{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This is part of [**Python for Geosciences**](https://github.com/koldunovn/python_for_geosciences) notes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "=============" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Matplotlib](http://matplotlib.org/) is a python 2D plotting library which produces publication quality figures in a variety of hardcopy formats and interactive environments across platforms." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's prepare some data:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "x = linspace(0,10,20)\n", "y = x ** 2" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot is as easy as this:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plot(x,y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Line style and labels are controlled in a way similar to Matlab:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plot(x, y, 'r--o')\n", "xlabel('x')\n", "ylabel('y')\n", "title('title')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can plot several individual lines at once:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plot(x, y, 'r--o', x, y ** 1.1, 'bs', x, y ** 1.2, 'g^-' )" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "[,\n", " ,\n", " ]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "One more example:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "mu, sigma = 100, 15\n", "x = mu + sigma * np.random.randn(10000)\n", "\n", "# the histogram of the data\n", "n, bins, patches = plt.hist(x, 50, normed=1, facecolor='g', alpha=0.75)\n", "\n", "xlabel('Smarts')\n", "ylabel('Probability')\n", "title('Histogram of IQ')\n", "text(60, .025, r'$\\mu=100,\\ \\sigma=15$')\n", "axis([40, 160, 0, 0.03])\n", "grid(True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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8d+/eNmeBERFR7+gwobz77rsoKCiAVqvFwYMHUVRUhCFDhnS4YWdnZ6SmpiIm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\nE0woRERkE0woRERkE/8PNpZ97n4m7VAAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you feel a bit playful (only in matplotlib > 1.3):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "with xkcd():\n", " x = np.linspace(0, 1)\n", " y = np.sin(4 * np.pi * x) * np.exp(-5 * x)\n", "\n", " plt.fill(x, y, 'r')\n", " plt.grid(True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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a3R+NRgnGYgxRoygVHAts2rWLdD9aXlIQhO5zsOzsDNWDX6vVYrFY2oxo+fbb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\nafFeAf7idPL6smU4xPxEQj+nJDtVD36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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Following example is from [matplotlib - 2D and 3D plotting in Python](http://nbviewer.ipython.org/urls/raw.github.com/jrjohansson/scientific-python-lectures/master/Lecture-4-Matplotlib.ipynb) - great place to start for people interested in matplotlib.\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "n = array([0,1,2,3,4,5])\n", "xx = np.linspace(-0.75, 1., 100)\n", "x = linspace(0, 5, 10)\n", "\n", "fig, axes = plt.subplots(1, 4, figsize=(12,3))\n", "\n", "axes[0].scatter(xx, xx + 0.25*randn(len(xx)))\n", "\n", "axes[1].step(n, n**2, lw=2)\n", "\n", "axes[2].bar(n, n**2, align=\"center\", width=0.5, alpha=0.5)\n", "\n", "axes[3].fill_between(x, x**2, x**3, color=\"green\", alpha=0.5);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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/b9y4Mc9MAUKUVdJuRVkXFRXFd999x/Hjxzl16hQGg4E1a9YQEBCAn58f4eHh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\n7ruZM2eOi7MSondSt0IIe1wwXeDVolfRoUPvp3d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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "When you going to plot something more or less complicated in Matplotlib, the first thing you do is open the [Matplotlib example gallery](http://matplotlib.org/gallery.html) and choose example closest to your case." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can directly load python code (or basically any text file) to the notebook. This time we download code from the Matplotlib example gallery:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%load http://matplotlib.org/mpl_examples/pylab_examples/griddata_demo.py" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "from numpy.random import uniform, seed\n", "from matplotlib.mlab import griddata\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "# make up data.\n", "#npts = int(raw_input('enter # of random points to plot:'))\n", "seed(0)\n", "npts = 200\n", "x = uniform(-2,2,npts)\n", "y = uniform(-2,2,npts)\n", "z = x*np.exp(-x**2-y**2)\n", "# define grid.\n", "xi = np.linspace(-2.1,2.1,100)\n", "yi = np.linspace(-2.1,2.1,200)\n", "# grid the data.\n", "zi = griddata(x,y,z,xi,yi,interp='linear')\n", "# contour the gridded data, plotting dots at the nonuniform data points.\n", "CS = plt.contour(xi,yi,zi,15,linewidths=0.5,colors='k')\n", "CS = plt.contourf(xi,yi,zi,15,cmap=plt.cm.rainbow, \n", " vmax=abs(zi).max(), vmin=-abs(zi).max())\n", "plt.colorbar() # draw colorbar\n", "# plot data points.\n", "plt.scatter(x,y,marker='o',c='b',s=5,zorder=10)\n", "plt.xlim(-2,2) \n", "plt.ylim(-2,2) \n", "plt.title('griddata test (%d points)' % npts)\n", "plt.show()\n", "\n", "# test case that scikits.delaunay fails on, but natgrid passes..\n", "#data = np.array([[-1, -1], [-1, 0], [-1, 1],\n", "# [ 0, -1], [ 0, 0], [ 0, 1],\n", "# [ 1, -1 - np.finfo(np.float_).eps], [ 1, 0], [ 1, 1],\n", "# ])\n", "#x = data[:,0]\n", "#y = data[:,1]\n", "#z = x*np.exp(-x**2-y**2)\n", "## define grid.\n", "#xi = np.linspace(-1.1,1.1,100)\n", "#yi = np.linspace(-1.1,1.1,100)\n", "## grid the data.\n", "#zi = griddata(x,y,z,xi,yi)\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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gkUqRSNSAFIkeZoSGQpWVg6lVzUx2URKqPBURy3Zw9859+kzoQB3vwg5K1nYW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RyGNXPHzcYcRyszcosVxOcUcy+7mPicYnKeSIZlLhHjaW+Ol50FPm0b0rCerU4ugtqSXyRnxtqT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\ntEEsFpORkYGLi4vGPuqsOWW5O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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Maps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to create a map we have to first import some data. We are going to use NCEP reanalysis file from previous section:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.io import netcdf" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "f =netcdf.netcdf_file('air.sig995.2012.nc')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we create netCDF variable objec for *air* (we would like to have acces to some of the attributes), but from *lat* and *lon* we import only data valies:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "air = f.variables['air']\n", "lat = f.variables['lat'][:]\n", "lon = f.variables['lon'][:]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Easiest way to look at the array is imshow:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(air[0,:,:])\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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hmVWf8yHNJClHpD3dYqCbLDLH81zGEXZznF2cZgurdBm6rJuYlDY9Jlh3w7AN\nR+SJE0mGI7ErNg1folWgIBuRRHzJRcIZgTJZaEiDDTqs0mUtmWS9N0ExjCmSqIoPL1QZ5YFx8eJa\nQWTImzkq1zZPKMxR2mrdQVHYGi6FJk81pKGVExI1ah2Lcw4ciSt7wcT6ld/EaS/W6SLWojrhlkUs\nkQuJjtedaFERpO+E8zV2OZaQUcen7BNGo1fGLXyf6DucLfv4Vr2fNelLJmNqwkgUjPyX7ywtlHX6\ngndS/sUyzhHoXZMJrKN0kkopkOtwrtogfgeygSXZ1QCCCPrT0J9gNCbQHwZJDyUakKHqXVXV0U1g\nCXsW2OYtYk2L7HMaWx/mpHvvd8a5/Vs1VRDsSFAdaxgURYhZa9i2EOA0+hAbxN2xO4nbsFXbipSX\nu2VPQPTmHq03rTHXXGS2eYapeInpeJnJYI0OG6WQaaPMBrTc89suA3gHtNyzW/nALhBep2qE/1Xx\nkgT+qU99iltuuWWkLu3dd9/N/v37+dM//VPuuece7r77bu6+++5Nt4+LlFaa0BimxIOcPIaspUho\nsMI0J9jB81zGs1zOMeZZLqYtqQa4G7yBn1YvjsgBGQ0apWUuUeQit0jUSIAZCWMEcUlCjqblAg3F\nspeOIMDGVqvQkJomGTFFGGDygMIEZQ0QYxyZB8oGT8QZKs6JdEIcJIQqQ6scAsi1JowyEtMgD1KK\nyBbfKsOLtSEIjZW9A2wYYaqrGiNuvREHnAz7N7Ck/RzwXAGrfdgYuHhrBVEMjdim6beCSkLwQ319\ni1dvsq/NnKjClcHYK5v87mcd+k5VPxFn3Jo/V3arELB0Ek28iDgNpmFJScWuYwhcWQIsWU9juUos\nWtGK/Q4yY7Qj8a+FXPvAHYfCdgyRslb7MLKatWqBzqwMQuH+y/k/JFmpcDHuci4xVZ2QGbdscYt/\nzGD5f4Lqfvo+123AdoPamRPvGNCeXcM0sTJgs0VRxLbi5oayI8GgCe05mDaw0KW5ADO7l+juOs3E\nznXinUPCnTnx1j6NLT2mWGGKFbqsMsmaM6ZS9+zZCxU5P5Ml70oDj9yzZn1KYgFcANQSyih+4zd+\ng2effXbku8cee4wnnngCgE9+8pNcd9115yTwVjak0x8S9nPUwDkrWtCjzSJzHGcXz7GH57mMk2Y7\nvbwNwIRap6GGpTLeYYOAwinhEQMUA1rEJLTpURCMiCNC3saFJxSIQlHFkmvn/Rb9e4YlVumyxAxL\nzLAad1laQVWdAAAgAElEQVQNu/SNtRsy43Rw4+LUC6d/Z5bIURCEBTrKaOoBzWBApKxyrpTBaEXS\nikiaMYlpkBUReVGFLQZBjg5yW2Gx0Ax6TVLTgExbK18iLZRxuriq7uAQK6EcB35aQLEExaILhwux\nSRddCCZt6Jk4tmSY7koKVKn5VNr7ZgjGlvGsQyE+kSMkAsJf/EAHX0LZzHm5maUviTMw6kzMQhvl\nErStNCCjjqnARmzMYMlxgmokInKEWNa+VCNWthy3SNp+nLkk73TxRjChrXcTN5xE4dYfYImzh6fy\nKFvSV6RxCZ2U8Mk2lYwiZRbk/vhx4RNUBL4d1J6C4IqU5q515iYXyXXAatGlMBHZGphlbMffD0G3\nYbYNvxTA9QGdd5xm7+4fc8XUYfaEzzEVrtCK+ihtCVqMHTF+xJqWzIyMEIVxo/DKyJK4b4UpR8QX\nDLWE8tI4efIk27dvB2D79u2cPHnynOs20iE6KWwERgQbUZtlPcFxZYn7KAucZDsrdEkJaQYDOmww\nxyIzLltLYkUlQ1N0amk8CkNEik38sVEjOYqUKmVfRBaJLWk4C0BiUBWGJgMXYpjRpse0Wqan2y6D\nsz2y/yExqbHOzCwPy+gVAkMQ2LjyQEmgo7P/VYFWNgomY0BuQqveu6ShQNl1cqPJTUjcTBgELVLd\nIItiiiywlnroQhExFCYkyyNYUlbPPAWsKOi1YDDt4poDUG0wcZXIsw4EmbUOQ+c8jENL7kLsAdiq\nVolLanGRI0VsHY2xqkhfCBhGyXQ8QsR3jvpSjUSqiaUeeP/jp+9LpyBE73c6UpKgPB+qSAyRSaYM\nwXRGMJGjGhLNF1DkCpMFNmRTHJiJqipU+lmmQry+f2C8gwmoko+EXMVRKhLHhnctRDKfMTBbEE2l\nhN0UmlCEAWkRUxg9GqHjyizoiQy9PbOOxXVQuc3KjbsJzdk+ne2rTHWWmQ3PkKiYJTXDi10YzE/C\nZco6IzdctNPegPhtKTO/9iJ7rvopb535/9jb+AkLHKVND01eyo9go8tELrG3XpVmVOoIXKxwSdoR\nK11qIvm5HK8ZtQX+yqCUOu/sPP/zfwzRqW0bv/lbsPe/T3BUL/Cs2sNPeTNHWeAUW+nRIVAFM3qJ\nrZxiFy+UIUjiXFxihjUmSyVNokosIYaeeBKUerZPvgkxEs4YjzlFRTaRRtZlFSlbW6Xht0eWgWoy\n1A1SHdmkHkIKZY9hPL4dbDihDZ1yOqQrk0t5/Yz7PqBQmn6zRRwn9OI2w6RJkkQYowijzKXS56Rx\nkzwKMQNVEabScGoWzsy40DYXqZA7UhLt1mRYNgrsNmAlh/Lmikm67pI8cpwp60rVaqvP+jq2nEZC\nlV4v8eDiaBQSxu56ZPgvRCaWlB/l0aPSn0W/Fo1Y9OIt7rVLRZzi9JsE1bWljHVrSKANGEWWWZ9E\nkURVIS9X2KusdSPx7Ivudd07HuEefzQSMloyVaxokVtSqgCVjEoG2mpQW3Ma0xs0J3ugIEsjzPIk\nyWoDVpXtZDS2Rs5EQTgxpNHplcE8ShVEQcakXmUmWGZrcIoZtcSEWmNAi0m1RjbT5MW9OzFL7jw2\nrHHAr0Ljvw1YuPpnvHXbj/hl9SPexM+Y4zQK47Kb26XVrDAjyXUSAeYH4VZauEiVluyffHzIU48P\nkdHyBUFN4C+N7du3c+LECXbs2MELL7zAtm3bzrnul28DchjqmH6jybFommU1TY8OOSERKV0q58dW\nTrONU2znZKmrSZjhgCYt+iiMawh2WNZllRZ9AoqR6BIh3T4tEhcP7hN4VNrn6Yj2Lek69gJZ68HP\nnBGLeiQBSGkksb+giicX+A3dj4UvE4PK7aq481BltII+OsppBEPSKKIwga194pyjum1QChvdEkeY\ntoadASwr+7D7lf9WsdFtS1gSKkKgCROBrSne1VVIXYAr1hVCv2Uz+tLChf5pq6N3sOQ5RyVLtLGW\noTZgDCorIDGooUEXBUFREAYpYeCiEVRmOyQ3qQeRlZoyFZLQoNfrsLEyiTkZVM7ZZSrLXQon7Ybw\nspTG7h6t6R7tRo/IZb0SK0xDlVarbiQEUQZKkRttw0LzmCy3HaTCEJmMyGToPEdnBdkWTTaI6PVa\n9Nfb9FfbZGuRJT4/kcj3IciooAN0DKqdE7RywtiN/LLCZdYqGwIfGoJOhu5ktJobNBpDDIokaJC2\nI/JEU6y7sggJ0FOwEZD3YpKuQrUyglZGK0poRT0m1DoT7tlquypAZQJN29DZscHg11ok22OKxEqA\nzZ1DpnYscXn3P5kPjtGmR45mw2UFSW2hHD3WnrMRtc23zH0flX3WbJG637pO8VvXxShjCE3KV29/\n+Rx0TtQSyktDyiHeeuutPPjgg/zu7/7uOddVQNaAfhSzFHdZUd0yykRhaNNjjkUiUjqssw2bALCV\n0444YZ0JcjQDmrTpucqEqmwY1jkyLId3Qxr0XBBTz2VhSm0V7SK7BzTLhhciBW2zssHFTqeTuHOc\nXif5pNJAqzK3qgxRzL2YcZFv7LWwJC6/KOdgTZ1+kKBHRhGaHK1yojClqQdlZ4GpLPugURBEGYOw\nST5lYGuMuSKoiHsDaz2+iNXHn6cKgMhDUKEdeu8yqHlgR4ESfXWAjaxYbGPWsM6uzBJOSUwzWBLf\nDmqbgTlQ0wVM5qhmjgpzOzlEUBBFKVEjpRkOaOm+s8r6m+qifVqsMcnpte0MF5vkP40wP1HwHJgj\nqpo+dCuwYFB7IbpyyOTeJeYmT7OFF8u2Il2uQDrnDF2OsGSEZtx9atMvt49JytHcInMsJlvIlxX5\ncmA7xb6qHJ7jvgFtlSvVNKh2hu4MabQHxHGCDmx0jHEjNkXhxnxpSX45mkDl9OMGaRxjCG0BtRXs\nsDZUZN0G2XoDPTckDPoEYUFTDdw4caN0HDYZEJJa52N7mfn2EVa3dln71UlyNArDFCvMsMQ2TjHH\nIjEJCTE5U0gym8CP/BKDxEqQ9hqL5e3fZzGOpHSG3I8oHy8P+SpRR6GM4mMf+xhPPPEEp0+fZvfu\n3dxxxx3cdttt/P7v/z73339/GUZ4LgS5LQ3RLoaoYgUVQjMaMME6cyyyzDRrTACKkHSkOllAUSbU\nCKGJpa3Jy4YperafLelbwPI/YoH7kSo2RhvXgC18Z0xO7myGiIRG2YBlmLhZFqeQa+VMlRhgSvJu\nMiiTkap49CZ9miReQtGwaDAYNO2MQxsRpm/J2QyBRFHkNu1eUu/NQI/WAZGKgX5exlacHgzMQrR3\nQHzFgJnuEt3OKs1oQBRkkEGeBGT9iEHSYJA2Wc8mWE8nSNMGeRJDB9RkQXvrOu3ZdSaba3Sa6zSj\nAXE4JPQicWKdEOuEhhqWteGlQ62IoHBD9YgeHZYbs5ye2crKW6ZZneuy+tYu6ysTpBs2W1V3Mxoz\nQya3rDEzd4ZtjRNs4yRbebGMQa7ijiyMuyt2H22WS2/LjOvwW6Uh0GaDtmtzMUOmWEHrnNbEgF7U\nIek27LUvVBn3L1p4gZ36L1MheRBAaNBRSqgzYpXQpE/ojfaqAhOjvhtLoLpMhCzvr/gTluw9Lvoh\n2XqTja0FasbQbvQowsA9L77z3hoRE2ywhdNI0TiR+CRqRDoQkR6ro6vGmVLlKHMeVV8ulFcb2psj\nxeMo18wJCoPOC+L0AmngtQU+ik3nuQT+8R//8WXtQOV2NN0sUuIiJWbIZLTKBGvMlgTeLYnaT87J\nXPMWYhTStlQ3PMtyk8a+Wf0UTV46XmDUcSKEm3kN0FoSIZnbLnH2uXQQ0pglikUkGvlNcjwDcmdb\naXfBs9K6koqIYXmmlTgsnvxe0WKtN8VgsQ0vhrAYnJ2o4xdy8yOy/KiKNfcaYDXiNraGxRUQ/bch\nE1cvsyM4yk71QilJyXEMaLLGJCtMcTrbgkm30V+aZLgUoGJD2EyZnFlibuJFtnOSORaZZI0WfU+q\nqnwO4lL275NEK+jyN0scq3GXpXiGE1M7eGHPTk6a7QT5VvrrbdJhRNwcMtFYZ2v0Ijv0CXZxnB2u\ncFKHDVr0nTDll28InF8lZo1JTrGNmJ0lWYkDbkjD3U/Kc9Gs0dQDOu0Nem0rz0l9Hb+2T3kPTcgw\nb5DmkSP5glgntFSfjstpsEQZlJ3GkIaX6mKPxShlq1l2ClRe2ByEgqp8cQ6mp8nXAnoEGA1TUysk\nukGuKlaT6yyWvhgUQtDjsp8YRaOlMApCUo/Abfv2q4bK9iMF6EyVsKPsMJIwzwmzgjCtNfBXg9f/\ndKXMhXH+naggKlKaakhLDeiTMHCaWGU920aUOfvMtxCkAY0/LDBa50QaY0JcvpewJuts8SPkxB4Y\nrY4o/y9pCTLs8yemkIfepic03TDYPnYNhmVHUdG0pk+TdSZKb74QmVijATYiZkiDMC9QywqOhvAf\nymbNncYN3RmN5PAzGeXkJPFEwvYKqpRqV+mv2RzSDVbpqA1HVJWFDJSO3QZDdJCjo5ze1Br9ZpuG\nTmjqPnONF5njNNMsM8F66U+AcfuX0rUl1wPsQ18lduSltSjW4DRLGBQteswFi6StiKIRoHVOUw/o\nBqvOhl4qy5Ra3XfDOakl8qGKfsictjvJmtOHh7Tdudpoo9jdO12SGI4AZR/jJY/9omw51hmdBhG5\nK1OslI1QEqlOEs8klFVs3Go06GZVig1aFaRhQRZFpM0Q0woxzbAq29sDegpTaJJBixfnt1PMBaim\n9SvkaCZYp6B31j3xR6P2WaockX75ChEJ/bQ4+V6qdlYdROLqniTEeUqcZ+DV31ZAkBt0bgjymsBf\nDV7/03VhVkrbYIugKAhNRqTSEUtUpAmxtvPSIamx+WtF6QARrbqqBy7DUFVqbFJDRToGWVNIqSLy\nirCFSDNno4k7c+iKYkldcGt9FCO6t30A49IqEZ1cHowM6zAb0KRvWvTyDv2sRT9tYYoAZQpaUZ9O\n3KOle8TalQwoUoK+gjOBJe//xIYKrlHNOC7JJBJWJ5EOhtGJAkTJKbBaoUsQVJlBZwVaFzYW3an4\nsbOygJIElSva1Q9XGXSaZZbsHItMs0Tb1b/wKzcq72H35QJZR1ERiNxLoUEJP5ty925CrTFUi9Yp\n6bYLSWk5X8gE60yyVr6fYL30aVSSTRUxMaDBJOu0GBA7Uo1IWWGKVZctI6OswnXeQlBWU67q+4wQ\nN5UzuggqKa9KKZMZqqzUMqDlOpbKx2KvXohWrr5OYNxE7wYVKpsKH7rM0hwbGdMHVjSZbrA8OUPe\nUbSiAaHORvY/Xlg58K57ULbqasKUaITAK+L2a/IL0VfPaUpsEhomJcoyosQNFeU0jS3eqHK7XBDU\nBH6BISnPLrZYGrRxoXPyUIm1XA1HJQFHOVttbaTRVBEjlRYnU7X1XfPp02bdpcVXVq4dpouFKbP2\niCUt7+W/pFaKxJ1bZ+tGqWGLM9OOGgwSNpWjWWOyHBL3TZNh0SQzmiRp0l+fID3TID+hMRsKlRrW\nduSEuzO2d4+zZfIkMQkd1WO1kVaTGEvZ1phRx5kUl2p5vyVYuUWcmWvu/Sm3uFKo61GXYkrT6g7o\ndNZcRqspH2KAkICYhAnWURgk5r7DRkmUbXqI3m8t1gDj9FaRvmKSsmnY2GHl7oesY8Ms5fpLmGiT\nPgZF5Mjar3NTRTr06dCjyypTrJRkLrVzqvZSEajEKYmjrePO5TRbWGSuTCOTypa+L6bDRvn/bXrl\niE0ioaQ9+CGr0m4tcVejt3UmPPLLRuKjEhczmeQx6TAmHbjSDiqAicKWcegEVZhmBLQUJgzI8ph1\nM8EKU2XnJFmQBcmI7FGVdfPFG7+c22gJuMp4ykc6R01ujTSTEuUZcZYRJjmhlHVwBK4ciaviAhJ4\nrYFfYCTe+9DmjgSpIdQZjcDRmxrSc7GlQqICsXj8YZmQODBitcn6Mtz1h7aBR7b+g2ST6exdF9Io\nSVeiV/Mmw7xBaGwCUF+v0g56NNUAlK2jkpqY3IRkhSItIkwSYIYBvfU2/V6LQdYkMTFFrMhVTDJs\nk58O4SiVPq0MzBkm28ve0JxqdiAJTZugqk9iL8JonZPYXXeZLafAPthSozvCEvkkMAPDxSZZL6Tf\nbpfOKP+6CwwB2pM6NEVZmF/kAKFIu759Qn3LVvwV1s6UkM60vC9y36QjFZ+BjS82LnYoKC1FX8dt\nelZ4p5yDyUookXEEbgxK2dfQ5O6+92iqYdkemwzKDmmROTSzrNL16KlyVov002GjPDfp+CVAtOOk\nHNHRbQcYlBEwPdpIsprkJEjCmCbC5v6EhOTltdOBQTVSVCsn6uREWU6YZOjESnBog2kbYj2krXrl\nsfkSj40CkefDPkdSmsIvFidnXVXbT8vjFYlQOlNNbkfZRU6Up4RJQZjk6AQCfwpOP/EJry2/VrxO\njPb5z3+e7373u8RxzBVXXMEDDzzA1NQUTz31FH/0R38EQJ7n/Pmf/zkf+chHAHj66ae5+eabGQwG\nHDhwgK9+9asADIdDbrrpJn74wx8yNzfHI488wp49ewB48MEHufPOOwH44he/OFLC5Od4uh6kVo/T\nakNT0M4NQXODqJGCtgktAxps0CanU9Y7AUvQkfeAy0MtVrdtdMMR6wUoLZsCVWrmQkqWuK0NVpFI\nMuJIsqVurVa9Ppig32ujcktgrfY6zWaPZmgt1UQyMrOQLA3JhiGcCjEvhOQ/1uT/qcl7NiKBeYXZ\nrihmdXVdyokRCohzch1Yx6GZZD3rkqzGNvZZOsOYqpCRXx9EkkgaVDVGxut3SBq6X/EvMqgwR6us\nfDhjzwoDSuuqyYAcXY58RAYT/VQ6TCEMf8QkTmMhi6pye1I60oS8hWTk/isnlQj1+7/5TlKZ7bRK\n0hrSNAOaZkhQ2IxghbFFHvOCoLCkpnVBELtwR9Ixi3yNFaZYY5KERmmFC9lLqKGEnqbEpeYektNh\nvYzB9qOlCrTXGVbkKW1UBLjcdYB5qMlaIWGUk2chocqIwyHTZoUZs0y3WGGiWLMSkSootMKEtryD\nHcXYwlJyHL4PqXI42skIZTTkF4oTaUTaiO+HKqdVKTLXmeREA0OQGDu3hRQi8ycE8TNXLxQaL73K\nq8H111/PPffcQxAE3HbbbXzlK1/h7rvv5m1vextPP/00QRBw4sQJfvmXf5nf+73fQ2vNZz7zGe6/\n/3727dvHgQMHOHjwIDfccAP3338/c3NzHD58mEceeYRbb72Vhx9+mDNnznDHHXfw9NN2eudrrrmG\nG2+88bwTG7/+BO7aiAls2nIWaFIVMSR0OVkuttlZWH54n5R/9a3izYaj4lmXmF+xwhNiQrIyDEyG\n91ZztE6qnNBZllWnILHZiQz6i5hhbmuSKGVnukqNlV4klNBgEyEUhlDlLnRMM0yapCuxTXOXtGup\noRFT1biWTEQF/azFUm+Wjf4EveUO6enYSiEZFfmOT18YU02tJantfobfJLhRvY1C2Q7xFQOaV/Zp\n7OrTbm+wJXqxjEDxE5zsbbTuPCHWcf1z1KqrpDGx0irHV152DM3yLoicFZTtQf5N7knkkTbY0LVx\nAq9IalCSeExCo7CLcgQu2qvOjK0xZSDQtu1pXdAMhjTVgE6wQRfrHF2lyxqTLma8WTrE/QJo0jbt\na4h2BkPHWfO2kzKlv8fvCFr0mWC9lHrEL2PbdUKbPhNqnclojUTH5JEmUjY/YItLfpvjNDMslfKG\nL4hU0VFnyyGjI9wq8aZVloF1UopJiUwlqyARkwWowqALm/Skk4xwYNB9UJvNnewXQ/Pi5S8IXidG\nk9noAd71rnfx7W9/G4BWq1V+3+/3mZqaQmvNCy+8wNraGvv27QPgpptu4tFHH+WGG27gscceK2ew\n//CHP8xnP/tZAL7//e9z/fXXl4S9f/9+Dh48yEc/+tFzHtfrT+Auxdq0IZuE9UaD1bjLWtBhPZgo\n09L7tDBA7ETzmAQ7JVq7tMjlIZlkbcQZJN+LdishalJt0A4/rfadO2JfpcsGndLzL3Hg9r1tzkLu\nKiwI4wQTajsjfJyhtbVyQpW5JaURJDTCIY3mkF6zw8b2CRZb21neOmelkiUqJ6PU0siptGtla3Gs\nbUzT63UoTkbkJyOK4y50sODsSn1C3pPYrESZIyBy67vKoMgECTPY8MErYeKyVbYtHGfrxItsbb/I\nTHiGaVZoejUrxIlZoFBuyG1LkWTl75UsUoWNjQ6xjWsKcmWFbMW5aE2y1NG0RIRrpNatGGujcllF\n4ElJPn4HX8o2RYZOnfPaWOs7cCXXlVuCvCDMhsRhRidcpx1t0A1WmOEMW5hyarqo6pNlZrAUUbPn\nV5SdkYwyLIFvlPkLkqQkblpxzvu5A0Lg9hbr8tpJO82CkEyFpfa/hdNuyjLrSI6d9V+NbypDSWxm\n8QX4Ban8RRKZJHtSkxGajDCvwgGVsXVXwgx0QplxqwbGTiI0Xk/eD3zxpRSpsHshcB5Ge/z/hcf/\n+bXv4utf/zof+9jHys9PPfUUn/rUp/jZz35Whl0fO3aMhYWFcp35+XmOHTtW/rZ79257uGHI1NQU\ni4uLHD9+fGSbhYWFcptz4fUncDesNy7MLQ8D0qiav1I8+1b/zF3qfLOcYAGspSLOrBZ9ZlhiC6eZ\nKNbpmA3a2YBWPiDOE1RgyEJNI0wogoAN1aFPCylDpbAVDZsMXDHMqdLyk3gUefBkeNsOe5imKrVo\nFdmYSKOUnYnH2AcvDKy1NaVXmYzWGLSbxG/KaHQGZLsi0lUXL55H5EOXUZdQOSCVjelN1xukwxhO\nBLDo0qb9tOx1qkp9DWzdj13GLk3lapNTRaG4qBQ1Y+CynM6eDab2rLBr7gi7p59lTi0yyxmkjrNY\nY6MEbucpxe1WhtKhR+SVXFL95lvhfshZZcFL+Jq9+paIdal5F55G6//HqEWZlsdeEXhCwwyJTYo2\nVZKIUYogN3aqSjdlJbkl9kAZgrAgjFLrZI8sgUpbHdIgdGQGVpeW+nri4AzInVxSyTiifQOORHFG\nxqCUkoScq5mhohEDRZ4PcS3nSpdSzxyLbOVFZswSUywTunuWKl+x9ou6+Rp+VRZCjlXCLztFj2Y+\nJCrSsgxCkBcoO2WUix4x6CEE/iT3fu12sbzHs1TN2PJzsMCv+027CG7/P0Z/379/PydOnDhru7vu\nuosPfvCDANx5553EcczHP/7x8vd9+/bxzDPP8OMf/5gbbriB66677rWcwSvCz4fAXb0mVUBgRGeT\nONic2EkfhXPs9LAlZa1VLtEqGZOssoOT7OYI8+YYU8UKk+k6cb8gGhSoxGA05BPQaA0ZNKz1sU4H\nhbXqJXmiSsm3jlOJ4bbWY1JaHgZFHNoMQrGgBqpJT7XtkNrY6ACjFA01RCvr2JtkDZRhYm6d2akX\nWX/TBGvZJGv5JBvrkwxPdMjPuFRsick22HT1VQUrxlYY7FHNGiMTvCxTOS272MzK3QYWXNHcDBta\nJsPUGbfurhx9ZcLcthNc2f0Jl0fPskc9W+q41UNt9W6fwGUKPN/BWZUdqOrKlOFjHqn6pQPEgefH\ng4gkIuGLDSfRZKXm7Yfg5Y7Yq9A8fwQm59LAEo9YjIV2na+p4o+RSRq8+T6D0Oq1kS6IWlb/t23S\nRjPJtH9rTLDmZBWDciPGhuuEslKKmmC9tMrFd2BHED38aQKl1r3IF11WR0qwtug5/bwKQpRzFgu8\nyyqTxZq958qOaHJXXE3klITRqQNl3OR3fva412gXA9pD64hUmQEnleBXh8xAyeQRA0Z9Xv4ierfM\nRyr+U98KvwAwr6EjOHTo0Hl//8Y3vsH3vvc9fvCDH2z6+1VXXcUVV1zBf/zHf7CwsMDRo0fL344e\nPVpa1/Pz8zz//PPs2rWLLMtYWVlhbm6O+fl5Hn/88XKbI0eO8N73vve8x/S6E3jeVgSZQfUg6EEz\nTDFxj2aY0Q17FDqgCBVGQ6pD1nUHAlhhqlRRrWwyYAcnuYzn2VGcYIs5Tdv0aJqE2Bi0sQ0s0wGZ\nDhkEDZaZ5hTbOMF2ZjmDQTHJGl1Wy6GqzMEpmqY/9LZZeRFt1aOpbBEtGznQpN9vs3GyS3+lTdYP\nyRpN8qkG2WRMb6JNGGQoVTAwLQaqSdbSEBgaxQCaoHVBPhVCH6IgJY4Sa9lH0Gu26TdbFGGIWdej\n5VJzygQcBkDXwNaCYEuGms5teFk/tJX3MARbUxp6SLu1wcTMKpM7ltndOcIV8U/Zrk6yhReRxBZJ\nkRJbzS/Ob2vPBEgKtW9pV0Q9JmXkCc00Icwywiwvra0iUBQ6IA8Dcm2r4OUqINURiYrK6y6JXUBJ\n/pIqUzgGkMmpm6WzckBcJDTyDJ3lBGlR6txgX4PEDvFLwhEL0SVCiYMzKlK0KkBR7l2T0WJAwSri\nuB24YmlrTJZROlZoWRvx14hPRxx+EUk5ArFRWKoka0v4vTLMsc0GsdehSafRZMBcfoYt2Rla/QGN\nwbAskFWYhELmYyWwBdd0SBaGZJFdjFaYUJWjoqjIiPOURjYkTlLCYY5OzegUfv4EG+X8od71pLrW\nI69C4q6GmmlCHiuKyLaF0Y1fHfLXidEOHjzIvffeyxNPPEGzWRVcefbZZ1lYWCAMQ5577jkOHz7M\n3r176Xa7dLtdnnzySfbt28dDDz3E5z73OaCqJfXud7+bb33rW7zvfe8DrKP0C1/4AsvLyxhjOHTo\nEPfcc895j+slT/fIkSPcdNNNnDp1CqUUf/iHf8jnPve5lz2tWjYJ0RIEa6DXoW1SWkEKbYVpAU2F\naUDRgH4z5nRjln5gLW8ZhHdczYZdHOMynmemWKKbr9od+EMzDVmk6TebLEVTvKB28ByXcZTd9DhO\nQMEOXqDjrCKgjPU1QMNlxqwzQYMh60ywwURZFAigh2FAk6X1Wdb+fZbhs01YVfS7hrUFw+LuOcKF\ngZ0bMyjIC6t1tNo9mnpArBOidkrUTMiNjUTpqA2mWCVwwbAnB9tJN7aSdVvky7rSCKXS6ySVR3+y\ngJyFUfMAACAASURBVJmMoJWiGylZZt2EtEC1C6K5ARPdZXbEL7ArfIFdwTF2qePsVC/QokeDpKRd\nCQ0US0ycblUWrB+NkHufszFL3M2SlCe0+xm6V0DfxfoWYFwETN5WFA1btTXXilSFJFri7qucgM3g\nh/GFZNZpaYY08wFRmhMnNgJiZCgPdugvU7KVc2hSZbE6izDIC2KToNWo/CMJP1LdLyZhiVnOMEOP\nju3w6THDUmkly7UUCUqul/hsRFYZ0KDBoBwlgirbnuzLj/wQSXE2XWWuv4I6Y1ArxpuZSI1EKRmp\nUd4C0wE6CuNqqBeBHQfpBIKhQfWBoUH5MyH50og/P6g/wbRwsDyX47fPnxB7FrKpgGHHZqv+Vybw\nW265hSRJSmfmtddey3333cc//dM/cffddxNFEVEU8Td/8zd0u10A7rvvPm6++Wb6/T4HDhzghhtu\nAODTn/40n/jEJ9i7dy9zc3M8/PDDAMzOzvKlL32Jd77znQB8+ctfPm8ECoAyxstt3QQnTpzgxIkT\nvP3tb2d9fZ1rrrmGRx99lAceeIAtW7aU06otLS2dNSuPUor0fyn0KYNawcYkCxl1qcqPNm1l0zTW\n9NptTrW28LPGHk7o7SwyS5dVdnCCXcVxduUvWO2ZwDohTROVKcgCijygHzZYbU1wRC9wmLdwiu0s\nMsdunufN/CfvyJ/mqvzHkGlW6fKTxlt4Xi+wyJyTbAKX/DPlCLxDmw1aDMgJWC8m+HF6FcdP7Wbw\nownyMzFEMDG7ytzOF5mcWaEzveo0cshNSIEijhKiMHOytJ1Ork+TjIgJ1sva55OssZZNsppOsrI2\ny1p/in7QIlWxLTdKgc4ywsJFBTQSotYQFRagDYNhhyRpofOMluqzrXOCnc1jXKafZ4c6MVKnBGzS\neopfajcrQ8j8QksiLQlxS90WiRNumKHVnLOMKLPOrjDJifoFQd9UkyBIYldgSaRog2mAiRV5FJBr\n66TLtSZzFnqhFUa5hWoBCIuMqMho5DbbL0wzdGrQYmX7i1jiYk1KJyhtUpzJLcgnFFk3YDGeZjG2\nSfqrrmaPaMm2ENY0i8xymq0MaZCj2cEJ5jlmpT6O0WWVjukRpjlhmqOTwh43GSY05I2AtXCClXCS\nDdfmxFq3MtWACTZoFQOaaYLOCshcHZE8pdUf0tkYVBNay7XOvHOGyvqVUFN3vqblfFSBc+r6c5DK\ntfIncs44m8CF4P2yuv4UeSKruFwFswuy7QErEx36rRitCubVEi9BR+eFUoqVLH7pFR2mwuQ17e+/\nAl6yv9qxYwc7duwAYGJigquvvppjx4697GnVwudNlawiWWJNKq3MNYoAaIQ5jeEaQW5Iw5BYD5lg\njWlW2MVxZrMlptNlFuM5zkSznGQ7S8yQe07RPi1W6XKaLZxiGxt0sAWubGhaMx8yNVwjHECTjDN6\nkRVtCzWJI0m02Wq4KhpiaNPgBx36wxZGazuBwIKhu22ZN8/+hJ3hcbZwekR3TJHEIhu+uMy051iy\nDS6gYIoVFjiKCRVpGPJCaxcn2MFp5tigU0YNVGFe/XJ6CYm6WWtOOqftkGmWuZKfsJfD/z97bxtr\n2XGX+f5qrbX3Pu+nX9x27HbAY7BJwgTGSXCCFCkWHnusIDJD8iHAyAxSNBoF8TLMiBAxQo7RkOAJ\njMQXX82HIJLwwUhEijIoMhgUhxFoiOQkcG/mDnhIYrvbdne7u8/7OXvv9XI/1Hr2enb1Ou12fJyL\nSJe0dfbZa61atWpVPfX8n/+/qridr3MDF1huz9WSu3ssMSTOHE2jN7KZZ6Kb7RhN/vkwt6JpAbyc\nMDqoKcZ1ZLn6aEOGnfYj7XQV8lnoY8OgqKCooJhQD6FegHKYMR3lVFmgDp0rE6I/ZVBNI+OedjHH\nc/fVvX0LN4+NVy+QHtv+lpcN+V7F8bDJaBBnd+62kSfjEDXkPZZs0a7pTCOP+n23PnxGzWK9z9p4\nj4XdKUEbOQSoF6FehbDYkOcly2FvNvNXcyHiyoE7rFa7rB3sMzgoI0PWc2rHIP/szz/PLAlItQHH\nIoQl4j4eWgceu1Zbx6WbRzuAy4cA81ElhX0XwLd51gWUC4HdYomdsMQKOxxFqvLvrKmYr8jg+OY3\nv8lXvvIV3v72t1/ztmof+RQzy+iefwr3vIFudJbs1a2gA1NYKCe8jpdYWdrlpsE5