{ "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", " - [Inline output](#Inline-output)\n", " - [Installing matplotlib and Basemap](#Installing-matplotlib-and-Basemap)\n", " - [Using Miniconda to install matplotlib and Basemap](#Using-Miniconda-to-install-matplotlib-and-Basemap)\n", " - [Create a conda environment](#Create-a-conda-environment)\n", " - [Remembering to activate the environment](#Remembering-to-activate-the-environment)\n", "- [Making a simple map](#Making-a-simple-map)\n", " - [Adding detail](#Adding-detail)\n", " - [Zooming in](#Zooming-in)\n", "- [Plotting points on a simple map](#Plotting-points-on-a-simple-map)\n", " - [Labeling points](#Labeling-points)\n", "- [A global earthquake dataset](#A-global-earthquake-datase)\n", " - [Parsing the data](#Parsing-the-data)\n", " - [Plotting earthquakes](#Plotting-earthquakes)\n", " - [Adding color](#Adding-color)\n", " - [Adding a title](#Adding-a-title)\n", "- [Other interesting datasets to explore](#Other-interesting-datasets-to-explore)\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'll 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're running these programs as standalone Python programs, you don't need to worry about this code.\n", "\n", "If you're 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 cell.\n", "- Run the cell you were interested in again." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# This just lets the output of the following code samples\n", "# display inline on this page, at an appropriate size.\n", "from pylab import rcParams\n", "\n", "%matplotlib inline\n", "rcParams['figure.figsize'] = (8,6)" ] }, { "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’s [matplotlib](http://matplotlib.org/) package is an amazing resource, and the [Basemap toolkit](http://matplotlib.org/basemap/) extends matplotlib’s capabilities to mapping applications. Installing these packages is straightforward using Ubuntu’s 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": [ "Using Miniconda to install matplotlib and Basemap\n", "---\n", "[Conda](http://conda.pydata.org/index.html) is a package manager put out by the people at [Continuum Analytics](http://continuum.io/). The conda package installer makes it quite simple to install matplotlib and basemap. Be aware that if you're usuing virtualenv at all, conda can conflict with the way virtualenv works. But if you want to get into mapping, it's probably worthwhile to learn about conda.\n", "\n", "Continuum Analytics puts out a distribution of Python called Anaconda, which includes a large set of packages that support data processing and scientific computing. We'll install Miniconda, which just installs the conda package manager; we'll then use conda to install the matplotlib and Basemap packages.\n", "\n", "To install Miniconda, go to the [Miniconda home page](http://conda.pydata.org/miniconda.html). Download and run the appropriate installer for your system. The following commands will get conda set up on a 32-bit Linux system:\n", "\n", " ~$ wget http://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86.sh\n", " ~$ bash Miniconda3-latest-Linux-x86.sh\n", " ~$ # Say yes to the prompt for prepending Miniconda3 install location to PATH\n", " ~$ exec bash" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create a conda environment\n", "---\n", "Once you've got conda installed, you'll use it to make an environment for this project. Make a directory for this project, and start a conda environment that includes matplotlib and basemap:\n", "\n", " $ mkdir visualization_eq && cd visualization_eq\n", " visualization_eq$ conda create -n eq_env python=3 matplotlib basemap pillow\n", " visualization_eq$ source activate eq_env\n", " (eq_env)visualization_eq$ \n", "The command `conda create -n eq_env python=3 matplotlib basemap pillow` does two things:\n", "\n", "- It creates an environment specific to this project, called `eq_env`, which uses Python 3. conda will make sure any packages installed for this project don't interfere with packages installed for another project that conda manages.\n", "\n", "- It checks to see if the packages we've listed, `matplotlib`, `basemap`, and `pillow` have already been installed by conda. If they have, conda will make them available in this environment. If they haven't been installed, conda will download and install the packages, and make them available in this environment. (`pillow` is an image-processing library)\n", "\n", "Remembering to activate the environment\n", "---\n", "Any time you're going to work on this project, make sure you activate the environment with the command\n", "\n", " visualization_eq$ source activate eq_env\n", " (eq_env)visualization_eq$\n", "This makes the packages associated with the environment available to any program you store in the directory `visualization_eq`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[top](#)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Making a simple map\n", "---\n", "Let's start out by making 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", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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08Ja8n1U3IuYUaC1MTLOuez5nYSbj6phC3VoynYhEVmiNeswLIzD/pYZyC2P+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\nDlxp++1azqGVKGqBHwfsnlatS0wmFibMCg8DK1auTaNo+Ew32aqOAb7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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", "my_map = Basemap(projection='ortho', lat_0=50, lon_0=-100,\n", " resolution='l', area_thresh=1000.0)\n", " \n", "my_map.drawcoastlines()\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[top](#)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Adding detail\n", "\n", "Let’s add some more detail to this map, starting with country borders. Add the following lines after `map.drawcoastlines()`:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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k0jdrq4ybf1lfRraM4ZXVe3lj7T4OeOchYIeEqcCahipiCSEMiuBWq0FtazGo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\nLJ02mAKH66SUsMo22zkTCRl5HMuzM3purCp0usYrp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###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", "my_map = Basemap(projection='ortho', lat_0=50, lon_0=-100,\n", " resolution='l', area_thresh=1000.0)\n", " \n", "my_map.drawcoastlines()\n", "my_map.drawcountries()\n", "my_map.fillcontinents(color='coral')\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You should see the continents filled in. Now let’s clean up the edge of the globe:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ASAOaSylrTo/w0WD4jO5ZRghxY48mIe8+M6ht0NjWUdUcsAfyS7lr7hZeHd6BO3/bQqfG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boyYo15ZOsUru7VkuwHLygx4AJEO2xFBlyAWKedx0Z3kcu6NzfbJsV8HW039iS5HFsdNuNWEUkU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\ngCeW7eTZ6QOrLZybM/Lo9/wCwGxaU1uCC/DUr7t04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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###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", "my_map = Basemap(projection='ortho', lat_0=50, lon_0=-100,\n", " resolution='l', area_thresh=1000.0)\n", " \n", "my_map.drawcoastlines()\n", "my_map.drawcountries()\n", "my_map.fillcontinents(color='coral')\n", "my_map.drawmapboundary()\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You should see a cleaner circle outlining the globe. Now let’s draw latitude and longitude lines:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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jJtgUeWGd3bG2pXM43Qp1wAv11VmKJBNUHYQ7f0lGwtPAMy6HveOh0wQYtZqk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OELo/TnxiInjSP50Ys8Q8Lv6tbYtW/8CGJDrTgmjiXr6dH0bRg7EFgAvH5xy3i/ugZTL+pYLOAC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\n1X9jZrv/KeO4HIyuayeHkFxePE+El39HKeKA/mEyF0qEqk50W/LlG/M30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Djc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\nggs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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###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", "my_map = Basemap(projection='ortho', lat_0=50, lon_0=-100,\n", " resolution='l', area_thresh=1000.0)\n", " \n", "my_map.drawcoastlines()\n", "my_map.drawcountries()\n", "my_map.fillcontinents(color='coral')\n", "my_map.drawmapboundary()\n", " \n", "my_map.drawmeridians(np.arange(0, 360, 30))\n", "my_map.drawparallels(np.arange(-90, 90, 30))\n", " \n", "plt.show()" ] }, { "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’s play with two of the map settings, and then we'll move on to plotting data on this globe. Let’s 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", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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6UUX3e7wSWUgrJyLyNqZO1VLgY1UdrqobRcRuE/nG8vHdCaCqPo/P39qvelE5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MJ8T8CaUN15ItIL2Kyq26o59Vygxu08auN0XwO62v9/AjitFmOEg/uIZzCUJRu4JtpGNCC+xHTG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\nh6rq59G2JZSIyFzMBTDsalYic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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###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", "my_map = Basemap(projection='ortho', lat_0=0, lon_0=-100,\n", " resolution='l', area_thresh=1000.0)\n", " \n", "my_map.drawcoastlines()\n", "my_map.drawcountries()\n", "my_map.fillcontinents(color='coral')\n", "my_map.drawmapboundary()\n", " \n", "my_map.drawmeridians(np.arange(0, 360, 30))\n", "my_map.drawparallels(np.arange(-90, 90, 30))\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let’s change the kind of map we're producing. Change the projection type to ‘robin’. You should end up with a Robinson projection instead of a globe:\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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A938jzGYhNsTG8qsGE1GN5KTK8Oaa/QRZFFd1bw7A3J2pTHTHT22GKrIaakmR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\nR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+tKbB9uU8mootB6ttON06NVGiwBmkWH+VZ1pWFRFG7smBBQ2KAYLk3n6naNmNC2EeNb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\nDaG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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###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", "my_map = Basemap(projection='robin', lat_0=0, lon_0=-100,\n", " resolution='l', area_thresh=1000.0)\n", " \n", "my_map.drawcoastlines()\n", "my_map.drawcountries()\n", "my_map.fillcontinents(color='coral')\n", "my_map.drawmapboundary()\n", " \n", "my_map.drawmeridians(np.arange(0, 360, 30))\n", "my_map.drawparallels(np.arange(-90, 90, 30))\n", " \n", "plt.show()" ] }, { "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’s 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’s 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’s use a mercator projection, which supports this method of zooming. The notation for “lower left corner at 136.25 degrees west and 56 degrees north” is:\n", "\n", " llcrnrlon = -136.25, llcrnrlat = 56.0\n", "\n", "So, the full set of parameters we'll try is:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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qRi8m6O585+EYZnys3fLpnvuHXfIN86k6vLh2n/rGhizGIGBfH9FJ/3f/NrUq\nwL1nS6DXp6u9iCjPH5cSPbJVrCl239t80Hh21b5Mt6J1P79OhYg9Iyzci5pBw6aktOQeSWnFNSrn\n6r3nbAkM+HJtdpFfbWKKU/UEREQ7z77XMsp+54bJA0VnHXaEC5lnvgvRDOM7t6zOuP6nVOlSe3Hb\neBZeG96J33PfcDY5Mcr7xPK97GvrDtRaKNsgggnz0r0EsOv6DvGiWcLbdaYY/rMy0+dWtDEAoCHi\nZVE2YUsDUVj73OD2o049Nsr62vBO5QoPAOBEsQ84hglcNnqQQkTkVfVHjhR5f7585ibJ7O3Hq0vQ\nig8AwKPqD6fnFGX8d1VGuRkLHRo6YfMdg+wzru0Bb23KYpYdqp36ts+2HaX9ee4zIs92mzq6qykP\nED5Vh2t/3CIpuvEwAiS7LNyBlpHinKmjuiTnPDpK/Gff1kxlr9THiyXQiQ5d/HdE7MmzzH1mtscI\nNc7V/OmT95wtWTbmhy1SMGzRFnTPfBdCRCoiXjl1y+GMlMSomGvbXzo0jogwMakp/KNjAsMz5l9T\nTnv88NjSPX4CdHw5prstyqRnh0eW7JaPFkm6XWBfa9/AaXthSHvH6NaNqrXudLzYZ7hl9U/PWaUN\niJfG2i1snqT0Q8TJZqRfhSJEpCPiDZuyC5bcPCet76x/9LaZlYNbHYL6zgcAQERnJVW/4ta56b6K\nqqYBAESeMyUz4WLuX7RTUg0j87JWsc7yLgJVYdOJAvhs21HLqNaNmGUT+jfcetcQxxVt4qq94Huw\n0OvTCY6f/zciDhJ59ve5NyY7dt071NY7IfI6p8Atr6gyoz5DRKpb0a5advjs7rsWbvfXZuVHRQS9\n+AAAiChVNYxHRs3cKNVmlv6lWHLwDCzOOuOzsGzHT65KMi3JNinOBYcfHgm/je9rN2NzlMOFXg3g\nnPhYBoeLPLt4wbg+9stbNwKnhYelt/YTr+uQkOIQuHRENH+FPUQgIl+JrI34OSPn0GO/71ECJcCQ\nEB8AgKwZn+b7lJ9vnpPmq8u97CRVg9t+SZcQQZ12ZZK1oqBHVRB5DppH1qzg9kKyS3wsAJxgGbzc\nxrELFo/vKw5v2fCP13mWga/GdLc80b9NC5FndyJirVeYBytE5HYr2qDPth3Nfnnt/oDkm4aM+AAA\nPIp+97pj+QdfrcWI5sU8u2qfUuTXTvRtEuMaX8aif7BgEEGepNgQIEnk2bm/T+gnDmr212bYiAj/\nHdSO+/iKH6n4AAAgAElEQVSqbjEiz25GxKEBcDcoIKICj6IPeH1D1tn3txyq8xBoSImPiGS3oo1+\nbf0Bz5KDNd6bskJ2nSmGD1MPayyDzb6uoP1foMn1yqAZxDgEbsaKiQPEfk3KL4OZ0LUJ/npzH4dD\n4BYJLFPtXXZDHSI65VX1/k+vyCis6z0xQkp8AABEdFJS9WtunL3Vd7jQW2vn0Q2CW+emeRGg6O3L\nOlvMbp5jNm5FgwgLZ6y+bYAtObFyvSWHtmgIm+8YZIu08p/YBe75v+tSBBEdlVR94AO/7SyZU4dN\nu0JOfAAARLRO0Y2nR83c6JXU2pmBfpx2xDiQ7y3uGhcReXfPwNUOVpbW0Q7I+/cVbI8q1hN2inXB\njnuH2ppG2B53CtyM6vYpDSYQsUNVGx4T0T5J1YdO/GWbZ2kdzKoAQlR8AACybrx/2iMvmfTLNp/Z\n0aoctw+eWL5XZhA8dp5ljhRWbYOQQMFVc30zwWmD1DsH23slRF7vFLgVob4UwTG4yCFwJ3iWeRAR\nKx3RKu2aN+q6n1Kl9cfza9NFAAhh8RERuRVt4pKDZ7Pf2nRQN2uPNgCAe3/dKRHABz7N6L4pu+C1\nLtNXSlMW75LzpWp3nwt6LlyKcApcWigvRWgG/cOv6bHNI8V3bBxz2i5wbyFi2ZtlXAQRbfBr+tjR\n3230bTtl+oa6fyJoE6srCyI2t/PsBp+mx4k8q0TbBCXWbqF4h5VJdFqFBKfVEmu3wMU/LgtX5mL2\nrwdOw81ztuZ4FL01EflKzxHrFLjXCOjmZwe1t0xJacmYVb8XbBARvLLugPa/9QcKvao+lIj2Btqn\n6mDhmDviHNap88eliJ+mH5O/3nGcBBYXFcvaK0S0vaLjWQavcwrczE13DLbVpCFWyFSy14TSOX4M\nAMRe+MMzGGcXuKYcYqIBFKvpFOPX9UjdAC7CyvljbILWyGGFBKeVbey0Wr/ZdULNk5Sry+oWhojt\nIyzcB1aO7ffO5Z3FcZ0bA1NPYxTf7jpB9/66wyup+jVEtCrQ/lQHl4WfMaR5gxvmj0uxFflV+DT9\nqPHmxoN+nWhvkV99EQB+K6/anmeZ2yIs/LS0uwfbqrse+7cQX1Up3f+gIVwkVhYxVzOMryo4dpDL\nwn3c2GVrMu2KJMfg5pfcXDakWXUkF675cYtP1vS7Fd2YGWh/qkrpxqvb/juoXbvzpWaqbsDsjJPw\n0pr9npNuf7FX1V4xCGYQUZkP9laOfThGFF5Nu2uIWJ2toMPiqwUQkUGAm0Sefa9/0xj7+6O62Ns3\nCOk4RZnsPVsCw77ZIHkU7Q1J1V80oxFtXYKITUWe3f3rzX1cQ1v8f7YPEcG64/nwytoD3nXH8wgR\nP5JU/T0i+ss+Y3aBey7OYfl36p1DxBixagn1YfHVIohotbDMwwzCM7d0acK9MqyDxcwUtGAgx+2D\nYTM2SDlu/xy3ok0OZPu/6sAyONIl8PN33z/M1tj119TcA/keeGtjljxzVzbxLM4vkbVXiWjX+ddL\ni3HfaREl3rVx8iB7VYpxw+KrAxAxxsGzLxHAbf/u34Z/vF9rTuRDfsnsD9yyCmN+3CKlnyraWiJr\nVxNRxSUmQYTIs8+2jXE+kXrXYFG4RNVLgU+B6WlH9Lc3HpQJYFfpc+FSIjLwXNeqLzo1dN20atIA\nsbK9T8PiKwdE7BJl5aeyDDJAYBCADgDGhT8EZACAfuHrdO41nYh0OpdaaRCAruhGU0U3RsXYBP/s\nG3pbL5zqhDqqbsBdC3fIczNzjrkVbQgRBW4X0ypSunvU0ls6Nx44/apulvLGKroBs/Zkw0tr93tO\ne+RCSdVe0glmAoDsFLifUxKjLl80vu8lRfyn84bFd2kQMUFgmcMvDGlvad/AcU5VpUo6918CKuNv\n538nuPRrI1vGQlJcRIU+hBJEBC+v3a+9viEr5JYiEDHSzrN7p1/VLX5C1yYVfq+JCFYfzYNX1h3w\nbDxRQADwgU/TpzkF7usRLRv2n31DcoXFuGHxVYCFYx9OauR6Zcudg6u9meXfjVBdikDELiLPbt50\nx6C/dMYrj315bnhzY5b/+93ZwDG4yK8ZA8d3aez6akwPa3nfmbD4KgARWafA7Zk6ukv727o1q/iA\neoRmGHD5zE1kYRk50WmlZpGiLcFphQt/YmxCmQkJK4/kwphzSxF3KbrxXQDcrxYcw9zayGH5ZO/9\nw8RIa9Wil3mSDNO2HtHf2XRQKZY120MpLZX3Lu8iXEqAYfFVAkTs6bJw6w4/dJmtquHkUGfryULY\nnF0Am7ILpdSThfqRIq/DIPjjc2cRjCib4ItzWLXGLis2jxAtTSNES4LTCgU+BZ5ckaGziC/4NP3l\nUFmKcFr4T/o1ib518fi+YnUSJWRNhx/2ZMOX249rC2/uw12qG3ZYfJXEaeE+Hts+YdI3Y3vWr7WC\nKuLXdNh9pgS2nSqCLScL/ZuyC5SsfK9dJ2IBQAGA0wzCyQgLf4ZBbKIZRpxX1Z2aQX2odIeiYAcR\nBafApf6rX+tOzwxuX2th6bD4KgkiukSePbpkfN+ogWVUgf+dUXUDMnLdsO1UESw9dFaZnXGSNQgi\nicgTaN+qCyImiDy7d95NKZGXmdSD9S/nCMWmuYGAiEr8mn73xF+2eZUg6OsYTPAsA0lxEXB792bQ\nIkpk7Dz3XSgLDwCAiHIkVb/2htmpvqNFtVeYfSnC4rsIg2BOgU9Je3NjVnC0NQ4yivwKTN1yWHMr\n2vOB9sUMiGiNohvPXfn95jrvZB0W30UQEZXI2u2vrjug1GabilDl/c2HNUnVrXAuyaBe4NeMt7JL\nfKvu/XWHvy7PGxZfGRDREYPo1TsXbJdCJHhXJ7hlFZ5fs48DABB5dls9aj0YoRtU/OuBM4xch3e/\nsPgugV8zXk/LKTo7JzMn0K4EDR+mHjEAAL6/rhd8fnX3aJFnNyFiv0D7VV0QERnEG0SePXxT58Tr\nDj40QrDUYZF0/cn8NZnSfSIm3PPrjqWXtYoVXXW4rVQwIqkaPL0yg3EIrDGucyKDiBBt453X/5S6\njGXwRt346zbUwQwiNnVZuK+jbULyt2N72gc0Lb/VYm0QvvOVAxGtV3Wa9+TyDDnQvgSatzcdIgCA\nlRMHMOezOS5v3QhWTOwvOgRutsAykwLqYCVBRM7KsY/bODbzsb6tB+5/cERAhAcQFl+FuBXt4Rk7\nj