{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Figures for the Methodology\n", "\n", "This notebook makes the schematic figures for the Methodology section." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Provenance information\n", "\n", "Load libraries and print the version information." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "from __future__ import division\n", "from tempfile import NamedTemporaryFile\n", "from StringIO import StringIO\n", "import numpy as np\n", "from IPython.display import Image\n", "from matplotlib.font_manager import FontProperties\n", "from fatiando.mesher import Tesseroid\n", "from fatiando.constants import MEAN_EARTH_RADIUS\n", "from fatiando.vis import myv, mpl\n", "import fatiando" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll make the graphics using the plotting functions in [Fatiando a Terra](http://www.fatiando.org). The engine for the 3D plots is [Mayavi](http://code.enthought.com/projects/mayavi/)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fatiando a Terra version: 0.3\n" ] } ], "source": [ "print('Fatiando a Terra version: {}'.format(fatiando.__version__))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.2.0" ] } ], "source": [ "!tessgz --version" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll set the general style of matplotlib here so that we don't have to tweak this for every plot." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "mpl.rc('font', size=8, family='Arial')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Effect of distance and number of GLQ nodes on the computed effects" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The code below computes the $g_{zz}$ effect of a tesseroid on a regular grid with varying height and number of GLQ nodes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we set the dimensions of the tesseroid and write that to a temporary file." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "tess_area = (-52, -45, -23, -16)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/tmp/tmpqg3Xtf\n" ] } ], "source": [ "modelfile = NamedTemporaryFile(delete=False)\n", "modelfile.write('{} {} {} {} 0 -20000 2670'.format(*tess_area))\n", "modelfile.close()\n", "print(modelfile.name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we assemble a pipeline on a string that will use `tessgrd` to create a regular grid and pipe that to `tessgxy` to calculate the effect." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "area = (-70, -30, -35, 0)\n", "shape = (100, 100)\n", "pipeline = ' | '.join(\n", " ['tessgrd -r{area[0]}/{area[1]}/{area[2]}/{area[3]} -b{shape[0]}/{shape[1]} -z{height}',\n", " 'tessgxy {model} -a -o{order:d}/{order:d}/{order:d}'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can insert the computation parameters on the string and execute it in the shell using IPython's `!` syntax.\n", "Then, we capture the stdout in `data` and load the data in numpy arrays using `loadtxt` and some `StringIO` magic." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "cmd = pipeline.format(area=area, shape=shape, height=400e03, order=2, model=modelfile.name)\n", "data = !$cmd\n", "high = np.loadtxt(StringIO('\\n'.join(data)), unpack=True)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "cmd = pipeline.format(area=area, shape=shape, height=150e03, order=2, model=modelfile.name)\n", "data = !$cmd\n", "low = np.loadtxt(StringIO('\\n'.join(data)), unpack=True)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "high_order = 30\n", "cmd = pipeline.format(area=area, shape=shape, height=150e03, order=high_order, \n", " model=modelfile.name)\n", "data = !$cmd\n", "low_highorder = np.loadtxt(StringIO('\\n'.join(data)), unpack=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now all that's left is to make the figure and save it as EPS." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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2Ws6dO8eePXviPnZXVxdOpzOmvpEQNhQpI2kXeI6BStpAwsYa+BBJv7a2toiq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RDWRLanvUd3c9q3+KqepoLzdFGWz2cOG3T5vv5AoBQ/p9PJ3r17ueuuu4Ju67PPPuPIkSN8//vf\nV0uSGAwGVYO4J/A3py0sLKSoqKhT6GQkcNVVV0W6C93Cd7nHI/5XEQN/RRTFl/u3V+HFsNINCWRp\nT5w4QUJCQtDrx8ePH+fDDz9k/fr1XpbZ6XSqukw9ga+lBZg1axbHjx8Pe2HonqC4uDjSXRgBA0CN\nsT8RKAd2165dTJo0idLSUnQ6HVqt1utV+V+j0XDhwgVef/117r//fi9P6JEjR3jnnXe44w5/2VzB\nwZ+lVYTXBsK65mCwtMMBw4q0Z86cYdasWV4V9r744gtKSkooKSlh+/btQbXjGdXV1NTEW2+9RVVV\nFevWretVtJe/ddpLly55yaNGCo2NjZSUlKhOtxFEDsOKtJMnT/ZaZzx69CibNm0CXF7I2NhYYmJi\n1Ne4uDj1fWxsLAaDgeTkZHUZ5ejRo7z11lvMnj2bNWvWdFluMxj4s7Tl5eVdCq31F2JiYnpVv3eg\nYTBrNw8r0lZXV5OQkKAGbyiW9fe//31I7TQ3N/P2229TXl7O3XffHVRpkmAQyNKGEmHVV7h06RIw\nuIMShgqGFWnHjh3rNcy8dOlSyFbs9OnTvP7661x11VU88sgjvY7M8UQgS7t8+fKwnaOnyMjIGPB6\nx0M9UUDBwP4Vwgybzca5c+eArwouhxLhU1lZycsvv8yaNWv4xje+EVbCQmfvsclkorW1dUAoRRw7\ndkwtIjaCyGJYWdrExEQ1sqayshIg6Jheu93Opk2bWL58edj0pnzhaWlNJhN/+ctfuOGGGyLuhAK4\n8sorB/U8cChhWFnaqKgojhxxJRzt3bsXoMvCXJ74+9//TlZWFnPnzu2z/imWtrq6mv/6r/9i/vz5\nLFmypM/OFwoOHTo04IfH/QVBEIyCIKx0/z3qs63ArcjYZxhWv4IgCOpa4+effx60BTt8+DDnzp3j\n9ttv71OrV1BQQFlZGX/84x+55ZZb+iw4vycoLCyMdBcGEm4HSmRZ3gqsFgTBU86j5wv1QWJYkRZc\nUT3KfPaGG27odv/a2lrefvtt1q5d2+c5ngcOHODFF19k9erVzJnTZ2J+PcKhQ4ci3YU+wb59+/j9\n738fknaWO675C4/3jQCCICwCglvs7wWG1ZwWXFE9Sjhed5bM4XDw0ksvsWTJkqCS4nuL5uZm8vPz\nQyo50l8YaA8RX4TqOVaUO2688UZuvPFGDh486LU9GLFyT2FyQRBycSm7dJ20HQYMO9J+8cUX1NXV\nAd3rEm/bto3k5OR+UdS32Wzs3buXRx55pM/P1RMcPHiQRYsWdb/jEEF3YuW+wuR8RdZCIE8QhC4r\nEfQGw254PGvWrKC8oMePH+fYsWOsXr067PNYp9PJww8/7LXE8+mnnzJt2rQBW0ZyoFva/oSHMPnz\nwHZZli2yLO+UZXknkAKErvcTAoYdaZWMHoBA4gZms5kPP/yQadOmsW3bNj788MOA+/YEGo2GpKQk\nNm/ezFtvvYXJZEKSpAFLWIvFwpkzZyLdjQEDWZZ3yLI8QZblJb6VBGRZ/rEsy6v7ysrCMCTt9OnT\nVdIGkobZvXs3drsdWZbJzs6muLiYzz77LKz9mDJlCrNnz6a6uppf/OIXzJw5k2uvvTas5wgX4uLi\nBuQ8e7hi2JFWEW8DAoqw1dbWcsstt7By5UpEUeTuu+/mgw8+4MKFC2Hpw6lTpzh16hQ33nijGqF1\n0003+c2nHQgoKSlR/QAjiDyGHWmzs7NVkbBABarq6+u9QgdHjx7N6tWr2bRpE1arlQMHDvDpp5+q\nS0ehoLm5mTfeeIPVq1fz1lsuUZAFCxZgNBoDyrtGGjk5Ob0qWtbXGC4xxwqGHWnb2tqQJAnA7xxS\nlmXq6+tJTU31+nzatGnMnTuXp556ik8//ZSTJ0/y3HPPUV9fH/S5ZVlmy5YtzJw5k9LSUi5dukRM\nTAyLFy8G/CtXDATs37+/Rw+oEfQNht2Sj1ar5YsvvmDKlCl+VfatVis6nc5vIMXNN99Meno606dP\nJyoqil27dvH73/+eW2+9lcLCwm69zEVFRVRVVTFnzhz++te/otVqWbt2rVofZ6Ba2sLCwrAnR0Qa\nXRUvG+gYdpb2V7/6FQD33nuv3+11dXWdrKwCjUZDQUEBOp0OjUbDDTfcwIMPPsiOHTvYvHkzLS0t\nAc9rMpn43//9X77+9a/zxhtvoNfrWb9+vVdi+UC1tJ999tmASFoYgQvDirQnTpzAZrPxne98J2Dw\nu+98tjtkZWXxwx/+kLi4OJ555hnVseSLf/zjH1x77bV88sknOBwOHnzwQcaPH++1z0C1tO6KEiMY\nIBg2pG1ra+PFF18kNja2y6LP/uaz3UGv17Ny5UpWrVrF5s2b+eCDDzqt65aVlVFXV0dlZSX/9E//\n5Lcuz0C1tIoPYAQDA8OGtJs3bwbgscceY968eQH36wlpFUyZMoVHHnmE4uJidu3apX7e2tpKY2Mj\ncXFxPPTQQ2RlZfk9fqBa2oG6fgzDz3MMw4i0J06cAFylO/bv3x9wv7q6ul4pRSQkJLBu3To+/fRT\nNTFBqQL4jW98Q9Wn8oeBaGllWWbPnj2R7sYIPDBsSLt06VL1/64sbWxsbFAlPLpCSkoK9957L2++\n+SZVVVVUVFQEtK6eGKiW1ldsbgSRxbAhrXLjVVZWcvLkSb8FspTt4fCU1tfXo9friYuL4/Lly0GR\ndiBa2qqqqpG44wGGYUNaZV3uvffe84o/9oXBYOhVaQ9wrfVu2bKFe+65h46ODk6cONFtbVwYmJZ2\n9OjRAWsgDWbo9Xqvv8GEYUNagPT0dI4fP059fb3fSnS/+93vsNlsQdWY7Qo6nQ6Hw0FaWhovvfQS\nCxcuDCoMcCBa2sOHD3fpbR9B/2NYkfbWW28FXGURJ0yY0Gn7pUuXsNlsvap8BxAdHc2oUaPYunUr\nBoOBG2+8MajjBqKlveqqq3pVH7cvMRw9xzDMSHvllVfyy1/+EkEQVDVGXzgcjl6TFlyxyqdPn+Zb\n3/pW0CqGA9HSfvzxxyMqjAMMw+7XiI+PR6PRcM0113TaFhcXB9Br0prNZvbt28ddd90VUpHqgWhp\ngx0ljKD/MOxIq8CfpVXmnYqQeU/Q0dHB5s2bWbBgQacwxe4wEC3tzp0Dqi74CBjGpPUn1paenk5O\nTg779++nrKysR+1++OGHaLXaHomgBbK0SUlJPepLODCcxNyChSAISYIgLHL//dbj85Xuzx7t6vje\nYtiSdvfu3Z0+MxgMxMbGcuutt/LCCy+wefNm9u3bR11dXUCNqLa2Ns6dO8fHH3/Mxo0bOXDgwP9n\n78zjo6jv//+c3c1mc5+QhMRADi5R7kMYBZTLWisqiK33hVbrt7W2Hq0/H1/91vaLtee3l6CtVbEK\nAmIFiwioyCByXwKSi5wkkGNzn7vz+2Nnxs1m72ySzfF6PPYxu7Of+cxnZ+c1r8/xPrjjjjv8GgcG\nm9LKssyOHTv6uhlO0ceTUNOBGCWQ20KwZRYA4pUAby/15MkHnT+tCmdWPosXL2br1q1s3bqVa6+9\nFoPBQG5uLtu2bUOn05Gdnc3o0aOxWq0UFhZSVFREZWUlKSkppKenM3HiRJYtW+bTONYewTimXbRo\nUV83oUegpoP59NNP+fTTT30NVr5TUdsnsGUbALgVqBQEYQowXZZll+FXu4tBS9ojR44wfvx4zQEd\nbH/kzTffzMSJE3n77bfJyspi2bJlmEwmLl68SE5ODqdPn0av15Oens4VV1xBamoqBoP7y/jYY495\npQqCIPyXLMt/8qbsa6+9FrjwkC5QUVFBSUnJgM7+Pn/+fObPn6/lKlbhKVi5Em3xJUEQDmJTXhk4\nJMvyEUEQftaTcY8HLWmnTZvmsgubnZ3Nk08+ydNPP/3XAwcO3ADcKcvyp73QrLe9LRio7qE78g8f\nPjwo0mz2BdwFK1fGsetkWT6ifI4B8ugc77jHHqqDjrSq6gmCMA0YJsvyNldln3rqKQRByAEeAz7t\nheZ9D/BKaQMFd+QXBOFW4LAsyznQO+reT7AaiBUEYRnwjkpwQRCeUPL5bFfz+/QEBhxpve2KAkcB\nb8oagAL/W+QTvFbaXsJGQIvo5knde4vUfW0JJcuyej8ccdjfoxNQKvolaX0gpjvogMeBFz2UGw0c\nD8D5vEGvK60HPA380tvC7sg0pNKBQ1CTNkDkdApZltsFQfidF0VPAs8KgtACvCbLck/GEg02pX1R\nDlA+FFeEHiKz7wgK0vYkOT3gZ8D/uCsgy/KfBEGQsI1j5gN39mB7glFpf9GTJxgis+8QAplYyhNE\nURz6I4YQtJAkqV94DfUqaYcwhCF0H0HRPe4JiKK4km8yc68HHlQ+q6+FAJIkbVTKZwLblf1m4BCw\nTJKko6IoPgHkq2X9aIvahgPAr4EaQG1fr7fHrl1PAGuwzaL3eXuG4B0GpO2xKIrLsd1EOyVJegUb\nYVcrN9X3genK+x2iKE4BkCQpXznmnCRJZmzEyleq3NHNG1IGFkiS9LAkSQXYCNKX7UEUxVhgBrYk\nyH3eniF4j4GqtAuBQ8qNWQvMkCRJXUPLAA6IorgMvlESe4iiuBA4CCSIopglSdIRxzJ+YIUSqf9Q\nkLRnGjblJ0jaMwQvMVBJC3BA6bp9DFSLohgtSVIdgLJ1pgxmURQzsJmk5WHrWld3tyGKur4CEAzt\nUdTzIDDVbl+ftWcIvmFAdo+x3VDqTKCMTVHUtAHOY6faUI2tG1uglLslECoiiuJKURRVp9iavm4P\nNrJNx9Y9XhgE7RmCDxioSrsGeFCZPFmFrUv6oCiKZuBXbo7LA1QH0nzlcyCwA5iutOdJbMTts/ZI\nkrRReYg8he2hpl6vvro+Q/ABQ0s+QxhCP8NA7R4PYQgDFkOkHcIQ+hmGSDuEIfQzDJF2CEPoZ/B5\n9lhZ4zMr0/6O38UACwNgrfMgtnXWI8rn1dhmOqcDVZIkHVHKqGuF6yVJ6hKPRzECWCVJUreDHCl1\nvSxJUtd8Il3LxgIHXZX1pS4nxy5zdX0VS7AMvrFUEoAaSZJ2Kv/br7HNFr8oSVKXgMaK6Wc1tuWc\nqcAaZ9fVjzYH5H9Qfl8NsAhY5+19MNDgj9JOd0ZYAOWCqQvwfkH5Ex6kc4ydBdhuxMnKH5UJZNqZ\nKTp1ZJckaQcBWvxX6sr3WNBWVr3pfa5LIY47OE2/J4rik8AoSZJekiRpo0JsLTCZ8gA8BGx3QdgX\nsT0QNyrX9SVgp936st8IxP+g/OcPKm0/CPxMuc883gcDDT6RViHUx+7KKBf1IX8bJEnSGmx/ir2b\n1FOSJMVLkvQb5fNyOq8RLvT3fD0B5Waa6cdxsXwTktPX41bZXR8V/+ukeBf3M+X4lZIkbXL4ah02\nn+M+h2L7vFz5OB14hyC/D3oKvnaPFyqkAjQvkcPYnv477BS4e6nUuyJeFMUF2NRrAzYjd/s/y2Na\nN0VJMrB1s7OAl/nm4bKIbx5GiyRJetpNPQscy4miuEo5fqqiUIJSf7ZCiKeV7xcDuSgGCk7qmg5k\niqJ4M3DEVY/GCabjRLl9sFZyejy2GEirnOx39KI6iO0/eBHb9X1KkqTFivofUg6Jtzu20/VSu8/2\nxzo7pyRJdYpNdKwkSZuUeuzbHZzp/QIMvyeilPGFqqzVdCaqORDdKhWSJL2inGcHNusdn6Ao33ZJ\nklZIklSgdNfM2MbNapR49b27iOHxjuWUGzNX2ZcviuJK1SNGOWaa8ht2AlOwjcUKnNWltkuSpE0+\nENbVb14miuJq5cHqCT5Z2Cg9rmr7bqnyO2KxmUTeoo4/lTI77Y51dr122B/r7txKt/+QMs8xKNGd\n2eOFKDemMg5yfKp396kng+3hYHfjFWBTy0qH+t2Nl+KxKWqXUPmqgbzje3ewK6eefzogqBN0OJj2\nKTdnnvL9Khfn7O61OojDWFe5uTP4RumcQlH7LscryOQbTyB7aP+9gnjlIZ0vSVKdMrfhWEaFq+tl\nf6yzdk6165kcwuZO6Mt9MGDQHdIewu6Pdph8ygSqulE3fDP2qsHWJVbrPYTNAyrTAiEAACAASURB\nVCVLOW8s7m/MaqXrmdmdCTI3+Fg5xxGFoJ3aotzMB5Xvd3lRX7VynNeZr5SJr6eU7qI9HB8Gncaz\nSre0WiHKGkWdM0RRXKBc1+XYuqyOOEBnksc4IdshnD8I3F4vN1hgV188vt8HAwY+2R6LoviyJEnf\nt/u8CtsfaMZ2Y9Yq+9dLkuQspYI351iObQx4ANuSwxHVtxObV8qvlLGNOqaais2Bu4tSiqI4FVuX\nejm26O8vKu91yv4HgHN27wuAd4EnHSdl7OrqdIwytlLH9mBTrSz1vJIk7RJF8aDS1mql/hoPdakO\n513GpKIoPiF94/vq+N0ybDe2WTlXDbYu6hGl/WuwPUzXKG18CshQr51yTWOV3/IQinODi+U09TdP\nxUZE7Zqq187huqxWr6ub6/WA43V3OKe6JLUIW6/lnDf3wYCDLMtev+bMmbNszpw5U7wo94Qv9Q7k\n15w5c56YM2fOKOV9zJw5c9bPmTMnujv19VK7V82ZM2fhnDlzVvX1NeyrF7YHwXqHfcuwqX6f3eM+\ndY+VcZLbBXLlae/zZNEAxg5gmtLdnQ7s7ydqsA5bXKvcvm5IX0GW5cPYTbD2ZjpLd/DHn3aHKIpT\nXHTdYrDNfg54qxRvoVwn+2vV3dTq7pzUAwal3YNiCcUH9Fo6S3cY8qcdwhDcQBCE7bIsL1ber8KW\nXGuXIAjrgZVyD6WzdIdejVwhDgUrH0KQoba2ltraWmJiYjh58qSnYOW9ls7SHXo93MyBAwdob29H\nr9ej1+vR6XTae/tXTEwM3/3ud8nMdGpq6xH79u1j6tSpGI3GAP+C7uGrr77i7bff5he/+AWCIHDx\n4kWef/55li9fzuHDhxkxYoR2I5nNZmpra2lpaSEmJobHHnuMiIiIvv4JGhoaGjh37hyXXXZZXzfF\nJ2zcuJGDBw922peent6lnCAIC4EMQRAmy7J8VJblXktn6Q69TtpRo0ah0+m0mTCr1ZbPynGGrKKi\nghdeeIExY8Zw//33M2zYMJ/OM2bMGI8Z2vsCO3bsYOHChQiCgCzLvP7661x77bXMnz+fOXPmOH3I\n5OTk8PLLL2M0GjVVADh+/DiZmZlERkb29s8AwGQyOb3ZBwpkWd6BLWui/b4+m4BS0et39TPPPONV\nOVmW2bdvH//617946qmnmDFjBnfddZfXSpOTk8PkyZMJDQ3tTnMDiosXL5KTk8P3v29b6i4oKODk\nyZM89thjAGzfvp3rr7++y3F79+5lxowZ7Ny5k127dhETE0NGRgbHjx8nJCSEefPmMXfuXIxGI+3t\n7YSEhPTK72lubqakpIRLL720V843BBuCT4oUCILA7NmzmTVrFh9//DGbNm3i0KFDLFy4kGXLlnm8\nMUePHh10Srtt2zauvPJKBEFgy5YtbNmyBUEQ2LlzJ0uWLGHx4q528q2trezfv58HHniAV155haef\nfpq2tjby8/MZO3YsI0eOZOvWraxatYrp06ezc+dO7r333l7psoaFhZGWltbj5xlCZwR95AqdTseS\nJUv405/+xOLFi9mxYwePPvoo27dv17rWzpCbm0tbW1svttQ9Tp06xaFDh0hOTuaZZ54hPz+f4cOH\nYzKZiIqKAmxK64hDhw6RmZnJvn37mDlzJvHx8SQnJzNnzhymTZtGYmIid999N3fffTfFxcUAvPba\naxw8eJDy8nIqKip67Dc1NTVRWlraY/UPwTl6PdXlgw8+2K06mpubWbt2LV988QWRkZE888wzJCUl\ndSlXU1NDdHQ0er2+W+fzF7IsU1NTQ0FBAceOHWP37t0AjBgxgttvv50JEyawb98+1qxZwyuvvIJe\nr6etrU0b01qtVk6dOsWbb75JfX09TU1NLF++nMmTJxMWFubyvB9//DFJSUmsW7eOlpYWAJ577jk2\nb97MsmXLCA8PD9hvbG9vp7m5mejo6IDV2RtwNhE1ffr0fpPqMrj6j14gLCyMlStXcsstt/DLX/6S\nX/ziF/zqV7/qcuPk5uYyYcKEgN6k3mLPnj28+uqrXfbffvvtzJw5E51OR2NjIxMnTgTgww8/ZMqU\nKezdu5epU6eya9cujh07Rnx8PE1NTcTFxdHU1MSmTZswGAzMmDHD5bkXLbI5MyUlJfHRRx/x1Vdf\nsXr1atra2tixYwc33HBDwH5nU1MT58+f73ek7e/od0prj8rKSn7+85+TmJjIs88+20mBampqiIqK\n6ta41mq1sn//flpbW2loaCApKQmj0YjRaCQzM7PLTG9ubi4vvPACYFPUn/70pxQXF/P73/+e//7v\n/yY6Opqf/OQnWnm9Xo/RaNRm0dXufHh4OE1NTaSlpXHZZZexbNkytm3bxoQJE7SZY2/xxz/+kfT0\ndBYsWMBLL73Ej3/8Y+LjA2Po1N7eTktLi9a97y8YUto+RGJiIrfeeiubN2/mj3/8I48//rhGpLy8\nPMaPH+83aa1WK6+99hq5ubnU19fT2NiIyWQiMTGRkJAQKioquOGGG1iyZAmVlZW89NJL2vjxN7/5\nDYmJiQAaQbZs2cKjjz5KRkYGBQXf+LfffvvtNDc3k5KSwqlTp1i+fDkfffQR69atY9iwYaxYsQKd\nTsecOXP8+h0PPfQQoaGhWCwWhg8fzpdffsm3vvUtv+pyRGNjIxUVFYwdOzYg9Q3BO/Rr0gJcffXV\n7N+/n4aGBlavXs0PfvADdDodWVlZXi/3fPXVVwCMHTsWg8GA1Wrl1Vdf5auvvkKWZa699lo2bNhA\nc3OzNtmTnZ3Njh07OH78OKdPnyYmJoYnn3zS6fJHamoqhw4dQhAEZsyYQUFBAUlJSVRUVHDllVdq\n5caMGYMsy6xbtw6wEU6n695coclkora2ltdff53CwkIaGxu55pprNCJ//vnnhIWFMW3aNJ8fcBER\nEYwYMaJb7RuC7+h10qprku3t7Sxfvpyrr766W/XpdDruv/9+nn/+eUwmE6+//jr33HOPtiTiyfBg\n7dq17Nxps+GXZZmwsDBMJhN1dXVceeWVrFixgoiICK677jree+89PvjgA8DWFY6JiaG2tpabb76Z\n6667ziXB7rzzTlatWoXFYuFb3/oW1113Hc3NzTz88MOcP3+elJQUwDZ7XF9fD8Bvf/tbTCZTt66N\niqNHj3Lx4kUALBYLISEhVFdX89ZbbxESEoJOp2Pbtm3MnTuX2bNne33ehoYGLl682O+6x0DAhgh9\ngV4nbUZGBqdPnyY9PV2bWLnqqqu6Vefw4cO58cYb2bdvH4WFhWzcuJGFCxe6vflkWebPf/4zhw8f\n5oEHHmDOnDmUlZVx+PBh8vLyuO666xgzZoxWXrXiArjjjjtYuND7wH/jxo0DYNeuXdpEUVhYGP/4\nxz86EX3x4sV8//vf59JLLyUhIcFpXf5g3rx5lJWVMWzYMBYuXMjx48fZuHEj8+bNY/78+eh0OkpL\nS/nkk0/45S9/yRVXXKG1GcB+3kN9L8sy7e3t/frm76/oddL+6Ec/oqWlhQMHDvD222/z7rvvYjAY\nmD17drfqXbBgAQcOHCArK4v9+/dTW1vLihUrnKqAxWLhV7/6FefOneOJJ57QurSpqamkpqa6PMeF\nCxfQ6/XMnOlzdFQAtm7dqpEW6KLM6tpzTxiF1NbWctlll7Fhwwa+/vpr7rvvPkaOHKl9n5qayh13\n3EFVVRWfffYZ//nPfxCEb+ZlnL1va2ujoqKChQsXMnfu3KAzZhmo6JOrbDKZuOqqq6itreXEiRO8\n8847HpcyPCEvL4/KykrOnj0L2Ai2b98+DAYDBoMBvV6PwWBAp9NRW1uLLMs8//zzPln0XLhwgcsu\nu8yvJY4//vGPNDY2ui2zePFiNmzY0CNry3V1dWzYsIHs7Gwef/xxl2u9CQkJ3HzzzV7V2dbWRnl5\nOR9//DFffvklS5cuHTJp7AX06aNxyZIl7Nmzh3HjxvH3v/8dWZb9VjF1jTMqKoqjR49SWFjIyJEj\nufzyy7l48SIXLlzgwoUL1NfXa8sxviyfqE4M1157rV/ti4mJ8Xg+1SKqu5NPzhAXF8e8efOYOXNm\nJ9XsDurq6mhvb+f+++/nzJkzbN68GUmSWLp0KcOHDw/IOYbQFX1K2pCQEG6//XZ++9vfkp6ezt/+\n9je2bNnC9773PcaPH9+lfF1dHfn5+UyePFnb19jYyKeffookSYSFhREfH8/8+fMZP348sbGxXdZS\nm5ubCQ0N9ZkY7e3t6HQ6pkyZ4t+P9QI9qbQrV3rKNuI7oqKitHmDcePG8dOf/pQ9e/bwpz/9iZkz\nZ7J48eKgctgYKOjzQcjll1/OM888Q3Z2Nnl5ebz55pv8+te/JjY2lhtvvFEzsP/www957733sFgs\nREVFsWDBAk6dOkVubi6CIHDppZeybNkyRo0aBdiWcXQ6nbZeqsKdCaA7GI1Gfv/73/eof+727dtJ\nS0vTLKWCHTU1NbS0tGgz9AaDgfnz5zN16lQ2b97MK6+8wsqVK/stcZWYUE/LsrxC+RyLLagbQGZf\nuekFpUVURUUFf/jDHzh//rz2NK+qqmLx4sXccMMNvPbaaxw5coTo6GiWLFnCvHnzuswU19XVERoa\n2q9uGHvbY0dUVXU3jHTg0dLSgtVqdWoqarVaeffdd6msrOSBBx4Iqv9h48aN5Od3jqOemZnp1CLK\nIdzMSuCALMtHBUE4CFzTF47wfa60zpCUlERWVpb2BL948SLPPvssGRm2WOM/+MEPPNZx/vx5YmJi\nSE5O7tG2BhKu/GmDFVVVVS5Jq9PpuOWWW1i/fj3/+Mc/uP/++4MuioivcAzk1i8iVyjpBtdjCyT+\na2yBoxeCFl5VLacGlVYTc3mbCEpDdnY2e/bsQRRFfvKTn/hsaJCamtrvliCc+dMGMzyt0ep0Olas\nWME777zDa6+9xn333ddrDvo9CUVxH+ir8/s6TSkDCyRJelhJEDVdIesOJTeLGlV+h7LfaZR8bzBr\n1iwef/xxVq5c6ZdlUHl5eVB2Kd3BmT9tMOPixYuYze4juup0Or773e8SERHBP//5Tzo6Onqpde6R\nmJhIYmIiJpMJi8VCba13QRWVuFE7gHOCIAQsyZwv8EeKVoiiCLZ0DgfVlB12SnsYWC2K4mqpGxnh\nw8LCnE7I2MeVUgPEtba2YjQaaWxsJCwsjPr6emJjY2loaKCpqYmamhpiY2Oprq4mLi6OyspKEhMT\nqaioYNiwYZSXl5OcnExpaSkpKSmUlpYyYsQIiouLueSSSzh37hzp6ekUFBSQkZFBXl6ets3KytK2\nOTk5jB49WtuePXu2y+cxY8a43EZGRnLhwgWn3w8fPpz8/HwyMzO1rdqec+fOadtRo0ZRWFjIqFGj\nKCoqIj09XfsdJSUlnbalpaWkpqZSVlZGamoq5eXlpKSkcOHCBZKSkqisrGTYsGFUV1eTkJCA2Wwm\nLi6Ouro6YmJiEASB8PBwampqiIyMpLm5mfDwcFpbWwkNDaWjo4OQkBCsVivf/e53eeutt/jnP//J\nvHnziI2NJTY2ts+VNzIyksjISKdr746B3ZTPL2NLQxIny7L/hgXdgN8TUaIobneVR1QJWv4ggH3e\nGVEU5ZtuuokzZ84wbtw4v7c5OTmMHTuW/Px8srOztZu2tLSUtLQ0zp8/j8Viobq6milTpnDhwgWG\nDx9OVVUViYmJLm/C+vp6oqOjaWpqIiIiotNNaDKZaG9vx2g0YrFYMBgMWCwW9Ho9VqsVnU6nbQEt\ncJu6JurN2uiWLVtcjmkdew12aSq086jnt1gs2lav12txo9ra2rSt0WjUHnYtLS2EhobS3NyMyWSi\noaGBiIgI6uvriYyMxGw2ExMT0+mhl5CQwNGjR0lNTaWjo4OkpCTKyspISUmhpKREe+ilpaVRWFhI\neno6eXl5nDt3jvz8fNrb27XJQnvvqeuvv56ioqJODyFvtpmZmRQXF5Oenk55eTmpqalcvHiRpKQk\nampqSEhIoL6+noSEBN5//33q6joPR6Ojo/uNa56vCbhWAuslSap1lmRLTV8oSVKBSlxH0gbSn9Yd\nVOujYAo56gn9bfa4sbERg8Hg98yw1WqlsbGRmpoazGYz+/fvx2Qycdttt/m0jq72vDo6OtDpdLS0\ntBASEqL1vGpra4mKiqKqqoqkpCS2bNnSr0nr65h2BzBdIe+TTr7PBNQ8oitcZXfrDZjNZsrLy/vq\n9H6hv41py8rKPJpmuoNOpyMqKor09HQmTpzI3XffTU1NDXv27PG5Hp1Oh9FoxGAwEBkZSWhoKPHx\n8YSFhZGcnExERATp6elBtfTkL3wa0yqTTwW4yEfjMIbtbs6abiE+Ph6LxdKXTfAZ/W32OCUlJaDL\nOCEhISxYsIDdu3czd+7cgNU70BD00Rj9RW1tbb+LFNjflLakpITm5uaA1qlOoPW3B25vYsCSNjY2\ntt9FVehvSpuamhrwwHnh4eHEx8f3uwdub2LAkrahoUELDdNf0N+UtrCwkNbW1oDXm5GR0cXMcAjf\nYMCSNioqqt9Fv+9vSpuenh6wkDj2GCKtewxY0jY3N3Pu3Lm+boZP6G9KW1BQ0CMWTqrhyFDuZOfo\nX8a5PiA8PLzfZXTrb0o7atSoHrFoio2NxWQyaZZZPQFHR5KmpqYeOU9PYMAqbVtbG3l5eX3dDJ/Q\n35Q2Nze3x9QwJSWF8+fP90jd/R0DlrQmk8nvhNR9hf6mtJmZmT0SGgdsS3ZxcXGeCw5CDFjSyrLM\n6dOn+7oZPqG/Ke3Zs2d7hLSyLHPx4kWfE4kPFgxY0ur1+n6XrqK/Ke3o0aM9F/ID9fX1GAyGPkme\n1h8wYEmr0+m0dB/9Bf1NaXNycnqk3gsXLvSYyj7++OP9winAHQbs7DHQ72LwDimtDeXl5X0eglVx\ncJ+OEoFFlmW/fcMDjQGrtGDLvt6fMKS0toB8O3fu7NFQtV5iOoAsy0eAoMp9MqBJO6S0PYtAK63V\nauWtt95i1qxZnfIo9QVkWd4JPC0IwnpsUVqCBgOatENj2p5FoJX2o48+Anr34VVdXU1eXl6XGFGC\nIGQCfwPWAa84O7avMKDHtBMmTOjrJviEway0Z86c4cCBA/z4xz/usbVfe6hB7NVtUVGRY5FlajBy\nQRDiBUHIkGW5wLFQX2BIaYMIg1Vpa2pqeOedd7j99tuDKdftBkEQlgmCsACoDhbCQh8qbWtrK8XF\nxT1qVTOktD2LQCitxWLhzTff5KqrriIrKysArQoMFJIGDVHt0etK+9Zbb/Hcc8/xX//1X6xatapH\nXbCGlLZnEQil3bp1K+Hh4Vx99dUBaNHgQK8rbWxsLLfddhujRo3izTffpL29vcfONaS0PYvuKu2J\nEyc4fvx4r41jBwp6/Up9+9vfZsyYMRiNRi2YeE9hSGl7Ft1R2qqqKjZs2MCdd97Zr8LcBgP69PFm\nMpl6JFyJissuu6zH6u4J9Del9Xcttb29nTfeeIOFCxcycuTIALdq4KNPSRsaGkpLS0uP1X/y5Mke\nq7sn0NNKW11d7fLlD86ePevXce+//z7x8fFceeWVfh0/2NGn67QDSWkdk1c7orKy0mMdgVZaX8ho\nX9ZTNjwV/ijt4cOHycnJ4bHHHvMqVcoQumJIabsBNfOaJ8Lal3WHQCltd9TTl+N9VdqKigo2b97M\nXXfdRVhYmL/NG/ToU6WNjo7uUUf1nlJab0jq6VhnyhsIpe0OWV3V5Up5fVHa1tZW3njjDa677jpS\nU1MD0r7uwPE3ObGIClr0qdKKokheXh65ubk9Uv/JkycDHsOoO4R1rMexru4qbSAJ66ne1tZWr6Nd\nyrLMpk2bSE1NZdasWQFu3eBDn88e33LLLbz11lta5rNAIpBK62032J96VXRHaXuKsK7qNxgMXlsw\n7d+/n+LiYpYtWzY0jg0A+nxFe/bs2ej1et57772A52/Jz88PSK6ZniCrs/r9VdqeJqyz8zQ0NHiV\nuqOsrIytW7dy991393nGuoEQtQKCgLSCIPDwww+Tm5vLCy+8QElJScDqHj16dLezuvU0Ye3P44/S\n9hZhHc8XHh7OJZdc4rZsS0sLr7/+OjfeeGOPxS8ejAgK17yEhASefPJJPvvsM1588UWmTJlCQkIC\nERERREVFERkZSXx8PCkpKT7VW1JSQnJycq8Rr7vYvn27y0zwzuCJsDU1NW6/9zdEaXV1NW1tbbS0\ntBAZGantl2WZDRs2MGvWLNLS0li3bh2jR49m6tSpfp1nCM4RFKQFm+LOnz+fiRMncvDgQerr6ykr\nK6O+vl7rik2ZMoXvfve7Xi8XdDcCvr9k90QGV2S67bbbumQo9weeyOqsnK8Ejo2N7TLJd+LECQ4f\nPozZbEav19PS0sJtt93mU71D8IygIa2K+Ph4p93E5uZm3n77bZ599lkeeOABxo0b57GuCxcuYDAY\n/EoP4g9hvb3x1XKO5Hr//federtUVVV12edMZb0lqzPU1NT4RNyvv/6a5OTkTg/QoqIi5s6dy969\ne5k4cSJ33XUXBkPQ3WI+QRCEqcA0WZaDJnpFv7miYWFh3HfffRw9epSXX36ZWbNmsWzZMrdjVsd8\nLT0Ff7uZcXFxnYi2dOlSjEajV9ZTjugOYe3r8Pa3JCYmEhsb22lfbW0tY8eO5ec//zkmk2mgzBSv\nAIIqv0yfT0T5ismTJ/PCCy9QU1PDf//3f7N//37KysqcZm+rq6vza9HcF5XtbuoK++Pff/99r45x\nVFlnhHVnZ+xuLOwt+UtKSigvL++0r7a2lpiYGMLCwgYEYZWoFR/3dTsc0W+U1h6RkZE88sgj7N+/\nnz179lBeXk51dTWJiYkkJyeTnJyMKIoMHz6800RJoOGOsDExMS6/cwwipiru0qVLAdtDwx+1VeHN\njLI7aydvFHfEiBFdlnBU0vYHqL+vsLCQwsJCZ4HdMoB8IOgSQvVL0qqYOXMmM2fOBGzuXhcuXOD8\n+fN8/vnn7N27l29961vk5ub2yOylq5vam5tWLWN/o8TFxbFmzRpuueUWn9phr4yuyKo+AJz1IKqr\nq/0ibkFBQae0K7IsYzab+w1pVYwcOZKRI0fyySefOH6lknUakCkIwnpZlmsdC/UF+jVp7RESEkJq\naiqpqamUlpZisVgIDw/3OXNed5aHnN2wjkrf0NDQqbw9cVWl9RauCOtKpe332/9OV8R1h/T0dAwG\ng3Zsc3MzBoOhzw0oAgUl7jGCICwCgip9X78b03qD9vZ2bdayJzx9nCmQI2EjIyOdds0d99sf541F\nlKeuryNhy8vLtZe7cr7ORufl5XUat5rN5i4TUwMBsiw/LcvyrcGisuBBaUVRVPOZTJUk6SVRFDOB\n9cAB4NfY8pwsBJAkaaPDsSuV7zOBHZIkHQl8852jvb2diIgI9Hp9n2QZcCSr/WdVaSMjI7X3quKu\nWLFCC7/jy7hWJZx9eUeS2u9TZ9UrKyv9VlxHu+Pa2lqio6O9OnYI3YNb0kqSVCuKYj6wSNklAwsk\nSaoFEEVxgSRJG0VRjBFFcYpKTFEUnwA2SJJUIIrist4kLEBHRwcGgwFBEDh+/Djz58+3NV6WsVgs\ntLe3o9PptC5dfX09YWFhmM1mrFYr5eXlJCYmUlpaSnJyMkVFRVxyySWcO3eOkSNHcvjwYTIyMsjP\nzyczM5Py8nJGjx5NTk4OkyZN4uzZs4wZM4aioiLGjRvHmTNnumzT09M5e/YsaWlp5ObmkpSUxOuv\nv85NN91EUVER6enpfPXVV6SmpnLmzBmSk5MpLy8nLCyMixcvEhoaqpGsqKiImJgYysvLiYyMpLS0\nlNDQUC5evIjBYNCuR3h4OKGhoXz99dekpaXR1NREU1MToaGhREZG0tLSogUmCA8Pp729ncjISKxW\nKyEhIQiCoKlrXl5ep3w7tbW1A1JpgxGCJ9c1URQzgIckSXpaeb9Q+eogttm1LkoriuIC4ClgtcN+\n+cEHH/SpgR0dHbS2tqLT6aivr8dkMlFZWUlMTAylpaUMGzaMwsJC0tPTtZv9jTfeYOzYsaSkpGgq\nlp6eTnFxMSNHjqS8vJy0tDSqqqpISkqitraWhIQEmpqayMjIoLW1lYiICDo6OrR1YL1eD3juGquq\naq+u9gYI9g4MDQ0NmtrW1tbS2tpKaGio1i1VldPeuEJVVbWMo8qqaupKpWVZ1tRVzUwXGxuLIAi0\ntbWRmJhIc3OzFngvPDwci8VCdHQ0lZWVJCQkUFVVRWhoKK2trSQkJNDa2kpOTg6NjY0sWrSIyspK\nhg8fTm1tLcOGDaOhoYG4uDhaW1uJiorCYrH0+rKQvbOAKIqyoxHLJ598giRJ/WKdyqeJKEmSClDy\nmoiiuF2SpMVAlxSAkiTtFEXxIPCgKIpPSJL0kvpdY2MjFy9eJCYmhsLCQlJSUsjNzSU7O5u8vDwy\nMzM1BcvPzyc7O5uysjJGjhxJXV0dERERmk1yVlYW4eHhJCcnIwgCI0aMAGDatGnk5eVx00038dln\nnzFv3jwA7Xu1e6jevKpCREZGEhYWppHMGxNIZ4S1h6PJZVhYWCfiqt3kmJgY/vznP3PnnXd6PKcr\nOBLWcZwaHx+PIAhUVVWRmJioPYjq6+tJTEzEaDQSHh6uJXNWo/2rDyo1Z+zw4cM5cuSIprTx8fGc\nOXOGMWPGMGLECEaMGIHFYtFMHQVBwGq1aqGFzGYz4eHhVFVVER8fT3V1tbbsFRcXh9lsJj4+noaG\nBhITE2ltbSUmJkabXNTpdP1+HVgQhBhZlmuVpaVqX8bM3pDW/gm1ElivdI/NzgqLojgFMCtd4zVA\nJ2mVZRm9Xk9ERATZ2dlERERoHiDqViWVulUVQb151JCbrqyhZs+ezaZNm2hsbOTyyy/34icGFip5\nVcLqdDpOnDiBTqcjPj4enU5HW1sbOp2OpqYmmpubEQSBpUuX0traqnXfrVar3zens4klxzFreXl5\nF6sxb8e1jmPaurq6Tg8wvV6vPRTU66B+rz4s1YeoGskiLS1N21osFuLj9z1mygAAIABJREFU47FY\nLMiyTHNzM42NjdTW1lJXV6c97NRtREQEzc3NxMXF0dHRoY2vVZIHIVYIgnAQeAibAYfX+W+9Ie0C\nYIrSNd4BTFcmpJ50UT4TQCmTaa+y0Hn2tLtuc64QGRnJxIkT+eKLLzAYDNqYtq+wb9++bkXQV4mr\njintP6uQZVkz4JdluVNQAZ1OF3AbYMcxbaBnj+1Jrz6kExIS3B6jqnlbWxutra20tLRQXV2tPhRF\nIBIomjNnTsDa2Q0cAm7FNoz0aV3S4z8pSdIrdE71VwDsdFPe/onhslxPY968ebz99ts89thjPh3n\nOKMaCNh3s4cNG6ZNiFmtVqxWq6YmHR0dWlfSarVqRLQnoz/oiaggqtKqqhwMs8c6na7T8MYesixL\n6ntRFH1el+4BxAFV2BJW3wp4PVk7YIwrHDFu3DhaWlpYt24dmZmZtLW10d7eTltbm/ayWCzccsst\nHp/g9nC0FHJmuqd225qbmwkLC9O6oElJSVruoubmZm0SSt2qY1r7iShZlrUt2CalZFmmpqYGWZa1\nbnBVVRUVFRXae7PZrD0IfIHjzezKKspeadVrO5QpwDMEQXhCluWXZFneKQhCNRAry/LTvtQRlJ39\nQECn03HHHXcQHR2tOW0bDAZiY2NJTU1l7NixnDt3zuksq792v/bWTo5tAbRwOs5C4KjrtI4QBAGd\nTqd1Fw0GAyEhIYSEhGA0GrVXSEgIBoMBg8GAXq8nISGhy3hYJaTak3CckPMF9mNa9cHV3yeHegkb\nAARBWIlNYW8VBOEBXyoYsEoLMGnSJGpqalyOaT/99FNt3OQL3Kmt/eSIqrZqkjGLxaIR1lFlAdav\nX+9T5ApHqGu5qmFGTEwMlZWV6PX6gHYHZVkmLy+PBQsWAP3LUSAI8BTwfSBf9dFVvIm8xoBVWhWT\nJk1y+V1HR4fLZZ3ueNmoUNdh1QeDxWLptDZrv0YLOFVaV1AfGu7UUyWSIAhdAqs7U1lvu8YA2dnZ\n2vv+6CjQV5Bl+fvK20xBEKIFQYjBx4moAU/aU6dOuUw9oloK+QNHu1x7w397YsI33WH7aJPOutKv\nv/669t6fh4YjIdVxsP2DSXVdtC/vK5qamjqFxRlSWr9wAZsp8CvYVmW8xoAn7WWXXeaSmCNGjGDr\n1q0uZ1c9EccZcZ2R1560joT21cvHWTfXfp89cVWlDA0N7URW+3Ku6nWnsqGhoWRkZHT6DUOk9Rmz\ngXeBp5Ss815jwJO2sLDQpbfKypUrMZvNvPLKKwEjLnR1crfvHtuXsS9XU1PjdeQKFfbEciRuYmKi\n9pvsjQscg67Hx8f7RFj1d1y8eLHTbwlm0vob71gQhJWCICwQBGFZoNukeA/tBJYLgrDel2MHPGkz\nMzNdrh+Ghoby2GOPUVdXx5o1a1wGS6+srHRL3pqaGpeqW1tbqymr1WrtQlb1ePhGaX3pGjsS156A\nqhGLyWRymiHBmWp7Iqx6DlW1Ozo6KC8vH3DOAoIgPAkcUIi1yFN5P+rfrpA1X5Zl7yczGASkrays\ndBsA3Wg08qMf/YiGhgZWr17tNsuBN6rrTHnVpRBHNXcs//7773tFWE/KqBJLtSE2mUzaPvuXYx3e\nEBaguLiY+vp6ZFnm3XffJSkpyWPg8n6ITOxMdQVBmOKmrD9YI8vyClmWvTZfVDGgl3zANrbzZElk\nNBr54Q9/yM9+9jNyc3M7hVFxhLvQLSociWtv0VRdXe1yPVMURbfttIdqaK/CWVhW1bDC3bKWN4Hp\nHAk+YsQIQkJC+Pjjj6moqODhhx8OVvtej8jNzSUvL69L78cJAprJTZblDf4eO+BJ29jYSElJidul\nH7CN0xobGxk1apRX9boK3eIMqoGEap7oSCK1Ll8zDDgSFzqT0GQyAe7dCj3V7wxnz55Fr9ezf/9+\nfvjDH/bLEDOqFVxCQgKzZs1izZo1jkUOYTM1PAcgy/LRQJ5fEIRrZFnepXj5TJFleZO3xw540kZH\nR3sVJ+rUqVNkZWX5dQM669I6Elkl7YULF1yuDfuTy8cZcVWoShseHu4TYT0ZYmRlZbF3716mTp3a\n5/bGPQVZll8RBOEJQRDigcBk+0aL8vgQMFUQBHUsawaGSKtClmWOHj3KVVdd5bbciRMnAurG50hk\nV+Nae/iqtCocSaaSWB2fe1qL9tVa6uTJk1RVVXUysBiIkGX5Jc+lfK6zQBCEVcB0WZZ9Wp9VMeBJ\nGxIS4pGMsixz/PjxgGRidwV1zOeOtIE6v0pCVdHVBGaBwoQJEzhw4ABXXHFFwOocTJBl2QzsUCa3\nZF+73gOWtFarleLiYk6cOMFXX33FtGnTGDduHKmpqV0mgsrKyhAEweesfK7gLPeOes6qqiqXCcR2\n7typ2fMGAmr3ONC+tKrS9pdshMEE1ctHcRjIUvbN8CVX0IAibX19PV999RUnTpzgxIkThIeHc/nl\nlzNlyhQKCwv56KOPaGlpYdy4cYwbN47x48eTkpLC8ePHmThxYhcyOyOfv/Cmezx37lyX3/niPqhC\nVdpAjzuzs7P54IMPtHA0wYwgTCStzhr77TAwIEhbWFjI66+/zvnz5xk3bhyXX345S5cu1cLU7Nq1\ni/vvvx+wEfHgwYOcOXOGLVu2aMHbbrjhhoCS1BHedI93794dUKVVvYtCQkJ8Jr27a/Hhhx8yatSo\nIVc8/6B6+WQKgnAAWzinTHwIGDEgSLt7924tW5vBYNBuOHWbkZHR6SacPn0606dPB2yE/7//+z+v\nl3q8gbuA4tXV1RqZVKjjTXdK6w/U7rE/OXpdkby4uJj8/Hyee+45LTLjELyHnZfPu9gcBuKwEdlr\n9FvS2t8sp0+fZvny5S4XyE+ePImruECqIf25c+e47LLL/GqLNwmvVFVyZuihHn/kyJFuK639ONN+\nfdZ+v79uh+3t7axevZpJkyZpkRk9KfgQqTtDmTn+WIlc8TS2VJpPAQ97W0e/IK27P765uZnKykot\nop8zuCNjaGgos2fP5sSJEz6T1hNZnZk0ms1mLBaL03VTf5ecXE0I2XePXZX3hcAbN24kKSnJJ79f\nV6QexGTOUwibASDL8hplUsprBBVp/fkjCwsLueSSS9zOkLpTWrCRZdu2bV771/qT39VxIsq+nErg\n/fv3M2fOHJ+WZ9zN4Kqq7s6Y31sCnz59mn379vH8889z6NAhrrnmGq/b6Ax9TeY+nPnOVxzfXwT+\nV93nSwV9StpA/EEFBQWdfDudwZOCxsTEkJSURG5uLuPGjXNb1hVhXZFVLa8SSFVae2Kq4WvUtJ3e\nxh52duPZK7iqtKGhoV2U3Vl71focydvY2Mirr77KfffdR1RUlDYf0BNwRuYBpsqx2OyY1wF5CoF9\n8mvsddIG+g8oKCjw+NTPyclhwoQJmi2uM0RFRbmMcKHCW8I6K+c4pnVM6lxTU8Pp06e1HoEn4joS\n1ll3W1V1Z0rrzMHAvm574q5du5ZJkyYxceJEampqyM/PZ9q0aS7bFmgMMCL/GlAv+s+UbSyDxYyx\no6OD4uJijzO/48aN8ziDWl9f73Ld0ZfusKs8sSqB1MiQKunsyTl69Gi3bXQFe8LaO6O3tbUBNqW1\n3++YzNodcb/88ksKCgp4/vnnAZt1lafeSG+gHxP5FlmWD9vvEATBp6zn/dOfSkFpaSmJiYluFRTg\n/PnznSItOIMaPdEXeEvY8vJybflF3W/vWK8ed/z4cbc5YVXYq6wrwkZGRmrndIwq4fjZlTNBYmIi\nGzZs4N5779UcKYqLi7X4ysGGhISETq8gNKzAkbCu9rlDvyZtfn6+x/Es2HLDeBojuiKtP11i+wx2\nalIs++6x/X574k6cONGrczuDs0Rg9krrLpk1uCZuWFhYpyDkI0aMcDtTP4SeR7/uHhcUFDB1quee\nRV1dHTU1NS6d2zs6OpBlmffff5/W1lYtD0xTUxPx8fHExsYyZcoUlzOOrghr/1lVPbPZTGNjI4mJ\niVoCLDUVyfHjx736PSpUorlKtamSNjY2tlMsZkDL1Oeuq1xeXq4lClNx8uRJv10YhxAY9ClpVf/S\nhIQEt2POxsZGSktLqa+vp6Ghgbq6OqxWKwUFBSxb5jnmVnx8vFs7WYPBwMqVK7l48SImk4nQ0FAt\n/6rFYuH06dOsXbuWhIQEbrrppi4WTSrc5Yh1nIhyljNIDdniGAzdWzjmxlXbaZ/K0zF0qzPi5uTk\n8M4777B3716uv/56xo8fT0hICJWVlYwbN87jcGQIPYs+Je327dvZu3cvbW1txMXFkZKSouU3TUlJ\n0ZId//3vfwe+IV9UVBSFhYW0t7d7ZaJnsVg4ceKEtqTiDBkZGZ262vbqmZyczNy5c3nvvfc4e/as\ny3KuUF1drSltXV1dJ7Lap5v8+uuvNUsjV3Cl9o6EDQsL02bDjUajlhfXXnHVfD/2eO2111i3bh1L\nlizh5Zdf7uJssG/fvm6v0Q4UKBNI03zx0AkE+oy0ZWVl7N27l5/85CdERERw8eJFysrKKCsr4/PP\nP6esrIz09HRWrFhBRUUFzz//fCfDB1mW+fe//81f//pXHnroIbdKajQaufTSS7vVXr1eT1ZWFkVF\nRV6No10ldu7o6KCiokKzkQ4JCaG0tFRL+7llyxYEQcBoNKLT6QgNDUUQBEwmk5YVTqfTaZ9NJhN6\nvZ7Q0FDts9FoRK/XawHFY2NjOX/+PMOHD9e6zEVFRdx7773cfPPN3H333dTW1mK1Wlm7di1//etf\nNWcLeyQmJjJz5sx+Gw+qB7ACyOvtk/YJaS0WC+vWrePb3/62Nh5LSUkhJSVFW/+zWCz87//+L9u3\nb2f06NFdLJUEQeCGG25g+/bt/OUvf+Ghhx5y2aUUBIGjR49y5ZVXetU+V+qZnp7O7t27/TLsFwSh\nU4A3teva3t5OU1OTz/V5C5PJxO9+9zt+//vfIwgCl19+ORMnTmTTpk2kpaXx9ttvc/ToUUwmEyEh\nIURFRTF27FiXs9j79+9n4cKFPdbe3oJ6rxw+fJgjR454E9itExR3uo/xMaVHINAnpP3ss88ICwtz\n213V6/XMnz+f9957z6WtqyAILFmyhNDQUE1xXXUfJ0+e3O12q5nJ3a3puoJer++kUNHR0cTExCDL\nMvHx8URHR2OxWIiOjkaWZcLDw5FlmYiICKxWKxEREZ0+m0wmrFYroaGhWK1WLWuexWJBr9djsVgQ\nBIF9+/axdetWjh8/TmhoKF988QVHjhzhj3/8o5Z4u66ujvLycurr6/nBD37g9nd861vfcjmm74+Y\nOnUqU6dO5cyZM532K5ZKzm689dhyyubTB4SFPiDthQsX+OSTT3jsscc8+mPOmjWLY8eOMX78eLfl\n5s+frxH3wQcf7JT+QoUvSusKanSL8+fPeyStapygBl6zz+CuLj+pSynx8fEkJiZy6tQpzWnAMcGW\nakygPpQcZ47tx7Tq+PWee+6hra2N//znP0RFRdHc3MzVV1/NjBkztHbOnj0b6JoVwRV2796tHRPM\nuPvuu7u1RivLci2dk6lrEARBteOchs0vdr1SvlfQ66T98ssvmT59ulcR6UNCQjw++VXMnj0bo9HI\nyy+/zAMPPEBaWlqn7wOhtGDrxpeVlTFmzBivj3G3Rmz/gHEXb9kR6gxzbW0tUVFR5OTkUFdXR0dH\nB/X19bz66qukp6fz5ptvauNlR7jKp+sOc+fOHVBK6w+UrAMIgrAImz9sr6LXSdve3s6XX37JnDlz\nPM6U+opp06ZhNBp55ZVXuOeeezpNGB05csRjREZvkJKSwuHDh9HpdISEhGieQfa/xTFPrDM468Z7\nM3vsiPLych5//HGKiopISUkhMjKSuLg4Fi9ezKOPPorRaOyUxNofotrjs88+c+sxNZjgawb3QKHX\nSfud73yHL7/8MqDRAe1x+eWXExISwt///ndGjhzJhAkTmDBhAlOmBCarw7Bhw7jyyitpaWmhra0N\nQRAoLi6mtraWmTNndiGpOxcwx5STanRDd2u06vquLMt8+OGH/OUvf+Gee+5hzZo1To0sXBHWVeY+\nT5g3b96gV9q+Rp+MaRMTE/3KwO4txo0bx//7f/+PM2fOcPLkST788EOio6OZPHkyqampjBs3zu/z\nx8fHdzHsb2pq0taLVXVVCakaWtjDVcpJR4soVw82s9nMn//8ZyorK/nDH/7A6NGj0ev1XSyeXMGT\n2rqaOW5paWHfvn0sWbIkIEm3h+Afep20FRUVJCUl9fh5TCYTkydPZvLkyZpV09mzZ/nXv/5FYmIi\n3/nOdwIWbLutra1Lqkn1pnY2KWZfToU6g+wJJSUl/Pa3v2XBggU89dRT2nqqmm5SJaQr5wdHwvqi\nsiEhIYiiOETYPkavk7a0tLRXSGsPvV6PLMvMnz+fG2+8kWPHjrFu3TqSk5O5/vrru92e2traLjbD\nCQkJVFZWIstyp/VZdYlHEARaW1sRBIGYmBhaWlo4duwY8+bNo7GxEUEQCAkJ0doeHh5OS0sLf/rT\nn7jjjjs8rpV6M3b1dW2yuLgYs9ncZZJvCL2LXiftoUOHeOihh3r7tJqBhk6nY8qUKVx++eVIksRf\n/vIXJkyYwNy5czGZTFrCZFmWaW1tRa/X09raitFopK2tTdu2trbS3t6OwWDAbDbT3NyMIAg0Nzdr\nk1MWi4WQkJBOW4PBQGNjo7aWGh8fT0NDA3q9npEjR9LQ0KCVEwQBvV5Pe3s7siyzfv16zcsmJyeH\n1tZWDAYDISEhmEwmWlpaMJlMGAyGTp/tt6GhobS1tdHR0aGtC1utViIjIxEEgfb29k4WWPbLciNG\njCA5Obnbk1k9je4u9wQ7ep20Dz/8cI8orSzLWCwW2traaGlpwWq1aorV0NBAc3MzZrOZ7Oxsmpqa\nCA8PZ/jw4dx555188cUX/PnPf2batGnMnTuX8PBwTCYTgiC4jRlVU1NDU1MTBoOBkSNHavu9dalz\nHLOePn2605p0fHw8f/jDH+jo6GDSpEnU1dXx7LPPYjQavYpc4Sw7u6quVqsVi8VCS0sLHR0dtLa2\nUllZqRFa3aqJw3Q6HadOnSIpKQm9Xq8Zc6gPibCwMAwGQ7/x/gnmzPWe4Ja0oijGANOBqcBhbFYg\n7wIHsIXNqAYWAkiStNHh2JXK95nADkmSjgA+E9ZqtdLe3k57ezsNDQ0IgkBlZSUxMTHaWqXZbCYm\nJkZzeWtrayM2NhaTyUR4eDg6nU5TFmc31ejRo6mqqtJmY5cuXUp6erpX7TObzRgMBnJycoiOjiYx\nMbETGR0J7GpyyT5GlH25yZMn88EHH3D+/HlWrVrlcs3VGdx1f3U6nbZsBbYHkCc/2aysLIxGI2az\nmba2NiwWC01NTVitVi3IQGNjIwaDgfb2dq1XEhoaqhFb9aJylRplCJ7hSWlXAB9LkrRTFMXt2FL0\nLZAkqRZAFMUFkiRtFEUxRhTFKSoxRVF8AtggSVKBKIrL1P3OoNreyrJMRUUFMTExnD9/npSUFCoq\nKhg+fDhms5kRI0ag0+k06yG9Xq+NrbwZY3V0dHDs2DFmzZrl9PuEhATuvPNOfve733md+yYuLo5T\np04REhJCfn4+5eXlTJs2rVMgOW+WthyjMdpj9uzZ7N69m0cffdTtpJY64+uPS5830TLAlmto1qxZ\n6HQ67eGhks/d+rIsy9TX1wO2h5jq5hcZGUl9fT3R0dHU1dWRkJCAXq8nMjKSiIiIHl1h6M9we3dK\nkvQKgCiKU/nGm2GFkrH8IHBQFMVlSll7pT0MrBZFcbWjAldVVWkRJ86dO0dmZibV1dWkpaWRlpZG\nRESEdnOq20AkxgoNDe0SGcIRRUVFNDc3c+mll2I2m72q12KxcOmllzJ58mS++OILzYvGW9iTTFVa\ne6Lv2rWLzMzMLstMzvxxwXdfXG8JC3D11VfT0tLidXkVgiBoM+Pq1lHV1YTbFy5coL29nePHj5OQ\nkEBFRQXJycmcP3+etLQ0rFYrcXFxhIeHD9q0JN6OaVcAT0mSVIdijymK4nZJkhYDGx0LK8p8EHhQ\nFMUnJEnS8nyq8XvgmyWPnjK0sIcgCBw4cMCth86ePXuYM2eOpujejE3NZjPp6enExcUREhLiteGB\nM2I5Km1tba3mvugLvFFdX8iq4v3332fJkiU+H+cN1O76iBEjgG9srdVhSlpaGrIsU1paSnt7O/v2\n7WPUqFHk5+eTnZ1NSUkJWVlZyLKMIAghsiwPWAsQj6QVRXE5tqDKiaIo3gqsV7rHTqVIFMUpgFnp\nGq8BHgxkg7sDe0N5R9TV1XHq1CluvPFGr+uzWq1UVFRods0xMTGYzWaX4Uk9KeDMmTM7PcDUCI6u\n1lxdqa0Kf4jpDt11uOgOVIcLNbqH6rSg9sIiIyMJCQnh66+/BhgmCML1wIfAdcBmYDiQI8uy+zi5\n/QBuvZkVwq7CNvn0ILADmK5MMj3p4rBMYKooiguAFfYq29fYv3+/y+/27dvHpEmTCA8P1/a56wHI\nssy2bduIiIjQunohISGdusdxcXGdXr62T43mcfr0aZfH9JahQ2VlJXv27OmVc/mDiIgIjEYjv/nN\nbwRZlstkWV4jy3IJ8CpQBSQCJkEQbu/blnYfnsa0G/gmn6aKAtyk5XMYw3qdvq834Mp/t6Ojgy++\n+IIHH+zaKXDVTZYkibKyMu68805twsRoNHbLLtdZ13Pq1KkcPnyY+fPnuzzOk+J2F+qDIRAOF70N\nWZbV3KKfKtu3RFFc20fNCQgGVdwQV0p7/Phxhg8f7nLCy1Fxjx07xtGjR7n11ls7LSGpURz9QXx8\nPLt37+6yf9KkSZw+fbrPjPTtlfyzzz7rkzYEGwRBiBEEYYEgCFMEQfAcWTDA6NchVH2FK6XdvXs3\nmZmZHD9+XDMdNBgMmrWR+r6hoYHi4mI++eQT7rjjDs0RXpZlDh48yO7du1m+fLnP7XKXn7atrU1r\ngzuo5Aqk4jp2vefNmxewuvs5pgPIsnzEziG+1zCoSHv48GFmzJihrTHKsszOnTspLi6muLjYayW5\n6667NHLU1NSwZcsWrFYr9957r88z4fblnWWCLykpIS0tzevljUB1lR0JazabOXXq1IDzpd2/fz8H\nDhzwyQ5bSVX5sSAID/FN5rtew6Ai7fTp0zsp1qFDh/jPf/4DwJgxY4iIiCA8PLzL1v69yWSipqYG\nWZY5fPiwFn7F1yiFzsjtTGlLSkq0GVNv0R3VdTWxFRUV1atJt3oa6oz8NddcwzXXXMOxY8c6fe8h\nRlQC8DdAwLYE2qtqO6hIW1BQQHR0tLYWuHOnbZ7st7/9rU/1CILA+vXraWlp4c477/SJHO6U2JnS\nFhcXuw2A5w7ektebGej8fFsKVX+ThPU3eIgR9aAsyy8p7+MFQciQZbmgt9o2qEiblZXVqZt54cIF\nr2IY2+PIkSO89957zJ07l6uvvrqTqZ0rYwxvu8yulPbmm2/2qY2OCMSy0KhRo4LeAqkXvXs2KBNQ\nZqC6NwkLg4y0dXV1lJSUMGnSJM1wwZfJlcLCQjZv3sz3v/99Ta3t0V3LLkelraiowGKx+GVPHGjs\n27ePyZMn+xw6diBCIWmvEtUeg4q0cXFxmu1rcXExgNe5Vpubm1m7di3Lli1zSthAwF5py8vLWbNm\nDddee21QKNzMmTO9SsEyhJ7HoFqnFQSBzz//HEDbenMjqg7o48eP9+h00B2o67SFhYX87W9/49vf\n/jaKc0afY+fOnUPpQIIEg0ppBUHQSHDkyBGvfVO/+OILKisrue2223qyecydO5czZ87wr3/9i+99\n73seg7T3JhwnyIbQdxh0j05JkrQMdt7ciGVlZWzbto277rqrx7uHO3bs4K233uLee+8NKsKCrW1D\nCA4MOtJeeeWVHD58GMCjoUBraytvvPEGS5cuDXhgdVfnmzRpks8z2r2BYE+6NdDjQtlj0JF2z549\nlJWVAXTy6HGGTZs2MWrUqB4xKnDMC1tXV8cXX3wRtOT4+OOP+7oJQ1Aw6Eh71VVXufRPtcfBgwcp\nKiripptuCngbrFYrP/3pT/n000818n7yySfMmjXLqxxHfYHFixf3dRMCisjIyE6v/oRBR9ovv/xS\ny1bnqHYqKisr2bVrF6NGjWLt2rVs2rRJW9cNBHQ6Henp6XzwwQe88cYbnD9/ngMHDmAymQJ2jkCi\nurqaAwcO9HUzhqBg0JH2iiuu0NZqW1udBzGQJAmj0Uh8fDwzZsygpKSETz75JKDtSEhI4KqrrqK1\ntZXf/OY3zJw5k0WLFgX0HIFCbGysy4B4Q+h9DDrSFhQUaGFYGhsbnZaprKxkwYIFLFq0iIkTJ3L3\n3XezZ88eNZRJt3HkyBFKSkqYOXOmVuc111zj1J82GHDq1CnNGGUIfY9BR9rMzEwt5Kor0lZVVXUy\nso+JieGOO+7gX//6F5WVlXzyySds2bLFL8f02tpaNm/ezIoVK3j77bcB29JTZGSk26BzfYnx48d3\nCsYebBhMM8cwCEnb2NjItm3bAOeB061WK1VVVV3siLOysliwYAEvvfQSp0+fprq6mt///veUlpZ6\nfW6r1co777yDKIocPXqUyspKIiIitFAywaq0O3bsGEpvGUQYVBZRYLOKysnJ4YorrnCabaC+vp6w\nsDCn31111VUkJyeTnZ2NIAgcOnSI1atXc8011zB37lyPZn579+6lpaWFYcOG8dFHHxEWFsYDDzyg\nLT0Fq9IuWLDA6wDuQ+h5DDqlfe655wBchoWprKx06a0jCAJjxozRElNNnz6dH/3oR5w4cYI1a9a4\njX5QUVHBRx99xLXXXsuGDRuIjIzkkUce6ZR+JFiV9sMPP+zrJgQdBEGYKgjCervPsYIgLFNeT/Tk\nuQcVadXAbg8//LBLzxnH8awnJCQk8Mgjj5CVlcXvfvc7jh8/7rTctm3buPrqq9m2bRtGo5FHHnmk\ni7dQsCrtdddd19dNCDrIsnwYsF9UvwXIk2V5I3CrIAiekw37iUGJ641HAAAHoUlEQVRD2sbGRi0n\nbUGBa1dIZ+NZT9Dr9SxatIj77ruPLVu2sHHjxi7ruiUlJZw7d46GhgYeffRRp+PpIaXtv5Bl+RVZ\nlo/afa7rqXMNmoHK3//+dwAeeeQRt0YMVVVVXvvYOmLkyJE8/vjjrFmzhm3btmkK1dzcTGNjI5dc\ncgk33XSTS6f2IaX1Hf7OHKuJw3bv3s3nn3/eZWjjLkaUEorGKQRBWAk84E+bvMWgUVp1nTEiIoJd\nu3a5LFdVVaXlkfEHJpOJ++67j6NHj7Jv3z7A5imUkpLCokWL3EahCEallWV5QCvt3LlzeeaZZ7rk\nq5VluVZRT8eXO8IuxJaF45xC+h7BoCHt9ddfD9huwmuuucalCWNUVJRmMeUvIiMjWblyJR988AEl\nJSWUlpZ6Fe0iWJVWvXZD+AYKQTMEQZhs9/llYDXwsTtydxeDhrRXXHEFYFPcgwcPukxlqXoAdRd5\neXlERUWRkJBAWVmZx4TNEJxKW1paqrkyDuEbyLK8Q5bl0eo4VvmcLcvyYlmWXWd6CwAGDWnVddet\nW7cyY8YMp940VqsVo9Ho0ibZW9TW1vLBBx9w//3309DQwOnTp8nOzvZ4XDAqbWpqKlOnTu3rZgzB\nDoOGtGDLdZqbm8v58+c5efJkl+9feOEFGhsbu03asLAwrFYrERERvPHGGyxZssSrZaRgVNq9e/dS\nVVXV180Ygh0GFWlvuOEGAEaMGMGECRO6fF9bW0tzc7PP2dwdYTQaSUpKYt26dQwbNkzLpeoJwai0\ns2fP7tGMfN3BYLM5VjGoSJuRkcGLL76o5fBxBovF0m2lBRg7diylpaWsWLHC6xCowai077//flCE\ncB3CNxhUpAUwGAzodDqnQd3UCAbdJW1lZSX79u3jnnvu8cmxPRiVdunSpX3dhCE4YNCRVoWzmEeq\ny15RUZHf9ba3t/PGG2+wePFirT5vEYxK++9//7uvmzAEBwxa0jqLEhEfH8/48eM5evSo3w7v//73\nv0lISPArJaQrpe2OsUd3oc4DDDSYTKZOr/6EQUtaZ0obERFBS0sLN910E2vXruVvf/sbO3bsoKCg\nAIvF0qW8LMvU1NRw7NgxPvjgA/7yl7/w9ddf+zSOtUewKa0sy3zwwQd93QynGKyTUDCIbI8dsXDh\nQmRZ7kSuRYsWYTAY2Lx5MwsXLmTYsGHk5uayadMmqqurGTVqFFlZWciyTGFhIUVFRciyTHp6OiNH\njmTRokWMHDnSqS+uNwi2Ma0sy3znO9/p62YMwQGDlrQHDhzg0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grids = [high, low, low_highorder]\n", "orders = [2, 2, high_order]\n", "\n", "fig, subplots = mpl.subplots(3, 1, squeeze=True, figsize=(3.33, 8), dpi=600)\n", "bm = mpl.basemap(area, projection='poly')\n", "\n", "w, e, s, n = tess_area\n", "# To plot the outline of the tesseroid\n", "tx, ty = bm([w, e, e, w, w], [n, n, s, s, n])\n", "# Scale and make a list of the 2x2 GLQ nodes\n", "nodes = np.array([-0.577350269, 0.577350269])\n", "nodes_lon = 0.5*(e - w)*nodes + 0.5*(e + w)\n", "nodes_lat = 0.5*(n - s)*nodes + 0.5*(n + s)\n", "nodex, nodey = bm(*np.meshgrid(nodes_lon, nodes_lat))\n", "\n", "index = ['(a)', '(b)', '(c)']\n", "for i, order, grid, ax in zip(index, orders, grids, subplots):\n", " mpl.sca(ax)\n", " mpl.text(-0.1, 1.03, i, fontsize=11, transform=ax.transAxes)\n", " lon, lat, h, g = grid\n", " ax.set_title('{:.0f} km height $|$ GLQ order {}'.format(h[0]/1000, order),\n", " fontsize=11)\n", " vmax = np.abs(g).max()\n", " vmin = -vmax\n", " mpl.contourf(lon, lat, g, shape, 20, vmin=vmin, vmax=vmax, basemap=bm, \n", " cmap=mpl.cm.Greys)\n", " mpl.colorbar(orientation='vertical', pad=0., aspect=30).set_label(r'E\\\"otv\\\"os')\n", " bm.plot(tx, ty, '-k', linewidth=2)\n", " if i in ['(a)', '(b)']:\n", " bm.plot(nodex, nodey, 'ok', markersize=4)\n", " bm.drawparallels([-25, -15, -5], labels=[1, 0, 0, 0], linewidth=0.5)\n", " bm.drawmeridians([-60, -50, -40], labels=[0, 0, 0, 1], linewidth=0.5)\n", " mpl.draw_countries(bm, style='-')\n", " mpl.draw_coastlines(bm)\n", "mpl.tight_layout(h_pad=1.5)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fig.savefig('../figs/vary-height-and-order.eps')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clean-up the temp file with the model." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "!rm -f $modelfile.name" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Recursive discretization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This function takes a computation point, a tesseroid, and a distance/size ratio and recursively breaks the tesseroid into smaller ones until `distance > size*ratio` for every smaller tesseroid. This is what happens in the tesseroid computations automatically." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def discretize(tesseroid, point, ratio):\n", " d2r = np.pi/180\n", " lon, lat, h = point\n", " lon *= d2r\n", " lat *= d2r\n", " sinlat = np.sin(lat)\n", " coslat = np.cos(lat)\n", " r = h + MEAN_EARTH_RADIUS\n", " result = []\n", " stack = [tesseroid]\n", " while stack:\n", " tess = stack.pop()\n", " # compute the distance to the center of the tesseroid\n", " rt = 0.5*(tess.top + tess.bottom) + MEAN_EARTH_RADIUS\n", " latt = d2r*0.5*(tess.s + tess.n)\n", " lont = d2r*0.5*(tess.w + tess.e)\n", " cospsi = sinlat*np.sin(latt) + coslat*np.cos(latt)*np.cos(lon - lont)\n", " distance = np.sqrt(r**2 + rt**2 - 2*r*rt*cospsi)\n", " # compute the sizes of the tesseroid\n", " r2 = tess.top + MEAN_EARTH_RADIUS\n", " dlon = (r2*np.arccos(np.sin(latt)**2 \n", " + (np.cos(latt)**2)*np.cos(d2r*(tess.e - tess.w))))\n", " dlat = (r2*np.arccos(np.sin(d2r*tess.n)*np.sin(d2r*tess.s)\n", " + np.cos(d2r*tess.n)*np.cos(d2r*tess.s)))\n", " dr = tess.top - tess.bottom\n", " nlon, nlat, nr = 1, 1, 1\n", " if distance/dlon < ratio:\n", " nlon = 2\n", " if distance/dlat < ratio:\n", " nlat = 2\n", " if distance/dr < ratio:\n", " nr = 2\n", " if nlon == 1 and nlat == 1 and nr == 1:\n", " result.append(tess)\n", " else:\n", " stack.extend(tess.split(nlon, nlat, nr))\n", " return result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I'll make the figures with the tesseroid and computation point defined below." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "tesseroid = Tesseroid(-55, -25, -80, -70, 500e3, 0)\n", "point = [-40, -70, 800e3]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This function sets the camera position for the 3D plot. This way, all plots will be from the same angle." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def setview(scene):\n", " scene.scene.camera.position = [\n", " 13245978.057767538, -30621946.584093191, -7206532.4158068281]\n", " scene.scene.camera.focal_point = [\n", " -23549.659742131294, 2441999.8237691643, -6224267.6728611523]\n", " scene.scene.camera.view_angle = 2.0615843020800004\n", " scene.scene.camera.view_up = [\n", " -0.0023574328511045649, 0.028749561740884784, -0.99958386602128579]\n", " scene.scene.camera.clipping_range = [\n", " 16338386.090352792, 55257696.473242983]\n", " scene.scene.camera.compute_view_plane_normal()\n", " scene.scene.render()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the original tesseroid." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "scene = myv.figure(zdown=False, size=(1200, 900))\n", "myv.earth(opacity=1, color=(0.7, 0.7, 0.7))\n", "myv.continents(linewidth=2)\n", "# Split the tesseroid so that it doesn't look so square in the plot\n", "myv.tesseroids(tesseroid.split(35, 35, 20), edges=False, color=(0.4, 0.4, 0.4))\n", "myv.points([point], size=30000, spherical=True)\n", "myv.meridians(range(0, 360, 30))\n", "myv.parallels(range(-90, 0, 15))\n", "setview(scene)\n", "myv.savefig('../figs/tesseroid-split-whole.png')\n", "myv.mlab.close()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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o9PTVm+JZSuuJZ/kDk1AkjUo2M/TMBwcHtm2LApWPsG82mw8fPhTVKTtzDeVN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\nTZ48efL//u//Dh48uHXrVsCKprzWNWzQa7udGgAhOAlB1QwIBGE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"text/plain": [ "" ] }, "execution_count": 14, "metadata": { "image/png": { "width": 800 } }, "output_type": "execute_result" } ], "source": [ "Image(filename='../figs/tesseroid-split-whole.png', width=800)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now make plots of the discretization for various distance/size ratios." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of tesseroids: 4\n", "Number of tesseroids: 38\n", "Number of tesseroids: 936\n" ] } ], "source": [ "for split in [1, 2, 6]:\n", " scene = myv.figure(zdown=False, size=(1200, 900))\n", " myv.earth(opacity=1, color=(0.7, 0.7, 0.7))\n", " myv.continents(linewidth=2)\n", " model = discretize(tesseroid, point, split)\n", " print \"Number of tesseroids:\", len(model)\n", " myv.tesseroids(model, edges=False, color=(0.4, 0.4, 0.4))\n", " myv.tesseroids(model, style='wireframe', linewidth=5, color=(0.9, 0.9, 0.9))\n", " myv.points([point], size=30000, spherical=True)\n", " myv.meridians(range(0, 360, 30))\n", " myv.parallels(range(-90, 0, 15))\n", " setview(scene)\n", " myv.savefig('../figs/tesseroid-split-ratio%g.png' % (split))\n", " myv.mlab.close()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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m1JAOv5EtW7b09vbKu+Vy+cknn8ywP4DFCIQAkDCWCDpCh0FzrbqbiI6MjIyMjGTSnyjI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\ns7LuBZAZ/0Yynuc9+uijVuZAKUZ5kBwo+YNf0wMevMj7fLY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1a7B85FOCIU1OTn7iE5+A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\nvl1w69atn/zkJwHhUCjNcA38p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"text/plain": [ "" ] }, "execution_count": 10, "metadata": { "image/png": { "width": 800 } }, "output_type": "execute_result" } ], "source": [ "Image(filename='../figs/tesseroid-split-ratio1.png', width=800)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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KoqAJAjcYnJiYYM9z5ApduBYyEdMgvi8tsHQQwGIIhAAOqbdQsOHO8tCUvr6+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9sIjRKMKrFCMGjUSXmeVyqV8A80gXNloENostavX08eh28WNZDZ5NmGXD/oc25ubsb/3bt3L/8d\ng7ajoHt4ZiwHElW9mD6KoyEtwSNHjszPzxcKhXQ63draunr16sphoYCCotaT1t/JkyejEKDYYuCl\nrS7RWxAzmUw+n9dbDyhcMGjUVXmeB38GQabp5ptvJo9DrqF3fndopQKvHwx07u7uRggVi8WpqSmE\nUEdHB/5MLDnAaY5tDTWfA4mCt4zWNDUBBZ9//nkyJKa1tfXGG29k85GxTKMh2/rwxRMTE6gKARLw\nW7p0abWjgPyVwzFC7aK/552dnQCE5itpg0YTooRfRZhA+Q6Oxpr5KUQ1t4w2NTXh04YIoRMnTgRu\nFrUIBQXa+q4frOnc3d3d3Nzc0dGxb9++crlcLBajtwptR0H3CM2644hRt4yas4DmQHpIDEMiGcs0\nGrKtr7b4tddew81ABgJkqyRkvRvHCK1WqVQ6fvz48uXLdRciRbaf8AxXQgaNuv1DBGHBT1mLli1b\nFjLadNu2beTxsWPH6C+Zz2xSbQ8ePIhnw0R3JqcNI7YKbec09/DMOg4k+gMQaie9kAV4TGjgsFCG\nLHFXmm/Itr7a4omJiddee43mwO7u7rq6uigEyFZJzfX4p49f19rb7rD9pUwul8NAaO+PIFGCQaNu\nK5VKwc0TSVCxWKQ/JL042Tp37lyUZfTFg/RkUVuYTapt3OsHiaK0Cm1HNdgaalquqltGoydWwIHV\nhsTETRR3pfmGbOsDF09MTJAJMQih5cuXX3XVVRgCtR9cRNSuUaAR7YKTaVYIBo06qYQPGrX9bTXH\n1NTURC4e9DyvXC4jq5hN6vnDWNcPVqpaq9B2TgMONDaXf8torNzyFjz//PPROTBKorgrNRoqXoy3\nhh4/fpx8pru7m8yGMQEFseAYoXbBXBm7BINGnRd0CEF6RW8WnZiYsIjZpKIgfjAyMvKFL3yB083X\nKiyXy+vWreOuMVhSecMxQrOdAwuFgud5ZN8QfhwMhLpQMJ/PFwoFfD4wCgdGSRR3pasoWLnetzW0\nu7ubHg2qZbdqiE6fPk0ewzFCLYK5MnYJBo06Kfi9S5pw240o+jXxnJqZmSGP29raKs8Q0ptFZdCg\nvSiIVS6XhdwN09HRgZ2np6dHRkbK5fLatWsF3joDLUHTsgjJ5Xkepj7yIX5M/9cnI4bK4Esjnn/+\n+XQ6HX4+MFaiuCsTgoK+liDeGvrBD35QiLnYxXQUHCPULrfnyjgpGDTqnuAsaAJVLBbpo2jhI17U\niN4seuHCBR+1csp2FEQIffe73yXtwb1795LP83yj8M31k5OTzc3NQvqEDrQEXcrCkCubzVYin+9x\noNLpdCqVIm8r4McXAWF4HTJQEG8NRQhlMpnPfe5z5pOb1ShY2RIkW0P5zWWs94WcP38eP4BXt7rk\n8FwZq1m9phIyaDQhIm+Nwd30IF3ybRYVZWvRptNwZzJOZu/evfgEoDmClqBpWUIS0ciHECJnBGoi\nH5465kM+9O7/NQJfwtW4mD7KVxkW5PP5U6dO4avkN27c2NjYaD652YuCgdNi6JYgj7mk9YEhcIzQ\nHMFGRCuUtEGjblM9UZKBEKRMb731VrUv0ZtFjx07FnjxYCw50BKkRY+T6ejowEB4yy23IISam5vZ\nPLFwOPMvPrQEjcqCEzEjH0Kot7e3Evl8j+lc4W68U0ajh+PLA9G7s0PxJ8+fP3/+/PkoNxkkGQXZ\nzMOnxaiphGF9SAjcRqhdMFfGLsGgUbeVQCBMZofQt2U08ESfStGbRcl7zWxyDAWxJicn8fWDCKHu\n7u5yuUzO/vHYMsuBlqDVHFiJfDhRXORDCKXTafwgEPmqKeLzYp8yGgUFMfudOnVqfn6eQCDWqlWr\n8BXzNU8M6iI34XkZFrOZh0+L4TSXt75mCP63tGTJEmTzlkWrmxgwV8YuwaBRt4VfEzjf+AXp0szM\nTFtbm++TO3fuJI95Nos6szu0Ur7rB9vb25ubm4vFYldXF0Pfhkf2mluaBbMf3eWreWpUCPIFKu6T\nEj9ltFAoBELgkiVL8Ev5dDrd2NiIv1/kmTMk0r4s1sq4ixnMa06L4TGPvphhffQoB4DQatFzZeBH\nYL5g0KjzSiAQWv2emqUiG4uuueYa/s2iDqMgQmhkZMTXCezo6Fi7du2+fftGRkbo++XNqdk0fzUp\nRGUpvKtq+CcP+QLF/KTETBl9/vnnEUKnTp2i7wbAWrVq1ZIlSxoaGsgdEtiBzJKJlciQZbFWxl3M\nYF5zWgyPefTFDOvjRsExQu2CuTJ2CQaNuie68QtXEYJUav369eQxw2ZRt1EQa3JysvL6wfb29rVr\n105OTmJcNK1mE8yVpRCVZXh4GCGUzWZpCOzp6cHTXHAWScgXKP4nxT5lFEMg7gdWLk6n00uWLKnk\nPWKCX9lXu2nQQBo8fvz43NxcY2Njd3d3FLdYqdnWz8/PT0xMRGwJxjUXvuFTSAjcRqhdSZtT4oxg\n0KgzSvhWbSffuDFTs7OzeMso/u/NN99MvvQf//Ef0X3sOijIY1ssFpubmysZIJVKdXR0TE5OFovF\n7u5u4ZBge0tQ5RAXnnCyI7RYLJJPdnR0pNNp+iIHlX+gBOaKMWWUHAjEk2DoBatWrSKjYlatWoU3\nhYYXvWTJEnwHvW+laSiIOXBubg4TbGtr69NPP/3Rj35UYHaGxcePH6d3h4a3BOOaK1jPHOLGMUKr\nRQPhwMDA/v379dYDChcAPAhku3y/tlHm8AlXU1MTOU944sSJiJtFk9ASpFW5X5Q4V9s4yiloCSrI\nMjw8jDmQbgbibjm9HdRSDiSqMWWUHAishMCVK1fW1dUtWbLk1KlT+E75TCaDX6lXqjJLa2troVCY\nm5sj71sbhYI+DkQIdXZ2Ll26dH5+fmpqqqmpicwU5snOsPj48eMTExOkv9rT0xPSEoxrrmA9Wwgd\n5QAQWv0Od6lUOnPmzKJFi3QXAookenthf3//4OCgxmIUyOpfrojyPA9ungAp1p133kkev/zyyzXX\nJw0FsXzjZHzOmAknJyeffPJJ/pvlrUZB8zkQNwOr7Qj1DUCxpcMZrou2jJJDgIEEmE6nGxoayIHA\nF154IZ/P4/8tfe5zn6uWoFr1DQ0NiLpq3BAaPH78+Pz8fC6X83Fga2srfk8O38yDW3OBTCgPBScn\nJ8lBwZq7Q+OaK1jPFlIZRf7NwDFCLSqVSqOjo1u3bkU2M3lyRAMhyD0BECZBvkkVZKyLMtEZa24W\nTSYKoouvHwy0TaVSzc3N5XK55uTJcFnx3dDiz5kocEcoQmj9+vW+e955sjBITaL6F154AY8DrSRA\nVAGBCKF8Po/H6axatQrfKV/NOvwJtLa24psn9u3bh6ofJgxUY2NjY2PjmjVr4iattiyQA1tbW5cu\nXerbm9HU1NTa2nr8+PGTJ092dnby3OkXffHk5OTk5CR+vHz58p6envAdIwaiIFtUYAjcRmiO3ANC\n9/pLMGjUSSW5Q5