Fqdj1sY7LFYH\nsX+v1RSDGJ4lNqaJOwKaY2zwXTw7201Hs/PqPDaa5fGE0WTCLYMXKPOMg3yRMhRsEk0WTZVfjGu7\nzUxdQmAwmjJcmTA9VtA0kK+OGSyMybJuSYA9opNzoz7GVrUWNyius7gvZjZku17hoFxiPF5iEhbZ\nHywShg2j0Zg1NllijzU22+iYup2y3cXoapLKOlsc5/IseiRq+nFdjSX2+C6e5VbOcCPnZ51kzNAG\ntsCozU+bxSnuN9CQNxWDup0SXbUhbjP/aIhxv9OGfFpRTOvIfCVR6K/kCm1LpvAy7TEpVmebLIcC\nsn0oBg3ZoKLJAk1Wx79tKGV0RlYxnnvSdJNFdF/lr7XRBUS+WqPi5QNzEgrt3pWDzZqlyZRBtctK\nmFCuF0zWBuwuL7A7WGKplTaGjNnkGJusz+SVQRteOWimDKcT8ss14VJbB9otfqXdfa0qyat9JvmE\nab7PpBgyzWL3LOqKlfE+i7tj8o2a4Nu6+YYdvnWd70GSxlr7c1dtfQlwoVtHxz++B6iDu0/KKezj\ne5p6ap3G2WX4y6/U/OlXL1HlG9GqOIJUcR3Ae9POzg7ve9/7+J3f+R1WV1fnjl1tW7WH3h+ohyFq\n3qtQZZFDsU9kETLLIL7sfSKTCxNOlJcpFyE7gGKbWYMsBhXD0YTVptWyA0zCkK1sLU5vB4bNhMVm\nP4JpWGIcIqsp85ytYpWi2mZpfMCp6QXqEi5mJ9kMa2yy3jqqSkYt25ObDiDLapaHu6wtb7FzLKes\nc4qFMYGKalywny+RZTWb4RiXOMGL09fx0uQGxnsjqjJjMJqSFTV1CFTjIeXOInthhc3RGsPVKcuj\nXUYczFbV02JQUwazWYadxDHlJBe5iXOsscUKu+2cv+iUHVDOdjc6wSU0Rbui4KCdUZhRs9zssVZv\nxoEhTGahZYGGoi4ZVmOG04rBJL4A7TpGQwwhE9OV2T6x/wXkEzoAP6BbIdG3WFP8OrQ71EBWxGnh\nMz1VQCN2V9s9S/su8Nb6IAI0xwl3qrXkYaaVtyyzOF9TXKhZHJfx3FtgelPOdrXIztIiy9kui9ke\nS/kel8MOS2FvFt63WO+3a4FMGe5OyS7UcK6tgwAsRbkiAKOyZFSWlEMoh4FJPWBaxMrIpzXLuxMG\nl6u4MccG3SbLAnGvb9W5ntGBNSQf1ZXqsy85iDuj1/+aASzQ9nt5HjDbIi9swL13NNz79mmUVbbh\nN3/rkPu/glReB/Ar03Q65X3vex8PPvjgbPeda91Wbf+NA3ZHS0yHBfUwY4EDlptdBhdriktNZ+65\n6bUPbEDYg3zQanLWIJfrA4qdmrLcpWriJq+TxSEbx7YZj2Jo1OL0gPW9Xcoi42A04Hx+IxeyG9hi\njefyjMmJC5xYvcxoeECWVaywy3E2OGjXd86o2Wx3qL/ISTY51rLiLY6FDXZHz/DsTbdxfuMmts6s\nc2l8E9N6idHKmOLYlMlwyEGxwN7GEgcbi9QbOfVBoFwZwHpNc0NNM8ho8iZ2vs0BWxzj7NrpNgxx\nh4qCjG59jDW2Zmt7aBnS5TZk8WTcK2ZmcUzakDZF3EhT1fK62sVoiV1Wd/dY2dsnDxV5VsXt2nKA\nJi64X9ZkZeeEzGCmkQaP/xWIaj9MZ4MuabjMIWCdEqWUEfMszh1hcaZX/IjdeWSE2KE2sdD9xfBT\n8FKb0yDgYChASxcF24L8uZql5TGD5YrVxQOO3bDDDTdf4tLicdaK7ahZNzsc29hm/dI2S5f2GF6s\nyc7H66naZ1u2Omvvm41gMIjhksM2sipMGvLdOl4rBu/7afqEGTllFWutetMzqj710VI3VwvlS6NI\nNJkss//lZNc7k69B+fp7coeoBswjmgJffRsio/8hpZd92qZp+MAHPsCb3vQm/v2///ez3691W7XJ\nbQW7w6gZ1lUGTcVCk8XQpHELXhrJZbq1jS0UMCdptQ1pYTxhIZt08ssyHBwfkK9M2G8BfHW6z8md\nLZq8YToJZIOGclCwXyywUayTr5ZUTWCl2mHCkDy0O9GzMXMeNQS2WOOARTZZZ41NXte8yM3lC0Dg\nxNpFnp7eydef+z42XzrO9t4xmrU4GYeVBpZqis0qms4XG8J+oN4raJqGsD6FYVyDpClzmo2C/ZVl\nLjYnOR3Ooll5i+yjxaG01rbWBmkI7Yp4Oxxng1O8xKRpJ500kWkPmTAI7UbKTSBvahaaMaNmykq9\nw1q9ydLmhMWNaceeJGWIebnprJXjHLid9fmO69JjD+yYnIcCHgfwMd1iXFoe19uElsHVcrlwJXhD\nJ9eIfUujTbY6mwGQntGjUwRGqoN2b2cuxxjyBaYsDKewCvVtMeBj+cQei0tjFqp9VsodVs8csPTs\nOO7leaG9ftrmu8j8WjbtgJa1LDafVjCpunLt020QrWeruPL9OEPW977nV/I4baU+Y1pArYHNo780\n4GpQ1fvSACsA9zK211dZDCMORWoefWvpuoSSpL/4i7/g93//9/mBH/gB7rrrLgA+9rGPXfO2alUR\nWKl3yPYD2RYMmymDUJE1Dc2JaCozpFuQfkq74zbd0qhqNGJxvjlBQfRq5xnjEEPQAlDVE5ppILtc\nM9yF1y1cZGXpgK1Ty2weX2GbVS6HEwyy6MDbC0towftF9mcxvNryrKDk+/hb3lD+Ld/z0jMsl3v8\nwA1/zf+9+mb+/M57+NsTb+Ls+e9mMh3CFoRRRRhNOXb6Mqu3bDMZDzmYLLBbLVOOckYnD6CAycGQ\nKhtSlzl5HVfmO8YGN/M8ACWDNiY+4wSXWGF3ttxARTFzokkXX6j3Y9xzlUEd4mYAIW4KkFUQptls\nZ/piv2S4P6HYqWPdi92KBfeZywJagZ1rzq7JaiVEB/Amyau03x3ANe1/gSsX5BJTxq4T6xQGiIGP\nmb+vg3fD/PRtAaGuLa0ejtNZhxeISyK82J6XQ/huKC7D2nftMbr5HPl2RXGpZPD1Ku5Bak7LmRNf\nwLfHvBWgckgi0QDl2+NJHhIQ6tPnsMSOO/tWEoBrI+b0uNeZyyMF8yxc78bruqBj22LgIggnoL4x\nY3d9gYPlQTt79NU7Mq8DeJLe+c53Utf9I+O1bKvW5MRJAQcVw6128aAA1XrG9FhGM8hgCEVexUkT\n0kTVaMSEVFI3E50VtJpbaBqKuiYf13Hy0EvA+Ya10S6rS3ss1buMsgMOFpfYGC6yna2i3Xfi+tAR\nvNfZbCsoxj2f4iXe1Pwvvq/8W27fPcP6wTa3LSxwYvUynMhYH2zzv4ttLm2fZGdvhclCTrkIS0vb\nrC1cYsKQYbVI2CtpmsDq0jahiTHl+0sr7K+usDjaYyVsc5zLnOLCzHG60LLw41xmiV0GlLNIEjnR\ntHj+YFoynEzJJpCVTdSrQzuFvITBQdPNnJPMIKAT600ZuLMqd1AKPFtdc5an8tV3Ab3eVwoQ6uRj\n5ictLdq71zViejAP4NA52tIdiGCeMTY9/7uMkrazIVHuqIjgPQbOQXMO6jFwEfISFi9PWNycRI36\nHPAMcSNp6dDLzMsJ2uIOOstEA+I2XcSOh/FpMJTlojpVnfTpzimA+3mpQ9JBPB0U+iQoz0dldZlF\nwO4W1Ao0a1Adh/FSwcEort54FGnMtYcR/mNI3z7BSC+y1bwmWcHe0pDpcADLgfXlXRbXx5GJT+jW\nvl6k67QCdAEL7W/LkA8rlrM9FuoDRpMJCzsl2Ut13H7sEtH0p2F5d0y2vUl52wsMT43ZYi1KKMyv\nhjdhyBpbnOAir+dZpgy4sT7PDfUllvM4U27l8gHft/91Ti5t85bir/k/N9/O/7rxTfw/1ffz/PB1\nXBieIhQNFXEt55Vsm8XFyJZvyF9i0EyZLA556cZTvLB2C8cXLnMTMVZ7nS20SNJyu1nAMTbaFRdp\nwwCXZ2tk5E1FXlcM9isGW3Hmaxi3a300UQoLk+hXmIGeh4cJVOTQct0ZO+4xwv6/mLeAxzVo3cuj\nj5S/d3Kt26L3LjnF+2TKyN0s97IJD1Jz33XbvpBCyRoaBHS+Bgljn9UUxpttCOwwzjTmMjOtnJfa\neliik00W6AZHtyScqU6t/tzCqOm3OASefeyanud3Jl735JXbNUp94dKpHKPfNJiozlwLb9fuKZcD\n01Eg5FqyoeQo0nUN/IjTmBFlVjAeNhTLDYMqrkY3HWVURWA8GFCNCgZFSRjVDEYV+UEdG4x7tnOo\nR4EqBOqQU4cQV5mra0IJ+W7NYjOGvGFYTim2mhhuJY29ZQGDiyVZVXNDuMxgf8pKFkO2sqJivDBk\ne3GFaV6wxRrrbLLaLic6W5ciG5Mt1jQVDA5KTh5scHJ7gxuL89w6eJabh8/zuuELPJu9njPD09Ex\n2E52yUNJUZSsssNNnGMYJhxkC5wtTrO2FEMHT3KRFbZbI6SZTRPXKow5FeN2DYuSwWym33A6YXhQ\nUWw25O0u5ezTTcqQPOBbq6kD+mQMN8vhSpBwsHewFIBL9/boD+Ur4HIQkTQGnaTiDk6tW54CsZKX\nW+AnUBeYBPuujzNPabVY3eiadCKKnI/HiI5Nzea8yLzVIqD1ewowVWfBvo/pyIlkIJep0phsH3hT\niShlz86+07pPGbbydqnJI1D83qnscpiMU9HJYivECXwLQGg31Ug1+FeRrksoR5y2s1UmYQgrgbAA\nq02UJ0JRM2imHLBAGXJ2Fhap8oy1bJdsXMeYXjGItqFMlzIOlgrGYUjZDFiZ7rK4NyZ/EbLtJk7R\nLyAbNN0uNzlx6rka7R5k5xpWtvZZXJhww8Im9XJGWG3YvnGZ868/zov5TbzITW3oYMMpLsRp9lnD\nZDigPlZRDyqGL9XkFxu4BCu7u9y2f5ZTq5f5Zye/xvnbTnLuu0+yGdbZZRmtob3AAetscooLaC2W\n53g9N/M8cQfECNjbrDJkyiL7HGODVeJWZ91ypHFiUtzmbJelvTGjyxXZxSaa8ArRS52MY+ZDy8RE\n3bmYmuEOHA5Qk568Bdwe3w3zUoXyd9PfprrP8t9nHgBdh/WyNcnH2aUAGbpICVu8ai5iwhmr/up+\nDuDHgddHB/vCAoRdyMSod5m3GkZ0A47CLB1w87bOVDYPaXRpKa1/Hwj0e27X+yCXDnopkPuApbrw\nwdatJZXNNwVJo1KUhz/rMhG4j8X6ywYNeQmDEB3y4/xowlCuA/hR36Cq2M9y9gZLHAwW2pWRRyw2\nce2KKQOmYUCTBwgNC8tj8qIkm8YQqqYJNHlc/Gi8WDBZyKmbjFDXXRjbRQgvNuQHTXyitfbmCteS\nM7RlXmG3YbBdMqjKyASWgFXIdyuaqiGsZhRDWGKP9XqH1bDPYjahGWWQQzZtyMax44rpDnZLBtsl\ny3t73Lj9Eqfq87y+XJ6tO96EQMgbRotjloZ7rObbhLxhP1/ieL7JyfwlJmFIHXJTh6rZgkVa2lbr\nf2ilu/XxFsf3tli6MCY/30RWuMU8cKfhe6lvQUCXAgLMRzn41GxnyRPm2biHiAmw9dfNf7gi8mg2\noPQxZ5fS6MknBRoHYh9A3KGWyg7p/zrXB50V4GYII8gXiRLdZnvsgM5ZKTlISSDvoXuu7cvBp2VB\n5LSfMA/e6aJSSrIsDgNnv1/6u9crlk8fe3fLzQcOv6+eV1b0CnAS6uOBai1QF1DnzJZIyGaj56tL\n1+PAjzitltuMhwO2WOUyx+PsRI5xPFxmPWzONOeGQB4qJoOcPMvIi/hCmxAo85xpMaDM8naCypRh\nPWW0X5JvQDhPdBhdaJ/oJuJIv0wEZy29OqTTJy8TWbqYzwgWNibcePkyJ05uc/vx58jqmnxakecV\n+aCiOR7zC3sQNiC81HTsaZnYcHeA52Fp54CFsxNOskVNFhv2AoSbGrJjNflCBQuwPtpjfWGTWxbP\nxJXiKGY7otftNOyldilRrZ+uRYyOscHKzj7LL44pzrWTRFw7deeih/IJwAUW0GnIvt4FdMDqk2U8\njDAN40vZMMl36FixJAPXWyVb6H8By4COpaeAm8oCaTSFhwzCvF5cJ8dSZ19t56osS+1nhWjdnQNe\noJtYo/pt1/mZPbO/l8rylxbvrNbfg2v17kh2APVBzQcyr1dnym6tuFSiVNl3fyd9oYgiAekgocid\nJSL7PgXl8cBkJaMJQAiUWU4dMvLGb/itp+sa+BGnhfGEpWKf5XyPPXbRGiPa8gwi04xTtAP7+QJV\nyFrtOE4sqbKcKsvI6prRdMJwd8pgp6LYqgnSe3eIO62rQS4DJ4idbIF501DMSCysbcDZZk22UzN4\nruxM7SkR/FvWxUliY/U1NtSpBJIV5DsxEmZwUHYRHrZ416xDlxX5sGS0MKYeZdSjjOXRmPXhDnVc\nIo6FZkweKsqsoC6zOFt1b8zy3g6jyyWDl6pYDxvMA6vPiPSZig4U7TZuQMe0xahTx6BHnoiBw5WA\nDf0A6MfcMZgyN5cyGvtN57uOnka1+LUOyqkU5L+nA0CaHOx9kBgQAVyAeonOz6BJM4qo0fWqw7Tu\nVA+ykFTn7qyHK+PnXcf28vkz6zwPF9S9nS27/u91qnvoWpe5/Bk8DlxlGAHHoD4RqI4HqqXQgjc0\ngdkmEcX4aBj4dQnliNPooGR5cY8yj2s7a4cQLXCvfRe1jdR+WOQgXyDP4l6AcWp8bKGDqmQ4mVBc\nhOJ8u+Sl5IIJEcAaInjfRmTia+1TbrbH1ajW6ABMjXGbGDmwRRwUBFbHicD9T4DTRDDPmY9LVxnU\nSdTRNHNumU56EIjsEUPQaMiGFazUsApLx6ecXNucsa9QNy1jDfFe54HzDdm5BnbaevCp7A6wNqjM\nTG8xKpm37oCq7FoNYPp/mhxLAcGT66nS3P2YAE3lSfNxE9/ZpztEdV2qiXu+roXrHD2rD+o5/QNC\nmgSShf1dJraRA2IbU+SN9inVvqRTO6YIFAdLafNqJ7IUxGRdulJceV8P1rt1+UrvP40ESvX/NFIl\nTf6ba9x+XO1CMe8noDoRODiWEbKGrK6ps/hSi7IkHzcMtvrCXF55mnA9jPBIUyhqlsZj8t0tlsYT\nyrygHuZkRUmelXEBpGk1A6lmEAghrnVXVBVFOSUEaEIVF0w6aMhehPA884sVyWzdJ8oj54mRATWz\ntRZmIYoKZxJwizVpirLMU3WQseV1iQjmy+0DajU4Z61Ynhfa+67QMfGLxE6juOlFCMeB0ESZZauJ\n64somsOX6dwnDjLOuMWSJ/ZdA4p3ztRcd2lBHc9Z4jTJt2/GX2P5u1nuAOlSBsyDQNPz12cOhuST\n9nN3VKZOUpVFDj+XEQRwXideL33glWruur/YsEDLlw7QMhHaWFpRQAJy+Wicoau+3ToQOZAfwpm2\nBmaYf4+pA1LldwnJJZU0pVaTv2tP3h7S+7TvMjQNRdUQ6rg8Q5XX1AGKaUM+bciOhoBf18CPOjXD\nmqWDMStbY9jYmgXyVwtQDyHfIcbPqlEtMT+DS04hMd59ot54hi7SQd77hfa3i+05z7f5rtGtlQwd\nCxcLVtzyFt0MN0UPZG0ZpJsPgNcRl5GVs3SH+U4H3YBxngi0K3RgvMQ8uJ6iY3I13ZTrC8QBw9m1\nrA5NwFHD72PeAq2UxR7GNJ29OtsWeMA8O0sljyY5z48pHSZTKDkjPCySIjX7Gw6/nz+XA/TAfk8d\ndC+HAakz1AcRWTSadCMDUkEWO+35u+0xSWoCPM1i1XMWlp/qRW3dZyj74lX+vKkOrmNKYut9KSR/\n+wDc75e2CXOKZ2VDMalicRoIRUOdQTGNk6CuavW8gnRdAz/qG2wQ9VkBaLsdWLYAYUQ0/zXhQ+tW\nqJF4Q83pVpe73P7daK/R4oirzGQJniEC4u1EOaUmdhY1ZnUkX+Y0Zd8O4L6iHXQAp4GA9lx1NIGo\n8jpoy6V1NqCb4Tdmts4G0AGxWLY6u4fuObC6dJCuDJg68AR2DlLOlv3jTjRnWCmAKw9nYs6EvVOn\nURO5XeMMvi/fFCScoeq9Cgxcz23sekkrAhePbEnrSmV27dylB3fsigzICiva75vEQVhA7A5MSSOy\nBrH8fZKV14MP2KpDtwr6BrJUZ09lkNRRq2uUX/oO0oHO61RllkWyH58/LEBexL8MIB9AlhMtTZGZ\nI0jXNXBLBwcHvOtd72I8HjOZTPiX//Jf8rGPfeyat1MDKC42cd2IDSJItSuwhcUI4DOpYaP9SNOG\n6PS7iW5RI7HlTbtGu/xocsVezJ/zdBrvMeLAMWK+wU8tT62K6PHnauwCRZ/aLAfOOh0gq1P7WtRi\n5ZJLLtF13HW6Rq4lRn19EQ0sqSafsj/vrHKsuh6fMt40isCZt8qbxvH6uak2rd/79FA/z5mrm/DY\n8VSiSFlfmp8DuOofe+703u7ALJJPn1WiehDIeH2KZes9uHNSFqNmZEpG8VhwAebQyqbQTpdFPKn+\ny+Q3l5x8sHPryOvFr4V+CyfNj55zdb4PAC7Z7REBfEBc92gVWCEuiKa2P+bI0ncagF/NmGVhYYEv\nfOELfPWrX+Vv/uZv+MIXvjDbA+6+++7j7/7u77j33nt7d+KZpbPt5yU6pr1FZKPniDLBS+3nAhHs\nz7XHt+yabTpHpJiwIkEUKfK9wF3A24A3ADcSO4fY7xkiM/9G+/csEVAFjjAfbyyd2h2UNZ2Zq84Y\n6ByWzwN/3/69bHk7oxI7322fa8Pq43krkxp5al77dZpt6sDra5SksyZdHvEY8XRNaS+zJwd318b7\nGLonAaYcx33g2SfNpDHPadiizknD81LW7x9/fs0e3aYbLLfoLDJZhj7TVHKa6n/H/ooE0Oa/RD/K\nIAAAIABJREFURWx3TxPbxdk2Xw2uwc4fEmW5U3SOcj2/h37qd/k60rVp3Bmq5ANMuo6NS2U+iPu7\n9o/ar/cN1aWvQqnvl4nt+zxdf7/Y/q563OJIknZCupbPK0m//Mu/zBvf+EZ+8Ad/kPe+971sbm7O\nHX/22WdZWVnht3/7t2e/PfXUU7z5zW/mjjvu4Bd/8Rdnv4/HY97//vdzxx138I53vINnnnlmduyT\nn/wkd955J3feeSef+tSnXrZcLyuhLC0tATCZTKiqiuPHj1/zdmpABKQXiA0onWzlTsQNuhda0q2F\n4U46dRToAK3Vn5sFaG6LvTYbNhEE99on9HU5BIbKy7XklEEq3tkbvNjWgA44ZfLu0A1EYkCNfVqw\naSpo2t+ygZ23w5VrZuiYZiZKllGncQbnE0B8Eo0zsZTx1swDYWrK6v4OiH1s7OW0beWVxhM7E/e6\nSu/rZfH35JKNl8mZoz5N8t2fNSTXpYOQT3LyQcHrzetc2rSA7TLdYlYKPS3aPLQSpKI2JKvtQtPO\nwgxit15PdfI3bWvunPTf02d1ayAk16huUulK/UjWgu9JrAFA5MOtHQ0IIzqHrwaoI0iTo1pYPEn3\n338/jzzyCFmW8eEPf5iPfexjc5j3H/7Df+BHf/RH56754Ac/yCc+8Qnuvvtu3v3ud/P444/zwAMP\n8IlPfIKTJ0/y9NNP8wd/8Af8yq/8Co899hiXLl3i13/913nqqacAeOtb38p73vOeq25s/LIAXtc1\nb3nLW/j7v/97PvjBD/L93//917ydGsBHHiMy5wD33AH3/ACdA0kgLD17h/lYbXdmuk4u9i3ZZQL1\nKOPgxoKwCAvTKdmoiYy2IoK5GIFAxmWG2cPSaZiuQ3rsrdawkPmnRqzQLHcYZcwx4Kbt8FUFk3YW\n6aiCTIODmOkykYEtMR8TLMbsmqw6mTOylEEpudPPNWrsfJVdebrk0AfQylODxGEOTuw3ByIPR+xL\nDvApq/cyOwi5/FMn5/Vd78dSkFJKBzqxfbesfABMHY9qs/KTKK8JNJutNrxIlPs8xFXne5SJBm21\nMeXVJ4/0vT9vN/6u1Db0HKlMkkonzs7lMBfZcK1eEqez9yk8+TV48m/a844IwF8rCUW70QO8/e1v\n5zOf+czs/89+9rPcfvvtLC8vz3574YUX2N7e5u677wbgp3/6p/nsZz/LAw88wOc+9zkefvhhAN73\nvvfxcz/3cwD88R//Mffff/8MsO+77z4ef/xxfuInfuLQcr0sgGdZxle/+lU2Nzf5F//iX/CFL3xh\n7vjVtlMD+Mg/I8oV0r822gMCSwG45JKGbibaAd0eij49vIrX1Zeh2YasgnoYmK4XhNWG4VZJttfE\na9PFm9xrrobq7MRDAZ11u0ygcwWoaQQKdE6e9rpGjbyJDLyaxHLPMVExbuWpCBsNNh4a6MzJmSHM\nh8jVdl7KSN1ppWSvsjHtM7iW3MeAHQhcS031U10j4MkPOUfJ2X3K0tN6cAdgyiL93inwX8tv/nvK\n5g9jwD5ICtiy5HyfLSunuJzt0syd8WZ0U+7T+PeceUD3dhuYn3WrlLJul6ay5HzdO3Vge8y9nsnl\nFugm1kkGmsI9t8M9t7XHC3j493nV6WrSyP9+8jz/+8kLr/oev/u7v8tP/uRPAnGryf/yX/4Lf/qn\nf8rHP/7x2Tlnz57l1ltvnf1/+vRpzp49Ozv2+te/HoCiKFhfX+fixYs8//zzc9fceuuts2sOS9cc\nhbK+vs6P/uiP8tRTT13zdmpAlBQE2lrsSHqXa5ySB2SGaT1phehtMzfaN/swvgTVtJ2tXEAdQkcQ\n3MO/YPeS7HKOzpR1VqqGL5lCgJnRxetCZzJuMm8pOAuFGbCE9rcGyDIYDiAU8TNjZ9B1AJneAvDU\niam800FDU/p9co9r6e0zNlXrVPJkURtNDXULNFk9D+Z9bDb4M6fJGX/Kuh3gvAzOCp3dpxq7M++U\ncXteKXD6+/FypjJDHzj7YIud6/6KqR1LLYhkgJu1AS2GJRVgqa1XkRwnFwpz9YFbrN3B29m7zwFQ\nuppV5e9b9S+5w/OYJufJz+O+onZCz+zZdJ6vGHoE6WphhHfccwt33HPL7P/PPvy1ueP33XcfL774\n4hXXffSjH+XHfuzHAPiN3/gNhsMhP/VTPwXARz7yEX7pl36JpaUlmqbPzHtt01UB/KWXXqIoCo4d\nO8b+/j5PPPEEDz300DVvpwZ0K+MpTYkv1Ud1OQEF8NKVF4gvWNc4O5AJ2wJ0GMalKUMFQQxPDXql\nvZeuVTSJO/Ya5s1un7ii/DxSQWFTih4R21aMsZ7PdezWrM5qKOQslVSkJNPbp2N7WZ1RuQyh71rb\nRdEw3vla9i9Qapq2rvzedMeVGuJ5TQtswcCzsZPCYVKFpz7JwkEzBXDs/8NYcZ/soWfW+3Km7Hmm\neTv7dNbvgybM38eBXBaR5DO/p5cv9QHovWpimJiqDwzSyVeJUosildROpSsrP7+nO0P9OVI/QPp8\n+u71kvpB3KLVue1zNPtEHX8BsiXLQ+9EBG/CkaRXI6E88cQTVz3+e7/3e3z+85/nz/7sz2a/felL\nX+Izn/kMH/rQh9jY2CDLMhYXF3nve9/LmTNnZuedOXNmxq5Pnz7Ns88+yy233EJZlmxubnLy5ElO\nnz7Nk08+Obvmueee40d+5EeuWqarAvgLL7zAv/k3/4a6rqnrmgcffJB7772Xu+6665q2UwMi2/YX\nr4gSvWztAqOXLk++HB367jHiLXsdrUGzCtkxaBYaRtWEMIWsaTqdUIAoU/UCkX1fsnKkDFzJWZj/\npjbiWp/WvNAiRhoYBOgtYIdWbsnaAUZxsXPxyCqT5B/oBhV1SJdoNOAJbA7phE0FdfusWZ+8YSwx\nBMhs3Yumhrppf8+YOWGb9jMjlX2MLmWgfSCeMuuU3aZAmuZTJ3k0zMsDDqJp/n0DV0ow0mP633Vn\nvRMtvOWzWVM5QyxeUonkhoZumzXfjUj/HycC+AId+MlyVZis8pX1ucV8pFIq7bjEeC2WlMBayeVI\n5d36fOoplO1yu5lvdScL4nm6/UKPIL1WGvjjjz/Oxz/+cb74xS+ysNAtMfnnf/7ns+8PP/wwq6ur\n/OzP/iwAa2tr/NVf/RV33303n/70p/mFX/gFoNtP+B3veAd/+Id/yL333gtER+mv/uqvsrGxQdM0\nPPHEEzzyyCNXLddVAfzNb34zX/7yl6/4/cSJE9e0nRrQhUzJA+0g2ReJoJjqknkW4h2onb2WQbdY\n1X5D8UITzVFNo9+ga2jSq7VDj/Y9VKN0MPYO78DobNYBUAsQyek0TM711HbgoA6pPSg9tM5n8Amc\n3XQvknM9fl06p57NWGgDVJJQZL7XsSxZaMGYBOTbMguoQ1sngZjHXF9PQdklg9x+c+nHrIMr2HvK\nxFPWmwKNg9HVUmJhHOoH6LNOlPqchXpOB1Fv35JK0vx03dDyc0CXNboO3EJs/xCB2Zc6cCvBBxZZ\nhjrHrUwnBC4d9T2z/5ZaNalvhe55QwlhF5oX2kOajTwghg0rxPgI0msF4D//8z/PZDKZOTN/+Id/\nmEcfffSq1zz66KP8zM/8DPv7+7z73e/mgQceAOADH/gADz74IHfccQcnT57kscceAyKu/tqv/Ro/\n9EM/BMBDDz101QgUgNC8hsJNCIHmnxLfmhb0UcMS8/ZYWHc+BToNW+xZnUPLxNLmcRI4Ac16BKTZ\nmtjS13ztao9k0b0kWbjZCVfqgOpMKrf+V+dbpANdOVzdVPUJIdg1WvJWdaOwRzkyXYfVAkkylTeJ\nHUB5amq2O1bbDlZNYLrfSiGWigKKLDLsuoGyjPr3oGgtBVrGTWTluTvP9KfNM5i1MXt2X1/EO74D\nfMr+Mq7UmbHvfROUrBxz5zkoCeSdLfaBbTpA9DFTZ6OSsZwxe4SGy1ypNu33Te+nQfkYcQmHf0Ln\nF3ka+Bs6DfkGIkN3B6cIhtqQW6O6zt+F6i21fFLpRxLi1K7rQZJGA0V737BGjLJZIfbtS8wGovBN\nXpWOHELgt5ufvebz/2N49P8X3foo02u/cIBYhJiCmKbYp8BQzjbvlGImrmeP6GZV+vm7xM16FVPu\nm/WmkxaceXtnckcbdo7rkN7RHJDcwSTzuUzyceanTuCMLdVinbUJHNqlCGaDnvaw1H3kQBKQ2dTo\nUEOeQ1lHkBaTztuyhPY8OTDLspNEslY60fFZfw9RVpljbSkA9v3fB9ovd9zz6lsiQO/nMJmkSc7L\nuPI+IclTKQU5T7o2HXR81q8kMpiP0NC79bbuOnNDFx+eMz+xbYv5kEQBszR4JW8/ej6113S+wGH1\n5ew+GcDn6gE7L6Nzbk+IWjh0DnuRnKvV7StM32kzMV97ALfwOaADbjHOBTpHnpx2zpJk/gm4tdiV\n4qPVeNUYtomjujqHm3Yeoyv2kK7DoEao81OH1mFmvfKqk2v7tFO/V6rbakCRFDCwv1qX/BidBz+V\nmQJXxgy35c0aCJMYuVNWbR+Tnk0E4qx9vqZpz2nLm2UwUBlrw8gU+PQ8V0suKXh/S6W1w5h5Cr66\n1rVpmAckMWIHq8MGib7UJ/EoOQAXzIOe14/LWyXzkoquFcFxAqB33xCtLS1odol5AJ8QwT0lCgo7\nVFncsevWg9enP0PabmH+fXg9KF+9X0mEVWx7V0x6ajhSFLoO4EedlpjX3uBKp4cDnIc/+Qtu6EKQ\nHEQzut12BnSALKenUjrF2O/dJOc1ye8yA/uAycvSB95uoqZM0+vBNW4fxAKd3LTcPqubrxkR1PV8\n+l0A5SFfdZQ4srJdAa59vqpqV9nNIojnGTR5ZOGHWpjOrvy5UrlEqZm/dnaeWQiHMnAPNzyMLfvx\nPi3d801ZvJ+XAnmTfPpAzuvaBwNfF8StFNe7lYdbYgURpCU1anZmTTd9XxamIp4E4OlzO1mRUz2j\na1te/y5hpvWRWocO0kouuag+fM9Md9D7IJ76JF5Fur6c7FEnTU7Si/NV9FLdu2Fe8miSa7XyX+qA\nWqIDt7Hlo0XvM8vXWUIK3u7Ywa51x2uaHBRUVmdF+rh5bEx2Duw9GkWyE3QArin2OiaNfZXO0lG8\nuDqns9w65pOVMCiharXusoogXgxieGOWtSSwuTqAX9F69FtfH/K6Fkhdja2nskIf6/a8lfpA2I95\nHrJunPmn1/o7hCsHndRq8Pfcl0RIxMidqav+3JpaJbbtITFSw2YfA/Pr2qcg7dZJIJIayZDp5LZ0\nMlhffan8KrMvRevn9lk3qu8+sO5j+N9iur6c7Gt1B7ER6XmK1HDHnpt9KdsOdI7QNHYaOvBVtIki\nMwrLC66cYq37weEs4DCAcMbtDdv/b5I8nIlJ+lF+vv1WO1ttpnPrvlqv3J2kCltTfXocspvHrZ6a\nrcNgDfKGGBc+hVC2EksdfwtNBPMmb28dooNz5qysO3llrg7TOPU+MHVpya2T9JPmn4KLD4Q+IKeA\nkLL1lLGqvM70sWPeTlI2nyfnprHWaX5pvaSWkjNxgawIiW9g4v1lDE1J50BWfXg7g3n5Qsmfuc9i\ncqbsv+t73/vz5+mzlPrq+IjSdQnl23UHX9hGGrnrgd4AoAN/aWrSzNUYxe41g1HOHA0WMK8xq1GL\n8cCVDUvXuPkM8x3D5ZhU83655GCv69T+FJKYxoMP7LqKTgNXHWhAbEG7MTYe2sEsG0G2aGVQfU2g\nmUA9iQCeZ21/zCJTn5Ztf22IO6gcBuCyOPx3T6oz6GdrKdDqe6q3+v0cyA9jkh4XDvPvylkvXNkW\n0sHIy628UrmsbwDraxt9wOehiO7nUVSVPW+jdXaKONBeUQfet9yv5HMP/JlTiTF9Vm+vV5O++iyR\ntA4Pq5NvMV0H8KNOzghSDU26sjRBBy3oWISukZcd5nc0FyDLQ+/LnE4sz9I+Ak4xVO/Yqe7pzyJ5\nw03CvmdUY/aOkGqMeka3QtwEllNLloXLFrqfL43afpqa2cSbadmOCznkCy0oa4KTm/Ktjh4mkG1D\nUD3WEFogz60zNnWUYJRC056n51Yd9A2KJVeCli8pmzJU1W+f5p76EWYFtO+6Jo0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TAAAg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\nk7x0/iz1Nk7e8SYAx4k+oTpPo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DC+853v4I477gAA9Pb24h/+4R/w8ssv4+WXX8Zdd92F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\nWQylDiv0OAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "But we want some real map :) First unpack and convert data from *air*:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "air_c = ((air[:] * air.scale_factor) + air.add_offset) - 273.15" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our coordinate variables are vectors:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "lat.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "(73,)" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the map we need 2d coordinate arrays. Convert lot lan to 2d:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "lon2, lat2 = np.meshgrid(lon,lat)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import Basemap - library for plotting 2D data on maps:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from mpl_toolkits.basemap import Basemap" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create Basemap instance (with certain characteristics) and convert lon lat to map coordinates" ] }, { "cell_type": "code", "collapsed": false, "input": [ "m = Basemap(projection='npstere',boundinglat=60,lon_0=0,resolution='l')\n", "x, y = m(lon2, lat2)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Creating the map now is only two lines:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "m.drawcoastlines()\n", "m.contourf(x,y,air_c[0,:,:])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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xqTZm1RPzWNKl+JeWMLD2gtLGei/sl6ODh0yZs2vrw3nUWDQCdUoaB+t+xJn+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"text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can make the map look prettier by adding couple of lines:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure(figsize=(15,7))\n", "m.fillcontinents(color='gray',lake_color='gray')\n", "m.drawcoastlines()\n", "m.drawparallels(np.arange(-80.,81.,20.))\n", "m.drawmeridians(np.arange(-180.,181.,20.))\n", "m.drawmapboundary(fill_color='white')\n", "m.contourf(x,y,air_c[0,:,:],40)\n", "plt.title('Monthly mean SAT')\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 20, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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OJSkpiZSUFBwdHXFxcUGlUrFt2zZ+/fVXVCoVgiAgiiLjx4/Hz88PV1dX9u7dS0VFBUFB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4vD6PYV/+AwMGDGjR+Sw5OZkhQ4YYrT/NzW1mDCcnZ+rqahkzZjRSqZT33ltOQ4M4gNTW1vL5\n55+Dw08gi21zHMByXXB7kfMD7so0br9rPgqFguDgYEaNHsfpMz9Qunsrqj5fNaXgmwZA3Xstc4I/\neyHz6YFr/TEUdo4U77oAgGTAC0jqNKhnfUu1RgkKJ4SRE6Ein/Tt/yW7+CSS1IMIrp6o73nuGt2I\nCVgTSFhTz62DlV3DwDiRmyJxwwZEJqNza2CO0P2AohOwqQ8KB2eEiGmoR3/XPK0SDDTWwKnfYGHb\ntpHWqNcNidgWAje2f3vhSyEqpZafX78oijW3J/LRRx/hHeLK3oPO3LXgHiQSCTU1New/tA+NVo1C\nZsfI4aNaqNcVCoXeVEnncBgZGUl9fT3e3t7U1dVRX1/P2bNnKSoqIiAggPr6eoKCgtBqtfj4+CCX\ny20yx7qeoVQqKS29Ng9aN3DtYZHMt3xXyqjZnnTzNG0MYw4OrgoWfDeAlN9z2frGbmpVGsbe0hdN\n0/q8TafwC/THxcWFCWPHkXrsOC6v3knIvLGUSsUfkG5QAxsaagQCuRrIPiEq3o+uh/B+8NuH0G8B\nFJ4BFx8YNB28A8F7B0gkyDJ/RvNtJLK4R9G4vdx8PJdwtA7+vPXOchpqm7/QCxcuNGm3WlEhlnYt\nXryYL74QFZUuLi6oVCpAg1LZQH5+Pt98sxq5fA5q2YyW92QK17DkVXryWbSOyhZRxZBB8QxO6M/L\nL78MW3uj8OyOatheKDf4/BXe0PkzNGljuPvxx3F2dqampobNm7fgLt/NubwzlKZ9hTygJ+pH0iC3\nHvn6+5Gc2o7GyR3tgHEIc58Be+OVEu2GNZHptYjKLcAWIjdcX9Tqobld6XZz3w+PzsjDxhKsuExJ\nwQ6q8vZC0LDmhxSNCnx7iATfDtEb/LMkroPCTsqSz7vywe2JSCRiHUZwXw/Obi3QazfeeecdAPy6\nuqGplDN65BirzuPo6IijoyOenp4tRJxVVVWoVCpKS0vRaDRcvHgREOeZHR0dcXNzw97eHg8Pj3+l\ni1xdXR1hYWGUnsj5py/lBozAIpnPXOpLQ51t6kVjmcwpAwAAIABJREFUCvfeU4LpPSVY/0Cg+9nl\nfJdETGdxTl331CfzcEUilRrtgw5GCF0QoD4DymRw5hB08IGkTRDWExrroaEXRA4Ez0B4/MemKHNi\ny4G/aRpM6+iPvaMLjcnvQvK7SN1C0I7PBokE1cgjqBoKIH0rZDzAAw88YDK9DtCrVy969eoFwKhR\no/HwEJXwmZmZCIIPGk0dX3+9FliM2uFd02+oYVR+NURecQqKdorz4U7BUJuNtjaXslpatEQFsaRj\nyZIlVFRUcOhIKpf2LUTo/os4FaGH+L1IPp7GgP59cHFxYebMGRw7dozS0hJCQ8PIuXIRxaeDUWcl\nEdatJ5Pvu4d3330Xux1r0O75Gc3tLyDM+D8IaGf0Yq1wrb3Ct3ZE5Vczn6wjdFPffbMwZyajg8IZ\ndehkpFc+o2eXMA5f/A3twGHiOkGAX+6Fez5qs9u1Er21xtWSuLkHhxHzA3D3tSf3TC07V5dRe96O\nxXfdi1QqpaSkBAdnexpqG/F2CGToyBFXHUHrUvVeXs2fmyAIlJaWIpVKyc3NxdnZmaSkJAICAlAq\nlfj5+SGTyXBzc8PV1dWqxlD/FBoaGqittc7H4wb+flgk8zNHaqksUdOp61/j+lOTcYVzsno6d+7M\nlq1bAeigafsD10UoQn4+Qn09dllZKPPlkJ0uljV5+4FrB4jpDPWusPhN0Uym9Y/DMO2qG5QNBnTh\n5qU0hoUiOXMU4cgytFU54F4GlV5QeQpK9mNXtw0lGO1k1hoajYZPP/2MoKBA4uL6IggCP/74IxKJ\nD4KwCfACIlvuZEgg1hC5Nbag9Vdgi/hgwfGlMOUKdskL0BkzGrO/9fX1xdfXFx8fHz766CMoWQ8d\nRfMO1BXIyn5FA+zasZVdO7by2GOP6evNhw4dip2dHdnZWUQ51jH7+eeQSCR89b1oWnPP3aKN7Mcf\nPwb/fQxWnodggzaohvdkq9L8H9ToWLQ1bQVzhG2zGA7aivOMkbvckazcArIvX0Y764nm5VoNTFoC\nbh1tisoNYYsy/Wpg6jyCIJCdVoNECu6+dsSO9SJ2rBend1XiK+mBp6cnRUVFrP5pJXG3hZCxpZzp\nU2b9ZSQqkUj0D/y6+vaIiAgEQSzxdHFx4fTp0wQHB7N582b69OlDcXExERERqNVqPD09cXBwuC5I\nvqGhAX9/f86m/9NXcgPGYNE0ZltVbzJS6ggaEmr1Qc2ZyRim6gvxpbGqgb0vHeL8JztRK9V4De5G\n/32vcaXCCU1pFerSSkqyqhFUaiqPXkYSEwOlpUjj+4NSiaRbNxoq/MGUU5MpIjA24LfeNlsFqhpw\n8ABVHXwihu8jRowgLi7OKlXr559/SX5+88mef/55UlJS2LpVg1K5UVxo2NnKFJG3XmdrhH7kdTj4\nHEOGDKGkrIqzinnYX/qS7qHOuLu7M2zYMLO7f/vdGvJKQOochVbmDeXbCAv2JP38aSIjI4nq3I34\n/n1b7KNWq6mtrcXNzQ2JRIJGo+HVV18lslsP5t0qtlfNycnhm2++Qd6tH+pPj9h4UwYwReCtP1Nb\nTGLM1ZXbGJVbKjtrTeq6dLvhcqNmMq3v24oHH7v3ehLmBplXSsUpEJcmL4kvxsH8ZRDWR7w/K+6t\ndVRuicyvhsSteVB4ckAy55KarZid3ewYuziIoG6OfPXQBRyc7GlsVDLroz5cPFCKIiuQIYOHtvua\nQJxLLi4uprGxkbCwMCQSCYIg8M13K6hpqGP6pFtaeiqYgFarRRAEsrKy8PX15cCBA8TGxrJlyxbG\njh1LZmYmvXr1oq6uDm9v779dcHfixAkCAgLYd2ATp9IuXdcGKjpIJBLGC+uuybE2S6Zf1/dsMTKv\nqdSw+btS7raBzG2BzE5G56UjUClVZH6zn/AXZnJqyefYTxpNzcFTeN42GqmbgP2gPjhNkVCibTvH\n6ugi9tY1KhIyFeEZCuVab6vbLlQBeEAuSLbfpTeOKS4usbo8paKirMXrFSt+JD8/H43ma3GBKSJv\njashcgA70Xlv3759DBs2jLN7HqdR7sqJE9X079/f4u5z58wkNzeXhoYG6uvL8PQcS1hYGHV1E8nJ\nyTHaLEcul7fQE1y4IArkJo1rnpuUyWQ4dvCi/q4mwVXOOaivgS5xWIS5CNwYqV1LBbsRXE16vXVa\n3ep0e6sKDmPZphYozkBSmcetix5i87btHN/2PJppn0HlFVi6Ely9212K9lcQua3z797BjihOyHB0\ntqeDuxtuzh4k/1zJIWkRo+/yRe3kRvgAbyIGdeTbBQeZMaOXzdcEsGf/Xg4lHcLJxYnK4go6BHtQ\nW1LDgjl34O/vT0NDA7nZ4tyytd0bdWl+XXnuTTeJTpizZ89GLpdTXFyMnZ0d27ZtY+zYsaxdu5Zb\nb72V1NRU+vXrR1VVFd7e3n+Z4E6pVN5wz7uOYZHMZUH+9J2hQNmgwc7BetFGVVEDFXl1qJVaOvX1\nRCIRl1XhwIXES/hF+7D9/b30WtyP1C/T6PXcRLz7h+IcH4VrrxDs/TwomijWagf3hJIm1utIsxiu\nNQyVxFYTuylSNxwMO9YgnBdtWb28fZgxY7pV78FLL70EiIT15JNP8sYbb3C5cAxo3gCMi+b0MJVe\nt5XIL21DduFHNFJnBg0ewsgRw6murmbPnj2gFh+CAgIC0Gg0ZkU5CoVC37/cEE5OTqKfuxVRQn19\nPYFBQbi7u1NaWsrPv/5OweUcsHcGv1GQdwH5UjFKUn97Fjo0k5js1TlodvwAT26FXmOMG9uA9STe\nXpMYQxhRsFubXjcGS4RuNt0OxkkdWt6rVIYGKYeSkjh29AjSBLGLGQdfg+ibYPJkk/dm7HrBNEnn\nHing4Lup1BU30HOsJ+Oe7GZ1urg9IjqAx3/ugSB0pzingUsnazi2qYSUDUoGxY0j+1AGgkTK3v8m\nYe8sJ2HIQJt6Leiw7+B+UrNOMvv4/dTkVZL2yWHiXxrFzsW/sWffHgb0H8D+wwcB6Bzd7arr0nUP\nytHR0QDMnClmtWbPno2zszMKhQK5XM6GDRuYN28eK1asYNGiRRw6dIhBgwZRUVGBp6fnVaXqBUGg\nurr6Xyncay0q/V+FVcXjh9YXEhrjiqe/5Q9SEAROJ+bx+fT9TfaeCspLK7n5xV6c3VHA1JWTqCtt\nwDvKnf7PDsejsw+DBonpWbfIjpTghNzNyew5dFGCKVKH5kHIKKnX10Hy7+DjBx4x4ObZPCCeL4MD\nq5FfOgau3qhHvINsy7N69f2dC+6w+B5s2LCBY8eO6V9rNBq2bt2Go5Mn9dqpYG+EyK2ZJ29N5MbM\nS3TIBRorkSfOp1tEICdTT3DW248xo0fpo2UXFxdq1c5s2p/N/kPHeWDJQov3ZgydOnVi3759lJaW\n6gV/xtC7d299HW/ysWMUXM4hMDSK4pIilFnHUXxyK2MHDeDIydMUH9yAbM07aOZ+AA3VIpEDvDUO\nntgMMTeBqhEU9qaJ+WpI3NxDk5nItTUslW+1rhCxFImbJHTD62qdsWhxL+GoHzjM7u+moNWo0U75\nCEp3wqQnIKZTi+1tEfS1Jt+GqkZWT9lI/14D8PL1Ys+nuyjJrGbOZ/2QysxHju0lch0kEgkdOznS\nsZMjcRO9eeLIcezt7bl5wjQAiuPElHhgYKDNBHf4SBI7tm0neEg4p746ypkvkwkLDmNlj2Z/iHNn\nmg2o+nS3voOjrXB1FbNtAwaIzWgWLVqEIAjMmDEDqVSKIAhotVrWrl3LokWLWLVqFbfffjvHjh2j\nf//+1NbW6jUullBRUUHHjh3/Z8rs/hdhFZlPfDCEmnIVnv4tU6mN9RqkMgkHfy6k/xQfPph/is6T\nIvj+7kPMmjmLvLw8Ro4cyfHjx0l8Zyfvlc2gFBcG/58YDXh0Nu373hrGBjnDkjVTMIwshKoqtF98\niXb5Z/j7dqRBpaIs/wpSJzeE4TNRP/gRFO5GsfZJBg8cwP59G2H220hzDhOfkED37t2t+vInJCS0\nIHOAY8eSoeNXUDuo7Q7Xmsh161feQ6CvF9OnTkFhZ8/xo4epr6/X+96LVrc1aGQKArtY08HFOEpK\nSnBwcCAiIqKNKt4Uxo0dy7ixY4GmDMZzfVF4dqR3TDRbErcj37cV94Yiyj6agbausuXOB9eANBze\n7AKAZMBdCBPfAidP06n0axiJG/5tKSo3hLEI1ljr4BY+7WbS7S0IHSyTuu66/aJQvXOmeVnSIfjt\nNfhkh9HrNoS1/uuFp0pxdnRh0CDx+x4WFsba9T/w7e1JLFw90OTxr4bIBUHgzL4KuiZ0QCYXSUci\nkZAw24tTP5/Vtx/W1YzbilOnT3LwxEHCJ3bDOVdB1YYC5k6fQ2BgIFMmTkYqlZKRkcGFrExyr1xm\n1i0zzFa7/BUwFNzpdDBLlixBq9UyceJE1Go1jY2NVFdX8+OPPzJ79my2bdvGxIkTuXDhAt27d0ej\n0bTxzdDN59/A9QuryDzrRDUOrjJyz9QyYGpH3r0tjaXf9WRR8F6+zh3KyV1lDL7Vl/H3BXP8cD0I\ncPzUUUIDwjl58iQZF8/TY1xAi2OaE8m1Rl3qBS5OfRqHiSORR4Tg8vDt+nXWROk6aG8aT4hMztg5\nt+q7qgmCQHl5OSt+Wkt13zHQbyx07kt2fhGqyhLkrw/HsTaX0aPvtvqp1NjTvtxzEWq3RdBkQKcf\neG1VroNlIm+CXcVFQoLFH/bEm8YwbvQIfcpu6NCh7N27Fw8PTxISYujTp491BzVAY2MjqamphIWF\noVAo2LdvH35+fiYbqxiD4QDRJTKCwsJCZF5BaFI2MWHGLaxctZphw4aJ0wIgOsqFTUJydIVewyAc\n/goOf4XEIwrh1sMt7XrbQ+LWlKNhvlwLWkblluaLW5O6OUI36btgC6nr8Mcy6DIYRo6Bveuh5iIs\netym9qbGCNjRw4Gaqhr99I29vT0D+w3mwNlEs++DLdBoBGrKVLh6KRAEWHFvKolrygkIcyB+vDOh\ng/yIn+LDgKkdWfvyEZydXRg2pLkETalUUlNTQ01NDWq1Wi9eM4WUMykMXT6J3C2ZBAqeLbQmOvLr\n1q0b3bp1u2b3eK0glUrx9RW/M0OHilNZixcvRqVSkZCQgFKppKKigqKiIrZu3cr48eNJSUkhISGB\noqIiGhoaWpTc3cD1B4tq9pUlw3mk72HmvBLJmb3lLHinM+cOVBAz2guZQoJUKn75Dcm5tqyR9L2F\nnNteRG2xEr/uLox5rDs1zs3b6LYXtFq2PbidgMnRBIzr0Sb6SHn4Jwo+/gX/gABCw0I5k3kByaJp\nyLqGoc7Kw+W+2cg8zM8/6wY+YdZsJrq6Gk0Fnzlzht8zcmj84RDkKpG/vwT1pm/o2bMnY8eO1deQ\nWoOXX3655VNsXCq4RDe3pTQGc0RuzhfcTAmX/YpJeFWcRKmBhfNnt+ggB6LavL39mo8ePUr37t05\nevQoQ4cORSqVotFoKCkpEdOcJlrQtoauZepzzz2HTCajsbGRN9/6Dwha7BydUTU28OwzT/Paa68B\nEB0TQ1qq2LNaKpMzf95cAgICWLZsGaHhkeSV1KIa8Ad4WiGgMwVLZG4kDW1OvW6r8MswSm+hZm+l\ncDd8gG0znWTsIaY1qSvr4VIqxISDR0dwKIOyIuSbP0F60034T4hocS+monJT0fQXCb8Q4xunn1rJ\nyspi/5mtPHnEuDmLtVG5IAh8viSdzZ+LjWCe+DmaYz/nk33CgVkz5pGVlUVxcTGnzp4gpLcd933V\nhZpyFf+96zzO6hA0gpqzZ86hVmtx83aig68TtZWN+HUIYvLEW0z+JjZs/gOvmx2plTjDljrGjBpt\n1fX+2yAIAg0NDZSWlqJQKLhw4QJKpZKcnBxGjhzJnxvXUVhQ8a+I1CUSCX2F/dfkWMckg6/re7Y4\nkssVUl7dEUfiV3k88JUoFomb2JymMhZhO3vaE3tLCLG3hADi4FRj4vgHntxKwc+nyd98moCLr7VY\nV3shn/wP1zJ//nwiIsSBJSF+AF9/vZqSK2JbUXlYIM5zJrU5riF00UXVTX3I/GmnUTKXSqXg3ETY\nwXaoncS/+/btaxORA20+cPvM21F7TkcT/Ly4wBypt4a1RN76dQEI9i5cuSwqao+fSGHwoIQWm7eH\nyLOyslAoFGi1WtRqNcOHD9evk8lkFBUVoVAorCZzb29vnn32Wf21ZGVlIffrijr/DMp60aBi9+7d\n+u11RA4weFACoaGhlJeX8+KLLyKRSDh27Bib98xEfVN6S4MbcxanptD0fguPgGQNFqNya4jcFGEZ\n/o68KDUaoetgGKED+jl0wHSUDm0j9a9mw+zHRSL3A/DEsasEreccfCKg6OYleH23DAwSHbaUok1/\nszvvDPuN8xnnuHXmbDp06EB53tWbjlQWK9n1/RUWLFjAjl1bUBeVc3xHHfcvuQe5XE7Xrl3p2rUr\nAwcOZN/+PTzUI4m7l0fx3MZoXr/5JD2GdeDhjQk0+ATrI3FlvZoVcw/x3ZoVzJgyS19OaYjunXuw\nfc1Wej05jCv112Le5vqERCLB0dFRX07n6+vLrl27uPXWW1EqlTg7/zWeIzdwdbCYN3Zyk+Mf4URo\ntAt1Vc0tMXTNC82htKlpoSAIVORU6UlOt1/BkVyS39nLrGkzUNcp2+yf/+MBQFRb6+Di4sK9dyzg\nySefpGNkGLIQ63sRO04ewZlz58jKykIQBDQaDRkZGfywfj2/bd0KA0W1KDmZ8IsoaDFWcmUOmZmZ\n3Hnnnbzwwgs8/vjjPPDAA8T36oCsrpmECDL4B9bNk1siciNQe3eFXqLoZ3vitqt6qqyoqODkyZOo\n1WrUajXx8fFGbWx79eqFRCLh0KFDVh/bcI5dqVSizj9DROfu3H67OJ0yZMgQ/eewcOFCFi5cyH33\n3cfevXt59bXX+eijj0hMTKS+vp7evXujrsqGnx0hXy2SmS3jrqn31YiJiqUUdGufcnPE13q9YbtP\nSwp5wwcK/Rx+fi68+zQcXQ15F9reS34iPLkCeg5qk2nwi/dA6uVOh2fuoUPRRbLueK1djWE6D/Ul\nfk64Pnvn5uZGZXFtU3fA9sPeSYZGrUGpVOLm6k7S1ioiI6PaPJzK5XJGDB/FnFl38NUDmaQnVTL3\n9VCqilX8Z+oZ/jsqkT9eSKPgfCV2jnLu/mUwMXO8+fTLT/j0y+VcunSJ/Px8srKyaGxsJO1sKl0m\nh+LWyZ2iwkI0Go2JK/zfgiAIODg4YG9vj4ODAzk5xf/0JV33ePzxx+nWrRsxMTFMmzaNykpR95OY\nmEhcXBzR0dHExcWxa9cuo/u/9NJLBAUFERsbq/casASrQ7PL52rpMdSDajcjUt5W0EUVNUV1nN2Q\nRfJnp8hJzickzp8F26ZAU/DgGuKOo4cLv23egFdcaJvjOEX4IpPL9IItHXQDe015OeHBDthbm8aM\ncEb907v8MO8JZAJo1RrkYYFoFDK0/eKQLn0IR5dy1LPnoQImTZrU4kHCEjZv3kxSUhIAnSKjGTO8\nP0FBQajUWpTe0cY95P8iIscPtGNfgtxkOLkegLNnzxIZGWm0KYwpqNVqkpOT6datG/X19WbV6vpT\n+/nh5eVFbW2tzWU57u7uRHXtyeyZU5HJZPqIOywsjH79+hESImZ7dGV/Wo34gHnw4EEOHjyIl7cv\n8+bNY8fuwxTkfYgQ9KhN59ejdXrd4G9zojdjwjBbRF2tWwnronR9NG6kIQsY6V/QNUR/TMXkOaj+\ns7r5uycIsGst9O8JHSUt7kn3YCCRSAgcGIxWqaLrQyPJ/XoHzpoqvBcPtSoq123TdZQva35JBkRy\ndXCyp6qwHnd/8xUr5hDkUsmz33di9bI/yThVhWeRHWNGdDG5vb+/P1Mnz+S1m1fiG+hF96ho+kYG\nolarubgzk7eX78A9yJG71iYw+dVobn6lF0mrsvjjhd9QOClQOMgp+70SCRImPTaEjkNCcYv24sNP\nP6JPdB+q66rJuZyDSqWiZ5eexPXpa5U75L8BVVVVvPfeewBsbXLovAHLGDt2LG+99RZSqZSnnnqK\nZcuW8eabb+Lj48Off/6Jn58fp0+fZty4cVy+3DZVK5FIeOSRR3jkkUesPqdFMtcNKlG3KDidoaRL\nKy4vvliNZ4gzMrm0xVzfH/fu5sSqs0R0jqBfeAK3jYpk74E9fNhjNbOOPYCzvxvOfq4k/LAIZVkt\nnW5tO8epqW1Eo9ZQVVXVJtWt1WqpK61A7mlbCjx4XDeCiv6gMTMPiVzG5Vd+oMPu41w5loh07nzk\nSx9ClXIYaC79sAZarZaIiAg9mV+SR7N91z7iYnuRfPwkDP9U3NCUqYe1RG4L/ABtH3jkOLzXh7Vr\n1zJ37lyioqKs2j0lJYWIiAgaGxtxcnKyylwGoEOHDly5coVt27YxZ84cmy65U6dOdOrUSf9al+qc\nPXt2i+2eeeYZvv32W1xcXOjStRvpGVkE+Hmxa9cuVq1ahaeXD4r6dSjbS+YWYC69borILc2dG/5+\ndJ0HDWELodsnDKTx4CFiYmI4d6kpMvcDaqvhmYXwn5Vg72Cx77qfXRn0jSAgSIq6tpGUJV/Ta3F/\nesVaV28sU0gJDm1+IO7g4UZ5bt1VkTnA6NmejJ7tydJRGRzbWUVYWJjZ7cPCwnj6qWfaRO+dO3dm\n7KhxHDiwn/8kbCOsnw/954fg6G7HQ2fmonAUt89PK+bykUK6TAijQipl0p/zKUy+zNmvj+MW1ZHR\nQ+ORyKSc+OY0K1Z/x70LF7cJQv5N0Gg0XLhwgR9++EG/LCYmhvj4eA4c2sLpkzearZjDmDHNupD4\n+HjWrRNd6HT6EYDu3btTX19vsgLI1kyq1ZF5Q5WK2rK2qfDXYjcht1cQe3s3osaHsPu1o2TuFuuD\nnnrqKRwcmudXxo4ax6H9h8nZkUm3eWKrz4Bxpk0b3ONF0nnvvfd44YUXWqjJ6+vrASh8/TsC3lxi\n7W0AIkE4RIohsXD8FCMSBrEmJwe/Fc+R32MyXbp0QeHoaHVUXltby9tvvw2At48vIZ1COXF2O9m1\nBeRVaFHF/wjuPVvu1F6fdUtp4NYiJ6kUAmORjH0eYdurrPnhR5Y+9KDZyOHy5cuoVCq0Wi1KpdKi\n1asxBAQEMG3aNA4fPkx8fPw195a2s7Nj8eLF+td9+4jfJw9PL37/7TfKSouROfq11CdYqr7Tvbc2\nRuWGf7eXyA230ZG6jtCNzaGbInQf13zy+81Hdfw40uBgUlNT4aFXxBNoNFBVAXPuM0nkxrq8eVMK\nvm54UYrT4v64hnTg24mrmPvLJD3ZGbsPgPSdxXSNbP6Nd3Bzozy3lrD+7SvZav0+znjQh9R9NZw9\ne4bevWPNfs9MaUSkUimDBg0mMDCIktJijr5/idq6WgoLDhEyOIDBj/UhdHAA/tE+aLUCmb+f4djr\ne7ly9BK3n/0/PLs260PiPu7FUY3Ab5s3MHvqzOvCU709+PzzzykqKgJg0KBBxMTE6HUw/9Z7+qfw\nzTffcNttt7VZvm7dOvr27WuylPfjjz/m+++/Jy4ujnfffdditsdqMg+L92bXJ2Ifb7VKS3VRAxvf\nu0R9lZKIiGA0R+zZ9MtBvNy8gVxcXJxbEDmIX4Jusc0/7NaGGa2FPq69OhGz5mFS53zAK6+8QlBI\nMHctXASIbQX9QoJQV9YiaDRI2ulM5Di8N6k705DK5agvXUGor2fmzJlWi8PS09P5888/m++huBC5\nTEKIjyOXGxWoej0EvUVbRpu8wMH69Hpgq7+NlCIJY18GRQzCxhmo1eq2GyDWnV+4cAF3d3fUanW7\nytUMIZfLUalUqFQqm1L7V4PoXj3pHBXJxk3bOJflRItZzctYJnQzMCd6aw0dkZsjcWPRt26f1r8N\nY8uMErpajer4cQC0ueJDtSJtByqeh1PJsOJdHH/8HGh7LyaJ3OA+OsYG0FEoYOTz8RScLCFl1Tlu\n/mi40XtVKzXs/zadIUOaqkkEgYvnL9Hzkm3ZNMP3oDWG3OLOipSuPHPLDnIuX2T8uMnt+q5JpVLC\nw8MJDw+nP/EAlJeX8+GHH3L2z4t08Hcjek4U5//IRqq0Y0j/wezLa2T/w5uZ8Ptc5PbN40Wf92ew\ntd+b7Ny5k4SEhH9VhK5UKlm3bh1FRUWEh4czffp0rly50qYS5t8Em7sPNqFh9xEadpvuFzFmzBgK\nCtoO6m+88QY333wzAK+//jp2dnZtMpSnT5/mqaeeIjHReKnmkiVLeOGFFwCxn8ejjz7K119/bfZ6\nLTJWbkoZqgYNnfp5UVPaSGFGFavuT+N8YpZ+m8zMTObPnw+IqYXp00zbnRYXFhHu2Nvk+tYIuG0I\nV77bQ/HWE22eCLt07sKez37DoXsoHR9s7gVevTeFsuXr8X5iDs5xXc0e3236MHL3peE2rj91r3yK\no5urTZaFly9fpqqqSnwhkYAg6D9gedeZ0G1e88amyLjAyLr2ELk5SCTQMRYkMi5fvtzCzEKr1ZKU\nlESvXr2ora1tkQq6GsjlcoYMGcKqVasYOXKkTfoDa9DY2GhUoPj++x/Q2NggvvDMBkVo80prCd1I\nXTkYj2BNKbytUbIbLjNG7ObS7dCW0K9caIq2m76LAKrde5CvfQVp165I13za4j5a34sxkV2bbINE\nQuwAOxrr1HgtCuT4e/twD3TC69bQFte58ZVTAC2mTRoblTTWGH+YbC/CujvyzYko3l6cx9fffsr0\nW26zuprCHDw8PPTajCtXrnA66RRj48cTERGBRCKha9eurNuwni+9X6fT6CiCxkXge8do5I52DP1j\nCacf/oH3l3/A+LHjiY25Nr+pvxpvvPEGIBpfjRkzhoaGBs6dO2f11Nz/EhyG98dhePPUYuXLn7RY\nb4qIdfj222/ZtGkTO3a0NGO6fPky06ZNY+XKlSanhwy/v3fddZf+4cAcLJL5q7FiZ68xryZwblcJ\nW5adomfvHjz77LM0NDQYnVc2lYZRq9WUF5dsiwMzAAAgAElEQVQROa1HmyjDHOK2PMdmyXTCQ8NI\nTUtDoVDQvVs3RgweQmVZGSkPf0iPBwYjkUgo23uGnClv0S+6D8fGPoLHqJ5E/mceTmEmlPdDYpB+\n/hjn+t3FkCFDGPLAgzalkUaOHMnIkSMBuHTpEitWrNCv09p5gr0VQpi/ksgNRXcdwrHz790iY3L6\n9Gn8/f31Nec6x65rienTp1NZWUlOTo5ewHYtsGzZMoYPH96iPA7gySefoKCggC+++AJF+b2oOlpW\ngrZJsYPRUjQwri43R+TWCuAMidtSdG6K0CU//ypu3Gq+TRISglekHDuPZiWyJRI3dR+6ZfZOcoJj\nPHH2tEciga/n7WfSi9H4RrlRklVD4rtneeSRR9roXTpGtR0zrrZJi6OzjBdWh7BxRQnL/+9rRo24\nid69Y83uYwsCAgLaPIzKZDJm3TKTmpoa0tPT+WPJb8QUaYl+YRIuod5M+G0OVw5eInH6WnpHx1z3\n6elLl8S6/QkTJuj1MVKplK5dzQdEN9AWW7Zs4e2332bPnj0txtuKigomTpzIW2+9xcCBpp0Q8/Pz\n8fcXK7V+/fVXq4THFkvT7rvvPpycHNn5chKlpyqxs1cwbfJ0FAqFTQIxEPvh2ru2rzevXQdnLl68\nyK/r17P2p584eFBsZNCzew+8Anw5EvcUytJqUia/xa1TpjNq5EgeXvIAkeX2HI55nHMPfk3prlNU\nJKWjrhHn29U19VS/spyLox9mxowZjBo1yqYUnUaj4YMPP2TDhg3k5OTQqVMnFixYoF+v9W9HJHot\niNzMOpW9LyfPnKewsJD09HQ0Gg0qlYohQ4a0mRa5VnB0dKS2tlbvtHU1OHPmDC+//Io+Ytq9ezef\nfLqSpKSj+lIhqVRKQEAAzz33HArNMai/NqYRlmrKrSFyXcmZYemZJZiaezdGxm43xRP84VKCK47g\nteIN3BbPQurtTsfhwdjFdsebUv0/3X6WiNywbM7YNXsGO+MR5MzIh7ri6KZg+eRduPjYoWxQ8d57\n76FUilobiURCbL+Yax6ZG2Lind58sj+C5JPbWb3me7KysizvdJVwcXGhT58+jB47huLdGdTlV+jf\nJ/+BIdh5O+g7Bl6PEASBNWvWsGLFCjp06NBC6JqSknJdG6Vcr3jwwQepqalhzJgxxMbGct999wGw\nfPlyMjMzefnll/VlZyUlJQDcfffdHG+aInvyySeJjo4mJiaGPXv28P7771s8p0UHON2gWVJSgkwm\n49ixY4webbvzUUNDA2+++SYA84UvjG5jbm5js6Q5dZ+QkMCoUaP06XC1Ws3ry97A/5YBeGTXMvPm\nqS32ramp4ePly2lsaMA72B+NhwOhz0/n7L1fEB4Syughw21u7adSqcjIyGDt2rX6ZT6+fiy6cwEO\nDg6sWvsrF6Ifhn4LxJWW2m8aU61fTURuOG+ui8yzlfCxPZ07d2b48OGUl5e3q2tUe1FdXc3q1atZ\nvHhxuxs2LF/+GSUlBSjsnFEpRQMSidQbidQZZ8dGJkwYhouLCyqVisLCEnbsPIzadzM4GCjxjZUD\nGkbmrVLswjBwqixv4/RmKb1ujQDOWIbKMK1uuN7UcmMucQD5mbXUfPUL7q8+hI+8pb+9ua5uVyPi\n02oFso+WUl+h5MObxPTio48+qn/w//DjD3AJkvB8SkujJ2vK3GxBXY2Gsa4pQHMZ418NpVLJjr27\nSElNYW7ag7iFijW46T+lsvm2n3j00Uetbmzyd0Lnwjh69GgGDx7cYl1xcTEKhaKF+OqX9Sv+Vf3M\nOwlnr8mxLkm6Xdf3bLUAztvbm8bGxnY3DnBwcKBz586kp6dTX1iFo29bEYy5jlFBd47k8oqdABw6\nfJixTU06dJDJZATmaxg1ZnybfV1cXOjZowfHjh3j/oWL2bZ7B2mLvyChXzxDE9qXVn7/gw+oq212\ns+rZsyenTp1izc+/Mu3m8eTm5MAtBipwHVnnYl252dXOkbeGIMBxsV5Uq9Xi7+9/zeewLcHV1ZUF\nCxYgkUiorq62ObMDcP/99+gzO7m5udTV1VFYWMK+fUnU1IWy7tdkZDJHwA5BkKBWHIGKCOtq842l\n2I3sZ0163VoSNJZOvxroUu4NGbl4uznjOCgS9yYiby3Wu5YkroNUKiE83pv6KiVdR/lxbkcBhYWF\n+s86ODCEtNQ01EoNcjtZm3NdKzi5yFiX04vpISe5ePGi0fa91xp2dnaMHz2Oy3m5fBP2H6YlLiJk\ndCRRs6LZOv/ndlsn/5Woqalh+fLlgBgkGUKtVrNp06YmPdQNXO+wKTyyt7enrq6O/Pz8dp1s1qxZ\nAKhrG01uY5gGNPxn19BMnEFBLRlNLpfz1BNPMnHseJOp4uBgcaSWSCSMGzGax5c+0m4iBwhtEvX0\nHyj+AE6dEsU+OZnn+eCDD2isKQfPUCMXYsXBr5bIW6vZz26GK6lQLdZp6Vza/gk4ODiQl5fHpk2b\n2rW/4XUHBwfTpUsXhg4dxEMP3Y2zUx5qYRwCUSi1o1HKNoPUDJG3jsrN/G0YlYP59Hp7ibD18Vrv\nb026HcBHKKDkyw3YnThC50mRLVLprdPsrVP+rVPqrZdbcrLTwdHNjpjJwfSM6Y6fnx8//fQT1dXV\nzfqSZOvel/a8fzr4BtsRPdiFzMy/N8W9YM4dDBk+hA03f095htirIGpEJz785AN27rHcme7vxMcf\nfwzAc8891yZbJpVKGTVq1I22p/8S2Pwp+fv7t7tMQWdpJ1XYXkYWeEtzJ67cnLY5a0tPvdHR0S3q\nkm2FVqulrq4OQRDYtm0bZ8+JPYuPHDrI0qVLkUib70niHQlPXxAVxbbCGPEE0r6IvCADjqwDdYP4\nL2QUwN8SpZhDUFAQM2fOZP369RQXX5015OXLl9m9ey+/rNtGTXUpCmkSfXsXIFV/CNorbd9PXYrd\n1payTTAWlbf+29wyY2gvYRkj9MbCCg4Pfpbeb9yCz02x+nXWELg5Em8Na4hdppBSVy/2zE5ISECj\n0egVwG8N2krppZq/JCo3xE23e5Kdc4H09HRqa2vJyMjQz1H+VVAoFAzoNwBVg4r8Q6K5yvxNk1iQ\nOIV9e/ZTXV39l57fWiQnJ9PY2Iibm5vR8TM5ObndgdsN/P2wOe/j4uLCkSNHWjjcWIv09HQAzr6T\nSNyHt9q0b8FOkTzDwsJw9/KwsHVb6ERR7cWyZctQqVQtlg0aNIgDBw5w8uRJnn7qSQoKCjh89Bjn\nvUah8Y6w7QTXKq2eBzTUwJ4VED0O8isgfhFk7IRCsWbyelDVSqVSBg4ciL29PWfOnKF79+7tOs6f\nG3dRkJ/ZdEwFLs4FREdPIvnYJTQB0c0bWponN3zdpjOah8Wo3NTrawHDVLyp2nSAmp+24Brhw4hV\nd+Air2hzjNYwl0FojwWtDrrri5kcxJr7kiguLiY4OBitVktCQgIXL16kvr6e3x46QPffTZdsXU1U\nrsNNt3txeGMOa9aswdvbC4VLHTXlAr2j+9GnTx88PMyPJWlpaaxfv96oKt8c7O3tcXN3QyIR35+G\nWhW/3bWLhEEDr4t5c41Go7cVveeee4xu06tXrzZj3g1cv7CZzF1dXdtdcxgbG0twcDA//7iOZI1A\n7HszkNlZvoRzH+8k4/O9zJw506xgq7KyEhcXF5vqxK2BIAj07duXw4cPt1iemZmJ1C+KvVcaKUvc\nRfeoMDJyCtHMeta2E1zL+fEdn0PcVKgtA59QiO8MDVXwmRiVz5kz57oYTEDM8ly6dInq6mrKy8tx\nd3e3+UHj5kkjKSvrTWhoqH5eds+efWhdpoC2FJBBJw8o/gV58Uq03l3QOsyDrk1Eb0WLUx1ai96u\nZXq99dy5OdJuXcJWovWgNPkSClcHVDUN+j4H1hC0uW2M3YM18/u6Y7h7itUF586dw9vbG6lUSmBg\nIA888ADbtm0j6Y9U0naVEj3ir+uTbWcv5Y3fQjl1yJt7E87zwFNBRMU6snTUPlLTThAeFcqYEeNx\ndnZGEAReeeVlomNiiO8fj1qt5kSqqC7+ZuXXLJh7p9We63K5nB49e1BbIPaLPPrVadwlnoweOea6\neJj+/fffAVFBbex61Go1X331FUuW2OaueQP/HGwmcwcHB9LT05HJZPp5aFv2DQoK4t47F/Ptqu85\nzs/0W97W5s4QpccucfShH3F2dm5R7ygIAt999x3Z2dk8/vjj7Nmzh6NHj/Lggw/arEy3hG3btrUh\nchDJqDSvDNUtL3LqvcmcOnse9R2/gZMN579WRJ6yB8oVoNWAqh6mvSguFwSkvy/Fw68T9yyc+7c5\nsVkD3ZTFrbfeytatWxk0aBC+vr42PYwFBgYSGNj8ZtXX13M4KQWtthLKfMCuG7h9BKdn4h8SSrBH\nBUf3foHKfhUMbVJUmyDy5lI0D6PqdcO/r3ae3BJMCeWU1Y3YV2Rx4e2NDHlnPJtm/Uj3Q/ciaZrn\ntJXAja03tc4Ssds7yrj7w258uXQHDg4O9OvXDxCJLrWpla2jq5xXJx3nkdW9cO7QbGt5rd/DngNd\n2C/01b/erezDjp/KeHX+KWoqGpg8eTJbEjcgCFCqyWXzgTzk9jJCRroz9/A9pKw+z7evr7CJ0FVq\nNe7UIAgCyZ+dZsKgm68LIhcEgbS0NACTvzWZTMYdd9xxXYr2bIWuX8H/Otr1ScXExBhtf2ktHB0d\nadQoCZsfb3Y7QRDYFPc6ACEhIS2+eImJiWRnZwPw9ttv4+XlRVBQ0DUncoCuXbsabenZu3dv0nM2\noVI4oJ78IfSZA/Y2RL3XgsgLcyBtH3TwBpUGxtzXcn11IdK0n5k2f851ReS1tbUcPXqURYsWIZVK\nmTFjBuXl5Xz77bcsXLiwXYOeoWlPQKA7V/IA5VlIFaeEbp8/t8lwqDPfrZmHKnIv9GmK0E0QuY7A\njZWhWUvkXrSdoy2lbVWIrdF5gdCRbXf+Qu8HBzLx57kAzDpwD6de2cCA+6Nx8WnWtthK4K2v2dT1\niutMk7q86StnmFGzs7Nj+vTprFu3jtTEUmY+G05JbgPfPJLOg1/3sEjk1lybJcgVEsbN86IgW8nX\nL2XqO4OtrR1FhVPL6bhSHBm0tDelGRV88MEHTJg0nv5x5seuxD3bOXkylftWzOby0UJUVZoWTnj/\nJHR+DEOHDjW5zZ49e7C3tzdrbHID1xfaReZyuZxff/3VqHm8NcjLy6O+to4OPUzPYTeW1VK0L0P/\nesiQIW2OMXXqVLKzs4mPj2fr1q1X7SVuDJWVlc2ubjP/D6JiIWIqkk3vsu/QWhpqqsExFgYOMX+g\n1rhaIlc2wh+fwrCZUFkCY+a2VbEXALlHkMnkLaLXfxo64xgPDw+9UlYikeDp6cmcOXM4ePAg7u7u\nNtXANzQ06D+nhEHDGD1qGNXV1VRWVpJ26iyTJozTbxsUFMTAfr05eOIj1H2+skjkOthK5MZI3HCd\nrSRkSPbpW7M5tW47t68c3tTspOk65JAf7oagFXBrLEJh3zLyspXEWy83R+ri+pbEHjtOfH3gwAEG\nDRqEk5MTEolE30Xqt3dy6HezD//P3nmHR1Gubfw3m17JJqQnlCRA6AlRSqjSBKRZQQTEAliOlAOo\nKELAAioeCyqiYsMAUlQQEAEhNOmEFkqAQAJJSO/ZbLK78/2x2c323RQC5zvc17VXsjPvzLyzuzP3\nPO1+glq5MezlUPZ/dREHJ4GHnrH9s6nLZ6nB0/MCeXBOO76YnMSeVZmolDV1xCqViEqhIv/IeX5f\nkEzGyWwcnOy5cOmCVTI/uOcA49YNQ15cSfzobfTu2vuusMoBVq1aBRiXounC0rp7uDtRJzL38vJi\n8ODBiKJYpx/ohj9+o+s343FwN11GJooi63xmEv5sTemYYX17t27d2LRpE2FhYZSXl5OTk1PnJCpL\n+O6772rehLSCwRMgHcQHpnBt70pUIz+pnTUO9SfyHasgqh/ISsHdCx6bbnpcQRp8Nwo51Pm7uh04\ndeoUJSUlPPDAA0brXFxc6NChA4IgsHXrVvr27Ws1xl9VVaUVJBozZgxt27YF1K1YmzRpYiQhm5mZ\nyZGTp1FMnmmRyM3Vk1sjckskrgtTJGTNOq+qUPDLU9t5eMUAAjr5GnUt8yGPQRP92fTWYdJCXOkz\ntXWtCdwfdbesLIz1zXXH2kLsqWfVMeODBw9y8OBB+vXrR48ePbSlUIsWLWJax0McEGMI6AK5gV5U\nVqj4YEoqj/zLl4hOrgb7r/3DhjU4OEmY8VNHZvyklswsBgrSy1nx8AHSTufi6eVOz259GPOKWpJV\no2hnDpqOjpv/lYAohxFDR95Vkqga2VZzZbxVVVUsW7aMmTNnNua07qGeqBOZ29nZceTIEZo3b14r\n6+njjz/Wlqe5hpp2h4sqFet81A3Zr353EIA2kZFGLuJ27dqxbt06Lly4wPXr13n00UcbPPEN1Bmd\nBw5Uy4FePVNj/UoDUc6tZU9fS8IlthD5xWNQVgSKKqgohwnzzI+9kgsHvwRgxowZdw2RJyYmEhER\nYZGgmzRpgiiKhIeHI4oi+/btM+sSrKqq4t131aGYl19+GV9fX7P7zczMJCcnh607dyN/9lsYOcoq\nkRtmrjcUkeuOt5WAtr13lsgBgQx5pSWhPmXV32mFybGT3vSj4FYl5344if+kYKvz1BC4uWWWiN3c\n/H3I48HhEv4eHcDh39UyhAkJCXTt2hUnJydt3BZqHjabBqrj5iOnNqVpkCNzHrrMu7+G4+gksemz\nrQ+pA5QWVrHg/o0U5Sjp0bUnj8+8HycnJ71aa2td0Hbt2gVAWEg4/Xo9cFtCf3VFYaG6ymHOnDlm\nx1RVVTFt2rR79eX/ZahzdkPfvn1NdqyyhBYtWnD69Gk6vz0K3x6ma53TfjtFZWE53bp148iRIwCM\ntNIxZuzYsbclHpWcnFxD5IBg54vWCWetnakh6mKNa7bJzYKELRAWCXnlMOxZ89useAb2/aC3yNaE\nndsNhUKBSqVCIpFYTazRdKUqKyvD29ubK1euoFQqadOmjd64kpIS7OzsmD17Ni4uLqhUKnJzc7G3\nt0cqlXLt2jVtXf2few6SKVNR9fz3MGp0vYncFhK3ZOVq4FqeTY7CBzdPO8pLlfi461vnyXuzuHWx\niNZ9/fENc8fD17RFpWeBO9th7yDgVFmCe0UOTs4Sk/M0ReK1PQ9LBCqRCCz9LZjkRCnPdrmAt7eU\nM2cT6d6tp16994T2l/jhTBvs7dUPnZEx6uzySW8FcvF4OUc2ZvD6f2wnxbqQetZ1GVNa7gdg4sSJ\nddZj0Dw49+re+64icoCjR9XlqW5ubmbH/PPPP/j4+BAd3XCNau7h9sNmbXZDlJeX88033zBt2jSb\nrL71GzeQdFatkvZE/sc4SU3/mH5r+Qal13N57bXXcHZ2prKy0uJDg63uY81patxkoiha3e/ChQtr\nFvwor8nmaSwiVyph1Wcw4inYsBKmvK4WojF3/HSgvBgm1yQnWrNWGwtyuZyVK1cyefJkHBwcrG9g\ngIyMDJRKJTdv3iQ8PNxsi8slS5ZQUaG2Vpv6BZKbnUm/B/qTfO0Gt9JTUS08CrGdbSJyDVl/zOt8\nw0TANiK3RpCGhPj0A1kcTaixsKP7eJGbJdJ3oh+5N2Q8PKcFBbcq8Y5tY7grs/XgmvnJZSqev/8C\n6w/54uYh0dmuZo7SHJnJfRT4WrZALT2gmCLRzd/m8sHkVOzt7Zg589+kp6dz+fJljh07BsCrK5ox\ncorxb9WlLJsbVxXs3y6jWbg9gx81T0S1mY8GiiqRLRurWPrkWVxcXHj22Wfrdc3k5OTwxRdf4Ofn\np22wcTdAo8Hu7OzM66+/bnKMUqkkPz+fpk2bmr2v/rdps7sU5jfIvmRe3nf1OdfZj+Lq6soLL7yA\nXG5emlWDnJwczp9LAqDL+4/qEblhF6nS6+ob47p16xAEwar1bwuR5+TksHDhQg4fPkxFRQXvvfce\nixcv5urVq2a30fYo16CxiDyg+rXjV0i7AlWVYGcPU+fWKMpZctfL1PP29fXlzTffvCuIvKSkhJSU\nFJ599tk6ETmoW1CGhoYilUpxdXVlw4YNyGQyo4tr9OjRxPbsSWTb9uRmq9WrEvbsJjtyCKqll9VE\nXg1biFwXhkTuQ64ekfuTbZOl6082rz12k7ZCKqcOyfWIHKCJpDOVhc78ujiV1t2a4N/ShbaxXkaS\nqubKznTnHuSSz9oDvvyzq4KcTIXeHKU5MrNErrve3BhL52v42QCMfL4pXr4OKBRKPvzwQ1avXs2l\nS5e06z+YmoZKJRrtx9VNQptOjgwd40bn7k7MejKHGym1EzMxNR+AX7/IYVRgEkufPAvA8OHD633N\naMruQkJCrIxsXPzyyy8AvPrqq2bHFBUV8ffff1u8r0pUdy+h/S+jXkGRY8eOceLECYtjCgoK+OKL\nL7Q33YD+xtaFIfz8/Jg4cWJ9pqbFiRMn+OILdVN5b29vbaIUqLM68/NNP7UlJiYaL2wMIk8+B3v+\nUJN4hQwmvwZeJlx1pvb92eMwTV37P3Xq1DoTZ0NCpVIhk8koKSlpkBarkZGRuLm5ER0dTWVlJT/8\n8ANKpVKblOTi4kJOXil9+/Ri1qxZjB8/HgQBxdDZ0Lk6ES7AuD+5KSL3J4uPeV37P+gTuQa2krgu\nNm9UlwdN7Ke/XatWrWjZMoxRo0bh5e2Bf0sXmx5YDUlcl7w8vSTI0guxz89FqRStkrgpWCJ2zfmb\n+gw089C8fjilTgRzc3Pltdde07YM1iQtbv3OvMcjuLk9/sH2TJzhibOrhJdHZaNU1o5YNPNQKkX+\n81I68e+V8NSY51iwYAETJkyoNwGrVCoOHDhA27ZtGTlyZL321dDQSCdbioVXVFQwevToxprSPTQg\n6qUI0LNnT/Lz8y26uj/99FMAAvpHEvZ0D7xjamLbhtaPSqnCI6AJjz78aIMkbH24dCllpaXa9+vX\nr8fe1xtFTg2Bnz9/3qjtH2CsGZ7wF0Q+aDTOLMxprJsbW1wIa9ZAVA8oK4XhtSz7U6ngyAYAJkyY\ncNeIPezatYuAgAC9Hsn1hSAI2uS40aNHk5aWxrFjx4iOjiY+Ph7cw7i8YgX+oeEUFRUijPsQ0QSR\na5qnmCNy46xvfSI3JC9bCLLA14Wrl1Xa90MefIibN2+QmHiKQYMGERUVhaurK6WlpRQVFNMzVoW9\nGcEYc/XYhg8aAJP/Zc/6eAUbv6xiaVz1ygyr0wUT1aOa8zTlhreWI9AmqJjuD7hzeE8pH374ASqV\nSHBIoPZB75cP05n0vOUpde7mhFIpMuWNJuz/U8aFxEpefMv2vBClUmT+Y2mkn3flmYmTtMcOD6+l\nBLMJZGSoP1R//7tTqMRa18szZ84QFRVFQIAtbQbv4W5Cve/4mzZt4oknnrCYndz6vafoNrev2fUa\nFF7Jo+RWEatWrWLmzJlG2em6cW9bMHrUKOLj47GXeuA58H7y1+9G+taLCC7O5E9+C1C3LjWFwYMH\nk5SUVLPgmyHwUT3cS6aIPAB1a9KfP4eHnoT8HGjTCdqa16s2CaVCXa4GLFiw4K7JXL948SKxsbEN\nYpGbgiAISKVSpFIpzZs3Z8n7HwLg4yqnROFG1o2r8OYeaNdPvYEJItfAFiI3RZJgG4lr4JQq4/VX\nai67S5cuERYWRq9evejRo4fWalIqlQgSAVmZEg8ve5sU0SzF7qU5Mib2gaIo2BQPo4yrAk1Dl/AN\niF33vA2J3RKpPzPHlcN7SrUu9VYRbUhISADgerKCJf8u4PX/WNZMt7MT6NzNiZIiFSFh9nw6r5D7\n+zkRO9BynB/gg1nF3Exy48kxExv8offbb78FLAuy3AlcuaLuHGdJb6KgoIB27dr9vyNy2a3a9/L4\nb0S93OyCIDBu3DiLXYB69IxFUVhmtNzUzUnaWv3UWFpaakRIpaWlLF/5FSdPnrRpbgqFQm2lAU4h\nfrit/AD/hJ/weOlJStbtA9TxVXOZ3p6engwZMqRmwaRfbTquNuatC3NEfmAHJJ1UJ7pVVcHL86E2\n5SABIFm9BAY4wPvPYu/gcNcQuUqlIiUlBUEQGsVLIJFIqJSryaX7/VEEBocghLSDoixIXgdVKVDt\nitclco1Mq/U68hpr3GLMOcP4JZdDdg5MmQVuLeCfvWrRnDZt2uDt3YTt27dz4MABbX0yqBNM5TIl\nWWmWa5oN56eBqYcNZ2cQsmHnYfVPrtbQPS8DWHLBG6JFa/3fQ0JCAtHRUQwbNgyAHz8u5vBu0yV3\nhvBoIiGinSOjJrrRppMjrzycTW6W+ZNbu7yUv34ReeyR8bfldzl+/HgAVq5c2eD7riuUSiU///wz\n9vb2jLBQGVRSUkJ2du3CRfdw96DehYT5+fl69aKGOHTwHwp32UbAfw5bAYB/kL9RXOfQ0cNUOiu4\ndD3Z6n5KS0t55513APDs3gGf038g8XDDue/95JQGoUy5SpeuXYmKMm0BX7x4kYULF+oLPXR82PoJ\nmCJxQyIPACqvwp/rQC6Dygp4egb4BeoNcwkoMHqZgqpCfQN97LHHmPdmLRu83Cbk5+cTHx/P0KFD\nLZbANDTatGmDYO/EjiPnyRA8ERcdh4cfA0mBWqP+hX40uboHxYfLqMrMxfXCCaSVWWaJ3FgC1QyJ\n65CcSgXHk6BCDjM+hIJiaB4FCiVcqm6rHRwShquLhCtXkjl8+Jh2N46OjiQmJlJcXMy+A9u5b6AH\n4R0tW5qmErvMeg0ywM8blr0OQ1+Gq5pOwlkWXuZQC1I3jKe7e0p4bo6nnvX9wAP99UIxzwzIqlU8\nvEVrB3z87Hju1SbIylTMejLHKDly/3YZn7xRxpgnnrZaK15XREREMHLkSNLT021KDm4MaERiXnjh\nBbMPMKIokp6ebvaeeA93P+pN5kFBQURGRpp9ouvSpQv5J9OoLCrXLjOpX12ZQfJ29Y/uqbFP6a0r\nLy/nTNIZCq/kkXz2ktW2fCurVdskLtfQPVsAACAASURBVE5ID63Xs1ZVK75GdTWFk0ePEhcXZ9Sv\nNy4ujrVr1wLwySefqBe+YT7rXQtbrHHPMnWpmSCoY+QDRkGXGpU7a8StXb7tF9i7DbIz4Ko6c7Y2\n4j23E0VFRahUKh566KFG9RIolUoUgiPi4AVUfXyZqrcOQpgLBNvBmKm4dPUmJGEFQZ2bYi/1wM+l\nmKszv0aeW8qarl/geiuFndO3U1Yg5+Ty47iWZXN4exGVlZXs3bsXaWUWRw4q8ciU8fs2tZH/2VKo\nSoVn5oOsAsIeAlk1iQsC5BfB1LehpFzCff1h3yEI8Pdi/PiJlMtUKJUis95Qh5IkEoEvv/qYw8e3\n8XP8SjIyMln0uZvFz9BUdrYlItdAEODLKaDIghvnrHyw1sjdjLVuKVHO29eO2R9IeXqmJ8PGuhMS\nGqAN082dO5eIiAgAPo8rsjI5Y0T1cCIg1J5nZnnyR3wZP35SzMXTlfwRX8obkwro1XPAba/91tRn\nL168mNWrV2tLJe8UNPdLS+1elUolcrn8tghv3UPjoEEkfpKSkvjyyy+NlisUCrKL8hAkAuU3TBOU\nBjkX1ElpU6dO1esbXFFRwXc/f0/rp2tKijS6zoZQqVS88847FFRnqAec2aS3PqvAF1V1YltISAjt\n2rUzKkMZNWqU/k6f3gg+FsQjbHGrBwD7voHyUigqAP9gGDPFJsvbEC4BBfDvsTD1IegTDAc3MXbs\n2LvGvZ6RkUFKSkqji2WcO3eOqxfPQhN7kNhBcwejWnLBwQHBzo52z3cl0KuCAdunExqkZNLGB2nm\nW07Lrj6EuuVTfrMAQRDY81MGcrmcTz75hIoK+GJRJWXlsGk7VFyHnAKQV8FDvdUEefAHcHWGAz/A\n6WRYtQXW74RymYrMXPD38+FWVqHWUgL4c7MDfQdIePnfEjb+peSvK4EsXuXEprN+hLS0N8oG130Z\nwhYiByALIoJh50k4donawRqx68BSSZsGnl52hIe10f5+dZt7fPVOEeu/KaG4UKW3rbUXmVls/baA\nH94v5aPXChnfM48VcU6UFKrYf3B3LU+49hAEgbFjxxIYGEhycjJLliyhVCcRt7GxZs0awHyHNFBf\nP61atbpr7iP3UHs0SNCoWbNmHD16lPLyclxda7SUb926xc2rqfj3aU1lkfkkIX+yOLBb7fO7fv06\ngYE1LueffvqJ3IwcWjWpIXNzykQKhULbxMMhwBuHiJrM+axcbyqCg7Rx05s3bwLg5OzMyBE1rQl9\nfHxwcnZGXlGBMHg+YqdHzJ+4LdZ4+gG4Kapbk8pluLwzDSivftkGsaoKysupaN4SB4Ne8uPHj9da\nMncamzdvJiYmRltm1FgQRZHffvsNAOHE74hT51gUhTH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6hRPHjutt2+PIElxa+Ok9WGjg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\n0oqgAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can change map characteristics by changin the Basemap instance:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "m = Basemap(projection='ortho',lat_0=45,lon_0=-100,resolution='l')\n", "x, y = m(lon2, lat2)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 21 }, { "cell_type": "markdown", "metadata": {}, "source": [ "While the rest of the code might be the same:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure(figsize=(15,7))\n", "#m.fillcontinents(color='gray',lake_color='gray')\n", "m.drawcoastlines()\n", "m.drawparallels(np.arange(-80.,81.,20.))\n", "m.drawmeridians(np.arange(-180.,181.,20.))\n", "m.drawmapboundary(fill_color='white')\n", "cs = m.contourf(x,y,air_c[0,:,:],20)\n", "plt.title('Monthly mean SAT')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ZYGENWfFg7QqJp6FrPTi+GUKfQLbnAyzeeB3tLxsJ7ObLjUGzQSGnyd3fyi19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d4PIe4q0sdDIkxmgWFc0XvPSKWqGNiMVogoo6eOr8tnl9d7Fvt5mBGXounR7M8JF6Xp8XwsiT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\nqMci7ykhGr7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Oc2OG+eFqOG0pXBgGTyfDzGMysnRZD8mtLK2Chwpgc28ZXeAQbmxYtIC/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"text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "One more map exampe:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "m = Basemap(projection='cyl',llcrnrlat=-90,urcrnrlat=90,\\\n", " llcrnrlon=0,urcrnrlon=360,resolution='c')\n", "x, y = m(lon2, lat2)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure(figsize=(15,7))\n", "#m.fillcontinents(color='gray',lake_color='gray')\n", "m.drawcoastlines()\n", "m.drawparallels(np.arange(-80.,81.,20.))\n", "m.drawmeridians(np.arange(0.,360.,20.))\n", "m.drawmapboundary(fill_color='white')\n", "cs = m.contourf(x,y,air[0,:,:],20)\n", "plt.title('Monthly mean SAT')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 24, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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WiZnB5usYM0A8NPqOa72umZ38f67uAxelIb2s5X5yvP/clZann0Y3ezaShFfH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BAAAg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\njbKhD2vnE1vJRlhmPC+Mk7NhV+UNTkf6GWrL+2jCD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A/D78bbtOBWJcqVu00KbkdKbBb+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2DqoQGBHCuCpm0EeqyYEMqGGQ68NF+8VSNlwqDssxeJv8Az2kNlwyWvPFGVjeKRLer8aaE+\nx+x8t7EcdQ2AwmE16prdEf50OvS9H0rKYeIQuOMMOLqr6KTfXwG/f1tuWb2wsQ9yYV0hTD1N/P/8\nofDAuWIvjd+OgdV3w4c3QO6fjR0NaOTKhlmbH6dKHZeyYQUXy2xb2fAz6uqHsqHGxvN1YmPNm8IZ\nA+D5K8T/J5+kvZGplb03qoEqIA/4DChF4WioyM0MkHpogUAqGzp1ImHGiiSqsmGETnRAqrfqciMZ\naG9VhW5EyK0ImcvPNpGUjS19mrNnd4Te2e77/DJUENtRVx8VDjtR12V5MOoRePISsWYBYF0B9OkA\nKbfAPyfBHyTOR5atbBw4DIMegn9fDaf2F68VlMFZz8DYPvDkxfbWpDR4ZcPHQbF0ZcNF8ueKYyDX\nHqoIhLJhhKqtjMfGNu0WKa2Buvuk2VA3KoBoU0EKIvPUt9nRF1TOSsmgAKiHNvBU2YjVf6O+0MBG\nAj1WbBDKhhE6kRhXvVXJc+ASylvViwg5ifB5sDYl6MqGUo1YlVvDSzlV0r/HLWxHXX0caNiJug7r\nBqf0gyVboLIaysph+N/h2Gki7eCN46QWVaqyUVUtrn1Sdq2jkV8CJz0OFwyFf11if/F7wisbHrdJ\ndpCubLjI7AMa88kD9CyVBELZMEL1zOKxsS8RqX7nTFa9YWNvoCZAh+i/K4FL06P/UasiowK2LsoC\nnigb6vqvZRcWbCShxooNTtnQIaEiQkH2VlUEPiKkIqjKhtagv7QkIk3ZMMKp6pFQmXKiU4Hq2JhB\nGcor4I4P4Kkv4OLhwum4bAR8/jO8dJWLBdPoXCoWy1E25q2GP84Ue2n891p4P1dES1fthG3F8MKV\nzq6bUMrG4AaW8S1AhP2YPDZsgw7rbdpYtG25+h4YMQD+qDUdUkPd0FI2vgLuAMYBLw6GlrEuSsPZ\nCMS6KBuEs2Dso7mGlIN1/m+mbJg6G3sj5pFRvxeuAkyYAtMfFBv3BJ3n3xPHGy72txxWKCoWjde8\nHPNzg8Dk15tw3qQmjBlXf4Kp1/XUTFX4elE1H82s5uEnmhmeJxM7zyRuG5PtcCgaeic2FonA12/C\nWz+IReFjTdYumJXBKrZtTOc5VlTBs1/C9hJYsQO27IHHJsF5R8Py7TDiH3XPX/dXke7WLre+C5OG\nw7hs83Ndw2EnvugHmPk5PHGbu8WRRdiPySHR+rFbH4NJp8C4EdEX9NpODbu47XF4Yy7k36uhWupM\npVKyZSUcC/wd+D9lxioNRwNEOu2Zy+GJS3TKGDAmPA3Tr4GObgYkJal4ftiY1dkQamejqKiIzMxM\nuc6GHWQN+MKIkMDtLEZBjghp3eumDTW075BEeobWyri6uFUXnU5V8kvZ0MPsebhmY246HYme8Q13\nbKxgD1xyB7RsAadmCjXjFyNqo3fnPAN9OoqsU4M6Q/uWYvpYncHIaCz9NtKVDRc77ga3l02AaGw2\n5iW6Cv0SDO3j0GHoeT5ktoVProVuyvU06lkqOs5GcTX0WAulg1QLzJXOhmJKVoNVNtTPWd02ejBN\n0Ouxoh3sKhueJ/8yusF4Bn9Tn0yciFBsDp6Rt+rmXHvltew+49hc16BEhMyey0s5VbrKht1ryWZV\nbo3vyoYSs3rimo1ZWTRn9Ro6WLGxoBCvjS1bA5OmwrUT4d7f1o9m7v8CFm+Ct66DNuoqr36OWs9V\n9TvlfOGisiG5w85dn1jKRkPrx4JC0PoxM3LeUSkbMUzsJaUp/PZC+NdbIqV1NztpiYHtlfB2CfRL\nNXA0VOTmJ5ayMXWWBWVD6zn7sAbJLRvzYqwT95oNt5UNq9gdFCdKRKh4ZAt25otH3qWrefRdJlae\nsZ8RIScGYkfZ8JugKRtaKOuINBuz4nTYbOgbS9R17RYYeAk8cjNMvUb7nJmfwfMz3RtobZgdp7Lh\nYacdKhvyaCw25gdO1x7e+A94Zgaceiws+JXqTQNlY0YpTN0JB2pgbEu4vh2cHftunelTMRqUshGg\npAYQn43JdjDsKhuBHeXY3UcgqFk8tO5j3uxq5s2u9rlkWHq2MrJ4GO0XEW8WpZdyqliVW+NugSUh\nMxuVWyh/D2k2JiFrWUJl8YjDxuZ9A+mt4Izjtd+vqITX58D5LmbUyvkZcjOw99v4lKFIuZdNIhDU\nfkyLxmJjfmAnq+If/gm3PAq//zt8HnUo0ppT39bU2aiiTsSXB+DGHfDmUVA4EN7voXA01GhktEr4\nbFQBzJ4Ww4mNebn3lpKEVTbMUEflgxQRMvuhg6JsKNFTOexGhPyemhQqG/JYlVtD3wFJNGuWFIik\nEEY0lqjrrY/B+5+LaTe9u4mpVGceD4cq4J1P4cGXoX8PeONBaG9zSoUeQc34pkWobMijsdiYH1i1\nsUgEko+t+1pWZ9gyOzoNSks1Vi0SP3UTHNsC/tFF41wTVQMCrGzoOA8N0cb8GHf5ko0qCFwy4TDP\nTW9Gh472B5nxDpzs/tCvPi+i2dfe4PmSGcvEnoleFg+/nQo97rq1wvKaDb8JQjYqO+jZWBAdj8aS\nKWdHIazfBi2bw7K18Ops2LpTZKY6eSRMvhhO11E9nFIvU06ACbNRyaOx2JgfWLGxsv2QfnLt/7tl\nivbgxzdgeH/FiWqHQzWdau1XMH4zvN4dzmyN8Q7jGs5GYLJRWVQmGpKN+TkOC3w2Klkoo65BJ4jK\nhh4VFRHWr40weGhiRN9DZUMeZjYWJKejMUdd120R0yiO6uzO9dSEyoY8GmLUVYnZ4EjZhuid66Sd\naYjKRmUVNBsNvzgT2qfDax/DzGk6UypNHI7FBXDeAjgqDUZ2gGmjoGNz1Wd0NgX0XdmwOf0pkW0s\nSEHeUNlwoGx4TSIoGzF2F0X43dUVvDsv1e+iWCJUNuRh1caC4HSEUVd5hMqGPBpK1DVIgyKAqvnl\nnthY7L7jbQPt2Jha4dj7GbRtozrJxNkAOFwNq0rg8i/gP2PhBPUePDrOhm/KhsM1Fn7bmB3b8Gus\nuJIh9V4bQt3dH0NlI1Q2XMVLZUOrgttl+4ZDjOnwc6hsSMCujfnpdDRmZUM2obIhD9lRVydOgJ4d\nx2ysxVnBHyMESaG30i5atbHikS0oLIgwoPOhOq9HNJwJM4cjEoHXNsIt38GPE6GX8rt1HA1wQdnw\nIWlEPDbmpSPtxVjR6bhrHN/W+X/c+2zYKYja8/GSe6dWRqOuvhXBMrFMVImgbJSVimcrQ9lww7lQ\n835OAXsm9WTYuLqhHT/rph5B22fDDLs25laUzwnhHgDy0N0DIIA05H02vBr06H3P27GoqyeliA+Z\n/ZhdrLSLdmwss1MSF1/RhPf+K8YVf7yrKcUjU+pfX71p5yiOOBzrSuF330BZJSw407qjAXHss+FT\n9iczGwuSKidrrChj7BV3NqovIse5Xig1bgwEQ2VDDjIiQjIqeoztGw6R3qEprTOMjTMIzkdDVzbU\neOl0uKVsuBkJ1iNUNuSRyMpGkAY9WjT2fswttNoLKzamrB9LFldzzkkVLNuQSq8+tfdY79oa2ame\nmQ5//RHuGQY3DoCmykdk4mhAVNnoG7Uxsz2TApBeVq1sBNnO3LQxt8ddrisbXqB+CE4GgqGyIQc3\nI0IynYwY7+cUMG5S23rKhtWyeOmEqJUN2c8n3nuL18bi2cneLlrKhl+RYLN7DZUNeQRV2dCri3+4\nK3HWHjbWfsxtike2qNdGmNmYuv589L7YW+rV56u5/xEDh0qhbkQicLgK7s6Fb++Avuo1GlYYDbk/\nwMx3ojYWAGdCj9gza0w25sWYK0ZCKBtWMRoshcqGHNyICHlZ4a0qG25iZRCv9Qz2lVRRuruK7tnq\ntB/eYNf58MrGrGSkMSOoNqbleITKhjzcVjasZFOKx6kN+zE5BFnZiKFsG4xsTKt+ffl5NRecWkGf\nvkl8ty6VpKTa30SrzcmbAz3+CteOhm3FMP8mm4VVOBVBVA+NbLAx2JgXYy67ykZCORtG3D5hLXdP\n70NGR+NVP0GYPtNYslF56WTEeOrWrZaUjSCwYlEZi2YWc9MTPfwuiiW7CDO+uYvZXjZBpSFno/J7\nSkVoY3JIlKyKsTZBz8a06ufuogj9MmsXiC9Zk0q/AQZTqYCCPdB5gvj391NhlJ0uSKVeBCXjm1Xb\nbag25vV4S+1sxJ2NKlGcjY25B8ka0JyUZs4iF146IY0hIuSHowH+KBtO8VvZ0EPPFhpDRMgP1DYW\nhNTBRjQkZcNv50JNaGNySARlQ8meWeV0yIDIydbqp9LhuOTKJrzwRm3SEXV7snYLnHMLXDMM7j07\nutO4FXSmSPmhbITqYS1+jbXsKhuJYXkWeHZqHgdKqx1/fiVDDP/iRXmtV2Z35pXZnaV8j9vE5rra\nwc/7eD+ngE25B81PDACbcg/yfk6B38Woh15dvHdqJWXG0zIDw7zZ1UfmuwYdtY0Vj2xR7y9I5Lwj\n1kIkArnr4bGFTTSfadCeK4Q2Jgsn/ZifPLawCV8lW89S2CKt9t/vvlnNrddX6J77t1egV1e49/74\nHQ0QNpbzjsXrWETPXt2w20S3saCOGRvUmg0j4lU2vGR3vmgIOnS11pj4OfXLbkTI78ofKhtyGMLK\nBhcRCgpOo65+KSBBUzaMBh+NLeOblzQGG/OLTRtqaN8hydZ+Uc89WcVdt9Y6VPc/0pSbptZNgVtR\nCakniH/fdz3cez1xZ5ByQ9nw0vF3YmN+jWvsjhW9JFQ2EoCvZ5fw9ewSy+f76cVajQgFxcsOlQ05\nrGQIf5yayrelA/0uiiUaQ9TVrwi9n8qG3SjnqtwaXsqp8qh08ZPoUdegkmjKxks5VazKrbH1mQsv\na1Ln/x071R1MRyKwcgP8+ToY1g8eehkWLze5qIXsUvEoG360X1ZsLCjqgd2xop+EykYAcctb9ULx\nMIsIBcHBUBIqG/LQs7EgJF1Q05ijrrIVD1nKhoxBR6hsyKMx25hsnCgbJcViJ/GK6Ayq1q0huQn8\n+hxo2waeeBOqqsW/Dx6CNi3h5Xtg/Mj4ympX2fB7+qKWjQVtHBOjISkbru4grocXg5Fnp+ZFs1EF\nvzGJearn3+AksXUtbuxPYoYyP3lQDVKJ1X02gsCm3IOByUZlBT0bU9aLoDgejXkPANk7t7uxz4ZX\nAw71XjZBJ569bGJ26JUNNmYbk81LOVWcN6kJY8Y1MT85Spt0mHR5E956rZqLr2jCeZOaMH9ONY//\nu5qObaG6Bn57IYweCsP6wu1PiCxS8Tobuevhv6uaJJSN3TJ9mGnm0iDg1ljRC+JWNnIi/+d6oWK4\n2Sg2RmXDCyorashbe4g+Q9PMTw4AobIhDzs25rfT4XbUVeYmkLKjrm47HfEoG15HNYOqbOjVJ5n9\nmNs2GSob8nCibMQoLIjw85oazj+ldpH4lMvg5zz4fjUUl8FHT8CJw2DUL+He38LV59hYLK5iS5/m\ngbQxLVYyJBwrWsQsuHwjL9X5f6DXbLiZ+akhr9nwkwOl1Tw7Nc/vYlgmXLMhDzs25vdc13jnk1tt\nk9xow2TPJ7e7tsNsTYTTNRt+TJ8IwpoNO/VDZj9mlnHRbv0N12zIw8majRiZnZIYe3ITVual8svf\nNCGrJ+TuSeZX54mpU6ceC2eOFsGC9x6Be56DfpPgtsfhi2VQZdFcYu1DEGzMDGW9DseKdXFrHB5o\nZcMuRpGZ0FuVQ6hsyKMhKxtqvFY67EZdvXKMtJ5DokVdY3sA2FE2/Jqn7YeyEU9dSpR+bAgrQ2VD\nIvEoGzHKyiKcNuowG9drD/Hy50KXDmLh+Iqf4YMv4MNFsGUnnHMi/OFKGDFA+9pKew7VQ3nIGCu6\n1dfZVTaCPyJTYPSQnp46l2umj6d1xxa+T+EwI5Hm4cWUjUfn6bQ6ASNcsyGPeNZFBXU+udfqi9b3\nlZRW8tDUjbo2FrT27LGFYj74mJFNTKdoBWExqOw1G27WoURZe7iSIXw4uxCo248Fra7GiCkb984b\nZXpuEO7ByZoNNTXV0DQFsvslsXljhGpVMD/7QjEdsn06tEuHomIo3Q81NeLfe3QC1WqbDtq6KDN7\nTBQbA3nre2XQoJQNI3bk7qXTgHSaNjM3Tr8bk1DZkEeobMjDrYiQF/ZnFnUNUrIDqzbmd7sVQyvq\nqnQ6/HYwlLgZdfWizjT2qKuaeOt87Dez048Fwc7cUDb0aLusnEgE9h2AvWXCqdhbBmmpQq0c2AuS\nNaqfnl0HQdmwY5uNycZktlkJtWbDTWZN/Y7yUv1dM5X4PZ88XLMhj3DNhjzcmuvqhf0ZzScPkqMB\n1m3M73YrhtZ88qDuym13Pnm86xjiJZxPXhcnz1/rM1ZtLAiOBsS3ZsOM4pEtKBnVgjatoGdXGDkQ\nzjgeThwOg/vUdzTM7NqPNRvx2GZjsDE/+opQ2bCA1w1MqGzII1Q25CErIiTD/rSUjSAM1LVwYmN+\nDopkRl3dRi/qGtS60Jiirl5iZmNBcTJieGljMVXSaaBAlrIhy0Ybqo153aaFyoYDvPYCQ2VDHqGy\nIQ9ZESEZ0WO1shHUwSU4szE/70dm1NVtYlHXoOwIbEZjiLr6gZ6NxWpE0PDSxuJVJJ0qG25kRHNC\notuYn8qrEaGy4QDZjU9DiggFjVDZkIeXEaF4bTCmbOzuOtSN4kglHhvzY6CUKMrGSoaENiaRRO/H\nguhkxEgUGwNjZSMIg2A1iWBjsedWkn8AgIyuLf0sjiahsuECsg2kIUSEgkqobMjDy4hQvBGbV2Z3\n5pXZnV0ulcCtfQpixGNjfnTmQVY21L9BaGPyCPsxe9ix1SDbmBqlshG0aLsWbtuYnf1r7O5z89Ps\nbfw0e5trZZVJqGzEgazIR6JHhIJMqGzIIxEiQjFk2pjdTtSsHXHDxryM0gYx6qr3mySKjcXKr+zH\nghx5h8Tvx2Q/XyvthF4ZgmhjenxdMjAhbCyGW/2YF85UqGwEEDeVDdmEESF5eKVsuBHZDqOu8giS\njZnVCTdszMtoYpCirmb3HFQb02svlP1Y0CPEQbIxM7RszO3n6qQP0Ds3SDamhfI+g2pjerjRj3ll\nk6GyEUBCZUMOifPqKt0AACAASURBVKRsrGQIRRvKaNkhlbSMVL+LY0rPkh8bZUTIC4KkbKhRtyuy\nbExW+xWEqKvV3yAIyoad+mLWjwVJ7WgI/Zhb+3i4Raw8QbAxJUb3GQQbs0O8/ZiXzn+obASQUNmQ\nQ5CVDa1I0hc5q8nPLfa5ZNaYn9uFF3MSQymAUNlwC3W9lWVjsjK9+Bl1tVt+L6Kubq7fMevHgqR2\nBNnG1LhpYzJ/g9h1/bAxp3W4sSgbfthdQ1I2TJ2NXWtKePWqhYE/jp08kBk3LXH1urddtYeta8p5\n8KqNrh6/m1tK1oDmrl9XxnFPfgXJTZJ8L4fyeNtVe/h0zVGav9ugs7qz8KlVvtdHK8eFT61i0Fnd\nj9yPrPrm1jG5SRJ78it8L4eVY9aA5nw3t1TK9d2uB/ffVMrwycd5+nw+WpPNZVel1TuuW1PD9VdV\nGB63bIrQLBXT89w+XnZVmu37TElNJn/TYSntj1E75EU/Fvt+v+ysIfRjVuud0k68KG+fs/ow7amW\ntuzS7n24dV/vPVXA8WelB+J3tnJ00o+5bedWj50GpLN67vZAjFfUx6uuuoo1a9YcOd50002GvoTp\nNKrH9l9Dcd4B2ma1DPRxxk3fcM79I+g+vJ3r1++Y9yOZWc0ozKtw5fjWtJ20bteUY89Id/W6Mo7N\nWiTx0NWbeHRef9/Lszivp+nv9UXOanqO7sjwST0DUS+NjstnbmHLkiLGTxl05PWxWVt8f856x9sn\nrOPu6b2pKI8EojxGx+8/LWXf3ioun9rFl3po57h9+V7m3PsDf3mqve/PTX08JWs92/MidM9KOnK8\nfXIll17VhG5ZSXVel3X8PK+v4/IX5B3m0zf28Mdne8b1HIqyjgl0P+ZHuxH2Y/KOM3MKGDS6FeMm\ntQ1EeYyOi2YWs3rJfiZN6RSI8pi1209PmMevpo+nsrzacHzndjvv5Lj20x0c3HuY06YO8X28oj6e\nnXcnWVlZ5OXlkZWVxfLlyxk7dqzuNKpwzYYD4p3n2RDmusokHqkykdZsHCw5zIHdh+mY3ebIa0Ga\nk60mXLMhZ75uVUU1bdYuTYh1UUNYKX0+uZvP2M355F5MoYi3H/Oy/Qj7MXmEWRXdRWm7WjYWs5sg\nTE9U0pDWbAS/Jltk1tTvuGb6eFp3dL4TplWcVEhlJxCb53r+DZmulUkWsbmuj84bYOl8v431i5zV\nDJ/Uk+xxcvZYcJP83GKWz9zCJU+MBoLtaICY63r39D5kdAy+s+G2jcmq10NYSUlpJQ/ZsDE/WckQ\nnsrZyrhJbRk2ro35B3xmU+5BFs0s5qYnevhdFEvE248p66ns9qQh92N+835OQWhjLqFuu7VszO9x\nix6x9Rpjbwh+vQ2zUQWQLvnLgGBEhMyMrKqimoK1pXQb2s6jEsVHoiobQXc0oPEqG25nn1ITRl3l\n0diUDS3CrIqhjckkyMqGls0m0lixISkbwR81WCSRslHNmN3Ssywe8WZKKS+tYNbU7zwoqTskUjaq\n/NxivshZ7XcxLNMYs1HZGWDqWZkZQc74poVXe9m4QaJlypHRj8nKotNYs1F5QWhj8kiksWJDykYV\nKhs+oPRW3Yo6yYq6hcqGPEJlQx5h1FUejTXqmqjKhhq32prQxuSR6DYW71RztwiVDXmEykYCoPRW\n7SoNMvLmGxEqG/IIlQ15hFFXeYRRV3l40Y+51V+ENiaPRLSxlQzhu7L+zJjfjrkPLefZc//H2zd+\nzcGSw76VTcuBSdSxYtAJlY0AEmRvVU2obMgjVDbkEUZd5ZHoUVenNBRlA9yJIoc2Jo9EsLFIJMKC\nn7NYtyCfDYt2sWt1CUUbyqgsFwGppOQkIjURxvymP1e+ONbSNWX2gzH7DceK7hAqGwlAInmrobIh\nj1DZkEcYdZVHIkZdE4VE6sdCG5NH0GxMPZNixvx2XHPsZnLOmMvy97ZQtqucq14+iWOvzqbzoAxO\nu+1ornl9PHevuZjLnxvjd/GBWkcmkWwskcaKobIRQILsraoJlQ15hMqGPMKoqzwSIeoawy1lw6vU\nmOF+UXIIbcwaZvU8b9luPrjze/Zu2c/Ev41k+CW9OFRWwYHdh1kxayvfvbaeP3x5Hi3SndUJL/rB\nubndwrGiC4TKRgKQSN5qqGw4I2/ZbqYd/yEzbv6GH9/dTFlBeb1zYsrGgb2HWVE9+MjrpXsq+ds1\nG5n9YiHFhZVeFtsQv5WNVUv2U7TDmo2HUVd5BC3qakSobMgjtDF5eGVjVtZ+fvLAj0w77gOeOuMT\nnp/4KcMv7sndqy9mxGW9SU5OIj+3mBk3f8PCJ1cxec4Ex46GV8yfuoBepSv8LoYlEmmsGCobAcQv\nb7WqopomKckkJVnf+TfRlY1da0tondmClu28VTpm372U4rwDdDm6LRsW7WLTVwW0zmxB9rjOZI/r\nTJ+TOlG0oYz//X0FW5YUEamJkNkvnS6DMijNP0ha++Y0SUlmzdztdB3alrMnpXLSRW3p3MP+fRw+\nVEPR9goKt1VQUljJqDPSadPOfsQspmyU7aliwX/3cMHvO5Ha3Jt4xff7+nNfnxkkJcGdLxzF2Ava\nGp4fRl3lISvqakU9sBv5jFfZ8HqzL6PdjZW4XS4nEeXQxuQhW9mwlPa+rIJ1n+7gs8dXUVlexRl3\nDmPwOd1JbZlS57xVn2zjP1cv5ObPzqH7sPaOyuOlsq9W6IO6oR80LGWjwTgbT0+Y69kO4vGy+Pm1\ngJxdIWtqIpRsP0DhulIK1pUeORasK6FsZzmprZrSdUg7ug1tR9chbek6tB1dj25LaqsUzevtKyrn\ntau/4MZ5Z9kuy48cY3rOMfxo+7pGvHvrkiM7iO9cXcwT4z6mpjrCqCv7cMotg8nsl17n/IqDVezZ\nso89m/exZ/P+6HEfqa1SOOue4WT2Tdf5Jn3KCsrJOeMTLnlyNP1O6QpATXUN+T8Vs2HRLjZ+WcCG\nRbuIRCJ0GZTB5DkTiFRH2LW2hF2rSyjNP8j4KYNIbZVC5aEq1s3PZ/nMLaz8MI/2PVszbFIPhl3U\nk84DMwDthrpw22HmvLKbea/tpmh7BR26NaNj92aktU5mzXcHuPKOLlw0pdZZqK6OkJyMoSN6+4S1\n3D29D1vXlHPrKWvplt2c21/oyfDxYpfb8gPVzHq6kH0lVbRp11T8tW9K5lHN6HtMWr1rr//xAFPP\nWkdqWjLJrVqS2jqF5q1T6hxTW4l/71xdTHVlhJNvHsSrVy5kyMQsLpx2LCnNm2o+gw+fLwQSY3fj\nkqJKHrp6Y8LsbvzUre7uIO5GZ683WFmxqMz27sZ+Dj6enjCXv0/PJKOjdnscL27em14/FsQpoY3d\nxpSY1YEt3xby4V1Lyft+N73GZDL43KMYdlFP2navP+AtWFfCoyfMpu/4Llz//umWvt/v+hHrx7Rs\nLGiOh8yxYryonY2ioiIyMzMbvrPRmJWN2E+4PGkEH49/guJVO/9/e2ce3lZ15v+PNlvyvu/ZnT3O\nAgkJSQhLQ2HYOg0ZCoW2dNoh7dDOQNt0o9PCtKWd0unwa0PZh9JCp1AISwhgCoWsJAGyeE/iOHbs\nON4tW7Z26f7+kOXItpYr6V5Jju/nefQcSZbvPbq6773ne77nnJfsJSVkzi8ga0EhmfMLyZxfQNrM\nXGw9Q/RVt9Nf3U5fVTt9VWcx1neQUpzJmt9uZvr1S8Zs22V3MtDQSc7SUknqGgipREd34yCn8laR\nnJVCzcPvc/yJfXzq5a/S+PxHHH9iH/mXzECXYWDodA+m073YjRbSZuSQNiuXdJ/HwMluGn7zDitv\nm8M1P1qO0+aiu3GQnsZBuhsH6T5lwu1wexrGGecbx21Hejnx/jkuumUWt2xbi0bnv+dfEATMRhvm\nXjv55eJuKC6nm1N7Oji2vYVjrzSTnK5j+aaZLNs0k2kX5eJ2CtS8cYbqpz6m7sAwV92aww1fzWfO\nshTU6vMN/ZZ6C49/v5Wa/UMkJasYGnBhHXZTMieZjZ/P5erbc5k2zyPafS++Zz7pJjVPz9ljfbzy\n7UP8469W8ddvfsji66cxZ30Rr//wY8ovK6RocTbmPhvmPhvDvTbO1fWTlKLl8m8sYuXtc0Z7xuxm\nJz8q+z++8tdPkZqXjM3kwDbkxGpyYDM5xpQOi5OrvrWE3JnpmI02/u+ufdTsOEN6oYGMIs8jvdBA\neZGJnCIdWp2KrHwtsytSyC7UYUhN3OvCVO11jcWN3XdeVKJTQXVM5kVJddzDuY/Fu4E5VWNsPMF+\n+64TA7R83MOBZ04wc3U+n/7Bsgkuhi+mbgv/vWYHV967hEXXlo2JsXj/3sEQE2OJIjoUZyMBmSrO\nhsPmQpes4QgrcAzbqP/9Hhoe24tjyEbhutkMNfeSu2Ialz19u+htNr3wCe/f+gzz71rHjM8sJe/i\naRgKR3qru03suuOPXFt5d9h1jRSxwsOfc3LgnpeYuWk5RRvKEQSBg/e+TMeeU1z7zjfQGnScfsmz\n7fRZuaTPziOlOAOV2v9Fx9ozxJGfvk3DY3vR56eRMSePjPJ8MsrzSZ+ThyZZi8NkxWGyYR+04jBZ\nSZ+Zy6xbVpCUEfo87NjdSPP2o6x5eHPYx8HtFjjzUTdHt7dwbHszLocbp81FfnkGa/9lPis2zyIp\nZeyNyvcGUE0Fvc0m1BoV+swkktN0tH7Sw0fPn+LwC01klaaSVqBnuMfKUI+N4R4r1iEHafl60vMN\nTLs4ly8+ezmWATuvff8j2qv7+cwvVzJnfZHfup54r51d2+po2tfJis2zABjsMNO4u4ON313Kp7+/\nLOTxGo9t2IGp08Jgh2W09D4/faAT96AZQRDo63Cg0arIKdKRU6jzlEU6skeeuxwCp2stNNdaaK6z\ncOvWYm7bWhx2fSJlKva6xupm3ri7g6Pbm9n88JqY7C9SvLEZrNdVaqL9DaK5j8W6MToVY2w8gX7v\n0x92cuaTXlo+6qb5QDcF8zK45ZG15ExPC7q9k7vO8ewdu/iPZ8r48A1jWO5hPAknxuItOhRnIwG5\n0J0Ny6CdFx838cl9O8iYm8+065egS0vm8E92ArDsvmvIXlxM574mBJebdY/eGnBb4wPIZTIz8PZB\nhj85MfI4jjpFT8rS2ahTDQg2B7riHNT6JAr1A2j0OjR6HepkLVq9duS1FnWyp9SOvvb8zd9rlTa8\nuSNiGWzsJjkvleSsFNwuN8ef2MfBe1/myhf+mRmfWRrRNgW3O6AgiQab0YytZ5iM8nxRnw8kPgRB\n4FxtPxqdmsL5WVHXy+ug2M1O0vL0pObpScvT09tsomhhVlQx1nPaxNGXm0lO05JRlEJGkYGSiuyg\nPWiR4I2xy0qaPC6SyU1fh53+Tie9HQ76Ohz0d3pKh83Nnlf7sQy5AVh8aRoPvj6XjBztGEdILqZa\nr2ssb+CTwdnwbXjHesW3aH4LKXpdYyU6plqMjSfY7/zoDe9Qu9MzCXn22gK+te9GUdtcIlTxw8+c\nZNZiA9d9JV+SXDaxIJIYi5foUJyNBORCcTbsFiedDQOcq+mnvaaf4zUu+mrasfUMU7huNuueuA1r\nl4nWnbW0//0E2RUlzNq8nKLL56LWjA2eSANEEARsp89hqTmN41wPnb97hcJvfBa31Y7bakew2nHb\nHOefe9+32Um19uKyOnFZHbhsI6X3tfc9i4O0Wblcv+seUkujbxyDp+FurO/k8I/fIDk3Fceglb5j\nZ8koz2fNbzeTu6xMkv1ISShnIxhSz3URw2SNsVANGrPJxR8eOEvPWTt9nV4h4sRscpGZp+XSG7LY\n+sQs2eqq9LrKdzNXnI3gRHPcpe51lVN4TOUYC/Ub79pWx1+/+SEA3/7wRmatETfPrYJqutrs3Lmk\nmnU3ZXHfH+dEXddYEEmMxUtsKM5GAhIvZ8NhdWIx2skoEt9j4lWr+nQddW+10V7TT32NgLH2HENn\n+skozyd7SfHIo4TsJcWkzcydICZ8iSYYqgcm/m9FpufC77Y7sDacIWWp+AuJmJvGsV++w6nnP+b6\n3feQnB15b5MgCBz+8U5q/ufvZC0sIqU0i5xlpeRdPI2shUVklOejUqnibof6w2k04ewZQF8+UQhF\ncuOVW4BcKO6h2GPrsLv540/beedPPay6JhO3C9wuAZdTwOUSxrx2uzyT7FUquOTaLK6+PVf0il9T\nvdc1EFLE7GRwNrzEas4GSHNs5eh1lUtwTPUYC/Z7uxxufrP+DVoOdfPt/Tcw69LCsLb93m+q2Xnf\nR6Ska1h4SRq/fGNetNWVFcXZkIZwnY3Ez8okkle3HpKt19VhdWJsM4+5YXWdHOC5O3fTdrQPjU5N\nSUU2q780lxX/NCvgOtPeOQYNO/bSX3uOlteqyF5UTN6q6cy+1SMqMucWoNaFbsyFc/L7ExNi/0fo\n6cF+74Mkb38JOC9CQtUt1E1j6feuxtY7zAszf0z2oiKyFhWTtbCQ/NUzKVw/R9QQK7fDxd5/+TPG\n+g5uaXoAQ0E6B+55Ceun/oHBDcsYFPE944m5qon+7buZ8fA3J/xt/O8r5iYcavWvcMSIv229vfUR\nLn/uixjy0+PirISDd21yfz1Cvsc22HHVJam56tYccop0qDUqNFo8pUaFWgMarQq197lGhUarwm51\n88FLffzvf7RxybWZrL0xi9ziJLIKtOQU6sjInTg0y5sDYLL0ur6yrVO2lXJ8GT/HKBLaq/onhbMB\nnu/47Na/jvS6yiM2pGw0BYuxSPHWT2rRMRVjzGZxU39oiFPHzJw82kTncDr/tO3SMW2kU3s7eO37\nH2MbcnDXqxuZKdLV8GXGynyW3jyb+rfbuO6f8yKub6x4dOsZWWNMSuSIMak5ceIE77//Pv39wfOb\nhXQ2Hjx3W1i99lLRdXKAqldbyJ6exsWfmx3y83L0uva3DrH3sQb2P3Uct0ugbEUuG7dWkDsrnfaq\nPrZ/+xD31WxCk6Sm9s02Dv3xJCf+fo7F15WR+6VrKdm4ALfdicNkw1CQDoCt38y+r/2Fzv2n2fC/\nt1N6tfiTSOyNIhJxEQjBbkc4cRL1ksUT/hZKeIi5YVh7hjDWd2Cs78RYd462t+pIKc1i1X99hvxV\nM7D1m2ndWUPLq1WklGQy659W0Lmvic69p+jcf5riy8vJe+5XaFI9F1BrYxvavEy0WemRfeEYEszZ\nEEOsJ1n2VZ0lc0EhmqTE7KPwFUCR9ghJdUwH+5y8++deqvaYPHNDOh0Yu5wMD3qGZmUXaMku1JFb\nnMSa6zMpK09m3kXBJ2QmComa3dgfk8nZgLH3MSnjW46eWbl7XaX8/lPN2fjb8z388suncToEKtal\n8ekv5HHkRBq1b7byjXeuRXDDC3fv51xNP9c/cBGr7pgTdOREMPrODPG7T73FZf+6kKvuXZLQK1FB\n+M5GPEdFTAZn49lnn+XOO+/k5ptv5uWXX458GNXqL83l1sfWok3WhDWh1+V0Y+q0oNaoUGlUaLRq\nVJqRnkCteqRHUDW6TUEQaD3cy7FXmql69QzDvVYqbppO7ZttVNw0HQQBi9GO2WjHOmBHq9eQMyNt\n9LH7kXpueWQtZctzwhYcbrfAQLuZ3iYTPU2D9DSZOHu0j1P7OrnkjjlsuHsROTPT+Oj5U+x5pB7L\ngB2VWkVWaQr/9vfrgPM9wdaeIZr+8gknnz2IqakHp8WBWqdh5YM3kVqayf67XyRzXgEzPruMxf92\nRdB6SeleWA4ET4IWEGM36iduHXU2/BFMdIR74XE7XZx45gBH7n8TfUE6plM9FF85lxn/uJSzfzvO\nYGM3hetmU7h+Dn3rriOpaGwSoZZ7fkf2pg1kbBi7upGUAkwqXPv243rjDZJ+8eCY98W4R4GQ80L/\n9jXnnY1Ep+HxvQDctiW6i7TUx9Nhd2PsdtLf6aC/y0FHs523numm8ZiZ27YWc8O/5FM4PbYJKMNF\nzhwAYgjnujhZ5mx4mazzouREihi80OZsdJ6x8f0bTuC0CwiCpw2DAG43CG6B3nMONt9TREezja/8\ntHR0KfOH/xs++G0ty2+exfv/UxPRsClfnHYX/33pDtwuge8f+ccxbcREFR3hztmIp9hI9DkbJ0+e\n5M9//jM/+9nP+MEPfsBPf/rTyMVGyZJsOo970pDrM3ToM5JGSh2GzCSf1+ffN7YOc+hPjQCeQHC6\ncbsEBJeAy+lGcAm4Rx4qtVd0QPb0NJZ9dgbLPjuDGasLUKtVdDQYqXqlBX1mEoZMHYasJAyZSdjN\nTvpahkYfHXVGhnqsDJ6zkJavJ3t62hgxkjM9lbQCAwNnh+k9baKnyfPobTLR1zJESnYyubPTyRt5\n5M/LpOLGaejTA2dHDTVsZbitn+S8NMxtRt7b/BTOYTuXPX076eUeqzG1ZOzk6HBPatkEhi8OO7Q2\nwGzPSk6GNf6tskAN5EgvOE6znc79TRRcOgtd6tjGV7Dj5HU26lVrI9pvLBEGBhB6e1HPDu3cRSNA\nxCDmd0p0Z8OX4XYjMDbGpBj6JccN1GF3s/8NI0c/MPHu870svjSNG+/KZ8ZCA9okFbok1UipRpuk\nQqtTxWSVrEDEy9nwRey1cjI7G4lOrHpdpYi5C83ZEASBXS/385eHztFca+GGuwq47st56FM9qzxq\nk1Tkl05su1RTwcFnT7L/qePMWlvIFf++KKrf7y9f20dfyxA3P7za70qIiSg4FGfjPIMdZnQGrd+h\n/w6rk6FuK0PdVkwjpe/DcSyDM2fO8LnPfY7bb7+d/Px8Zs+eHf0EcYfNhXXQjnXQMfKwTyibB3Nx\nDFrRZegpv2MVWQsnrrnviyAICG4BweVGcLrRGHQT3BOxDQRvj1BKdjKD58yjIqT/zPDoc1OXhazS\n1DGiInd2Orkz0yfkJPBFTCbsUAiCQLWwBJVaTdfjrwNQsOWmsLcTTg+9JGLD2A0P3YHhvb8E/IgU\nw6nEECroqwcqsP/gh2huuAHNusQXG4GcjVDILTwC0XDNd5jz3I/Q5Z+/qSTizQTOOxsLtqz3+/dE\nmnNi6rbwxzt2cXfltdjNTj55oYmDfzjJQLsZp92Fy+7GaXfjsrs9wzLtAhqtR4ToklUsWJXKupuy\nWXtjVkxckXg7G76EuiZMBWcjFjHo7zjL1esqx/e50JwNLzue7OLXdzUDsOrTGTz09vygI1Ckbjj/\n18WvsuoL5fQ1DwWMsUS7R4h1NhJhURmpY8ztctN8sJvana3U7Gylr2UIl8NNRpGB/PIMzP32UTHh\nsrtIy9ePPAw+z/Wk5+v5avl/smHDBrRaT9u5urqapUuXRi42viJsk+RLyk28e13DOTHt7T0AJJWI\nn0wV6TCgaASHYU1/VHM2Rj8XxcVGzHH1PTbupiZUubmoMjND/p/lQHZApyYWhONsjCcegsNcdQr9\ngumokwJfpBPlxuLP2QhEvIWH0+6is2GA0qU5oj4vCAJup8B8exXWYTdVe0zse93IgZ1GCqYnse6m\nbNbdlMXcFSmY+l1otCpSM6TrKU8EZ2M8ga4TieZshIqPWOfZiIaedjsAeSWB3f9E4UJzNrzc/7lG\n3n+xb/S1IVXNnGUpPLJv0YTPytF43vmTwwz3WrnyniVBYyxR7gsQOsYSQWR4kcLZsAzYqdnZSu3O\nVuor28gqTWXRdWUsuX4aM9cUoFJB5/EBek+bSM1JHhUW+oyJnf++jF+Nqrm5mVmzZsm7GlWsfxx/\nJ+6hra/KNp5c6u9n3LEfOO9sJNJ8ggmN78FBHD/+yYQ5G3I1dqOdBO988qkxzkYosRXo77EQIe6a\n2oicDfB8/1gLjjNbH2XOcz9CnR+4AR+PC7W/60HrjhogsLPhiz/nMpYCxDJg59Wth7i78lpRn1ep\nVGh0Khp1yyEVcm6GH95cjdMpUPfhEHtf6+f+zzVitwrYzG4G+5z8bs9Clq6X5toYq9WowsF7Dow/\n/xJhNapwGlqTaaWc/Ts8gv6mLeGvYBRrhgdc/P47Z3jwtXk47G6cdgGHXcDpEDyuoRPK5unRauM3\nPNEXsTFWMjuZGQv1tNRbWbkxgzXXZ3HJNRM72uS6Li/9zHQeu+lvqLUqNj98qSz7kBpvjLXmLwv9\n4TgT7WpU/W3D/PbKNymYl0nFTdP5zC9Xkj1t4kIkxYuyKV4UvK0UaoSPyWQK+nfRzka0J2s4DepI\nGlFiel3lJJzvJ5w7B4CquFiu6ozBt0EdbiPa19mQqnEb6ZKWYo6xZXsvZORBmjTJAuUUHdE4G15i\nKTjiHWPhMLt9DyDO2QgHOURIuM5GMLyxJQgCrz/ezW++3gzArCUGnqlaEtYiH4FIRGdjPN7rSryd\njXB7dBVnI3LMJhcNHw1T++EQdQeGOP7JMJYhF067gN3maeYk6c/PffKdC+VyChjS1Hz7sZksvjT+\nC2CIjbEdT3RRvW+IU1VmWo9byS9LYs5SA3OWpnDVrTlMm2eQtQNIEAR+VPp/3P7MBhZdE3hVxURw\nNrzH4UKbF2U22jj5QQen9nRgGbDjcrhHh96e+biby7+xiI1bl4rep9hpA09x95jXoZyNkGLjEmFX\n0B0mQq98RWa13/HkUiLl93Q+8wcAtF++U7JtyoXQ00PSv97Ogspfx60OYU2Ef+weWLcJKjZIWgc5\nREekczb8EQvRIXeMScn4eVGJcLMD/2LFd86GVOQ2fcSWVXV8/nvFXLwxg/LlKZJNKk+kORuheGV3\nftycjUjOuVhnEI+G1x/vAhLD2WhvsnLHvCrmr0ylYn06iy9NY/7KVNKztWh1KoYGnPziS00B52z8\n69o6aj8cAuDB1+bidAjYLG5sZjdWs3v0uc0y8jrIe3OWpfDAi+VRfR/fGBvsc3L474N8/LcBqvaY\nSMvSMmOhnhkLDSMPPUUzk3G7BNpO2jhVZebwe4O01FvYsvdzUdVDDE/8498Y6rHyrb03Bv1cvK7B\n48XWZFzx7ZIvlPPBb2tBgNS8ZAyZSbQe7uX4e+10Ngwwe20B5ZcXkZavR5ukQa1To01Sk1FkYM56\n/3Ono52Lj7ewfgAAHj1JREFUPF5sRD1nw1dshNvglmSCMuIaeu6aWlTz5qJKin8vS8jv3dvuKXNL\nItp+LOcZCHY75efeDCuDuBSIcjH8Hef2RkmdjfFIeeylcDbGI6fomEzORqh5UYkiPgAq7B9L5myA\n57v94s4mCmck8c8PRJbDJRiTwdnwctA4L27ORiTnWDydDUEQ6D7rACC3WIdGE1ycJpKzIQgC3776\nOBdvzOC27xZPENah5my881wPH75hxOUUMJtc6FM1JBvU6FPUJKeoR58n+XnP9/lzvzhH1R4TC1Z5\neqK9RuL5UgUT3htbolJhGXKhT1UzbZ6e5x48x9LL0rnss9msuCIds8lFS72VlnrLyMPKQI+TafP0\noyKkdK6eX911hm/tv4HSCmmuK4E48tJp3nnwKN87/Nmgn4v1NTeQozPZnA1jm5m/fG0fuTPTKJiX\nyVCPFXOfjZKKHOZdVczMNQXokkN/FykWOoLzx/UgYzt0o3Y2DMa+QH+egFTiQgzjG322TZtJeuIx\nVHmxzWAZ0Xfe+binvH5LxPuNleCItbMRscjwIpOz4YtUx15KZ8OLnGJjMjsbgUgE0VHevT8qZ+Ns\nVR+VDx7D2tyJIU2DPlVNzf4hnj+5VBZBMJmcjWO7B9m+XTNp5mzE0tkwm1w0fDxM/UHPsKO6g8O4\nXZ6VzgZ6nOQU6SicnkTBtCTypyVROD2Zgmme1wXTk9j1Uh8qlSohnA3wuBv3fqoBY5cTq9kNQGau\nls33FHLTloIJq1HJMbyou3GQjnojgiAwkxYEwbP8P3C+ETb62vdvjD4RBHj72R7mVKRw5riFva95\n5sbsEi4JuF/zkIszDVb21efRUW+ko95IZ72R6+5fwcW3ytdRKAgCL9y9n4/+1Mh/m74U8vPxWjnN\nl8nkbLx87wH2P32C6+9fwZX3Bh8GK5WYAHGxMV5sRO1sBBMbsRQXIWmqgmkLMFw2LNsuJPu+UTob\nXmIhOOR2NiRfyldmZ8OLFMdeDmcD5BMcF5Kz4Y94CI8VHAlrzobVZKejfgC3041tyMHexxpo/bCd\nW79TxJK1aZiH3FiGXJTO0cu28s5kcjZMRicf9cxJmNWovAQ618JxNsJpLLtdbjrqjTQf7Kb5QDfN\nB7voOWWidFkOM1fnM3NNATNX55MzIw2VSoXT7sJ41oyxdZj+Vs8S8v2tQ/S3Do8+t1ucZBSnkD87\ng9TcZE/j2S2MPtwuAcF9/j33SJmXYmHWEgPly1OYsyyFsrn6kC5KOJhNLv4h45PR1/M3lvD1nZ+W\n1D2UikDngW+MDfY5OXlkmIs/FbuJ32KwW5z83117OXusl83/71LmXSmuPSPHdTac45DozkZfyxAN\n756l4W/tHH+vnVseuZSLbznfRpBCVEhx3sjmbEjS0D4QxmfD7Yi67xrY+hxk5Yf5j3FAAmfDi9yC\nY4F9D6fu+JlkzobsQ/Fi4Gz4Es3xl8PZAPnEx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"text": [ "" ] } ], "prompt_number": 24 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Links:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* [Basemap Example Gallery](http://matplotlib.org/basemap/users/examples.html)\n", "* [PyNGL Gallery](http://www.pyngl.ucar.edu/Examples/gallery.shtml)\n", "* [ggplot for python](http://blog.yhathq.com/posts/ggplot-for-python.html)\n", "* [Bokeh](https://github.com/ContinuumIO/Bokeh)\n", "* [d3py](https://github.com/mikedewar/d3py)" ] } ], "metadata": {} } ] }