8tpOeXuslyvkTUdnl2Vie0bOLTeF/UETWkcDVvuHGyLtPLTRJ59MkAuVgpE7OEUuD3d4yOe33Hv\nUPHZwe25ylQm1BZh8VUAEeXLmvHwpF+2eS+1SWd955lV55JWVkzsX+ZjSvsGTth2z1CxkcP6jEPg\n3gu25ruI6HBauI9cFm79B6O7tts4eZC9bcxft9Wua8LiqwQ60YzsEl/mR1sP15vwemVRdQPe3HgQ\nrmjdyEhwXnqDpsYuG6TdNURsHW2/0ylwPwRL812WwavsPHvkqrZxtx96aKRtUrem1d6CzWzC4qsE\npWt/E55ekSGfLPEF2p065c6F57rs/XxjcoXflRhRgA2TB9l7J0Re7RS4pYgYsB77iBgfYeUXxTus\ns+aP69Pgh+t72xqI5dbQ1jlh8VUSItpHAFPv/21naLSvNgFVN+CbnSfgvl4toLJtE+wCB0tu7SeO\nbtOor1PgNiBi5TaOMAlEZASWecDGsVn3924xMmvKyD9tkxZMhBOrqwAi2hwCe+infyTHj27TyDS7\nBhFk5rph44kCWH00Tzrl8TMrJw0IeGWFT9Xhxp9TYcG4PlWeqhlE8MiS3cpXO46d9Cj6QCKq9R1I\nELGzy8LNbBVlb/3t2J72TrGu2j7lHxT6FDDo3N3/Tz6FqxrMAxEvi3NY5h16aKRY3QZJblmF1JNF\nsOFEvrH8cK4nLafIwjFYyDK4ocivOoa1aDhgxcT+5u2aGSCICP63Pkt7ed3+QknVBxLR/to4DyLa\nRJ59gUF48M2Rna1392yOdd3M+O2NWbDmWL5/wc19/nTRLE98QfFQHEoQ0e8RVn75C2v2j359RKcK\nV96JCI4WSbDxRAGsPZYvrzyaKx8rkqxOC7ffp+rLfZqxBgA2EdFZRESXhTv6n4FtQ154AOc24nxq\nYFsuwso1eGp5xq8A0KYWzjHcIbDfDm/RMGL6ld1s1WlsawYRVh4WZZ22ZJf4oKz2hGURFl81KJG1\nez/YcjhrYtcm/MVTG1nTYdupYth4Ih+WH8l1bzpRwKkGyVaO2VLkV383CDYAwPZ8SSlr15XLYu2W\n6KH1rAP2nT2a4yNLdjdHRPFSnaGrCiI2dFm4abF2yxVfjekuXtEmzgyz1SbGJoBBgB+nHdFeHtax\nUroKi68aENEpgWWenPTLtv8tvLmPfXN2Aaw7nq+uOJIrZea6RbvAHdcMY5VH0VcBwAYAOO5VtAoX\nCSOt/LP/GdjWESyhcLMQWAZaRNmlA/meJADYVFN7iBhp5Zis27s1s70yrINgFwL/NY4RBRBYLPow\n9Yilsov3gfc6RFENmp5V4Lmjxfu/t7ML7LYSWftdM2g9AKQW+pQqF5kiYqcIC9/95s7Bu+97Tejb\nOJrPyvf0ABPEBwBWnmGE90Z1CZpmOzE2AWwc60WEg3Mycnrd3KXizzG81FBNiEgvkbWesm448iVl\ngKobLxLRyupWd7ss3FP/7NuqTrPq65I+jaNsLgs3wCRzBV5VswRTuVcDUQBFNyKK/Oprb27MqlQ3\n77D4agARGeVtMVVZEDFW0Y3r7+/Von4qDwB6xEcCIqaYYYuIFI5hlGJZNcOcKUTbBJB1QwSAhQfy\nPerO08UVHhMWXxBgYZkHb+qUCA3twZWBYSZdG7nAq2iNEdGUcKSFZdz5UvCIj2cZEFhGAwC7TvTB\ne5sPVVgVHxZfgEFEC8vgQ//q1ybgi+q1iZVjoUmEzQcAnc2wxzFYlCcFV6WXy8IrANDArxnTZ+3N\nhkJf+duIh8UXYBDg5l4JkWxdZmMEipTEaA4Aepphi2UwL7+CL3ddE2XldQCIIaIzAsss/WrH8XIf\nSsPiCyCIiE4L9+zTA9oGvr6lDujXJFp0Wbj+ZtgyiM7mS8ElvtLHhhgAgGJZe/PtTQfLXdMMiy+w\nDIu2CQ1rq2FrsNEjPgJYxD5m2JI141RekImvkd3CQqn4AGCjV9H+ssvthYTFF0Airfwz9XFR/VIk\nNYoAt6I1R8Qar89Jqn4qz6cEz1oDADRyWAQoFV9pGdoL5Y0Piy9AIGI7gyh5fJcmgXalzrALHCQ4\nrX4A6FhTWwSQd8Yj12mfzYpoZLcILOIf9UsG0bfljQ+LL0A4Be7JKckt+crWydUXkhOjGDAn6JJ/\nyuMPqr3hY2wC2AU2sbLjw+ILAIgYoxnGTQ8mt/zbpff1bxJtdwhcXxNM5ed65aBq69FAFIBnsNKF\nnmHxBQALy9w3tkMCxDnq9dJemfSIjwSBMaXRbl6+Twmqh+VzhbRY6bL5v92VN9AgoiDy7GONnTbb\n59uOgqIboOoEqmH88btiGCRrhq7ohiHrhiFrOim6Yfg1g5pG2Pj3RnUN2VSYbnER4Fa01ojIEVFN\npo35hT41qL6/MTYBdKJKNwENKuf/JvAs4tLPtx8VDAK/QaQYBLJuGH6dSFZ18tO5DSjV0p/zv0cg\nwMv/6tcmqCJ8VcVl4SHWbvGfdPvbA8CeGpjKdyvnkquDJVocIwqg6kalN3oPi6+OISIvAIyryjGI\nGOsQ2M0P9G4Jrw3vGDRlNNWld0IUntx/qgfUQHxEJPEsQ5KqQzDU8wGcu/PJuuGs7PjwM1+Qg4hx\nDoFNfaRP6yavDe/IB8tVvib0axLtsPNsjYMuVpZxB1OKmVgaua5sy8Sw+IIYRExwCGzq433bJL40\ntANXH4QHANAzIRIsHFPjNDOOZYqCKcsFEcEpcAoAVKoPSFh8QQoiNrbzbOqT/dvGPzekfXDMq0yi\ne1wEuGWtLSLWaJGTRSwIlvxO3SB4bf0BXVJ1AwAq1Vm5Xn2o9QVEbGrn2c3PDm4f++/+berdKnyU\nTYBom6Ce8cptAGBfDUydDYZp58ECD9w4e6v3UKF3r6wbNxJRbmWOC9/5ggxEbG7n2dQXh3aol8I7\nT6+ESAKAHjWxoejG6UBOO4kIpqcdoaSPV/kyct3PlshaXyI6Vtnjw3e+IAIRW9p5dvNrwzvGTElp\nVa8vjP2axDhWHc3rAwDfV9eGpOo5gZp2nizxwa3z0qX0nKJjkqpfT0SZVbURFl+QgIit7Ty76c2R\nnaPv692iXgsPAKBXQiRaOaZGDZV0otwzXlkGgDpNOvhxTzbcvXCHTyd6V1L1F4ioWv0swuILAhCx\nrcizm969vEvkXT2b13vhAZwLungVvT0iMjVoQpV/2uNXoI7Ely8pcNfC7b5lh8/meRT9OiJKq4m9\nsPgCDCJ2EHl2wweju0ZO7t6sfqwlVIKGdgs4BM6QfUpLADhYTTP5Z+oouXpx1hm4dV6apOjGDI+i\nP0ZENd4r7m9xlQ1WELGTyLMbp1+Z9LcS3nl6JkTqULOgS35tB1w8igZ3LNjmv2F2am6BT73KLWv3\nmyE8gLD4AorIsd+MbBnrurVrk7+d8AAA+jeJdlo5pia9PPMKfUqtRYQ3HM+Hth8sk2bvzZnvVfU2\nRLTKTPth8QUQSdOvX3U0d8/IbzZIud7gaoNXF/SMj0Q7zw6sgYn8Elkz/XlP1nR4/Pc9ymUzNxaf\n8cq3lMjqOCKquAtuFQmLL4AQ0dESWeuVmlM4vf1Hy30rj1Rqbbbe0DMhEryq3hGrnzdXohoGq+jm\nPfbtOF0Enaev9H627ehqSdXb6gbNN834RYTFF2CISHXL2uNFfnXM1T9sLnp6RYaqGUFVoF1rxDms\nYOVYBIBm1TmeiMjKsR4z1vo0w4BX1u3X+32xznusSHqgRNZGEdHZGhsuh7D4ggTdoGWSqrf/aOvh\n1JTP13iPF/89tn7vHhehQQ2CLjyDJTXtXJ2V74Hen63xvrEhK82n6R0V3ZhBdbALS1h8QQQRnSmR\ntUEZue5XO09b6ZuXmRNol2qdAU1jHBaW6V3d4zmGKahuficRwbSth41un6zyZea6nymRtX5EdLy6\nvlSV8DpfkFG64PwqIq6YMC99/q2Hzka+N6qLxVpPtw7rGR/JOAR2UA1M5FVn2nmyxAfj56ZJ204V\nHy1ND6tJgne1CN/5ghQi2uJV9fY/7MlenvTxKu++vEpt+RZy9EyIBEnVu1Q36KITnc73VT67i4jg\nh93Z0OGjFb7Uk0XvuBUtKRDCAwiLL6ghoqISWbv6SKH38V6frpa+2nGsLh5F6pREpxU4huEBoNL9\nLi9EUvWcyj7z5UsKjJ2V6rv71+3H3Yo2UFK1Z2rYxKlGhMUX5BARKbrxsVfVUx5avPvYTT9v9bmD\naFPImoKIkBTnUqCaQRdFN86e9Vb8hiw6cBrafLDMt+LI2S89it6eiNKrcz4zCYsvRCCiPR5F67Tk\n4NnZHT5aIaXnFAXaJdMY0DTGzjHYq5qH553xyJd86HPLKtw+f5t8089bcwv96hVuWXvQrPSwmhIW\nXwhBRFKJrE467ZEnD/p6needTQeN+jAN7RUfyUZYuMHVPDz/tFcuc+q47lgetP1wuTQ3M2euV9Vb\nE9Hq6ntpPmHxhSCaYcySVL3r86v3ZV727UYp2HZorSo94iPBrxldq3l4/sWpeX5Nh0eX7lZGfbep\n6KxXvrnYr95CRCU199RcwuILUYjoiFvRum/KLvi0/YcrpNVHQzc1rXmkCARgQ8S4ahyeX+hT//ge\n7zhdBJ2nrfR+sf3YqtL0sAUmumoqYfGFMESkqoaRme9TxKEzNsB/VmZooZiahojQJdblh+oFXfKK\nZFXQDANeXrtf6/fFOu/RIun+ElkbXdlGRoEiLL4QBREtTgs3I95hfXfWP3qDy8Jpr647wLWeukw5\nEYKpaQOrH3Qp9Gu60OvT1d43N2al+TS9g2YY34TCmkxYfCEIIiY6BW7r4GYN/rH7vmHijZ0S4ezj\no7knB7RRjxX7hKbv/Q7z950KtJtVoldCJOeycFXOdCEi3cqx2zPzPP8pkbX+RHSiNvyrDbC8CwQi\nEhH9LQs9gxVEHCjy7IKnB7R1PD2w7V+6WO88XQzdPjlX83lF60bq3JuSeUsIpKZl5Xugx6er8t2y\nVqluz6FCeRoKiy9EQES0sMzDAsu8+tMNvW2jWl96D0bNMOA/KzP1NzZksQAAmQ8Mh/YNKr1/R0Aw\niMD+6kLFrxmJRJQXaH/MojwNhaedIQAi2pwCN6tphO3lHfcOLVd4AAAcw8DrIzqx+x4YDgAAHT5a\nAU+v2FsXrlYbBhE6NXT5oIaNdEOJsPiCHESMcgrc9staxV61/Z6h9pZR9kof266BE/Rnx8BdPZrR\na+uzAF/4BQqDoL36pejfNFpk0JT92kOCsPiCHyQgwSFwDM9W/eNiEOHTq7vj3vuHAQBA9Bu/BW0w\nJjkhio+08jUpLwopwuILcoiowKPoSfP25awb+NW6amezdGzoAuPZMXBNuzg4G6TNmnrER4Kq099m\n2hkOuIQIiMg4BPYNh8Ddt2xCf7FzrCvQLpmObhDYX12oyrrRiIgKA+2PGYQDLvUAIjLcsvZ4vqTc\n0+fzNb4F+4Nz6lgTWAahfQOHBADdA+1LXRAWX4ih6MZMr6oPvXlOWuFr6w/oIZDIUSX6NYmx/V2C\nLmHxhSBEtEVS9a6vrTtwcNycNL9f0wPtkmmkJEYJERa+Jo10Q4aw+AIInqNanwERZbsVrceSrDPL\nUj5fI532+M12LyD0iI8Anai6hbUhRTjgEkBYBp8wCP7HM6jwLONnEf0sgxKDIDGAHgJwE5BbM6hY\n0Y0iWTOKCcANAB4A8Jb+V+IY/GekhR+0dEI/W4/4yMD+T9UQzTBAfGWhqhrUIBhr8KpKeRoKtw4M\nIAbBx06Bu31St6at/jOwrcujaC6vooNH0cCjaOBVL/i99O8liqYW+1WtRNb0Elk13IpGblkDSdXV\nz7cd46ddGRnSnynHMNA2xiHtzXUnAcC6QPtTm4T0BxXqEFExIg78esex9GYRtoTH+1VqD3a+9Kfe\n0rdJtDUj190TQlR8iCjCud5X5faKCT/zBRgiyvUo+oDnV+8r/HL7sfoVuqwmKYlRlghrSAddHgIA\nCRHLzdYJiy8IIKLjXlUfMGXxrpK/Q4v4iugZHwlEVO0W8kHA6wDgA4A15Q0Kiy9IIKL9kqoPu3Ve\numfFYfO7HxARZOaGRtfrTrEukFQ9HhErn0UeRJRW0UcAQGZ548LiCyKIaJuk6leN+XGztCW7wBSb\nmmHA97tPQMdpK/zX/LiZQqHHi8Ay0CLKLgFAdTuaBRwiUgGgW3ljwuILMohojU/Tb7ps5kbf3rPV\nj7R7FQ2mbjlEie8skcbPTYfkhCjYdvcQ5JjQ+Mj7No7mEUI704WIyq3fCo1P4m+GbtCvPlW/e/DX\n631HCr1VOjZfUuC5VZla3NuL/Q8v2Y1eRWfn3JgMM8b2tDotoRMk7dM4yuaycAMC7UdtEl5qCFIU\n3Zhp5diYAV+tezX97iFinMNa7vhjRRK8viFL/nrHcTKI0jWDugxqFmP8cH0vMcFpqyOvzaNnfCQg\nYnKg/ahNwhkuQY5d4F5MdFofS71rsBhpFf7y+q4zxfDS2v3SrwdOA4P4qazpBRaOffLVYR2tU1Ja\nMky1tzsPLH5NB9drv2qqQU4iCqrcufPbmVWmPWG4pCiEkVT9uVMe/zfDZ2yQvMq5LQmICFYfzYUh\nX6/39v1ibdGC/adf8WtGF47B9i2j7E9suXOw+HCfViErPAAAK8dCkwibBABdAu3LxVg55pMIC7ef\nZfAeRHRU105YfAGkNLG6X3ljiIg8iv5AVoH316t/2CzNyTgJXT9e6bn6hy0564/nPSqperxmGGki\nz6ZN7tZs2O77htnrS6Ftn8bRHARh0MWvGYsBoMVlrWLftnLMWZeF/woRk6pqJzztDCCIyLEIeQLL\nvCqp+hsVjY208nOIqFWxrD0HAL8AAO8Q2HctLDtp1j9624a3bFg3jtcRH6Yehv+szJhZ7FcnBNqX\nC0FEzs6zp9fdPjAm1m6Bz7Yd0z9MPSxrBh0tkdU3CeAnIpJKx4b7dgYrdoF7W1L1RwUW75Y147PK\nHoeIXR0CN39YiwaNvhrTwxZt++vzYKiz8UQ+XPX95qwCn9I20L5cjJVjn7mxU+LT34ztaQU4t566\nOOsMvLv5kGdTdgFyDM70KPpUANgbFl+QgohNGIRjPMPomkHjNcP4qYLxjJVjHmMRX/joyiTrxK5N\nqrudeUCZtTebznoVuL1bU3QIZQfdvYoGka8vUjWDHBWtmdU1iBhr45hj2Y+Osl584TtWJMEn6Ue1\n6WlH1CK/agsHXIIUIjrhFLiFN3VOZEWe/ZplcNSlxiJiY5eF29ChgfO53fcNs01KahqSwgMAsHEs\nPrR4F8a++ZvyyJJdSlnrmXaBgwSn1Q8Anerew/IhorMCy/xWVjJ8s0gRXh3ekTv7+Ohy13jC4gsC\nimXt1SUHz/oW3dLHZuXYOYj4l8VlBvEGkWczHuvbulfqXYPtLarQPDcYuaZdPIzrnOg3CFZ/vu3Y\nxx2nrfBe8d0m75qjeXDhbCwlMYqBIO1iXSxrb7696aBkXGL2WFGf1bD4ggAi2iJr+uFcSYFfbkoR\nRZ5djIjdAQAQ0RVh5Wcluqxfr5o0wPns4PZcqKSIVcT0K5OsDoEb4FX1hX7NiFt2+OwTV/+w+WS7\nD5d7vt5xDPyaDv2aRNudAtc/0L5egi0+VT+55OCZah1cPz7FekCJrL30yrr9npGtYuHbsT0dIs+u\nQsTxdp49cF2HhDGZD4wQkxOjAu2mqURaBfjuup6inWd/AABW1Y2P3IrWNKvAe8M/l+7ZEPfWYt/K\nI3kGx2DfuvYNETvYePYQIl6yrpCIqETW/vfWxoOe6pwjLL4ggQDm7s/zyGk5hXBdhwT48Iqurmgb\n/yXjZxEAACAASURBVMV31/Vq9NWYHpZLBSVCnctbN4KbOic6XAL3McC5/qREtKTQpwwolrWeq4/m\nzZB1o9yK8FrCyjHYJMLCLbUL3P8QsczEWAL4cXN2ARwqqFoOLkBYfEEDEWmKbrz5+oYsCQDg9m7N\nMO9fV1jGtI8PtGu1znuXd7GKAnsNy+BVF/6diDJLZHWyV9EC8cxXIvKcvO/BEbbkxKgpToHbjoht\nLh5ERD4G8YsPUw+rVT1BWHxBhGrQp78eOI057nMX+lCNZFYVp4WHH6/vLVo59ltEjAm0P6WUeBWN\ni3NYYeXE/uIrwzp0EHl2B88yd14cYvaq+vufbTuqS6pWpROExRdEEFEhx+B3U7ccrtqnWEU0w4Cl\nB89AMBXWDm7eAO7o3kx0WbgvA+1LKSV+TReICBARpqS0YrbcOVhsESm+5xK43y68SBDREZ5lNv+w\nO7tKJwiLL8jwKPqbH209olX1KloZfKoOH209TI3fWSpNXrBdl9Tg6nT9+ohOQqSVH8Eg3hhoX4hI\nBkBD1v//AtU51gW77htmn9St6TCRZw8g4vDzrxX51ddf35DlqUr7/rD4ggwiOsAhbp65q2pX0fIo\n8ivw8tr9evzbi31TftulKLqBa24bwLqCrLjWxrMw+4Zk0caznyFiXKD9EVj0l8h/vghaORamju4q\n/HJTSnS0jV/gELipiGgBgN9Pe2T3piq0/wiLLwgpktWXX123v0pX0bLIcfvgsaW71cR3lvrf2pg1\nt0TW3oyw8saGyYNsraP/WgnzW9ZpmLJ4V0Bvh8mJUfBQSkuby8J9G+j0HZ5lvCVy2XGUka1iYf+D\nI8RBzRrc4RS4PQDQ3qfpb7+96aBUWfth8QUnKwv9au6yanYxy8r3wO2/bPO3mrrM9+m2o19Iqt7O\nrWjfOwXuX2tuG2Dr0ND5p/GFPgXGz0nzX/n9Zoi28gHvHfrCkA58I7ulL8fgpED6wSJ6i/2Xnv43\nEC2w6JY+4tuXd25l59mtCCAuOnCGqey+GWHxBSFERG5Ze/nVdfurtHibnlMEY37YLCV9vNIza+/J\nd/ya0dQta/cxCJ1Envt+5aQBtq6NIv50zKIDp6H1B8t8s/Zmn27isklPD2wb8AVFgWVg9g3Jdp5h\nPkTEJoHyg0F0X+rOdx5EhLt6NMdt9wwV28Q4npB1w/pJ+tFKzR7C4gtSCOD71JOFVFGvTSKClUdy\nYeBXaz2Dv15XsOTQmWd8mhEvqdp/iCiPZXC4yLE//35rP1vPhP/fRKXQp8DNc7b6x/289XSBT73J\nwrGub8b2EC1cZTrW1z5JcRHw1IA2FpeF+zGA08+ii5/5LkXbGAdsv2eo/d/926i/HzpbqTByWHxB\nChH5CeCDtzZllTmHMYhgbmYOdJm+0nPtj1uyNxwvmOJV9XhZM94hIg8AACIOtHLsgkXj+4p9m0T/\ncezC/aeg9QfLpEUHzsz0qHobp8BdeV37eHFI8+Aqxn1qYFuuaYQtiWfwvkCcn4CKKrrzXYjAMvD6\niE78+tsHViqSFRZfEOPXjA9+2J0N+dL/l7IpugFfbj8Gzd/73TN5/raMvbnuCW5Fa2YQfX1hzRsi\npog8u3j+uBRxULMGAABQ4FNg3M9bfTfPSTtd4FOvKJHVuwCgAyJMfG9U1/LbowUAjimdfrLMm//X\n3n3HR1Xl/QP/fm+blgqBpYsgKEgv6ktUVhdFUXQt6677g33sZYuPuvroumvXXV3FjmIXFPVneSyo\niIgFIYAgRVEgQBKSQAqpU+6dW7/PH0nYBJLJJJmZO8D3/R+Zc2dOePHhnDkVEYem+vNNm2rjbfla\nireh5vClMSKqkEXho3nfF9kh3YQ5+TucvnMWq3/9fPPK0qA2s0G3RhHRB0TUqpuDiOP9srj07Ysm\nB6YN6Q0AAB9tK4ejnlyqfbq9ckHEtI8iom8QUcpUpIVPnTXG19Ofnjvhj8nLhPtOHeHN8khvI2JK\n+8S6bVd3JXzxcv3LNYstqFv/+te3Bec9uKLAFBG/aNCtO4loQ3vlEXGUXxa/eu38iZlnD+8DtZoB\n1368Mbp4R2Vd2LB/R0TLm8t6ROHG0b2z+s0e49qYRlxuOGGo8NbmsqN/rAreBAAPp+pzDZvq6nXT\nBoCkhJ5bvjRHRBtV074mbNij66PmzA6Cd7RfFr99Yeb4rAtG9IMPt5bDUU8uVT/bUfVq2LCHtQwe\nIh4hIN79yq8nBNJ9DamACG9dNDkgIt6NiCNS+NHBWtXo9ILpeHH4DgIO0Xwi2hGrDCIO8cviyqdn\njMmePrQ3/uad77RZ76/bUxc1zwzq5nVEFGlRFrM80su3ThmmDO/Z5WMnU2pIbgAeOWOUL1OR3kPE\nVPXYgnXRJKzza8LhOwQg4qCALK565PRRubleGY9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###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", "my_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", "my_map.drawcoastlines()\n", "my_map.drawcountries()\n", "my_map.fillcontinents(color='coral')\n", "my_map.drawmapboundary()\n", " \n", "my_map.drawmeridians(np.arange(0, 360, 30))\n", "my_map.drawparallels(np.arange(-90, 90, 30))\n", " \n", "plt.show()" ] }, { "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're missing an entire island to the west of here! Let’s change the resolution to ‘h’ for ‘high’, and see what we get:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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G2FiJ52ZZJOEbs8gvXH5rN0v/huF+m7dRiAXb7+1jCjKKHzPGRlzueCKyE9EO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###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", "my_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", "my_map.drawcoastlines()\n", "my_map.drawcountries()\n", "my_map.fillcontinents(color='coral')\n", "my_map.drawmapboundary()\n", " \n", "my_map.drawmeridians(np.arange(0, 360, 30))\n", "my_map.drawparallels(np.arange(-90, 90, 30))\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is much better, but we're 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's a really bad choice for a small-scale map. Let’s change that setting to 0.1, and see how much detail we get:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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QxT37H+llqxRhw0tLE0JvrUq0AMBXNzTj+1tULxUTp8kMwr/LNReEJ6Qh9v25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\nQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###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", "my_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", "my_map.drawcoastlines()\n", "my_map.drawcountries()\n", "my_map.fillcontinents(color='coral')\n", "my_map.drawmapboundary()\n", " \n", "my_map.drawmeridians(np.arange(0, 360, 30))\n", "my_map.drawparallels(np.arange(-90, 90, 30))\n", "\n", "plt.show()" ] }, { "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` won't add any new details at this level of zoom.\n", "\n", "Basemap is an incredibly flexible package. If you're curious to play around with other settings, take a look at the [Basemap documentation](http://matplotlib.org/basemap/api/basemap_api.html). Next, we'll 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's 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’s add some points to the map. I live in Sitka, the largest community on Baranof Island, so let’s add a point showing Sitka’s location. Add the following lines just before plt.show():" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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QxT37H+llqxRhw0tLE0JvrUq0AMBXNzTj+1tULxUTp8kMwr/LNReEJ6Qh9v25\nqmpwNDMXmtNOFGiAVRJ/fK9XI/uo1jWE4m6a3z9rW2j6ruOb/JrxNoD5XMhNIqKOdlmc807Phq4x\nbWuV2IP0lz0nMPyPLWmySO4hjSpX/XJAM0txpltTdxzDmPm7FmQH1L4lNbbTCEQPdKlW5qNld3cq\n0jnhlz0ncNuvf5tY5BDwKgOfArAgLxRqqUh0q8siveHXjCqNy7r8fWuXc77UuZ5ok4s/A7gsNtnz\n5XUGsFIgGBZRBIPnBzRjgEOR3qod43jixrrlbW+uSgQAzLujPfrWLheursOKyYzod+cE3SG9MTMf\nLKiNU5Eet0jC27OGtrN1qHJ+TsBeVcc3247ivTVJ/pOe4GiT+bvC2hJRTaciLhnWuEqFT69vYjnb\nYSFcGCaj0ofz/Wm+0NMuRRreuVqZZr/e2sZW1I9w9bFM3PTT+r2Z/pLZZjgbIlJcinTw9yFtKveq\nWXA5sQ3Hs/Dain3+eQfS7YWIEfL9KWMjLNKUMjal69c3Nnd0qlrmguvYX9Jp59lEW2UFAAjIVQ3j\nHcM09xLR7X7NmLEzzf342DVJnwDAmns7X7aKBwBLD58CAccLUzwiqm4y3t58f7fzVjwAcCoSxrSt\nhYn9m9gjrfJj52rLzIe8qtHsx93HN/b8fo0/Jxj+ZACiQJg1tJ29TozjfYDlFUcylnX5dpU/u4gU\niXViHPBrRg0iKnHXJGZWZZFSC8uZE9QNtJu8EmcrHgHfiURnW69MIhpml8V99zar1ithdE9Hjxpx\nF6x4RVGqypcVUJdYRWGTRRIPuCxyS1EQnu5dM25SpEVeb5fFmrrJj0dapJlDf93sW5lfkjnPOOHD\n6RoKlxLVMJHiCeKTDYf8XtWYUFi7CIv0+bMd68g1oi8uQqN/nfIwTK5PRLXO1Y6Zcz2q3mNrSs60\nCh/M1z9Yd0ALtxK2rhSNhNE9Hbc2qtyEgOx9mZ5vW01a7j/hLjyZbTmnFY+3qyVGWeUvwzqYAiAi\n0asajVtX/Huy7ElbjqDd1yvY9fasM1opC5QrEcYwMMJgdgLgaKusWkQyAUz7+obmZT7qG6+UtNN2\nqSofEQ0KGmZrMB/LDWrXBXUTz3Wq60x8tJetvNPyqEMW384N6Tcf9wSG95u2Liv+8yUe5zuzQ3Un\nLNLfWLn/kibCDOkGYt6do1f8cD4WHUp3G8zfF9SOiPraZbHLs53qXLShSBEFDG9aRbCKwgNFtWVm\n3RPSHwhj0dCpAAAgAElEQVTq5rinF+6Wo9+de1EbwAUhCQI+7NNYkUThlqBu7jjhDn7Qf/o6n3aO\nDG2PtK4ph3Sze1gHUjAWAv6Wtn9rSg4emL0dG05kk84QYu2K+WS7WoixKREMfFQz2u4DgHl3tCfN\nMJWQwULPGnFqaTnxl7a/5CJZoL8M5ngGhIdb1TA7VIlBWYcF60Z2tZdzWsZEWeW1zIjza0aL3eme\nQX7NqGaXpSm1ou2X1L+KAdhlUQOA/KnKv9YNokC9HbL467RBrezhemo+2a62YpPFRy1S0QqYzzsA\n2hIwse+0tYFjYS5lFmmVsfzuTtb6sc6PFJFuOJTlS3hl+T6tsPYVXVZIAikC0V1EVJIRsJEG84yn\nFu72A3nr1NdX7DMBJACACCzL8KvCh+sPcpovRKNa18AnfZs4AKDftHXwanmJmT67vmmpRUmUqvIx\ns0cz+caQwfUA9J2blOo7/SMt67Bg50M97F8OaNauf51yHzkVcQmAjcycJgpUgXBp/YutkoiE0T1t\nxx7vg6fa167uUqRlRNSEiAYrovCNQ5G+tsvizHl3tHf0qBEXtn5rxTiw4b6utiir/BERXV9Ue2Z2\nM/NGk/lRzTDfuOHH9b5w5w5tWj4S2x/s4XikTa0mIMgfbzjo/+/SBPT8fjV2puXi7EIzRITvBraw\nMDBFFqjE9vqcirhMN/nu2YmpwjfbjqLuhEWBmftTBQANAcAAuiMv8RcBQLRVEdcdz0IFpxUrRuTl\neapXxqnVLeMsqSH+i0tRPbYy8irZrDruDtgz/P+/lnMoEm5rVAmzhrazD2lUubJLkWYRkZQT1F58\ncWlC4EjOpc1cFWu3oEqkHS90riv5NaOmQOgpCzRDM/mee5tVHbl+ZFdb52rhD2+pU8aJWxpUFAGc\nc+33TwK6OfZIjn/tbb9sDIV7zSwKhDe6NxCqR9nrBHXjqzdXJWLp4QysOJKB2PfnqtN2Jp9p2zq/\nbJxmclsiKpGFlCIKr+f3YX1o9nbvcXdg7j/bRCgSCQQNAHalu803ezTEyaf6YuLGQwEAaF4+Un5z\n5X48v3iP+cjcHeqM3SWbaa7UlY+ZTzDzMkmg2QZDjHt/HlYd/fseLBHhiwFNLS0rRrWyy+KPAHIN\nk1+/9ZdNvrOfqpcKiyQiyiqHTMYGSRA07/MDMKF/U5SUt4k7pOGPfSkGgD3ncx4zszukD1py+NSk\nWp8sDHyy4aB52oUqHIgCYfqgVg6bJI4G8LhLkQKfbT6s5gS1qQ/O3h44nJ33sIywyBAJpxNulsiC\nKtOvTgfQDQA0k29WTf44xiarVkkIAnipgtPinTm0LTFDuiO+cuD3IW0FIM+hY25SWgDAjT8nnNj9\nyvK9P4xdk/T1p5sOv3TPzG3BA1kl58p3yeqm6yZ/RMh7Ct3y88Z/GVMkQcDM29vaFVEYCOBQ0DCn\nJmZ694xdk3hZZE0dFl9ZdCnSFxZJSFhQwtV3H5y9PehTjV+Yi+fOdjbM7PWE9Ee9qtHqpaV7dzy/\nOCGsZtD4cpGYM6y93aVI7wQ045d9GV5FFijTYH518C8bfbppwqlIMBgCgOoc5vJhZ8PMKwCA8rLo\nHQ5ohtmlWqxik4TbnbJI8WUjsfKezvRIm5pn8pIoIsFktgH4y2Q0Nhl3RlvlO62S8LJqmOrDc3aU\n2HTrkikfM89iIAJAX79mnPpx1/F/tYmwyMj6T3/pv13qaREW6Xd3SB/y1sr9gffWJJnuUKFr/FJh\nfN94a8uKUbVygtr2b7cfDfsNMpkxNykV3b5b5Z21PzXdo+qjC2pHRKJAdCcR9SeiQo1SzJzgUfXb\nJ246pH+68VBYp1Ndq8di3cgutkirdKsk0O+ayZ8HdXPcgSzfrrdWJuqiQLCIgg4gvObXgnmFgbIA\nTuomf7X4UDoCutn4QLZfafzZYr1T1TJoVznmTOP4cpFYfW8X2+CGFXUA2De6J7Kevd6e+Egv5zc3\nNY/qVSOuxBIIlaqHyzn6aWWXxQVj2tZ0vdm9ofxP1yXDZHT6dqV/R6r7w4BuzIi0SG/rJvd+vF0t\n6fXuDaRLlXbv661H8PTC3fOCutkj/Zl+lnBEU2cHVHyz/Rh/sDbJ79eME+6Q/g4DGy2i8HjIMF9i\n5nQAyM+Y3VMk+rlJuQjoJhsHsrwkCjTdqxpvMXNyQfKJqI5VErbvf6SXvWpkYY4eF8ZxdwDdvlvt\nT/OFvvOEtNFEVMkuiXsX39XR1X/6On9OUKvLzCfC2uk/yM8xFAJwT5RVfj7SItU+7g6qBrPVLou6\n+7kBUmmmqLxsPFwKg5k3+zWj0djVSfKnmw7963NRIPx2Wxu7LNLTBHyQG9Kf8GlGz7dWJUrLDpe4\nz26h9KgRB83kDnZZXPPnvpSLkuUOabj/r23BSh/OD76xYt+fKd5Qr9yQ3sImi/Xtsri5RpR9hCTQ\nQwAgCnSTIlJurWjHDIPZcXP9Co6dD/eI2PlwD9eIZtXucynS0sLCnpg5SRaEH7/eejTs0/fKETZs\nfqCrPdIijSCifsx8ImgYd/SeuibgCekygBLPScPMKgCIRI8HNKN6wuieQqOyLkgC+U3mzFFzd5RI\n4O2FcFkoXz5eSaBTTy7YxWuTM//1YUWXDT/c3NLKQB+nIk1Fvsl43LqkwMqjGcgKqCjtclzMgEik\nZQe1pXtPeS648z3pbjT+bKn/pz3Hfw7o5k1+zdgXY5NfcMjisT61yo7ZN7qn7buBLWRmvKqIwkM2\nSXygSoTd/Oam5s4fb2mFNpXyvDpqxzjxSd94sWv12EouRRpfWH8eVZ/w2abDoZKYukdZFXx1QzO7\nUxG/JiKLYfIsn2Y0N5irMvOxsHcIgIgkWRRGRVjk709XlzKYmwoE86QniBUjOlkruazQTZ727baj\nM0bN2RH2wNsL4bJRPmb26iY/XbeMK9C0XMHRwTfUqwDP8wNwQ91yTe2yuMQhi/sWHUwfe+OP64+U\nfX+uETV2jhHOOn9FcdwdgCJSCvKy2V3QXGbG7uNo+/UKf4o3ONqrGve4FGnS6NY1nx9/XfwNa+7t\nEjNlYAvbu2uS1B7frwnKAm3TTNZ1kzee9ARE3WTc3rgyrjvLD5aI8HynOjaPqj9IRAXOK5l5h8H8\nc+UPF4T2Z4T/d9i/Tnm0rxwTZZWEZ/L728/MJZkHpKFu8qceVR9OwJlSUJphvtPl29X+oG5iyV2d\n7HZZfFg3eeehHN+lN5njMlK+fCp3rlrmnFHiTkXC9Fta23Oevd5yZ5MqNe2y1BPANoMhVomw6rnB\n0jPEHHcHANAxADhf1dMME4/O26mO/Gtbqk8zOmqG+R2AWypHWGM+vK4xhjetiqblI3HKp+LrrUfJ\nrxnjg4bZAsCkjlXLPJMwuqdS2GZ+RZcVMTZZj7BIa4moWUFtsgPqPbppvtZ+8srA8D+2BL7bfhRf\nbj6MzzYdOmep7k0nsjFl+zEczvaBmZEVULH08Kkz52QFVLy6fK+pGSxaJbHH+X0rF8wuAm6LtEi7\nGRBEIk0SyKczFmQF1CmvLt8XqhXjwC+3trGJAr163B24LLIwXxYGl7P6G26TxInRNlmu5LLqdzap\n4hrZvBochWTu0gwT3aas9q9NzrJbREF3WSStT82yPO2WVuG1JBTC0wt34YN1BwHgpxc61x3yVo+G\nxfqu0n0hDJi+zr8/07vRHdIHAci1SsLTkiC8OmdYO1uXf2zULz9yCi8sSfAMbljJOSy+MpV3Fp3F\nwmTG11uP8hMLdqkBzRhhMv/0zzb5b+t6BPSOssq9TeZck1FOEYVOBrO44M4Oyp50NyZvO+p2KBK1\nqRjl+nD9QZ8iCitVw+wgECyqwWSThOMMVIywSHpuUJc10/wzqJvLAMxk5pKP9v37NQnMfGYJYJHE\n917sXPfpl7vWJwDo/t1q3/KjGY4pA1vwXU2rlrwx8VLm7TwfmHkqEf0Q8Bj3p3iCkZtO5rw3bdfx\n0OfXN7W0qPDv9CayKGDusPb2ob9t9s87kGYP+dX3FhxMf5yZixUUWxAJp9z4Ztsxs1PVGKFz1ViU\nsf/b1W/vKQ/2Z3qw+OCpAAAbgL7n09v3O45hV7p7UVA3BwFQIizS4upR9jZ/DmlrKygSolv1OKwd\n2bXY+RGYGSfcAch5ZmCVgc2FtGMA+/L/nYnSIKLWDlmc1vGblTWdirQ8J6h9CUBecyyzq18zJvlU\nfXO+4lYCkBrSDZ2IarlDuoK8vduDhQUAlzRnKx4AOGSxQZzdcub2fNwv3tH0i2V4YNZ2HtywItnl\nS6cCl9Wbr4D+XQBWAWi6/5FeKMzvjpkxbt0B45Vl+wIB3XAkPdqLasdcmI9emjeIVpOWB064g7JV\nEvTxfZtYHmiZF03PzJix5wRGztzms0jCDr+mHwkZ/KtLEV8Y37dJq3ubF68Q6wdrk/DK8n3TvKp+\nJxHd1rJC1DdrR3ZxhCNu7I+9J3HfrG2BgGbqdlnYmRPUntdNXnW+coioLoBMZv639esKgoh6lbEp\nMxMf7WU/Xf/icLYPkkCoEuatlgL7v1wi2S8EIqoG4AgAjO8bzw+1rE6FJfJZcywTg2ZsUD+9vqky\nuGGlC+7zhDuAdpNX+NO8od8sktB1YP2K5WKssjB993E1qJvZXlW/yyGL39eMdkQoosA1ou3yj7e0\nshc3ijzVG0S9iYsD7pDeLcoqv/J+70b972tR/YLHe5o3VuxT312TlOPTjJsB6FFW+VVJoGiTOTOk\nm9O9qj79ojspBkREFlEYL4vk9YT0F0ujz3Phssifdq8ee8/M29vaSrv+xRWtfAAgEN3HwNsA4r4a\n0Az3t6xeaNuQbkAggnyRb5ET7gC6TVntP+EO+gO6ESsJdEQ3uToBNzkV6f5qUbb+d8ZXEZ7pWAcX\nssn/854TGPnX1mTN4LjjT15njbVfXMJl3TQR/e7coFfV746yyqNEotavdqtvqxXtoBRvEKPn7ggp\novCLO6QvB/Ab55X6LhHynad1qySsDWhGx5Lq5zzGY3UpUsIn/ZpUH9Gs5Nd5f+v7Slc+ACCiOFmg\nzSajStrT/aigtVi4YWasSc7CN9uOBqfuTCbdZAsAEDCQgT8BYNHwDigsZ0hR3PzThkC6P2SsubfL\nRcexrDyage7frdassqi/26uR9f4W1f42Q9id7sayw6ew8NAp39LDpwzVMJ/VTZ7EzBe82Z6/7nsU\neQViFgCAQPSwRaQRQYN/A/BTSe3tnS9E1MQhi+t3PtzDVvMiMwycV7+Xu4dLcWDmU5rJ1e2yOPnZ\nxXtCQF5ah5Lc1yMidKpaBt/c1MLavXqsCmAMgFYAapxucyy38DQKRTH9lla2P4e0DUsA2W8JJ1UT\nyBhYrwI/0qbmv6bmjctG4NG2tTBraDvH6ns6RzQvHznOpUj7iahXUanrT0N5xBBRD7ssTkBelq+P\nBWB6pFX+3iKJr9tk8e6gwW0AvCsLtCIc1xYOmHmnwfzKrfnO3pcDV4zyAXnWOY+qvzNjz3EsOJCG\nyh/ODxXkkB1OApqBN1bs09ckZ0kAUgFUYuAjIC/D2pBGF762tMki4hzhqe/x296TqiIKWV2qlSnS\nitC8QhQ23NfVMfnG5rWqR9n/sEpCbrRN+aOwREdEJEZa5V9lgYI2STgQZ1dm96pZ9gG7LM6zSUKG\nU5Gcz3Wqe+eo1jWeU0QhXhHpJQCdNZN7heXiwkRQNz84kOnb9c6qxEuakuQ0V9K0U3Yp0usGcznd\nNG+wy1JOblA7+XLX+p1f7Va/xMY4+OeNvgUH0zd6Vf0+AAMAfCwRqTZZJPfzA0o8k3ZxodfyCr/u\nfKg74gvxECqMpxfuxgfrDkAgzDVMvh4AiMiGvOwZIacifdu4rOvWP4a0tR93B9CiQhQEImxNyUFu\nUEO36rFntnaO5frR5dtV/jRfSFZEYYc7pF8PIAZAFICjzHxxTrAXCRFVtkni3hUjOjlbV4ou+oSL\n7e9qmHYCaGcyPzWqdY07FVF0AljPwLSD2b4Ln/edRWHT16O5ftOr6u8DKO+UxYdf6lxXP/lUXyXx\n0V6XjeKdpmWFqPNWPABIzPQaAGAy+p/lJjcOQMAmiZ9Vj7LfuvDODvbyTitaVYw+Y2BqUSEK3WvE\n/W1PtWqkHYce62N3PzdAfrhVjaZ2WUxQRNpuk8RVVkmYetEXeZEw8/Ggbtx3+2+bfJe66Mxltcl+\nLghoVN5pNWJsivxcxzriF5sPD84NammHs30X7U+WHVBRdtw8dilSoGa0QyvvtLhygpov2qYo+zI8\n2TZJ6ORQpMfH9W5sv7NJlYsqjlFSPNiyOr7ccuSCzp0ysIUY815e1oVIi3Q0zm5JcSqiz6saEAgD\nv72pud11HuFSAhEEkTC2VyO5baXoMrvT3fqrK/YJJmPUBQ3wAiAiwSIKr4cMcw3yt6oAHGbmIAM/\np/tCn2xPzXU0L8B5o7S4YpQPgOVgts86dnXizwREukP6dbIo6MnuwEVrQrRNQZzdop3yh45tScl5\nySoJLwR18wMAVQDMA7CjUoSsVom0XZaKBwBfDGiGj/vGX9C50TYFWf/pD5dFwraU3CpZAbXKc0sS\n/DtSc6czcH3cRWyD3NygIgbWryCtOpbpX5ucNRTAaxcsrJgQUWdZoOHVo+x3CoQxHlWHVzXkoG5M\nAPAfZma7LE77cfeJR5tXiLpkOnDFrPmAvGo/zJyb/3cEAM0miWlbHujmupDqNGfz+abDGDV3BwD0\nZubFAGCVxAzVMMvE2hXODKiesg6LdHBMb/uldEkqLVYfy8RvCSfNjzccpLuaVsU3NzWniwlafmlp\ngvHhugOf+DXjyTAOs0Cskphzc4MKjnG9G0uVIvJ8qBcdTMeQXzftywqoDQCAiOrbJHHTFwOaOs7H\nx9NkxofrDugnPUG+u2lVuWn5c0/zr5Y1H04rXv7fbmYOmMzvP7dkT/CPvSexIzX3XKefk4db18Cc\nYe0QZ1dmRlrlGUTkBOBIe7ofEkb3JJMRkeoN2R1vz0ZQvyzSyJQonaqWwUd944WfbmlF03clc42P\nF+rpvmDRJxZAmjeIn/ec8Ad0868wD7NAFFH4I75shHBa8QDgkXk7/QwsPP1/Zt4X0I12o+bsSJ+4\n8ZB+ri0rkxkTNx4yB/+80dvk86XeN1buT/hi85GPW01arl2Mtf2KevMVBBFFOmRxs0US0oK62bhr\ntVi5YZxLnrT1iKGbTA5ZNMb2amS7t3m1Qq8jOdeP+/7a7hME4J5m1Rx3/L7Z0E1uHGGRfoixKfXu\nbV7N8fKyvSQQDJMh3t+iWuirG5qHvQb45cpJTwBtJq3Q030h4fchbYQBdSuc1/nlx80z0/IquVpO\nR5qXJETUqWqkbd6Rx/o4TxuDGny62J/iCW7JDemPMPPO023tsvhhQDefqOC0mCee7CsQETwhDU5F\nAhEhJ6jixh83+Len5iZ5VP0jgTAs0iJXJYIhEtU8MKa37VzpQ64KD5fiQER2RaRRVkms5w7p7yIv\nYc9dAD6Ksytm+jP9C3zTN/1iqXd/hneSwVxNN3mQRRRGBXXj83zLX7dIi/RQUDcXhQxzCgCHQxb3\nvty1fvk74ivj7Kfr1YxhMob+tsn4NeGk+FjbmsYH18WLxZ2GHsv1o+VXywO5Qe0B1TB/KOGhgogE\nuyxmbn+we1SdfGd81TDxxebD/PKyvUGT8a1H1R9lZjPCIj/jVfWxDAgD61fQdqblBo/k+B1dq8UG\nx/eNt7++Yj9+23sSAuElpyINrBntaDCud2OHIubVWDxdc7HQsfyvKF9B5G8cT4u2yt0TH+1FLy7d\nq570BHnW0HYWZsbudDcG/Ljedyw3cAOAXAC3EbDGZJ51DpnxUVb53aBudCnvsJo31S9v7Ve7nNyz\nZhxKokTX5cQzC3fzJxsP5t7WqLIy9eaWxQ4L2JPuRouvlodUw4xj5hJP42CXRc+hx/o4/xn7mBNU\n0WfqWv++DO88j6qPBFATwHYANfLdBtcC2GGVhInMuD1kmHYAeKBFda1T1Rh5aHzl87rH/9PKB+Qp\nC4CdskC6ZrIEALWiHb7+dcpZJ2876iFgLQPH/ZrxoyTQQkkggRmqVRKyJUE4xeCTId086tOM5QDm\nMbM7X64IoKUsUD+7LA4t77RWnjaolaNlxUtnvi5pknP9qDNhkR8gacdD3ZV6scU3dDX8dLF7b4a3\nPzOvKcEhgoicskDZoZdulAqKYvBrOm78cYN/xdGMkMkc6ZClqV5VX+dUpA4eVR9HwK8A6iii8HzI\nMBMtojAj9em+cpT1/P2J/+eVDwBssvhCUDffQt7WQT9ZoAxZFODXjCZRVnnpLQ0q1puVmBpoGOfi\npXd1dOQENaR6Q0j1BpHmC+GEO4DZSWmedclZFocibs0OaFMZ+AtAOvJ8Pd0iUR9FFCbEl3WxIon0\n5YCmroZxJV8zvbRp9dVy77bUnI0mo8d3NzXH3c2KF8d4z59bg1N2HHvGZJ5YkuMjovjKEbY1yU9c\nV+iTQTNMjF2TxEMaVaIP1h4IZgZUo7zTYv1s02GBAWpc1mUeyva7/ZrR0CGLOybd0DzuQqoXXVM+\nnClLHQnAY5WElYbJrJk8HECORRRS3M8PUEQiaKaJc1UY8qo6FhxIw88JJ/1zElPFkGFKsXYl4A7p\nIjO/F9DNSQAaOWTx2Y+ui+9xrvCnK5XETC9afLks4NMMmyKS97ubWjqL88P8fNNhPL9kz485QW1Y\nSY6PiG7sUq3M1BUjOp/3k083TSSc8qB+rAvX/bDWu+poxlMGY71dFtctvaujve1ZCXeLNZarZavh\nYmBmk5mzmVkPaEYH1TA7MvMhAB0axLlURRQgCnROxQPyEjjd0rASZgxubc957nqL74UbxJSn+jn3\njOph61Y99hmnIm4EEOnXjNwjOf7Lw30+zNQt48TM29vZ7JLoUQ2+59F5O/0Brejtl+YVIkFEbUph\niDXql3FdkDVaEgQ0KRcJRRTwWrf6TpssvQpgT1A3hvabts7/+96TYYukueqVj4gqR1jk34mosExa\n65Myvf6zq+oUF0kQzpQMrh7lwNw7OthnDG5dsWm5yMm3Nap03aAGFa+479en6uj7w1pfjfEL3V2+\nXeVdcugUCpod9awZh3F9GjuciviBapjrxm84WKT2NSsfCUUUKogC9S+RwefjkMV6dcpcfLhI56pl\nULeMIyJCkWabjJPZQe2We2Zu3V93wmLvrwknkJzrL/C7KS5X/bRTEugeg/GNLNBCzeTrmflf4SRE\nFG+XxXXrRnZxNLkAx+QrndNBw5O3Hg3+nHCCZIF+yQ3pMwio5VSkp2tG26Ne6VrfGW2T4VMNeFUd\nFVxWdKkWi4dnbw9N3Zm8m4GGs4e2s3UvojbhiiMZ6D99XY5fM+owc4mkG4+1W5Z9OaBpt1sKSCXi\nU/VizXBO4w5pmLTlqPn26v1Bd0h/TDd5MoD+kRbpPY+q1/vh5lbiuabcV/Waj4gUSaB7DZOt+Vm6\ndkZapHcYcLlD+lsOWVhcLcpRNqQbRoZfXZAb0m8F0AvAorOjuG2y+OHzneo+fjrF3P8KqmGi7oRF\nwaO5ASuATIcsppiMqopIclA3JdUwRQaEKKu8XcxLDexjhkc1zPjm5SMjJ93Y3DHyr23+9cezfpIF\n4db3ejdyjG5dQzhXrpQOk1f61x3PGs3M35XENUXblN0vdq7b6J6zDEFeVccj83b65yWlKQIBM29v\nJ/WrU+4cUv7O5pPZ6PLtKr9VEud4VD1RN/kYgLq1YxwPJj7Sy1nY9V7tyvdynRjHc92qxwqrj2WG\nkrJ8jnaVo0PNykdZJm48JNaPdXr3ju7lDGgGot6do2mG+Ygo0Od2WdznDul3MfOWfDm3NIh1Ttl4\nfzeHs5A8oVcjzIxhv232bU/LNbpXj7N2rlpGaV8lGtUi7did7kaTL5ZBJNpjMP9HJGouEDyayV8C\nMGWBno62KS9Nvbml/eYZG3L9mtHeqYhz74ivUv6LAc0KTC5qmAzLm3+ZBnPZksqMRkQtIi3S1JBh\nVv/HpS5m4Lgs0IBnO9ap9N+u9c/rRq8/noXd6W4kuwN8MMsXOJLj19whXVl5TydbYdsQV6XyEVGt\nSIs8MTek9f24b7w+pm0tCch7ksv5kQfC6zMBAPzKQABAu69XuDefzBGn39LK4dd0PDZ/l98d0ocw\n82wiklyKNKVmtGPg4rs62C82odHVwK8JJ3DbL5vYIgla47IRgc5Vy9h3p7vVtclZfr9mPG4yT7fL\n0n8ruqzPZQVUKTuo9QKwQxIoI/WpfnJheXaqjV/gOZYb6MbMW0vzeoiou0uRFn4xoKnUo0YcipN8\n+KL7vFKS5p4nHp+m95p8Y3Pc27zames4bQBJ8+Y5AVeNtIUAWACgf51yzgNZXvXm+hUgiwIWHjxl\n/3H38VlEFAVA0AzTvS/DnVjpwwUNm5SNCI7vGx/RsWqZ0r+yy4QBdcsj8dFeVDPaoQh5pbcAQJ6T\nmOq44cf1U4loNoA3j+X6MwFEA1jPzFqERZ48cMb6u5bc1cn+z1ykJ9wBnPKFZOSl5ChtVqmG6b7r\njy1RRGT0r11O/uC6xrjQHK8XyxVnjTsNM6fbJHFawilPgfk43l97QCMgpV4Z55li5A+2rC78MaSt\n9XRawTFtawIAFFE4as1Led5VN1FFNcyYzSk5n32++bC/NK7lcsUqiagd4/xXasSjuX5EWuXF+ZEl\nrBrmZ6phvsXMGgB4VP2RHanudff8uTX4z5nVhhPZsEriDmY+WXpXkgcz6yHD7GAw7LrJHf9KTEXH\nb1b582pulD5XrPIBgEfVX/5i8+G0kX9tDf4zzKdWtENmoMKONPcZ/8NyTis6n1UHoV3lGFRwWgK1\noh3S4uEd7VZJqC4K9Aoz+wCsPJTtv7Tlby8zdqblovy4ef7/Y++8w6uqsjb+rn3KbblpJIRQEnrv\nvYsIiKggWLGiYkEdFR3103Hso45tbGPvYBelKB3pPdI7IRAgpPfcdspe3x8JCNJCSCBh+D0Pz0Pu\nOaslPXAAACAASURBVGeffcs6e++113rX+FmbAgVB87njncfMdrFhjZi2I2Nn2Iu/hhr8Z6Zvxs7S\nkg19GkTDb9odTlRFt7IhojAi6uXR1Xc1QZvCdCXVoYjxBHCWL+Ru8J9ZWJtecFrbBhWhRhsfM+/1\nmXbrHzcfmNvpw/m+w4se3tmlIRpHuZHlCx33S07J9yHHb1DDSBf1SaiFP+680FUnzPGK16H+F8CG\ndRkF/OicTUbofyB/72Ss2J+H0ZOS/Dl+4w/J/CaAE1aYZWZfsWF18lt2vf1Fwdf/OX9r8KKvlrAi\nCBEOlQF0qMr+lskcdop0alM1QfktaoXNvL5t/dvTHhqq/n5z37hHeje99quRXej+7o0lAHT+aAHa\nvv974EwaYI11uBwOEZGu0NPd6kY9vOQwAdp5KdmYtzsbL17U+pjXFYVMxL02I+TWFJnzyDAXESE/\nYODSb1b4N2UVrQxa9kZdER3rhDm7/Hh1t7Oq93E2WZ2WjwFfLPEFbfs5TYhnbmzfQP96476CoCV7\nM/MOVYheguAxbDn3WNcLopu714t6f2VavhsAvLq6o9iwOpfNMCodInKFO9Q5mhCde9aPkpOu6e45\nXokBAFiTXoDxszYGF6XmOoP/uBwnOveU+/I/EF4WI4iaxrodR7yfixrHHtfwACDcoeHOzolUYtj2\niv35AEr1TBaM6eu+p1ujPjd3SLjHZu68O9/3ZJ/PFpc8u2CbZZ7h6rfVgU/WplqGlMsditLipg4N\nxCfDOylBS9YCsJ2IYmzmZabkOUTEx5pOMvDT+sxCRDjUgx/eyqoyvDK6xXkc7TP+PtT16/W9Tmh4\nQKkK2+RrezjX3jWgUg3vZJwrxpcVtOQNH13e8ZTLzjzUq5kupXR8vGbPoQxrXRF4eVAb/ZPhndQx\nHRI0XRWxAcvu/sqynVsavz3bd+GXS3w+o1rorlY5/1q03frojz2qJXmQZL7luQGtHAAwqlX8wSlT\nSaxbfxIABGF/uENdIoiuO1ieGQCY2a8KmugzbSmAZ4sN6/Eq7nabnvWjlVPJu4ty6ehY58zObGqs\n8RFRbyIaAwAEcC2XXiH158RIN/ol1LI+X7dXm5l8dB3Hcd0aOQTROAGssyU3PVAcDCzYk+Pp+/li\nO+lA/hlfpJ9JSgwL/5y/VXEoInfWjb2R9cglSry3dG9sbKeGFOFQNwNAli/0LwBKhENLvbFdgx4t\nY7yfORTx+JFt2Y9ZklvYzM8w8wnXi6cDEWlhuvrYqFbxZ6RA6ulQ44xPEBUREQNYCuBzIqIwXc2a\nOrpHhdvUVcUShMnL9+cdZUnt4yLQJMqj6arYNqhxrOvVwW2j/967qb0uo1Dp9vFCiOemnLCMck0m\nTFdR1+v0GbaMCtMVHK5V0rN+FJpGhzX06urBwpu1A5bd9ZXBbfDGxW1dHl0ZeXhbzFxQlkVSpTgV\n8XDX+MiYES1OTWfmbFDjjI+B+wRhKQGPMTOV7TNNm7I9o8IuyUxfiMDwzUrOCub4Q0cdf//SDmEA\nGs3fnR28sX0D8ergtkrx45dhzwNDsGncQJyrUoKZJUEYthSCKHlVWv4Rx6JcOgY3idUVomwAIGBE\n3wa1kOULYdxv6/0+w65Y6aYKoiliRJRLTxaCnv14eEfPma7DVxFqnvExf2VL7iuZXwFKPVuC6Npb\nOyZUeKX83ZVdw7wO9co16QU7752+4ShHQJ+EWrijc0OHzch4Yt6WIFA6KiRGutGm9rmXqX6Q7zal\nwW/as2zmlxen5pYcfuyPAwV4bVkyF4TM0QDAwKZNWUWy8dtzkFrgD4Zs2ZSIGpdJbVQpYbr6uq6I\nbyaO7NIk5f7B+tmKWDlVapzxHY5DVVZqgjIuax6ntDwFLZG/0iLGi2W393c5VaX5zORM9VjJki8P\naq3XculxE9bvw+asotPpdo2hTpgDTlVxA1i9fH/eEcdaxIShXe1wM0xXXihTecvL8IVcAKApwtIE\n5Yc71M1eXV1RFr5XZTBw+zejurovbV4HcWcgXrOyqNHGB/BaU3J4/8QY9+nWXGsdG44lt/Vz+gxb\nv2vauqOsz62p+OHqbm4G485p647rJmfmQ3GlNZ2ECDckc2OPpoxpFeM9Yh4XpqtYMKavJ9yhjQbw\nNoCGB48phKhnL2yl5j16qXNIk9rtnKr4e1X206Uqa0I1cAuoRhufYfO4MF1945E5m1JGfb/qkEEk\n55Wc6LLj0j4uAm8PbUefrUtFasHRYZ19Emrhzi4NxaoD+cqxPKMA8PPWA2jz3u/m4tQcjJ26NvjG\n8mQcL0ImvTh4lLNmdVo+hn293LTl2feitq3tRZiu1nNryj3fXdXtqHKu4Q4ND/Vq6gBwX5RTm/TR\nZR3l5nsGIv+xS7XH+jRTFEH418BWDgLuJ6IqKwdbGDJ/enHx9nJJWVQV+QEDuf5T0wM+VyJcOjWJ\n8sxPvn9wxJr0AnT5aAHkUyNwqovuA8UBjJ26LjgvJavo3WEdah9L/Chg2oj6929mbY9upjwwxP3X\nvaS7f10X+njNHsOtKf4Sw84F0LpNrNc//YZe7oQINywp8crSndbPW9N9f6QXRFzaLA63dkxAbY8D\nazMK5ePztvj9pu0J/uPyo6rLng18hoWiUGnm+omQzMetTT/s6+W+2buynrCkfLsq+khE5NXVSf0T\naw2dcl1P15kuZsPM6PrxAp9hS6y960LP4b+JczWlCMCh0LIREU5VsSXjup9WWwCOqdd4Mq7+cTWW\n7ctzKoSsV5ft9FmSPSNa1jlCldilKRjatLYxKzmrcPrOTPfwMpe2ZMb0nZn4YXOalIyL/Kbd0KMp\nX7lUxb89t0Rr/s5cs06Yw8oLmCJo2ZamCFMQVs3fk52xYn9+GIPr2JJ9ftO+TxCWUzVx13l0FZ5y\nJBf/1fCyfCFM3LAPhUETTlV4wnR1BEqnp5UGEbVGacFNHxGNXpSau2j8rI0d3r6k/RlNxiwImtiY\nWaS5NOWPN5bv6v5on2blemrWaOMjIhHuUKc1CHddMKJFvDPutRn+3IDh7lU/2g/glDdZl9zaD5+t\nTcV90zfE7ysMTH9kzibtk7V7Lki6Y8ARruuRLet6ZiZnWSGrdJ3BzLjiu5WBhak5acUh62kCans0\n9ctFt/Z1dqwTiZR8H7p9vCAUpqtK+7gIOaBhjLN3g2jPZ2tTIz9Zkyr8ppHIzPuJSAvX1UVjOiVY\nuiJOXaG1GsDMuP7nJOO7TWl/7f+jlXkfIhqgCpqjK+JdAOOZOUREF3++LnXt/D050d3rRurd6kU5\nx3RMgFNVkHQgH2G6itNxzB0Pr0OFJVkrClmPfbo29ddH+zQrlwu8Rk87VSHGtIoNezfpjgGeRm/N\nKUkvCV4JYFeYrmzKffRS518TOcvL4tQcXPTVUsOUfKlXV9+7t1ujJo/0aSaiXaW/p4ySIBr8Z5Zh\nSdZrufSAJSUkI6XYsLoIQl+Xqkybd3Mf1+EajyWGBbemHDFCdPzgd9/uAv/SopA1vOzH079JlPu3\n7fcNDquudQBPxm87MnDZtytwbZt61vXt6qsE4PvNacavOzKnFgSNqyvjHkRUx6WK5Pcv7egZ99s6\nf8CSgwCsZ2Z/WXWprgS08+jqNd3qRnbul1DL/dyi7XiyX3M8P/D4sb6ng+OFKaZhc7wm6EDuo8P0\ng8VEz8nAaiJq5FDFfz4d3tmTVhxEQdCUAOYqRD2jXbo8nd9uv8QYTL+hlx7h0KZaUn7/ftLuXxLf\nnGXM3pWFXXk+GLaEQmQDCOYFjBcLQ1abYsPqDKCLU1Wm/nZ9L9dfxVXDdPWoqRkzrKKQ9S9mDqlC\nXOfRlEk3tG+g1VTDA0pzJDffMxDfXdVNHd4iHpe3iMc93RrpikCbSrxNp451Iq1bOibg+Qtbq02j\nPTM1QYVeXX2SmUuYeYFkfqfEsAYmHShY8Nyi7QCApy5oWYldOBK3ppoAnC5NyU8rLp+3u0YaX5iu\n3ubWlM3/Gtja271eFGYmZ8KhirkAGjoU8eHka3sc5Qg5VQY1ro1fr+/pcqrK6IKgeZUqxFOjJ63e\n1unD+TlN3p5jqYK2A3C6NdFDIdrp0ZSXarn0558b0NJ9QcOYk7YPAC1iwlSUFuqArtBHk67pHvNs\nWeByTaWWW0fr2HD4TQufr01FyLJRGLRAoIoXT/wLBLTsWCfCCQAP926q7/zb4PBd9w9WJfAEETUB\nACKqF+FQVxGhBQHJCpGsyoeaR1NsAOGmLT0HZ0gno0au+TRFXDOiRR3dklJ0+Wh+0aasYt2w5Yfh\nDnXSMxe0dFVW3l2cxwFbchgA5AeMfwP4N1Dq5LGkrQMI+kx52e2dEq05KVl3HygOLtpTGDAAlOvT\nbxXrdWuCmgKAKkSoea2wyl+QnCUCpsRtU9fitqlr0TImzG9JmV1ZbYc71E5tYo9UpG4Q4cZLF7XW\nHp2zeUstt77WrSnNHu3TLLxn/Wh16vZ045KmceJ0KuuevE+aTCsORgYt6Y52la9+fY00voKgeeuU\n7Rmf/rItPbcoZH0L4HdmDkY4tc8HNIyptNE83KEiZEsvlS1+D75e9v8QEbkBjM4NGG8uuKWvt+OH\n8wd8sS6V7+yciHblEN8VINYVUQsAFEH+4nMoTen15cksCJZk3LItp6QAwPrKalsVov2xHCf392ii\n3tYpEbOSM3tEuXQMLBPwHdgotkqdV6kFfuwr8msATIcqLFWUz1lWI6edzJyeHzCGFQbNm5h5OjMH\nAUAVtHf3MTbHK0ptjwMNIlwSwCXHOaUpgE99hqU3ivLg95v7OA2bRbePF/q/23TicsG2ZLyXlBL0\nmfanROSypFT9Z3GTuLL5e++m1LtBLTPcod6DUlWzShNMYmYrP3jsDe2DtTQGnkQ5uzJ5cNbGUMiS\nMwDke3W13DvtNdL4jkdewOyZF6i8qsNEhBcubBUW4VBfOta+m0I09IqW8cbP1/Zw7MrzobbHgWmj\ne2pE4FunrPEdLwoGAL7btB8hS6Ywc5JHU77rHB9Zq1Odc0eqPtqlY/4tfdw3d0jo7tGUTURUt7La\nzg+ar726LLliYUxVwHMDWjoaRLgucSji8yiXXu4n6DljfEQUpxCZnStZZ+Wq1vXgdahNAFzw12M2\n89RFqTlWmK7i5sl/lCS8ORvd60Xi/Us7ugEYI79fGVi272hR5sKgib/N2OAvDFl3AEDAst9fm17I\nhaFzZ9oJlBaSeeeS9rrXocYBSCOirpXRLgM/b8oqsjZVkwD3dnEReKhnU7clZfNa5XS2AOeQ8QGI\nBqBUtvEpgvDcgFaeSKf20jEOe6OcugUAqQV+BgCFCGM6JtA/+rXwAsgbOnFZIMv3Z45gyLLxtxkb\nDEvyz8y8gogSPZr6cuf4COnWzn44WWXjMyxklIQOvrF6lZFixMyGS1VWV5fskt35Ptw3YwNsxmK3\nppTbq3POGB8BnfsmRFeJyO21beuhMGh2P8bUs237uHABADl+wwngUGLtP/o1V29o1yAmZMvQD5tL\n13/bcopR/z+zAlO3py8rNqwHFEFXuDVl4z/6N2/7+y193U71nPk6DuHRVcinRmBEizp+j6Z8D+Da\nSmq6du3TrwJWKTSMdOOy5nWCAIzFe3PKHUBeI72dxyLSqd1/T7fGVZJFmZLvh1tTikoM65DHk4iG\nA/i8SZSH9xX6YdhSUQXZiih9shMRPryso2NjVhE/OHOT5TdskRc0RdCyU0oM+1IAF0Y59a9/vb6n\nu2f9aJQYFrwv/Yp2tcO5abQncEO7+u5RreqecnB4dYSIMPm6nu5hXy8vmpGceRkRrWHmbafTps18\nYG1GYbsLG8We9ScWEaFuaeD5hZc3LxWWenDmxmC9cKcG4Lgj/TlhfKVTN6X98BZ1Kr3tBXuycfm3\nKwMAXvjLoSSHItKT833xCW/OBgDh1hQDh33YiiDMv6WPs+MH8wPPLNy216kq+0oMexAAX5im7Pzw\nsg7unmWRMGG6im9GdcX1PyfRxqwi3y/b0t1xHt2cOLKrJgG0ifWiXrgLNZkhTWq7ig3rqo2ZhU4A\no06nrYKg+fjT87cOHN+ziaM6PKBsyQRgT9Cyw1bsz/N++MduaEIkA2hxvGvO+lOjkmjTKtZrHCx4\nuCvPh4FfLkGjt2YH12ecXmDF3JRsaUnpE0QOIhKC6D6nqnwsCLsl8+zJ29IBACtu748lt/Y7YrW9\nJbsIeQET17Sp51KFiM4LGIN1RYzRFZEc4dTqjWx1pANwdLv62DhuIJyKcBEwM9NnaCO+X5k+etLq\nNU3fmePv8cnC4t93V9pe9RnnwZ5NtI8v76hZko9yXlWApoZk9btNaTBtCVsyduX5cLpJ1RVlTkqW\nCeDTWbuyXL0+XQRL8pSikHnCeLYaHVh9kDKZgvw4j8Mc162ReG7hNkUyQMCXDNyiCpJta4cHHund\n1HPDz38AANIeuviIVKHjYdgSU7alY+y0tRlFIasdgGwAGNUyXs7clRUIWTZPG90r7K+FFvMDBpq8\nPScQsGwRtKRDV6jIsLkXAHKqYuWEkV08V/2lcqppSzyzcJv1xvLkoqAlYwB4mbmo7D06AVzh1pTP\n9zwwxFkRmcTqwLTt6bhuUtI+v2l3YeYKP0mIyAvgKgCfEYCDv+INd19YrgCHymR7TjE6f7SgwG/a\nN9R265Oy/IZTIVprM98OYM05F1h9OMxcIAgDc/zGS28sT/7arSl/B9COgVsI2G9JHr0rz/faQcMb\n0zGBo45TzPCv6IpA5/hIBEw7xqUqdxx8vSBkCr9pezRFOHo3iD7quodmbwpakr8NWrI1gPsMm8MB\nbAZQq1l0mPVXw9uaXYyOH873vbsqZUnQkp0JGBfl1L6Mcum/ENFtAFoREGnaUqlotkZ1YFDj2rim\ndb06kU7ty9Nph5mLmflzAA0Y6O3WlB9fGdTmjBseUKrkZkt2OlXx2dMDWjovbBgTaBUT1jzSqX11\nouvOiZHvWJR5JgegNNUkj4gae3V1S+bfL3G4TtGlz8zo+/niwLJ9eXtx5ByeJ1/bnUa0rIssXwgb\nM4uwK9+HzdlF9idrUgv9pt0UpQmkNwAgANKhiPWKoHofXNYx9qb2DQg4VKfcb9ryYVPyPK+uTu1W\nNzLhhvYN3LZkTE/O9CUdyOfeDWqJG9rVP5TAW9PICxj4dE2qfH15ciBo2bMLguZprfsOJ9KpbSwM\nWW2HNKnNbw9tRy2qIG8PAKZuT8cna1KD31/VzXn47+iCLxYXL9+Xt1My2jevFebvHB/hmrT1QEnQ\nklHnbCb78SiLv5wPAGX1A7aZUu6q98bMRikPDHYcr4zvsSAiBEzbwGGGJwiLJaPfzZPXhFLuj3Fc\n8MXiQFpR8IAiKKkoZG6SjKkAigDcePAalWiXZA4LmXLsu6tSJt7UvkG4ZMbclCw4VbEgZEmfW1PW\nvnhRa9fhdc3v6NKwyvRPzhSTtqThqh9XA6WzrbuZeWJltU1EmloWNT17VxZVpfrN1uxiTNuR4bx4\n4jL/zBt7uQ9uLT3Rt7n3mYXb2mzNLk7dmlN85/bc4p6SMRmls51jUnPnL6dGCwBa0JI3WpJzd+ae\neo2OeK+TALzs1hTfsKZxAV0R7QDEMuPbW6essbbnlLhs5lpFIfM7W/ILzLyBmW0A9V2qmAMAFnMz\nBhYDmL8uo9CxbF8uRn2/0v+fFbv2FgTNrvXCnR8su62/577ujUV18OBVFqYtcdvUtQYA1A93WgCi\niKhSFq1huvqQrlBxm1hvw/zHhoGfvqJKstUPMqJlPOqGOQOL9+a6e36yKHiwcM7FTeMw+8bejtoe\nR3y4Qx1oS36RmbecqK3/CeNj5s0ArgGQFOnUIisSBXNH54ZeXRF/f2toO/ev1/d0UalMBRUb1uO/\n785eKIjsa9rUi2TGz0R0SEaAmdP8pj0EQBOVqIMl+VEAcZaUVw+esKx49q4sy2faT7atHR625Z6L\n3B3OofhOWzJsyXhkzma7KGTprWO9Vuf4SEUl9AcQJKLGp9M+EXUhohe23jvIse7ugZ5Tmc1UlJYx\nXuz42yDX5c3rGBuzipzfHhZA73VouLBhrBIw7XIFe5yz087DIaJ+AH7o0yBafntlV3dFkiqvaBlP\nBY9dqro0BfkBAyFbKgBiy55ug4ho2JRt6Q9FOLWc/IBxVNwTM6cQUR2vrs4rNqwOknGx37RbA0gE\n0K5hpLtcQkU1BUtKaM9Pxd1dGuKDP/YoALAlu1jdVxj43GLcWnbatQCOFbZ3UkoLoii/fHRZR1fj\nqDM7K/foKtrEetVfd2QsvOe39S1/3ZERfnXreq53VqWUrD6Qb5uSvy1PO/8TIx+AZV5d3XhXl4ai\nQUTFi9ccXGCHOzTUD3dZBByqzsLM0/MCxqD8gHHd8a53quJqAO3DdCUIYBsz72fmpQC+n5mcJbZk\nV49YxcqgpCw38YM/9hzxerFhjTnsz12ncQvdb9rxi/fmGlVZU52ZMX93NiZvO4DC4J9VwhtEuES4\nQ93nM+0mM5IzP7vr13VrluzNHRe0ZB1m3l2ets+dR+0JYGY72qVz1ClEnJ+IV5fttAuC5noGTsld\nrgpxtd+0DYdCucy8l4hIFXS3V1efiAtzWNVAJ7fSiHTqkE+NwB/pBVi2Lw8B08b7SbtDewsDuiqo\nyJT8DwC/VLT9MrnAxu8n7d67Mi2P/7jzwipZJK8+UIBLv1le4lCVreEOtc28m/u4m0aHoU1sOBRB\nB6vr3leRtv8njI+IGng0pfmQJpVTOGfChn0lRSHrCWY+pXAKTVB6CbPDb/G4speaOxTx5rTRPfX+\nibXOiTjOwyEidK0bha51owAAd3Vt6AhaEg/P2qT8uCXtDYcq7iai9qf6OR5GcwAY0SLeAlA+7YZT\nZE16ATRFLMsPGBc7VWVcpw/nv94g3G1k+oKa37RPa4H+P2F8qqDrRraqi8ranG4d61W3ZBcnluO+\ndzCgSEYegLUAxgB4kpl3lp2SxwCXV3CppnPQIfL1lV09rw5pg4Zvzm52mk3OvadbI37qgpZVYniL\nU3MwftZGK2jJIUR0ATO/T0QLtuYURwLIBJB+Ou2fc8ZHRALAYABBAEUeTbnJoYhx93ZrVCnla5gZ\na9ILiICTpszbjI8I8LWMCRPpxUGEbPlswLT/ffC4Jujq9nHhJoCaGSt2Grg1BaZkHaXf1ayKtBHu\nUDf0T6jVvnJ7VkpKvg8XfbXUspmvUogelcwJAMDMWyvrHueU8ZVFtQyNdGo/NYp0GwVBk/ok1NL+\nPai1szxxnOXBZsbufL9LnmSTmIgiAEAQXCvHXiAOFAfR+cP5TxLR+8xcRESRLlV5+YNLOx6VBvXt\nxkJM2OBE0HLAqYZwU/sgRrc7d7YgAKAwWOqQiXRq16ECxkdEDkFo27P+0aF9lUFihBvxXmdob2HA\nCXDfwwW0KotzxttJRJ0JMFWiyf8a2Mq15q4LI1IeGBI+YWQXV2UZ3mGc8Isgomb4Ux5d5gdMtIzx\nolf9aMKfqTRxHl1RDt/XKwgaGDKhEHf+Og4zkqdj/p5fMCN5Ou78dRyGTChEwXFEg2oiiZFu/HHn\nADDzoIpcz8yhMF399p1VKVXyoSiC8MWIzp74MOen4Q51lyLovsP3byuDc8b4ADQf2rS2f+/4i7W7\nujSqspsIIrg1xSSi4+ZpAbgewBMKoZAIC+/+bZ20pMT6zCICsLrsnB1+0w4u3Vuq8VIQNDB4gok5\nKT+j5C+q6iXG1ZiT8jMGTzDPKQOMdGowbI4iogpJjRWFrMfeXZVyaFujsrmwUSz2P3Sx5+drejRq\nHRv+miro8cpsv8YbHxHFENFIAD2aRoc54r1OVKUysSDCsGZxykkKPv4IADbjLk0I38zkLKE9PxW5\nAcMNoAQojT0NWvbtV/+4yl8cMnHNjwEkHfgBwPGibyKRdOB7XPNj1e1pnQlm7MxE2/fmBeelZOP1\nZckhyawCqOh6vFAyC1cVllITRLiocSzCdCVkSV5WmW2fC2u+tgB+7hAXXjy2c2KVxhfZknH/zA3G\njOTM9KAl/3W885h5CxH1B7AqYMm5CuGAzYdUrLsSUaFC9KxkPFli2D8Pnbjpmg1Zr+rHN7yDRGHF\n/nH4duP7NW4NOH93Nq6blBQoCplG0JLOQROWAqWOptuYeV8Fm20aF+YIKoKqrAi7LRn/nL/VXJ9R\nZABYUJlt1/iRD0Ct3g2ii9bdPdDbvgpzufymhcu+XR6YuGHfuhLD7sjMe050PjMvZuYQM+fajAgA\ndQHUBrDBrSkLbOb7BeHhYsMatyItVv51qnk8io2rMXFDzak7fpB2ceFoHePloCUjALyMUifLNwR0\nIaIGFWx2e67flFUlIZjrN3DRV0v9/12dsi5g2W2Zubgy26/xxhfh0G66qX2DSl0IH4t//L7VWJya\n+3tRyOrHzAWnci0zB5k5vSxz2/CbdgcAkIxfmblEcswphVkFrJq3MxHjdiAnEHIDwJiOCY9GOrUL\nAFw/ul39u12q2FgRUV1mDkjmV55duK3SVes2ZhaizXvz/EkH8j8pClm9mfn4CsgVpMYbn2Tu2qSK\nA2tDlo1P16RKn2k/wMyn5fFg5tSy5MpwZk4qfVWe0rTLpYZOflI15LPhnZH20MX4fERn143t6jsB\n4OtRXZUxHROdbk0ZX5E2Q7Z8b/K29Ep9GhUGTQyZuMyf4zfuLTGsB5i5Sjw6Nd74/Kb9+IOzNlap\ndHixYSFk2wSgXAGz5eHIKcyeL4Efy2XUXv0H3NShZjpdutWLOqSb88bF7VDw2KUAgOva1nM4FDG8\ngs2WSOZK+x0v25eLXp8u8vsM+ztLyi8qq91jUeONz2b2RTi0KpWsinE7EOXUTZxABu50YN7+HfCf\nFcDJZrP56Fn/A1zXtnJVuc8GmiIQ4SyNCssLGCBCTgWbOuGeq2RGWjmyHvYXBXD1D6sCgycsy9+R\nW3J3sWHdcdKLTpMab3wRDvXGql7zrc8oRMiWKoD6VdE+EdUHlvcXNNQ4vgHmo2vda/DD1TVbCi5M\n4gAAIABJREFUu/NY9KofjYBpdyKiioSr2E5VKVybfuzP7cfNaaj/n1nIKDl2tVi/aeGZBVutFu/O\nDUxPznzbb9oJlpQTTiPYu9zUeOOzmfv2S6xVpffIDRgImHYIwNzKbpuIBrlU5RsC5DuXBPRIx0AJ\nfHPEOV79RwxIHIk5N+k4Vra2r4bX9YsLc+KKlnWhK+LuU72WmdmS8oWnF2w7pjbIS0t2mAAQtI4u\nHvTTljQ0fHO2/80Vu2b5Tbu1z7D+j5nPWPWjGm98mhCrV6XlV+k9tmYXgwhKVcT3RTq1cQHL7seA\nuHf6BjSKSrEE7g4J9NpHGJjnULrZhn2nsXTfIqP3p4t9fvNIQ2NmNHprtnHJxGX+xm/Ntgd+uaTG\neWMen7tZfrtpv0tXqELZCYbNewuD5lEj1Xeb9mN9ZpEGAD9uPrI8oM+wcN1Pq2W237ikIGhedrKt\no6qgxhtfftCcNHlbepU9rdZnFOK+GRsQtOSDVdH+Qfm8KKf2gybopi3Zxf+RKO7GWBHFmB8dspOG\nhuyCZqbk/Vtzij2fr92LX7YeQHpx6TTqpy0H4DPtwoWpOa9m+0Nb5+/JcRworlkOGbeuEgAoRP2I\nTt0AIxzqtde2rec9UBzAfdPX2y8v2SGv/H5loChUmnke53GYV7SMR67/T5+W88+omFWn/w4qRo3X\n7Yxwaj8/2KPJ5c9e2KrSo3Vm78rCqO9X+oOWvMOS8puTX3HqlEXCpDHzrrK/BwOYDQAeTVlYYlgD\nyl6/DcB/ATgjnepq0+YOD/duqr28ZEeQGVkuTVlRFLLeImDJ4lv7iT4JVTsVr2yClo3W/51XsrvA\nP7RMWqNcEBE5VVE844Zeniu/XxXwW/YalSjMZ9ptuCyCSxOUb0qO8mhKaO1dFzqe/H1r6MctaRoA\nwUDCaUTYlKd/x7WhGm18RNQi3KGuTXtoqCusksWHmBlN3p5TsrvAfx0z/1apjZ+AsnzE+zVB/zQl\nRwNofjD5trRWBO6VjE/CHep4ZvQLWnanq1rXjWgVG669vGSH4TftN1yq8sC/B7V2V3cJwp+2pOHq\nUi1PXNI0rmTpvlxRFLIGMPPqk1x6iDIpDuP+Hk3og6TdH/oM696yClJTDp7jVKjElGw4VGVH7wbR\nHdKKAtrWnBIVAGuCMk3JzapqrXcuG19tpyr2Zj8yzFHZxrcuowD9Pl+cVWLYdapirXc8iGgogBkA\noAraaEm+kZk3HOtcQTT+goYxL869qY9TEYTvN+3H2GnrUksM6xqvrn59cdPa9b66oovrVBW6zwR+\n04LnxV+PeI0Ai4HuzLy2vO0QkepURZ4qyFVi2AOYeSkRhQEo9mhitc1oQoAIWDLSqYolAGa5VWVA\nftDczMD9Zc1oVbWRfs4aHwBEufRF71zSvt+N7SsaHlgq6pqS70OjKM8hqYmle3Mx/LsVW3L9RpvK\n6mt5ICIXATcwMA9A9uFPZCLyAGgNoBjAnrKA7agBibWCv9/S1wkAj8zZHHo/aXcwYNr3enT1tjEd\nE/q9OLCV5nVUidJCpWBJidm7srAluxgvLNqeXBA0yy0vQUQDAcxzKMIXsmUEM9tEdDWAH1BaSGUF\nABeAEACTmTMOu1agNNLolMIFT4UT2VCNzmqIcGqPWZK7o3SjtUIPiVnJmbjr1/W+bH/IMGzpret1\nBtrXDke81xlmSz6ju9lE5AYQLpk/Kfu7KRG1dSjijpAthzkUkVMv3OnI9RtqyJLbgraMAoBRreoe\nqlH32pC2jpEt4x3XTVr9Ua7f/O7dVSkD312VgsW39kPfaroOVIXAsGZ1MGHDvqDNx5dXPw7LNUHZ\nLk35T9CyD+4n7HJryiS/af/GzMfe4ANQtpdXZYZ3Mmr0yBfrdsz/8PKOA0a1OuWYXGzPKca90zf4\nV6blFfpN+27JmIbSFJcWANo6FNFeU8guDllPVHa/j4dbUz4IWPIuAM0A7EXp0xoEfCwIbWxG75xH\nhkEVhAu+WGxvyCwCA8qN7erj4+GdDvfgITmvBC3fnWvZDOWTyzvSbZ0Sq7062rTt6Rg9KSnXZ9qt\nTqd8WHXinB35GIiOdp14OlUUMtHjk4Wh3fl+4VCF5VQV26UKmeUzFMn8XMiWbzHzwb2xIID1Zf++\nLm8/yvRafKezbijTn1kuCE7JCCNgJANPAFjJwFgGmgBA/OszbE0RdtC0BQPqoEYxmLhxPyZu3I9p\no3vyZc3rEAA0jQ5Dk+iwYHJeSfHKtPzo2zs3rPapEJe3iMdlzeuEfb857XoAb53t/lQ1Ndr4bMn7\nf92R2XJAw1j98BE8Jd+PTF8Q2T4DU7enY1tOiQNAo5Atg0Uhy43SOgsHmDnvdPtQtg4rADAewJun\n0VRjAF+UCefeAiCA0rUKNEGppuQfnaoYZtqyTpRTk2N7N3M90rspPLqKtekFuPzbFVacx3HE9/np\n8E5h/T9f7Pl4TSolRritx/s1P1jMp9oS53EQTlDH/FyiRk87iSjGrSlbOsdHOtamF4T1S6wl/aZt\nJB0oMJyqyCBQts2cXmJYX5q2nF6F/aiNUudIhb2iZUVD2kU5tQfzg2ZPAE5VUAkzv6AKcZ9kjmfA\nGt22Pn81sku5s2l/25GBy75dAYWoZGCjGPH9Vd3claXcXRU8MGOD8faqlCeY+fWz3ZfK4Jz2dhJR\nHQBdAbQUhBccivJawLKfZWbzRNepQvTRFPrMrSkpeQHzhVPZ2K1sXJryhCrEP01bKiFbPqkKmm5J\nHgIgioBUIrzbvnaE8tM13dXESBdUcWqBSRM37OMxk/8wGQhKRviSW/uhum7Cf/zHHjw6d/Pc/IAx\n+Gz3pTI4p43vcIhIlDcavUx9bBsAOBQxLmjZH1Rp547fD10hFP+9VzPdoRLeXrk7WBAynQSwIgiW\nPPLz3z/+YtQLP/XMBv35KbYpWfHqCr9zSQe6pWNCpb2HyuTnrQcwZvKa1KKQ2fBs96Uy+J8xvlOl\nzMkRCaDwTKSQHA9NiKcs5mdv7Zhgvzq4rfLJmt24tWNDWCxx5Q+r7BX785Vpo3vi8m9XAAB2/m0Q\nmkafmmZQn08XBi9oGKO9eFGbarme2plbgq837sNbK1MCBUHzEmZeeLb7VBmcN75qDBFFOhVaFubQ\nmiy8pa/euvaRqYnMjKAl4dIU/LL1AEb9sAqd6kT4V98x4JTqDNqSq1RS8XT5ct1ejJmyBoLwlmT8\nzMyLznafKoMT2VCNz2qo6egKbQ3a3EoQKX81PKC00s/B8LArWsajday3ZG1GofvBWRtNS5Z/sK7O\nhgcAN7ZvgOEt6vjCdHUcgIVU3TclK4HzxneWIdCrAJDlCylLytSrj3suEd68uF2YINjvrU4J9Pxk\nkW9fYaULd50VFEGYcl1PT/rDQ/WECFdQV0SlqkNXR84b31mEiDwhW+ZogvYCOCLf7HgMblIbv1zb\nQ3GqirY2o2B32/d/D3z0xx4kHciHYZ+1ZWulYUlGZklIGFW4NVRdOL/mO0uURcUU1PE4zAxfSHus\nTzO8PKj8MdwbMwsxeMIyf47f2CyZWzPgubVjQuCzEZ1rrMiLZIby3KFMoFEAplVVtsGZ4vyar5pB\nRA0BXKEK2p/hC2nvXNIeD/ZsckpttIuLwMZxA923dGjQrm9CLatFrbDCmj7yCSI83reZbB7t8ddy\n6V8DuPhs96kqOT/ynUGIaACAerqgAYbksQAaKUSLHKrwdomP1Obd3MejVVL13JrOi4u384uLd3xY\nYljjTn529aIsO0UAiAKw9/zIVz14DcBEQ/JXKI1fDNrMz/lNu+GGzMKlCW/O8rX+77zieSnnRED/\naXFxkzhSBV12tvtREZyKeBqlOZd7T3TeeeM7szwNAA5FDPbq6g8A3gXwMYCCwpA1NKMkNGRrTvE7\nLyzefsbk66orneIjYDNiTqOIyllDEeQa1DjW+u36nic877zxnVlmAhgSsmV6sWFdCeBKACBgEgCF\nmZcB+HhVWj5tzCys1BtLZmzNrtQiO1XCT1vSMHHDPixOzUWUU7NQWtmpRuEz7WdW7M87sCGz6ISL\n8PNrvrOAQxETDck3AJAuVZkdsOzLD/fqaYq4tWGk+52N4wZ6nKdZ+DHLF8J7q1Pkswu3CwAoefwy\neCpZ76Yyaf/+73JjVpHQBBU5FJFZYtp9amJiLRE1jHCoPxeGrE7n13zVCEXQlrL/CkvKAremvEVE\nTETtiSjckpyU5Qst+r+5WypUEYmZ8fvubLR7f54R99oMPLtwu/Dqqj1tdM9qbXgAsGHcQPFAj8Yw\nJYcHbfklgBY1MdqFmfcUBM3OJzrn/Mh3FigT7hkO4BeF6CeAk2zGywAgCLslo5EgvCcZ9zSvFSa3\n3nuRKE8SbI4/hM/X7pWPzt186KE6tnOi9VifZuqpBmKfTebvzsbAr5bi/u6NjS/X77ULQ9ZIZp51\ntvt1LMqU0jqgtIJVVwBLmTn3sOPnA6urG0SkejRlnmlLryG5EwAIwC9Ls+GP0I15d1h7vrdb42N+\nD8yMRam5eHvVLv/0nZnCsKVfMqK/uqIzrmlTD44qrFd+Jrhv+nrj07WpHwRM+4Gz3ZfDUYUoFIS3\nTMn5uiJeMUoL6RykCTOnAOeNr1pARKQQjbeZvzlcvg4ABNF1TlU8H7BkU4XItJm1B3s0wXtJKUHD\nZicA7Bt/Mer/JY9vf1EAl3y9zLe3MJBbYljfMsMO09Xxc2/u4+peL+oMvruqI704iPYf/O7P8Rsj\nmLnSC9VUBCISClE+AR4Q/FFOTVkx9gJ3k7fnAADcmlLoN+2LmXnl+QiX6sEgm/l1XRH3HHyBSunI\nQK4g2udSlZU2swbgh5Vp+UU3tU84pA7V7v3f5eEPynUZBej4wfxAcp7vVQJSnKry4NVt6j24/Pb+\n54zhAUC814l2tcNtADFnuy9AafKzR1O228zh6X8fqjzSu5n78xGd3Y2jPDD/ORzr7roQ313ZNcKj\nKb8rgkacsK3zI9+ZgYg6AVjj1dX0YsOqx8wsiB5l4N8AoAlCjFsvyfEbLlPyPgANv72yK0ZPSkJC\nhAt7CwN4dXAb9KwfjQnr94Umbtxnhyx7vKaIPv0TYq6adn1Pt34ORscETBtR//7NCNmyDjNXbTmq\nckBEYwB8PrhxLM++qc9xbSPpQD6GTFgWyA+arvPTzrMMETk0QcVEUAyb+zLzciLyAigCgId7NbVf\nG9JW2ZpdjNbvzYNKtFhXRXu/aUf8X99m9tcb9st9RQENAFRBHylEdYlw0ciWdfHOJe1dtdzVVxTp\ndEjJ96Hte/OKApaMPJOy/ceDiGIAZD/ZrzmeH9j6hOfuLfQj8c3ZOD/tPMswc0gR9Ixhs1AIQ8pe\nTtQV4QMATZACAK1ivfj5mu7w6EpXANy2dnjwH/1aKGM7JxIAOFWxTFfEzeO6Nhqy82+DXd9c2bVG\nGh4zQ57EliwpccV3KwOWZIFSuY/qQCNdEUa814mTPQsSItwnPF69N32qMWWqaSoz7y/vNUFLvgTg\ne5tLY/6YeRMRPQvg35ZkG2Xfx8hWdTGgYYwrx2+4Hpy10fa+9CsOHvtHvxY97u3WSKnO8n/l4f6Z\nG813V6Vow1vU8X93ZTf3sYq5qEIgwqlJAP+oJlNOBvCglHLDvdM3dB3Vqi7qhJVbxfEozo98FYCI\nNE1QMgF7vQ51blmNPQBApFO7l4guONZ1XMquv8gafiMIvteWJ6t5gT/31KNcOuK9TuzILTFcqjIl\n3KFu+fKKzniyf4sab3gAMLZTotYm1hucuj3D3e/zxcGAeXTZZgB4e2g7jyroBSI6a4rbRBRLRP8E\nsBnAm0QUGe5QA0kHTq/Mw3njqxjCkqwLAj87oOVFXl2dGeHQZkQ6tacLQ9a7qqCnTqGt3o0iPcqL\nF7Xm6L8Y1StLd8rkPJ8raNmXJUa4E0+nElN1o0OdCGy65yLnqFbxgT/SC5zuF6eh0Vuz+a8xrV+u\n32cAlA3ghDqsVQUR1VUJjwB4zqmK7QAuMiWPKgpZrlHfrzytBMrzxlcBmDmkEJ67qX2C8VCvZlh/\n94Wu1y9uO9Sw+XEAcKuiKRF1KE9bLlXptSvf57qrS8MjFuVZvhCeX7Rd1PY4rN+u76X8cHU3T3WX\neq8IX17RxfX5iE64pGkc7ynwU/sP5qPRW7N9ry3byaYtsWBPth2w7MZnQ9qRiNp6NGWixXhEEPxO\nVbki3KE+B2CvIIRMyWLytgMnbed4nDe+ChLu1PoNahzrZGY0ivLg2jb1MKRJrPrsgJZcZNgJANYR\n0RFyZEREYbq6Psqlr1UEDQAAQWgEAIdPOQ8UBxD32gwAwMeXd1QvaRaHljHeM/XWzihhuooxHRMx\n/YZeFHpyOIY0qR1ILfDzU/O3bbh44rLgwjH9XKqgMy4lQUSDPJqy6ol+LfqnPzwUQ5rUViZf20P0\nT4zpqgm6F8B4hyKW3TApKeep+VvNijhiz281VBC3pr7TIMJ1V1pRAJOu6a6llwRx25S1MiHCZWSU\nhDaHbNkFwEBmnn/wGiLyCEKeZOiqoDRLcnMAGwSQ8VjfZr1evKiNAEo9gR0+mB/IKAkq6Q9fold3\n2b/KxLQlrvpxVWDq9gwXACRGuMwsn+H3m9YZ9XZGufSFbwxp2//WTolHvD5/dzZGfr9yZ2HIOljA\n0wSg3tutkfXusA5HlcyiZyef32qobAKW/fHO3JL7LMk/bcgswrQdGQYDYn9RMC9ky24ArgOw0qEq\nNxNRl7LLwpkxUwAhr67WBnApARES6PPSkp3i2QXbLKBUInD93Re6Mv/+v2V4AKApAlOu6+my/jkC\nCREuO7UwoBm2vPNM9oGIagUtu+d1besfdax/YgwA1AfQI0xXfgOgAaD/rt6tTdmWfkr3OW98FYSZ\nN0jmj0K2XPryku32z1vTdQE8ZzP3KNsMTgYQb5SmxSQR0aUK0X8YGC4IHCitoprk1pRLD7ZJ9Gd1\nXSKqtGKWzIwv1+3FT1vSzvomdXlRBGH57f2VWLcelMzfhTu0M6lg7XZrinms7Q9FEK5tU18oRHf7\nDHsigH4AoCui6NqfVtu2LP9HfN74ThNBiM8LWgoASwLPMfN+ImoGIAlAskKwBEG6VPFNgwjXFQBe\ntxjOoCWHAoiUjH9qAjNGtYyXT13Q8ohvO2Da8BkVX+5k+0L4btN+JLw5W46ZsgZX/7iaRn6/0v/J\nmj32+FkbOWQd271fXajrdSHrkWHOjy/vSJJZlEUEnRGYj19mfGznRIfNfCsD36qCngHQwbDlpyFb\nKiWn8H2dN77TRDJe1gRNRemG+8FfcysAiHCoRqf4SEMhynx5UBtvy1phBkqr3wLAQABrEiNdQwDq\n8OvODONw4aRVaflwvzgNzyzYdsp9Gjt1LUZ9v5K7fbzAP3pSEu8vCoixnRIlAEzelu6+Y9o65c0V\nu2hLDZCVAEqr7LaO9bZza0pyWXWpqianxLD04HEeTt3qRWHvg0Pw/VXd4FRFQ4VoEcoqGW/OLir3\nTc4b32nCzCWm5CtRVkW2jJUA4DNsdUduifDoyna3ptCivbk6gP8CCAt3qNf/cm13LL2tv35T+wZ1\nbAk1MdIFyYynF2y1e3+6yAKAmzuc+t7ep2tT8cu2dMryhbLcmpL09tB2+Hh4J8FPX4FnBrRkQQgJ\nAsfUkLC0CxrGYNUdA8Kf6Nc8NsqpvVfV92PmgEdX923IPL4hNYhw46rWdVEnzFnX61DDdUVc4VLF\nr/dOXx8q79TzfHhZJVCmv2Id9nemR1d+C1qyS0nI+lgCGa8uS+6rCcoGkOlQxO7ikNVgfUaRbBXj\nFbEehyCCefm3KwLbckq8KCuLTACnFgaoXVxEufty2FTy25Atr7qzc8P4MYfV4nusTzPqGh/p6J9Y\nC16HhoBp48GZG4Mr0vLsDZlFnq51I3n1HQOqpZcnwqGRzbzvTNyLmZcnHchvdKL0LEGEVWMvcO3K\n9+GCL5Y8GrJk4bqMIsf7SSm4r/vJRZDPj3xVhN+UX0pGHQnsATBjR26JakmeB8AZsmUCA/TMwm1i\n4FdL5Tsrd+0h4P+25ZSMUgXl39etEZpFezC2cyL1K2cFWUtKrE7LR+S/fzMFIaAJ0m/tmCjfv6yj\nw+v40wPuVBVc2rwOvA4NlpRIeHOW/GjNHueGzCJPPa/Tfv7CVtXS8ABgb6FfmrbsRETtqvpehSFr\n0dJ9eSetQhPl0tG1bhQyHh6qD2wUEwFAFoXKt+47P/JVAWU12n8AMAHAd8zsJ6IbfKb9NUr3hQYB\nmAsAB4qDQhMUZkl+XRdUbDG/+e7q3U8DwGcjOiPCedTW0TEZ/VNSYNLWA04AUxm4UjJfOf4EEvSS\nGZ0+nG/l+A31lcFteGynRIpy6dVac+KpC1oKv2m3/2bj/qcAXF3Ft0tavi+v3N4Tr0PD6Lb19Tkp\n2ahVztjb8yNfFcDMWQC6ARjPzH4AEIQclbAYwFgAi8tO3QoApuQYItDdXRtFOFXlEbcmJigEed/0\n9UWLU3NOer8fN6dhenImM/BSmK4OWzimLwDg1x0ZJ7xmU1axOrZzonykdzOqCcHaYbqK2h4HyzNT\nPGXTvqKA61S8zRc1jgUA3P3b+nKdf974qghmTjqoYkVEJBkzLEY/TdCrzGwQcD/KvKIAoCsiu2f9\naLx9SXuXIOpvM+qszyx67Yaf/whO33lsIzJtiftnbDBunbIm02/a73t1dfyCMX1dZRvBcB9jn+og\nB4uqbM4qrjHq2KkFfjy7cBsKQ9aCqr4XM4e8urpnXUb5xYsTItzgp6+AfOqE6hGHOG98VYCuiL26\nIh4lomhVUApKazQ8DACKIBMAVEGjAExyCPgBIGTJ1x+ft9l3Y7v6dFnzOnHhuvo2gHf2FQW+fmDm\nxsBfE08PFAfQ89OFvk/WpG5hYHtChGvc4lv7uTrH/xmFdawpa3HIRNePFvjumLYuQEBaxzoRFU9I\nq2TSi4P4ZM0eTNmWjmX7cuE3jxx1EiJcmDCyC2mC3joT/bGZl1Ukbai8wRHnja8KsJnvAbBBEzTT\nZjQC8BCAEIArgpZ8kYjCTckDNEED29WJdAGAIHos22+YqYUBvDW0vbPYsK5VBY1XCM2S83wu5bkp\noGcnw5ISE9bvReKbs+Xa9MISIjQa2zmx57Z7B7k71PnTK9qjXpR5y+Q1yPGHjujbc4u2m2szCny6\nItJaxIRFPtSrSbWZb6YVB3DntHV8/c9JyZd+syK55bvz/IenGBERRrWqC8lnxldRFLIWL92X66uq\n9s87XKoAW/KvAEBES726+kWxYY0C8A0zF5a9Lgi4z5T87sEnqyLoB79p3+1SBZ6av9VQBdmC6Akh\naGfAkgjTVQxtWhuJb872HSgOegCIkS3jvY/0bubu1SD6qD5syym2HIoo2Znri4pxl+ahzt+djdeW\nJWsAan98ecfaV7eph2OlKRUEDVz1w2rMvblPFX1Cx6Zr3Si8d2kH+fDsTfUMW36QXhLc1fPTRa/c\n2L6B2jDCrceFORDtKp8DqpJY+NvOTJqbkoVBjSu/ZMT5rIYqhog6KERf2Myd/yoA5FSVi3VFlBQb\n1jIAmldXJ0c51cH7i4Pi9k6J9racksDivbl3ElCXyzRMCGjdOMpz2fuXdnAObnLsH4Rkhvb8FBnu\n0H7/77D2g4Y2jcONPyf55+/JMYOWjJh8bQ+MaBl/3D4XBk1E/vs3rLvrQhw+mp4pDhQH8MiczYFf\nth6wA5Y8JLVNgE8RZLpUZU1RyLzoTPSFiMZGOLT/5j82TK9IrO2JshrOj3xVzz4AEQB0lE49DxG0\n7FnAn9ogJYY1p9iwLgGAj9ekCpRGzC+WzAfKztOIULIr36cPmbgMoSeHQyHCXzMfCoImBMguCpn9\nA6aNYV8vD6xMy3c5VWHd0qFBYETL+BOWjl6ZViqX8uTvW4JTRvd0nukk3rpeF74e1dW1p8AHSzKc\nqoJnFmwLpBUF7LUZhVrQsmOJqCszJ52B7jgvax7HVVEu4vyar4ph5jxLysbMHDreOS5VeZeAOADP\nAwAB9p+X8wEiCiMiFwBLE2IFAEwY2QWOF6bixcXbj2pvc1YRLGZNMvRXliXLlWn5rj4Nov0Lbukb\n/sUVXU5oeCWGhdumrPELwlWzU7JzHpmzuULFWiqDhpEeNI0OQ/1wFz4Z3sk148be4WkPDfV0qxfV\nNkxT3jhD3Vi/LqMwePLTTp3zxlcN8JvW36Jd+lJNEUsBgAHFpYpvAIQBQJiu/E5AkVtVloZs2R8A\nbvrlDwDAUwu2YVXan8Je2b4QBk1YeijGbEduieibEB1Yclt/T4/6R68ND0cy48ofVgay/aEQgB8M\nW9b3GZZOz07GPb+tqxYF3xVB6BwfadmMNWfolunJeT53VUiGnje+akKOP/SbYcvhB/8OWPKVssiY\nViWG3Y0B1W/ZvQBAITo0irpURcZ5Sh0qpi0x/LsVfktyCg6LNX2gR5MTjnYHeWLeFmv+7hw5um19\n9x93DhAE8IQN+/YCwKhWdavNb+W2jgmaINwVpqt3V+V9