jAqwh9W0bVAyFdSchmUYtQUIbt5OTkunXrwp17enoQQvh1b9yNo9ASlJQlcEco\nbgb6BoTyZGGQ4lcj9S+88AL54Morr8Sb8XxzQbGef/75QqGAb4/4i7/4i3DfKE+js7Ozrq7uyJEj\niGr7RBFGAjzipbW1lbzWiUuDgRzY2NiISa+a29KlSxE17jJW6ljrX3vttZMnT0Y/KMhQiZmTY8JD\n4BihdpGmU2dnJ1xPb75g0KjDSiAQgjSKvDftU8JREKtyv2igOjo62tvbi8VisViMsh5BS1BmFhrL\nq+0IFZIouhRzIElXv3LlyoaGBox/gW26fD5/+vTpKC1Bn3XNZY2NjZlMBr/N6eOrcKv5+fn5+fkj\nR46cOnUqn8/ncjncuKv5Ljg2DOfA8NTHjx//5S9/iRDaunVrzcUhNYTrtddem5ycpK+RwO8q8Tuz\nLTYtxAEgtLoTRe9ChOvpLRIMGnVSSbt5IoEdQl1bRs+dO0d/GHgNvfD/kdkIP3V1dXv37r3lllui\nLMYTR0dGRqIAoY3fDTX+/CmGh4ez2SyqviNUVKKI0sWBRPUrV66sVkeslmC1BOHLCF4GcmbNTafz\n8/OnTp3K5XKnTp2an58PB0JMgOEcGJL3rbfe+uUvfzk3N4cQ2rp1K+4T1iwSX9QTcTGKf1AwvGYh\nixnWs4VEj4JjhHqVy+XI9fQg8wWDRt0TXEWYNPngYdmyZbOzs7KT0uR54cIFH5fagoJqmKpYLAbO\nF+V3FisHOFBIluHh4QMHDqxfv37Dhg3yskSUShQMyRUwZZS0BFeuXBmlJVgzh6Rl+OgjJjRUpceI\n4nBgSF7SGOzs7CR3TlRbjInu5MmTpDYs33eyMju55jXKQcGaNetaryAEjhFql8PX07unpA0aTYKA\n6kEKdM0115DHpD0Iu0MrnatdP1hNpENY01mgHEBBUSmy2eyBAwd6enqq0aAtWCs210VTRklL8Mor\nr/zzP//ziBaKURCjXT6f9w2AaW1trVwWkQNDUpPGYGNj40033VSt13fyXeHtrOTzra2tdXV1mPR8\nyBpIsBEPCobXLGSxshCGFL/5zW8c2DXqhmBaiflK2qBRq/djR1TSfqY+JeFHrF3XXHMN6RAeO3bs\nnXfeARSs5hz3Gonm5mY8btTzPAW32Fk9jUZ4Cs/zdu/e3dzcfNttt0lNVE2mcSBRPXp3cOjp06dX\nrly5YcMG3MhS3/ELX0YAj2wXJIBHd94YODAkb83GID7phzmQfHL58uWNjY1Lly5dunQpvRhfWUFU\nCYRXXXVVtQqj16xrveKQ06dPAxBqFL0L0bG5Mu691oRBo+7J87xSqYT/+sFcmSTIt2W0ra1N9pZR\nfO821tzcnBUbRHUxVcRxMkSpVKq7u3tkZGRycpL+PosVtAQr5Xne3Xff3dzc/N3vfldelmoyPFH9\nj3/84yVLlqxatYrcKW8UCmK6k8SBIalDGoN4yhaeTEPW4zsqli5d2tjYWG3YTOUNFlG+A9FrFrLY\nlhDyzbf3GKHV4EF/w2GujPmCQaPuyfO8xP40rf7jaYXofle1yaJscqMlSGtiYqK7u1uSuVG2Csxl\np7j77rsRQoQGHWsJciaqJy3BWHYKlh0+fDiEAwn7zc3N0bs0o3NgSHlTU1NTU1OIagxi/Ks8FtjV\n1YWbgcrozihzjSGnT58mj+EYoXqVSiWYK2OjYNCoMyJXEVabkA4Csampqenaa6/FjytnyTDLOviJ\n6DwyMvLFL34xrjNu7HueNzExEWWMfHRnUVbKnJWlwD+m73znO8CBgaonNGgICh4+fHhubo5MDWlo\naMAtIAx+hw8fnp+f91EZismBIRXSjcHW1tampqaf/exnlRCIEFq+fHmss4ixylC/2LoQuI1Qu2Cu\njEWCQaMgECiitm3bRh4LaQ/ahYJxbcvlcvRt28S8o6Nj+/bte/fuLRaLk5OTzc3NHR0dPGQIKBiu\nu+++u1wuf/e735W9x946DiSqj+Urb8aMjwOxMpnM+fPnc7nc4cOHfeGkVdja2krv0mRITUQag1h0\n04k+FsjgzL9YtrmNIXCM0BDB4TTzRc8gyWQy4+PjGosBiRW+QQtungAJUeUsGR43lw4KBuo73/lO\nlPZgpTPGku3bt2MgRAixkaFR3w0DU+AsX/ziFz3Pk02DtjceA66d4Kkg7rJADiSiDyZhAsTyDRQV\nQkq+TuD8/HxECBRbhuLFVofAMUK9grkyFokGQngDxQ0ledBoAu+m93X1Y70JHku+WTLMPs6jIFbN\ncTIhzqlUCl9S39PT43keIcPJyckoZGjgd8MQf1+ib33rW57nffnLX5ZEg/a2BH2qr7lCBgqGcyBC\niFwjgRuA1e5CFEhK5A9fV1cX3iwq6e6HuOuBBqsJjhHqFcyVsUhJGzTqHtKHCzqEICGiZ8n853/+\nJ5tJQlAQ1RonE9GZYGEIGaZSKfpHY+Z3wwT/yiyPPvpooVC47bbbhJ+1doYDiWoAoQwa/MEPflD5\npUwmQ7aANjU1M4d29QAAIABJREFUVSNAhqQRF9900004tXBnNYsVrDcthD5GCFIvmCtjl2DQqGNK\n8lswCewQ+ia7kF2dAkXPkvE8j2GzqEUoKMR2cnKy8vpBZme6YegjQ4RQsVjEZCjpmgqp1KFrL2U2\nm81ms729vb29vVITyZDK9zRxrqpAKGmPKNnmt3r1aoQQaQPKSBprMX5da2mvzyhOUxlCjhEmp/Vh\nlGCujI2CQaNuCCYDJUq+H7cMIKRnybz88suxYoW/eLWiCebbLyrQmTQMe3p68P31Tz75JP4SIcOe\nnh7+PZAOcKCyRI49ncpEwUAo9WDh9u3bAxuAGmnQ3sUM610KIbeSLF++vKWlxcZDNVbvbSPfcABy\n8wWDRt0TuXkigXfTW/2X00Axz5JJJgoihJ588sm1a9fKcKZFNjp2dHRUI0MMh3GdHUDBmll6e3s9\nzxseHk6lUhs2bJCURZS0J/IDoewZMzwoGGtlEhYrWG94CAFChND111//+OOPxzUB8YhmjM2bN+/f\nv19vPQLl3stNGDTqnpIMhEmT7C2jDLNkbEFBSbaTk5N33323Mnz1keGBAweKxSL+TOW21VjOAmUI\nB9Ii9z3KTsQs7RxI9AcglI2CPMtirUzCYob1ToacPn0ajhFqlI0t2cQKBo06rAQCoXtv2dRUsVik\nNyguW7ZsdnZWiHPcWTIJR0GE0PT0NG7NCXeuVvOBAwcQQsVi0fM837sDnM5CZCw74dODjz76KELo\ntttuk5SFTaZ908TfQyh8WayVSVisYL3JIb4oOEaoUaVS6fHHH9+6dSsCxjBeSRs0mijh16awDRjE\noFizZAAFsfOTTz4Zty8X0RmrUCjgBmA1Auzu7sYTaBDVPIziLFamIU2gUqkU3juKB8xIyhJdxn7T\nNN9DKHClpYtlmzsf4sAxQjcEQGi+EjVoNGkdJABCEJsizpIBFKSdfd1afueJiQn8+1uNADF/dnR0\nxOpMWo2ColKk02nP8x599FFMhvIShct84Kx9D2F0d6BBqYsZ1ichxIFjhFa/cqXnysBLUlsEg0bd\nEP3+F1xF6Lx8ENLW1sa/ZTTKLBkrUFAl+YRfPxhd5XJ5z549CCFyGpAITxlF8QmQCFCQVuB0GfMJ\nTXEWDfcQil1p6WID11saAscI9Yp+STowMODSXBn3BINGHRNcRQjiVPgsGUDBwM8HXj8Y19nzvG9/\n+9ukE4i3gCIOAiTOPIVpcVaTIp1Op1KpQqHgeZ6aPTK2cCCR6nsIYXHcxQzrkxYCxwg1KpfLnTlz\nZtGiRboLES+rO7eBoum9v79/cHBQYzEgEEivbr75ZvLYN0sGUDDkqzz7RYlzsVgsl8vNzc07duyo\neQgwlrNwyf7/oJr/z6bT6Q0bNjz66KPDw8Of/OQn5SWyt/F4CU8aGY1B6xYj+2kw7vNlC0HSngvZ\nNdrS0pKEw1GmaXR0FD+Ab77hghO2jsnzPNIkTNqgUegQcqqpqamtrQ0/pmfJsP3PPUSSDCW97K7p\nzLxf1Ofc09Ozbt26crlcuV+U01mg5Dmr8aez1NXVYSYsFApDQ0PyEslwrswiI5EfCCOmEbuMLI64\n0qjFUjlTDdrFWs8cIu+5ECBctGjR9ddfH7c2E+TGixvo0BouPGhUdxUgEEi/6Fkyr7zyCrIHBQUa\n+pyjmE9OTsa6BT7EmeeKvHBnTklFbgX+1bKQsxJij0voejrCdREQRswkdhkyptfHAGySFjOsT3II\nPkYYNwVIlOiTaTCtxHCRhhK0c90Q+YEK2XUGSojoWTIvv/zyO++8Yzi5yUbB6Ouj7xet6YybhJOT\nk/iOwegy57vBYC4bnFDos+jr69uwYUM2m+VvEprwdMRmuSRWPrHLyOKIK41aLI8z4xbDnMKZEITQ\nG2+8gR/Ay1z1optO0CS0RUlAdzca7xGVtC2jKGE/X1TRSmpqamK2Cp8lwyOHURBF3i8a3Tluk9Co\n70YsZ2XgVDMRfu+MZyazUU9HVCKEO4QR84ldhmRiVdxvoiGLkdl7Ps0MwVFk12hnZycwoWKVSqXj\nx4/rrkKK3HvF6Rs0qrcYkFhBkxAURfQsmf/6r/8SZes2CmLV3C8a1zl6k9DA74ZG58os0RNlMhl8\nSU/cKc1qCE0jP18SJWvE4uIyW8SVshcbAqXIYOgyOQRHwTFCvSJNQqBxw+UbNKqxEpAQ+a4i1FiJ\neln9N5NBvukjbW1tDCb0LJlyuRx48SCDnEdBrJD9oszONZuExn43tDgLyRKrSaiY0NRkCUwUPGXU\nFxkxR6yCoq80Bx0lLWYLYQNOZ0LQxd+x06dPnz59Oq4DSLhgy6jhgkGjjgkukwTFEj1L5uWXX+Y3\nFP4q1lhEqUaDnM4dHR3Nzc3FYrHyd9lGYFNANfyEFnGnrnZCk5EoZEEYEEZHQUmAF5fB5JUhlQbZ\nCCrWesdCAqMIEEKTSr1growtgkGjjgkIHxRdlbNkeNxkoKCMl8WibJ988knfffRCnPGFhPg+erHO\ngbLRWXiKmh1CQwhNcaKq9xBGp8FYNTm/WDbasaUwMwTxbRP1CY4RahTMlbFIMGjUJXmeR5gQDoW6\nrXK5TH9I0C66RM2SSRoKYnme19zcLNx5z549CKFbb71VuLNPNjpLStHS0pJOp+l7XOkszqBg3KcT\nAITRUTB6GucXI2gMxg8Rm8iBY4T2CubK2Cjo5bqhxO4adfh3s5p8xwiXLVsWPVbULJkEoiB697cs\nlUqJdd69ezdCaMeOHchOYJMNNvIIzdckNJPQOBPFjfLfQxidBqPnSMLihKOdgpCaUQ4cI7T69Q3M\nlbFFiRo0avXvVETBVYSgKGpra8MPmGfJCH8tawUKYuH5osKdJycnEUK9vb3WAZsaFJTnT44Rmkxo\nbFmYE8W7hzDWSksXI5gfY1hI9Cg4RmiCYMuo4YJBoyA3lATa98nXDY6+a5RuDzLMkpGBgsJfH0uF\nn4mJifALJxj07W9/GyH0t3/7t2JtsQAFw4VfJSrYXmERcMa4hzDWSnsXy+NM5pBY6x0LiRUFxwg1\niu47AWaYLBhD4qpSqRQ0Cd0W2zFC+qqJkydPxmoPAgpi53K5LHY/RV1dHd4ALPx31lIUrHtXkvx9\niZhvI4yVxRYUxIp0D2HclDYuRuY1BhlC1DAqMpIGERwj1Cp6rgzQuMmCQaOOKcmEn8AmIYPoqyZe\neeWV6IEyyE24oQL4OXDggG++KL/zP//zPyPR7UGrUVCSuS8LnQifoo94G2HcRGI9q2URm6jGPYQk\ncXRHSxdLpUE1nKaM65QxZ9woOEaoUaVS6bnnnsOPHQNCe38o1QSDRl0VdAhBPtFXTUxNTUWMEv5a\n03zDEOeQ++jZnD3PKxaLzc3Non5hAQUZsuCWr6g31GQQWkgiGc7CLqY3ZzEyCR3j+kMIZxQcI9Qo\neteo3kpAEQWDRh2QpC1PVsi9N2uEa2BggDz27TgNlBXkphh+isUiJ7n5nHF78Etf+hKPZ6CzQDmM\nglgRr6fnzCJQshMJuJjetMWGcCZbCBtwOhNCApmj4BihRhEg7OzsdH58pdVK1KBR55XYaydANbVu\n3bpY7UErUFDGa+IQW879opXO2Wy2XC739PRw/u0FFAxPUTML/zFClVirIBHvxfTmLEaSDwGqIahY\n6x0LQSIYEo4RahS99YJ+WxpkmhI1aDQJTSTyggbw3m354L+pqSl8/bXXXosfXLhwIbw9KPwVpwMo\niMW8X7Sa84EDBxBC69evZ/AMd+aXGygYfX1fXx9CaHx8nCGLMhRUk6Wuro79YnrTFkvlTAPRju0f\nirEhPFF04BtvvAHHCHUpl8udOXNGdxWg2kryGBInBUAIqhR91URIe1AGChpuGMuWYb9oiHOhUEin\n0x0dHWy/qjaioBp8YkuRTqc3btxYKBSGhobkZWGQFuBkvJhe6mJkDGeyrVcTEms9cxY1mIqEMiQc\nI9So0dFR/AC++SYLBo26qqQBob1vn7EJX1RA1NbWVm1llKsmzCc3vSiIEJqYmOju7hbojGmwWCzu\n3r07um0UZ2bZ6OxLwZwFH5rwPK/mm6QqCU09CmLV01+O5eX2Yob1EKIdBbF8xwihGaJFjl1P//vf\n/17N+4LKlM/n8c8I0N0lpVIp/PpGdyEgzaKvmpienq5cIJzcBLqZ4zkxMRHxAGF0597eXoTQnj17\nEELr16+v+SaOvP/12OgsPEVfX5/neUNDQy0tLRs3bpSUpaaUNR5DvlrPUIrzixnWm5lCWYhRUfQx\nwn/4h3/AjyuxkP5MIDSeOXMGf75UKgFVRhQ9rSSTySR5/qEtgkGjjilRQJi0DmFELVu2jMySefnl\nl33tQeEvPc03ZPaMsl+UwZlmwo6ODvyhEOeIstFZXop0Ot3b25vP51OpFD5VKCNLoIwCznpDGMyQ\nxWwhxnKasSE8gTWj3njjjUOHDjU0NDQ0NJCz4IsWLWLIRYSPxjFQJaLAMgmb9Ojn2NnZCUBorHyD\nRpODEE6K/uOD5+ZpLAYkT77BMIT6fKIHlszNzZHH5pObOSiIIuwX5akWQyAeMEM+FOIcLhudZftn\nMhnP8x555JFUKqVsypqBwFlfewmTr42LGdZDiDmNQVp4h8x1113HkCVQmCclUSUKBUvSn7SiUVkq\nlY4fP758+XLdhYBqyDdodHBwUGMxIE7BOy/JkW/o5bJly2ZnZ+kFgTfRm09uRqEgVsh+USHVYggs\nFosTExPkQxuBzV4UJKI3jm7atElqLgNRECsSEBoCbLLpDnqJ7kUZJX6qjIiU1dagi6lSUscyl8th\nIITDaSbL/DcXBMq9I6AgIvjh+kTag+SqCTguyKbA/aJiSyWNwYmJiXK5vGHDBoHmRICCUbJkMpnx\n8fF8Pl8qlWS8ejFqd2igagOhIYBnFDpCiGKoYwt84403RkZGfJ9saGgIfEx/cuHChQihK6+8kiGp\nVAlpVBKRKyLiNi3pz4fgJcyVMVl40KhjP6PEyvO8fD6Pj4MmbdAoiBZ91cThw4fN7+OZiYIIoUKh\n4Lt+UNLf/97e3paWlmw2WygUstlstfOEbAIUjJ4ik8ls3LjxkUceGRoauv322+UlkiT+LGFAaAiw\nOdAYZAgxGdKsaAzW1dW98cYblZ8P/GRgOoyFKIgbyZfIVyvrXLx4se+BaSJgKYQwCV4St5aWlk99\n6lNkQXhLit4ZC+fZ1AgGjTqppAGhY+/U1JRvy2hbWxu9ZbStrQ0/KJfLgVdNMCs5KIj15JNPkv2i\nsrEK9yELhQI+/SuECQEFGVJgJhwfHx8cHBSycdQWFMSqCoSGAJ5UdGQIMZMeTQ7hCdTbh/zNb37j\ne8CWEdNjtW6kb1llLFkTCyx/9rOffeITn4i+nl+BVDkwMMBgRdAxpDMZ+DhwJXBmTcGgUQcEHUIQ\n3R585ZVXRNkmDQWxPM9raWlRhlXpdNrzPDxjhhMIAQWZU5ARa5yvFszfHRqoACA0B9jMMYcQthDm\nKFvSRQnEPFlJlXV1df/zP/8TPREmxrq6umroiB8cOnTo4YcffvDBB48dO1a57IorrsAPjO1bIqph\nJbZzxc+ZZHSHGzM8YNCokwIgTKai3ETPIPNpUMaLb3z2UtKvUrWCcTqev8OAgvz+eMroI488ghBi\n2DhqV0vQJz8QGkKDpjUGGULMrIotxIooW9IxB2KkrKurq9axPHr06KFDh1asWHHfffdVvsXlS0oA\nMhwv8eNqBS9cuBCvJJxpsgRyZsQWpe9LNf9PT85hqulnwqBRVwU3TyRQ9E30//3f/81vaAW5SfKc\nmJgQe5aPOId8NZ1Or1+//sCBA8PDw3GnywAKCvTHN9Tn8/lYG0etRkGsPwChOcBmGg0ay2nGhvAE\nug118gLxq/kdO3ZcfvnlUWJFbYjFio6X1dYQEbY0GTJppBTYxty8eTN5XLOfWfmlmgxJDwHCs9QY\nCwWZp8ReRQh306MqV00wK8koiB9ks9kvfelLMpyFy0Zn2eacKTKZTKlUwpcTjo2Nhd9MaOnu0EDV\nM2SycbHJISZ3+azAM9PYTHHg0aNHh4aGNm7c+KEPfUhZUp8q8ZKO/d///d/oSfHRFxx+6aWX4k/y\nc+bChQuxG+lqGi5J+2aJfDSYyWS++tWvoiCqjMKNvpamgVtqnR89Ajt+EyLfD7qpqQldfFr7zTff\nZDZPLAr6bMvlsqj9orGqTafTBw4ciPhuDqCgvBT9/f1jY2Pj4+P4f3+BTOhAS9CXqN7SXp8znGZs\niBVRtqTjCQyJPXv27ODg4OWXX37fffcpSyo7lg5/++23fQ9oBXJmlNQhnOkD0cA1Pv3pn/4psbUC\nNbF8nCn2/omIW2pdhU8tSmy/FzqE69atE9IeNJ8GFaAgQujAgQPkLkeBtlEUcdcooKCCFBgCC4XC\n+Pi453lk76hLLUFfokgX0/ti9C5WsB5CrMAzi6BORuDg4OCvf/3rTZs2XX311WKTWhobPTyQM/n/\n+NbV1RGSpJHSJx804pUh2S+99FLiRuDTcEnaUhuo6PAZvYdmI3N6nkfuU4a5Mg6rWCzSH7a1tREa\nvHDhAlt70ApyU+ZZKBQ4gdBGYLMaBSX59/f3t7S04NvqBwcH6TMd8qQROKMCoSE0aCYOmVkVW4ji\nKFvSMQfKoCOyRzTkuLNRnUy3U9Ph4S1NLHJhI0N2mjPJY194JYuG0CmqaGwKuZRSpRTAJ82ZUaiy\nkkvVsCgelB99vTNyfj9wiAgNIoQOHz4cNxxQsFLFYhFfDCjWNqKq7RoFFNTin8lk6urq8vn82NiY\n53l33HGHvFzae4+1gdAcugO0kx1iRZQt6SQF7t69O2SPKE9SS2MTFU5zJnkstoBA5gyU76vhi8ka\nepkt8BmXOQXe6xiLRUnedDp92223RYzyqbKVmpz5NFYr7lUTgIKBYt4vKqrUdDrd09MzMTGRzWbx\npFNAQS3+JAX5u4pH98lgQjUoWDNLDSA0hAaNJaiEh/AEJhnq2AKfffbZQ4cO7dixo9oeUZ6klsba\nm9rYAgKZU1INCxYsIOGx4LPmerJmwYIF+LEt8OkTW/8zlUoJHJrv48MohFltTSw6jY6mieoQ4ivy\nKhXrqgnzaVDSD7SmLcN+UeGlkgsJAQW1+FemyGQyqVQqlUo9/PDDSBwTam8J+lQVCM2hOzNxyMyq\n2EIURylOZw7RMcfSFwzKyGspU1nU2RMebkIB/CYXLlwgDhcuXAhZGT4xJUoZhAyxKnnSZ+JbHxgS\nkotebPs2Tt+JRI0HFKuhac1/ANVAtBpc1XSrDPQd7ZOqYrHY0dFBfwYPZ44i88lNFwpixdovKqlU\n/CvG9o+zpgAF2VK0tLTgv+SYCTOZTPh1FGxZhCtWomAgtJcGjYUuY0OsiLIlnYzA8AsGOZNaGgvh\nPOGGOCguwwec9IeynwvNlpWcWWnCyaJ0uO0s6hMzmvrwSYYqmTP6C/q4vNrc3Oz7zNzcXM0sVpCb\nXs9sNtvT0yPWM67q6ur6+vrK5fLw8HAqlYp7Q324sygrxeYK/COmwBCImRBVuY6CPwu/2LL4gdBe\nFDQ2xMyqeKIUpzOHzRQH1rxgkDOppbH2pjahAOtAzgETGj5DGqGiXijQPj62DMdR37KaLdOaJnSI\n84NPK5+gAl6dnp5GEWjQCnIzociJiYma+0WloiB5THaNCncWLttRMK4/hsB8Pj8+Po4iM6GZLUGf\nLgLCRNGgsZxmOA0CQ4oNDIytecEgf94EoqDt4Q4U4FgZAn0kmYT0RRXUQ/v8yZ/8Cf35WGjqqycu\nmuLslWzM4GOUTp48+frrr9dcZj65mYCCWDX3i0p6WV9pm06nU6lUoVDwPI/nzRRAQRn+NBPSVxSK\nzRJX/InqGYxkoxegnewQK6JsSSc8sOYFg5xJLY3Vm5rfwQGWM8EBTGzx8Vn5BmBGnIdJ9kzKqIqN\nUUlsYElskFnJq5WfYZD55KaMr6IofL+o4lLxXKjh4eFsNsu2a9ReFFRAUPwp8BWFY2Nj+Xz+oYce\nChwzowYFBWapj2tnFDqqCTGzKrYQ5ijF6QxhM8WBUS4Y5EyawFjt4doLMIRbTHAQZSLKxxwTsVYG\nllRpxcao1dx4FGjl41XfhwihkDvozSc3o1AQq9p+UV2l4l4lw6Uv9tKaFShIhK+jwHfWI2r0qEUt\nQZ/e093dHT23UTQYtx7mkFjrTQ7hiTKfBnmKVByIgp7j7t27f/e73332s59dvHhx3NjoSa2LRbpx\niD9cewE84UjQU3CJBkU9HXOeERJXDzKyJCSa3xQU9v9drHcqFNdQeIXmGCIRP5Q9e/bceuutYj0D\nFdEW7xTNZrPoXTgU5cwme83lpcBTuzKZzPj4+IULFzo7O9XQoKRv1yXR00c3jVurM5zG9kTUPBf1\nUeYXqSvQF/vss8/ec889N9xwQ5TGoPqCNcbyp7YaxrTXb4gDmFQzcRjhrOM3Niuxr+oSaCjKs1Ao\n0KN99KIgUfTRMvbSmqUoSJTJZDo7OxFCY2Nj4dcj8avuXUnyf09XV1eUIqI7Goh2ajhNDdcxA6T5\neKa4SBMCjx49+tOf/nTx4sW33npryK0SnEntjdULorazqHYHZEZ/0j0T5DTCiX3FI9bKzOeYTEOx\nnrt3716/fj0GMBkvuNlKveqqqxBCzzzzDKreJJRKCPaaq0mB/S+99NILFy689NJLCxYswHAoKZEM\nZ1pVL6YnRUT3UkBEClI4FqI4SnE67UTHExvlgkH+vDaiYMLDHShAiAOYyDMRa2VgScZaGe5mhaEM\nWzzMUxIK8oSHNAllo46l5mpS+Pzx3lEZHUIF3yuSJQwIpdKgmQRlZlVsITyBVuCZRTToC4x4wSBn\nUktj7U1tQgHa63esDFEmonyMKkaslbGYZKZVYg1leGLcwq/pxYq/1HQ63dvbWygUstlsb2+vKNsQ\n2WuuwL9aCrH3RlbLIkN0ouAzhLG6kwytTDVoZ2BVykIQR4tZcZQt6YTQ4NmzZ3fv3j0zM3PfffcB\nDQbG2kuDnMULKYAnXJSDCWWYZmLIN1agj3ArIT7I1CeIJBBv0gzleU5MTBDWEmgrpNRUKpVOpz3P\nw+NGZXwHiOSZ170rGeZ0Cnn+4Sk6OzszmUw+n8/lcvKyCFTgTyQACGOVErduhqfKFhJrvWMhPFGK\n07FFqUzHE+iLHRwc3LNnT5ThMZx5ef6g6IpFWkmSM7uQcNsL4K9BYBlC/ofqmIlYH7etkKmMKtzN\nCkNJnujdnzLdfBPiKbbUVCqVSqU8zxPYgPJJHoQowBtDUpBbKHhSyH4iKPS5XBJxXSzTkJBY69WE\nsD0RM0OYo5AleMb826IlkMQePXr0nnvuaWtr+8IXvnB16HXzlbEMedkC9cbqSs2fXUgBnOF6CxBS\ng5AyBJqY8z0x5xkRK1E+Al/9iLVKQmFWGBJbGZ7Etlwu4y1/Aj0Fit41KtxcUs1Snc1MwXyMUMGz\niJionl4ay5ehFKnrIURxFKSLEnv27NnBwcHLL7/8vvvuU5k3IbG2hztQgBAHc8oQ5WOOiYE+xlqJ\ndTO2MFsM1XgODw8H3kfP4ylQ2Jn5kvqazjKkAG8UcGDcEIYOoTIOjLjyPV1dXXHxlAHt3KBBtiei\nIIQEKotSnE7x94QnkI599tlnf/GLX3zsYx/r7u6WnZfnTSZdsUhrX5Ezu5Bw2wvgr8GcMgRWYg4N\niioGQWNQk5VwNysMVXoODw/39vbydAglvaynq8XdJ3yS8LrrrhPoLFbynJWlYPa/9NJLEUIvvfQS\nQij88om6d8VWYXTFzVIfazXDE1AQYmZVykKYoyCdvMCjR48eOnRoxYoVX/jCF2QnTWCs7eEOFCDE\nAUzkmRjokwQrsW4yiMhwQ/WexWKx2hV/PLY8CrTduHHj0NDQ8PAwviHjk5/8pChnIVKDN1b7q0nB\nk6jGPYQ8CYwlKJdCFEdBuiixsS4YFJg3IbG2h2svwBBoMaQMo0xE+RjIJEmALmOfowxDW1Aw3JZ5\nv6j6UhFC6XT6tttue/TRR8mHfX19Qpx5BJxGFHKMUA0KcmaJBITG4lCSGZUn0ArKsqgxSGJjXTDI\nnzeBOKedhaAAc4gFTCSZgJVeN8NRUIahLs9CobBhwwaxnmyKYotPqeGJo48++mg2my0UCjWxEFBQ\nWYpMJpNKpfL5fKlUItdaWoGCWO+pebpJDaepCYm13uQQxPQd4EzHEGVLOs7Aurq6s2fP/vSnP/3d\n73732c9+dvHixbFimfOyBeqNtZcGOYt3oABRDi6ZIJNAzkAmEfVNFmuFRH+vzCwMia5NhqFez927\nd992222xbDmKquoZy7alpWXZsmWpVGrBggXZbPbChQuFQmHBggWEQJido0uesxp/SSkuvfTSCxcu\nvPTSSwsWLOjs7FT2LERlqdEhTDJ0KXjuVkRBupqxg4ODv/71rzdt2nR1hCslBOaFWGUOtpOY9gLA\nRKqJgT5JsBLrZmxhkgy1e2az2Z6eHuG20cXj2dfX19fXl06n8XUUnudls1lysFAehyggHKn+klLk\ncjnP80ql0tjYGFIFtMI9qwKhM9DlUghPoBWUpR7qOCmF7BGNeNc8f14bkQxgTGO4Mw6iTET5OGYi\n0MdYK7FuZlol1pDBNpvNRtkvahoK0urr60ulUul0OpvN4lsKM5lM9IOFsWQj4QhMkcvl6CslSqWS\n53no3ROD+DHR5s2bmRPVlLxvVDAQAqcZGMIcBelkBDJcMMiZNIGxtodDAWAi28eoYgT6CHcz08pw\nNysMmW1rzhc1p9QQ4YOFLS0tnuc98sgj2Ww2n8+LxULbUTCifyzk8ymTybS0tOBduzxXmIRIATD7\ngdBYHHKm/WhFFKQLj3322WePHTsWd48of16IVemgHaVsL8CoMkT5OGYi0CcJVmLdjC1MkqFRnuH7\nRa1AQdoWYyFCKJ/P4x2kQrDQEFQT6z82NoYZLy7ykW8yQojgH/1fSVKAglgXAaEz0OVSCE+gFZRl\nUWMQIXQlbRQLAAAgAElEQVTs2LG4Fwzy57URyQDGNIY74+CeiSgfo4oR6CPczUwrsW6AggwK2S9q\nWqnRbfHBwkwmQ2Ph7bffzu8sXLr8x8bG9u/fH8h+lciHe33VkE8BpylDQZyo3vdx3HgIkRrCHKU4\nnRVFcsbW1dUxXDDImTSBsbaHQwFgYr6JQJ8kWIl1M7YwWwyFeAbuFzWz1Li2+GAhjYUYFPmd+aUd\nonBXMJVK9ff310Q+thT8UsyBRPVsuc0MMbMqW6IgXYiOHTvGcMEgf16IVRkOBRji4J6JKB+jihHo\nI9ZKrFtCCrPCUJRtoVDo6OgQ61kpjU+f3FiYyWQeeeSRQqEQpVXoNgrS6u/vZ5v74ioKYtUnmdOM\nDeEJtIKy1EMdc+C5c+fYhsdw5rURyazu7GkHIQcKABPDTQT6JMFKrJuxhQl3M99zeHiY7Bc1llr5\nPQkWjo+PI4QefvjhakyYHBQ0NoUaFAzPUuMewlheFoU42RhUnM6KInkCEUJDQ0MMFwzy54VYxQ62\nF6C9fiEORpmI8jHHxEAfsVZi3cy0MtzNFk+8aVC4LZZpnvho3NDQ0NDQUEtLy8aNG0U515SBnIb3\nheIpMpJSxJUJKIgVAwid4TQnadBtPFNPg2SPaNwLBjnzQqzicCjAEAcwkepjJt6YaSXWzUwrWwxl\neHqeV1dXJ2MspMnNRgzANAglDQVN81eTIlaWqEAINCg7hCfQCspSD3VsgWfPnh0aGmLeI8qclyfQ\n0ljbw6EAUSbusZM5Jgb6GGsl1s3YwoS7yTCU5IkQmpiY6O3tFetpMgpipdPpdDqNDxN2dnaKsq2U\n4ZyGt9HS9w0KTxFFZqa4RIZvXV2dgTTIVpXKdqL5NKi+SMWBhw4d2rt37w033MDcGAQajB5rNQ2a\nUL92GuSvQUgZAisxB+TM+bYI9CFuZlolpDDhbGkLDeJSs9msWCCUV6pAw5aWlr6+Ps/zstmsQFta\nkv4lKPOHFLU7hGainewUbCFWREG6QPFcMMiTF2LVh2svwPb6RZmI+v+iIU/HKBMDfYy1EutmbGHC\n3WQYKvAkBwjF2oqSJFqoq6vDtyyUSqVSqSR2x6wCwhFlhZ945T2Esp+CFSne093dLdA9yTTIDOWK\noxxOxxw4ODj41ltvbdq0iW0rBc9bPkmLRbphhv/9Oe0wZkIB2p+F2ErMATlzvi0CfcRaIbP7bwKt\njHWTYSjJE138QxkeHsabJ/k9baFBUmpLS8uFCxey2eyCBQvoG9iFmEuSDP98Pu95XiaTwXAo+yko\nSFH3rjh9wraMxnVnqMbAFMpCEDCk6HQMgceOHfva17529dVXb9q0Ke518yQvQ1RiYzWGIydgUm8B\nQhycNBHyjTXnGQn0EW4FhcW1SjIK+mwLhQInDSorVYZnlBN0zOZiJc8f94fxbCErOK1mClFuVYHQ\nQFRTk0JBFs4oxekYomxJNzg4ODMzc9999zFcN8+TF2K1hEMB2h2MMkGGIaUQE6N8xFohUzFJ+HM0\nszDiKdZQnmegLQ8QWo2CWJlMZuPGjYVCYXBwULi5KMn2X7RoEQraNSpQsp+CpBQBZwjVEJGZNBg3\nhcNRtqRjC8SjRFesWAEoaHisEAcoQHsBYCLbx6hiTLYS62amlXA3GYbqPen76AXaMksSM4Tbkv6Y\ncGd+yfZXkMLqp+AHQjO5y8yqIMrSdHh+DNt18zx5IVZ9OBRgQgFGmYjyMcdElI+ZbGMsJiWkMBmG\nkjxr2hYKBQYgdObpY/X393ueNzQ0lEqlqk1THxsbI8SIR9HU1dWJOnYYKOA0E1JcBIRmcpeZVUGU\npen27Nlz+eWXM48SZc4LsdaFQwFCHNwzEeVjjomBPsLdoDDtbvI8I9rG3S+qsVSpniFNwrGxsaGh\nocAvkdGsgRNK6cGtvgWpVKq/vz+wEi0QNTo6ihCqVpKQFMKlJkU9/QFDvNT1ZqaAKEvTnT179oEH\nHtixYwc0Bg2PFeIABWgvQIiDQB/HTET5mMk2xoJNQgqzwjCWbazrB11FQaxqTcKHH354fHwcIdTX\n10egrlQqYT4ko2jibjft6+tDFQCmC6JGR0c9z+vv7xdy8YYzKIgf1DOnNBDVgAa1RFmRDm8Tve++\n+9gysiWFWC3hUIAJBbhnIsrHMRPhVmLdoDDtboZ4ZrPZiPtFtZeqwNPXJBwcHBwaGkII9fX1bdq0\nKRCWSqUSfhAIhOSrvgWDg4Pj4+M0duqFqP379yOENm/eLC+FKKlPUc+W1UBUAxrUEmVFOtgmakus\n9nAowBAHgT6OmYjyMZNtjAUbKMx2zyj7RQ0pVYFtJpPBTEhQECF0++23h2ykJJQYiIuBJwxxU5G+\n8Y+n5igKTyGkPaj9WcjzrzeTu9yoijPQ1SiV6Y4dOzY0NMSzTZQtL2dgAmP5w6EAZxyMMhHlY46J\ngT7C3cy0SpSbDENm25r7Rc0pVYFnqVT65je/6XkevqIdIbRp06ZqA2Z4hC+32LRpkyEQxdke1MVp\nylIEXDvB7KUrxMyqOANdjVKZDv8xuvfee7VAjo1UZi8NascY7QXwO5hDLI6ZiPIxx8RkK7FuUJgh\nhpy2IftFTStVtufY2NgjjzyCH3ue19fXd8cdd/DbBgp3CDs7OyX5Y0X8tjC3B7VzmrIUMYAwyWjn\nKjIpjlKWjlwzuGLFCqBBw2O1h0MBhjiIMhHl45iJgT5ircS6QWEueQbuF00aCiKEvvGNbxQKBfw4\n5LigED300EMIIXm0iWJ+Wxjag4ZwmrIUUYEQaFBNlOJ0Tj41PD9m48aNV199NdCg7FjbSQYKMIdY\nHDMR5WOOiUAf4W5QmEYrwz2V0aDJhFkqle666y7yYfhxQU7hgskBQkn+sRS3PWgUpylLEQkIgQbV\nRClO5+RT27Nnz2WXXYb/8FkHSNbFQmMw4QUIcRDo45iJKB+jihFuJdYNCjPEUKDt8PAwvV80aSiI\nLt4mKum4ILq4Wny1PX19hfAUsRS9PWggpylLURsI3aBB85HJcNDiiVKTDl8zuH379quvvpo5I09g\n0mKBBhNegBAHo0xE+ThmItBHuBsUptFKkqFwW8/z8ERN80uV4UloUN5xwcpqRd3uEJIiunK5nOd5\nZNipjBQRZXiKGkBoINoxhJiPTCaDlpaouIF4m+i9996rMqntsboK1h6uvQDb6xfiINDHMRNRPkYV\nI9xKrBsUpt1Nki2eoinppJzhKIiFO3X9/f0qd28K/Lbzf0N+9KMfIYQ+9alPyUtRU7JTCPEPA0Kg\nQZOjFKcz+alp3yZqY2xiaVA7C0EBppmI8jHHRJSPsfwAhWm0kmQoybPmhRNssgKGsTo7OxUf5Pv6\n17+OEPrqV78qL0V0hbcHAQVpVQVCoEH3ohSnU1AkvmaQf5uojbHWFexAuPYCbK9frI9jJqJ8jCpG\nuJVYNyhMu5s8T2ybzWa//OUvi/UU6CbVFnsKp8GapfLfNiHwu1GtPQgoWKlgIDSQBtUAp8NRitMp\nKJJcM8iZ0cZY6wp2IFx7AbbXL9BElI9jJqJ8kgA2UJh2N6m2xNPzPIH7Re2CYS2eY2NjCKG+vj55\nKaKrVCrhE6Tk34ADHCgvRQAQGohqQIOcUYrTKShyz549+JpBzow2xlpXMGesEAftLAQFGGUiyscx\nE4E+xlqJdTO2MLFulkLL0NBQtfvoeWxFydLvariYx8nIKJtuD9rLacpSXASEargLaFBxlOJ0sov0\nbRPlyagr1rqCNcYKcdDOQlAAmEj1McdEuJVYNyhMu5tKz0KhwA+Etjx9E2xLpRJCCM90leEfV7ie\nRYsWyUY121EQ6xKeZECDVkSZX2T0wMHBwV//+tf33nsv0GASYhHHP2CBBfCEay9A+zcQTGT7mGMi\nwwoKi2tlrJs8T1Tle1goFHhO0Kksld/TBNuWlpbNmzd7nof7hFHMpXKO1BmzWLKfgsoU9eQDhnip\n65WFQJQV6fA1gxs3biTbRHky8sTaSFY2xvKHay/A9vqFOICJ4SYG+gh3g8I0Wsm2reaZz+fT6bRw\nWx458F2tqf7+foTQQw89hKrf9CAbb3AKtnZlrBSSnHWlqGdLCTToapSZ6XzXDHJm5Im1kaxsjOUP\n116A7fUb4iDKRJSPYyYG+oi1EusGhVnkWSgU2IDQlqcvyZbfM4QJVRLO6OgoQmhgYEBeCnnSkqIe\naBCiDE9HXzPIn5En1kaysjFWezgUYA6xmGMiyscxE4E+wt2gMI1W2j0ZDhDa8vQl2Qr0rGRCVyHK\nLv/wFGEX08f1ErJeWQhEmZ8ObxOl58dwZuSJtZGsbIzVHq69ANvrBxPZPuaYCPQR7paEwox9jpIM\nY9nGOkCYTGyTakuYsK6urtreUVEKLD6XyyG+6xBrphAoE2g2HhACDUKUssDBwcGZmRnfNlGpGSGW\nP2nCw6EAMJFqIsrHqGKEW4l1M9NKrJst3BLdc3x8vLe3V7htdNmCbZI8sTo7Ozdv3jw6Orp//36G\niyiiKKT4fD6PRABhElAQKyoQGot2yvjHirabMzSIrxnctGmTsowQy5804eFQgBAHUSaifBwzEeWT\nELaBwkwwZPDMZrNR9ouaUKpGW3kogp1bWlpwkxY36wQyYc3K+SfKmMNpylJEAkJj0Q5oUFeUvMDK\nawZlZ4RYIUk5w7WjCBSgvQDTTET5OGYi0EeslVg3KEy7G4+t53nhMGBOqVo8ldmSBp1AJoxSOc9E\nGdM4TVmK2kBoLNoBDeqKkhc4ODiIEKrcJiovo2OxGpEMaNDecEMc3DMR5WOOiUAfY63EuiWkMBmG\nPJ6e54XcPmdUqeptFZeKmbBUKuVyuVQqxTP200yOMsqfJ0UNIFSAT4ZznRWgZUWR4YFnz54dGhpa\nsWIFfc2g1IxmxlpXsPbU/A62w5j2AoQ4gIlUH3NMZLhBYRqthLvx2w4NDVXbL+oAXxloW9MTM+HY\n2NjY2BhiatzFLZthokySURArDAiBBq0ALQeKxNcMbty48Wpx20RtjLWuYKtTQwEuOQj0ccxElE8S\naAQK0+4mxLPahRMGlqrMU7ttZ2cnPteHZ71EZ0K2snGukC4xf4roMh8FsaoCIdCgA6AlNkpSusBr\nBnnSWRprXcGcsdrDtRdge/1CHESZiPJxzESUj5lsYyzYQGF6PSsvnDC2VDW2hpQ6MDDgeV70iaM8\nZXuehyIAIaAgrUtEJQAaZI5SnI45Sni6s2fPfu1rX/vwhz9cOU00PJAnqZmx1hXMGas9XHsBttcv\nxEGgiZCnY9QzEmJiTjFIXD3ETaAVFKbXTaBnqVSix8mI/R7StjI83S61VCrt378/k8lE4TSesvF+\n0Uwm88QTT0hKUVOy/WWkeE9PT09ljlgWDDUBDdJRVhTJEBUeiKeJfuUrX7n88ssFZtQVy/Obad2T\n5Yw1IVx7ATzhDhTgpIkoH3NMDPRBBmNScgoT/kpXoOczzzxz1VVX4Q6hOSwUxVaGpzmllkqlO++8\nM5VKfetb3wo3F1LzggULxsbG8vl8LpfL5XIXLlxoa2sTmyJE1qEglh8IFaAdW4irNMgQpTidjCL3\n7Nnz29/+dseOHWIz8sQC0amJtT0cChDi4KSJkG+sY8+IWAnxEWsl1g0KYzYU6zk8PNzX19fS0mJ+\nqfJsTSuV0OC//Mu/CDev1KWXXooQ6uzsXLZs2djY2Ozs7Ntvv53L5U6cOLF8+XIhKarJatq86Ayh\nsTQYN8ThKMXphBcZcs0gZ0aeWBvJysZY28OhAEMcBPo4ZiLKx6hiZLhBYdrdZBiioAOEQiSJr4R7\nGmhbkwZlFEzmi+JhNvl8Ht9MmMvlWlpaOjs7eW6/CJRsDlSQ4g9ACDRofpTidMKLDLlmkDMjT6yN\nZJW0WCEOtqOU9gIMcTDKRJSPOSYG+oi1EusGhRliiJXNZnt7e8V6msZXij05bXO53Ne//vVqNKgA\nonBLcNGiRZgM8alCfCliS0vLli1b+FM4gILYv54tk7EhEGVmuvBrBjkz8sTaSEdJixXiYDuMaS/A\nEAejTET5mGNioI+xVmLdjC1MuJsMQ+IZfh89s61YGYhtkjxHR0cfeuihQBpUDFG+hmEulxPSMHQG\nBbHqjUU781nL/ChD0oVcMygpI8Q6E8sfDgU44+CeiSgfc0wE+oi1EutmbGFi3axAQdp2fHz87/7u\n78R6ipWB2CbJFtNgJpO55557BNpGUUgKTIYYAn0Nw1hY6AAKVqYIu5g+Srw5IRBlZrqQawYlZYRY\nZ2L5w7UXYHv9hjgI9HHMRJSPUcUItxLrBoUZYljpKaRDaCZfKfMUYotpsL+//1Of+pRY53BF9A9s\nGGJt2bKFfJUnBY90pYgHhECDtkSZkO7s2bMPPPBAyPwY4RkhVnhSznCAsYQXIMRBlIkoH8dMDPQx\n1kqsW0IKk2EY6Dk+Ps5/gDBR2CbJNpAGDUFBn+iGIdlHKjZFLOlNEXwxfVyXauuBBrVEmZDu2LFj\ne/fuvffee4EG9cYCDUIBVjsINDGqGENMzPQxk22gMEMMq3mOj4/39fXxeNpCg/JKlUGDkqol4vfH\nWIhpMLDDLPspGJIiaoeQgQZjrYcovVFiA6NsExWb0eFYS5EMaDDhBQhxcM9ElI85JgJ9xFqJdYPC\ntLvV9PQ8L5VKCbdllqTX9yaXGkiDQpwDJcr8iSeeeOKJJ1paWv71X/9VUooQmZMiEhACDbodJTCw\n5jWDwjOaH2tdwVan5g+HAgxxABOpPkYVY7KVWLeEFCbDMNyzVCqhKu0dZk8emYxtMmxLpdL+/fvH\nxsYIDVqBggihe++9N5fLDQwMfPrTn5aUoppMS1EbCIEG3Y4SGFjzmkHhGc2Pta5gq1NrD3egAGcc\nBPqYYyLKx6hiBPoId4PCtLtF9Mxms3H3i5rMVwo8RdkSFEQIYRq0BQXRuzS4ZcsW+kJC0zhNWYow\nIGSwM59/lD0p5kBLaXDPnj3h1wwKz2h+rHUF602tnSKgAGccRJmI8jHHxGEfsVZi3YwtzHC36Ib5\nfH7jxo3CbWPJZGyTZPujH/0Io2AqldqyZQvbbX7RJfBbUSqV/vqv/xoh9LWvfY2MFTWT05SlqAqE\n7tGgFaBlRZG+wOjbREVlVBZrIxolkCSFOEAB/A7mYI9RrOKYiYE+wt2MLUysmy54k2FYKBQymYxY\nz1hKGmH6ULC/v9+ixuDo6OiDDz6IKBo0mdOUpQgGQsNxy/DyFKfTS4PRt4mKyqgmEGItSs3voB2E\nbC9AiAOYSPUxqhiBPsLdoDDtbnENS6VSxHEyScM2GZ4EBRFCd9xxx8DAgEUoiBB68MEHR0dHyQgZ\n8zlNWYoAIDQctwwvT3E6jYh19uzZvXv3fvjDH46yTVRIRmWBEJuQ1FCAOQ5gItXHqGIE+oi1EuuW\nkMJMMIxygDBp2CbDdv/+/fv378ePbURBdPEIGVs4TVkKPxAajlvulWdROjrw2LFjhw4d2r59++WX\nX64mo7JAiE1IaijAJQdRJqJ8zDFx2MdYK7FuxhYm3I3ZMPwAobF8pcZTiG0lCgqxDZFwc3Jo8NOf\n/rRslMWSnUK4/0VAaDJumc91yaHBiNcMCsyoLBBiE5IaCnDJQZSJKB/HTARamVaP+W7GFibcjccw\n5ABhorBNhi2Ngps3b968eTO/Z7hkmNOHBpcvXy7c3yfrUBDrD0BoMqSZz3VW0CD/a/ezZ88+8MAD\nEefHcCYFGjQ81t7UUIBLDkaZiPIxx8RAH7FWYt2gMPWG4+Pjvb29Yj1DlBzCdAMF0bs02NLS8sMf\n/lCGPy1LURCrnjkH0CBnlOJ0/K/dDx06dOzYsYjzYziTAg06HGt7uAMFOOPgnokoH6OKEehjrJVY\nN2MLE+7Gb5jP533tQTP5SqWtDBTktw2RPGdyaPAzn/mMpBRYslFQQYp6thxAg5xRitPxv/Tfs2fP\n1VdfHX2bKE9SoEGHY20Pd6AAZxzcMxHlY1QxBvoIdzO2MMPdhBgWCgX6AGFysE2GrXoUlGdeKpUe\nfPBBBTToAAriFPVqIM18+DE/Sn06HBvrmkH+pECDspNyhluNc9oxRnsB/A6GEItRjGGOiWk+ZkKX\nsYxkbGHC3QQaep7X0tIi0NCn5KDg6Oio53noYhTktA2XPOcnnnjiiSeeQJIPDTqDgvhB1Yvpa0ZK\nDYEoQ9LFumZQVFKVgTbGJpMGtSMEFGCIg1EmonzMMTHQx1grsW7GFibcTaDh0NAQbg8mBNtk2I6O\nju7fv98ZFCSNwZaWlk9/+tOSaNAxFMSKB4RAg1qitKQ7e/bs0NDQihUrIl4zyJmRJzZRRGcvkgEN\nWl2AIQ7umYjyMaoYA32Eu0FhJhjm8/lNmzbZQoOmoSBCaOfOnQQF+/v7ca+V07Om5JmTaaJbtmzZ\nunWrjBROoiBWDCAEGtQSpSUdvmZw48aNVyvZJsoTm5yknLGJTc3vAAUY4uCeiSgfo4ox0EeslVg3\nYwsT7ibD0PO8VCol1tNAbJPhWSqVfvSjH3me19/fv3nzZoKCnLbhsrox6DAKYkUFQqBBLVFa0sW9\nZpAzI09scpJyxiY2Nb8DFOCMg0Afc0zAx14rcOM0LJVKCCGaZITYCnST58lpWyqV7rzzzlQq9YMf\n/MB2FERUY1DS/BjnURCrNhCaT02uRqlPd+7cubjXDHJm5IlNFNHZi2SWpnajAHCQ4eOYicM+Yq1M\ndjO2MKmG4+PjfX19Yj3///bOJqeNJYrCF4kl2JkztDPJCugsIcTOPLPAIKCMIUiQLACIlJiRFxCb\nsIPg9gLIyJ01pFvyFt6glH4d/9HuulV9bvWtAQLE+c61Msmn6uriXYAqaNbJyQkR3dzc8GJXLqeq\ns7Ozc3Fx4W5jEMHTvFU8IYT41qQpruCvX79+/vy57ftjbBptsmqDWu00HsAASmCHcHFwIAFzeFG8\nNNjB2GnswCLNHCDkZTIuWOzx8TERXV9fMzLXLbkbgzie5q1ikxDi+4+muILD4bDCY6I2jTZZtUEP\nWbnV9vEABlACJoSLAzUMIAcWhUwDV8Fl4O/fvxeupLdnsixYFaS/b5HJnxQVqoL5xiA5uFgCzdO8\nVawVQnz/0RRL8PHx8f7+vsJjopUbbYLiSoVm5VbbxwMYwJ4AIi0gY3BBuDhQwwTMYafBDsZOYwcu\n0+I4tnxeFFnbHDH92KBrFXx4eHC0MYjpad4qVgshvv9oiiX448cP2v6aQZtGm6C4UqFZudW1xwMY\nIBgCIwcHwsWBGoaRw4vipTVkMG9Ay/eLImubI2zRBiVuDBry169fJ5MJCdwYRFZBs1YIIb7/aIol\nOBwOt71m0LKxlqBmG1JdezyAAYIhcEG4ODiQgDmwKF4a7GCegZUPEDZQBYno06dPWZadnZ25s0Hd\nGKyLz1WxKIT4/lMhJULPfNbZPCZarbGuoGYbUl17PIABgiFAQbg4UMMEzGGnwQ4GTnsSWOEAoSwR\n4rXBJEk+fvzY7Xa5mMXlWgWpsDF4dHT08uVLXri75UEFGVv+EUJwr6uWwtczz3U2j4lWa6wrqNmG\nVNceD2CAYAhQEC4O1DABc3hRyDS5G4NmVThA2MyNQSIaDAZJkhweHrqwQQ8q+P3799FoRNwbg6qC\ny+t/IQT3umopfD3zWTefz6+urg4ODqo9JlqhscagZr1l643XLiG1D6CEgCFcHKhheFGAI7HTYAdz\nASxDm06n5Z8XFaFtjpiDwSCO48PDwyiKeMnk3gYfHh5Go1GapqQbg14qdm3QQXpdqDb4+Pj48PBw\ncXEhSOok2lHTsnKrwxhACYwERg4ORDn+aQ0ZrEZg+TfKiNA2R9jxeBzHca/XY7dBDyo4mUzMrRL9\nfv/NmzeMcC5ULXynFbuV6WqDgurMNYMfPnwQJHUS7aiWD2sZb2Z1GAMogZHABeHiQA0TMIcXhUwL\nxgaJKMsyc3ECF7DkkqKCRDQej8fjca/X6/f7jFjXKkiF44JRFPX7/WfPnjHC3S3RKmjWLrhugY+H\nX2feH/P27du9vT1BUifOyoR6UTOr7eNhEEC8BYHABeHiQA0TMAcW1SjatsC7u7uDgwNGYMklyAbj\nOB6Px/v7+1Js0JCLxwWjKGK8VcKDxzpdfirWXky/OeYhEnDKW9C8P+bi4sJbY71BcaWWWa2uJR7A\nAMEQwoOgcQB9CXAkXhQvDX+XbFvgkxdO1D7htljzbCQR2b/3ZWdnJ03TwWDQarWOjo4saUUsF2ol\nPL9SgkQdFwxGBc03Wwuh2qBlyltwOBy+ePHCvD8GfFSWoLhSy6xW1xIPYIBgCOFBuDhQwwByeFG8\nNNjBXACr0TZcOOFuYzB3tizLzGtONqziH2RZVv5v1h2MLPN8bL6SJGm1Wl++fCkf2bycbgwW3xwj\n6LhgYCpo1nZCqDZomfITLD4m6qdRblBoVqtriQcwgBJccHAgypGLahStMjBN03XWxDjh3d1dkiS5\ns62TOq6V+22SJCv/YKsBGM8NOlVB+ve4oJQrJYJUQbO2EEK1QcuUn2DxMVE/jXKDQrNaXUs8gAGU\nwA7h4kANoxzpNBB5c0GbTqfLNxDyjnd7ezudThd+mTtbq9V6cr+u+Ae5vi4MWfyb/Pt1e48b9iSX\nPzvLfYOunap4XJDxzTEk3Abrtc1SQojvWvgpD3Xz+fz+/j5/TLRyY0OCQrNaLTGuBCgCF4SLAzWM\ncvzTYAdjp9kDlw8QurDB169fdzqd3NO2emJz3Soz57qidb935A9ONwb1uGAt/DIVTwshvmvhpzzU\nmWsGX716tbe3Z9PYkKDQrFZLjCsBigAF4eJADQPIgUXx0tDkzQVw4QAh+7+F2Rvs9Xq8WEaaO6Y7\nLP1VQT0u6J9fvuIJIcR3rVBTWwXzawZ9lsoNNjArt1p6XAlQhPAgyvHGAafBDsYIjOM4f17UxYSf\nP38motPTU0YmF0o09s+fP6PRyMVxQZJsgzgqaNYmIcS3plBT5YPz+fzq6ip/f4yfUtHBBma1Wi6h\n9jfaBnQAAAS0SURBVAFwxkAgMHKghlGOZ1SjaIzALMvMkTwXE6Zpat7PyXIGj3RjkIiIJpPJbDZz\ncdE8SbY1NBU0a60Q4ltTqKnyQfOYaP7+GJtGm6ygYAOzWt3YAYIh4IzBxYEaRjmeUbw0WHlzQZtO\np6enp44mNNuDZ2dnjEzeJcgwJ5NJmqbmKxG12+1+v6/HBcH5q4UQ35pCTZUPMj4mapMVFGxgVqsb\nO0AwhJDGYORADcOLQuPAosBpLoBZlrG83yVf+YRxHGdZ1ul04jhut9v7+/v2TMYlxTAXPJCIoijq\ndruqgiL4K4QQ35pCTZUMLlwzaNlokxUUbGBWqxs7gBIwIVwcqGEC5vCiGkVzAVx54UTltXK8JEnM\nTYDj8Tg3T/OQavGNo+seK22yCo5Go9lsNpvNzI9RFLXb7SiKGB8QJck26FoFWSoWhRDfmkJNlQwu\nXDPooZE9K2taoVmtbuwASmAkMHKghlGOZxQvDXYwp0BzGwQjsLj29/fzTa00TafT6Ya74ItXEeZn\nGvPfdDod5FOIvFg/HkiSbU2ECpr1jxDiW1OoqTLB5WsGXTe6yMqa1ibbWKdq5uRKCI/AyIEaRjne\nOE2jOQWmaZpf8s4CXFjFqyZ6vV7uh8YMi7qYZZnZSFy3isZovjFfy99mAa6CCx5IRP1+v9vtPn/+\nnIVfXHJtTZAKmvW/EOJbU6ipMsHlawZdN7rICgrWmNVqiXElBEZg5OBAGDmMqFA57DRweXM6Xv5u\nEi7g5tVutzd0pWmapqmhLXgjEc1msyRJ8h9zdTQ2W8YJYW3Q3CJoXhlqljsPNEuusLm2QRf8XRu0\npuxTZYLL749x3egiKyhYY1arJcaVEBiBC8LFgRoGkMOIAhwJn+YBOJ1ObV70sgy0WUYXN+w0GmM0\nP5pvbm9vsyx78iNgqmDx6gizXHsgSbY1iSpo1m5lOnjKs0U4qlt5zaDTRkdZQcEas1otMR7AADhj\nIBCgIMoRx1GaC2CSJJUPEPq334UNxsFgQETv3r3bvMPp4j/6NkzjgbPZLJfbfr9vjgjKFSq5cA/8\nXXCvq5YKwwaXrxl03egoKyhYY1arGxgHIYCMgUCAgihHHIedBjuYZ2CSJJ1OhxFYeW0LTNM0juNW\nqxVFERez5LLBXl5eFl8V0+12zfxyhUq0rbke3lSsvZh+c8xPClw7nQbXPSbqrtFRVlCwxqxW+6+2\nJ9Q+QDCEkMaAgjByGFGhcnhR4DSfwGo2CPJ5T05OiOjm5oaR+eSywc5ms8vLS/rrgd1uN9/YlOs8\nCi9TsbUQqg26Dq68ZtBpo6NgLaVqg1rth1D7AMEQQMaAsguoY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"text/plain": [ "" ] }, "execution_count": 11, "metadata": { "image/png": { "width": 800 } }, "output_type": "execute_result" } ], "source": [ "Image(filename='../figs/tesseroid-split-ratio2.png', width=800)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ckULnKRSx+jkNjLEoiu7fv09fx3H89OnTQm2Q+XPdKIrEAPoywQZFAAgIIQAA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\nMnwUpLYypsHYy+ZwS0tLIyMjN9xwA+smGjB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"text/plain": [ "" ] }, "execution_count": 12, "metadata": { "image/png": { "width": 800 } }, "output_type": "execute_result" } ], "source": [ "Image(filename='../figs/tesseroid-split-ratio6.png', width=800)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }