFHp3/YMRzfVf0igCyC4UkZqTX6s5yP/FwcEBDXU1DgWn8JPHM8ZYG7LA\n0eSV3kFtUS/utJmZmZibGOE50alMq5N/cA1LYvzFIJJS0yha9m/keI1bCONtjUpD8cP/8uCYfyzd\n2rdFVCziga8f2Tk5BAYG8ufRoxzY8TNB/8lP/Uj5nAqMY21IAe4PvV+5zZFDh/h83mzuTnB6SYvo\nrycx7IiTxtWt5vVqX0dAQADZ2dkoKSlhZWWFmpICt8Y7YVPOhaY6qXf1tP+lQYMGLFiwkP7HfQhI\nynrp/bT8QuKSkhEVl+0Yv7Rd4zJrZ38Nb428jAyi+Ai6yGejrqLE9evXadq0KfMXLCA6NbNOXMTe\nJRHpOcy95M881yBmz1/42m1HjRnD3EVf0OXwAz656M/6u6EUFYsBaKGnSlBIyDv9vL28vJg8dhQ7\nf9lKfHw8Layb08rJGdsd13mWnvvmAWqIemG0AF99+x3zv/2BDgc9OPy4rO5q/yZ6dDR9s1vrHZeO\nrKwsHfSV+aZ9Y9a6mDBi8EAuXriAiooKSoqKHHgU9dFwX0FeUTGfuwaSYGTL2p+3M3bcuDfu8/nS\nL1m/8zfsJy3gaJIUi688ISApi8YaSkiJRQQFBdXCzP/ltz17GNK3F+ZGBnTt0I5PjIVYxHgxb+Jo\nmgmyCfF5CIDZ5st0OnC/So3pK0u9cI9fxNfXl2ED+zPLUoOFL6SPRaTn0HDzldc2N/vrSQzLvJJp\n1UDCoYF2ANyJTGHYSV++WfkDtnb2fDJ5IpaKErb3aIb2e9bf+F3iEZPG8JO+2LZy5IGXNxmZmcyY\nOpVNv2wr3eafCqtXMax/X2QifDniF8Mil8bsfxLPdTf3V66nVxcikYiN69fx16GDpMbHsqq9OS30\nVGmsoVxucccBvxh+uhvGo9gU5jk3YXOP6s8lr/fu8Yu0aNGC5atWcyEirczrZmpKZCzt+9p9BzTV\nIy05iQshCRQ+d9PammjiNq4NW1atoGuXzqiqqqLp2JkWe+5wMjC2xs6jrrHFK4Z5S76mR+++2Gsr\nEje/O5u3badvr54UFBSwf98+FBUV2bVrF4WF5XfsHzJqDAmFJUay3j2EgQMH1rjBAmzauIHjOzax\n0kYFt/GtGWltRDMtlVdWY42zNsRrajt6NzVkaNOqKTJWhnpltBKJhM/mzGbcuHEsavVy0fGbslrk\npIXMdzRFVk6eq2H/tgSx0FDCe4oL8Qt60F4+h4zUFP46c57P78Ux8exjfOLTSX3PpCNqk6thiRz0\nesrJE8dY9f0KVrUzR1W+5LM+f+kyfn5+PPHxAmDGjBl8v3Ilohf6L/3DkKFDeZyYierzjhetHN+u\naKOyPLzrzhw7Q3o10kXvFd1M/otQSsD5UY7vRB2+XhltVlYWW7ZtB6h04fnMVqZkZWez7v4z8l+Q\nOlSQEaKuIMuX7Rpx8fIVhEIhI8aMJVWnMY57buPy+733VhqxJvGISWP06ccAtJYkM6uFIfb6JX2D\nr4x3QVO1AXZ2diz9djlz58xh27ZtrFmzBlMDPdas+qHMWPLy8syfv4AhQ4eRnZ3NrE9rLhPqH0Qi\nER6enu9Ui/ZtqbNGK5FICAwM5OZzBbatW7cCIC0UcmtS5ZdlNBRk6dzIgKDs4pcCWgBq8rIMbKbP\n118uZfvmjdxxc0NWKCQoPhX5VWf45IwPXnEVE6yqD/jEZ2BobIKxlhrreljz3Qu1xzpKcsjJynL9\n+nU0NDTYsnUrGWlpTG5lzqVhLVi3dg1RUVFlxvv6u+Xs/eMgSkq1sxa6/ZetmCpKYVeHcszrrNGe\nPHECS0tLOnXqRJPGjVFTU0NOTg5lRQWUqyjPEZmVz6AhQwlKLT+sP9vOkCD/JwhkZDnQ35r4Bd3Z\nP6ikVnSnVwStdt6ocwG8ytKloRZh4eGkZOdSJC57zjY6DfjSwYBevXpSVFSERCLhj992M765LpZa\nKtjqqXHzuYJebSORSIiMjGTl8u/4pVvTOtWQr85mRPXt3x9XV1fS0tLo3r17aR9kWytLQlJzSl20\nyqAgFJCSnMyNsBRGWaVjp1d2rDZGGvRrqI6PSIVtPnH0aazHhBYmpS04PyT+8IvDullTMjMyeJyQ\nSSuDfz8rgUBAWGYBvbt1QUZGhpiYGEKfReEwwpqhf/sQmQ+Kr4km1xRRUVE4OzqQlp7Ol+2bYqmt\nUutzqAr1asnn4cOHDOrZjbBZHZCpZG8eKOlC0fGgB0aWNgjiw3Ed+XLHhcyCImx236EIIft7NaW7\nRe1HEd8Hmu68w+GzF9m6cT2t054w0+HfZbYniZm02HmD8PAIjI2NKSoqwq55M2KiosgoKOLWrVuo\nq6sjEomws7Orlfnu2fkrK5d/x2xrbZa4VF33qaao90s+4eHhCAQCunfpxKr2FlUyWCjpQnF9jCMR\nT3xxD40lt+jlSGcDORn29G5OkUjE/GvBFIvrzsWtOjFWUyQ5OZlWTi54JJZ9nLDUVmGCfUMmjBpJ\nbm4uMjIy+D8NQ0ax5Hl1yeKFDOjakb5dOzF/zuxamW9oaBg9DRT4wtnizRu/p9QLozU2NqZRQzPy\n8/LQVKieahzDBgrcGtcGoZSAgUc9y92mm7kOQ5rokFJY0lbmddTXJSFTFTmCg4PZv+tX7LXKBo+k\nBAJ29bZGJT2GEcOH8+zZMwCS09LRVlEi2P8JvlOc8Z/ejtPHjuLuXvN5xm1cXIjKp049w/6XemG0\n0tLSPPTxpWfPXsy6Ec53t5+WvlcVYzFqoMClMU64hiZwN6p8xbR1XZogJSrk8+tBZBWUr9r3LD0X\n/Q2X8IpLZ6/3MxZfDSC78OW79z9k5Bch/o9rlFlQxMzzj3mSmFnp86kJ+piqsXjRQozEWXzq+LIM\npFBKwCw7Q86dP0/jRhZMaGVB4JyuhMzuRMxn3VCRk0FVXobFDsb8+MPKGp+vi4sLntEpeMakvXnj\nWiAj/+2VHuuF0UJJ0cDfZ86yaes2HqXkASUGq/njedIqabhiiYQrESno6+qw73FMuduoyMmwtYcl\n0rJy/Hg3rNxtbkQkIy0jS5s9tzmUrsT6O0GYbr3O+ZD40m1EYjE/uocy/YI/amvPsfp2ME8SM0nO\nLeBxQgaO++7xh18MwSnvV2O4oc0N8J7WgT/6Wb/y7tW7sS7ibweS8UUf9vezoamWCqryMsi90Fxg\nkp0xd93dCQwMrNH5amtrs3f/Hww87k1YWu3nDb9IYHIWehsucdy//N/Wq6g3RvsPgQEBSAtK7lLL\nrpckm6vJV85l7rjPjRXX/VFUUsIjPoubEcmk5798AejdSJfc3Fy2PIh46c6emlfI0aAE1qxZQ1h4\nOIWFhcjJSKOoqMiIE96MO+nFsGMPsN51hw1eMQTJaNHIwpzLOYoMvxRG01/dcPn9HsvWrKeTi1Ol\nzqOmsdRWQekNy2wCgaBcmZT0/ELOh8RzPTwZRz0VDh34o0bmKBaLS9MnBwwcyNfLv6fPn16k5L67\nx5YDj6Jp37ETn14NIjm3oML71RujLSoq4pMpk9m3dSO9TVQZffox2z1D0VOtvODxlfEuDLcy4mlY\nOA3t27DEJx3rXW5k/scNVpAR0t5cj/yCIl70and5RWKx7Qba9u0YNnw40yaMp2FRCtlL+3BpqA09\nLHQ54hfNvdgMcgpFfGKjR1+FDFSL8wiLjOaety8pGZlkZueg0qABvt7eOBtrVOVjem9Izi1g0mkf\n1Neep++he/Q7fI/rUWlMmjK12o+Vn59Pn25dmDBqROlrc+bNY8Do8fQ8+pBN955yNSyxjAEXiIrL\nZMTVBEoyQlq1tKdbj578+aTid9s6u077XzZv3EDQ7cs8mOREiz3uzPn8S2ZtasOYwQMQicVv7P5X\nHvLSQv4c5sCTDk1w2HMJ38eP+d+K7/j2phcbuluWkbrobdKAx6l5LHX1R0FOliKxhBPBSXh4+WBm\nZsawgf1RTY1kz0AbpKWkaK7dgKOD7bgWbkgPC50yFxbfVD8SYjNLXxOJREyaMJ6rox0qnBv7vqO3\n/iLFYgntG+pip6eGQAB/BsQRHR2NufnbNVB7HRKJhNFDB6OU/IxrXg8JCAjA0tISgDXr1rPfxpYH\n99z528ebx3/f4K/B9hSJxfQ+eJclbRuzplvNtbxtICdNVGoKXXr25spWbyoaP68XRhsXF8ea/63C\nfXwb4rMLKBIIWbR4MQkJCWTkFRCfXfBSZ4S3wUqnAZt6NKdta0dWrVnLzsePsdx1hy1dGtPzeY5z\nU01lDHVht9djJk+ahJ29PRfbt8fc3JyxI4ZR/CyAA0Psylw8ZIRSpfu/yNXQeDx8HqOiokJ+fj6b\nNmxAW0nurRTo3ncmtTBhqr1pGc/BVFmGg/v20qFDh2o7TmJiIjdv3SJ+fjc2e4TT3tmJVi1s6dyj\nJ0u++prJkyczefJkAG7evMmwgf1JzihppDD7NY3XqgNVeRky09NxdHRkzVukvtZ5o3V1dWX2tCnM\naWlCE01lfr4fSs8ePZFIJEwYNYIFbcyrZLD/8EkrMxz01eiyaCGBT0O5ceMGI6dPo4WhFnpKsiRl\nZNHIoT3jpk6nZcuW/HX4EF26dOGH5d8R43OfK6NfLUD8X8y1VImJicHMzIwBvXognfiMv4fUTvJB\nbbF7wMudDYvFEhqoVe+FKTAwkOb6msgKpVjsZM6o5vr4JmTyxbbNNLVszuAhQ4ASbyYwIIApM2Zy\n6OABomPjMKkBxbsXaSAnTUZyGoWFhSi8ReptnTbamJgYBvTry5FBdnQz1+F0UBy7HsexbMMyNqz7\niZyop3w71rHajtfKQA0jDRVSUlIYPXo0jo6OREdHEx8fT3x8PAoKCsycORMpgYCejXTpfewYI0eP\npo2+ylu1YTVXVSAsLIy2bduSmpzEjnYN61QVytvwxZUn/OQewtXxbQlJzcFEvXqf2QMDA2mmXnLR\nFggEGKsqYqyqiKKMkImzZ5KWlkaHjh2ZM30auZHBFAukSEhMYlzLmk++UJWTITMzk9TUVDQVKt5Q\noU4brbq6Oo3NG7LcPYJxpx/RsoUNUxd/zeDBg9FQU8VzskulnmVfh6q8LBkZJTIYjRo1olGjsqlw\n0c8i8H30GPO0ELo0lGP78ePIiPJZ9xbHMFeWJuxpyVqzsrLya9d06zISiYQ8UUmzgS+8UpBI5Bja\nunpraAP9HtNM9eXVgy4NtdnSsYgjW//Hws/mMrGFCevHOiItJUVaXmFpPXBNIiWArOxsUlJS0JD/\nQO60ioqK3H3gxdWrV3FxcUFT898+UNZNGxOXlU8zrepNBtdTlCU4KIi2bcsXS1656n/069ePtHwR\nG7tZEpkVwK6HiYw+5cvGrk0rFEh6mJzL6OfBmBKjrZr2y/tKsUTCnbgsunXuyJnzF2ukXWqwvx8d\ntMov8xtsacBgSwMkEpsygUB1hYpJclaFomIxi288ZeLcz0vutHIV98Tq/JKPgoIC/fv3L2OwANnZ\nOchJV//pzbDRZcPa1YjF4nLf/9/K5Zw/f552hmoIBAI2drOkZ2M9vLIEdDv84I2JHk9Ts3kYl8GI\nkSMJCgriSWBQpYWJ33ekpaS4Pa416qmRdG7rTFxcXLUfw761E9eiXh/keRcpjU9Tc3gUm4KGpiYp\nycloyFZ8DvXz1wD4hYTiHVe+mltV6Gmhg1xBNmfOnCn3/eycXBa3a8b0liZceprAocdRHBxgiy75\nyGnp0/cvb3Je4+4uux3KrFmzkZeXZ8U3y7BREdDd/M3ykHUVJVlpjg60pa+6iDat7MnMrN40zZlz\nPuXg45iX1tbfNZbaKtyd3JYvF37G0aNH0XwL97heGq2vry+6aiqMtH65T1RVEQgEfNXGhFXfLSu3\ndKpX337cjCn54W3wjmPCSS+eZeRycqgdeUmxFKnpMuykb2njuBe5EprI/aR8lnxdope7/IdVXAhJ\n4GE974QhEAiY52hKVFwCqqqqxMfHv3mnCmJkZETXLp058CjqzRvXMmZqigilBCjIyaDxFi55vTTa\noqIipAQCtBRrpsXpoGb65CQncPXq1Zfei46OpqFaSbQyJrMkB1peWoiGgiwXR7Yi7lkYiTKqrHih\nqAEgICmL2VcC+Xn7rygqKuLt7U2/nt2Z2LIhVtr1M3L8Ii9q3Pr5+VFUVH13xuYt7EjIfv+qrL66\nHkRkcjoWpqa8jYdeL432uqsrvSvZ2K0iSAkE9DFT54Fn2ZI9iUTCY18fLBuURB5j0rKQFgpRep5z\na6KqyLnhrQgPC2Pfo2jyikrS5Nbdj6Dj4QfMWrSUvv368fOmTfTo3JEVLXXY3ceaV3TyrFe0N9Ui\nbUkfJjs2ZtSQQVy/fr3axk6Ki0VHqeaDS2/L6ufiYwZmDbkT+7Iyxquod0YrkUj4bdevTLKqOaOV\nSCSEZBSgb2BQ5vVPpk5h7U/raKqpTEpuIflFIuRkZVB8IVG+hZ4qRwfZkZKdi+Nv7lwOTeTvwFim\nfjKLBYsXs2XTRvasX83dCW0YbWOERCJBftUZBCtO8unlAFbeDim3KL8+oCYvy94+VjTT0+DUqVOE\nhIRUy7gGRsbcT3i3FT3l8c+y0qUzpxlgURJIHXzcq9yGgi9S74zW09OTopzM1wr2VoXCYjEDjnsT\nKVGkZ8+eZd6bNWs2airK+CZkoPXTefILC8nNL3ipuqW7hQ67+rYgPreI7wPzMXPswJo1a3Cwa8Ha\n/63itz7NaaRRopMrEAjwmtEJgF/uBvHdtSdo/nSRPV4RRKTnEJCUVadaAlWEzkYNeHzhOKtXLq+W\n8eYtWMiFsCRC3rOyRrFEgkAgwNy8IYXFYs6HxHPjWSrfPHj9M32dXqctD3d3dzoZq5eG8YuKxWy5\nH8qp0BTWdmpS5SqZiPRcLgREM3fObIRCITk5ORw/doywsDBO/HWUds5OrL1c8qx7eZwLMkJBmQSP\nYrGE5NwCOphqYqkRzbhpM5gxYwapqV0JDg2jhbbyS03p7PXVSFvSB5tdd7Bp48KFCxeYef4xeloa\nCAQC5ClmTDMdFrQxr5WkgJrm+w6NCbHSp8Phi9UyXkZGBmmZ2bhFptBI49+qL8lzo3lX3I1KxaqR\nOc2sbZn563YyCorYtHkLs2fPfu286p3Rtm3blq+XfkFGXgHT7IzZ6RvL8ccRtHFoRe8/H2CoKEMz\nfU0+szdATijFoL8eMLuVKd90aFqh8RtrKHF1vDML/j5C2w4diXz2jEWLF6OsqEAb/QYkJpYEv9wm\nty9Xy3bVnaf8cCuQoudlX21CQhAIBMxftJhxo0fzbZfyc4xjMvORAEuXLmXfvn2IxWL09PSQSCR4\neHiwfu0axp715uywt1crfx8JTslGT08XkUiEtHTVfqaampr89NNPTFm0iCmnvellZcbFJxHoKMmR\nsLh3Nc347TkWnMjwMWPJyc5GVV6W5Jx80lJTycl5vStf79xjBwcHFsxfgJJ9R5Y8TKHQoBEHDhyg\npWNrhLLypEnJ02nKZ3Tc54bTnlvEZ+YSnJZX4fEFAgGdzLQx12zApYsXsW3RAoDs3DymtjDGw+cR\nSvJytCynhWtgchZbHkZyx/0uixcupFf37qxfv54/9u/nmus1plnrvuQJiCUSNtwLo9OhByxf/SMt\nWrTAy8uLo0ePcuvWLYqKinB0dGT85CkEvwMFt5rC0VAd1YJMpk14s/Lem1BUVGTBwoU8fvyYlStX\nMnT+1wA8ntWlymNXhTyRhMLCInbv2snufjYAfL9yBZ/P/+y1+9WrFqqvY+HCEq3UDRs2ADBx9Egs\nk/xY0rZxpVykk4GxjDj+ECkpIQX/EZQ6MaI1gy3/DVLli4oJT8vlk0sBDPt0Mb369CUgIIDZ06cR\nm5SMna0tw0eO5Oj2TdwY41iaRpeUU8CIU48oUtPj9yN/EhQYyJQJ47HUUqaxqhwPE7MJTkxHVkYG\nHWU5FjqYMs3OqLIf0XtFWFoOa9xDcUsH/5DQah37/PnzfDF9IkcH2qIoIyxXiLw6ScsrZI93JAud\nLcrUYN+ISGK2WywBoeH0aW5KL5MGSICjiULcvXxeaXv1zj1+Ff8YK5RUB0VER+MVkYSDgRrdzN++\nZ7GSjDQmBvqERv4b6dNQUyM1PR2PxFwGW8KnVwI4FZRAYmY2Jvq6tG3bnjlz5+Hi4oKHhwcA+ro6\n+Dx6xOChQ2nWui2/+TxloXNJEYJreBLFmoZcuXaDZUuX8OfB3znSz4aOZv+KPqXmFZJbVFwt5Yfv\nA48SMljmFs4ZvwjmzZ7FucWfV/sxTExMeBKbjPX2awCIvx1Yo8+2PvEZfH7Fj8epeeztY12qxtfB\nVIucs48RCECzVQfcMtMJCQnhs8ULcJ8y5ZXjfTB32hf55wv65Zdf+GvLWq6PerkZ+Zvwiktnyq0Y\nBo8ay09r16AoL8/GzVvQ1tVl2sTxHO7dlAWugeg0b8nBI0dRVf1XKyY4OBin1q1Jy/g3ocDDw4PI\nyEh2frOISyPsORUYx+c3n6Jtak5hXh76xZn81scaTcX3b72xuhBLJLTY445fTBIAR48eZcSIEW/Y\nq+IUFhayY/t2Tvx5BK3sBH7u1hRZoVSNf6a+8Rk477tDXkEhY+zN2d/PujQ4mZ5fyK6HzziRJseZ\ni5fQ0iq5IL/O9j5Io3W9cpmg4BDc79xBEujBwQE2bz1GYk4BjbfdQENdnZWO+qjKSzPjSjDxyans\n27uXGZ/MoEhUzMRWFtxKyOO6mzumpv+2GC0uLub40cPs//0Pzl+6TGZmJhKJBEc7W1w0pDkbksAP\nP65j2dIv+Ma5IXMdzep0r96KcOhxFGNPPKSVqS7Oeiro9BmPvLwc4ydMRE9Pr8rjf/n5Ym6fOMis\nFoYMttRHUab2HE2vuHSGnPDmWXIGq7tasbRd49L3isUSHPa58+3mXxk8eDDwetv7YNzjF/Hx9mbx\nkqUABMzpWqkxdJTkODOiFb4JWYxvYczVsESaNSopnJ4waRK2dnbMmDQB95h4UrJykZUtezUvkcoc\nx4gx45BIJPy6bRtxcbHce+jNwrlz6NO4GHV1dTqYajOvdc22PXmXpOUVciMiGVmhFGNPPARAqljE\nYf84Wihc59qNG6iqqTNjxowqHefmzZvs37MLn6lt0VGqmfTW19FSXw3X0a1p9PMV1twLo6GaAiOs\nDJFQou8bmpJNly4VC4x9kEZ77vQpptibsa578yrVTnYw1SoVFVaVk8H3iS8+Pj7Y2dnRsmVLPH0f\n4+HhQXR0NPr6+q8cZ+bUydy6cIaQxHQWfbGE3w4cAuDOnTt4x6VRICou0yO4PrHfN5IFl/zQfW5I\nTbQa8DSriHOXruDi4gKAn69PlY+zYM5MNnRp8k4M9h8yCoqwbmzO7j8OMXX8WHY9jiciIxcVDW12\n79lb5hHqddS7JZ+KsHr9Ri5HplVrsXNWoQhlJUXMzMxKXxMIBLRp04ahQ4e+dl8fHx/kBRIcbKxK\n1f+gpEKlSCjLH+9hhUp10c1cB2dTHRJySvr+BidnkpaRWWqwSvJydOneo8rH6dW7DxNOeTPn4pMq\nj/UmsgtFzL0cwOTzT7gWnlT6ejMtZZ4+i6JVq1Z4+fkzctE3HDh5Dq8nAYwYNarC43+QRuvp4UEn\nU603b1hB8kXFTL3gz869+1BTezuJzaCgIDy8fYnOl9B/SIlxZ2VlMbR/X1raWDHCXJV+Tar+PPe+\nYq3TAPdJLuR/3Z+4Rb3IXNqXUfYWNNRRR0lBnl9376mW7oz/+2k9nTt3Ydv9ms/dPu4fi3exCg4T\nP2PMWX+2P4hAIpFQWCxGW0WJp0+fIisry/QZM3BycnrrWMUHGYhq59iSLxvL0beajCE9vxDjLdfI\nzMl96y+goKAAZ4eWaKirc/nGLaSkpLh//z7jBvbBe4pLlQWy6zK/+UbzR2Aid0LjCAoOLuPFvC3+\n/v7Y27VgYRsL/telWY0G9b5y9SdA1YK/z54nNDSU/r16EPosEjkZGfR0tPn77HmsrF7fT/ljU08t\nlQAAIABJREFUIOoFwsPDCQgKpnuvygWgykNNXhYVeVmioqIwMXm9sHR0dDQ2Njb8umMH+QUFdO7c\nGQ9vX4RCYekPSUtLizxR8QdtsACTWxgxuYURqj9dRKqKDfo+mT4NBaEUq7taVtPsXkYikbD+Xhir\n3YKBYM6dO0ffvn15FBBEUVERCtUkoF2v3WOJRMLp06c5d+4cd+7cYeuWLTg5tGSJS6Nq7bvkFZdO\nMVIvRYjL49hff5Gens5ns2ZwbtNKbK0siYmJKXPl371jB12q0X2vyxQVi9FXUeDI4cNVGqdjx06M\ns3tZ1a86OR4QyybfBMLDw5k+dSqS533EpKWlq81goZ67x+7u7gzu04uWRppkFIjQkpfmh3YNsdWt\nWJSuohzzj+FIrhbHzp5/47Z9u3fh/NXr7Opvx7SWZnx9I4ikhq3Z+ds+AMLCwnC0s+Xx9HYYqNSP\nLKeqkFMoovvRh0hrG+F6+w4yMpWrYnKwsWKppRLDmld/C6J/SM0rpMmOW1y5cQt7+6oVbrzO9url\nnfb27duoqijTr3cvPnMw4cIwO9zHOnB6qF21G2xFKSgo4MyZM5y/WtKRISqzpC3qwtYN+f3gIXJz\nS1TUg4KCsNZX/2iwz1GSleb22NZ4eHmTl1fxwo7/MvuzBWzxjq3Rm5CGgizruzajZ+cOdGvflj//\n/LNUqa86qZdGGxAQQP8metwd35pFTtUn5vQqlGWleRYZ+dofxMOHDxkwYAC6WpoMGdCfn+6FUiAq\nJiQ1G3MTQxQVSyQonJ2d8Y5OITar8j/Q+oZYIkFZXo6wsPL1fyvCxMmTSUEO1xeWYGqCibZGRH3a\nmem6haxa+CmfL1xQ7ceoV0abl5dHeno6Uc+eYaEiQ1MtlVpJSuhurkNcdBSXL19+5TY2NiWpktbN\nLZk+azZ5BUXobbiE855byCsql26npqbGwoULmXTuyUtq8B8SgclZTD7ziNwiEZdDEzFRVcDHp/JJ\nFkKhECMDfQpE5ferrk7kpIWMtDbCSrcBNi2qX4OpXj3TLl3yBWt//Al1ZUXODG9VbhF6dVNULGbW\nJX+8cmW44HodXd1X96Y6f/YsDVRVade+PbNmTGfHrt2l7+Xl5ZGTk0N0dDRWVla0b+PIKB0xn7Wp\neU/hfeJuVCo/+8Ry5Wk8yZn/tocZPWoUe/burVJAx0hXm9uj7Gu8FA9KUhNHnPTFx8//jSsK5fHB\nLPkYGhoxoVUjdvS0LFd1vLrJLChi2N++yBg35da1kygrK792+z79+pX+veKHVbTr2AkFBQX09fVJ\nTExk5cqV7Nmzh4sXL3Lgz2M4tWpJt4ZaWNVT8a3yyCwo4mxgNAMGDmbWnDmMHjGcpuZmODg4VHlt\n1UBPj0cJmTVqtGKJhLXuofzsE8eJ02crZbBvol7dabu0deIzYxjY7NV5vtWFWCKh9b57OHbvy887\nfq1yS5QV3yxj+Q+rgJJm67a2tqz78Ud8ju7kQP+3r0Kqy3T7/Q6u4UmoKMijoCCPXUsHHtxzx8DA\ngDOXrlQ6yeL4sWP8+MU87o1vXSPJFRn5RUw850eCrDp/nTqDkVHlGxJ8EKV56enpGOnrkbSwR63c\nZS89TeArn3QePH5SLT+A3Nxczp07R3p6OtOnTwcgLS0NcxNjgmd2QPsdJrrXNoOO3qeXhQ6ftDJj\njVsI39wI5OncruzyiiRC14qDfx2v1LhisZjmjczZ08mk2h+dCkTFtP3DA8cefdn8y/YKrdm/jg/C\nPVZQUMBAT5fzIfEMrcG1uH/4KziZcVNmVtsVW1FRkeHDh5d5TV1dncGDBrLX5xFL2jZ6xZ71j5Mj\n25T+Pc7WCBU5GczUlPjCpRFmv1wkKSkJbe231zeSkpLCxtqKmKzqjSAXFouZdzkAE9tWbNu5u8br\nnutN9FhOTo6FS77kcHBKrRzPWEmahBpQefsvsz9bwMYHkZwKjKszXk91YqyqyKfP64lV5WWQqqL3\nV93e4/mQeGx23yFSxYjd+/+olUYF9cZoAW5euUQP49oJ2rQxVOPe7Zs1fpy4uDi+XvkDX9yP42eP\n8Bo/3vuMRCJBVFxcpSQLKSlhueJn//AkMZNfH4S/0bADkrLo/acXC+/GsXHP71xwvY6GRvWq2L+K\nemO0BQUFXLh8mYFNa76MTSKRMO9KIE0tay75HCAyMpLBgwax86dVxMQn8N3tkFL9nw8RgUDAVHtT\nftmyudJjdO3VhwOBya98f/ntp8w854tIXL7RpuUVMv9KAB0OedJj6lweBQbTp0+fSs+nMtQbo01P\nTweJpMaU8l5EIBBgp6eKpW31L5z/wy9bt9KqhS3FYjEDTFU5PMiO3MIiuh68j8N+D7Z6hlMgKuZ6\neBLuUSkUveLu4ROfTlpeIblFIjLy3y+N1sowy96YXbt2IhJVriZ24uTJPErOJiDpZcErkVjMMb9I\noCS547/8+SSWZjtvk9/MBf/gpyxYtLjKAafKUG8CUbq6upgaGeIRk1Zl6Y83cSU0kVvPkhlQiWBI\nRTl97E9Snndr/J9bMHpqDVBRVKDv9HkoKSmxc8c2vnC9hE2zJmTn5GAsHcHFka1eGmfwCR/yiopR\nFUoITskmcn4PjFUVa2zeNcnhx9GMOfEAextrhMLKrRCIRCJycvPQU3754j7u9KPSv8PTc7H5T576\nz75xbNmxi5EjR1bq2NVFvTFagE7denDV/3qNGm1qXiHL74Th1LHzS9He6uTyzdtYmJkyb8FCbGxs\nEAqFCIVC3N3cWLBgATu2b2fkqFGIRCK0tbXxB/b7aJFdWEzfJrqYqSmxxzsSkVCW02fP8PvePQiu\nXeNcSAIzHepmo7jODbVwMtHC7+lTzp45Q/8BA956DFdXV1oZa6EqL8Mqt6fEZhfglZhNN1N1ZJ/H\nkBpqqWKiqkBISjaNNUsSZlLzCtFUkKn0xaI6qTfrtPn5+TQ1N+NgryY1ppgXnZlHp4OeDBo9jrXr\nN9ToFxgYGIi2tjaamiXnEhsbi6GhIVoaGiSnpvLo0SNsbGwQiUR888037Ni2jfTMTCaNHc2Z06eZ\nYmvIH0EpaOtoo6mqyuKvv2Ht9ytwEGbwU1fL0obZdZEDj6L4K1eDUxdfnev9KmZPn4b5s/s8SSsg\nRNAARSUlxAIpbty8RfHz+ldDPV1i4hPQaKDMlVEOnA6M4we3EIrFYrZu3cqcOXOq+5Re4oMozftt\nzx5sNeRqzGABtj54Ru8hI1i3aXONX3GbNWtWarAABgYG+Pj40MKu5Dn626+/AkoKrFevXk1EZCQH\nDx7ktwOHmL9wISkWrdHU0sJKtoBpeiIWTpuIc/sOPBSr0e+YFym5758y+qvwS8xEZc05BCtO4rT/\nLjt8Y9HUqlyTgMKCfERiMScCYrh0/SaXr98kLSWFYrEY3eeft6S4GHVVVdq0acPi6yH4J2eVGvSn\nn37KldcUhtQG9cZotXR0yK/BwKpEIuF3v1hmz5tXcwd5DUlJSdjZ2eF67RpKioo0a1pW5U9VVZUx\nY8YAsGz5SprbtEC/OIs/+tsw1taYc8Pt2bPzV7bs2Il1zyE47LuLV1z6uziVt8Zm+zWyC4owaqDA\n/YgE7oTFYdXCvlJeoJqWDr/5RNK1YweUlEpykJctXwHA3OfCV9LS0qRlZFBYVMTAWQvJ1m3EohdE\nsRSVar7g4HXUG/c4Ly8PQ10dHk9ri2E16NqIJZIyYkkACqvPkZKWXlr7WptIJBJ+27OHZs2bo6am\nRvPmzcu8X1xcTH5+PnJyckhLS2PZtAlPQ0MZbmPG3r5WyEsLOfAomvmugXzz3Qp09fRYMGcm/jPa\nV2sr2ZrGNSyJ5NwClt4KZf+xk2/dqVFbQ42C3Fx+3rGTiZMmAdC/V0/OXrpMfHw8UVFRaGpqkp+f\nj6KiYhlVCChZhquJIoD/8kGkMS7/ailFIhEhqdlVMlr/pEwWXnvKtacxNNHTxFq7AVaqMljpqKAo\nJ0NaWto7MVqBQMCUadNK/xeLxYSGhtKtSxfy8/ORl5EmOTUVZSVFnJxdCAwOAUBGAHLP+2GNszWi\njaEak7etR0rLkKEjR2G4eT8uJppcHt36pYvU+0hXc20Ck7PIKRRVqkyvrbMzpy9col///qWvWVhY\nMGLwQHR1dV9bWgnUisG+iXrjHv+8fQf+n3Sgk1nllmFScguZe9mfjoce0HvGZySnpPLH6Yv0W/gd\nuY59+S1VGX19wypX81SGU3//jUAgwM3NDYBvvlyKUCikSZMmGOrrkZWVxRATJXKW9uHUYFv8PNyR\nfd5LaVZLozKpdY01lbk5xhFJSix3PR+io6zAfAfTOmGw/6AmL4O0lIDMFwTMKsqR43+Tn59fJl6w\n6ZdtHD1xsjqnWKPUizttfn4+ouKKyT36xKez8WE0skIpFKQEKApL7lr7nsQzfMRIAk6vLlUus7e3\nf96gq+rCxlWhY+fOdO3SBaGUFIWFhQwdOYrExETGTZqMp6cndz0fsMM7klyRmBQRRKVlIXquNO+8\n5xbqinJcHedcKnQtlBIwtqkWPz/NIa9YTNsaXteubvSU5fm9nzWTxo0lKj7hrfaVl5evoVnVHvXi\nmTYtLQ1DfT2i5nV7rWyhWCJBuPIU7dq1Y8KECeTm5pKbm0t+Xh7Dhg8vbQlTVTIzM1FVVeX48eMM\nGTKkSmNlZWWVSoU0MzdDLBAQHBpOE4uG6Ojq4eZ+F4uGZoSGR6ChpkZRYQHq8jL82LkJI6wM+fNJ\nDKOOP2C0rQmHBv8r6ZmaV4j9XncSs/MZ3FSP3/rZ1Cm9oNwiEVrrL5ObX/Cup1IjfBD1tJ8vmI/P\nheOsbGvOk6RMWhuqk5ZXxEavGOJzC0nKzicpM4esvHyCgoJo0qRJjc2lsLCQvn37snv37pcCGW+L\nWCxmxbKvWbl6TZnXjQwMiI6NZXD/fhgYGPA0NBSV+BDWdG6KhUbZ6GZMZl65z/mByVk47LlNbkER\njqa6/DXIFpM6ki310WgrseP7hkgk4rNZM3noeZ/7vn4IBKCvpckPa36kabNmaGtro62tjaqqarnl\nU1lZWSQnJyMQCDAxMalyR/vqID4+nq8/X4y0jDR9Bw3BxcWF1T/8wIbNm/H392fLxo2c/vMQnzma\nEZNTxLK2Fm9dLP8gNo1eRx9i1cKOAF8f/uhvQ89Grw/GvA8UFotR/fECCUnJZUTL6gsfhNG+iEgk\nYuOGDUyeMqX0+fRN9OjWjSuurgCcOnWKAZVIkatOxGIxnVycsJGkIhIVcz0NunXrzvZdu+jk3Jq4\nlDTS0tJITCqpWElc3LvS3S22e4Yx+/y/ebfHhjvWSiOBqjLgmDeDFnzDlKlT3/VUqp0PIiPqRaSl\npfn8iy8qbLAA+37/nbmzPqFv9644ODjU4OwqhkQiISU1lTMhiSjKyTC7iTLbd+1CU0meqboigoJD\nSExKRkmu5BleZ90FfOIrlyzR0azkc2quq8b9aR3p0rDmCiGqi+jMPO5Fp2JXxU7+dZF6eaetLxw6\ndIixY8cy1MqIY8McSMwpQFtRFoFAQFpeIdMvPGG2vRFKMkKc9twC4Onc7i89076JfFExi6/4s6ar\n5Xsv+lVULKbl3juk5hUxc958vnmezVTf+ODc4/qAh4cHo0YMx1yYx5EhDmi9wfXd7hnO7PO+tG9k\nyPXRDnW6IOB1FIsl6G68TEuntji0asnAQYNp4+T0rqdV7Xxw7nF9oF27toQ/i8Q1LAlV+TeLTk2x\nN8FQQxWPqCSmnHtMTmHNCie/K4RSAm5PcMEo4xmn9+3kwoUL73pKtc5Ho31POXzoX2nHXV7P3ri9\nnLSQHzs1RkFWFs8caVrvv8eTxMyanOI7w1Jbhb19rNjUozk/rPqhSho/dZGPRvsekpKSQkJCAh3a\nugBUuIXOGBsj9vWxIik+DmPrlnQ65MlqtxCuhSeRnl93SvEqyu3INEYNH14lhfi6yEejfc8IDw9H\nS0uLX75fxq077sxsZcYIK4MK7z+wmT6uox0I8vakjUtbdj7NYtAJH7od8arBWdc++30iWXkzAFkF\nxSoJc9VFPhrte8STJ08ICwtDRUkJ/4R0zox24tuOzd56HFtdVe5PdEIvORQLRQENNVQoKCqqV0HF\njmaamGmoEO5+lV7duiIW17wa3vvCx+jxe8CDBw9o3rx5aVF2cHAwTZo0QUZaSL/mxhwb1KJOVeHU\nNk13unH0/BXs7GquO2ZtIpFIkJKS+hg9fl+Ji4vD0dERJSUlMjIySElJwcDAgLCwMHJy80hV0qXj\noQfMueTPpadvV9HyodDDTIPLFy++62lUmeGDBqCgIP/GFNqPRvuO0dfXp5NLyTpjUFAQB/74g+9X\nrsTc3JxRI4bjevsOM5atQq3zEIYef/hBC02/ih6m6lw+e/pdT6PKhIc+ZXAjbbb0fr3H8NE9fg+4\n4+bG5UsXUWmgyudffIGsjDS62tpExcaVtpDJycnBwtSY4wOsa0Usuy5QLJYglBIQm5WH/b77JKSk\nvespVYnDBw+y5LM53J3ghNHGSx8zouoC/60+EovFZV47+fffLPxkKj5TXWgg9+aEi4ryIDaNz10D\nkRYKuTKmdbWNW5NceppAr4N3ATDTVke+gRoBT+v+eu3a/61i07ofiU/L/PhMWxfQ0lAv/fvUqVPE\nxMTw85YtpV/eoMGD6dqnP59dDazysbIKivj1QTiCFSdx3HWTG2EJWGqpVHnc2qKHhQ6/Dyop6v9m\nzTrOX3F9xzOqHpZ89TWubndfu83HO+17xNUrV9iyeTNnzp1j6uTJyEoL2b5rNz27dsHB0ZHYmBiG\njRrN9EkTWNvOjOHNDd6624R3XDpr7oXz56N/s6w29bRhop0xavJ1pyvjPwhWlPR20lZXpWf37vx2\n8PA76eNV3XwsGKhDuLq60q1bNxzs7VBUUuaWmxuyMjIUFv0rntXEwpzg0DAm2puxb8CblzlyCkUc\n8YvmV78EPMNLNHU7WujxfftGtDPRrBVN1ZriYWw6xqoKFIiKcf79Pjc9HmJhYfGup1UuCQkJJCYm\nYmNjw7xZn5CdlUVIRCRpyUmcOne+zLw/Gm0dw9/fn4iICPr27QuAppoqI0aMJCoqirMXLmCoq4ON\nfUsuXryI5/SOOBiolztOYHIWWx9GccgvmrbOziioqnPj8kUuj3bATk+tNk+pVph87glSlm3Yvf/3\n9/JCNKB3T85cvMwn06Zyz+027VSK+MXzX83he/fu0aZNG+Bjlc97zbmzZzE00C+T0dO8eXP69OlD\ncXExBw8eJDMnh+07dxL5LIJOjQ0Z3ViDi8/XJR133SxX5vK4fwztD3gg59Sbr75bgYKiInevX+HW\n+Db10mABfu7elGsXz3Hr1q13PZWXiIuLIz4xCWONBty7eIqA0DA6mGqRvqTkwtxUU5l+Pbvz94kT\nbxyr7jv/dZwdWzYSGxePm5tbabf86Ohotm3diqa2Nsu+/opRI0bwx8FDSEkJeJKcze5ezVnnFoiL\nsQbuUamsvB3C951KZEIkEgnr74WxySeeY6fOMGX8OBqrCBlqrs72KW1f262yriMvLUVGXgGNGzd+\n11MpQ3FxMYP79sbT2xfP6R3RV5YnLb8Ia52S3laS7wYBJVH8gdOnEBkR8drxPhrtO6aZtS1ut2/z\n+55dpUa7fds2Vq9dC4C5hjKywZ50bqTHg/BnZOXksNs7Ei0ledyjUjHVUOGHmwGYNpAjLruQw0FJ\nyKlpsW3Xbr7/dhnd9BX4tbfVuzzFWuNuVCqmxkYYGFS8wKI28PPz4763LwDm6kpoKMiW2x3TwUCd\nO+Nb02f96teO99E9fsc4OjmjJC/Hn8eOk5eXB8Cnc+eWvj/JzpTdfaxwHdOGVgZqOLVpTbxZK5Jz\n8uloqsXRwfYIBDD9jA9hhvaM+uRTNDU1mD15Ar3lM9jc/e0LDuoqGQUiVFVV37xhLWNra4upoT6L\nnBuh9oaGBmZqSnhOfH0njo9G+44ZNmwY1vatyMrNw8/PDyhpnWqoW9Jc7VlaNlASmDg60BbDvESO\nnfgbTRUl5jg2RFdZDisDbbS0NPH19uLIr1sZq55L2OyOLHK2QL4ONSAvD4lEUu4z+3/xjc9g/Glf\nkHr/zjcnJ4f8ggJicovIKnhzRxGlN/Tp+ugeVyMRERFoa2uXVutUBCkpKc5dcSU7O7v0LmFvb8/c\nBYtYunQpsrL/Xpl1lOQ4NtiO6Mw8RGIxDTdfKX3P3kSH5TYN6NekSb2qCNp4L5RFl/1wNNXl2OAW\nr2ym3khDCUU5WX7cuLmWZ/h6jI2NGTVqFHPnL2TZsmUMaazDcKuqtaf9eKetJmJiYmjYsCF6OtrM\nnDaVkJCQ0vcC/Pz46+jRV+4rFApfcuvGjh2Lvq4O2+8/JSApq8x7Rg0U8IzNQEFOjuPHj6PZQJnz\nw1syoKl+vTJYgIFN9endzBjPZwlY/HyV6My8crdTkpVmuUtDvlw0v5ZnWD4ZGRkcPXqUli1bsm7d\nOpYtW4aWWgOeZeZXuejjo9FWE/7+/gAIxMWoBtymbWtHli5Zwr69e3Bs3ZpZs2a+1Xienp6oC8XM\ncrSgsWbZO3dOoYgRf3mQV1DAtClTWOrUED3lui8sVR4WGkqcH9mKNd2tERWLMd54Cac9t7gXnVpm\nO4lEwvXoTDQ1K6cQX50kJCRw9MgRRo0ahbqqKjdu3ODChQtMmTqdzy8/5n501QobPrrH1UTnzp0Z\nOXQIrTKD+dylEQOa6nH27ikW74ghJy+PnLw8srOzUVZWrtB4EeHh+Mcm4z6+DdL/qa/c6hkBwN4B\n9vglZTOvdcPqPp33jsVOFsgK4He/WO5Hp+K85xaaygoscbZgrI0hCtJCDvuE0V+v0TudZ1paGosW\nzOfg4SM0a9qUw4cPUZCbzd4/DrJ53U8ABKVk4WSkXukEkI932mpCWlqaO263GdhUD4C2Jpqs7mLJ\nZBtDxrW0wExLDQM9XW7evPnSvtnZ2YweNpRfd+wgNzcXgFtXLwOQ91yy8h/GnPJl6dWSgNUkOxPW\n97BCVlj/v0ahlIAFzo3wnt4ByXeD+KmHDSnZeVwWadFyrzvPMnI5N8aJhNiYdzbHc2fP0sjMBJmQ\nB9yZ0p685Hi29rKhIOghX33xOfsOHmLOnDmseZzG9AtPKKxAgK086v+3XYtoqqtx6HEUE077EpuV\nh3tUCru9IzBSFJIvkCYrJ5drV6+8tN+ZM2c4cvwEM2fNYukXXwDQZ/BQ7Kyas9GjbPtU2eff2M+9\nbd/LVL3aYrGzBVt6tyDgiR8J6VnY/3oDv8QshMJ34zxKJBK+/fILfutjxW99rXEx1iTgkw5Mtjfh\nfx0bc/TIEaZNmsAvv/yCTQs73NLEtP39HlkFRW8e/D98NNpqpGfvPvgqmuGdJ8O96DTuRadRIBGw\n/l4Yf58+Q9f2bbG1taWoqIjExMTS/Xr16sXQgQNQUpDnt7178PT0ZMaMGSSlpnEjLJ7glOzSbbf2\ntOLMaCc+aWX2Ds7w/WJu64Yc6WvJ4aEl2ktLrj5h2uxP38lcPD09SU9MoF8TvdLXFGSESEtJ0UxL\nBW0FacZMmERrO1tu3bpF0NMwHkQmsuJm4Fvn93802mpk7YZN/H3+It179ORscDxLXP3R1dFh1Ijh\nODk5cfWWG0OHj+DwwYPo6upy7uxZ0tLSaGhmxvFTp9FQkEEoVSK1+dXni4iJi8MjJo2mW6+WfrHK\nstL0a6KHTDW7xHlFxXWylU07E01GWRsx0b4hJoaGPPLx5sypU7U+j8DAQFyMNV8ZvR/RWAv3Wze4\nfucux/4+Wfr6voBkbj5LfqtjfTTaGkCpgSr7faNAIODBQy9+P3gIgCULF6Cm2oBftv6MnFCKbZs3\nYtW0CXZWzdm1axfIK/HpnDloa2szesIkDPT1AUhf0rdGXeHffaNQ/N8Zlt8KITYrD7FEUudkRX7p\nZcUye21Crxzn1Ilj72QOr/uKhjfXZ+uOnaioqLB92zbOnjlDZ5c2pKRn8L1b6Fsd56PR1gCGerqI\nJRJEomI0NUv6OaWnp/PTps1kZmVRGBuOQFoaj4cP+drREG9fH7b9spWo2HjmLlzMhNEjaWlvT1tn\nZ5xNdcj+jwHFZOax6JJfpeYmkUi4EZFEYk4BI089QrDiJBNPPgTg+xv+GG64hMtvd1BefZbk3Lqj\nsq4kK830VmYYqqnw4MFDTlagWqY6kZGRIV/06sBSE01l/tfdljkODTl85Aj6BgZ8tfx7+vfpQ2z2\n233OH422Bpg551OuXL7Mt18tLX1NRUWl1MUd1VwfW8tmGCrL091cmwYqKmzbvoORQwczZ8Y0wu5d\n54fOlvx14gTxEjnOBseXjnM2OB6jjZfYcO9ppeb2IDadzvvv8D/3MGQtS/pBHRjcipiFPdk7wB4t\nFSW84jMASKlDRvsPqzo24UtLJebOmMLuX3+tteNaW1vz6A3aSV+6mLOltw09mpnQqWMHFs2dw6Sp\nUwlPzSK3qOKezUejrSG6de/OilX/VmsIhUI6OLdBIoEf3J7SqVsPnqVlcelpAl06d8bJyYkpM2Zy\n4/p1Lo1x4gsXC1wntCUqJobm2iok5hQw/PhD+h++h5WVFTNbV2490u/5D2u/XyzZWdkYaTRgtI0R\nBioKTLY35XOXRgiRMMjKBAuNsmvKYomEgv8sQb1vaCrKMtLaiB87NuZMLbrJlpaWRKdlkVmBaPCq\n9g3pY65FXHwcysrKKKuo0OXAvQoHpD52rqhFHj16hJ2dHTOmTWPdhg10dHIkJvIZa3/ejq2tLS1b\ntkRTWYGU7DzuTGnPJo8IvLMFxCcmkp2bD0DnRgY8yyrAVEWOa2PfrnNieFoOC64GYtp1ECH+fmil\nRrCpuyUaCmVrbCUSSekzdHp+If2O+eAVnUxeQSEyQinC5nXHqJzSsveJ1beDSbPryY/rN9TaMdu2\nsmeVjRKdzLQrtP0fj6P5+mYIUSklns2D6Z1oZVDSoECw4uTHzhXvA2pqakhJCQjy90MCQXjZAAAg\nAElEQVRZWZmeffuTkJWHmppaaaZUSnZJbu3Ao57kGjXnkzlzCQkNZ+P69bg01CM7N4+whBSujHas\n8HEz8ou4F51K6313CSyUJTg4mLv37vFrb+uXDBb+beWaV1SM+trz3AmNRVNZkRWdmxNeBwwWoEgi\n4PDBAxw7eqTWjuno7IJnTHqFtx9vY0T47E5oNlBCTk4WBZmKmeNHo61FTE1NUVFW5qLrdQCWfbec\nffv2MWjQIM6fOYOnpyfw//buO6Cq8g3g+Pde9patDAVluVFxA25Rc9evHJkjbZi7vTPb01Fqlmam\nOdK0cuYktzgAmYrsJXvDhTt+f1wjTblcFC5Q7+evuufcc16UxzPe93keMDc1Jae0gpALIbz2yit4\ntmvL6eAThN4sIiQ9nw1ju9Wp0/sX524wZMsFRo4ZS0FeHgcPHQKFHBODmtPYqhRK2q46AsDux3qR\nMDeQtwK97pm83RS9FejJG35O/Lhhvc7O6denLxdzK+r0HT2phAA3R2SySq3TKEXQ6lBOTg434hMw\nMlL3m1UqlVy+cB6ATT9uwtHREQDHluoJ+qy8PCQSeM7XhWuXz7Fg/nw82rjy/LFYZu2P1OrR5ffY\nDNaEprF02TL+OHCAVYPVz8IFFZqfvbZGpJJZXM7MHm0Z7+N01/rn5qBQpsDIRHf/yPj5+XExXfsr\n7V+e8FHfTm8KS9Zq/+b3N9GM2draYmNjU/3/ERERrFy9BgszU37c8hOurq4smjePG7d1NndxcsLW\n1JAd47rw3drV/LznNyKvxbE/PodZ+67WuH5VrlTy2vFYnjuRwGvvvMvnH33IysEe/K+jM8PaOdQ6\nVn2phBZWloTm3DsVrqlLLizj1WORDBgWpLNzenl5kV1cRl553Rp4T2jfCtXb43lnYHut9hdBqyNL\n33qTwQPUNaC+WrmSmdMeJz8/HydHB4pLy5BIJCiVSs5duMCc2bOxsVQ/4y5+8SW+vJSCg5kRK4d4\n8+iEcZiZmfHN+u85lSPnWEL2XefKKpURtP0SJ2XmBI0cxUdL3+abYZ48eiv52lDDrXVWqYwBP4Xw\nzMEo2nl40t7m3knnje1kUg5H47MJv1lIdundU1OuliZsf9iPF5YsobS0VCdjkkqldO/ckUv3cbWt\n03ka9OhCteHDg+jWrRtHjhxh/sKF/L5/P6NGjeLEyVNs376d9u3bEx0dzbkLFzi0fx+DXKwwNNDn\nh/Xf4e3TnmMJ2Uzu7EI7IyXPPfssvXr1Ii4pmZFbziJZuodPT19HpVKx71omvutPU2BmT15eHtkh\nxwl7sh9jvVtVj+W1AC8APj5z90qc14Ovo3JoQ78+vclOusFiPxed/RnVxcsnrjNxdxhTjybhsSaY\nV47HIr+tDK1EIuGRDs4Y6EmRy3W3usuvb//7ukWuCxG0OtLX35/Pl6+gR48efPXVV+Tm5TN75kw8\nPT159NFHAfXb5afnzCY5PYNfYzOorJKTm5/P1ahoOjpYciOvlJNJ2WzZ+hML5j1XfeyW5kZUKZX4\nbTzH6K3nyMgvQq8gi9c7t2D3RF8c/5Egfzo5D1tbW05mlPzj81y+C4nj3PnzDDfIJfbpgBoLoR+M\nu8n13JJ7btOFH0Z3poWxPj7tO3L42HGuSB0Y/NNFtkekEpyYQ0xOMfnllTrPhPIfMJAfY7K4WVK3\nF1J1IZLgdcza2ppnn32WrKws+vXrd8c2Z2dn1q77FgMJdOzclafmzkUikdCvZw8m7LqCib4UqQTW\njOrK+rhrfL1qFb/tVJexOadvhJGTFX31JGwY1REfDc20ssrlBAUFEfqn+u1wTpmMt0/eYFN4CgC7\nHvFjzG1X5nsZueUsUokExVvjHuSP47552poT/ZQ/X5yLZ+TQIYwePZpNJ4I5eSMdANeWDuQXFSNX\nKDEwqL8Og7UZN24cp4JPMGzbFsJn+zfIOUTQNgKpVMq7777Li88/T1DQ3S9KVn3zLQBzZs5k3MSJ\nfLp8JQEBAQDYmhjyR3wW3fsGMXfePObOU6eiJSQk4OXpiVyhoP3XmdUFsO8lu1KJpaUlabeWzw3b\ndgmprRMebdviqVdWa8ACBLg7cDIhi4KKykZr3GVqoM8bAZ7M7OrCruhIBo7tRqVCyRsn48jKzcfa\nyoK58+ZTWVmJqaluns0lEgkmpmb0bWXZYOcQQdtIbm8DUpPvNm6kS/fuFIWFYaivT6VcTm55Jb9E\nZ7D+hYA79tXX18fSyoq8vDxOzwpg9LbzLO7VliFt716dk1Um58DatUgkELjpHKGpOTiXynitjxtP\ndutU67jOpORyo0TBk9OfYNSOw/wxqQfmtZT9bEjOliYs6P1386qn/dTldyKyiliy5Vs2rF9PQnKK\nzsbTztOTGwcb7slTPNM2EolEUuvzllwuRyqR8Mabb1Ipl2N06zZv5cqVzJw5E5lMxoxpj3Pp0iW2\nbt1KZVkpZob6BG48zb7YDJ47EE5yYdkdxwxOzOFApLrpk39rOy6l5jC3Z1ving1kbk/3Wltn5pZV\nMuXXq/TuH0BGVhbhGbmcS81j3aVEkgrKNH5X1zo5WDLQtQW9emm/eqw+dOvWjSu3ki4aggjaJkxP\nT4/n5s2jpKSEQQH+GEhU+PfyY/78+UgkEi5evMgPm7fg5+fHyy+/TKVCgZ29PYpbV/HYnOLqBAFQ\nz10+uie0+v9P3kq+frm/h1arceRKJRN2XaFYrsQhNZzwsyexMNBj1NbzPL03lMwGfPlyv4a2tefC\nuXOkpOjmSqtSqdi+ZTMm+g33AkwEbTNgampK8OkzlFTKWbthI6Au2TrpkYcBcGqlXkH1sLcjWbnq\n0qL+bewInuHPCA9HKhVKIrOKGP9LKL69+tKlg7pVyGDv1qwf263GAuD/tOiPaMJuFjKnixNrRnWm\npaUZ3r5+9OvTl6nd29Hbxab2g2jhVHLuXTnE96unUwvGt7EgaPDAejlebdLS0lizejWHHu3RYOcQ\nz7RN0LJly3jnnXf4avkXeHj50NrNDUMDfSaMHUfHjupmWidPniQ18yadfLzJy8pkmq8bO6NSKa+U\nM8jNjv1T+7L1aioDNp5CXyrBxNiY0goZjsXn+XiAB6NHj8L6HskCNdlwJZkd13Po4WTNh4O82ROT\nQa5SH6OKMmzKslk9pnO9/OyP7QllR1gi1+cPxcNGu3KzmkgkEjysjDlaICclJQVXV9d6GGXNpFIp\nxob62JsZNdw5GuzIwn3r1KkTI4OCmLtgEVt+3MTvv/5KhaySuQsWAOpi2M88oy5+Xpidybqg9my7\nmozq1l+nrakhT/x+lVm/XQHUV+o2rq68t+xdhrrbM61r6zoF7OnkXF46cZ1KmYz0gmJMP9zHxB0X\nUFaU8pBVJXse7oal0YNPqxxLyGZHWCKPdnWrl4D9i0RPD3leBh+99269HbMmRkZGyOqQ0H4/xJW2\nCZowYQIVZWWYmxjz3kcfM3bsWMrLyzE2Vi+SWLt6NQB9e3Tj3KUrjNt+noc8W7H3egYAsSpLZCUy\nXBztyS8qxkglZ/CQIWzf/CNvdKrbLWxSQRn/2xNGP39/ft9/gKJSWDGiM5M7uWBXj1cTlUrFrH1X\nAfhkoNcDHetofDYrrqTjY2VIN0cLBrhacyIpl9bubetjqBoZGxtTIYL2v2ny1KlMnjoVhUKBnp4e\n2dnZ1bd2by9dir29Pa+99DxSqQSFUkVvZysyK+RcSMqid79+nDvwG5tGd6BSoeSVU4kYGptgKivm\n4fbat778OTKNeUdieGvpMuzsHZDL5Rz44zAD3ezqNWAB9sRkkJRbxIK+XrRpcf9zqlUKJR+eucHR\nG5n8/o9thz/8iEWLl1RnWTUE9ZW27rWM60IEbROnp6dXnWd7O2NjIwpvyyYpr1LgZGFCRx8vLp0/\nRztrU3q72KBSqQhNuYBdTDT+rSy0WtaXX17JvMMxXCxQ8NvBw0ilUiIiIrh+Q519ZGda8y/9nH1X\naWNhyEgPR1ytTHDQIrjlSiWTd18G4I3+7WrZ+29KlYq4vFKisovo6WRNoayK0T9fwcLeEcjkzxn+\nHEnMxdJAyggPR5Ycj2PHjh1MmzZN63PUlb6+OqTkSiX6Uik38kr5OSqdtDI5SQWlfDm0Pe1stO+q\neM9z1MdABd2bNXsO06bP4FLIBfr29+fLkCTsHR2RF2fyxWBvRnqqbwUlEgnvD/JhY2ICZ9IzuV5Y\nwe6Hu9V43CqFkqHbLtFr+EN898QM5s55kstXI2llaYoK+Pl/PWllUXOzr61XkymVVfHm8WgA0pYE\n4WShOaf1u8tJyKrkLB3UUesXON9eTmbx4Ujsbazx9vRk1v5TuFsakZCdzwBPb2b19CCgjR0Bbf5u\nyNW2hTHFxcUajlo/LExNefNYDB+dvnbXtq+DOjzw8UXQNiMlJSV8s3YtCxctQl9fHwMDA/r068+u\nnTuZPWsGiUnJzPVzv6v/6cJe7myMOsdb7y5jwYIFlI/tUmPVio/P3MC+nQ/Lv1pNG+dWvNevDeZe\nfozxallrs+OzKXmU3ipsNrm7B2UVFciVmhP1V4Qksmh/GABL+mjfSGz55VT2HTxE165dOXHiBB3/\n/JO9e/cCeYw0KeK5Afd+DNBFAsFv+/YzYMAAAGb6edDJxpj2dhZ0a2VVL90NRdA2IxkZGbzw4ot0\n9fVl6NChgPoFzqIF83AykpIPtLb6+6pWqVAikyuwMDLA2tSIjh070r9PL947dZ33B939S51YUMqK\nSylcvnqAXTt30tnegtnd3bQe37NHYhk1ahS2WdfZ9FDHWvcvq5Lzzp/X8PH0YK6HmdZLISOyiohK\ny+LFBc8Rff0Gfd0c6WxthI+xgmtAQBvbO46VXFhGm+Xqhmbr5zTc8+xfAgMD6e/XjZc9DLVax11X\nYsqnGWnXrh27d+9myJAh1Z9JJBK27/yF2Hz1EsIvzsfz+rEYrt4sxOi93xj503l2RqURlZlPTk4O\nl69c4RGflvc8flJBOR28PXF1dWX18i+Y2+Xe+91LXnklYck3OXrkCKPdWmj1nd3RGcjkSmSFuTzd\no43W57Iw1OftAT587NuC7CXD+OPRbnw+rAO/TuwCwM1/FP8uqKjCxsQQP2cb9u/RTRHzSY9PZ+y2\n8wQn1q3lhzZE0DYjUqmU8ePH33WLt3vXzupE76ySCiwMpRy9VdHiQloe70eW8OGnX9C6dWvkCtU9\ni8KpVCq+CU+nm18v1q1dQ05qEmO8tQ/ak0m5uLk6I6uspKujdhku30dlU15Rwbv929apXWebFqa8\nM9CHQe72dy2/zH95FON87ry6dXG0IvelURyc0ocDh49ofZ4HMefWPLqxfv2HmLg9/hd4+tm5OLdy\nwtbejl07tvPqvgPYWlny8PixqFTQz9+f5Z99TGl+Hm8HetPO+u63l9+HpnC1VMo7gwYz76knOfX4\n3c2sNfkztYDZc55m9/afKNZiCWJSQRlHY5PxcrRhSuf6q46hKU1w6t4IRg0fVm/n0sTIyIilb73J\n8t+2sLWelnf+RVxp/wXatWvHwuef5/EnprPhxy1069qFy+FX2bn7V1q7urJv7Zes6O3I9WcCeD3A\n864XSieTcng5+DovvfEWz855kj0Tfes8LRGcVoxv9+6kZtzEQotn0+/D1Av4vxjshUxDD5z6lFsh\n57nFz+vkXABLXnyJ4NTCeq8ZJYL2X8ba2prLoWG0bt2a06dOsXXrVpxM9RnoZndHG0aFUsVvsRm8\neCSah/eEs3L1Wl55fgnrgnzqvPC/UqEkIi2bHzesZ7ynHd4aqmYAhGUWsvSEekpoxu+hmH7wO15r\nTtSpn839CHK14o8D+xv0HLczNzdn5IggLmdoH7QyuQLPr49p3EcE7b9YREQEN3Pz2JeYz7v/aKd4\nIS2fOX/EYjlsMsFnznE9NoaH3Fsw3sepzue5WVKBrKqKo0cO8/lgb437Xs8tYeSOS3z26acA5JRU\nMNDThetZBURmNewc6vC2thza9891Ug1LKtXTqr/PX5QqiMvR3MhL9PL5F8vNzaWloyNyhQLPljZc\nezqQgB/PEZaRz5A2tpQ7tuXgiZMAtHV1YvNwD/q52tb5PBfT8+n5bTD+Xq6cnFxzSppKpaLrhjPM\ne/1dNqxbQ4CpjLcDPXVW9eJCWj69vwsmNzf3jvrTDenUqVOMHRXE18M6cCqtgC+Hdaj1pdsje8LZ\nFRYvevn8F9na2vLDpk0AXM/Mw/Lj/ZyKz6SqSs6emHTsW6mvqufPnychNYMi2f3dnmbemmJprWGl\nFED4zSKKlXrMmj2b8KgYnQYswMbwVACd1UEGsLOzI7+4jMf3XOJwtoLvLifW+p2UYs0tRkXQ/stN\nmTKFVV9+DoA+KizMTKm41a7y7WXvI5PJ2PDNGt4b3IERHo73dY6/yoW2NtVc/WJbVAaPTZlKXFwc\nTi0sdF5X6usRnXhjQHseGTtaZ+f09vbG070NSqUKA6kEqUTC+suJJBXc/Q9HVqmMLeEpRGfkajym\nCNr/gOlPzuG52bPo0q0bP23bzocffEBRURF6enoYGxvT0tmVvYn3/4YzrkDdOqS1Rc2rjVQqFdtj\ns3hsylSuXr1K55ZW932++yWRSOjrbIWeDkshSyQS1n63AQD/wAG8fOI6s38Ppd/3pwH1n8sLh6Pw\n/f4cXmv/ZGeFHV+v1dwMW8zT/gdYWFjw1bd/d48bPVp9pYmKiuK5uXMJvRRCUBvtVjH9U4VcwUcn\nYwEY5G5X434h6QUYmJrj6+vLH4cO0cZU9796668k83Lwdb5cvkKn5x08eDCxsbF4eXlRUVLMph07\nSS8qY1dUGg5mRnx+5hrm5ubk5eVX12h+Yvr0Go8ngvY/bMxDDxEQ4E9YaChf/q8LJxKzCUkr4MX+\nnlofY8utAufz+nhqLJD+XWgq/QIHMDSwP8dOnQVg+fAHz3ipCxN9CT18fZk2Y6ZOzwvq9wtDhw6l\ntCAfQ309rI0N+N/PIejr6fHqyy9TVlqCRxtX5i9cRGxUpMZjibfH/1HR0dF06NCBMaNHo6esIjEi\nlBs3cymWyTUWOr+dSqWi0/oz5MklfNjHmRm+d68fVqlUvHgsll+SisnNL+TVPm7Ymegz5/fQeqsD\npa3yKgUuq44RGhnd4LWi/qmoqAgrK/Ujgb6eFIlEQpVcgYe7G+kZmUzr7MKUji2ZuT+S0ko5NwuK\nxdtj4U7t27fn5Rdf5Pe9exk1biIL3v6AYpmcgW21X2986EYWFVIjjPSk+NbwjBp+s4jt13MZHjSC\noHb2vNLfg9nd3bg+fyhuD1Ch4n6YGOjxaAcnfvh+g07PC2BpacmHH35Irx7dGTl0MGnpGSiVSq7H\nJzBq+FC62psR2MaO41N68t1IzRlS4kr7H1ZSUsJHH37AkMFD0DMw4JUnp3Jmqp/W33/+SBRf3Er0\n3jKxB+4tzPC2M8fmtqJxa0IS2FVkyukLF0mYP6Re8kkfxIW0fKYciuN6UorOm3MBVFZWIpPJsLBQ\nP0oolUr09PSY2d2dDWO6Vu8nWbpHXGmFu5mbm/Pe+x8waMgQTExMiMsu5Pg9+t3eS2mlnN/j1Pv6\neHvzq6IViy7m4rn6BHF56m56Lx6/xucRucxb8iJSiURnAVulUNLr2+B7Nty2NTEkv7AIhUKhk7H8\nk6GhYXXA5uTkcO3aNR4aOZJfr2WSWqRdA28RtAIAPXv2ZN7i59kQmanV/m/8GYeRrfpWeuu2bWzf\n8zvnwyJ4a+kyntgXiUyuYMOVJE6cPkt46BUGtav/ZPCa6EklhKTn89mZuDs+j8ouwmPVYWbOmlVd\ny6kx2dvbM2L4MPYdOEBeSTlvHIvW6nsiaIVq508G08+x9hdDCqWKC5lFLF32HiEhIfj6+lZvGz1u\nHFcz8jgcn41HW3dyc3NZtfxL1gZpXwXyQf2VGLEpIv2Ozx3N1Fd6CyvdzxHfy+RHJvLXHbCxsTFH\nkvPZEZFKaS2pjY3/z43QJJw8eZL9R49T7uXCsz1rrtUkVyqZsTcCo5ZujBgx4q4Wks7OzpiZmjHt\n96ssX7mSGVMm8clAL1wsNRd3q28OFibEZt25YCSvvBIna0u6dOlaw7d059SpUzg4u5Kcqq6kUVFR\nQVpFBdP3hqOQX9H4XXGlFQD46svPAHA2vvevhEKpYkdkGpP2hJPTwpV9h49UB2x5eTm7d++mtLQU\nY2NjTp07T1JaOokJCThRxgxf3U6vAAxpc3fiQ4VcQblcSeCtomuN6aeNG1ixYgUtHRzu+NzO1Aj3\nexQpuJ0IWgGAabPmAOBtd3epmDMpuUzYeYmlYXnYdA9gz/6DmJj8feV8543XWTxnBl3aexMcHIyH\nhwcn//yTr1euYF1Q+0Z5Szvk1uqs29/Adna0QipRNdpLqNs9s2ARJsbGBAb408FHnc7o3c6dgNa2\nVEk1r+EWQSsA4OrqirGhAe+fukZU9t/5nM8fu87ATWeQOXlx/nIo6zZuqm5PAlBVVUVO1k3e7NeW\nFf6uPDx2DPPmPstT06fy68PdcNbxbfFfurVSL8vMKfu7oHulQklRWQV2djUvt9SVLl26MHpEEDt2\n/cKYMWMJCwvj3MXLXFOZs+T1tzV+VwStAMCc6dPo5mCBoYE+k365zEen41j2ZyybrqZyIvhPDh4+\ngrn53y+poqOjGTtiGJYW5lyNjMJYX4/RXi15qbcbX69Zi0KhxKgBipppy8tWPdbkwr+nUbJKZdhb\nt0Bah9pXDSU+Pp5Ll9XPru08PenSpQtWVla8894HrPjic43fbfzRC03C4CFDSJUbMGXqVB5f9DJX\nzNuS32kIew8eol+/fnfd4r4w/zk6lyazoKc7IVdCOZGq7ny+sJcbno423Cwsoce6E3x1IaFRFuj8\nlfb3Z9LfJUwziitoaW+v87Hcy4Zv1hKfnIy5mSlTp04FYM+ePcybNZ1V/poL3YkVUUKdHTt2jIlj\nR5OxcCjlcgUtvziERCJl45iuTO7sQnx+KVIJuK84DMDBqX0Jus9c3QchWboHVytTkhcNB+D32AzW\nZpmw7+hxnY/ln8rKyjh48CB9+/alVatWrF+3jh+3bKGv6iYfDm4vVkQJ9Wfzpk0MGTKEF/p6YGKg\nh42JIUsHdsDAwICnDkbyzMFIzAz0cGthxov+6rnZqOyG759zL6N9nEkpLKPq1sqozBIZrZyda/mW\nbpiamjJx4kSMjIx4+623eOmF5+lcmcnIdrXfCYigFbRWVVXFtOnTeWuAzx3d7V7u15Zhbe0ZPGgg\nwbkKLqTlAzDRWz2dEV9cec/jNbQetxaKHL9V5T+zpIKWLq0bZSw1iYiI4N1ly/hksDergjoQ2Kb2\nl2QiaAWt7d27FzdbK8b9o/OAVCJh0+hOxF0JISYuHltTdcJAL2drAOyMdb+GR6VScSi5iJ49/dge\nq14jnS1TYfePedHGUlZWxvQpkxgwYADrxnTjyTrMZYugFbQWHRmBXKW8Z6sLCyMD9v1P3ULzWq46\nYUAqkZD1wkjeDNA+qb6+7Lt+kwoTK1at+orQbHU9JisDKCzI1/lYbieRSHj//fcJ6N0TRUwINxYM\nY3a3ul39RdAKWsvOyiI1r5iOq49xMf3uX363Fmao3h5/RzK8vZnRHUXSdSWrVIavry/6+vqoUL/Q\ncTI3Jj05Sedjud3+/fspLS2lpaKEH8d0pq21GVHZxURkFZFVKkOhVJFUUKbxGGLtsaC1jz/7nI0/\n/EBBUTE9vw3WeeWJurAxMSAvJwepVIry1lvYVhZGHEhNadRxjRw5ErlcTvjebaQXVxCSns+TB6Jo\naW9HVm4eB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} ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is now a meaningful map. We can see Kruzof island, the large island to the west of Baranof, and many other islands in the area. Settings lower than `area_thresh=0.1` do not add any new details at this level of zoom.\n", "\n", "Basemap is an incredibly flexible package. If you are curious to play around with other settings, take a look at the [Basemap documentation](http://matplotlib.org/basemap/api/basemap_api.html). Next, we will learn how to plot points on our maps." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[top](#)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting points on a simple map\n", "===\n", "It is a testament to the hard work of many other people that we can create a map like the one above in less than 15 lines of code! Now let\u2019s add some points to this map. I live in Sitka, the largest community on Baranof Island, so let\u2019s add a point showing Sitka\u2019s location. Add the following lines just before plt.show():" ] }, { "cell_type": "code", "collapsed": false, "input": [ "###highlight=[16,17,18,19]\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "map = Basemap(projection='merc', lat_0 = 57, lon_0 = -135,\n", " resolution = 'h', area_thresh = 0.1,\n", " llcrnrlon=-136.25, llcrnrlat=56.0,\n", " urcrnrlon=-134.25, urcrnrlat=57.75)\n", " \n", "map.drawcoastlines()\n", "map.drawcountries()\n", "map.fillcontinents(color = 'coral')\n", "map.drawmapboundary()\n", " \n", "lon = -135.3318\n", "lat = 57.0799\n", "x,y = map(lon, lat)\n", "map.plot(x, y, 'bo', markersize=12)\n", " \n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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SW4ilhjLXr17G2MiQbrVLONjdosLyJD+0qcfxA/uYM2M6BQUFCIVC9h46TB3L5hj/dp95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\nnVcf40Lmn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} ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The only non-obvious line here is the `bo` argument, which tells basemap to use a blue circle for the point. There are quite a number of colors and symbols you can use. For more choices, see the documentation for the [matplotlib.pyplot.plot](http://matplotlib.org/api/axes_api.html#matplotlib.axes.Axes.plot) function. The default marker size is 6, but that was too small on this particular map. A markersize of 12 shows up nicely on this map.\n", "\n", "Plotting a single point is nice, but we often want to plot a large set of points on a map. There are two other communities on Baranof Island, so let\u2019s show where those two communities are on this map. We store the latitudes and longitudes of our points in two separate lists, map those to x and y coordinates, and plot those points on the map. With more dots on the map, we also want to reduce the marker size slightly:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "###highlight=[19]\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "map = Basemap(projection='merc', lat_0 = 57, lon_0 = -135,\n", " resolution = 'h', area_thresh = 0.1,\n", " llcrnrlon=-136.25, llcrnrlat=56.0,\n", " urcrnrlon=-134.25, urcrnrlat=57.75)\n", " \n", "map.drawcoastlines()\n", "map.drawcountries()\n", "map.fillcontinents(color = 'coral')\n", "map.drawmapboundary()\n", " \n", "lons = [-135.3318, -134.8331, -134.6572]\n", "lats = [57.0799, 57.0894, 56.2399]\n", "x,y = map(lons, lats)\n", "map.plot(x, y, 'bo', markersize=10)\n", " \n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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SW4ilhjLXr17G2MiQbrVLONjdosLyJD+0qcfxA/uYM2M6BQUFCIVC9h46TB3L5hj/dp95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MAAAg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\nUomEvOfG8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} ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "[top](#)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Labeling points\n", "---\n", "Now let\u2019s label these three points. We make a list of our labels, and loop through that list. We need to include the x and y values for each point in this loop, so Basemap can figure out where to place each label." ] }, { "cell_type": "code", "collapsed": false, "input": [ "###highlight=[21,22,23]\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "map = Basemap(projection='merc', lat_0 = 57, lon_0 = -135,\n", " resolution = 'h', area_thresh = 0.1,\n", " llcrnrlon=-136.25, llcrnrlat=56.0,\n", " urcrnrlon=-134.25, urcrnrlat=57.75)\n", " \n", "map.drawcoastlines()\n", "map.drawcountries()\n", "map.fillcontinents(color = 'coral')\n", "map.drawmapboundary()\n", " \n", "lons = [-135.3318, -134.8331, -134.6572]\n", "lats = [57.0799, 57.0894, 56.2399]\n", "x,y = map(lons, lats)\n", "map.plot(x, y, 'bo', markersize=10)\n", " \n", "labels = ['Sitka', 'Baranof Warm Springs', 'Port Alexander']\n", "for label, xpt, ypt in zip(labels, x, y):\n", " plt.text(xpt, ypt, label)\n", " \n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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ClZUVPy5exJZtW0EEWbl5NDfQ4mA3c0zVFEuur//HPYLik8hZ0h0Zycr5Re16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\njfDMJk6YSNt2Efywb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} ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our towns are now labeled, but the labels start right on top of our points. We can add offsets to these points, so they are not right on top of the points. Let\u2019s move all of the labels a little up and to the right. (If you are curious, these offsets are in [map projection coordinates](http://matplotlib.org/basemap/users/mapcoords.html), which are measured in meters. This means our code actually places the labels 10 km to the east and 5 km to the north of the actual townsites.)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "###highlight=[23]\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "map = Basemap(projection='merc', lat_0 = 57, lon_0 = -135,\n", " resolution = 'h', area_thresh = 0.1,\n", " llcrnrlon=-136.25, llcrnrlat=56.0,\n", " urcrnrlon=-134.25, urcrnrlat=57.75)\n", " \n", "map.drawcoastlines()\n", "map.drawcountries()\n", "map.fillcontinents(color = 'coral')\n", "map.drawmapboundary()\n", " \n", "lons = [-135.3318, -134.8331, -134.6572]\n", "lats = [57.0799, 57.0894, 56.2399]\n", "x,y = map(lons, lats)\n", "map.plot(x, y, 'bo', markersize=10)\n", " \n", "labels = ['Sitka', 'Baranof Warm Springs', 'Port Alexander']\n", "for label, xpt, ypt in zip(labels, x, y):\n", " plt.text(xpt+10000, ypt+5000, label)\n", " \n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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bN2Kipsjzv2NCjx8/xsrKiqWLF7Fl21YQQVZuHs0NtDjQzRxTNcWS6+v/cZeg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\ndyTZt/dWC0tTbZO9c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} ], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is better, but on a map of this scale the same offset does not work well for all points. We could plot each label individually, but it is easier to make two lists to store our offsets:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "###highlight=[21,22,23,24,25,26]\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "map = Basemap(projection='merc', lat_0 = 57, lon_0 = -135,\n", " resolution = 'h', area_thresh = 0.1,\n", " llcrnrlon=-136.25, llcrnrlat=56.0,\n", " urcrnrlon=-134.25, urcrnrlat=57.75)\n", " \n", "map.drawcoastlines()\n", "map.drawcountries()\n", "map.fillcontinents(color = 'coral')\n", "map.drawmapboundary()\n", " \n", "lons = [-135.3318, -134.8331, -134.6572]\n", "lats = [57.0799, 57.0894, 56.2399]\n", "x,y = map(lons, lats)\n", "map.plot(x, y, 'bo', markersize=10)\n", " \n", "labels = ['Sitka', 'Baranof\\n Warm Springs', 'Port Alexander']\n", "x_offsets = [10000, -20000, -25000]\n", "y_offsets = [5000, -50000, -35000]\n", "\n", "for label, xpt, ypt, x_offset, y_offset in zip(labels, x, y, x_offsets, y_offsets):\n", " plt.text(xpt+x_offset, ypt+y_offset, label)\n", " \n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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sp2V5ggmUObW+fxDBycAE5sydz4LFi6t0Bj565Ah7Vy/h2pCmyEhKkJCVx93o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\nn+KiQuxb2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} ], "prompt_number": 21 }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is no easy way to keep \u201cBaranof Warm Springs\u201d from crossing a border, but the use of newlines within a label makes it a little more legible. Now that we know how to add points to a map, we can move on to larger data sets." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[top](#)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A global earthquake dataset\n", "===\n", "The US government maintains a set of [live feeds](http://earthquake.usgs.gov/earthquakes/feed/v1.0/) of earthquake-related data from recent seismic events. You can choose to examine data from the last hour, through the last thirty days. You can choose to examine data from events that have a variety of magnitudes. For this project, we will use a dataset that contains all seismic events over the last seven days, which have a magnitude of 1.0 or greater.\n", "\n", "You can also choose from a variety of formats. In this first example, we will look at how to parse a file in the csv format (comma-separated value). There are more convenient formats to work with such as json, but not all data sets are neatly organized. We will start out parsing a csv file, and then perhaps take a look at how to work with the json format.\n", "\n", "To follow this project on your own system, go to the [USGS source](http://earthquake.usgs.gov/earthquakes/feed/v1.0/csv.php) for csv files of earthquake data and download the file \"M1.0+ Earthquakes\" under the \"Past 7 Days\" header. If you like, here is a [direct link](http://earthquake.usgs.gov/earthquakes/feed/v1.0/summary/1.0_week.csv) to that file. This data is updated every 5 minutes, so your data will not match what you see here exactly. The format should match, but the data itself will not match." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Parsing the data\n", "---\n", "If we examine the first few lines of the text file of the dataset, we can identify the information that is most relevant to us:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " time,latitude,longitude,depth,mag,magType,nst,gap,dmin,rms,net,id,updated,place,type\n", " 2013-11-26T14:23:17.591Z,37.3264,-117.1416,0,1.57,ml,20,126.08,0.357,,nn,nn00429911,2013-11-26T14:26:09.000Z,\"43km S of Goldfield, Nevada\",earthquake\n", " 2013-11-26T14:13:02.200Z,35.2367,-118.073,1.8,1.5,Ml,22,50.4,0.18864621,0.17,ci,ci11395442,2013-11-26T14:15:34.932Z,\"14km NNW of California City, California\",earthquake\n", " 2013-11-26T14:05:14.000Z,62.9207,-146.6713,20.4,1.9,Ml,,,,0.56,ak,ak10876636,2013-11-26T14:14:35.763Z,\"107km NNW of Glennallen, Alaska\",earthquake\n", " 2013-11-26T14:03:22.958Z,39.6067,-119.435,10.4971,1.35,ml,25,97.85,0.111,0.1773,nn,nn00429909,2013-11-26T14:33:12.000Z,\"15km W of Fernley, Nevada\",earthquake\n", " 2013-11-26T13:38:33.100Z,33.4845,-116.4818,14.2,1.2,Ml,18,97.2,0.08084838,0.13,ci,ci11395434,2013-11-26T13:40:44.740Z,\"19km ESE of Anza, California\",earthquake" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data is often stored in the csv format because it is fairly easy for us to process. We process the file by reading each line of the file into our program, splitting each line at the commas, and storing the data we care about in our program.\n", "\n", "For now, we are only interested in the latitude and longitude of each earthquake. If we look at the first line, it looks like we are interested in the second and third columns of each line. In the directory where you save your program files, make a directory called \u201cdatasets\u201d. Save the text file as \u201cearthquake_data.csv\u201d in this new directory. Now let\u2019s load the file into our program, read the first two lines, and split the values at the commas:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "data_file = open('datasets/earthquake_data.csv')\n", " \n", "for index, line in enumerate(data_file.readlines()):\n", " print(line.split(','))\n", " if index == 1:\n", " break" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "['time', 'latitude', 'longitude', 'depth', 'mag', 'magType', 'nst', 'gap', 'dmin', 'rms', 'net', 'id', 'updated', 'place', 'type\\n']\n", "['2013-11-26T14:23:17.591Z', '37.3264', '-117.1416', '0', '1.57', 'ml', '20', '126.08', '0.357', '', 'nn', 'nn00429911', '2013-11-26T14:26:09.000Z', '\"43km S of Goldfield', ' Nevada\"', 'earthquake\\n']\n" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "When you parse a csv file, it is worthwhile to check that you are getting the number of columns you expect to get. Reading the first line of the csv file, we can count 15 separate fields. Sometimes commas in the data will create more than 15 fields when you split the data on commas. Rather than counting things manually, let's modify our program slightly to report on the number of fields for us. Let's count the fields in the first 5 lines of data:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Open the earthquake data file.\n", "data_file = open('datasets/earthquake_data.csv')\n", "\n", "# Read each line in the file, and keep track of what line we are on.\n", "for index, line in enumerate(data_file.readlines()):\n", " # Split the data into items in a list.\n", " split_line = line.split(',')\n", " \n", " # Count the number of fields in each line.\n", " number_fields = len(split_line)\n", " print(number_fields, split_line)\n", " \n", " # Stop after the 5th line of data.\n", " if index == 5:\n", " break" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "15 ['time', 'latitude', 'longitude', 'depth', 'mag', 'magType', 'nst', 'gap', 'dmin', 'rms', 'net', 'id', 'updated', 'place', 'type\\n']\n", "16 ['2013-11-26T14:23:17.591Z', '37.3264', '-117.1416', '0', '1.57', 'ml', '20', '126.08', '0.357', '', 'nn', 'nn00429911', '2013-11-26T14:26:09.000Z', '\"43km S of Goldfield', ' Nevada\"', 'earthquake\\n']\n", "16 ['2013-11-26T14:13:02.200Z', '35.2367', '-118.073', '1.8', '1.5', 'Ml', '22', '50.4', '0.18864621', '0.17', 'ci', 'ci11395442', '2013-11-26T14:15:34.932Z', '\"14km NNW of California City', ' California\"', 'earthquake\\n']\n", "16 ['2013-11-26T14:05:14.000Z', '62.9207', '-146.6713', '20.4', '1.9', 'Ml', '', '', '', '0.56', 'ak', 'ak10876636', '2013-11-26T14:14:35.763Z', '\"107km NNW of Glennallen', ' Alaska\"', 'earthquake\\n']\n", "16 ['2013-11-26T14:03:22.958Z', '39.6067', '-119.435', '10.4971', '1.35', 'ml', '25', '97.85', '0.111', '0.1773', 'nn', 'nn00429909', '2013-11-26T14:33:12.000Z', '\"15km W of Fernley', ' Nevada\"', 'earthquake\\n']\n", "16 ['2013-11-26T13:38:33.100Z', '33.4845', '-116.4818', '14.2', '1.2', 'Ml', '18', '97.2', '0.08084838', '0.13', 'ci', 'ci11395434', '2013-11-26T13:40:44.740Z', '\"19km ESE of Anza', ' California\"', 'earthquake\\n']\n" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This was a really good check to perform. We see 15 fields in the header line, as we expect, but Python is finding 16 fields in each line of data. There must be a comma somewhere in one of the fields. It's probably in one of the text fields, and a quick scan through the fields shows that the field \"place\" is being split into two parts. For example, in the first line of data the place is\n", "\n", " \"43km S of Goldfield, Nevada\"\n", "\n", "This gets split into \n", "\n", " [..., '\"43 km S of Goldfield', ' Nevada\"', ...] \n", "\n", "We won't split the file any differently, we will just be aware of this as we identify the index of each field we want to use from this data.\n", "\n", "This data is actually pretty easy to work with, because the data we are interested in is in the second and third fields. We want to pull out just the latitude and longitude for each earthquake. Here is the code to read through the entire file, and store just the latitude and longitude into two separate lists:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Open the earthquake data file.\n", "data_file = open('datasets/earthquake_data.csv')\n", "\n", "# Create empty lists for the latitudes and longitudes.\n", "lats, lons = [], []\n", "\n", "# Read through the entire file, skip the first line,\n", "# and pull out just the lats and lons.\n", "for index, line in enumerate(data_file.readlines()):\n", " if index > 0:\n", " lats.append(float(line.split(',')[1]))\n", " lons.append(float(line.split(',')[2]))\n", "\n", "# Display the first 5 lats and lons.\n", "print('lats', lats[0:5])\n", "print('lons', lons[0:5])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "lats [37.3264, 35.2367, 62.9207, 39.6067, 33.4845]\n", "lons [-117.1416, -118.073, -146.6713, -119.435, -116.4818]\n" ] } ], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We take the second and third items in each line, and turn them into decimal floats. Then we add these numbers to our list of latitudes and longitudes. If you have not seen the enumerate function before, it gives you access to the index of the for loop. We use this to make sure we are not reading in the first line of the file, which contains the text labels for each column." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[top](#)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using Python's csv module to parse the data\n", "---\n", "I wanted to show how to manually parse a csv file, because I want you to think about how to process files manually. Once you are aware of how to do that, it is good to know about dedicated tools for this kind of work. Python has a [csv module](http://docs.python.org/3.3/library/csv.html) that automates some of the work we just did.\n", "\n", "The following code produces the same two lists of latitudes and longitudes, but it does so a little more cleanly:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import csv\n", "\n", "# Open the earthquake data file.\n", "filename = 'datasets/earthquake_data.csv'\n", "\n", "# Create empty lists for the latitudes and longitudes.\n", "lats, lons = [], []\n", "\n", "# Read through the entire file, skip the first line,\n", "# and pull out just the lats and lons.\n", "with open(filename) as f:\n", " # Create a csv reader object.\n", " reader = csv.reader(f)\n", " \n", " # Ignore the header row.\n", " next(reader)\n", " \n", " # Store the latitudes and longitudes in the appropriate lists.\n", " for row in reader:\n", " lats.append(float(row[1]))\n", " lons.append(float(row[2]))\n", " \n", "# Display the first 5 lats and lons.\n", "print('lats', lats[0:5])\n", "print('lons', lons[0:5])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "lats [37.3264, 35.2367, 62.9207, 39.6067, 33.4845]\n", "lons [-117.1416, -118.073, -146.6713, -119.435, -116.4818]\n" ] } ], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks pretty similar to the manual approach, but it is a little more efficient. The `with` statement ensures that the file closes properly once it has been read, even if there are errors in processing the file. With the file open, a csv reader object is initialized. The next function skips over the header row. Then we loop through each row in the data file, and pull out the information we want. You might notice that we don\u2019t have to worry about any string slicing; the csv module figures out which commas are used to separate fields, and which are used in string fields such as the place fields.\n", "\n", "If you are just playing around with visualization, you may stick with the manual approach to parsing your csv files. But if you want to get better at visualizations, it is worth your while to become familiar with the csv module. For example, it is possible to use the csv module to read data directly into a dictionary. In this approach, you could read in the first line to determine the keys for your dictionary, and store the values directly in the dictionary." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[top](#)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting earthquakes\n", "---\n", "Using what we learned about plotting a set of points, we can now make a simple plot of these points:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import csv\n", "\n", "# Open the earthquake data file.\n", "filename = 'datasets/earthquake_data.csv'\n", "\n", "# Create empty lists for the latitudes and longitudes.\n", "lats, lons = [], []\n", "\n", "# Read through the entire file, skip the first line,\n", "# and pull out just the lats and lons.\n", "with open(filename) as f:\n", " # Create a csv reader object.\n", " reader = csv.reader(f)\n", " \n", " # Ignore the header row.\n", " next(reader)\n", " \n", " # Store the latitudes and longitudes in the appropriate lists.\n", " for row in reader:\n", " lats.append(float(row[1]))\n", " lons.append(float(row[2]))\n", " \n", "# --- Build Map ---\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "map = Basemap(projection='robin', resolution = 'l', area_thresh = 1000.0,\n", " lat_0=0, lon_0=-130)\n", "map.drawcoastlines()\n", "map.drawcountries()\n", "map.fillcontinents(color = 'gray')\n", "map.drawmapboundary()\n", "map.drawmeridians(np.arange(0, 360, 30))\n", "map.drawparallels(np.arange(-90, 90, 30))\n", " \n", "x,y = map(lons, lats)\n", "map.plot(x, y, 'ro', markersize=6)\n", " \n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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LFhUVlEoln3zyiVrbGTNm8O233z6T/Dt37mBjY8OsWbPYs2dPle9Ceno6AwYM4Nq1a9K2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\n2toKhUKBWbNmdXiOJRI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} ], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is pretty cool; in about 40 lines of code we have turned a giant text file into a very informative map. But there is one fairly obvious improvement we should make. Let\u2019s try to make the points on the map represent the magnitude of each earthquake. We start out by reading the magnitudes into a list along with the latitudes and longitudes of each earthquake:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "###highlight=[9,24]\n", "import csv\n", "\n", "# Open the earthquake data file.\n", "filename = 'datasets/earthquake_data.csv'\n", "\n", "# Create empty lists for the data we are interested in.\n", "lats, lons = [], []\n", "magnitudes = []\n", "\n", "# Read through the entire file, skip the first line,\n", "# and pull out just the lats and lons.\n", "with open(filename) as f:\n", " # Create a csv reader object.\n", " reader = csv.reader(f)\n", " \n", " # Ignore the header row.\n", " next(reader)\n", " \n", " # Store the latitudes and longitudes in the appropriate lists.\n", " for row in reader:\n", " lats.append(float(row[1]))\n", " lons.append(float(row[2]))\n", " magnitudes.append(float(row[4]))\n", " \n", "# --- Build Map ---\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "map = Basemap(projection='robin', resolution = 'l', area_thresh = 1000.0,\n", " lat_0=0, lon_0=-130)\n", "map.drawcoastlines()\n", "map.drawcountries()\n", "map.fillcontinents(color = 'gray')\n", "map.drawmapboundary()\n", "map.drawmeridians(np.arange(0, 360, 30))\n", "map.drawparallels(np.arange(-90, 90, 30))\n", " \n", "x,y = map(lons, lats)\n", "map.plot(x, y, 'ro', markersize=6)\n", " \n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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LFhUVlEoln3zyiVrbGTNm8O233z6T/Dt37mBjY8OsWbPYs2dPle9Ceno6AwYM4Nq1a9K2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\n2toKhUKBWbNmdXiOJRI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} ], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now instead of plotting all of the points at once, we will loop through the points and plot them one at a time. When we plot each point, we will adjust the dot size according to the magnitude. Since the magnitudes start at 1.0, we can simply use the magnitude as a scale factor. To get the marker size, we just multiply the magnitude by the smallest dot we want on our map:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "###highlight=[40,41,42,43,44]\n", "import csv\n", "\n", "# Open the earthquake data file.\n", "filename = 'datasets/earthquake_data.csv'\n", "\n", "# Create empty lists for the data we are interested in.\n", "lats, lons = [], []\n", "magnitudes = []\n", "\n", "# Read through the entire file, skip the first line,\n", "# and pull out just the lats and lons.\n", "with open(filename) as f:\n", " # Create a csv reader object.\n", " reader = csv.reader(f)\n", " \n", " # Ignore the header row.\n", " next(reader)\n", " \n", " # Store the latitudes and longitudes in the appropriate lists.\n", " for row in reader:\n", " lats.append(float(row[1]))\n", " lons.append(float(row[2]))\n", " magnitudes.append(float(row[4]))\n", " \n", "# --- Build Map ---\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "map = Basemap(projection='robin', resolution = 'l', area_thresh = 1000.0,\n", " lat_0=0, lon_0=-130)\n", "map.drawcoastlines()\n", "map.drawcountries()\n", "map.fillcontinents(color = 'gray')\n", "map.drawmapboundary()\n", "map.drawmeridians(np.arange(0, 360, 30))\n", "map.drawparallels(np.arange(-90, 90, 30))\n", " \n", "min_marker_size = 2.5\n", "for lon, lat, mag in zip(lons, lats, magnitudes):\n", " x,y = map(lon, lat)\n", " msize = mag * min_marker_size\n", " map.plot(x, y, 'ro', markersize=msize)\n", " \n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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afeINGzYkPz+fLl26cOvWLUpKSoiNjdUqo1WrVty6dYtjx47RuXNnjIyMyj1f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\n0AKA/gPQCg2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gqqoKUqkU48aNazOOSSwW4/HjxygvL8fjx49x7949AMCWLVtgbGwMqVSK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\n+fm4cuUKoqKi0K9fP/B4PNja2sL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} ], "prompt_number": 24 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We define our minimum marker size and then loop through all the data points, calculating the marker size for each point by multiplying the magnitude of the earthquake by the minimum marker size we have set.\n", "\n", "If you have not used the zip function before, it takes a number of lists, and pulls the one item from each list. On each loop iteration, we have a matching set of longitude, latitude, and magnitude of each earthquake." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[top](#)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Adding color\n", "---\n", "There is one more change we can make, to generate a more meaningful visualization. Let\u2019s use some different colors to represent the magnitudes as well. Let's make small earthquakes green, moderate earthquakes yellow, and significant earthquakes red. The following version includes a function that identifies the appropriate color for each earthquake:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "###highlight=[31,32,33,34,35,36,37,38,39,54,55]\n", "import csv\n", "\n", "# Open the earthquake data file.\n", "filename = 'datasets/earthquake_data.csv'\n", "\n", "# Create empty lists for the data we are interested in.\n", "lats, lons = [], []\n", "magnitudes = []\n", "\n", "# Read through the entire file, skip the first line,\n", "# and pull out just the lats and lons.\n", "with open(filename) as f:\n", " # Create a csv reader object.\n", " reader = csv.reader(f)\n", " \n", " # Ignore the header row.\n", " next(reader)\n", " \n", " # Store the latitudes and longitudes in the appropriate lists.\n", " for row in reader:\n", " lats.append(float(row[1]))\n", " lons.append(float(row[2]))\n", " magnitudes.append(float(row[4]))\n", " \n", "# --- Build Map ---\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "def get_marker_color(magnitude):\n", " # Returns green for small earthquakes, yellow for moderate\n", " # earthquakes, and red for significant earthquakes.\n", " if magnitude < 3.0:\n", " return ('go')\n", " elif magnitude < 5.0:\n", " return ('yo')\n", " else:\n", " return ('ro')\n", " \n", "map = Basemap(projection='robin', resolution = 'l', area_thresh = 1000.0,\n", " lat_0=0, lon_0=-130)\n", "map.drawcoastlines()\n", "map.drawcountries()\n", "map.fillcontinents(color = 'gray')\n", "map.drawmapboundary()\n", "map.drawmeridians(np.arange(0, 360, 30))\n", "map.drawparallels(np.arange(-90, 90, 30))\n", " \n", "min_marker_size = 2.5\n", "for lon, lat, mag in zip(lons, lats, magnitudes):\n", " x,y = map(lon, lat)\n", " msize = mag * min_marker_size\n", " marker_string = get_marker_color(mag)\n", " map.plot(x, y, marker_string, markersize=msize)\n", " \n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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EBDxzMFh4eLhWn3jLli0pKioiICCAW7duUVZWRkJCglYZHTt25NatWxw7doxe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kjTt3pqB37zM4c+ah3I0lALHM1seQFnXu3DmJ07lkSVJSEmXBYaIIzoqKCrDZbIkMjsjVWFNT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\nx8TEgM1myyRwiU6ng8/nd0q3ty0aGhrA5/N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} ], "prompt_number": 25 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can easily see where the most significant earthquakes are happening." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[top](#)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Adding a title\n", "---\n", "Before we finish, let\u2019s add a title to our map. Our title needs to include the date range for these earthquakes, which requires us to pull in a little more data when we parse the raw text. To make our title, we will use the dates of the first and last earthquake. Since the file includes the most recent earthquakes first, we need to use the last items as the starting date:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "###highlight=[10,26,59,60,61]\n", "import csv\n", "\n", "# Open the earthquake data file.\n", "filename = 'datasets/earthquake_data.csv'\n", "\n", "# Create empty lists for the data we are interested in.\n", "lats, lons = [], []\n", "magnitudes = []\n", "timestrings = []\n", "\n", "# Read through the entire file, skip the first line,\n", "# and pull out just the lats and lons.\n", "with open(filename) as f:\n", " # Create a csv reader object.\n", " reader = csv.reader(f)\n", " \n", " # Ignore the header row.\n", " next(reader)\n", " \n", " # Store the latitudes and longitudes in the appropriate lists.\n", " for row in reader:\n", " lats.append(float(row[1]))\n", " lons.append(float(row[2]))\n", " magnitudes.append(float(row[4]))\n", " timestrings.append(row[0])\n", " \n", "# --- Build Map ---\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "def get_marker_color(magnitude):\n", " # Returns green for small earthquakes, yellow for moderate\n", " # earthquakes, and red for significant earthquakes.\n", " if magnitude < 3.0:\n", " return ('go')\n", " elif magnitude < 5.0:\n", " return ('yo')\n", " else:\n", " return ('ro')\n", " \n", "map = Basemap(projection='robin', resolution = 'l', area_thresh = 1000.0,\n", " lat_0=0, lon_0=-130)\n", "map.drawcoastlines()\n", "map.drawcountries()\n", "map.fillcontinents(color = 'gray')\n", "map.drawmapboundary()\n", "map.drawmeridians(np.arange(0, 360, 30))\n", "map.drawparallels(np.arange(-90, 90, 30))\n", " \n", "min_marker_size = 2.5\n", "for lon, lat, mag in zip(lons, lats, magnitudes):\n", " x,y = map(lon, lat)\n", " msize = mag * min_marker_size\n", " marker_string = get_marker_color(mag)\n", " map.plot(x, y, marker_string, markersize=msize)\n", " \n", "title_string = \"Earthquakes of Magnitude 1.0 or Greater\\n\"\n", "title_string += \"%s through %s\" % (timestrings[-1], timestrings[0])\n", "plt.title(title_string)\n", " \n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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tQYMGwdXVFe7u7lLPx6FDhyAUCuHs7AxDQ0P4+fmxZqh1SUtLg6amJjp16gQOhwMNDQ3W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nnA/sMgk2nZzvIMSqWSiIjTKBSp6OjY0r59P1XD+/1Yjt09Rma/5yuPjMAMAFybu5JX+LSyUwKq\nccjl8nKiz7U1dqpK0o/rlQZPWwwbNqxee0ObNm2Kv78/H3zwAVevXq3QYIKqjzEoKIigoCBx4ZKd\nna2xj5OTE++//z6bNm3C398fuVwuhsrNzc358ssvSU0NQxAOaOV4qxcpEgkUmwMPqv88xUBumXRO\nenqExuKhKvTtC2d3JzPCzBjBwYG1p85otCHWBerN/Zo7dy6rVq0SDWBycjKGhoaMHj2apKQkQkND\nNejpUlJSePTokUYuY/LkyVy4cIEjR1byf/93ih9+SGbJkgK++CKFefNSWLy4iI0bqbInads2ePtt\nOH8GAj6B3++oWGuqQmPA7Rlj/6vC1at7KzSWapiYwKJFxezfr/IIHwF63bpBt26EAx//8EO5FZ6O\njg4+H37IeUND2uTDwYPafVcFBaokfkgISKUwYgS4uTV/7cYSVP1+Zb3i14WMjAwNWrb6hk+nYQyt\nLCWnDrKkAQFAMSgNleSbK/hjC+Tllz8kPBzkcu3bfQoLCwkO3sKwYSF89lkCw4aFEBy8hZt3bnLw\nykEypZkQiCo+D2T6ZhJ6T9X2k1VQ9XMkl+tw9AWu4ZclhHj48KFI6P060bFjRwYMGKDBnVqXUPP3\nrlu3Dn19/XKSbGq0b9+ejIwMFi9eTLt27USC9Rexbt06Zs+eTUhIiMZcfPToUXx9fcnKUorqI5Wh\n7CJFjXhdTVKqiiAA35qZ0aTMalxXt7TyAypAR304roD19xJZ6ezE8BYt6rRXs14M5q1btygoKNDw\ndj755BMcHR15+PAhhYWFODs7ExkZib+/P6dPn6ZRo0Yim4M4OKkUV9dGzJiRi5NT+XCikZGqOGXn\nTvjzT10KClTvq9THDfj5ZxPkcnt+mm9Jk19h/f3qjaUaszMzuXvxYpX7ZGdn14lRvXs3it69tQs7\neHrGiHnbXbt20a9fP2xtbQkPD6/wmLfef5/9XbvikSbB3ACOHFFVsJX9rvbsUb3/wQeqfGVAALzz\nDly6pCJD6NIlj5iYl6N/qysMHz5cozfvdcHQ0LBcH2F9YuWybWz8qxkNDVElsvOe/Z1Exd6zC1V4\n1gCwRRX+SoWs4ahkwK6iynXeAONb4OYKpaXaSdEVFBSwcd9yLmcmMXO1wPyV4OgoMGdOErfjDlLo\nW6hSSNEBIp+N4xzIBVWTZ1aBjNRKor+pqaCj07icisjIkSO1/m4qQr9+/V4LddqLkEqlHDhwoN7S\nFVOnTiUwMBBdXV2cnJwIDg4ut3KE59SEw4YNIyWlcmo9HR0dli9fjre3N2FhYfz0008oFAr++usv\nzpw5w99/H2LJEu0c77IoMm+AtyHMdoFZ7qrXw2XqTwRgvLU1eSNHYt30eXtUaWnNgqDqXvXmwG8C\nrE1IYJKTU50ZzXoJyfr5+ZGfn4+HhwcPHz4UhV3HjRunUfTz5ptvkpqaytWrV8u1V0RFRZGWloZS\nmYmTU+XXMjSEGTNg3LhSYmIaY2trSGmpKS1b9mXIEJV5vLN9O+8XapeoVqM5oJuaWun2J0+esGbN\nGkxMTPj888pzT9qgJmGHnj3lbN8Oz3iIkUgkWFlZkZiYqKGqooZEImHwF18wOjCQFtHwzUJV/9Te\nvc8r2gYNeu4NlvUOCwqeV9VaWtZfIY+2kMvl7N27t0Z6lfWFmzdvsm7dOrZs2fJKrmdoaMi//rHY\nOhupDORuVLOMALQDnj57Vd+yPqjKl9VO2EjQ3Qdtm8PPv6naATZsqN57VyqVbNq3goxeclH2JSgR\nFq6CTyaBTgMFOpGgeAL057lHmgUZx1VhWbumHnz/ezALZoJtmVxmWhps3NiMrl37lGttedncY6NG\njejQoQNhYWGVMni9Kjx8+JAPPviAY88K8Ooaffv2RSKRsHXrVkB1b06cOBEzMzMiIyORy+WEhIQw\nadIkMjIyRAHu8PBwjh07xu3bt5HL5TRs2FBkYGvatCkPn+Vlvv76a3777TfeeecdVqxYwYULF5g1\nC4YObcDQoRliK0lAgGruUDveaggCCBIZb35jgE/X5wuMsECYvh0W3oefjYywGDIEi8aNCQwMJD4+\nHjs7O6yt7QgKSqBXr+rTB6Gnoc8LYd/GwOa8PKZ16cKh+/df5msG6sFgLl68mM6dO6NQKFi9ejXG\nxsb07NkTU1NTDWOpxqVLlzA2NiYmJgYbGxtycnKIiopCJpPRv39/wsP/rjZeLpGAp6cDSUlmeHqW\n90zV1HI1RVXHGRsb07Zt2zoJU9Y07KC+GT/77DMKCgqIioqiWwX51oKCAgIDAxk/fjxOHh7oye6x\ndWsOEydq9qSqofYO1dKVZUMqBgbVC3vXN+Li4vj44485e/bs6x4Krq6ur1wxwdDQkD9W7mD8nPFQ\nCFgBrYH2qMKhqajaTUDFOaaHqiDIGJCBX3+Y8ex319cHHZ0sqkNExGkKzJ4bSwAc4EqEihg+0hMV\nVUsgmuEbC5CYqx5c3y6+nAmT8NXi61gYybE0MsDYoCE6Oo01jOU333zDDz/8AKgKBtU0bbWBrq4u\nR44cqTci9JqgS5cu7Nq1i9zc3HprtyooKCAvLw9jY2NGjBghGs9x48Zhb29Pz549mTNnDsbGxowc\nOZKQkBAcHBwwMDCgWbNmGBkZkZSUxLvvvotUKiU1NRVbW1v69OnD0qVLiYyMZObMmQwfPpyYmBiW\nLl3K+PGTWbHiE6TS65iYaDreZXHvHnh4PMKn6wvfiy+4ecGgLyAzxwKDS5e4c+eOuD01NRU7Ozvy\n8pri6ZlUbZXsvR3wZQX03o0Bu8REkpKSKpSOrAnq1GBmZGSwfft2Ro9W1bi7ublVuf+TJ08YOHAg\n//77Lw0aNCAoKAhBEGjfvr1YTKEtI76OjqrvcdeuXfj6+mo8bKW1rKis6jgjIyNRR/BlUdOwgzoK\nnJmZKXqEjRo1QhAEFi1axPfff4+trS2pz1bIrq6uWFpm0bRpDs7OqvDri43GL3qHly6pKPYALl82\npk+fl2OzqQvY2Nhw5MiR1z0MQFXReePGDQ2S8VeBcaPG8dH8j8jOz1Y9verHQ4FmgiUPMARCgS7g\ncAXGz3q+OSsLBKF6eTqFIhUdKVACDW6CtQIMdEEuhcfpVJnU0ZOp2hYkEgm+Xr5AFRRVoFEVHxwc\nzIgRI6rYu3rs27cPhULBV1999VLneVno6uoyf/58OnXqxDvvvFNv11AzKvn7+/Puu+/y999/Y2ho\nSMOGDVm+fDnNmzdn4cKFpKamMnr06HLzc9kFjb29PSdPnkRXV5eJEyeybds2evbsyYQJE2jVqhV/\n/vknAF5eoUyd6kvPnhexsdGcqwVBZSwPH4ZPPql43CYmsPAXOHy4NR4eb7Jy5Uru3r2Lm5sbCQkJ\ntGzZEk9PT1asqLggErQr5vwM+Oqtt9gZFlbtd1kV6tRgjh49ukZNumFhYUgkEjw9PUlPT6dVq1YV\nyGppF5rJzS3E3t4BIyMjsdlZjVJbW+7Hx2v0DlaHhGfHvQo0bNie4OAkrcKyp0/DM2pO/vrrLwDO\nnTvH0aNHWbRoEWHPbojU1FTMzc0pLS1FIonl009VN+eaNarVZX5+5WHZ3Fy4fl1FWpCbC5cvO/HV\nV2Pr5bPXBNu2bUMqlTJr1qzqd65ndOvWrVzz96vCjpU7GDVrlIooIBJViPYR0AFVxawp0Aq4AUYC\ntL8C095VtZKosX+/OW5u1Tf26+jY4mqaQO5ZaO8MpyJBoQs6peDbDm5egrguqPKXWWiEZJvqqnJR\ngiBwLvwc8dnxIICzhTO9PXuXaysrS1j+ssYSYNq0afUu7q4tli9fTmRk5Cu7nru7Ox4eHty+fZuL\nFy+SmprKhx9+SPPmzZk3bx4nTpygZcuWVVKDtm3bltu3b+Ph4UHv3r3ZunUrEyZM0NhHJpOxcWMg\nmzev4uhRzR7ix4/zget88kkJVa1ZTE3B1TWMuDhH7j6rKMrLy+PYsWP4+fnh5ORE584TWLmyfMtd\nWCDc3a4yllXVpzQHsiqp86gJ6sxgqtVFtA053Lp1C5lMRoMGDXBycsKpkkSlXG5Ybf+gIIBCYUK/\nfv149OgRt27donGZxi+nbt1YFRXFiqzqQ1BqrLK0xOkVtZU4Oblz7tx1PDyqb8719zelsFDV0DRn\nznQUikQ+/3wg2dnFoiFVIzs7m+bN4dcyrECTJj3nmq0oLFuWazY3F3bt6siaNf+NVZ2fn5/Ye/a6\nsXfvXmQyGR+o49evEG/0f4MdS3cwcuZIBJmgKvB5E5Wx7A/YPdvRGFrehS9ng7+/innFz09lLNPT\n7XF2rp4pqX37ftzZE4p7ZwWHYkAx/Pm2I0ehuy0or8BdHyAYdHJ1MDYwprlBc4Z2U8m6nQs/R3Cj\nYBSdVHmotOQ0JOESenfqLZ7r9u3b+Pv7A3CxmmI7bSGVSnFyciI5Ofm19mOqMWfOHA4cOPBKWpFu\n376NpaVlOS7bM2fOUFBQgKOjY7VtN6mpqeIC5vbt2wwdOpTi4uJyTkhlPcSzZw/mzTe1q83o0iWX\nQ4ce8ueff2JmZsawYcPQ09NDEAQOHjzIhx9+SI8eE4mNjeLE1v10NFAV+PR5AP/TUmVRX6ldtLIq\n1NldNHXq1BoxWuTl5VVaqFIWxsZNKdN9UiESEsDa2hkDAwMuXLhA+/btNbYbGBiQaG+Ptm3aqUCS\nnd0ry3+UlpYSGHiPzz9X0TxVBJXx6kBkZC5Tp05l2rT+WFtvZfjw4yxdWsyGDfDZZ6q+STUMDWHy\nZF0NI2xiojKGf/9dXgosOFhFh/f++3Drlil79nQjMrKYpk01Sb1fFz755BMSExNf9zAAlfEeO/b1\nrbqHvzGcXp69VKvJUlQSEC/aPwH6eKlUT955B/Lzdfjjj/bY2k7Dy0u7KlSpVIq+sUBgJCg0C1lR\nvAEXUsHNFpqckuFY6sj0rtNpktWEEb1HiLnJ+Ox4FHbPizYUdgrisp9zLJ4+fZrdu3eLvZNdu76Q\n7KolTE1NuXPnToUSV68aUqmUf/75p95kv9QoKCjA19eXY8eOlZsHAby8vLh27RqNGjVi//79VZ7L\n3t6e2NhYSktL6dq1K2vWrMHAwIBFixahUCiq/V4FoWYdBHJ5Hu+99x5vvfWWyELUqlUrcnOfMx4Y\nGDTALA5WRcHKOPCrgSRxXdwFdWIw169fj7u7u9Ze3IULF0hNTdVqwjE3t+O330y4e7e8QLI6Rr5t\nmz1ubt7cvn0bIyMjiouLy52n9ZAhTGvWrFqjmQpMb9aM1kOGaPVZ6gLqG+LOHfj6a1MCAzW3h4WZ\nEhDQn19+OcK3335LVtZlhg49hY+P5t3i6wu//w5vvOHEgwcP6NfPmZ49yxcUmZhocsRu3qx6PXgQ\nCgsbcfr0YFq2XM/atce5cuVKvXzmmqKkpISlS5fi4uLyuocCwNq1azXUH14HdEx0YAjP+y9dUBX7\nJKv+pIEwsEzUddw4BXp6ujXm4JUZCCgqiUUpjeBhHnjY2DJp4CRsbGzo2rWrqItZFQRBYP78+QQH\nBzN48GBWV0RS+pL46quv+Oeff+r8vLVBTEwMx48fr9drrF27lqSkJKZMmaIhCK2GsbEx5ubmJCYm\n0qdPn3Lpq7KwtramdevWnDp1CmdnZ7755hsAFixYgJGREcbGxnh6erJy5coK+0xzcsrPw1Xh8eOc\ncu9ZW1ujq6tLZGQkSUlJxMbG8gix3VdrJKDKWrwsXjokq1QqWbZsGePHj69+Z1QMKS4uLoSFhVUZ\nvs3KyiI5OZnk5GSGDp3FsWNh5OenIJMVIJUqyckpID29FBeXTvTo4Y2Ojg5RUVF4enpWKPukp6eH\n+8SJfBQQgH1yMrMzM8vxoa60tCTJzg73IUNemb4aoBHiiIzMJS4Odu+G//u/PkgkhvTp8w7/+5+q\nsenRo8tMnBhVJcHBlCl3GT26LU2bVh2C9vHRJGPfvBksLNqycqWqiXzmzJl4enry7rvvvtTnqwuk\npqbyxRdfiEVOrxtTpkzB9hXluCuDk7UTgQWBMAl4DASBpAB0j6rug99+gLK3sc2hUV8AACAASURB\nVIUFSCQZ4v8FQSDpmdK9hYUF5uYVV0KXFkvRKa24rF9aAE2bgTTveag8LCyMgQMHis+3s7kzaclp\n4ipTJ1kHZ3Nntm/fDoClpWU54oK6wsqVK8nPr4C54TWgV69e5Obm8uTJE6ytrevlGikpKTRp0qTC\n3GRxcTE3btygoKCA+/fvo1QqiYqKwte38mIsW1tb9PT0OH78OL169WLIkCFIpVLatGkDqDQ2N2/e\nzNatW8vpUkZGZnDunA69e2vREhJqSufOw0UN0e7du2NiYsLgwYM5efIkjx8/RqlU0q1bN/yjolie\nkcFv1Z71OVYA6XUQln9pg/n999/To0cPrfcPCgpCJpNRUlJCVlZWOS8oPj6eiIgIJBIJJiYm9OjR\nA5lMhrv783xiZmYmERERjBjRW3yvtLSUW7du8eabb1Z43YiICPLy8ug2YgRFRUXMPnOGB2Fh2FlZ\nIejpoefkhFO3brSvIAyrUCi4desy+fkPkckKkUqVKJVS5HJDjI2b4ubmXWuR5MePH/PHH38AKvqq\nO3fuUFgIDx4YsmrVGY19Dx/ehZNTSLUEB5cvw5QpWZw7V7OxlJaCoeFzI/DNN9/8J3oeQZUnWb9+\n/esehohFixYxa9YsOnbs+NrG8MMXP3Dyw5Pcd78PNsAosDkH62erwrAvIisLHjwoIDf3LDo6Osjl\nciQSCQ4ODoSFheHq6lqhJqWOYI1vuzSOHNUMy+oEQPcmkHrHhMGD+4nvq+cDQRBQKBSqAp9wCXGx\ncRpFPwsCFgCq6vr6QmRkJJ9++innavow1BOio6Np0aJFvRnMuLi4CleWoPou0tPTRW7v4uJiFAoF\nCoWiyvlLrSR1/vx5CgsLGTZsmFiw1bp1a1q2bMnhw4dp0aIF7dq1o3///rz99tu88840Nm6cS6dO\nimprM06ftiE9/TBffjm/3HYLCwsePXpEv3792Lx5M1369uXKvn2koWoZqQ6pqHQHmvfsyaZNmypV\nddEGL6VWUlpaStu2bRk7dixyuZw7d8LIyytvVExMmtKyZRcUCgWlpaXk5+dz5coVBgwYIMp7KZVK\n7t+/z5MnT+jcuTOA+H7Z17S0NK5evUqvXr0wNTXV2P706VPOnTtH165dkUgkNG3aVNy+YcMGUlNT\n+fbbb8X9o6OjOXDgADo6OsybN6/C68nlci5d2s477yTRogXlpJfu3YPt2+3w8hqHgYFBueNffA0M\nDCQ4OJhJkyZx48YNIiIiAFVP5YYNG8Tw7Lp165g2bZp4MysUCj7/fBhvvll98/Nff8HkySrDCdpJ\neoWEwNWrFvzyy1VaPKOT6tmzJzdv3kRXV1djHK/jddu2bTx9+pRPPvnktY5D/RoVFSVWGb7OcYz/\nZDxnE86S5pamymE+Ab/HOsz+qLxXv3GjGba2UzExManw/gwLC8PMzAw3NzeN94uKijh64lesmwtc\nSFWFYaUF0MMW0pMkDOir6u9T779r1y7i4+PLXd/Hxwdvb5VzaWhoKLbkKJXKevt+SktLyc7OxtjY\nGAMDg9d+3zx48IBz587x9ttv18v5V69ezZIlS5g8eTI6Ojri75iTk0NQUBBt27bF0dFRfH/nzp10\n796dZs2aVTlvKZVKYmJiSEhIoHv37piampbb/vjxY548eUJSUhJ37txh7NixbN26la5dG/Dpp6mV\ntoT88IMZCoUL2dnZmJub079/fzZu3Eh6errY665UKhk4cCDFxcX8+++/SJKTscnOZjtVG81UYCIQ\njyqKaGtrWyXTUbUQXgLvv/++oKurK8yYMUNwddURNm1COHMG4ezZ539nziBs2oTg6qojDBo0SNDT\n0xMcHR0FCwsL4eOPPxYsLS2FiRMnCsbGxkLHjh0FS0tLYdasWRW+Dhs2TDAwMBBmzpxZ4faPPvpI\n0NfXF1q3bi0YGBgII0eOrPJ8U6ZMEczMzIQZM2ZUul+jRgbCpk2an+nFv337EBwdZZVep+yrhYWF\nmp9FAAR9fX1xu5WVlfi+ra2tcO/ePcHJyUl8nTbNu8pxqP8mTHj+77feQvD3r3r/I0cQ/PwQPvxw\nqHi95s2bCzdu3NC4/ut8tbOzE65fv/7ax6F+NTQ0FEJDQ1/7OJycnITLly8LpnamQtcxXQVTe1Ph\n/fcHCcOGSYWDB1W/78GDCMOGSQR3d8tq709DQ0NhxowZgrm5ueDp6SkYGxsLs2bNEszMzISOHY2F\noeMROvohDB2H0K6dvni/6unpadzX1f2ZmZkJY8aMEXR0dITY2Nh6/X68vb0FOzu71/47qZ+ruXPn\n1tv5W7RoIUilUsHCwkKcb7y8vAQDAwPh/fffr/B3nzBhQrX3haWlpfDxxx8Lenp6Vc6X6ldzc3Oh\nc+fOgomJifDBBx8ILi66woIFMo15Z8ECmeDioit88MEH4nFGRkbC1KlTBUtLSwEQpFKp8PHHHwsy\nmUwYNGiQYG5uLnh4eKjOD8JAEGaAkPCMUEj9l/Ds/YEgeJa573R1dYU//vij1jav1itMpVKJqakp\nBQUFDB/elyFDzlAVMfzdu7Bjhyc+PgMJDAzE2NgYiUSCQqHAwsKCxo0bY2NjU2HhkCAIxMXFkZaW\nVmXv24kTJ/D29sbc3ByFQoG/vz+NGjWqUFqnsLCQzZs388EHH4jXVBFMB5OVlUV0dDTTpk0jKSmY\n//3vVrVsQ9u2mWJmVnGi/UUkJiayefNm4Ln2X3R0NAkJCVy9ehVQadg1fEGGRVWmXf0Kc8sWUKcd\n8/Ket5FU5uGtXw8mJp35669zoizO6tWrKS4u5rPPPqv2eq8Cn3/+OX5+fjUK/9cnIiIiaNeuXa1E\nwesaN27cYObMmRpFSE+fPuXddweRkBBOZqYEU1MXYmNjeffdd2letpT6BWRmZnL58mWys7Px8/Pj\n3r175Ofn06VLlzJqJSkkJhYRFaUqoXNzc2P48OH8+OOP5c5Xdnp56623GDFiBAUFBUydOpW3336b\nq1ev8vHHH9drb21eXh6FhYX1FgatKbZs2YKPj0857uyaQL2yy83NJScnR6xkX7NmDcuWLWPSpEkk\nJSVx69Yt3NzcKmW4KSgoYNeuXbz33nta3ctPnjwhPj6+VnJlKp3fSHR15RQXS0hPN2TIkNEa++Tn\n53PmzBmGDBlCZGQkhw4dolu3biQmJpKcnIynpyf9+vXD0NCQoqIizqxbh3lWFnqAVAIyCcgFUAqq\nqtiHuroU2tmRkJDA2LFjEQSBoKAgkdSlpqh1FnTdunViNWp+fmqVslEALVpARkYCMpkMhUKBo6Mj\nPXr0oHfv3nh4eNC4cWPRcF2+fJng4GAA8QMKglDtZFlSUkLcM5JVHR0d3nzzTQoKCti9ezdZWVkI\ngoAgCJSWlhIbG8uAAQPEcFBQUBChoaF4eXkxYsQIrKysCAsLIyfnQbXGEmDkyFzu3DlT/Y4g5onK\n6m26urqKpMnNmjUrZywB+vSZQFhY9VR8ZQvfqmojOX8eli3Tw9FxpIaxBBV59SeV0XO8Brz11lt4\ne3u/7mEAqnty0qRJ/wn5KFA1mL/IU2plZUVAwFX+978tpKYKxMbGIpPJ2LJli8gRWhEsLS0ZNGgQ\nfn5+GBoa0qZNG0pKSkhPT0cqldKhwwACAu6LxvLy5ctER0fzww8/IAgCmZmZHDx4kJkzZ7J8+XKN\nc+/bt49x48bx/vvv4+7uzunTp2nZsiWzZ89GLpfX/RfzDDt27GDTpk31dv6aQr1YqC3ee+89dHR0\nWLduHf3796dZs2akpaWxfv16vv32W5E8Jjo6moEDB1ZJB2dkZMTIkSO1VlOxtrYmPz+/Vve+k5M7\nXbqMp2PHd/HxmYShYcNy5zE0NMTJyUlkfPPx8eHSpUukP2N79/LyErmBDQwMGDx7Nu0//5yn1taU\nSKQIgoQSiZSn1tbYTpyIx+jRjB07lj59+hAQEEC7du149OgR//77b43HDy+Rw7S3t6dz584cP34c\nV9cSVqyovoz8118d6Nx5MmlpaSQmJuLl5aWxvbS0VOSSdHBwQCaTiSom2nIAXrlyhaSkJNq1a4eJ\niQmNGjUiPDyc8PBwHBwcSElJQSKRIJPJMDU1JS0tDUtLS3r06KFRXfvgwQMiIiKQSiP5+WftyqOX\nL3fE07MCNgAtsGzZMjF/mZubWylH7fTpAxg69FSVSfQNG2Dq1PJkDyEhcPu26n2lEuLiGrJ7d3iF\nhR6+vr5s3779tVeCgspA9evXj6NHj/4nuEHVBWaVaQ++asTFxTFmzBiuXbum8X5KSoq48ujZsyeZ\nmZl4e3uzceNGJk6cqLVWoFqrslu3bjx8+FCsblUqlRVO/Hfu3GHt2rWsXLmy0nOqj/vuu+9YuHAh\nBw4cYPjw4ZXu/zKQy+UkJSVVSo6iLQ4f3sXZs9sQhCIkEgP69JmAn1/NFVHu3bvH/v37+eKLL2o1\njm3btrF7926OHj3KrFmzcHNz45NPPsHc3JxmzZphZmaGh4cHERERdO3atRyx/YuIioqipKQET09P\nra5/584d9PT0Xlrn8+bNm1hZWWmQzIDqfk5ISGDAgAEIgsCBAweIiooSt7/33nu14oR9+vSp2LrU\nrl07sX6kJqiVwYyKiqJdu3YkJibStGlTunc3YfHi6ptUV6ywp2PH97h69SoZGRkMGDBAY7s6POnp\n6UmrVq1q3XNXUFDAzZs3SU1NRVdXl969e2NsbMz9+/e5ceMGubm5ODk50ahRI44fP86ECRNE+Z2M\njAxCQ0NJSUlh7NixhIRsYtGi6pVOCgpg9ep2eHnVnNJL/bmBKj231atXk5+fz82b+xgz5mqlIdbl\ny5sycWIqjo6V91glJEiRy5dUyNCRnZ1NSkoKrVu3rtHnqC/k5eVx+/ZtsRjsdSMrKws/P79ygsev\nCwqFgsLCwgqdrO+++64c322TJk1ISUlh/PjxWj9jaWlppKamEh0dTXx8PHK5HN1K+M5KSko4e/Ys\nAwcOrPR8Fy5coGfPnjRr1owHzyiqBEEgLy8PLy8vjh079tJE2WokJyczadIkzpzRLgL0IrKysvjy\ny9E4OYXQpctzZpGwMBPu3vVhyZI9WqVi1Hj69CmBgYGMGTOmVuNRIz09nYYNG3LlyhVGjBjBlClT\nxG3379/n2rVrYmi9ooiVGoIgcPPmTdq0aaNVL31OTg4REREvnR4pLCzk2rVr5YQjCgoKkMvlmJmZ\nIZFIEASB7du306JFC2bPns3YsWMZNWpUre6P8PBw/P39kclkPHjwoMYE/7UKyU6YMAGpVMqyZcuQ\nSqV07qxdPLu0FA4fPkxRUVG5L0nd6Dx9+nQcHR3JqgGN3YswMjKiS5cu+Pn50bp1a86dO4e/v79I\nmJ2dnc3JkyfJyspixIgRorHMy8sjJCSEfv36MWXKFIyMjMjMLC1HmFAR9u9XSYrVFGUNZFVNxNHR\n0cycOZNt27bx+++n8PfvT1iYZh+rmuBgz57rBAV1IyFBWiHZQ0KClKCgbkyeXHHeKC4u7j8hvqvG\nw4cPKxS7fV0wMDBg7dq1r3sYItLS0iplzFq4cCGnTp3SeE/dyL9jx44q77myaNy4MZmZmaKBVefg\nK4JSqaz291JPtg8ePKBLly7i+4aGhty6davCqEdtYWdnx9q1a2ulXZuVlcXMmf0ZOvSUhrEElU7s\n0KGnmDmzf43mKysrK6KiosQe2NqiYcOGFBYW8uabb9KmTRskEgk5OTmkp6djYmJC9+7dsbOzIzY2\nlvPnz1dI6AKq1X5ycrKKm1gL6OvrV6i5WVOo85AvwsjIiDNnzojpNYlEwpgxY4iIiCAxMZFdu3Zx\n4MCBWuUhPT09mTdvHiNHjmTevHk1Pr5WBjMiIgKlUslvv/1GUVERMplVtUZF1YKRjqWlJQ8fPmTp\n0qUEBAQwf/585s+fL3o2ERERNGjQgLzKOOJqiBYtWvDGG28wZMgQGjdujK+vL0+fPqVJkya4uLiI\n4QClUsmFCxfo1q0bMpkMpVLJyZMnMTZuSnVsVunpkJLiUCMvE1TGcsECVS9aUlIS+/fvr/RGbNq0\nKZs2beLmzZtYWFiwfv1JWrZcz6FDgzl4sA+HDqnYedavP4m1tTUbNwYily/h6NHRHDzYl4MHe3Hw\nYF+OHh2NXL6EjRsDKw3VWFpaiqwe/wWYmZkxe/bs1z0MEWlpacydO/d1D0OEra1tlYxM/fr10zCM\nGzZsYMeOHQD8+eefWhvNvn37iiF69fEVwcDAgKlTp1Y6QauhzluGlVGQuHv3LnPmzGHVqlVajUlb\nfPPNN9yvhR7il1+OrjSaA6oagdGjr/Lll6Mr3qESeHt7a9QM1BZxcXFIJBKxCOfcuXOkpqby6NEj\nHj9+TMuWLfHx8aF9+/YEBQURFRVVYRSrU6dOpKVpRx6qp6eHvr6+1nnPqmBoaFghscSAAQM0itP0\n9PQYO3YsX3/9NUZGRsyfP5+tW7fy6FHN+Xv09PRo2bIlJ0+erPGxNSYuOHjwIAYGBhQVFeHi4oKh\noSEtWnhw9+5enJ0rP+7uXXj4MJ+YmDO4P9ONMjY2pmPHjly7do2FCxcCMHDgQCQSCdHR0TX+MFXh\njz/+IDPzeWi1RYsWnD9/HoAhQ4bw4MEDrKysRKN3/vx5nJ2dad68Odu3b+Hjj5OpKKqRng5r1jTD\nx2dYjcaTnJwsSuQAjBo1itDQUBYsWMB3331Xbn8LCwuNkAuAn9/bleZQKiNE1gbHjh2jYcOG/wnF\nelClAMLDw6uVi3tVsLa2ZunSpa97GCJycnJwd3cnOTm50n3K5hr/+ecfvvvuO2bOnMnvv//OwoUL\nNdICVUG9KqqoIrYsdu/ejaenZ5VqIbq6ukRHR4usMYBYOVrXBVUrVqyoNpf3IrQlCjE1BSenyxw+\nvEvrnKahoSF79uzho48+qtGYXkRhYaFGaNzCwoLWrVuXC5erlYtu3bpFUlIS3t7eGmHakpISrRcp\nEomEPn36cPz4cXx9fV9KoNvFxYX4+PhyvLcSiYS1a9cyc+ZMcTHVoEED3njjDcaOHUtUVBRPnjzh\n999/Z/bs2TUm15dIJNjZ2XHt2rUakY/UeIX522+/iRN3XFwc9vb2zJjxNYsXQ3x8xXyvCQlSgoN7\nkJ5egiAIREZGqiR/zp3T8C719fUJDAxkx44dtWbOqQxOTk6UlpaKoV8XFxfu3btHr169uHLlCjdv\n3tRIel+5coWrV69SUlKCj88ENm1qy7ZtphQUqLYXFKhaSTZtaouPz0QNSqjqHvayxnLOnDkMHjyY\nmJgYjI2N60xj82XQqVMnhg2rmQNQn2jevDnjxo173cMQER8fX63BeJUwNzfn1q1b1e6nFhUuLS3F\n1dWVDz/8kG+//RZAdFirg9rwViRYXhZTpkzRyui5ubmJ1etl8f3332s1Hm2xY8eOGguPnz27rVwY\ntjJ06ZLL2bPbtT53ixYtNELRtYEgCHh7e2uII5TVwX0R+vr6jB49moEDBxITE0NoaKgYXWjatCm5\nubkoFNXT2IHK2encuTPh4eGcPHlS6yjFi7CysqpwpWpkZMQHH3wgEryXlJRw//59nJ2dadu2LY0a\nNWLcuHGYmZmxcOHCWq00O3TowOLFi2t0TI1XmGoexE6dOqGrqyvKxJiYmLBmzRlsbPTJz0+hsDAX\nS0trCgv18PObwMaN8yv08MoaxuLiYlq3bk23bt1eymupCIMGDSImJoYuXbqgp6dHcHAwGRkZFBUV\nkZGRQffu3TW8lDFjxnDlyhV0dXWRyWR4e79FVlYWq1efQVc3l5ISY/T0muPtrZk7Sk9PF/N/UqkU\nOzs7evXqRYsWLRAEgT///FMscoiIiKCgoAAfHx88PDxwcXH5T6yiVq9ezc8//1xjku76QlBQEGZm\nZnWa13oZODg4VBgFeF2Qy+U4ODhUSzE3YcIERo0axaBBgwgKCuLDDz/k3LlzeHt788Ybb3Djxg08\nPDyqPIe7u3u5nGhFOHHiBMbGxpX2PhYVFbF582bkcjm7d+/mxx9/pHv37pSWlqKrq1vnWqNTp06t\nMQVfTdU2BEF76QxLS0u+++47tm3bVqNrlIXaSSpbfFNcXEx+fj52dnbl9re2tubx48c0atSIbt26\n8ejRI44fP06nTp3E4he5XK71YqVRo0Y0atSI6OhoDh48iJOTE87OzpiYmBAbG0t6ejodOnSosrJd\nIpEglUorpOe7ePEipqamdO7cmZs3b3LkyBFGjRpFjx49OHPmDDdu3CAxMZGff/6ZxYsXM2XKlBpJ\np1lbW9dYkL5GBjMkJEQsRW/Tpg0JCQk8fPgQCwsLYmJiGDp0vPihCwsL+fXXX/njjz947733Kq2o\nA5WnNHToUAICAti4cSPu7u74+fmRnJyMg4PDS2vZKZVKBEHAzs6O7OxsQkNDkclktG3blpCQEPr3\n71/OQNvb25Odnc2ZM2cYOHAg+fn5JCQk8OiRLk+fKtDXL6Z582L+/PNPBg8eLOZ2LC0tGTFiBGfP\nniUzM5PExETRs1dDX19fTHbv2rULUJWab9iw4aU+Z3V4+vQpe1evJiU8HGlOjliBpjQzo4mnJ6Nm\nzMDExIT333//P6M7CdCxY8d6N5ZZWVmYm5tr1R8XERHBgQMH6jzPVlvIZDKt83MGBgacOnUKNzc3\nsUp98ODBfPXVV/z88884OjpWSsIOaC2VVbaY7kUcOHCAkSM15cX69OkDwOLFi8nPzy+X35PL5Wze\nvJI7d65QWpqOWqRYV7chLVt2ZvLk2VWGXK9cucL58+drFBmQSGrWwiSRaO/km5mZMXp0zfKeL+LQ\noUMYGxuLc9fTp0/Jzs6udPXv4uIiSnuByuANHDiQsLAw4uPjadSoESkpKVq3G4GqNSQ7O5vhw4eL\nHQYFBQXo6+vj5eVFSEgIMpkMT0/PShdB9vb2JCUllWtT6d27N1lZWcjlctGwqVejtra2zJkzByMj\nI+bNm8fXX3/NqlWrtE4tqGFjY0NSUpLWFbc1Mphr1qwRcwyOjo7i6jIrK6ucTqGenh4KhYKAgACm\nTZtW7bnd3d0JCAjA2dmZYcOGif2Y06ZNq1B9RFsUFRWxY8eOcvkduVzOo0ePcHBwqPSHVCgU6Ovr\nk5+fT2BgIAUFBXTq1IkGDRrQoEEDQPUDFhcXiz9U37598fb25u7duxo5U4CffvqJjz/+WGMiUSfa\n/fz86rVt4mZ4OJvHj2fOnTtUZAofBASw+J9/eGPFCrbu3q1BqvC6ceDAAd588816I4JXe93//vsv\nRkZGouiuuln6xZL8Nm3aVMmW86ohkUhwdHQkNTVVK5UdmUwmViCqsXjxYh48eMDNmzerDLeqjem5\nc+eqvEdCQkJwdHTExMSE5ORkrKyscHBwIDo6WjSWZcNxpqamyOVy5s6dy9y5c2nQoAFPnz5FIpEg\nl8uZOtWXXr0uMmSIUqO/uLAQduzYy4YNcyksBDMzBfr6IJfrolRas2/fFZo2bUqvXr1qzPSjIgq5\noFVYNjTUlD59Jmh9bqlUytmzZ3F0dKRt27Y1Gpca+/bt01AaMTMzQ6FQVOr0GRoalquE1dHRwcfH\nhydPnhAYGEirVq20urZCoSA4OBhbW1vxfrGyssLX15fS0lLOnj2Lubk5ffr0ITc3l9DQUKRSKZ6e\nnuUiVw4ODgQEBJRz+hQKBREREeLv1qBBA0xMTDh9+jQDBw5EoVDw7rvvsn79evLz8zE2NiY3N7dK\nFawX4ebmxpo1a1iyZIlW+9eoD9PNza3C3iG5XM7Zs2dFj7W4uJiDBw+KlZ3aTC5qIvfWrVtjamoq\nhirmzZtXa6ktuVzO6tWrKSoq0qjYi4+Px9nZGR0dHb755psqVxUXLlzgxo0bFBUV4eHhgbGxMV26\ndCEyMpLg4OBqk+Xz58+vMh8TGxtLSUkJzZo1q3GVrba4GR7OhkmTWBkdXWXSWgnMcHWl57x5jJ1U\nOwKG+sC5c+fo0qVLnVQVVoZTp06RnJzMlClTsPewJ+lxEpijYqDMgk+nfsqyhcsAVWvUtWvXxArn\n/wJycnIwNTV9KQaZq1ev0rlzZ7799tsqw3Jq57CqqePnn3/mzz//JCUlRayMX716NaNGjcLb25vl\ny5czfPhwNm7cSP/+/QkLC+PXX3/VqGkAlSiBi0sjZLIvadFC83pFRbBuHfTsCdu2w1dfwrPFEwBp\nabBkiZSAgCR0dXWZNm0ahw8frtF3og1RSG4uBAT0Z/36mlVdhoaG4urqWqMwYllIJBLatGmj4Ujm\n5+czpAot35CQENzd3Svs2c3Pz+fw4cPPeuu7V3oP5OfnExQUROfOnSt1Qq5fv06DBg00IkP5+flE\nRUUhl8vp3LmzRqg2MDCwQpmxnJwcwsPDiYuLY9q0aWRnZ5OdnS2uCGNiYvjnn3+4e/cuTk5OdO/e\nnX79+pU7T2VQKBTs27dPqxoAqMEKs6ioqNJQzdWrV8U+sNjYWHbu3Cl6LVVVyWkMRFeXnTt38n//\n938aP+bL6FLu3r2b7OxskZEkMTGR8PBwkfFDoVAQGRlZoTI5wKNHj7h58ybDhg3DxsYGQRA4cuQI\nFy9eZNSoURo5EaVSiYODg7iSrYwF5UXMnDmTTZs21ZuxfPr0KZvHj2flnTvVVnhJgdWxscybPZsm\nVlb0fOONao54Ndi0aRNt27atV4PZv39/BEFg6calxCTFQBNU6h9KoAUs37QcUxNT5v9vPt7e3pX2\nPb4uuLm5ER0dXWU4tTpcfiZvI5VKSUpKIi4ursJJbMKECRw9epTMzMwKJ3ulUsn8+fPp3Lkzo0aN\nAuCXX37B3t4eGxsb7t27B2gaXAcHB0aNGsXFixfFFIiNjQ3Lli2jWTN4IatBUREsWwY5hbB7HzS2\nhYUr4IkcMvJB1wD0gX7tlPTp60jsnRLmzp2LXC6vUbXskiV7mDmzf5VEIXv2dOL33/dofU41kpKS\nCA8Pf6lK2ejoaGbPnq31/OHi4kJcXBwdOnQot01fXx8XFxdsbGw4e/YsCUImzwAAIABJREFUPXr0\nKDd/FxUVERoaSt++favMTXp4eHDs2DGsrKzEFaWxsTHe3t7k5ORw8eJFUYBaJpNhaWlJRkaGGLkr\n+/kaNGggRinNzc017nH1ivjcuXNERkbi5eVFaWkpAwYM0CqVp6OjQ2FhocjNWx20Tg5u374d5xf6\nRjIyMrh48SIymYwGDRpQWlqKv78/AwYM4NixYxw/frwc7VFV6NixI6mpqdy9e5c2bdrQt2/NiQBA\nVZi0YMEC4uPjGTp0qGi4jh49Kno8Fy9eBFRtMi96ynFxcQQFBXH58mUaNmyIpaUlhoaGGBkZMWLE\nCNzc3Lhz5w6gYk1RF/OUDftqYywLCwtZsWJFhQn6usLe1auZo4WxVEMK/JyVhf8XX/wnhHeVSiXj\nx49/JbqcEomEmIcxKm3JIUAfwBfIBQzh972qYq6TJ0+ye/fueh9PTXD79u1Kc4bawtHRUdTJjI2N\n5cKFCxX2Ujo5OdGqVatKhcWzsrIoLi6mZcuW6Ovr888//6BQKBg6dGi1Y+jWrRtbtmwBVKFyUGl7\nln2c1CvL99+HJT/Azz9CI0fIkMGTElC4QPGbkDMcDsdArlLOzn07+eWXX8qlSaqDhYVFtUQhv/9+\nqlYOb5cuXcqxndUEaqf8xIkTWh9jZWVV6XOtlvHT19enXbt2XLhwQYPNSqlUcvnyZby9vaulqJRI\nJLRu3ZonT56U22ZmZoavry8uLi5cunSJc+fOkZaWVmFRVufOnav9br28vNi2bRvu7u7s3buXy5cv\ns2XLFq35iR0dHbXWS9XaYO7evZtmzZqRmprKxYsXOXXqFAkJCXTo0IFOnTpRWFjI5cuXMTQ05MSJ\nE+zbt48lS5bUOESktvLR0dG1orKKjY1lzZo1ODs78+DBA40qKBcXFzEf1bVrV5ELtGzsPD8/n1u3\nbtG2bVv8/Pxo166dBlHv+fPnMTc3JyEhgdGjR/Pw4UOePHnC1KlTxX4ybSeuxMREFi1apHUhRW2Q\nEh5eYc6yOky/fZsdVXCBvioUFRW9WpYfGfCiBrkvoAtyqeoB9PX1ZezYsa9uTFqgXbt2L91IPnjw\nYLy8vPj1119p0qQJ8+fPrzRC1KtXL44cOcJ7770nGlWlUsndu3dxd3fH3t5eJHlPqI75o4JxXLt2\njSdPnhAXF0f37pqk+wEBMHbs8/Dr3/thVzGk9QPeAhqhUgxGJXj9VAqzfvywHEWgtqiOKKS20SGp\nVMrXX39dq2MBsWivIu3RqiCXyyttH7GyssLAwAAbGxv69euHnp4eFy9e5MSJE5w5cwY3NzetIz1q\nPdLK0LBhQ7GDwNzcvNyCDFRRwIsXL1YZ/u/UqZNI2PDGG2+I0VC1gEd1aN26tUZPfFXQ2mAmJiYS\nGhpKZmYmBQUF9O/fH09PT4yMjCgpKWHPnj0YGRmJlGHjxo176V616krcX8SNGzfYuXMnmzZtIjY2\nVqM/qaioiF27dmnE1I8ePQqgkYPcu3cvXl5eomG1srKiadOmFBQUMH/+fIKDg8nNzSUtLQ1/f3/g\neeWWmmxBHXKqDkZGRmRlZaGvr49EIqk112VVkObk1Oo4ZyDp0qW6HUwtoFAo6lX6qRwqS1JIQU9Q\npQf8/f1rXI5e34iMjKySL1QbSCQSzp8/z6+//sq///5LeHi4qPLzIvT19XFycmLz5s0YGBggkUjQ\n0dHB2dmZlJQU+vbtS+PGjcVnQdvCFkEQ8PT0pEuXLgwfPhxdXV2KizUn95wcKBu4Ck2AkrJeoR1Q\nhjBLKYMS8tmzZ4/WuaqK4Of3NitXHmXVqjOsXHm0VsTrZWFjY8Pnn9eOXESNxMRE9PX1a6T20rRp\n00oVa/T19cXoGaiMkZubG/r6+vTr169G3Kvm5uZaUejZ29tXygqlr69P7969qzyPtbU1vXr1wt7e\nnu3bt6Ovr8++ffu4du1alfSDCoWCS5cucfPmTUJelHKqBFoZzKysLGxtbenVqxdubm4ayeCgoCCW\nLl1Ks2bNOHDgACNGqMjHO3fuLIZUagttDaZcLhdJEA4dOlSOEQdU3u+QIUM0Vrzq1gl1i0dMTAyN\nGjXS8Bhv3LhBcnIyAQEBYm41OTkZe3t7MfbdqlUr1q1bh4GBAVlZWVpPXIcOHeLkyZNMnjwZoFz8\nvi7wMkUgumqWhteIp0+fsmdPzfNDtYWJfiXVHSUw460ZALzxxhv1pqxRW3h6empNbVYVdHR0mDlz\nJkeOHEEqlbJhwwaOHz9e4UphwoQJfP/997i6umJoCD4+DfH1bYiPjwHXru3i+vXdBAWpZMf++usv\nrcfQq1cvSktLCQ4OZu3atVhY2GsQotS0y0woAT2MmTx5cr2mP2oKfX19fvrpJ7Evuzawt7fH2tq6\nRj2mDg4OlbYhmZqaaqTR1PnF2hATmJqaklNLh70sEhMTqw2l9+nTB3d3dyZMmMC1a9dwdXXl77//\n5sCBAyQkJJCRkUF+fj7Z2dmiAxgZGYm9vT19+/ZFV1e3ytWwGloV/WzZskUslBEEgZycHE6fPs3D\nhw959OgRd+7c0eihKSwsJCQkpFKJKm2hbcHPjz/+SMeOHbl06VKl/XrHjx8X5bMUCgV7N2wg4tAh\nugE6ERFsDQnhXkYGLVu2JDQ0VGwt8PDwwNzcXCwU+OOPP0hJSWHMmDE8fvwYHR0dBEFg+vTpTJ8+\nvUafTx36UI85MjKyxqvq6vAyFGOl9Vhkoy0MDQ0rzZXVBz575zMW7VmEcmiZCeIgdG/Vnfn/mw+o\nohANGzZk4sSJr2xc1SE8PLxOiSb69OlDnz59ePz4MRMnTmTNmjV07NiRli1baqwyioqKsLMr5Z13\nZLRpk05AgEpkQT2/DRpUxO7daC0FJZFIWLduHd999x1GRkZYWFiwYcNS7t8/KKrvvDh3eznCvQdl\nVpnJqCqcAQ6DVAEr5q3hwoULlJaWvrTMV11iwYIFL52fT09P5969e4SEhODt7V1t3ciLK9L09HQ2\nbdoktpyouZtftv9dKpVqbWiNjIzE1pAX0b59+2qditjYWJRKJf379+ejjz4iJCSE4cOHk5WVxXvv\nvYetrS3u7u7IZDLy8vJERRR18ZOjoyP+/v7VOsJaGcyAgAC6du2KUqlkz5495Obm4uvry+DBg3Fw\ncCj3MJw9e5bt27ezc+dObU5fDupJvqrEslKp5ObNmxw4cABQVUlV1X/Trl07CgoK2LtxIyFr1zIq\nOpqx6tzhgwecA+YD1+/ceZY3UZVVv3gzFzxbdTk7O9OgQQNRX7OmhiklJYXp06fTunVr9u7dC6h6\nMesayloWgsQD9l271u1gaoH79+9z+vTpVybtpTaKq/etplRaiq5SlxnjZojvg6opvz4rdmsDb29v\n/v333zoneLCxseH48ePcunWLH3/8UUxreHh4YG1tzcWLfzJ3bgZxcXDoEIweDQYGqjzj1atw8aKA\njw+89ZY9rVr1ITsbRox4F3d39yp7/sr2Xk+ePJupU/2BizRvrsTMTNUyorYLk0aC5ABcDoOsbHiU\nBIIRSGJAVgJtbO2YMHoCkZGRWlO/vSoEBATg4uIiVhPXFAqFgpycHLHw58aNGxgYGPDVV19VeVzD\nhg1JSkrCzs5OZCZr27YthoaGXLlyhdjYWI3fRxCECtl4qsKDBw+0bplRh4ldXV3LbZPL5SQmJla4\nTY3CwkK6detGw4YNWbt2LTdu3KBDhw5MnjyZkydPcvnyZbqWmc8EQdAw5i4uLuzZs6duDGZKSgrZ\n2dlcvXqVwsJCkpKSqvQ+PD096d+/vzanrhDqMGJ4eHiF5xEEgT179hATE8NPP/3E559/Xm2p+NKl\nS+HmTcZfu8byCiRlegPngOPAQlPTSj/flClTWLVqFTt37sTT0xO5XM6TJ09IS0urUUWwunG8VatW\nHDx4kM8///ylWgIqQxNPTx4EBNSo8EcA1rduzYI5c+p8PDWFtbX1Kw9/zv/ffA0D+SK2b99Oy5Yt\n/xO8v2qEhobWqxF3c3Njx44dZGZmsmzZMvbv309JyR1WrRKIi4MrV2DaNNXqcs0aGDYM/PzKVrcW\nIgj/cvcufPXVv6jT/Nq0X8lkMjZuDGTz5lX89ts2JJJIfvsNZs4EW1vVNSaNhAGp8P3PkAMoFWBv\nZM7pM1EkJiby/fffk5mZyalTp+o8ivMyGDduXJWO/tWrV3F0dKw0zaOWFfv666+RyWT8/PPPFBUV\nceDAARwcHDB9NpeFhIRoGEB1Gqpx48a4urry9ttvi79DYmIiwcHB2NvbU1BQQGZmJnl5eTUyloIg\nEBUVxaBBg6rdNzs7m+vXr1fq7Jmbm9OkSRMKCgoqvcflcjn6+vro6Ojg6elJx44dOX36NL6+vowZ\nM0aUtFNDnXNXw8rKimPHjlU71mrX3KWlpTx69Iht27bh4uLCyZMnq12qz5o1S+skalVISUmp8P3M\nzExiYmIoKipi7ty5WvVV2ZubM+76dXpWo4k3CFiYl8e9F9Tr1VCvehMSEjAzMxOVVwID/5+5846r\nsn7f+PuwN4LiQGU6EDcGikqCe4Z7lZpljl/5dWRajoTUMi3LtEwtM01TzEE5SAVUUJSNW4YLFAd7\n7+f3x/E8ceRMcHC9Xr6OnPOsc55xfz73fd3XFaz2GKpDFlwPHz6Mg4MDa9eu1Wp9TTHuo4/4rm1b\nNK1AVAFftWzJiG++qRezKG0K8q8KkydPrnXL08tC7969NSab1QVWVlasXr2atWs/Z+ZMU8rKIDZW\nGiwBTp2SBktHR/lWEJD+3aoVLF0KTZtKr61169ZptF+Z+05AQDQWFl5Mmybh7Fnw94fFS2HuJ/Dp\nSmjdAkb09CDvehm3EnJo2bIlvXv3plu3bixfvrxObRwvA4mJiSrJkf7+/ipF2hs1aoSdnZ34DPz0\n009xdXUlKyuL1NRUsrKyMDQ0ZMiQIbRr107817VrVzp27EhQUBAlJSVIJBJKSkqIiIigSZMmPHr0\niICAAB4+fEh5eblWYgAgfT46OTlpxKF49OgRLi4uSvvhQdrCqMourrCwEGNjY2JiYkTj+/79+zNs\n2DCxbn3z5k2F6wqCQExMjFiyUwW1ATM4OJicnByePn3Kzp07VU6LQZoiWLNmTZ3Fk5cuXaqUji4j\nE2kqivDgwQOit2+nj4YGqf0rK6mIihLTN2VlZQQFBXH69GmOHj0KSHuWzp07R8eOHZFIJDVGMOpQ\nnVh09+5d9PT0kEgkfPTRRy/U2qhRo0ZM37OHBe3bqw2aVcBsJycG79vHm0OHvrBjqAucnJwUNs+/\nTvzyyy9cunTpdR+GHMLDw7XSAK0rQkN30717AUePQnXxr/R0UCfs5eQETk7SGZM2WRn4b7YpkazD\nzGw8nTr1xdO9D3179mXcW+Px9V3P7t3hNQbR169fJywsjK1bt2q1v5cNd3d3FqjI5Bw4cICYmBil\nn8+YMYP79++TmZkpPq/Gjx/P+PHjRaGAli1b0qhRI8zMzMR/RUVFrFq1itjYWEaOHMndu3fZv38/\nbdq0oWvXriIBsVOnTri6uoq1xfLyco3a4C5cuKBxDfT69etqyVitWrVSadLdvHlz/vrrL5KTk4mN\njcXBwQEXFxdiY2NFb9/Tp0/XWO/+/fsEBgYSFRXF06dPSUlJUXkcalOyR48epVmzZhpPxx8/fsz0\n6dNFr8naYuzYsXz55ZcKPzMxMVE5Gnkep//6i0VaGlLPfPSIkatW8e68eQQHB+Pm5oaurq6ohymT\n8tPX10cQBDGQagplvVM//vgj69ev19qtJTc3l93r1vE0Lk7a2W1khE3XrkxZvJgO3boxbds2vp40\nic+U0KwFYKWNDS0nTcKtHtQuZYiIiKBZs2Yak0ZeBd577706t3C8aPTt25fff/9dHF2/bMicPCoq\nqKGAo25SIZFAw4Z6mJmZMWTIEK33XRuvV9n9+e+//yIIQp3Y4y8SRUVFTJ8+XeHDHKQZLVVcju3b\nt/PLL7+IdUiQ1tg7depEWVmZQjWmn376SZx0TJo0icjISG7cuCEGbn19fby8vDhz5oycMpIsu6in\np4exsTH29vaUl5fTsmVLsrOzSUpKwsDAgMaNG5OcnExycjLt27dn6NChKglpBgYGap93paWlNXRw\nq0NPTw8PD48avZw3b94U5RBzcnKoqKigsrKS0NBQsrKyePz4MbNnz2b69Ol0796dAwcOqKz/qh0C\nREdHy80q//rrL/T09JTqo+rq6ooklrqgSZMmWFpaKpxtpaWlaSVYfO633+ilAWW4OrwBJ2Djxo3k\n5OSQmZnJb7/9JpKM3NzcKCgoqDUz0crKih49pA3Za9eulZNa+/bbbzXeTmFhIf5Tp/KDmxvDv/wS\n/xMn8A8Nxf/ECYZ/+SU/uLnhP3UqbTt3ptdPP7GoXTueD9XJwCft2tHi00/rlYYsSH9nRTJerxOb\nN28mISHhdR+GHEJCQtRmf14kZE4eenpQfSyqKbFSIqmkoKBAoz6953HlyhXmzJkjuhBpg82bN2vV\ns/iy0bhxY3788ccXsq1+/fqJtl1XrlyhZ8+enDwp1betqKiguLiYjRs3kpeXR/fu3Vm5ciUmJiYU\nFRXJaYTr6+tz7do13N3dCQsL4/Hjx6JRdf/+/fH29qZhw4Ziu0dwcDAJCQm0a9eO5s2bc/v2bZHA\neO3aNeLi4lQe98OHD1XOHkGaiVClPHbjxg2srKxqtJ+4uLgwbtw4GjVqREVFBevXrxeNBjZv3kxa\nWhpr166lbdu22Nvbqy3/qJ1hJiUl0bBhQ44cOcLIkSOpqqqisrJSqZrNiRMnyMjIqHNDbrNmzTA0\nNOTu3btys4uSkhIiIyPFC0ET2NQyqLm7uhJ3/TppaWlif+nly5cBxGApu2G/+eYbrbYdERHB0KFD\nuXjxIsePHyc6Olr8bMWKFbz11luiEpEyFBYWsrh/f1ZcvIiixJYDsOL2bR7dvs3i5GTWnTpFt6go\n9nz/PTsvXECvqIgKExPsevbEf/589u3bR2pqKq1bt9bqu7xMyITX65Pd2Jw5c0Q7t/qCgQMH8vPP\nP6u9Zl4UZE4ew4cXsH8/yFqfNW3XKymRDmC1FR5PSUmRU+gKCgoiMzNT4x7mjz/+mIqKijppVL9I\n6Ovr88477xASEqKVy4YiBAcH4+zsjKmpKba2tsTFxVFWVkZgYCC6urqkp6eTnZ3NvHnzsLKyori4\nmPDwcHr27CnHSpZZczk6OvL48WMCAgJo0qSJnAVWq1atFCrzmJubi4LsT548ITExUW26ddy4cYSG\nhqok9+no6CgNmBkZGVhbW4vHOnXqVLnyhKOjI82aNSMjI4Phw4czZswYRo0aVWPm3qFDB7WlFrUB\n08DAgMTERM6ePcvIkSPF/LgyeHp61smOSwaJRMLy5cvZtm2bXMBMSkoiJydHqzaDlFo2dDd2cEC4\ndg2JRMIPP/yAs7MzKSkpNGzYEDs7O7p3787hw4cB6UNUU9jZ2VFWVsaVK1fo3r07gwYNAqQXqqyw\nXf3BoAzfzJmjNFhWR1NgRUQE38yZw8pdu5ipRI7Lzs6uXhhYV0fPnj0V3pivE99++y0zZsx4Za0u\nmuDUqVNq9T1fJHx9JzFr1m+4up7CzQ22bfuP+CMIqtOyggAPH0offpqktgsKCjA3N8fKykpuRhkU\nFCRuw9vbm9DQUCX7E8Tt7Nq1i9atW9cLQpsMe/furdPxCILAkiVLWLduHSkpKbz55pu0b99elOqs\nqqoiOzubTZs2idrYIB1w29jYiOzUwsJCKisrEQSBM2fOUFpayuXLl+nZsydPnjzh7Nmz3LhxQxRa\nUYcuXbqQl5fH3bt3VbY7NWjQAAMDA3JycpTKDBoYGIiz4ed/q9u3b+Pq6opEIqFDhw41BmH5+fmi\nKMG1a9cICAhAEAQyMzO5cuUKx44dIzo6mvj4eJW+zaAmJVtUVCT6Xz5+/FjlhmT47rvv6iQ/VR2D\nBg3i6tWr4gUvCAJpaWkiM1VT9J4yhQtajigvGBjQ4ZlY9BdffAEgFoQzMzM5ffo0a9aswdzcnPv3\n72t8wZeUlJCamsrjx49JT0+X8xGVBUtTU1PxYleG3NxcJOHhaoOlDE0ByfnzKlNgUVFRWrvSv2wE\nBQWRnp7+ug9DDgsWLHhltUJNMWzYMLWprxeNr78OYP/+N2jdGtzd4ddfwdoa1HlZp6RAcbGUsHfw\n4EG1+5EZHpeUZNOxoyE9e5rTujW4ubmwZMkSFi9ezJkzZ+jfvz8NGjTA0tKS0NBQJBIJEokEHR0d\ndHR0sLCw4P3333+lAwtN4O/vL5dhqg2+/vprsQXvypUrcp/p6OhgYmJC9+7dsbCw4P79+5w8eZK4\nuDixz7y0tJTg4GCSkpK4fv26qCHbp08funXrxuDBg7GysuLevXsamzJcvnyZUaNGqWS3AkRGRqKv\nr1/juJ+HrBe0OoqLi4mKikJfXx8zMzPGjh1bI2Cam5tjb29Pu3btqKio4K233qJ79+40a9aMUaNG\nERERgZWVFePGjVM7gFMZMM+fPy9GXE17zt57770XNvKW1WRkWq1JSUkkJCRw5coVrVwH/o2M5A8t\nZykH27dn7AcfALB8+XKFJtg7duwgPDxcY7ktQRDE4vYHH3xAq1at6N+/f43Rl5GRkdqU3+5165iq\npaj11Nu32a2Cxt++fXs5/d36AB8fnxfejF9XrF279pW0cGiDY8eOvfJab3Unj/JyM0aNgpwc6Wwz\nJQWeLy8KgvT9r76ClJQn9OjRgzlz5ogDUUEQOHz4MHv27BH7BAsLCykqKqJPHzuWLjXgiy8es2ZN\nPtu2wYgRiURHH0AikTB9+nQaNGjA2LFjycvLE9t+ZIpdMhw6dKhOUnQvA19++eULSaWfPHkSb29v\nsrOz8fPz4+LFiwQFBZGcnIyxsTFDhgyhQ4cOXLlyBUtLS8zMzEhPT+fSpUsEBQWJPYyenp40adIE\nExMTsV+8uLhYTHurm4WBtGaqr6/PmTNnyMvLk5sYVMfjx48pLS1l4MCBWFpaKtW4BWn6/vlaZ2lp\nKb1791Y5CJJIJPTo0QMXFxe6desm+g8vWbKEjz76iAEDBtC5c2eaN2+OtbW1SqasyoAZExNDamoq\nH3zwgVjDU4WysjI+/vjjF85Ai4mJ4caNG+zdu1dMz02Zopm7eWFhIa0lEgqePOGMhvsLAtpNniwy\ngyUSCVu3bpWb9e3YsYPp06dr/F0rKipEqcAlS5ZQVlZGSUkJjo6OYpAaOXIk9vb2ZGZmqnU8eRoX\nh4OG30cGh2frKUN4eLhKJtrrQGBgoNaWTC8bS5YsqVfyaiC9dp43X34V+M/JYxvnzg2lvNwVU9NG\n/PprYz791IwffnDm8OE+HD7cl2PHxlNW9hX9+0sHnxcvXiQ7O5tWrVoxe/ZsjIyMGD16NO+88w7G\nxsYEBgby/vvv07YtLFp0n9695dsZvL2rmD//NlFRu2ncuDEdO3akZcuW+Pn5if98fHzk1gkJCal3\nDOeff/5ZNHKoK0JDQ8XBdnl5OYMHD+bq1atiK0iTJk0oLy+ne/fueHp60r9/fywsLBg+fDg5OTmU\nl5fj5+eHra0tt27dQhAECgoKOH/+PD4+PpiZmfHVV19x7tw5lYSrW7du0bhxY0pLSxkyZEiNQe/D\nhw+Jj48nPDycXr16AdLUuio9ZEXP2qKiIo3bCzt37szTp0+xsrKic+fO6Onp1Qj+DRs2VDnbVzlU\nuHTpEnfu3NHYJqWsrIwff/zxhQZMR0dHbt26xcWLF/n0009Zu3YtLi4uHDt2jFu3bokpY0UoLCxk\ngbc3X0RH0wRYgHSEoKpD9ASwCPC8eZMZz30m06GMj4/XWid32bJlFBUVERAQwJgxY/j777+xtrZG\nEARGjhzJhQsXOHLkiOYbVCPAUJv1qvdf1RcMHjxYTMnVF3z55Zd8+umnatPmrxJHjhx5ralGX99J\nNdw7Lly4QIsWLeTIIjJs3boViUQiptgU9UeOHDkSBwfYtKlm64oMZmYwf/5DNm48gJeXVNtXEARR\naSYsLExu+fj4eFq2bEleXl6dSTYvCv/73/9eaE1VJtcZHByMl5cXTZo0ISAggE6dOtGoUSMxY1dR\nUUFeXp5YXmjXrp2odiMzPLC1tSU9PR0dHR0aNmzIxIkT+eWXXwgJCSEkJIS3334bR0dHkpKS2L9/\nPytXrqSqqorY2FgmTpyIs7Mzp0+fpm/fvmJ2TRAEQkJCGDp0KJ07dxbjhZmZGTdv3sTQ0FBhF4Sp\nqalcSamkpIT4+HitCIFvvvkmt2/fJiQkBH19fdq1ayenjWxtbU1CQoIca7g6VM4ws7KycHV11Vgc\n+P79+2zcuFHjg9cEN27cYNSoUSxfvpzVq1cDUoaWubk5S5cuVbnuN3Pm8EV0tLR+B3wHPAYWAs+T\nhy8gVfmZCKQ8Y+c+j5s3b5KcnFwrUfmPPvqIyMhIxo0bR0lJiXhBrlq1isWLF4vLzZ8/n+HDhwNq\nhNNr+3BUsV5ISMgLFU14EQgICKh3s97PPvusXvWFgrRZXWaKXl9w6dIllenPGzdu1Hjv3XffFf1P\nzcx0mDJFebCUwdwcvL3TSEm5Qnh4OP7+/nzxxRccPnxYDA5z5szhs88+ExngXl5eoi7060ZAQAC/\n/fbbS9m2LP3avn17Hjx4QHx8vJilW716NZs2bRLv+ezsbPr27SsnOqOrq0thYaE4GGvRogV+fn6i\nIcKePXtYvXq1SH6USCTk5OTg6uqKvr4+hoaGeHl5ERwczMGDBzl16hShoaF4e3tjbW0tN7mytLRk\n3LhxVFRUcEGBtaCsJi3DkydPKC4u1prV7+TkRP/+/enRowcPHz4kMDBQ3F9UVBRXr15Vuq7KgPnk\nyROVAsnPw8rKis8++0zj5TWBoaEhv/76K6tWrUJXV5e2bdvSvHlzBgwYoLKfShEpRgKMA9YD94EV\nwMpnr6lAD0dH8vivAD5p0qQXItZ89epV7OzsxNRieXk57733HgCUizH4AAAgAElEQVRfffWV3LJp\naWkaiSDYdO3KXS2P4w5g4+am8LPy8nJ8fHw0Tm+8KowaNUpjQ+5XhVWrVpGamvq6D0MOBw4ckBOX\nrg/o1auXylq8i4uLKIItG9E7Ozvz3nvv0b59e5ydDdFUgbB37zLu3Ann9OnTNGrUiPHjxzNx4kRG\njpS6gVtaWlJSUkJmZibjx48nISEBMzOzWtlWvWi8/fbbGpeYNIXsex08eJDQ0FC6dOmCubk5+fn5\nNbJyMgZpVVUVZmZmYn84SLN0Mg/kzMxMMbUry0T5+fkxefJk5s6dy7hx4/j333+5dOmSXBDLysrC\nxMSEvn370qdPH/r27at0VmhgYECXLl2oqqqqQWIzMTGRswuzs7NjyJAhnDhxQk59qKqqiszMTLW/\nkaGhIe3bt0dPT0+0o7xz545KI3aVATMnJwcHdTpX1RAdHa0R660usLKyIi4ujqioKJW6kKpIMbrA\nBGAV4P/sdQLw7p07+D9rD7G0tGTfvn3Mnj27TsdbWVkpsnoHDRpERkYGWVlZHD9+HJCmFWbNmkVM\nTAzm5ub89ddf4rqqUttTFi9ml5aznN1OTkz55BOFn5WVlWmcen+V2LNnj0Y+da8Sy5cvV5hmfJ2Y\nOHFindW1XjSio6OVkj2qQyYtKQgCy5cvR0dHhz179lBVpV1moaRESgj56KOPcHV1xcXFBVdXV4YM\nGYKRkRGhoaEMHDhQTMEJgoCuri4nT55k/fr1fP/996+FkR0SEqKxpq6mkDko7dq1i6dPn3L06FE8\nPT1FlxKAzz//nClTpqCnpycngl9dVjA2Npbr169z48YNNm3axJdffsnly5fFgXVubi5t2rTh8ePH\nZGRkYG9vLzKSQRq8rl27hre3N1ZWVhr3v/bu3ZusrCy560dHR6eG4pwsEFfPrgQHB8spH6nCmTNn\n8PLyQl9fnxs3buDk5FT7gFlQUKBVwGzbtu0LHyk9jw0bNmBgYMDnn3/Ohx9+qHS52pJiKp/1DFla\nWmJvb09AQIA4StUWgiCIRWXZjNLGxoZVq1aJTbqlpaVs2bKFrl27ipJMEolELdHF0tISoXdvNO0w\nTQeEXr2UOqJUVVXVO81WkEp31bdZr5+fn1JjgNeFffv21Vm/+UXDw8Oj1obNdnZ2WpfpKyv1+b//\n+z+59wwMDOjevTsgTS8WFRXx4MED5s2bJz4/Bg0axOLFi1mwYAG2trb06dNHYbr4ZWHgwIF8/PHH\nL2XbU6ZM4d69ezRo0ICdO3fi4+ODkZER8fHx6Ojo0LRpU9LT07lw4QLFxcWUlpYiCAJeXl6AtJXu\nxx9/JCQkhMTERCIiIjh06JCYGZPpxV67do0+ffrg4uIi51BSVVVFVVWV1t6axcXFvPHGG1y+fFkc\nxBgbGys0pG7QoAESiUTUHndwcOCtt95Su4+EhAScnJywsLCgqqqKxMREOnXqpLL1TuW3KCkp0Spg\nHj9+nIsXL2q8fG3g6elJWFgYM2bMUE0u0uBuS0Cakl2J1AtzJXAlJoYGJiY8fPiQ6dOnM2XKFAID\nA1WOOhTh0qVL4kXy3nvv0bJlS/HGlRXMQXpDy3LzS5cuJS0tjfz8fKUNvNWxaMsWVnl6qg2a6cBq\nT08++flnpcsUFRXVO0FxgN9///11H0INrFy5st6139THGWZsbGyt229MTU1JS4OwMPVORABhYQYI\ngq0cgeN5eHp6EhMTQ0VFBVZWVmRkZNCpUyc+//xzMU3Zr18/0tPTcXV1Vapl/aJx+fLllxYwQTr4\nOHbsGHZ2duzatYuioiIePXrExo0bWb9+PeHh0lR2TEwMv/zyC99//z0glUGtqqpi3LhxdO7cmdat\nW8ula0Eq4uHn56e0B1hPT0+hm9TTp085fvw4sdVcodLT07l+/Tr79+/nxIkTREVFAXD27FkqKiqo\nqKgQCV3VUVJSQmFhIYcPHyY+Pp7WrVvjpqT0VFhYyLlz5wgJCaGgoEBku1+/fp3GjRvTp08flbVt\nlSzZyspKrRwQ+vXr90JUfl4I1JBiopG2jywFqs9fSp88Yd7Tp9x8dlJsbGywsbHhwYMHcuSnzMxM\nGjVqRHp6eg3HhczMTPr164eenh5NmzYlJiaG3377TTzRZ8+eVSoEoc2D2NTUlHWnTvHNnDlIzp9n\n6u3bcrPqu8AuJyeEXr1Y//PPKpl4MsHl+oSqqiqmTp1aZ+f3F40VK1bw/fff16v+0H379tUbuTcZ\n3njjjVoR5EBaIiguhsBAc7p2zVJJ/MnPh7NnW2Bu/h+burKykqCgIFq1aiWyL588eUK7du2Ij4+n\nW7dupKamMmrUKCQSiTggbty4MV5eXvj5+bFs2TJycnJeeLr0eXTr1u2lq1kZGhoSFhbG3r17WbZs\nGRUVFWzcuJEJEyaI1015eTknT56kdevWNGrUiEmTJjFmzJga28rKylLIpvfz8+Pzzz+vcb/a2dlx\n+fJluV7T8+fPM2LECG7fvs2///4rkos6duzIuHHj5Lbx5MkTAgMDEQSB7Oxs3N3dRYZzeXk5R48e\nxdbWlvz8fI4cOcKTJ0/o3bs3JiYmlJWVERMTg5mZGbm5ueTn5+Pt7S0n9l5YWMiZM2f4888/KS8v\nVym0IBGU0CJljafFxcUa09WXLl3KsGHDxL6a14nNy5Yx/MsvFaZlY4DdSFmziuaoAjAQsHrrLVy7\ndsXf358HDx7IDQZSUlJo1aoVt27dkhO9zsrKElO4PXr0ICIiAh8fH1atWgVIT/CFCxc4EhBAo/Jy\nSh48QFJQgOTZfgUzM4yaN8dn0iQ8vb01/r7K3EqmLlmiEWnm3r17/Prrr6KqUX1AeXk5kyZNkqvr\n1gdcuXKFNm3a1KtU8VtvvcX8+fPrlU/nzp07ady4MUNrYRVXVVUl1qv69rVlwYKHCoNmfj58/70t\n7u5TSEhIwMHBQRzAnjp1ChMTE5KTkxk/fjzGxsbk5uby77//Mn78eKKiojA0NBQf5LIgO2zYMO7e\nvcvOnTsBNWz1F4D4+Hj8/f1Fpml9QEVFBQkJCXTr1k3h52VlZQiCgKGhIRs2bBBnyDNnzqwxaSov\nL+f48eP06tWLmJgYiouLKSws5O233xaXkc0c1Q2Oz549S1xcHK1bt6agoABra2v09PSwsbERnxNL\nlizh/PnzCIJARkYGgwYN4s6dO5SWltYgxlVWVrJ//358fX1Zt24d165do2PHjkrJYEpnmLIajTa9\nXaNHj1bZF/kqMWXxYjb++SefP0f8SUDaa6ksWPLs/ZPA//3zD48bNUJHR4fk5GS5C8HZ2VnuRpLN\nOEE6Yhw6dKhIe65eqNbV1eXPFSvoGxPD8MJCFJnaFAMn/vyTj3v1wtLTkzlz5oiCxspgaWnJRyqM\naNXByMgIT0/PWq//sjCtnrmngLSndsuWLfUqLVsfZ5hdu3at1TE9evRIZNfKZkPff38Ab+80OfGC\n8HADzpxpgbv7OIyNjXn69KmcZKGrqysPHz5k6tSpYvnmyZMn4gzijTfe4N9//6Vt27YUFRWRn58v\nDoKSkpJ4//33+fXXX2tVg9MGLi4ubN68+aVtvzbQ1dVlzpw5XLp0SWHpq/p59fLyYsOGDSxcuJAn\nT57UCJj6+vp4e3tz9OhR+vXrh6WlpcLygSb9+4aGhrRq1YoePXqIAhSVlZUcO3aMd955hz/++IOo\nqCjR8Fp27hISEmqoPsk0c5s1aybWZFu2bCkytxWdc6UBMyMjQ+uL5Oeff2bJkiX1oiFYJMXcuSPX\nWnIIaRpW3amRAN8LAh5799K1a1dmzJhBYmJijeWmTp3K6dOnxcL08uXLRaJPbGwsvXv3BmDChAns\n37+f44cP4x0VxTgVvYXGwOj8fHKCgpgdFMSQIUPUBsy6Iicnh7i4uFr5E74slJWVsW/fPkY80/St\nL1i9evVLPx/aYuLEifVuhnnlyhXMzc211t2VBcshQ4agr6//rFwwlcTEK0REXEZPr5yKCn0aNuxE\nr17tKSgoICsrCwMDA4KDg0VVsiZNmvDXX3/h6OgoDmabNGkiN4A1NjZm3759FBUVYWdnR15eHnv3\n7sXNzU1sfZg5cybbt29/aR6aaWlpzJkzh1OnTr2U7dcGEolE4yDu7u6Ou7s7K1asICUlhZSUFNFq\ny9jYmIqKCkxNTcnPz6dx48Z89dVXGBgYoKenV0NYonv37iqfQYaGhuTn57Np0yZWrlxJZGQkTk5O\nNGvWDGtra4YPHy6nJVs9hlX/f35+vijScPbsWfGakGXjioqKFJYTlAbMnJwcrQPmjBkz6pUN06It\nWxh/+jS/pqfLBU1NE2mGQKPyckKeOZ6HhobKSW0lJyeze/du8W99fX2CgoLIycmhYcOGmJiYiCdP\nVgueO3481zTs7ZyItO1FZvb6MmFiYoKHh8dL34820NXVlUvb1Bd8+umn/Pbbb/VKgag+zjCrq7ho\niuq2fTKSnAzOzh1xdpY3Xrh//z7Xrl3D0NCQpk2bEhkZSWVlJUVFRRw+fJjhw4fLcQ+ys7PR1dXl\nyJEj5Obm0qNHD5ydnbG0tFQ40H/33Xf59ddfeffdd8XB74uGnZ0dO3bseKHbDAz8k9DQ3QhCCRKJ\nET4+U2ooManD4sWLOXbsmEaev0lJSRQWFtK3b1+io6Pp27cvcXFxJCcnizqtDRs2REdHh/LycsrL\nywkLC6Nhw4Y4ODjQpUsXLl++zKVLlygtLVXamZCXl8etW7ewtrbm+++/Jzc3FyMjI3r06IGenp6c\nr7Ay5OTksHfvXqZNm8bq1asV3jdZWVnaBcyCggKtA+YPP/zAN998o9Y9+1XB1NSUb4KD2eTvj2FU\nFFNv31Y7s3weMuECXV1dYmJi5ALmzZs3AZg7dy6xsbFiPURGU66uUyhjCzaorFSYhlUEE6AhvBKl\nm6ysLC5fviymMuoDiouLOXDgQK1qYC8Ta9eu1drH8WWjPs0wBUGgsLCQGzduoKOjo7HZ+61bt0Sr\nOx8fH4KCgujZsycSiURp1qqkpIT09HQmTpyIiYkJ1tbWHDt2jJSUFGbOnFnjYW9tbY2XlxfW1tYY\nGhqqDejJyVK79ZeZNcvKymLChAkK1W20RU5ODkuWjMfZOYKRI/9z9o6MDGPWrN/4+usAjRj4IGXA\nalqnDw4OBqQiLbLsS6dOnXBycuLs2bO0adOGLl26yK3z0UcfyQ1mWrZsiaGhIeHh4bRr105heS8z\nM5MWLVowdepUSkpK2LJli2hurQlXo6CggD179vDpp5+ycOFChctIJBLy8/MVb0BQgsDAQEEikQjx\n8fHCgAEDNHp1d3cXLl26pPHyr+L17bffFtzc3ISwsDDB08FBmGxhIQhS4wSN/r35jIuzePHiGtvv\n06ePAAgtW7YUZs+eLTg5OSl9BQRLS0thYbduWu/f1dVV4NlxfPHFF0KbNs2FyZPfEN5800qYPr2X\n0L17hzr/TidPnhTc3Nxe+/mq/tqvXz/hhx9+eO3H8fxrw4YNhZCQkNd+HNVfIyIihP79+7/244iP\njxc6dOggAIK7u7tw8OBBjddr3bq1AIj3TYsWLYSuXbsKZmZmgrOzs+Dg4FDjvurRo4fg6Ogo/j1z\n5kxBX19fMDU1FYyMjARzc3PB3t5e/NzX11ewsrJSe7/Onj1bsLS0FO+7li1bCvb29sLFixdf+O/c\nv39/4fjx43Xejre3tzB6tKvwzz8IoaE1//3zD8Lo0a6Ct7e3xtd5aGioRvsfPHiweM6r/47e3t5C\n8+bN5X5X2W+q7Hevfj6rv7Zo0ULQ19cXmjdvLgwbNkzcjuyfnZ2d0vPp6ekpODk5CXZ2doKDg4PK\n7wMIV69eVRgXlbJk//77b8aOHUthYSG5ublYWlqqfR03bhybN2/GyMhIo+VfxassBdOyZUtyc3PZ\n+OGHLA8I0CgtWwqMsLfn1L17jBkzhk2bNtGoUSNx+zk5OWLf14oVKygpKcHIyKjGa1pamqgVubRn\nT9ZoMZL0Bv56+lQctTk4wNSpEnx8/jttwcEQF9eejRsDsbOzq9XvlJqaSmBgIMuWLSM1NZV/tm/n\nUVQUehUVVOjp0dTdnREffCD+jq/i/D148IBly5axcePG134dVX+9cOEC3bp1o6SkpF4cT25uLtOm\nTeODDz5g2LBhr/14/vnnH8aMGcOIESN455136Nu3r9r1dHV1sba2plOnTgwaNEju/snIyODcuXPo\n6+szbNgwysrKxM/Ly8uJjIykX79+lJSUIJFI2LJlS40ZwqBBg+jYsSMVFRVkZWVhb2+v9H4tKSlB\nR0eHr7/+Wly/bdu23Lp1S26bFy9exM3Nrc6/17Vr15g7dy6HDx+u03ZmzhzAmDFn1bbgHDrUh23b\nTqndXlhYGD169KCoqEjtfero6EiHDh0YNWqU3O8oa1UZM2YMJSUlnDhxgqtXrzJ06FDat2+v9PdX\n9Hr69GkiIiLw9fXl8uXL3Llzh3///VfMSvzf//0fDRs2VLj+hQsXSE9Px8HBgb1792Jtba30+xgY\nGHD16lWF5gpKA+apU6cYOnSoSr3W53Hp0iU6dOigUc77VWHJkiX06dNHTOslREXxz+jRLEtLU5me\nFYAlFhYUTZjA3YcPOXbsGMOGDePYsWNyLSZ9+vTh3LlzzJ07V6FtUHl5OWuesVdTU1NZM3AgW7RQ\nEZnYtCm/JCUxb948zp/fwTffKBajLigAf38z0tMt+f3339Wq9pSWlpKWloaDgwO6uro8evSIixcv\nknDoEDrnzzNFQU/nbicnqnr1YtGWLa/kHJeXlxMUFFTvSD/Dhg3jl19+UetZ+ipRVFQkEileNx49\nesTq1asZPnw4Dg4OGulRJyYm0rZtW1asWFFD/uzq1asYGxtjYGBAQkICw4YNk0ulBgcHq7zed+7c\nKZopTJ8+nXv37smpIlVWVpKcnIy9vT15eXns27dPKyP1uradlJeXk56eXie5xcDAP7l1ayYeHgVq\nl42MNKdt261qa5pvvvkmQUFBGjmpSCSSGoSdyspKdHV1OX78OEOHDiUhIYHDhw/j6OjInTt38PPz\nU7vd6vj222/R1dXFwsICXV1dunbtiomJCX/88QcODg4MHDhQoQ5ARUUFP//8MxkZGWRmZqp1ZJJI\nJNx9pvj2PJQWKRs0aKC1MPHWrVuVNuS/Lnz44YdyvTed3d0Zsm8fC1xdUXaZC8BQXV3yR4/Gpnlz\n0RD72LFjAHz88cfExcURFhbG2bNnAZRqUMoGHBs2bKBFixY8VJYbVwIbJyeuXLlCSIjyYAnS9z//\nvIAmTYqYMGECnTp1YtSoUVy7dk3h8l27dqVVq1Yiqebq1atsnDaNWbt3s+K5YAlS2cAVt28za/du\nFg8YoLHrel1QXl7On3/++dL3oy3Wrl1b72zQJkyYUINx+LrQtGlTNm/eTEZGhkJmuSLIhANWrVol\nV7N/8uQJjx49wsnJiZYtW2Jqasr58+cJCAjg2LFjPH36VAye6enpBAYG4ufnJza6g5S487///Q+Q\nMndlIgGpqan4+/uzatUq/vzzT9auXctPP/2kNFhaW1uzePFi/Pz85OpfEomEadOmKZRt0wR3795l\nxoznzQS1Q2jobo2CJYCHRz6hoX+oXW7Dhg0atxUuXLiQS5cuUVZWRm5uLiEhIaxevZp9+/aJy8hm\n0LLfVxuN6JSUFPLz87GwsMDMzIw7d+5w6NAh/vhD+j2mTp3Kw4cPOXv2rJwQO8D27dvJyMjgyJEj\nGt+3yjgKSmeYd+7cwcnJSavRU1xcHPb29vXqYeLn50eHDh0YO3as3Psx589zYuJEPklLk1f6Ada1\naMEJGxv0zc1FEoXMvfx5lJeXM2jQIFHqrkuXLsTHx+Pu7k6nTp3Izs7m0KFDJCcn4+zsjL1Ewk3Q\niPhTBHTSh9Im8P77oImOQXi4ATduDKW4WEJERARPnjxh8ODBLFiwAE9PT3FmmJ2dzY0bN/D09EQi\nkTB3yBCWBQXJsYnvAj83h+IGYJwDsx9IA+cjYOuUKazctUuDb1F7VFZWcvToUXx9fV/qfrSFr68v\nP/74Y71ihNenGaYMsbGxmJmZyQl7KENhYaHISvzwww9Fkp25uTkeHh4iATE3N5e//voLQ0NDBg8e\nTEBAAF26dMHGxoY9e/bIbbNx48Zy2rI//vgjT58+BaTBT1FgdHJyYsqUKfz88888fvyY9u3bc/fu\nXXR1dWuQRFTNkEaOHMmmTZs0ukbKysp4/PhxrXV3AebN68uoUaEaL3/4sA8bN4Yo/byqqooePXoo\n7cNUtLwsM9CvXz9KS0vp3r07jx8/pkmTJpibm+Pn58esWbNITU0lIiKCefPmaXy8JSUlrF27Fltb\n2xo6zm+++SZ9+vShtLSUsrIyIiIi6Nq1K02bNiUpKYk9e/bw/vvv88svv2i0H2NjYyorKxWSXpUG\nTNmK5eXlGt+EixYtYuLEiRpRe18VUlNTMTU1VRjEE6KiOLRhA6Sni0o7NGvG6IULadisGT179qRD\nhw5y9HbZ6PLOnaukpV3C09ONigpdKiubsW/f3+Tmygv3ygxbZb9jQ3NzvikoYLoGx75TB5IWwv1H\n0oCpKdavb42Hx9vk5OSQlJQkppxkjL+ysjI5fcfc3FzWd+jA6mfehYXACltIdAJLO9DVlTKQMh5A\n+QPwfQQZDR1ZGBeHpaViMfcXgbKyMt555x3RO7S+4OrVq7Rq1eq1GjY/jxEjRrBw4UI5FvfrhjZK\nP5mZmbRp0wZ9fX1mzZrFr7/+ynvvvVcjPSvTPVUGWRALDAxUqm8qg56eHsuXLweksykTExPRnais\nrExUkvHz88Pc3LyG3uuxY8eIiopi6dKl6OnpUVhYyMOHD7G1teXSpUvEx8dz8OBBla5KIJ31Ll26\nlH/++Uflcqowf/5QRo48ofHyR44M5fvvjyn9XBAEoqOjxeyaJpDNABs3bkzbtm3l0uSVlZUcPnyY\nMWPG1Lqf1c/Pj44dOyIIAqNHj6akpIS8vDyaNm2Kn58fDRs2ZO7cuRQVFXH69Gneeust8XrQdOKX\nlJRE27ZtlWZXlQZMkKYa7t27p3Fu/fr161hZWdWr2s62bdsoKSkRUzLa4Pr16/Tq1Qtvb2+REu3n\n58egQa3o1esOXl7/9VNGRpqRlNSdtWv307BhQ4qLi7G2tmbixIkkJiYSFhaGjo4OJSUluBkbswhp\nn6Wi6kAREKADQe1h9g/w228wXZMI+wzffeeAm9u7FBYWcvXqVTHgyx42Xbp04ejRo6JSTXUZwUJg\npjPkusCYMVKSUfXrWxDgdgoErYUeoxbx8fr1mh+YlhAEgSNHjojOLvUFo0ePZsOGDVoZE7xs1McZ\nZnR0NA0aNNBIJ3XkyJGcP3+eVq1a0bp1a8rKypQKHlRWVhIWFsaZM2fE91auXCn3IBYEgfv378sZ\nM7dv3x5XV1cKCgpq9HiWlJRgYGCgcFaRnp6Oqamp1r6soaGhnD17loiIiBqi5dVRWlrK06dP65Sx\n0KaGeemSOS4u2/D1nah0GVmri7ZiComJifTo0YN+/fpRWVlJVVUVJSUlPHnyhF69esm1kWiDiooK\nVq9ejZGREbNnz67RGiNzHpG1/9y+fZu4uDiuXLlCYmKixibTISEhDBo0SCl3R+Xdpaury+3btzUO\nmIGBgXTr1q1eBcy6pPNcXV05c+YMw4cPJzU1lQ4dOtCpE3z0UXKNWqKHRwGursHMnz+YTZtO0aBB\ngxr9k4GBfxISsgu9jrA6C/abO/P0ZgrmSJWF+vTpg2Bmxp38DNKFSyzzl66nLaegokJ6WvX09OTq\nBL1796ZHjx6cPHmSKVOmcPr0aSQSCUmhoWLN0q85WA+B/m6gyG5TIgHnVjDxa9i+dg8f83ID5q5d\nu+pdwFy1alW9Ei0AaQ2zvs0w4+PjsbOz0yhgpqWl0a5dO9q1a0dYWJjcOU9JuUJmZgJ6ehWUlemQ\nmirQo0dfvLy8yMjIwNTUtMasRSKRYG9vz8yZM7GyshJ7wzMzMxXOHlRlC2r7PPPx8SEvL0+UnHzn\nnXfYuXOnwlnz3r17+fXXX2u1HwBf30nMmvUbrq6n1LJkb9/uwZIlyoMlgJmZGetrMRhu06YNa9as\nYenSpdja2uLg4MCdO3fw9fWtE1FQVpc0NjZW2BPbuXNnub+dnJzYtWsXenp6GgdLkGpqqxIAUalM\nYGhoKHqMaYLJkyfXq1E3SJm7Mrua2qBz585cvXqVmJgYoqN/Z80a1cSb8eOjWbJkvNz7OTk5zJo1\nkFu3ZjJqVBA//AA7/gDvqQ+x8+3EOaD1jBn4nznDF0eP0vgNO2wd/pvZtWsHERGaHe/p0xAWJj1n\n+vr6NUZKenp6tG/fnpiYGNzd3Vm/fj2xzzZ+F6jsCbm50pmlKjRsCM3aZmhkEFxb6OjoMG3aNK3J\nZy8b9dEPc//+/fXObaZTp04au3AYGxsTFhaGra2t6KBRXFxMWNgu2rT5h08+SWbBgrssWXKb8eNT\nuXs3lLKyMpo0aaLSEcXW1lZOSOXRo0ekPSs9vAr4+vqycOFCxo4dyx9//CGSVKqjZ8+eIpO+Lvj6\n6wD273+DAiWTzPx8CAh4g6+/Vl/iSExM5LvvvqvVcfj6+pKTk4O1tTUVFRW4uLhw/fp1oqKiRCEY\nbSETUMjLy6sx4FAE2WTl3Xff1Wo/9+7dUxnYVQZMU1NTrQLmxYsX5dIk9QFeXl4qjaY1gaWlJYMG\nteXtt5UHSxnMzcHBIZxVqz6jsLCQnJwc5s4dwIgRp2qkSzw9i5kx4zKTJ7vJjeYqKjKpnhny9ITY\nWJTeCDLk50NwcBPy86WpEGWFa3t7e+bPn09RURFLliyh2bPo+HNzGPAs9atJmWHc5HJmj/bAz9ub\nld7erJw0iYRnHnYvCnv37tWKTfcq4O/vX6+yKFC/WLIyxMbGavz8+OCDDwBpPQ+kD7yoqN3Mn39b\nTnAd4M03K5g//zZRUbu1VsFq3Lhxndo3agMLCws6dOiAsVvZfC0AACAASURBVLExPyvwpD1y5Agb\nN26s834aNGjApk2n+OefAURGys/CIiPNOXp0gJj9UgdHR0fR0F5byFo7KisrcXNzw9HRERcXF/T0\n9Hj0SFPLe3nIKoeVlZUasZFlAvuaEH2qIy0tTaWqk8qA2aBBA61mEP369VNqB/O6kJSUxLJly+q0\njcDAP9HXT0ZTMw9Pz2J2717Lpk2bWLJkPBMmRKuclU6cGCs3K62oKOH5SdW0afDLL8qDpmz0uGDB\nDwBs2bIFQI5iffnyZfz8/IiNjUVHR4ebN2+io6OD5/jx3OUZG9YYNFVENDGBNqVP8Dt7Fv+zZ1m6\nbx//jB5NzPnzmm1AA0ybNu2l2ytpiy+++OKVzlI0QX2cYXbu3FnjGebUqVOJi4vj9OnT5OTkEB19\nQKmlF0jvm/nzHxIdfUCrY3rw4EGtH9p1RXFxMRcvXqzxvoyw9SLQoEEDtm49Sdu2WzlyZCiHD/tw\n5MhQ2rbdytatJzWWxQsPD6+TefuKFSuQSCQYGRlhZWWFubk5Tk5OcvHk2LFjbNq0iYiICDIzM1Vu\nr7pO7Pnz5yktLVWZeWrQoAEWFhaiEL+mSEtLU1lnVVnDtLGxITU1VeOd3blzh8OHD9eroOnq6oq/\nv3+dthEauhtra+1SCUZG8MUXn/HZZ/oazUqbNQth8uSRpKZmkp19ATc3ae1SNtMzM4MZM+D338HN\nDbngfe6cDg8e9GP9+l3izOfp06dERkaiq6tLamoqp06d4v79+4BUxSksLIwJEyZw8OBBhCZN+N3R\nEeOcOxQXUyNYK0NRkbTdRAZDYFlaGgtmzoRt2+j2AnxRDx48SM+ePeuV9+Tnn39er6y9AMaPH8+i\nRYvw1sJD9WUjOjqarl27amy03aVLF8aOHUtw8D+MG5eq0X3j7Z1GYuKVGqLsytC0adPXdi317NlT\nIVtfZiG2YMGCF7YvX99JWoutV4eHh4dWtb/nMWTIEHbs2IEgCGJ92dLSkqdPnxIREUFWVhZNmjRh\n4MCBPHjwgIcPHyoUfqmOnj17Eh0dTWJiIpcuXcLBwUFlyjUvL0/rFsf09HTRKEMRVM4lWrZsqbQh\nXxE6dOiglkL9qlFZWcmECRPqtA1BKNGaeFNSAi1agJeXZkpJ3t6VREcHEh4eTm4uNG0Kz/TaRZiZ\ngSy7vGMHbNsG/v4QH9+OrVtPinJgLi4utG/fnlOnTpGRkUF6eroYLE+ePElUVBSNGjUiPj6eMWPG\nsHz5ch46OTHmAZz6Tfad1R9z0E6Y80D+PQnw3fXrBL2g9OykSZPqFfMTYM2aNeLvWV8QEBDw0tw0\naovOnTurfPgowqpVq9AtTdH4vundu4zMzMsab//+/ftiL+arxpMnTxT6u7777rv1zvf10KFDolBL\nbWBmZsaDBw8oKSmRe79///60atWKfv364ebmhr6+PiYmJiqzSIWFhaxZs4YffpBmz7Kzsxk+fDi9\nNBiQa+vPnJGRgaMituMzqAyYLi4uWl1c5eXl/PTTT5of3SuAubl5nVILABKJkVbEm3PndFm5cjuu\nrto9LKyspEy9vDxwdpamYBVlKjw9wddXOsNbvBicnKSah61bt0YQBG7cuMHVq1e5cOECN2/e5Pjx\n44CUlDVgwADeeOMNQkNDuXXrFufPn8fDw4NtwcHMNTCg7AJYWMAzJTGlyMwEwwugaO4gARalpkp7\nXOuIv/+u2dv6urF8+fJXXgdTh1GjRnHp0qXXfRhyuHDhglbpz8LCQlaPHk0PLSeAeno1g6uydJ2t\nre1rqT+vXbuW5ORkhbZVq1atqldemADDhw/XOp1ZHbKe1efZx6amptjY2GBkZCTyK54+fSpqcivC\n77//Tnl5OU2bNmX48OEMHTqUrKwsbt68SXBwsEo1qU8++USr487JyaFjR+XZCpUBs3PnzsptThTA\nwsKC2bNnU6COnfIKoaOjw+zZs3nw4IH6hZXAx2cKurpmGhNv4uJcefvtGTg4aDe6yc6WinmfPRvH\nhQs96dQJ9u6FgABpcATpa0AA/P03zJ4Njx7p0KaN4uZiT09PysvLqaio4OHDh3JKKM2bNycuLo60\ntDRR3u9SWRnHHsDlED0OHlQcrEH6/uFPwV/FT2oIoEV2QhnGjBlTb+ziZFi7dq1WZLhXgcOHD9fo\nLXzdcHd310q95ps5c1hx8SKGJeqXrY6KCqkIR1FREeHh4fzzzz+Eh4crXDYlJeWVD8ASExMpKSlh\n0aJFCrMlS5curVfG7SC9xm9ooXn9PD7//HNatGihkUiBjY2NyoFVr169cHFxwcPDA1tbWzw8PBg4\ncCCNGjUiMjKSvXv3KlxPFqxlBCBNUFxcrLKkqDJgenl5UVZWVkObTxUOHjwo6kLWF+zYsUPlCEYd\nfH0nkZLiyZgx6ok369ZZ8Ntv5wBpoI2MVFOIeYbTp8HIqBUXL16kS5cu/PTTSUxNJ/D0qT6OjnDg\ngDQNe+AA9OkD774L6ek6nD3bi+nTlUtMSSQS4uPjsbW1JSUlRe6zLl26EB0dzaRJk5gyZQogbS3Z\ndugKQrELG7+TsH+/fLDetRXOz4NtyYpFF6ojM+Mx8+cPZd68vsyfP5TAQO11YYOCgl5bCk0Zli5d\nqnFd7lVh2LBhapVtXjXOnDmjsYh5bm4ukvBwmgI+aRAZrOk+9CgtbURcXByRkZF07doVDw8PpSID\n9vb2amtlLxLx8fHs3buXbdu2Ke1rnD59OklJSa/smDTB/Pnz66TY1rNnT7KzszUijVpYWHD//n3S\n09NFj+HqsLGxwd7enr///lsudevg4CBqvipK6Q4YMACQlnU0wb179xAEQaV/q8riUKNGjdDV1eXi\nxYty6v6qMGvWrFr32rwsfPfddwwaNIjhw4fXehtffx3A3LkDmDgxWiHx5sIFOHrUnD//vCwy0bRp\nJr56tRNxcbFij5GpqSkbNuwjOTmZjz+eQFbWHYqKsqmshKgoaa9kbm4VW7fOQRAE8vLyKCgoUKjW\nP3GitEl569atrFu3Tu6zbt26iSO0d955hyZNmuDi4sKx4Bvcu3ePr7+ez4YNERgaSih9UM6vCZkK\n07CKUFiUyLSR/90AtTGxfeuttzRe9lVhw4YNfPDBB/VKAvLo0aP1ihgF0gyHpgIPu9etY+qzWbtv\nMcz6A1y7q27jys+Hf/4yAMNSbG0t6Nq1KyBlhmdnZytc58aNG1hYWLySrEVlZSVHjhxhxowZYtuM\nImzfvl1rFaGXjVmzZvHLL7/U+t7T0dGhadOmGvEPKioq0NfXJyMjg9OnTxMeHs7w4cMxMjKivLyc\nW7duiZOw6jPWq1ev0qhRIx49esSpU6ewsrLCxMSE5ORkTExMxNT72rVrAUTtWkUtPIIgcPLkSYyN\njRW24smg9ttYWFhw5swZjQNmREQELVu2xNnZWaPlXwU+++yzOj90ZT1OS5aMx939IpWV+ezYIWWx\nZmXpAu04fjysxn5kgVZZa4msHWTnzlMKG3JbtWpFYGCM0jz/5MmT5f5WJAMl05Bdv349q1evVqpk\ncefOHbnjt7e356efDot/r5w0iaYJ+xStWgOlgKGjfB1JqoZ0irlzNe8HCw4OxtDQEEEQ2Pftt+Rc\nvy5lVBkZ0cDVlQbtnUhIOIoglCCRGOHjM6VO7EBN8Mknn9Ra4utlYeDAgfz00081FE9eJ0JCQujU\nqZNG5/lpXJycQ87Xd2HuIpigxKEnPx8CPgHHsiY8amAsJ5hiZWVFUlISTk5O2Nrayukmt2rV6pUE\np6KiIhISErCzs2P79u0ql/X29ubChQv1Spt448aNdVKzio6O5vHjxxpl9szMzBgyZAhZWVl4e3vT\npk0b4uLiyMvLIycnhxYtWmBiYkKXLl3kjqmgoICrV68C0mxZUVEREomEwYMHY2hoKJYTZc9DV1dX\npYIjsiCproSgNmDa29sr7B1ShlGjRnH5suastVeBc+fOERMTUyupp+qQ9TgFBv5JaOgfWFkVI5EY\nM3r0O0of0tUDrbPzRTw8/qsJR0SYcPduLzZtUj/jqv6A7tevH4aGhri7u1NUVERsbCzBwdIclrrZ\n/cqVK/nqq68Ufubm5qZyRDh64ULWh4dr5CW62gY8xtX8rLoa0tatJ1UeqyAINDQ0ZOfcuTjdu8fE\nhw+pTtdIP3GC7eYSClsJuPiC25sQFaX9LFZbbN68mdGjR2s8iHwVOHnyZL164IK0pKMxrf85NmUD\nYNMtWDIXnN8Bj2p2l5HBkPIHbLoL/3MQqKqqoqKiQm7A+d577xEfH09sbCzOzs506NABHR0dMYi9\nTOa1IAhiJkeTVOupU6fq1Qzz8ePHzJgxo9ZCGAkJCXh5eTF06FC5wYoyJCYmkpeXx927d0VHJRnj\nu7CwkKNHj2JjY0N+fr54jh8/fizONhs0aKAwMMvq2LLlZs2apXD/1cUv1CnVqb1qOnXqpNId4Hlk\nZ2dz7tw5+vfvr/E6LxtDhw5l8ODBL2x72vY4VQ+0R478gSAUk5lZSJMmbmzdukXhOl26dCEhIYGZ\nM2eydetWvv32W4AaRtWmpqZ4eXmJAfPRo0cKDXu9vb0pLy8nNTVVrjeqOtLS0jAwMBBTW8+js7s7\nFfv2sWDmTL67fl1h0BSAmfbg8TE4KfENNjcHZ+eLBAb+qfR3FASBhYMH0/fMGeaUlSncVzPg83wB\nIQ6OX4edR+HdddrPYrXFvHnz6tUDDqS6pTt37sTV1fV1H4qIoKAgvLy8NDIgRkGwbwBsvQuHvoUf\nDkKpCZRXgVkxtDSFVS3gniQfQajZWylrdO/WrRs3btwgKCgIIyMjXF1dX3rqWqZWVN17UxlSU1MZ\nPXo0US9YIasusLa2ZseOHbVaVxAExo8fT79+/ejUqZNG69y9e5cePXrQpk2bGjKHpqam+Pj4cODA\nATnnlJCQEIYPH058fDw5OTnPbxJAI+7NsmXL+PLLLwFpSUod+12tpssbb7xBenq6xmorbdu2xcXF\nRStm0stGbm6uWAB+nfD1ncT33x9j48YQvvvuKD4+wxQuJ5FISEhIAKRuK0uWLBHp0YoIC9V/a0U9\np87Ozjg5OdGhQwf27NmDjo6OQkGKjh07qn2YdOvViynbtrGmRQueP8OlwAobabBsraaPXJ2J7b8H\nDzIoPJwRSoJldUiAYaUw/grEnlOu6fuisH379nr1gAOpM4a2PWcvGz4+Phrbv9l07cpdBe+XA383\ngxELYdF6WLoB/rcFRm2G4btg6tJMCguvKM2sSCQSXF1dGTp0KGZmZq+EGCUjuqgij8hga2vL0aNH\nX/YhaYW//vpLzuVFGyQmJvLo0SOlg+7nUVBQgKWlJRYWFlhYWCisHzZu3JhevXphZWVFVlYW58+f\np7Kykn///VdcRlE3h7pzXVFRIQbLZcuWcf/+fYVtP9WhNmC+//776OnpsXXrVnWLioiNja21+/jL\ngOyirE8Sa0VFRURGRtZ4v/p7n3zyCR4eHnJEHUWjJhkle8eOHdx+Xu0A6Wz16dOnNGvWjDFjxtCm\nTRuFI6ns7GyF6z+Pbr16MeLQIb6cOJGVffrg16cPK/v0YUybxjj6qw+WMgiCch3QkJ9+YpCMnqsh\nhpbCrUDp/6vPYl80Zs2aVa/UrEBKva9PrS4yazZNvQ+nLF7MLgUN479ZQJ/PwLFVTX1jmXPOvHmF\nXL+uvmz06NEj0abvZcLCwkJjQlhAQACrVq16yUekHUaMGFErO0SQEmxcXV01Tnk/efJEo1qpubk5\nCQkJ3L59m7Zt2/L222/TvXt33N3d8fX11Vqq8v79+2K6+IMPPqC0tJTU1FS197XagGliYkKTJk20\nErGdPHmyymbSVw1dXV2mTp1arxq77e3tcXR0lJsd3rlzR+yl69KlC6ampri5uYmfDxkyRCFhx97e\nnqFDh/Lee+/RsWPHGj1N2dnZYlqsY8eO4ijq+fafNm3aaJY+Q5qe9f/zT/zPnMHvzBn8z5yh1ZBu\nOCu2MFQIiUQxUzE9PZ1mt26pnVnW2B7gdP+//lF1s9ja4o8//qh3Qufh4eEqFUpeNUpLSxk7dqxK\nxmF1WFpaIvTuzfPdeLcswEENf9DJCQoL1bvH2NjYvJL2DV1dXbn7VhXGjh3L6tWrX/IRaYcFCxbU\naiZ+584dAgIC8PDw0HgddcQgQRCIjY3l5MmT3Lt3j6NHj7J582aSkpKoqKigefPmFBcX15gAyGaf\nhw//R1qsqKjg0KFDovUbSJ+pzZs359ixY+Tn56u9XjW6mrWtA2VmZta73rl9+/ZpdSJfBW7evElh\nYSEg7XuqLiPWt29fQKp92aZNG0BqgKsMHh4ezJgxAyMjI9q1a8eaNWuQSCTcunWLgoICueK7iYkJ\nVlZWbHhOiaeyspLr16/X+vto03d66ZI5Pj5TFH6279tvmVhL+6xpmXC+mnuRqllsbTF16lR69uz5\nwrdbF3h4eNRJnONFQ+Z6rw0WbdnCKk9PuaBZYaneOUciAR0d9QIrjRo1QkdHh+PHjxMbG6vVsWmD\njIwMjet3CxcurHcp2XXr1tVKyF82aNNGv7W0tFSpXdeZM2fw9/fn8ePH9OrVi549e+Li4oKPjw+O\njo48fPiQmJgYJBKJnCXXgQMHiIiI4KeffpJLse7atYsxY8YAUlbsokWL6N69O4IgkJSUpFFnh0YB\nc9SoURql6mR48803xVaG+oIjR47UOs3wsjBo0CCxPly9N+itt96SI5UMGDAAJycnlb5/AC1atGDC\nhAkMGTKE3bt3Y2xszP3797ly5UoNN/eRI0fy1VdfyQ1srK2tsbe3r3X9WSbwoIka0u3bPZQ6vmdc\nvkxtxcuaAWV3//tb2Sy2Ljhw4AA//vhjvbIdi4yMrHGOXycEQWDEiBFarWNqasq6U6fYOmUKXzg5\nSWuaGpJZ9fXV5yMEQaBFixa4urpq5KlYG1RVVXHr1i3Gj9esfr5+/XrxIV4fUFRURJcuXTTONFXH\niRMnKCoqIigoiNjYWB48eEBaWhqpqancv3+fu3fv1igpdevWjXPnzlFWVianOxsYGChaRerp6YlG\n3BMnTqSwsJCSkhJOnTpFamoq3bt3p7S0lL/++n/yzjwuxvX//69pX0zRJiJRUWRJSihkDyEnDudk\nze7QOdKxHWQ5lpOdbAedczgKJ50UCimJtNjSoihpT9u0TdvMXL8/xsxpampmapY+39/z8egxTPd9\nXddMM/f7vq7r/X69/oGXlxeSk5Ph5+eHtWvXctsrLCzE1q1bsWjRInh5eWHXrl3c62lsbCwYDIZQ\ner5CfRzd3Nywb98+VFZWCpUdqKSkhKqqKjQ0NLTpXg3ga4nGVYnX0S1cuFBoxQdpUVhYyJNkM2bM\nGBQVFbXYZ9HV1cXixYuFbnfAgAEwMTFBZGQkXFxcMHLkyBYlB3369IGJiQkePXrE875kZ2ejtra2\n3ZmEwtadnj7duoltngg3Z/yQ+yot2tYstiPMmzcPhoaGUFVVxfbt28XefnuwtLREVFRUp/HpLC8v\nx/Pnz0WWfFNXV8fuv/5CRUUFrv72GzKjzwMQrBZUV8dATEwMRrXhwaempgZdXV1oamri/v37MDc3\nF3h94seLFy9gaGjIVyTkxYsXqK2tha6urlBtWVtbIygoSGSRekmhqqqKhIQEoZfSm5KUlAR7e3v0\n69cPOTk5qKmpAYVC4f4wmUxuCY2cnBzk5eVRXFyM8vJyhIaGorS0FKqqqlzZTj09PaxduxbV1dXc\nlTiAHUC7dOmCFStW4NKlS/j06ROuXr0Ka2tr+Pv7Y968eS3Gf+/ePXTv3p3vLJIzuRNbwOzTpw/U\n1NTw559/YsOGDQKPp1AosLGxQWxsbKtTexqN9rU2MQZz5vw3JWmPGowwMBgM9OvXD4WFhe36MEgC\nGxsbJCcn459//gHA3rcU9osmCHl5eUycOBETJ05s9Zhu3brh6tWrPAHTxsYGZWVl7X7v26o7jYuj\nIiPDVmDdaZUAbzxBsBT/m8Vu2cJ/FtsR7t27h5MnT7ap3iJtXr9+3a5ZgaRQVlbuUGmZpqYmfvj1\nV3zy+ABCbrW5LEsIkJFRgo8fw9oMmPn5+dDV1UW3bt0gLy+P+vr6dgXM0NBQAICXl1eL3yUnJ3NL\nvARBCEFMTEyn0kq+fPkykpKScOLECZHPNTIy4tpjtSYAwNleevr0Keh0OoyMjNCrVy80NDTAwcEB\nz58/h4WFBXr27MkNbg8fPuTWPNfX10NOTg4UCgW9evXCzJkzcfXqVQDgm0TJITMzkyuj15R3794h\nJycHOjo6Qn1/hI4cFhYW3Au7MKioqLT6YaTRaNiwYTKcnB7CxoZ3/c7GphpOTuw6utbqa9pDly5d\nkJWVhcZG4WyDpEF9fT3y8vJw8+ZNWFtbiy1YCoudnR3u378PCoXCdYL/8uULz91ce+iIiW1MZCT0\namrQXtn2AgDoyZ7FHj7c+iy2I8yePRvOzs6d6kI3aNCgVuXgZEFhYaFYSjgGDLBGVlbbl6lPn4De\nvZkwNJTnm0VeW1vLLXf48OEDCgsL0dDQACqV2uHxNaW+vh7FxcVC2U4B7BIMOzs7iS0Pt4elS5e2\nOwnpl19+QXJyslDHNjQ0YPLkyRg8eDAsLS0xcuRIUKlUyMvLQ1NTk2cmOGrUKG55UlpaGnr06IGa\nmhq8ePECISEhUFBQaNNMGmDPIpvn1TCZTAQEBIBKpQptXCB0wHR2dhb4BSgpKeGK7g4fPhz//vsv\n3+O2bJnf6pIdILk6unXr1sl8g72+vh6VlZU4cOAALCwssGHDBqSnp3OTfKSJpqYmtm3bBgBYu3Yt\nKBQKBg0a1GE3h8DAQFCpVEyaNItbd3rixF2hltoj/Pzg2dgI4QT4WvI7FUgo6Cox0QKAfccbEBAg\nkbbbS1JSEt87aFlBpVKFDhxtsWzZj3jyZAw+fZJr4dFKCDtYBgQAvXszMHo0E2Fhx1Fc/IV7DJPJ\nxLNnz6CqqgplZWVYWVnhxYsX7f5sMBgM7Nq1i+/s8p9//sGwYcOE3s4wNjZGjLCegVJiypQpXLk5\nUbGysgKNRhPocEUIaVWVauDAgXjy5Ak3PyAnJwexsbHcpMW6ujqoqanh+vXrCA0NRUJCAhobG9ss\nXyKE4MaNGy1yDjgKdjQajWs+IQih9aFWrVqFbdu2ITc3t0VyQUJCAkJCQuDi4oKMjAyuCLiRkVEL\nVZmgID8YG8cI5aYuSA1GVC5fvizWWauo3LhxgyuEDrBneI2NjZgyZYrM7jKVlZXh5eWFzMxM/PXX\nX/D29u7wUmNjYyOqq6vRpUsXpKSk4Ndff0VdXZ1QKxR1eXkoAhADYA6ACwZAbVdAlQasyQOP3mhz\nCIB32sD48TMlKtg+bdq0Ds/CxU3//v2Rnp4u9llTe/n8+TOKiop41Fnag6KiIn7/PRy+vidx4MAp\n6OjkQFkZYLEAJpPtINe/P9sfVlUVoNNr4e9/ER8/msHKahYSExMxdOhQ6OrqgkajoVu3bjAxMWlX\nnfj79+/h78++lWseMN+8eYMPHz7gy5cvfM7kz+nTp1FUVMQVB5c1hBCEhIS0a5kaYG8DWVpaoqCg\noM3PYWlpaasJjD179kRdXR1evnyJkSNHQl9fn7scS6PRUF5ezpMRLkw9NCf5zMXFhftcQ0MDYmNj\ncezYMXh4eAideCV0wNTS0kK3bt1w9uxZrjoCh6SkJOzZswfz589HUVER93llZWWEhobybPxHRFzl\n2bPkkPIGSAkHSAkgX8ue+rJQhdgKdyTfi4TDwoUYNX68sMPlS3x8PPbu3cs1VJYWaWlpuHPnDn7+\n+WeMHj0apqam6NOnD+Tk5JCUlISysjKpL8c2p1+/fjA2Nsa///4rUO1CEPPnz0d1dTXc3NwwcOBA\nTJw4UWiLuPgnkTADoGAAeI8GnJZxLoTAyT8A+edsH051PufeUwbkBnbD2rWSrWuLiopCWlpap0n4\nAdjLe4KyqKWJjo6O2LJ2FRUVMWWKC96/P45Zs9jP1dYC588DP/wANK1iUFMDli9noLQ0CT4+NNTW\n9oKVlRWYTCY+fvwICwsLqKmptesGtbXtHAaDgZCQEDx+/Fik7/H69etFHoMkyc7OxtSpU/labAnL\nhAkTEB4ezt2r5EdOTk6b9ng9e/ZEUlISKisr8ejRI1haWkJTUxMvXrzAuHHjRBrPjh07cPfuXaxZ\ns4ZnVvvs2TPY29vjzZs36N27t9BCCxQigvzNzJkzkZWVxXfKXlNTw1MLA7BnnpqamjzuGe7uE+Ds\nHMFz3F9bgWnvACc6wG9XqBbAfSoVMXZ28O5AsCOEoLCwENra2u2+ixKVuro67l6Xm5tbi83wpKQk\n6OnpdcivU1wQQrBnzx4A7CW1jqo1+fv7cxOKzp49y5PmzY+YyEgkOzjgiQngfJj3QsihtBQI2gqc\n+/hf0CRgB8u/zYCekxbgyBHxq/s0paysDOXl5Z3KkUdbWxv5+fmdxuLLz88PGhoamDGDv/yjqGzd\nugjjxl0DZ9vY15c9q2yr5K+0FNi3TxvOzhtQXV2N/Px89O/fHykpKcjMzISqqir69+8vtMk1i8VC\nVFQU9wLOZDLR2NiI0NBQVFZWtvCbFcSUKVOwY8cOkYOApKiqqoKysnKHro1v3rzBxIkTsX79er43\nJVFRUaDT6Zg6dWqby6glJSW4d+8ejI2Noaamhvz8fIwcOZJrQnHx4kXk5+cLVG+jUCiwtLTE7Nmz\nuc9VVFTg+PHjiIqKwsKFC+Ho6CjQUYaDSOmibm5ueP/+Pd8N1ubBEmBb6ezYsYPnRVEovGvXKW/Y\nwXJ+K8ESYD8/t6oKttHRiPlam9MeKBQKli5dKlWz1uqvRYkGBgZ8v5i6urooKGhviot4oVAo3A+k\noH0IYViwYAGKi4vRq1cvoS6cEX5+SDFoPVgCgLY2MPsQ4GXATvA5pA2stgTifwDkB9ti797LHR63\nIBISEnD5suT7EYWsrCyp3QQKQ8+ePdsU2hCV2tp8FaiWiwAAIABJREFUbrAsLGTnOQiqj9fWBgYN\nqkRJSTHq6uq4ClgDBw6Eo6MjbG1tuULpwiAnJ4fx48fDz88PXl5e2LdvHw4dOoS6urp2JTjdvn27\nXQIBkuLYsWM4ffp0h9rQ19dHWVkZ31puOp0OBQUFTJs2rc1g+fHjR7x8+RLW1tZ4//495OXlYWRk\nxOPYpK2tLfCGlRN3pk6dyvP8s2fP4OnpCSsrK+Tn54s00xcpYM6ePRsUCgW3b98W6nhNTU2sWLGC\nJ2A2V4NJCWfPLIXBsaoKkf7tTQdhExAQINX0e21tbejq6vLc4TRFXl5eolZDovLDDz9w73hdXFw6\nnFWso6ODnJwcgS4AAFD44QMwWrgLYck4YOcMoNcJgDJCEzWUhbhwIVwqf1tbW1uR6mIlDSGEb02g\nLElMTBRpP08Qqqo9wXFhCgsDhPWC//77RkRF+aG2tpbnAisvLw91dXWoqKgIlddACEFUVBTOnDnD\nDbw//vgjbt68ibCwMJHda2g0GgYMGCC01q40WLVqFX766acOtcFZfeT3PczOzm7zOkAIQUREBGg0\nGqZOnQoTExN8//33oFKpPMup9fX1ePfunUBHFY4gf1MJ0OLiYsTFxcHT0xM+Pj5cn01hESlgysnJ\nwcLCAufO8bekag6FQkF2djZ8fHy4zzVXgyElrc8sm6MGoFZEkd3mPHnyROjxiwMWi4XS0tJWv1Ba\nWlrIzc0VmBYtTbS0tDBx4kQEBARASUkJ+fn5Uhnfh4pkTF4m3LHzvgfeZQG/71fHlq2v4O19XWo3\nQu/fv8epU6ek0pew5Ofnd6qLr6GhoUBrK1FYs2YfHj5k3xQwmYCwFT1qaoCBgTri4+MRFRXV4gaw\nZ8+eCAsLQ2kbtb8VFRW4efMmHj9+DFdXV2RmZoIQguPHj3NFLERFUVERGRkZneZvxmQyYW9vz+MN\n2R5ev37dai1saWkp9PX1+f6OEIKEhAT07t2bK1wfEBCAvLw8dOnShZtkx2KxuE5BgqROP378CB0d\nHRgYGHDP9fHxgZOTE3R1dXHt2rU263b5IfLUxs3NDZs3bxb6eI77dVOaqsHIi/j3oQjSXRPAjBkz\noKOjI5QKkTiQl5fHzJkzER4ezndZUk5ODlpaWmAymZ1GUAEAzM3NMWzYMBw9ehQGBgY4cOAAtwRF\nUiioNoh0IdQC4Lb5hNRVUiwsLLBu3Tqp9tkWNTU1MDU1bSG6L0tiY2NhZWUlkq5oW7Az7u3wzz83\nkZUFXLoEKCiws2UBoEcPYPJk9nNNYRvedMOQIUOgpKSEsLAw9OnTB4MHsy11zMzMkJub22pW9f79\n+8FgMODh4YHExESxrQb5+/sjJSWF63Mra8rLyxEbG8t3a00UVFVVW03wy87O5mZNNzQ0oL6+HlQq\nFSwWCxERETAxMeEmAzU0NGD27NlQUlJCamoqlJSUcPXqVdBoNBgYGODVq1cCDdO7dOmCkpISZGZm\ngk6nc0vBAgMD0dDQgKSkJAQHB4v0+kS+Qq9ZswYMBkPoOjQDAwNMmTKF58vMUYMJDp6M6krRhiCO\n+7HTp09LVaj6zp07iI+Pb3WfQ11dvVNZM2lra6O4uBhUKpVbn5TfTjF0UWDUKkHYG1w6HaiqUcQ3\nbm6SHRQf8vLy8Ouvv0q939ZQV1eX6r68MJibm7c6m2gPjY2NKC3NhaUlsGcPsGIFsHQpsHw5sGwZ\nYGYG+PgAzeV9AwKoGDBgAkpKSqCsrIwZM2bwvFcMBgOpqalcD8umVFZWcmv3jhw5Itatk5kzZ/LY\n9sma0NBQnDlzpsPtvH37lu/NR1lZGdTU1FBWVgZCCMLDwxEfH49Hjx4hPDwcZmZmPJmzOTk5uHv3\nLlJTU/Hq1Sv4+/ujrKwMjx8/xtu3b4Xy2+zVqxd69uyJ6Oho5OTkYNSoUcjLy4O8vDxOnjwJZWVl\nTJ8+XaTXJ3LA5DiZHz58WKjjKRQKQkJCWixJctRgVNVEM70Vh6PlsWPHZOLsEBQUxPd5jnlqZ0Fe\nXp6b4cbZ94mIiGjrFLFgqjkID4X0rX34BzC8n51MlrT69OmDn3/+Wer9tkZRUZHQhr3SgLMXJc4V\nE1/fE3BweAFjY/6+mH37ArNmAQ8f/vd8aSmQn98HmpqakJOTg66uLuLj43m8KtPS0jBhwgS+7koc\nO0BJbEcsW7aMaxLfGRgwYAB27NjR4XaePn3K44zE4dOnT1BSUoKcnBwePnyIwYMHY8KECRg7diwm\nTZrEXTblQKVSYWpqCgqFwl0mLisrE9oFhkNeXh4+fPiA2NhYPH/+nLvXf+HChTZlQ1ujXZ/oPXv2\nICEhQeiyg5KSEkybNo3v77SNRFtOI2KoNcvPzxfZeqgjcJRzWiuy1dLS4q7LdwY4+6pNEVbyqiPo\nm5qCPP/Pz7I1SksBynOgh2nrtV6SpLKyslPVYHbv3h1v3ryR9TC41NTUYOrUqWINmGlp8TAyajtw\nGRmxhQwA9mfEx6cXhg+fBSaTibKyMjx69Aj37t3DzZs34eXlhbNnz6KgoAAFBQV8M9g5N9Xivimj\n0+m4cOGC0J6ZkobJZGLr1q1icd/Jycnhu9VVVlYGDQ0NpKSkYPTo0dwaXSUlpRbvL4vFwt27d5GW\nlsaVMezIDWrz8pZPnz4hMzOzXTP8dn2ip06diq5duwp9RzJkyBAEBQXxiBpwUDEwgLDbmHQAqmIo\nhh42bBhsbGyktgyqoaGBoqIiJCcn873JUFFRQb9+/QTWFEkLRUVFqKqqcsezbBk7EycnJ0ei/Tos\nXAjrii74d2vrQZNThzmikorxC8QvrC4MWlpa2Lt3r0z65kdGRgbs7OxkPQwudDpdLDqyTWEwSoXy\nxWQygatXqbh0yQKjRi2GkpISKioq0KtXLzx//hzAf6VePXr0QEFBAczNzflmGSsoKPCow4iLlJSU\nTrVC8f79e1y4cEHgnqAw2NnZQVFRkedaT6PRoKmpiTFjxmD8+PECBTYKCgrwzTffYO7cudDQ0ICK\nigp27tzZ4bFx8PDwgKGhIczNRXC7/0q7bwFXrlwJX19foZYrKBQKrly5glu3brX4ncPChbgvpJzX\nfQ0NsV0kc3NzpSpWraenB09PT9y8ebPFnZycnBxqamqQmpoqtfG0hZycHOTk5LhlAZwkia1bt0q0\n31Hjx+O1vT2mFXbBM3cg6CwnaYP9GHQWeOYOTCui4rWdXYeVn9oLIaRTeav269cPz549k/UwuFRX\nV3fIqYQfhAhX3lRQoAYNDTfY2rpwZzqNjY1ISEgAAOzcuRNeXl5wcXGBoqIiXF1dWywHAuyymI8f\nP/LVjO0oXbp0wYULF8Tebnt59eqV2Ay1V65ciYcPH+LcuXP48uUL8vPzERcXh4EDB7Z5HoPBwOvX\nr1FYWIjs7GyUlJQgNzcXMTEx8PX1FZuKVUNDA4KDg9t9w9LugLlv3z40NDTwlIy0xaZNm2Btbd1i\nljlq/HjE2NkhgEpFa+WYdAABGhp4MWaM2C6SixYtQlBQkFRndXv27IGFhQXXGLUpffv25fvFlRXd\nunXjWVopKCjA9evXJd6v97176BccDN2Zq8EqdcDpnXo4+ktXHPpJHVW5tsgbNBIP5lihwbQe7u7j\n4e4+ER4e83HxorfUnGjk5eVx+vTpTmMg/fbt2xbF2bKktLRUZNWbtmhsbERqaqJQx3bp0r1F0klu\nbi6ysrLQr18/yMvLIz09HfX19Zg5cybf5daMjAxERkbi1KlTYhVf4HDhwoVOs4ROp9PBZDKFNrwW\nhIuLCwghWLp0KfLz85GTk4MJEya0GfCqqqoQGhoKHR0dREREoFu3bsjOzkZoaCjOnTuHyZMni2Vs\nALBt2zaoqKhgzZo17Tq/3QFTSUkJ8+bNw+bNm5GXl4fZs2e3+Thnzhzcvn0bLi4uLX7/4++/48zg\nwTjg6grH7t2x1dYW32hpYautLRy7d8cBV1ecsbDAj7//LrAfYR8XLFgACoWCWbNmiaU9YR7z8/PB\nYDDw9u1bXL9+HZWVlfDz80NlZSUePHiAGzdutHheVo/Pnz/Hy5cvuf9nMBiYM2eOVN4nQ1NTvCgo\nwM9/XYVSL1ucv5EEps5QFOtWYcr8WCxZFgln58dwdn4CZ+fHmDnzFuTlf8aSJXZwcnKSyt9z+vTp\nSE9Pl8r7IehRR0cHXbt2lfk4mn7O/f39xdbeiRN7QaVWtHAraQ7bF7MYlZWVPN8jzuxyzpw5OH/+\nPBITE5Gent7ic//kyRN4eXnh6tWrMDMzw9y5c8X+/syYMQPjx4/H0aNHZf53ysvLg7OzM5KTk8Xa\nLiEE0dHR6NevH7eko63rTVRUFIqLi5GWloaysjLExcXh5cuXePDgAf7++2+xjSsnJwenT5/GunXr\n2r2/Lu/VgTWHyZMn4+DBgzA2NsbixYthaGiIwYMHt/ro4uKC1NRUTJw4EVZWVjy/HzFyJL5ZvhzD\nHB0xb/NmDJoxA/M2b8YwR0d8s3w5RowcKbB9UR/79OmD7OxsODs7i7Xdth6HDx+OxMREyMnJwdzc\nHN27d4empib09fVhYmKCvn37omvXrtznZfWoqakJKpUKMzMzaGpq4suXL7Czs8P69eul8j41f4yK\nCoaj4/NWsyS1tAAtrQKoqU3H1KmzJD4eU1NTDB48uMXnWBaPOTk5uHfvHtatWyfTcXAe8/Ly0L9/\nf4wePVos7T19GgBd3VQoKgJtOZhlZgIfPw5EbS0Lz58/R+/evWFmZoYnT54AACwtLVFYWIg+ffqA\nyWRiwIAB0NfXh6amJvT09LhuOjo6Orhx44ZE3h91dXU8evQImzdvlvnfydDQEKmpqVizZg3GjBkj\ntnZ///13zJgxA9ra2kJdbxgMBhgMBiwtLZGamgpVVVX4+flh2LBhYn29vr6+iI2NRXh4eLsDpkji\n6/xwdXXF/fv321TKaMqZM2cwf/78TiE2/uXLF7x//55rHyMtCgsLMXToUEyaNIlH1f/169coKSkR\nuARBCMGHDx+Qm5uLhoYGNDQ0YOjQoejZsyfflO72EhISgrFjx0JDQwNxcXHQ09ODr6+QdR9iZt26\nmZg3726biR+EAHfvzseRIzckPp6lS5di69atMDMzk3hfgmAymaivr5eq5GNbBAQEYPTo0ejRo4dY\n2nN3nwgnp8fw8WGXjhgZ8d40EQJkZQGBgUBDw2AMHjwVqampGDRoEM6fP4/KykqsXbsWaWlpGDx4\nMKhUKqKiolBVVQUnJyfIycnx7FXS6XSJmYOHhYVh+PDhMncn4uDj44NFixaJtazNxMQEEydOFEmu\nsaSkBPfv34ecnByeP3/OoxsrDhgMBjQ0NODu7o6DBw+2u50OV+JevHgRmpqa8Pb2hqenp8Dj16xZ\ng/nz58PX15froi0r9PT0cP36daSkpLR7Tbs96Ovr4+DBg3Bzc+P5onIuviwWq8UdUE1NDZ49ewYm\nk4n8/HyoqKjgu+++Q9euXVFfX8+TkOPs7IyhQ4dy/5+Tk4NevXqJnB5vbm7O3ce8d+8eLCwsRH2p\nYoFGoyE9PVqoLMnGxpK2DxIT27dvh7a2tlT6EsSDBw9w+fJlofxGpUFmZqaYSyaYUFAA1q9n11ly\nSoLl5HiVfjZuBE6dYvuwWltbIzExEZWVlbCzs4Oenh7XPYkz4xw1ahTCwsJ4suUlGSwBtluHqalp\npwiYV65cgaGhoViDJcccWlg7PwB49+4dHj58iG7duuHdu3cS8XTdtGkTKBRKhwVHOhww1dTUsHHj\nRuzevRvu7u4C5eYUFBTw008/dRobom+++QZqamp8g5QkWbRoEdzc3LhGywBbVurKlSuYPn06j0pK\nUlISIiIi8O2332LQoEGwsLCAnZ0dz3g9PDzw6dMnWFtbIzAwEEwmE8OHDweLxcLly5e5RcKiEhcX\nx1VGcXd37+CrFh0ajYYNGyajR48KIc9gSnQ8HHx9fTFlyhQ4ODhIpb+2mDJlCsbLKGOYH2pqakJb\nZgkHu45OQQFoYq3bAjodYDD+u9jGxcUBYItvhIWFtSgHGjt2LFecYMaMGQgJCRHjmFvy4cMH2Nra\nSl3KsTWsra3Ffh3mXJPmzp0r8NiioiJERkaivr4ed+/ehba2tkSCJY1Gw7lz53DkyJEOX+PFEiG8\nvb2hoKAg9Cxt+PDhGDp0aIeFfsVB7969sXz5ckRHR0u1X04Qai45t2DBAhQVFSEuLg7Pnj3D06dP\nERgYCG9vb/j4+GDdunUYO3Zsiz+8goICTE1NUVZWBoAtx1dUVISnT58CQAshAmHQ09ODmZkZt/5y\nxYoVIrfRUbZsmY9vv00QOLv8D9GNgdvDmjVr2jTJlSa3b98W6DUqLRgMBj5+/Ngug+bWUFDQFpjw\nA/wng8fB0dEROjo6UFZWxosXL9C1a1d89913GDFiBHbv3s0tmxo4cCACAwPFNt7WqKqq4n4/Zc3T\np09x9uxZiXyG58yZw/37M5lMfPnyBQUFBaitrcWnT5/w8OFDBAYG4saNG1izZg2SkpKwevVqsS/D\ncli4cCF0dHTEcsMvFnFEOTk5nD59GsuXL4eXlxcMDdtW71dXV8eLFy+QmZkpkbRtUbl+/brUhau7\nd+8OgK2o37dvXygqKiI7O5trWbN48WLExcWhtrYW06ZNg6urq1DtysnJcZ0UNm3axH0+PT0dqamp\nIhXrUqlU3LlzR4RX1X6Ki4uhp6fHXT4GgKAgPxgbx4CTkU5Iy4SfphACKCpK5kvXnKCgIOjq6nIN\nsmWJs7MzZgrrdyVh8vLyMHr0aLGq4xgYDERGBtCW+QlHBs/QsGuT8wxgZ2eHh1/18lJTUzF8+HA4\nODiATqcjIiICjo6OuHPnjsQt9gghCAwMlLiBgbBYWlqKPY+EU9f+77//orKyEsXFxcjLy+MaS1RU\nVEBFRQUzZszA1KlT4eLiAk1NTcTFxSE2NlZstZZNSUhIQFhYGMLCwsTSntjWIJcsWQJTU1PMmTNH\nuI7l5LBu3Tq+RqPShrMfKGzikjjQ1tZGYmIiunfvjl9//RVeXl7cYBkSEgIvLy+kpqYiKysLISEh\nIifz8PNrvHHjhsi6mJwEJGdnZ5HOExXOjLl3797ci21ExFXY2HBUWdiJHW2RmQn0728tyWFymTdv\nnkB7IWlx+fLlTiPVV1dXJ3ZBkOjoRJw+rd6m+hNHBq8pubm5oNPpXFnOxMRE/PHHH/D29oa3tzfs\n7OwQGBgoFT/axsZG6OjoSHR/VFhKSkpgZWUlVvs1gK0Pvnv3bgBssZrFixcjMDAQ5eXlKCsrA51O\nR1VVFW7evAk3Nzdoampyb+4lde11cXHBqFGjxFbL2eEs2aZwMtP8/Pzw7bffCjy+pqYGvr6+WL9+\nvcx94erq6hAWFobZs/kbPUuS0NBQFBcXw8/PD3fu3MHVq1dBp9NFcgLnR0NDA7KzszFnzhweLdix\nY8diwoQJbZz5H+/evUNAQACSkpIkvhqwcOFC+H81CP/tt9+Qm3sfzs7sDA8GAwKzJK9c0cTjx8Vi\nzRRujX/++QfZ2dk8s3hZwUnLF4e0WUd5/Pgx1NXVMXLkSLG0Fx0dDXt7e6xevRqvXgVj0CAa5s2j\nQ02NvWcZEEBFfn4fDB8+q0X+REVFBWg0Gvr06YOXL18iPT0dCQkJkJOTQ319Pbq1VaMiZi5cuID+\n/ft3ij3vz58/Q0tLSyL7haJy5coVTJ48Wcx73myOHj2KLVu2ID8/X2yzabFmuZibm2Px4sVwc3MT\nKktKSUkJxcXFImVUSQpCCO7cuSM1tZimTJs2DYsWLcK9e/egoKCAZcuWwdjYuMN36kpKSjAxMcG4\nceMAgOvhGBUVhbq6OqHa4CyPSiNRwc/Pj6vd+fPPP+Pt2/fc33GyJN+/B3x9gStXgD/+YD/6+rKf\nHzZslFSCJQBMmDCh06jrHD58uNP4KtbW1gr92RIEx9R46tSpUFBQQH29DjQ03HDmzBAcO9YXZ84M\naSGD15SYmBhuqQ2LxUJaWhoUFRWhpqYm1WAJsPWrBW1VSQNCCBYuXCi0cYakqampkciNHo1Gw7Zt\n27Bt2zaxLj2LdYYJsO92tbW1MXnyZKHS3CsqKrB48WLcuHFD5nfIubm5uH79eqcQRt67dy9cXFwE\najC2h0GDBkFHR0foWaaXlxeuXbuG77//XuxjaQ4hhLs8q6oK7N6tjpEjawSeFxtLhZnZRcyeLR1B\n9mfPniEoKKhTeBo2NjaCxWJ1iszz33//HTNnzhRLDeb8+fNx69YtbN++HaGhoZg+fbpIy6efP3+G\nvr4+lJWV8f79e9y4cQNMJlPqq1nx8fH466+/cPr0aan2y4+YmBiYmJh0irIWNzc3uLu7i2zZJQz2\n9vbIzMxEXp54bRzFXkehoKAAf39/3L59G48fPxZ4vKamJrZs2QI6vTUlWenRrVs3qd95toanpyeC\ng4MlonV7+fJlREVF4fLlyygtLeX28fr1a9y+fRsMBgMlJSXw8vLCsWPHALAz/KQBhULhZg7X1gLn\nz9fgq7lEq1RVAZmZtlILlgA7aWLevHlS668ttmzZIjNBiebU1taKrTzr1q1b+O6776CkpAQ1NTWR\ngmVubi5SUlKgrKyMpKQk+Pv7IzY2ViZbP2ZmZjLJMOfH3bt3xR5E2kN1dTU2bNggEeGPa9eu4dmz\nZwgODhZ72xLZ7XZ0dMSsWbPg7OyM4uJigbWZI0aMgKWlJaKjo2UasNTV1WFtbQ1XV1dcu3ZNZuMA\n2IlIhBDU19eLfeZta2uLO3fu4Ny5czh9+jSUlZVhaWmJFy9eAGAnR3C4ceMG6urqcOrUKamJO3Bm\nJ9OnT4e2tja2b/fHgQON4JdEV1UF3Lw5AqdP35TK2DiUlZXh6NGj3D1XWXLo0CFZDwEAu+i/pqaG\nmwHeETgWXEZGRmAymUIJ3dPpdBQVFUFXVxd1dXVQUFDg7jUHBgbC2lo6CWFNqaurg42NjUhuIEFB\nfoiIuApC6kChqMDBYRFmz+54Nvbff/8NZ2dnDBs2rMNtdZRvvvkG+/fvFxgbRKWyshIrVqzA2rVr\nJeI3KvYlWQ4MBgM6OjqwsbHBgwcPBB7f0NCAoKAgzJ49W+xvoig0Njbi48eP6N69O7S0tGQ2DoBd\ncuLj44Pjx49LrI/KykqUlpbi3Llz0NLSgpWVFaZMmQKALR3IUbOpqKiAvLy8WFVBWuPMmTPYsGED\nPDw8QKVScf36dTQ0pGPVKjWMGvXfSkRcHBUZGbY4fPhmC4cKSUMIQVRUFMaOHSvzhLXFixfDyclJ\n5jNeGo2Gv/76SyzWZ9XV1aBSqdi9ezciIiJgbm4ucJn3999/R15eHrp27Qomk4mJEydi/vz5cHJy\nkkjJgjBUVVWhurpaqCVqGo2GLVvmw9g4hpsdDgBxcV2QkTGqw5/z4OBg9O/fHwMGDGh3G+Lgzp07\nsLe3l8jkyNLSEl++fEFOTo5EhGgkJm2joKCAhw8fIjw8XKg7YEVFRcTGxqKkRDrSZm2No6amRir7\ndYLo1asXpk6dKlELMg0NDfTt2xe//fYbHjx4gAsXLoAQgoaGBigpKUFeXh4//PADdu7cifDwcImN\ngwMhBBYWFjA0NMTRo0dRUlKCjIwMuLsfh7n57/DzG49jx4zw77/TMWDABVy48EDqwRIAV2arM5RF\nXbp0SehyLkny9u1bsSWHcTI4i4qKUFdXJ1TA4Sw1lpWV4e3bt7h58yYWLlwos2AJsMvt0tLSBB7H\nUbRycnrIEywBwMamGk5OD7Fhw2TQaLR2jcPb2xs1NTUyD5YsFgthYWEil7cJw4YNG5CUlITo6GiJ\nqbZJbIbJ4cSJE/Dw8EBUVBTGjBkj8HhPT084ODhg+vTpkhyWQEpLS/H27VuhE2MkxZ07d/Do0SOc\nOnVK4n1lZWXh9evXmDt3LsaNGwd7e3scO3YMY8aMwf3795GQkCC2coHWaDpb09DQgImJCVJSUlBQ\nUICuXbuioqIC4eHhQklvSZr4+HiYmZnJPD1/xowZ2Lx5s8xLFuLi4lBTU9PhcaSkpGDQoEFYtmwZ\nUlNTMW7cOL71iyUlJThz5gymTZsGNTU13L59G7m5uYiIiEB8fDxOnjzZoXF0lOzsbG5GriDlo9Wr\np8DJ6SHfbQcOVVVASMhkXLggeMWO97wqVFRUgEKhyNRzl06nY+nSpfD19YW6urpY2w4ICMC8efPg\n7+8vNm9PfkhcPPXHH3+Ek5MTJk2axJWiaotVq1ZhxIgRyM7OlvTQ2oRGo0lk01hUxo0bhx07drT7\nzlIUjIyMuJqk0dHR2L9/P+h0Oh4+fIjg4GDs2rVLosk/zVcXKisr8erVK2zYsIE7i9TU1MSrV6+Q\nmpoqsXEIy6VLl1pIG8qC27dvw97eXtbDQFRUlFhmmEeOHAHA1uutqqpqtdifY8Kcn5+PBw8e4NSp\nUzAwMICzszO3gF6W3LlzB//884/AYNlc0ao1qFTA2PgFgoL8RBqHt7c3goKCZG5QX1VVhTVr1og9\nWKalpWHBggVcYw9JIhW18du3b6Nnz56wsrISOBU3NTVFaGgo/PxE+1CIG2NjY3h6emLNmjUSWT4Q\nFk1NTfj5+eHMmTNS6a9bt24IDw8Hk8mElZUV98Lj7OyMP//8E/Hx8RLrOyAgAAYGBti1axeGDRsG\nR0dHXLt2DQcOHOA5bvLkyRLTnRQFd3d3mc8uAXYKfUpKiqyHAX19/Q4vf1ZVVfFk/LblCMMJmImJ\niaiqqsKGDRvQ2NjI47IjK7KysmBhYSFUolxTRStB2NhUISJC+ITEd+/eYeXKlVi5cqXQ50iC9PR0\nzJ8/X+yrIHQ6Hba2thg+fDjOnj0r1rb5IZWAKScnh5cvX6K8vFyoN2zx4sVwcXHBjh07pDC61une\nvTucnJzEVojdXn744QcsWLAAWYK04cQEZxn65cuXuHjxIvf5kpISPH/+XCJ9vnz5EmvWrEHPnj1R\nUVGBN2/eYPv27fj+++9blBMoKCjAx8dHIuMDNHxjAAAgAElEQVQQheDgYLx7907Ww0BUVJTMNZmL\ni4uRkpLSYcuzq1ev8vy/tesFi8XiZtI2hUajITU1Vab7lgBQUFAg9CoIIaJdXwgR3rQiJiYGcXFx\nMr2BSE5ORmJiIsLDw8WaIMdisTBixAgoKipyTSYkjdT8rLp27YoXL17g+fPnWLVqlcDj9fX1YW1t\nLVN1f3l5edjb28PKykqmQVNBQQGhoaEipaZ3FE4af0FBAQD2TY+FhQWGDx8u9nGcPn0aI0aMAMBO\nw+fsPbW2vGdqaioTCcPmLFiwAEZGRrIeBgYNGiR184DmyMvLw9LSssPtNN2KMTAwaHV158mTJ9DT\n02uhznXy5EmZr06VlJTg4cOHQjvIUCiilY1RKMLp0f7xxx8YMGAAvvnmG5HaFydMJhONjY0ghIhd\ns9fJyQmfPn3Cq1evpHZDID0DSAAWFhYICAjApUuXcOLEiTaPVVdXx7Rp0zBu3DhUVAjrhSh+NDQ0\nEB8fj8jISIlmqwrihx9+QGNjo9RmNPLy8iCEoKioCLm5uWAy2T6TDQ0NQtXECcucOXO4ZQg7d+7k\neX2tlbDo6elh37593GAuK+Li4hAZGSnTMQDsO3hxKOt0hEePHonlotXU4LempoavoEl5eTmePHmC\n4OBgODk5cS/EdXV1WLhwIdzc3Do8jo7AYrFgamoq9PEODosQFyfcjDg2lgoHh0VCjcHY2JjHV1cW\nbNu2DUlJSWIvefL09ERoaCiioqK48p3SQKoBEwBmzZoFb29vbNq0iWu70xoqKipISEjA7du3ZapO\noaysDD8/P5l72amqqnIDl7TQ09PjSRaYPXs2/v77b7FoUdbU1CAoKAgAW36PkxwxYsQIEELaXFbb\nuXOnzFWZHBwcYGVlJdMxEEKgra0t05s5AOjfvz/69u3b4Xb+/vtvAOAKpDcNwrW1tTh37hxOnjyJ\nUaNGtXCLyczMxIEDB2RaF1tRUYElS5ZwNZGFYfbshcjIGCVWRas1a9aARqPJtIwkISEBHh4eYnc6\n+vPPP3H06FH89ddfUhejkHrABAAPDw+4urpixowZyMjIaPNYZWVlsFgs1NXVyazmTVFREX/88Qd2\n7drFNVOWBbNmzYKvr69Ul2abQ6FQYG9vL5YLNEd2z8LCAoQQ7s2AME43WVlZ2LNnT4fH0BGys7OF\n0kuWNCUlJWI1bG4PPj4+6NmzZ7vP37FjBygUCpYsWQIAGD9+PCZOnMjVx21sbISfnx8GDx6MwMBA\nvjP7oqIinD9/vt1jEAcqKirYu3evyCYAhw/fxI0bI1oNmhxFq8OHBStaffjwAfv378ekSZNEGoO4\n8fX1RUFBgVizYmNjY7F8+XJs2bJFNrXyRIZYWVkRTU1NUl5eLvDYy5cvky1btkhhVK0TFhZGiouL\nCYvFktkYEhISSGlpqUzH8OnTJ7Jw4cIOt/Px40cCgPtDpVJJly5dSF5ensBzS0pKSEFBQYfH0BHq\n6urIgwcPZDqG/Px80qdPH5mOgRBCAgMDSWNjY7vOTUpK4vkccH7MzMyIl5cX8fLyIm5ubkRXV5c0\nNDS02o6bm5tMPxMMBoOYm5uTL1++tOv88vJysmrVZHL4MJVERID7c/gwlaxaNVmo6yQhhKxZs4Y8\nfvy4XWMQB9XV1eSbb74hVVVVYm03KyuLqKioEEdHR7G2KwoSFy5oi4aGBpiYmIDBYCArK6vNPZCG\nhgbQaDTcvXsXy5Ytk+IoeZk3bx7Wr1/PrVeUBVOmTMHBgwdlthzIZDIRGxuLUaNGiWX5i9PGr7/+\nilWrVglVMkIIwbBhwxAeHi6zEpPa2lp8//33uH37tkz6B8BVZZKlU0l8fDyCg4Oxd+/edp3/4MGD\nFlZp/fv3x7Rp07jylAwGAwEBAUhNTcXz588xatQonuNjYmKgqKjITR6TBRkZGdDW1u6w8hRbS/Ya\nCKkFhaIKBwdXobVkfXx8MGvWLIn4SwoDi8VCTk4OPn36JNZrZFlZGfr16wdDQ0O8efNGYko+gpC8\n1XgbKCkpISkpCUZGRhg6dCiSk5NbfSOUlJSgqKiIrKwsrmybLLhy5QoyMjKQnJwss1T+gIAAZGZm\ngsFgSMUtvjny8vLIyMhAUFAQDh8+3OH2UlJSIC8vj/79+wt9DoVCwb1792Sq96uqqor169ejpqZG\n7MXYwvLy5Uts3LhRYuU+wmBkZAQnJ6d2n988WFpaWmLWrFk8N2MKCgrcPW1+DhdpaWlICAhACIMB\nUl8PirIy1Pr1w3fbtkktKcTd3R3e3t4dDpizZy9sl9g6+WqNJ8uSmtevX+PAgQMICAgQW5t1dXWw\nsLDgipbIKlgCkO2SLIe8vDyirq5OrKysCJPJbPNYFotF7O3tSVpamsB28XVp586dOwLbFYVr166R\n4OBgsbXXHhYuXEhSUlJk1n95eTkpLS0ldDpdZmO4ePEi2bRpk8z6J4SQ1atXk+zsbJn1z2KxSF1d\nncz6J4SQHTt2kCdPnrT7fDRbiu3bty93KdbLy4t4eHgQc3Nzoq2tTe7cucNzbk52NtkwdizZT6WS\nEoCQJj/FADnZowfZPHkyyZHw3yg4OFjmy8EjR44khYWFMhvD33//TYKCgsS6XVRfX0+MjIyItra2\n2Jd424NMl2SbkpGRAQsLC4wYMUJgEWpxcTGys7NRVVXV5rS/+XKhOF9qeHg47t+/z5XxkgWnTp3C\nt99+KxY7pfawatUqTJkyRaSMQHFSU1MDJpMpFQeV1nj58iX09PRktgQWFBSEq1evyjT5KDk5GXp6\neu0yJc7KymqRXWtubs5N/MrPz8fFixfRt29fpKen86yoJL16hb8WLMDeDx9QD+AqgOIm7egCWARA\nCcAuU1Ms8feHhQQsnwBg//79+O6778QmPi8qb9++RdeuXdGnTx+Z9F9QUICioiIoKSmJzfSewWDA\nwsICRUVF+PDhQ6dQ95Lh3JYXY2NjvHr1CvHx8Rg3blybcnS6urqorq5GZWUlampqWj2uaVatuMW6\nbWxssGrVKplqmmpoaKChoUFm/fv4+KB///5SL3XhoKamhhEjRshUz/XJkycCM70lyaxZs3D9+nWZ\n9V9UVAQPD492BUug5XIsAK7Af1JSEi5evAgKhYJ37961CJbnXV2x88MHbASwHEDW199xbpOzvj7v\nDmDnhw845+qKJAlkmB85cgTTpk2TWbAsLy/H5s2bZVZzSQjBggUL0KVLF7EGy6FDhyIvLw+pqamd\nIlgC6BxLsk1JSkoiKioqxMbGRuAyakFBARk2bBhhMBhSGh0vubm5ZNKkSTLrnxBCli5dSmJjY2XW\n/9y5c8mHDx9k1n9dXR0pLi6WWf8fP34kr1+/lln/Pj4+ZMOGDTLrv76+niQmJrb7/LNnz/Isx3bv\n3p3s2rWLrF27lgAg3t7epL6+nuec7M+fySZjY1IJkGkAuQUQerPlWM4P/evvpwGkEiCbjI3FujzL\nYDDIo0ePZLYU+uHDB/LLL7/IpG9CCMnJySEeHh5ivQbW19cTExMToqGhIVTGvDTpdAGTEELS09OJ\nqqoqGTJkiMBU9crKSnL8+HHy6tUrKY2OFxaLRdatWyezP2xqaiopKCggNTU1Mum/vr6e+Pr6yqzM\n5ebNm2Tt2rUy6ZsQ9t7VpUuXZNY/i8Vqs9RC0uzcuZNcu3atQ200DZgrVqwgO3bs4P6fH5snTSK1\nAFn5NRjyC5TNf25+Pb4WIJsnT+7QeDn8++91MnasPlm82JK4uzuSf/+9LpZ2haWuro4UFhaSkJAQ\nqfbLoaCggBQVFZHAwECxtVlVVUUMDQ2JlpYWKSoqElu74qJTBkxC2DU3GhoapE+fPgI3e+/fv09y\ncnJIamqqlEbHS0hICCkqKpJZ0Fq/fj0JCgqSSd9MJpP8+OOPMtuQZ7FYJCMjQ2aJL2VlZSQ0NFQm\nfRNCyPbt28nBgwdl1n9JSQkpKSlp9/lpaWk8AVNfX59QqVTu/6urq3mOz8nJIce7dyc0gMxtY2bZ\n/Kfm6/E0gBzr3p3k5OS0e8ycesmDB9Wb1Ut2EalesqNcuHCBbN++XSp98WPfvn3E19dXbO0VFBQQ\nbW1toq+vL7X3UFQ6TdIPP8rKyjBo0CA0NDTg3bt3bSqJvH79GkeOHMG1a9dkIo21fft29O/fH0uX\nLpV634QQREVFQVFREaNHj5Z6/8XFxTh8+DC8vb1l8t7Pnz8fO3fuxODBg6XSX0xkJCL8/FCXl4f6\nkhLk5ebC2MQEpEsXqBgYwGHhQoySUp0ui8UCi8WSSXkRnU7H4MGDkZaW1u7+BX1eml+eflu/Hm5n\nz8IP7D1KUVLuNgMwArAAwJX16/FzOyzzaDQaNmyYjG+/TeDrX1ldDdy4MQKnTz/scHlJW/j7+8PW\n1hbdu3dv1S9UUjQ2NuLbb7/F77//3mF3Gg7JycmwsbFB79698ebNG6ioiCZILy06TdIPP7S0tPDp\n0yfo6enBxMQECQkJrR5raWmJa9euYe7cuUhOTpbiKNns27cPY8aMwc6dO6XeN4VCQW1tLerq6mSi\nKaqlpYWhQ4fKTM/U19eXr9WTJPCcPh0Fs2bhp4sXsffuXRyOjcW1vDzsefIEe+/exU8XL6Jg1ix4\nTp8ulfEsXrxYrDVvoqCsrIznz593KFgnJibyfZ6TddxcBpKemQltsLNhRa18Vf96ns7XdlqjsbER\nFAoFFAoFUVFRPL9bvXJSq8ESALp0AebPT8CWLZIzMm5sbERZWRlYLJbUg2VRURHevHmDTZs2ia0G\nOiwsDJaWlhg+fDhSUlI6bbAEOnnABNjajMnJybC3t4etrS1u3mxdS5FCoeDw4cNQV1fHtWvCm6yK\nA3l5eejr62PkyJEy0ZudNm0aqqursWnTJqn3zbF2ErcjgbCUl5fj3LlzEu8nJjISo6KjMbeqCq1d\nplQBzK2qgm10NGKk4GTy559/yqysZ8+ePR3O0B08eDBflaL8/Hxoa2vDysoKFAoFubm5AADSJPNd\n1LWMpseTNuz6ms56x40bx/33/NHDMNT8ZavBkgOVChgbv0BQkPhtxmpra2FlZYVFixZJPSu3vr4e\nKSkpiIyMhJ2dnVhWk06fPg1HR0d89913ePr0qWxFCYSgc4/uK3JycggLC8P69euxYMECeHl5tXps\n//790djYiIaGBmRlZUl11kOlUuHo6Ihvv/1WJtZTEyZMgIeHh0xMjc3NzXHw4EGUl5dLve9evXrB\n3d1d4isLEX5+cKyqEupYx6oqRPr7S3Q8AGBnZ4eXL19KvB9+eHp6YvXq1R1up66uroWHJZPJRGlp\nKeTk5ODg4AA9PT0AAKVJcBX1m930eEobsxgFBQUQQuDh4QFfX18A7JslOVoSRk8Qri8bmypERIj3\npr2srAzh4eEIDw8HlUoVa9uCIIRg8uTJ6NmzJzw9PcXS5qpVq+Du7o5Dhw7hjz/+EEubkuZ/ImBy\nOHnyJM6fP499+/ZhxowZrdZqmpqaYtmyZVizZg3S09OlGjTl5eURHR2N+/fvS11jtEuXLqipqcHe\nvXulvjwqLy+P4uJimezhAmxptKbmw5KgLi+v1Zllc9QA1H6dFUmS6OhomeinVldXY+DAgWLTsF2w\nYAEIIdiyZQsAtoNNZWUlmEwmHj9+zJXCVOvXD6VgixK0XoEN7NIEJg4Dxo0GRloDA/oAYUOAuKHA\nOlMgV0mwp+uRI0e4n+cIPz/oKohWb8xitfTybC9MJhNFRUV4+/Ztu2te28vHjx9x9OhRBAUFicUu\nrKGhAdbW1vD19cW///6Ln3/+WQyjlA7/UwETYN+VPH/+HBERETA1NQWNRuN7HIVCwf3795GTk4N1\n69ZJdYxycnKwsbHBsGHD8PbtW6n2PWDAAPj6+uLHH3+Uuh3a6NGjcenSJcTFxUm1X4B9wU1JSZGo\niAJFxH1SUY9vDz179pTJrL6+vh7p6elitxU7dOgQCCF49+4d31nUd9u24XyXLlgE4BOA2ma//wzA\nzhxQ2gzsPA54bgMM+wCLVgCHTgJbTgDzLwImts+wevWUVq8fzanLy4N866u4fCnKLRZ8kJD8/PPP\nePPmDXbs2CG2NoUhKSkJ6urqMDQ0FIv/bHZ2Nnr16oWPHz8iJSUFs2bNEsMopcf/XMAE2Eog2dnZ\naGxshIGBAWJiYvgeR6FQMHbsWHh6euL48eNS3Vu0sLCAnJwcdu3aJfXZnrq6OmxsbFBb2/xyIlko\nFAoyMjIQHBws1X6B/wyHJZn805E9M0lACEFubq5MBOh9fHxw5coVqffbo0cPvOnRA8oAtAHcbfK7\nzwC+Gwps/Q2ws2NnrF66BCxZwv5/U2xt6XByeogNGyYLFTSZFRVwyAXiwoUbZ+wjQKFQNE9MfhBC\ncO3aNfz8889iVysTBJPJxLFjx1BQUID58zuexHTnzh2YmJhAX18feXl5MDU1FcMopcv/ZMAEAB0d\nHWRlZcHBwQF2dnZcM+LmKCkpoV+/ftDQ0ICioiJev34ttTEaGRkhKCgIixcvlmq/FAoF33//PebM\nmYOkpCSp9QsAtra2mDt3Lq5evSrVfgG2/OHly5cl1n5H9swkQUVFBXr06CH1Uh5CCObNmyf1lRuA\nvcK08dIl/GJsjKMALgO4BYAOwNUc2LYf3KScP/8EVqyAeDJaWSzMrgUyrqFVk2cOVVVA5t+AiUrH\nZ2S1tbV4/fo1VFRUpGrh9vLlS8yZMwdXrlzBcDHo73p6emLOnDlYvHgxEhMToaamJoZRSp//2YAJ\nsGcVISEhOHToEDw9PTF9+vRW9zXd3NxQUFCAc+fOSX3mtXXrVujp6QkUlRc39+7dQ0lJCd68eSPV\nfqlUKqhUqtRn1lpaWjA0NBT5vJjISBxYvRquYywxY5Q2Zo3tihmjtOE6xhIHVq/mZrsSEW2TRD1e\nVDQ0NFBYWCjRPvhRWlqKlStXSr3fxsZGuLm5wXbUKCy9eRPbzM1xE8BDAPaawNTv/guOMTHA8OGt\nB0sOwmS0RkVFIf3DBwDA4SzgxubWg2ZVFXDTk30cq4MlH8+ePYOrqyuOHj0KTU3NDrUlCseOHYOG\nhgYuXrzY4bbodDpsbGxw/Phx/PXXX7h06ZIYRig7/qcDJgdPT09ER0cjKioK6urqiI6OxuLFi5Gd\nnc3zqK2tjbq6OsydOxfTpk1r8XtJPVKpVKxYsQKhoaH4/vvvpdZvSUkJdu/ejfT0dCxatEhq/Sop\nKcHHxwdLliyRSn+cx7q6Onh7e+PixYtCnzfZwADpM2ci88FFDJnwBp4Hy7BpbwU8D5ZhyIQ3yHxw\nEekzZ2JSz55ooFJb7Jm1Bh0Ao2tXib7e+/fvQ19fX2rvL+fx9evXMDAwQE5OjlT7nT17Nry8vFBQ\nUIDfTpzAbG9vrKNScQqAVl/eZdfUVKCZx3Sr2NhU4cSJzXz7dXFxgYKCAuhf92q7AjidBgRvaLk8\nGxcOhGxk/z5RTg49xoxp9+sdN24cGhsboaioKLX398OHD5gxYwZUVVWxfft2NDY2dqi9kJAQaGtr\n49OnT0hOToarq6uQ357Oi7xXWzUa/0P07t0bGzduhL+/P44fP46ZM2di6tSpMDQ0RN++fXkelyxZ\nAn19fRw5cgQbN27kOnk3P06cj+bm5nB2dsbu3bvh6uqKgQMHSrQ/zuOQIUPAYDDw5MkTLF26VOL9\ncR779u2LmTNnomfPnhg4cKDU+tXU1MSYMWNgYWEh8Pgvubno/ccfCO9Nh8sJoG8zX2KDfkC/SUDw\ni0Ysz29AmYMDShMTMaixUeDn8ba6Oob8+itG29tL7PVaW1tjwoQJMDY2ltr7a2hoiAcPHsDc3Bx2\ndnZS61dFRQUrV67EsGHDuK/X2tYWqkOH4vKXL8gnnzB+0n/v/5s3gKWl8NePz59NMW/eDy36/fz5\nMz59+gRlCgXj09KgCEAFgBMNKIkHQp8AqQ+BtEBgRBiwuYT9+4Ompth8+TKMjIxEfr3dunVDSUkJ\nhgwZAhsbG6m8v3p6emhsbERMTAz27dsHY2PjDrUXGRkJDw8PjBw5EklJSdyyoP91OrU0Xnvx8PDA\n8ePHMWPGDAQGBvJVImEymYiPj0dJSQn09PRgY2MjlbFVVlYiOjoa1dXVYtlIFwYGg4EvX77g9evX\nmDFjhlT6BID79+/j1q1bUk0OIYRg/PjxuHHjhkC7owOrVyPzwUXMOd320l1VFXvm0KWbJdC9O0Y/\newbHqirw24WhA7ivoYEXY8bA+969Dr0WQdy6dQu3b99uUcMoSWg0GuLj4zF58mSp9QkAO3fuRNeu\nXaGvr4958+Zxy0w4jBqliIMH/ysVuXIFWL5c+Pb//Xc6Tpy4y/Pcb7/9htGjR8POzg4xkZEomDUL\nc4Wow41SVcWXU6fgsmKF8AP4Co1Gg729PeLj46WqeDNx4kQcP34cQ4YM6VA7dDodkyZNQmxsLH77\n7Td4eHiIaYSdg/+TARNg7ztMnz4dampqePLkCczNzfkeFxISAn19fdTV1WHMmDFSSaBISkoCnU6H\nmpoaLCwsJN4fwE4QcXd3x4ULF6SWPEAIQUFBAVJSUjBp0iTBJ4iJtLQ09O3bt8VFtTmuYywxZMIb\n2EwU3GZcOCB3Uh69fzsDQzMzRPr7ozY3F5TqalAAFJeWgqiro/ewYRi/YIFUtGQZDAbk5OSkqo6S\nmpqK69evY9++fVLrMyYmBuXl5dybvdzcXBgYGPAc4+o6BWZmD7nLspzEeWGWZWNjqTAzu4jZsxdw\nnyspKUF6ejpMTEy4s6NNU6di9tOnGNdGDsQTVVUEjhmD4w8eiHwtCQ8PR25uLr799lupBcvnz5/j\n7t272Lp1a4fFEJ49ewZHR0coKSnhyZMnGDRokJhG2Xn4P7GHyY+xY8fiy5cv6Nu3LywsLHDw4EG+\nx82cORPm5uY4cuQIysrK2jSkFhcWFhYYMGAANm7cCDqdLpXkGE1NTfzxxx9Yvnw54uPjJd4fAFAo\nFJSWlkqtPw6EEB5Js9YoZ2ULFSwBwGYikKvPRFJwMEaNH49t589jb0gI9kRGwisyElvu3sXoH37A\ntvPnpSa8fuTIEezevVsqfXFITEzEhg0bpNpnZmYm3r59C2NjY1hbW6NXr17Yv38/zzHXrj1AQIAC\nNxln1Cjg1SshM1ozbXmCJYvFwvTp09GrVy+epcSjoaH4cvIkNllaIqbZzViMkhI2WVqi+NSpdgXL\n5ORkGBoawsTERCrBkhACX19fGBsbw9nZucPBcuPGjbC3t4ednR0KCwv/TwZLAJ3PQFoSHDlyhMjL\nyxNLS8s2bWOuXr1KfvrpJ4HG1eJk79695Pz581LrLz09XepWaMnJycTd3V1q/bFYLFJaWirQWNrJ\nXpPHnknQz8bBILscHPi29fnzZ3L27FlJvJxWqa+vl7oP6Z49e0hBQYHE2q+vryfHjh0j1dXV5Pr1\n66Rv37489l8AyNChQ8k///zT4ty3b98SKysKCQ5m/72Cg0Fmzwb3/81/7twBcXUdwXNNqKurI8eO\nHSO1tbWtjpHBYBD/c+fIL9Onk10ODuSX6dOJ/7lz7TZRZjKZxNHRkWRlZbXrfFGh0Wjk8+fPZPfu\n3R02vs7JySH9+vUjioqK5OrVq2IaYefl/4uASQghHz9+JAYGBkRFRYX4+/u3elx9fT2ZNm0aeffu\nnVTGVVZWRgoLC8mePXtaOMsXFBSQW7du8Q1u6enpJCsrq13B/caNG+TMmTPtGm91dXWbFxN+0Ol0\nEhER0cLbUJL4+PiQPXv2tHnMdFstkQKmuynIL9Ont9re/v37pWrmvGTJkg6bN4tCXFycWM2Cm8Ni\nsVoERw0NDZ7/V1ZWttnG27dvybBhCmTfvv+CposLuP9vy7uSxWKRkpIScujQIandiDx9+pS4ublJ\nrb/a2lri6+tLDh8+3OG2Tpw4QRQUFIiZmVmnNHuWBP/fBExC2HdyK1euJBQKhUyZMoXU1taS5ORk\ncuvWLXLz5k0SGRlJ6PT/1965R0VV7o3/MyCXEVAQkeEiUiAKoqCglql5KbTMTM3zZh3t4qXTezq1\nurhcZmUnV53sV6uLnexiHcu7HkuFjprX0BC5KCCoyE1AcBAZmA3DXJiZ5/3DNfOLI8oIe6zOmc9a\nLpDZ+9nP3rOf5/s832urqK6uFuXl5WLhwoWyvsjZ2dli+/bt7Yodm81mkZOTI1auXCkqKyuFVqu1\nf7ZhwwYBCIVCIeLj48WyZcuumVC8vLzEU0891eELm5OTI9577z3xt7/97ZrVa2VlpZg2bZp4/PHH\nxc6dO4UQVwfTvwvDwsJCcezYMXH58mXR0tIioqKiBCC2bdt2U8+mrKxMjBw58pZNDFarVRQVFd1Q\no/DYmESx6lXHhOU7yxH/z89dbFmz5rrtrVq16pYW0tbr9bd0h5mbmyvS0tKc0vbp06fbvdcpKSli\n0KBBwtvbW2RmZt50e489dq+4444eYuxYxMiRiOhoNzFxYh/x6KNx4vnn7xc7d2665py0tDTx5JNP\nynE7DrFz505RW1srzp8/f0uuJ0mSiIuLE62trd1qp7GxUSQlJQk3NzexYsUKeTr3O+E/1unnRhw/\nfpxp06ZhMBjQ6/UMHToUd3d3mpubqaurIyEhgeDgYJ577jkkSSIoKIg77rij29d977337Jn+e/To\ngdl81asvKCgIo9FIaGgoDz30EMHBwZSWllJbW8v333+PUqlk1qxZVFVV8fPPP/Poo4+i1WpRqVT0\n7t2b48ePc+rUKaKjoxk6dChRUVGUlJSwefNmEhMT8fT0pLCwkOjoaDw8PJg6dSpPP/00xcXFzJgx\ng9bW9kmi/f39GTx4MPPmzePLL7+0Jz7w9PTEZDLZjwsKCuK2224jMTGRfv36ERERwe23305cXBxG\no5GwsDDy8/MJCwsjJCQESZLIzMwkJSWl28/SEV544QXmzJlz3aLaXfGSfTc7+7r5U7dv3050dDTD\nbyaeoRuMGjWKL774gsTERKdfy2w28+cB2NQAABtKSURBVOyzz7J69Wo8PLqf8s1isbBmzRoiIyN5\n9dVX7TmXp06dSlJSEjt27MBqtfLNN9/IMvY649ixY4SHh+Pr60vfvn2dfr2GhgbWrl3LjBkzGDx4\ncOcndJNVq1YRExPD5MmT6dWrV5fauHTpErt37+b555+nb9++HDx4UJZk7L8n/isFJlydAO6++24y\nMjIA7CXDWlpayMzM5NixY7i7u9uTeY8aNYo5c+YQExODyWTCarUyYMAAevfubRdcer0epVJ5Q4N/\nVlYWixcvJj8/n6lTp+Ll5UViYiJtbW1kZWVRWlpKXV0dd955JxqNBpPJxIQJEzqNYzIYDFy+fJn6\n+nouX77MiRMnAHj11Vfp0aMHJpOJc+fO4ePjw7lz5zh//jxtbW0IITCbzSQlJZGZmUl8fDwpKSlU\nVlZSWFhIcXExAA8//HA7j14hBGq1Gr1ez+XLl2lqaqKpqQmz2UxNTQ1CCAy/qDlYXV2Nr68vzz77\nLOvWretW0WFHMZvNbNq0iXnz5nX4nRw/coTS6dP5MayF/3mvY6Fpy9zySKU3+tWrbxgqkJqayoAB\nA7rtmu8oer0eb2/vW+LZrdfr2bVrF4888kjnB3dCY2Nju/y3ISEhTJs2jfDwcOBqaMWHH37I0qVL\neeedd7p9vc4QQvDZZ58RFxfnkLNYdzlz5gx//vOfOXTokNO/u+rqarZu3cq0adNQqVQOJVAXQlBT\nU0NRURFLly5l9OjR9qw/CoWCZ599lg8//PA3X7vSGfzXCkwbe/fuZdGiRUybNo2QkBD73y0WC0aj\nkby8PLKzs7FarURFRSFJEt7e3ri7uyNJEgaDAa1Wi9lsxmw2M2nSJF577TXGjRvX4WB4+eWX+eij\njzCbzaxYsaLDY5qbm6msrMTd3f264TBykp+fj0ajYeLEidd8ZjKZ6NGjx00NDqvVikKhQK/Xk5+f\nz759+/Dy8sJoNNKzZ0+GDx/OggULiI2NpaGhAS8vL8aPH99pGMjNIoTgxRdfZMWKFfj7+3d4zItT\npjApPZ1UlYGoP9LOazbr4NXcodPV3hwYO7ZT78ezZ89y7NixW5I2TghB7969uXLliuzPrSPeeOMN\nJk+ezLhx47rdVmZmJnf+It5j6dKlKH+RRi49PZ1Dhw6Rl5dHQkJCt693I6xWK5MmTWLDhg12ge1M\nli1bxgMPPMDIkSOd/r3t3LmTMWPGkJaWxty5c/Hw8LhmoSqE4Ny5c5w5c4Z9+/ZRUFBAdXU1Op2O\n3r17U11dbffiDwsLY+/evbcsFO63yH+9wISrg2b+/PlUVFQwefLk66rcampqOHnyJBMnTkSpVLY7\nzmQyoVAoyM3NpaCggCtXrjBo0CDGjh3L9OnTGTNmDIc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LAE888QRmsxk/Pz/Wrl1LW1sb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\nhQsH+D+YRC2/KujRLQAAAABJRU5ErkJggg==\n" } ], "prompt_number": 26 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is good, but the time zone format makes the title a little harder to read. Let's just use the dates, and ignore the times in our title. We can do this by keeping the first 10 characters of each `timestring`, using a slice: `timestring[:10]`. Since this is the final iteration for this project, let's also make the plot size larger as well:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "###highlight=[60,63,64]\n", "import csv\n", "\n", "# Open the earthquake data file.\n", "filename = 'datasets/earthquake_data.csv'\n", "\n", "# Create empty lists for the data we are interested in.\n", "lats, lons = [], []\n", "magnitudes = []\n", "timestrings = []\n", "\n", "# Read through the entire file, skip the first line,\n", "# and pull out just the lats and lons.\n", "with open(filename) as f:\n", " # Create a csv reader object.\n", " reader = csv.reader(f)\n", " \n", " # Ignore the header row.\n", " next(reader)\n", " \n", " # Store the latitudes and longitudes in the appropriate lists.\n", " for row in reader:\n", " lats.append(float(row[1]))\n", " lons.append(float(row[2]))\n", " magnitudes.append(float(row[4]))\n", " timestrings.append(row[0])\n", " \n", "# --- Build Map ---\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "def get_marker_color(magnitude):\n", " # Returns green for small earthquakes, yellow for moderate\n", " # earthquakes, and red for significant earthquakes.\n", " if magnitude < 3.0:\n", " return ('go')\n", " elif magnitude < 5.0:\n", " return ('yo')\n", " else:\n", " return ('ro')\n", " \n", "map = Basemap(projection='robin', resolution = 'l', area_thresh = 1000.0,\n", " lat_0=0, lon_0=-130)\n", "map.drawcoastlines()\n", "map.drawcountries()\n", "map.fillcontinents(color = 'gray')\n", "map.drawmapboundary()\n", "map.drawmeridians(np.arange(0, 360, 30))\n", "map.drawparallels(np.arange(-90, 90, 30))\n", " \n", "min_marker_size = 2.5\n", "for lon, lat, mag in zip(lons, lats, magnitudes):\n", " x,y = map(lon, lat)\n", " msize = mag * min_marker_size\n", " marker_string = get_marker_color(mag)\n", " map.plot(x, y, marker_string, markersize=msize)\n", " \n", "title_string = \"Earthquakes of Magnitude 1.0 or Greater\\n\"\n", "title_string += \"%s through %s\" % (timestrings[-1][:10], timestrings[0][:10])\n", "plt.title(title_string)\n", "\n", "# Make this final plot larger.\n", "figsize(24, 18)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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xMU2bNjV0WA+tpKSE9PR0EhMTSUpKonPnzlhZWRk6rEeSl5dHdnY2v/76K4MH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oI0Yjn79euHq6srdnZ2dOnSpcGFoDlyc3PF3t1z587h5OSEt7e31ghTQRDIysoiNjaWy5cvs2zZ\nMjZu3MiQIUPo06cPNjY2GBkZkZ2dzYYNGxgzZgyhoaEsX778nr1A4uPj2b17N0899VSD9Kpz584R\nGhqKo6Mj+fn5GgaWAOPHj9dY5fynEBcXR2FhodaJYmVlJb/++ivZ2dl06dKFF1544ZExCL5+PZzA\nwBCashVKTYU//hhP//66/V1VKhVVVVVkZWXdk1qofhzrY4891iBu1tXVlblz59719u+ksrJSLPrU\nTzRqDSQSCfr6+piZmYmx5EuXLmXcuHFMmjTpvimOZs+ezZ49e/D392+gSHiYnDx5Eicnp1bzWBAE\nQYxA1wW5XE5UVBTR0dHMnTuXr776SkPl8aC5cOECDg4OWr021CgUCgwMDJDJZBw+fJiUlBSkUikL\nFy5k8+bN6Onpoa+vL3omAYwbNw5zc3M8PDxwc3PjnXfeITU1VYygvtNsFSAgIECMyK2pqcHS0rJZ\nk/qMjAytZrxGRkbY2dnx1VdfMXnyZC5fvsxzzz1HUlISTzzxRAMlQH2TYWdnZxYsWABAYmIiO3bs\nYPfu3cyaNYuQkBD69u0rtop5eXnRr1+/BhMzNX5+fpw9e7bZ825sbCybNm2iffv2tG/fno4dO3Lh\nwgU2b94M1IUI9O/fn27dumndliAIlJaWsmvXLo3imprw8HAee+yxJvdBG9HR0SQlJTFnzpwWv7ax\nvw3A4MGDCQ4ObvE2HxT1/4aBgYH069ePtLQ0QkNDKSsrw97eXuv3vGzZMt58882HUoR+0OTl5REV\nFUXHjh0ZOHDgQ1UObdq0ieeee67Rx52cnHB2dkYQBGQyGRUVFcyePZvq6moSExPJzc2lpqaGmpoa\nPDw88PT0pLCwkLS0NHr27KlR2L99+zYxMTH4+Phga2tLSEgInp6edOvWjbCwMNq1a8fQoUNb/BkU\nCgW5ubkkJyeTmJiInp6eWNxXq9S0FWtLS0u1FlkMDQ0RBAEvLy/effddRo0ahZmZGV9++SXW1tYE\nBQVRXFxMcHAwubm5rF69+p6Lsm20oStthZo2HggbN25k2bJl1NTU0KdPH7Hw0qVLF8LCwsjOzm7Q\na+/j40P//v3p2rVrk4O38PBw4uLiCAoKolu3bvc0eYuNjeW3337DxcWFoKAgrK2ttT5PJpNx/Phx\n8vPzWbx4Mf7+/sycOZMZM2ZorGaqI0MBbG1t8fX1vWdzst9++02UiWqTRB89epTIyEjxtp6eHkOG\nDBEvXMOHD7+n5Km/GoIgsH//fvz9/bGzs9M4Pmpra/n888+Ry+VA3aTJz8/vYe2qVi5e3M0bb8TT\n1GEtCPDZZ+74+s7SaZtq342WTgDCw8PJyckhJydH/L327NmTuXPnNhgYKZXKR643vzHkcjk//vgj\nixYtwsjICJVKRVpaGjdv3hSNWj08PDh//nyrKzpefvll9u7dS3V1NW5ubuKgtqUk3k4kMiUShb4C\nQ5UhPr186OOsWyuGNkpLSzE2NtZoAbuX95BKpURHR9/VJPiLL75AIpE88Pav+qgnm80ZyhcVFfHN\nN9+It7t06UJ8fDwymQxjY2PMzMzE1VtBEEhISGDfvn3MmzePLl260K1bN0pKShps18TEhGnTprFn\nzx6USiXu7u74+vqyc+dOVq9ezeLFizUUn4IgIJVKUSgUYgJa/RbB7t27ayQNvfPOO8TExFBUVERm\nZiZPP/10oz4j4eHhhISEEBgYKE60tm/fTlJSEps3b8bLy4uBAwdibW1NaWlpo3HdN2/eFFVrKpVK\np2v3uXPnmDp1qmhKnZ6ejpubm6jiKCsrE32QFi1a1OykuLy8XGucsouLC76+vmzbto3r169r9Uu6\n87MkJiYyZcqUFo9BmitgOjg4MGfOnFY1e28tlEola9eu1er7BKCvr49KpeLQoUP4+PhgZ2f3yCyC\nPEgEQWDBggW8/fbb9OzZ86EWa9avX8/27ds5d+5cg8eGDBmCubk5I0eOFAs12oppCoWClJQU0tPT\nMTY2pm/fvs1GeatUKuLj48nPz0elUmFhYUFaWhqTJ0++a/WyIAjk5+drtKurDZChrjA1Y8YMjVYp\nlUpFVFQUv/32Gz/88APu7u4MHz6cxMREEhMTiY+Px8nJiePHj2uo1RMTE/n666/57rvvcHFxISQk\nRKckujbauBfaCjVt3FdKSkoIDg7G3t6e7t27i8ahx44d07rK4uvry5gxYzA0NGz2Yq5UKtm3bx+B\ngYEolcpWibJUKpWoVCqt1XhBELh9+zY3btzgypUrLFiwgFWrVvH777/z4Ycf0rNnT8aPHy8O0o4d\nO8bFixfF17/yyivY2dnd9b7V907x8fHRanyYkJBAeXm5zmkqf3eUSiWZmZkYGxtjb2+vUTio7/Ez\nc+ZM3N3dH8mWsKiorSxbltbs89as6cGgQc80+7zS0lL09PTESaM2FAoFt27dIjMzk7S0NAwNDbGy\nsiI+Pl58jrOzMyNHjmwVs9mHTXZ2Nh07dtTqdZOWlsbWrVvF2y+99BJffPFFq3vYFBUVsXbtWr79\n9lvxu22sUHwnibcTOZpylNKxfxa7rU9ZM7HXRHKKckguTwYBXKxcGDVoVLPHuUqlYsOGDTz77LPi\nubCx95jUa5JOxZri4mKysrLw8vLS6TPVJywsjJMnTz7UQuqNGzfQ09Nr1uw0JCSE8PBwAFHd2alT\nJ+zt7dHX1ycjI4Pff/9d9DCztrZGX1+f4uJiHB0dmT17NlOmTGHEiBFi9LOjo6PGb1WhUBAbG4tC\noUBPT4+UlBQyMjLo27cvUqkUMzMz0tLSKC4uxtTUFEEQcHNzIyYmpsH+Dho0iKioKFxdXdHX16d/\n//706dNHp4nk/v37GTduHBYWFuTk5LBr1y6+/PJLnnjiCXr16kVubm6z7UjV1dXs3LkTGxsbPv/8\nc8aNG9fk8alOFVK3c1VVVbFx48YGCz0ANjY2PP/88zovTKhVQY2Rk5PTpM9bSEgIBw4caNL/Qxva\nfGm08ah61dT3/QkNDSU5OZmuXbvi5ubGlClTCA8Pv+8pdX8Vjh49yu7du0UF2MNC22/M3d0df39/\nqqurW5QMWltby4kTJ/Dy8mpScXgnRUVFREREoKenh6mpKePHj9f5tU0hkUjEFnalUim2u0+fPp23\n335b49p9+/ZtcQyzYsUKDA0N2b59u1jErq+wMzY2Fhf1JkyYQEJCAk8//bSYptlGG/eDtkJNG/eN\n77//nm+//ZagoCAxBWPHjh0kJSUBiP2hQUFBLa5Kx8bGihd+R0fH+7pCI5fLxRYtmUzG1KlTuXnz\nJjKZjIsXL9K3b188PT0bxAsmJyezbds28fa8efN0NhvUhnqQ9tJLLzVYuRAEgZs3b9K1a1dkMlmz\nq77/BNQS9/Pnz2td5VR/n/diRvsgiInZzGuvNZ3QALB2rRPe3gubfd7169epqalpUnKsbv3Rxmuv\nvfbQfELuFwcOHMDf379ZtUZ5eTkhISH4+PiwcePG+7IvEomEt99+mzNnzjB9+nSdXvPLqV9IGdvQ\nINVynyWSoRKU3etabQwyDfDP92fU4FFNbk+lUlFUVKQhY2/sPXqF9uKpMc17bmVkZFBbW6thEqwr\nSqWS7du3i22yI0aMoLCwUPQ+UTNy5EidW6taSllZGeXl5TpfqyoqKqiqqqK6ulr8X+3ZlJeXR+fO\nnbGyshIVo2lpaVRVVbF3716N7dzp69IYNTU1pKSkiO22jo6OODg4iP4S6pYFR0dHEhISOHToEFDn\nJ1XfiykgIIBhw4bp9BnT09Pp0qWLeP7Mycnh1KlT4vtcvHiRgQMHMmXKlCa3o15pDwsL47nnnhN9\na7Rx8OBBFi5cSGBgIMbGxtTW1nL+/Hneeust/P39kclkmJmZ4erqyrJlyzh8+DCBgYE6K7EEQaCy\nspKTJ09SXl7eIB1n3759yGQyPDw8xHQmNRKJhJKSEoyMjFps3G9jY6O12KTmUfFMu5P6rXDaphO1\ntbVs2bKFMWPG3NVv/++G+tz63XffsXjx4oc2VpNIJA0UWt7e3owdO/aujjNBEIiMjKSqqgpPT88W\ntbSVlpZy9OhRfH196dSpU6sf56WlpUgkEmJiYsjLy+PLL79k6tSp4nlLoVCwfPly/vjjD2bMmMHn\nn3/O0qVLmTJlCiNHjhTHjoaGhmLb6rBhwwgICODSpUskJyfzxx9/NLAhaKON1qCtUNNGq1NUVERw\ncDAODg7iQEapVPLNN99QWlrKmDFjGkSx6opEIuH27dtif3prGl2qVCqx4COXy0lKSqKyspJTp07h\n6enJvHnzcHFx4auvviI5OZlBgwbh6uqqU2SzQqG4J6nrzp07SUhIYNKkSfj4+DTYdm1tLaGhoYwd\nO7ZNSfM/wsLCMDU1ZfDgwQ0eU7cn+Pr6NoixfdRoTUVNVFQU1tbWza6WtYb571+FtLQ0zMzMdB4w\n11fKOTg4YG9vT48ePejVqxc9evRgwoQJ96wyqqyspHv37jg4OIgqpoEDB6Kvr09QUFCD528+vZn0\n0VqKeb8BNsCoP+/qdqobL4x9ocn3T0pKIiEhQaM1rrH3cDrtxMLRzRcI4+Pjsba2vqfkucrKSjZt\n2iROaC0tLRkxYgQ2Njbs3r2bmpoannnmmVZVealjxBMSEsjJyaFdu3aMGzeuVa899VGnpNUnODhY\n63msNRAEgePHj4vHdGNqTW3k5eURFhamkYYiCAIff/yxuPK8cOFCsbiVnZ3N7t27CQwMxMHBQWNl\nu7q6miNHjjBo0CANBZs2tmzZIraXGRsbM2nSJFauXNmg4H758mWGDh2Kn58f48aN0+kzaSM6Olos\nbNXn5Zdf5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eWFra2tTnLfS5cu8ccffwDg5OTE/PnzW22F7mGxe/du4uPjsbS05MUXX8TM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\nMW3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YxyzwUcC6beuQ2OqSNKSgSVoC2AOKYDVVByH0yTuTNFrY2YF6ONzaDW7/2zYjJYXw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\nCTVO8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9nZ2RlXV1esra2fKlqjsLCQc+fOMWnSpFoJNWKxmIULFyKRSAgKCnrivgYGBtjb\n29dZ9TMyMlK9p/T0dMRiMSEhIchkT15BepEoN65dvHhxg+Sj/9O4du0aBgYG3Lx5k8TERIKDgzly\n5Ag9e/Zk69atHDt2DENDQyIiIvjzzz8BpS9NaWlpteZcqamp9OnTh9zc3Cq/M+3bt2fKlCn83//9\nnyr0+3mjo9OG2mYWFhcrjdge5coVNRISkvnjj/oNWr28vJqFxQZGIpEwZ86calNKm6k/7du3bzZo\nr4H/bvgvQZfjWbZkq9IouIS/qz7pAxMAAfzT/Olj3Qf1QnVlKtSDRxpJf/h3KNyLu1evdIgePYbx\n8fdaJFWxMH3zhgH29i9fxGxtiYiLYN/FfcQoYgjNDSUirv4TBEEQ8LnlQ0hiOqmpVe+Tmlp74Ssu\nLo7k5GTV3+fOnavgRbh8+fJ69/V50aJFC2xsbBq7G02OKVOm4Orq+kJ7FDUUtra25ObmEhYWhpub\nm6pstEgkwtrausEitnR0dFi8eDF+fn60aNECaTUVi+zs7OodMTFw4EDOnTvHmDFjcHNzIy0trUHG\ndf3798fJyYkzZ85w6tQplixZwn//u5c1a65x5cpcPDxGcOXKXNasucaWLcpF6vHjx2Nv36tW7V+6\n5MuKFStU9hrm5uYIgkBubq4qeKG6sbmZpSUlM2cy3c6OmebmLLC0ZL6lJbO6d6d4xgyVSAPKKlIA\nBw8efGaVlLKyghkypHbi2LBhcszM5LRp0wZHR0dVZotYLKZr167cv3+f0aNHA8rAirFjx9K2bVs8\nPDyeSd+fBy+tUFNears2IXabN2/m0qVLFdI/HkUQhFoNptTU1OjatWudxB51dXVef/11AgMDiY6O\nfuK++fn5VYZNyuVy/P39uXLlyhNLVurp6WFgYIC5uXmjTJ5LS0sJvXiR8P37id67l/D9+wm9eJHS\n0tInHieRSIiKimr2paknqamprF+/HhMTE1q3bs2JE4dZs2Ysq1YNJybmLJaWyvDHLl26kJWVhSAI\nfP3119Wu/EkkElXqSa9evSqU31MoFOTk5JCXl4dUKqVVq1aNVgZv6dLP2L+/dk7/J08qPWrKbSMK\nCuDuXTmrVgUTHr6UZctG1Slvf+PGjRw/frw+3W7mCaipqbFnz55mwfYZEBAQ8NL4lTU2ixYtglyU\nqU+PI0Cefh6BMYG0ULQADSAK8AKOP/x3MjAYcjRySEhIqHD4nYg7bD+3ne3ntnMnouqIkSu3r5Av\nkkEv4C5wW/mj/pcar7+2vMmW5o6Ii+BM9BmiR0ST4JJA/Kh4zkSfqbdYcynwElfNrhI/oZBPd0Pq\nY4vVaWmwe3e7Wgtfe/fu5ZdffqkQSenr66v6/WUYw7Rp04br168/0xXyfyo3btyoEGHSVFFTU6vg\n+/nNN9+oolC0tLQoKSlpML8emUyGWCzm008/fWYeQKNGjeLPP/9kwYIFdT5WEIQq52VJSUkUFxfT\nokULHB0dMTIywszMDEtLS778ch/ffefFl1/uw/IRUQTA1NSm0qJi5XNCdraCHTt20Ldv3wqfi5GR\nUYUx+8aNG6ucg7Vu25YeU6ZwS0+PNrNnY/3mmzi8/jqt27atsJ+DgwMTJkwAlN5cz4KaUlMfx9BQ\nE1dX10rWA126dFEJ52ZmZsyePRtBENi6dSvr1q2juDyU6SXjpRRqiouL8fT0VF08TyI4OJjNmzcz\nadIk1cT0wYMH3Lp1i7t373Lp0iV8fHw4f/48586dq7ad9PR0Dh8+TOfOnevcX7FYzIIFC7h69So7\nd+7k1KlTlb7YxcXFVU5O8vPzOXfuHJ06dUJNTY30xx1RH0FfX5/BgweTn5//XFdMJBIJwcePU7pz\nJ//z9eVgVBS/xcVxMCqK//n6UrpzJ8HHj1cZTqhQKPDx8WHUqFHNk7N60qlTJ5YvX0779u3p2FFE\naOhCJk8+w5Qpl5g+/SJJSWtYtmwUeXl5NUYqCIKAlpYWERERjB49GltbW9UxGRkZXL58mdjYWKKi\nosjNzcXGxqbaVY5nSUFBAd9++y03b2qQlfXkfbOylBE1K1fCr78qRZqff/7br6Zfv0ImTLjAypWu\ntRZr1q1bV8m3p5mnx93dHXd398buRpPE1tb2ib5qzfyNWCzGqo2VMjLmJFD48OcEYAE4QUnLEvR0\n9KAPyrLdxUAWynpROU0AACAASURBVAgbbyAbGAEhsSEV2r4Se4XM0Zlkjs7kSuyVSucuLS0luCQY\n+Rg5XAORmogBmQMYUTqCDXP/1aR9hgKiA8gZUdFAOGdEDgExAfVqLyovCnl7OWhA1CB4+yCs/kCL\nb7+1ZMsWaw4eHFSn0tzlPhmpj4Tn3Lx586XzP3B1dW2OWnwGrFq1Cj8/v0YZEz1vbGxsSEtLY9++\nfQAVqu688soreHp6Nkhkzf3798nOziYiIqJSVdLGpLS0FLFYjFgsRk1NjS1btnDgwAF27dpFjx49\naN++PV5eXhQWFpKVlaWKTKmJV17pW6PxcHQ0SCTKZ3loaChisRhvb2/V6ytWrHhs/+gq/b40NDSY\nPXs2169frzYLQywW07t3bzZu3MiQIUNq9R7qSk2pqY8TGZmoKkH+OHp6egwcOJB58+YRFBTEDz/8\ngIGBAfv372fs2LFVHvOi81IKNbNmzaqVM7cgCMydOxcXFxeMjY1JTExUlRPu3Lkz5ubmODg44OLi\nwujRo5HJZFy/fr2S+lhWVoZUKmX27Nn17rOGhgbz589nyZIlREVFkfXI7DIyMhJfX18GDRpU4ZjE\nxERu3bqFi4sLhoaGhIWF1crQKSkpCTs7u3r3tS5IJBLu/vYbP965w9bcXKwee90K2Jqby4937nD3\nt98qiTWCIGBubv7C53W/yDg6OjJq1Cjati3g++9h0KCK129dhAiRSKQS+c6dO8fhw4fZuHEjGzdu\nxNvbm6FDh9KrVy969+6NnZ0dVlZWHD169Jm9t6o4c+YM1tbWXLt2jVdfXcTXX7esVqzJyoJ9+2DW\nLGV+q4MDfPMNLF5MhXxYfX2YPv0WGzbUbASZmprKwIEDn7m52j+RCRMmvBTpAy8bUqmUmzdvNkfU\n1IHYoFj09fQhHzgCBKM0EH4A/AHyfnLUpGro39dXjqTUAV1gBDAAuAYkQEhqCEcvHH1iNGyVGAIj\nwaCdAcOGDMNpgFOTjaQpRyauerIgEzVAKrcG5PSGLI1W9Oz5Jv36zaN371F1+ky7devG+vXrK22X\nSCTVThxeRIyMjNi8eXNjd6PJUT5xLyoqauyuPBfMzMyYO3cu3bp1IzAwULXd0tJSFQnztLRq1YoO\nHTpw4MABBEFoMIPxpyUsLAxBEOjbty/Tpk1j//79bNmyhR07dmBvb8/ixYvp3LkzgiCQmJhIz549\na9Xum2+u4fLlwcTGiitF1ggCREXBpk3w4EGp6vPV0dGpkLHRrl07ZDIZFy5c4L333uPmzZucP3++\nyvOJxWJ0dHQa9XM1MXHg6tXaid2XLqmTlATnz58nIiKiWj8hPT09XnvtNT7++GPc3NwYOHAgvXr1\nYv/++ld6bSxeOqHmwIEDLFmypFarAWfPniUvLw97e3tCQ0NJS0vD1dWVXr16YWRkhKmpaYVywuPG\njcPKyoqLFy9y/vx5rl69ilwuJysri7CwsHqLCQqFgvv376NQKDh58qTKlRqUqzFFRUWMHDmSyMhA\nrl49hJfXd1y69C2hoe5oaT0gMjKQsrIy2rdvj5GRUYV2y8rKKoS9FRUVPVd/mnunTrErKYmaMrzN\ngV1JSdw7dUq1TRAE9u3bh7W19UsRMvyiIhKJSEu7zscf5z3RMX369FssXDiMhQsXcu9e9d4Jjyrz\n27Ztw8HBAYCEhIRKD15bW1vCwsJ48OABDU1hYSH79u2rIAQFBAQwa9Ysxo8fz4QJEzAxMcHAwJgT\nJ8DdnQombe7ucOIEvPXW3+W6hwyB9u2p8nMyMAAbG/8aPWsUCgW3b99uvmafAXPmzCElJaWxu9Hk\nEASBXr1ql/vezN/0H9YfFgFqQD9ADzBDWRrjD8hT5NFe0l7p62gNOAMdgPYoS3YHQIlxCSGlIXzx\n8xcAOHd0xuCkAWrH1ZAUSAiNVqYQFBYWcsH/Ar63fbET22F4xRDDK4Y46Dg0yUioci8aNx839l3c\nR0RcBOqKqldW1YX6FSjtZNQJtcS/I3XVEtXoZPR0VXn09PSqXB1/1KvmRadjx47MnDmzsbvRJJkw\nYQK7d+9u7G48V44fP87ly5dVY0qFQoGJiclTC8txcXGcO3eO+Ph4wsPD2b9/P0lJSQ3R5afGwcGB\n6dOnk5CQQGRkJHZ2dkyePJnJkydja2urKmBz7NgxiouLsba2rlW7Ghoa7N59Eal0M6dOTWP79i6s\nXQsff2zEl1/acfasK1payoV4hUKBmpoaffr0YcmSJRXaUVNTY+TIkXz11Vc4OjoSEBBAdnZ2pfOJ\nRCL69u3LoUOHKCz3BnjO2Nj04NKldtR0+oIC8PDQYdy41wGlb84XX3xRbQSbiYkJs2fP5qOPPmLY\nsGHo6+vzwQcf1Mnm4EVAJDyrpL9nQGFhId26deOtt97igw8+qHF/BwcHJBIJpqamtGnTps5RJh4e\nHvTp04eUlBT69+9f5/6mpqaSk6PMUW/Xrh3x8fGkpaVhZmaGjY0Nubm5GBsbY25uzqVLP7NyZSHW\n1lQozSYIEBsL27YZ4Oq6DH19faRSKUFBQeTl5alSUPr06UN6ejpGRka0adOGPn361Lm/daW0tJTS\nnTvZWoeLfk2LFugsW4a2tjZlZWXk5+fTqlWr5zLplUgkBAcHo6+vzyuvvNJkyoBHR9/F1vZkrcy4\nvL3hq6+gpAT++uuvWlXX+eGHH3jnnXdYvHix6uHzKL/++iuHDh2q13ekOu7cuaMSiF599VWOHj2K\nm5sbH3/8MWPHjq1QvS0oaC9r18aRng5nzyqrO6mpwauvQlUWVm5u8Oab1Z/b03Ms3357utrXV6xY\nwZgxY2qVetlM3Xjw4AGGhoZNcmLamCQnJ7N79242btzY2F15qVj2/jJ2Re6CBKAIaAHYo/Sk0QPu\nAT2BRJTho3ooRRoebrsClAfiHoK3XN7C3NycH8/9yIPRSnG79bnWzBs8j72X95I5VOkB0OpyKyY7\nTCYh4RaamnkIQku6dnV5oSOiFAoFwcFeyOWpqKlZ4OAwstpnbLkXzaNpTi0utsDewJ47BXcqbNf7\nU49JXSdha2VbVVNPRBAELgdeJjIvEgToZNyJYb2HPfV4Y+fOnaSl/W14s2DBAtzc3J6qzefNokWL\nePvtt5sF3AYmMzMTX19fXnvttcbuynOlVatWvP766xgYGKCvr4+HhwdyuZyQkBA+/PDDOqcHSiQS\nduzYwYYNG+jXrx/Dhg2jrKyMH3/8kbVr1z7zOUNcXBzr1q3j2LFjgFJwmTJlSoV9BEHAz8+PyMhI\nvv76a4qKihg0aBBWVlZoampy5swZpFIpPj4+GBoa1rsvaWlpzJw5E0EQcHFx4ezZs6qKTps3b+b9\n999/4vEKhYJ+/foRGBhInz59GD9+fKV9MjIy0NXVbbRnTElJCTdv7qu2RHdBAWza1AIjo/5kZWXR\nqlUrzp8/j56eHBubVrRrZ4BYrEChECOV6qCn15auXQegpqaGRCIhPDyc9PR09PT0yM3NrbIi1otK\n/ZYpGompU6fSrl07rl+/jiAIVX5RS0pKOHfuHLNnz0YikfDhhx/W2/vEwcGBkJCQSoZFNaFQKLh4\n8SLm5ua0bt2ajh07oqOjQ/fu3QGl70xaWhpxcXG0bt2aqKggVq4spCpbGZEIrK1h5coCTpy4hSAY\nkJqayoABA9DT06Nnz57I5XKVmm1kZPTcSttG+/nxvzoqk2tycnjfz49uI0Zw+PBhXF1dn5tI8+uv\nv2Jubk5kZCRaWlq1VrhfdOrimO7iAocPQ1ZWyxqvk5KSkgp+CK1bt65yPz09vQaPgvj5559Vv4tE\nIszMzLCysmL27NmVDMTL81vNzP72nXkSNRu1VV9KqrCwkHfeeYeuXbvWfKJm6kRsbCzTpk3j1q1b\njd2VJoe2trbq+dNM7fnv+v9ybPIxstSyYAgQiFKkGYDS5LcASHv4ow2koNxPBNxCaTRcBYIgKKNy\nHj76rodcV4o0DweomUMzueb7G198IMHICPLyYjl6NIqsrA707z/1Wb3deqMcZB9izpxErK0FYmLi\nOHAgib59Z1WZIlqdF02SdxJjbMYQ4B2ATCRDLBPTvUP3eok0oHx2DOszjGEMq9fx1WFra1tBqHl8\nNftlYN26dZWMTJt5elq1akVqairHjh1j6tQX77v6rOjatSu//fYb6urqFBQUVHhtx44duLi40KNH\nj1q1pVAoKCwsRC6Xs2HDBtV2TU1NiouLKS0trTH1XBAEsrOz8fT0REtLC319fezt7bG2tqa0tJSt\nW7eyadMm5s6dy44dOwBYs2YN3bt3VxnQtmzZki5dunD//n2mTp3KqVOnWL16NZ9++inz5s1DJBIx\nZMgQhgwZwvz583F3d2fTpk0cO3YMW1tbRo0axc6dO5k/f/5TVR0yNzfn888/Z+zYsURGRtKnTx9c\nXV25cOEC82sx6BWLxfj7+6OhocGtW7coLCzk/v37jBs3jj59+iASiTAxMeGnn37ijTfeQEtLi9zc\nXDQ0NDAyMqrTHE2hUBAbG4ulpWWl4j1SqRSRSFRpe35+Pv7+/ohEHfn002ImTsxn2LC/U4WvXtXE\ny8uCjh0Hk5eXR3FxMfHx8Tg46LN8eR42NpmIRH8bHSsDHMLYty8cJ6f5aGpq0qNHD9X1d+jQIY4c\nOcKMGTNq/b4ak5dGqLlw4QIAw4cP58CBAwwfPpw5c+bQoUMHgoODuXHjBrdv3yYxMVGVs+bk5PRU\nBrXFxcWkpKTQo0cP0tLSMDY2rtVKb0BAAN26daNNmzZVvm5oaIihoSEtWrTA0NCQv/76g5o0A2tr\niIi4iYFBV3R1dbl79y7a2tqUlJSgpaXFyJEjKSoqIiEhgYsXLzJy5Mhnbs6rnppayZOmJqweHvfg\nwQOmTZv23Hw+CgoKSE5OZvbs2eTn53P+/Hneeuut53LuZ01dHdO1tanVZPhx08qqrieFQkFqaird\nunWrUx+eRHJycgVDWbFYzIoVK6pV+sXiDnh7R+HiUnPb169DTYF1IlH112RERAQ7d+5k165dNZ+s\nmTphZWXVaKXemzqJiYkVJpbN1A5TU1NcHV05cvIIwkBBKaQYoRRpIgE7lNE2vUEUKUKYKCgjaeJR\npkPJgb2AFpCnDMUOuhdEiawENU81dGW6DO01lJSMykK3vb1SpAEwMoJFi/L4+ecEioqKXqjImqpW\nQq2tBdauTWDr1n307ftGpef8k7xobK1sVcJMeHg4FwIvcC1d6f/SVq0tEwZPaHSvHhcXF6ytrdm7\ndy8AM2bMeOnKMufn5/Pmm29y5MiRxu5Kk2PYsGFPFUHxMnLkyBH09PTQ0tJix44dDB06VOXLcvPm\nTZycnBCJRBUWDARBwMvLS+XZqa+vT2FhIVFRUcjl8kqLqWKxmPnz57N+/Xq2b9+u2q5QKEhISOD+\n/fs8ePCAzz//nKioKHR0dLC1tUVdXR2pVEpcXBxOTk4EBgaiqanJ4MGDuXfvHt27d6dz586cOHGC\nc+fOUVJSgqGhISNGjEAkEiEIAt7e3owfP56ePXvy0UcfMW/evEp9mzlzJjNnzqSsrIy1a9eyZ88e\nioqKGsS/ysnJia+//pply5Zx8uRJ1fZevXqRnJxc4/Hq6up4e3szf/58VaXW06dPc/q0Mnp89erV\nLF26lMjISLKzs7l69So6Ojro6OjQpUsXevToUcF6oxy5XM6BAwcoKSnB0dGRu3fvkpSURPfu3WnR\nogVqamo4ODiQnJxMcnIyWlpaCIKAhYUFYrGY1NRU1NXVGTZs2MOoK1eio+8SEHCboqIsDAxMMTGx\nZ/jwv0U+e3t77t0LYNy4MKoolKwKcHjjjQT+/NOfHj0GV3h92rRpLF++nNdee+2lMIJ/KVKfFAoF\ndnZ2zJo1C5FIpApjiomJoaSkBBMTE0xNTTE3N6dVq1aoq6sjl8ufSqgoKSlBJpNRWFhIXl4eMTEx\n2NnZ0bFjxyceFx4eTmlpqSptozYEBv7Ku+/G1rjfl1+2ZeDAJ6/cCILAX3/9hZWV1TN39Y/eu5ff\n4uLqfNw8Kyti27WjY8eOz606lSAIBAYGkpaWRmpqKs7OzhXSZ15mbtzYz/r1UbXev6bUnnLEYjGC\nIDBp0iQcHR2rVNVDQ0OJjIwkKCioQSKjAgICmDZtGl27dsXR0RG5XI5+dcY7KB8Sv/76K/b2Bixb\nFlqtRw8oQyd/+w3efvtJ5zegS5ddTJpUdf7+9evXsbOzw9jYuLZvqZlasmnTJgRB4MMPP2zsrjQ5\n4uLiiIiIYNSoUY3dlZeSqKgoOg/rDC2BZMAU6I6yylMaoA9aZVpYGFiQnZtNft98MAFuoKwGpQf0\nAnNvc6QGUrJGKScmJudNeMf1HYqKiiqkPrULgG1r4RELPQByc2HPnt707ftipF0qFAp8fd2Q6CZy\nO1W5ktm3A/x7tXKwXFgIW7d2YMiQBRXSoPZd3Ef0iL/NL3noLWbjb8MbLm+oNh/zOcbdnneh/Hab\nC/a37ZkyrGIKQmNSnk6Ynp5ebdTpi0hJSQm5ubmYm5s3+601MIIg4OTkxLFjxypFAP9T+fnnn1m8\neDHTpk2jW7duhIWFERQUhIaGBt9//71KbGnTpg1paWmMGzeO4uJirKysKrQjk8k4e/Ys48aNIyEh\ngbfeeotLly6hp6dH69at0dTUpG3btnTq1AktLa0KonZpaSkBAQGYmZnRpUuXavt65swZunXrRocO\nHVTbFAoFcXFxJCQkUFZWVivxJTY2losXL6Kjo8OcOXPq/qFVQXh4OAYGBrR9pIz27NmzOXDgQK2O\n37FjB2fOnOHkyZPo6OgwZswYjh8/TsuWLZk7dy6+vr5YWlri6+tLSkoKAQEB/PLLLxw/fpxevXrh\n7Oxc4V5+6dIl8vLy2LZtG1u2bOHEiRMsW7aMX3/9FRcXF1q0aEFeXh6tW7dWfZ6lpaVkZ2cjl8sx\nMzOrJJYkJSVx584dBgwYUO081t/fnfffD+NJty5BgP/9rxsDBkyr9Nrt27dRV1fn999/r9Xn1pi8\nFBE1K1asYPjw4aqHyeNhTFXxtNEksbGxJCUlMWrUKMzMzIiNja10w3iUpKQk7t+/j4mJSa3dvcsR\ni2tXDUJbu+b/LqlUSkpKynNJf5Kp1+/yyZdI6NatGxYWFg3co+oRiUTPxbenMVA6pifUKv0pIMCA\n4cPfqHE/UJoKDx8+nJKSkioHcoIg4OHhwbffftsgAz03Nzfee++9OoXIxsXFYWhoyG+/XWHVqlHM\nmHGr2vzW3bth6dLq2yoogJiYAWzYUL3J4uHDh1mxYkWzUPMMWLduXbUO/s08HREREeTk5NS8YzNV\n0qlTJ1xHunLhrwvKakxDUEbVDAauA6ZQJioj/X46ci05dAS8gKEPGzgEjIA0URommFRqX19fnwVD\nF3A95DppaSFs+TSvkkgDYGwMIlFlQ8jGIjjYi3xRIoGtgb7KbZfj4T/fwb/XKE3b58xJ5MQJL3r2\n/Fsk7G/Tn+yL2eT0zwE/wABEZSIK8wspLCxUifPJ8uS/RRoAY0iW1bx6/DwoKChQRdSAsgLOS7Du\nqUJHR4dJkyaxadMmevfu3djdaVKIRCLc3NyaS6A/wqJFi5BIJKxfv56kpCSuX7/Op59+yvr165+4\nGPc46urq6OnpMWnSJK5cuULfvn1Zu3ZtrYq9aGtrM3To0Br3Gz16ND4+PhWEGrFYjLW1NRcvXmTr\n1q216mvHjh1ZvHhxrfatLeULzLdu3SItLe2J89KqWL58OcuXL2fFihXs2LGDbt264e7uznvvvcdP\nP/2EsbExISEhFSKQnJyc+PLLL1XVrRwcHCgsLCQ1NVXlQVSeAgbg6emJu7s7LVu2xMfHh0WLFlUQ\nd7S1tavNOCl/3dTU9InfHw2NkkoiTWEhXPgN0q6CuBBkQIEsnNt55+gydGiFjBhHR0f27NnDrVu3\nXvi54QvvphoeHs7t27ef66Q+PT0dLS0tXF1dAfD3968UUSAIAmFhYVy6dAkvLy9SU1MZPnx4nUUa\nAIWidv8NtdmvtLSU4uJiwsLC6tyPuiKzsCCujsfEAvnGxs0TsgakLo7pMTEDqo0WeZyEhARAGbZa\nFYIgIJPJKC4vtVQPkpOTiY+PRxAEFi5cyLRp02ot0oBysBwfH0+LFi34/vsLnDzpyo0bBhX2uXHD\nAA+PYejoVC9eFhSAu3sfNm92r3aflJQUJk2a1GQisV40Bg0aRGxszZGFzdQdCwuLZj+Kp2T1nNVQ\ngrL8dnuUaVCZgAXQG+gFJXYlSKRPfrYNbj8Yk/MmmJw3YXD7wapxhb6+Pq4DXOnSthPV+dzn5oIg\nvDiTP7k8lfu5wKOXliXcfCQLyNpaQC5PrXCcrZUtY2zGoH1SW1kdaxAIwwXSx6RzzO+Yar8XOdIj\nMzNTlbJRTkRERCP1pn4cOHCgTtHfzdSe/Px8Xn311cbuxgvF8uXLCQoKUlW9DQ0NrZNIIwgCV69e\n5csvv+T/2Tvv8Kiq9I9/ZjJpJIFACOkhjVQghZJAKCEQpBNB2v5Q1lVwLVhQdHd1FRV1WUVFXBVF\nUURcEAQEaemEklACIQVCIL1CGqmTTPv9MZuRkDZJZpIA+TwPzyUz995zpt17znve9/vNzMzE19eX\nCRMmdNqRtzUabdZbchPy9/fn+eefJyIiQqNtdpRRo0Yxe/ZsvLy8mkgPqBssbtRPkkgk6Ojo8Omn\nn3Lz5k3WrFnDxx9/THFxcRN9VgsLC6Kionjrrbeoq6vD2tqaxYsX89VXX/HOO+80OXdoaChLly7l\n+PHjODs7d9i4ZfDgwYjF4jbLSe9McKirg53vwvHF8NIvsKsQfq6CX6pgR52UEWfOkLRxIxf27Gky\n91yyZAnz58/vUN96gl4fqFm0aBHTpk3r1jbr6+sRi8UIBAKVMNLdKa1XrlyhoqKCwMBApk2bxpgx\nYzqdxSORGKohcAoSSb+2d0I52Bs/frwqRU8mk1FVVYVcrl7WTkdwDgxkUwczCz4yNsZg6NC+SYOG\n8fSczSuv0GqwRp1AxJ1UVlaqRMqebaVWKDY2loEDB7J69epWz6NQKIiIiGD69OnMmzePTZs2sWHD\nBsaMGYOFhQW2trY4ODioLuTqZKpkZWWxbt06jhw5wv79+1XCdaampmzZchw3ty3s3z+LffumsH//\nLNzctvDdd1Fs2RLVaiDn0KEQNm8Oa7P9oqIiEhIS2u1fHx1HLpcTExPTYWe+PtQjMTGxSwHVPmB2\nyGxMje+4PgQAF1Eu2zUiR+kMlYvSzjsGOIJypFUAwttC/Dz8eC7kOZ4LeQ4/j+aOO56ewezZ01wL\nAGDv3gF4eqohxtVN6OhYIWtnaJGRIUBHp/lCm+0QW3SH6ir1exrRhxKTEtV31UbHBu5MBKsAG5EN\nvYGBAwfi6+vbZGFBG+MsbXL69OlmWht9aAYfHx/27t1LTU1NT3elV+Hq6srhw4dxd3fn4MGDHDp0\nqMX9WgqSvPbaa8yYMYOcnBwqKyu12k9vb+8Wy5tGjhxJYGAgoaGhLFrUvKSmJ1mxYgVCoZBx48aR\nkpKCXC5vdVF86tSpXLx4kffff1/1mImJCWvXruXJJ59k9uzZzUShdXR0eOyxxzhy5Ajff/89//zn\nP3nqqacQCoXs2LEDgUDA2bNnAXjkkUeorq5m5MiRnXotEyZMICUlBZlM1uLzjYkLdXWwYw28Ewmf\n1dFMN9UBeAfYKpFgkZzMhW3bVO+JiYkJjo6Ovb7cvleXPn3++ee4ubl1q3BcamoqlZWVBAQEIJPJ\niI6OxsvLi+joaBQKBU5OTuTl5WFoaMj48eM10qaRkQ2ZmaltCgpnZoKRUeupYo0IhUJsbW2xsrIi\nPj6esLAwpFIpy5cv17gAoYGBAWn29hRVVGCpxv6FQJaNTYsWz310HplMxvHjxxkyZCLffFNBYGAW\nY8f+cYE9e9aEGzcC2Lx5t9olO40ph08//XQThXaxWExDQ4PKcvCnn35qU2B7w4YNfPjhh9jY2JCS\nkkJJSQkCgQAXFxcmTJjAnj17yMvLA+Cll15qJmDciEKhoLS0lIsXL3Lq1ClAqWezfv36ZhfZ+fOX\nMX/+smbnaAzkHDjwM/v370ChqEMgMGTKlOW8+mrz/e/m2rVrains99FxMjIyCA0NJTk5uae7cl/i\n5OTUV66nAWaNn8XO0zv/eECEMlijC0iAZJQZNheBxktZBeANHAZzU+VKcluZIkZGRpSW2vPttzks\nXHgbU1NlJs3evQMoLbXHxaX3CAl7e08j8lIc4mz5H1k12TD6fxbl1dXw0092TJjQucW2uYFzaYhq\noIgidIQ62IiUYsK9gejoaC5duqT6++eff25T96I3MmPGDIKDg1t1Ue2j8+jo6PDWW28xatSovmDY\nXUyYMAErKysCAgJ44okn8PPz480336ShoYH//ve/+Pr68tRTTwHKhXORSER+fj47d+7kkUcewdHR\nEalUSlVVFfX19RrPqAHlGFgoFFJSUsLgwYObPDdixAjc3d355ptv+Pnnn1m2rP3xY3fQmKkUFxen\nEm02MjJi+vTpVFdX4+Zmy40bJxg2zB6BwIApUx5tUSbDwMCA//73v9TV1WFiYtLseVB+LqampvTr\n1w89PT2KioowNjZmzBhlDezkyZNZvHgx+/bt489//nOH5/ECgYChQ4dSXFzcYplUY4LDb5/Axqu0\nOwe1BN4FPi0sJPnAAfz+F2QLCQnh008/5cUXX+y1GmO9VkxYLBbj4+PTrT8AmUxGbW0tdXV1DBky\nhPj4eGxtbVWiTYcOHcLDwwNLS0uNBj1kMhmxsT/w6KM5ODrSpO5OaTMGP/5oz8SJK9TK2qmvrycq\nKgpra2u8vLyIiYkhWB1LnE7Q0NBA0vbtfJ2X1+YPpRD4s7k5hZaWD5RlobaRSqXs27cPMzMz3N3d\nCQkJQVdXQlRU00BES4GL1tizZw+LFi1i5syZ+Pv7c/36dU6ePEnWXcLRX331lepmejfl5eWsXLmS\n06dP8/DDCGQnWwAAIABJREFUD6t1AZTJZGzatImBAwfy+OOPA8oVylOnTqnSTMePH69a5fD19eXU\nqVPd5hz29ttv8/TTT/fai/m9jFgsRigU3hMK/Pcin3zyCVOnTu306lYfSsRiMU+88gQR5yIoLi0G\nQ8AEZaDGFPBFabmdCxQDo4Gj/3tMBtwERGAmMuOvC//a5uC1pqaG1NRIBIIyFIpBeHoG9yq3p0aS\nriZxPG4vsv9p6jSKCdfUwCefWLfo+tTID8d+IDMo84+smnpwjHZkxUN/BMTPnTuHnp5eryvRKS4u\nVtn6jho1Si0nxd6Ih4cHx48fx87Orqe7ct8hk8nIzMzEpSVrmgeYZcuWUVdXh6+vL1KplPj4eK5d\nu4ZCocDIyAihUEhWVpYqG0lfXx+RSERAQADjx49XzYN+++03vL29tZahL5PJiIyMVMlg3M3Vq1dJ\nSkrqNQtMtbW1vPrqq1y/fp2UlBQKCwsZMGAAJiYmCATZLF8OU6f+sf/Zs8bcuDGODRuaL+JWVVXh\n7+/PxYsXmwXCMjMzVY5c//d//4epqSm7du2ipKSEiooKlTuUQqFg2rRpmJiYdEoWpK6ujjNnzrQ4\nf01KOkVQUBi562FDsfrnfAfIEAiweu011SJzRkYGN27c4OTJkx3uY3fQawM1S5YswdLSslvFuBIT\nEyksLGTGjBkUFRVx/fp1lTiStpHJZKSmxpGfn4pQWM2gQSYIBLpIJP0wMrLG0zMAHR0damtruXbt\nGnK5HFdX1yb1nQUFBVRUVJCTk8OECRNUz0VGRmotUAPKYM2VQ4ewz83lxfLyJqlnWcCnAweSY2eH\nU0gIEomkT2BNg0RERBAbG0tiYiL29vaIRKIO1fy2xJ2aCdUt1FKdPn2ampqaFksSa2pq2LZtG+vX\nr8fZ2fkOyz1lUOnixYtcvnwZExMTXFxcqK+vZ9y4cQBERUURExOjOpeTkxMmJibcuHFD1Y9GR7XV\nq1e3WpKlDVJSUkhNTe11qa73Cxs3bqSiooJ33323p7tyX3Ls2DG8vLz6shk1xJfff8nz3z2PdKpU\neZM7Dzxy104RgBfKLBspSucnB+A0YApm5WasXtp62ei9RHJaMlfSDvHiM2JcnOH6dQE7d9oxduyy\nNgPp1dXV7D21lxITpdvV4KrBLAxc2OQe1uhO1J06heqwdetWVTaotbW1Wha5vZHGUv+WrHf76BpS\nqRR/f3+io6NbzUx4EJk+fbpqcbEtJBIJUqmU+vp64uLicHJyaqKbIpfLSU1NxdPTs8M6KOoSFhbW\naqAmMTFRZarRGxGLxaxcuZIbN37nH/8ob9Foo7oadu0a3WLpf21tLadPn2421lcoFDg7O6Ojo8OI\nESPIz8/n7Nmz2NnZcebMmSaOVL/99hsrV65k8eLFDBgwoMOZNefPn8fe3r7ZAqlMJuPYD5vYlVPZ\nrNypLbKAHcB5f398Z85UPb59+3a+/vprpt4Zyeol9MrSpytXrpCXl4enp2e3tVlbW4u9vT3u7u6c\nP3+ehoYGjZU2qYMyCCPCwWFiqxev/Px8kpOT8fPzQygUkpSURE1NjSpttdGmfPTo0U0GOgKBgKSk\npA6JtHYEPT09vBcsQCwW8+qpU4gKCxFJpUhFIqRWVjgHBuLY0MD27dt5+umntdKHBxVXV1du3LiB\nt7c348ePV5UFaYI7gzShoaFs3bqV2traFlfejh07xk8//cS1a9eorKwkODgYkUiERCJhy5YtTUQX\n165di729vUrbJiAgAIFA0EyIsaioiPLycsLCwvjLX/7Cf/7zH/T19bl69arGXqO63GvaA/caK1eu\n7HKAsY/WiY6O7sum0SCf/foZ0v5SOAHUgaBBgII71ryqgRyUWTX9gTKUWTcZKEdddVAqL2123nuV\n4W7D8RzmyaGD4chkhejoWDFx4rR2J0/GxsaseGiFSpOmpdLX8vJykpKSelWgJjIykry8PMzMzDAy\nMuqRe5Km2LZtG9nZ2XzwwQc93ZX7DpFIRFhYGFlZWVobf9+LlJWVqbVooKuri66uLoaGhsyYMYPf\nfvsNOzs7VfBXIBCQnZ2No6OjVrINxWIxYrG4xdLA0tJSTp48ycaNGzXerqYwMDCgX7/iVoM0oHTm\nW7z4PK+9tpgtW443ea6+vl5ls33ntVwgEJCSksLmzZvZvn07t27d4ty5cy26J82bN4+dO3eyb98+\n+vfvz9y5c1uVOGgJGxsbSkpKmgVqdHR0GCochAMd0ypyQFmlXJOQAHcEahYtWsTy5cspLCxs7dAe\no1dm1Pj6+jJnzpwm2hjaJj09naysLPT09JBIJN0uYKxQKDh8+DAzZ85sdXATFhbGhAkTOlzqIRaL\nOXLkCA8//LAmutopioqKMDMz61a9oQcFiUTC4cOHSU1NJSMjo03bO3V48803effdd9m6dSuDBg1i\nzpw5bX5uCoVC9Z318/MjODiYr776qlk2jq6urkog7rXXXmPDhg08++yzGBsb8+WXX6rE4aRSaZsl\nfgcO/ExU1I8oFGJVnW1HSrs6w/r161m5ciUWFhZabedBZeLEiWzevLnFeuk+us6ePXuYPn06/fv3\n7+mu3Bd4zPPg6qirIAazKDMGiAeQ7ZeNbKhMGaQJBxqHEL+jFBOuRjlCfBg4DOjCuj+t64nu31M0\nGjo4Ozt3+FiFQkH0hWiu374OCnAxdSFoVFCX9FgOHz7M2bNnSU5ObuK2cq+iUCjIzc1tYkXch+aI\njIzkxIkTrFu3rqe70mtwdnZmxowZHS4jz8nJ4datW03s5Gtra7l48SKBgYGa7iYpKSn069cPR0fH\nZs/t27ePhQsX8s9//lPj7WqKAwd+Ji1tFWPHtmMJi1LL0s1tS7OxdH5+Pv/97395+eWXO92PkJAQ\nDAwMcHd3JzY2lpl3BEjaoqqqihMnTjBp0qRmGWkSiYSY994jthP9eQu4BPjd9ZsMCwsjODi4mYtV\nT9PrMmq2bduGk5NTtwZpSkpKaGhoYMiQIQwaNKhbanUVCgVhYWGIRCIEAgESiQQfH582V6AqKirI\nysrqkDOKQqHg+PHj3R54uhOZTMbRo0dZunRpX6BGCwiFQgoKClTiXl3lnXfeUftCde3atSZ21QkJ\nCSpnJFNTUyoqKgDlSunq1avJzc1l586dbNiwAVtbW8zMzNi0aROVlZXk5+djZmbWapCmoqKC115b\njLPzGUJD/7jxxMaGsXfvF3z22UGtCaaam5v3pYZrCZlMxoEDBxg4cGBPd+W+5ciRI4SGhvZ0N+4b\n/rb8b/xrx7+U/1/zN1LOp3DkwhGuXrqKtEYK81Dad3PHNuB/29//t62CX6J+IdAzEGuLrgXXe5qa\nmhoiI39EJriFSF+OtF6IjsKcqVMf69DqaUsIBALOnDmDg4NDh501oy9Ec9LiJLLRSueQotwiBBcE\nBI0O6nA/iouLSUhI4OzZs8ybN+++CNKAcow4c+ZM4uPj+7IatUCjWHNRURGWlurYbtzfHDx4kJs3\nb3aqFMze3p5r164hlUpVc0Q9PT2VQ6+my58KCgqYMmVKi8+Zm5vz66+/8uSTT/aqbL87iYr6sclY\nuS3Gjq1i//4dzQI1jYLBXREcd3V15fz584wcOVI1J2iPgoICUlJSCAkJaVG7UFdXF6GhodL2qRO0\n5CUVEhLCJ598wpo1a3qV+UKvsueWSqW8//773Z6iLZVKkcvlpKend6tQaF1dHcHBwUyZMoXp06c3\nqeu7m+zsbKysrJpMitUhOztbpcbdU1y/fp1Fixa16Q7Uh3pIpVK+++47iov/UM8qKSnh0UcfBZSZ\nS13h0qVLfP7551y/fr3N/eLj4wkJCcHNza3JKv2SJUt44403mD17NgYGBjz33HM89thjLFu2jFu3\nbnHgwAF0dHTw8/OjuLhYJdBdXV2NtbV1q+r9FRUVrF4dwty5Yc1WByZOlLJ48UlCQ520ohNw6tQp\nFApF3/dXS+Tm5hISEtLnOqIlFAoFkyZN6vAkt4/WWbF4BVd+u8KV366wYvEKTE1NqRpYhXS+FO52\nb6wCRgJ2//sXDIgBEaRkpvDd8e8oKC7o5legOWpqajh49CMcPIvIkMi4IlaQIZFh71nEoaMfNrN4\n7SgCgYCgoCDEYnGHj71++zoyuz+G5DI7Gem30zt8nuLiYnbu3MncuXPZvn07O3bs6PA5eitCoZCY\nmJgW9ej60AwXLlzolSUV3UlNTQ1vv/02K1asYOnSpZ02gXB2diYpKUn1t0gkwtbWtkUr7a4yZswY\nIiMjaanwJDAwEDMzMzw8PBAIBPj4+HR5/K1pFIqOXTMViuZBDyMjI8aNG6cy+OgMgwYNQl9fn7i4\nuDbnuY2kpKSQmZnJ1KlT2zSYMPf1JauDfclEWYVc1srzM2fO7HValL0qUPPCCy9oVfS2JbKyskhO\nTsbDwwM9Pb1uu5jKZLIOWcoVFBTg6OjY4YhxYWEho0aN6tFJUF5eHlKptMfav1/IyMhg/fr15OTk\ncODAAdXjaWlp5Ofno6en16U63XfffRdfX19Wr17Nv//971b3W7p0KQEBAYSHh+Pl5cVLL72kKqvb\ntWsX69ev5/fff+exxx7j888/Z/v27Rw6dIjt27ezbds2pFIpR48excrKioSEBHbv3t1uv197bTFL\nlpxvs8725ZfLWbTIS+UUoCmsrKzum9XT3oipqWkTEek+NEtZWRmXLl3qC4Rpkb0Re8l2ylb+MRyI\nQVnqVA3UwJ3yNQhQ5jKLlP+XCqWcStWctlh3Exn5Ix4+CvZfhcqHoWaucvvbVTB3UBATs6XLGl9p\naWncvn1bQz3uGFKplC+//JI1a9bw+uuv8+ijj953wrA//vgjBw8e7Olu3Lf89a9/5ezZsz3djR5j\n+/btODg4sH//fh577LEuido7OjpSUlLSJHhiamqKg4ODBnraFFNTU4YPH865c+eaPScQCJg4cSKP\nP/44I0eOJDExESsrK1566aUWAzs9gUDQscVFgaDl4JmHhwcvv/wydZ3MXhkzZgxlZWUYGBi0+dkr\nFAoiIiKQy+UEBga2O98dNmkSH3Sw+uZH4BbQYGbW4vPu7u6kpqZy+fLlDp1Xm/SaQE1ZWRmnT5/u\nsr5GR1AoFJibm+Pl5UVYWBgTJ07Uyo/9TjIzM4mKiuLkyZNN6izbQiKRUFxcrFYk8m78/Py4cuVK\np39gXSUlJQUXF5e+spEu8vPPP7N9+3bV341aHpWVldjY2ODq6oqBgQENDQ2dbsPY2BhPT09effVV\nPvzww1b327VrV5NjBAIBI0aMaBZ4vHz5MoaGhuTn53Py5Ek+/PBDVaTa3Nyc7OxsFApFu6WGBw78\njLPzmVaDNI2YmMCcObd5/PGWFfo7y8aNG7Vm/9iH8vvUmwX57nX09PSYOHFiT3fjvqZWp1bp6gTK\nUqfJKN2ekgF34BxKy+5cIBFlZs0CsDABz/4gv52v8QBzdyET3CLiMshm3/X4bIgtBCu3ahITw7vU\nhre3d6fK4V0GuKCT+0cmmU6uDi4DOmaV3GjZej+LwT777LMtCoH2oRn09fXJycnpNRP47qSmpoan\nn36ahx9+mNDQUI2UOI8YMYLo6GjV3/379ycjI4NLly51+dx305jpfezYMcrLy5s9b2pqyoIFC3j1\n1VcB+PTTT3F2duaLL75okqVWXl6u1c+/srKS8+fPc/bsWZUW5JQpj3L2rHrVFPHxJkyZ8miLzzV+\nf1etWtWpvo0ePZobN24QHx/fatWKQqEgJiYGKysr8vLykMlaKk5qioGBAYWurqibx1SIct3kMjCl\njQyhhQsXsmTJEjXPqn16TaBm+fLl3a6jkp+fz/79+zE2NmbQoEFa10jIzc0lPz+fyZMnExQUhLm5\nuVrH6erqIpPJOrXioa+vj6WlZafTDLuKgYFBhzKH+mgZPz8/1f8XLlyIs7MzZWVlVFdXc/PmTeRy\nOZWVleTm5na6jZdeeomUlBQ2bNigdmCt0c1JIBCogpyNA+qjR4+Sm5uLtbU1Li4uvPjii53qV1TU\nj2qJoQGMHw8VFQlkZ2d3qq2WmDdvXreWRD5ozJkzh7/97W893Y37ltzc3HvaleZewERgohwBNmKM\nUpMmANABfFDmXB8CdMHSAOYUw5b18J+P4IN1FRQWfk18/N7u73wXEenLkbUSQ5H3g/xqkMm6lqlc\nXFzcqWznoFFBTCyeiE2EDTbhNkwonkDQqCC1jpXJZGzcuJHo6Gh2797do2YM2qa6urrvGqxF9PX1\nmTRpEmFhYT3dlW7nrbfews3NrVMLza1haWmJqakpV65cUT02cuTIDktDqIu3tzdTp04lLi6u1RLB\nfv36sW7dOp5//nksLCzYsmULlpaWeHh4YGlpqfr/E088wdatW7u0qHonWVlZPProo3h4eDBv3jwW\nLlzI4MGD+dOf/gT04/r1ANqraqyqgoyMAObPX9rqPtOnT+eTTz4hJyenw33U09NDLBbz6KOPEhMT\n0+xaLpfLiYqKwsXFBU9PT8aMGUN0dLRaga0RoaEsEonaDdYUAm+ivA1XGBu3KQdiZmaGUCjsNbbr\nOut6gRR5SkoK+/fv19qPrCXkcjkNDQ34+PiQmZmJtbW1VnVcbt68SWJiIlOmTOmU4JW+vj65ubnY\n2dm1G/jIz88nPDycmpoaUlJSsLKy6pGJZnp6OsXFxd1qs36/MnjwYIKCgggKCsLCwoJNmzZx+vRp\nzM3N8fPzo66uTiW4OHnyZK31Qy6XNxEarqioYPLkyRw9epTExETi4uLYuHEjw4YNY+XKlXh7e3e5\nzSNHvsXDI0vt/dPSZFy7VsK0aQu63HZ0dDQnTpwgJESzWTp9/MFTTz2Fvb19t4i4P4hIpVJ0dXU7\n5ZrTh3rUltWScjGFSssWrEIzUGbRVKIM2jwEQUJ4+QlolL0yMAA/v3quXq1HX39km3X5vY3UK7Hc\nliqob8HjQJgKo6xAR+qJlVXnv39GRkbIZLIOCzwKBAIcrB0Y5TSKUU6jcLR2bLcEsLq6mvfff58T\nJ07Q0NDAjh07WLq09QnM/YChoSHe3t4IBAKt2Bz3oQw26uvrP1D3uZKSEhYvXsyyZcs0fk2zsrKi\npKSE+Ph4XFxcMDQ05Pvvv2fo0KFdFjBvCaFQiK2tLVFRUdja2rZqjGJoaMj169eZOnUq/v7+WFhY\n4OPjw7Rp0+jfvz9FRUUcOXKEjRs3kpKSQnFxMS4uLp3SQMzLy8PPzw8jIyPGjBlDcHAwfn5+eHp6\nkpeXx7Zt2/D3n8GZM/W4uhbQ0kdQVQW7d4/m448PttkHHR0ddu7cycWLFxk3blyH+qmvr8/HH3+M\nQCBQyTRcuXKFwYMHo6enR2RkJB4eHqpgXr9+/dDT0yMpKaldNzodHR3MfX3595kzXAI8gTvvElnA\nRmCLAPoB6cCFhgZu376NVCpVBWXuxsXFhXfeeYe1a9d26LVqg14RqJk1axZTp07tVrHDsrIyjh8/\njo+PD4mJiYwYMUKrNfynT58mJCSk06rkpqammJmZcfHixXYH3AkJCQQFBZGXl0dAQEC3lpPdib6+\nPsbtRC77UJ/a2lree+89oqOjkclkWFlZMWDAAEQiEZWVlUycOJGPP/6YNWvWaG2gLxAIWLt2LWKx\nmJycHJ555hnq6ur45Zdf+P7775k9ezZ6enr4+vri6uqqkTaPHduFu3vb4sZ3cukSiETmzJz5WJfb\nNjExwd7evs+WW0soFApGjBihmiT0oXkuXrxIenp6X2mDFomLi6O+sp76nHoqjCtAD6gBvZN6mN42\n5enFTxMfFY9CV4FFPrz13B9Bmjtxcqpnz55bDB06/J75PaSnXcF3eDXpZ0BxxyVf5xBMtIayLGMm\nTvy/Lr2eiooKrl69ipPT3UrNmkcikaiEScvKyhg7dqzW2+wN/Oc//8HU1LTPpltL2Nrasn79ekJC\nQrrV1bYnMTQ05IcffsDCwkIj8gdyuZyysjKKioqorq7GxMSExMREfHx8EAgEDB8+HEBrWfy6urrY\n2toSHx9PcXExlpaWzeZ0aWlpVFdX4+DggIGBASYmJhgaGiIQCDA1NcXW1hYvLy/Mzc3Jz88nLCyM\nb7/9luXLl3e43wsXLsTKyoqJEyc2eX8btWCsrKz47LPPyMioJCvLCgMDKba2EtV+Z8+aEB8/mY8/\nVs8x1c/PD4VCQWVlZYcW/4VCIfHx8WRlZeHn54dQKGTMmDEkJydz9epVRowY0cw5q3///lRVVZGQ\nkIBIJMLY2LjV+bO+vj52AQHEJCVxsL6e34HdAvhJCL8IQE+h1PRPNzbGfvZsrl69SlFREaNGjSIx\nMREHB4dm9yeRSERFRQVFRUVMmjRJ7deqDXo8UHP48GFSU1O79eYgk8lIS0tj2rRpFBQUIBAING6v\nJhaLVRfj0tJSKioqOq1zkZOToxwI1tfj5+fX7o+5trYWsVjc6bruzvbx+++/5/LlywwePBipVMr+\n/fuZMGFCt7R/v1NfX8+GDRsApdq8t7c3AwYMIDo6mkuXLpGUlMStW7eoqKjg8uXL/0t71A6//PIL\nb775pkpU8aOPPkIul2stTbC+Xsi5cwcYOrR9QcozZ6B/fxAIAjWSUfP4448THBysdpliHx2jurqa\nuXPnsmrVqntmYnqvIZVK6devX98ETItkZmby3F+e46/z/8rt07cxzTclxDiE3zf9zrqX1vHQlIcQ\nSoRcT7iOp6MRISEt56IbGMCpU3pcv36b3NxcDA0Ne/1Ch52dJ2dOncbDDnITQJGvzKSZaA2lOQKm\nTlndZcc8AwMD6uvrtX4dlsvlfPDBB4AyM/lBKnkdPnw45eXlD1TGR3ciEAior6/H2dn5nsqY6woC\ngYAvvviCoUOHaiRQk5ycTGFhIf3796ehoYHKykoMDAyws7NDKBTS0NDAjz/+qFUDFV1dXRwdHTEw\nMCA+Pr5J8LioqIicnBymTJnS5txLIBAwYMAAbG1t8fDwIDMzk6SkJObOnat2PxQKBStXrmTBggWt\nZveYmJjg7OyMSCRCIBjIgQP5RERIiYzUITzchJCQj3j99U87dH0+ceIEQIeD5mVlZcTExGBkZERZ\nWRnDhg3Dzs4OZ2fnZvc4iUTC1atXyczMxN/fn9raWq5du0Z6ejr9+/dvMWNKJBLhNm4cFqNHk5ye\njk6dGH0FyAVCcgYPZvQzzzAyKAhLS0u8vb2Jj4/H3NwcFxcXlT7u3b9LJycnNm7cyMsvv9yjrpkC\nRQ+rW3l4eLB48eJOZ5p0hurqauLj4wkODiY8PJzg4GCNfQi3bt3i6tWriMViTp06hY+PD4MGDSIw\nMLBTbUilUiIjIztkX3v48GFmzJjRre9pXFwcR48eBZRRXldXV+rr65tYN/fRORQKBW+//TYAf//7\n31WBukuXLpGfn8+IESP47rvvVPs7Ozu3a6/dFR55ZBaXLx/BwACsrByIjc0iPPwU48eP11qbjz02\nkcWLT7YpKFxVBdu3g62tNS++eFojAsBXr15VrYz0oXnKy8uprq7umxxokf3799PQ0MDixYt7uiv3\nLV999RVBQUG4u7u3uk99fT0GBgZMnDiMl19Op6V5S0UF/OtfQ5k583Hq6+u5evUqN2/exNjYmOHD\nh6vlNtRSbb9cLsfc3JyRI0d2+LWpQ1VVFTExW7Byqya/GmyMoCDNmKCgpzTikCSXy/n1119ZsGCB\nVsc1N27c4Mcff2TlypV8/fXXWmunN3L58mV27drFe++919NduW+JiYkhNjaWN954o6e70i0UFRUx\nbNgwXnrppS7NsRISEigrK0NPT6/duVRtbS01NTXdsriWmJjIwIEDVYsgBw8eJCgoqMPXvLq6Or75\n5hs2bNjAk08+qfZxDz30EBKJpENyB1KplIaGBuLi4igrK+Mf//gHBw8exNraGj8/P3x8fHB1dW0z\n0PTJJ58wYsQI5HI5Dz30EJMnT+arr76iqKiIoKCgFo95//332bNnD+Xl5fj6+tKvXz+GDRumel4m\nk3Hjxg1ycnIQiUS4urpiZWXVZN7b0NBAYmIi5eXluLq6MnToUI0E5MRiMSdPnmxRJzcuLo6hQ4fy\n1VdfdbmdztKj+Xe7du3Cy8urWwMKcrmc6Ohopk+fjkAgQF9fn5iYGHR1dTvtjNGoBC6Tyfj22295\n9tlnMTExYdq0aYjF4i4J+aalpTFs2DC1v4yNX2QrKyt8fX073W5HCQgIwNzcnIaGBtzc3Pj88887\ndMHpo2VqamrYsWMHAM8884wqSHP58mX2798PwIwZM3jllVf48ssv6devH6+//rpW+lJRUcELL8zD\nwyOW555rfDSL8eNF/PDDOjw9d3dYQ0BdPvvsIKGhTrzySnmLwZqqKvj2W1iwAJKSJmskSBMVFaWy\nFO9DO8THxxMWFtbn+qRFnJ2d1XJQ6KPzmJubtxvM1dfXZ9GiRSQnJ7NnzwCeeKK53fT33wtJTi5B\nKDyGr6+vSuOrqqqKlJQUqqqqMDExUQ2idXV1VQ4fjRQWFrJ06dJmY4Zz584RFxeHv7+/xlebTUxM\nmDVrDYmJ4VjLChHWWDF79jSNje2EQiE+Pj6IxWKt6E80EhMTAyjtlB80Ro4cSUZGBjU1NX06NVrC\nzc1Na2Ok3khcXBy2trZdXgg3NjZGX18fLy+vdvfNy8ujqKioWwI1I0eO5OjRo9jY2CAUCtHT0+tU\nYNrQ0JBly5bxxhtvsHv3bpYtW4alpSV2dnZ4eXm1er3+4Ycf8Pb2xsLCos1FgjsRiUSIRCKGDx9O\neHg4H3zwAXZ2dhQXFxMREUFRURG3b98mKCiI119/HQsLC1xcmjrlOTk5NdFtjImJITAwkLKyMj78\n8EOqq6t56623VPeruro6Dh06RFVVFY6OjhQWFqKjo9MkUJOZmUliYiILFixo9fuip6fHmDFjkMvl\npKenc/z4cYYMGYKXl1eXstQa790KhaLZex0QEMAnn3zCxx9/rNV7T1v0aEaNp6cnixcv7taUd6lU\nypVu1WJ/AAAgAElEQVQrVxg+vGkNeEREBFOnTu3QuWQyGYmJidTW1gJKwTsnJyeNWVHX1NTw008/\ndcgSTSaTUVFRwYULF5g0aRL6+vqdfn9LS0s5ceIEZmZmTJw4Ue3zlJeXq9qtr69/oG5MmqSsrIzP\nPvsMUNaGzps3T/XcgQMHuHjxIgArV67ExsaGzMxMjh071il3jPaoqKhg9eoQliw532KgpLoadu0a\nzebNYVr7vPPz81m0yIs5c25zZ/LOmTOQkABz50J4+Di++ipcIxfUhoYGbt68ia2tbZfP1UfLZGRk\nMHDgQK077j3IfPvttwwdOrTbXRUfJBoHzD4+Pm3uJxaLcXR0xN3dGFvbWyxceBtTU2UmTWSkA4aG\ngYSGPst7771HamoqK1asaHaO6upq5HJlGWhLA0uhUNhquVR+fj7Xrl0jKCjonis1jIqKYsSIEQwe\nPFhrbTQqATyINsoAa9eu5YUXXui752mRP//5z7zwwgvdupDaU9y8eRMnJyeee+65LjvP7ty5k+nT\np6v1+8/IyMDMzExjc7G2KCkpIT09nXHjxnHhwgWGDBnS6QzhhoYGUlNTyc3NRSwWU1JSglQqJSQk\nhLlz5zJ37txmgaCTJ08yf/58nn/++Q61JZVKOX78ODNnzmx2LxCLxcTFxXH58mWqq6txcnJi5MiR\nrF69Gh8fH5YsWUJERARz587F0dFRFdg9c+YMx44da7E9V1dX+vfvz5w5cwA4duwYwcHBTcq2ioqK\nSEhIYPLkyWoHi4uLi0lNTUWhUODu7t5pTdbMzExu3ryJu7t7s+/NxYsXMTU15fvvv+/UubtKjwVq\ntm3bxvHjx9WOAmoChULBjz/+yLx585pMJpOTk5HJZB1yqFEoFBw9ehQPDw+VLbEmKS4uVokCd+YC\nV1BQwPXr19HV1e2wQncjkZGRqnrE1157Te1+HDlyhPj4eNXfq1at6jFB497IjRs3qK2txdXVtUW9\nIYlEwtatWykuLgbg1VdfbRZ42LFjB4WFhQwaNIgFCxYQHx9PUlISgwcPJjMzU+OD8Keems7cuWHt\nlh4dOhTCli3HNdr2ndTU1PD44yFUVCQwZEg9QiE4OcHt29aIRJN5++2tGot6L1q0iGeeeYYpU6Zo\n5Hx9NOef//wn/v7+qpt3H5rn7NmzDBw4sMnqVR+a5dChQwwbNkwt58p169bxn//8h+XLl5OeHotM\ndpPk5AJ+/z1BVZp048YNxo8fzzPPPKPxvhYUFJCUlMSkSZO6PHnqTgoKChCJRM10Y86ePcuQIUNw\ncHBAKpUiFAo7ncnzzjvvIJfLH9hAzeXLlxGLxQ+MgHJPcPXqVYYOHXpP/fa6wpw5c9DV1W03iN0W\nd2p0qpOxEhcXh52dnUYtwdvi5MmTeHl5YWpqSnh4uEZdQsvKyrhx4wbZ2dkUFBTwj3/8g2effVaV\nBVJRUcHgwYN5/fXXO3zdKygooKCgoE2jgYqKCmpra8nJySExMZHS0lK8vLwYPXo0Q4YMaaaPU1pa\nyrZt26irq2Py5MmYmpqqzHquXbtGfX09I0aM4NKlS9jb2zNo0KAmx4vFYmJiYnB3d+9QZnyjrk1R\nUREDBw5UiRZ3hKysLFJSUpg5c2azYzdt2kROTk6PaMb1WKDGw8Oj2y0P6+vrqaqqwszMDIFAgEwm\nIzY2FktLyw4HjK5evYq+vj6Ojo4a7aNCoeD8+fPU1dUxYcKELqUOKxQK/vvf/xIQEICjo6NKMX3Q\noEFqn/fWrVvI5XK1XW/Ky8vJy8tj7969mJqaMnnyZJUiex9K7tTvfuutt5q8N2lpafz8888AjBgx\ngjlz5rQYzCksLOTKlSvo6Ohw5swZnnrqKdauXYu1tbXG3+sDB34mLW0VY8e2LIB5J2fPmuDmtoX5\n85epfX6JRMK2bZ+SlnYOqbQUkAE6iERmuLmN4fHHX2x2M8jOzubLL9+grq4QQ0Mrnn56vUbKnRpp\nVLbX09N7YAZUPcGFCxcYOXJkq2J4fXSdDz/8kKlTp+Ln59fTXblv2b17N/b29gQEBKi1v0AgICAg\ngBkzZgCwZ88e3n33XUJDQwHlWMXe3p5Zs2ZpZSGotraWqKgoJk+e3OvFikF5PY6JiWHIkCEMHTqU\nrKwskpOTcXBw4MiRI4hEImxsbMjOzm5y3N///nf09PTUvifm5eWxdetW5HL5AzlmOXLkCNXV1Sxa\ntKinu3Lfcu7cOd5//32tmS/0NjZt2sT777/PggULsLS07NCxOTk5pKWl4ejo2Kz8pi2kUimnT5/u\n8hxKXSQSCREREQQHBxMXF6c1l6Di4mJiY2MpKSnhnXfe4fHHH2f9+vUcOHBAde/oKFFRUWovRioU\nCpXWmlgs5uuvv+aZZ55ppmdz9uxZDh8+zOrVqzEzM2vy3MmTJxk2bFgTIeiW2jlz5gzGxsad0lXL\ny8sjMzOT4cOHY2xsrPb4MjMzkx9++AGA1atXc+jQITIzM3n66ae5efMmurq6qvlZd9IjgZqNGzdy\n7tw5PDw8urXdn3/+mXHjxuHg4EBVVRUnTpwgICCg2RepPWQyGceOHeOhhx7SuBL0jRs3KC8v15iV\namMWkZ+fH0lJSbi6ulJYWKi1Fez09HTKysrw9PTUiIjg/cqJEyeIjIxk8eLFeHp6Aso00S+++AKA\n5557rtUUz8uXL/Prr782eczLy4sLFy5oxZbwxRdnERp6RO399++fxaef/q7WvhKJhJUrpzJ58ikc\nHOTcOTZWKCArS0hMTCDffBPRrZP5jIwMFixYwKVLl7qtzQeR4OBgfvvtt3tisnivEh0dzbBhw7pt\ndfFBJCwsDEtLS0aMGKHW/np6ekgkElXQft++ffztb39rsni1d+9eXnjhBVauXKmNLlNXV0dcXNw9\nkTGYkJDAb7/91uxxc3Nzbt261e7xb7zxBiKRiIaGBs6cOYObm1uLk0aFQsFXX33FkSNHHojSlLup\nqqpi7969/PnPf+7prty3iMVibt++jbm5ebfqc/Ykb7/9NocPH2bWrFkdOi48PLxTJbsKhYJTp04x\nduzYbnPYSkhIICsri4kTJ2pdHyc3N5fY2Fhu3LiBlZUVoaGhnS4JjYyMJDg4uFPHisVixGJxi3IH\nX3zxBSUlJTz55JNNKirkcjlHjx5l3LhxXL58uVUh5MjISPz9/Tutl5Wbm0tJSQn5+fkdmu/Gx8dz\n5Ejz+c5DDz3EqVOnyM7ObpYFpG16JFCjp6eHjY0NTk5OSCQSlSCeNrdVVVWqSWxVVRXl5eWqLJOO\nnKehoYGysjIUCgVWVlYa7V9paSkikQgrK6sO96ulrVAoJDs7G2NjY27duqUSJS4oKEBXVxdra2uN\nvs9CoZC8vDzs7e2RSqXd8rney9vY2FgAhg4dys2bN6mrqwNg8uTJbX7+QqGQ4uJiamtrKS4uxtfX\nl7S0NMrLy1m2bBleXl7U1dVhaGiokW1y8k5efDFT7d/3p586Mnz4n9Q6/4ULkcyZE4WTU+uXoYwM\nAQcPTmH06GCNvq62ttXV1ejq6iKXy7ulvQdxq6OjQ35+Po6Ojr2iP/fr9sSJE4wcORIrK6te0Z/7\ncZuYmIiJiQlWVlZq7V9eXs7GjRtVA9GcnBzEYjFLly7F1NSUuro6DAwMeOuttxg/fjwCgUAr96GM\njAwcHR1bvF/X19ejo6ODgYGBRu/nOjo61NXVYWRkRFxcHEOGDMHExIRBgwapyo4axUBFIhG6urrc\nvHmT69evIxaLVfeF9evXU1dXh1AoJCsrC0dHR2Qymep91tPT46233gKUYseOjo5cvnwZUIpH2tvb\nY2Fh0ax/OTk5WFtbM3v27B7/XnX3trKyklOnTqlK7nu6P/frdseOHfj7+2Nra9sr+qPtbXx8POfO\nnWPYsGFtXh/q6+sBZRC5qqoKoVCIjY1Np64zYrGY0tJSHBwcumU8X15ejkQi6XR/O7Otr69HT0+v\nS9fnRgkFY2PjDh9fXl5OTk4Onp6ezZ4XiURERUUhEokYN25ck+fr6uooKioCwNHRsclxDQ0NFBcX\no1AosLe37/L7VFZWhr6+Pqampu3uf+PGDQQCARUVFVRUVKjuNX5+fly6dAk9PT1mz57Nnj171J4P\naYJuD9T89NNPLF++HHd3d5YsWaISw9P29vTp0xgaGuLj48OJEyeorq7GyMgIT09PhgwZ0mT/Rior\nK2loaEAul5Obm8vt20qXBisrK9zd3REKhRrpn1wuV2XoCIVCjb3uo0ePEhgYSP/+/Vt8P2QyGePG\njUMkEmmkvZqaGi5dusSECRO67XO9l7f5+fl8++23qu9bUFAQkyZNavM4uVzOZ599xlNPPYWhoSEK\nhYIrV67wyy+/AEq9JU9PT432c82aOR3MqJnJxx8fUuv8r7yymDlz9jTJpLkbhQIOHVrERx/t6rbP\n5+WXX8bFxYW//vWvPf49uV+3169f57333uP777/vFf25X7dHjx7F39+fQYMG9Yr+3I/b6OhojI2N\nGTVqlNrHLVmyhISEBEJDQzEyMuLQoUPk5eVx7NgxvL29EQgErFmzhiNHjrB48WKNjTfu3GZlZVFW\nVoavr2+TxyMjIzEwMEChUNDQ0EB5eTmzZs1SmQR0tr36+nr+9a9/AUozidTUVNV13tDQkGHDhqmC\nKY2sXbsWQ0ND0tPTCQ8PV2XQNAZ12mvX0NCQhoYGQCnk+ve//x1dXV38/PwYN24cY8eObbL/zZs3\n2bVrF5mZmZiYmPSK71d3bnfv3s3YsWNxdHTsFf25H7cVFRXo6+tjYGDQK/qj7e3DDz+MTCbDz8+v\nxeelUikJCQnU1tZSW1uLvb091tbWDBw4sNPtVlVVcfPmTVxcXLrtdSYkJNCvXz/c3Nx6xfuuzlYq\nlRIWFsaMGTMQCAQdPr6yspL6+vpm82iBQMDvv/9Oamoq8+fPx9XVtcnz+fn5HD9+nAULFjBgwADV\n4xEREUyYMEF1/+nq65NIJISHhzN16lRVGWxr+zeWgdXU1PDRRx/h7u5ORESEKvty69atPPvss1RV\nVbXr8qhJuj1QM3ToUFxdXYmJieHvf/97t6T+lZeXU1lZqdKwqK+vJy4ujnHjxpGamkpJSYmqhEmh\nUKBQKJDJZJiYmGBsbIxAIMDGxkYrziRyuZzw8HBGjx6t0XSquLg4bGxs2lQfv3LlCrq6uhgZGalW\nr7rCqVOnVIJa6qJQKCguLlb9EDIyMkhNTcXBwYHhw4erdQ6ZTEZqahw1Nfno6tYhFMqRy4VIJIYY\nGdng6Rmg8RI1TZGUlMTevXsBePbZZ9tNmZRIJEilUgwN/9BNaUyfd3V1JS0tTeN97IhGTXy8Ce7u\nXzN/vnr6Uy+8MJWHH45sd799+4LZtClCrXNqgsrKSgwNDdHV7dNO0Ra5ubnU19d3qPa8j46zatUq\nPvroI/r379/TXblvOX78OFKptEOp/VKplHXr1vHpp58ybtw4JkyYQEpKCmFhYargmlQqVQkjdjY9\nvT2uXLlCTk4OAQEBDBgwgOrqapKSkpqYEBQXF3P+/HmmTJnSJbH227dv88knnwAwcOBAjh8/zogR\nI9DX16ekpITDhw9z4MABAgMDiYiI4PDhw/j6+mJiYqIyNmhk//79zJ8/v902JRIJ165dw93dvck4\n4NSpU8yaNYu5c+fi5OTU5LmDBw8SEhLCBx980OnXeq+ydetWJkyY0K1GHw8aSUlJrFq1ijNnzvR0\nV7SOWCxmyJAhrFq1qkU5hLy8PC5evMiYMWOQyWQMHjxYYyX80dHRODg44KAFna/WOHnyJK6urs1E\nz3sz+fn5FBYWdkpyIzU1ldra2haPLSgoYOfOncjlch555BGcnJyaPL9u3Trs7OyYPHmy6v1qNNHR\nJDdv3iQtLQ2xWIytrS3W1tZcvHgRiUSCoaEh7u7uDBo0iOjoaIKDg0lPT+enn35i4MCBlJaWIhD8\nsZI8YMAAVqxYoXLk7Q66NVBz4sQJgoKC+Pe//83atWt5+eWXu0XHJCcnh+LiYsaMGaN6rCMCStqi\nvr6e2NhYhg8f3mGRrbbIz8/n+vXrrdb+NSKTyQgLU9opGxgYdEmVHZQWZh4eHmpHGrOzs0lNTaVf\nv34UFhbSv39/hg4dikQiYf/+/c2Edlt7DSdP/sDy5Tk4OoLgLo2TzEzYscOOceMe7bZa1Y7w008/\nkZ6ervr7TqHhloiNjUWhUKjEygoKCvj6668B5Xda0xe4RrTl+vTCC0E8/HBMu/vt2zeZTZui1T5v\nV5BIJNja2pKbm9srvzP3C3v37iU/P7/DtpJ9dIy9e/cyd+7cvu+yFomLi0MulzN+/PgOH5uXl8ek\nSZPw9PRkzJgxnD17luzsbM6fP49cLsfIyAh9fX1ee+01rS1sNTQ0EB8fj1AopKamBm9v72YGAnV1\ndYSHhzNr1qxOL3w03u/27NnDwoUL290/Li6OwMBAlR154+pnI10dvh46dIi5c+fi7+/PzJkzVY/f\nvn2bb7/9loSEBJydnbvUxr1GUlIS6enpLFiwoKe7ct8il8tV5dV3LrrdbygUCl555RXCw8Nb/D7l\n5eWp5irtjfU7Q+O8orM6J51BKpUSGRnJ9OnTu61NTRAeHk5wcHCn7jFXrlzB0tKyxWSGsrIyvvnm\nG/T19Rk/fnwTR7l169ZhaGjI0qVLuXXrFpWVlUyYMEFrYxWFQkFeXh4XLlxg4MCBBAQEIJfLSU5O\nJjU1FSMjI+zs7Ojfv7/KovyTTz5h2bI/zFHefPNNPvroI6qrq7tNY6prKRQdZPXq1YwdO5ZRo0ap\nfUxXsyXq6urIzMxsFrSQyWSdfh1dRS6Xc+rUKaRSKaNGjdJ4ps758+d56KGH2t1PR0eHGTNmUFpa\nSkpKSpfaTEpKUtWzt0VjSuLVq1epqalRpduBcrCop6fHtWvXGDp0qFoX7tTUOJYvz+GuQC2gDNo4\nOcGzz+aydetvBAQ80qnXpk3+9Kc/8fbbbwNKh4r28PX1bXJjT0pKAuDHH3/UWpAGYMOG3axeHcKS\nJedbDNZUVcHu3aPZvHl3B8+s7oC/+zKiGhoayMjI6JvYahlnZ2etuSP0oUQikbBv3z61JsV9dJ6G\nhga1RG1bwtbWloiICPz9/enXrx+enp4cPnyYKVOm8OWXXwLKz/Hjjz/mlVde0WS3Vejp6TFx4kQq\nKytVK+B301g6npycjLe3t1rnbXT/0NPTU5UfbdiwQe3vY0BAALdv30YqlaJQKHjnnXd49dVXsba2\n5vDhw+q/wFaYM2cOV65cwcPDgzFjxqgEOQcMGEBAQADjx48nJydHKyL9vRmpVNrTXbivEQqFrFq1\nir/85S+9ekKvUCilGVqaY/3666/o6Oi0mtUmkUiYN28eV65cafH3XlhYSHp6OkFBQVoJ0gAMGjSI\n7du385e//KXbsupFIhGDBw/m1q1bWhcV1iQ2NjYUFBRga2vb4WPr6upU+kJ3M2jQIAICAsjOzubU\nqVM4OTmprrPDhw8nOTkZOzs7jbq2toZAIMDOzg47OzvKy8s5efIkMpkMoVDIjBkzGDJkCLW1tZSW\nlpKVlcWcOXN4+umnUSgU/OlPfwKUgZp///vffPTRR7z66qta7zNAt0mOp6WlkZSUxBdffIGXlxdA\nu1HOxmyJWbPCePXVVNasyeTFF7NZsyaTV19NZdasMGJjf2gz6CKTyRgwYECzx/v168e5c+da/XJp\nk9OnTzNs2DCmTJmilXKqwMBAjhw5QlxcnFoBKTMzMywtLTlw4ADHj6ufDXEn1tbW7WYF1dXVceDA\nAa5du4azszNTpkxpcoFunBgXFhZibW2NVCqlvr6eXbt2qVbU7qamJp/2HNLNzMDaOruJOFRvQSAQ\nsHbtWlavXt3uYLC+vp7vvvtO9Z5lZWVx5swZ+vXrx//93/9ptZ+mpqZs3hzGwYMhnD3bNAvu7FkT\nDh0KYfPmsA6VvQGIRGa0tyiqUICubucU7TvD4cOHefnll7utvQeVX3/9VSulen00pbO2nX2oT//+\n/bt0L3d0dOT48eOEhYVRXV3N2rVruXz5Mjt37iQnJ4eIiAiqq6s5e/asVheZ+vfv32bKvp2dHWVl\nZVRXt18GK5FIVMGUxiBNYWFhhwe3xsbGmJqaMnDgQKZOnYpEIkGhUDTJgOkK7u7u+Pj4NHtNjSL/\nD1r5k7u7O8nJyV3OVuqjbXbs2KFy/OyNnDx5Em9v71YlEZYuXUpoaGir35MvvviCjIwMHnvssRbL\nbnNzc1WaXtpCX1+f0NBQrbbREs7OzmRnZ3drm13FycmJjIyMTh3r4+PDxYsXWw3wTpo0CXNzcwYO\nHMhvv/2mutY2BmwyM9U3K9EUjfeTadOmMW3aNCwsLBAIBBgZGWFvb8/o0aO5fPkyjo6OrFq1iujo\naEAZiFu+fDkbNmzotr52W6DmmWeewcXFBT8/P6qqqrCwsGg3bejObIm7f2eN2RKPPppDampci8cr\nFAqOHTuGm5tbs+fGjx+Pk5MT+/bto6qqqtOv6862Lly4wLp161r1WZfL5URHR2NhYaHRUqe7GTx4\nMA8//DCWlpYt2oy1hKurK97e3kilUnbt2kVpaSlSqbSJy0IjcrkciUQCKFdeYmNj+fnnn0lPT1et\nfN0dWElKSiI2Npbp06czevToNi3RjYyMcHR0JCIigoMHD+Lm5kZERMv6JLq6dc2+Gy2xcGEVaWnt\na6H0BEZGRmpZxDc0NLBq1Spu3rzJtWvX+P777wHlDbM7bkSmpqZs2XIcN7ct7N8/i337prB//yzc\n3LawZcvxDgdpANzcxpCV1fZ1ICtLiKvrmDb30SQTJkxg8+bN3dbeg0pQUFCTctQ+NE9paSkxMe2X\nFvbRNcRiMTdv3uzSOXx8fKioqCA+Ph4jIyNWrFjBhx9+iEgkIigoiLi4OGJjYzl79qyGet05Ro4c\nSVxcXJsT+YaGBt577z3V3+fPn0ehUHR53JOZmUllZWWXztESeXl5zcrwGy1le/r97m5EIhHGxsY9\nmnX+IHDx4kVeeOGFnu5Gi8hkMkJDQ0lKSmLx4sWUlpby4osv8vvvvwPKkvvGOcDdpYj5+fmsWbOG\nf/7zn0ydOrXVTBZnZ2du3Lih9ddSWFjI0aNHtd7OnQwYMIDS0tJubbOr6OvrqwLqHaXRnau1a4ZA\nIGD69OnY2NhQUVHB1q1bKSgoUH034uLiuH79eo8Eh1uLQ5ibmzN79mxCQ0N5+OGHWbRokeoe/+mn\nn1JRUcGuXbu6pY/dUvokFouJjo5WvahGG8Bz585hZWXVaqqVOtkSjo5QU1PQ4nMKhYKRI0e2Wo5j\nZmaGubl5l+sX7xTI09XVZdq0aVy7do2rV68SGBiIiYkJOTk5pKWl4ePjg42NTZfaU5ehQ4dSUVFB\nVFQUrq6u7bbbKLp1+fJlNm/ejKenJyYmJnh6emJubk5GRga3bt1CIpEgkUjw9/cnPj4ePz8/3Nzc\nyMjI4MSJEzQ0NNDQ0EBwcDASiYTi4mKqqqrUTvFsFKVqDBT5+PgQHh7e4r5CYcuZNnfTrx+IRF0P\nyPUkSUlJ6OnpcejQIQBWrFjBqlWr8Pf379Z+zJ+/jPnzl7W/oxo8/viLrFx5EDiFg4O8mcZQVpaQ\nmJhAvvmm+wY0L774Is8//zyBgYHd1uaDyGeffdZEsLQPzdOvXz+NZR700TrGxsadNgO4dOkSp0+f\nVq1cJycnM3/+fCwsLPD29iY6Opply5bh7+/PuXPnGDFihMoZav78+d1WJ9+ImZkZw4YNIzk5mREj\nRrS4z/vvvw8oFyHUyb5RlzFjxrS4eNQVampqKCkpYfPmzaxZs0a1+i8QCFi6dClJSUkqV5AHAYFA\nwODBg0lLS1Nlv/ehecaMGcOGDRuoqanpVg0VddDR0eGXX34hODiY+fPnExkZyaZNm9i8eTMymUyV\nXZCfn6+6/jzxxBPs3r1bNe968sknW6xmaGTQoEFcunRJ66/Fzc2tieNQd+Hg4KAqq7xXMDExobKy\nslPGA1ZWVoSHhzN79uwWn9fR0SEkJIQhQ4awb98+tm/frpr7p6enk56ejo+PD/Pmzev2e1p7uLi4\nMHz4cCwsLIiOjmby5MkEBwezbt06lixZovX2u+XdePvttzEyMuKRR5QaIdbW1nz55ZcYGhqyc+dO\nzp071+Jx6mRLCAT8P3vnHRbF1b7/e5ayS1c6SBUEKQKKSlGkC4qoqCEmatSYWJKoSXyjJm8KeY2J\nmmY0UWNLLNijoqL0Jh0BRaQIUgXpnaVs+/3Bb+frBlgWdpeifK7L60Jm9syZYWfmnOc8z31DSore\n57bg4GDS7rovWCwWCIIQ6ksREBBABmmWLVuG//73v6itrQWdTsfcuXORlJSE5ORkSEpKkhHF4YIg\nCNjY2MDKygolJSW4c+cOOjo6yO39RS/Nzc3x+eefY9myZfD29kZrayuysrLAZrNBoVBgZ2cHaWlp\nPHjwAN7e3oiKigKDwYC9vT3c3Nzg7e0NCoVCrgBKS0sPakLG4XAQFRUFCoVCChxXV1f3+VBnswX7\n29HpAJMpfuFqcaKnpwcTExMAPZalf//9NxwdHUeto5UgSElJ4cSJSDAY+xEc7I8bN9xw44Yzbtxw\nQ3CwPxiM/ThxInLY3JdYLBb27t07HqQRM62trfj4449faSHF0UBVVRUSExNHuhuvPN3d3aiqqhrS\nZ1NSUvDhhx9i06ZNAECuVAM9z/xdu3bhwYMHAHomHU+fPoWFhQUePXo0YsEDfX19tLa29qlt9/K4\nQtTZL9XV1airqxNpmy+XHP87CGRiYoKWlhaBM5NfFZSVlcc12oaBPXv2jNryX1dXV7DZbLz99ttw\nc3ODi4sLKQj89ttvg8PhkFln2dnZuHz5MqZNm4aZM2dCWloaGRkZiI6O5vmXnp5Ots+1gu5P1kBU\nUKlUnDlzBg0NDWI9zr8xNTUd8jthpJgyZQqPuclgUFJS6jdw/zLW1tZQVlZGZ2cnCILAxIkTwUjy\nbwkAACAASURBVOFwUFlZCWlp6X6rJ0Yargaoi4sLgoKCcODAAeTn56OsrEzsxx6WjJoTJ06QQjxc\n1q5di7Vr1yIwMBCrV6+GjY1Nr8mYoNkSfe3HZDLh4uLC92Xz+PFj6OjoDDnSevLkSQDAmjVroKio\nCDU1NTx+/BgdHR2ksvWiRYsG3a6oUVFRwZw5c1BZWYmEhAQ0NzeDxWKBRqOBQqHAwcGBp/RGUlKS\npy6Va5MdGhoKDw8PZGdno7GxEUuWLAGHw8HSpUt76atMmDABdDodixcvFrifdDodpaWlaG1thZSU\nFI89pKOjIwoLC3t9hsGQAYfTuzTu3/zzjwJMTcVjbzocdHV1ITIykhz4HjhwYIR7JDqkpKSwcaN4\nRDIHy4sXL7Bx40ZERY3OMrlXhZqaGly/fl2sAtjj9Ey4Rtrd8HVATk6OrLcfLJs2bYKsrCw+/PBD\nuLu7Q0tLi9zGNV547733kJmZCYIgYGBggNDQUOjo6KCkpASGA6UdiwlHR0dERET0yrrgjouUlZVF\nvjJqYWGBp0+firRNSUlJ/Pzzz9ixY0evDAAOh4MZM2bAx8cHbDb7tcmq0dTURHJyMqZMmTLSXXml\n+e2331BeXj7S3egX7vddRUUF0dHR/e734MEDmJmZCWRiUlxcjJKSEgA9pbkpKSliz6zdsGHDiOiR\njjWdJ2VlZWRkZAzps9LS0qioqEBlZSXs7e357rtp0yYcOXIErq6upMyAlpYW7t27h+nTp5NZK6Pt\nebtz507Ex8dj6dKl8PHxgZaWFnbu3IlLly6J9bhiz6iJiYlBQ0MD9u3b1+f2xYsXw8fHB8ePH+8l\nKCRotkRf+2VlZSExMZGvQKu8vDySkpJQXV0t0HFe5syZM3j+/Dnmzp0LIyMjqKmpIS0tDTQajcd+\nbDShra0NDw8PLFmyBG+88QZ8fX0xc+ZM0jmIH42NjVBWVoaEhASysrKwZMkSUKlU5ObmIjIyspfg\n2IwZM/oVIeuL3NxcJCYmQklJCVQqtdeqmYGBQZ+ZI3JykzCQDlV9PVBZqT8kDZXRAIvFQmNjI0pL\nS1FfXy+21b2x9lIRBwRBiP2hO05PGuy777470t145SkuLuZZxRxHPHR3d6Oysu8SbEFYs2YNPvjg\nA4SEhCA/Px9MJhNFRUXo7u6GjY0Nqqqq4OfnRz6jJ02ahPXr1+PMmTMICgoS1WkMGjk5uV4af9xV\n1Q8++EDkx2traxPqOvfHxx9/DBMTExw+fJgchzY2NmL//v3Izc0FAL56BKLO8hlplJSUxKqjOE4P\nOTk5OHPmzEh3Q2gKCwsh35cdaB8YGhrC1dUVrq6u8PX1RVFRERISEngyCUVNeXk5qa8znDCZTLGe\nlziQlJQccp8tLS0FcgSkUqnYtGkT7t27R1akAD2BorS0NJSWlo5KbTBZWVnMnz8fbm5uCA4ORnV1\nNW7evCn2rDCxB2p27doFa2vrfifJCgoKuHPnDnbs2IG7d+8iLi4Oqamp4HA4qKtjCOQIw2DI9vo9\n11WJH/r6+lBVVR30C6mmpgbFxcXw8fGBh4cHgJ505cbGxjGxAiEpKUmmHaqqqoJGo+H27dsIDg7u\nVwxKWlqaVPSePHkyYmNjERMTA2lpaVCpVISHhyM5ORnR0dEICwvD1atXYWBgMGBf2tvbER4eDgqF\nAg8PD2hra8Pa2hp+fn48+zU2Nvb5HTI3t8f587roT7ervh744w8dzJgheGbPaILNZmPPnj04duwY\n2Gw2MjIy4O3tLfJj/PDDD6BQKK/9pO7u3bu4cmWwFuPjDJanT5/i/v37I92NVx5tbW04OjqOdDde\neWRlZfm6JQnCvn37kJqairq6Ovz44484e/YsoqOjISEhgTfffBNBQUHQ0NAggzWnT59GS0sLKioq\n8NNPP+H58+eiOJVBYWNjg4SEBJ7fcVdTxbEaqq+vL5YyWAqFgr///httbW04c+YMGhsb0dDQAAaD\ngYaGBvj5+eGvv/7q9/NqamrQ1NQU+4B9uNDV1RWJ/fk4/HF0dMSCBQvG3GT+3+Tl5Q1pIZRGo0FT\nUxNmZmaIjIxEbm6uWBYMDQwM4OXlJXJ9q4GYNWtWr+fjaMfAwIDMeBosCgoKOHv2rEBCyrKysvDz\n88P333/PU26lrq6OsLAw5OTkIDo6elQuIM+bNw+ffvopbG1toaysjBMnToj1eGIN1LS0tCA1NRUL\nFy4ccN/PPvsMn376KWbMmIGIiAgcO3YMZWXNGEgUvLgYkJPT5vlda2srzp8/3+cLvbOzExEREYiK\nisL9+/eHlHJ348YNAOBxLJGQkIC8vDyio6OHrJw9EkhKSsLe3h5OTk6YNm0a7t27h5CQEGRmZiI8\nPBzNzc2oqKhAcnIycnJyUF5eDgsLC8yfPx9GRka4ffs25syZAxcXF1hZWcHR0RHz58/H2rVrMXny\nZL7Hzs7ORkZGBhwdHft05nqZx48f85RCcZGQkICDwxqcPGmJc+cUQP//ckV0OnDunAJOnrSEg8M7\nY7beurGxkfx527ZtmD59usiP8Z///AdffPEFgB4l/tcZe3v78UyPYUBVVXVUlIW+6uTl5QmUMTmO\ncDAYDFRUVAjdzrRp05CQkICDBw9i9uzZKCwsRHl5OSlUXFtbi/Pnz5P7Kygo4MKFC2hra8PJkydB\np/et1ycuZGRkoKamhhcvXvAMqB0cHBAYGCjy47FYLLHZ3jo4OJBju9TUVBgZGeGdd96Bi4sLVFVV\n+f59g4KCUF1dPab14l5GVlYW5ubmo3KS9Kpx7ty5MZuR1dHRgfXr1yMyMhJ6enpDakNaWhpycnLw\n9vaGlJQUQkJCUFtbK9J+EgSBuLg4vHjxQqTtDoSoxdSHA11dXaHK8datWyew9qCysjLMzc3x6aef\n8iQJGBsbIy0tDQ0NDUhKShpyX8SJoqIiFi5ciDVr1ohdikKsgZrPP/8cALB+/XrU1dXh2LFj/QYx\nKBQKdu/ejR9//BHNzc24fv06nj6tQny8E4qLKb0yazgcoKgIOHdOD+bmvPVwHR0deO+993qt6CQn\nJyMyMhKzZ8+Gm5sb3NzchuTU8OLFi161zFytl66urjEZFJgwYQL09PSwaNEieHl5QV1dHWZmZnjy\n5Amam5shJyeHCRMm4Ny5czh06BAaGhrQ1NQEdXV1/PTTT7h27RpkZWX5lpr9m6qqKjg5OQ2oeE+n\n09Hc3AxZ2d6ZU0DPg97efgUUFTfg99+t8Msvhvj9dysoKm6Avf2KMfn34JKdnU3+/HKKoKioq6sj\n22UymWO2PExU7Nu3TyQTrnH4k5qaKnKtiXF6Y2hoSLrojSM+ZGRkoKGhIZK25OXlsXnzZqSkpODw\n4cO4cOECbt++ja+++gre3t6k6x8Xd3d3MqD/999/i6QPg4FrVnD37l3SbnfChAmkS6QoUVFRgaKi\notgCCEuWLIG/vz/5f0NDQ1haWkJCQoLvAtzLWnxjaaGuPygUCurr60et0O2rxBdffDFmAzUfffQR\n0tPTsXnz5iG73hkaGpLlhsbGxvD09ERRURFiYmJEmgHj5eU1qPmJKIiNjcXcuXOH9ZjCIiEhATab\nPeRnbGNj46Cy0rkuyRs3buQ5ppqaGoKDg5Geno6cnJxRGzSWlZVFR0eHWDNaxSomfP78eTJVVU1N\nDQAQFhaG69ev8/0cjUYj07V///0uLC31wGI1QkkJsLW1QnZ2HlRUJkNRURdOTva9VjESEhLg4ODA\nU9JUUVEBGRmZfq3DBsOsWbOQlpaG7u5uniBARUUFdHV1hW5/pCEIgnSn0tHRAYPBQHR0NJYtWwaC\nIPDw4UNEREQgJycHAKChoQEFhcE5KtXV1QmsYcNd3RqICRMmwM5u2aD6MdrhroYnJiaKxbKOwWBg\n+vTpCA4OfmVWA4dKV1cXtm7dOibKF8c6xsbGpFDqOOLj0aNHoNPpPNmf44geFoslFlHQN998E87O\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NnoeIrq7uqNEokJOT4ynDOnPmzAj2RvRkZWUhMzNzpLvRL9HR5zB7tmATtdmzWxEdfV7M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8VuW0t7fj9evXQs0HAJ6enjLfEkI0nc/Kf/31l9jHNjU1xcuXL8U+roKesbW1JbwgQRiePXsG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\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qaW1tZf369WzYsOG6+xetVstbb73FhQsXKCwsRKPRoNPpGDZsGJGRkcTGxhIREWHH6G/N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\nwW9+8xvKy8uZOHE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} ], "prompt_number": 33 }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get a sense of how flexible the basemap library is, check out how quickly you can change the look and feel of this map. Comment out the line that colors the continents, and replace it with a call to bluemarble. You might want to adjust `min_marker_size` as well, if you make this map on your own machine:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "###highlight=[47,48,53]\n", "import csv\n", "\n", "# Open the earthquake data file.\n", "filename = 'datasets/earthquake_data.csv'\n", "\n", "# Create empty lists for the data we are interested in.\n", "lats, lons = [], []\n", "magnitudes = []\n", "timestrings = []\n", "\n", "# Read through the entire file, skip the first line,\n", "# and pull out just the lats and lons.\n", "with open(filename) as f:\n", " # Create a csv reader object.\n", " reader = csv.reader(f)\n", " \n", " # Ignore the header row.\n", " next(reader)\n", " \n", " # Store the latitudes and longitudes in the appropriate lists.\n", " for row in reader:\n", " lats.append(float(row[1]))\n", " lons.append(float(row[2]))\n", " magnitudes.append(float(row[4]))\n", " timestrings.append(row[0])\n", " \n", "# --- Build Map ---\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "def get_marker_color(magnitude):\n", " # Returns green for small earthquakes, yellow for moderate\n", " # earthquakes, and red for significant earthquakes.\n", " if magnitude < 3.0:\n", " return ('go')\n", " elif magnitude < 5.0:\n", " return ('yo')\n", " else:\n", " return ('ro')\n", " \n", "map = Basemap(projection='robin', resolution = 'l', area_thresh = 1000.0,\n", " lat_0=0, lon_0=-130)\n", "map.drawcoastlines()\n", "map.drawcountries()\n", "#map.fillcontinents(color = 'gray')\n", "map.bluemarble()\n", "map.drawmapboundary()\n", "map.drawmeridians(np.arange(0, 360, 30))\n", "map.drawparallels(np.arange(-90, 90, 30))\n", " \n", "min_marker_size = 2.25\n", "for lon, lat, mag in zip(lons, lats, magnitudes):\n", " x,y = map(lon, lat)\n", " msize = mag * min_marker_size\n", " marker_string = get_marker_color(mag)\n", " map.plot(x, y, marker_string, markersize=msize)\n", " \n", "title_string = \"Earthquakes of Magnitude 1.0 or Greater\\n\"\n", "title_string += \"%s through %s\" % (timestrings[-1][:10], timestrings[0][:10])\n", "plt.title(title_string)\n", " \n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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EiMZtWYLjBdB06ioziFIGSpuINvxnaaPzHWzgeX45eXYS125GErVEq8eDCqKD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SrT78e4gcOpv7nSb528pk696fLkl1af67S/Zca3RQ9zz8E6K/MdJvcHTI7VsGSxeCZk7A76lGyH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6HRRedCt8btQOmWwxRLdPoaI2qAwVdYNrT9RDxq2QCUQt4tYmXkbIeAkZBaCb0i1k1Art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\nitJ2ISrvg0HDxZf8E/V6nZNPO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} ], "prompt_number": 28 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We could continue to refine this map. For example, we could read the data from the url instead of from a downloaded text file. That way the map would always be current. We could determine each dot\u2019s color on a continuous scale of greens, yellows, and reds. Now that you have a better sense of how to work with basemap, I hope you enjoy playing with these further refinements as you map the datasets you are most interested in." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[top](#)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Other interesting datasets to explore\n", "===\n", "In this project, you learned how to make a simple map and plot points on that map. You learned how to pull those points from a large dataset. Now that you have a basic understanding of this process, the next step is to try your hand at plotting some data of your own. You might start by exploring some of the following datasets.\n", "\n", "###Global Population data\n", "\n", "This dataset ties global census data to latitude and longitude grids.\n", "\n", "[http://daac.ornl.gov/ISLSCP_II/guides/global_population_xdeg.html](http://daac.ornl.gov/ISLSCP_II/guides/global_population_xdeg.html)\n", "\n", "###Climate Data library\n", "\n", "This includes over 300 data files, from a variety of fields related to earth science and climatology.\n", "\n", "[http://iridl.ldeo.columbia.edu/](http://iridl.ldeo.columbia.edu/)\n", "\n", "###IBM Many Eyes\n", "\n", "This is an interesting project that allows people to upload their own datasets, which become available to the public. You can add your visualizations of these datasets to the existing gallery.\n", "\n", "[http://www-958.ibm.com/software/data/cognos/manyeyes/datasets/pakistan-school/versions/1](http://www-958.ibm.com/software/data/cognos/manyeyes/datasets/pakistan-school/versions/1)\n", "\n", "###USGov Raw Data\n", "\n", "This is another large set of datasets, about a variety of topics. This is where I found the data for the earthquake visualization featured in the tutorial.\n", "\n", "[https://explore.data.gov/catalog/raw/](https://explore.data.gov/catalog/raw/)\n", "\n", "###Hilary Mason\u2019s Research-Quality Datasets\n", "\n", "Hilary Mason is a data scientist at bitly. If you have never heard of her, it is well worth your time to take a look at [her site](http://www.hilarymason.com/). If you are new to data science, you might want to start with here post [Getting Started with Data Science](http://www.hilarymason.com/blog/getting-started-with-data-science/). She has a curated collection of interesting datasets here:\n", "\n", "[http://bitly.com/bundles/hmason/1](http://bitly.com/bundles/hmason/1)\n", "\n", "###DEA Meth Lab database\n", "\n", "This would be a little harder to work with, because the locations are given as addresses instead of by latitude and longitude. It is also released in pdf format, which might be more challenging to work with. But this is a pretty compelling topic, and it would be interesting to map out meth-related arrests and incidents of violent crime over different periods of time.\n", "\n", "[http://www.justice.gov/dea/clan-lab/clan-lab.shtml](http://www.justice.gov/dea/clan-lab/clan-lab.shtml)\n", "\n", "Other\n", "---\n", "\n", "Smart Disclosure Data:\n", "\n", "[http://www.data.gov/consumer/page/consumer-data-page](http://www.data.gov/consumer/page/consumer-data-page)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Conclusion\n", "===\n", "\n", "That\u2019s it for this project. If you have another geospatial dataset to suggest, or if you create something interesting, please feel free to [share it](http://github.com/ehmatthes/intro_programming).\n", "\n", "### Notes:\n", "- Someone at Lafayette college did their [own take on this project](http://sites.lafayette.edu/itsblog/2013/09/27/plotting-your-own-course-with-basemap/). Their code pulls a live update of the earthquake data, and their plot has an interesting day/ night visualization as well." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[top](#)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- - -\n", "[Home](http://nbviewer.ipython.org/urls/raw.github.com/ehmatthes/intro_programming/master/notebooks/index.ipynb)" ] } ], "metadata": {} } ] }