iEh4NOX3/+vbvNJyKw+n2nyg/4sQUSIR\n3UxEtYkoAkAXAHAo9AozrwcAhWgNAGiCdgDAxU1i2WZ2AEDuo8OQ8+gl4l+Lt+PBmRutVv+d51+x\nP9+tK6L+5c3rBCeO7ILcR4fhqtb1TtqXSVvS8MbyZLNL3Ujt0+GdHe+t3h1yqGKKIPDfujcOnq63\nb11GAejZyZibknVa7QBAixgvxvdsojPQ/bQbOwk+027w1AUtqsTFet7hcna5HcA/AcChiHckc0dT\nMkI2fwsAZQHETk1Q2uh2/9/efcdXUaV9AP+dKbelFyDUEHqvAoI0CyAoor7oir2+vqtusXddd13d\nXXV1kVV0bbtgF8SyoHQB6aEEQicQUkgIqbfPzDnP+0cSDCU3F8jNDXq+f5E7c++cy2eee2bOnPM8\n7TIq/Ib4dk+xAKAlOXR8vbuIbvtqEwMABkBT2HKHppz39uUDWt7Uv0N9xzxJVnElbvqXbofwAAAg\nAElEQVQy0w9A65jg0vu9udTcVerWNcYm/nV8H/2eIZ3O6kc6aHEMfGs5AGB4A5e+4foku4D7TH4b\nY+w9IlrVKB96AiISmqJwgwv1bCsEn4rs+aKIiJ5xqMrfACDIxeemoK8ADCGiLTW7ZAEAA+LX55dr\n3+4tZklOGwFAZcDkd3y9ydQVtgUACNAEYZ3CmL1vq/hTHe6UjvqCGD9rtU8QckxB+qfZBUhPdGpv\nXT5AKX54ov1sAw8AZm48KADgzcv605lWxi32BPCPtfsxf28RCqr82HDXGL1fy3g3qkeSI0ZVmBW0\nInO7K3u+KAtw8SSqe79WAFYAiKmzOSFOV7e4TZ6xq9SDqb3aYENBuSjzA5rKFttUZfRjF3QboKmM\nv7x6X9AdtNpf3jXNNiAtvERfGwrKMfXz9T6vaf1TYWycwuABIXb+DSMa7QbHHTTx+++3KQBwx8D0\nM/7c537YJd7cePDEH4K4GF0dAuC/Z9PGUFQGM2BxewIa/8pT9nxRRkQWERlElEdErHYVRI2A2+QZ\nNpUVA8AXOwrx4IiuNpuq+Iig924RjydHd8dN/dqrFQFTVxmuuH1ghwYHV0wu8MyyndaYD1Z5CqoC\nd3oM/p7f4o8IQqxDV+sd1vs8u0BMX7efCqr8qC+9+4leWr2PA8CnU4dAD7OEmSUEdpRU4UC5FwGL\n44qP13rf3XwoAAAvjeuNSzJauK/s0dr4YMogcKJHGWMRSyuoMmYGayahF3mq557+ZdUe/PGHXQ0W\nSmmInOHSzDHGWqC6MOQOm6pwIio1BbV4dkwPcWO/dmqX5FgQES7/eK1/cU7JWl1hF/xr8kB1Wt92\np7xJISJM+WSd/4fco5uqgtaLTk191W/xrslO3Szzm3rOb8chIynmVG/FqPdWGKvyyo7NBT368CSE\nqpBU6Paj7d+/R5xNsyoeu0xr6GG9wQXGfrDKs7Gw3OHU1aMmF3ED0xK11flldoemLBzSJmnEittG\nHVdcPvVv872lfqMXER0K+eFnKN6uF9wzJKPNGxsOcLdhHfd/Kp6Z0uAoqJzhco5hjA3UFJZhcjGX\niEoAlDDGOqsMS/ycOgLAH8b+lOmMMYbZVw12tnhp/hiD4+u5Owsn1Rd8n2UXYNnBo0c8hnWZQ1Py\n/nxxz1iHquKuwem6ptTfM+VW+FAbeBdlpFb5TeHwW7zeyNtb6sGwd34IAHDM/dXQBgMPABbtP4Id\nJe5DpqBRZtDqC2DCmvyyqQC6Xt+n3fjnG6iHFwluw7rurz/uXQFAndwtzTe8XbKrZ4tYjOyQctaP\nH2TwNUMuXb3DZ/J7GWNK7XxQXWF3OnW1vd8SGJ2eEgDgAIBSnwFLCLSKdVRPUyN6Zs7Owiu2FVfi\nxNwvBhe4+9stfo9hXcuAKcPaJrH7z+8S1hn07PKdAQZk909L6LLk5pENDnK8smZfsDxguke0T+aX\ndGp56q70BLO35fl9ptXKpiqFnZJcwfGdW7qKPcHgp9kFaJ/gROu4n1Y/fbunCJM/XgtU3yNHbOUB\nEa1McdnWvTGp/7Bf9WkXuuDeaZLB1wz5TP4sgJl1J2Kbgv5UFbRuA5C2IrfU0f/NpfytyQPU4e+u\nwJA2iTS2YyqzqUopEb9+ePtk3i0l9qRuzB204LcEA7AhwaF/8ODwLrEn7lOfb/YUgYDBN/dv3+DN\nXsDieG9zrgqgxWsTwk+3cn2fds5rerV1ju2YimSnrbYkmLY4pwQnJgSLt2sY2jYJXsMK7C3zXg/g\n9bAPdJrcQWvGdXM2DkuLdWBMx8YrDS+DrxmqWQFfesLLvS1BabV/dEh0qrOzqhN5bSisYNuPuD/2\nW3yWTVVuPFjh43ZNPWl47ullO4MOTVmsKey5tnGO9Eld007c5ZQK3X64gxZzaEpem1hHg7kMv95d\nBFOQNrlbmm9I26Swe4vJ3U+90uLIwxNPWvo0Oj0V6+4cg5dX73W8uHLPWEQw+ExBX9hU5S2Hpsie\n75eIiDbWFN08xIAR3+4p/tCuKoV2VZlhcNHCrikX6Sqbe8fAdPXuwR1PCrx5uwrxn62HKgOWWJLq\nsv158c0XuMKtA7EitxRxdm01gCpTUIPB98LKPX4AzpfH92mUk7W++8WDFV48uXSnwQVFdJI1EQVs\nqvL4o4uzX1h+66iwLqHDIYPvHEJEKwCAMZarK0wNcvENgKpEh7buweFd+j96QddTDucvzjmCG+dm\n+nwmfz3Wpr2w7JaRztMpZ7w4pyRY7jfXOHX1nu4poa9UD1Z4sbW40nl1z9bBrUWV9kK3H2PSUyMy\nN7JVTPV34ETZjf7hJzAFvZl5uPKJDQXlMUNC5PKsK6c89K2ofM53DiIiMriYRUQVDk15oiJgnTd3\nZ0Gw9nlUrenr9psdX/vePfnjtW6vyac6NOWRb6ad7+zZ4vRKHmQerggojN35v4M6ukKdeEd9QVz0\n7x99ADB352H7tV9swIX//hEz1uecwbdsmFNXMaxtUgBAxBfWEpHp0JSco77wV1h1nr4o5HYZfOc4\nS1T/6meXuN1PL9tpCCL8K/MgluSU4P3Nh3y5lf7fBCyRoims09iOLZQzGTA44gkqnKjlk6O71fto\nwW9yjP1glbfQHZhjV5WjMboq5l47FM+M7o7Tme52uq7q0To+3q6Fly7sLJmcCubvLTICFj8pN86p\njOyQ7A+1XV52nuMsQV+5NHWXz+I9Pt6WZ1QFTLy/5RApjHFOlABgGxGZqsIe7JYSY2/wA0+h0BOI\nAxAyGey8XYeRX+XfHuRi4bhOLa7+/sYRCmMMV/Vsc2ZfLAyCCA8s3A6bqgyM2EHqqAya77yx8cCU\nT7MLDJuq8N33XeIMNVe1dawj5KRQ2fOd44hI+Cw+EACKvYbt/S2HRJxd45xI0xVWBSCLMdY9Rtda\n39K/w2n/2NZOI2sX73CHum97f0uupypoveHQlIGj0lNdkbjHO5HCGGZe3p80hWUwxs6P+AGBXYKg\nVwbNohKfgaM+47hy3nWZXCD7iDvkYxkZfD8DRBQAMBoAHJpaCWCrTWVbTEE9Xbo6XWW4XVUYdUk+\n/YG6w57qDArpCa56f8XL/QZW5JbqBHwVo2vn92sZ32RTEu8enMGm9WmnARgW6WMRUa5TU5cbnDqY\nXGj9Zy41U/82n3Ycqa5mdNQXxMyNBzDxw9XuhL/8N5jv9ueH+jx52fkzQUQrGWOpfosLn0nlQHWm\nbCLqqipMOTHpbrg+3V4gAChD2ybVO2F73q7DcOnqyoDFK+PsWvdepzmgczZeXr3X+mhbvgCwvimO\n57f4jSpjEzjRgsqgVQgA183ZYGT9+mJb/zeXGoWeoA3A/QC+9ZlUXJMc65Rkz/czQkSlRFRe56Xe\nfktcIgRl3jukkyNgCXy5szDs2fgGF3hq2Q4GAH+6sOcpb/iICO9szvWUB8x1iQ79Y4/BU7YfCb9A\n5Nmau7PQ77f4/US0pimOR0QFnGg1gJG6wo4m2DXafsSttXppgVnmNzwA3k6waxNjdPVGu6beHOqz\nZPD9jNlVNh0AOKFiVtYh/4MLt+Pqz9ajyNPwSB0AfLI9H4LAhrZNqjzVwIIgwr3zs4Lr8suZrrCH\nHhvZ7ToAuPObzU1W+/2eIZ3ikhz6TU11vBrtAXxmCkr1GNzSVaX0iC+oWwLb02LtNz45uvvViQ79\nj5YQ74X6EBl8P2NBTvcCAAFP5VcFrplVMx0tKYysz0SE51fs9jBg2/B2p75ZXLC3GLOz8grtmrLn\nmTE9tMdGdkPpI5Pw7bThTXbPd3XP1ghycR5jrOFENY3nRwDlKoNfED1icNEXQConeq9Hapx4eERX\ntuaO0a6/XtI7ZHzJ4PsZI6KdAK7SFfYBgMWawizvE5cjnHwkxd4g9pZ5Ywnoa1OZ9t2+4uNmbAgi\nrMgtRcDiFfF2rdujF3RVASDZacOp0tdHikvXcG3vtmRTldua6phE5COiZE7oScB0IiomolKbqvRc\nfvBoLFBdNvqhEV1D/gjJ4PuZI6J5Bhf3AFBsilL+j3U5Zjjv+2R7vlCAAAC8nXlw9o1zM9f3fmOJ\nv7bm3w1zN/pmZh7YYwqa3SbWYYW7Sv1MERFav7IA7uDJzU926qpNZY233CD8NuUSkWCM2RhjFwS5\nMBUG64MtuWFddsvg+4UgooDP4ne8vzk35KwLoDpdwmOLsw1RvWbwqYqAedNRX3BYwBKXTpuzIXjY\nHcCXOw9rVUFreLxdu/baPm3DXpp0phhjKPIE8fCi7OOenf15xW7x9zX7dY/BZ0S6DSFcBWAVgKcE\nQfvdd9vCqqgpg+8XRFPYeX1axjc4o3pxTgkcmpoHIAnAq3U2bfQY3P5W5gG4dHWLTVWu75jo6vPQ\n8K5NVk760+yC4/6+tEur2nM4mhm11+sK2wsAClBWFbTUqz9dF1ySUxLyTfI53y8EY+wCAM98uetw\nyP0+3Z6Pu7/dUuUz+XVEdFxlSCLyJTj0la+t3d+qKmi97tDUtz6dOiTspUlnq3tKrLW71HPcOftJ\ndr4Zo6t7vCYP+UA7Uhhj8bE29d9+U3QAAAEkA8CXuw7bv9592ATqT3smg++XIwUAxnVqwQGc1FMt\nySnBX37c412dV2b6TD6aiLYBAGPMFW/X3ghYYpPBxQwiGs0YU+Lt2tonR3W390htugfq4zu31HaX\nHl/FenDrRN2mKsJjWNEq6GJ5DD5KAY7djCoMItWps8FtkrQF++rP0C0vO385vndqatba/HJRd9Di\nUKUPl324xj9h9mprcU7JEz6Tn1cbeDVGpDht1/RpGfdCvF1bzxhrGW/XvuyZGtf7weFdmuxyEwAu\nrFmRwevklIizaVAV5m7KdtRFRD6HpvxeU9lRXUF5rK7+oCvKLK/JAz/klvpCvVcG3y/HcAA9AhYX\nD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###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", "my_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", "my_map.drawcoastlines()\n", "my_map.drawcountries()\n", "my_map.fillcontinents(color = 'coral')\n", "my_map.drawmapboundary()\n", " \n", "lon = -135.3318\n", "lat = 57.0799\n", "x,y = my_map(lon, lat)\n", "my_map.plot(x, y, 'bo', markersize=12)\n", " \n", "plt.show()" ] }, { "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’s 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", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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MbHpUvZfJLDAgnXAHpvabtu5f45NYnJmibpQDv4/qbFNE4RciCudWU+K2U5kVylk/HBTF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\nOV0eK9Wlwff56tIYraqyThOUfmGnKKVLNXKJnEj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EqEZ+ytPNvD1puHJWwmGvbvZn5pO8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\nBE54VDzIY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###highlight=[19]\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "my_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", "my_map.drawcoastlines()\n", "my_map.drawcountries()\n", "my_map.fillcontinents(color = 'coral')\n", "my_map.drawmapboundary()\n", " \n", "lons = [-135.3318, -134.8331, -134.6572]\n", "lats = [57.0799, 57.0894, 56.2399]\n", "x,y = my_map(lons, lats)\n", "my_map.plot(x, y, 'bo', markersize=10)\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[top](#)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Labeling points\n", "---\n", "Now let’s 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", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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cXwO5ArL5eCbiP1tiAMD4/s1LxaKYGdSgiBTVu3bsG6/0btJ+zsjO9nONmU3j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0AuEXVRCUt8FncCgKfG/5QZnojw/jWDnS3/uWBc0MKXc/dkTalKRD7dlYllR06e8ATNqQ5NSf/r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\nPTCi66i1t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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###highlight=[21,22,23]\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "my_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", "my_map.drawcoastlines()\n", "my_map.drawcountries()\n", "my_map.fillcontinents(color = 'coral')\n", "my_map.drawmapboundary()\n", " \n", "lons = [-135.3318, -134.8331, -134.6572]\n", "lats = [57.0799, 57.0894, 56.2399]\n", "x,y = my_map(lons, lats)\n", "my_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()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our towns are now labeled, but the labels start right on top of the points. We can add offsets to these points, so they aren't right on top of the points. Let’s move all of the labels a little up and to the right. (If you're 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", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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B3bhNJHpEIhzIfY2ADJcizcwMaldkhfQ2AHBzfA3kCs2mY5mI/2yxAQDj+zcv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\neW3jytaB9SvJfevGobDBmKXNhaTdOJs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wa9oI1LXSLlWlbZ0s8EE1TCGIkjakZp+1LcJu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\nXX1zeJsEr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###highlight=[23]\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "my_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", "my_map.drawcoastlines()\n", "my_map.drawcountries()\n", "my_map.fillcontinents(color = 'coral')\n", "my_map.drawmapboundary()\n", " \n", "lons = [-135.3318, -134.8331, -134.6572]\n", "lats = [57.0799, 57.0894, 56.2399]\n", "x,y = my_map(lons, lats)\n", "my_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()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is better, but on a map of this scale the same offset doesn't work well for all points. We could plot each label individually, but it's easier to make two lists to store our offsets:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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f3rYOV3fZ8j5DgxgH8k5Fs8kiPhvWxrLw5m6xj3dr+IRVElbkBWyfDzMHvar+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gCu2JCePx1A1xv6tLv8hUt7VVtHfeP069f/c93h1QDkqd1auUe0i3f0bB6JUR2ahXVqawqzCeJQ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\nUHyVwMx+A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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###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", "my_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", "my_map.drawcoastlines()\n", "my_map.drawcountries()\n", "my_map.fillcontinents(color = 'coral')\n", "my_map.drawmapboundary()\n", " \n", "lons = [-135.3318, -134.8331, -134.6572]\n", "lats = [57.0799, 57.0894, 56.2399]\n", "x,y = my_map(lons, lats)\n", "my_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()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There's no easy way to keep “Baranof Warm Springs” 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'll 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'll 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'll 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 won't match what you see here exactly. The format should match, but the data itself won't 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's 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", " 2015-04-25T14:25:06.520Z,40.6044998,-121.8546677,17.65,1.92,md,7,172,0.0806,0.02,nc,nc72435025,2015-04-25T14:31:51.640Z,\"12km NNE of Shingletown, California\",earthquake\n", " 2015-04-25T14:21:16.420Z,37.6588326,-122.5056686,7.39,2.02,md,21,99,0.07232,0.04,nc,nc72435020,2015-04-25T14:26:05.693Z,\"3km SSW of Broadmoor, California\",earthquake\n", " 2015-04-25T14:14:40.000Z,62.6036,-147.6845,43.1,1.7,ml,,,,0.67,ak,ak11565061,2015-04-25T14:40:18.782Z,\"108km NNE of Sutton-Alpine, Alaska\",earthquake\n", " 2015-04-25T14:10:02.830Z,27.5843,85.6622,10,4.6,mb,,86,5.898,0.87,us,us20002965,2015-04-25T14:38:25.174Z,\"14km E of Panaoti, Nepal\",earthquake\n", " 2015-04-25T13:55:47.040Z,33.0888333,-116.0531667,5.354,1.09,ml,23,38,0.1954,0.26,ci,ci37151511,2015-04-25T13:59:57.204Z,\"10km SE of Ocotillo Wells, California\",earthquake" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For now, we're only interested in the latitude and longitude of each earthquake. If we look at the first line, it looks like we're interested in the second and third columns of each line. In the directory where you save your program files, make a directory called “datasets”. Save the text file as “earthquake_data.csv” in this new directory." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[top](#)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using Python's csv module to parse the data\n", "---\n", "We'll process the data using Python's [csv module](http://docs.python.org/3.3/library/csv.html) module, which simplifies the process of working with csv files.\n", "\n", "The following code produces two lists, containing the latitudes and longitudes of each earthquake in the file:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "lats [40.6044998, 37.6588326, 62.6036, 27.5843, 33.0888333]\n", "lons [-121.8546677, -122.5056686, -147.6845, 85.6622, -116.0531667]\n" ] } ], "source": [ "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])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We create empty lists to contain the latitudes and longitudes. Then we use the `with` statement to ensure that the file closes properly once it has been read, even if there are errors in processing the file.\n", "\n", "With the data file open, we initialize a csv reader object. 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." ] }, { "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", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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aTwSlAKWgq0Hc49t2zTXXkJ6eXuUcS197jcYHD9IZ/ArzGHrkfxq9FPMx099k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\nFc9W1Q2RzEVV94rIvlmzZjl8Pt8BTK/2VarqFZG7gRpVjUq6MeqAaQ22B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4uRIAqHWkyg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\notA0Dbt27UJ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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", "eq_map = Basemap(projection='robin', resolution = 'l', area_thresh = 1000.0,\n", " lat_0=0, lon_0=-130)\n", "eq_map.drawcoastlines()\n", "eq_map.drawcountries()\n", "eq_map.fillcontinents(color = 'gray')\n", "eq_map.drawmapboundary()\n", "eq_map.drawmeridians(np.arange(0, 360, 30))\n", "eq_map.drawparallels(np.arange(-90, 90, 30))\n", " \n", "x,y = eq_map(lons, lats)\n", "eq_map.plot(x, y, 'ro', markersize=6)\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is pretty cool; in about 40 lines of code we've turned a giant text file into an informative map. But there's one fairly obvious improvement we should make - let’s 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", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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aTwSlAKWgq0Hc49t2zTXXkJ6eXuUcS197jcYHD9IZ/ArzGHrkfxq9FPMx099k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\nFc9W1Q2RzEVV94rIvlmzZjl8Pt8BTK/2VarqFZG7gRpVjUq6MeqAaQ22B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4uRIAqHWkyg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\notA0Dbt27UJ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###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", "eq_map = Basemap(projection='robin', resolution = 'l', area_thresh = 1000.0,\n", " lat_0=0, lon_0=-130)\n", "eq_map.drawcoastlines()\n", "eq_map.drawcountries()\n", "eq_map.fillcontinents(color = 'gray')\n", "eq_map.drawmapboundary()\n", "eq_map.drawmeridians(np.arange(0, 360, 30))\n", "eq_map.drawparallels(np.arange(-90, 90, 30))\n", " \n", "x,y = eq_map(lons, lats)\n", "eq_map.plot(x, y, 'ro', markersize=6)\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now instead of plotting all the points at once, we'll loop through the points and plot them one at a time. When we plot each point, we'll 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", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ONKe0WjOhUup+oEICUFZWcczl6MAcADp16kTnzp1p3rw5R48eZd++fRw5coQh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O/oBd26dXO0FdVBfHw8I0eOdK4+b7nlFk2nTp3MBoNhixBi1qefflrjT4B3ICoqyulzrNPpBgoh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85AlcZg03gz94bP9q4KN4Sz56EjjamRfa+fBTEAq9W/JcUlLCww8/DEZEpLCFHKkPI4riJSYA\nb3lovwj4iBdrAZzMpb8FRJ06ATbJCecAw88CMQpvQ7JNoap7Mcf5KSKyrI3w7DGMVFx2G+Gwpqza\nvzoz05NYAzwsIqMdHrcjqMbURXqFe4Bd9gfbC9QD60Skn0f2AS7BhKe9wj+wSzG8gBh90Ae6QHL5\n5+m/uOCCCwDYunVro7NU4NzmnKW9TvywuXHcghgN3ZftNcwL+znAz/Co5tL+GzwF1KqqI5sGe03Z\nBPQDRqnDYu2dxVnjMAFUdQdGzeYC4M02nOa/MU7r9ZYWbFWNqqrYj/nNXdOFudZgwnC/8sphqOqj\nmFKXKR7Zj2FKO87xyL4C5+JAwXwX8Dxtay4kE5/ELJZeoQJTV91Z/Lzpf/Lz8xk0aBBlZWU8++yz\nYEqIQs2dLuz1oS9GHm26mG4YrsL+7m/AI+UpMT1zv6iqH/CC+CUiA4D7gctUdY9DY6Zh8tQDgJFe\nnZqbw1nlMAHsHcq59mNDa87IzhfMAD4jIhNdmmJT+4eB2Rin6dUp5yfAAS8WCxs3YhYrrwrnr8aU\nb3qF0RjijVd4CG9zuN8AxnX2xXpaJ4958+aRSCR46KGHGp9/QFtuKB8FDgO/xUSQvAjZPYHpFOP6\nom6TYWowVViuQ0QKMH+D153KLdoRwz0YkZgRehY03m6KsyKHeTpUdY+IjMF0X3hbRMa2FL+2CTA7\ngGMiMso+pbo5VxWRFzGs1UxVdVWkXVV3iMhvMLnEf7R1fRIQxzQOzsIbdt6zGK3foEelFW9gJPK8\nwvcxi6ZXhJcu9WoV08XiJBYvXkxtba1i8w1EJKuV0+Xp65er3Y3suX8Wo7TkBT6GqWH3qkHFncAh\nO9LVZdjh/W2YaoihbdXmewFP6zDbgh2bfwvDkDq3td2GfcL8MnCLF7RjEfkhsMupD08HbQt2xwpV\nXemB/d7AV4H/9uje/wX4nqpu8cD2IOBzqurJKc+ue/N1RjDAAduZGFLGyM7ab8JkbxZqt+1q4bV3\nAYUYEQ3Xy4tE5E/AHz36zt2AOVmWdZWl3gnbacDTSHf5JQAAIABJREFUwCecyi3aB6S1mND2eC/r\nilvDWReSbQqbHj0EOIY5abYY+lLVDcAtwF89qpH8JvCGiHSkF7IjsJ1UBkY+0IvQ6AlMgt6rsGxj\nv1DXoabJ+RqvamIxUnKO5uc7gAhGRKArzrrZZgIDBxoFSmlBBtKuxX4ZuM9pZykiaSKi9qNZxr7t\nrL/pkbNMw4QsfR44y3wMI/hBHKqBtoUrNmJKpEafrc4SznKHCSe1ZMcAy4HVIrKglWttURjqROQW\nl6bYaDuBYamtFg/0ZlX1ZYzTeNAD242tnRztSNAB5GDIL17hUjxy2JiwnFdC39+miwxdNS3jzlgg\nS0pKyMvLAxNuV5tc0hTjgZ+pg9JrTafV5N//Pv1Je1MaokmLOrcgRl2qGPiz26xcO2c6BrhUVV93\nIpokIp8GXsIoZs3wUpSgXVDV98wD+AVGyeK+Nq4bgVHkGYIddnZxjn5gJUZ02O370w3DLDvXA9t+\nTHgsx6PPxmRgrEe2L8VIO3ph+01gike2uwOZDo11A8ZRnf5IiMirGPm/xmt9wLWYE1bS3p+I/Ayj\nh8pptpcB/Ty437nAVUBvD2wL5tAy0sExf2+v5//t9vvp7OOsP2E2hap+Hvgv4Jsisril8KOq7gb+\nFyNPWuhmmFLNaWs68EERcVVjVM1uOwv4ltuhWft99wYeddNuE4zEdA/xAmMxnTK8wHRMWYWrEJFu\nGH6BI+EzVX1KTb6ykbizFchWVb9lWZfpqUzZXEwvxKSeRizL+rKeyUkYgsnddbozS2dgVwvkY/J7\nrgq726UrX8KoCHW5XZgd8l6DSaVco6r3d3VMt3BWk35agl13uAzTNHeStsCmsp3GLGC+qroashMj\n91cPdFfVTS7b7oZRzPmKupgPsO93L4zw8um9CpNt2wd8ASOj56p8loiMwrTYet1Nu7btMmCMulzY\nLaZbTL26nEOzbX8F+IO6LAEnpkH1cozgf43Lth8A1qnqky7bLcKwgC9W1b84MN5ATEg5gImMOFK7\n6RbeUyfMRtiL8UDMTS8RkQtbuE4xH/D7ReQLbuYW1eRmLIywgNtkmDqMqEOGm0bt+z0MmNfe1wwQ\nOW+ayJPXiyz7sMiy60WWTRN5coBpPtsR2xZG2cmLXGI+pnmxq7A/VwPwRoD+Hkzaw1XYJy3XBcbt\nTejngaluOksxuAX4Kc6rlbVl2w98EZNecsJZzsN0pyoF+r/XnCXw3sphNhMDF4wIeAL4QhvX3oFp\nOjzRg3n+2SO7yzCi1G7bnYgRyW71unNg2pfgYBhUmzzCoF+CA0NhWgftjsKonrj9fnOAGzyw2xM4\n7oFdwQg2uMoPsG0/gilod9tuHnCPB3YzgQeAHi7bnQwscnC8+zEbnT+6fQ+dfLwnT5iNUIN5GGbs\nz0TkhVbymo9gZLQ+aTPN3MSPgaMicrHLdq8AeonIBJft1gA1rZ2sh4lMmwi/vx8GBE97LgjcDwMn\nwO+HiUzrgN0TwIFOzLer8NMFtZsuoBqzCXQbeXggOm+XUzyCaSfmpt0ZwK9V9bcu250GLFTVL6mL\nRfwi8kXMZ+suB8bKEJHVmHTJR1X1zq6O6Sm89tgO7mAuxCzU9cBFmPq0QS38fBFTw9XS88n4+RJG\nleVxl+0uw7Sgcste489XMF3Xz3g+F676FNRZp50sT39YoPdAXa5hBrbX7irgEx683zcw5B837V4J\nHHf5ff4fcDlGbNttuy9gRNbdtPsMMNX+6abdf2OE/Z920e5wYDFwN/AXB8a7ErMeH8N0mvHcT3TZ\nz3g9AYedZhawEyOt9F1MOOPCZn4WAB+yvwTNPZ+sn90xvROHuGz3Csxi45a9TEyPxhHAB09//kL4\ny+lh2JYeYdALzZe3vXZvsu26eX8zMYzsoS7b7YbZHLr5Pi/EbPw+47LdeZh87TSX7X4N+LrL97cv\n8B1MIwq37F6CaXrxN4fG+w0mVbYC8HvtG5x6vCdZsm3Brp/6Ima3dK02w5q0E9rnY1idR9UlVqeI\nZGNKAbqpA4n0dtoMAH0wedQX3LBp2/0gsEBVP97099eLLHvWfEHbhevh38+qXtpOm4I5VX9EXWzm\nKyKXYFija120uQC4TlVvdNFmT+B8VX3FLZu23e9hOqOUAc9oy4LsTtr8CrBSXWQ/2/d3BeYeh120\nuxTDA9ncxXEygCUYx/nfquq6kEoy4fN6AsmAmqbOl2BOOUds2v/p1yRUtVHl3xIRVzpuqGo1Js/2\njk3ZTjrUSJfVAQtstQ638DLwDRG5vOkvO/qh68j1anaAd+E+czQb9xm6fwNudtlmX1pp8J4MiMhU\njBjIA8BCTL1vsm32Al7HRIRcgYjMAq7BRWcpIheJyA+ADzngLC/CbvSNEU95XzlLeJ86TABVXYE5\nVe0FtonI/2vhusXAdoxwe6603pDaqbltxYSOfyUimS456ipVvQ34k4icn2x7tk3FEEROsWd1cJyO\nXo9hcZ4haZZkbAL6u2zzy5jQnZsYB/zaZZvnYKTw9ojIWuBQKBT6drKM2TW9L2I6cRxNlp3TbI7F\nbKT3uOEs7XKV2zFlHn/TLpbKiMgvMRuMFUCBOtRI+mzD+9ZhAqhqg6peiGlw+30RWS8iPZq5rk5V\nP4TJt33P/sIke25VqnoZRkGjy2y0DuA+Wjh1JwNqOog8LyK/aPzdETjSXjWFCFACHVVV2QlcaZ8S\n3ER3l+09CHzLZZsjSeK6ISLpds10pojcGAgE3sEQ5X4EDFfV84FN0Wg0KZ1p7AjM54AZaoT1kw57\nvbkfiKrqGy7Y64GpYx8MoKqdVooSkf4i8jZGy/mjqnplcymw9wve1w6zEXZooBBz4iwVkY+0cN1C\n4P8BL7gVLsUkx/8uIt8S04HhJESkQESub865icgIERncUeeuRjbwIowCUochIlm24klHsA/zHrMA\n9sMD98LBtrLnCnwDDh40obh2wz7Z3gB8qoPz7DTsxTXXLn1wCw/TRfHzjsCOTGxOVm7YjrREMBuB\nOuCJrKyswaddlq2qEyzLcryI37bfDUjHIcm/dticjvk7Xqmq+12wF8Lo8N6gqvdpFxpfi8hnMSU+\nEYwQwePOzPIshtesIzcfmFBdo+Dvy5iSvzHA9ZjSi0sw6jgDMGGgP+BgcbaY9mTXA8Emc/Jj2HD3\nYujY2U2euxlbhDoUCu3EyN2dIk7t8/mi6enpjwJ9mnm/k4Ev+ny+r2EazTZ9bhCwOBAIPCYiV9u/\nCwGh064bi2Em9gay7N2k2ver3fcGwyBd0/iaoTDtOtjaUmmJBXodbB3aQfGC0/7WY4CeLn6+voIh\nc7llL+Tk57Md9iZhFvZkjF3U9HM9e/ZsHTlypCUiEeACl97flcCfXLyf12Bywq4IMWAiINuAjC6O\n0wOjX5ygjUYY77fH+5Il2xZsKb0XA4FAt3g8nnbOOefU+P1+ra6upry8PD0tLW1LJBI5qKq/wpA5\njum7BKFOIxAI/Hcikfip/d84dsf4rKysumg06rcs60AikfgrUJqWljYqFovlA9eGQiHmz5/PgQMH\neP3117n55pupqqqioKCAHj16sHz58khxcbGkp6fvU9VN0Wh0h2VZI4Abi4qKYmlpadaWLVt8IrI7\nEAhY8Xh8USwW+x0mvPYPDA286TxrA4HArnA4/EcR+S9VHQ/g8/nilmUFmlxXkZaWdiCRSBTHYrES\nNaesvRhR7iBwGJN7OqyqR2yG8IWq+i8w4gXXwpM/gIFNmUgR4F44+De48e0uhKhE5OcYRqUrPQtt\n1uoeNb1Z3bC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###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", "eq_map = Basemap(projection='robin', resolution = 'l', area_thresh = 1000.0,\n", " lat_0=0, lon_0=-130)\n", "eq_map.drawcoastlines()\n", "eq_map.drawcountries()\n", "eq_map.fillcontinents(color = 'gray')\n", "eq_map.drawmapboundary()\n", "eq_map.drawmeridians(np.arange(0, 360, 30))\n", "eq_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 = eq_map(lon, lat)\n", " msize = mag * min_marker_size\n", " eq_map.plot(x, y, 'ro', markersize=msize)\n", " \n", "plt.show()" ] }, { "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.\n", "\n", "If you haven't used the `zip()` function before, it takes a number of lists, and pulls 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's one more change we can make, to generate a more meaningful visualization. Let’s 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", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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33kQzwH1bUZlrztentEYxoRDiXsAq/YSsrOaeK1GGOQB069aN7t2707p1a06e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kOCVLRFJHwwO/hh5LUqDvjbUby0qkpcG8G/EPb8VsOxHIbXwfE991G69iYjZuowIoa+xJJSVs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\nKipKDxw40BpARLao6k0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###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", "eq_map = Basemap(projection='robin', resolution = 'l', area_thresh = 1000.0,\n", " lat_0=0, lon_0=-130)\n", "eq_map.drawcoastlines()\n", "eq_map.drawcountries()\n", "eq_map.fillcontinents(color = 'gray')\n", "eq_map.drawmapboundary()\n", "eq_map.drawmeridians(np.arange(0, 360, 30))\n", "eq_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 = eq_map(lon, lat)\n", " msize = mag * min_marker_size\n", " marker_string = get_marker_color(mag)\n", " eq_map.plot(x, y, marker_string, markersize=msize)\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now 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’s 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 the title, we'll use the dates of the first and last earthquakes. Since the file includes the most recent earthquakes first, we need to use the last items as the starting date:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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U1BDxI8C1qlrqsqOuxWycxkPcj7sOZY/CCE4iH5On17airiHvozB28THYjuSH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mGhUvbhCbGx8PHHUFKitF24EO1f/sIilOKFb1Acfh2Ktu5AhUI3diPO/C5XDgnA/cAfO6pDKWXV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BBWAqISLnY/hYky5EMWvWrGqmsGg0yvHjx4lGo7Rp04bCwkL27t0bOX78eHD//v2x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\nJlWl+KnA66+/ztixY8nNzU3ZIiAQCBAKhSg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###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", "eq_map = Basemap(projection='robin', resolution = 'l', area_thresh = 1000.0,\n", " lat_0=0, lon_0=-130)\n", "eq_map.drawcoastlines()\n", "eq_map.drawcountries()\n", "eq_map.fillcontinents(color = 'gray')\n", "eq_map.drawmapboundary()\n", "eq_map.drawmeridians(np.arange(0, 360, 30))\n", "eq_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 = eq_map(lon, lat)\n", " msize = mag * min_marker_size\n", " marker_string = get_marker_color(mag)\n", " eq_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()" ] }, { "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", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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fIrIl8DssiD2CfVh+qTmkuBeRkdiHYXtstvxOYG2hWhGhRebxWP3H07AZ+153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uDBg+nfv7/f9URxcbF14cKFulOnTs2SAcjp/JK4mO/lC4GLRmfxN+Ox5t9CiOnx8fGf3XjjjUpQ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\nsdlsmM1m9uzZQ1FREXfddVeH5jCbzS4peOfi2BSlpaX861//QqPRvG+z2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LFY6NWrF/37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\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iAtT/xbLtDawSQkxtTj8H4INNMHAa+DSN1ut0OIYPZ0D//gwfPlyzZ88egEtR87fiFEX5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\nJCU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###highlight=[43,44,63]\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", "# Make this plot larger.\n", "plt.figure(figsize=(16,12))\n", "\n", "eq_map = Basemap(projection='robin', resolution = 'l', area_thresh = 1000.0,\n", " lat_0=0, lon_0=-130)\n", "eq_map.drawcoastlines()\n", "eq_map.drawcountries()\n", "eq_map.fillcontinents(color = 'gray')\n", "eq_map.drawmapboundary()\n", "eq_map.drawmeridians(np.arange(0, 360, 30))\n", "eq_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 = eq_map(lon, lat)\n", " msize = mag * min_marker_size\n", " marker_string = get_marker_color(mag)\n", " eq_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()" ] }, { "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 system:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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9/QI+/7kv8vjKlRx/zGHcfffd3H/ffeP8p+w+Lv3+FRy1aBFnvOr1pI44l7i4\nlZMXL+B7n3wzKd+nXIlonXYYk455DeXBHmypn6GNj6JEY8r9mEqe3IzFGFH4uVbSrZMwduQEGmMF\nTUixfzNxFLvNThQSlvKkcm2oVAbtpcl3r6R5xkEMrbyZ1KRFRPmNBJ0Ho4M0OpXFS2cAMLFFEWOw\nYCzWQFTuo7jpEYpbnFOVpulHkJtxJPg5htfe/c3BFTe+e7z27+vYWwhkPfY5glmPPU1A/5HyTn3z\nZ+w9d95OZfMjVPI9ZKcfhU61Ic1TeOiPX+EPv/w9H//27yluW4HXsR92sJumuc9znALVRV8Qf8TZ\nPWIsEQrBoqxxYiJjsNpHWZcmNoawdyWHHL6I8uPX8v73v59vffNb/OX+x+k6/p3EWEcM4pDCYA9E\nBlMehDgkDivuvC4uJ9xh7Xw2xAjx0BqsbkGZAjozZYSoQsJZWhCtEe0jRjDaR6ey6EwTSgTtN41w\nttvTQVTqdZxYqQ+dnYZWQmxixz0k56b1Q7Cdw3TQWjtiJRqjPLSfxhBjK85jWBjGeKkcVIYxlWFs\nbEe4YpHtouOYGFEpiEtYE6EkwJgyUbmI5+kR9RlrI+JiNzo7A3FbCtcenMaSMcbRSmtwnLqMlKWU\ndpyy8sCE+M1dRMXhZHNiIMyjs+0EmU6M9tC+D14KrTQqnUWUh7ERygCiRzYq1lqU9jECykIcx6ho\nmE1//hrz5u3HqlUrdzl3vdZZeOWtHPec5/DHP1yHDnyMMWzbto0ZMyZiK373sXTpUpqamvjb3/6G\nMYZHHnmESy65ZJfp2ts7OeSQg/jzn7dbuKudF5MWvw2VbUNUgJbk3NZEhMP9VIa2UljzZ1AZVNMM\n0m3THfevPDId05MjBKdophHET6G0RjwfTEQchojvI2LxBcI4IgojBh6/iY6DTqb/8T/StugMYgRP\n3AYvxkKyKdXabY4iY8GGhP0bKGx8iNLWx2mZMg+j25kyZz43/ei/mbffvH9SG2/PY28lkPXY5wlm\nPf7VBHR38p90/DtsYc3fKG5cCkDzgS+guWsu4k8m3/MYlf4eCmvHtvE96TnvwM+2YzXExRLKwOzc\nwzwxsJC08tC5DlCRWwQJwRQw2+7HUkJNexHF9Q9y7OEHcdPPvzRm/u2HnMlpS47gjkf6wXNmVU0U\nw3Av+Xw/Ko7c2ZZJRHwmdpyUsUSlXkRp4lIvkurEyzRD7IiY4/rc+ZQR8MTDKIX4GVLNk1CpDMoL\nUKnUCEdyGAbRAAAgAElEQVSoEi1KEUsliilvfRwtQtB1MMQgniBGsHGZKKwQ5YextoJYRWzKSBxj\nrSOoDokGo+c5gqZ9R/yVT+Gp68nOOYl0UyfFoT4MgpSHQStMWHEcq3j4mWZUbIhMhaicd8ykGJQE\nlPPdaK1R0oyxeSfyjcpQ7kVnpiWcJ64OVUUsEaxowIxchh5ZM6x2jKA4BaFM0wwiKsRxREopyoPr\nQYTUlEX4npcooDRhTbSdI0/yUkphvTRiiqRshXyoUUqBVQxvuIfhJ24amQO5XI58vtbl6M7xxS99\niSVLTuGxJ9bxmc99muUP3ztu3BNOPJHm5iaefOIpLvrQB3ne859PU1MTba0d/OKaa3j+CScwd95s\n4jhm86Zups+YOorTdiy9ey8UCjy0dCkHLTyIbDbHLbf+iYcffpg//P4PXPShizj++OOZOqULgM99\n4fN89MMf2aE+Ot3OpOe/E1/5hPluyG8gjEIiKYM/Gymtgoomne5k65O3kJr1HJTRxJUCnu/jBx7R\ncA+q/QCC5na8bAtiDSaKuO0Hb2FbTx+//MWVfOVLzg3qlK4uurc4pzEvP+MMZs2cxaxZM/jFtX9g\nVXw4yvOJhjeTbpkGXpry4GqsasKYCqnMFMKBVcSDGxhcPdq8baZrIbn9TkNnMmy++fP7DOHcVwhk\nPf7tCGY9nmkCuqv8Oo98vbXhEMPrHyQu9pKecgg600bQNh0v20YUxZTWP0hmygL6V9yA3zoLlWpC\nZSajMPi+h6n04nvbsN4hiNlERe+PVhFaBeD5TjzkaZTnYSKDtYJSQqk4jI6GqRT6Ka67i3CwxkGD\nJKJKM1qU1nn8e0g3dYB1iihiY6IwREQRlovYShFTKWFshKmUMcVtmMow4mXxmrqcaCpRLFJegJ9t\ngyAFSpPONqE8HxtGxALaWGzNeWPd/xAmqtB99/fpXPwWPJ0aM061LGMihIRAxAYBojjEhhXisIyJ\nKslZUVXhCYY3PkB26tH4zW1QKVAuDqGiClb5xJUCfq4Fv3kKVgco6841lfaQ4gBWAioDWyj3rCbd\ndSBxHJFun05+7b1E5QpRsRvxck6ZpsrVWEna62owotgy0iaFTa4DIRq0h9I+SqUh8NFBGrw0QcbH\nGtCpJiqVAr6fRYmARFz68ddz3Nx2gmyKM9/7JZ7cDH3LfkNpy6Oc8YozWHDYQp63eDGzZs/kmONf\nTDS0+R+Y9TvH5d+/nPPOP2/Ut3IlYunS+5k6bRqbN23iqKOP3mEcR0Owxu3NRoVZGZFAiAjWCKIs\n9913H91bttLUnGPxcc+lr7+H9vZ2fN/nt7/5HWed9aqRLLxMK+/65Df4zfWPEhuFCZzExMYxMryK\nYqGAb0FP3o/ScIloaB2q3MtQ90oyU4+lqglurGB1QCaVgkwzPfd8i91F2xGvxeS3YCohqekHEXiT\nEGuItCuDqIgxYIzFhnnKfU8RFfopbXKbbr9tNtFwN37zNLLTDsPrPAAVFdny12/uVcRzXyWQ9fi3\nJ5j1eDoJ6M7OL7ue+y5b2PwwhY1L0ek2srOOJTN5PjaqYCxoLyC/4T6C9rlUep4imLwIP9uCDYtE\n5QLaSyEehIWt6GyXuwppDZLKoEUThkUksqDFcSSmjPZ94igi42XJD63FVIZRQTNiI9KTF1Ae6mbb\n3d9FZzqIywM7EMsqpr/gs4iUqSqQxBg0grFg4or7Vh6inO+jvPFBmg/4D+KwhKiAXMdkTByDjRGr\nsGIxVpGp3ElciAizx2AyacSOTSSVBSNQ2vYkpjRIeuoiRAfJuZGLr8YYreoQOCUlMNa4e5kmwtoY\nk4i6lFZEYQVTzlPufYqmWccQlfIQlgCnzCOiUVoRNHcgqSw2jlBBgDVC7wM/o23RS1EilAa6sZUS\nQctkrDVUojJDT9xBqqmLuNyH6AzKSzvuSFUvOI5ur1Tvy44QT51E9xDPRwVZdKaNdPtktzHSmsrg\nJvLr7qHz8JfRngk4c8lcHnxqiJt++T0KG5aO5N1+9FsIWqaw5dZ6L13/HG688QZOP/2FO3yXoAlb\nGR5591NZUi2dTD/weP7rna/grLNeybJly7j065fy3e99PxERj85j1DjW3FWt/Vb7u/5f7/y3ns/H\n/utjpFNZpk6duj2NGALPnf2/5fzzufA97+HB5Wv436vuZWtfjEcfxD6RCSHdSlTJI8PrUK1z8XUz\n1pbIb3yUcu9TWKPwm2eO3Ne0yiAqA5Vt5NffNeF+1LkpHHHSCxFfuOabH+PQE96E1zwDAVJts5Mj\nmOQeZxyBuDNqE1cgDt01IQsmKlLauoLSpqXYOCTddRh+5wF4QYatd126RwjnvwuBrMeECOaeVqx5\nJvHPENCx4nYee74tbbyfYvdjpKcsIDvtKFRTF57v4ZTqobTxAaJKCd08ibeddQofuuAV3HvfUs79\n0E+IM00EniYODcpPY5VNCJC4KxlxBasCrBWIy3iZHFExD9qpqmcyGQbW3kPKjymWIvY/cDrTpy7k\nkU29ULiX9vR8znnJEXz8oo9SLo/22PX2C87nwvdfSHtbO+t7ejnn//2IfNxS1TMF3EIVm4je+6+i\n49BXoLLtI0QOHMGzgDIx/tDNFFLPQXSAX9yIzt9P64yjGZDpxJEQkkKhMO76ISKGZt+np3c9WvlE\nYYFU60xHLJP7+xp3DaF6Llu7cNYPm3s3WGMwcRkbGXfftNTP0FO30HbYWcT5XqJyKVmcq8JRd73B\nKEW2az/KPWtJt3ZRqhhkaANxcRM2PY2geRJxuUiQa6G05X7KfQVECTauEBU24TXNSuZJVZVYjdSr\nnstEuXueojyM8vDSTaggjU7l8JtaUcmmAe2TMcO85eROli17iKuucn6t2+b/Jx1qEysf304wv/mj\na3n+sQs5fNFBYA2ZyfM59zWnccXVN1Pe+hhz5sxlzZrVo/ps0aJDWLbskYlM/1GY9Jy3Mbj8j1T6\nVo0ZfuWPr+Q1Z78WZSylSshrX/Navv+D7zN58mSs3W7MYOR8vma9NcaMKCtV49QT1up3gPvvv59P\nf/JT/OrX126vgBiGBvNM6mwfVa+DDz2WnmmngRFU3waMl0Y3TcLaiEphaORMWSmfuNRL7/rlpFNN\nFDb+jVTHfIzXgud5EMdoTzBWiFQaFfVT6VtNPLRmQv2X3e9UWmYehQQ+/cuuo3neCZS3rSA74yiM\ntaAEGxt3Fh+FxNbd1LXWov3Azf/YUBlcR3HD/VQG1pGdfjiZaUch6Va6b/3cM0o4/10JZD3+IYLZ\nIKA7hk0+7q12aPWdhP1rycw4mubpx0Auy5c/8EJevPgIbrjpOq784Y944KGH6B0OUc0ziPM9VPrX\njsqz8/j34PnpRHnA3RO0UdmJHcvDpDIdRMW1xN4kxNMEw2uwUw5gdpvH6UdN46yXncJXv/wVmppy\nBEEaT2k6J3fw+9//gVtuvpkFCxawfPlyDlqwgFefdRY/+MEP2LRpu5WulpYWBgfd5e7pJ18EQXYU\nRze0+i6sqdA891hKxRKZbCdIgfbAMlDWROUyBE04nfyYoDJAVLqDL3/wY9x8x5941StfQW/fEJf8\n4FJ+8Z0r+eUN13P51ZcxVJ5LITR4Tfsx8PDPaZ5zLEHX4YhNtH+tOwPVyCjiDIkiTd0IVYfMqAhj\nNBTXk7UbKQ0NUwkWukvvQY44KuFbS6zSeF5AbCuIl8bzA1SlD8gSeYr+NUvJtcwg1dJBeagHL9eW\nnBcr8qvuIrbVRd64qzvhMF66s2ZBT5RKEg4YVY2vQG23JqNTTfipHDrbRhRkyWSbAXe30URlttwx\n9hk0wJKTT2bqtGnM338+l195FevXPEnXtGlc8vkv8N8Xf4I1q1fvwAU+Heg47OV4HQsTZSdD/0NX\nU+nfkVCooAmVyoFOE7TOQqdbSXfOgyDLF88/ldeedbI7X2W0pnD9uewoYokkkgdGxYmiiHe8/e28\n4Q3ncsKJJ4ykieOYbKKZWsWrX/MaXnL6yXzwsicQCaE06M6FU03Enk9hw0pseRATW2w0DLHBRMOA\nojKwEr9tPtYKuc7ZRJU8cVjBBjl8UcREaDT59bdhStv9bGdnHEu662CMtcTDm2iaeZSTRiSIKwWG\n195N0/RDGd6ynOz0I7A2RilFGJbxgwxYhfY9rHVcaBSVHUGNDXF5gMK6+yhu/jvpyfPJzVqMznay\n+dan55zz2UIg6/EPiWQbBNS9i4h0HnWuGVp1B3Gxj6bZx9PVNZU3vmgBJrLc9pc7uPnG63dZRmry\nAvzmaWSmLkTrNMYKsYpJW0hh6IsVqlgi1TENFQ9w5nOm8PbzXsudd97B8scf5X//53+YMWMGGzZs\nwPM8d1F9HPzvl/+HIPA55+w3sqWnl9nTp/Hnv9zJ+nVrOf64UznnY9/iod99EYCOo84lO2kuldhi\n8tsYfupPtC96OVG5TJBpwmCxHkhowc86qydKqAxuwPdb8P1hCn0b6X3kpnHrE7R2In6OKU2WXEsz\nPb0DZGa2EwlYO5d8MUPz1HmYuAmF7xY0MY5o2u3eA6qan9sHzgAhHmWKYR8M5PELQwzFPZS2riV9\n0IvIaUUx349nKhDnMdoHacOG6xE9m1i68coa42fwc9OpFEM8ZbDpJlKpLOXBbQys+RuiMiMLPUCU\n34R4WVSqdYRYjnVOa0WjlDeaM/bSpFIBzZ0zGCJFNpt13INAsW8VAw/8bJfz6elGvejT9zzCZI4t\nOekklhcWEWebEUk2AyjiOKSy9XEGlv9hh/xUqpmgZQal3lUQOylHdtrhtB7yEj7/9iM568Uvxvf9\nHcT1sF1/yiQ7JOW2UyPhVUUzYwyrVq0ik8lwxQ+v4EMf/tCIpvSTTz7JwQctHJXv/vsfyJp1azjz\nHZ/gtr8PURncBlgyLZMZWLXUtT+Ok7NoV6KNStho2J2PY1DpKc4gRByjtAI0XjqLDjqJbIkwP4iX\na4NwGO3nUEEWFaQImjsR3x8xsKFEu6tSoonyWyj0rEW0k06l2+ahfB9rBO17oISwVEQrH+X5aM9p\nzjurWxAWhyhvfpD8uvsI2mbSNPd5BC3T2PCnz+wW4Xy2Esh6PC1nmM82AqrTLTNbFr5i7fDq24mL\nA/zPFz7FvDkzedUZr9xp2uYDTkanmlGpTlQ6A34KzwSUh/sg7kWlmlF+BzbKE+RXUO44FMohhENk\nOifTHj/FVz75Hl5w4gt2yPvlLz+Do485muefdCILDjyATK6ZYjHPS1/0Yh64//4x6/O3B+7gT7fc\nyqrla/nFL/+EqWxjOF8Ea8gdeAods46lVCxS6X+CIDOdSqWPV/zHUTx4x89YV5iBEkXgD1OWJlQw\nCx3kEO1T2fYoNtNF0DyJqHctPQ/9fMzydZBC5boI+0Zz2V0nfxAbrsNPzSaKI3w/TZzf6DjWtsnE\nNGOSs8wqoTTWQ0seSCPaQqkbq1uZ2rKBbfltaLOAYtjP4BP3E0xqQ3ccSalnI8QFgvY5pNKdGIkg\n9onjQVQckEplsXGBvsF1+JUhdKqDYrGEVAYxsSYuDSIY4thd6KnaYY3D4cTiTmacMziVEEsFSlDi\nYVXynpxTqUwbucnTnfIPUClsI+59kvNfdiTD+WHuvececrkscWy44447djrvACTVjC0PkerYD79l\nKsOr/7rLNDuD1zqTaGA9APuddiHFKEtYBs+GmCpVw2BjQxwWsHGICcPEgITgZZrQ2VbKPSvpX/bL\nUXm/5Lz/4isfP485s+eMXFMd4czZkYADI/digVFXdPr7+/m/X/yCU049lVmzZqG1Znh4iI3r1nDI\noUfu0K50Uzsdi9/pjIWYCpWezZjikDsPMDHGxhgDvtZUygWMqSCm7JTMKkPo7GS8VAuEeRB35cbz\nPNCaMBZSqQB0yomdPR/RgbOMFWRB+wn5V5jy8IjinDUlouEerAiVnidJTToIP9uBMTHieSMWk6K4\njFYBfio9cmfUmsj1VxSS37SU/Jq7CFpn0LzfErymKXTf+bXZUXFgXX0/NAjk2HhGlH7+nQnolMUX\n2IGnbsGrbONt7zifr1zyxTHjiZci6JhHbu5J4AWk0i3EUchZJ7SyZd0aVjz+d9YOtJAJCuw/KWZd\n9wDZbMyRRy/hjw8KH3/rUWxZu5piocLQ0ABbtmxhYGCQ22+7daSM667/LZdfdiXvfOc7OOLII8lk\nsoSVCoVSkZamFrq3djN3zpyR+PMXLGDe3DnkmltY+dSTLH1w6Q71Xrx4MQceeCBKoBJbXnv2q7n9\nzoc49rCFnP26s0bFPfPMV7G17yGe6m6h3PRc0IKnQ+JIEWS7CMt9hOUi5bW3E/WvIayU8Vo6aJp9\nHNNyf6ekWhFJUawI/au34TXPIzfvucTKIxzeRjY32e3kMVBahU1PQ4Uxys8Ri8aGJTydAxWTknV0\nZcsUI0Uc5+lsbmVoaCu9xWlUep6AzuOw5UEGVj1I64LnUupdg5dtIlV+hEGZQiqyBKqbop2Fn5mM\ntQGRiSAcQOdmOAUpL4DKIBEBEuUpF/J4cYVycYioUkQRYYwlGnwSv+1gZ0pvxIC3jGgmK6UR8cAL\nErutIMoHrRGlUMoHP0WqdTLiOfu1A49eT2HD3Zz/lrcyc85svvud77Bx40YWLFjAE088ycKDF7B4\n8XPp3rKJmfsfzLI1RVYP+rz1zOdzybeuZkrpfhbOX8Dq0mT6ZBbRU79h65pl487zKpemgmaneBT2\nE0Xu2pLWmkwmw7SpU3lq5UpeedZZpAOfSgyve+25fOc3d/Pg8jyoEOLYaSlXyhBXMLHjTC1VLdcy\nxsZkO2fTfefXR8pvn38yxx06k6uvuJRcxhldqCWaznygjHCUiIyYfRQRFy6K6nn02y64gHNefw4n\nnHgiTzzxBIsWHjxmu9uOOZ9c83RiKq6WUUipbxM2ipwFH2udBN1KsllzWrtRuUQ8tAYvN424PIjO\ntOP7aSLl7CzHYRFPK6znJfaMM2gl4AVoL0iuVmUR7a5Abd8UVJXFABTF7kcJ2mYxvPov5OaeiDPQ\nESEI2ks5IyXixNSen3JWqEyNCcw4orjxQfJr7sJvm0nz/kvwcpPYfPNnR1mZ/3dZr59u/Eu0ZP8d\nCOi0E99v5/Eojy+7l77e3nHjNe9/MjaukJvzPJzMMEBpuOuH7+LnP72SD3/owyNxjz3+VB599G6O\nPuZIuiZ18fKXncFJpy5hv7kLCIvDnH/BBUyePJmmpmY6OtpJZdLMmzMH5Xl8+9Jv8o53vpOjjj6K\nwcFBWltbt1tb8YSwEJEvDHHH7X/hmmuu5p6772bz5h09CqVSKT712c/xof/3AQAuuuiDaKW47PIf\n0t3dXV2HxoWX66T1iNcxPbucLYOLCCsr8MuWjKwmLhd58xvP49Mf/++R+EEQcNZrz+Sc172BAw5Y\nyHs/8hoeuPNxdLuPbTqBsnQgXgbEI5VpBQwYwSiBaBCkg3J+FaIy+LlO4vxGvKCTIBygoiJ02RAX\nlpPunEpXLmbVhj50x/EU+9dQ3PQAmXmnkPIyhIUNoJtR6Wa3Q7eCiXoQ1QEZj5QNCG3R3S+tRNhy\nH8YqII/nt2ONcQbO0c62aFShf9sWbL4bCQdB5wCLUs52LglHacVDtHZm9ZTG8wJ3IV57eH7gFH78\nNF4mizEk1pssm29zmq43/vE3LDr4KL7/g8u44fZ7eeDeewmHt44ak0MOWcQjj4xNDM877zx+dddW\n+h/73bhjOnnSJHoHi8SVPOnO+ZR6VvC2t72d6677A+vWbWdGzj77bH7605/ukP5Tn/4ES04+g74I\n3vnJn1KOhXioBxuHTmvZmISoJQpb5SEKm+6h/fDXoZRiy1++PJLXt75zKdnWTpoyOV7+0hc5JZdE\neSq2ZuR37TlnrYbtiMGJOObhhx/mf7/4v3iex1U/vmrMti84/d30FtNYUfjao9i/BWti/FRTcrWj\ngA1LWBODOIs/cRSilcaYMpXiEBTW09y1iFLZkErnGM5vw8+0oyp5V8/EZrIzyK/R2gftRKqifSd5\nyeRQ1ib8piRGN9w8siaitHU5Xq6DyuAmslMPI46dMwIlzquQFeW06nFiXkyymVCeO2M3Mfk1d1NY\nfzfZ6YfTst+JKD/Lhps+uVddR9nbsEeulexLBLTree/eWNj092n5NX91BpXrIH6W5v1PJjP5QHof\n/iWTj3kTiBOs3HnFu3jg3r/yq1/8ghuuv4EjjzySW2+9ZVwCVC9q6u3vQ2tn+NoYSxhF3HjD9dxw\n/Q187etfo1AoEBnwtbDyySe45pqf88gjj7FixQrWrh0tZZk1axYnnnQin/zUp5g2bRpD+SIKw9DQ\nEDY2hFaxeuUKrr/2Z5TzQ9z657uZM2cuN93qLkrPnTuX2267jVtuuxkRzZvf+CYAPvHFb/CNz1/M\nG974ek45+RTuvfcuTjrlBVz1oyv50Q+vHCn/Va8+k9tuuY1tPT07tPviT3+OX197GduKKVTGZ85k\njfHbGdj2FH35ErEchs3MJraCn52EiIdWEBtNNLwWL90FtoAt9ULLZKSQJxzYgNd6CGVdRNkcF52R\n4a477+ED730fZ3ziemcjVgKCTNZxsTVnonEcUy7lyWSbwBoKg7342TZ8bakUhlDpJiJPuHAJ/Pqm\nm1hnnoNvDcprZXjTw1gb0jzrWEoDvWiBsFLG9z3yQ4P4AijtzpuCtNOM9dPodBpQKN8jroRAjBYP\nqyx9y/5AceODZLoOo+ngJSw5IMuvr/4x0eAGACbNXMg3v/5pLv/u97nxxhs5+qijuP+BB0b18bHH\nLebBB+7n9NNPp/mAQ/n5174AuPPEVPt8iptHi+1nzpzJjy//AS88+0LK21Yw9z8uZHjNnWxbsT1e\n38Aw7a1NY0/mBFdceSUdk9o56KDDecH5V1CKhxHj+pFyfoSgGRMTFbfSuv9ioiii+9YvjMqnZcqB\nzDxgLj/+xiUcdsSh20XdZserSeMhiiJWPPkETyxfwStfOfbxSTqd4nvf+CpX3baGpestKixSKRVQ\nQRobRQS5JsqVEGtjfB0QW4vnlzlkVjNLH+8jCiOKw0PYvofx0y1UbI5Mtokoipw3E+s7S1xVaYNO\nTBmKxipBlDvXloR4ptsmj4jlR9YHEcTGxKUtMLyVSpQm3doGmU7iKE42Zrj72KJGiK0xMSaO8PzU\nyJl7VB5meOXtlLofo3ne88nNOg5Tya/fdMeXZ02oU59l2CvuYe6NBFREpOPws8zA8hvxWqZT7n5s\nhzhTT/wo1hbof/T3tOx/Kl7zFCwxvuln3f9n773D7CrLfv/P6mv3PbOn98nMpPcCISSUGHqVDupr\nAWwg2FFBBQvii76C4isgoFhAkC6hR0InkBBCID2TTMr0sntZ7Tl/rMlMhqDnXNevnCOe+7rWtWf2\nWnvVZz33c9/P9/5+nx8vYl64cCE3/foWTjpuGZm0/YHH+9Utv6KpuYUzTjtt7Luu/fsIBoO4to2q\nqqz4yAr+9vjfCAbCKKrE1i2bqW/w27Wmabz++uuccdrpE/b77qZNVFQkCAaDPjRfkRnq68WyithW\nCUkSPPboIzzxxINUJspIJVMUioKTTj6Ru353D7u6/E55xfIlGIEIK1c+zeIjDuf119Yccg3hoEk2\nX5zw3aSmMk48bgWarjOULPCnex8CYPGiebz+5vqx7RYtmkM4GGD//l7SmRyqIjGSSjNvZit9pRSF\nbJh8pA1FTeDq5aiqARLIIo9sxFA8KHl5JEvDkj10SUaSNOzCMENrbp1wTmULLyYYr8UbLQKUxQcj\nMT3h+IXxms7kUCcjQz10b3yZsliEHbv7xvY3ZUoLI8ksR8zvwCrmiJYlmHX4Yn7zUBI5msATo3R0\nrsCRdBTZJ8dXVJ+gwLGGoSgjRct8rJJUwi324eXeQDXnkdAV9uzdhTW8C6eYxC2mkRUTOZTAed/0\n04WX/ZDBokbOLvDozy9jOJlkSsdkjjvuOH5x043MnDGXiooKHn74AYxoguPO/BypXR88n3nuuedy\n1oUf58KzzvDvkxHBK2XG1vfs62bznh089dgT2FaBX/zXzSw8+hTWvnAo0Afg1FNP5eprvsfLb+3k\nNw+vpUSAUnIQt5hDeDb5vo3Ep56IohuUkvsYfusPh+wjUVHJD/7zBj7zsY+hquqhc8RivDQFGHMW\nB5cfXXnllcTjcX784x9/4HkCRBoXEGpeAloYhMBKD4Hmzz36EZ+NZxfBc1F1E8cuIeshUt3bMQ0T\nUUpjhmoY3vUUZtX8UfmzcZanAyZJkj9/Lfn0iH4UKOMPnnTfeRoh9PJadAoIR8dWVHqfu3bC+UbL\ngsTLyrjyK1egqDK/unMt2fBkPFyUUTWg998HYMxxWpl+0tuexi1liE05Cb2ile6nr/2/0eb77P8I\nh/l++9/tQGuWXiaSW57GKaYITz8eMzKV4XW3Y4+CHA5YQ101DXVVrFh+LHe9VYEnwbL6Lfz1936a\n6pOfPI+6+lp2dG7lwfufxhsFJXzve1cxe+Z0XnzhJbr29XHOeedSX1/H8mN8MM/CRYt46tln2Llz\nO8FYlF/+7CYKuTQXXPAxEoko5YlK/nrfvcyaOQtJlZk7ZzEb3n6Fww87ml/98j8pZNOc+/FLqKqs\nYXhkkFRqmM6du5kxfQrxeIKAafLDH11DZqiXUCzGwEAvQV3DcwWSpLBuw2YiIaiqaaZvYIh3Nu4c\nu+YTTjiOM888hS9+8StEwgHiUZXyuEFdbT1l8XIWzl/AXx9eibD6aG7toL+7F/AoOv61d3bn6e0d\njzKPX3EYzzz3BtVVCQwNgtEI7W3tjIyM8Mor65BlicMWteJ6eYKyimmYRGums2P3bgpujCF1Js7w\nFuLWBsqjcSRhowcMOiZPYd6sadz98jAbX3oG1YigBctQAuUY1TORFQ0Uv7M44DClUX5Qv+ZPAAUk\nS6d79Q8nPPdQQKWmKsTOrhQAiTKToZHxgYIsgarIxGM6kWgIRdWwCiUSZTJTJ8+kojJOJNHB3a8p\nFPGmzP0AACAASURBVEs5poWfxVBCzJs3n8HBAnfd9ucJxzvp+MN48pk3/GPNPJFPHjeFw45YxIAb\n4aprbiG/84NRyP/5nz/lzDPPwNACKLE4pufyy9v/mx9855qxbeLTTyFQtQBHKtGUeY51a9fx8BPP\n86lrfkPqrfsBOOW0k1n5tycO2f+pp53G43/zU7vReBnppF82ES2vYPYJp3JkRyO3/+oWRkZGDvnt\nTTfdxht9OV54ow+vkKdYKCAci9zuvxNuW4GiBZECQaz+baS2PPa+X0ucd9FJ3P27h8Y4V2E8Ajs4\nbft+87Vl4Ne//jVfvuLKD9zmgNUc8x2EJKHIkO3vQjeCeFoQ4dpj9IvCtX3JMtfF9gSh8lpyA3vx\nShmEXUSRXfLpPgwjghQo82W9hDem/3oAsAP4tdSj0aSH5GuTqjqR6mm42CiZNexb9/d/es4HrLW9\nHFUzaWxsZMBuYVhtRvICWLKL5ioIWYylrIGx8yn2byG17Wm0eAOBqccyKeCw9onf/F/HOWr/RzrM\n99v/Xw40PPWEPziDOz/hpPfzsQvO4vlnHqKiqoy6+ipaJ8+id98AuweK7Ni4nmQyjWHoyLJMoeB3\nlpMXnsW2tX4EdelnziIUirBt+x6eeGocqFNeFuFLX/wMXfv3kstkmTJlClNnzmP37i6u+c51Y9sN\npVK8984GVj7+OBU1NUyZMpVwKEh1TS17uvZimCbTZszgxdXPseblJ8hkRti/ey/7u/dQVV1La3Mz\nJdsmm8kx1NtNe8dUBgcHUHQDq5gnlUsTCJjkMnlMM4jluezb008un6eiIozryWzZNk6b9oXLLuMz\nn/kk699eT3K4l8cf+QNDI0kU1Z+PiQaDXP7VH3HrTddw9PLTWPfGy/T07fdBCKqCKilkcjbvbuql\noiLMpJZq8iWH6vKgT0BtGCSTSYQLdimPrAje3tB/yDMyDBXT0Eml8wCjROyChroI+7rHox9VUQgE\nDDLZPHV1tdx33z2c+53nkBUHV5WQJT9ClUbndmRZHq/vdF0+OXeAZ19+kjfX+AjeWNRg9sw2Gmvj\n7OveQdAIICwLyxXYrsuGdJJCs4MAArs1Kqw4WdWjkMuRMHzyh+RIhlS6gKbKxGNBGhvLKBYcNm09\ndG75YHt/qr61tYXe3j5M0+Csc8/l+VXP0blzF+VlMXQjQLroUVMe4FvXfZ98ssSbXUmefX4t+uBb\nHHPMR3h1Yxedb4072WknXMrmp3/7T8/h2OXL/eccDfPwI4+D98GZkoOtae4RmNUL+MGlx/LHu+5k\n5RMTne7yk85nt9uGI4cZ2rsZ3dBxsn0oZhlKsAwjFMMtZeh7+aYP3H8qn0cRHoqioWoT05ajLnSC\neLosy7j+xDCpVIq7/3QfjzxwLy+9+BIXXnQRH1l+NJdc8rmx/QemnUswVIlqGLhCoEjgOY4/R+j5\n+qOOW0KR5NFsDRjBME4xhyeplEb2IbsOTnEIgQx4yPFWdEX1wU+e44sjIJAVA9ctjQGZFDOMUd6A\nEYxTGtnKwJuHRtvNrY0M9PdSnlBIJ338QvofZLDMgEKx4LJg0VRU06NtUjub99fRK9UhIXBlF8XT\nSDg7GRLl9L/1IE66m/Dkk6iob2Ckr+fO5HuPXfI/fegfcvuXcJjvt/8vHOiRR08Ta1/fiWUd2uAC\nAXPMKR6whYumceyxy2lrn8J3v/M9BgaTE9Z/6XPn8+Cjj9HdO1EWCeC880+lrq4cVTGQdJ2uXdvR\nNYPVL6xnX9c+TjrlRAJmgBdWv8jQ6Jzflq3v8eyzT5FND9NQ38q69WvxrBzvvP0GWihIybKQhUch\nkyYSDFNRXUc0FqNvsI9oKEQukyNfKBCJxhgZGsRxbEzT9AFMsmBvd5pY3ERRVbp7UgwP+w7pa9+4\nAtM0qa9r4MH7bqaQK1J0XCQcXFn1FTFUha9/43r27O3m4b/cgevk0BSFrFNCGQXF4LkMD+cZHCpR\nXRmi5Aga6ssoWEVMM+CXs8gWO7ckKRT8uWJFkTAMmUltVciSjaqolCwHTTWpq2/h6adfxR2lvPv6\nlz7GwFAfoWglQVMlVllPqWDzl/seprenh2y2wCknHsfRK5Zz0yP9YEb8OSPv4CJ4Dyc3RP/rt4Kk\nYBogyTIzZlai6Tqu5xEPh7HyeUqSSTSiE4nW8cyG1aTPLsKo3jYOSPeC+Kj/r7FSpcELo2ow0l8i\nGtfJZDzSycLYtQLohkJ7WwX5gkU4qKOORsB1da28/OpGpkxpJRIyWLZ0KdlsiW07O0HSeGfDO3R1\nTSQK0CKV2JkB4mXlJEf+MUjt2Av/g3eeX8VQ7/4PXH/rrbfy+c9/HoDa2lp6enqomnMO/RseAODK\nK7/MzTf7Di3WcTyp7c9Qffin6Fvz+wn7ueXO3/Ps+i08esvEucmf/OQGzvjoaWTzLh/95j0UCyWS\n635PZPLpqMEYWjCMEIKB129Dj9ZS6BsHM02dM5sH7/0jrZMmo6raqB7qRAYgmUODIyHB8mOO/afl\nOGXzLkFSVF9JR1F9PVZZ9QfImWF0w0QarZd0C5lRIJNPlm+EohSzSSTHxkp1+7qzQmCPbEWOtqCq\nASRZJ1DZghKIIDxxgAQK13ERxQxSIEawzKeZ7H7uBxPO7UDNNYCmyximTDbtUN9ksn+P308FQgpm\nQCY1YuO5EI5pZFP26HEkzIBKIWczZ24LiiZoqarnoZV+at5ItAElSkP7/DnVUCWxaaextPJNHn18\n/b91tPkv6TDfb/9PHOjsBQ2rB3uyR/f0pA5ZV1dXgRkC05BJJV1yuSJVNRHmLpzPYXMOo2tPJ0M9\ne7FdkLUI9933GAsXTqVr9y6SaRfb8jvDxYfP5fU14yUcbW2VlEVkgolqJNdClk1effVdSkWHSR0t\nHL5wJvff/8SYM1BVhVtu+Tmu54+mhwa72beniz2d22hsnMS+wX5cz6KUTSGh0tBQz5FLj+X3f7od\nITwCikEml8WQBZFolJHhDLIkkS/mfKYRZNLZIjXlUd7c4L+I1VUhLrviCjLZEu3tk3jywVtJ5kuM\nJNOAh6npFBzLRxNKEjX1Uzj/3E/xxztvZDA7jILMd6/9LW+ve4YnVt6H6ylYjoPn+ClLRVOxvRK9\nPTmG+icOKioSJq4ATZNIVAVRhIwtW5QHozQ1TKa6vplNa58nnohSUzOZYAD6B1Ps2duJYYaY3DEP\nI2Awedpsbr3lV0yZMZvNm7bz1lv+nOlFn7qYuNfL8+/2kYsfj42CED6ZfSm5m8F1dyMbEaLTTyag\njlC0MtTS6SuXyD4oSDcCyLJKciTNvpYU3pHva25vAq1AP1CE8HqV8miEwkCJisoQuC6W8NBUBSvn\n0bl7hGjMQNNligWH2roIAV3DcRw0VQctxpxZ09iyaT0zps8lFAhzz/2Pc/jSxZRG9vPxj3+Giz//\nFcBHPjuug+t8MFfwAauuriISjZJKJhkYGDxk/Ve/eiVXXHElb731NmeddRa33PIrLr/8SyiKguu6\nvP7muxgmzJs1E4CbfvsHfvrnrXhukeF37kO4Nk52fK5Xn34yf/3ZF7nxF//Fy88emlr87veu5oyP\nns7TL27gxrueR4vUguuAYoAsMfDioZJeRx7RzspnNxAKGIeAfw44S8/zxuYHwc+2q6p6yL7USC3l\nc85FUoNjAutGuAxH+EhVCR84JDHKLKRovrg6MpZdRCpkxhz1AZFsp5jFTvf5EannYKX2+IjoUB2S\npBCqbkfSzdE6G3m0xEgCLTiqKiPI920ms/mRsfOsqI5zyimn09O3l51bN5BM5bEdh4rqIJbrIkuC\nYt6hVBBkUw4tHWFkXQLJJ8nI6Kei9D1E955xZRrDVJCQKBYnAhub60J0dfvbNdXFOPmMk1j9ygur\nNm/oPrQY/N/APhQO8/32v+pAm9oiomdvHlWTKeb9hhKO6rS0VqDpGhYW5ARZy6W+rpwzz7iQRx7/\nMwPdg+SyDvmsQzJVQJJA1xXKElX0do+n1xobazn66MVUVJaxdu07vPzSWg47YjqTGhvIF3J4Muzd\nv48Na/3oYPqMduYvnMlTK//OCScezZFHLuP1NWsIBYPEIjovvPgK5fEIpmmQzeYolYpYnoMrBOFg\nGCtXoKGhiXCojOkzZrN+4xqmTZ7JqmcfpK52Ep1b36XgOLieTSAQolAqkCs49PbmmNZezYbN3ZSK\nLrPmVVERryZe08z5H/0EZfEoq56+n9UvPoVjQySqoxohMoUiLXX1fPSci+nq2seuXVvRVIXX3niB\nUimNqhosXrScWfMXc9dvfkrOKpEaKiArEtEqBeHKpPscBgazOI5LfVOE2ooINg5B00R2JSIVdQR0\nQU/3AF/43Jd59NF76Zg2i3Qmw2BfNw11zWTSPbz86nquufoH/O6OnzFj7pHs2LoBITSWnXwB9/69\nk9lluznrjIu49NIrGBryI67KigqOOuYwnPwIa/LHIpcklIiOt+ePOEP76RsYd+TTZsVRVJ8Y3fNk\notE4gyMjuI7L7toRiIxuOAcfavsqsBc40v9afkYioZrYaUFTfQRZUshaPodtXSLB2rW7yeUndlYV\n1SaVFSE0zUDYDrPnL+bRR58D4dHc1MJ7720ZbeAKRx89n0R5Oal0hv1799HQPAnTDGEqggceHk+F\nfv/ab6NKUFNdzdBIht17ulgwfyGFYoFVq1bz6CPj/KtdXbuwLAuA1atX89BDD3PaGWfyxdGI84Ad\n9ZFjeHHVaszqaVTOOgdXeOS7N5DufBFZCxJpXUJ2/9vYw528+PJLzJwxg9fXreHxhx7gv//7zg98\nhwMVUwh0LEFVK5FVBeF6OPkhhtbeMWG7Rx//G47rcerJJ4/WvY7Pxx3gWvURo4JiwULWVZ5/+ilO\nHQXH1R5zNY6VRtgFhAAtPuqkPYGkyAhZRVgp5jfZ3PKT77Hs07cRdAqoZgYrvw+5WKCRLWwNnY8i\nx3DJ4eQzuJ5ANcI4+TRWbgQ3N4Ck6GBlcBwbJ7sPvawDWdZBUdFidSiqhqSqqEYIWdN9AQPJ56ft\nWTU+j37+x8/juOOPR8bi+uu/haLIOK7D0GAJRVUIBXV0QyA0QTZZIjXkEo0H6N8/7iAjcRVFkonN\n/hQlNUFhcB+5Lfci4RFpWMDwzkOl2sJhFc+D+uYASgA2r0v/20WbH0qH+X57v8NUNemwSExbkx7x\n068H1fWO2fev/zob1m4ARfD6y69TWR3FzZcYyhTp6/nnmoHzF8xg9qwZ2E6BbVveoam1lVwuy6b3\ntnPs8cvYvGkjAo9CsYBVlNj2nl9HV1uXYPbMyWTyKQpWgRXHnsRb619j2RFH8eSqJ6mrqSU9MoDl\nuNiFIroCtqdg4YLlEgoFKJZsWppaCAfDIMvs3d2JbRcplNLYwsO2JaxRlZLkSAldU4jFTAxJYd2G\nHqqrQ7S0VBCJlfG9626mLFbJz3/2bXZsfxvHFiTK4/T19+KUHCLllVTEI1jCYN78ZeSzOXqTeZLJ\nrSyYuYxEopz77/tvvvGtG9m7t4frr/sOgZBEIhFDEi6W5+HYNqoqo0oqxaKDEdJQcEHWaG+fRX1N\nHds2r+GjF3yLeFk5a158iOFUhmM/soLnnniMtzeuo72pkbwrsAsWuigxkk6RCJUjIrU8+pg/V1d/\n7DewZYWF5kaeWLmSo45ayhu7SxT3vImsh0nMvYBM52qKgzs+8Jmqmsy0OXFSBZegbLA/n6QU8gcr\n7pCAAyB8CVgB/BmYD8wa/X4flD8dgJJgwax2MskUZjSIU7JwPYVMJs2RRxxJKjVCySry8KOvA9DS\nGscMGowMZenr/cftTtNUjlk+i1ggygOPvABAWXkZmqryhcsv4brv+XWcl15yDkEjRFV1DRUVNTzy\ntyd58slnxvbz1wf/QigUoqK8El1XSKaz9HTv4733tvCjH/6YKVOn8PVrrufSj5898f6Ea4nOPB1T\nK0cyNexiHtkIc8M3zuSeP/6GZ/50GwD33Xcvx59yEr09/UzrmPyPXyJFJ1g3l2DTElQzCI6HEC6p\nLSsp9m8a2+zsc05n0cKj+MrXrvBTsKOIUMRoyb8EnitIDg9TWVV5yGGqj70KhEpq+/NowThyqBYJ\nDzXgg8RcO0P/i/91yO/eby315cQrDEqRySSNxQih4DoekvCwixmcXAonP0BhcCeqWQFOCtko93mL\njdAYv3CgqgVZ8WX7FFnDw49YD3aYsViUP/z5Dn7x82vZ093tExMoNrJQ2Ls7j1Xy0CI1xGefjRJK\n4L7zE4p5geN5FLKHdnayLKFE65Flg9LILrRwFfZBsm+VtUEMQxCNqOQyHvv25imr1EhUmXRuzU2z\nis6W/+kN+pDYv4XDPNjqWoJioLuIYWrkMtaEdbIs4XmCWfOnkkx1k887BIISIVPHLQl27PDnKXVd\nZsbMajomTWb71u1YwmPW3Fls37aVmTPnk0oOsadrJ6YWougVKRQKeJ5HTUMNhVIGp+iRz1p4qsW2\ntyemgqfOrSIeiWOGwqihEAFVRliC1PAgQ8lhVE1GRqKyupHsSD+WI3CKRVRDpbw8QW9vD4osMFQd\nx3VxXAddUyjYDo7nk5cLyaNY8lAlFWSXgKIzMpxnz/40c+c0EC0Lc8zyU2hoauXBB/7E5VdeRzGb\nJRYP0tO7h9tu/yFTps6iub6D4d4RhKrh2TaZYgrLCeK6Q9TXNnH4giNJpdNseW8NQ8NpXn1tDYru\nEAqEcDwLJBXPsdBkCRSZloYOzGCQbGGE9skzmNTazq7OLqZOX4ipyIxkfN7OVLKfBx++F12XaGvu\noHfvDoZzRZYtPpWXX34GWSswHPk43W/+Ds+a6GRqll/LqQ2buOMP9499F59x9gR6timzWijqjRQG\nB8hkbQKhMiY395LJCwqFIr35FPmTHagCPOAZ4IDa1YNAHqjBT8ceCbQA+6BspYksZBKJILFIgop4\nlLa2NjZteo8TTjoFGQ9ZDbJ37z6SI0l+//sHxs4pFvPTkqmRiXPpB2xSRzVV1WHsgkdH2zSKluCR\nR8Z5jC+99CIWLlpMNpdmqKeb6TPmMTw8xD1/eYDX16wd2+4LV1zGKccfTW/vINNmzEXTFPbs2c3a\nN9/ihp/89B++V0uXHsUf7/09shZi8UW/QAiV3ud/NGEbRVH4xre+xQ0//jE3/OxGnn7iCZ7/+/Mf\nuL/qI79CKbkLIzEJWTXxHNsf2coyfS/eOGHbtvZ2PvbZy7js0x+joqJifMVojebzq1fzkeXLJ/xG\nT7STmHc+eFAY8tHvdmovpZFOgnWHoUWqUBQZuzjMyPoPJjkAOPzwqUyddjhPP/kUvX191DVEkSZ/\nDVeU/OjQdZHsIvn0ALKskR3ag6EaCFnCSXUiqSZapBFZMRAygIJqBFA0A8kMo+lBX0MVQfcq/36W\nJwyqasMoAQmv6OF4DpLwBwfb30sfco4V7QsIKTsZ6ctTslxKeX/AbIYUijn/71iVQaq/RKj1CHK7\nXiMQUgjEFby8QrASIiGddMahLGqSTOdJD7hYJYe2WVVk02n2bMn9W0Sb/zYOU5IkLVquWdmUTSxh\nYIZUv76qKNB0iFWFWL7kVJ589lFSwzk8B2IJE01WCGoeGzf6jq2pKUQ0apAveZiqiaRKRMIxDE1i\nODnE1Olz2bxpE55XQtV1XGGTz5UIhwJYVpFgIEi+WCCVtOjd53fms+ZPYuNbnQCsOH0hmqRTKOaw\nHZdUKkkikSCbHMHxHBzHpybTNQ3bdrAtCzQfvOJKAlP2+StlAQgXG3AOiDoDOC4yCnt2pWluieAK\nQSppYxoae3b7A4LWqWFU3a8bUxUJPSRQJJPJbfMRrkOmMEBzbQdzZi8jYGjs6nqPXD5LIBBmaGiE\nYFBj/TvrOOm4c5k5cy7bd27ll7+4hdq6OIrI0zM0hGFoeEKgS77g87HLTwVVkEnlmb9wCZn0MK4i\nITkOkquyact6Nm9cgyvCFDLDhOMGoVCYT1/8dXL5DJ+79KsTH7hioIerKJ97AbKi4BTS9L82UeC3\nZuk3UUyBJAdxhKD32YngioOtoTXMvl1Z6ppCDMQL2GeNjtQ9YCVwCvAO8C5wIYxVCzwNlEHiXagO\nQzQGmbREJq+iBEL+4MFyEELCtouoqkFbazvDfT1UVNeyZPEybv7l7fT3+2nkRGWAfM6hkLdRFZlE\nRYCmlmrsQh5XktE0f4AVjoSpb2hn9Utr6e3uQ9d16uvr+MiKpdRWJ5jUNg3huCi6yisvvcbtd/x+\nwvWqqsphhy1k9tz5LFy0iIUL5tHT08vv7ryDhx5/ASc/gGLGuOrKz6OGQtxy0y8YHh5h8qxF3Pe7\nW3n0tQ1c+6WJItLvt5VPPM7kjg46OqYcsq52+XfxJInhtXcRnXY6mhbEtYo+f6qi4pZyjKy/a8Jv\nNm/fzqSWZlRVHWf7EXDnXXdx6SU+wPPtrbs44Qt3giSjeCVS+7aj6b5D9lwLYWcRroNR1giqgaLq\nCK/E0LqJx2o6+uuY0i4SpfXkHUFPn03/Ht/xNi7/DsV8dlSZRUI4LpIs4ToOcilNIZPCc10UHKxi\nGntwI6HW43z2H8UntPAp+BSUQAhVMwDGwD8tbREGhgrMnNzKSH6IglVA1sDzXPZu9oOAWIWOV38q\nmQ0PEUqEsXN5rKLfZnVTwowoVNQmcPMWXTsOLfs52CQJatr0URYhH9PhuDDcZ5FLOlQ2hTFMl65N\nH36n+W/hMKuaAyI9YCFJEomaIEIRoEgYgCsEJctDNVRkCfo6szRMCuKhIjsW/QMO2aTfCBtaQgR1\nHccT6PooZZoiEzYNbNslENRJ54o4rgOKjCccFFVGeD4/pKpIWCWH/t48+YxDIKQTKwvR1jGJQEhm\n9/ZuJs9soG+gh7qmSQgLOrdtwvYEuiKhaxqBYIjhkZFx3UldJp8vEg4aaJpGPusgsHCE54MdVAUZ\nkCUJHNj+3j9/OQ62WKWOJMtYBZeqGo1wOIAhazQ1T2XmrPmY8SYyyf3okqCmsoZ0Ls1Afy8L5h/J\nM6seY8nio+jv383Kx5+iUBgkEIhScvOIkgeSh4NEWA8yc8ZCTj7v06x75TkkRWHn1ndR9TClYgpJ\nsunasYMiNrItEQrofObz36Rz1z6y+TSxSIzq2irWv/EK8xYdx+c/65cFhJqOINKyBNWMjNXmSZJE\noX8LwxvuG7vGcN0sgs1HoEbr8FyX4kAn9vb7KSvX2LfPRwqbYYVi1h+Jt3SYdJtFrLPxRb1fBzrx\n5y0Xj36mgLnj9zF0D5y/FE4/HWIxSKXg0UdhzRuQdiNIrgRCwrFKNLa0khxMoigajz30GD09/Qz2\n9fHww/exdds7FF2bTKGAMUrnJwT09KQprwgSCWpIuowpGWTtIju2DmNZh7JT3XnXraiqysjwIPlc\nnpt+eSv9ff1M7mhlR+cePvnxs/nd3fcf8ruDzaycSnHAz8TFpp9KatPjE9ZHZ5+HM7KXYv+7eKUM\nWqgSOzeRwm/aiVdhDDzN2+smchprmkb18m/gOgpeYdgvBRmFIDuFFE6piCyBLMkkN40T+zcsOJ+/\n/PdXWTR/HoqijIF+CsUioWAQgBnHXEh/IUqp6CDcEpLngXAQjg3CxXMsiv1vE2xchqoHQNMxzRCW\n6+B6Hsk3fzN2PEkxMMvbKAyMp4jDU89H0XVUPYgSiPoAHkk+iJnIQ8hg21lE3vEVXrApDnehRerQ\nguUgKyiqCrKCQEIxArj5Pvpe+vV4mwqrTOmYxLJlh7Pq70/Tn02haSoly2Wwa2IWonm2hpvT2bfT\nH6AHogqFtIskQ6LeQFIgP+ySS09sK/XNAYb6SxQLvqON1+gEIwqqJmOXXGwLHNsln3RRVJnK+iCO\n67J/e/ZD6zg/9A6zvMYUqcES8UqDUMzA9mx0XcezHFzPfzktYZEbtFE1lUjMZ19BCPZs9dMbuiHR\n3B5FQiY/kkc3FCwXbMuhojzGSCZHMGDg4aFoMla+hKkZFG0bJIlgIIDQXIolGyEEXVv8esH61iiu\n7DKlYwa7dm8jFolSU91EJjXIULofU5fR5AiZQtKX8vHwRZAlga7ruLik03mCsQC2ZeHZgoARwHUc\nkGUf6Sf5tWkKEsKR6Nw+jOsKKqqCxOKGT2qtgn8zFNyUYGfnB5chJGoCVFQbLJhzFCeechZ9Xfs5\n5ZTT2LZzG1Omz2TD+jdoqmvC0A1u+vXP2L37HX5+492cd965TJvRxmmnncHqF55gz+5d/PhHt/Do\nY4/wqU9eglBlHrv3Pp575mHKyiLUts/g/r8PEi++yeQpdWRTKSLRAIlEDSeeejbZlMeUKdPJFbKU\nldfQs38rX/3la+SyGTwrR3rTYwQbDyPWvhxZ9UfnHowyA4Hn2vSs/k8YpToM1MwkPvts7HQ/+Xdu\nJ58fR5cmKk2GBvwOaPosha9c4XL9HbBrIbAVmIyfml0PlI0eqB/feY5a9ZPwky/ATaN++srzoLUZ\n7r4bXnzZACVAwSoRCYaQ8AAZx3b52pe/i2WV+PO9t3HTjXewbu0rXPeT61F0lVjMIJMsoUgq3d1+\n9qOmPkxyqEjFpAoGU8OUSUF69o2XO01rr2DzjkHq6mq45ppvYpoa9977MM+OIlYvuPB8Uskhnnzy\nOb591eXs2LaZI445DjvvctW3rx7bT9WSy1ADZeR7N1Ic6qTYv5lg/QKK/ZuQhYNRN59oy5Ec05Di\n3j/dxvd/cgNnnXoyhqaSzmQ5bNFh/9P3tnb513yHKTyS6/9ArO0UPEXFLaQOKgVy8TyP7I5xBGnt\nsm9w3PQ0d9zyG2TFHyTt7dpDS0uLv/6wT0CkGTs14NdLWkX/oY3ua5Tqn2L/RsoSAWKRAtGQg6J6\nCMkgnZLIWgkypQhOIYWdG8TL7KFs9scRqAjX8genkoSkB1E0ExmBJ8tIio6iaSiqSlnmzwxGPoEs\nwCkVSG1bhZGYhBGv9VWLZHlMaaQ4uGPCIK+hoZ5YWKYosiyY0c7OXftJ59I+veV2v8+K1jeSuwCE\nqAAAIABJREFU3u+zQNUe9z3MrpvYte3QdC2AokEgDrnBcd5ozZQIV+rIGuBAZsDBKoy/F6GEQm11\ngILjYHuQ7rewch7hchUzptK3vfChdJofWocZiis3IClXlXIOZfUGwZCK6/qclagyxYxFU109vYO9\n5IYtglEF09QBCckVqKbKznf9aGzq9HJk4VB0XBRZQRKgyDJCgaLl4CBQPAlNSAhFomTbyJrmqydI\nIGsC1/GjHFeSSXbnfY5YXSVRE6SlpZ3UyDDJ1BC2Y6FrAVQkbGGhKArCFkgqKJJKqeQghEM4FiSZ\nLaAqEoqkoisSsqqSzeWRJNlXPXAdPFlCU3yU4fBox19eaRLTAxRcm5xjYcgykquiKIK9XWnSSYvK\n5hDRhAmOQynrsq/TFx0+4+wTSQ11c+rp59PVuZ3mGbOYOqmDDeveYsaMmQylkgjbYVfnVnbu2saO\nbV1MntzK8hXH8+6mVzn66DMRqMyYOpulH7sBNzdCoX8rptfDL3/5M75x42P0vj3eAS5cOJnyShPb\nlTjqqGWsfOQRGhqn8L2rf8byC79McrsPcEHWUIMVeFYG4ZSITj2JUP0cpFHFTKtUGOPQ9ISDLKl+\nB+mWELKK57n0r/6pz1P9ASCwqdMjfO0rGdra4PTLIWsBAeAA9sXDT8m+h19OArDE/5j3JjgubFwE\nSDD7Tbj5m5BMwrXXaUhaFclMnuqqViShctSyBeSzJZ5c9Thf+9JVvPLKS7y14XU8LLa+Mz6YiVcY\nlJcHCRkKtrAZHnLp7/Gfk2oqOMWJZSXTplazeYtf5jFjWiOnnnEKifIa7rnnId5++x0A6upr6N7f\ny2c/ezFHHbWEgBnh7HPGVWpik09E0kxCdXOAcUrB7J7XSW97BlkPUbXkSyTffYji4LZ/+o5eeeWV\n3HzzzYd8bySmUDbrOIQXZFQenNJQJ56ngXB9FKsYvTZPIPCw80OUel8f28eMpadxy4+/xtKlS1n5\n5JOceapPObny2VVcfP2zlEYGcIppX4XG81GxQhIgBJ4Q1Oov8a2v+8/7QHAo/NXs3Ak/u6Wafk70\n3zXh4jo+v6wEOKOKLpKsIWsGsqr5uqdIIMsYkTLy2V6CwXqE5GJbWbBtrEwPpd63Scy7aOw6PNeh\n5+/jFH6zF0ylvLKMn1//c848/UQyxQKxchPVr0th5zZ/MN7QGsKpuoDeNT4KufKIyxh4bTxCPeSe\nBxVi1Tr9uyaWeFW2hhnYU6CiRUGVJIa6Lez8RJ9R2RZEkh1cSzCy3yEYVYlUqmQG7O9lhuyJNFn/\n4vahdJiVk4JiZF8R3ZQJJlS/5CMaJGfZuK6gVLD8eresi2bKeEVBRXmYgBBkSzYl10NRFPp7cmQz\n/1iMWdEk2jrKKBRLqJpPa1VyLXBBkxW/85UFrpCxPJcwKo7nkkoJZNUlXhGiUCig6BrCcTEMDcdy\nUZRRYdxROLznjdJkSRIyHq4MwvV86LxkYGgKBdtCUn0pIV3XKTkFFCGjSBI526Iw4qGGBbqpoMoK\ntutg5RxS/TZWwR2j7QMoqzWIVployEgCtr/jDxxWrFjINd+9noGBAdavX0M8XgmyoGvXdpYcdTyP\nPvIXPvXJz7KnqxtV1wiZBg89+BCnn3EKNdWNKJpMU1MDX776tzzzxP24Vg4tUkNxlKdXUnSE66e/\nmxprOf+cM4mWRZi98Ej++tD9TG2sZ9rMBZz/H5fjHJTeU0K1aJFWlFA5shlB1xUkI4YeThxEl+Z3\nZpo8RMmtGCs9APAkm/TW1RT2+h3upOYonV3jo/FpMzuorbW55tu7ue9vcFsvMAV4Dh8Re7CtAj4C\nvAbMBGkVXHchPLAa3lnkb3LAYQJcfbVEXcMy3nxrA0W7hGkECRgGFRWVdHV1gqzjeiV03QTXprqq\nga3bdpIc8NtcOKRRUWOyc2tqLDrQNRnL9r1+bXWQquoYJcdGQkU4DpIaor62mZ2dO7Ftm09dcjFb\nNm5k6rS5OHaB1kktZLNpqmvq8Cyb//j0ZwGoW+GrzhR63sGsnuEX9B9EFODkBtBCFSDJ5Ls3kNv7\nBqHGhSQ3/Y2zL/0+1XovRx91DPf+5S888rBfvlJfX8fyFcey4rjTuOxHfyC/60W8ku/0T7j4B2zo\nzCEhM7L5cYI1C/HsEq5VwHNtX41jlFQcz0MIj8Le5w56GOPSWFV1NaM0jVC19OtYgz24bn5UENoZ\nYwfyPI8Au7jh6i20tR20p/fFSzt2wNU3zsfSp/tR6tgGYnSRkBTNJ9ZXDLR4OcKx/Hfd8yko7UIG\nSQsgSQKvZKEEQsgSpLavIlqlIsWXI0kS+5+9jvfbG2tf5UtXfIrdXftIZ0oYEZ1IVEM+KINV2WRC\nIMrgjuTYe/W/YpopYxfHR416UCZeF0SRJSTVRZZkLNdFRaWUd9FDErqhYJc8rKJNut9GeBCtVtEM\nlZ4PESDoQ+cwo9WayAw6RCs0zLg61jEakoQtCxRLxRI2oFBKlwiENAIhHc9x0WUFq2QjKxKSpJLO\nlBjs8UdcRkAaizzs0sR7lqgyCIRlJGRsGSTXQ5UkJBlUMSruqkjkSiXS/RYVtVFaWyfR3b0b13aR\nVAnbtf3X2/Ubn+uA6zmATDRkYNkuHh6u50tqaJhjDERC9pBlhULSoWfveARS0xLGBVJ9eazCB4RN\nB5keUAjHNSoTQRRTxXYchAc7RiOac849ka0732NK2xRy6SztU6ei6Dovr3yQz1x+FQ31Lfz21v+i\nqbWdVatXoQeKdHd5zJrbzuHzD6e3d4D9vX288nY/+YFthFuWEmldhm0XGXzp54ecT7hjGdntL6GY\nZbhWHrzSxA2UAEbVAiTh+rqHwgVJwXOLuIV+Kud8FIyoHz3Iqs/5qep4jgWyioyLkPzv8/3b8IY2\nkO3rHNu9GStn0XSD+imLicdjrH/jPi77fIFLfwKl80c3egU/JXugWqEf2I6PjF0NFIEKuGIqzJ05\nnpL98vl+SjaZhJ/+NMZv73ie7173Ld7b+AbJXIlwIMDiI45i9YvP4XkO4ViIfM5icnsb23Z2IimO\nzyaEjI6Kqgq6u/PkMn6ZlBlQMAyV6roQQoAiyVglF8tViASCmCEdx5bYuGH72PVOmdJOPGqw5s33\nqKpK8P3rvsPI0AjZbIkbbriR6iWXoQTLEa5NpvNFQg0LkM2YL9klq+A5E+7vgf9Np5/O1X5JyVe+\n+VVa6usIhCJMbu/g+9f+cEzftb6+HmnqhdiOgiQsel/8BZIkcdefH+K7d67FKqXJ7l2PGmlCONao\nU5XBKeEh/OcvZAQudmoXbvYQTeQxqz3qqwx2vYcZiOCVsngeCM9GknWEZ1FpvsPdtw0c4iQPNiHg\n4ssbGLAXIasqopQfl9SSNQQSshn2B7iSjGoEfVJ110FRNFyniKQFAIGQVQw9gKTpDL3zAKX+zSQW\nXYxqliOrCrKqs/99gLQVxy3m0ksu5drvf5NkscRQf4nyGh0JUFSVfdvG0ffBmEI+5UfkkhZEUgN4\nhUNVg95viirhOn59Tm17kEKqhPAkQpU6rg2SJHBHByTyKEpXU1U8ySPdVyQ/4hGv1wlENfa/+yGZ\n1zwAiPhXX4CycLkukBBl9YZQTVm0z0kIzZSFEfExoxWNhlANWcRrNCEriKq2kNBMWbRNKxOGqYjm\n9ojQDVlUN4YODBMFIKobDaEZsqhs1IVhKKK6OSg0QxYVDcbYNrohi6ZJEWGYimicFBS6qYjmNv//\nqkkhoeqSiNcYQtVlUdkUFJopi7qOiNBMWVS3hYQ++qkakqhqHd1/oyGMgCLq2qLCCKiisT0u9IB/\nfNWQRU1rSGiGImRFGjsPWZZF+4yGCed/YDGCqtB0RVTUhoSqSaK+Lexf9+SYMAKqmDanWhgBRTRN\nLRNGQBGTppQJRZHE4UtniHAkIKZOqxJl8bBYcsw0ESsLi/IZFwglEBfxaacJxYyK6NSThWyWCSVQ\nLpBVAYhYLC4+8R/nCdmI+CpaqiESiy4WWqRWVC75glDDlaKyIiYURRHz5839wPPWy2eO/S2pAWFU\nHy4kLSzM6kVC1sLCrFrgf1YuEJIaEnrlPKGGqkTFks8LLVIrqo64zD/eEV8UWqRWVCzxP6uWXCa0\nSM34vrWJz33FCYuFETTFnMOmikAzomMeIjoHwfdHl+8iOA7BbAQzETQgWIpgBYITEFyL4BLE0uWI\n558/dPn0pxHV1bo4dsVyMWfuPHHhpy8QgaAumlvjIhQyxNxF04QZ0EVjR5kwA7pomVwpVF0SVc1+\ne6moCwpJRlQ3m8IMKKKxIyoMUxHTOiqFYSpi6oxqYQZU0dQWEZIqiXBYE7quisaGsDAMRVRWhoSm\nKYfc79ZJjSIaDYmzzjlFRKMhoWma0MNlomrZJUKL1IryuRcJJVAmqpdcftB9rP3A/414vTCrpgtA\nXPTJ80R9fY248Wc/Fa2TWsVDD/9VVFdXjx33L4/8VWiROlF5+BcmnM8f/ni7UCM1IjTpaKFGakRk\nyhlCNuLCrD9KSHpUmLVHCFmPCLPmiLF2IWlhYYy2DyRtwv4S8z4hZLNcBBqOEahhYdQuE7IeFYGG\no4SsR8XMeZEPfF7vX2YtLBeSHhOh5hVCNmIi0HiMkI2YCDWtEEqoSlQs+rxQQ5WifM4nhBqqEpWL\nPiOUYKWITPmokAMJEWo7RSjBSlG26FKhRWtF5ZIvC8WM+m1RUUWoddmE+znhOcmqqG8vE5GwOf5+\nx+NCM3QRiqtC1RWRqA1O+E2svlFIinHI8/5HS7zK7y+r24JCNSQRiPr3sa41IDRDFtVtYaGZsqif\nFhGqIYnqDr/fLW/xPxPNppBkRLhCFQ2zIuJ/t4/4f2P5UESYjdMjYqCriGZKlNUa6LqGkFw63xpP\nq5kxhbqWOPt3pCirM5AUH1wR0Qwsz0WWwXFc9mzJHsjiUF5hEIr6aSdZUZAUmZLnIHsgaQqe59Gz\nzU8fBUIa5XUGkpBAxldClz1sPBzh4WZdcDyMsIrngqzIuI6HEdSQHA9ZVv3tXBdN8xF+HmAXLR9Q\nJASqamLbFp4kUGQd0zBIROp49YU3mDqtHTlQYumSY8nlSuzofI+hnhGC4RAFd4RoKE6hmEfIcOzi\nFeza8R679u+lrKqWw+YfwYxpC3jsqbvZ39lJQVh4jk9WrWsmjpXH0A1O+MipKKrObY8PkNy2aiwt\nqpc1Y410IWkBhO1H5JIaQDiH8ugmFn4aPdZAUZSo3PMHuvYOcf4FF/DXBx+jkPVHxZIew4xPQ+Ah\nKRrIOuHadlxFJ9u1wZcrEoDkMbH9Cop9azGrFiCpARQjjpCLhEJlyBVtPhjD3wxPHKTS4HkUU3vQ\n4014dh7cEv0v3zLedprg8PnQEIJIDdzeB1776ModwDrgZHy2nxH8tOxi/IzgWphcgCWL4YwzIB73\nI8vHHoPXXoMtoyXfiYYK7vn9vbz77pu89caLPPfKao5YsJSCbbNg3mL++vDvuOd3j7B61bPc/Ltf\nYDsWQrhokoonCxRNJagZeIUCmCrCEuTSRYaHXKziodMKuq4we2Y1JcslW5QxdAXhOvT2ZuloLycQ\nCGIXLDxJ5o21OzBNg4vOPo3ne6rJFTysdM+Eecz3y2wJIcakow6kFBedfQVfOGkOqiGxbdsWJk/u\nIDk0RFdXJz//xe0AfO4LnyPTs5t7Hnl6wvk+/vjTfPqGp0lvXUnZrHPID3QhijmEa+FaJSRZgCcA\n70DHBqMAKmQVT1ZQtSBKIIydT4NnTZB1Q1FHWXVgavVr/Pwn/5h/94B97dsJdgwfjfBsnzxg9Nq1\nUAw5UOYTLngOwvWQVBVZM7GtAqKYBddFEoJgVQOOJINVRO19kJTXRln6NSriOvuq/4P0lqcpm3WW\nP1cqSex77of+vCsQm346iViUztc+uE60oiFIIGSyd6t/LXXHXuWD/ITM/lXXT9g2UBalMJIGCdpm\nRunZnSdap6IoErInKDgypqlhGho71vk0iqFKBSMYJBBQ8DQLTVIQuLjuqAqKJ6FqKgO7c0hAzaQI\nrmezZ+O/brT5L+8wG6bHRM+2NOGESlVzBCSBlYNCrsDAbj+NVzkpQFAzyeVszIhEWXkUXJdMIY+M\ngmEaWCWLnW/7DStSoVHRGKZQLCKrKpItITkCXdMoWRaKLnCFz6cpy9C91Ydr13SEUHWFYsFC0WQE\n0v+g7s3DJb3qet/PWu9cc9Wep949d7qTztBJCHMACUIQnI6igiDgdbxeBxT1eERUPD6gVw8KR444\n8Dx6OeIAHkAmGUIkIVNn6KTT6bn3PNauueqd1lr3j3d3dzYJcM+95z7Cep797Kq33qpaVe+q9Vvr\n9/sOGG1ozA+oTHoUSgFprEiVRoqrbuoYCykgVRohBVpJLFtjIcASpGmCZ3vYgUMlP8pLX/QK5hbP\nce7CBY5dd4z65jr1zhIvu/3VHNx7hEZri+MP3cuJJ55itDqOSuo0ultEScrhPfs4e+kS41N7GRuq\n8MjJR4j7bY4du435uVVGRsvMLSwwiHr0BgNsSzJaHUK4MNd+OasnP4oxitL+78AfyfhzX+umEdbP\n4ZZniLbOk/a2sPIjuMVxLK9A3NlgrPUvNLtL1KqSm295OSdOrPDII49nTxY2zvCNWJab6XdaErs6\ni1saob/0JCbJvutnHbc62eavORkHzwrAy2NsSWnmeiyuTux6GzF7uV1+PSklUXeDjXvfjz95A1H9\nAgdv7vCB34MPfQje9Cb4s7+Bjx2HtAQMgXUBbA3Rq7Zf7F+BWcAHKsDn4eahTMPUcaDRcllZiml9\njXyxWyjw2EMP8g8f+zBfuuvzbK5tMjk1iUoH9ELDpfmT/O8/9Xb+/iN/yVpzk1SlNJdTpg7kQVqE\nUYorBb7lY7uCpfk27a3sN1Cs2uyaqiElBLbFZjsl51s88cRVRZd80WfPbAWlDY4WYAsc22Zpucnq\negfHsfm1X/tV/vSLDZLFxyiO3ww5P0v72v4OL9HL/6WULH3+d8FopJOjcssP8+633sz8pTnarXWm\npqYZn9rNG3/0rezaNc38/FULvf37dzM/v3xFnu+OO25nOZmgLvcjpKa/MgdpiFYJOlVgou3afhaM\nlMpS1NKyELYH0sWkMWTwmysIcgApbIy0AMH+4Qf4L+/ZSYF5tvbzbx/mYuP5gOAyYldog1Os4RZG\nwAKVxEi5rVvrerhejlhDsrmAdDySQQvHitk68Y87XntkPE9QkygbVO51WIUJxLZ/62D9KeqP/h1f\n24oHXkbn7GWN3qx++3RK1Oi+gES/GH9sgpUH/vYKShygOH0rcdIhWstWcENTPqVqHiMUXt5GhQm9\nMCZNNRvndpZHZm/Jk8SGci6PUppuP8xE5DUZrQ5NdzNh0NQcuHGUVMecfWjr2zJoftsGTCGEKI5a\nut/QjMzmGBsrsrTYYmtxgFZXuUbFEY/AF+QK24g7W6GVwZIWlYpPt5sFt1QnJANDoeLTi0I828Ex\nmRjxFfdyBUmaILBIhcGxwSSCjdUe/VbK7PUlcrkc6xsthDGkscFzHBKtsF2DUeA6DoXAJUwTgpxH\ns9HHoDPXDyykKzFaYTsZ7g2dMdBqtQle+fJX89Tpk4xPzJKmAw7svYa9s3uoNzYZqlYplWq843d/\nge977Rv5i7/8EOv1RfYcmsA3Frc97+V86UufwvE9hqsjLCwvIIymkKugdUSzE/Kf3v4u/uRP3kEn\nHqCFYdiv8fI7f4D/9g+naK0+RVi/QGnfS8hN35pJj8mrprRXRpExtE59kuK+2xF2QBqFeIUywoTk\nF9/Hvj1dbr8drr8efB/CEE6cgC9/GU6eLrEe3nQFtQhgJBTGD5OkfaL6CpL0GRPy5ftx6wLCzmMH\nw1e4b0ZYSCdHfnQXdmWcVKU4lkQajRYSHQ0o9D5HMejQGRTpFV4BXgFhBBaafnOFov4gw9MwvwK7\nJuD7XgSjVfjwZ7bHYgN+9mfg1/4zrK5CR4EZAQTYHfj5H4LvuiM795feXuL02q1IYdOd27mLAvje\n1/8HnnvrbTx24mFuuO4oj514hO942R3c/+BX+OKXPkcURezbvZ/zS2cJw5CiY6EtlyhW5PyUMLFQ\nSYqwt0FihkzqzXFwsVEm5dyTGdVkdneFuUs7XXb2Haiwstyl30uZnS1RKxW2MxoW9XqPuYUGU+MF\n+gPN6EiBm268lbuWSihrFNvNFqxCWDu8KSFi/1iBe/7hP2MQ7L79Z/nJO/LUV1fYqG9w4w03s7ZZ\nxxj4sz/7Cw4c2s911x7EtSWJsfnyF7/ChQsXAfiu197JXV89RemGN6CMIG0uk4R9TNQnifugE4Q2\nCJOC2BZeNxmeAOEg0CiVIG0PgQFhZ9xZYW8HJMFo8Bh/+b7Fb1rDfMvPTFDXz8mCtFYYrbZ9PAvY\ndg7pe2AyHIIdFNFa4bo+Smtal05guwHaaIS06Dz5zAAIUCh5CN8lt+8NOMWxHbv5/uoTbJ34R9zy\nFMM3v5GtJ/75CoAOIJg4ilfdi2h+msbyTtDP5MvfQf3RvyN6GpK5MuqTxCm9ZkqhZmPbArdg4xVt\nlFGkkUIosb0YhUE7pbmcMHogICg79FshG2evvs/MDUVEAmyDm1tbId31lNHZgOmZIR780vy3XdC0\n3vnOd/579+F/ugkhqpVhrx/3NXsODVEpB7QaEcvnOxgDXkGy61AZr2phCUHUVVRrPn7epeD72NJC\nGIMlbUDj2j4WAumB1AbHtpHb6ZnAs5BWRpi3bYmwDb5rkypNamlIBfXlLPVYGHLJeT4IjTACx3Xo\ndSJKJQ+tU0bHRgl8Qbs/wLIsOr0BpSBHohUCi24rQaUZodi2HXSssB2JET6/8Uvv4PjD93Hm9JMs\nry3y42/4af7lXz+G0YpPfeETTE/v4Y/e+zuE3QEPPvAVcjWPfCGg3W4QJglrK4soFSONTX1rg34a\nc+zoc3nzm3+aL33+k1x3zRFOnHqCG268jdWVOV733W/iiw8+wSf+6bN0Vx4nP30zlWu/G7eyK5st\ntAKRUTQMGnQGvulc/Dfyu27FcgsZctG2EMIifuIvOXpki1/5FZiagstmEbad3X/BC+DsGcX5pQkw\nBrntdySwsPJleitPZSg9cfUPrgZNjMJYDpZTRogMqAACjAaRkvTbxPVFktYWuAFJcw2hN7ix9hGO\nXbNAtdDk0Ow6XnSS9WYNKTXh4t2kK59gqwiLL4HeAViegFN3wbVT8PrvhjOPwm3PgS/fDStzFhuN\nI9h6nD1un/f/ZszPvB4O7rvKb/sfnwxoRzNguXjDR4i3dspwNh5/ksY9X2Ws2WPh+MMM4oTldpuv\nfvVu6it9up0+ioRuu4djw9pCxN49QwzXcpRLJcrFPO1O5rmpkoRiEODbLlGSUt/osTLXQ0pBseIh\nHZ1ZjbWyndjYRAHft69oJfslSSI1nu/Q7fWxHMlWfUAcKyxbsLLW4fSZ8+wp97l2qMn61jLamcx2\n79vpOYNmsHKKM1/8AG/61V/j1BNzxCpl37TNwqU5Pvbxz6JNgutJ9u09wKvuvJPx0QqbjTqWtFE6\n4o477mB8fJzHHz/JmdNneev/9kaenO+hjQTHJygPk/RbGYFISJAWQkrEdto9Q9NagALbRVqZNdcV\nTy2RnSMtBzCkcZebj9ap1b7+HHT+PHz6rl0oMZwBj5IQ6QRYXh6/OESSRlgYVBpjbYPL7MDHGAlJ\nn6TXBKWQJhurufFjhOsndrzH6IFRGittxg8cJIliBvVF3MrMlbHvFEYp7XsJ+embUVGX5qmd4hFp\nb5Nw4ymGDo5RKCm69avWhaUDL8DJj9NbfIji3ttJu2v4Bc2ufVVm9hWQlkMca3JFl9VzXQp5B9dz\nMdJg2w6WEFgFwdCMjxsIVKTIuQFJokhTjdHQXouJY83wlE8aGgSCwqjD1nzEVr3DRz/15+/8iTf/\n0jMhwN/C7dtuhzm+p/zg1krvliRSjE4VGNmVw3FsUqnYrLewjE2lnGer3sGKHcJ+wq69VbRS2NIl\nThR5P/NVFJbEsgT9OEJaYMnM6DjVGmnBQMVII7Bcm8FgAFIgNBhtbe9QoLkW0twIKUwKbCerYZaL\nHuvzPcpDOeqdNqVyQL7gEvZjkthk+pK2oJj3iOKUpKNYnetf+YwzR8qYWGF72S7z2LXP5WN//xne\n/YfvIo5CPv2Zj2FIKZdq1FubNLvrSDI/wDBJqa/2KVcy+T8pZUacFgajDYnOaCpSG4SRlIs1LJlS\nq0xwYek8edsj9MZYWg3ozd2HN7yf6pHXIGz/ym4uTSK6zXVK1bFsZX05aEmL/vJjBGNHMqQkgBT0\nlk9g5j/DO35LceutX3+83X8/vO+fXk3s76N1+j6wnGwS1CEGh3y0xd7BBoHRDCyHs/446cRR0tYa\nZrBGOtik5OTZF9YJjCEUknP+MIPcKELaGGFhWxbGzhE4bQ5NHGe02uE1r4E9e+DiRfibv4F+H+I4\n+7+WQvNHn9nX6j/ANSUYhNDpSNY2AyKx+8pk5skuN1+/xDv+U3Jlp/I77/I5fnofypoA6YIR6LTJ\nYPEe9pKBa2eGoTsKU+vwts3M8ORdtuCrruDUQPP0n+v47iJCGkZHS9QKBbZ6XdqNFp2+wbYlngvS\n9TBJgko0Sxd6aG3wChbVoTyODYM4ZXMhG3szewsApDGUKwGDJCaKQgpenl4cU3DtK++vYkWaGFzH\nZn6xjWVLxkcq7J0exS6VKIyMU+90OL0sWH0wo3pUD7+WzuIDDOViSnmPsxdWePWd34EbONhWwPXX\nXcfsnt0EvsPKyjL9MKTf61Kr1lBK8ba3/eaVz57PB/zIj7+Vu076tE0VdB8hIe520WmPtLGCVhqB\nQKe9rJao1TY3ModWA4SwM685spQsVjZmjdFMBg/w9l+s7+BhZo9lwfLdf1RlqXsjllvI6t5aYZwc\ntmVn2RGdICwHO1dG+kWQFtJxSbqbxK0tpBdAejm1KZG2S7D3evTaRdaPP9PBpTJhMzSwxZw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lZ+hc7CaUq7rkFYDuVDd9I6/SnixhxJMMP4DUVWH+tglA9kAbPDUfbecppLj7Q4e2IL1/8KM3ue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XgFjCF8oOTiAZGS8SZAKmTtUp1zJUqxkquRytRNHs9hmrVjEIemmIyQjaUY9UK+I4JZfxqRUK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vOmZzoFqHn6acjzey/aO81AOx0YdKYM6wIrBONXfgFXHKO7D7E2eJgLx6+gtiZk9rMcJOvc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k7xxaeFwToKUCmU6Hzvn34K0gTTTOR7Tzs/WI3/Tf2ZcPYnn294NjTxlkyKI8TbRceZfr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\nbkpK2BTpmhbrNEE0xiBR27IxBfYn5/i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D2LKutf4sSzAqXO8SzLsGUw546+XfoT77XrjV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lE2eRJLAcczRZ3XXcZgjFbX+vwddxP8FtcuPq30IOlAWsDwNW//Wr7ibW/jy77sTZw7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\nmqYMNjuJOmfiszEaGx8HoLrVn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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###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", "eq_map = Basemap(projection='robin', resolution = 'l', area_thresh = 1000.0,\n", " lat_0=0, lon_0=-130)\n", "eq_map.drawcoastlines()\n", "eq_map.drawcountries()\n", "#eq_map.fillcontinents(color = 'gray')\n", "eq_map.bluemarble()\n", "eq_map.drawmapboundary()\n", "eq_map.drawmeridians(np.arange(0, 360, 30))\n", "eq_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 = eq_map(lon, lat)\n", " msize = mag * min_marker_size\n", " marker_string = get_marker_color(mag)\n", " eq_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()" ] }, { "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’s 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're 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", "###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’s Research-Quality Datasets\n", "\n", "Hilary Mason is a data scientist at bitly. If you have never heard of her, it's 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)\n", "\n", "####100+ Interesting Data Sets for Statistics:\n", "\n", "[http://rs.io/2014/05/29/list-of-data-sets.html](http://rs.io/2014/05/29/list-of-data-sets.html)\n", "\n", "[HN Discussion with links to more data sets](https://news.ycombinator.com/item?id=7818003)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Conclusion\n", "===\n", "\n", "That’s 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)." ] }, { "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": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }