"
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "v.clear()\n",
- "\n",
- "import matplotlib.pyplot as plt\n",
- "\n",
- "# Get list of all available colormaps from matplotlib (except '_r' which is reversed one)\n",
- "cmlst = [x for x in plt.colormaps() if not '_r' in x]\n",
- "cmlst = sorted(cmlst, key=lambda s: s.lower()) # Sort as case-insensitive alphabet order\n",
- "\n",
- "loadcmap = vcs.colors.matplotlib2vcs\n",
- "v = visualize(cmlst, v, loadcmap)\n",
- "\n",
- "plot_title.string = 'Matplotlib Colormaps for VCS'\n",
- "v.plot(plot_title)"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python [conda env:nightly2]",
- "language": "python",
- "name": "conda-env-nightly2-py"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.14"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/docs/Jupyter/FFF_Tusj.ttf b/docs/Jupyter/FFF_Tusj.ttf
deleted file mode 100644
index cee0f7fe7..000000000
Binary files a/docs/Jupyter/FFF_Tusj.ttf and /dev/null differ
diff --git a/docs/Jupyter/Logo_Control.ipynb b/docs/Jupyter/Logo_Control.ipynb
deleted file mode 100644
index 0d81efead..000000000
--- a/docs/Jupyter/Logo_Control.ipynb
+++ /dev/null
@@ -1,386 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Logo control on VCS canvas \n",
- "\n",
- "- [Download Jupyter Notebook ipynb](./Logo_Control.ipynb)\n",
- "- You can trun on/off showing the default UV-CDAT logo, which is originally located at bottom right.\n",
- "- You can add additional logo.\n",
- "\n",
- "\n",
- "Tutorial written by Jiwoo Lee (Sep. 2017)\n",
- "
\n",
- "\n",
- "Used env: vcs-2.12, uvcdat-2.12\n",
- "
"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Contents\n",
- "([top](#top))\n",
- "- [Prepare a sample plot](#sample_plot)\n",
- "- [Turn OFF the default UV-CDAT logo](#turn_off)\n",
- "- [Turn ON the default UV-CDAT logo](#turn_on)\n",
- "- [Insert additional logo](#add_logo)\n",
- "- [Control logo location](#loc_logo)\n",
- "- [Control logo size](#size_logo)\n",
- "- [Hide unwanted information above the plot](#hide_info)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Prepare a sample plot \n",
- "([top](#top))\n",
- "\n",
- "Let's prepare a sample VCS plot to test logo control. "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 1,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "import cdms2, vcs\n",
- "f = cdms2.open('clt.nc')\n",
- "d = f('clt')\n",
- "x = vcs.init()\n",
- "x.plot(d)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Turn OFF the default UV-CDAT logo \n",
- "([top](#top))\n",
- "- You can hide the default UV-CDAT logo, which is originally located at bottom right.\n",
- "- Use \"drawlogooff\""
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "x.drawlogooff()\n",
- "x.clear()\n",
- "x.plot(d)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Turn ON the default UV-CDAT logo \n",
- "([top](#top))\n",
- "- You can bring back the default UV-CDAT logo, which is originally located at bottom right.\n",
- "- Use \"drawlogoon\""
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 3,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "x.drawlogoon()\n",
- "x.clear()\n",
- "x.plot(d)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Insert additional logo \n",
- "([top](#top))\n",
- "\n",
- "\n",
- "- Prepare image file of logo you want to add to your directory.\n",
- "- \"vcs.utils.Logo\" allows you to have additional logo.\n",
- "- Default location of new logo is top right."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "x.clear()\n",
- "logo2 = vcs.utils.Logo('./logo.png')\n",
- "logo2.plot(x)\n",
- "x.plot(d)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Control logo location \n",
- "([top](#top))\n",
- "- You can adjust position of the logo by using \".x\" and \".y\" \n",
- "- Given number should be in range of 0 to 1. It is ratio, relative position on canvas."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "x.clear()\n",
- "logo2 = vcs.utils.Logo('./logo.png')\n",
- "logo2.x = .05\n",
- "logo2.y = .05\n",
- "logo2.plot(x)\n",
- "x.plot(d)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Control logo size \n",
- "([top](#top))\n",
- "- You can adjust size of the logo by using \".source_width\" and \".source_height\" \n",
- "- Below example increases logo size by 3 times."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "x.clear()\n",
- "logo2 = vcs.utils.Logo('./logo.png')\n",
- "logo2.x = .05\n",
- "logo2.y = .05\n",
- "logo2.width = logo2.source_width * 3\n",
- "logo2.height = logo2.source_height * 3\n",
- "logo2.plot(x)\n",
- "x.plot(d)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Below example reduces logo size to half."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "x.clear()\n",
- "logo2 = vcs.utils.Logo('./logo.png')\n",
- "logo2.x = .05\n",
- "logo2.y = .05\n",
- "logo2.width = logo2.source_width * .5\n",
- "logo2.height = logo2.source_height * .5\n",
- "logo2.plot(x)\n",
- "x.plot(d)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Hide unwanted information above the plot\n",
- "([top](#top))\n",
- "- If your new logo is conflict with text information above the plot, you can hide unwanted items.\n",
- "- Below, some of text are overlapped with the new logo."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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27f333ye1IADAVnaluuB/CoB/1yFyYH2dP8VSZP01m+7U3HmAHNCxtqzAWnLp1+AQgAYZpRAWFz5NAfobHf3tiE/doLQy4k/TybK7+AEhbZtmLL7B26cG3mhj62BgiQwNbrAAZWdnL1q06Omnn6Y9BQUFs2fPXr16tWAr4gQj9TCI/qFWHwmMwn1UAIBly5YdO5ZOlkQVXvrx2pENfgHtTWArPZpqri0PMEn2f+YA/6BOAUGd/AOCLKf+abZV+pukAP8gk1r70/E3ZdkN75K34OqnaYz+1kpzO+JrNyitjPjTdKZoLn5AiK/RlOIbTaSxdTCwRIYGN1iAACA4OPjzzz+/dOkScYW++uqrHTvW22M01TcDA9tJkmSxlJde+NJS/uvxwLPd2sX/lBfVtWvXY8eO/fLL1U+/zBwWHw91K9UlCUi89BeH/vPll1+e/OEUAKgq/O+rT/wjhkGHeFk2SVd+vJaX6Rc1RiEySuoIoR1VSbJdOix36lXarrtqk8C/szm0twpSFVNoDNEj/jT1FV6LiopiYmLGjBmTlZX18ccfL1u2jEpMzY2O/nakuLjYp25QWh/BpykumkvwtTtIBHGt+MbXX3+dn58PAPHx8azBlSAeNcSZOhhYIkODe2wb7du3nz179ubNmwGgurp627ZtxDYInOqbpaWlSX+412opCoy8xVJR8tgjiz788MOMjIwlS5b4+/v3HzTqvbde3bRpk13MSBKAZCkvXf1/T7dr1274LcMWL14sgfqXv6xb9ez/9/T9Qx+f1S9ELrt7/MCnZg54Zkb/Z2cNeGZG/2dm9H96Wr+Qq1/PnfvQqukDVt3Vf9W0AfePjvb3kwb06So4FkT8aeorvEZGRt599935+flz585VVVVgYNPfjvjaDUrrI/g0BUVzKfgBIb7GrFmzXnnllddff3369OnsLYGm+IZmjslk8vPz8/PzM7wAikfZaYZ1MPz9/Rs7JNhhG8Y9FiAA+OMf/3jHHXesWbNm7969PXr0GD58+L///W8A0FfffP/9fbm5F8O73BDQbXZ5jTpuwh3m2kKyk7i4uBWPP/HXbV9Mn524c+fOZcuWSxLIsmySpf98+lav3n2++vILq7U2IWHMu+++89hjf7ztlh411pp5c+fcNvbWnS89a88eVOc92/fee53DOmzb8HhRURFZR3byZOW7r5pu7NfN8BAQCu/T3Lp1q77C62233TZ//vwhQ4YMHjzY+Rry+tsRX7hBcQu8T5OiL5pruB/8gBAf4Z577unUqdPBgwfFxTfYOYKIH4ejFE1Fi4SEBAA4dOjQyJEjm3GoDeMeCxAADB06tG/fvnv27Hn55Zcfe+wx2k+rbxJI9c0rVy5HdY+ly91jevQgDVK8U1WUDh1CSfFOAEmWTSDBT3k/3nHHBD8/v8DAgJkzZx49elSSoKqqYvbdM81mv7ff3mP2k00myWSSTLLkZ5L9TPKmTX9fufKJoKB20dHdo7pFdo/qZvbzs9mUoyeyAREi+DQ1FV5JY+LEiUVFRXfeeadhxQ+K/nbE125Q3ALv06Toi+ZS8ANCfBAXim80C8nJyRcvXpw6deodd9xRWVlJi11cunSpGYfaMG6zAAHAY4899vjjjwPAfffdR1OMjx8//t///vezzz7boUOHX375Ze7cuYsWLx4zJmHf4yvbxQ9R1cDq6opD///ByZMnkflXLl+WZJDI2i8AADCZZJvVdkNk7PHj6QCgqvD111/feuutFRUV06dPj42N3bZtm8lEDlwlsjcoKIgKdhUAVFWW5erqmv+dyrfalKuF17UvHdFh+GmOGzdu+fLlRUVF5JcyLS3td7/7XUVFxR/+8Ic//elPL7zwwsyZM3v37s3bp/52pLS01KduUNyF4adpiMbG42t3kIhvMmzYsOvX638XQkJCLl68yE7QGE0N52jQ7NOZ0d/85jfp6emaiha1tbWk0VxDbRh3CqB77rln5cqVCxYsoBWmgFN9s0vnLge/PLFnz0ZTx147v8sPbmcCAOK7qrXVypIsgQJ168JkWS4vrx53x9yP962fNGlSVVWVv7//E088sXz58m+++SYsLGzOnDkAsHDhwokTJ06YMOHUqVP9+/dPTU2tF+ySVGO1Zpwq+PibApuiRnTxrazwrmH4aRpWeH3yySeHDBmyZs0ak8mUmJh45MgRnp9bX7GvpqYGa/i1AoafpjNgkUUEaWVcK3bh2lAbw0Od9Gz1TUVVK8or/nuyYOmGz69fL/79pKEP3TXgpht7kXqlly7lv5uWNXzIDQmj+plMJlVVVVXNu1S8cft/7/pd3z7RgX4m02/CwyUJSHLouiTRNE+iZE8qRB6rKoBktdlOnr2ycVf6l+evRndsv2HRyDvHDzB+oYgTOFPhVYD+dsR3blC8FPyAEATxfNxpARKgqb4pEUx+0K6TVZGsVrIuXVVUkGT5l0qoUf0VVTXZ50JQkHrn2D4f/ie7Z3RoRGg7q+1nq01RQVEURVFBVSUAWZIkUMAmqQAAigKSrKqqqij+ZpNNUT/7Nu/YxaJ2/qYaxe5fE0erIAKcqfAqQH874js3KF4KfkAIgng+HiqA9EgANpBqJen69argkA6KosiyrCqqv7+5W5egU+d/GTmkqznYD0CVJCmsU8dJ4zvFRIb8fKlMsSlWRVLbg6qqNptSW1tbW6soqgSyLIEkyyCrIMkARBNJ6sFvLnz8v0KbZDXLkqKoigoeaSNDEARBEMR1vEYAAYAkSQESFF+trK2ViACSJOgQEjxmaOSO9/6XfeFyfFxvYqoxm82KotzYp3P/XuHEKaaQ/xTFpthsNsVeMh4A6spqqKpaVVV9qbA2/2pFua26vVlS7HXH6jJPIwiCIAjSVvACASQRt5YEEoAEkF1elfdzaa+Y3/j5gSRJAQEB4R2k8M4hH/83Lza6c1jHUEVRZVmSZdnfP0AFtT62h9mjREWNSkbVqqrKs7nXNr13+vilknYmqVYBAFUipqGmF1RFEARBEMSTcFseoMYiSaCCqkrqr5aqjNP5JWUWACD2nm6REfMmDzp/sfTzr3J+/fWaLEtkiFh5FBWUugJi9n+kh/wDVVWhpqbmVNaVVz44dTSn0E9SFIkVTKh+EARBEKSt4TUCiAgRFcBPlr67cP1s9s8AoKogSZKfn7l7RPulc+K/TM//5ydnzuX8ZK2tlSRJliWT43+y1VpzJufyi+//8EXWVRMoim5hHIY/IwiCIEgbwwtcYABAFrGDJIMECsDxS8Xpp34ZfGNMaGiwqqqyLLVv375/rLJ0/i3bP/g+K/9MfL/Lv+ngFxra3s8kU/ki1fu9AAAUAAnAJEu/llbu+vz856evmBWboiqqWu8gk+y5hTAGCEEQBEHaFN4hgIDUFQIAAFVVKmtqPsy4MiLuSsItPWVZVlWQZSkkJLhPD/+1K377+dGco2d/DQmUO5kra2pqK6qtVTU2RVFUVaX+LOL5MvmZrNW2y9erDp0vBGutAipRPywmALUuhRCCIAiCIG0DrxFAKtNSFSXn8vV3PzsXdUOHntGdJUlSVVWW5XbtAhVF+e3wqBEDw2w2W21tbVVVVVWVarUG2GyyotjqdiEB1PoHVFwpMW/cnX66sMLsL6nanP72ebKE6gdBEARB2hreIYDsGkQCAFBABQDJVvvRdz+FBwc8fM/NMVHhRANJkiTLcmhoaMeOoWTDulBoUuCrXuBUV9cU/FLy7qH//Xit2s8ENlU1dnOpZBEZusAQBEEQpE3hHQIIACRWhagAAJU11t1fny+rrJk/bdCgvjcEBvoD1NVEVevjfaS6AhjkoaKqtVbrlasl2z88+c43+ZJqU2XQe74okgRXi4o4gwiCIAiCeCVeIIDUur+qCqCCBKCooEiqDJKlpubdb/N+vFpx96johKHdYqO7BAT410mZeknD+rCsNTX5l4t3/uvUzsO5qlqrGsX91CNJMkhWay1vHEEQBEEQb8QLBBAAgCQpql3IKCQnkAqKpAKAWlubcf6Xc4Wlo364PG5g597dgqMiwzqFtg8IDDCRjEB16sckyyaT/POV4n/8+9T2L86rSq0KijNlLjACCEEQBEHaGF4igACAVOyS7DkK7UXcVZAkFRSlrMzy6feVR7OKBt4QGhcZ0iHY3L5Du+B2ZjKXbA6gmvykzJxf9h27ZKu1gi7fjzFSvYRCEARBEKRt4KQKaE5IwLKjWfUoqlpdXX3k+/xFf//SUlGpqIpmAqmToaggyyqokmoDUCW/AD+TLIMsqXU1NEACmwpWqxVqbQ6PW1VBksDfZOraIfjXb7fnZR0RzfYkGvv2uhfverXgbS8YX22L4l0vGF9ti+JdL9i7Xm3L4awFKCcnJy0tTZblu+++Ozo6GgCys7NJz4wZM3r27FlYWLh///6JEydGRUUBQGVl5Z49ex566CE/P2efQoyigixJAKqpLiGQBlmyJy2U/CRZVcFWY7NJap39hgYGmUBVJZLax2gvdagAkgQki6JN0UouBEEQBEG8GqdKYRw/fnz06NGhoaH+/v633HLLjz/+ePz48VtvvbVDhw7+/v4jRow4ffp0dnb2okWLHnjgAaIrS0pKFi1aVFVV5WjfzmJTwVKr1oJcrao1KtB/1SpU07ZNqlakagUqVahUJYsKVQpU29Qqm1pp/6dU2RTNHoz/AVSpaqXNZlOl+vxBCIIgCIK0CZwyz2zcuPHRRx9duHAhAJw9e3bTpk1VVVWJiYmLFy8GgMzMzB07dsyaNSs8PLy0tPTll19etmyZo102DgmkAD9TVLBfuclPls3aQYCGiRLFYcv6Qbpt/a7IyjAZ1PZ+iqqiAkIQBEGQNoVTAshisQQGBpJ2x44d8/Lyrl27NnjwYNITHR195swZADCZTLt3705ISJg0aVJISAh3d41EliR/f/OIG7u++dxExabojFZaAeQIpwQQ8ZxJIAGoYw48rdsEQRAEQRAvxikBtGDBgqVLl44cORIAtm7dunPnztdee42OsuFUAwcOfOqppxITE/ft22e8L5eQZbl9kH+vqI5uidu6VlzoaAqCIAiCIN6EUwJo1qxZNpvt9ddfP3DgwO9+97upU6e+/vrrSl1osNVq9ff3p5OTkpLS0tJSU1M5O3MRWZbZZ2k1sBAYgiAIgrQ9nBJAAHDPPfd06tTp4MGDr776KgD0798/PT2dDKWnpyckJNCZJpPpH//4x9ChQwGA5wjzOlXhXS8YX22L4l0vGF9ti+JdLxhfbYviXS/YW15ti7p9nE0GUFZWdtNNN/3tb3+bNWsWAPz666+TJ0/u3LlzdXV1TU3NgQMHMjMzZ8+efeXKFTL/xRdfXLFiRVlZWXBwsGZXkiQNWJmifQIEQRAEQXySs6lJTqqRZsRZAWRIYWGhJEldunRxNLEBKIAQBEEQBKG4RQA56wIzJCIiwtEUBEEQBEEQj6NJAshlzJaGD8s48wAAwMTPwlPVkTsEALYA0Sjw0zubhekbTVbRKIhzBpn4Q8Ldio/FxD8WmyZrUkOsgcJRrfeyAYL3Qa7mDjlE8HFbg7hDAGBrLxoVH4vgy6AIc4XKwk9NiRK+EVan0pAaUCb4Gom+YwEFomc0lwsGIfC6aNQmeEXCb6BFeA9lanihYHFwRgg/F5eP1GwRJYUXn2uKmfvm1wi/2IHloic1CS9W4pckwFwiupApgaJvoOCjMQlPiLIo0fdTcCzmCu4QOPwyCD9TayD/JQlPXwcXXsHFSrhb8W+l6PcFILCEe6TWANGzit9AwZGKz+6AEtFo6+DqJRhBEARBEMRrQQGEIAiCIIjPgQIIQRAEQRCfAwUQgiAIgiA+BwogBEEQBEF8DhRACIIgCIL4HCiAEARBEATxOdyTB0ieWsQ+tFSJciZYSrhZMmyiDA5gqhJmRRBkYZFF+zWXiFSjcFNRliAHyZCE+TOqQ7lDAcXcIQAHOVpcR6irq4XJIQSpieSu/LQwANZy0cGYzMIPppifuiRAtCzGin8AACAASURBVKESKEqXEh4m+lBDArkpXAI4+YU+u22zYX+jiNm1zrBfyRV+G253MWtHeZk42ZTouxIQyv3eW6uFmUuCRKlLZEGyKYDrNdyiy9XlwuxDwpPfZuG/vcLXI8ZcLPrUBFcVcXKXqjDR2xtYKBgUXlVcP1BRdjFRWh0AC//yCADiq1V1OPczlYVfXWuIMHuTOJmcAOEbKFtEL6mEf6SK8ByVhbmmlCDukQZEiq7YENRwv9s401oS9wggBGlGcuesdjSFS8yutY6mtDiHf7vJ0RQ7E754FAAKLcY1hgnV/NsJS3kQAOQlPsN28vQQgiBI28ZZAVRQULB3715Jku6///7OnTsDQHZ2dlpamizLM2bM6NmzZ2Fh4f79+ydOnBgVFQUAlZWVe/bseeihh/z8nH0KBOGR93iSYDT23efBVQtQXuIqw36WmFc3OJriClT3jP/PCs0QzwLULGgUj0YPUXqvwYJ9CIK0ZZxSJ5WVlcOHD3/kkUfKysrGjx//ww8/ZGRkTJ48ee3atTU1NSNGjDh8+PC1a9cWLVo0fvz4Q4cOSZJUUlKyaNGiOXPm6KvBI4gYvdyJ+XsKOHKBuYbdAiR0geU9kgx1Moi0nSRPOKrXPS3B2bv/7GiKFpQ+CIL4Ak4JoNzc3F9++SU5Obm8vHz9+vWFhYWbN29OTExcvHgxAGRmZu7YsWPWrFnh4eGlpaUvv/zysmXLHO0SQQAAcp4xMO0QueNe9CKMlUH1iGOAIsRxM0LXejMx4P3naJu4wAis4Sdm1zq9HShnjcjqpmHgv+qfBfEEcpPrP76+z7n/hEIQD8QpAdSvX7/hw4fPmzevsrJy0qRJXbt2LSoqGjx4MBmNjo4+c+YMAJhMpt27dyckJEyaNCkkRBSmgPggpzc1+EHtvS5F0yCI67O2HGIvG7SYI8xdEEcY0T0a9UOkj8YOFDDYWMydnvFn8hc1kNthRU/shhRNj4az67VDA572dJ10+iWDwxm4zNNfNuKxOCWAcnNzs7Oz77rrrrKysjfffPPKlSvsqCRJqqqS9sCBA5966qnExMR9+/YZ7QnxRaj0GbgiBepWgVHbj6ERyAWitjcumFcQ/dPABCVcBdYGoCFBZvEqsDqI4qF4u+75ftoLg/c/62hW65G/0DgkSw/7hdcLHU1P1p8dnGVeoX4MtQ5RRSiDEBdwSgDt2LFjwoQJycnJAJCZmblr1y6TyaQo9h8Gq9Xq71+/cDQpKSktLS01NRUA0A7kU5zdmAQAA540uBIR6cOiMfywMijm7ymG9hgS7MzDWi4YrIfqHrr+y5k46LaK80vAqO7xXsVzdoZBONTg/c9+P+0Ffb8hzr9dLkNkjVgGabS+xvCjF0OG6sfzFQ+BXFWAL3EGLks5/VISNQ6hEvJeJEnSd1LzSksgObP3v/71r1988cWnn36qquqIESMWLVqUk5Nz8eLFvXv3AsDEiRMTEhLGjRs3e/ZsYhzKysoaOnRoRUVFWVmZPghakqTnT01mewJBtOblrdxbeENlwhQjijC9kCCHkMkmTCAkDPsQ5wKR+TtWqkQpHMQZjwQ4OBZh3ghx+gdNKouc1cxVOEV7DcpNSqL9Jn4oM7sTQu/n63dlDRW9C6E9r+s7T+p+29iYGEps5/p0SR+P3QwAk796lDw8mRWln0+J65svGJ0cflIweqykN2/oapXozuH0+a6CURP/W28Tri0THMvHYzev/G4WbxQAjl2N5Q3l54fzhgBgcN9LgtH3ex7kDfV6+w/6zrwkkZ0jaqvdiZm/JHnuNw+/M2oHeTj3m4fZaVnFnTUbZkxZDwDxHz09IEyUAOdUsSjDVXsz992PDxN9i9JOxwlGbcKrnCjBkPDCAGbhVU6cYo0/aA4VXVOC2xuPahSqWIITpc7OsQqvgWHtKwSjJv71/GqJMBuFRZgyqoL7kuRy0TVZCReew2WiI+3a7ypvKD8/jDcEAAN7XRaMdgzkvoG9ghok/NMQZW6QpO6RG484o0aaF6csQI888sjHH388YcIEi8XSrVu3Bx98sLy8fPLkyVOnTq2urq6pqVm2bFlmZiad37dv37Vr165Y0RqLXJCWJtcJF1Xv51NYpaK/dhLpk5uUpNdGLL2fT6EaiG27AJE+cXXeDWuN9tLALo86y/RT6YNAAzkough6DjEpKQBgE6ah0ygeqoR4xH/0tHgC0qIQHyXVMQ6dsKTntJHBr+/7a/SdiM/ilAAKCQn58ssvL1++7OfnR5IABQQEpKenFxYWSpLUpUsXABgzZgwbG7R8+fLly5dz94h4AHlLDFZ061dgxa5LAUYGxda5rlgLUM7qJCqANKpFrHhYyIZU99C/rLRqFHFMbId+NThrCmItQAjl47GbvUsOxqSkECMQNfYIYI1AbKfeAoR4FBrFoxc6GiMQawHKunsNaiCE4pQAInTtqjW8R0QIixogHoah4tHOeTzJcBU6lUGGBiGBtYa1+sSmpOTynRRkJ+x+nJc+ecu1h0bVD/WCGTq/kDYGsQDlLdF+zfSS6J1RO6gpiCghjSRCw49XwNNDhhYgBGFphABCvBS97onZuoF2shHHvAQ8evMP6CxApEEkiy0IWKGjFz2GykYjoRqrfuI4a3lIv7XGJDYCIYZ4nRGIQORO/pJk4FiDWPXDQixAJOgnY8p61EBeh94jplFCWXevAfSFIQCAAqjNIFg2QuVODPNLQDt5Jh+W2HUpRAPlPpMUu85gsl6s0KAffb8+CLqJ0gcAYl7cAGAQBM0y4P3nNBro7N1/Rg1kCNE9RPp4qQYCjgzKX5L8ji4MiNh+qPnHx3VP/d3RGy2+6q3loLqHah0ifTTtkZ8+CYivggLIu6G6R7MylvRHbV9nspmo+qm/rm3dYP/LrAJjV54LJBFRQkQGGbq9qHxhV37Rh6wkIjNp6A9wYCcQxRPzov3HLObFDaQnb3kyzwLEQuSOC9UhfAca9Uwa4P1R4awMIvBsP6ThmzFArJ04ZusGsgosb8Ez3qWBDOOjrXWLMjRWH6KBjk3cCHxGf75SMIp4OyiAvBWNySd/4TNsBpGo7evyFz5D2kT65C1JphagBhe7v6cAo340Dwmx61KoEYiNieZ5sojo4RmBoKH0AUcLvtjJRPqwET9UDDm0AFFYGWT/62CLehqbbtFL0eQCaAM0dISd485rozisYUcuDnarsBPBgq2P8zE9TqaqInpIvAz+6J0bwZNkUN4CraWfKFTaz1wPEcc4lQeoeZEk6f3sBpktLlnDeZMBoKC6I2/oSGEv3hAAXL7K3RAAZH6KDMUqyqZgDhJlYrAW1pdb0mPj5+wwCXcLZcIsvdUy1KkWwyyCvEUxJousmczafmhJ8tzkJF5mfdLPkpuc1PdZe2fWC/XzaafZAqc3JbGpETVVMpyHfXala7Vgphibhfv2BuU1SMuhOaLqKNFya3EOJsEn3j+qgDcEjtLGdOTnWbKCKMXIwcIBmp7Dv91EK7bGh4kS9uw7Fc8dKxZ9daMGiDLrfDJoL28oEES7lYVZbh7KSxCMCng95rBgVPhpw+ka7scdYRKd+2N3inw05jLBYH0WQXr2UdhvMiXuUfs0m7AijTgrmSWOfzjXxaeE/f95jxkosOF8X1WnAH5uMYAfL0UKRoXnBAQEWgEg6541fd9boxka1FV0kloV0ZFW8X8JzPwfpo/Hbp7+1VJNZ9rYLQBA+vPKQr+fsp4ODf7oaQBge+4zsn0CQJAs+gYWWEQZj4bwL0eDg0T1oEuU9uzDJf2Otr4aQQtQ24FqF1bEEH2Tb3RLR1QRnUxmGqdgZtSPRvEYS6LrAHVXWFYMkbZG/UDDPNFW/rmmGRLUOWo52MMhB9jGaoRRiPo5/NtN0FqF65FmgYoe0OkeVvRQreMhNDDrvmJ4TnHz+LUQeQ/Yc8Tr1Y+7SBu7RaOBpn+1NG3sFiKDBjOxa7Q9+KOnqQbaq8v7wJNEPgIKoDYCbyWX3vZDxZBGFenjfjR3BXpjD6+TQC6++hvNgStSXDb5sAieuhUgR1cdpeQ9ktz2NBDRPah+vI6zG5PYWjTUmKC5GwEAMC5u6x7ylifHvLjBgQ2ttaC6h+A56mfyV4+aQSFah4VKorSx6wcbxe+Tzn5hV6GhBvJx9QMogLwXjVNfY8jRwMogtm0SlsJwBp4Zhl5q+z6bQjWQoRjS9DhvAfIQYl7d0JY0EBE9FFQ/3gKvEp+B9PEk9Bm83IJG9MS8uVbT4zmwFiAihqgkMlQ/GlD0sKAA8lYa/O5W1+sYjSHHFqQAY+xxJkMuizjoh8YGachNTqIOL9qgmOv89ac3JbHusGYxC8W8udbRlOanzWggVv2g9PEiDNUP6WwW6XM61X5uDlzZ6L3lJYoKu7oxaJetgkwVD7mAsOon6541uk0BALLqGrO+Xqwf3a+z07Dc8cUywajzEP8XawEC52QQQkAB5K0484urtwaxbq+orRsMzUXsQjCe3KHCSB8Y5ExoDtE6GulDHhIzD61f3fe5+j2TIfIyeM+S98Aqt2ggb2fVoM8APkPR43XQiB9W/VA9JFh14TynU5OI7jmdmkTbhLOpSQAwwJEqitlVt3ZSHATtPjTXDdomQdCGkCDoD8Zs+2DMNt6cabqYZcL+sS/RdhPFENFAjmYhxqAA8kocqh92RZih1Sd/SXL+kmTDfD90W3YVGBjF3PCigsx1QdB9n00hLjDWEQYNPV/6mOisPyf1fS6F/AUdAvVDYO/eUAyJWTXoMwBYe2rC2lMTDhYOYJd9Id6C3vCjd4S5BjH8UMVDZRDUiZ4BK1POpiadTU2iGuhsav25SXVPXuIz9RrIY4jZtRbAwSowhxiaf8DRKjBW9By87SXXNBBP97DLvhr0AwC6wBqCAsj7cJjSg9p1eOoHqC/MaPWoQT1UneYgPWynMyHJxBpvZp5Ur34AgKgfEKJ/OsNl8K1mEPJSL9jaUxNWDfqMyCCAzxzMRjwJkhmr5dQPwdDnReQOq3XASPqwzi/adqPPy9M4eNtLoLMANSrxumZFWF5ZKG8m6IKgUQmBu/IAsQ8d/maYi7gSPTSHNwLQsFiVngp+bghrAHcIAKyi7EKgRAiz0VRwTdJySePuRNi0hEqIwmbOiHllA33IWVBqx1wselJraIN8H/aVGhSlwbZ6bxrNSMT61FjDEkFjXrKG2YdpakeKSfwOlRncculDLA0z28p8Q7dSLMqIEnra/ppObtEeftzSlJKBooQpg+NyBaMCvs+JFoxGRxXxhn4fc5Q3BAAL+h0DgJ9+Mq5wfNgSZdhPmB1SLBgVIPaIlNi4Z1OA8NtgFmYJEj/pnAt38Iai24uWTq2NOCYYDRC+JAE3fzvXsJ8kBtRn5mRPHJOZ/w0UphYjFxCaxp1CahubrJDzTFLvuqo4pJ1DKwbqtgImIaroTombAQcARB+b+FJv6yXKEqRUCz8X/kuK4p9oANA1SJSgKdBkBYC3Ru0EgPnf/J4dIp3Os+zEfbQdHSTKFBAXWJ+w586eNIQJPr/QVxGeE9dtol/EIyXa/GGU/CrRj+X3uQ0uKXkPrHKDGnHDUzYUQOBIAzWvAPr2HccRKiCMHPQQAUSgZUoNhQ65igk0UDMKID2GVcb0oUUEGmBEBZAeFwRQPSH2KxlJmaqRQU0XQBS9EuK9/+4VQETuAMAb50aSxh1Bud27FzaXAGoXmQsAlQWxRtPr8UAB5B+ZCwCzvl5MYztIm+0BgBXf1f/wEFpZABFofmRWCdE08XYvjyEcAcSTPpQG1WwYDaSZZrwHcQpFHxNABCqDSENcm2x4uCgfqfMCiIUVQ2LezR6s7/RqAeQeF5hDq08zolE8w+faT0uxBcgwTSo005KKRsFaevRQC5DhKPnpNUyrSnC+7ChAfeGtBp2OCqlqIBYg/fIx1svWouUmNJnjaU8zErc0BRgllPdYstgO18pQ6QMAb5wbyT5sRhxKHw+ESh8AIIoHmCjXD8ZsY0XPpiH1War1YqjVoCeLoBwyWe4kEkMMrP3YkNiUlNwku/mH2oF6MxeoZom89h2IBeitUTtJI6fV8zM5bwGa0+d74MggL8U9AqgVyNht//mhiqdR8IQOTxixOHmh0ZOru4siaOpwkZlsmzQa+ysb88oGaKTjQm8BYp1cBNbwY2gEIkLHUAMBgDXMKriUU6hqca0IDit68hY8E/v284LJznNySxJRP+CEC8y9EMOPRv3wzD9tEiJ3WGoKYgFgzgUAJri1YZSr/ddJo37Iw00AFQUx4CY4tw0KXezdYNW3q9coFtYLhjQRjSPMM3k3ezDRQM6TNsYeqT3966XsQw+hzQogcFX6iOn7bIpDFxh7oaForjiGgcw8Mw8dolqHSiLSJhYgTRgQ23YyJEgPNfno5YVh7mmieNghXopqAbSqq/7u1kD31Pcwh++0GNIXF2wiehcYNP5tb1Goz0vTeUeQiy4576Jdne6paYKNipp8Ng3Zu2nIXvJwbcSx9pH1xY+aVwxRV5eTlT4p9MrD2oH01yjNV5TE+oAR1PyD+CY6DdQ4SUSUEBi5wIymtyzujAFy0hHmTAwQtfdQ4h9M8aggaM0VR3/srsUAEfQuMLERmxDzygZNDJCgJLsh+qJjGpXD6iE6JKixGrshRRwEbRjBY6cuBshYtIUYO/OpAOIZgRobA8RCLUCGXjB3xQBpXGC0LRZAjY0BcpLWiQFq19DYI5Y+zRUEzYohAKgt6A0uQWKA2FrorAYqKQoitweGFiCTWdH4v/ISV9nbDWOANLdPcpVMYn0M46ABgI16BuddYBgDBAANY4A05JSE84agZWKAAMBJF5ghDmOA9FYfooF8PQaIWkGcVEI8MnYnxT/o6Xck9otOhRk45p/mhWdyYMOi9SKJhASxMohqCKIqBEHQmqVe7KKwGKMC9cDE/WhkUBMRvWYOzeUCY2FNQW60AB25M7W+DQAcC1BbhZU+lQWx7SJzWy04SWMB8ou0367xlBCdQGFnagw/rB6K2r4uf+Ez5IZB7z6O2bU2L3EVvQHjOb/Yr6jDGCC6Cgy9YIhDqPOL2n48B/cIIALVPU1UQvEPplALkOcrIXD1MJsOva4RgwSxALFyJ2d1EhsWzUoH0tYEQRvaezSjhpYhCm9NrGEYUN6CZ8QBy9qXx7xm3oakP3ee9umaKIlIMJBbYoBYxQMACZ+vpG3xMvg2RjtdiA+4NTSbqhmeEqot6O0XmcNOYx+yigcYPVRSFARGXmMCWQbf2IgfYgFyNAtBGoEHqh9wlwts6YkGCzsP5thtaDlzVgNA73cb/PZYC/k+CN1KbPHPLUvEgELeUJBZZFGNENo2q2z+gtFAUw1vKKe4M28IACJCRE8q4Gy+cVhr7rzVpKFRBmxsjU34822ymfKWaO8UY7ZuAACbyQZ1IkZvmTdVcM2t9d4ro0t2cGiVIBLi9Iw/D97/LGl/P+0FAGAfar5UGqw6PxcV5fo8jSwdzxu8R0f3J4+etgEA8qbqB+sZMoDrcjqZK/I3hX5rbJE+uTkJAG4fvsZwFAAs0UG8IQD4+iVuRn+H/GLjfj/NQuu6WZiIN8DEdU8oQm/KB2X1foQH+mW8eS6eHf2sOE63RT0h5ireUJVwgVOxtb1gVA+9J1bqDmX/2C3TvlpKykjRKgoJYTnJgw5uOGXsmJNlkd/IonAvnlllooD3q1XcysOf3fYS1BWcIkmHNcWnqqu471KAv+jVmmTRZ2oycbe12UTfMaswYUdZmcjHbQ7gviQz//WAI1/fgHDur49NmEJ6QvgpwWi/wMuCUSs/EUO+NYw3BABXrcGC0RCZ62H8tkx0vxHm32DDTUP2tb4acacFSA/5lSIySIMzjgxwzurQVvl47Gb2oTidKLFwKLpLVaPWhMcIS6u6sJo95sUN0FHozwcAThzo4P3PEt0DjPSBOjHUWKiV7vQjSeBIBnkCJzcnxT2aAgBwvNzRXF/hgX4ZAKBRPy3EzhG7advJm93pXy/V+wWoBqLVNPcbbdv6EN0DABO+WFZoCTKUPgjiXbhNAG0Z9o7GDkQxtAA5jOfQBJ1AW5dBGrkDAJO/epTtJO0munLcgjZgfNda2iNeAsPqHmhoByqvMN6EIKhiQaSPYckOD4EYfuzqx1WO7Uv22+cgUJcNUnE5pLfV0Bt+WpTfpz9YbG1P4j15UZ8Udm2w4cJgtohmQpgw32urw1qAEMSrcY8AIupHoIH0kCx8mmTEetFDOl1Yeu1F8KQPKSJDRon5Rz/T6yDqh3jEgkO5vgkeGklkSM6c1aSSF3moV0IuqB/qBWshiOghNF36AMDI2Ru+fmkbkTgkGEU/kxU9bHiKB+Ky+tEUInD+AkVgk52wokejcqjuIRYgRewv8QwmMCWrCi0iXyqCeAtuiwHaMuwd/ZBhoAb1iGnMP2zEqwtCp83EAOk9X7Rn8leP8mKACHoXGIvDGCDekE3oHRfEAAFA3vJkVvSwi3jFAkgTJUqpswCJPP1EA5E2tQY5EwZkGANEOLo/mVeJluB8DJA+a4tA9ITzXWD6GCCifiis9HGob6haAg+LAWofmSdWP4YxQLQiARsDRC5TVAY5HwMkXvOiGRULILEFqPVjgMCRAMIYIMAYIADAGCAeGtuPIAia9Bh6vmJe3ACKbJhrmMXhBK9Gb+NpVDFhz0eTt83QBUakjzPGHh4aCxBpExkUnOXicpjR0zYcXeJAAznEsIgBLwjaBUbO3kA1EJEyDnUPhWcociMk9U5FQcwHLq0ZaKFsvHrzj2H0D4IgrYx7BJA4+ocNgu797vOiVWDAzTHjI7QlrWMP8zJa/0UtQETrGMogw2Bn51WR3gLkCbDxTy3EyNn2g/WLTHZG/XhsJFD7yLxmTL6ssf24gN4R5pnVABDEZ3GPC0y71MgsshcGZHHvd6tjRb4q6sHRp8cAgJjoIu0GdQTz18ECQKBJ9GrHh58TjAoWyn5bLErvW1ItsjlfvsrNTh0UIjqW8CBRjtQioaHbkicykjtJAz8msfMpsiZ6XSNw9amlCXKEwbHQ1f4AEK8L28yYsp50llXVi+ysu9cAQN/319gf/yAy/55Z/JpgFBr6iTQkFXLdNGn/uYW29UUJsuc5eFIeCj+vraYw1sWGRcF6dK+32F/5ySCHusAzJF7UJ3hJABBq4t78bCruzz5cNeiztacm0Idny/iJ3gFOFTc4Os2CJvJw+lcG5pm+IVzPBXDWz68e9DFt7zo3XD8BAMqEmXbFFxxx8uRwmWsKCzGJrgwlNtFtp03ouDxp4crQSxaRqyU6SJRPPJ6fqTzCJLL4nbaKvgwW4Zufa+FGJkQFil5tWoEo1YIAscPueoUo1YLYKxfID+2YEHWWNwSOPrUjWX15Q7YqkTvPFNTg9fhQJuhGkfVnAwNP3+e4Xi2aLo8m03NhPTbSCmhC2u2ddXKHF8neqMV9dBFcWKiFyh2WjCnrSYMqnr7vryEaqFloop9IUJKpeakpiC2w1StIVvEAwMWfIgIdVK1wD6sGfUYarPpxHv1a7u+nrDeUPi7z/KnJpBFj5t5xIQjiFhohgK5du/bBBx/cf//9gYGBAJCdnZ2WlibL8owZM3r27FlYWLh///6JEydGRUUBQGVl5Z49ex566CE/v0Y8hSGs1iFiiKd+aKEo0kDd4ySC3MEthCZlMwtr+GmK9NET/9HTVO6Qh0QPkc5mFD0aNBl+nYGUWwKjSkytw0XPLgvfPjIPIA9c1T3AkT51PaKCX06yetDHVPogCOKZNEKdLFu2LDAw8OGHHwaA48ePT548ee3atTU1NSNGjDh8+PC1a9cWLVo0fvz4Q4cOSZJUUlKyaNGiOXPmBAeLPAiNxRnDD4A9m594EZMPcpZZJzWgLoxGo35aAUPDjx59pVUNrB4Sx4FROxBrASK6h8igsqpAreerWXFBA7lL+rQEN3QvAI7vrLHQMGeNC6xRfD9lvWEam+bNbUOcXyiDkDZPXmJd/YBdXmZ0cFYAHThw4Msvvzx1yr4Gb/PmzYmJiYsXLwaAzMzMHTt2zJo1Kzw8vLS09OWXX162rD5jROvgsEoUAgAD/vUc0UC0QWgFkw/BYTZLHs5YfQQpH3Pnrc7VxQCx5p9WoFEaKDYlpdWcXy1Nc6kfKn0cTXTAW6N2Nq/QQZC2jSY5FjRcL5mX+EzMrnXkL7hE3gMtu85DgFMC6Nq1a0uWLAkODh42bNi4ceO2bNlSVFQ0ePBgMhodHX3mzBkAMJlMu3fvTkhImDRpUkhIM0TIup3PbrMvMp/whRcvtjI0/FBaU/24IH3EUGEU8/eU3HlJPA0U+/bzvBggfRB0y+G8Bmoz6geaQ/pQmq5+mpeNQz5gH+qNPc+fmoy+MMR7eeHmNGgod94atZM+1AujxkKkT8yba8FNMsgpAbRhw4Ybb7zxk08+qa2tHTNmzGuvNViEIkn1S8kGDhz41FNPJSYm7tu3z2hPLQWJ+2lGIxCVPsCoH7YTOOtEPBwqhogSEq8Ca0ZaVP0AQN7jXPVD0ccACSa3EA1jonMAYMV392nmbBqyt82oH1/gye9mkcbqQR9QrUOkD7sEDEG8CCJ9ns2cDgCXdL8SNGsoaTfW/JNfV0WbSB834pQAOnHixMyZM/38/Pz8/GbOnPnVV1+ZTCalLn2p1Wr1969Pf5yUlJSWlpaa2hqRJbR0OTSrBvrsts0TvniU/NUMTfjiUboqNa2uWqGHKyG91adNkjtvtTMaiDTEnq+su9e0UDAQMEviyTL4TUP2gpEM8ikiuxcWtFbY9fxvfv/WKONCniQOOoY5nek5bsiT382iRiCNNQgw+gfxWl64OY1IHz3zv/k9NQIRGaSRPiQeiDjFNNtGbd1ApA9JD6tZBu8WnMoD9MQTTxQUFLz77rsAMGnSpNGjR5eVlV28eHHv3r0AMHHixISEhHHjxs2ePfvKlSsAkJWVNXTo0IoKbv1JjRdAnAukXNDbqwAAIABJREFU536uvDCHWHPn2e1msW+vBQD6kCBYCBYYbPzu0zSM1N5Ogg9oj9WmfbUdu+cDH9Zu/1ZZgxIHLIeFQZ2XyriZfgAg71I4b8h8VZS8X7+0OTc5KXaD3fyg8NPAA4Bs4earUMIabJi3JLlB3XizMHeJhbvcOjhKmO1jxp+dN+oYusOAiYymE9KHtIYts1HZBa0Okr9wsQqT8liFqwbE16p8G/fLMMBftH7+FLc2DACAf8MjHdIj/7uL9jPo74W3G23hFNWKGQD2jtpx3zcP60f3jtpB26+cSWCHSIabbcPeoj2LT8wnDxefmH/ZIvL7d+WX0IkLyuMNAYBNmICg0BoqGM21cK8MkYHXeEMAYBZW2Igwi87EAP6XpbNZtMIu3CQySJv5X3uzsIZGhDDjkah0EcBPwnxIAr6v5l7qAeDb69waEb8NE6XkkYXnvqDyCQBs3DkbAM6uTwKAAU83sDFHHayvn3MwY80d8WvY0YIEg5VMtEJiZvJrmssXL/mZOACAly7EGYniMk5ZgFavXj116tRJkyZVVVX5+/s//vjjVVVVkydPnjp1anV1dU1NzbJlyzIzM+n8vn37rl27dsWKFWVlZfpVYJIkQfNBdI/hQ6tFNkyByIMW4sgcu6N9ZJ5G9wi4/lP9d91sanC1IvtxuAdPIDc5CQBiN6SQBrgUrewuGqV+xJD9sBqoFXAoetoerp0XrAbSsHvE7gfTHzQc0kAkjqH6AYBXziQ8duMR0qaNOo4AwOIT89kuzUMEcRcL+h0TjttHBzydQmQQfUgaBzPW0IZGA7Gc3pQEugqJ7BWMdzVzeJVrUa1jiFMCqGPHjl9//XVhYaHJZAoPDweA9u3bp6enFxYWSpLUpUsXABgzZgwx/xCWL1++fPly7h5bEZoOEQCitq+jDw0Lr1JcuDQbQvZjuIBlSb+jW8+NNt6sdaGKh23HbkgR1JtsLHnU6du02lh6mOIYjTCo0nggjVOMVTz2OY5OWsQ1XDvF9Opn94jdpPFg+oPOaCAyn6d+9o7asRcAdLYfgiDHMYK4kTl9vgeAN86NFMwhFiACET1EBp1dn0SMTnfErxFLH2AMPxRiuRGkvPdknBJAhIgIrZNe3+NpaMw/1CDEqiKW3u8+nzNndXtXr848GBmUBwBbz41e0u+oo41aD+rzahS5zyTFrnNqQ1b05C1JbpY4LcrAfz13esafXbAAaZbBN3ZzxHnoDQC1qhIae5Z9dzFqSI98YGSQRvE41EBklLjA9LDOr8duPGKogRDEoyDS593swQBgaeQdK7X9UBdYYw0/pzclOb+41QNphABqAxi6w9jaq2y72akoiHmrLIpIH0/TQI0lb3ly7LoU5zVQi0Jqo2ZMabQGAke6J/6jp/0i14MX3tl4IKwdlLTJ3/SLjZBBRPoM6ZEPsBsAHNp7eAi8YFT3oAZCPJw5fb4n0qeFsDvFMgB00gfqJJH3qh/wNQFEqLMDWQEgZ85qWoJeX4u+JWClD214iC+sUbimfmK2bshbkEzLlTSjNaiFonbI/Y1Xn+Ruh9p+qMmHNk7VwIgeeY3SQADw3cUoGgRNXWAA8GD6gwIjkNg4RGOiH7txB+oexMNhDT8tyh3xawyDoKFOEhEZ5KX4kABia6MaRgKxQdD6zZsRvflnSb+jc79xPbW/10ETFmgSGfC3cCdNLGiKgJH/i+CC+qEQ6UM0jUbcOAwG0th+2BVhNAgaZRDimbS04YdAY6LbML4igNjoH9LWLIMXx0Q3O6wG8jp3GKlo4YL5h8AKHbZttwm94myU9Om6pI4DWzjREZp/mgvNyq/2ka6rHwJVOazhh7TpHLbtJCh9EM+k1Qw/DqOhCd4eA+RUHqDmRZKkyoIGWRBcXm1kEyZF6BBpkJ6HLlk/Z+Nm1yhRAnhDANBZFiWriDaJjuVIVSd954w+p/+VPXBGn9PQcEU9yymrKJ3Pj1ZutYH3CuJ5QwCQVchNEwIASqEoq4T5Gjf1iy2INwIAoASJ3qK8x+zrxTQJDgAgJuIq+/DwbzeRxvj/rKA9tK2h4LookZK1mnss1rJAqEtdGqVbwnZx2jaDbeoQJ7iS+fldqoUr2spsotFQE/fbe80mzrMiyjcjyPQDALH8TdcU2d27JOUj1GV9pA8FphpF4e53QEjBqkGf0WrwpL1q0GfsnEdPzN087J1HT8zVbBsZWKzpYXf13XWuJjObRB/oyNDzgtFy/lVlXFAWbwgAykF0Gr599RbB6KXyMN5QdLD2TWAJ868WjIYIr4FW4H5VyqyiS0NcyCXBqCAPUJRZeCzCV0vTLI3oYRCRVq1wjyXX2pk3BABWEF2xK2zc0dMW458Akm6KlwOCMOufxlc/Qvb8BiUcxDijacgcwUxxxjLNBccvMqf11UjbtADppQ9PWHgCVP0gwOgeTU5LAMhltA40bBMxxFM/TYdIH5rBXa+EEEM6ds8HMNY95GFxTYBDdxUPonio7mHVD5E+m4e9w98aQbyGbcPeIummhvR4S6yBWp/GJjz0KNqUANLoHk8WPRqoBqJJpb3oxbcQhhYgjY1HbwRqUajuoUoIpnnHee4WOnbPv/5TFGsBMtRADteuu4ze9sNKImLyIbKJmn8Q38TQ/OMJ0DzjbP5xD8eLnGJtSgARSgvs0kFxsWCAG6AWIKJ7xLU1fBZDD1frSB8NtKgNYojgC0yrnm0asnfTkL2aqB3XZBA1AtEGETrU/0V1D3lIXGAofRACicQnGsjTIIYfjfoh2bCgoUdsSI98gCTXkro1CroiRCBxvEL9gLcLIGryIaKHSh9v5PpPUeRng9w3O5ruieSsqc8iLZ7pGuP/s0KjgfQ9rQaxBvlFJoP3nO2tA/kaa77D1PxDWfHdfdQUBLrIZYdown2I9KGhPAVVYQBAvWB6UxCg9EEAoGnrEFsNYgEif9lqMILKMC2Et5h2nMQrBRC7ntarRQ8L6/wy/AnxTIjo6b0mJWdNUu81dt2Tk9yCNyLuUjyGkGuBl6aBb1E0Op7IHb0LrJgphurQF0aqTxP08kXfY6h7EIQyrEc+UT+eL4OIKUgjd2hudE276Ri6sdpeNhDRyg5PpqIgpqIgps2on39lD2QfXv8pisogr4DIIGoBamlo6I+HgNKHhegennwn6mfFd/dpDEJQt15994jdhqYgqn7mf/P7+d/8Xj8BQZxnWI/8YT3yAWBEjzzPVz8CWEnElrJudogeasZrHUkw62hWy+KJAoitxG5IY0sIeQX66B+igTxcBlGrT+81KcQOBC15HhLbj94Lxt8CaVUMv7Ek3IcoHr3uoZA8zjSbMzv01qidRPSg9EGazrA6S8mJi1HpF2O8V/20Gi3h+WpeOeUa7skD9NNP9iqq3bsXAsCFnyJ61jX08238WGaTKHGJAyz8PEARwt3mCROi5Fq5iTcAIMTEzeBSzEmeM69PxtvZ8RZFlAvk6PVevKESq2jDjFzRmR+cIcqHZGIShZzcYpc7cUtTaHvww8ZesPKeht12BIlCbCH2d4+mtWTbIeGibB9BZlHunKKz3HxIP8wTqavbvpsvKKf6Xly9y0ZPhIn70cjCOxPxt97CzxJ0XZheqAknE+QzX7NRPfO+uRAzqmf9PQw9r8lpTjt7di9cqvNSbRn2DgCQ/hqbCQB2jHjr4fT5mmnny0UprIotonwz4UGir0og/6sSHypKVJNnlOWLEs9PchMfKLrfu2wLEYweKmlgPNbwbSH3BLfxM9wAQO9ORYLRASGXBaO9A+s/ZQ0DAwp4QwBgFiaEq+Jn1sm1it75k5YYAHjh5jS289nM6aRh5eeaAoAjhdxL6+WrotRiZrNoDU5EWAlvKCxQ9OX8Lita30kKG0RtXxd6yqyv1k7JTG5EHiACzfQD/GiTIH6eKnE+Mw3tI/NaX424OQaIKCErR/ogAPB2dvy8PhnbPbtYGKt7aPv7HUk8DdRE2GImhgVuWxom4cJ60TyfhKifby7Yf3ojzFV0iFVCrBgyZEvd0i29+kGQxvJs5nSqgaj6aQOQO0B6PWx2/CJz2kyoiR43CyDEIfP6ZADAwrpaGR6rhIjuObklKW5pyuCHU77f0SIuMIpbdA+hQ2Q+vSJ0iMxvoSKsXg1VP3p6NjT6bjHKVbj0xNwtw95ZemJuDd9MiyCNpS3pHgJrC2926NoOC9Tfw7QxUAB5OqwFaGG/o0QJeawMAoCTW+yGnxYy/7QQeUnGiq2DrrsN3w+1NNTq07N7IbEGbawr6s5C1I++H0EQMQNXpAi8YE7iO8taUQB5AW9nx8/rU697qAwieI4Yiltad9bVeJ/6iUlJYR+yozzFw5p/0AjkDIaebjboh20jCOIkxAsW2jTdQ/EF6UNAAeQdUOlDHy7sd5T8FW6HOICEMMekpGhED9vD+rwopPO27+yxz0QD0VEUQ40FpQ+CuAzxhZ1eaL9kNd0I5COgAPImNBYgqoF+n85dquAt5KxqqD/+3uJnL6tXDC1ApMdwFZihJKKiJ2PKejQICWgY/myPAULpgyBNB3VPo0AB5H2whp+2YQHKWZXUe639vCXL4PMeT2pRDaRZu06WwfPCgJBmhEb/EAxjgBAEcQgbAU1cYKh+Got7BFBZY8qUKvwEJVZhSh5ZmFWiTOEmuTlsEUW5limiFCMWm79gtMgazBsSpAkBgDKb9tX+/Yz9l+PxGw91DeRmlRBnuQgPKxOMVvHfIgAIusp9e5VA0ediLrY3zqbaBceAlSlQ10kONDYlJffxJNKo31KYttOSEyoYDfuy/tUe3Z8MAKOnbQAAeA0AoG9hOQDQZCx3DF8D/ywn7dOztG8gyXBTtxK+3ox0oi4l6zAAAMiYst56UZjcgf/JKMKvriDTD4BoS4vwvKvm51kBgOvCTFQnq7inzCzzWfbhTz9FdGcsQGsyy3Vb1PNe/mDekMkkOpjQACZLlQ6LVXSk1fylZ/kBonwzMYHXBKPHS2J5Q5H0lDAinp9WBwA2XxIpyJIy7sUqrKPo3LcK00IFmZgKJjrCZO6eL1tFOY2C+WnSACCwMUllWM5bRCmjjmX0E4yGf8u96IS2540AAJRxP20AAHNn7iee947InH/xOXsun7rMhDvokB/A6U1JgvAdBbinTFaN6HwJEp5rgs9F9C3xDNwjgJAm8vcztz9+4yGigf5+5varLl4Z3MnZ1KQBK1PYh0CUUB1E+uQmJTXQQE2mgfppyB3D1wDAwW/X6IdY2DXeZtl+aaCZ9QknLkaxDxGWnxgLUPfu+9dkThNMbhv8+eb97MMm5rNu6EP0oNJ4SOtgWKWLZixEnAcFENLaUMMPbQDAgJUpZ1OTzqYmUd1jvHHTOLo/2VD66CEy6I7ha2hOP2L4EWS4AUb3DOuRf+JiFLh6z+o7rMmctuZm79ZAO0fsBoDfG9VwpbrnucxppN0U6UN1D+tDXJA11/nywDlzVpNG73efF890kmcGfSYY3Z89QDCKuAavKgVRPy1Rs6INgwLIi3n8xkPA+MK8BdbMo+8/m2T3fOU2bGiIecOV9F/OqJ87hq+hRiDaoOUd2BzHLNT/deKiyH+K6PFqDbRzxO7fpz+4c8TunXXFy57LnAZ10ue55jgoQ93DQsrhiTUQkT69330+Z87qZlc/605N0Pej+ml9nDcC+UfmAkBNgdBR5wOgAPJWWC9Y24N4vnKTkvQyiEifvAXPuKaBHHLw2zUaXxix/ThjAUI8gZPTXqDthM9XCmY2BdbwQ/5GBV5jXV169eOC+eeePiebWCao2a0+hGcGfbbu1ATyVzOE0qfl4Bl4aKcz5h9UPxQUQN5Km1Q/1AUGDaN/SFsJs0Kd9Il5Y10zaiBN3A/RQEQGPf/uTpQ+XgfRPUfuTD1yZyq0mAzSuL006qd54340MGFA9jQNAiMQK32aywjEUz9IC0EKLPL0jcPczdQyVFMQi9KHggII8RTYkCBx7HPeguas/EfCoqnnS2P+OdgTpY8Xk/D5SqKBmhfi+dJ0UtGj93/9+eb9b43a2VgNdE+fk+9lxwE0WAWm8YgtyBLlT9JrHWoQajqofloNUmMRAOzLVo0g/i9BeBDqHj0ogBBPgcRBA0f95CYlUXuP3vDDSqIY51aNEd0DAKOnbQgqtJA2VT+kAQDPv7vTYGPEA2BdXQAQt/9Z2j5yZ2rC5yuJ4YdooGY0AhmqHwLRQHrn13OZ03It4W+N2gmNMQW9lx3Hc4E56RcztPc03fyDtCaM+nGAYQxQbUFvoooEy+B9FvcIIE1qn1yrKINLscJNHZFbJboK9A0qEIwW8J80xCRKinC2TPSkg9pfFowKkg+JOWuJFHRmFHIDbweGi96EQLNomVLRYNFo+6vcZCqyVZTGBmRRPp/Qs/V/CaSw/OCHU75fkAQkkPlD+xArYgKuVgHAoWOre+2zgI4t726m7X49CgHgXH2SntTrEAgAB3vYDT/pF2MA7LonwiSqhCwuVn60qqtgtFjhpo2JMIuetMAqykQlyOCSaxUlRCm2iXYrSGMDAI9GHDLsH9szd7muc+SnTx6buJG0Y15JyHssGQB2HknQTYS5CUcBYP3NaU83rOO9/uY00ng7O5405vXJeLp/3Yqk7Pi9l4enjU2d/tVS0jH9q6VpY1NJAwBOHxalWokYyT2Fc8vDNA2WxZ2/BIDJF2IATupHl7z2R/Iz9tYo7e/Zycnc70nc/qk9u79whkkoRdo9uxeSRuGnoqD7iCwlp6HVZ/T0DST5dlWI6OP+/naDA6Q8mCDKv9qXn9YoyyrabUZVtGBUcK7lVYt2e7LQ4OJJiU4TyYKg03nAobq/aLdBhaJcU/BpZ97IN2+9zD5sH5lXURADQDsNdssafmhD7xQrshlcGOsQXclyhD/QhfzcTnEBol/DS9rdivJdtRDuEUAIoufsxqQBT6ZAMQx+OOX7HUm0nKozdVWpErp9pIO72349Cs9x8hOmX0RXV7MxtmcuAHx1ITY5a7Zm6NjEjSM/fbKunRzzCndpHhE6T2dOp4qH8HTm9LigBmmW3s6On9cng+ohsIueLawGAoC0sVsAoPfzjr9RPByut3JI3NIUEs8BbP3gFmP0dMcrHxFP4PChVQDQPhIqCmIAoH1kHoC9zYO35svJtWBI4wTQmTNn/vvf/y5cuBAAsrOz09LSZFmeMWNGz549CwsL9+/fP3HixKioKACorKzcs2fPQw895OfXuKdAnGHbsLcWn5jvaJaXMeDJlLMbkwRyhyxip1pH008sQIjn8NUFY6MRVT8AIFA/BGL70ViAKPP6ZJDG29nxeg2kp04GJYFLMqjp6odAdY/z3g0NZy5G3NiD3DEnDXjSlT0gHsXhQ6vG376WNJyRPtBQ5bBGIEwF5DzC4gINqaysnDFjxqJFiwDg+PHjt956a4cOHfz9/UeMGHH69Ons7OxFixY98MADqqoCQElJyaJFi6qq8DepRVh8Yv62YW85muWtsOYftvPo/mSSyZCm82HbiG+iUTxUEkGdEYhYfVh6P5/S+/mUnNWNTrZJMu4IJpBMUeSfYFqjYLSOth/qbhvObmz0sSAewuFDq6j6AYCKghjyT7wVC4ny8YvMIf9Q/ThPI8wzq1atCg62l7LavHlzYmLi4sWLASAzM3PHjh2zZs0KDw8vLS19+eWXly1bJtwTgnDhqR/aFtSycAiJ/hF4wRDPgcQGOYS1+pDGvD4ZABnE2MN6vqg7jEA0kAt2ID1EFY1qmCuhGbMnEA10xuhLSxzHKIC8FFb6NBYa8kxED+oeF3BWAB09evTNN9/88MMPExISAKCoqGjwYHudwujo6DNnzgCAyWTavXt3QkLCpEmTQkJERe8QxJABT6YEGAVQEknU/hdhbLURh47Zwz/79QBoEPiMtCxfXYgd2zOX5wUTQ6RPzCsb5gqDbSkaz9fb9iDoetHDyiBw2vl1tG79/Oi6FWRE6OiNQMQvti72Q2BgK6gAAICBRnHe/2WogahxiGogdIe5l6YIGqT1cUoAVVZWLliw4G9/+9sNN9ygH5Ukibi9AGDgwIFPPfVUYmLivn379DMRpDWh6gdQ+rQ6TVE/DgODCFT3sG4vit72Q8Oi08ZyDT85q5MiPl9JpA/VPVQJ0QAg54OBqAVoycY/imc6hModjQyi5h9UP+6FqB8SyzxyluPvMJnZRJwvf4HocUoA/d///V9sbOzcuXPPnz8PAIqimEwmRbHfjlutVn9/fzo5KSkpLS0tNTUVANAOhLgXZlFY/TJ4xGPRqB/9AniWxkQ9b9G0qfNL7wXTqB8WavtxUv20BIaOMJQ+7oVIGedtP42dL0aQAtG7kCRJ30nNKy2BUwKopqamY8eO8+fPLy8vB4CXXnqpf//+6enpZDQ9PZ34xQgmk+kf//jH0KFDAaCsrIyGDVEkSTpl7cL2FPMTCQDANYWbr6JMEeVa+LgoTjAaZuYmRbAKY8NzS7gpHAAgxCTKndM3iJsXIb9KlMris7Pa8joxb67dNmxVzJtrAcBs5qayuBQo2m2xRZQLxCb2OPEzR5hLRKk1uh4RhsabuftVhFl3/vXBNgDoEJlfWhBV99feCQBWm2jjCH6KMEHqDAAosIm+gWYQvYN5tk68obQyUeDIsSKRZaWsKvD/sff+cVVV+f7/63A6wKAEIcrIBRFEjNEhHAotpZSuYf4YzdExy7IfZmPNw5zpxM1IL1c//ngQNo5d+2GaN21yvJnlw/Ir8RhiVEbQeKiMhCJKKINzrkQSSMAZ6PvHOmz2+bHe5wDnF4f388FD99nvtfc5Z++1936d91rrtWQhwzXKz0MXRFXd2AipuQuAbQbrWVl2ipX0kb8n5YKyvPfunYtOPA1cUF4C2HTHwRdPz7PeMAit6gXlpSAj/JzZy6/TnvvZsYzwcweBN79OG6prBADsxqKkBaPLNi7a3V10UdKC0WVHLicCh5V10wEARy4nPlto8j+sttXFeUkD5XCok9eURgN1A0xIMUVtPuSSn37pzE69zYZjAEG18vobSV370FFVNzWQsmwJtuVVI2jopK6nYbpLRHSMVnqRzq5dKAsBQBFV7TsDqW9a/Yb0bh+21/Q1i/dnTpyfA6BVtVy837IH27dXTb5BQ6Lruvo4b4cVAfKjB+COTb8xX6HvWqO/Y9Nv3vu9mYeQFdI7w2eN1LOy3mj5EFczIlB6ZzB0UEc+RldvscalWscmDgmgN94wHdaqqqrPP/985cqV33777YwZM2bNmtXW1tbe3r5ixYqzZ88q5RMSEtavX79ypcd+JDGM0ED2SjEuYd/dOxeeeNpeKTssOvF0ZKDUK1Jh7uhye0UA4M2v05772THr9cJt+aOL3Q+AI5cTp8dVHLnsXTN6Es0cFr5ZjHuwljgAJs7PEesVuSMYEm1mSNtlb9gnyrfqx67gk94nHBJACvHx8UKjDRkypKSkxGAwaDSaYcOGAZg8efI///lPpeQLL7zwwgvWHrCMM4nZs77mMVMSiLGA1Y+a0pmbUj5/2V4pp7HwxNNO0UB2+fTiWHtFTAj18+bXNvymrTUQAC/UQD7QxuFjiGSPGiUDpExSC2BIdJ1aD317NTJQq3OKBhKwEuo1PRNAFkREcMdSz1PzWBZ4fh8AwK2Rtcq/jBp3qp/e0dX+5RxsJnsIhAayWKloIJETmh5XEfOerY2ZAYmS7FHLIGtJJONmXUxfNJAielj99IU+CSDG44gkkL1SAwXR+wec/nGA2qWronZYzinrKUR3H6ej5Hue+9kxm7kfC0QSSPQBssgAiTXyTV2OMtiH80Deg6KBYN0i9gezlI/SBGbRNNYjbomsGrsCYNHjPFgA9XtYAzG9wA3qZ5+5rJFloYjcz+bxB9QvXzw9T1mz2aqwujlMyB2i2csuNtu/ap5aBSDmvY3qNeqXFlQuyE74KFsW7SlC+ljIILVHKON+rPNANvsGCd0zJLpO3RzWoySQOO/lW/UAWP04CxZAjE+hJIEYz6J0AKpqGAqgdOYm8VJZML0ELNSPOhtkMf5r8/gDypq0wd3DxwRzR5dbdAlSyyC72GwFUyNGgdU8tUqRQWLBQhVVLsiW78MJqGUQHJsqmHEpFtLHug+Qmr5kgP5VF281CozpEyyAfIH4P6+tengNdwNi6eO1pHz+spA+FnmghLDrYkHRPeZ6yGwUmM3x8HZxPAMkmsAIJwu11rHI/YgQAHXKx3ViSMkA3bmaLsi4Cev+QNaItrBeaCDfsPnxQjTuH3mv0WgyvnxevaaTsJQBDM1SE4LggDZZCMDtIZRZxflGaQ/ujk7KByhQR9qlDKbsUgqrpZWY9LiBXxll2tESZ4SkV0d4RJOtLUzU14US0bDIG0TUWCh1GIr6S6MsBMDvitmIUAs65e5DNSuoIT9fL38bVg0ECpfaqeNwQ+6QUdxCme5o5QZCAFo6pbsF8FbZFFmos5WqgX71lFNI52C5r8kgqup2tJKeRiGUe1Nnm3TbEV2T9h7LN0mEtGkbxcu0aRuDqgwA8qq3ZMTacM3oDJIfQK3lIcov2wBgWtIrAFpyqTtDekQlEdVpO9aM6zYBArD23Ayx8EFFqq0tTOxIef/euGqxLFyw1XbY6+Ytlm3YkET6MzVTRjVBBuq8GIOk56UzkLrl3IilamDoLKmfGYCXYo/IQmOtrF8c50qn1C3pxfJfy0IApkRR9kL7S5OJaEKs9CGindt9l8tv2jUt2MwFas/XeVZb4KfRdf+8GgkgRBsg1vwksvqHOrM7zE8iq603TE8zDfU9sm+HstK/q2R71x62NFAiqc4ovWNX3AiXhQAEkqZQwVppDaxtoSp2h7lD2LEHNrtfjXAGyHeI2rHRq3q2uh+2hPdahNxRlgGkTduoSCKb6qenTEt6RWggp7Nm3GFFA8moXJB9b99mQGP6Kdbqxy6KyrFWP4rWAVBwLEt5qV72V4mk9jqubL2HBZCvUbt0FdzSxdXb4DEy/QWFIIn8AAAgAElEQVRFCSkZIKeQX7ZBpH/6jl25Y03CR9mVC7JZ/QxApgU/md+0SyzYK4ufRtfBSvegSxL9UBf7k8juES3paestNJB/V+sZ6x6nwALIp1B0z4CSQZXr9GDp48Wo0z8uwonqp9dYSB8WQwMHRQPR/FPS+0dJCIkMUMGxLHSpH7FeWaNuAmP6Dgsg30RIn9qlq2qB5EMefjC4lMp1+oTVYiDM23aKMu6lZskqADWqlI9LUfcBYhg3IzSQI0kgC5RuQGLhJ5FZQvoouR91EohxLiyAfBnRK8heqX6MSv0w3kXNklUx72+EqhO0SxG6J79sg6kb0AOAZEZ3GevuOCQWetH+ZQ2nfxhHELkfIX1+qIsVLy0UD6sf18ECyMdJPvTKmdkbfC8JJJq9WP14J4r6cTNK+keMAit6oNsukRBDQvqsPjtbvFwz7pBTNBAz0OhFEkjJ/aBLBs1cuNTeRozT8AoBlBB8nYgSg9J1ftSw3vo26bBJAIPlo9lrG6nBezRpodQI2/xm6fSKweR49cYoakC1tkk62DV4RBvkfgGBBTZXmwiqod5UZ5AOhTVW18hCADpADarUhUkHZJ5bvk0s+EdWd/UB3KZED96kTvcn9ZQZzPzwk7JQoNwVBsDO6nuIqM6P+qbGFmnFthribR4d0UJEOxulZ01XEyALAQii9oqIYmrUtF/hKfXLGmDUEmUN9WWog0ui1VKfJ+hXQVB1Ss1v2hX0q25/ipPDb1eW8ypfy0h4CcDJBaY1GfG3rxn3mlIgI/4lZTmmmpoNY9WM5apXmateUL8EoiGjfhJVTxL01Jv6BVMGGbogIkq96eAqyhOhuYaaBfK3M5bIQkmJ1J2hqZW64Vypld4ZlqUWykIAHg85Q0Q/aU8hojq5GjE22TD7SMe8/KZd6ZhXZaSutTh0X2yR0Ya6qxHfdbQA+K6j5f0Pt8q3w+wL84lo5TXaYUju2VFL1aKoZMr14Fqn1Kem6SZ1QlPMbdscsit1Nl4hgBiXkvbFi8ce2Jz2xYsAjql+E6f1pIHAe1CpH8YbKcCBdPTGsdB19GicDlSiJ6/qtbyqbjE0TbtQXSy/Y5/NUNGhzEmzHZ0Uk/ElCmA2eYvjREY7bTgk4zgsgAYciu459sDmiQv5Ns0MCIT0MQ3VaYLI+thFnf4BoBZDUIme/I59+R37cMikh1j9DFjSMa+nGqjuaoRIAtkryDgfFkADAiUJpM4GeQM2bhZdLRUZYcssQ0x/QDwDvC0JJBAyyG94eF6lmZRxEIsMkMX6lhlUY0of6VEGi/EI4m7Wi5rP6sdTsABiXE4B9qdjfgH2A0jHfNhqJVFeKn2A8hq2qwuwHuoveK36UeNgBshxRAbIpbmfnjbkMe5HyQCtBTfT9wPIzpaMDyFyPyL9I3oCpX3xYvG+THvbOQehgYQMEg9Iu7+WMsKWKX/q9e11sWoneIbxBiySQ0WHnHZl5TftUsYWTQt+0kHPPcb9KHcz7/8BwAhYAA0g1E1g6t7QrqMA+xXpI9akY75ydyjAAQezBRlhyywSQow3UFjYbduPnpxQX8WJukeB8z0M4yJYAA041Bpo4sIc1yWBLKSPBemYJ/7g2A+mjLBl6tmPOQnkfgoLs9SKp7Awa8oU1cSNOKCc0IGJ0v7ldBlkkfXhJJDX0tMe0Ixn8UwfoEvHzNpHL+nI5tJYqT+J0Uh5gdCEhN6UhbRauV8CEBPSbShizX8VzyGi4XKzn6RhZqYIFhSfDCOinXK3hZYPhqtflu7Wq9eHlBoy4l/M25cJICPesmd0ZwBlZVGfZrZnNSuOHFsy5uT7F1KBK9bR0y0jrFcqhPrZ9pzIvuMQgPqO7sqgXgbwejX16J0TWUZE8xqTZKEjVVLrJgCdLZRdSniEDacQhaBa6bbaZGrDlibKXSMpUSoNb8ZTJ/RafhQRbQ3XAZg4P6dwf6ZYECuL95se9nLpQ/nN2EP6C62jg7QQsuXRotBBRntNwKFiqNRP0aFM9TG5slZqGeVHWYB1f1qLjy38Zmxt0U2HoV4W0oVI7VsAIGIoERx8rIqIjj0jNZXpAHW9BBrqiOjtg6UPgo/mTZOFAORXTyGit5dS38XYID2A1pVT/OQTy6nUNYrKdumT6w+GdFkIQPkl6iKdMpZyoTtZFyMLzZ72N1kIwP4TE4loh7/0cUnc4gCcPNN7vz1nwRmggUXK47nqf/OqNqNL+ohlp9ClfpxJdpdRL+MphOiZOD9HWVDW230SDxCUjKb4c2I+wGJvyv45FcQwvYYF0IAj5fHc0t16kQrKiH9R0UDKcr9AmGeo1xS5pVcTo6Z4f6YigxhXY62o0jFPaQ5T/lX+bO+FcQFKZ0d7BRnvggXQQCTl8Vwhg/KqNqt1j5drIGvRAyAy2iD+bG7CuA5WPzZRyxTnJoEg2aEyBZX4V/zZ3JxxHT1SP+NGUo19jNtgATRwEQ1h/QtrDVR3NUL8yTZhXAGrHwdxugYSWOxTGSQP1bD5/KZdBarJOhjv4dw39KRdjJvwTCdoxqsQiR/RE0jdKGZvO8+gaCAL0TPpixdFKxgx7zfDuIF0V3phKzu3+RaK9AEwLfjJjpYWaw2Url0IIK9hJyRkhD0tCzHWWDR+cVtYP4IF0EBHkT4KXt4QZq1+xJpJX3RrIMalcPqnRwixEg/pKLCeIpNWil+iWWGr6TuEJCJUTl7DzoyIl2VRRo21+iEKM94GN4ENaNR9n9Wipy8aqHS33ulDwNTQDV6c/mG8AeuWr6o1elnhXqDsXOnvrFY/tFFQunahtSpieoGF3OHcT79D8+OPP9or42Q0Gk2PnlI6uStPi5GyGTBcDyWiaJRu+2TaMVkIwK4zlCnCbeGUp0dnp1Rx+vlRdimNFeFEVNcsDbWRZh9BXd1pKl7TJ76UK/5VohWv6dPTup3uLLj0pO3vUvPUqm+vUi3cIVqpTQiAax3SA1hrlHpr3B1XA2DladNtfcv4fcqyoLGdssApvBQvC3XWUZ8WgaTJTQjlVRMU3CoLJYZTfbr/IyqPiFYbb5OFVh1cLAsBSNhGOVEZq02WTq5r3PExLA5U88J7Tu7Tpy600fFO10rVooCDJ22uF0/fjMjnAeTVbRMLavLqtokFi2tBUJqZbL1S4Vj+KkIkdd4n9c0C4NcivWPrGqVePgA6q6ka2HGX1JFL2yS9lAAYh1KXsK6Qcgh78cIZWWh6XEV7XbeDnX9ktXgpFoyk/dW8C1K7uPO1VHfGRUm2K4PgUDV1Xloqpb47xhDq0wbVUIkSo/wxK3/cAQDCzG6PNU+tcr8a4QwQAwCK+ql4rft3anra+oJjZnMdeJy742qE1rHgxOUYm3d5xrmw+ukLqQtzT+5zWh5IbbNurX7EypWnF648vXDL+B53hU7XLuQO1DKmx1VYqB8FRQYx/QJH+wCdP3/+888/12g0CxYsiI6OBnDx4sWDBw/6+fnNnTs3Li7OYDAcOnRo+vTpUVFRAH744Yc//elPTzzxxC23OPoWjGexzgChSwMReSD3EN018uvE5Rh05XuUl9YIMWSdB2IYt+HSrtA9Qmignl4LFhrIU61m+a0fTAukMpfuYXpchbJ85LLIRVFpJ6Zf4FAGqLS0NC0tbciQIe3t7ampqQaD4dSpU/fcc8+tt97q7+8/YcKE8vLyixcvPvPMM4899pjIYjU2Nj7zzDOtrV5URWoe865khhdioX4Ens0DRUcb1OpHSJ8Tl2PEn0gI2cwJQSWDbEaZnuIlj/N+hNBArhgG31N6nQeyXunOzJBQP/mtH9gr6CpEsmd6XMWRy4nKn82SYoJCTv/0LxxKz+zevfvXv/71E088AeCLL744cOBASUnJkiVLli1bBuDs2bM7d+6cN29eeHj4999//8Ybb6xYscLOHj1KzWNZMXs8nNLwYWLe2zgk2k43IAdRpM/VqxHR0Ya742oUDSRQMkB3x9UANTZ/44qVuybsBvBkyePWBRjGdbjIB6in9CIDpOC23I+10HFP7iffuBfANN0i65XozvfYh9VPv8MhAbRlyxaR1/nhhx+qq6sjIyPr6+uTk0196EaMGPH1118D0Gq1u3fvTktLe/DBB4ODg6k9egK16BHZoJj/5qG8DuG6hrBbIm3PRHj1aoTyrwXqZi91W9i+xoniN67FjV7c+ln69BFO//Rf+qh+Cjr2uUED5VVsEske94geQWH+KnRJH0XxCMRKohM04wM4JIA0Go1Go2lvb1+0aFFKSsovf/nLd999Vx1VOm+PHTv2P/7jP5YsWbJ/v/faIZiUUKOu5reZYBnkAC5SP4J/1ZmNwLolssqm7rl6NcJ6FJjSJUidAVLLoF6k/RmbeE+Pln6HOHSpuAdd/aBtjgXzWqw7AxUUZE1Jd+YNIa9iU0biy53VtTbVjxBG6XDmOwIozF81ZdpGZRTYNN0im6kgxodxqA8QgB9++GHOnDm33HLL3r17NRqNVqvt7DQNnDMajf7+/kpJvV4PYPPmXrrIuBMhfYQMYpzIt1cjh0S7b7Ib0R9IeamMfBE/fHv925exwEtac3wAJ44Fo1GuAnsF7SCsgzxoIDQtcLFzeyIK9WOvFOPjOJQBam5unj17dmxs7LvvvqvVagHcfvvtJSUlIlpSUpKWlqYU1mq1//M///OLX/wCgKwhrMPcH2BixBWbxQRtHVKVVtU0VBYCYGiiXIKSk6oB1ABzji4/eG/mnKPLldD7FXfJt8NtYTeJaBtpTRQSKO0VbrhBNRqGjGkgogTzRpQT0aomynOiZbbpu8zA84fvzZpx1Gyo7e1PSV15Fry9LD0VQ6Kz01OzraONCSZvotIP9CmLcyeo9GfpB/oPL6Yckxyk7LLZtgNA5a+yYZXviXonZ/9J1D5rQ+DGvGd279Ndk541LfkbwRhBOf0EBFLRlxLzZaHyFqoHVXEL1dVg5yWp43DsfsqFBS1tVJTpG5/mvmZayo0AEBmtV/w8l0ynpp7wiyd7ljTJTcAAADF71n9yzsb626KoO9XQnycQUZDtQtpWabWvfNrSz6xarwcQm5tbCcQclhrVAEgvmFdwLMtmDtIvYZT1SgVdo9ZiTf7J7Gmp2WhsA/De5QKxUulxmG/cqyShh2ult+XmDurq3tdie4Cq4EqD9Jv66aQuSgD2llIudMnx1JO0ItbyOChEhVD2dWGJ1H1D5yf9wG2d0ncEkBBs5na2GdBoNNbFXGoO5JAAWrly5YkTJ8LCwhYuXAhg6dKlmZmZM2bMmDVrVltbW3t7+4oVK86ePauUT0hIWL9+/cqVK5uamgYPtnTis/klPcjBe9+yV4QBgMP3brPQQN5DwsfZLfW27c6i3smpfTbTQvHUPLUKVjKIYdyGmNJugE/iW63Xx+Z6RWtgdLRBiB5lgXE/LtU6NnFIAO3YsWPHjh0WK0tKSgwGg0ajGTZsGIDJkyf/85//VKIvvPDCCy+8AK9HnfhhCIT06ZEGSk/NLjiZLRbU60XiR/xrc0M3EPPexpqnVtU8tYo1EOOT5BnegvnID2+jF+qHO6IxzsUhASQjIoKV8sBixtHnD99r8td3ZLp4IX2EDFKQqZ/SD3rZMUK0fylEvWPq1a5u/BJaRyR+rKnK6n7r+PU9uykzjF3SMS8y+gDMJ/F1XRIoz/BWRsRyAOftlfQISrOXvYI2cIoGmpaabWoFUyGawPqS/gmN7p7K450LVBMY4yX0SQAxAxAlA3T43s3oiQxSaARkuZ+UxbmA2WBUR0j4ONtCAwkUJQRAq+twpNmL1Q/jIoTQsVA8QgNNGyvfrIeIxI8304vEjxvoi+4RhEbX3rgapSzThRkvgQUQ00uE9BGTxjsig1wK0QdIgZA+rHsYn0HkflzKlPT1hb0aCe896sdmEqgv3LgapdZATL+ABRDTJ9QyCF6ghBimf1F3NSIyesO0sa/YKyhFnfVxg/rpNfln1rlC/RTgQAZeslfKBkIDAX3N/QhY/fRHWAAxTkDRPYoSUpq9lA5ANofEK3i2TzRN1So9gPiNXvrx3Ebf+14wzu33k1f1Grxb9Ajyz6yzV6Q3CFeqdMzLq3wtI6GXGig6Otsp7V/2ijDeiGcE0LXroeqXn9SFyUrS6IJJ55JgyqchLfyCLFReRLlKRE4ycy+woLya+hFgbJV6b3S2ULYcjZ1EELoAafhgdZIsBOCu4banERWkBVcS0eqPLC09ACRiPoDKpojD92aLNao+Q9niZWe27W8qOkE/Ymvew4TVuQC05NS6QVJbIgHl59MWIT++HYj5Yw4AI2yVIb2mIiOvE9H/Oim1NZqVaMu5pYstZelENPiv0qZAXS1lE9LZQhlcMXbRxYwgoql5irvYqtS8lebBVR1hgyw36OJ6YoAshCqMXZlLPnuld8hm0ugntIZqUL4Rr0uOzy3crk9eZuNXwSBzV62iQ5kAJs3OAXCT9DNr/ZvZc8GC4OSurlJnTPPLTkteraxBvXTPrfHU8+Xo5djo6Oqjl22bLe1qJA9TN7Vrz83Y2ggAa8YdXntuxgFzg3sLQgZJ72XG05QZkjGMehKU1Q4nokb5I+YK+fS50mHjVq8wPFJ+5DsoH6CqBovdesBk1TMCiPF5rEfLKwPpbXYdUFbWTbJxu69cpxcaiGH6O1E7NtYuXRW1o/f+C2e2mwYtJi/LpX7keQFFhzKF9HEi3bqni4ywp/MadmaEUX6SBEcvx94bJ9VAjrD23Ayhe8S/9ooz3oKjU2EwjFOYcfT5woIeW9onrM6tXNfLQfLOouaFAT1lCrd/ORGhgWqXmkwZxGTD9CYAzmzXi7/kZbniz94WriV5Wa4ixRh05X7WjDtsryDjLXAGiHE3YggJVFkfu5gyQGQTmKsRDWEDFqf4r7gTpYOIvYKeQWSAHE8FnZG0NzFOwVlJIOVl3tStADK+XCHfgvE8nAFiPMCU9PVCBvUiG8QwDuL9s7eKVBBdRsn60MUYb0BoIPFvxpcrhAxivBbOADEeQ2SALDRQwiS+0TNOQElZeX8qqMBKA6lbxLxZ+ohWMOITTpqd46xuQPln1ln3/lFQdwPKa9iprJSVdx2iD9CacYdZ/Xg/LIAYD6NuCOOEEONEvF/9CEQfILXoSU/rviiocVNdlG/RAxi70uukkrPUT08ReqgvPaN7h9IPWjR+5U3dmjd1KzeEeS3cBMZ4EVPS17uos3PlOr34E8vKv0yP8PIWJWvSMc/L1Y9AKJ70tPXiz15xxj4ZYU8LGXTssJ1GRmdhPQpMLYPk2zEeQ+P+Ceg1Gk3MH8x/qYRQYzn9AuVR0qyiM5IcItoktSjwC6N623YaKcsE+JGOPY3SbTvIvaaMrSaiZ85I++69M2OXLATgDzWUo8y8yDNEtKJF6jlx+PI4WQiA9tRgItqa1Fb9SBaA2A+7HwPVj2TFfri+8wZ5jAZ1yCI1S7rvgMu/WvTWnXuVZbFwuHi8jc0AAFEJlO1TQwFlvNFKOXogKe2SLHSGdJNCvdwYBgiQew/FflIvjQGddZRrETpNFTu/ade04Cctgn4B8lMTGiwNAcYqqmK7CF3YbVQ4WPqBO2+jvktrJHU7akiQHqK2MFSt0cevtZ2/+f8ef039cvRIU4W8+E0EgKcqF9vYpgviZmT4G+kZM4K6eVpYvxRPf23ikW4fwuAAk/lQ/tSt08yTH7UN1CXRco06vAiSXuDCEK5qQXb8R9niX3W0akH2pxel060VNieKhS3j9688Pd8iWtYgvRIvXYi0ub7mOdNw0ZWnF4qFLeP3qV8CKDZILaO05BOktpay5PGrp+6QnRHSc6oLoE53Rydl5xMRdkMWaiGfleFBLeqXBfdvcb8a4QwQ43XEfrg+9sP1QgahS/3Qm1hTs2SV8hfz/kZF67x1597lXy0Sf4oSYhxnWvCT+U2UqmZ6Qfza3Ko1NlKSVWv0o0ca1H8Xv4kQ0sd7mHjkpeLpZirNq/j04ti5o8uJAlvG77epfhxHET0AYt7MAbDy9EKhe8S/6gXGe+juA9Ta2rp///5/+7d/GzlyZGxs70cDMoxzEWKoRxpIiB6bIUUJwSwbZFJCMf9t6q9Q81vTHU1tlT3pC57pDOjSQNZ5IKYvCA1koYTi1+ZaZID6EdO+XGGdBHIp1ukfgaKB1KmgLlVU3hfpA3P1o7xU1I9QQur0D+M9mATQzZs309LS/vWvf82YMePUqVMLFiz4zW9+Q2/JMG5DaCDx08ouhPqxRugh0QRW89tMRfdYKyFGDWsgV6BoILqYyAPRZTxO/tStANypfmiE9Jk7ulytgT69OFZpAusdQu6ob01iuea5TCF91EpIthPGU5iawHbt2jVhwoQDBw4A2Lt37+bNm9vb28kNGcblVD+SpTSEweqXllhjvbLXxPx3jvJnHeX0jwXcFuYK7Kof78RmK5jIAOV7Zf9fCyXUO6zVj7JeaQJDV+8fbgLzQkwZoMuXLz/zzDNiediwYffdd5/BYIiOjpZvyDCuRWnzEu1fohN0zXOZMW/mWLS4m25D729ED9M/jqDonqIHNrMGsoDzQIxN3C96lMYvWSuYGpeqH7Fyy/hMmEsfbgvzQkwZoKioqP3794vl77///vjx48OGDZNvxTDuQ90hWsidmDdzxH1H/VLp7yzbj+j4LIs6QtEDm+0VYRjX4rXtX0oSSPT7URq/RB6I3NSZiIFgsqjoDNR39VNw/xZI1I9AkT7WQ8AY78GUAXriiScmTpxYVFT0/ffff/zxx48//nhAADXUlmHciYUGAiB0D9Qa6P2N6uHuTkekf4QG4lQQ4xG8Vv0ILBrClB7QbugNbXMAvE36rn4ApP9lpWwYPICa5zK3cMqnP9DtA3Tjxo2dO3fW1dVNnTp11qxZ9GZ9QaPRxOwxG9ETHtYkKwygvkFqDvHQuNOyEIDPqig3mg6j1AIgfjhll2JopmxsmirCiGhnkNzjQWpyAQC6ZsqwoFVu8BB2mnJiaBhP2T+En6S2bUw3c3FQMz6qVhYCcNMYSERrG6VOIc1NgQBqHuvuFSQqUs1jWTF71tO1yHCNMiDRdkiNLnLTP7BeuWB02UcXkwBUtVFmKhG6RiK6uWKaLNTSQh35oCDqrDUapNdLUA1Vi3RtRBBDS6XhwsKs2UeXy6LXt1JDSmulxwAAovKkoaYR1Hdpo65ChJ+hrFa08qN7I4E8gFI/FABonia9Xoy1lIEQwro/UM1Tq2LeM89x6qjvclvoTVnouxuDZCEAkN8e7TIiynT/PPbA5rSunwpieVxYnXw7jAqiPLeMndKLYsbgv4uFO0bWnf0mUr0AILOaGuRV/VepJQ+AiQ+WyUIxgd/JQuvuOKQsqzWZItF0xdKHiI6c8rlxLHW6/cjHRGeAfNtg6vHTYaR8gGJipWeto5P6PPU3zO5UVQ+v8YAP0NGjR5944oknnnhi5cqVf//737/99tv9+/c/8cQT9jZkGM+gqGf1gloVuYGPLiYtGC29Mw40pkxZf+jetw7d+5a9gkyfsKF+vJu0L1485t5W47PfRN4x0qSxlAVXsHvCbrpA/EfZ4k+0x1UtoBrmGE/hN2jQoKioqMGDB+/evbupqWnYsGHHjh0rLS21tyHDeIyYPestkogxe9aXztwkK+8iWAMpzD66fPbR5c7VQLXPZhYf6P6zV5xhgC4NdPabSLUYci67J+x+vORxdZrHgtVnZ4sFB1vlGE9xS0pKSkpKyubNm19++eUNGzYAeOWVVyZMmNDW1sbdgBhGhmgCWzA6D8DGcxmrxplaazaey6A282mEBiKawxyk9tlMAFHv5KibwIoPZE6c55ARFONViCRQmie6zQkNlPGlvXI9Qagfe6VMKBkgx7soMe7E1An6H//4x+OPm05qaGjo5MmT/+///o+HwTMMjZA7q8blKbpngCuhvmggoXsARL3DQseSftf+JXCd7hEXmt2r7Ow3kXeMdNp87Gr1s/rsbJEEUvI9NnF8cD7jfkwCaOTIkbt3705OTgZw/fr1o0eP8jB4hnEQ9V1YrYTeuzBRsoUvo7SFWcig4v22mrH2dy/SumfivJwBmwTqp+rH1SiZVzH4U+n1rLSCiZcZX67Im+oEDWTd70dooHV3HKI1EMy7QjPeg0kAPfnkk3fdddff//73UaNGHTp06Pe//z23fzFMX9h4LuOpMXkABqAMEtJHyKCJ83OE9Jk434Z2oUeByVB3CRq7sl9aJzN9RKgf8XtjxuC/u6i7j0BIH1nLl131w3gtJgEUHBx84sQJMQz+7bffnj2bzyjD9BUhfZ4aUzwANRC6ZVCmTenTC0QSSCwow+DLt+h9WwNx+keGWgNZZH2cCNHpx5HcD+PNmHyA3n333c2bzcYrnj9/XrJJX9FoNLF/XqteszCRGnS294z84dFE+RMMrqJMCIyh8hhpySN3owCADsrjBsYQqRMD7dEit5wAAKPcmSigQRoCEHZe6k0C4MoMyp6E+C70AewYRIV1cpObzlbq0Nc8tSr585dl0cZG6rvo5A4ZxkuU7VOn3IEJwP+k7QQwNa7qy8vx1tF11VK3rUs1lNmdrpY6DsYo6Ue6PfaaLATg0t8oQxS/25uJaOff5b4mUicaACCdX9CQJA0ZQ40AapearC+jdphJBC1heQKgiTqAfi3SKzF2PGVwdaluKBENqJDm1LWpUr+oirnrElZT8i42vZqINss9t+pKKQsrO8RQ940dE6VDxPObKBPC/ZXjiWhHh+3zUv3wmkUnnhbLe+/eCUC83Hv3TrFQZogsn7tu7KerbW4+Jpyqggcmb0+R3FVKZ26ShQDUV1FWVLeVS+vYdwmyCACAeuIhgPIdQ2L6JVmovI6qDM8nFRLR/bXSszYq5LosBOCvlWPUL2sey3K/D5ApA5Senj58+HAAP/7441dfffXOO++QWwGAwWA4dKh7HODcuXPDw8OJ8gzDMM5F0T21S1dZaCAfoGLuusRPV3ewJwlJ7J/X7r3bpLnMFAcAACAASURBVIEspE9fODB5u70iTL/HJIBGjRo1atQosTx79uwLFy7U1dVFRlLpxIsXL2ZmZn744Yfipb+/P1GYYVxHzVOrABDpH8/y5eV4WRKIcQo+rH7slRrQVD+8RmlMUIueRSeeFi+VlWM/XU0kgaw5MHn7vOPLANQ0ShM5KZ+/TCeBGO/nFutVzc3N586d+8lPfmIdssDf33/69OnqNd9///2uXbu++eabmJiYuLi4gICAjIyBOBiYcRuqHhJk/pdh+gkVc9cBYPVjF0X92Ez8iOYw8e/YT1fb1UAi5SN0jyP0Rf2c2a5PXubLHdf6CyYB9Kc//emtt94C8OOPP1ZWVs6aNeu2224jN4QofOOGaf6bkJCQGzduTJgwYdasWY899tgnn3zy+9//ftmyZSyAGIaTQIyDcOKnF1i3eal7BQnpY2u7bpSUj+MySGSAxAJdsuaFTAAxf8xRv2QN5A2YBFBSUtLSpUsBaDSa4cOH//u//zu5lYmmpia9Xi+WX3/99XfffTc6Ovr1118H8Itf/KKiooLcmmH6imj8YgYySj9oH4DVT6+xaPNSWHTi6b13rwPgYPuXI9LHAiUVRMzGo6gfQfKy3DPb9bLCjNswCaBLly7de++9cXFxdGkLbr311h07digv//nPf44Z092ve9SoUY2N3CrBuIp+NDyY0z+uI2rHRh/QQNzs1ReE9JFFRQaoR32AHMGiCcxx9QOA1Y+XcMv58+cLCwvz8vISExNHjOgeB/ub3/yG2MwmU6dOff7559etWzdkyJDm5uZDhw7de++9Go3G3nbMQMQnO67aRKifqXFV4iUrIefiJRWp4P4t6pcWk/U6AqufvqCMAlOPhFew2wo27/gypRWsF1i3hdHD4AGo27+EHuIWMWu14OqB8bdUV1fv37+/pqamrq4uODhYCTgigG7cuDF//nyxnJOTM3v27LKysrvvvvu+++47fvy40WiErS+g0Wh0ZWamLEW7KZs4vymk8Y6cFtITSyd3smiJokxESCMGBFVTdj4hcmuiNvJ66SB9uYnvMuj/qO/SOIpyx4koprbV3ZTa+bSGkQepUwugFqhdusrWzAbSbRf+vyPK8u9+VvCHr9OBfGXNlkKz/vg9Ysw4qZlK3WeUD1DYXZSzzqaaGQCArVPjqhQn/qlxW4U3f8x7UrMf3TXSqIbyHkLIKem2tWWU008Heb0MPkwdB6L2hlyiayBpf1UvDc25/4xY2ALMTzljEW3poA5gXpHcXwjInv2/0lCpbeum6kfWxH64NiTEdB2embnptrAmizLfJVpt1kXN3HUx729skaTLdUmUA1PtJ7FEtJk44ZFt8hiC5K5FAFqaKLuz5bukzw5dCtUm4EfVBXTI7cPKP+g+uEnP55Zt06vXFL78OoChQGGKjSzR3IpFyrKhpfsJKGhqpb7p/JjTYqHU/CWAVTPzAMSvt6Fp4tfnVmXpG638fizSQjFvdvUZei5TWQZpojZ0rPyCAUorpFUlPp7y0d565n4i+oe7PpSFXjj4pCwE4LYxZiZ1Na6XO9bc8uCDDz744INvvfXW5MmTf/7zn9sr383kyZNbW1stVmZlZen1eoPBMHTo0NWrVzc3U5cuM8Dp9bxOv/tZgb0i3kLe1K02V2Z8uSJvqqnhpr805DGOcGbmph45MtQ8lhXzPlcAJ1C2TQ8g6flcoYGSnrcUH0Oj665flcr8SV+8WPTA5kmOzd5a+atsi3lYFVtqZTpkgtjc3Gq9PjY31/plZ5DpB4Na95hpIMZ53PLZZ5+9//77c+fOXb7cbObC48ePy7ahCQgIEE1pgwYNsleWGbj0Wv0I/vB1ur0iXoFI/FjIILFS0T2iKzfLoAFIzWNZMXvWg7StZhxE6B5ZVEgfoYFoJWSXyl9lJ3ycDZwQL5XpOJTlVePy1Lmfqiy9xUsAivpRqNbroUr8KKhlkGkNK2YnccuYMWMWLlw4ZswYMQrMifzXf/2XvSIMMyBQz0RtPSu1kD79qE83I+OMvCesNSb1wzgPJesjSwIBGBpdB0k2qEdJIGuEDBIaaOfB7vUWDWHx63OtuzQIPVSt1ysqxwKxXkifmiVdyWPHlFBfvpRvc8vo0aNHjx796aef9mIUGMN4CtEK1l/yQA6iHtVvs/cAY83K0wu3jN+38vRCewVdS/Uja8SCg+1frH48gkj/iGWhgYoe2AzAKfpASJ+uDNA0e8UBQN0QZkHMmzlKy5eqCawDKt3joBKSfbvaZzOj3ulTJr6/48xRYAzjHoTu6Uc9gRxBnf7RXdOJPLkC6yECj2ug2A/XAlA6QTPegCwJpLSF2doIAIQkAjDpixcrf5UNIOHjbCXa1f5lQmn/Uhq/LPoGqREXdfz63Oou/zzR+wfmLWLqVjBT4kfSAchCCdX0UMlFvZMzwDVQn0aBMYyn6BoF5rNYKB7l1ikpPtBxswYSw77slZLC6R/3YOoV9LJlU5e6/ctCMSgvix7YXPTAZqF1FBkkFtQ42OtZTVWWXtE9ihISqSBlvUj5ON7xWSihqOH1PU1oCQ1UC0z5y0p7ZX0QjRh41otRYL1Go9FYSM7AEMvRZGqMRum46KAgasP4odSYwPYO6ZjL8xUxshCAgKHU7zxtMTVa2Gg5yrKboOvSEIDgK1Q/ScNd0u8SVimLAIDhLmq3AQZqWGrYeem2WnKc9vWfU7sltu3o6lVfma1PyLaUAm2x1LDe8L9Qw3ob5EOUO8nRwrhBDbfWNVPf1Dhc+lW/SDczlVEYM9Jw4ZuIA83JNqOCfdUpspC/jjoxTfnSYfkAgqlxsggySPfcEkEdoptDiSCaR0nr2KNTiqxXbrjj4Ctn5wCobKK+S/V2qyHIKpqipKG2iK4ROuaTGwh0jeT10mWMf3KvPnWRWe1tmEPdUiLCqKHjtbXhRNSvXnrwI05S135DIvVdgmqJIL5Ll14yt0cZZCEAlwzUd8F5qWdHRCn1XYoOZY5daXbAy7folTXNKdQFrtOZhp1XPbwGQPyfVaq3svvzVK3RA4hfm6teSHxJ+nMlpFr6gZui/MTHK9+iB2DxySNmU4f+kahTYmHpmCIAOy5MUkcPXx9rvYl60vvEj207USVGUGftwn7p1RQ/75IsBKCseJT6ZXWm3gPD4MV/cXFx27ZtUwfefvttW+UZxsPYVD8DhAvfRIwZadh4zl65gcorZ+coGohhBEJMWCiJnmImfeQI6SPUT8VrlAYiEB9V/CtkkHq9Iwjps3RMkYUGsokwgbRXyjcxCaD29vbt27fPmjVr9OjRBw8e9KMdqRjGcyRk5w54DdSdcic6HAxMhAaa31tLX1djnf5h3IAsoeIKlDyQU1B/4PIt+vItSHe4rWrHhUm0BhK658Dk7bLcj89jEkBVVVWvvvrq2rVrAaxZsyY1NbW1tTUwkDLBZBjGI6hFD93pknEdMX/MqXkh03qaJ8Y7ERpInVBxHfFrcyvIJjAHsUhcjV2ZGzG7tuD+LY5rIJjngSwyPTZzPxW/Wgd5c5iPYRJAV65cWbJkiVgOCQmZPHny9evXo6Oj5RsyDMMMXFj99DsUMWGthPrYJz1+raXWcYr6sVfEPkpbGACgyELxKNOfVZh38kn8eHXFr9YNBA1kEkAjR47cvXt3cnIygOvXrx89ejQigupFyDAeZIC3gjE0r5yds+GO7S5tBRPpn15ooNRFudwK5g1YdIKueSzLukwfVZGLSP/Lyp4mgURbmFi2O+GrUD8YGKkgkwB68skn77rrrrKystGjR3/22We//e1v/f396S0ZxoOwBhLYtR5hXESvNRDjcay7BNnUOmpV5GAn6L5QvD9z4nyzuuSsHkuiFczmKDCb+LboUWMSQLfeemtJScn27dvr6uq2bt360EMP0ZsxjMdhDcTImH982f7Jrk0CMf0a6zFWArUSitmzXtFAVQ+v6aMGqnhND3nTWPF+yxkwZOrHbvpHSfagqwlMZIDmHXdUANlEaS/zJTSHDh3atMnG/DW9ngzVLhqNJjbH7NQGNsjKAoDfRKkNRnOj1BkCQCzpOVF9QToZnl8oZS+kO0e9qS6VMu1IDJd+pPo2areJIdR3KboWKwvF31YvCwGoaw4holo/yl2j1hAmjTVQ1i8dZN/6xG03ZCG/uu8s1uTVvwUgI3w5gOYPqQNoKB5ORAPkB6mF2s6O4xGxWwBRD12RheKCKVeoo7Xx6pflc9eN/VT1i61Aek47qSMEI3lejLdRlSHkvHTcKH11W0+KZBaV16NGs2Ngyep5+58aU/zehYk2oxvKpttcL0gbcVkWarQ6RuqnQtk1an7NZYmmx1LmuPycc2bzJOyrkVo3AWhook5bRGgTEb12PVQaM1JDfXXXqEs4/DRVGVqWSC/hxutyJzQArVLLNwAgrjXyu/hFUjZLxhazb1q7tHs6GgUxR5h6Wb0GQOzG3OpVerEg1oiXyvys6olak57PJQzhWoZTx1YYUKmZeOQlZfmaIUxYQqsdotXLC088DVucLJQ6oVWv0tvcm4Kf3F2MflZqzb9oxSZP+AC5YhpUhnEPGeHLhQYasFiqH8bt+OQv4wFL1A6zB3zMiHqYT45hrX7QJXfUC2roaep7hFruCIqnv2axUq1RYt7fqKiWhSee3nf3TpkGkhG7MbezS3vSSqg/YpoM1V4xhvFShAYSSSCGcTMsfQYCFjNLKOpHne9RlgXBKsdmtfqxOUF9X5h45KXi6a8pL611iVoDAeiFBlKjTL/qG9xirwDDMF4Kp3+8k6oF2fEfZcuiOeemWbeCMf0FRQzVlZpax0XWx6IJTCBmY7U5J6sTUTJA1yTdEoQGmnjiaSF99t29E0AvZJCPqR+wAGKYfgqrH5r3LkwkugExjLMQosdm4xe6NJDNkDuJeX/jvrvN5EsvUkHq9JJFZ6N+Ck95wfR7BmBPIFY/Xk7VgmwiKpJARAGm3xG7Mdci/QMg6flcb1A/goUnnlb+7JW1j5A+/T0nxAKI8QUywpdbdEv0YVj9MIwvUbHJCV2ki6e/5rgccYoMinl/I2eAGIZhGIbpDUL9VGzSiwXhrmlvI8Y5eKYPUGe4mXNAK2H3AXTWSj0TUpKrZCEAF/43gYgGDJaGtFco94KWKMqnwcJVwoImozRaXUGZiFR3UNHB1VIhezpS7tYDJNxVTUS/I62JwsOkBiSNteGyEIDB1HsCgVILcmNilCwEICEtt+gBfcIrthPO6fPO2Fwv0KJDFiraRXm0NMUQQTTfTlUVIkYYO5XN3pCwOtdYKosj6deVslBLJ1k5WykjoPoWqjI0DCIthuQE1lEfKUDuIRRIeixtq5oCACjuWjDjT3ftsl6psPc7abehglPjZCEACDKrRcYmM4+jqlbLyYWs19hEcfqxHvAMoLaWusAjjkoPb6vcIQhAYxLlcPXH3LeJ6K8PPi8LDY6hXItayJtnUJD0I7W1UhuimnSjiW8mok0HpT5g8vsfABgmkb5ZEd0bi2xu+dx16BJDyZ+/fGammQZK/vzlMzM3JX/+sqHB9tOw+pE1sR+u7bwRWLMkM+ZN29bkpw9JzX7CJlGXU2MpdT/3kz/UQPo6tcSTLmpuwTMCiGGYXlA2e0PSoVdaT9orxwClMzelfP6yvVL9BqF+bGogpr+jbtTW6YwAks2r7pmZNsyKmb7DTWCM75DwSm7lBie0pnsnQv3YK8UAPqd+GIZxBd4ugKpX6Wt+m1nzW24TZRimfxDz3kYANU852iOVpnj6a0rix8L1jul31D5r+SwTjV92SWZB7wK8vQksdmNuZ3AnCyBmgMPpH8ep2Kz3sfQPN3v5BrXPZka9k1P7bGZIV4OX00d0xryZU/NcpliwV5bx+gyQIOa/+VwyDuHbrWBMf0EkgQiWfbV4+50f0GUAlHLnD5+g9tlMoX4ARL2TI7I+6n8JRPdnuoyamDdzFBnE0PQPAcQwjuOTGijp0CtlszfYK8V4EbQG2n7nB8u+WkwUQFdPJk7/9HeE9BHqRzD209VK7seRDFAvOkF7XANVrusHN2FvbwJjmF6gaCDZqHiG8WZE4se6IY87APkMjqsfkf7paR6IcQQPCaBWM3+AzjDKMiEtqUIWOlYVLwsBwF1tVLRB6l4QENUiCwG4Pew6ET1fTXnVnD8j9XdBAHUQ5D41ANAsN+3477TdshCAD+rvIaL3DqVslkL8pEepMYYy3th1bhIRbaqVbtupoxKWkX8zO92RU9YDKNygBzBlyvpXllMzD0ith4D7gykfoGDS06jpvlYiWllBVRWbNF4NBaAjTU/Krkkto9oM1HkJGE5V+9TIGiLaEi79TBfqKbeb5gDKfCig0cxKR01UoW37lvzS7Gkp2X5BcgchYE31LCJaWSy9SAPIO4pxMFU/z9R3O8qcnP5a6pGXznR5r4QFdR/5/KlbAUz7cgUAoAXAxLDuSlYMrD47GzivrPmg7D7IIdxotDrqnqILpDxa/uPSQ0Q0dlydLBSso45gbBR11gbrpFfTn0qpGd8CSMOeyG3U5dQaLj2ALRHU6Z6SVAHgg7t3AVh84knA7Cl2rHis7c2AqLHXZCGRB1p5eqHF+i3j9608vRAo/5thhHp9DRAR1/20ulkpvRJ1Wqoy+FG3Megkt42xK3PL10mN2QCghbQJcgseEkAM4xamCBlUmDUyGt9cdch3zjupeU7qb8b0L4T6sRnKn7q1S/ow/RshfWBSP05AzEJ/19DaLeP3wZYMYnpBjwXQ+fPnP//8c41Gs2DBgujoaAAXL148ePCgn5/f3Llz4+LiAJw8ebKgoGDo0KGPPfaYvz/x65ph3MGUKev/Z8/WkdGGfq2BmP5LtV6vpHFk6scu6+44tPrsbHulGM9Ttk2/+MSTigZyLkL6dGV9uhesST3yEqG23YD390DoWSfo0tLStLS0IUOGtLe3p6amGgyGU6dO3XPPPbfeequ/v/+ECRPKy8sLCgpmzZoVHx//0UcfPfroo/Z22T+o/FW2vSKMt/PN1YiR0YaR0QZ7BRnG+aQeeUn82SvI+AiLTzzprPSPNStPL9wyfp/IBjG9pmcZoN27d//6179+4oknAHzxxRcHDhwoKSlZsmTJsmXLAJw9e3bnzp0BAQEzZ86cP39+amrqnj177Oyxn5Dwcba9Ikw/QGSA+l0qiNu/HGdaSnZ+aXYGvKghqVqvj83NBVh5M86EW8H6Ts8yQFu2bHnjjTcA/PDDD9XV1ZGRkfX19VFRpr6cI0aMuHbt2vTp048cObJr167BgwdnZWWR+2MYhvFZqvX6LvXDDBTKtumTnveWMy5aweyVGrj0TABpNBo/P7/29vZFixalpKT88pe/tIj++OOP9913X2Fh4T/+8Y8JEyZs2MDOJQzDuJVpKdl5U7faK+UmeqR+pn25Il/yybkDUL/Aq9SPQGgglkE26VkTGIAffvhh3rx5gwYN2rt3r0aj0Wq1nZ2mgYJGo9Hf37+5uTk2NvbVV19dvHhxbGwsJ4EYhnEzGV+uyJu6NcNzI6qq9Xr0UP0w/ZSybd2Of96mfgSi59nJ6fqxK73x4yloNBrrlT/++KP1SmfRMwHU3Nw8e/bs2NjYd999V6vVArj99ttLSkpEtKSkJC0t7eGHH05ISHj99de1Wq1WqzUYDEOGDFHvRKPR6IaaWQcYSXuS0wapXUpI6E1ZCECDIZiIpqVekIXKSeeS8soYIhp4jUqqGWPl7hpNlClCgIHabeB5aXT1UMqxI5g0NgmTOTwAAI40jJOFFscUy0IAZsSXE9H8RQmyUPD+EFkIgK6BqgxPPaJ+FmaZv8TQnMuQEEC5PqFtKBUdGko5kCwbnycLrTsyR1mueSEz5o85UFWcDtIHiLia/MIocxejkapj5xqoiyImpFEWoi1GUC91+gEwSGooA7+GG9IYcOnYCOVfa4wRlOdWyBVpKLiONOtSUQ1MmpODY93lB6dIr7XPxxwWC7dEVv2rLh44rI6+et3kGWO0lbBfPkNaizLH5YOYE6qVuuFor1GVrI40LTO2SSuSjtwwIIKqKsbWMFkoKqoecuqCyPvGYeqiuJ4srZ9toajK1gOIz+5WFcods6hI6vQDIEBueFRbQV1oN43UeYkIou7YMW/mlD+nt1kfmi9TNzIdOZK7eYypYtcsyYp5f706pAugTmhHo6UHmEu1jk16JoBWrlx54sSJsLCwhQsXAli6dGlmZuaMGTNmzZrV1tbW3t6+YsWKmTNnPvTQQ2KA2MaNGy3UD8MwjmNSPwzjGJnj8nPOTRPLOeembTs6jS7P9JTyLd35HrX06ReI+TFcN6KiZkkWAAsZ5M30TADt2LFjx44dFitLSkoMBoNGoxk2bBiA5OTkqqqqurq60NDQ4GAqB8MwDOMi4tfmVq3Rx6/1zCNq0pycooOZk+b04EnTlf6xwaY7Dr58tjspSKPWQIxzKd/S3YrUFkqX9VJcp4Fi3l8vBJB1Kshr6ZkAkhERYZa102q1wiORYRjGU3hWA3kElj6uQMn6eHkfGo8jdE/Nkqz+ooF6NgqMYRj3UPNCJrd/DRyclf5hXIcvqZ+a5zJdN1e8IoPsFfQ8zskAMUx/oeBYVnqaN/40WTqmSPWqCACrn4HDv+riCQ3EeBB1s5dvoLR/uagtDN3dgMgBEF4ACyCG8TxC/ey4MEm8VI8CY/rCAGwFY5zL2JW5vqeBGAELIIbxGErWR5E+DMN4Fb6tflyXBOoXeEYAtTaamStExlNeKzo/qXVEK22KMFzqTQLgVK20m/bEqBpZCECF/PMAgNS0CACCA1tlofSISlkIwP7qZCLactPSUEHBr1RqngGgjfKpQX74cCLqJ99283iqJ2ZwkPQgABgu986pjaX8PAZfotwq2sJ0NpcFZfsTISGkkbZ+oXrR1dVSB3/p9CLl1rPuL2ahsePJGlhHTmTWJvV3CSylTHeM1IdFo44y6yofIY0ardw+1PhRJiyQO7+gJYE6CLHrSpXlKvOXAGpXpFht0U3LfVIzlbtiqYs01N9sw6KDmJjdbYh1sCrJagsTdzb/GgCw4c7SX1uEzszekPz5y0dqrTcyESa/pQAY8Ym0DeLKHMoHiPaaav2Oqki6G9KNybONUy2UxdqeSZYDkBUqjZGyEID19RlE1DCJuqto27r/tWB4EfVtrqVRRzCqQFrHDBOpC62tNpyIRs4vI6Krpx+yXHU5FsDkuMwpf1lpY4MummKoS5ho5Wo5RX1aLXXg3QR3gmYYD1C7dNVA/uHl22wef2Dz+AMvnp5nr6AZyYdeOTOb5w5i3M3xy7GF92+xV8o38UwGiGEGMrVLV0Xt2Ih2e+WY/sbm8QcA9FT6KFhroORDrwCO2k8zriBpeW7ZW/qk5T7bCjaQYQHEMG7FpH4Yn6MXWR9rkg+9Yq8I41bK3uq2fvZVpvxlZeH9W+iGMJ+Em8AYhvFlpukW5Rv32ivFMMyAgwUQwzAMwzADDhZAzACip9MzMQwzwOHePz4MCyCGYXwcbgVjGBrRDcheKV/DM52gLYwimi5Qlh4Zj5yShSpuUDYDldeo3SZGGWShoupYWcguxhbK/kEXJTVN2FlKWeHpAkhP8UtS64i24dQQkvQHzxHRysahRLTujNQlqLOJsglpM1BGF8aYG7JQWzxlvKHbK90QQEPyYLFwM8KG6A8gNiWH4ARfoz5S52kblaEWCBPr5XuuHEod+U6yjkVENshCHemU9Ut9DWkEFEjVQGOz9COFR0k/D4DGELIyNMjthQZR36VzxniLNZMwPr8r/+eXRjmEEW/a3Cmt2Pvu3jnpixeL5Y5mw0OkBldRwVTVrW8dREQrqymzLiyWVrKOVuoA+pH3G10QdVV0ys2d5o+X3swB7D99FxE90Ch1bwrTSW11AExLoNybCs9RFmvGUACIzckty9TH5pilgoLrqAM4avc1Imqskhp9DQ2yrLpqmqKoW+vJ/5V6TQFoekhq55MUcg1AYdeCBUWt1AOx/prUz4eyDwJ0Uc1k3B1wBogZKJzZrk9e5slsdtk2fdk2fdLznvwMA5lJc3KKDrpkAsh9d++0V4Tp38Tm5FZn+v5wsIEGCyBmoJC8LPfMdg/fwlj9+B777t658MTTC088ba8gwzDeBQsghnEHnPvxBlyXBGKYfs3WO/et+GqhvVK+BgsgZqDg8SYwxvcQ6R97pRiG8UZYADGMy+H0j0/C6mdAwd2AfA/PjAJjmIEDqx+vYtKcnKK5mWM/XW2voB1Y/TB9pAD7LdakY77NkoyLYAHEMC6E1Y8XMvbT1eVz1/VFA7H6GZiIJJDFeHjHyavanBH/Yl7VZvHSWu4UYD8KTKpoSvp6uIuB2QEInhJAxlAzo4iIYspQ4WC+1BzCGEKatGgpL4uyihhZaOnEY7IQgKP1o4jopQuRRPRajdTfhfTdwKLkk0R0r0HqITQiVmp3BKDoShwRNXZQLaSLMqRH6a+GeFkIQEpYLRE93RAlC4VEtclCAKoXSTcEEHl/7ZSFKwvv19uc8K9aftbCi6mD0HqbNHpmpx5A4serjbDtOtNSG2xzPYAAsmlaF0wdB4LkcOrIn9dRnka1lZSr1vikalmorGqELAQgIIT6LklzKmShonKqjgVfoKySEsLry4H48Hqb0SpI3cWejjgG4IG4yi8uJwCW9X+b8X5bG5mobrxNFrpSOUYWAvDQJOraHz6W8hAqODNOGiNvjwkTpUY1AAwt0qoL4LvrUkOpAxWU6U5GUjkRJcx+CgwJshCAGy2U1xTGU240M2IvqF9uu3Pv818tAkoBHIbUlwhAbL2ZO05B0RoA6ZPW5hWtSZ+0tnlEEADrN07FxNvyL4nlvIKsjPDlFgX82ijbp8BGynnnzF+po5RfK43qyKqiGyy9b0ybVSYLAahqMnsaVsnKuRLPCCCGcT/un+448ePe5xgY13Fw8ltzjls+WhykS/0wjEMo0ke8VBYcIa/+LQsNVFC0pkd7XuJd4wAAIABJREFUcISqLH1iH7Kh/RoWQAzjfM7s1Cc/ndsmyf0wnmXO8eU90kDlc9eJhQcAVj8Dlm139ng2lb7oFSF91Boor/4tcoveUJWlj1+fi4F6p2IBxDC9oXS3PuVx210BhPqxGWK8B5sa6OBkG88YpbfQH5L2WUeZgcPzXy2yud56dJhoEu61+rFGKCHnaqAu9TNwYQHEML2kdLfprpf8dK4ielj99AuE9LGWO3OOL6+qp2YYZAYsz3+1SCSB1DJISB/rbtGxB6npyRxHET1KHqgvWSWvIn/q1mlfrrBXyrWwAGIGBE7vAJTyeK4QQIr6Eb2eWf30IxxvBWMYdGmgrrawvbAlfVyB0hwGIH3SWqdoII+nf6Z9uSJ/6laxYK+sq2ABxPg+lRtsD/7qI2oNBJY+DDMAUNI/hwuoUWBOxLoftKxkf0TIIE9pIM2PP/5or4yT0Wg0Oy6YDdtefzpDVhjA7Hjp2MgLTdTQ3PO1VHRwcKss1FxHDfIcHNlEREODqMxnRJB029ZOauBucgg1gNnQKv3ALZ0BshCA4mqpFwCAlBHUmxohNS/ICDsnCwH4rD6JiM6PKJWFNpyeIQsBQKV0sGvVGn3OuWmyKICtxemyUOB16rxUrdLH/EGue3SkTUOIfNi5kRoHTw8dN7ZJt9UFUJ8ncSjlmNBopCpS3Y1QWaiT/i6B1Nj7qBBp30x/LbVh2elYInpXCjXkdmKYNHqtTfo1ARhazUY+W1DVKG1ZMzRQN5xOI+USEht1nYi2GqW1NyakQRYC0GL0J6KtHdRF0SJ/09hg6k2nhFUS0ZNN0nMapJXezAF8cjSViOoiqG0z4qVGDBajuC24kke5P7QMl16JfkNtf57qR7p1T8wfc2peyIz5Y45FmaAr1LUWlN7t+1A6c1PK5y8rL+vrqaobNdy2YYSgjtyWICaiAV25+cL7twBwvxrhDBDD9J6YP+TW/I7UQAzDMH0m9sO1ADqvm5x+ZBqo36GoH4/Qy7nAvv766x07dojlixcv5ubmvv7665cvXxZrTp48uWnTpp07d7a3t8v3wTDuoGqNPn4tCxSGYRhvxBX9ExykNwLohx9+mDt37jPPPAPg1KlT99xzz6233urv7z9hwoTy8vKCgoJZs2bFx8d/9NFHjz76qL2dMYwLcbX64fQPwzAeQSSB7JWyQenMTfaKDBR60wSWlZU1ePBgsbxt27YlS5YsW7YMwNmzZ3fu3BkQEDBz5sz58+enpqbu2bOH3BPDuJb4tbmu00BVq3hqaIZhPIZaA6mbwyo2m25NiS/mdq8xTUEGde+fAU6PBVBRUdGePXs++eSTtLQ0APX19cnJpuldRowY8fXXX//mN795+OGHd+3aNWfOnKysLHJnDNPPUIue+I25RmruHYZhGNei6B51NkjoHkUGVWzWJ76Yq+4EzQh6JoB++OGHp5566vXXX//pT39qHdVoND/++ON9991XWFj40UcfTZgw4cknn3zllVesSzJMf8EizRO/0SXJJIZhmL4Q88cci1FgiS/mCg2k5IG8E/VAMDfTMwH06quvxsbGLlq06NKlSwA6Ozu1Wm1np2lEn9Fo9Pf3b25ujo2NffXVVxcvXjxq1KilS5cOGzaM3CvDeC/xG3OrVulZ9zAM0+/wcunjcXomgNrb20NDQxcvXtzc3Axg69att99+e0lJiYiWlJSkpaU9/PDDCQkJr7/+utBGERE2zHg2V5jZrqREkSY3xsGyUKCO8gJJi6fcPuKDpPnAmzGUy0WwjvKNKG2gnHVu00ldgppJw562TsoLpN4o9REZG1wnCwHQjaIOYJg/5WmUEEDZxhBoQbnRVLVK3ZsSIql3rOi0sWH1I2tiP1zbgZb3qyZaRxW0coOcqlX6+ceXAbYdSsquRdpcL+jsoAYZhIdKTaFI+yBcJ21jkqKuyULjSTepy623EVGa1kE3ZaH4ECrxTlhYAYgMuiELGdqoDdNSpfYtAFJCaohoU6e0XTMqQPp5ANTcpObQ0PpJz6oyttkmAfVULaoxRBFRY4j0TRvCB8lCAMLkJxSATv5dAARoO4goQW1rGBGNCZQ6HiUESOs8AEMqZVRzpYnydiqojZeFpkVRrkX1aVJbMgCtjdLaa2yiKoOWeg4gatYVIhoot84i/KIA1FRTjnqQn+6YEdS1nxxmOmvJpxduGb8FgEajsS7mUnOgngmgN954QyxUVVV9/vnnK1eu/Pbbb2fMmDFr1qy2trb29vYVK1bMnDnzoYceMhgMp06dysnJeemllyx2YvNLMgzDMAzjFKxnmTh071uzj3rR3C9bxu9beXqhWF55euGW8ftcqnVs0jMBpBAfHy8+65AhQ0pKSgwGg0ajEU1dycnJVVVVdXV1oaGhwcHUrzSG8UJqHuOe+wzD9HuUybYEs48u9x4NVPTAZiF67BV0Lb0UQBZYtHNptdro6GhZYYZxJ8JCfuynq+0V7CZmz3pl+a5YqrmEYRjGazGfY4vq8OBOih4wjcgXGSCRCvKIGOqNESLD9AvUs+f0iJrHsjgPxDBM/8Ui/QMvawKb9MWL9oq4AxZAjI8j5tDpBayBGIbxDSzEkAcpemCzWv2oewK5H+c0gTGMj6FuBWMYhul3iCSQeSuYJxEtX4r6EW1eHlQ/8B4BtH/ydgDzjy+zV5BhHCX2w7W9awVj9cMwjA+gNIRN+3IFMQze1VhIH+/BMwIowNy/x9ipBTDn6HKjLXeJ1NBqG2sBABduUv4Ewf7U+fYj3At0lNuHEZRlwpyI00SUMOwxks2RaUGU50RNkNQ/I1LXKAsBADlKj24fJZxArndIrZsA/OeIQ0T0QGOKLPSfIz6ThQDkhY21WLNm3GEA1Y+sWXtuRmUTZYFT3BqrfqnTddeN+jbKzyMiROrlAyApjDRhkt+Phuqo3d4cTjmF+NtxEZIy1L+ZiF5ppjxaIgdLq1mDkTqAU4ZeIKLX5dfLrLAzshCAUy1mJ9SCEC1lcBWulX6XKPJqChraRkQJk5vq4AZZCPYOYHkV5QM0KVHqhVbT2MsTCnt3BuKO7edHWQTF6Ho5V8PJZqlbD4CF4cVEtCGMugkSpmXFTaNkIQBPxhYR0Zq2obJQfBDldlbZQj3yWjtsmMklfLUIACB1UQKQEX6OiB6LSCCiCUH/JwvVGwe/dedeAMtNn8F0PxQrxSTwZ6i673I8I4CsmeM1nbOYgUzVw2vi/9zLPkMMwzCMwlt37u2SPjZWVpC/zd2DtwgghvEgVQ/3pqWMYRiGscm6Ow5Zqx9vgwUQ45usGXd47bkZ9kp1w4kfhmEYp7DujkOrz86ut2rkt5kT8iA8DJ4Z6Hxw9y5WPwzDMM5i9dnZ6+44JPr6KHib+gFngBifRHR/djAJtPjEkx/czV1/GIZhnMbqs7OVTtACb1M/YAHE+CRC9wgZ5Ajxf16rdANiJcQwDNN3zIeAeSMsgBgfxHHpoyB0D/eGZhiGcQreLH0EGvdPQK/RaD6+mKRe09JJOeu0QOp6ogPlKpEUQFm/NHRK3TXC/CibEB3ps0LsFsBQ+Z7p76LTEkH5AbIH9ZbAyVbKcyJRJ/WrKG6jXFhSAq4QUcIPiT7yMdruDUOjTaf+xlWTS0qx3FEGQGFTwqY7DgJ4+ewci1BtC2WXEqxrJaK36aiKlBIktUuhoX1+iIoURDqhtXVQlazGGE5EiT23dFBXdyvpqkWc8aRA6uoubR1BRNOCLhHRTvnxpc266A6VoX5SlyA/OxciRT15w6k2Sv1m6Ddt6qB2W2ukLooondTaZUzgNVkIQBA5W6dO7iFEb9jYSd0gQ/yoSzhUfk2cM4ZIY0AiaRlFXGnUpwGCqE3RQp7TDnlQSz5fiA1BzrBK7hV1nWb35KlxVe5XI5wBYnwTRfo4wqY7DlpLH4YZ4Dz3s2MA3vw6zV5BhumX8CgwZqAzPa6C1Q/DWCOkz3M/OyaUEMP4GCyAGIZhGBsouoeTQIxPwk1gjG8SGl1rtxVselwFgCOXEwupqbcYZoDCuofxbVgAMT4LrYGmx1UcuZwoizIMwzC+DQsghnGUD+7eZbHG+8d5MgzDMDZhAcQMUI5cTuxREkion8UnnlS/ZBiGYfopnvEBOv2NWcNElJZyNiE8CIx2rCyIIOWfESZ37IA9w54g0vqAcHFooy0ciBgQLDdTCdBSPiudpKeMkfR/0Mm9I/zIzvVG0rRDKz9E9G5r281Md0aPNAC4+I3JyuhvbTHq6JIxJ8XC+xdSAYzSXYcEtX3LuJF1yvK5byJh77w0dQYQ0Rb5Weu046BBcVPuuzNUS/V1om2WAuUuLAAa5FYrAeRBItxxAARppduGkIeIvpraiRjwnfwABpBVN5A8acHyD0zfxxpIfybiEIEc5GLooNxxQu340VDQpmUE9JCcNvkXjSDvcn7k52nsoM4pcWttsnMfo9BRdzmKa+Qdh74dRck/U5CWulPVd1B+ZsRRaCKrroUH2ISRNe5XI5wBYnyZ0SMNigZSRE+vEaKHYRiG8QFYADG+ycVvIkQSSPwLWPpWi9zPkjEnxQLDMAwzoGAfIMZnUXI/yoJN+p4Zcidi6D7DMAzTR1gAMb6MkD4iCSQyPep/xcL7F1Inx1VPjuvlzFzuZ3pchfizV5BhGIaRwk1gjI8jNNDf2mKITM/xy7FqDXT8MjWZq2dRhq2xAGIYhukLLICYgYK604+1GPJm0WMTxwfwMwzDMNawAGIGFhZNYEIPEcPgGYZhGJ/EMz5AF8w7pdLeOYQNBm3JQ5upEPYkcoMbAKgzSg2EYM/XZHhvHTK0ZG+tVtLBhSCwD53ACIehvtgLBcl3S7tc0G9K02Fn31I6ye0IqySQb0rv1tjbb3qDPPIt5PXSSVaVILkbSBh5EOj6Z5B/YHq3QVpqx4TXFA1dT4wd1HkhrFbaSCsa2sqr1xBWNLBnTUR/YKLa0weQPi/Etjq5W08f6WVF6QMt5LGlr/1W8vCGEHfsPtxwiE3ps2LxPX8aXed+NdL75x/DMAzDMEw/pTdNYN99992BAwceffTRwMBAABcvXjx48KCfn9/cuXPj4uIAnDx5sqCgYOjQoY899pi/v7+9/TEMwzAMw7iV3mSAVqxYUVxcLNTPqVOn7rnnnltvvdXf33/ChAnl5eUFBQWzZs2Kj4//6KOPHn30UXs7YxiGYRiGcTc9zgB99tlnf/3rX8+dOydebtu2bcmSJcuWLQNw9uzZnTt3BgQEzJw5c/78+ampqXv27CF3xjAMwzAM4wF6lgH67rvvnn322Z/85Cd33nnnM888869//au+vj4qyjSz6YgRI65duzZ9+vQjR47s2rVr8ODBWVlZ9A4ZhmEYhmHcT88EUE5Ozs9+9rPy8vKysrLTp0+//fbb6qhGo/nxxx/vu+++wsLCf/zjHxMmTNiwYYNsVwzDMAzDMJ6iZwLoq6++euihh2655ZbAwMCHHnro6NGjWq22s9M0Rs5oNPr7+zc3N8fGxr766qv5+flZWVkaK+i3YBiGYRhmoGGtFlwtGHrWB+jnP//50aNHn3vuOQDHjx+fNGlSU1NTSUmJiJaUlKSlpT388MMJCQmvv/66VqvVarUGg2HIkCHqnWg0mhBzowjaayFEKzUaMJLuBaHkfm/KQ23kbiN1LUSUdj6ol+85og9uH8Hybf1IjUsfedr+ode+O37kuzZ2SI2UdOR3oe1SiN2CPA4GsjIMlldOAKEOuAuFRtcCuHE1Sr3ySGu4pDgATA+sJ6LE4Q2VRgBgaB8OL1Hxe+0ZA2CoPNSzn249gfCboZ1+aLOuFnkNbCPtW5rIA0hfwn7yOO0BRthxwV5lIM44fe1f72glopXGEFmoqSNQFgKQqDMQ0QiyBrbIT00QeezpykBAH1sjeR+jvZ0Is5+O3t7MAYTIDa6IOg+g0crly/0+QD0TQGvWrJk1a9aDDz7Y2trq7+//u9/9rrW1dcaMGbNmzWpra2tvb1+xYsXMmTMfeughg8Fw6tSpjRs3WqgfhmHU3LgaJTQQwzAM4056JoBCQ0OPHz9uMBi0Wm14eDiAQYMGlZSUGAwGjUYzbNgwAMnJyVVVVXV1daGhocHBwfZ2yTADHYv0D8MwDOMGeiaABBERZhNZWK/RarXR0dFgGB9l3Mg6sfDNVctrgWEYhukX9EYAMcwARBE9gnPfRAKwN0EZwzAM46WwAGKYHtCle8wYGW0AZ4MYhmH6FSyAGMYh1NLHIhskGBltYA3EMAzTX2ABxDAU40bWnfsm0lrxKCtZ9DAMw/RHNO4fea/RaL69ataOoNPS/hlSiwLCpMEuIXLLBNqWg4Yw3gBglO85kNyQtsChDXsIAsgjT7ue9JorHdSbhmilJiLB5CFqJc8abZdibT8SF23pHbL23Iw14w5bFUTGlyusVwrGBFMGJHWtUl+TYB1liHK63kYznML0qApZ6D+HlslCdqEtPRqsLD0cpI08M8PlwSC5+4hd6MpAfJNnaqbIg3g3ppCIzr0wQxbqJD8R7SeTGErVsdTBVbLQ/EENshDs+WbdJK+1T5r+//buP6CJ+/4f+OsSEhBFUAELAlbUaq1Yf4GtaMXWjaqoiLq24I+N+WPazmm1bm03t3afdc4WZ22r6/DH19of/iqd1XZaV0tRNylQxd8KiloFoihgkARCct8/Do4jyb0DVkLOez7+aC/3fud4v5NL8vR9d+97RK7IT8va7FTfy4zSuGMz5YqqjnaWKyIi/yGsebO+GvABo/TNW9FyRVerWX+U7RE/J0PIgoWdz8oVEZG3i5nmWPbckf3IXLWw+pJ562FG6V/DdskVBTDnWLKba6p96GX3pxGMAAG4IESf5f2/fP2k/W/Y4Ru9nD4FAAA8HAIQgD1h+OfiD12J6MPKIU6jDwAAKBoCEEAjafQRIP2AZ9o3eg0R7XNWtOjoM85Wq0vh8qWM0iFf/E6uqEu49PhUk+M7v8ufRK3g5f6Nb+PLzircKe7ubDX8WAhAAPWk6cfxHCAADyFEH+HkM6fnAK0etI2UFoNm9zk8m4gaJkZ3dn+YNxzWsPR6/S1hwek5QHnjVwgLwq2abv4QKuYe6SmqducArXi0SR6a/r9fUFMfPr7JsYLdSsFfT8YLCy/33ycuk8w5QO1DWWdHCeqKcTi+xRCAQKVCHSKOXfQRD4ERgMfYN3oN47x7KSEGCT4u8JTdeHafw07Xrz8XK5wE7fT2wPQjToJ2ShwBEk6C7hJebHdpjlPSEaCr1Z0dk41dJBIqOOakR/yKpaM+LokjQIyToL1Cm5zwjjzUHAhAAI3HvCLDDRdxWTu0nf2j17iq4po49iNeBZbcO8+uTjI5V1vcQ/owKLz4RjOSQXMs7neAiNafi2VXa5Nb4zUn/ThyTDbNryAd9bknpInHK7RQmocQhuS0zWXwpqafsc/usPL78WrZz4PFxrrKLlB3h1FaZA6SK9IyL/LsqqtilJ6rDmaUXjUGyBX56mQv/yaiAB9WX3Tyl8EP9GeNnZZZWHer9ZW/Ip2IThlD5IoifMrliogo1LuCUaqR70t33Q25IiIy2GRfWyI6X82KNWmDMoTfDMdjB+P8j8o+jShMU8koZV+x+m2N7LeS0cq6xtubWO/LFfkrWl8Jsv8VlNIx22th/tH/mmV3pCNG1pfv0UrWr92xM02+KKR69pK9kJiI2utYl1tXmH0ZpXFdz8sVDWBepx2orWaUvlaU4HR95lOrpQ9jv1piV6ED85thUlfW/jnI54pcUSU5fxGejrSfRmHvRfuroO9YWbvKhZquRLSs/3679StP/qTYIjv1AxH91yD7dhOR4YzsR9ib9cVANaGs6Tz6PuJ4rK1RpJ/spkN8WJ99fw1rZ4jxKZIr8tWw3u5Q5hQO5yzOvzdGRBYduthj+60YIlozdNvCXPtjoyP9ZefOIKJKG+tn4qT8D3Qvb9aHdJxfkw9aZLjB/WkEI0AAjRYdfWb1oG1KPIUCPMToyEIi+uaii39zi7kn7utFFit7ZiK3cow7T0eecVzJtqz//pUnf+KqFrjJoYs9RkQWERUR0cLcZ9YMbTw2KpCOOu4oGECqgQAEapE2KENcXnI0ya509aBtQuIRc48Qg8ZdfIgAmmd0ZKEQfYQYRDJJKPOp1XFfL3Jc77GamYGm9K6faRPpx9OII0BExB4BmtbwJjpyefhScRCAQEXE3JM2KGPJ0SQxEjkd7BFW/jRy21fIQCBD7tdCzD1iEiJaTURxXy+yO+alCNL043iM7NOCAUL0+bRgADUcAgOFchwBEg+BSU9gvz/CEAIQ3G/mNb3M5P2GD6qQeIQMJKYf4SHjnK+vLj7008jzyECe4/K8ZUTk+rLg5hnpcM6N1J8f3c0opaa/Fk7PARKT0GtFCZlPrVbc2I9IzD17Lz5sdw7QlN7HP1XTcRPVEkOPmITEBYWeMIAABPcVufQjcMxA4kMGZKAf6U8NMeJP+RMcVwomZc0nZ4S4I9X9/ZV0706CPvjTNLvSg5LlP0gaTK5OgnZJodFn78WHpenHsQLSj9qsPxcrjT7ieZN23j090nGlR0EAgvvZPIdJR+zijhCDmvPPF2QgNuE0EenxEeHH8k+P7hZyjzTxiMtC7tn1xLpdT6wTM9CuJ9aJNYW403ocR4AYV4GpVnNOAAJVEUeDTlbLDv+80K8xFb17euQL/Q56WiRCAIJ7YNvjG4jomf/90lVF97Eb+2FfBi+eAS1HGARiVFA5Mf2wTxZxHAo6WkkkiUHCSjEJMS6DBwAPJ407L/Q7KPzXozJQ28wDZHdnE7OVNfPBe5UD5YryKlh3SHmoPetuBl3lZ6MJ0LLGz7tqbjFK2XOBlFllJyCpZc7CUmXzYZR20JjlivrrWC8Ca74jos5a1tW5e6p7kPy8rqLnHFJRD18nM9OLQnWyL29nHeu1tSPO/CbMget0ApKl/Q68dfpJYUFuGD9MV0lEwx68TETZl+z3t84k+8oT0XELK3Ux3tMK+f2EiLrqWBMphWllpyfZVTlIroiIapiTu5wzBjJKLTbdgadWE9GTkqM8B55a/eTXiwZ0LpF/Hg3ylZ0QhYh6yM/8dMbCmrnuqpk1tdgBA2skr4NO9j3Va1kzyhhlZmER+MsflXvYn3U4L9aXlbx/sLDel/9Wyl6N/7Af64+eu8Pada9UsV7eyzdkS23VrH1Md5U5c5b8t5HvANZ3cmdf1veGt4b1nvaSnwcozv+UXBERxfqwvngr5L95bYx+Et2ysfaxw9WsHZvRT/asRQl+rD2wXP57I0rf5CtOmJtRnJXR0vT3p11okfvTCEaA4G48EF5MVExNrwUQw5A09Hzy+AZy5pUW3lbwhX4H5abzd5zlliRz/zstFQjppzmyL3UXMhDY2Tf6PWHhSYcTXBzXAAB4DgQgBZvV5zthwf0nIZb+EPpAeDHJjABJQ4/cCNAbTW8r6NK7p0cm95aen9qEYzYScs/HBUOkI0BL+x2Q1hEfNucFFDOQ4ziQGohBx078N88TkcXGnvUaANRl0IP2U2x74B05EICUbfO5GCKa0rsxCU2RmZjk3CUnY9r9HjQQ0WlnRS5JLwSQriSZoSA7ciNAjENgLbqh48cFQ5J759kN/8gP+bCOylHDITBSU/qxmy5WCDoAAM3kgYnHDgKQUonDPyQZwJBORyZd41SfBw1C9OknWRBLm5OKhAzkOCMWI/e4kzQwsW9C5JIw/HPfpx9p6LGbLvac0aE2AEBT4sDP0UttcFPblkIAagMTeju581xzjsKQJPcIYz92nG7E6diPsF7IQKcvde0nWXBamerP+5GqfyiO99wfc4M6dX+fAPRmw4zYjnPkAwA0h7KijwABqNU9Hmn/27m7wMmkGhMahmoYSWhWn++c5h4GIeW4qkV20UcuCZX+0HjpjXAVGDUEoPsy/YjjZ/fx2M+bgzJeOppErq4CAwBwpMTcI0IA+lGcjuXY+d/Fxt9OxmXwdoex7FbSXaUfgdwIEDW9DN7umNfpS13Zl8GL7svoI7r/os+bkpvCEtFLribCBgBgUGL0EbTNPEDuOTfqWC1rjpZNZbLTMT3sa3/6OjXM40REG889RkSpfY6Iy1Jh8ufwElGNVTZSFFpCHFcully15HiPOlEv+T+qYc3+QJ21rJmArlpYkw8VW2XPqjlf46QvIh8Na9onX/lJmGK8WcehOhBrsyU21sw6vpImDZVcvJB7KewM886Ovsy+PMychImRLr2ZybNSfi8iolPOdiSSTAcw9dBcpxW6t2edCa5hlBGFecvugZXMV96H+a7dsPjJFV0xd5IrIiIL8yWy2liljOl8YgJZsxYNcPa9ITLKT/vEnqXTj7mPPeZXSPIqrLJ9OVbNSvbnjawm3aiWfV+IyEcn22DGtDpEFObD+vIc7ntBroi9Fx1kzo7Dnl3snPxbY2F+JsrMrJfIKv9cLfMbu7iadS5jiZH1R73lv+0ZP0xEpGP+TByf8Mbbp+OcFq06MM7pekH0wCa77s4R/3R/GsEIkGti9BGk9jki5B7H9HPP/b3hqqUwnYvLlOBHEnNPrmL/NeNIehHcxwVDMgwtuIwOAOD+1uIAVFxcvG3bNo7jUlJSgoKCiKigoGDXrl0ajSYxMTEyMpKIvvvuuwMHDgQFBc2YMUOv17vapFtJ/n3/idMKz+c+Z7fGbupuX239vzbEJARKJx31kS4TERHrn/XU7LPX3ePRB4vFk9OphRMHAAC01Nun437TL9NuEOg3/TKJiChTXNP93da9qd/daVkAMplMMTExCxYsMBqNcXFxJ06cyMvLGzdu3F/+8pfa2tphw4ZlZmYaDIZnn3127dq169ev37t3744dO1xt1a1yL4UJv3COQUfw3lDnwcgOos/9hDHq4/IQmONEA+6MRI8+2OTSvPxLoXKHwAAAWoPTDGTn8gvLPDADtSwAFRUVXb9+fdmyZVVVVStWrDAYDO+9996sWbOCq/e3AAAgAElEQVTmzp1LRPn5+Rs2bPD29h4/fvzUqVNjYmK2bNniapNtQPi1G/qgfdARItHzuc85PQdIJI4AAZCzuON07qXmzKvUfGLuyb/EuiUWAIAbCBlI+pBcnQPkCVoWgPr06RMTE5OcnGwymcaOHRsSElJWVjZwYP3NSiMiIk6fPv2rX/3q2Wef3bRp06RJk1599VX2BluDcMc1Kcd/3zsc5gC4Z8RIJD0JmjHB0l1A7gGANnR8whvCwm/Y9TxbywJQUVFRQUHBxIkTjUbjli1bSktLpaUcx/E8P2rUqMzMzB07dgwbNuwXv/jFK6+8Ire1VlVX3Eu8CkyIO9IYlHspTLgKTHrA672hn8gdFwP4kRxHgFrpKjAAgFYi5p4Bu+t/2X/Z87/y1T1dywLQhg0b4uPjly1bRkT5+fmbN2/WarU2W/1lexaLRa/XV1VV9ejR4/e///306dN79uw5e/bs4OBg5lZbnXjejyO7xON4ApDdGdAAAACqJUaf+0DLAlBAQMDRo0eJiOf50tLSzp079+3bNzs7WyjNzs4eOXLks88++9BDD61atUrIRl27Ojn1oXfmTOlDG/NftCkDGm96ZecJv/OOK/defJiIvELtpyi0Nv0n95XqAHIwIWs+EfWUTFbxQr+djtXWyqeiHEsPuSIiKjZ3lisyMufhtbLmd6Ai+RN1zcTaLPuV1zCnf/iJ7ym5ol4dWBft32JODPOt0ck02YIs5kvkp2VN+9SdOY/AVYtsk3oxnximY/3RzlrWRErna2VfXiPrhadPylnzYbIn7GEoZs6s83zXximpHJXI76DVNbJT0RCRP3MWFoP8PECj/J189kVddZWM0kjmZF0hWtmJWG5ZmfNm2VhztFjlp3cJ8a6QLSOy2Fi7faE5kFEaIv869PBh7djsOY18ibXbB2pl39Mw5ttdJP92E1GV/Mf/go11gh27L2yBHWTfml66crkiIjIzP4iM70Adcx4g9sRjV5h3PEy7EC9XVP6Dk1/DRpIWdX935fEJTU5nXnVLdrO/fXK3XBERPe7bZFatnUQcxzlWa9XJgVoWgBYsWPDll1/Gx8dXV1d369Zt5syZVVVV48aNS0hIqKmpqa2tXbhw4fjx4ydPnmwwGHJyclauXPnSSy/ZbcRpJ++5vRcf7qRhfdiaadHRqdKHqwftJKIFDTMDMZIQAAAANFOrZh2nWhaA/Pz8vv3225KSEi8vL2ESIG9v7+zsbIPBwHGccKhr4MCBhYWFxcXFAQEBfn7MgQsPs/uJda6q0KKjUx/yvpdnswIAACiIZ17TfhdaFoAEISH2E43YHefSarXh4eGkKLufWCcc/6Kmh8AAAABAIESfyy8sq3+4+a/M6h7tbgLQfWlC1nxpBgIAAACnxBGgy7MUnIQQgAAAAOBuiLnn8qyXna73ZAhATWAQCAAAoKXsEs/lWS8vkKnpORcPtU0AKkpe3uPj113VcjfhKJirWgAAAMDSffNffxv9pdMi8TJqwVH5WzG2Ns79F55xHNfr9bcKly9lVxv4xe+Ehe5+slNZvBWRIVdERLeINQtLd2e39HogvMmtJanhniZS/ymTnaiGiI6ej2CUar1l53iwVrNm+9DqWBOQ6Ayyz7WE1cgVkauZfnTyrSWiHp1lJ1N5Ksh+Eiapuf6s0mKr7EQXxyysz8nhyocYpSVm1gWJlytl52caGMiaRKSznjXVQoDuDqM0UFclV1QiP18UERksHRilIT6sKXAYwpiz47DFejeZ0kPKwJz2iT1PlVZ+TpQKK2uz5TbW232ymnW/2GO3ZHcznYb1iWDTkOxnTcuc2duHOfVLRHvWu+ankf34G5nvy8gOrA8pe84tBl9iTmNjZe32gVqjXBF7s1XMH4JAjexmiShQ/s6PerkCIiLqpGW9vDrWPPB3r8rKel8s8p+mTOZsUjvLohmlV42ycwhdPcOan0lX2WSqpMLlS92fRtpmBIiIer3+lrjcYYiTKbmOjV9Rv+BY1mCXZLngXtxssvSHUCLaZmz8KZXe4K1BJjVMmQgAAABK1GYByKWWjgD1/tE3mxTSTzPhbCEAAADl8twA1FKOI0AtPQQmOf7VeCCspYfAAAAAwPPdPwHoxxNHgKSHwAAAAOD+c9d3TgQAAABQqhaPABUWFu7atUuj0UyZMiUiIoKICgoKhDWJiYmRkZFE9N133x04cCAoKGjGjBl6PftkeQAAAAB3a9kIUE5OTmxsrL+/v16vj46OPnv2bE5OzvDhwzt27KjX64cNG3bq1KkDBw4kJCT06tVrx44dKSkprjYJAAAA4G4tmwfoZz/7Wf/+/ZcvX05EL7zwQl1dndlsDgwMfOutt4hozpw5fn5+3t7epaWlmzZtunLlypYtW1599VW7jXAcV1vcw8nWAQAAQH30oUUtSiP3RMtGgKqrq3186i+tCggIuHPnTllZWVhY/bxhERERJSUlTz/99N69ezdt2tShQwfH9AMAAADQ5loWgFJTU9PS0rKysrKyst5///1nnnlGWspxHM/zo0aNyszMvHbt2rBhw9544w25TQEAAAC0Gb6Ftm/fPn369ICAgKlTp/I8P3HixLS0NKFo+fLlM2bMMBqNNTU1PM8XFcnOjg8AAADAxoojP1qLrwKbNm1ap06d9u/fv3btWiLq27dvdna2UJSdnT1y5Mhnn332oYceWrVqlVar1Wq1BoOhS5cu0i0IA0VONu2plNVgtLZVKavBaG2rUlaD0dpWpawGK6u1rafFr4LRaIyKilq1alVSUhIR3bx5c9y4cUFBQTU1NbW1tXv27Llw4cLkyZOHDx+ek5MzZ86cl156yW4LinvpldVgtLZVKavBaG2rUlaD0dpWpawGK6u1refevAoGg4HjuODgYOGh1WotLi4OCAjw83NyT2bFvfTKajBa26qU1WC0tlUpq8FobatSVoOV1drW0wavguJeemU1GK1tVcpqMFrbqpTVYLS2VSmrwcpqbetp2VVgAAAAAPcBBCAAAABQHQQgAAAAUB0cCHQNh0sBANwJ37rgBtjJAAAAQHVaPBEiw4kTJ7Kzs729vWfMmCGsKS4u3rZtG8dxKSkpQUFBRFRQULBr1y6NRpOYmBgZGbljx47o6OgHH3yQiA4dOsRxXGxsLBFdunQpNzd36tSp8n/tHnBs8FdffXXlyhVheebMmXq93nMa7Njas2fPfvHFFxzHTZs2LTw8nDzs5RUVFhYKrZoyZUpERAR5ajtF5eXlGRkZKSkpwp3vPLm1V65c2bFjR7t27WbOnNmhQwfy7NYy2DXbVXW3cvkiGwyG3bt3i/UTExMDAwPlt+cO7H3Yoxrs8vvBQ1p7F9/Abdjyu/h1a8PWtpV7eQ6Qn5+fyWT69a9/LTw0mUwxMTEmk8lgMMTFxdlstpycnOHDh3fs2FGv1w8bNuzUqVMZGRnr168X6i9evHjx4sXCcnp6ekZGhvM/c+/YNZiIFi1adPPmzbCwsLCwMI1G41ENtmttXl7eyJEju3TpUltbGxMTYzAYPKq1opycnNjYWH9/f71eHx0dffbsWc9sp9TChQuPHDki/HJ4cmtrampiY2MtFktOTk5ycjJ5dmsZHJvt6hnu05wXuaCgYNmyZWEN9Hq9q622OvY+7DkNbs73g4e09i6+gduw5Xfx69aGrW0z/D2Vk5Pj7+8vLJ86dUqn01kslvLyciIqLi6eNWvWkiVLhNLZs2cvXrx48+bNQ4YM4Xm+rKxMp9PpdLqysjKe5wcPHvzBBx/I/ZV7SNpgk8mk1WqvXbtms9mENZ7WYGlrFy5cuGDBAmF59OjRa9eu9bTWCqZNm/baa68Jy88///y8efM8s52i3bt3h4eHV1ZWCg89ubW3bt168803bTbboUOHunTpwnt2axkcm82u707NeZEPHjzYtWtX5mbcyuU+7DkNbs73g+e0tqXfwG3b8pb+urVta9vEvRwBstOnT5+YmJjk5OQZM2aMHTs2JCSkrKwsLCxMKI2IiCgpKXn66aePHTt248aN/fv3DxkyZNCgQfv3779+/Xp+fn58fDx7+/fciRMnrFZrfHz8I488Mn/+fKvV6skNXr169TvvvENEJpOpqKgoNDTUM1tbXV0t/DOUiAICAu7cueOZ7RSUl5fPmzevXbt2Q4cOnTNnTl1dnSe3tlOnTkuXLl2zZs3cuXNTU1OJyJNby+DYbHZ9d2rOi0xEPM9XNODb9MTK5uzD5DENbs73A3lMa6Wa8w1MHtPy5vy6kce01m3u5TlAdoqKigoKCiZOnGg0Grds2VJaWiotFU7yDw4OHjhw4L59+77++uuf/OQnNptt3759Fotl0KBB4o013KZbt27r1q0TvjJiY2PXrVsnLfW0BnMcx3FcbW3tc889N2TIkIkTJ6anp0tLPaS1qamp8+fPf+yxx4jo/fff37Rp0z/+8Q+x1HPaKVi5cmW/fv3+/e9/19XVjRgxQtpU8rzWCiZNmsRx3N/+9relS5dK13tma13yzMt/2C8yERmNRrFo1apVHTt2dLIVt2jOPkwe0+DmfD+Qx7RWqjnfwOQxLW/Orxt5TGvdphUD0IYNG+Lj45ctW0ZE+fn5mzdv1mq1NptNKLVYLMIhxrFjx+7du/ebb77Ztm1bXV1dSkpKTU3N2LFjWZtuHT/88EN8fLxwE/tJkyYdPHjQwxtsMpmSkpLat2//ySefcBznma1NSkqyWq3p6el79uwZM2ZMQkJCenq6B7ZTkJubO3nyZC8vLy8vr8mTJ2dlZXnmqyrIy8vr2LFj7969Fy5cuHPnzl27dnlyaxmcNttDNPNF7tixo3iuVdtq5j7sIQ1u5veDh7TWTnO+gT2k5c38dfOQ1rpNKwaggICAo0ePEhHP86WlpZ07d+7bt292drZQmp2dPXLkSCIaO3bsk08+KZyHxfN8ZWVlRkbGN998w9p069i+ffu1a9e2bt1KRFlZWaNGjTIajR7b4KqqqgkTJvTo0SM9PV2r1RKRx76806ZN69Sp0/79+9euXUse3E4iioqKysrKWrBgAREdOnQoNjbWk/eBrVu3Xr58efv27TU1NVevXg0JCfHk15bBabM9RDNfZM/RzH3YczTn+8EDNfMb2EM089dNbe7xaHNubu6YMWMqKiqIyGg0JiQk+Pj4VFdXBwYGbt26taqqaty4cUFBQTU1NbW1tXv27PHz87NarcHBwbGxsZ9//jkRjRs3Ljs7+/r168Iu1dqkDS4vL580aVL79u3NZrNWq/38889NJpNHNVja2tmzZ3/44Yfjx4/nOE54GB0d7VGtFRmNxqioqFWrViUlJRHRzZs3PbOdRFRRUZGQkODn52c2m/V6fUZGhtls9tjW3rhxY/z48cHBwcXFxYMHD05PT79165bHtpbB6S7h6klu0pwXOT8/Xxi9EJ6ycuXKNrySvzn7sEc12OX3g+e0tqXfwG3b8pb+urVta9vEPQ5AjkpKSry8vIRJgAQGg4HjOM88/4CIrl+/TkTS5nl4g+0opbWe3E6DwaDVaqVzYHhya0tKSnx8fDp16iSu8eTWMnhysxX3IitrH3akrNZKeXLLlf7rds+1egACAAAA8DSteBk8AAAAgGdCAAIAAADVQQACAAAA1UEAAgAAANVBAAIAAADVQQACgBYrKCjYs2ePq1ouiBv597//ffbsWVfViYjy8vKysrJc1QIAcA0BCABa7PDhwytWrHBVywXhDjlElJaWlpmZ6ao6EdFnn322ceNGV7UAAFxrxVthAMB97/bt2x988MH58+cfeuih1NRUX1/fEydOHDlypKys7ObNm3FxceLEsuXl5Rs3brx27VqfPn26du0aGBjYp0+fxMTEdevWXb58ed++fQ888EDPnj2PHz+ekpJCRBcuXDhw4MCcOXOMRuOmTZsuXboUHh5eWVkpbK2iomLjxo1Xr16NjIwU/q5sEwEAnMEIEADcpdu3b8fExBQVFc2aNev8+fOxsbEmkykvL2/u3Ll6vX7ixIkvvfTS6tWriejmzZtDhw6tqKhITk7Ozc1NSkr6z3/+k5eXt27duhEjRnTu3Pnhhx8eMGCAsEbY+JkzZ9LS0ioqKqKjoy9evDh9+vQbN268++67RFRZWRkTE1NWVjZ9+vSTJ0+OGDHCbDazGgoA4AAjQABwl9avX9+tW7e0tDQiGjJkSGxs7EcffeTl5TVgwIAlS5YQ0R//+Me//vWvixYtWr9+fe/evf/85z8T0dChQ4XbJAuioqL8/PwiIiIiIyMdz+9Zv359eHi4kKIGDx587tw5YWVISEhqaioRLV26dPLkyTt37pw+fToBADQbAhAA3CXheJb4sHv37teuXevevbt4K9PAwMDbt28TUUlJyYMPPijW7NWrFznDcY035xEWrl271rNnT7FCz549r1+/XlxcfPv27fXr1wsrx48f361bN8etAQAw4BAYANyluLi4L7744ubNm0RkMBj2798fHx9vV0fIMXFxcV9++aVwY+rS0tL9+/c7bo2IQkJCzp8/X1VVRUS5ublENHr06N27d9+4cYOIKioqPv30U2FrVVVVr7zyyooVK1588cWcnBxpugIAaA6MAAHAXZowYUJ+fv7jjz8+cuTIgwcP/uEPf3jsscecXtCemJj4/fffCzUzMzM7dOjg5eXky2fMmDEJCQmPP/54//79v/nmm4CAgIkTJxYUFAwfPvyJJ544ePBgu3btiGjChAl5eXnDhg2LjY3NzMx88cUXe/To4bg1AAAG3A0eAH4Uk8l048aN4OBgHx8fuTr5+fkzZ87817/+pdFo/Pz8oqOj09LSEhMTnVa+deuW2WwODQ0V15jNZoPBEBwcLAQggfB3u3bt6u3t7WwzAAAsCEAA4A6rV69+5513RowYkZ2dnZSU9MYbb7h6BgBAK0IAAgA3MZvNxcXFoaGhjLEiAAD3QAACAAAA1cFVYAAAAKA6CEAAAACgOghAAAAAoDoIQAAAAKA6CEAAAACgOghAAAAAoDoIQAAAAKA6CEAAAACgOghAAAAAoDoIQAAAAKA6CEAAAACgOl6uKtxLBQUFu3bt0mg0iYmJkZGRrqp7rhMnTmRnZ3t7e8+YMUNYo+iunT179osvvuA4btq0aeHh4aTw7ly5cmXHjh3t2rWbOXNmhw4dSOHdEZw+ffq///3v7NmzSeHd+eqrr65cuSIsz5w5U6/XK7o7RFReXp6RkZGSkiLc4VW53blw4cI333wjPoyPjw8PD1dud4iouLh427ZtHMelpKQEBQWRkt8dIiosLBQaP2XKlIiICFJsd5rzA+qerrlvBCgnJ2f48OEdO3bU6/XDhg07deqUq2d4Lj8/P5PJ9Otf/1p4qOiu5eXljRw5skuXLrW1tTExMQaDQdHdqampiY2NtVgsOTk5ycnJpPB3R2AymRITE+fMmUPK786iRYtu3rwZFhYWFham0WiU3h0iWrhw4ZEjR4T0o+ju+Pr6Cu9Lp06d5s+fX15erujumEymmJgYk8lkMBji4uJsNpuiu5OTkxMbG+vv76/X66Ojo8+ePavc7rj8AXVf13h3mTVr1pIlS4Tl2bNnL168mF3fw+Xk5Pj7+wvLiu7awoULFyxYICyPHj167dq1iu7OrVu33nzzTZvNdujQoS5duvAKf3cEixcvHjRokPBpVXR3TCaTVqu9du2azWYT1ii6OzzP7969Ozw8vLKyUnio9O4I3n777bi4OF7h3Tl16pROp7NYLOXl5URUXFys6O5MmzbttddeE5aff/75efPmKbo77B9Qt3XNfSNAZWVlYWFhwnJERERJSQm7voIoumurV69+5513iMhkMhUVFYWGhiq6O506dVq6dOmaNWvmzp2bmppKCn93iOjw4cNbtmxZs2aN8FDR3Tlx4oTVao2Pj3/kkUfmz59vtVoV3Z3y8vJ58+a1a9du6NChc+bMqaurU3R3BFardfXq1UuWLCGF72x9+vSJiYlJTk6eMWPG2LFjQ0JCFN2d6upqYZSRiAICAu7cuaPo7kg5dsRtXXNfAJLiOI7neVe1FElxXeM4TqPR1NbWPvfcc0OGDJk4caJdqbK6I5g0adK8efM++uij69evS9crrjsmkyk1NXXVqlUPPPCAY6niutOtW7d169YdO3bs6NGjOTk569atk5YqrjsrV67s16/fqVOnjh8/fvTo0X/84x/SUsV1R/Dpp5/q9frx48fbrVdcd4qKigoKCoYOHTpw4MDTp0+XlpZKSxXXndTU1LS0tKysrKysrPfff/+ZZ56RliquO3IcO9KqXXPfSdBardZmswnLFotFr9ez6yuI0rtmMpmSkpLat2//ySefcByn6O7k5eV17Nixd+/eCxcu3Llz565duxTdnd///vc9evR47rnnLly4QEQ2m03R3fnhhx/i4+O1Wq1Wq500adLBgwcV3Z3c3NzJkyd7eXl5eXlNnjw5KytL0d0RpKWlvfjiixzHkcK/2TZs2BAfH79s2TIiys/P37x5s6K7k5SUZLVa09PT9+zZM2bMmISEhPT0dOV2R8rxfXHbO+W+EaC+fftmZ2cLy9nZ2X369GHXVxBFd62qqmrcuHEhISHbtm3T6XSk8O5s3br11VdfJaKampqrV6+GhIQouju1tbUBAQHTp08XDkmsWbNG0d3Zvn37yy+/LCxnZWVFRUUpujtRUVFZWVnC8qFDhwYMGKDo7hBRVlbWxYsXxWtzFN2dgIAAYQCY5/nS0tLOnTsrujtENG3atFmzZnl7e69du5YU/u5IOXbEbV1rxcElOzdv3hw3blxQUFBNTU1tbe2ePXv8/PxcPclz5ebmjhkzpqKighTetdmzZ3/44Yfjx48X/s03e/bs6Oho5Xbnxo0b48ePDw4OLi4uHjx4cHp6+q1bt5TbHVFhYWHv3r15nlf0zlZeXj5p0qT27dubzWatVvv555+bTCbldqeioiIhIcHPz89sNuv1+oyMDLPZrNzuENHEiRMHDRr02muvCQ8VvbMZjcaEhAQfH5/q6urAwMCtW7cK/9hTaHeIyGg0RkVFrVq1KikpiRT+7rB/QGtra93TNfcFIIHBYOA4Ljg42FVF5bnPuqbo7pSUlPj4+HTq1Elco+juOFJ0d4R/l0sbr+juGAwGrVYbGBgoXaPc7jhSdHdKSkq8vLyESYAEiu6Oo/umO44dcUPX3B2AAAAAANqc+84BAgAAAPAQCEAAAACgOu67DF4knGwLAAAAIHD/CTltEICI6EmaTERE2vrHmvqBqMbxKK226eOGJdn1Tf8n2VDT/zcUiBW0DRXqHzYdEtM0LSUn29l3YVV8zxcd/lADTZMNWhtLxb5TE3YNaFzv0BINEZFNroLjZppu2eqkAhHRtwd+P+rJ/2t8TI5/qOmzHLZjle1Ck0c2mQY40VDTKtRwVU3a1LwPlg6Z+ZZcTWtDNecc1jt50QQyW7Dvo6uWW+3WO9Q/++bSvr916A6RzdWW6zn2SL6onswWGl9kp9VEcn9RQ0R05cWlEasauqO17z1Jajpht2XZhtmvqF8t118S/2JDe2RqSnbzxj9RlLK8x9bXhWX7hmscdjf7j6xVXHIoJCLSaJv0RbId5zuypqHv9uubvtRiqcbhtfp2zOon/7NI42T7NpJ8t2ntPkmN3xz2DdBorE0eNt3ltQ0dbPx6JitR43ebkw0KFRzei/r1YjWtjYj+9uiuV/InkeTvihW0GivJb58a2mbXMPEpdtsRa2qbtqfJGq3ddpo0SdKS+vU6TdOnk3VMzwv/udBT0tQmLZG03O6J9YQtO+uR8LCe5F1uWNP0obZh0f6J4u6gFR5qnNYnIi1piMir2wVyO7lvFwAAAID7FgIQAAAAqA4CEAAAAKgOAhAAAACoDgIQAAAAqA4CEAAAAKgOAhAAAACoDgIQAAAAqA4CEAAAAKgOAhAAAACoDgIQAAAAqA4CEAAAAKgOAhAAAACoDgIQAAAAqA4CEAAAAKgOx/O8qzr3GMdxrqoAAACAirRBGnH/nwQAAABoWzgEBgAAAKqDAAQAAACqgwAEAAAAqoMABAAAAKqDAAQAAACqgwAEAAAAqoMABAAAAKqDAAQAAACqgwAEAAAAqoMABAAAAKqDAAQAAACqgwAEAAAAqoMABAAAAKqDAAQAAACqgwAEAAAAqoMABAAAAKqDAAQAAACqgwAEAAAAqoMABAAAAKqDAAQAAACqgwAEAAAAqoMABAAAAKqDAAQAAACqgwAEAAAAqoMABAAAAKqDAAQAAACqgwAEAAAAqoMABAAAAKqDAAQAAACqgwAEAAAAqoMABAAAAKqDAAQAAACqgwAEAAAAqoMABAAAAKqDAAQAAACqgwAEAAAAqoMABAAAAKqDAAQAAACqgwAEAAAAqoMABAAAAKqDAAQAAACqgwAEAAAAqoMABAAAAKqDAAQAAACqgwAEAAAAqoMABAAAAKqDAAQAAACqgwAEAAAAqoMABAAAAKqDAAQAAACqgwAEAAAAqoMABAAAAKrj5aoCAAAAQKPbtfyNWlr6zyMajeZPP4821fEV1ZbNe04++1jEhMHBrp7tKTie513VAQAAACAiSlmba+V5Dce9O3for/+Za7Xxr6QM+XD/ufiRvd/f8b3OS/NR+Npak5mIJ2sd8XX65M9cbbJtIAABAABAs6SszRUW3vn5oI8zL//v0q3Vc4aWm2zGOv5OHX/p2u3u3QL+ufP7jxYMZW/HEyAAAQAAqMKxuQttZjPx/OAt6cKaGsOVUy/9HxH17WUjIr6upv3rW8T61X+cRVodEfkuX09Eye/mcBqOiNbNGfKr9LyPFwy9Y+HvWKmqlq+qo9t1thorbcg4qtVqbDZezEC24x9qBky3Zi4gjb5pc0j7xOpx23/j5aWzW/950lvSh9PX5gpJRdjmil9s03g5P4N5Wfo0p+udwknQAAAAaqd9MJKIOC9v6UqvR3mv/rXkU2srO3fwuotp69QAAAVuSURBVE1IP0TUUcdxRMlrc9rrOA0RxxFxxBFHRL9MGvSLxEd54lPW5tZuf6b205l1BV85TT8MEzOWSh+K4zQL/99xx8p3DSdBAwAAqJ33zFeqX59tv5anulN6Yfhnb8Z5cfXMtblE1D/Y76Nvr/wkJtzKE88T3xBUeJ444iY+0Vvff1vtpzP1Y9OsuX8hIiKb9ok1dn/hy5+9bbdGSD8TM5bajQMR0c3qWiL63aZnhIcrUrdrtBy1cOBHhBEgAAAAqGf653JhoXrl81Q/4kP7S+ould4W61iJiOjI5VtjYsJNNt7Ck4Xn6yQn1KQk9J9wZgmfkayf8oHtXP0xNcf049S48MHSh8s+OiFX80dCAAIAAADiLdVExJcW1z8219Sd1HtF1dZ+OtMxK9TZ+Pd+9Vh1HV9jpVor1drIaqsvsmq8xuTMPWt8YHrpi0TEG4uIiGy1Dttw7lfRydKH1ypriKi2Yetvf1no5Dl3BQEIAAAAqP2fP7Zb49W/Vjfid6TzsVvPE/1xxmDhyq+qOqq28mYrT0TEaeIOTn/s8LzMYevTzIkN1bXE20hjf6azSzduG8Tlt1OiNMQR0XeXKuSf0TI4BwgAAAAamf7xsvfYFCKqu+SlT+pHFnP3M/8kihEreHFclYWIyMpTHW+rtdKQE3/yNV7Zqp357aiPeZut/OYdyfZ4640KbXAnaiENx52+XH/cbeP+on6BvifLpJv9sRCAAAAA1ITjnC8T8eZqzseXv37DvDGNtFoya21nPvMaNOtyu1FdzmRf5Tr8ZmpUndVWY64zWniLl9dT307nOU25Jmhv2G+CokK7EfE2GxGFPNCRiCyksWTM4nleG9yZbHXUQl38gl/YkiMM/Jy5WS2uT3o7O+M3w+Sf11wIQAAAAKoQOGrg9X1HpGuufbRT+rD9Gx/XXwum1RKR7yv10wV570pfEZKz+/bQqJNfdLx50qbxsnFeG7nZ2uEbSaMbdXjW47aDhVR/cVaXyhP9j698rKvOaOmgS9psK9zJFx8iTXPzxotfrRSXNdQknwna6bSOK+9CcxsEAAAAihaWkmoXgCqOniEiW62L4Zl2T8zeVRB/4dilnCO3dJZeswZeeMD6w4K6VXRYwxNZND5hV7/8qvLRyKi+RHSksO5i37/vPFxssdTtINL0mmotPkRE1szntXHvsf8QERVWXbdbI86pePVG9W93nHZ4xl1CAAIAAFCX72fOlT4c8N6Kxgc8LxwX480mcd2QTlxFeGhweKhGw2369Oi3XeN6d+/8yPevnRz8x5Dy706au3cJ6RrZULn3kEFE9MvEwKf8yxu2WUecF2l01qxFJCE3EzQR7Uz486S/H+ng3SSlhAX5CguT/37ks8WPOT6rRXAVGAAAgFoMWGc/u2Cdyazv0ngLd++knwsL7d/4SFpNyxER2Wz8rMkDe0Z02rQr/8XLkzb8K3/TjtKflm/gJceqRh9M5on7Lv8a+QbVP3fUu5L5nF37eNxyvb6dkH6iw/ylRcJ0i77e92D4BvcCAwAAUJfSzz8v/eJLnwe69H3tL06Kq8uJiHztr9v6uqTxSJlWq0nf+b340MZpwg1Ff4v61KzvdK79Y/3K9xNP+qkfkCt3TJXSE7Hb+3QUl413LETk195+fEhcf7vcJDy3Y4D9hfrNgQAEAAAAzfKfkjoxrWz87Ji0qOcD/qMe70FEow/N0Ez7xOGpHgeHwAAAAKBZxoR46RuuwUpNGlhna5j+mWj0iJ5EZOVJEemHMAIEAAAALXWywlZqsnFE32YXXSiunD1lsJ8XP7TLvblA3T0QgAAAAEB1cAgMAAAAVAcBCAAAAFQHAQgAAABUBwEIAAAAVOf/A7+P0p5qZ/UnAAAAAElFTkSuQmCC\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 8,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "x.clear()\n",
- "logo2 = vcs.utils.Logo('./logo.png')\n",
- "logo2.x = .1\n",
- "logo2.y = .9\n",
- "logo2.plot(x)\n",
- "x.plot(d)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Let's hide those text above the plot."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "my_template = vcs.createtemplate()\n",
- "# Turn off no-needed information -- prevent overlap\n",
- "my_template.blank(['title','dataname','crdate','crtime','mean','min','max',\n",
- " 'units','zvalue','tvalue','xunits','yunits','xname','yname'])\n",
- "x.clear()\n",
- "logo2.plot(x)\n",
- "x.plot(d,my_template)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- To identify text you want to hide, please see below.\n",
- "\n",
- "![controllable_parameters](https://user-images.githubusercontent.com/2781425/29979739-8f2acb66-8efb-11e7-8d34-0cb769194dfc.jpg)"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python [conda env:nightly2]",
- "language": "python",
- "name": "conda-env-nightly2-py"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.14"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/docs/Jupyter/Masking_Data_Land-Sea_masks.ipynb b/docs/Jupyter/Masking_Data_Land-Sea_masks.ipynb
deleted file mode 100644
index bc014fda2..000000000
--- a/docs/Jupyter/Masking_Data_Land-Sea_masks.ipynb
+++ /dev/null
@@ -1,248 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Masking Land or Sea using masks.\n",
- "\n",
- "In this example we will show how to generate masks, including lans/sea masks\n",
- "\n",
- "Notebook can be accessed [here](notebook.ipynb)\n",
- "\n",
- "## Preparing the notebook"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Max speed: 68.9132\n",
- "Mean speed: 16.2591233086\n",
- "Min speed: 0.0611087\n"
- ]
- }
- ],
- "source": [
- "import requests\n",
- "r = requests.get(\"https://uvcdat.llnl.gov/cdat/sample_data/clt.nc\",stream=True)\n",
- "with open(\"clt.nc\",\"wb\") as f:\n",
- " for chunk in r.iter_content(chunk_size=1024):\n",
- " if chunk: # filter local_filename keep-alive new chunks\n",
- " f.write(chunk)\n",
- "\n",
- "# and load data\n",
- "import cdms2\n",
- "f = cdms2.open(\"clt.nc\")\n",
- "clt = f(\"clt\", time=slice(0,1), squeeze=1) # Get first month\n",
- "u = f(\"u\", level=slice(0,1), squeeze=1)\n",
- "v = f(\"v\", level=slice(0,1), squeeze=1)\n",
- "clt = clt.regrid(u.getGrid(), regridTool=\"regrid2\") # Put data on same grid\n",
- "\n",
- "# computes wind speed\n",
- "import MV2\n",
- "speed = MV2.sqrt(u**2+v**2)\n",
- "print \"Max speed:\", speed.max()\n",
- "print \"Mean speed:\",speed.mean()\n",
- "print \"Min speed:\",speed.min()\n",
- "\n",
- "# Prepare graphics\n",
- "import vcs\n",
- "x=vcs.init()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Value based masks"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/Users/doutriaux1/anaconda2/envs/nightly2/lib/python2.7/site-packages/vcs/VTKPlots.py:1005: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n",
- "Check the NumPy 1.11 release notes for more information.\n",
- " data[:] = numpy.ma.masked_invalid(data, numpy.nan)\n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Let's mask out area where wind speed is greater than twice mean\n",
- "mask = MV2.greater(speed,speed.mean()*2.)\n",
- "\n",
- "# Let's apply this mask\n",
- "clt_masked = MV2.masked_where(mask,clt)\n",
- "x.plot(clt_masked)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Land-sea Masks\n",
- "\n",
- "### Generating a landsea mask on any grid\n",
- "\n",
- "Conveniently CDAT can generate masks for you (for regular grids only).\n",
- "\n",
- "The observed data set used here as the basis for creating realistic model land/sea masks was obtained from the U.S. Navy on a 1/6 degree longitude-latitude grid.\n",
- "\n",
- "more on the technique used can be read [here](https://www-pcmdi.llnl.gov/publications/pdf/58.pdf)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 3,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "import cdutil\n",
- "mask = cdutil.generateLandSeaMask(clt)\n",
- "mask2 = MV2.where(mask._mask,1.,mask) # Not needed for cdutil versions >= 2.12.2017.9.25\n",
- "mask2.setAxisList(mask.getAxisList()) # Not needed for cdutil versions >= 2.12.2017.9.25\n",
- "clt_masked = MV2.masked_where(mask2,clt)\n",
- "x.clear()\n",
- "x.plot(clt_masked)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Surface type by region masks\n",
- "\n",
- "CDAT also provide capabilities to mask regions. Original regions and their numbers come from [EzGet](http://github.com/uv-cdat/ezget)\n",
- "\n",
- "The function requires both a land/sea mask and a file reporting \"regions\", default \"region\" mask is as follow:\n",
- "\n",
- "\n",
- "Regions tables is:\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\bDone : | | 0.00Done : ## | 4.76Done : #### | 9.52Done : ###### | 14.29Done : ######## | 19.05Done : ########## | 23.81Done : ############ | 28.57Done : ############## | 33.33Done : ################ | 38.10Done : ################## | 42.86Done : #################### | 47.62Done : ##################### | 52.38Done : ####################### | 57.14Done : ######################### | 61.90Done : ########################### | 66.67Done : ############################# | 71.43Done : ############################### | 76.19Done : ################################# | 80.95Done : ################################### | 85.71Done : ##################################### | 90.48Done : ####################################### | 95.24Done : ########################################| 100.00%\n"
- ]
- }
- ],
- "source": [
- "regions, guess = cdutil.generateSurfaceTypeByRegionMask(mask2*100., verbose=False)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# let's take a look\n",
- "x.clear()\n",
- "x.plot(regions)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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5m9/8xrbe6eybR44ccTpRqOPknTaOE5QWFhaqTFlaVlY2duzYFi1abNy4UafTjR07trKyctWqVTt27Bg6dKjLGz81TuVsOj1xw4YNW7Zs2YMPPmh/Hcrpe65+FuynpHVcYzAYqqqqlPVWq9VoNN7O9LfaITubNiq/dyrWrFmTmJg4f/588dPtREVFRTXWPPfcc/wmAmgcTXMJTPHMM8+8+OKL33///aOPPmpb6XT2zdpMFFr9y5uZHCcodTpl6d69e5VbEIYPHx4REbFp0yYfHx+lz/jx46dOnerr6/vWW28JuOL0bDo9cTdu3HjyySd/97vfLVq06OzZs/Y7cXzPHdcop0w4TEnruKZbt24ZGRnKckZGRteuXes8/a3WOD2bTlXX4iZC5ZQFBQUp085UV1dfvnw5ODjYcQ2/iQAaTZONAAkhxo8f/+yzz06fPt02w5SQzL4ZHR3tcqLQGhwnKLVarY5Tlj744IMnTpxIT0//8ssvg4ODlX/uZ8yYMWzYsOLi4hkzZrz11lvMclUbTs+m0xle582bd88997zyyisGg2Hq1KkHDhyw3Qbk+J47rlFOWbdu3WpMSSscJqmdP3/+8OHDk5KSysvLKyoqZs+effPmzbpNf6s1Ts9mnSmn7Kmnnvr4448TExNLS0vbtGkzZcqUioqKGmuefvppfhMBNI4mqAKrDcfZN0XtJgqtwXGC0tpMWYr6VYcTV4/MZrNOp7Of7La+pr9FHeTl5TVr1sw+yjiuAYBG4KYBCAAAoOE05T1AAAAATYIABAAANIcABAAANIcABAAANIcABAAANIcABAAANIcABAAANIcABAAANIcABAAANIcABAAANIcABAAANIcABAAANIcABAAANIcABE3T6XSuungqDs0TcWhAoyEAAQAAzSEAAQAAzSEAAQAAzSEAAQAAzSEAAQAAzSEAAQAAzdFVV1e76gM0HmplAW/Fnxu4FUaAAACA5hCAAACA5hCAAACA5hCAAACA5hCAAACA5hCAAACA5hCAAACA5hCAAACA5hCAAACA5hCAAACA5hCAAACA5hCAAACA5hCAAACA5hCAAACA5hCAAACA5hCAgJ8lRj9rW1D+q7EeAOAdCEDALyhZ59Ocpa46AgA8GAEIqKnGeA/DPwDgfQhAgHO2QaBPc5YyIAQAXoYABDhhuxBmfycQAMBrEIAAKW6CBgBvRQACAACao6uurnbVB2g8Op3OVRdNeMBnguPKPdaNP3cwTfl5ffF65eGe4vWOWwFugj83cCvNXHUA4C5+TEV+PrY1tugDALglXAID3NEe60b78R7nfezGexj7AYBbQgACPJL92M8DpikPmKaQgQCg9ghAgDt6wGfCAz4TZINATq98cS0MAGqPAAS4qT3Wjc5vhea+HwC4bVSBwb24bRXYkNhXbMt7D79S46FD96bRft1rsqaoLT/fOl1DwDf5ysKnZ/+U2GmefdOnZ//kbAugLvhzA7fCCBBwy4bEvuI+oaceJXaaR+IBoBEEIKAuvDUDCUZ9AGgDAQioIzfMQOenLjg/dYGrXmoSO81jHAiAFhCAgFpxt6zjVPt1r7Vf99ptZiDBtTAAGkAAAurODQeB6gsZCIB3IwABteJBWadeBoEAwLsxFxjqwalTp3bu3KnT6caPH9+2bVshRHZ29rZt2/R6fXJyckxMjNls3r59+7Bhw6KiooQQZWVlH3zwwbRp05o185ifQENF5QO9Xtpz+BUhxAO9XnLVvWmM6XlMWVhut6w48P/6OttCCCECPOFz0AN+k+wf7rH8VVmzx/JXyRYAoMYT/uWDe8vKykpISGjdunVFRUVsbKzZbM7MzBwwYEDLli2NRmNcXNzJkyezs7NTU1MnT56sfBHItWvXUlNTLRaLq327HbeNPg0hscsvvhOoae2x/NX+vxp5CABulcd8/obbWr9+/SOPPDJt2jQhxO7du7du3ZqRkTF16tSZM2cKIY4ePbpmzZqxY8eGhIRcv379jTfemD17tos94vYsv2fTnK8eddXL8zgNPQ/4TWIQCEAdEIBwu5YvX66M65SVleXk5ERGRhYUFPTq1Utpbdeu3ddffy2EMBgM69evT0hIeOihh0wmk9oecRs0lX4AoM64BIbbpdPp9Hp9RUXFhAkTevfuPWrUqBqttu+/v+uuu5577rmpU6dWVVU525NH0tRFMQDwGgQg1IOysrLRo0c3a9Zs48aNOp3OYDDYIo7VajUajbaeaWlpQoilS5c63xFuj7cO/wBAveMSGG5XSUnJyJEjo6OjV61aZTAYhBDdunXLyMhQWjMyMhISEmydDQbD+++/f++99yoP3XbqU0d7/u9Vp8tuJfpvr237xnmTylXH0uhgWdMD/s7HtxroHejyUrpt+cyrafYPrV+UO9tCCCEeyHpcCLHn2lohxAOBj9s3KSvhJhx/35keFU2IAITbNWfOnC+//DI4OPjRRx8VQsyYMWP+/PnDhw9PSkoqLy+vqKiYPXv20aNHbf27dOny2muvzZkzRzj758+DIhEayJlX08Qvw1BtKNFnz7W1NTIQ3AdxB25Fx08kGojZbNbpdGFhYa46/gIB6HZE/+01WZPpC19ZU+BZq6zJz1zqdH3DjQDVGPixiZSPAPlknbUt1whAjAC5Ff7cwK1wDxAaSnh4+K2mH2icLP3cEkIPgNogAAFwF7effrj+BaCWCEAAAEBzCEAAbpk7f/vRA4GPcxUMgEtUgQG3a9aRCTXWrOyzUVm5ss9GZ1vclsGDXxNC7Nu3QFmwl1PpbAMhhBCVPtKmKj+DrKnSKG2qm56zal7kOrYyzbay2N9hg59UGqSf1nwNTo5N72wlANgwAgTUv1lHJjRE9LFxmn48kX36AYDGRAACPAzpBwBuHwEIaBANNwjkHemn4Xx69d3E4JmuegHQOu4BAtCojq1MUxYY/gHQhAhAwO2y3fIMl5T006DRJzF45qdX33XVC4DWEYCAerCyz8bodMc/6nW/BNbz6fRjb6bZlu2bzPJpTYWQzhdRGilrET6l0kvheqt0Ao266fT7dCGE8/k1hKiKkr5+q0la1VXVqeaxPSBeURb0+UX26z/NWZ4YPce2LABoGAEIuF3R6ek5aWmuet2aY2+m1cg9AIB6xE3QQD1QMlA9xiDSDwA0KAIQUD+i09MbYigIANAQCEBAfbLPQM7uCgIAuAUCEFDPGAdyW4nRc7j3GYCCm6CB2+U07thWxk74xTjQ4Y2/6Nz+z0uEM9cMVU7XCyGEfMIvXz+rrMkqpPVc5YGyFlHlI6296vTaz8d1dkFajYfOthBCCGuI/LiE0Bukx1YaIX391oAAIUTW+rTeU2oOuRmiA2r2zhGFsVHKAgAtIwABjefwxjRbHjL3U4sCaCCxj6Yf3pQW+yhXJwGtIwABDSh2Qrr9kE+N0aBbcv6Z+cqCbNAIAFB7BCCgAdkP+aDhOL3+BQAquAkacDvnfzPfcWX7vyxR/nNsanKdXktXue/HrXD9C4CCAAS4l/O/md/+z0tsF7w8RdNmoNoP/yj3ALnqBcD7cQkMaHr2Qz7c4gMAjYAABDSsGnXvP5PMlGoLQzMH/z+nHXbl3u10vRBCpa4sVzgUhP9EZZ5UESKdnTQi9BfzjAohzgoR0tusLMiEx+TLG8XVIulEr9e6yw/OX1o8r/dzttUmkT+6XGxy0gJAO7gEBqB+9Ns179CwP7nq1cRyJi6I/ttrORMXuOoIwMsRgAAAgOYQgAB39NqJRFddAAB1RwAC0HgOu/01MgAaQQACUG884jYgABBUgQHuafvFnrKmazf8ZE3+KpOhBtZl6jGVKVkLilvImuJ3P6ssfPHg0hrL/j7WPff/6YHPZjvdsFW4tOisPFT6ac1XLz3qcP/iGmtyhEjoeDohY8r6uPVONwGgEYwAAahPnTa/8sWDS131AoAmRgACUM/idz/7xYNL7Yd/7D3w2ew9969wXN9oGPsBILgEBqAhOI0+7mBKxhRBBgLACBCAxtfkg0AAQAACoDnKOBAALSMAAQAAzeEeIKBpRK1ebP/w4owX7NfkmR02+IneR1qb7muUTgvqY5LWildZ5R+EKqVN1mJfaZPphvP1VXqTj0UIsXXgu2MPzhTCUqNDuxbXnG0nhBBRvtJZVK1VPrKmTr55siZuAgI0jgAEoDHE7pp3eNifDgshhBh7cKaL3gDQwAhAABpJ7K55UQHSMZ5698LdnwohNmdLv1ISgJYRgICmV+P6F+rL5uye4zsfs3+o0hmAphCAgCZG+mlQ9qFnfOdjZCAACqrAAHinxScS7Yd/AMAeI0BA0/C56iOEyJmfFr0kXVyt2VoVIi3aioxw6P2TyirpR5rCq9JSKb1FulWVvOJMHyp9hUlRJ2VNfkK6lRAixxIia9qYEytrssqPWohPa2QgIhEABSNAAABAcwhAQJP5cfgHANDoCEBA0yD9AEATIgABTYP0AwBNiAAEAAA0hwAEAAA0hzJ4NAiz2bx9+3bbw+Tk5JAQaYWzF+v+z5fsH36T/KptjVVaKi6EENLqcyH8faSV5KVWaa27UJnxVF6Zrlf7jCSdeDXcp47zXVRaDLKma6V+sqZK+Yyt/XbNc1x5aNif+u2ad2jYnxybAGgHI0BoENnZ2fPnz4/6idFodLWFl/sm+VX79IPGR+IBYI8RIDQUo9E4bNgw+zXXr19fu3btd9991759+5iYGF9f38TERNnm3of00+SUsR9XvQBoAiNAaCjV1dVFP6muri4sLOzTp8/58+cnT5585cqV5OTkjz76yNU+vAFjP+6G618ABCNAaDjFxcVpaWnK8rJly1atWtW2bdtly5YJIe69995vvvlGdWsvQfRxH+QeAPYIQGgoLVu2XL16te3h5cuXu3btanvYsWPHa9fqeKssUDe261+EIQC66upqV32AW3bw4MFx48ZdvnzZtmb79u1PP/30V1991bp165KSktjYWC0MArVft1jW5OOrNi1o5UV/WZNfnqxFlEZIm0Sw9On08nlSfaTzrory9tJKNR+z9Nq6NUSlvk34RxbLmiorpQViVfICt8oL0rcxZ36arAmNib9BaCqMAKGhFBUVjRs3TllesmTJyJEjjx071r9//0GDBh08eNBqtT7xxBNvv/12ja10Op3DngB4A7IO3AoBCA1i4MCBFoulxsoFCxakpaWZzebQ0NCXXnqppKTE6bYAADQ0AhAala+vb7t27YQQLVq0cNUXaBBc/AIgCEBoKv/93//tqgsAAA2F7wECoC3RS9JddQHg/QhAADSHDASAMni4F0+sAmv/1hIhxPmn5tuWf2aSFp/7+quVwZfnSeu3fXOln1vKg2UtQvjIq9ZLpDvU35C1CKv8uQzyI7OEqh11cLi0DN5SIZ1OrrxEXsZ/3lfWpLe7R//MorQuL6bbP3SyAW4bf27gVhgBAupNzfQDD9HlxXRCD6A1BCCgHpx/aj7px6ORgQCtIQABgBBkIEBjCEDA7WL4BwA8DgEIAH7EIBCgHVSBwb14YhVYz1nSmurSQaWyppAgacWTEOLqDek3ZZcWSiubfOTTmgafkLUIq/xLua2B0iZfs7SpsJ+04ixAXuclhAg1SVsv5kurzipzpBVzpguyFuGfL32Rh7bMv2vOL87pyeVpypqTy4lHdcefG7gVRoAA4BfumpNO0AG8HgEIAGoiAwFej7nAAMAJMhDg3QhAAOCc/Z1AhCHAy3AJDABcUG6CrnFnNACPRgACANcYAQK8DGXwcC+eWAYv5LOA+curvn2MlbImIYS1wiBrspRLa92rrvrJmlSmUK2bIHmFee5g6Yyn/q3KZU1CCINB+p6UXpMemj5f+r0AfgWyFqGXfkGBKI1wvj7nhbSo1YudtwlxccYLsiYo+HMDt8I9QABQW7aUo5KEAHgEAhAA1Er04nRr6I+DW4z3AJ6OAAQAt8xxBIhIBHiWer4tAAAAwP0RgAAAgOZQBQb34qFVYC8eHRmx+gkAACAASURBVO10/acXuztdL4S4ViotaxJC+PpI66H8fKQ1VgVXTbImUSX/tFMkrTjzLZBuFfyNdDLRvNHSV+gjPy4hhKVEWuBmkJfFCemzqR61Xvr69aEWWVOVRfoKfU3SArcz41+RNWkKf27gVhgBAgAAmkMAAm7Xi0dHL/r/trnqBQBwIwQgoB6QgQDAsxCAAACA5hCAAACA5vBFiMDtKrCaaizUhr9fhUqrpcIoayq56i9r8j8jrVGqlNecWaX7E6VR0lKp4Ph8WZPID5K1WK3yYi4hfAKkBV1VKnOIyeu5VFSWyz/+5cvfrGDpKyzPl76PnV5Tm0b+7AKmWQWaACNAAABAcwhAAABAcwhAgFs4NnLRsZGLXPUCANQPAhDgLnpuf5EMBACNgwAEAAA0hwAENL1jIxf13P6iq14AgHrDZKhwL544GeqkLx9XFv7af61tWfHN1XBnWwghRNaI12VNQohOm1+RNVlzpeXWIVnSjzQqFfqlUdImfacSWdOGvmtlTY98PlPWpP6hyz+gVNZkKZdW+Pv5S0vTKyulVfflpdId+lz0lTVZo6Tl+Po86VamHFmLEEL43JA2Za33qgp5/tzArTACBAAANIcABAAANIcABAAANIcABAAANIcABDQB9TugAQANjclQgduVUxwshPjiwaXxu5/NKf5FU52Djq9PpazJWiX93FLQWz4tqLTmSQg/6XOpbPTHi4mypojwIlmTQXXi0gAfi6wp1E9aIGaSb/VVgbTC7WJBqKzJV/pUIvxjaamX3io9tCoftY+almCVRgANhREgoB4o6cdVLwCAuyAAAbeL9AMAHocABNwu0g8AeBwCEAAA0BwCEAAA0BwCEAAA0BzK4FGfTp06tXPnTp1ON378+LZt2wohsrOzt23bptfrk5OTY2JihBCHDx/eu3dvaGjo5MmTjUajq126i/brFgshzk99QVmwV1l11dkWt8XHIC1NF/JK8ko/WYswyOvqhUFeml4p/Yx0tVw6J6uP/BWqHZcQfvJXEuwjrU33NUgnQ1Wvuq8D32vS51JRHqj2UVM+YSuABsQIEOpNVlZWQkJC69atKyoqYmNjzWZzZmbmgAEDWrZsaTQa4+LiTp48uXfv3qSkpE6dOm3evDklJcXVLgEAaBCMAKHerF+//pFHHpk2bZoQYvfu3Vu3bs3IyJg6derMmTOFEEePHl2zZo2vr++IESPGjRsXGxu7YcMGF3t0J+enviB+GgcCGsHJFWmuugCoO0aAoGbDhg1BzjjtvHz58jfeeEMIUVZWlpOTExkZWVBQEBX141fxtmvXLi8vb9iwYbt27Vq7dm1AQMCCBQuc7sdtkX7QaE6uSLtrdrqrXgDqjhEgqCkvL3/11Vf79+/vqqMQQuh0Op1OV1FRMWHChN69e48aNWrVqlX2rdXV1YMGDdq3b9/mzZvj4uIef/zxF198UWWHboX0AwDehAAENXFxcSaTqUOHDq46/qisrGzs2LEtWrTYuHGjTqczGAxVVT/ehWq1Wo1GY0lJSXR09MKFCydNmhQdHe1xg0BAA6lxwcsrh390Op3jyurqaseVQCMgAEFNjx49XHX5WUlJyciRI6Ojo1etWmUwGIQQ3bp1y8jIUFozMjISEhIee+yxLl26LFu2zGAwGAwGs9ncunVr+504/SfSHejN0olBu3Qzy5oOyRqE+J+vh9iWf3vnXvuHQohr1uMOW/woPyLAceWbfTY+fWTCjsP3ODb9yCqtNdJbpIemUrKV6yMtsLJapdfW1QuefP2kNVY+evnssPK9+vtIdxjZPl/WlB9okjWJw9L3ytpC+jIOb7zlu3m88gYgsg7cCgEItWKxWLZs2dKmTZsOHTpER0c77TNnzpwvv/wyODj40UcfFULMmDFj/vz5w4cPT0pKKi8vr6iomD179ogRI8aMGaMUiC1evLhG+gEAoHEQgODajRs3EhISbt68OXz48MzMzPHjxz/55JOO3VavXr169eoaKzMyMsxms06nCwsLE0L06tXr7Nmzubm5QUFBJpP8czZUvdlnoxDi6SMTbGvslwEALlEFBtfWrl0bFxe3detWIcTGjRuXLl1aUVHhaqOfhYeHK+lHYTAY2rZtS/qxcbz+VUtKDAIA1AEjQHDt22+/TU1NVZbDwsIGDRpkNpuVL3pGk2C8BwBuEyNAcC0qKmrLli3K8vXr1w8ePGg/ogNAxaGt8111AdAEGAGCa9OmTevXr98XX3xx/fr1Dz/8cMqUKb6+vq42Qq3U+foXAOB2EIDgWnBw8OHDh9esWZObm3v//fcnJSW52sILVQVKq74Ly1vImlScLw+usWDPWikttzZbpLdP+RRIx3St9X3PVZW81r2qXPriq0QdZyctkM+92jGgQNZUbpC+EpXR73whfbOsJmmte5WPk10e3pgWOyG9DmXwABoaAQhq9u/f/95779mv2bJly5YtW95//33JFgB+RvoB3Bb3AEFNixYtoqKiAgIC1q9fX1xcHBYWduDAgaysLFfbAQDg1ghAUNO7d+8//OEP0dHRzz///IcffrhkyZKsrKyKiory8nJXm8K15fdsmfPVOFe94MGUS2CuegFoAgQguHbp0qVHHnlEWQ4KCho4cOAPP/ygvgkAAO6MAATXOnTosH79emU5Pz9///79lMEDADwaN0HDtccff7xv377Hjx/v2LHj9u3b586d661l8I4XpJbfs0VZf7LoorMthBDidH64rKnX9heFEP83cpGyYG/fReX/XRy3EkL4yWfxvFosLTqLOCDd6uIQeWWWn6xFbTZUa4l0h4Ziee2VyvSqQljlE6zmWENlTZNiM2VNrfTFsqbjpe1lTWfyQmRN1zpJPzT6SJ7K4qTID0DTIwDBNZPJ9OWXXypl8G+//fbIkSNdbeENbNHHVUfXem1/0T4D/d/IRbb18o0AAA2IAATXVq1atXTpUmX5448/njdv3qlTp9Q38Wj1GH1slAxkW1bvDK/R8+n0Y29SBg+4IwIQXBsyZEhERIQQorq6+siRI++8846rLTxe/aYfBblHg0g/gNsiAMG1jh07duzYUVkeOXLk6dOnc3NzIyMj1bfyUMrwDwDAu1EFhltTUlJy4sSJ5s2bu+roqRpi7AcA4G4IQHDtgw8+GDhw4MCBA+Pj46Ojo/v27duqVStXGwEQQoieT/NFiIA74hIYXOvZs+eMGTOEEDqdLiIiYujQoa628FR5lsAaCzbWKumnBX8/i6wpSN5krZROqymEuGGVVpJb5U0FPeW17v7yWUjlh6b2CUn6VEL4Sp+ryiQt1BdC+PpLW8vlVfffWqRV65HOJih1KTxYWjx/1U86J6vTrwzoPi/92J+4DQhwRwQguHbu3Ln77rsvJibGVUcAADwDAQhqTp06tW/fvk8//bR79+7t2rWzrX/yySdVtvJom/qvefTLX7nqBQDwbAQgqMnJydmyZcv58+dzc3NNJpNtvRcHIKB+dZ+X/g1XwQD3QwCCmoceeuihhx5auXLlwIEDe/To4ao7AACegQAENTt27Fi3bl1ycvKsWbPs1x88eFC2iUfj+hcAaAQBCGq6du366KOPdu3aVakC83oJu5/NlRQAyWuoRLC81CvcX15PZJHOaSqEuFosrTaqskgrm0p7lsuaKi3yuUtLZS1q9PKJS6vkRxYVflXaJkTHwHxZ0+cnu8uaLpRKpxutktds+chPac+QPFnTHn/pxLfyWjoA7ogABDWdO3fu3LnzP//5T6rAAADehAAENRqsAgMAaAEBCGqoAgMAeCUCENRQBQYA8EoEILgWExPz5ptv2q95++23ZZ0BAHB/BCC4VlFR8e677yYlJXXu3Hnbtm16vWeXu7z1dYJt+ak7D9g//N+r0qItc+nPVwBrKCiV1hqdyw2VNfWOPi9rEkJ0CZfOipXXIkDWlHtRWg8lDM6mqhJCCKGXP5efv7TATeWH4JpZ+l7lFshfoRAW+TRnXaKllVkhfvJSO6v0laic0KsWeQlehLTOzsdPbZqzejck/vfSNr10mrm9BxbImgCtIQDBtbNnzy5cuPD3v/+9EOLll1+OjY21WCx+fn6utnN3NdIP4On2fvGy0/VDEl5zuh7QMgIQXLtw4cLUqVOV5cDAwIEDB+bn57dt21Z9KzdH+oGn2/vFy8o4kC33/Dgs5DACxMAP4IgABNc6dOiwfv36Xr16CSHy8/P3798fHi79OjiPQPqBp1PSjxJ91C6HCSHsRoBIQoANAQiuPf7443379j127Fjnzp137NjxzDPPGI1GVxu5L9IPvIASelxGHwAynn03KxpHy5YtMzIyHnzwQV9f3xUrVjz33HOutnBrpB8AACNAULNjx47XX3/dfs2RI0eWLl3qrZOhAgA0ggAENZ47DWr87meVhS8eXFpjZSe/7c63EeLfhk6yJhWWCvkFwWvSum5feV26ECLIR1raXSWflzW3Ulp1r1IG7+crrXWPCrwma8qXF/+rHJm1VG3UudhXWlrYO/yirMmkl5amX62QvkiVWvficl9Zk6+/tNY9MqhI1tR9/ywhxLb7Vo7eP8ux9dihjrblnPlpjh1sEoYvti2XG6S17pXSHzqRGPLzC/i0YGWNh862ALwWAQhqlMlQXfVyR7bcY0tCgJvLmZ8WvSTdfk3Uvgb8bqHEkFm2DET6gQYRgOCdyD1wN6P3z5INAikDPzXST6NRYhAZCFpDAAKARqJkIGXBttJx4Kcx1bgQBmgHAQgAGs/on+4Hsq1pwvRD9IGWEYAAoLHZjwAdO6TSEUBD0VVXV7vqAzQenU7nqkutvHJ0pKypQv71VxctgbImlbkzVZoKr0qb9KpVYCaTtDIr2L9U1lRkkVZRhcu3Mhqkd9pWyt8rlYlLS+RN/j5qd/VG+UuLzvoFnpU1nS2PlDVZK6Wv32yRnprM/5MWA+qDpeelffhVWVN0gLRJCHHmmrR2L//fEbImFeXSn2JR6e+8hvDiE/PtH0anp+ekpUWn/zg0lZOmVptWe/y5gVvhixABQOui3lliW1Zyj5KB5FsAHo9LYAAAYRvvsV9jPw4EeBlGgAAAgOYQgAAAgOYQgAAAznEnELwYAQgAIMU9QPBW3ASN+vf111//+9//VmZRzc7O3rZtm16vT05OjomJEUIcPnx47969oaGhkydPNhrl04jeHl9DhazphrWFrKlupJNSqqqyyKesFKLURzrlqZ9qJbmMQbXqXqayLhsJH730xauXwfvqpa2qn9Wkr9JHZQpYefG/2pPJmyorpT8I1iq1n5FAP2lpfa50wlZVvtL338ckPeoq+ZcXRC9Oz3khzf6hbdl+PeBZGAFCPSsrK0tOTk5NTRVCZGZmDhgwoGXLlkajMS4u7uTJk3v37k1KSurUqdPmzZtTUlJc7QyAW4henG77L+eFNCX3kH7g0RgBQj1bsGBBQECAsvzmm29OnTp15syZQoijR4+uWbPG19d3xIgR48aNi42N3bBhg+qeALgjZQQo54W0GiNDgGdhBAj16YsvvtiwYcOKFSuUhwUFBVFRUcpyu3bt8vLyhg0btmvXrrVr1wYEBCxYsEC+JwBuzf5CGOCJCECoN2VlZdOnT1+2bNkdd9zh2KrT6aqrqwcNGrRv375Lly7FxcUtWrTIsRsAAI2AAIR6s3Dhwujo6AkTJlRWVgohqqqqDAZDVdWP92NarVaj0VhSUhIdHb1w4cI9e/a89NJLOgeqzwDAg/H7DrfCPUCoNxUVFUFBQZMmTSopKRFCrFixolu3bhkZGUprRkZGQkLCY4891qVLl2XLlhkMBp1OV1BQ0Lp1a/ud1Ne/idIyGCEifYtkTXnyyVBVir0qq+QfJK5KK2t8ClU/fuilG+b7B8iarCbpcZcESguKAlpIq5Ba+JbLmlReva+89spH7cyIKvlef7AGyZpCfYplTa300ilg7/bPkzVV3iN9GXnyiW9VZqI9cTVc1iSEuC88R9Z0rZd0n/nF0ldSXir94bEWS5tUCtUM0dK38ZYwGSrcCgEI9eaNN95QFs6ePbtz5845c+ZcuXJl+PDhSUlJ5eXlFRUVs2fPHjFixJgxY8xmc2Zm5uLFi2ukHwAAGgcBCPWvU6dOyke91q1bZ2RkmM1mnU4XFhYmhOjVq9fZs2dzc3ODgoJMJulHWAAAGhQBCA0uPPwX4/8Gg6Ft27ayzgAANAJuggYAAJpDAAIAAJpDAAIAAJrDPUDwTv7yaTUDDdKa3hA/aUG1Cqu8DL4wWDrxqtVHbTJUoTJnqLxe2SdQWtDu4yfdo1E+QanKZKIqM54G+khfhkneJIQINEqr7gN8bsia1EvrZSyV0rMW6VcoazLInyvQR/riraofNSvlrSH+0p9VlT0WG31lTVaT9KenXD47b6CpfsrgAbfCCBAAANAcAhAAANAcAhAAANAcAhAAANAcAhAAANAcqsDgnSJ8rsqawg0lsiYhnTBUFPhIJ+6I8pc+V6T/NVlTsVU6z6UQ4uzVEFlTaal0w9j252VNF4ulk4n6y6vAVIq2VD483W2SzjPqb1CrAvOV1+5Fyk+oilxrsKyp0Co9oQkBp2VN1/ylZX0qblRKy7KEEMdLo2RNCcHSV1IeJC3aslQaZU1RftK3Mcci/ZGzVEl/5LJkDYDbYwQIAABoDgEIAABoDgEIAABoDgEIAABoDgEIAABoDgEIAABoDmXw8E5BBunMlAYhneAzWC+dDNXkK50Psp38g0QnvwJZ041KtclQO5mk9dv5FQGypig/adV9uI+0+F8vn11VyN+rcvnrV6l1D/ZRm1YzQC+d8TRQvk+VCUr95JPKWuR19YHyHx6TvMlH/l5ZfdTe4nIhfSe7+0m/UECFVfpChL9B/kUDeukbYpG/wuWyBsDtMQIEAAA0hwAEAAA0hwAEAAA0hwAEwLnl92xy1QUAPBUBCIDU8nu22P4PAN6EKjB4p0AhrTayynN/iEG6lZ98nk4/eRWSXl4ZpK7UX1p3c00+M+VF+dyfej95jZK8xkf8lH6ifWuWs5mtgc66CyGEv15asaVS5yVU56lVqefy0UsPLUQvPaEqdVnFVdI3xCT/MfA31PFcV4qLsqZovbSsz0/lAOTnU/rqhfCTb1XHAwPcGyNAAKT+/PVg2/8BwJsQgAA4997pfoL0A8BLEYAAAIDmEIAAAIDmEIAAAIDmUAUG7+QnrwzyV6knkte7qBTdSIuyhKiQN5WqltaovEh/eSFSiHzCsuIqX1mTCoOPtMDN6if9+OSrr8vkXEL1/VcpVFPZo7/8rLWQ14GFyCfMsshfoVHWIISPWs2ZaF+nUi/1fcqovI3FlSp1goAXYgQIAABoDgEIAABoDgEIAABoDgEIAABoDgEIAABoDgEIAABoDmXw8E56+QSl9V7rrlqQLH0uacG6EEJ1qk4feZu//Omq5LXMKu+VX53mwVT5XGWoS+22EKr7rJK/RtUJQ+Vl/PLNquS14io/BuofNFVq9ev2bqlspfY2qjXV7YUAbo0RIAAAoDkEIAAAoDkEIAAAoDkEIAAAoDkEIAAAoDlUgcE7RRul4b6qUtpUqVI7ZpBuZZDXyFjlzxVobNTKmkj561cp9KqSvyGWSmlZmZ9BOudmpWpZmUo9l17l3VKrolKpzKrLx79AeRmbyg7Vz7S/vKluPyIqb3G5/KwFy5/MWqdiQMDN1eWfAAAAAI9GAAIAAJpDAAIAAJpDAAIAAJpDAAIAAJpDFRjqWWFh4datW1NSUvz8/IQQ2dnZ27Zt0+v1ycnJMTExQojDhw/v3bs3NDR08uTJRqPR1f4AAKh/BCDUs9mzZ/v5+f3qV78SQmRmZg4fPvy1116rqKiIi4vbt2+f2Wx+7LHH3nrrrdWrV+/atWvz5s2u9ldHKvXPwiCv6ZVXrdeNSl29+jOpvf76pvpMKqXd9fxeCdVad5UKeav6PJ4SKq++bl95oPKVAa7OtlS9V5+rvMN6le8gaMSfRqDREIBQn3bs2PH555+fOHFCefjmm29OnTp15syZQoijR4+uWbPG19d3xIgR48aNi42N3bBhg+rOAABoKHX8XAI4KiwsfOKJJ5o3b96nT5/U1NSbN28WFBRERUUpre3atcvLyxs2bNiuXbvWrl0bEBCwYMEC9R0CANBACECoN0uWLLnzzjtPnjx57Nixr7766u2337Zv1el01dXVgwYN2rdv36VLl+Li4hYtWiTbFQAADYoAhHpz5MiRMWPGNGvWzM/Pb8yYMfv37zcYDFVVP94YYbVajUZjSUlJdHT0woUL9+zZ89JLL/3www/q+wQAoCEQgFBvevTosX//fmX54MGDPXv27NatW0ZGhrImIyOja9eujz322PPPPy+EULJReHi47pekewfg4XTOuNoIaCi66upqV32AWikqKkpKSjKZTBaLxWg0bt261WKxDB8+PDQ0tLy8vKKiYseOHefOnRszZsyAAQMyMzNTU1PnzZtXYyf19Q/i9dwoWZO1Ulqto1LZpFLPpaJcXsdT5wIflYIclWodP/mh+cgn+PRRe0OkVGbcrLMiId3nBat0OtFrlX6yJhUdfa7KmoLl75WKKtWz7VunGqu6VeH5yuepLa0slzWp/OiHts2VN9bEnxu4FQIQ6pnZbDYYDCEhIfZrdDpdWFiY8rCysjI3NzcoKMhkMjluTgByiQBUAwGo9ghAgA1l8Khn4eHh6msMBkPbtm0FAABNpy6fIQAAADwaAQgAAGgOAQgAAGgOAQgAAGgON0HDO5XLS72yrIGypl4+12RNZnkdzxnrzyVvNViFtOhG/gKFEMJfLy16CjKUyppC9NKmKIP0+XzkVUgWee2Vyuyk5+XHVqX6octX/nRB8kqpLEu0rOlEcaSsqaTKV9Y0IPCcrGmk6RtZU2ml9CWaq5wUPNqo/JCo8BcWWVOgXlrP1UX+NqpMAatyrgHPxQgQAADQHAIQAADQHAIQAADQHAIQAADQHAIQAADQHKrA4J2K5bMv/dXcT9bUJepjWVNmeSdZ0+bc3rKmuswfJoQQIsTvhqwpyq9Q1nRPwHlZU6QhT9ZUKX+vSuX1XBb5VirvlaVS7UNXuLwK7wGDdH6uXea7ZU0nz0XImnyKpLVXZ7uHypri7zora+rT4aKs6dmvxsqahBBmi7QsUUWIX7Gsqbu/9Fx3MkpfpL+Qz5tWl8nKAHfHCBAAANAcAhAAANAcLoEB7mtj/zUqrfNUL6zgluSkpf287NDae+fzDutuwdJ7tgpXF8IawhNdv1AW3jkdryw/4dDnRm57h3WAJhCAALez5/4VysKEL3/l2Gq7B+hP92y1rSQM1fDp/SsSP5ut3sc+9ESnp9uWg7sX1OiZNeJ1ZaGPEEe+ixK3SIk+S+3OVy3D0F/7rxVCTPrycaety+/ZYlue89U4+yYl7rxzOt72UFmeZKp5D1CLSCf3jd3Mld7FBXgNAhDgXvbcv+KBz2ar3ARtM++rsfYZyMuM73zMVRebFY6rEj+b/en9Ttbbsw896mwjQO/c9VeVm53V2YeepbU7cUr0UWKQI/vQs/yeLTUykC391FiuwTYC5Gs3I0ezSOm93mQjeA0CEODBbBnIPgn9LVtaleaenrnzgOPKzdk97R8+4CetAnv0rPPRlMTPZtetCkydbAToloKRfRhyWQXmdASoRhXYnK/G2Q8I3SaVlKOSjQDPoquurnbVB2g8Op3OVZda+Xt2L1lTTnm4rGlIwClZ096SbrKmPebusqa9/7Vc1uQRVC73WKqkAeL/LNKtnGYdaAR/buBWqAIDIHVLoxoA4EG4BAbUP08f+Kl3DPwAcDcEIKA+KdFnyP+bY//Qcx35LqpPh4t1qHuyUaLPX75OsH8IAE2OAAQ4EdfhF7XBGd+5+K4UW9CxRR+vcTsZ6Jk7D9iiDwC4FQIQ4Jx96InrcF6I84tPJKr0977oI+p6D5BtmIf0A8BtUQUG91JfVWCoL7u+dV7jNizmG6frARn+3MCtMAIEQGrXt92HxXxjy0CEHgBegwAEoFbsk5AgDAHwcHwPEAA1yiCQEncIPQC8BiNAAFyQ3QYEAJ6LESAAAKA5BCAAAKA5lMHDvVAGD3gr/tzArTACBAAANIcABAAANIcABAAANIcABAAANIcABAAANIcABAAANIcABAAANIcABAAANIcABAAANIcABAAANIcABAAANIcABAAANIcABAAANIcABAAANIcABAAANIcABAAANIcABAAANKeZqw7ALcjNzd20aZNOp0tJSQkNDRVCZGdnb9u2Ta/XJycnx8TECCEOHz68d+/e0NDQyZMnG41GV7sEAKD+MQKEelNWVhYbG1tWVmY2mwcPHlxVVZWZmTlgwICWLVsajca4uLiTJ0/u3bs3KSmpU6dOmzdvTklJcbVLAAAahK66utpVH6BWvv766169epWWlpaUlLRq1So3N/eFF14ICQlJT08XQqSmpppMJl9f38uXL69du/bChQsbNmxYsGBBjZ3odDpn+wbg8fhzA7fCCBDqTdeuXWNjYydOnDh58uSHHnooIiKioKAgKipKaW3Xrl1eXt6wYcN27dq1du3agIAAx/QDAEDjIACh3uTk5GRnZ/fp06dXr15ff/315cuX7Vt1Ol11dfWgQYP27dt36dKluLi4RYsWyXYFAECD4iZo1Js1a9YkJibOnz9fCHH06NF169YZDIaqqiql1Wq1Go3GkpKS6OjohQsXTpo0qWPHjjNmzAgLC1PdKwAA9Y8RINSboKCgH374QQhRXV19+fLl4ODgbt26ZWRkKK0ZGRldu3Z97LHHnn/+eSGEko3Cw8N1v6T2BAA8mc4ZVxsBDYWboFFviouLk5KS/Pz8SktLQ0JC/v73v5eUlAwfPjw0NLS8vLyiomLHjh3nzp0bM2bMgAEDMjMzU1NT582bV2Mn/IMIeCv+3MCtEIBQz/Ly8po1a6Z8CZDCbDbrdDrbpa7Kysrc33DCQQAAGw5JREFU3NygoCCTyeS4OQEI8Fb8uYFbIQDBvRCAAG/Fnxu4Fe4BAgAAmkMAAgAAmkMAAgAAmkMAAgAAmkMAAgAAmkMAAgAAmkMAAgAAmkMAAgAAmkMAAgAAmkMAAgAAmkMAAgAAmkMAAgAAmkMAAgAAmkMAAgAAmkMAAgAAmkMAAgAAmkMAAgAAmkMAAgAAmkMAAgAAmkMAAgAAmtPMVQegUVVXV7vqUp90Ol0jP2Oj4dA8kXcfmqsuQKNiBAgAAGgOAQgAAGgOAQgAAGgOAQgAAGgOAQgAAGgOAQgAAGiO15ZcAgAAyDACBAAANIcvQoQmXLhwYfPmzc2bN58yZUpAQIAQIjs7e9u2bXq9Pjk5OSYmxmw2b9++3dY/OTk5JCREvj/3UlhYuHXr1pSUFD8/P+FFh3b27FnlQB5++OF27doJzz+048ePZ2Rk+Pr6Tp48WVlz6tSpnTt36nS68ePHt23bVnjsMToe2u7duy9cuKAsT5kyxWg0euihwVsxAgTvV15eHh8fb7VaMzMzJ06cKITIzMwcMGBAy5YtjUZjXFzcyZMns7Oz58+fH/UTo9Hoaq9uZPbs2YcOHVLSj9ccWmZmZnx8fGBgoNFo7Nu376lTp7zg0EwmU1lZ2a9//WvlYVZWVkJCQuvWrSsqKmJjY81ms+ceY41DE0LMmTPnypUrysvW6/Wee2jwVtwDBO9XWFi4Zs2aZ5999t///vfo0aMLCgqmTZsWEhKSnp4uhEhNTTWZTGPHjh03btzly5dd7czt7Nix46mnnjpx4kTLli2FEF5zaI888sjdd9/98ssvCyGeeeaZmzdvWiwWLzi0I0eODB06tKioSAjxm9/85ubNm2+++aYQYsiQIePHj8/IyPDcY7Q/NIvFEhAQcOHChYiICGUSDK/5yYTXYAQI3q9Vq1ZpaWkrVqyYOXPm9OnThRAFBQVRUVFKa7t27fLy8oQQ1dXVRT/xlA8GhYWFTzzxRPPmzfv06ZOamnrz5k2vObTS0lJlTEsIERQUdOPGDa85NJvly5e/8cYbQoiysrKcnJzIyEivOcbjx49XVlYmJibedddds2bNqqys9JpDg9fgHiBoxejRo3U63R//+Me0tDT79bbpJ4uLi21Ny5YtUwZU3NySJUvuvPPOTz755ObNmwMHDnz77bftWz360KZPnz5r1qx+/foJId555521a9faH51HH5qNTqfT6XQVFRUTJkzo3bv3qFGjVq1aZd/qucfYpk2blStXKqE8Pj5+5cqV9q0efWjwGgQgeL+srKyWLVt27tx59uzZW7Zs2bZtm8FgqKqqUlqtVqty80HLli1Xr16tuie3c+TIkTFjxjRr1qxZs2ZjxozZv3+/1xza2LFjKysrV61atWPHjqFDhyYlJa1atco7Ds1eWVnZ2LFjW7RosXHjRp1O5zWn7/vvv09MTDQYDAaDYfTo0QcOHPCaQ4PX4BIYvN/f//73BQsWCCHKy8svXrwYERHRrVu3jIwMpTUjI6Nr166qO3BfPXr02L9/v7J88ODBnj17es2hCSHGjx8/depUX1/ft956SwjhTYemKCkpGT58eERExKZNm3x8fIQXHeM//vGPF154QVnev39/jx49vObQ4DW4CRreLz8/f8SIEWFhYbm5uffee++qVauuXr06fPjw0NDQ8vLyioqKHTt2HD16VBlmUDZZsmRJTEyM+m7dQVFRUVJSkslkslgsRqNx69atFoul4Q4tOzv79OnTtl3VjW0nn3zySXR0dLdu3WQ9i4uLe/TosWzZsvbt29+4ceOuu+5yemgJCQlXr141GAx///vf63xojcb+TuEZM2b89a9/HTFihHKb8IwZM/r27dtwp6+h2R9aYWHh6NGjW7RoYbFYDAbDv/71r7KyMs89NHglAhC0Ii8vz8/Pr1WrVrY1ZrNZp9OFhYWpbOURzGazwWCw/w6VBjq0999/f/Xq1QcPHnTVUc2WLVs2bdq0efPmoUOHjhs37sknn3S1hVi4cOHFixfff/994ezQvvvuu+3bt7/00kvKn14v0ECnr/H98MMPQgj7A/GaQ4MX4B4gaEVERESNNeHh4U57ehzHA2noQ7t+/fr69evPnDnTpUuX6dOn+/v7Hz9+/NChQwUFBVeuXBk8eLDtY31hYeF777136dKlrl27hoeHh4SEdO3aNTk5eeXKlefPn//000/vuOOOjh07Hjt2LCUlRQhx7ty5vXv3pqamFhcXr1279rvvvmvbtu21a9eUvRUVFX3wwQcXL16MiYlRnlcI0aFDh/79+8teqidq6NPXaByDjtccGrwA9wABuDXXr1+PjY3NycmZOnXqmTNn4uPjy8rKsrKyZs6caTQaR40aNW/evOXLlwshrly50qdPn6KiookTJx45cmTs2LH/+7//m5WVtXLlyoEDBwYHB3fv3r1nz57KGmXn33zzzdKlS4uKivr27fvtt99OmjQpPz//L3/5ixDi2rVrsbGxBQUFkyZNOnHixMCBAy0Wi9oLBQA5RoAA3JrVq1e3adNm6dKlQojevXvHx8d/8MEHzZo169mz57PPPiuE+N3vfrd48eI5c+asXr26c+fOr776qhCiT58+X331lW0nPXr0MJlM7dq1i4mJsd3Hbf8Ubdu2VVLUvffee/r0aWVlRESE8k1OaWlpY8aM2bJly6RJkwQA3DoCEIBbo1zPsj1s3779pUuX2rdvbzKZlDUhISHXr18XQuTl5XXo0MHWs1OnTsIZ27fCCCGUhUuXLnXs2NHWoWPHjj/88ENubu7169dtVdMjRoxo06aN494AoDa4BAbg1gwePHjnzp1XrlwRQpjN5j179iQmJtboo+SYwYMHf/zxx8q9yZcvX96zZ4/j3oQQERERZ86cKSkpEUIcOXJECHH//fdv3749Pz9fCFFUVPThhx8qeyspKXnxxRdff/31uXPnZmZm2qcrALgljAABuDUjR448evRo//79ExISDhw48NJLL/Xr1+/UqVOOPZOTk//zn/8oPfft2xcQENCsmZN/c5Ra6P79+999992fffZZUFDQqFGjsrOzBwwYcN999x04cKB58+ZCiJEjR2ZlZcXFxcXHx+/bt2/u3LnR0dGOewOA2qAMHkBdlJWV5efnh4WF2WbscnT06NEpU6b885//1Ov1JpOpb9++S5cuTU5Odtr56tWrFoslMjLStsZisZjN5rCwMCUAKZTnDQ8P9/X1dbYbAKgVAhCABqTM9zlw4MCMjIyxY8cuWrTI1RYA0BgIQAAalsViyc3NjYyMVBkrAoBGRgACAACaQxUYAADQHAIQAADQHAIQAADQHAIQAADQHAIQAADQHAIQAADQHAIQAADQHAIQAADQHAIQAADQHAIQAADQHAIQAADQHAIQAADQHAIQAADQHAIQAADQHAIQAADQHAIQAADQHAIQAADQHAIQAADQHAIQAADQnGauOtSn7Ozsbdu26fX65OTkmJgYV93d1/HjxzMyMnx9fSdPnqys8ehDO3Xq1M6dO3U63fjx49u2bSs8/HAuXLiwefPm5s2bT5kyJSAgQHj44Si+/vrrf//73zNmzBAefji7d+++cOGCsjxlyhSj0ejRhyOEKCws3Lp1a0pKip+fn/Dks3Pu3LnPPvvM9jAxMbFt27aeezhCiNzc3E2bNul0upSUlNDQUOHJZ0cIcfbsWeXFP/zww+3atRMeezi1+QPaOIfWeCNAmZmZAwYMaNmypdFojIuLO3nypKst3JfJZCorK/v1r3+tPPToQ8vKykpISGjdunVFRUVsbKzZbPbowykvL4+Pj7darZmZmRMnThQefnYUZWVlycnJqampwvMPZ86cOVeuXImKioqKitLr9Z5+OEKI2bNnHzp0SEk/Hn04/v7+ynlp1arVrFmzCgsLPfpw/v/27j06ijLN4/hTVZ0mEIEgEAk3R5EDBwlyCQyzzgo42c0RMkQysg4XiZOJoLiLw2Wd8XJ0cC7HwQEBNagZdBVBRMABGc+MunskwFkwUe6iKxhUyAWEBALpTndXvftHJZ2+hYDjRMr6fv7J+7711tv1pDudX6qrOz6fb9SoUT6fr7q6euzYsZZlObqc0tLSG2+8sXPnzl6vd+TIkR9//LFzy2n1F2jblabaSn5+/vz58+12YWHh3LlzLzz/MldaWtq5c2e77ejS5syZM3v2bLs9bty4oqIiR5dz+vTpJ554wrKs7du3d+3aVTn83rHNnTt32LBh9k+ro8vx+XyGYRw/ftyyLHvE0eUopd58880+ffqcOXPG7jq9HNuyZcvGjh2rHF7OwYMHk5KSgsFgTU2NiFRUVDi6nMmTJy9cuNBu33vvvbNmzXJ0ORf+BdpmpbXdGaCvvvqqd+/edrtv376VlZUXnu8gji5t6dKlTz31lIj4fL7y8vKePXs6upwuXbosWLBg+fLlM2fOLCgoEIffOyKyY8eOVatWLV++3O46upz9+/ebppmdnX399dffc889pmk6upyamppZs2a1b98+MzPzrrvuCoVCji7HZprm0qVL58+fLw5/sA0YMGDUqFFTp0694447brnllvT0dEeXU19fb59lFJHU1NTz5887upxI8YW0WWltF4AiaZqmlGptliM5rjRN03RdDwQCU6ZMGTFixMSJE2O2OqscW25u7qxZs1avXn3ixInIcceV4/P5CgoKlixZ0qNHj/itjiunV69eK1as2LNnz+7du0tLS1esWBG51XHlLFq0aNCgQQcPHty3b9/u3bufffbZyK2OK8e2YcMGr9c7YcKEmHHHlVNeXv7pp59mZmYOHTr0o48+qqqqitzquHIKCgoWL15cUlJSUlLy3HPP3X777ZFbHVdOS+IL+YeW1nYXQRuGYVmW3Q4Gg16v98LzHcTppfl8vry8vJSUlFdffVXTNEeX88EHH3Tq1Kl///5z5sxZv379pk2bHF3Oww8/fM0110yZMuXIkSMiYlmWo8v58ssvs7OzDcMwDCM3N3fbtm2OLqesrGzSpEkej8fj8UyaNKmkpMTR5dgWL148b948TdPE4c9sK1euzM7Ovv/++0Vk7969L730kqPLycvLM02zuLh4y5YtWVlZOTk5xcXFzi0nUvz90mb3VNudARo4cOCuXbvs9q5duwYMGHDh+Q7i6NLOnTs3fvz49PT01157LSkpSRxeztq1ax966CERaWhoOHbsWHp6uqPLCQQCqamp06dPt1+SWL58uaPLWbdu3QMPPGC3S0pKMjIyHF1ORkZGSUmJ3d6+ffuQIUMcXY6IlJSUfPbZZ+H35ji6nNTUVPsEsFKqqqrqyiuvdHQ5IjJ58uT8/Px27doVFRWJw++dSPGFtFlp/8CTSzFOnTo1fvz47t27NzQ0BAKBLVu2dOzYsbWdLl9lZWVZWVm1tbXi8NIKCwtfeeWVCRMm2H/zFRYWjhw50rnlnDx5csKECWlpaRUVFcOHDy8uLj59+rRzywk7fPhw//79lVKOfrDV1NTk5uampKT4/X7DMDZv3uzz+ZxbTm1tbU5OTseOHf1+v9fr3bhxo9/vd245IjJx4sRhw4YtXLjQ7jr6wVZXV5eTk5OcnFxfX9+tW7e1a9faf+w5tBwRqaury8jIWLJkSV5enjj83rnwL9BAINA2pbVdALJVV1drmpaWltbaROf5jpXm6HIqKyuTk5O7dOkSHnF0OfEcXY79d3nkwTu6nOrqasMwunXrFjni3HLiObqcyspKj8djfwiQzdHlxPvOlBNfSBuU1tYBCAAA4FvXdtcAAQAAXCYIQAAAwHXa7m3wYfbFtgAAALa2vyDnWwhAInKzTBIREaOxrzeeiGo+H2UY0f2mVovj0V8iFor+2rQhPMFomtDYjT4lpkdvlQTr/O3Ikux+8+JuqIketaDZvDVcu0SJOYDm8bgj0UVErJYmxC8TvbKZYIKIyNb/eXjMzb9t7kv8DUXvFbeO2WIJUT2rhQNIoGmmac9obVrkoX7w8oIRM/7Y0kyzaVpiceMJvmm2FlaIrbG1IzdjxuPmf/zEgoG/jCtHxGpt5UbxFbW8qVELKzR/kxNOC2vpFnURkS/mLei7pKkcI7Z6iZiZQMzKLR5Y7EDjcEv1SvgWm46nhZkRD/Pmmyif9sg1ax+z27EHrsc93GJ/ZM1wK26jiIhuRNUSsU7iB7LeVHvsePS3OrxVj/tebc1aevO7v9ATrG9JxHObEfOT1PzMEXsAum5GdaMf8kZTgc1Pz2KKND+3JVjQnhB3XzSOh6cZloj84YZND+7NlYjbDU8wdFNaXl+aji3mwMK7xKwTnmlEH0/UiBGzTtQhRRxJ43iSHr27mFn9jrx7pF/EoUYdScSRx+zYyF45UUV2t1HEvdw0Et01mpqxO4YfDobd1RPOFxFDdBHx9Doiba6lZxcAAIDvLAIQAABwHQIQAABwHQIQAABwHQIQAABwHQIQAABwHQIQAABwHQIQAABwHQIQAABwHQIQAABwHQIQAABwHQIQAABwHQIQAABwHQIQAABwHQIQAABwHU0p1dqcb5imaa1NAQAALvItpJG2v0kAAIBvFy+BAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1yEAAQAA1/G0NgEAAKDZ2YA6GZAFz+/Udf3Xd470hVRtffClLQd+Orrvj4entbb35UJTSrU2BwAAQERkWlGZqZSuaU/PzPyP58tMSz04bcQr73yS/c/9n3v9wySPvrpPUcDnF1FihkSFvFPfaG3JbwcBCAAAXJRpRWV246k7h6157/P/PXp66V2ZNT6rLqTOh9TR42ev7pX6/PoPV8/OvPA6lwMCEAAArrBn5hzL7xelhq8qtkcaqr84+J+/FZGB11kiokINKY+tCs+vfzRfjCQR6fDIn0Rk6tOlmq6JyIq7Rtxd/MGa2Znng+q8KecC6lxIzoasBlNWbtxtGLplqXAGsva9og+Zbr43W3Rv9OGIcdPS8evu83iSYsY35/0xsju9qMxOKvaaj//sNd2T+Arm+4snJxxPiIugAQBwO+N714qI5mkXOei5QXkGByQ5YH31ybYTlp1+RKRTkqaJTC0qTUnSdBFNE9FEE01Efp437Ge33qBETSsqC6y7PbBhRujTtxOmnwuYuHFBZDd8nmbOf+2Ln/y1cRE0AABu127Gg/WPFcaOKgkd9Nqnf/668f/CwzOKykRkcFrH1Vu/+JdRfUwlSolqCipKiSbaxJv6ewe/Ftgww3vLYrPsdyIiYhk3LY+5hbf+bVnMiJ1+Jm5cEHMeSERO1QdE5Fcv3m53Hy9YpxuaXOKJnzDOAAEAgEa+5x+xG/WL7pXGMz7yTmXoaNXZ8BxTRER2fn46a1Qfn6WCSoJKhSIuqJmWM/jHh+arjVO9P3nZ+qTxNbX49JPQ+D7DI7v3r97f0sy/EwEIAACICtaLiKqqaOz7G0IHvJ6MQGDDjPisELLUM3ePrg+pBlMCpgQsMa3GTabuySqd+XFdj+lV80RE1ZWLiFiBuDUSu3vk1Mju8TMNIhJoWn3ZW4cT7PO1EIAAAICk/GZNzIhncCDph7+SpOSYcSXy6B3D7Xd+nQtJvan8phIR0fSx26aP3jHrve//abH/1qbphihL9NgrnVt18mx1uL1sWoYumoi8f7S25T0uDdcAAQCAZr5nH2h3yzQRCR31ePMGSdB/9aHnRUaFJ3g07VxQRMRUElJWwJQR+3/doe6LtcaMrWPWKMuqOXU+Yj1lnqw10rrIJdI17aPPG193e+Gd8kHdOhz4KnLZvxcBCAAAN9G0xG0R5a/XkjuoEyf9LywWwxC/YR16wzMs//P2Y7oe2nVMu+K+2zJCptXgD9UFVdDj+dHW6UrTa/Tuf+19X/eMnr1ElGWJSHqPTiISFD24MV8pZaRdKVZILlHXjmn/vqrUPvFz6FR9eDxv2a6N932/5f0uFgEIAABX6DZm6Im/7YwcOb56fWQ35fdrGt8LZhgi0uHBxo8Larep+PH00jfPZmYc+EunUwcs3WNpnhe0QuOfXhA9acyO/B9Y2w5L45uzup7ZP3jfotFXJdUFr0jKe8k6vF5VbBf9YvPGvLcXhdu6ROUzW/skI37wa7jYAwIAAI7We1pBTACq3X1IRKxAK6dn2t9UuOnT7CN7jpbuPJ0UvC5/6JEe5pezQ0tkh65Egnpy72NvvX3mhmszBorIzsOhzwY+uX5HRTAYel1Ev+42s2K7iJjv3WuMfebCNyQih8+diBkJf6bisZP1v3z9o7g9viYCEAAA7vLhjJmR3SHPPN7cUcp+XUz5feGxEV202j490/r01HXtxQ27t141tv/VV17/4cIDwx9Nr3n/gP/qrulXXds0uf+IYSLy81u7/ahzTdOaIdE8oieZJb+QCC19ErSIrM/5Te6TO69oF5VSenfvYDcmPbnzjbmj4/e6JLwLDAAAtxiyIvbTBUM+v7dr879wb5d3p91I+f3qyGmGJiJiWSp/0tB+fbu8uGnvvM9zV/5574uvV/1rzUoV8VrVuG1TlWjv7z0uHbo37jvm6YjPc27dmvGPeL3t7fQzsnfnyE32xy12aPcNnL7hf4EBAOAuVZs3V/3lreQeXQcu/F2CzfU1IiIdYt+39d+Vza+UGYZevP7DcNfS9D7V5X/I2OD3dvkkZfSgmndEife2l6U1531nIi/ETknuFG7XnQ+KSMeU2PND4fGzNT57306psW/UvxgEIAAAcFHerQyF08oLb+yJ3NSvR+cxP7hGRMZtv0Of/GrcrpcdXgIDAAAXJSvd4216D1ZB3tCQ1fTxzyLjfthPREwljkg/whkgAABwqQ7UWlU+SxPZuqv8SMWZwp8M7+hRmV2/mTeotw0CEAAAcB1eAgMAAK5DAAIAAK5DAAIAAK5DAAIAAK7z/86lPZZsBGC0AAAAAElFTkSuQmCC\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Now let's extract the indian ocean which according to table are area 205 and 206\n",
- "ind1 = MV2.equal(regions,205)\n",
- "ind2 = MV2.equal(regions,206)\n",
- "indian_ocean = MV2.logical_or(ind1,ind2)\n",
- "\n",
- "clt_indian_ocean = MV2.masked_where(MV2.logical_not(indian_ocean),clt)\n",
- "x.clear()\n",
- "x.plot(clt_indian_ocean(longitude=(15,150),latitude=(-90,35)),ratio=\"autot\")"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python [conda env:nightly2]",
- "language": "python",
- "name": "conda-env-nightly2-py"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.14"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/docs/Jupyter/Mathematical_Expressions_and_Symbols.ipynb b/docs/Jupyter/Mathematical_Expressions_and_Symbols.ipynb
deleted file mode 100644
index 4cb59e5dc..000000000
--- a/docs/Jupyter/Mathematical_Expressions_and_Symbols.ipynb
+++ /dev/null
@@ -1,1210 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# How to plot mathematical expressions and symbols in vcs?\n",
- "\n",
- "VCS can take advantage of matolotlib's text capabilites, this Jupyter notebook essentially shows how to implement in vcs [the following matplolib tutorial](https://matplotlib.org/users/mathtext.html)\n",
- "\n",
- "You can use a subset TeX markup in any vcs text string by placing it inside a pair of dollar signs ($).\n",
- "\n",
- "Note that you do not need to have TeX installed, since matplotlib ships its own TeX expression parser, layout engine and fonts. The layout engine is a fairly direct adaptation of the layout algorithms in Donald Knuth’s TeX, so the quality is quite good.\n",
- "\n",
- "Any text element can use math text. You should use raw strings (precede the quotes with an 'r'), and surround the math text with dollar signs ($), as in TeX. Regular text and mathtext can be interleaved within the same string. Mathtext can use DejaVu Sans (default), DejaVu Serif, the Computer Modern fonts (from (La)TeX), STIX fonts (with are designed to blend well with Times), or a Unicode font that you provide. The mathtext font can be selected with the customization variable mathtext.fontset [see Customizing matplotlib](https://matplotlib.org/users/customizing.html#customizing-matplotlib)\n",
- "\n",
- "## Simple example"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": "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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 1,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "import vcs\n",
- "x=vcs.init(bg=True, geometry=(800,60))\n",
- "# Convenience function for later in the script\n",
- "def update():\n",
- " x.clear()\n",
- " return x.plot(text)\n",
- "\n",
- "text = vcs.createtext()\n",
- "# Position string\n",
- "text.x = [.5]\n",
- "text.y = [.5]\n",
- "text.halign = \"center\"\n",
- "text.valign = \"half\"\n",
- "text.height = 250\n",
- "text.string = \"alpha > beta\"\n",
- "x.plot(text)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "produces “alpha > beta”.\n",
- "\n",
- "Whereas this:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": "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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# mathematical text\n",
- "text.string = r\"$\\alpha > \\beta$\"\n",
- "update()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "**Note**\n",
- "\n",
- "Mathtext should be placed between a pair of dollar signs (\\$). To make it easy to display monetary values, e.g., “$100.00”, if a single dollar sign is present in the entire string, it will be displayed verbatim as a dollar sign. This is a small change from regular TeX, where the dollar sign in non-math text would have to be escaped (‘\\$’)."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "**Note**\n",
- "\n",
- "While the syntax inside the pair of dollar signs (\\$) aims to be TeX-like, the text outside does not. In particular, characters such as:\n",
- "```\n",
- "# $ % & ~ _ ^ \\ { } ( ) [ ]\n",
- "```\n",
- "have special meaning outside of math mode in TeX. Therefore, these characters will behave differently depending on the rcParam text.usetex flag. See the usetex tutorial for more information."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Subscripts and superscripts\n",
- "\n",
- "To make subscripts and superscripts, use the '_' and '^' symbols:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": "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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 3,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "text.string = r\"$\\alpha_i > \\beta_i$\"\n",
- "update()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Some symbols automatically put their sub/superscripts under and over the operator."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": "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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "text.string = r'$\\sum_{i=0}^\\infty x_i$'\n",
- "update()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Fractions, binomials and stacked numbers\n",
- "Fractions, binomials and stacked numbers can be created with the \\frac{}{}, \\binom{}{} and \\stackrel{}{} commands, respectively:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": "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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "text.string=r'$\\frac{3}{4} \\binom{3}{4} \\stackrel{3}{4}$'\n",
- "update()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Fractions can be arbitrarily nested:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": "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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "text.string=r'$\\frac{5 - \\frac{1}{x}}{4}$'\n",
- "update()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Note that special care needs to be taken to place parentheses and brackets around fractions. Doing things the obvious way produces brackets that are too small:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyAAAAA8CAIAAAAR7klCAAAFmElEQVR4Xu3dT2gTWQDH8Zf+SaDEP9smpC5le6hoRQsrolBL/yB26UGwpAgNNjSIVbytXsSLIhLEQ3tQtttLLwW1RUxDsVYq+GcrpCxtZdtaFHPykm0FtTqNhMwye8iaFRPzsLxMRvh+TtN5v9fJ8df3mjc2wzAEAAAA1CmSBQAAAPBtKFgAAACKUbAAAAAUo2ABAAAoRsECAABQjIIFAACgGAULAABAMQoWAACAYhQsAAAAxShYAAAAilGwAAAAFKNgAfjuxePx+vr6zZs3Dw8Py7IAYIYSWQAArM7hcIyOjg4MDMiCAGASVrAAfPeKi4srKytlKQAwDwULQIEFAgG73e785N69e7IZAGB1FCwAhXfixAntk7a2NlkcAKyOggUAAKAYBQtA4V2/fr28vHzHjh3BYFDXdVk8i46OjqGhoWAwePr0aVkWAPLOZhiGLAMAeTQ3N1dVVeVyuebm5nw+X2dn56VLl9KjnZ2dIyMjmbMePnzY0tKSeR8ArICCBcBCbty4ceHChZcvX6bvfPjwIZFIZCY3bdpUWlqaeR8ArIAtQgBmW1xcLCkpuX//fuZQUVHRF3/1bdiwwZXN5+3K9hWp0XA4bLfbPy9tAJBvFCwAZjtz5kxDQ0Nra2vqx5GRkdXVVcMw5ufnL168eOTIkdzTM+m6vnfv3lgstrS0dODAgXfv3hmGkS5q7e3tdXV1Z8+ezf1LAEAhtggBmCoSiezfvz8cDh8+fDh1p7m5eX5+PplMbtmyxe/3nzt3bh17f2NjY8PDw7FY7ObNm5mHjg4NDXV3dy8uLu7cuTPrdABQi4IFwFR+v39iYiIWi62jReUQi8VqamrGxsYOHjyYOappmsfjOXbs2LVr1zJHAUA5tggBmEfX9XA43NraqrZdra6udnV1Xb16dXBwMGvA6XQ2NjbeunUr6ygAKEfBAmCe2dlZTdP27dsnC36DRCLh8/mCweDx48ffv38/MzOTNVZfX7+8vPz8+fOsowCgVoksAADKLC0tCSFqampkwW/gcDju3r2buh4fH/9aLPXQZ8+e1dbWfi0DAKqwggXAPK9fvxZClJeXy4LqVVRUCCFWVlZkQQBQgIIFwDyps6kK8t2a1EPTh2MBQF5RsACYx+12CyHevHkjC6qXemjqAwBAvvE/WADMs2vXLiHE54eq53tJKb1aFo1GxacPAAD5RsECYJ7du3dv3Lhxeno6fce07cLp6WmPx7N9+3ZZEAAUYIsQgHmKi4u9Xu+DBw+yvr85t48fP27dutXpdMqCWWiaNjU1tY6X8ADA+lCwAJjq1KlTb9++vXPnjiz4pfPnz1dXV8tS2d2+fTsej588eVIWBAA1eFUOALO1tbWtra1NTU3Jgv+bnZ3t7u7u6+vzer2apsniX9qzZ091dXUoFJIFAUANVrAAmK23tzcSiUxOTsqC/9F1vaenp7+/3263y7JZhMPhhYWFK1euyIIAoAwrWACs7vLly9FodHBw8NGjR4cOHVrHChYAmIxvEQKwtGg0OjAw8PTpU1kQACyEggXA0p48ebK8vLxt2zYhRDKZXFtbc7lcoVCoqalJNhUACoYtQgCWFo/H0ye/RyKRQCDw4sULt9vtcDhyTwSAAmIFC4CllZWVlZWVpa7dbrfNZquqqso9BQAKjhUsAAAAxTimAQAAQDEKFgAAgGIULAAAAMUoWAAAAIpRsAAAABSjYAEAAChGwQIAAFCMggUAAKAYBQsAAEAxChYAAIBiFCwAAADFKFgAAACKUbAAAAAUo2ABAAAoRsECAACWtjIxmrqY+GvF//uMEMJ4NZnUE0KIx6GFXDMLh4IFAAAs7e/xx0II329//vBjRaD953/++NX20y+lJY6j/TPN3jrZ7MKwGYYhywAAABTe0f6Zno66Fo9DFiy8fwGY26RZJ2vFmwAAAABJRU5ErkJggg==\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "text.string = r'$(\\frac{5 - \\frac{1}{x}}{4})$'\n",
- "update()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "The solution is to precede the bracket with \\left and \\right to inform the parser that those brackets encompass the entire object:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": "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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 8,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "text.string = r'$\\left(\\frac{5 - \\frac{1}{x}}{4}\\right)$'\n",
- "update()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Radicals\n",
- "Radicals can be produced with the \\sqrt[]{} command. For example:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyAAAAA8CAIAAAAR7klCAAAD4ElEQVR4Xu3dMWhUdwDH8f8lV5yClBJOOsQhSkAQMmSQLKmgUZFAbIfQSEwd6pQhqxATc5hJSAaNdZCQKZClhZOi3GYkEGqWUl2SLB4ZiptgCKUXX4fAEVq9q/A39x8+n+nu8Xtv/t673Esuy7IAAEA8LY0GAAB8GoEFABCZwAIAiExgAQBEJrAAACITWAAAkQksAIDIBBYAQGQCCwAgMoEFABCZwAIAiExgAQBEJrAAACITWAAAkQksAIDIBBYAQGQCCwAgMoEFABBZvtEAoMlyuVyjyQdkWdZoAvC5uIMFJK1SqczOzmafrtGFAT4jgQUk7fHjxwMDA41WAGkRWEDSNjc3T5w40WgFkBaBBaRrZ2enra2t0QogOQILSFe5XO7v72+0AkiOwALStbq62tvbW3u7sbExOTl55syZ9vb2tra27u7umZmZnZ2dOlcAaAqBBSTq/fv3WZa1trbWjiwsLMzNzXV2dk5OTt69e7erq2tiYqK3t3d3d7fOdQAOX86PmYE0ra2tvX79emhoqHZkfX395MmTR48erR2ZmJiYmZm5d+/e2NjYh64B0BzuYAGpWFlZqVartbdPnz69ePHiwUFPT8/Bugoh7OfXy5cvA0BKBBaQhOXl5cuXLz9//rx25O3bt//Kqf/a3t4OIRQKhfozgEPmX+UASRgaGtra2iqVSmfPng0hVCqV48eP1z9lb2+vWCzm8/nh4eH6S4BD5g4WkIorV66USqX91//nAe7j4+Nra2vFYrGrq6v+EuCQCSwgFadOnWppaXn16lUIYWtrq7Ozs8741q1b9+/fv3Hjxs2bN+vMAJpCYAEJGRgYKJVK7969q/8A99u3b9+5c+f69esPHz6sMwNoFoEFJGQ/sMrl8vnz5z+2mZ6enp6evnbt2qNHj3K53MdmAE3kOVhAQqrV6rFjxy5durS4uHjwEaM1xWJxampqZGRkcXGxpcVHRCBRfkUIJCSfz1+4cCGE8MG6mp+fn5qa6ujoOHfu3NLSUu14oVCoc8cL4PAJLCAtg4ODH/vi78WLFyGESqUyOjp68HhfX5/AApLiK0IAgMj8BQMAQGQCCwAgMoEFABCZwAIAiExgAQBEJrAAACITWAAAkQksAIDIBBYAQGQCCwAgMoEFABCZwAIAiExgAQBEJrAAACITWAAAkQksAIDIBBYAQGQCCwAgMoEFACTtzZNf9l88+f3NyE/rIYSsUv67+lcI4dnPf9Q7s3kEFgCQtD9/fRZC+H7+ty+//uqHwe69lfFcR/8X+SNXH6z3fXu60dnNkcuyrNEGAKD5rj5Y//G7098UjjQaNt8/xycS1Z5IOkAAAAAASUVORK5CYII=\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "text.string = r'$\\sqrt{2}$'\n",
- "update()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Any base can (optionally) be provided inside square brackets. Note that the base must be a simple expression, and can not contain layout commands such as fractions or sub/superscripts:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": "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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "text.string = r'$\\sqrt[3]{x}$'\n",
- "update()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Fonts\n",
- "The default font is italics for mathematical symbols."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "**Note**\n",
- "This default can be changed using the mathtext.default rcParam. This is useful, for example, to use the same font as regular non-math text for math text, by setting it to regular.\n",
- "To change fonts, e.g., to write “sin” in a Roman font, enclose the text in a font command:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": "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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 11,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "text.string = r'$s(t) = \\mathcal{A}\\mathrm{sin}(2 \\omega t)$'\n",
- "update()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "More conveniently, many commonly used function names that are typeset in a Roman font have shortcuts. So the expression above could be written as follows:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": "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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "text.string = r'$s(t) = \\mathcal{A}\\sin(2 \\omega t)$'\n",
- "update()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Here “s” and “t” are variable in italics font (default), “sin” is in Roman font, and the amplitude “A” is in calligraphy font. Note in the example above the caligraphy A is squished into the sin. You can use a spacing command to add a little whitespace between them:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": "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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 13,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "text.string = r\"$s(t) = \\mathcal{A}\\/\\sin(2 \\omega t)$\"\n",
- "update()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "The choices available with all fonts are:\n",
- "\n",
- "|Command|Result |\n",
- "|:------|------:|\n",
- "| \\mathrm{Roman} | $\\mathrm{Roman}$ |\n",
- "|\\mathit{Italic}| $\\mathit{Italic}$ |\t\n",
- "|\\mathtt{Typewriter} | $\\mathtt{Typewriter}$ |\t\n",
- "|\\mathcal{CALLIGRAPHY} | $\\mathcal{CALLIGRAPHY}$ |"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "When using the STIX fonts, you also have the choice of:\n",
- "\n",
- "|Command|Result|\n",
- "|:------|------:|\n",
- "|\\mathbb{blackboard}| $\\mathbb{blackboard}$ |\n",
- "|\\mathrm{\\mathbb{blackboard}}| $\\mathrm{\\mathbb{blackboard}}$ |\n",
- "|\\mathfrak{Fraktur}| $\\mathfrak{Fraktur}$ |\n",
- "|\\mathsf{sansserif}| $\\mathsf{sansserif}$ |\n",
- "|\\mathrm{\\mathsf{sansserif}}| $\\mathrm{\\mathsf{sansserif}}$ |\n",
- "|\\mathcircled{circled}| $\\mathcircled{circled}$ |"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Additionally, you can use \\mathdefault{...} or its alias \\mathregular{...} to use the font used for regular text outside of mathtext. There are a number of limitations to this approach, most notably that far fewer symbols will be available, but it can be useful to make math expressions blend well with other text in the plot."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Custom fonts\n",
- "\n",
- "mathtext also provides a way to use custom fonts for math. This method is fairly tricky to use, and should be considered an experimental feature for patient users only. By setting the rcParam mathtext.fontset to custom, you can then set the following parameters, which control which font file to use for a particular set of math characters.\n",
- "\n",
- "|Parameter|Corresponds to|\n",
- "|:--------|--------:|\n",
- "|mathtext.it|\\mathit{} or default italic|\n",
- "|mathtext.rm|\\mathrm{} Roman (upright)|\n",
- "|mathtext.tt|\\mathtt{} Typewriter (monospace)|\n",
- "|mathtext.bf|\\mathbf{} bold italic|\n",
- "|mathtext.cal|\\mathcal{} calligraphic|\n",
- "|mathtext.sf|\\mathsf{} sans-serif|\n",
- "\n",
- "Each parameter should be set to a fontconfig font descriptor (as defined in the yet-to-be-written font chapter).\n",
- "\n",
- "The fonts used should have a Unicode mapping in order to find any non-Latin characters, such as Greek. If you want to use a math symbol that is not contained in your custom fonts, you can set the rcParam mathtext.fallback_to_cm to True which will cause the mathtext system to use characters from the default Computer Modern fonts whenever a particular character can not be found in the custom font.\n",
- "\n",
- "Note that the math glyphs specified in Unicode have evolved over time, and many fonts may not have glyphs in the correct place for mathtext."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Accents\n",
- "\n",
- "An accent command may precede any symbol to add an accent above it. There are long and short forms for some of them.\n",
- "\n",
- "|Command|Result|\n",
- "|:------|------:|\n",
- "|\\acute a or \\'a| $\\acute a$ |\t\n",
- "|\\bar a| $\\bar a$|\n",
- "|\\breve a| $\\breve a$|\n",
- "|\\ddot a or \\\"a| $\\ddot a$|\n",
- "|\\dot a or \\.a|$\\dot a$|\n",
- "|\\grave a or \\`a| $\\grave a$|\n",
- "|\\hat a or \\^a|$\\hat a$|\n",
- "|\\tilde a or \\~a|$\\tilde a$|\n",
- "|\\vec a| $\\vec a$|\n",
- "|\\overline{abc}| $\\overline{abc}$|\n",
- "\n",
- "In addition, there are two special accents that automatically adjust to the width of the symbols below:\n",
- "\n",
- "|Command|Result|\n",
- "|:------|------:|\n",
- "|\\widehat{xyz}| $\\widehat{xyz}$|\n",
- "|\\widetilde{xyz}| $\\widetilde{xyz}$ |\n",
- "\n",
- "Care should be taken when putting accents on lower-case i’s and j’s. Note that in the following \\imath is used to avoid the extra dot over the i:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": "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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "text.string = r\"$\\hat i\\ \\ \\hat \\imath$\"\n",
- "update()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Symbols\n",
- "\n",
- "You can also use a large number of the TeX symbols, as in \\infty, \\leftarrow, \\sum, \\int."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Lower-case Greek\n",
- "\n",
- "|Command|Result|\n",
- "|:------|------:|\n",
- "|\\alpha |$\\alpha$|\n",
- "|\\beta| $\\beta$|\n",
- "|\\chi| $\\chi$|\n",
- "|\\delta| $\\delta$|\n",
- "|\\digamma| $\\digamma$|\n",
- "|\\epsilon |$\\epsilon$|\n",
- "|\\eta |$\\eta$|\n",
- "|\\gamma| $\\gamma$|\n",
- "|\\iota |$\\iota$ |\n",
- "|\\kappa |$\\kappa$|\n",
- "|\\lambda |$\\lambda$|\n",
- "|\\mu |$\\mu$|\n",
- "|\\nu| $\\nu$|\n",
- "|\\omega |$\\omega$|\n",
- "|\\phi| $\\phi$|\n",
- "|\\pi |$\\pi$|\n",
- "|\\psi| $\\psi$|\n",
- "|\\rho |$\\rho$|\n",
- "|\\sigma |$\\sigma$|\n",
- "|\\tau| $\\tau$|\n",
- "|\\theta |$\\theta$|\n",
- "|\\upsilon| $\\upsilon$|\n",
- "|\\varepsilon |$\\varepsilon$|\n",
- "|\\varkappa |$\\varkappa$|\n",
- "|\\varphi| $\\varphi$|\n",
- "|\\varpi| $\\varpi$|\n",
- "|\\varrho |$\\varrho$|\n",
- "|\\varsigma| $\\varsigma$|\n",
- "|\\vartheta| $\\vartheta$|\n",
- "|\\xi| $\\xi$|\n",
- "|\\zeta |$\\zeta$|\n",
- " "
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Upper-case Greek\n",
- "\n",
- "|Command|Result|\n",
- "|:------|------:|\n",
- "|\\Delta | $\\Delta$| \n",
- "|\\Gamma |$\\Gamma$ |\n",
- "|\\Lambda| $\\Lambda$ | \n",
- "|\\Omega| $\\Omega$| \n",
- "|\\Phi |$\\Phi$ | \n",
- "|\\Pi| $\\Pi$|\n",
- "|\\Psi |$\\Psi$ |\n",
- "|\\Sigma |$\\Sigma$ |\n",
- "|\\Theta |$\\Theta$ |\n",
- "|\\Upsilon| $\\Upsilon$| \n",
- "|\\Xi |$\\Xi$ |\n",
- "|\\mho |$\\mho$|\n",
- "|\\nabla |$\\nabla$|\n",
- " "
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Hebrew\n",
- "\n",
- "|Command|Result|\n",
- "|:------|------:|\n",
- "|\\aleph| $\\aleph$ |\n",
- "|\\beth |$\\beth$ |\n",
- "|\\daleth |$\\daleth$ |\n",
- "|\\gimel| $\\gimel$|"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Delimiters\n",
- "\n",
- "|Command|Result|\n",
- "|:------|------:|\n",
- "|/ |$/$ |\n",
- "|[ |$[$ |\n",
- "|\\Downarrow |$\\Downarrow$ |\n",
- "|\\Uparrow |$\\Uparrow$ |\n",
- "|\\Vert| $\\Vert$|\n",
- "|\\backslash |$\\backslash$|\n",
- "|\\downarrow| $\\downarrow$ |\n",
- "|\\langle |$\\langle$ |\n",
- "|\\lceil |$\\lceil$ |\n",
- "|\\lfloor| $\\lfloor$| \n",
- "|\\llcorner |$\\llcorner$|\n",
- "|\\lrcorner| $\\lrcorner$|\n",
- "|\\rangle |$\\rangle$ |\n",
- "|\\rceil |$\\rceil$ |\n",
- "|\\rfloor |$\\rfloor$| \n",
- "|\\ulcorner |$\\ulcorner$ |\n",
- "|\\uparrow| $\\uparrow$ |\n",
- "|\\urcorner| $\\urcorner$|\n",
- "|\\vert| $\\vert$ |\n",
- "|\\{| $\\{$ |\n",
- "|\\| | $\\|$ |\n",
- "|\\}| $\\}$ |\n",
- "|]| $]$ |\n",
- "|$|$| $|$|"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Big symbols\n",
- "\n",
- "|Command|Result|\n",
- "|:------|------:|\n",
- "|\\bigcap| $\\bigcap$ | \n",
- "|\\bigcup |$\\bigcup$ |\n",
- "|\\bigodot |$\\bigodot$| \n",
- "|\\bigoplus |$\\bigoplus$| \n",
- "|\\bigotimes |$\\bigotimes$|\n",
- "|\\biguplus |$\\biguplus$ |\n",
- "|\\bigvee |$\\bigvee$ |\n",
- "|\\bigwedge| $\\bigwedge$| \n",
- "|\\coprod |$\\coprod$ |\n",
- "|\\int |$\\int$|\n",
- "|\\oint |$\\oint$|\n",
- "|\\prod |$\\prod$| \n",
- "|\\sum |$\\sum$|"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Standard function names\n",
- "\n",
- "|Command|Result|\n",
- "|:-------|-------:|\n",
- "| \\Pr | $\\Pr$ |\n",
- "| \\arccos | $\\arccos$ |\n",
- "| \\arcsin | $\\arcsin$ |\n",
- "| \\arctan | $\\arctan$ |\n",
- "| \\arg | $\\arg$ |\n",
- "| \\cos | $\\cos$ |\n",
- "| \\cosh | $\\cosh$ |\n",
- "| \\cot | $\\cot$ |\n",
- "| \\coth | $\\coth$ |\n",
- "| \\csc | $\\csc$ |\n",
- "| \\deg | $\\deg$ |\n",
- "| \\det | $\\det$ |\n",
- "| \\dim | $\\dim$ |\n",
- "| \\exp | $\\exp$ |\n",
- "| \\gcd | $\\gcd$ |\n",
- "| \\hom | $\\hom$ |\n",
- "| \\inf | $\\inf$ |\n",
- "| \\ker | $\\ker$ |\n",
- "| \\lg | $\\lg$ |\n",
- "| \\lim | $\\lim$ |\n",
- "| \\liminf | $\\liminf$ |\n",
- "| \\limsup | $\\limsup$ |\n",
- "| \\ln | $\\ln$ |\n",
- "| \\log | $\\log$ |\n",
- "| \\max | $\\max$ |\n",
- "| \\min | $\\min$ |\n",
- "| \\sec | $\\sec$ |\n",
- "| \\sin | $\\sin$ |\n",
- "| \\sinh | $\\sinh$ |\n",
- "| \\sup | $\\sup$ |\n",
- "| \\tan | $\\tan$ |\n",
- "| \\tanh | $\\tanh$ |\n",
- "\n"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Binary Opertions and Relationships Symbols\n",
- "\n",
- "|Command|Result|\n",
- "|:-------|-------:|\n",
- "| \\Bumpeq | $\\Bumpeq$ |\n",
- "| \\Cap | $\\Cap$ |\n",
- "| \\Cup | $\\Cup$ |\n",
- "| \\Doteq | $\\Doteq$ |\n",
- "| \\Join | $\\Join$ |\n",
- "| \\Subset | $\\Subset$ |\n",
- "| \\Supset | $\\Supset$ |\n",
- "| \\Vdash | $\\Vdash$ |\n",
- "| \\Vvdash | $\\Vvdash$ |\n",
- "| \\approx | $\\approx$ |\n",
- "| \\approxeq | $\\approxeq$ |\n",
- "| \\ast | $\\ast$ |\n",
- "| \\asymp | $\\asymp$ |\n",
- "| \\backepsilon | $\\backepsilon$ |\n",
- "| \\backsim | $\\backsim$ |\n",
- "| \\backsimeq | $\\backsimeq$ |\n",
- "| \\barwedge | $\\barwedge$ |\n",
- "| \\because | $\\because$ |\n",
- "| \\between | $\\between$ |\n",
- "| \\bigcirc | $\\bigcirc$ |\n",
- "| \\bigtriangledown | $\\bigtriangledown$ |\n",
- "| \\bigtriangleup | $\\bigtriangleup$ |\n",
- "| \\blacktriangleleft | $\\blacktriangleleft$ |\n",
- "| \\blacktriangleright | $\\blacktriangleright$ |\n",
- "| \\bot | $\\bot$ |\n",
- "| \\bowtie | $\\bowtie$ |\n",
- "| \\boxdot | $\\boxdot$ |\n",
- "| \\boxminus | $\\boxminus$ |\n",
- "| \\boxplus | $\\boxplus$ |\n",
- "| \\boxtimes | $\\boxtimes$ |\n",
- "| \\bullet | $\\bullet$ |\n",
- "| \\bumpeq | $\\bumpeq$ |\n",
- "| \\cap | $\\cap$ |\n",
- "| \\cdot | $\\cdot$ |\n",
- "| \\circ | $\\circ$ |\n",
- "| \\circeq | $\\circeq$ |\n",
- "| \\coloneq | $\\coloneq$ |\n",
- "| \\cong | $\\cong$ |\n",
- "| \\cup | $\\cup$ |\n",
- "| \\curlyeqprec | $\\curlyeqprec$ |\n",
- "| \\curlyeqsucc | $\\curlyeqsucc$ |\n",
- "| \\curlyvee | $\\curlyvee$ |\n",
- "| \\curlywedge | $\\curlywedge$ |\n",
- "| \\dag | $\\dag$ |\n",
- "| \\dashv | $\\dashv$ |\n",
- "| \\ddag | $\\ddag$ |\n",
- "| \\diamond | $\\diamond$ |\n",
- "| \\div | $\\div$ |\n",
- "| \\divideontimes | $\\divideontimes$ |\n",
- "| \\doteq | $\\doteq$ |\n",
- "| \\doteqdot | $\\doteqdot$ |\n",
- "| \\dotplus | $\\dotplus$ |\n",
- "| \\doublebarwedge | $\\doublebarwedge$ |\n",
- "| \\eqcirc | $\\eqcirc$ |\n",
- "| \\eqcolon | $\\eqcolon$ |\n",
- "| \\eqsim | $\\eqsim$ |\n",
- "| \\eqslantgtr | $\\eqslantgtr$ |\n",
- "| \\eqslantless | $\\eqslantless$ |\n",
- "| \\equiv | $\\equiv$ |\n",
- "| \\fallingdotseq | $\\fallingdotseq$ |\n",
- "| \\frown | $\\frown$ |\n",
- "| \\geq | $\\geq$ |\n",
- "| \\geqq | $\\geqq$ |\n",
- "| \\geqslant | $\\geqslant$ |\n",
- "| \\gg | $\\gg$ |\n",
- "| \\ggg | $\\ggg$ |\n",
- "| \\gnapprox | $\\gnapprox$ |\n",
- "| \\gneqq | $\\gneqq$ |\n",
- "| \\gnsim | $\\gnsim$ |\n",
- "| \\gtrapprox | $\\gtrapprox$ |\n",
- "| \\gtrdot | $\\gtrdot$ |\n",
- "| \\gtreqless | $\\gtreqless$ |\n",
- "| \\gtreqqless | $\\gtreqqless$ |\n",
- "| \\gtrless | $\\gtrless$ |\n",
- "| \\gtrsim | $\\gtrsim$ |\n",
- "| \\in | $\\in$ |\n",
- "| \\intercal | $\\intercal$ |\n",
- "| \\leftthreetimes | $\\leftthreetimes$ |\n",
- "| \\leq | $\\leq$ |\n",
- "| \\leqq | $\\leqq$ |\n",
- "| \\leqslant | $\\leqslant$ |\n",
- "| \\lessapprox | $\\lessapprox$ |\n",
- "| \\lessdot | $\\lessdot$ |\n",
- "| \\lesseqgtr | $\\lesseqgtr$ |\n",
- "| \\lesseqqgtr | $\\lesseqqgtr$ |\n",
- "| \\lessgtr | $\\lessgtr$ |\n",
- "| \\lesssim | $\\lesssim$ |\n",
- "| \\ll | $\\ll$ |\n",
- "| \\lll | $\\lll$ |\n",
- "| \\lnapprox | $\\lnapprox$ |\n",
- "| \\lneqq | $\\lneqq$ |\n",
- "| \\lnsim | $\\lnsim$ |\n",
- "| \\ltimes | $\\ltimes$ |\n",
- "| \\mid | $\\mid$ |\n",
- "| \\models | $\\models$ |\n",
- "| \\mp | $\\mp$ |\n",
- "| \\nVDash | $\\nVDash$ |\n",
- "| \\nVdash | $\\nVdash$ |\n",
- "| \\napprox | $\\napprox$ |\n",
- "| \\ncong | $\\ncong$ |\n",
- "| \\ne | $\\ne$ |\n",
- "| \\neq | $\\neq$ |\n",
- "| \\neq | $\\neq$ |\n",
- "| \\nequiv | $\\nequiv$ |\n",
- "| \\ngeq | $\\ngeq$ |\n",
- "| \\ngtr | $\\ngtr$ |\n",
- "| \\ni | $\\ni$ |\n",
- "| \\nleq | $\\nleq$ |\n",
- "| \\nless | $\\nless$ |\n",
- "| \\nmid | $\\nmid$ |\n",
- "| \\notin | $\\notin$ |\n",
- "| \\nparallel | $\\nparallel$ |\n",
- "| \\nprec | $\\nprec$ |\n",
- "| \\nsim | $\\nsim$ |\n",
- "| \\nsubset | $\\nsubset$ |\n",
- "| \\nsubseteq | $\\nsubseteq$ |\n",
- "| \\nsucc | $\\nsucc$ |\n",
- "| \\nsupset | $\\nsupset$ |\n",
- "| \\nsupseteq | $\\nsupseteq$ |\n",
- "| \\ntriangleleft | $\\ntriangleleft$ |\n",
- "| \\ntrianglelefteq | $\\ntrianglelefteq$ |\n",
- "| \\ntriangleright | $\\ntriangleright$ |\n",
- "| \\ntrianglerighteq | $\\ntrianglerighteq$ |\n",
- "| \\nvDash | $\\nvDash$ |\n",
- "| \\nvdash | $\\nvdash$ |\n",
- "| \\odot | $\\odot$ |\n",
- "| \\ominus | $\\ominus$ |\n",
- "| \\oplus | $\\oplus$ |\n",
- "| \\oslash | $\\oslash$ |\n",
- "| \\otimes | $\\otimes$ |\n",
- "| \\parallel | $\\parallel$ |\n",
- "| \\perp | $\\perp$ |\n",
- "| \\pitchfork | $\\pitchfork$ |\n",
- "| \\pm | $\\pm$ |\n",
- "| \\prec | $\\prec$ |\n",
- "| \\precapprox | $\\precapprox$ |\n",
- "| \\preccurlyeq | $\\preccurlyeq$ |\n",
- "| \\preceq | $\\preceq$ |\n",
- "| \\precnapprox | $\\precnapprox$ |\n",
- "| \\precnsim | $\\precnsim$ |\n",
- "| \\precsim | $\\precsim$ |\n",
- "| \\propto | $\\propto$ |\n",
- "| \\rightthreetimes | $\\rightthreetimes$ |\n",
- "| \\risingdotseq | $\\risingdotseq$ |\n",
- "| \\rtimes | $\\rtimes$ |\n",
- "| \\sim | $\\sim$ |\n",
- "| \\simeq | $\\simeq$ |\n",
- "| \\slash | $\\slash$ |\n",
- "| \\smile | $\\smile$ |\n",
- "| \\sqcap | $\\sqcap$ |\n",
- "| \\sqcup | $\\sqcup$ |\n",
- "| \\sqsubset | $\\sqsubset$ |\n",
- "| \\sqsubset | $\\sqsubset$ |\n",
- "| \\sqsubseteq | $\\sqsubseteq$ |\n",
- "| \\sqsupset | $\\sqsupset$ |\n",
- "| \\sqsupset | $\\sqsupset$ |\n",
- "| \\sqsupseteq | $\\sqsupseteq$ |\n",
- "| \\star | $\\star$ |\n",
- "| \\subset | $\\subset$ |\n",
- "| \\subseteq | $\\subseteq$ |\n",
- "| \\subseteqq | $\\subseteqq$ |\n",
- "| \\subsetneq | $\\subsetneq$ |\n",
- "| \\subsetneqq | $\\subsetneqq$ |\n",
- "| \\succ | $\\succ$ |\n",
- "| \\succapprox | $\\succapprox$ |\n",
- "| \\succcurlyeq | $\\succcurlyeq$ |\n",
- "| \\succeq | $\\succeq$ |\n",
- "| \\succnapprox | $\\succnapprox$ |\n",
- "| \\succnsim | $\\succnsim$ |\n",
- "| \\succsim | $\\succsim$ |\n",
- "| \\supset | $\\supset$ |\n",
- "| \\supseteq | $\\supseteq$ |\n",
- "| \\supseteqq | $\\supseteqq$ |\n",
- "| \\supsetneq | $\\supsetneq$ |\n",
- "| \\supsetneqq | $\\supsetneqq$ |\n",
- "| \\therefore | $\\therefore$ |\n",
- "| \\times | $\\times$ |\n",
- "| \\top | $\\top$ |\n",
- "| \\triangleleft | $\\triangleleft$ |\n",
- "| \\trianglelefteq | $\\trianglelefteq$ |\n",
- "| \\triangleq | $\\triangleq$ |\n",
- "| \\triangleright | $\\triangleright$ |\n",
- "| \\trianglerighteq | $\\trianglerighteq$ |\n",
- "| \\uplus | $\\uplus$ |\n",
- "| \\vDash | $\\vDash$ |\n",
- "| \\varpropto | $\\varpropto$ |\n",
- "| \\vartriangleleft | $\\vartriangleleft$ |\n",
- "| \\vartriangleright | $\\vartriangleright$ |\n",
- "| \\vdash | $\\vdash$ |\n",
- "| \\vee | $\\vee$ |\n",
- "| \\veebar | $\\veebar$ |\n",
- "| \\wedge | $\\wedge$ |\n",
- "| \\wr | $\\wr$ |"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Arrow symbols\n",
- "\n",
- " |Command|Result|\n",
- "|:-------|-------:|\n",
- "| \\Downarrow | $\\Downarrow$ |\n",
- "| \\Leftarrow | $\\Leftarrow$ |\n",
- "| \\Leftrightarrow | $\\Leftrightarrow$ |\n",
- "| \\Lleftarrow | $\\Lleftarrow$ |\n",
- "| \\Longleftarrow | $\\Longleftarrow$ |\n",
- "| \\Longleftrightarrow | $\\Longleftrightarrow$ |\n",
- "| \\Longrightarrow | $\\Longrightarrow$ |\n",
- "| \\Lsh | $\\Lsh$ |\n",
- "| \\Nearrow | $\\Nearrow$ |\n",
- "| \\Nwarrow | $\\Nwarrow$ |\n",
- "| \\Rightarrow | $\\Rightarrow$ |\n",
- "| \\Rrightarrow | $\\Rrightarrow$ |\n",
- "| \\Rsh | $\\Rsh$ |\n",
- "| \\Searrow | $\\Searrow$ |\n",
- "| \\Swarrow | $\\Swarrow$ |\n",
- "| \\Uparrow | $\\Uparrow$ |\n",
- "| \\Updownarrow | $\\Updownarrow$ |\n",
- "| \\circlearrowleft | $\\circlearrowleft$ |\n",
- "| \\circlearrowright | $\\circlearrowright$ |\n",
- "| \\curvearrowleft | $\\curvearrowleft$ |\n",
- "| \\curvearrowright | $\\curvearrowright$ |\n",
- "| \\dashleftarrow | $\\dashleftarrow$ |\n",
- "| \\dashrightarrow | $\\dashrightarrow$ |\n",
- "| \\downarrow | $\\downarrow$ |\n",
- "| \\downdownarrows | $\\downdownarrows$ |\n",
- "| \\downharpoonleft | $\\downharpoonleft$ |\n",
- "| \\downharpoonright | $\\downharpoonright$ |\n",
- "| \\hookleftarrow | $\\hookleftarrow$ |\n",
- "| \\hookrightarrow | $\\hookrightarrow$ |\n",
- "| \\leadsto | $\\leadsto$ |\n",
- "| \\leftarrow | $\\leftarrow$ |\n",
- "| \\leftarrowtail | $\\leftarrowtail$ |\n",
- "| \\leftharpoondown | $\\leftharpoondown$ |\n",
- "| \\leftharpoonup | $\\leftharpoonup$ |\n",
- "| \\leftleftarrows | $\\leftleftarrows$ |\n",
- "| \\leftrightarrow | $\\leftrightarrow$ |\n",
- "| \\leftrightarrows | $\\leftrightarrows$ |\n",
- "| \\leftrightharpoons | $\\leftrightharpoons$ |\n",
- "| \\leftrightsquigarrow | $\\leftrightsquigarrow$ |\n",
- "| \\leftsquigarrow | $\\leftsquigarrow$ |\n",
- "| \\longleftarrow | $\\longleftarrow$ |\n",
- "| \\longleftrightarrow | $\\longleftrightarrow$ |\n",
- "| \\longmapsto | $\\longmapsto$ |\n",
- "| \\longrightarrow | $\\longrightarrow$ |\n",
- "| \\looparrowleft | $\\looparrowleft$ |\n",
- "| \\looparrowright | $\\looparrowright$ |\n",
- "| \\mapsto | $\\mapsto$ |\n",
- "| \\multimap | $\\multimap$ |\n",
- "| \\nLeftarrow | $\\nLeftarrow$ |\n",
- "| \\nLeftrightarrow | $\\nLeftrightarrow$ |\n",
- "| \\nRightarrow | $\\nRightarrow$ |\n",
- "| \\nearrow | $\\nearrow$ |\n",
- "| \\nleftarrow | $\\nleftarrow$ |\n",
- "| \\nleftrightarrow | $\\nleftrightarrow$ |\n",
- "| \\nrightarrow | $\\nrightarrow$ |\n",
- "| \\nwarrow | $\\nwarrow$ |\n",
- "| \\rightarrow | $\\rightarrow$ |\n",
- "| \\rightarrowtail | $\\rightarrowtail$ |\n",
- "| \\rightharpoondown | $\\rightharpoondown$ |\n",
- "| \\rightharpoonup | $\\rightharpoonup$ |\n",
- "| \\rightleftarrows | $\\rightleftarrows$ |\n",
- "| \\rightleftarrows | $\\rightleftarrows$ |\n",
- "| \\rightleftharpoons | $\\rightleftharpoons$ |\n",
- "| \\rightleftharpoons | $\\rightleftharpoons$ |\n",
- "| \\rightrightarrows | $\\rightrightarrows$ |\n",
- "| \\rightrightarrows | $\\rightrightarrows$ |\n",
- "| \\rightsquigarrow | $\\rightsquigarrow$ |\n",
- "| \\searrow | $\\searrow$ |\n",
- "| \\swarrow | $\\swarrow$ |\n",
- "| \\to | $\\to$ |\n",
- "| \\twoheadleftarrow | $\\twoheadleftarrow$ |\n",
- "| \\twoheadrightarrow | $\\twoheadrightarrow$ |\n",
- "| \\uparrow | $\\uparrow$ |\n",
- "| \\updownarrow | $\\updownarrow$ |\n",
- "| \\updownarrow | $\\updownarrow$ |\n",
- "| \\upharpoonleft | $\\upharpoonleft$ |\n",
- "| \\upharpoonright | $\\upharpoonright$ |\n",
- "| \\upuparrows | $\\upuparrows$ |"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Miscellaneous symbols\n",
- "\n",
- " |Command|Result|\n",
- "|:-------|-------:|\n",
- "| \\$ | $\\$$ |\n",
- "| \\AA | $\\AA$ |\n",
- "| \\Finv | $\\Finv$ |\n",
- "| \\Game | $\\Game$ |\n",
- "| \\Im | $\\Im$ |\n",
- "| \\P | $\\P$ |\n",
- "| \\Re | $\\Re$ |\n",
- "| \\S | $\\S$ |\n",
- "| \\angle | $\\angle$ |\n",
- "| \\backprime | $\\backprime$ |\n",
- "| \\bigstar | $\\bigstar$ |\n",
- "| \\blacksquare | $\\blacksquare$ |\n",
- "| \\blacktriangle | $\\blacktriangle$ |\n",
- "| \\blacktriangledown | $\\blacktriangledown$ |\n",
- "| \\cdots | $\\cdots$ |\n",
- "| \\checkmark | $\\checkmark$ |\n",
- "| \\circledR | $\\circledR$ |\n",
- "| \\circledS | $\\circledS$ |\n",
- "| \\clubsuit | $\\clubsuit$ |\n",
- "| \\complement | $\\complement$ |\n",
- "| \\copyright | $\\copyright$ |\n",
- "| \\ddots | $\\ddots$ |\n",
- "| \\diamondsuit | $\\diamondsuit$ |\n",
- "| \\ell | $\\ell$ |\n",
- "| \\emptyset | $\\emptyset$ |\n",
- "| \\eth | $\\eth$ |\n",
- "| \\exists | $\\exists$ |\n",
- "| \\flat | $\\flat$ |\n",
- "| \\forall | $\\forall$ |\n",
- "| \\hbar | $\\hbar$ |\n",
- "| \\heartsuit | $\\heartsuit$ |\n",
- "| \\hslash | $\\hslash$ |\n",
- "| \\iiint | $\\iiint$ |\n",
- "| \\iint | $\\iint$ |\n",
- "| \\iint | $\\iint$ |\n",
- "| \\imath | $\\imath$ |\n",
- "| \\infty | $\\infty$ |\n",
- "| \\jmath | $\\jmath$ |\n",
- "| \\ldots | $\\ldots$ |\n",
- "| \\measuredangle | $\\measuredangle$ |\n",
- "| \\natural | $\\natural$ |\n",
- "| \\neg | $\\neg$ |\n",
- "| \\nexists | $\\nexists$ |\n",
- "| \\oiiint | $\\oiiint$ |\n",
- "| \\partial | $\\partial$ |\n",
- "| \\prime | $\\prime$ |\n",
- "| \\sharp | $\\sharp$ |\n",
- "| \\spadesuit | $\\spadesuit$ |\n",
- "| \\sphericalangle | $\\sphericalangle$ |\n",
- "| \\ss | $\\ss$ |\n",
- "| \\triangledown | $\\triangledown$ |\n",
- "| \\varnothing | $\\varnothing$ |\n",
- "| \\vartriangle | $\\vartriangle$ |\n",
- "| \\vdots | $\\vdots$ |\n",
- "| \\wp | $\\wp$ |\n",
- "| \\yen | $\\yen$ |"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Example\n",
- "Here is an example illustrating many of these features in context."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 15,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "import numpy\n",
- "import vcs\n",
- "import cdms2\n",
- "import MV2\n",
- "\n",
- "x=vcs.init(bg=True,geometry=(400,400))\n",
- "a = cdms2.createAxis(numpy.arange(0.0, 2.0, 0.01))\n",
- "#a.id = \"time\"\n",
- "#a.units=\"second since 2017-09-25\"\n",
- "\n",
- "s = numpy.sin(2*numpy.pi*a[:])\n",
- "s = cdms2.createVariable(s,axes=[a,])\n",
- "s.title = r'$\\alpha_i > \\beta_i$'\n",
- "s.id = \"volts\"\n",
- "s.units=\"mV\"\n",
- "\n",
- "# Graphic method\n",
- "y = vcs.create1d()\n",
- "y.datawc_y1 = -1.1\n",
- "y.datawc_y2 = 1.1\n",
- "y.datawc_x1 = -0.1\n",
- "y.datawc_x2 = 2.1\n",
- "y.linecolor=\"blue\"\n",
- "y.markercolor=[0,0,0,0]\n",
- "\n",
- "# template\n",
- "t = vcs.createtemplate()\n",
- "to = vcs.createtextorientation()\n",
- "to.height = 20\n",
- "t.title.textorientation = to\n",
- "\n",
- "x.plot(s,y,t)\n",
- "text = vcs.createtext()\n",
- "text.x = [1.2]\n",
- "text.y = [-.5]\n",
- "text.string = [r'$\\sum_{i=0}^\\infty x_i$']\n",
- "text.height = 55\n",
- "text.color=\"dark grey\"\n",
- "text.halign = \"center\"\n",
- "# match text viewport to data area\n",
- "text.viewport = [t.data.x1,t.data.x2,t.data.y1,t.data.y2]\n",
- "# match text worldcoordinate to data's one\n",
- "text.worldcoordinate = [y.datawc_x1,y.datawc_x2,y.datawc_y1,y.datawc_y2]\n",
- "x.plot(text)\n",
- "\n",
- "text2 = vcs.createtext()\n",
- "# match text viewport to data area\n",
- "text2.viewport = [t.data.x1,t.data.x2,t.data.y1,t.data.y2]\n",
- "# match text worldcoordinate to data's one\n",
- "text2.worldcoordinate = [y.datawc_x1,y.datawc_x2,y.datawc_y1,y.datawc_y2]\n",
- "text2.x = [.75]\n",
- "text2.y = [.75]\n",
- "text2.halign=\"center\"\n",
- "text2.height = 45\n",
- "text2.color= \"red\"\n",
- "text2.string = [r'$\\mathcal{A}\\mathrm{sin}(2 \\omega t)$']\n",
- "x.plot(text2)"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python [conda env:nightly2]",
- "language": "python",
- "name": "conda-env-nightly2-py"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.14"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/docs/Jupyter/Shading_With_Patterns_in_VCS.ipynb b/docs/Jupyter/Shading_With_Patterns_in_VCS.ipynb
deleted file mode 100644
index e55f3d63f..000000000
--- a/docs/Jupyter/Shading_With_Patterns_in_VCS.ipynb
+++ /dev/null
@@ -1,451 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Shading Using Patterns in VCS \n",
- "\n",
- "- [Download Jupyter Notebook ipynb](./Shading_With_Patterns_in_VCS.ipynb)\n",
- "\n",
- "This notebook shows how to use patterns in vcs.\n",
- "\n",
- "Pattern can be used with isofill, boxfill, meshfill and fillarea object.\n",
- "\n",
- "In this notebook we are using primirarly boxfill"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Contents\n",
- "- [Prepare Notebook](#prepare)\n",
- "- [Create Graphic Method](#create)\n",
- "- [Mask some data](#mask)\n",
- "- [Regular masking](#regular)\n",
- "- [Using Opacity](#opacity)\n",
- "- [Using Patterns](#pattern)\n",
- "- [Controling Pattern Size](#pattern_size)\n",
- "- [Controling Pattern Opacity](#pattern_size_opacity)\n",
- "- [Controling Pattern Color](#color)\n",
- "- [Adding A Pattern Legend](#legend)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Prepare Notebook Elements\n",
- "[(top)](#top)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "import requests\n",
- "import cdms2\n",
- "\n",
- "r = requests.get(\"https://uvcdat.llnl.gov/cdat/sample_data/clt.nc\",stream=True)\n",
- "with open(\"clt.nc\",\"wb\") as f:\n",
- " for chunk in r.iter_content(chunk_size=1024):\n",
- " if chunk: # filter local_filename keep-alive new chunks\n",
- " f.write(chunk)\n",
- "\n",
- "# and load data\n",
- "f = cdms2.open(\"clt.nc\")\n",
- "clt = f(\"clt\",time=slice(0,1),squeeze=1) # Get first month"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Create default Graphic Method\n",
- "[(top)](#top)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [],
- "source": [
- "import vcs\n",
- "import cdms2\n",
- "x=vcs.init(bg=True)\n",
- "gm = vcs.createboxfill()\n",
- "gm.boxfill_type = \"custom\""
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 3,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Let's look at the data w/o pattern\n",
- "x.plot(clt,gm)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Mask some data\n",
- "\n",
- "Now let's assume we are only interested in areas where clt is greater than 60%\n",
- "let's shade out areas where clt is < 60%\n",
- "\n",
- "[(top)](#top)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [],
- "source": [
- "import MV2\n",
- "bad = MV2.less(clt,60.).astype(\"f\")"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Method 1: Regular Masking\n",
- "[(top)](#top)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {
- "scrolled": true
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# let's create a second boxfill method \n",
- "gm2 = vcs.createboxfill()\n",
- "gm2.boxfill_type = \"custom\"\n",
- "# and a template for it\n",
- "tmpl2 = vcs.createtemplate()\n",
- "tmpl2.legend.priority=0\n",
- "gm2.levels = [[0.5,1.]] \n",
- "gm2.fillareacolors = [\"black\",]\n",
- "x.plot(bad,gm2,tmpl2)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Method 2: Using Opacity\n",
- "Let's use some opacity to \"see\" what's bellow\n",
- "[(top)](#top)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "gm2.fillareaopacity = [50]\n",
- "x.clear()\n",
- "x.plot(clt,gm)\n",
- "x.plot(bad,gm2,tmpl2)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Method 3: Using Patterns\n",
- "Rather than opacity, we can use patterns, that let us see better what's \"underneath\"\n",
- "[(top)](#top)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "gm2.fillareastyle = \"pattern\"\n",
- "gm2.fillareaindices = [10]\n",
- "gm2.fillareaopacity = [100]\n",
- "x.clear()\n",
- "x.plot(clt,gm)\n",
- "x.plot(bad,gm2,tmpl2)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 8,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# we can control the size of patterns\n",
- "gm2.fillareapixelscale = 2.\n",
- "x.clear()\n",
- "x.plot(clt,gm)\n",
- "x.plot(bad,gm2,tmpl2)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Controling Patterns Size\n",
- "We can make the patterns bigger or smaller, using spacing\n",
- "[(top)](#top)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Bigger\n",
- "gm2.fillareapixelspacing = [20,20]\n",
- "gm2.fillareapixelscale=None\n",
- "x.clear()\n",
- "x.plot(clt,gm)\n",
- "x.plot(bad,gm2,tmpl2)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# or smaller\n",
- "gm2.fillareapixelspacing = [5,5]\n",
- "gm2.fillareapixelscale=None\n",
- "x.clear()\n",
- "x.plot(clt,gm)\n",
- "x.plot(bad,gm2,tmpl2)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Size and Opacity\n",
- "We can still add opacity\n",
- "[(top)](#top)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 11,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "gm2.fillareaopacity = [25.]\n",
- "x.clear()\n",
- "x.plot(clt,gm)\n",
- "x.plot(bad,gm2,tmpl2)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Pattern Color can also be controled\n",
- "Using hatch rather than pattern we can control the shading color\n",
- "[(top)](#top)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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DDzywevXq3/zmN3/6058yM7/JSL548eIJEyawvNV33XVXly5dysrKAODee+8944wzGhoapG+eeuop7YERHsBLk82t+53vfAe573Jzczt37rxx40YA6NevX/v27Tdv3qz9LYIgiMSSgC4wAIhEIn379n3ooYcA4ODBg+++++5ll13GFmln39ROFKqdvJNTV1e3bt26U089tbCwsKKiYs+ePeJEpx9++OGmTZueeeYZtjJb1Nzc/PTTT7dt27ZHjx6dO3cuKSl59dVXjxw5cvfdd4Nu5lQgAMCtNNWCy8vLmzJlysaNG8eOHRuNRkX1I1FfX5+Tk8M+n3POOXV1deo3TtsS3kBKE5k0l3Po0CFeQD179mSp2wmCIJKQxAggAHj88cf/8Y9/NDQ0PPzww6eeeurQoUPZ99rZN50mClUn7+Ts2LEjOzv7gw8+2Lp1a11dXXV1NZ/o9JZbbjl06NCzzz7LZ8Vii1599dX6+vqrr76az4E6dOjQdu3avfzyy/v371dnTgUihlNpagtu6tSpAwcOvPzyy7OyspYuXYru+BtYvxj+DREITqXJQe47kQCn0iMIggichAmg8ePHt2/ffurUqUuWLBFnxeKzbzLY7JvqRKHsgzp5J+fgwYMXXHBBZmZmVlbW+eefz6b8PHr06JgxYz766KMrr7xy/Pjxzc3NEJsl9OjRo2weHDYH6ubNm6urq7t37962bdu+ffsuX76cz5w6a9asiy66aOHChUDEQEpTW3A333zziRMnrrjiCj6RrZZTTjmFlQ4ANDY2tm3bVv3GeWvCI06lyUHuu4yMDLGAEPceQRBEYkmYAAKA733vey+99NKxY8fmzJnDv9TOvmkyUajEueeeywIRAOBf//pXXl7e4cOHr7jiiq5duw4fPrxz58533HHHtGnTAKCsrOzw4cNXXnnl119//fbbb7M5UP/whz/893//N9u8tra2e/fu6sypDr+cpmhLU1tw+/fv/3//7/8NHTq0vLx87dq1jnsE6Nev33vvvcc+v/fee+eff776jfPWhHe0pWnCueeey2fY3bZtW58+ffD1CYIgEkUiBdCTTz4JAJdddhmfYQoAZs2adeWVV/bp0+f8888vKCgYPnz4kCFDZs+ePWzYsAsuuOD88883bFJfffXVL7744uyzzz7zzDObm5tfeumlhx566P3339+7d+/evXubmpruuuuuuXPnAsD111//0EMPbd26tXfv3nfddddNN920cuXKH/3oR59++unUqVMPHz5cVFQ0atSoBx544OjRoyNGjBgyZEjPnj3vvPNOt0NIL7SlqS24oqKis88++6233vrP//zPsWPHSi4EEVYK11133TXXXHP06NEHH3xQ/cZpW8IP2tI0YfHixQ0NDdnZ2WeddVZjY+OiRYvctiAIgkgMSRpFoc6+CWYThUpUVlZmZmZ6nqezrq4uKyurc+fO4jdxmzm11eCh4ET27dsXiUTOPvts5BsiqaisrMzIyBgwYIDbigRBEAkjSQUQQRAEQRBEeCSyC4wgCIIgCCIhkAAiCIIgCCLtIAFEEARBEETaQQKIIAiCIIi0gwQQQRAEQRBpBwkggiAIgiDSDhJABEEQBEGkHSSACIIgCIJIO0gAEQRBEASRdpAAIgiCIAgi7SABRBAEQRBE2kECiCAIgiCItIMEEEEQBEEQaUcCBFAkEnFbJblIrQOmow2V1DpgOtpQSa0DpqMNldQ64NQ62vAwFUBr1669/vrrb7jhhg0bNrBv1qxZM3r06DFjxrz99tsAUFlZOWHChI0bN7KlDQ0NEyZMOHbsmOMeCYIgCIIgEoSRAFq4cOHw4cM7d+7crl27b33rW+Xl5QsXLiwuLu7UqVO7du2KioqWL1++fv36RYsWDR8+/MSJEwBQW1u7aNGiAwcOuO2bIAiCIAgi3kSi0ajbOtCrV6+8vLx169YBwEUXXdTc3Pz111937tyZ+Xv69evXvn37e+65Z8qUKVlZWcXFxa+//vrWrVsvvvjivXv3ZmdnS3uLRIx+NHlIrQOmow2V1DpgOtpQSa0DpqMNldQ64NQ62vAw8gAdP3781FNPZZ87dOhw9OjRQ4cO5eTksG969uxZX1/PPr/yyivLli1bs2aNfkcEQRAEQRBJgJEAmjBhwsqVK5999tlnn3323Xff/d73vicuFcOpxowZU1xcfOONNzY3Nyu7IQiCIAiCSAoy3VYAAHjyySebmpqefvrpTz/9tGfPno8//vj8+fNZrA8ANDY2ZmZ+s5833nijS5cu9957r8POCIIgCIIgEk3UmF/84hcZGRnbt2+PRqOXXXZZr1692PddunT5zne+M2/evIyMDPbNqlWr3H6WIAiCIAgCw1GRBIFpJFRdXd0555wzderUJ598EgCqq6sHDhzYvn37pqam5ubm7du3L1u2bMqUKbzna9y4ccuWLXMKgi64r6xifsnA+8r4l2SSSSaZZJJJZnqaW+aXGKqRADEVQFoqKyszMjIGDBjgtmILmAACm0tDJplkkkkmmWS2VjMhAsgoCNqJCy64wFb9iAy8r6xifgmZZJJJJplkkklmnPHlAfIG9wAxKuaXDBlZys315dOtzIEG0jIlzDNqG8H5fA/ltDHfVVDm4ZOJDqB6RknezG+WMvP0WotdxcdUDzKx5rEejbsmTu+14JsCTayZtacNM5OnQPErGd62uGnVBPk38bsbbxlak2lVRgGaVgfJzUM5bVz3nFQmUpFYDXTalm3obVtzMwIQfzXiywPkmYqWAnB9+XRuDhlZam4OtJGWKWEm5/nmzSyrnuFoWu0qPBM/yESZvRaU7po4PdnM5ClQ/Ep6Lm7X3/V8D4ZnJudRxdM0L6MATdej8lxkyWn6OSM/27qakAgSI4CsLmuoFz0JzeQ5X88Pp0SZVtIkbqaVNAnVTMIC9aNj/Gzr5x4Mz0zOo4qbaVVGAZpWB5kkx+zHVM8I3xa/Gua/i5sJITECCAyKxNy0uspJa8anklmZ4T1gwjOtpEncTFdpEh8zOQvUz1H52RY3rZognyZ+VFa7SnXTqowCNK0OMkmO2db0fApxO/34kzABBJZXOW5lkCgzOU8wvAdMeKaVNAnVNJcmcTOTs0D9HJWfbf3ckgGaSXIYSWJalVGAptVBDnGTrUlo+rnsfra1MuNMIgUQWF7lVlAFk6SSWZnhPWCCNa2kSXxMK2kSNzM5C9T2qPBSMP9d1bRqgoIy8aOy2lUrMF3LKEDT/KgSeJBBmX7OyM+2VmY8SYwASucqmCSVzMq0fTglxLSSJnEzraRJ3MzkKVDPOia8U7BqggI0k/Oo4mmal1GAputReS6y5DT9nJGfbV1NSASJEUBWlzXUi56EZvKcr+eHU6JMK2kSN9NKmoRqJmGB+tExfrb1cw+GZybnUcXNtCqjAE2rg0ySY/ZjqmeEb4tfDfPfxc2EkJg8QINWPOq21jfsq+sIZmlO4mPmmeWA8WAOtMmaIJlOez691n1bJ/NwDnbMnvfM0gu5Xg3V7DioHpxh9QQMSjBuZqFNPRe5PHun9vt5hUu031uR43DMWXvaIKWAX3wEP/dvdvcDkEzwOgbGpxAH0/XG0Zr4/evn3ke2ZbmmDBuKoEw8nxluHutxMgWO7WW3KsEATdczCtxEsp1Z3b+bR81OgBpJwE96EkBgUPZxMw1rhpXpWU9AaC0OrlQ879lze+SkJzaPmq393oScBaWuxe3ZNLz/zY9/0qbbAGDDvnPdVtTDbqVawS0EAFEAdswsTaJTKfgUQOB2rbSm4QWMG5tGzXY95jibuGxFTPz+9XPvI9smYbJN3PTzIDAswQBNz5XBj8k0ov/7N6kFUEVFxeOPPx6JREpLS/v16wcAa9aseeaZZzIyMh5++OGhQ4dWVlbOmTNn8uTJl156KQA0NDRMnTr1hRdeyMrKknZlJYBaU4uDm571BITW4oSUCdrkakhmzQzMU8qqk7eqIqkBLVwiMAz3DG4CiOse9XZw8gAxfAogaHmQTlcgN1YQrBT8CyCwuXQMqwY0Duyr62h1CnEwcdmKmPj96+feR7a1aigCNF2vBmJ6exAkJAu858rgx0ScZFYu8OQVQA0NDWeffXZRUdGhQ4cqKioOHz788ssv33333ePHj//6669ff/31pUuX7t69e9KkSZ06dfr3v/+dkZGxdevWiy++2Gk2eHMBBF4fbOGZIVUyz3oivBYHP2arXVntOQIy7GHs2gVmWIK2JpMIrOfIRDAZgtwFAQogc/cSJ3dmmVooVm2ZiJ/7NwkFELgdc5xNfHoTxPRzh4a3bRgm3p2Hm4iOwR8EiF8kPNNzZfBjBnX/Jq8AevPNN6+//vqjR4/u27fvvPPOq6iouOmmmzp37rxx40YA6NevX/v27e+5554pU6ZkZWUVFxe//vrrAQqg8B5s3syQKpnhzaw1U2vPYnukde1EAbS/6yqAwKwETUwnocMDaEx2ZXX/iwQogERELSKeYM6CUtHMdS4aJ5A72s/96/kChoSf7ryQTKc7VCw+VqC296+fe99pWz8d/Z5Nz0GHgOoY/EGA+EXCM03OKAwzkPs3eQXQ8ePHu3bt2qFDh8bGxhMnTuzfvz87O/vKK69ctmwZAAwbNqympubHP/7xlClTli5dOnbs2FWrVmVnZwcogMCg7ONmWtUMK9PkZnYyw2hx/ARCquaWlgH/TOXUzChxap1V00QAgUEJak1X146HaCHPXpOQBJCqRZCzlvxAThcf6chj+Ll/rRrQOOC5Oy9Uk5eRKnrYN1JvproyIwoQyL0fUkgiKG0Io8BtW89Bh3kUBG1gtv4g6LVr1w4fPry4uPjgwYMbNmzYvHnzNddcwwXQd77znerqaiaAmpubR44c+b//+79vv/32JZdcEqAAAoOyj5tpWDOsTFs9EYcWx08gpGjyZou1sGy3Vg4GE5wGNzmZyLPfdldOptX9LxKeAIKWB1k7cbptELTUp+Z6L/u5fz1fQHM2j5rtegocP915hqarEOfkxEqtWtdrLJI7s8z1dmMyIpB7P6SQxC3zS6SDZLDmhcsgdVvDFlhr+nkQmBR3sGZI8am42fqDoK+44or9+/fv2LEDALp163bJJZdUVFQMHjx4+fLlADB06NDa2tpp06YxAXT8+PEuXbrk5+dv3rzZaYdJ1eLYmiFVMnM9oZohtTi2gZCsJRLfI9nSSMvmSXv60surtr3Gq41hVeEPGK5y1EeO56hnybS6/0VCFUDgcMy4S5+XiPnNy/DsNQEfF1CLNhxq0IpHzcOkPHgBvZm4DBIPI2tPG5N7RwVRDB7ufcNtXdsc1eSvT4inR/QMFdxXFh8NREHQzAwwCFr7vYlE8YyRABo5cuTGjRs///zzEydOdOjQYdy4cVVVVXv27Pnss88AoGvXrgUFBWPHjmUCCABWr149YsQIAHDyAL1Z3V/9FSceqxrjtMhPeAGZrqZr1RdN8R1UDeJhS117u7RuecM2RfuwVG8q7fNbFBws1w4bcA4Ay7dcBM7XakzBVnCmuOMWZOnKAwXIUgR2SGBQglbm5Ngpq8wrXDLJeSmgmgwXpvgF/FWPjU6L+i24H6+EKqLknbTpNp5USTo19VxYLRq04tGQhCm+25CKOyGmN0Vr5XTkhYWsEwc89/yGF1qEXHz8LQVpGXDwBlBidN52EzUSLEYCqK6urn///pmZmY2Nje3bt//www/37ds3cODA9u3bNzU1NTc3b9++fdmyZVwAAcC4ceOWLVsWBwEEZmVPpjczz+yFUjtuSOtFMNdAubH1+VJ8YIV0e7u2g04vHNLjEH/8JFYAgUEJmpvac5HkoBPIsx9/S/EjgECpSLyC4VWF/ah5VkleixIrgMCtBJPf9CaAJHA9xPs0nRx+6pdh4Lnn15s7ytUE9OL7eUtBaCUCiLFly5asrCyWBIhRWVmZkZExYMAAZCuVwAUQuJU9mVpT62YXe39EH6+oS/jK4lKuVCTBJAZgRqgYIQ4AACAASURBVBziMflS0Pnw+Z7xtx9VAImNHe4KQp5A+OMHfzcKSQA9V7jEpHxtTbWZc3X8cHABBM6/61MAgU4DgdtgPf6jqgaatOk25FwSIoBCKu6EmIEIIAmnNxmt1rEK+fKD557fXaFpINwDZNUyGNKqBFBQhCGAwK3syeyFhv2KIFGxTt4gPPJA0kBORAGkpbnGd756aryZcx2mBOgTCH/8JMoDZFLctmaoAggcfte/AAK3DlmGKImYbBXPjju6REkUtwSVrh4gwxJMfjMMASThGtEVHwFkGJKomuGFFrl2gZm3DIaQANIQoADyXMnSylTFgZj3Rfosbst7oyX3D/K8cfIDSZiMy9V2qyEn6NquIU4g3AOEXOdECSAwLn1zUyuAwKD/C8wEEOh+F3ehIQLolB41ri/KPIOl9LtjCrZK2k480w37znUSzYkSQGBWgslvWkXFBkVC+sI8x6eGl1/RVQCBw7YkgIIkQAHkuZK1PhMf1M2WSoObJN2j7lntWQCDQGbRVGWQVtbgjh/k7Uc8BZOXSycN5NoF5nTZEyiAwLhuGJqTWwoC0TviqoGSJAhaW1Wkys9M9Yxw3w8jgQIIDEowKNO1ZfBsmtykQaGq2HgqIc/xqRQEHU9SXgCBWdm3VtPJeSO++0ZiKzitLO0KhIYPd89o+7O4QoroTHVNKVcbOER15M4sO9ajkZ8XX8oP27whE9tBQwEEDqWQWAEENlXF1RRDg5FBUlqSJAgaeVEWq7fnEW2JFUDgVoJ+TOn2581IsBoobAHkYbwYjnmrIuE5PtXVr4lsi5hAQdA6WoMAAreyb5WmU5QDlwi8ReOxNbwtE7dlb8biyqLJUJUK+xzVzVkhDfXS9oVJ+sk1hIivrE7IxRtr27bVpPlTkXIktr4gaNERYiJ9GK5dYE6/61MAgacXZfxHk00ABVLcrvF/4suS9D37YPhDuGl7k4qY37CeVYuK62BSJ/zEpyIaSG0npSYxx3nPFAStkgICCHlO4C2OnyqImPg9nJCwJDEbrFZMRJ0z+0kto5RjDWLOG1H3iKgaiK8src87v06vBZbUVc11ZosYS2R4rTyYTg0QOyOrXRmafhxLnlHfNMQhMyZeCvMT5CZ+N7038DVkqWd+uOdSt1X0IIIsPPDOPjyDPL+z1Kg77StHVMli6sGsH+w9ToWhlWveBjGADxcaxFp77dgx/EfDQNsZ7RS+BrErJn5j/kpjTlDNEQkgPZ4FUEhaBG+yExKWhMTNIZ4V6V1B25/FiMbm7QIliAeRRJKXiA+VjwSUt567mvhSk2tlazoNyuAnjohLz2YyCCDW6BvmAPQcp4JHxZIAArfOPjWDvPg6IUXsiXcrngnaj8kEEBiUvmhq3boggDS8IbnQ8O71hAggQMPXBglpzfEkIBz/kiio5ogEkB7PAigkLeIqgMB4V0GZYjp8V03g5AxXH+TmWgQxJZcJOMQDeUCSYn4GiCKm66CMWmE6Las9I2bCBZBVmJTnBwy43U0kgMCts0+alUKaMIvPSiFF2lV7mpXC0DQvfW6yYCPPVcVVnRseBkNqIb1FxIeHNnkVX+TqJ/PWx40QVHNEAkiPHwEEbnXdg2kigMBsV35MbZgOOHi2PXfku6ocJw+T2DWGeKHU2Q3xaagR088AUcQ0GZQRuAbyE1rkGSaAnMJIQ3rJJgHkCp7xSHL8SBNm5Tk4bqVtwUDWWJmGpQ82I878CCAwPgwGj5uE5BNAIpIYwmOVQjrgoJojEkB6fAogcKv6tibitA+p083JFMdoOEkE5hfhN7Pra5ZoSvMsMkQPk9oJJXraeceZ5IfnTnt2VFwDBeIWsjpBExPXXnzlYDVQojxAquOH4/qMsTpBbpIAcsU14xFz/IAyDyj70ml8JR48JJnqjKTIyvWDW/hi8fhr8xvWpwACVPTwUSPqMAtXtH4UfKKVQFwvDDWfZ5wVW1DNEQkgPf4FEBg3xyZmkgRBc/UDBnEqWnIcusOiwkAw8cWxxni+C/5ltW76CxYEDULEpWgyp73aoycdBh7bZHUlXU0TDWTiwzc34y+ARudtB99xpuYnyE0SQK7gQdD8RhClCX+1QPypavCQk8m71SQnk/oOw7aVgqCDujX8CyBouWdk/AfH9Ue9CZ1g+6EM/UAkgFRaswAKSYu4doGZ78qzKbUpTnNWMKGg9S2LrzvSUr5IygStqhzJtcOXSoIpooxNk9pQ0eROo5oZJVHdMHtA+9QkPPf9cdMwM73ojTPcM2LGTQAx3cPuR+YB8tZ6UhB0eOBB0DUzWgyoBIAt80v4qwV7ndBuKwUP8aWq40fqVtM6brV+XPFVyqcGAgMt4oTn/lnw8aPmmCQa1WI+m6+It99CCKo5SogAynBbIYXptaB0l6DxAzRxrHblweQvLtLSvJll1TNKQNAHXP2oK+csKBXrmrg0Z0FpTsuVRS86AOTNLGPb1swoqZlREmmpSPhhcJN/zp1ZlhvblhEBEM2B95VVCw4edVfc5LtiH3JnlrEzYgfP/qLCS57JhXUykcPgK3N3mtWe/VSzQGDSZ3Te9tF5283zrEg8JzTEVifYq+UTjkBQKyG7+5jyGHhfWcX8EoCTCSa46bStaEorS2aBshRicmdLS7kjmuwGjAg3YO3E6aIJBnVDuhc2tayfkvlcSzUg1UlxkWr6+V0/zCtcoqofK1kzadNt4t+gFY8if2wd9qNWvxIS1+Vtd1sldBLjARJN1/dm5BW8+4ZGAFhfPn3IyG+2NTQP5bQBh7cfPnQCefV3Mj2nKnfds2SKsY29WnZmiX1broEp+A+JK4udbuq22mgh8SCdnEaSeylYn4rax5djvK2J2eUfJ51kaiqjArfxwJ7TiyF5TQB9Z30sf7nTIoh5g5r25GqX/vWrNtrvGde2b0SWphbJ5h+6rOIm7fdMsKr1OcAbx6kDulpJ9yW6eLWOW3xpqGbHQfXgjOexMnhXgIl/SDus3VaaiJubO2NGC+LDqkNGxXNCVylwsHbi9ASokQT8ZEsBBG4aCBmHzAQQGIseAHin3OgNW73zDU3X2wYxrX6It0fsG+1znbViiAYy7N9hphTni28LDiHSoiTSrhzSYC5uIn1/HkxtwAS0RFu9wa2fCwF36RsKIN4C8ubv2vaNmT1qghJAmT1qwFlOJTPsyKXJQNibOh66EWcBxOB+O7Gamb//qKYa/MdQ2xxAB5+q936iTBMBBGYXRzTx3lsTAcSQJp/xM5LLXACJjDb2xGilkh8BBC2fVglQIwn4yUjE6vGDjEM2ET2S4rl6ZClbiof+yRotBtIucNP1jLQmHsiM/y6eAgcZ0aD6Y0QTn1CJgbzP4UE8Wg3EPvh/f3U11UgF821xDRQROgj499oz8iyA8CFXrgJIevmTmr+gBFAqwqUPCJEZTqJH/T4hAogHHWpvc9aXHYl9BoP6zHaFtwxaP5Brw5goM6Rxu/49QCK8vuGBrWEIIHPEkEGOTwEEQq1LgBpJwE8KAgjcKtkuN7+Iq6fn6tg3qkJy0kDI0AmT8FtvD1TtmHMGdy9zPSEKCNG3rN2zkwDKMUtyAw7HzLaVOrBA8OVIx8z3zMWHVtU5NeUSPKbSz8su+1zrYwR7l3+0cYo/BWU8sLStHwEEzkdlKIB49I+4AuKwaX0CiMkdEXb6Jl1gkvrhZhgeL1cBBG7VW90Kb4FdZQ3v84p/f5YHE/cAedZAwQogTjILIAAYnbfdSgCJblRw6+BLgBpJwE9GIrbPG6fK3X1DI+L4uXpkKdIXdiinjTYACNChE64mn7FcIkdpYlTwty5oOThc/MzT8fGtpLc9vggJ4sG1iFpkWh0jRQNIn9kH6Rvt70Is5MhJ5ahnhJw+Q2vyHjGTlVWTxQDxmuM0qZn2eeNTAIHDUbkKIBGxIwwXMa1GAHHd4yRWTAQQRwzj+FWPjaKoCkoMMQGkneIAbHpwRD8QHhvnFADEEN9wTDziCTddu8BcL53tmwa4KRWE5BdAbqvokRyroHTlp5EHiH0w9AOZBEGregJx/CQkCFpqcVQ94bpnxHR6ruOwp77UtCHrq+Qq20qNpqiH1JgAyVcEMTHHT0HVMVIED+hqjjgUxbUts1pZNXkQtLYi8SDoWiV+vFfigqCd4h9bsQCSnD24NLESQCJSF5jVjyJIAghaaqB9dR1xES8t1d5WoLw/8FtDfUvht7M2GAgM2qs4m64CCMxudslMTwGk4toFpnp9mAZK3yBo6S0Ef193DYJ+p3x6FMAkHkg0mQAC3aPL5KZyMl1vG2jp2xCXWv2Qh9+FlgJCFUm8X58jeVxE3aYVprzRlNw8Tt5y3phWx+IJeOBRRBeqrB4GoNfZdWVJUZk0fKKJRJJJMUCqUvEsgKyCoNXB7U6DPlqlAJJcMkiUNycoASTh6nly6pLTdoGJxZojqByta0d1jjLwG4eB+4H4O4xrA5VA00QAgcHNLplBBUFLtD4BxFAH/FMQ9EnU7gwRkyBok4gf0YSYB0gL9wB5gHuAbOGn6QHXH90lvAsy2KVWA49E7eLkgBFXFgtFVDncPe70HqmabBOxO09qrCMONYQjHZ6o85ANd+l6JM0lkVYDsXQsFeikSLgAeq5wiTgjmGjiQdDSRRi04tFNo2azxpp5gK7L2/4XQQNxs5UJICc94UpIAoiDKCFRn/FhdKoHCAQnkJjvXnI0+sG1OZIEUDKDCCA8AAiHPEAMQwGkInqyIa0EkKQEeZGzm1x08NpGqJmPd8CrL4Lnmo3jp94juM6DI10rrRg1eVPkW0lLDb01DNwpmN39gFMkBACIWYylioQkOGao1YxLIinNLrT09JxRq4lCi8SE+CfjsPNFBBAe5iwFHjH40MUR+Y8AwMqqOcX5j/ClzDySeyYzta8Hf1vwIrQWRLlmG7YZN7RJ8HhINV9U3HGLegr+8XwRxNHaaoudcuCPGM+PCRzP7Tkucfy8w4SBVR2bV7gkAWokAT/pLIAY2oy05m/kvcwiWz3XbM91F8e/AJK6Wnk/K//G5NIls8kFkFODq5VHJm00EgjJZZxWA51Rq0nFyQLwAeCTcS12Je3ZVQCBw7bawCM+AC37rX3sG1UD4f3CzWYOkpSAtfXaUbtg2S4bgqcIckLSQFJKGJGECyBxOM+Gfeea3FYpAR4E7fkxgWPSnmshARQsCRNA4p3vOqfpLgPXjtq/g3sgPNdsz3UXx1YAaSPL1C+tHDBJYkqOpSgA98dYNbjmbfTmUbOd5DJTG9L4doiJDyaAQEnBwILSmAACh/M1EUCg21br+OGTMamOH9HE00bgnURhDHEKib9+1Qbxmli1y1Y4jfJ1yvarvWellUPq17C9CNJxmtxWKQEeBO35MYHj+SFCAihYEiOAQEiuCm7Pfl5BVQ2kDe5Tv9RWbs8123PdxTEXQIj0kfzn8wqX4G6w5DSlEqyN5emxLTLXni++mhgoKvX9DRRmw1Z7nZDcm7j0BNQD5Dp9oxSoLh2VkwY6knumtsMOAK4eWfq3BS/yuBM1gAZaih6TaOIEktmjBnGZIO2y1o1qi9SHBbrdihoIUJJEAIngjVVqgQdB27Y5hnh+iJAACpbECCDtew84vFXwfg12oE6PSfPnK8NzzfZcd3HMBZAE3rbi0SRJaNbGJhZlAkLszcSHXTjN5emqgTaNmh1pKaBFDyIos2GbaCCI+YGQ88U9QE6KkOHUJQcA2W/t0wYAAQCLAUJmhhGlj6u+SdrJLnD1Aw7tsqpanL40YZ4S32O+VIIEUHi4BkF7fkzgeH6IkAAKlsQIIGjZpiBB0E4T/vHP4qNr18TpIDxymBlx8AN5rtme6y6ONwGk1ZHitcWjSZLQjMS8Pmo8NaAS2VXoIDANxMgRVBcouZ7BIAjaUAO5doHtcuj5dQqCZiaLATIPguYayIOUSTY/ENdkeFvvJIBUURKIANJ6lcw1EAmgUKEg6PCwqmNpJICkOx8Jgh604lE8SG1Xy+4ALdoAas8123PdxfEmgFxJoSBoMWarVpeuzSkI2sn3o67phFjHJO2Fqw1tELTYF4b4Jl0FEAiKUNwWz77oOQg6YqaBkjYSSFRj/gWQZ+nD0Eb5cOkjmq6QAAoVCoIOD6s6lkYCCAnNUU0kESI+WRU3xfQYu2JeIqRme66d4FZBEfC6grQ4CXmDAbffNTTVgC2emihXSC8EAtFYTLSUW0ib7cMpfy5fqv1SXPnA5i7sg7YGfjjxeUBB+omQfDOrygfxz2oOSdcf9QCetjgJRY/Umkshz1Z3k5o0AYzViYj23nfKu52e4OXiufEM78GPHDB+tI9VjUGWJhvqJDkieKm5BiwammmUB0jrknEy1QAIiKXgc3qm5gip3MEhQggJKEktAQToS0x4AshzCnluisIUnItbEjo1DnOs4hFCoJM7TvJIXHPTqNlI8kYTLeLUT4QLIJ4pW80hafKjPglqGofwEAe6g+UM1Xifuwfpw/B876cPJICSEz8CCM/Lam4muwD65JNPHn/88blz53bq1AkA1qxZ88wzz2RkZDz88MNDhw6trKycM2fO5MmTL730UgBoaGiYOnXqCy+8kJWVJe3Hz2zw6oRT0gMVhBgOPAS11XiAANUiJgJI6kIy7zZiH1xLEBG1ahlp80rzb8A5Nz+e8J6hVTzaHjTRA4QksDbUIloNhAgg3kuSq/tdwx9txXB95m2guzaNDf/G8+0v3vthpC5sBZAASk58CiAwa/ZxM9kFUJ8+fdq2bfvhhx8CwMKFC+++++7x48d//fXXr7/++tKlS3fv3j1p0qROnTr9+9//zsjI2Lp168UXX7x3797s7GxpPwHOBs8nzgQldMNpV9xsfQIIdOdbqDTxDOTxbyuAwKAEJZ2KK2C1uLXTLop6CJ/G1SR02imSmnWBOWkgcy2iaiBcACGTh5j/aJIQ4HgxP2HOnHmFS5D+UM+3vySA2AeSQSIkgJITnwLIKYeI+UNh18TpEQBzNRIUpgLopz/96RNPPLFz586ePXsCQG5ubufOnTdu3AgA/fr1a9++/T333DNlypSsrKzi4uLXX38dF0BWSgWZDR6fOBM3W6UAAuV8tVNjDlrxKB4cY4KHGCBxTLuH4pZMsS+sZkYJchbIMDFX75fPGCARSQPhXWDINJOplbI5KPUj7cezANKqHyABFBdIACUnuAAS49gYvJv4ucIl2nG7DEPzmw4BMzUSIBluKwAAfPLJJ0888cQpp5zSu3fvfv36HTt27NChQzk5J6cM7dmzZ339yd6HV155ZdmyZWvWrHHe2Ul6LSjdJUR74GbezLJq4RVfMsVrqm6LmzjzCpewP7cVEwx+gptHzeZ/g1Y8KrX+3tQPuF1Y1WR3CNOpfopbNHNnljEzd2YZPhZM0nzSIv6nrsDBj8oEpwSDKuIck+rvOmyUpDTtyfWvfhhB7ScoePvg1Eq8Wd1ffXgQRKowOm/76Lztkzbdxv9AUD/zCpdIQ7BdnwLqQ0F8LsQfIwE0fvz4jh07HjhwYP/+/bt27brzzjvFpSyvD2PMmDHFxcU33nhjc3OzshsZ16tj/lDMaRk8a7VnLWKLJpY33t4lCvMTlJSQZ/XDML/O/P3AZGVwK24ueriJe4AYTAPxP3xlDn4Yui0wmAZif061iPV/+RRbRNzgzwZ1wBepHyJFYdLnzer+Whcma7u4JBKjGkweCrWxv5wFpfH2+bTEqAvsrLPOuuaaa/7whz8AwDXXXPPhhx82NTUNHjx4+fLlADB06NDa2tpp06ZNmTKlubn5+PHjXbp0yc/P37x5M9IFxs1dbl4ypDekRtFA5ntGusDYSJB5SqYybaYQaDli1rMX138XmPZ8TYKgvWEVBK3N66M1TTq/VJPVBFcNxNmMzpIhLg0kCFoL6wKbp5s2AQkAAn8/mpyYJFSU1vHcBQaxay5VAK6Jtfe4FrGVYGtShxcOdYElJ1IXGJ5UQqrzUsPORyCp+fnw8UnJGwQ9aNCg+vr6nTt3AkDXrl0vvvjiw4cP79mz57PPPmPfFBQUjB07lgkgAFi9evWIESOQHbo2diKn9KhBHplS+JU0iBqJtnZSBrwd5AfpOjkA3q9h2Gr7F0AQhJ4QQ0/8KBWpjMyFKWLiYg7XNBJOK4sxUmyF9wa+pq4WOEmYaCcJETUQEkFliPqGw7/nn7Wj68UVJrWcfc8bnh/8rlhlohMJ75AQcB2TWngW6OFd+alL7gGHsbR9X/ome2oEYEQsgSpLprrv2ye9GGLmVT4/9KbHnpeaL6ewP/w9x+kxaiJRPGMkgHbu3HnRRRe1bdu2qanplFNO2bZt24EDBwYOHNi+ffumpqbm5ubt27cvW7aMCyAAGDdu3LJly5w8QFZN/Hnl95g/IyWzdqLjXATq05Q//N4b+FpQDyTzyM1ABBDYKxXJiZIrDLlyHazntCtxdB6gpWBl4k47c/UDqADi37PP8RFAaYiJ10dCvJtUAeQkaFRwyVLccQvedWX4K+aE98wjAZQoEiKADLtcJfdMFICljF9VNYd/KWogKd0825bPkMgEkO29rJLZo8ZEjQSLkQBiVFZWtm3bNj8/X/wmIyNjwIAByFYqHgQQGD8jJVNyCImhQurzTxRAECjasbt+ctdKIAOyTAZVaecSyZ1ZJukYMN4zH52nloLtYD3R1AogXmrqIhxpQ+1+No+abVVXiVDReoDEnmgTDYSrH743bWeWZz2B4+eZh+P5gMM7JAQSQOD1yjPpg/TAXpe3HYSwRRZTKLX8I/IfWVU1Z0T+Iyur5kBMFQEAM5kMYo4fECZj3jL/m0AUP61lsgugoPAmgMDsGYmbvC+mduJ0rQDiY4WsjtAQMXubWl/9CCAkEzQykYirKekYac+1E6ezWF11W2SKEg8JC7jplOvZswYCocfTySEURk1IN/gLgOTl9nBt+a54BBUeqCfhulQ01ceJZz2B4+2ZZ4LnAw7vkBBIAIH9lXeVPpypS+5xaupZF5h2BmUAYF1gTOhwxw/rDtsyv4Td1x7uZYmECCCjUWAJ5BShxexlEF6Om9qxduKwIPPBQR5o2pPLq6lJfbUCP/08g0FVTqZ2z0z91Mwosd0WBEyKzGlbkUHOo9xdwUfDDVrxKBuxpV1KWMG1ixhdZ3tt2eZ8DJ2rv8cJpyF4AMBGvtAIdiL5QQZqacGb6+KY74ebq6rmrKqas2V+yZb5JQX3lYnyhKkf8NSXnTwkuwBq3pNr9Yw0McWY3M1CahzkQRggrGFlbSv7EFQ7G08NBEKuGnVb5DB4LyQbBmlYZCZ41kA47N62fU4TIrx9FD/wPw/XtmlPLh+CO69lZopJwuzrEq7uH3U0O0EkJ3yYutuKMlYaCACiAAX3lTHHz8D7yiqEDi9JEqUiyS6AwO2haG7WTpweiamf2onTN8fS4fCV+Tdh61m11gbV5qqnb65yrHSMhKtgkrblya94ofA4Iddt40/Y9SEdcLqGfl4f57VMRmI+fB1iyXu4KWoj/ori4elCEHHA1vEjoTb1kuOHmatikUCi6JE0kBgfnYqkgAACt4eiicmfuBB7+kr+HrwrJHDEuuu5HnPi5vjhLjQAwJP1IYXCCoKZ7DNLh8VlkKEG2myZ0tAzfh7ShIjk7PF/YblqER0/alQQ0uGlxc/ThSDCw480N3f8FMeiodlYMFX0cJPHAEFqkgJB0J7RlorJT+Pxa34i9bR7ZhWaOYFMDk8l1NH1u4IOr0ZCpHuhE8VLQdBq/LLtYHiO68SutTG5Ji39dOSLQKBoh2uppi1ssDp/Eog3EcdpXJgaZyruKv6Bw37y+Hm+wT1PeQZuZxr/C4hj2GJLKUtc8ZNfEcHp6rH7BT+8fgvuR1pgqwSqJi8nbB2TNU2gIOjAUIMrecCB0yYJJMnDLXF/jJVLycRLxH1CvGuM/UWUEHXRaad2aFrh6kGUOux0+yA08Ghlsa+KMSk2g4SVb0aE3zjif4aksQgipeG3j6uvBW9yw0B9qroeZPLQqjxA/gfZMuLsAWJIGsjq4EP1ADFUv4irpwcxtS4lVzO7+wE1bIt98Cx9GEgeAa3JNZBVMaUb7NVQ9ABJcofrIQ/juZi3QOv4AWffj/jrbwrTdZknpEDw7MAgDxDD8wXEMWmxbd0/4FYunlHnnYCWPbzIQfZbcD/7oG2BQ/IA2S5ygjxAwZDMzh4neAueVEeO+0XMPT0mjh8TU+vjCSpyy/wwQEhlRGhBxrdzxw8oOQw9O2zU7BJsV3yHkheKj3L3GUxKtA48PK3jhtZLmhmbUFn6kifxD9UPxH8duWhJez0lUlsASfUgqdSDLfzIk+dutO38qplRwv60S/1rIHWge7BD3w0Pg8ECt5EnfdrCX6bFaqz6Y3DTFSl/BHfnMEEjaiyue6SfIOlDQDK1twiThHGO7ICb3FJIqC2w05pWiL/utm4KkJICSNQ9raYkRBmXPI9VVw3EFQ9LCxQVZhMLQwNByMkqzQ+DmbwZSpLySh6kCyK+xYr+GKd1tPAN5xUueTOWrpAvVQWNVvcQBIern+SXQawaS8873vjw4w/K8aNVV62vlUtJAQSp2c+FIDXcruo+nuAigME1UKh9Yfxz4BrI6jDU02819TAQ2NVwuiY8psEpQMepL0zsLyNNQ/iEv7S49uYkOeKR584siwSngSS478dtRVOS4b0xGQWQ63UJsAySB/4iIn7jeiniAyICcmOe1dyZZXxyjGhMEoFOA5nLC1Vt8Jzd4jf+9ZDVYWg1EMHQ1ljR34NoF+6wUV1BJpsThCGiuz3Yh3oyEEYAUBgaMRmufIJHgfFuLP4B2zIVCHxogEnaK8/DLp4rXNILHfokJvpks99pTT4hcEFsghgQps2TVj6cgw0Tw6egB2VGVT6xiXaueEMObO4CnoZOXFZxEzIS7b2BrylbtH4yY9lB+DfS/c6/zOxR4+QHEr9XO8vAbQAjjucBUH5GPyHbJmQUGA5+LyKkUAAAIABJREFUiTwP1zIZkOUBk1ZXGipomPYJuYB8kKy2vfLcHOFXfvmWi/hn/rtsUGo0Nj8Xa3jV5rrZ/vEq3sthP50z03AUGNeAySAGk5NQswThvg0kAahkilqnQFFF6rY+u8aiQoqgnOD8MeZvTrzf3b/zqfXRFMuNpr5ei9+4ujadQoUIwgNSuBiypi3x9BCrP8TfAHstKA1jzorAe76SigQLIMIVnuRtdHDTpooEq4GY6OEaCNnWvwbic5v4bHE2CSLGZOiE+HQHXa8cgTSXUsiFGNfMo38mxbL4ULgPESBq4Lwf8AZKt0UASD8UAZBmaBdXlppcW+Lj+EksJICSHXa78vs2DBkUlAZiiF1g+Mo+NVBQLU7hikerYwP4a2aURABqBJM7e/hf624RQoV7fbiIFON+xAAg0j1EkhNPx48I/rtiEAJ41UC8oWv1bR0JoBRATdrGHUJBiaFANFDBfWXsryLWD61dGR8mZiV6gmpx2IsUi+POVbw+Ym+O2CJk9qhhIdiBBGKnA9rLKA77oj4vIoUIr0XCcYoK4N/g76iupIP0YZAASg3E3LUguIXctnMBlxcmoseDGazjx2eLwyYRY8NHxUSOogzSRqtwVxDvAuOz05MY8gCXPqR+iBQi8BbJEG1f2Jb5Jcz9E1E0kGYXBAmg1EL0AIHzREjmBOL48WCqGoiLDzbhqLno8dziiEqFZXHkiRzZl8zUvgxpO8KkyVmBcEDsT6TsPkSqE1SLZALS789M7ob34PhJQ0gApR6i48eP+mEkgwYSs0jzqeDNRY+HFkccu85FDw8A4qtpg6AJP0gDxCjSmUhR8BZJt0UAiD8kjoHNWVBaO3F6gVuAJiGR4DxAyYlJVglvIDknrFJriMmB8ERBnrNcAEDz8i7sQ4UuA9AZtSdTeqwvnz5k5Dc3vKs5UBknL44a45pD7YqqdptG3im3EDP5YbxTPh0Arm55VMX5j6yqmsPMKEBx/iPs84q3lkFLnMZv81rNV0jyeh4gyC2jpn4RLyDejftY1Rhkafzxkx3H872P5865rOImZKln/JypZzxnCfKTKimoXGiSiWc76zioHhxgra7Tnjc9djItmeqETvVBW5lpmAeI8IbY8+U/EsgV3JczZGTp+vLp5ibbliXsKrivjFV51ns9UAiR5qml+ba44wcPLeKHwdWPeFTF+Y+srJozIv+REfmPcBMckGKieR8Z79aBVG6G4oB43fy7MFOC0XnbpaH+fhD7EKmz1SfhucDN84qp4HvWqh9qczxAAohwBL/VrUSPaEZivh8meiIxMcS+Yc2EGI9sHiLtqoHeKZ9+9chS5vsZotNA3IwAMIeQOHLbyffDEZ1A1B6Z4DOILRlANA0fqsnfUvz093HRIypIqxGIgQfpi8NR1T+3rZOF1NJATm1LZmxqM3UR4QR1gWlI/i4wEKJ/cA+Qzy4wxMd7Rm2ja2+X1jyU0wacfbxMG0UBIgAgzC0vkaN4rbP2nCw1ree5+wasw+60mgZmrqyaI/aFMZpiqY3Ju+OEVReYCNvQqRs3+bvA2Mg1UQCJwxTUcD2t+sHvfX6nayse6wJjuRjUpRwmenjWBmRNhkkXmFMTpJ67IQnpAuOTS6idX70WlHb5x8k9m3d+QcuufNC1SIXORbBp1Gxkz5see14rgHjTZPjqlYRNGXWBERYENRIeJ9jOL9HE98wznKqRQCxKutaHHwg5KqZ+eF8YQ3y1Sqomg9ASn3wE0gyvkzbdJt2M6r3pwfczOm+72M3qAX4dTHSPOVyzqqf5ZnDZluNJsH4gPNsZOGPb+cXgNcSknlBTxiEPkIZU8QCZtDI+PUDsg/Z1x38QNCh73jK/hGudmhkl0VhjwYaJsSBoPvcN/8AwD4IG5ajeETQQY4QQBE3thStJ5QHiTg5knlpviH4RNWEj8wOJoxPEpYj6Qe59JoDU77U9HdrTVF0+Jk4gQw+QSRNkTkI8QKkSBM084k6tkGsbxStM0rZj5AEikpRg/UBOu2KdX+xViSkepxyJbBpUaDkS1bPjh6kffucx98+qqjnsj4dcAJGCuD7pvaFNVy1Kn9GxvO3cHeIh9lmrMDKFQHsWAyQmoJLQqh91NW8Eq34SRbCOH9EMMACIecTFOadVeB+9ilhhtCukLSSACEfwW91K9Jh0frHbO29mGVM/bClvNVhfGHs5Y71gOQtKRUmkzeKDaKAIwDvl01lY9Ij8R9i4d+b4Yb1gUYAR+Y9Qk5G0iF1d0nNd7PSxChM2AZmsg8V0q31Ab1b3Z6FCVjIIiRA3rJbacw9JFKYuCdRAm1qWjmhyDxAbIzIQVT8MpoGkPyDp40xSdIGF1+UUBrhDNaRcIOqGYiuM9GThrmy8C2xfXUdtYCD73Hupe2+XbRA0u9W3zC+Jtrz/QZjkj41gZ7viXVdXxwKZV1XNEbP4QCyuWUzn4+QuDtxLjFdszw5/z/i50fBq/6seG7XfO/XU8KcyD+dSo9oBYEzBVnDubIKWThdRc6w8UCBtxeeZB4BV5YPYl9pOCqR7guHUhfTewNfULzmFj93PPkjVGwBOGYP94uZRs7V1lX15So8avFMm0nLDqw3uUAD4ZJw+KJh9/s3QReAMUrH91EAEPx39p83ryD5or0ab8pMVey0sHQbj+NK1sNSkrfNg/m3BiyBgEtSMh0XrtrDDc6mZdH9zRudtT4AaScBPkgDSYbthfAQQOAyOAIDeSwHcbmatyQQQ6AKACgTRIz0keFPOWnC2K6fYHSZ6+Jcrq+Y0x6qcSYMSFOksgHj7q2bqEwXE5lGzmfTRVjOmjaRhVuwb9X4RNRA7WifllOscKwZofAagATS4ABKVipQC1I8AKnzsfiQSxfNQzU/GATjf+61SAIHuakiiJ1QNxFszVrImCsbpnS3YdznPpZb8AsiuC+zNN9+cMGEC+7xmzZrRo0ePGTPm7bffBoDKysoJEyZs3HiyHWxoaJgwYcKxY8cc90X4IJ4zZuP+4SE2nV9D0L4w7uPRLh14X1kU4OqRpazfKtLS/XP1yNKoELksJfURxRARN5waX1FAcMePWs3YB3GYlTpvhphyBukw4rDNeYopsIzMMAkfdkKszzwFqFjhreCdHSx9aIAheqKJ3/utA/xqrIWl3BwG40TT6kq6mmKKskwh2xM4I7pXpc9N/kYOpg8WAqihoeHGG29ctGgRACxcuLC4uLhTp07t2rUrKipavnz5+vXrFy1aNHz48BMnTgBAbW3tokWLDhw44LZXwgvqO3GoBKuBkMYaACrml3BXkLiUpUwUmwkAiAoufVX0INmciSTB//NVm4SG4RR2wyae86CBXMOJpNgLCVWpqOuoOAW3sscbe21QZ/8mDWQIfvqS6AlDA/FIRGZ60C5sfV7xrLZNcywE0DXXXJOZmck+z5o165JLLlm8ePEf//jHvLy8mTNnAkBGRsbx48dvvvlmdDdEyoA0fL0WGN3bWhN/YY0IA7L4UvFFmbcXV48slfbsqoEyKVlqkoE8X2vNHrRizxeLPh6dt12aZF6VQXleNZAWFoUtvnnzB5K0plbxgxtOGgiEjuNg/UD4vQ+tiwRqICQ3vStc6PDOMlvlRJgKoOeff37Lli1lZSdfWQ4dOpSTk8M+9+zZs77+ZB/2K6+8smzZsjVr1uj3QqQUwTp+TDQQ6xrQdn4V3FfGWgrW2+W0Z+2MFmw0O3mG4wnyzJZQqxlLc5CzoNSwn1fq+VKHXIkyiH8phf6oGkgdX8Y+S6PPWL/YoBWPSvVKei9nE7/wuV+2xDydfvxA/Bed/EDmt2S6OX4kgtJA75RPt7rOoPTBARFHjARQQ0PDD3/4w3vvvff8889Xl0Yi34wzGDNmTHFx8Y033tjc3KyuSaQc8ddAJia+Z66BxBktSPfEGStXvOT4yVnQQuM6oR1wzlF9PzycSMyVII1SZotEWcO6vaRvAABPwMPhmjsa0/c8AAhP66Li5FXaEnORqi8PVrckaSArDaSuzNw5LELR5DqzKEZbx4+E+V1GqBgJoOHDh3fo0GHu3LmNjY0A0NTUlJGRwWJ9AKCxsZF3jQHAG2+8AQD33nsvAHTr1i2ioPsFwojnWrrxn4tLGFDyaCB8zyDAo55ZVsMRFATdkutaukyszJDo1TK7NzPxQDfzqGdRBrEPXAOp7ZGYQ0hdxJUQ+2YTGhIkgldvQFPCiGgfeKKcIg0kgV9Y81ZFHAImrcxEj+SZllYWTSmc0dbxc0pLERxtLd36qloIWzAYDYO/+OKLv/zySwA4duzY/v37b7jhhrq6uj179nz22WcA0LVr14KCgrFjx06ZMoU5flavXj1ixAgA2Lt3b3Z2trS3SCQSVApRfPRjSOCDKk1SyHvgB2/fyT7sEgam1k6cHgXotaA0u3soweZsGDxjlzIgVrxp1xsM8hRNNU+Pf5Nl+smMzVrK/0Pi8Dx8FMfbBBHgVqC4OdmsN4rDByqa3y/azD2ATiDKnEAmczI4rWn4DQC8Wd2f3YZO1wq/DZ2mOBh4X1n94JOjhbV7/nTkycQw2vpc+Nj9rCtNu+fst/YxU71x8DsUrwzNCb2tVNRUCyJ+JnU+MsmxTNn4+fXl0yPCUAwma0A3u44YsuO5XeLZpCqExGkQCwXb9Njz6NaO+JlLxPNDTSJ5h8G///77O3fu3Llz5yuvvAIAy5YtW7x4cUNDQ3Z29llnndXY2MiGhnGGDx8+duxYh50RvohnQCIeCGn+HimZeKiyH1PETyvTWsELFDfBhkDSNKiD3rW4OoEYTu4i9XtXx5IfvwjuB0L2jLziswAgfM/qjYPfsAFWhmTAT5e6EzwfhwjP08G7PrWd7/4dNqL6YZhE0xMSRgKIM2zYMKbR8vLyDh8+vHbt2nfeeefLL7/s3r37Aw88IMb9LF26NBqNqu4fwhva9kiaFD1w8IbeSvTEXwOR+hFh3TquKsfzc10ibmka3hQm28LhXhx1kVbxBKuBpCkOpIexodrQVmm81xi5U9Kh80skDA3Eh2WIfWHSKA1QXsZ4dDzYI6kcZlpF0xMidgJI4oILLhgwYIDbWkQAIO1R7cTpeG4SP6SWBqJR7k7wmBUr0RPPx14gTiMOT5AoZkpEYBpIWpl/YLJpdN52Q6WiUrjiUW+OH1dsHT+kgZxM9WoASjTmBAJhW/OYHm8aiB8zFz2SH4iwwpcAIuKJtj3KCd8dnSoaCIRXZHL/ILAS5L7DZNBAIbmLRP+QiaNIXBlauovYZz8Xx3PnF8NpCBgASK/+pIEkcCeZB8cPY0hLTw+fXJmrIk6TkA0BfMA2p86vACEBlEq0Dg1kJWvMTcKcXi3HmYekgdjYKzWbjrqaU6wPz9zDh3Hxz7iP581YRkRX348TWrVUO3F6pGV/tGRKSGftXwOpMoiPgSc/kBO2jh9bDSSmZnUK4uWRQGLZWTmB2Jo8fRRyRoQ5RqPAgoVGgXmAjwIDZVAGANROnO55iiKETaNmiz+0SxkMMsRh6ARunlbTsNJ4bJe5yed7T57w52QbBeZaoIjJJmb3ALtf+NBxVQlJ0kf0BqmL+Df4ZKjS9+AgaLRrgvPKP3j7Tu45kyLwcmKDMaUT5DcmGwUGuoFgeCloh1zxB6fkCZD2jN84+A2LHBUfmJYkuI4CA4fxdwBwRm0jOLdXrqPAxJWZ4ycKMGRkqTSpO0NtmswbK7YmHwUGykCwivklnkfn0SgwIqnBX8KiLZtd89wkgCbJkGSWZLp6euLW+cVN/07muGGVekcy8bwmeIGae3ps3/XxJFXRltkFo7FEgkzQPCe4eSZtui0aGwIm7YqvLO7ZNWuRSecXwzWkmimenAWlTP2wD9yUkiWK7yR+gqClpC+ntJz3AO/fSWfHj4TaUSiaPv1A62PdXur8PCImLh9tcWt1En5GhAmJ8QBZRTviHhcE3Bnjebc4If3ogc1dqmeUiMn7RfNYj8ZdE6dHhLm1+RsbnpuEJYZxevX3nNcEyT5SnP9IY9UOZq6FpWJuMVfT6fSZ2Sx4mA1fqkwIyYsDANflbTd3wIhm1p42rpXBcFfmpueK1DuWPpcHRvBEKVePLG1TvhEA1sHSaMtEc6z02+T3ZaaJF5Al/h6R/8jKqjmFqEP0sfzlyFLQza3BPuC+t/cGvsYfb7y/g1fFU3rUOJ3Cvm9nO/knwC1RDe5PPZJ7prlrVjQP5bQBZ6/JKWPqwRnk8l7bvtFpkR9wDxDeJi/fchH/LFVgQKv9plGzeY1VK/DqPRqPqYkHSKuQeCpX7ucW1+R78OPICQOr593mUbPjr0bIA5QySHMVSWavBaVRYf5Iqzc2P297eP867rzBZ9hRTeT02ePf9e0qqbBywEima2Uw35WViYNsy4cH80Qp7MM6WLoOlhbBOLz0TbyA/CEhqoFAMAkk2hybDBUc9Dd+Cn7iVPA9W7lmJRM/qtaB59rOq6i2AuPwmGhV/bDM9dGY6GHmyqo54sQ+oqs7wJe9NIQEUCrh+tgDgNrYAB+rm9n2sYe79PFnlZXoEU389LnvJ4VaBCvxkbQaCO9lU5+vfAYAJomKYu/Naum7ih7RXCVoIJ/wvjDXTjEO6/DCQzpahwaC1oVtbRdhNbYIxjEdb6KBuO6RWir+PZu8mc3iPCLm12Sank/qDDT3e0CQAEox8Mcem0UyJzafdi+3AWL4Y0+3xUnwvCbBOn5cNVDNjJKaGSUp2hxYiY8EaiBwpnDFo8i2Q0aW8vkBQHm++nf8sM/saSEujT/qI02tkKmigVq940ckEA0kmk4rO6kW7s5hHiD2masfiM3rHCXdEzQkgFIDvPdHvXvFwExwxs+dH8/OL0QDsTkIc2em2IupGKvrKj4k07YyBGLiaLdlKpypH+RxG6AGigAkVgM5IUa2qqeABzLjSgW/OFaiJ906v0T8VH7RDwRuGkiFO4QAgHmARsT8PawvjH0Ykf9IcUAOToJDAig18Paub5IiyM+dn3ANVDOjJHdmmXQ1UoK/VPc3Fx8JdPyYVwZpZSZMcxZ8M991qBqIPSEAgPUd4JmHtBjmjDZEcv8078lNCccPaSDRRFYGALy90m2hIVNIXt8UGyO2SqjPxfmPxDswOJ0gAZQyeHvsDVrxqOuTwM9jL54aSHL8MPXDzLxU8wCB22VPaQ3EhohL24atgSAWMToi/xE2Cp3nYMRvAaZ7eLhPUBpIIlU6v9JNA3mu7WqNjQKss/H9QMtuUyaaedQzX0cqUCJAUmAYfPyxGrwngY+wZfkMd+lGC5sMMwaHbRGzcMWjPAedCs/lBboBsaLHdaUy1HYYOmQ9DJOPLNVGV/gZAuo5l5fnnITgloMAMT1XlTw0jwBuWlWGiBDabF6+4ZnSKOU2+X35KfDgIfGMxBE34lKWwcHphxpHXgqx+4iHPam3lWp+EtuZtrjzJ25kpvn5ctMqj4C5iZ8RUoHxdJp4w4uk8fzN0EUOGwG4jb0/r/we5KbLn7jR5DqLJqv82mHwWnhrhkfQM36451JkKR/Sb9KMiCZ+7+NJJTwjpSeYV7gk/mqEPEAJIJCXbEMTWjqBpHdiP+EFuLcmJBPMmokUwrUEraoKPiALDx7CTfPKwDq/OFblG5JZBOMiLd/Oca+JOA6ZD8nhqojvmY39kfY8BA36xk28uM3PVzUNXWiGJn5GVjXWHNt7wZwAL3sEPBJsCg+rZsS1ZYDWCwmg+IHHveq2+Aar2oy3CzxN7eZRs/241q3ahQDN1oGfBM3gDD4gy1XlIGZyVgZzswjG8eHKfGix61Of96kxScQ256KH7ZP5utbBUj4RJh70baUYei0oNTxBrel6gt5MPzLOD4nas+t1FqsZtAwPcoWF/gQytsuqGTFvGVoxJIDiBx73imNVm9U9cyeQGhKUWA0kPVFEs3VrIFypuBYogp+WLhANxHSGSenH3yyCcdHYAGPm2hFxFQHRmJBif5K6YmkeTYK+rRSDeKeA2wlKpusZeTb9nJEfgt2zODrPpBRwU8zqCTb4lz4Mq2bEqmVorZAAiit+7l6r2my157A1EGu4RVnDm3K+Jn+E8KeLJIls25Tkx6oErQrUT0vnXwOti6VFMakbCTEl1475Ux/ZM6ve5qLHSjGwyu+UcC8dNBDuMdVtYUTznlz8pjO/zlIZQYKwakasWoZWCQmgeOOnXbCqzZLJB8WI3iA+PVOoGgiE/gLed8DaiKKWskbcVpRE4jpNBhMKpgpWJRhgVbESPbYaCARc60ZCTKvHvGFtZ7WU3zjszgpEA3G/wtrYTZS6Ggi8gntM/eAqPc2vc1HLypAorJoRq5ah9UECKAGE92DDWxwe+qMdG6+2ZXg7aNIu8LabR8WKfQfrBG8BvisumFofriVoVVXiHATNg2mkAjWpG4k1rR7zhhoIAN4pn24lelwVw66J0/kNYnWCAZ6vanoOafKD7b1gToAaaFhCpQ/HqhlxbRmg9UICKH4kTxA010BsQkq+KFjHD/f6aJfy3i4Q3pyQPRfBOHH+v1R3AqViELQ4Eqq45dxbrsWdhKbrY9628vORX1JokasGwot7rZJlWDL5yqppfkZWpgcZB0GQqD27XmdusnIRl8YTq2bEvGVoxSQmDxDPX1ftln0kb2ZZx0H18i5i8JQnYJDqQHpy4MlUEKTsBRLPFS5Bfhf5UXy3q8oHmVwr1ey+oRGEXB1c7jDpUxTrnwJd4haWRGSlQ1KQI7lngkNekx/9ahHLLAc6vKXkYenppKRh4gqXVdyk2SwGnp8JOSTPuUnArY5tGjXbqQSROg8A++o6ItUbT7WCsKp8EKAV6Z3y6dHY053Vn6jwsGcqVnwDTkNTkj5FLZea3LCqec6Mv69VUiuxH2LfuB6VBxO/9/F8SPE3xSlaK+aXSKbaQImm1Q+5lj4vI/M8QBKumX483/tIU4Y/fVh6IasnLDOz9pzMzWZS22tmlMRfjSTYA+T6Dqrb6BvMFW6A7wo44f2u67VCTP6KxmfhXl8+/eqRpaL04X1Mw2xelLXvgoj68UzgOwwEP8Xt563Lz+/iIEd19cjSISNLo0ItGhL7kEKOn1BN1n4XxQL5xX5bqxtWMoe1zDI8LOZA9RATbWV6cIMlxPQzmZrVD+EmxIXw7n0cqyeslYfJqukLlsQIoKCuhVUZJElF8YNVNUI00Dvl09mIFd5GFyktrHk7qLYpED5qL5jrjB8h4ae4w6v8fjCsSACg5rxxfUi0ehNaIi61umFdNdDaljHRbNE6XW5G12NGzJTQQH4mErH6ISdTG/0WHuHd+zhWT9hebqFFkgmJIDECyPVaBPUYSM6K4gerS5c3U//2w7KVSAOy1BbWcyBkSGhDfzJ71LA/7SbxwU9xB1v5kZVdsa1IPN9xsK/RqW6Kjp8iGBcJWQNB7Bf5fx6JZX7Mqonf+1a7io+ZcA2kdYI64b+9CvbexzF/pKaK44eTGAEEbtfC6tJYFYnVw8mW5wqX8M/BVlDza4W8r0sme3pJNzMI2Dp+EqKBWAbVoDKJeca2uMUgaNuXoZDqs1VFSsL5LpLHBOG28q+BtHeoFATNnr7MA8G9EX78QCnh+JHMBGogEFArg4rn9iqkex/H6pGaWhooYQII3K6F1aWxKhLXh5NnJm+6LaQKanWtzDUQAAxr+VrJAwuYmbQaSA2C5omOnDYMA8/FXbji0ZBqux98ViSrZ0YrNlXRMwzGmd+wkin9kOjvUZeKwpR3kPE/URJxU1pqeO+bX414mgnRQFLn17qWwdHBEt69j+P6SE1RDZRIAQRu18LPq3ByVhQ/uF4rb48u9XYtSm4/EPMAieqHd4E5TXofHn6K209D4Od3cUwqktj5FcgjpHWbTIVY3bCuGkj7Q+t08zAUtUywziURN6Wl4utQqmigBAZBr2uZ91x0uYVEePc+jtUTNlU0UGIEUFDXwqoMkqSi+MGqGploIN4gQktvOf+SYaWBIiGP2MI7vEgD+ce1IokrkwbSmkVKvuaaGSVWNyyugfh4+3WxgWD8SQzK/SttWyQkJlWXDrN5/zG8GmGbCXH8gJLwSeoXDo/w7n0cqydsr1QIgk5MHqD4PKVYlqBdBukKJPM3QxeBMz94+05xZf49Mz2nF8I5sLkL/1xtkFPB3ASAgfeVbZlfUhD7z5dumV8yQpcFhJvaK1k7cbrnHm7PMA/QpE23MXNe4RL+2QQk0QWeyuJYj0ZxZWlb3PScFOpXPTYiS//6VRunRdflbccrg/jwW+uQ9YQ7/E1WTmeTKxJmNo68lA+aE0Wkq+n0Q+tiSgscCoVrIO298FzhEuR3eZIwhnqC2vxAPs3Gqh3IhW2T39d8V6KJZCwDgDblG8G5QKdWf5O9VmJ03nbJD81MtXdeBUn2w9oihtpuTEabNSTTD5J1jJl4e2X1TDE0j/VoFH+oduL0+KuRxHiA4gm7vlyZmpg4frb1A9fLrAIFYg68r4y9LRUIGghisEmzuSm9/CXkLcRpwFfTnlwrxaMFPyP8Dcb1ZUgyIRFY+Ri0puTwt9qWTJaBAndImPfRFAmzymgLpQjGTdp026RNt80TBmdw8N/FfUi4W8iPiV9Jq11ZddbjvysxOm+7pH44JuoHJ6R2Aw869NP0+THj89RAMBVA5eXl119//ZgxY9577z32zZo1a0aPHj1mzJi3334bACorKydMmLBx48l304aGhgkTJhw7dsxxj+Fj9UAyLwY/2/rBqmJZmZIGqphfwh3IWg3Em5W4XQo+1p31f7kOfWdiSNvuq+Bj9/DLaF6pwrs4VvjUQCDgunKam9KQdSvRY/5sNnly+9FA/C9ALWKlgaRwcqtd+dRAIMBED/t7s7p/eL384bUbVlokTTSQkQB66aWXRo8effbZZ3/99ddXXnllZWXlwoULi4uLO3Xq1K5du6KiouXLl69fv37RokXDhw8/ceIEANTW1i5atOjAgVD6gwyRrmzERhLh+NnWD1YVy8rkGghE7SrOAAAgAElEQVQEtxBbxDQQb0eK8x8Rm5UA31G0iEKHj4HnQ99xJWQog/Cxe1Z3r5WZKDxrIGm0C74ymVwDMRlkJXpcn83mJsOzBhJXZns2DJH2Y/JTWBcbz+9HA3lzsDEk0YNIH9Yc+XT/MMJrN/y0ZlYPFCszwBO0xUgAlZWVDRgwYMGCBStXruzYseMTTzwxa9asSy65ZPHixX/84x/z8vJmzpwJABkZGcePH7/55pvd9hc/tCVaG/vGTz3zs60frCqWq4mPnsCblV0tLyM3cxaU+k/zxRClDzNF0cMdQuxLJ6HDZRCihPzc+VaiJ271BMezBiLT1hSDGoag8eOhaiAkKg7/XQCICkpoWEtJ5Co+rEzR4cTTtLKlw9xyM/px/KwTVJ2ovdiX5v6eQNQPI7x2w09r5vpAsTJDfXM2xEgA/fOf/6yoqACAhoaGQ4cO9e7d+9ChQzk5OWxpz5496+vr2edXXnll2bJla9ascdxX3OFFmLOgFGIXujYmg/zUMz/b2mJVscxNfPQEb0eYE0hqVsTz7bWg1Nvpi2pG/GNLtUkO+ZeiGGIxQFqVw75hwRDgjJ8730r0eLtQgVA9o4QfNjsF0VwLS9e2fAyI5jpYyp/l6tJ0MCGGrQktMRc9PjUQ/6xVP4Z+EdUBAwDm4sPcXFU1h8kdcUy++Lvmu1JNpwv7Tvl0JrO4r07UXkUwzlD6hEGw7QaeeRVvr8wfKFamzzMKBCMBlJGRkZmZefjw4f/4j//Izs7+2c9+Ji6NRL4ZDDhmzJji4uIbb7yxublZ2U3CkC50zoLSKEDOglImg9Ty1u3jG/C6otsiAKwqlpVpooFWVc1hw8EQDaSahoiChmkd7YuUqoTEL5kHiId8chnk2v8l0ksX1S5KBNWUVrYy40/ezDKx9CVzGIwTH6KSKT0I8ZVbpelZEokBxWwKGnPRg/fR4CaOudgqiiWVXifkmDYXHyYmb2G0faz8AprsyslUz5cNyuPx41ICSfMrGSwhPV8oCFqLkQACgIaGht69e59yyilVVVUZGRkZGRks1gcAGhsbMzMz+ZpvvPEGANx77736HcUR17fwnJg3yKoYAnnqe8CqYlmZrhoIBEw0EA/WiQ+SNhJlkKvjh+H55scrQ6KqCg5+RsgzVXUGWD2PU900kUSSCQLi09dKA5kfoWryuwB0mP9ukZAykX1jJT5cTRDQnlERjGOjMVx3ZaiBtPP4gsAwxXUXH8JrNPw0ZVYPFCszwBP0gFEeoH379vXr169r166VlZVt27YFgMsvv3zPnj2fffYZAHTt2rWgoGDs2LFTpkxhjp/Vq1ePGDEC2aGUBwjPeuKZ5Vsu2uWcjmVMwVaIOYelNgLJppByBHVt1WZ0e+HX/PNaXZoQ/la3UsnPwYIh1LQo75RPR3zOj1WNcVqknQEjCtBrQWmt7u7KWVAqVoasPW2qjdNXiCbLA+RUzfCkUI/lL3datPJAgdMiACjuuAVZilylLlO/8cuqhSKVoNbkcdAmK5MpXjfJfykGzI769lgwzmojmY1VOwAtL6mqQ6x+dvnHyXxRFfNLBgrZv5iZ/dY+6YdEE7m1cVO9iWpmlABA7syy6hklQ5zzEq0vnz5MSa3El661zEsUAeAZzla8tYx9EN/Z/EfzIOm4AL1JcfDkduyh5oTn51pQDxEcJ2+9iUTxjJEHaMiQIV9++eVXX33Vp0+fnJycn/3sZ4sXL25oaMjOzj7rrLMaGxsXLWqROXD48OFjx44FgL1790YVHH4kFEzUtFUvSTojXSj1LY2b5u9hqumNQSsezVlQyjs32Z/o55OW1k6cLo0KtHprsXp5Sh7wd2WkQMn0ZrLP4lKO6iVlJcILxcq3gR8SXj9dHcDmh+FqSjdRzYyS3JlluTPLmOm5K9D1dyUTFPiICghC/YRNqjQ4tqhqIWzBYOQBcqKysjIjI2PAgAFuK7ZAzQQdksDkKTW1ehkRy56VchIS7LUV/UDbC79e6/De2Sa/L8TetCD2ssXfw1ZVzbk61gHPt2UvfJ49QBB7NwJdcUdiIfDiUuYZYl4iPN0zYjr5F5lZiGY8T4gHCHk5xvPwMjMidIK4rkwmN1UPEAhOoFN61DgVyspYvw9i8h9immBYzPcDserNlrJnpGRy3w8TPZLp9LurquZE3Y5Ka+64I5tpIK5+uAkA3Tc0MtHDfT+i2aZ8o1oDAWAYjOMNjuFhsONnJvMA8bIIaih7SB6gTaNmOxUopL4HyI8a8YYvAeSN+Asg0D2ckJzinitKEhL4teV+ICdfNG+PQHCYi3vg6me9kn0f0HnEnFoNqf+L+/ylzq8cXXcYW1mc0ycaa44ZfjRQcnaBOWkgvDOFIY5Mdl2ZTOnSgeJdYI/bUd8eiwhT3NTKVq4SqhZc6tRdwrrAtP1fAMC6wJx+l3WBmR8kN3fckQ0AvNuLL2W3VfcNJyeWUfu/howsZXNWgK4Suv6uavJTaI7pHraCH/UjuvTw4WOeBdC+uo5OBQokgOwx6gJLURAnoViBCCtYWPGkTbet0+WHHaZzTY/If4T/sQqunUscvE4lqE4txzu/+F805vKR+sKgZWXIbTkwClpL55dIsY/OFIi9dpusTKZo8sQNIMC/wQvFvMjYKG6R5On/Yibv9kJuK9decuk6m/yuk8k+iKNQvSGmJXNb1xep2OYkLa1ZAFFFCZWi2Ezy6sggvMXBe/rBEywGKCp0damljyzNnVkWFV5JSQOZP9fJNDdxXB/VhkWmjuIOXAPxGXKsDrI4/xGmfpip3lZxiwESTyEo4jn0NRXbnOSkNQsgoIoSJqwBYq0tTxPCFuENkOvrnWfw4sZNK9GTohoIfyqYP8jJ9GyqNO3J5U9ikye3akrp+9hS6XfVKuonC7w3c1XVHD+OH6cL6zlFULAaKKjgIUNSpc1Jclq5AAKqKKGhvnRGY22xmDZ6VdWcVVVzpMxpTknJwDdWosdQA9XMKKmZUdIKNJC5F0FrIs9XMg1NVz+ByZObm2LOYtXxMwzGBev4EU0QcF2ZNQLMxO8jKw3ET9+bO4ppoEDcNoHsxAS8NdNtQWAkJghaHZLjzcRH2fBhQaDb9i/OQWrX5W1H4l5HjNys2+gkzxUuQY4ZiYrFo9twEw+2RcCj2/BgWzxQl8dK81FjfEqKmvEnJ1FZKcQn4q9i7MVRG63JTavIZfNAZj8mXi7igA4ILpixeXkXp8jWM+f/HdxidRFzHSyNAhiuTKZqsvKtnThdys1TO3G6OKgKWt4a+76d7VSgW+aXFNxX5rQUAOoHNzpVUTby0enWYPHI2mBkADiU0wZiv86X8t89o7bFtmxwQxRgyMjSI5OwO+K0eSdbbO3vnlbTwEzeVvDhpfjgRO0pcLMZncQUH8zFYbOlip/x5hG5hQ9s7oK0V8d6OBZookzPTx+JzaNmx1+NJNgD1MvmBV01AcXztvg7Cg5+zDiu5+t5z/GHx0pL34jJhMR3Mh4izQIk2R83mQMGd9qb91ippvl1tjJx/GyLg7/cm7sryAzQ5OXLRiNKxY27K6QSjABsmV/C9Qde3Hg18+OPgdhoeYb0u2xl5tm9emSpVU83/rusoeCZDIvzH4nGOsJAVwquQYeubjlX3qzuPzpvO7RUQp7x42xOlJmiJEYAmV9WPxfdz7akgUJi0qbbVqF+ae1lZxoIb+hdVY7PNoUPoTdZGczwsy1O4BqI93+ZrEym1uTlK6Xi1E42rGogJnqY7im4r0x8WU6IBiq4ryzipoFAwHWIA65U8N5bEJAuu6uMCwqmfpgS8on/9ir+ZiqSGAFkdVn9XHQ/25IGCokRLWMCpLZMe9n54JEEaiDxeeO6snmh+NkWR71W5o9q1cRfspPQjAgH7Lpy3ExeviwLg5SOHNFATPdEAXivE34vuGog/NbAtQj+u5K8MFcbuFLBBSKgCRpcNVAgTiDRFKdk9obP9ipuJqQyiRFAYHBZzU0cP9sGq4GQlcGfVwxSDebE5jLIVQOJ2yZQA3k2VTYJyRuDLdBgHT+iCQKuKyeDWSRMw+66ctxMsbiZBsJjdc17u1QTqZOeHT/g9ruuagPBjwbCL7ufozKHd4QBgNTjbwjeXpm3Of+fvfOPr6I68/9zLyEgWAICInCDCSZIkGKAqCyCtlggggiiroUq2jXFKhZLjX2R/SpV0A1rY2sFbF8urgoqq/XFFjEUi1oRrbiQJkUETCIYEoKxiCAoSoD7/eOQ48n8eOacOTN3ZpLn/eKl98nMmTlzfn7m/HgmZWakCUwAgVOyKpk4qmHxImgV4luUbiSi9LxKVw4nhS0T+XybGLJVBFpnSlQ0ENhTUD7fpwz1fPILBORPDtwc17JtTXTQIBnWD9Muu5kGEuHbptg/pdkux4Ef0dTXQPmzy6qeKAbTffnJzO27ktqwuy++1YtlNEv2N1r+BaKB1tbksdEgF+oHnDLFsc0JxIwuQQogcEpWRxNQXIf1duBHvqA4Pq/rK4cTvhOV/xOPmnMBb/flVU7K3qtwdMLi+KeBomXyESBRQEiG9dxEsntiy8cZ+D++zpcdchQ9bJTI8ihezPQ1kJ3JTubuLZTUhuo4kCHZoWVTGNNA+HQeeApfA8S3gLiQQaSBUkYwAkg+WR0TfWvr70DhMwuGsFe1Xq0mmo4aaGnrYi2ajvd1HefM1rot0yTjkCuHB2QQe+Kge2rtk11n4CfW4s4HANieslqVNgUEzKZOdouHzBmKFDNAr+yTBnL8+EnYTOYdR/Jkv02kqDChI4oe8yJoEDCYBgxH8WKmqYFAwGBe5ukiaPFMfBE0Q3RVL+IYDSXEXoOpH3ExENdAqjLIMNVgMB3bKx0TBFTbusgRjB8g5tYlV9u3Ae7K4ut+zfKXCrmJfLoV0M++/v7yFVYhTqPz0U0kLO6oxtHRBf9oF/tLvc3n3OVN8Ruo4sQ836XPEtAyLO7l4nBFL/YDeSI7E3EohX/HFzfx+9o5m2HmFa0dqFiabF7J7qjZ7DjoPPONuCnzCfrwmIav/PKjzPwq5yxmvmXlxob5zgEbF1Z8mb85y06avp/KfjDXNZdUXgeu2Dp5MV5UkGJmqBQVkxeL3+Pj3sWWFaya07rhwlsG177QWHxYNAyRYX9HtqbzdswcWxxeSQ2x4q2N2QUaP8f1d0lx53ZeZagBxGMZOIVFMHiha18fQ/VwWC+KA4aqJqAgYcMJnmXit0sBINZ6CsMxrZjZUFTCdhozv3NiY8R9FBley/Ar4+BPZDYBReYB7UzkvjprSMUxFdVxIE/uGyoTfyLHURPz7G1Oy5CkIctiAGn9asV/Xn1uU6fZNMBkh91RJRyLt3ysOI5b09kIjZL6Ecls/YrFXtV488IbGdVBIEtc1/1cdKIfx12yR4JvBdChQ4duv/323/72t2+99RYSwEOUqhxu6lTmSJg4OmGDwjHL+G/zbmHHpGto/Sl48ajBNyNr+5haEt3Tcf1UMXkx/wcmlESPaOI4PqDruuCJFmm3GgjfroXP4DjO3nINxKdr2bAQ/8a4V9KH41gHNVsVd9uglEq7wTQP/zCYBjLIIPYX/kZkDoXD78vUj8Hk6odd2d0tzOjUfZ0M1QkbZk4LoE8//bRfv35PP/30iy++OG3atJkzZ+LBvEIph8yma8EbRRNHJ2xQOEoE/ghKGoh/akA8Cjawhol/KF4cNGL/7AIylEQPaSD9+wZrejvwY6eBRDfoYIWH3930r8vUGVZRKu1I7RZhm7MMGmhtTZ67GEJLNPh8PY8VbzfERdAuhKAdOnVfJ0N1woaW0wLozjvvzM7OfuWVVwDg7bfffumll44ePYoG1MIrpaKT2VE0cXTCphJ52RoTJsKYaXjABmkHzTjsZLtBI4blmyU4FULSQPioicyNQmWmQAOJJviPTivKsZwF4yOs5vMtkS/eSrXbEk++WcGWV/PXJB6rhqIS81pD+XRwRKfu66SkTthwcloAffTRR//v//0/9nvIkCHZ2dkffPCBfShdlLLEv8yOooljDoucHBSSWca1SINgMg3EZ6wAINkyXcXCssEbw6VksEv2keXz2T9klYOS6FHq2JTKhmPV8FyLyGggT8RWqEy/NZCd6S3y7yEuWhV3nb1S8TaYbPJLcjWSJ+qHt0vmWCWWl/KFz1wJuZsQtEO17uPdIqBoFoYwc1oAJRKJpUuXst/79u37+OOP8/J0yweOY5bIm6qZHUUTUJCw4UQpyxLCGkOmgfiMlWgyGWTZHrHfjtPweC4AgIcaCFCUyobB9Hvgx4UZ1H39M73VQEpFxav5L6U6KNOqcPFhWFWj1PE7Fm/HWOEayLxT3R3siVgrZBkrPupj3gKmg+u6j4taHJlkjyinBdBvfvObrVu3Xnvttf/4xz+ys7PHjBnTrVs3PKQ+5ionHjWbSB4YmgmDqXQpx2jgpnx1VTJBz/MQ4vEInJzN4GFdo5RlXN8wiZMpjPTwYSFx4Ae5FCimJP/N3y/tmlf8iRxFj4hj2TCcLJp4x+arFgEBg+nrfVNm6iyCBgGDvxzHgZ8OLVvfmfrp0PqrVa69f2lqIPN9DeJDXAKspIFcmJJjP2D6aJfIUulIztk6Q1wgaIhVzGn5M55lrh3FeZ6hdiebw0aUb/0A1dXV/exnP2tsbJw8efIDDzyAB9MhFouJRae+qKTAZnUFOHkgmJq/zSrQaXBfC8iVdS7r6OSm3uS8QcZ07fGo1//Zeh8ZPrvswMXN4slKYTtMPQA2GBw8KIEkL8sy845TJoZ0XFkgpqUjJU9eIu+vnmp3iHn7sIsV/qRIWFaKwKYgndlw2rTM7j5vNjFzvckFTgx9wd22YBj/bXaQg+eC2ZuOaJojKZp2dZCZ+JXtzCOJjpaJI2Mi9YV5k5Kp3Vz3SxZgpKhwjzKSl5I3+U3FPVnsN94y4I7HEK7serod48Nj4jjZXY0X2YYEWFqwCikqiLMuJLbiUmtx7SBPkJNresmXHNFkLbbn3YSO6doPkIGKyYsD8AO0ZMmSnJycnJycK664YseOHYcOHXruuedycjwYYkWot3+dNeDfJ5MyfZO0OjIcN3WujC8+UA0LQcBixdUzn+1KtFZFliils2NhcPQs4gmqsRLRKUh4UTGPfEwcdA+y1hUfF8FzQWkiSX4xDT5FpTqBJW/iONZuZH2bf0VF1QQB+VEZrxA/6i75dXfH4TdLHAe0DGsHzSPHSiVHqbl2LEhKGSpvRpF4jx49zjnnnC5dunz00UfHjh3r2bPn3r179+3b5xRQC6WE8y/R/buyf0VQ9cp4pcLv67op9w8WyUTLRlMe58TyUsemVimdZQpD5DQQUnJynT61hsz+QOvFngZwPYE8IHNJsGldCftnDtveNBCYXh1xE1CULiVvBg7TQMxnkk8aiE1vIdWfDw/b+SViKJWc0GogiDLxG2+88e23387KyvqXf/mXffv2vffeezU1NadOnfriiy+cwmqhVG38q3L+XdnbIoh3XUhYnVqk05T7h06WOaaz/JW5WxHWDrIfXkkinRbHdbOoOvBj0EBgv9RDVQPxxV5jJ5WOnVSabPmouDls29BArmu3Uok1oHQpJdMAG/xAdIB/+KGBlJwb8VWD7PHNiaBUchxfWX0qSErZHS1OL4Let2/fXXfdxX6fe+65WVlZO3d605QjKKWjt3mAL++yCiGLT0VQR06RBhJRSnbHwsBlEPvBJZGmEvLvAcOsgcR17uJaAB0t4q0GUuqrDCbYI1O7+fyXY4n1qqjomBw+E2Q+pIlkLTvRmOM4XcUw54L5HFH9WHqXNsMnwsREUCo58s21TEHyw4wupwVQVlbWww8/zH7v2rVrz549fm+DZzimo09Kxb+lRf4VQZ0r61Sq8GggPK2sQnyLfDq7KAzigmhRCSFBHNGJlU5B8koDmXsdcT5r07rT01tc9HB3Bpbd/GWTSpMAm1rkiKMWwd9DlESPvNjSqSl4prj7HJ4MSpdSMlMAlyDsK2n874aBH3wPmuTAD1it+2EVX6amGySgUslRaq51ugkdM6KcFkBLly7dvn17z549L7jggqFDhxYWFvq6DV6+6/JPqfiXnf4VQZ0r61QqpddZ/9DJMqV0VrqyHZIviAg6sdIpSKoaCEzwJUHLCla91aJ4xPks/o+LnoTwMQFGpmkRNP/N9FPVE8VVLRHzdeAnDBpIqcR6WFRUTUgV4sirjmMkPNkZy1o+62E5+eVuQ6hSyVFqrv0rSDrFLJycFkB9+/bdtWvX6NGjO3fuXFJS8vLLL+PBNFGqJ46Jjrux0fFt4PrK/hVB1SvjlQq/L96U474r8KRznbCOWYbgmM6Gk6E1uD8kS1N/KMjxeZXSSjwz1+SmCC8q4slm0WOZoazDYKMXY1vki+MCINE0nMxWAjEtlT+7LH92WRIgEA0EAmbTdcUxZwq0eHkAp7RyLMAG5NscJTOViJVLfrmPGctk5yDSR8YdBpLdSqJHUwOBAF5UdExV5H1W+cRpP0CzZs164YUXxAPffPONTRBdYrGYYTwQdw6xpmoYyDkkMJi4G5ujidNmjb3bHs9NPM54WPMj6Jt93mwyu3Xh5kc39kGeyLVPI5/MhqISZKkB7vUEcWXBfLQwVDP0pMkliQjinmRpwSqdomIXFndw9eq6kUh2Z4w8YBMOAHV/xdwL2RXC7zQ0g73rnf2jbP2aMKcmootw9kOmqOAm4i3pTnT1K2upGEpZhqRtxeTFydYdmCEs4qgGUK9auMcy3MTr/seTngQbcJc8uIs1OyomL+bqRHS7zNfrbG46F1mFjfc+ywpW2QXEV3bzBgesCgPePrur3eBUzJCigqf8/YPWYEft/Zkp9ewNRSUB+AFi//vxj388f/78+fPn//KXvxw1atSJEyfwYACwffv2mwWqq6udQmiRqfIWYjBxKZ2Lvil6ayKRxMMqvRwomfiqDjxWSrmQMhPHHBY5GfRWtYNb8AfUyRQc/Mo4OgUYH3FBrszmzpKCElIqKqrpDCj4lV0kLOtidTIFx7G98qmYecvI8vl8dQ7ijkEVxLWVDHhhcN0fqZZYr4qKfwRYcoALoO9///sPPPDAAw88sGjRoo0bNyYSicrKSjzkW2+9tXLlytwWunbtip/vDvkPPigVsuFOyyR9MnWKr5KsUTKjroHYElp8p4nrxlrn8RnuBud1iopMrOzQaUN1CrCqBhKfSGeNsNl0/fg6WWZGHGBQDSuPUvPlYTHzBMNnN/hvpoFEJaTqkpFPeyGtCn5NPHF03sm9LWZhIPUlhxM3/6mpqampqal79+7mQwZisdi9LfTv3x8A9u3bN3369BEjRlxzzTX33nvvf/zHfzhdw4E7t85Qary8KmT+mTrFV0nWKJnR1UANgl9EBJ3GWufxddApKjqxUm1D8dVveCHEV964fkAdU/XxRTy5sqXjHMmwLlBqvhxzAVIITyLLgR9mLitYxWSKowZSHfJxdG6EFIaqJ4p1uidPilngBFhyOKcF0B133JGRkZGRkdGtW7d+/fplZmZmZ2fjIRl1LZw6dWrPnj3Z2dl1dXXFxcUHDhx46KGHnnvuOacLOKPUeBlMnULmn6lTfJVkjaOJf9wRfyL5XPDVBGn80wSOV3Y3CAROV1aNFaDg2W0V4jQF5fNdl1jVgR/5ZNcxdboQzSuzbtWyZ3UMq4R8e6VU9wPBLFyYJGJrgLg3Qqugp+FDPnzDF3IyQ+ayLHGYowfRhJRrIAgfYSg5pwXQD37wg+uvv/7666+/4YYbHnzwQUkviKdOnZrQwv79+++8884zzzyzoqJi5syZmzZtYmNCnqDUeBlMnULmn2mOMx5WSdbIm9Ed+GG/WVMiX4vwK+PopIYq+OP71Dnp9K94WF81UAOaVq5NndRQvTL/bTmogGc3uEWpvfK1tHuCYc6LM2frDD4CJOOP0W7DFwLXQEwPsX+igysQFulnLi8FgPyWVc/mquG6duMtQzgJvOScFkBbtmy56aabli9f/l//9V8lJSVpaWl4MEY8Hv+whf79+3/yySf9+vXjRxOJBHiHUuNlMMOjgZSaRfkuRMeMrgbik19Ktch8KeRkcOp+8Ejy33YbwexQ7UHlMwVHp9fXKcA6Gsgw+ylTciRNVbWh0zkh34vQyRQcx/bKp2LmObhkYamqtAZIBj5W53j9hClxquzrgk6y+1dU/CPYkhNft27dzJkzn3nmmZKSkpkCTgEtmDRp0q5du2pqagCgqampqqoKAGImDKHk/ccoNV6ZtAha2gxEAzUUlcifDCalYjZxv0SuG2vHxxdPzrSSU0z9MGe1hokw16XdMVb48yL3dWxDXbu/8lYD8d/iN9IZjkVFvpjlmkSPXdItK1gVA2hoPd8hnumYsIYdwI7+gURcO9ZSar5Ui1mH1qW9g6tZYBmWtkxa8TkswwmOYz+ae8fEQSb2j21OtPNsDq2zO9ZaEukku2ZRwcGdn+HgbR374agWPCe2cOHCRx999MiRI+np6Z06deIHPvvsMyQYADz++ONz5szh81zPPffc5ZdfPn78+I0bNw4cOHDPnj3JZDI3N/eDDz4wBIzFYmbPFpZeQLhpONlvk7kYqZdwGWI2mRMRuysjPlFwv0QsoF1YxMQTViespsk+azB2UqnMyez3L3+3gv/d7ILs9o2zJPPIbCIOct55YiTYp/OlszEvLAzRNwkIY/WsZbSMFeKKxtF0XVTwKytdSqkguYsVd2oiuWJDZE3VMKQw/P7yb4uZgds3zgKrLIsBJARvUpZjOcwxjOV9uYazPIo4qQKAk2t6sR+qrQpeNfBMwcMiBQn3JuWak2t6iZGseqI4CcDNrff/AcB2FPaSyuvYD8dFzQYqJi/mTdCUFsen/Cj7i50Pp9oFxTkLy0QTTCRblAErHjKtGV5UEF9oBeiD4z6NXrF3BXlV7k75wlAxeXEAfoDuu+++zz777Nprr12xYsVnAk4B4Y477kgmkw0tXOdce60AACAASURBVH755QCwYcOGAwcOPP300/v377/wwgvtwhokrerLX2pMXGg7ynDkyvirsE5Ys4nvstEJq28y78CSJ4vY+VZWyiODiYOnM4LlayXrs/kSAdcFyduigl9Z6VKiiWeoTl3QQacwmMOKR/F+1BxWHMHSiZVqSuJVA89fPKxPWYYzfHYZ/zRK/uyyGIC5huIbERy3iYmI6ofB3VKLH8CxK8A5C8tqFxSLJvuv+GUYsWVQHS83I+8j3gx+X6sQp/Gv/npF/Fe/+lVmZmaPHj1+/OMfZwg4BbSlW7duo0aNOuuss7p06dKlSxe700gDhb/7UZImqqb8574tNZCdB3qlPHJsNUTcaSDLNZVzts5YWrBKbOkMK3nli6iHRUW1xMqbOoXQvzZUpzCYT3bX/fCXe8uj4NTBQOtuXqlVwR8fzxSdps8/8oVhKjDF+URjDt+M6W5LJsegccXRaP47Z2EZkzW5C8tqW6dG7YJiNgIErROndkGx5esQn0fjc6ziUfFksEfnq5o6NSWowiBJfMyYMTfccAPfBcZxCujMxo0bt2zZgpwQWg0k32WaTdedUzi7HyVpkjITxzGP5FsNcOpgrEJYIGog9lt0cMUaOFEDORZRn4qKf1fWKYT+taGqhcGxINkNIVh2P5If+cLRSbo2qYFYJPNnl5n3mTMQDaQ0CGSGf/tvbU2e+Lw5rR+fjfRwWOJwwWSncthfuN9z9k+yqLCH0ilmOmGDKgwyxMePH19WVsZ3gXGcAnpDODWQY5fpuubrtFZK/Y2H3Y+SNPHVBAHzh9bl80ip9uKJo4M5GrxdE4fHGUqmUtmIRCE0x4r/drF81XVhQApSQ1EJXwkrE1bJezWOatLJt3VR0UB4IRTPFJcBMQ3k6MtHHr4SaEruTskKywaHLBOHvxRltsyTcrmcFN6aDOPHlvAyaS6E8sVMp4imsjAoESsvL3/22WfffPPNrKysrKwsfuD555+3D6UFLYKuVFyumKuxshVPWJ2wqTfFRdBgWgcd2kXQdiBf+e3c2NGwLpK9HcoUYNdFBb+y0qWUCpK7WBm+7Ki0FNrzRdDMlFmCyk/2amUrLYIG0yJoaIlz1RPF+bPL2CJoA0z98EkxLhFEMcQHhERRy+e/2CdCeSvEfvD/WlZYVqlzhEkx/puNEolOg+pbfAhBy0Z6JNm5BkLWn1kugm4oKkkCtN9F0BUVFa+++uqBAwe2bdv2qoBTQC0MAjAkAz8GExe8uIlfWeeNDQ9rNvExFZ2wgZgc8y4wcMoU3MTB01kHu1ixIXE2Wp7Tsm5AqQA7lg2DiV9Z6VKi6e3Aj2iKqI4D6RSGTNT7Ig47WXLyS+nKqimJ3xfPXzysZJZ5i+Xjs4kw88lsRxgbDTI4SDS49mG/+SiReayIyR27bRmWj88XAIGw/4vVbt7/s+ktZCO9wWRTYyPtnVPbrUJjaxDxMTA8u61CnEa+/gZFjGmuGTNmXH/99dOnT3c63wNisZhhz6fSmxOjXuLdaFSfOuQoAns1Z5jvi4tl/kIGKq+zIPGS7W6QrO/mZmRMZc90bFykc2NHcyQlr4yY+0fpDpKJLQgPy8btwKao9Pq/juKl+FHDlc2xskscGRPPbiTsx5OeBCtYw/3nLztaHmXcXz0VOYpg9xrNfn+nwWV24+aRREewH0M6cLHtWKzlOA2XxesP55uPctioHmgUBr4ggx91zG7++JvWlSRbT+l+NQdrx3C2Tl7srhDi9Xf/KKzun9mADfsduLjZrmogQ60AsLnpXOTo4YpeYNNu9N18uu5bPtGmdSVsfTSPJBsZYiYrY+DUxZiHglh8GIahnSRATFiUrdqYx1rWMLFLiWHxIefCjCr2w7wtH2wqhfjaYDd6hPek7zwx0q4w4LF9dd1IEDK0dkFxACNA7H/f/e5377vvvgsE8GCekKnyfoPrX29xLXgBAH9zQuQw/gKHv0bjQhsPiyeszpV14oykBnehYRcWfyI8nc2xwgsDbiKRxK9sh+tvikmiUwh1TPy+8nWfb0WWRKcwgKmhwLMbeXwd/Ku/rmsoOMVKBxdPxMWEapxBwDBQBADifTl8IXNS8G1ovi9eF5gKyJ9dxvbzs+39lkNZdvDl2E4nAjj50ZYBT1gcQw6mmNMC6NixYzt27Pjss8/OOOOMmpoa5s05BTjqCR3vBa7Rqb2qTap8m6LTWrUNDcSOGlxo8LC4FnEtTB1Vjuukc1fMTjTmsCF3ZOBdB51CqGPqdE4iMu2+T4VBpqZsWldi6f5KB/1Y2ZmqNdQ/DYR7r8aLWWXLXJjl90ddR9Lcc/MGCgCGCyMioFiPxJOZDEq2jAkpzfM61gV2tWUFq8zyTpWIaqDTAuj9998fO3bsJ598snXr1o8++igWix06dAgPqYN8IdPxXqCDTu0lDYSbyKVyNTwF4I+gkylKokcp6dwVM/Z6p/SSp4ROIVQ1cS3iInFk8KQwsD04Stl92aRWuq0daiBwS0H5fNePwGKV3zL5Zfi8grs6yLBLnJyFZXyWjR9VqkfsZMMYUv7sMtW1btDabSz7Tgj/Zzn2o7QtTvyihbkwWIX4FkPSIWf6x2kBtHfv3jlz5rDfmZmZWVlZH374oX0oXZQKmU4B1UHnvjotrE73o/puhHfkuFJR6ue8alIlOydL078r63Q/OsXMW3AtIp+/SqZqD+pV4mgWBhC+QaaU3QCApIYOqoXQp7cU/2SrjozjAoL9A2FeydEbOw6Lhuj2kMWK3UWnMTcINUNYSfhr0pTcnWbFw/5ilkHy/pDu3DoDeUAcc9VIPacFUFZW1sMPP8x+79q1a8+ePX4vA1IqZP61gziq9xXHaVVbWJ3ux3W7oNpoyl/ZVw2UFHZPKOkJxyu7Vio6KWkOC0Gg01jrmJ5roLU1eTJvyTqFIdGigZgpn91jJ5XGTBoINMALoev6q1NDXWSZJDotkiGSfF5J9MbO/8k41+HopJU5zgYBYQgL6hseofVqaKZ4+D/zyVz9SA4F4Q+IE7gGOi2AlixZsn379p49e15wwQVDhw79wQ9+cOaZZ+Ih9VGqGP5VKjN4m2IV4jQF5fNxHeNhPZFvrUgD6WggeZWj1P3gV5bH21kwnUKoYwbVoeoUBrMGwrMbeXwd/Ku/OjXUvyzTeSIeSbaeRvxeGJNB4qe42BQnEwGWOgDPbrwjsIwk+z60eHL+7DIlPWEH2x0pv9iZ+wKQXBgUXQ10WgD179+/urp61KhR6enpxcXF69atw4N5hePLLi2C5qZOa9U2NJDhZIMGwrWIa2HqqHJcJ51OMfMPnUKoY6p2qICCvyV7VRgM6NQUHXQKobc11D8NpLkImpuiBmJ7rAwDP2aNyzBrINXEEXdymSO5yVQX+C56w6UcfX6aN0l48pqEDztFVAPFFixY8Oijj5oPHD7s3jUFjqUnaMREnIc27c+ot/fF4uheyC4sHhBxRwFOrk4Rhwq4DwzcEwMS1nVAHEfvIzpm4aB7uLm++tfcbK7+6HVYfQV8663qDVgNAONgOgAcLh8E9hyu6IUUM8SvCfMKgxdROxPxaQROTjIQDLlm+DQj7hoYMfEnwrMMv/JlGp6g7cyjCSwXfjvjSUtXmQzcVZKS/zCxN8JrE3McDFY+PF27bnLE0vmvjIkXBiRDAXVr5FO7gXss+7qfrV8is2k58yWuiWG/DatkRA9AuS1ebaDFIRAIfn3Yb6RVwf2ZmaMn1v2m/RnshGTLS4LocLyhqMROOTGXPAxDrGoXFCeExEm2fv1wTFiZdpIRjB+gMWPGXG+FU0AtcO2spAczNd4zdMLqxLkNgO/O0zELB92zvvrXduYVMP11WM3NcaDguhPPMvwNRqnEKl1ZE4P6kV+FpjTykasxwKYz8KOTKSlDdUFGysCHz3ETLwyuh7Ic7+vaxAuD/KUMc2HcEzQ7aql+QBiKjgEwp+3MZHrdziG1iziLk1OGuHESy0t5WL5XEdBhUSQaOULd51e2W/2mlClBVViR+Pjx45db4RRQFw+TRkfH6IQ1xxk5ue0h36aomqoa6A3BxNFRKkol1vHK4A+Oq9BcPyCeZfiV27AGsltJGgZ03lLwhNWZzlOKhpKpU4Bx07AghmsO/r0a8Tf7fA3fbgaCR0QQvlfPMMcZjxWY4J+/qJi8mO9MFMMmWo8bWWog+aRrEL5QZj5qNpXaydQTdzrBRzxMGlUdo7O0yHUk2x5KjYiSqaSBAOB13zSQfBE1m/4N/DAMwz8MJQGhpCdIA0mC753xZEGGJEqVTqnrag8aCKzgYojP1rDxHnHgh9f9qpalPKIkwlsV1b4MhCglbMJyDcT0OnMCZLiITNKJQko+JR3byQArbJACCJzSItdpTMVF8WXo+FcMVf4FjmMj4to0ayBR5Rg00BVOc2GulYpjEVWSUx5qIEv1w1ASEErPGx4N5NhupFJnhBmlSqfUdYVHA+GFQelSLjoCPggkwkss00Ae1jIcu7CJ5aXc/yE75EIDibvkDJ4CdApSgH1oMALIq7Two6DIoBPntoHO8gLclB/44abMLJiOUlGqvUpXdg2ifhiOAsL186pqIBc7dGTMkNfB8AwCgVOW6XRd5gwFFPn7Kpk6JdarjoDJIEPdTwqfRFUqwDqxsguLu/9hyMfK4AYCrO4r307mOg12+EQwAsgxLeTbMj8Kigw6cW4D6CwvwE2lyS9RAzn67NJRKkolVunKLkDUDy2CBqIFnbcUvDCEZOAnbBrIbEoWYDZ3phRnM2wNkOXJmab5EIMMclf32VCQ60wJQ4UNRgCBU1ooJY1qQRHRCWuOM3Jy20OpEVEy3WkgGTxprVyY5iuDP9AiaPl2o82j85aCJ2x4Jr/k46x0Kc2OQKlVEZcQ5S4sa0D3WIE0Hj6CUlopZUrgFTaW+p33sViMr1SvLyrJXF7aubEjM2sU/SLcie6/eOeJb30bVCp6PcFNQzTkzan528CGNVXDlC4lmr3+r6P5AYdLuLGZOAlzRePaSxBzlQQ292XeccDGy0ufN5uYKXoAkjFZU8Im4833xYsKwtKCVZYJy03XRQUpDEjKV0xezEba7e6L5ymC6+yGFn8z8iWWm3jdx4sKYhaUzwf7obL3hr9k/iPnrsaL7A4tLVjl+ETQMi9g8JhiyG55B0Icy8fBfaEhLQNuHri4Gewf8ONJT4I9WetuBZuwjr7ZxJP532XCIvDmCEzFDFDPbVsnL5ZJKzsTKSrmZxEHsM2b2/n2e7vs5vu/xI1g0Pq+iLck3H0d7vrOtWno2RuKSlKvRgIbAWJkqqjFTEU5jL9HystSx2jImzhKlzKYju8ZyBP5B35fPM74OJDZxHMQ3KKTsDqFwRLeBQaVoThKJVap7isNC7F+yHGZlAuUnkg/u0Us3c8wdFoG3NR5Im/DIic74rqm6IynKj0+y1xxsz3i7Mfxyq5rGY5SL6lkKpUNbwlGABlyCE8p+WJkQKfrUsowJRNH6VJKLZ1O0VcFT0m8EVESPaKZi34gTAedhNUpDAYMPXoqMxTHv7Um8v2NwfRD/TAcn8ir7FZCp2VQ7cgBpUO/Wv5bNaxPSadTU5TSyjHpvHoiPGHx++qkhlIv6WgqlQ2fCEYAyWdJ7YJifLsdjk7XpdOx6RR9pUs5tnT4E4E/4EmHZ4qS6DFrIBBQqts4OgVJpzDgpCxDcfxba6LU3xhM/3B8QDaOz1ot/exmPu74wIDdYn/VlgE3XZfYk405rsOmsqbItwyOaaWkgczfsnDcvcEwCHpz4uhUOkCR7xaVTA/z1zXBCCCQyBJm5iwsYzOariuGTtellH+OJqAoXcpgun5A/9Dp2JREj8EEjRFvHJ2CpFoYzIhDGj49oA6ORVSpOZYvKpZm1RPFPg3/cBwf0HAy6IE8juuWQbXnlm9ygwqLo9MSKiUdkpJsgY6ogfjkF8jhWK3Y9dnnLwxHXT++UreoZHqYv+4ITACBSjsoftzEMqyZpYKXJ52uy2w6FkE7E0fpUgZT5wH9Q6djUxI9opmzsCxmkgigAd7SuS4qOgSVoThKJVa+7oNTUTGb4BvyT5RwEj349+o5jsMDOi2DfM9tNnGCCotjLmbIyaDnVMLwCEyUsFKRWF7KslX8L4L48iNTrdjudLMG0mk3HLtF16aH+euCIAUQKLaD5swGe+7cOkOn61KKhryJo3QppZZOp+jroNOxyYseaL0I2qyBdNBJWJ3CYMAw9xFUhuIolViluu/Y34imfyg9UQLNbnEXmB2SwwM6LUNUNBBysiOua4pXi6CZ9BE3OPFdXYAO73HkF0FzM3ANVCt9slLZ8JZgBJAhw/B0dF2LdLoupQxTMnGULqXU0ukUfVXwlMQbESXRY1gAZNBAtR49oE7C6hQGnFRmKE4IF0H7h+MTeZLd4rofw98tz9dpGeQ7cpDQIrQImpt4psirH5mNYOL5+H11UkOplwSnjkCpbPhEYH6A6iV8hLDfuO8cQMO6M3GHE6P61CFHWZRA7kYpMH9/+QqwZ/3hfORoYUYVctQ191dPRY52WZbx1roS0ae+pNml9iCY/AO9Wv1rAJg46J7yN/8XXDF4+U/Zjxp1RzUdpmLeNXCvJ2aTvUfWF5WYowECuF8T5EY6xR4Bd3Lj2o0N8xdldgcVA5g46J6c5xvALa+uGwlyjkyUTDFfDOJGTFs2LyYODonVcEruzrU1edy8Kncnfl+ZcuXCdO2Sx3UpArQ5un3jLLCPM/M1ZZdH5z1rXZCY+VXOWWDT5hxJnHZhZVlEL51dAVa5yWBlDKxiVWAjibgAMl+NjyYa6ppYzHCfRnhLtXXyYryY2V256oniJIBd2K/7NYtZ1r78AGUuL60vKqlv0YCZGm9OeFgdUxVx4ZHSjfwzowjuZxY3DcNCEwfdkwR4tfrXacKLqTvw1x3zuyCgqI6a8AUEmRqLGcNZVPBY4S/Z5kFB8Aill11HEwSQLfqsJ3OcGuO8UpOn9JLtlRlO8DjjeYSPLrtwZc4/O2rOTbGbwIuKCBsHsvuWuyP4dB6OatPneoA89SgLoHXr1l199dVTp05977332F82bNgwZcqUqVOnbty4kf3lqaeeKiwsvOWWW44ePWp/JchsvbRZp8op1V5HE9xy59YZSjdKjRlFlEQProEKB90zcdA9Jxpz3GkgvINx3aaobh0Xw+JtCk44iwoeKyUNBAAGUwm8c3Jt1i4oZrNaOg6KDMM/DKUOxkMznOBx9lYDIWUyZqV7OHduneG6/kLLZ7zEj7rb3cswcYbXIxx3Goj55VcqoilGTQA9++yzU6ZMOfvss7/55pvRo0dv3779mWeeKSws7N69e6dOncaNG7dmzZpHHnmkqKho6NCh5eXleXnG6sqwK6Pst2haBBaQr65KphnHhfocpRulzIwK4riIkui5bBL2GXkG00CqMshdzZdBNQflm3IcxxsFAh4rczrji8PALXjnpGNyr77gNUodjIdmeMDjjOcRXpBUB35AABnM06m/DHdDQY5xRtBpCZWKaCpRE0BlZWVDhgxZvnz5+vXrMzIyHnrooUWLFo0YMWLlypUvvvhibm7uwoULX3rppYEDB5aVla1du3bw4MGW10HqVaZpxzuCUnVVMg0oNVtKN0qZGQkKyucriR584MdSA7kYCtKp+TiSOcjmvwxHddrQ8BQV/PHlB364OXHQPa9qjACBU8K6MPkn6vxDqYPRNCF84HHGE0d14EdJAyHo1F8GE1jyE6YM/+JsvjJeNcJQrtQE0N///vfKykoAOHjw4JEjR7Kzs48cOZJIJNjR/v37HzhwYMaMGbt377711lt79+69YcMGu0s5VjPJFlnpOkqmDko38tWEqKEkelxoIHeo1nz5NsUxB5VadkAJYVHBH1Bp8itl2S1vMkf2/i3svCp3J/+dMg0UTlRrin8aqOqJ4nynJYAMfQ3kCJ8Fw30aWYQUwEt7FAd+OGoCKB6Pp6WlHT169IILLujTp8+DDz4oHo3FYgAwd+7c8vLyurq6vLy8CRMm2FwJwKnIyqcOO5OfzJpyHVMHpRulwIwibMMFb2WUTDb9wdsvg+kCXmOZvDCYvLazRsRgIigtghYDZtIiaCcNNHHQPapTA2bkVQ5u5iwscxSmHMQ7ouUCIFoELYLHOTUaiKkf/P3H3SJo1zANFEN9uuLgSRfRyS+GmgACgIMHD2ZnZ3fo0KG6ujoej8fj8VOnTrFDzc3NaWlpTU1NY8aMee211954440NGzbETIhXMzfuSNOPkLm81PFSeKcCKixt3UiFcPNX4AVLn8smtcoUx6EgfC6/Q+tprw7Ss2A6lR9BZhG0+BfR1HlxDGc5wWPlQgNJ+lk249UiaOaGyu+ZL3CKhlIroWSGEzzO3mogUfTEAKqeKOZjP/j7j+YiaBewxWfh10BmtWAQDJ6j5geoqalp8ODBvXv33r59e3p6OgCMGjWqsbFx7969ANC7d+/8/Pxt27YlEomKior33ntv1KhR1dXVubm54kVisZhhSY2OexIE3MUI4l7I0XMJuPU58XW/ZiQsYrLLgs2VEW80dl4lZMCddiCpdP+gNXaHwMn5EHJZ3EVQl9qD622ceRjMV6t/PXHQPeJRxG3MO0+MBBtXHwBwNAFgn92ISx5AU4n5NQGA+qKSmPBdBbEweF7GXFc0QIuKTG1imGNll9fMvAKmc/N1WG0wYy2bUEDdQY5lXgPAdxqakRIompvWlYydVCoeHbbQtsH5Xb8t7Edav9oTjTmGo3c1XgT2m30Q7zhTcndCi0Nqx9w3mHiDgxdsxMEV3hy59hKElzGcrZMX442GXWE4mjjtahUpZi5MvP7qOOtaUzWsoagk2fqFX78wsAhDy1JFMSye3Ya6HwNQUiOeoDYCdNlllx06dOjLL78cOHBgIpF48MEHV65cefDgwT59+vTs2bO5uXnFihWPPfbYtm3bsrOzx44dO3nyZIP6sQSX7ToEdWV5zatqqipxaFvorAHSWTKi84qjg2EFiVgY2F34jTwsY6kEjxWS11fA9NdhtZ0pNtOgmDh4XjuORCJmCpgirApaW5PHfUfJ575jgwMo+NyuVYiAwZsFc2FgIz1VT5xe2y5WT7wdUDJ9qqGJ5aUxp0qnVBgMDR375BkPCyhhKBtqI0B2bN++PR6PDxkyhJnHjx+vrKwcMGBA3759zSebR4DwMRXXL6a4p13NESCG+cq4xrd8QEkTv7Ldawru4hMnhCNA7IflazfzBA32Az/cZM6CxaOOI0AM8zgQnin4CxCSSlfl7mS5z70/SxYG1h7xk1kTI2m6rmigNwKExCp79enVXTy7udlx3RYAYKKHj/1wc+/C0QBQu6CVI1qWOPyd1e6+vf6vI7RMFvDsZqY5GogZAxgrLFC70363DhsBshz+AYC7Gi9CfL0YRoCYAGKrhdgSacnctzTNScdMfASIaSDLK+sMYCDojAD1mncS7BuNpu/1AaHi8yU+w2eXHT29+Ud2aEfSxHsB10NoSwtW8Uu5GAeSjDNXPwmJ7DZM0QTiCdobAaSEnQACm2xw3S7jSgVpj/DqhE/YyZcVy7B2ZufGjkjNObPBdo6mTQogsNJAMpNfDDYFJh5FCsPSglV24hKcNJDOFBjLfT6qLF8YlDQQCFd2XdFATwCxH5aFP7tlTEd1/ounhkEDgUQdxLNbZv6LwWbBuOk4BeaJADLACxL/i6SJT7PKTIG5aMwDFEBg02gwAVTVMgiULwhiJVmjZCIZpJOAXAPZvVa5630MX7SAFhmUcMpuQzkJRACpTYH5TaanQ6aGS3l1ZfOlRDNXY2BT58r4uH3bAJ9rUJrtMhwFewKc/BLn1OULQ6bJwTpigunKQYHHypzdyPzXFTAdyZRcp71RXs1/QesSi2OnfkDuu/EISo2MfDFzJJzFzIA4YefYaIid83AnJzeuTf/STbxUQ1GJ0lyYUpwTLYIGJPDwAV0QCgGUgvw2mzp4WFaUzHaugTxZAMSGf0K4AGhK7k7+j79CuS4MSuXKw6qhCh4rnTVArhMnkDVALvxzyqOU+0rFDMd8ZeTkQCgon483GpUte7vyZ5cpVXwd07/qyS6VWF7K/vmqgeQHczx8QFVCIYD8zm87UwcPy4qSqaqBoG3hiQayNHH81kB86Qb7x5on0CsMSuUqqM4JjxWe3TIaKGdhGduqo5Q4gWggX3HMfYOJ99aA4lOT6xOOi6CTwhSYUsXXMYPqubxtcABF6WSfCFIAGfYLiIc8TI6grmxoJgwmHlbnymbRI6azqol4PDKfbDB9QlMDgYBZAyHPq6mBLNOKD/kkWxaumlEtDPLNmblVVSobStmNhMVjpa+B7Ez8voZ6ZDDFtT6qZiqRz32lrg40MhScChLe5uhgd1/WDvCmwGCynZiVrTUQN1nK8MTRN3lasXQzmK7roJ2zuoaiEseCges2R6FmF2fDAwZCMIugDX5NdFZf+oHrxb864AuH76+eihxFOFzRC+yX3TEHQnYLqHEnN4iJr5F0DXsWhvm++CJo3gltWleSbN0nvbVOa90rHlbUK/WmpYIJm6PIFkVwKoGI+yu+v8nb7AZ0VSy+zNm1gys8U8Q10W/A6nGtl0jjWYZstFFapWtYu+PYblh+KN7x6/F4lLYtGGZOHGbumQ7gdhE07qsGD4uY3KOM5ZU/nvQk2PDnLzvaHQLBqxaor3kfLnzaQrUQ4s9r1141fa+PXQ11NC+dXQH2cHdTBtL61Sp97FIe3mLL5H7tguLUq5EgR4DARjASnmOW7aKpM7aBm96C3xcf+MEnKVzPd+BJh7xa8Y0YdifrgL/SBZXdeKxUiyieoeI4ELRsj2dcAdORxzeM9LiDfaZbdeUy/2yTt+AFWCdTdMLqXFkV5FKZ6Jp33MQTFn9Ax3k3+WgYTBecaMzxo+CJKOV+KglGABmKIHIm4RWqHYxOpwj+oNOm6OgYnbCWTTkf+/G2oRcJjwbCux/8yq4zw75x8gAAIABJREFUBZ8a87wL4XDpo6p+GEwDif88eTWPigbCiwq4RacuDEfXALUZDeQTSrkPQRCMAPKwoSdwXHcwwzX2efqHTpuio2N0whpKO+Lc2WzqoPqyK5+/So2XTh+pkymp10A60ofDPtvE/zmdLos5rXSEqU5Y13JKBx0NZPgYlVIh1GmvlESPZgH2afRRKfcDIRgBBJ4WbgJBp4NRKr4pK806bYo4SQ+KOsZDDeRoggauG3ql/FXK7mA10DiY/kaLh2i/NVDYiMTAj/yVddDRQCAsgjYf9VYDyascswnhQyn3U09gAgg8LdwEgk4Ho1R8U1aaVdsUw1YvJR2DnHwZunho+GytDVmu0WnolfJXKbt1ukx9DWRnOnZ7UScqk1/yV9ZBp2qotgz484Zk4Cc1KOV+iglSAIGnhZtA0OlglIqvr6XZdZvCF0GzrxMo6ZhUDvx4VRd0Gnql/FXKbp0uU7X7MYgeEEjBIuhQQRoIr3SO8oJ//kKpZcAfMDyTX6lBKfdTSTACyFAEXfs2cETnyjruKHTue5XwPWeziYPc17GDEQMazFyTsxm8NCv5j5FPHJ02RUfH6IQ1N7ggoNnQ475YxEMG0zG75Vsrc+OFZCgeK3Mxc50phpEePgvGwB8fNIpogCDtVXg0EAiYTVypgFsc64K8vFAqhDrtlVI0zBrIReflyTIgQ03B2w3xzNyAFkEH4wcoZ2FZjeAJAPmWJzj5NkBYUzUM7J1VIK5WWECwCSvzgTdQD4t/uhX/CDDuIMfy8Rk6/ma2Tl5suBE3zZ/Hkzcdk8gu7KCiLWD1XUxmHpw9Glo+5syPIqWOm99pOO2b5C30y5eW5pFER/FS7HfVE8XJ1p2u+b54dusUFYStTl/5dWfqePk6XNHLXJ6Z2XdzM8jlAjf510m/muNchS2fCKkvywpWuV6zrOReyABvrEAlU2RMu9oNTq0KYuINzpqqYe7C4l+Exb++/Oq6kSDhqCYGkNPyF3aUlUCwKXVdag8y0+yTrHDQPc3VHzHT3F7Z+QeC1v7MQN0nGfLJZ4ad7wbHjsAuy/CvqBqch1VMXpx6NRLMCBBYjUD4NKyXqfGS7W1Y5GQAQG7kGNb1K5oOOq+GOrHCwyJrPpj6kX+RUnrbkxklqmr5rpDjfQFFp6ggKOWRkqkDXsyUcmHspNJN62RjpfREyyTesH1CPheUzHDWbv/Anzd3YVkSoLblL0qFEB/pMbdXMlP5DPN9dVoV1+gUpMAJTABBiDWQTgejdCMR1UiK6LRWOujcVydWeFg7DZQ/u6zqiWJH8WEw5ftXx/YIAOzWEyiVdp2kw1HKIyVTBw81EDh9oR3/pINVCG92v7tGKReUzHDWbv9w1ECGk/FSh+sYZGG+f1P5/qFTkIIlSAEEEhrIKpAseIW0CmF7snwNDCqsTmulg859VWOFh0XaFMd1r74O/LDfquNPOKpJJ49SHimZOpiLmXwuiObYSaUGty4GCsrn+/QI/qGUC0pmKmu3iE5YVXDRY+iq5ZW36sBP4BrIhe9yEZ2CFCDBCCBDWrjLMEd0alEUw+q0Vqrgy6vl20GzCfbgYR03PFfZb+hIjQZSNXG8zVARxzxSMkEDrwZ+zONACEoJq9lteIVjLrg2dVoV1cKgE9Y1jgM/rgth5DSQJuYskx9RC4pgBJDjwI9XGabUlhmIYlhVLQJuKSif72GzKP+AeFi8TQHUm5mvGsi19sLRSUkz8nmkZOqg0/2kQAOFRP0wlDLF0cS7LqVLyRcGnbA6SIqenIVltQuKlQphe9BASJaFduCHE4wAgnapgZCTwan7sQrxLa61iA7evhrKxwoP6zgOJC8+vNJAqpNfw51mfnWKCoJSHimZOniugcZOKpXZ7uv4RCFRP/K5oGSGs3b7h6QGsjRda6A3YHUM4A1Yzf/RIugUE9g2ePa7ZkFx7sKyMxtOH6q02ofMt8EvLVglbuRzNMXOoN60uxIJK+4sNYNv63XcSyzuUt46eTE3m/ZnmE/mJn5TZLfw1/2a7cNpbYMX994bwG+K47gN3g62DZ5h3lxqGIYRsSx1onmZ9EZrg3kk0dHupoDet8PUVhtEDeDp4HrbOX5ZBlJE7eDxEUu72bQEKWN8EzI45YLZLCifj3xnFEkHXl8s1Q9eXxBG9anDWzMEvLECpyyzMzs3dgR7ZCq45ZUdt8EjR33dBi9P7YJi1n/VLHBoGcwb2l+t/vXEQfe82qJpxrW0Uby9Er1VTWwJLm6G/yrnLKR4H0l0RFqVS2dX2BUzXM3jBRupL3gpCsM2+GAEUKJ1xcCLkWW/zk2Zyqxq/v7yFWAPXp1wVxauTZmGwzKs6+7QkfsHrbE9VD3V7hA4eT1x3YsgfomgpbLZdXuIbO31f1ibgpjsC9KIbxhE8vqUazopjzu4kvGqBVZhcQ2ERNjxDQfJo0tnVyAtPpIOrMxPyd25tibPfBRvGZDL4g6u8LqPg/tCQ0ydVyOkqLjObkBVDt7g6GCIklhsXl030u61EwDOe7ZJFC5M9Exs0UCIjum47rQ/s5iVQuo46Dyw8S0EAF/lnAVWfSgz94/qCDYej2oXFLv2YoWg5OBqWcGq1KuRYKbA6luPmOHDej6NxOKmDko3UjJxdMK2ARzHWpGXfjzpHGes7EzHNiWKWWaOM3IymCq7UlgEnSzTmb2yUz/6+FcYlBoZzfu68CMQXfA2h01gvVr9ayZ6Jg66Z331r/m4Dj5xZhgQ4lP5TEjpLA8yx9kn9RMJghFAhoqhmmGkgexo8y0OjqMGQtDpUM0mMvNlQCe7U4nrSPr3gK6zbM7WGUquCysmL2b//FM/jKDSysN2I4p+BCSxLDN4mxMDSAqTWUpKZRxMT7bWQG94tERajCSf0WufBCOAgDSQogkoPj1CFEmZBorZ7ykzr3o2E7kXZZ2aohMWRynLzONAYGJZwSoud/i/keXz2T+f1I9O3cdRamRSkymRxnLgkA2i8H8xgNoFxXzgR1WpGPZw8N9vwOpxggnqS6TNDWM7Vz8QoACCEGsg0EDpRvImjk7YtoeqBsK1CNKDxgDY1y0AgPuY5mM/w9ERoCi+KOsUM52wOO40EPPdvKxgleHfnK0zuNzh/8BngkqcoO4bUXiBYSZrVWpbZEQSIGdhGf+HDPzgSsWwcZV9x1dUP6+qyCm8D4VAURqF9YkgBRBoayD5yqxk6qB0IyUTRyds2wARPbkLy5AFQLgWsetB+QxXsmXIp+qJYjbiLUkUs0wnzjphzeAVB5+g5L+ZDBL/QUB4mzgiSo1Myu4bUea07JlaVrAq1jJ/xAZRLBcA2ZmOC4AMDsxYq8KmwMR9ZKB4ZfPkl/wAuecYBGUgBCOADBVDdeBODCtfmZVMHZRupGTi6IRtAyADP46r/PCkwzXQ8NllrHnKn11m/tApThSzzBxn5GRwUipWIaRwl2Vhxr/CoNTIaN43cnO7qnCtzKSP4yJoO1NeA42D6aLJ1I/rK6sOkPuN6oI8bwlmG7xhKl1n1zQCvgVUxt+MZVidLcqun0XH0QUCvp01kNi63uzKfMbU2GzyxFdv3L5xFthkN3dlYXdl7hTEfJS7S7ErhO5MZC8x7oYKL7o6m+R9wnUJxOs+vscbKYGuKxpIbINnOOa+fGHAcZ22jiBP6nqjO2gkvuuOAJwijMDdC3nVMjQIUjKxvLShqCTZWlPWo64foLV3McOIuE674ej6zs5kl2UxYb5JU69GghkBSiXmtxD59xudsEQg6Lzf4NlteWXmHd/uqN2lNE2wJ4pLi/wjKvVXKfflCwMhElRh8KplSCwvTSwvTQIwL3qJ5aUxU8lxPeqpkzjyj2A2AYCrn0BwKYDWrl178803s98bNmyYMmXK1KlTN27cyP7y1FNPFRYW3nLLLUePHrW/RupQbTWoxYk0hibGcV3OVbk7+W9zduNLi3BTviFQMnF0wrY9IpEaSrkfzkeIBKlMyUBaBp2ZX53EUYqkpQaCgHAjgA4ePHjttdeuWLECAJ555pnCwsLu3bt36tRp3Lhxa9aseeSRR4qKioYOHVpeXp6X58uuUUl8yk4inFi2OGyKKhfd7/BKTR6S3bjKMagr1693qiaOTti2AZ6SViECRin322GG6hBIYfBq4Acx2USYCw1kN+KiU8wk42xpBogbATR+/Pi0tDT2e9GiRSNGjFi5cuWLL76Ym5u7cOHCl156aeDAgWVlZWvXrh08eDB+KV/RSXSdsEQg4FNUOHh227VlqZ/8ki+EOmHbAFF8fKXcj8QThYSgki4FLQPTQLHWK4SYI1buoYO75zD4tQIrdNJKMs7chBCgLID+8Ic/VFVVlZWdfqU+cuRIIpFgv/v373/gwIEZM2bs3r371ltv7d2794YNG+yvlAr8y04ihKRgAZDo68xuB6wfLZ2laabN78GRRzXpwoBS7kfiiUJCUEmXgpaBrQ1iSojrnvyWramMGED+7DLEr5WOUpGJpKUZBtQE0MGDB++6666f/OQn559/vvloLBYDgLlz55aXl9fV1eXl5U2YMMF8WorRyQOdsEQgmFsc5GQDltltcPAq+jqTXw+k1C44mmAPLYIWiUr9Vcp9+cJAiARVGFLWMrAl0swZB7S456gSXLMi6CSOUiQtr4w4afMbNQE0YcKEbt26Pfroo83NzQBw4sSJeDx+6tQpdrS5uTktLa2pqWnMmDGvvfbaG2+8sWHDhh07dqCXTAWqrQa1OJHGPPCDjwPhi6DZi5QL0ePfUkccnbBtj0ikhlLuh/MRIkEqUzKQlsG8ACgpuGzF0UkcpUgqXdlv1PwAXXjhhYcOHQKAr7/++tNPP502bdr+/fsbGxv37t0LAL17987Pz9+2bVsikaioqHjvvfdGjRpleR2D3HPta0EH194+fHJW4RP+xRa/MoLr5MUDWnofkXy3QFxZNBSVIA6CA/GOw9zG1Ns42ECc3PhXGFy7fgkE10UXx0X5ZOAZyjxR1Vi5k3E0mb8Zyyvr+DPDcZ3jYcsXHB2/WU37M+yyW8fEHVwhOMaW/ZCMBjdxJ1ViAiK+EJUkiipqI0D/+Mc/6urq6urqnn/+eQD43//935UrVx48eLBPnz49e/Zsbm5esWLFY489tm3btuzs7LFjx06ePDlpwukmBJFqwvyOYkcU40wg4BnqONzoep6FCASlYRIlk2H+yoS+w2WlaIhiyBIxPuwl06wW/BYMagKIc8UVV7CY5ebmHj169PXXX9+0adOhQ4f69u17ww03fPnll//zP/9TV1f3yiuvOF2JIEIBr70NRSV8Y0WDqVkJFaotDhFyUqmBgAgaRwHh2mQYPvfr+qMT8veV19YVkxcboucUwhdcCiADQ4cOHTJkCDfT09MvueSSvn37IkEIIjWwnZ9OZwEItZdvrEi2vJqECnctDhFa8B5FXuUorTUhggLfqqljgglPPvTreF/VYsYbZB4xnejp4I0AIogQIql7DO0RCGM/4XxRdtHiEGEmlQM/VFQCB9+qqWOKmMd72CCQ5cmOKEVDppjJLM1MASSAiDaOY00ztEecMM9/uWhxiDBDGqhdoSQglEw79OeYlKKBxMqwMUVHlulDAoggLKor/+hgaJFvcYhIQBqoXaEkIJRMjutFP3YoRSPT1H5yP9TM5CuTIDjCIoACXAZFtFUcx35ExNqbWF4aiU7CscUhokUqNRAQQeMoIFybHL7QWGcZkPx97aLh+AmOoFDzA+QJsVjM7AcIUYKuHcPg+ORzwieu7NqMHP3zlx3tDrkOCE5hEXQu6+GzTGnxcLi2Jk/eF4ik6yAZwuYQBUc+icz49KRIlFwHBKewCKolUBKddmxpwSpRzdS39sWCOIbxKUNBI3ld41N24+jc1KeC7Rqdm+IdNBvXMHTu7I+GZrZi8uLUq5GwjAC5FqcE4SEeqh+CSAGSr+AEkXosR540h6O8JSwCiCAChH8n2elEgggdpIGIEDIld2dIVA5CmtMJBBFJpuTuXFuT53TWt9DADxFdmOjhk18GkyBSDGt+15u+thL4qmcDNAJEtHeWFawi9UNEHVrmTISHtTV5U3J3euiIyCdIABFtELb8eYrwmXeEOVtn0OQXEVFo8osIJ2tr8szf4nAKlGpoCoxog7DJL0kBBAAjy+dzDUSjQUSEoMkvIrRYbgELFTQCRLRBpuTulFc/jBD6qCAIGWgRNBFOwrPby45g/AAprU51jWunHa7937QxXLvzcR3QK9L61bIfJxpz2A88Snb+KjTxyQEJAU6lKPASGBJcuybyibaU8lTGvCWtX23q1QhNgRFtEy59ZAjn/DRBBAsbRk3N+ypBpB6aAiPaO5HwV0EQqYevpVOdUCaISEACiCAIgrBA/JgMfiZBRBGaAiPaJmn9ah1nwfgIv9lhF0EQpHuItg0JIKLNgmsgVVfRBEEQRFuCBBBByGJwbApe7xojCIIgUgYJIKKdwpy1yw8CGfbJm8UQQRAEESGC8QPkuDiDIDRhroDs/AAZVndKOu3g7oVAcZu9Jan30SL5mC4gr1oEQehAfoAIwmPEZUD6W3n1RQ9BEAQREkgAEW2TE405bMBGHLYR4T5O5GfBCIIgiDYD+QEi2ix8wAYfudEfGUol0YotQRBEaCEBRLRlmPRhg0BspEf8L/uxtiYvrV+t3UBRCGGeeUkJEQRB6EBTYEQbh2mgP3/ZEVEMbL7M/AnVEMKlGwkggiAIHUgAEe0FcdGPWT2EWfRYQkuXCIIgdCABRLQvDFNgTA/RVm2CIIj2BvkBIgiCIAgiSALxA0SLoAmCIAiCaHe4EUB79uy55ZZbDh06xMwNGzZMmTJl6tSpGzduZH956qmnCgsLb7nllqNHj9pfhiAIgiAIIhjcCKArrrhi8+bN3bt3B4BnnnmmsLCwe/funTp1Gjdu3Jo1ax555JGioqKhQ4eWl5fn5dE6TYIgCIIgQofyGqBf/epXDz30UF1dXf/+/QEgJyenR48eW7ZsAYDBgwd37do1PT39wIEDNTU1mzdvvu+++zZs2GC4Aq0BIgiCIAiCE4E1QHv27HnooYc6dOiQnZ09ePDgr7/++siRI4lEgh3t37//gQMHZsyYsXv37ltvvbV3795m9UMQBEEQBBE4agJo5syZGRkZhw8f/vTTT+vr62fNmiUejcViADB37tzy8vK6urq8vLwJEybYXIkgCIIgCCIw1PwAVVdXjx8/vnPnzp07dx49evS7774bj8dPnTrFjjY3N6elpTU1NY0ZM6awsPDtt98eO3YsU0UEQRAEQRB2WKoFX+fF1ARQVlbWu+++y35XVVVdeOGFR48eraysZH/ZsWNHfn7+sGHDEolERUVFx44dAaC6ujo3N1e8CEkiguCw728YVsX9+cuONqcDAJDbRqIdglcKBKovUcFXrWOJmgBavXr1sGHDevfufeLEiQ4dOjz//POHDx8ePnx4nz59Tpw4cfLkyRUrVrz11ls33nhjdnb2vn37Jk+ebFA/BEGIsM+QOZ1FEARBeIzyLjAA2L59e3p6+qBBg8S/xOPxIUOGMPP48eOVlZUDBgzo27evOTjtAiMIHBoBIggDNALUtglkF5jaCBBj6NCh+F/S09MvueQSIIg2SiS+G08QBEEguBFABNEOMUxUkfQhCIKINCSACEIBS91juZCZIAiCCDMkgAhCClHfWC5bTutXSxqIIAgiKpAAIggMJmvMiof/kUQPQYSEq3J3vlKTZ2cShAE3u8A0oV1gRPgxK561NXlTcneaz5yzdYb5j76yuelc5OioPnV2h37Xb4vdIUKGuxovQo7iyYuH9YnCjCq7Q/7tjfJpu9YlldfZHTpc0Yv/rllQnLuwTDQLyudbBTrNe8NfQo76lGvRypf1h/ORo161KpHZBUYQ7Qomfabk7lxrepvEmwaCIFKAKHpyF5YZzAw4YB+UaNeofQuMINoDfG7rRGMOUz9ra/LM6ocgiDDARI+dSRB20AgQQXyLeVmP5cAPQQTOsoJVdodSPy0bOOaBn1pUA420nxdrPf3daircp4S1nFsXoUUjPkECiCBOI6of+jwFEVqY9EE6Y8cTQggXAfYVcLHpL62IAYAgenJaJFHGSIspsIrJp6/GukBxo4OoNgxrgAyi05zClieYpeoyAP5aZXjFslwDJNMckUhyAQkgop1iubFL/DszXa8cJAg/WFawSlLZLCtYtazld3hGMe1GO9bW5LG+325zpYtF0GxYyHIRNB8BYougJX1YGFLerGwsTzDnV2FGleOoj4hM3MhTqwtIABHEt42FZDtIED6BTGzJw3tcvttIvrs1lH8PawSLg6MUc3E7/UXQLm4KEmNsyAmO6aCKwVGZqIfcPV17IBTb4PGXbNcbbZCthhDQZZENzMjuZR10YqsTFgG/rE/gseVv1eY3Njy2OntWfRpbQp7Uqw2rZlw/C54vSwtWZS4v5WZ9UQk3+/Q9bBMIwKk24X4E7h+0BjmK4G4XN5+LYZjXpuDP4rp82mWZWSq566otr+O6eQSArZMX2xWGzo0dzbvfufl1v2bxZEPYqfnbwBU67ZhOu+ECpmLZdJ7lCKLOsyB5qlQ4aRs8QQTMnK0zlhWsiuISijZJ5vJSsa8ymOFE0j0m1z3IatxAMMsdF/sAXARxBC8M5oEf0YxiQfKQlhVOtdDSxBlOWPbtT5d6N6KQACLaC2K1t1y9yP7ID7HzC9tTcxBCotV18QkjyxW1nIrJi8Ome3AkBQ0f9ZE52QWkgVzDR4DAZk0S/43MlvqUrQFCAohoR4jiRnwTshzsYX+ckruq7VX7aGHZdeHufVOGXW8hripr+dtiABhZPt8w5xUJxCpgObclub5HH8vCgCwAqllQbCd6mHknDfS2BslEMetTkNcpgAQQ0dYwNNC8ojLFw4d5JOe5uCNE/DTCV8Suq6GoJAYAqIyoQI61Bh+JcVw77LiBmSuhSyqvq5i8OHJjPxxkdCfFFcRKx2CLoOuLMA00FVyuAWqHiFv3hR87QaIhDSckgIg2hZ36YZg1kMymYtJAmlj2nS1/PH3IMhfqmdYBAOblpagEABLLS8G7RdDm8Zgpwm9vMz2i0met8BU8ywTxNpXsoMmv8CAWCXHdpIHwrx8gAUS0ZQQ9ZN3RipIIhzQQDksf8yA5TzfxkNh6AvNYI+QCb0yXASQBxL6qvqgkE7zELEpc7wJrw4Sh5OM6hjRQiuFFYv1h2+GfKbnfqqJwvkaSACI8QHI6KZUYaprkNng7DF07YYCrH3yxiHkgYf1hAJPDXJ4Xa6qGZaKv/kS7gjRQtDC3BmHTQKHwA4SDuBhx7YoGnFwUuAZ38ODaXYpr/HM4wZ7FURbgOw78Ax+05+cYRinM4N5pcVKf3YDmuMGvv4dsbjqXzSWJAypsvUuK3djIcH/1VOSoa49cuBsb15fVqS+ufbToOOxBaNqfwX4YxAczOzeezlPEqY+lqbMi3qd88a/hRdCpFAhePQveipIfICIy8L0tlm/8ouix8zmh+h6AaBRLEWZer4ec44j4qSBChOeveS4pokteiBRgOR6Db+ZCTBlfzwRhhgRQhJEZ5PAJLggs5QXucYe9OTkOHRnAJ6HMKTClZV8uMimjlID8kVXHgdoGdp9oYPnrekiAaFcgk1CZTpu5EJMIIXYfWwwVJICijWF5KaISLAufTo9ueS9DfJCFNTKaw4BSEBY9QwyVriCC+7VrkxgUT6gWeBERRWcRD2mgyBH+1pIEUFQRu3bDdA++EJUjeq01uK8FubJrXvfKCEln6VrumGHDPzJpEmnwoTuC0Ic0UNsmWu+KJIACAF+zgoPP2lj+0a4g8k7d8MPyZLAa0mQoTSRFlLa9AAj3iE0Q3uK5BtJZBE14RbSkD4MEkO+Y+05LoSAjI1zsIZRcvWs4zS6UWLL5jgPzsFObgWdKhKq0Ko4uAAjCc2gRdJshirqHQwJIC5mVvJaiwYzlriXDZJY7kSFZLg2nSYaCNip9OPLpEBVocQ8RFLQIuk0S3UYyAn6AfALxiWLp4MEwQpOaYQ87MWTAKz8NSvjkcwIhNY9pGAnTeczURNiAXYRlVqa7RsdXDYKOo6/U4zoR8Md0fVkcnbQNxOOR69qkU4V1Uin1BLIZs2LyYru+6faNsywdPrHfU/NbfYVtWcGq1KsRGgFyxrx3muW33+oHUnILghHpgVw7DAI6Wq05QRBRB1/vFTjKAqiysvKBBx6IxWKlpaWDBw8GgA0bNjz22GPxePwXv/jF5ZdfDgBPPfXUCy+8cM455yxduvTMM890umRKEd7vrVfGmN+P7VSI6zkpImyIoz4yS6ZEQlUGDJEPVdwIgmh7WO4Fbnn1KoGWzxgnQqmB1ATQwYMHL7roonHjxh05ciQ/P//o0aPPPffcv/3bv82cOfObb74ZN27c6tWra2trf/nLX86bN++ZZ555/fXX6+vrna6aUvjyXruJgGUFq5ZZHmgNdS1tCWTUx3H83M4ZUmowKB7NOTuCIAhV7PyhiDSYNNCdPszFq6ImgN55552TJ0++/PLLTU1NWVlZ27dvX7Ro0YgRI1auXAkAgwcPXrhwYXp6+sCBA8vKyq677rr77rvP6ZIB0OLzxujZlkmiOVtn+DTpTrRJzNXecmm8tzNrbXLCjiCIiLK2tV9c1ipelbvTbgFQ5vLSqdBqDVAgqAmgiRMnduvWLTc3t7m5uXfv3vn5+UeOHPnud7/Ljvbv37+2tvbuu++eN2/erbfe+u///u8bNmzAL+gHMh64Vac5CEIeLonEZZveFjnSPQRBBAj7+DEATLE/J+QLgEBVAG3atOno0aNjxoz54osvNm/evG1bKwUXi8UAYO7cuYMGDSorK8vLy/ve9773l7/8xeZi/iL2EOYPPpxozGG7wMQtweQQhfAPkiwEQUQdrnv4p47vH7TG/vSwayA1AXTvvfdmZWWVl5cDwDnnnDN//vx4PH7q1Cl2tLlBfuUXAAAgAElEQVS5OS0trampacyYMYWFhW+//fbYsWN37NgxZMgQ9Kq+gzgDNCgepofENUCpXM9BEARBEGFmpKLf7TBrIDU/QJMmTdqyZcs///nPU6dOdevWbfr06dXV1Y2NjXv37gUANim2bdu2RCJRUVHx3nvvjRo1yvI6CZt5QbMJAL+/fAWoY16HYXgFR/wAiVh+BNu1KnK9DzmEy5Jcu+XACdsaXp8eUwfJoustv+u3BTnqU64h9UWnRviUpz4lQuRoJ8mr85jIs/h0WQC4v3qq3aGm/RnsB94dM5MvZ3Y8+RW0ozQ8qd0ghZJEUSXudEIrnnzyyebm5l69evXo0aNbt25Lly5duXLlwYMH+/Tp07Nnz+bm5hUrVjz22GPbtm3Lzs4eO3bs5MmTkyYAoL6ohF+T6UE70zVra/LYx634P6cQ1szZOkP8x/7IPjMu4waaIAiCICIB3h2rmqCIWS0k/VQ/oDoF1rdv30OHDlVVVXXu3Jk5AerWrdvRo0e3b98ej8fZVNcNN9xwzTXXVFZWDhgwoG/fvpbXwcfEghoisxzsMUB7xAiCIIi2hHx3nLm8FIpK+CBQSPpu16gJIEZ+vnFceujQoaKZnp5+ySWXAIpjKqc4HWkFNEEQBNEOUeqOE8tL64tKYi2DPYH33TqoTYF5S6bTAJonc2GSzNk6Q2YEiCAIgiDaGErdceby0iRAYnlpYnlpQ1FJDKAhuL5bhyAFEEikslUggiAIgiC8xLE7tjSZDGJKiP+LtV7pG1qCEUAyyRoINAhEEARBtE8kRY+lmRCGhRLLS2PCbiHDPwgNwQigWCg1EK0BIgiCINob8t2xvJlYXrq2Js/yH5NBaf1q2T8IDjU/QJ4Qi8VyFpbVLijGT+Pelkb1qbM7B/dN4gJzZphd/uC+fNZUDeO/DWvBfDVzF5Zxs2ZBMTe/7tfsGNbO7NP3MNiD5Au+Uc61owvcy4VrH0sAsLnpXLtDyGM64tOGQfxJfbopjk95ilxWxysMnoA+FYZAQApDIKUILyeu81Tnsq6LbltCp2lF6gtzL2TXxXRu7AhCb1W7oDgANRLALWOxnJbumT18xsgD5tO4y21JXHv6MSOWBrvxOrvhoqUFqyTlhYdm58aOougBoVR93a9Z6VKiSQII9Po8n3qRQLouHJ/ylASQJiSAwOmyrotuW0KnaXUUQGDTxTABBC29VXsUQAxLAcSRHAHSH0njEkpGAIGNBlpTNUxSXnhoGqQ0g5lMAMlfSjRJAIFen+dTLxJI14XjU56SANKEBBA4XdZ10W1L6DStMgIIJGYtYj47fbYkmDVANU7zXy4w+H128Y9PSYrLtczzlwav0GYypWdJvTVzF5aJCWswlS5lMAmCIAhCCbyLMfRWEATBCCBD3xwSuBIS5Y5TIGuU5IWHplkDyYc1m0AQBEEQrlDqrQIhGAEE4Xh4X3GUFx6aNPBDEARBhI2QayBlAfT6669fffXV06ZN27x5M/vLhg0bpkyZMnXq1I0bN7K/PPXUU4WFhbfccsvRo0ftrxT8w/uBvLzw0KTJL4IgCCKEKHVeKUZNAD3zzDMTJkzo0aNHp06dLr300nXr1j3zzDOFhYXdu3fv1KnTuHHj1qxZ88gjjxQVFQ0dOrS8vDwvz2EKKaiZP/9QkhcemqSBCIIgiBCi1HmlErVdYJmZmbm5uW+88QYADBs27OTJk998802PHj22bNkCAIMHD+7atWt6evqBAwdqamo2b9583333bdiwwXCRWCzm4ZZ1giAIgiAiTVq/WiU14glqI0DHjx8/44wz2O9u3bodO3bsyJEjiUSC/aV///4HDhyYMWPG7t27b7311t69e5vVD0EQBEEQROCoCaCbb755/fr1S5YsWbJkybvvvnvTTTeJR2OxGADMnTu3vLy8rq4uLy9vwoQJNlciCIIgCIIIjqQi8+bNy87OjsViiUQimUyec845V199NTt02WWXDRw48JNPPjly5Egymdy0aZPTzQmCIAiCIKzB5Ig2aU53N/Kb3/zmnHPOKSkpYdNb5557bmVlJTu0Y8eO/Pz8YcOGJRKJioqKjh07AkB1dXVubq54hVhMbeFR4EQrwhRbX4lWhCm2vhKtCFNsfSVaEY5WbP1DORX2798/YMCAefPmPfzwwwBQU1MzfPjwrl27njhx4uTJkzt37nzrrbduvPHGRCKxb9++CRMmvPLKK4YrRC7poxVhiq2vRCvCFFtfiVaEKba+Eq0IRyu2/uFNKmzfvj0ejw8ZMoSZx48fr6ysHDBgQN++fc0nRy7poxVhiq2vRCvCFFtfiVaEKba+Eq0IRyu2/hFAKkQu6aMVYYqtr0QrwhRbX4lWhCm2vhKtCEcrtv6htguMIAiCIAiiDUACiCAIgiCIdgcJIIIgCIIg2h00EegMTZcSBEGkEmp1iRRAhYwgCIIgiHaHl1Ngq1evvvnmm3/605/yv1RWVk6bNu2aa67ZtWsX+8uGDRumTJkyderUjRs3AsAvfvGLt99+mx16/PHH//CHP7Dfb7/9dnGx75+HNUe4tLT05haOHj0KYYqwObbr1q27+uqrp06d+t5777G/hCe2Iq+//vrVV189bdq0zZs3s7+EM56cPXv23HLLLYcOHWJmmGO7efPmq6+++oc//GFTUxP7S5hji2CIdqhwTOTt27ffLFBdXY1eLxXgZThUEXZsH0ISWxctcIAxd9G7BRjbwEh6x6ZNm6677jo2dJlMJj/77LMOHTqMHz9+1KhRnTp1am5ufvrpp+Px+I033nj99dfH4/E//elPAwYMuPTSS9n5Xbt27dq1K/s9evToc8891/IuHmKIcDKZ7NSp05VXXrlo0aJFixYdO3YsVBE2xHblypXxePzWW2+dOHFiPB5///33QxVbDovVrFmz/vVf/zUej5eXl4czniLZ2dnnn38++x3m2B4+fLhDhw4TJ07Mycnp06dPMtyxRTBH2ylE6pBJ5GXLlsVisUUtNDQ0OF3Vd/AyHJ4Iy7QPIYmtixY4wJi76N0CjG1QeCmAksnkihUreIq//PLLAHDs2LGPP/4YACorK88777yCggJ29Pzzzx8xYsTs2bO7dOmSTCa52Kyurk4mk126dLntttvs7uIhYoQ///xzAPj73/9+8uRJ9pewRViM7YUXXjh06FD2u0ePHj/84Q/DFltGIpH4/ve/z35/97vfHTJkSDjjyVmwYEGHDh145Q9zbHfv3n3VVVedPHny97//PSsYYY4tgjna+PmpRCaRly1bFo/H0cukFMcyHJ4Iy7QP4YmtagscbMxVe7dgYxsIXk6BGZg4cWK3bt1yc3MvueSS3r175+fnHzlyJJFIsKP9+/c/cODAXXfd9dVXX+3atWvJkiVnnnlm165dlyxZsmPHjq+++mru3Ln49T1nzZo1ADB69OguXbpccMEFx48fD3OE//73v7OvsB08ePDIkSPZ2dnhjO3x48fPOOMM9rtbt27Hjh0LZzwZe/bseeihhzp06JCdnT148OCvv/46zLHNzs5eu3btdddd9/Of//yiiy4CgDDHFsEcbfz8VCKTyOx3XQunTp2yvZz/yJRh9jsMEZZpH9jvMMRWRKYFZr/DEHOZ3o39DkNsU4byx1Dl2bRp09GjR8eMGfPFF19s3rx527Zt4tFYLAYAQ4YM6dKly+9+97vXXntt+PDhp06d+vOf/3z8+PGuXbvyD2ukjGHDhs2YMePpp5/++uuv+/bte+ONN4pHwxbheDwej8ePHj16wQUX9OnT58EHH3zyySf50fDE9uabb37kkUeWLFkCAO++++69997Ll6FAmOLJmDlzZkZGxr59+77++uv+/fvPmjVLPBq22DJ+8YtfxGKxNWvW7NixQ/x7OGPrCIt22MATGQBOnTo1YcIE9vuNN97o37+/8RKpQqYMQ2giLNM+QGhiKyLTAkNoYi7Tu0FoYpsyfBRA9957b1ZWVnl5OQCcc8458+fPj8fjXFQ2NzenpaUBwIgRI9avX19fXz9v3rzjx48XFxevX79+xIgR2KX9obKy8qc//Wl6enp6evqoUaM2b94c8ggfPHjw/PPP79SpU3V1NauNIYztww8/fOLEid/+9rcff/xx//79H3jggSeeeCKE8WRUV1ePHz++c+fOnTt3Hj169LvvvhvOVGU8++yzffr0GT9+/JgxY7p377548eIwxxbBMtohQTKR4/H4hx9+iF4pRUiW4ZBEWLJ9CElsDci0wCGJuWTvFpLYpg6nOTI1xEnHK6+8slevXslk8uTJk127dr3pppsuueSSzMxMdrRXr14/+MEPkskk0/uxWOzLL788cuQIi9UTTzxhdwtvESM8cuTIAQMGsN9nnXXWFVdcEbYIi7H95JNPunfvnpub+80337C/hC22Iv/5n/8Zj8d37tyZDHc8R4wYwctAr169QlgGRC666KJEIpFMJg8fPpyWlrZgwYIwxxbBMtohQSaRQ7V4QqYMhyrCSaf2ITyxVW2Bg425au8WbGwDwUcB1NjYmJGR0bNnz27duvXt2/fw4cPV1dVdu3Y9++yzzzrrrIyMjMbGxmQy+c0338RiMba9IplM9u7dOxaL8SLlN2KEd+/enZGR0atXr+7du5911ln//Oc/wxZhMbaDBg0CgH79+vXv379///6LFi0KW2w5jY2NaWlp99xzDzNDG89kMvnxxx9369aNlYGePXs2NTWFObY7d+5kcTvjjDMGDRp08uTJMMcWwTLaIUEmkZctWwYA/Vt48803na7qIzJlOFQRdmwfwhNb1RY42Jir9m7BxjYQfHeEWFVV1blz58GDB/O/bN++PR6Ph3P9AQCwOX4xeiGPsIGoxDbM8dy+fXt6ejpr4PhfQhvbqqqqjIyM7Oxs/pcwxxYhzNGOXCJHqwybiVZsRcIc86j3bp7juwAiCIIgCIIIGz5ugycIgiAIgggnJIAIgiAIgmh3kAAiCIIgCKLdQQKIIAiCIIh2BwkggiAIgiDaHSSACIJQZsOGDb/61a+cznKAX2TRokXr1q1zOh0A4Nlnn2WfTSAIgtCEtsETBKFMUVHRH//4x8OHDzudiFFcXPzCCy/U19f37Nlz4sSJzz//vFMIGDNmzCeffFJbW+t0IkEQhAMh+uYOQRCRY9++ffPmzauurh40aNDjjz/eq1ev1atX/+lPf2pqajp48OCkSZMeeOABduaePXvuuuuuffv25eXlZWZmZmZmjh49+quvvpoxY8aRI0fefPPNkpKSiy666LXXXnv88ccB4K9//etTTz21YsWK/fv333nnnR9//HFmZib/lEddXd3cuXMbGhrOO+88dl/bKBIEQVhBU2AEQbhk3759AwcO3L17d3FxcXV19YABAw4ePLhu3bqVK1d26tRp1qxZixcvvuaaawCgpqbm/PPP//zzz3/+859v3bp18eLFL7744rp165577rnrr78+PT09KyursLCQ/YVd/M0333zhhRfq6uqysrJ279599913f/rpp9u2bQOA+vr63Nzcf/7zn3ffffcHH3wwYMCAQ4cOYRElCIIwQQKIIAiX3HHHHV27dt26deuNN95YVVWVlpY2b948AOjcufPLL7/8s5/97Lbbblu/fj0A3HXXXRkZGZs2bbrpppt27drVpUsXfpHp06d36tQpKyvr8ssvN9/izjvvPPPMMysrK2fOnPm3v/2tX79+ADBnzpwuXbosWrSoT58+jz32WDKZLCkpMYclCIJAoCkwgiBcsm/fPqZIGGedddbevXvPO++89PR09pdEInHixAkA2L9//9lnn83PtJuxYt9uZL9PnToFAPv27TvnnHP4CYlE4rPPPmtsbDx+/Pi9997L/pifny9+9IogCEIGGgEiCMIlV1555YcfflhTUwMA27dvr6+v/9GPfmR5ZmFh4YcfflhXVwcA27Ztq6+vtzxt4MCBX375ZVNTEwC89dZbADBp0qQPP/xw165dAFBXV1dZWQkAV1555YkTJ1566aV33333ySef/PDDD0eOHGl5QYIgCDtoBIggCJcsWrTo3XffveCCC7Kzs/fs2TNt2rSioqLNmzebzywtLX3nnXcGDRo0cODAjz76qEOHDmlpFo3PPffc89///d9ZWVlnn312Q0NDWlragw8+uG3btmHDhrFbxONxAFi0aNGmTZsGDhyYlZW1Z8+e6dOnX3bZZearEQRBINA2eIIgtDh48GB1dfXgwYO7d+9ud84f//jHWbNmvfrqq2lpaX369MnLy7v77rtLS0stT/7oo4+++OKL4cOH878cOnRox44dgwcPPuuss/gf2X2HDBnSrVs3q8sQBEFgkAAiCCIVXHPNNeXl5QMGDKivrx85cuTf/vY3pxAEQRA+QgKIIIgUcejQoX/84x8XXnghMlZEEASRGkgAEQRBEATR7qBdYARBEARBtDtIABEEQRAE0e4gAUQQBEEQRLuDBBBBEARBEO0OEkAEQRAEQbQ7SAARBEEQBNHuIAFEEARBEES7gwQQQRAEQRDtDhJABEEQBEG0O0gAEQRBEATR7iABRBAEQRBEuyPN6QQvqampWbNmTTwenzZt2sCBA51ODy/vv//+e++916lTp5tuuon9JdKPtmvXrvLy8lgsdv3112dmZkLEH2fv3r1//OMfzzjjjFmzZp155pkQ8cdh7Nix429/+1tRURFE/HH+8pe/7N27l/2eNWtWenp6pB8HAD7//PPVq1f/6Ec/6ty5M0Q5dz766KO//vWv3Jw4cWJmZmZ0HwcAGhsbX3jhhVgs9qMf/ah3794Q5dwBgNraWhb5a6+9dsCAARDZx5HpQFPzaKkbAdqyZcvo0aO7deuWnp5+ySWXfPDBB04hwst3vvOdY8eO/exnP2NmpB+toqJi7NixPXv2PH78+MUXX9zU1BTpx/nmm28uvfTS5ubmLVu2zJw5EyKeO4xjx45NmzbtJz/5CUT/cX7+859/9tlniUQikUjE4/GoPw4AzJ07d/PmzUz9RPpxunTpwvKlR48et99+++effx7pxzl27NjFF1987Nixpqam733ve6dOnYr042zZsuXSSy/NyMhIT0+/6KKLdu3aFd3HcexAU/doyVRx880333333ex3UVHRvHnz8PNDzpYtWzIyMtjvSD/a3Llz77jjDvb7+9///uOPPx7pxzl48OCvf/3rU6dOvf322z179kxGPHcY8+bNGz58OKutkX6cY8eOdejQYd++fadOnWJ/ifTjJJPJtWvXZmZmHj58mJlRfxzG7373u+9973vJiD/OBx980LFjx+bm5s8//xwAGhsbI/04119//QMPPMB+z5kz57bbbov04+AdaMoeLXUjQAcOHEgkEuz3gAED9u/fj58fISL9aI8++uiSJUsA4NixY3v27OnXr1+kH6dHjx7FxcWPPfbY7Nmz/+3f/g0injsA8M4776xcufKxxx5jZqQf5/333z958uTEiRMvuOCC22+//eTJk5F+nM8///y2224744wzCgoKfvKTn5w4cSLSj8M4efLko48+evfdd0PEC9v5559/8cUXz5w586abbrryyiv79u0b6cf56quv2CgjAHTv3v3LL7+M9OOImB8kZY+WOgEkEovFksmk01mRJHKPFovF4vH48ePHZ8yYMXLkyKuvvtpwNFqPw5j6/9u7++io6juP4987dzKJiUEeQiQCdRWzcihBCMHSPa3oNm2OSUpMKksFJDaN6NFd3FJKi3q02Ooq22C1GpQULJXwZAiFolt1d48MeJaYQAB5qAUEFEgChQQCmck83N/+ccMwJoEBawPX3/v1172/+7135ntmDnzmdx9SUPDAAw9UVlYePXo0etxx7fh8vpKSknnz5g0YMKDrVse1M3DgwPnz52/durW+vr62tnb+/PnRWx3Xzty5c4cNG7Zz587t27fX19e/8sor0Vsd145t1apVHo8nLy+v07jj2tm/f/+ePXuysrJGjhy5a9euxsbG6K2Oa6ekpKSsrMzr9Xq93ldffXXixInRWx3Xzvl0beTv2lrPXQRtmqZlWfZyMBj0eDwXrncQp7fm8/mKioqSkpKWLVtmGIaj29m8eXOvXr3S09OnT59eVVW1Zs0aR7fz+OOP33DDDffcc8++fftExLIsR7fz6aef5uTkmKZpmmZBQcGGDRsc3U5dXV1hYaHb7Xa73YWFhV6v19Ht2MrKymbMmGEYhjj8X7aFCxfm5OTMmjVLRLZt27Z48WJHt1NUVBQOhysqKtatW5ednZ2fn19RUeHcdqJ1/Vx67JPquRmgoUOH1tTU2Ms1NTU333zzhesdxNGtnT59Ojc3Ny0tbcWKFXFxceLwdpYvX/7YY4+JSHt7+6FDh9LS0hzdTiAQ6N2795QpU+xTEi+++KKj21m5cuXs2bPtZa/Xm5GR4eh2MjIyvF6vvbxx48YRI0Y4uh0R8Xq9H3/8ceTeHEe307t3b3sCWCnV2NjYt29fR7cjIhMmTCguLo6Pjy8vLxeHfzrRujbSY639HSeXOjl+/Hhubm7//v3b29sDgcC6deuSk5Nj7XTlqqury87ObmlpEYe3VlpaumTJkry8PPs3X2lp6ZgxY5zbzrFjx/Ly8lJTU48cOZKZmVlRUXHixAnnthOxd+/e9PR0pZSjv2zNzc0FBQVJSUl+v980zbVr1/p8Pue209LSkp+fn5yc7Pf7PR5PdXW13+93bjsiMn78+FGjRs2ZM8dedfSXrbW1NT8/PyEhoa2tLSUlZfny5faPPYe2IyKtra0ZGRnz5s0rKioSh386F/4PNBAI9ExrPReAbE1NTYZhpKamxip0ni9Za45up6GhISEhoU+fPpERR7fTlaPbsX+XR795R7fT1NRkmmZKSkr0iHPb6crR7TQ0NLjdbvshQDZHt9PVl6adro30QGs9HYAAAAAuu567BggAAOAKQQACAADa6bnb4CPsi20BAABsPX9BzmUIQCLyz1IYq8Qx/ldW5/zjT2JVOcbbf/nPb975H7GqHGPDf80eOe1XsaocY+uCmUOe+vK0s++JmYMqvjxfNhE5dP/s0W/+NFaVY2zOe+7huntiVTnGy1nL1u4ZGqvKMcan/zl0eEisKsdwD9wXq+SLxykwAACgHQIQAADQDgEIAABohwAEAAC0QwACAADaIQABAADtEIAAAIB2CEAAAEA7BCAAAKAdAhAAANAOAQgAAGiHAAQAALRDAAIAANohAAEAAO0QgAAAgHYMpVSsmi+YYRixSgAAgEYuQxrp+ZcEAAC4vDgFBgAAtEMAAgAA2iEAAQAA7RCAAACAdghAAABAOwQgAACgHQIQAADQDgEIAABohwAEAAC0QwACAADaIQABAADtEIAAAIB2CEAAAEA7BCAAAKAdAhAAANAOAQgAAGiHAAQAALRDAAIAANohAAEAAO0QgAAAgHYIQAAAQDsEIAAAoB0CEAAA0A4BCAAAaIcABAAAtEMAAgAA2iEAAQAA7RCAAACAdghAAABAOwQgAACgHQIQAADQDgEIAABohwAEAAC0QwACAADaIQABAADtEIAAAIB2CEAAAEA7BCAAAKAdAhAAANAOAQgAAGiHAAQAALRDAAIAANohAAEAAO0QgAAAgHYIQAAAQDsEIAAAoB0CEAAA0A4BCAAAaIcABAAAtEMAAgAA2iEAAQAA7RCAAACAdtyxCgAAAM45FVDHAjJzwSaXy/Xz+8b4QqqlLbh43Y7vj/3KdzNTY+19pTCUUrFqAAAAREQml9eFlXIZxkvTsv5tQV3YUo9OHr3k3Y9yvpn+6htb4tyuysHlAZ9fREk4JCrkmbQ61iEvDwIQAAC4KJPL6+yF39w3aul7B//vwIlf35/V7LNaQ+pMSB04fOr6gb0XVG2pfCjrwse5EhCAAADQwtZp0y2/X5TKfL3CHmlv+mTnT34pIkNvskREhdqTnno9Ut/2ZLGYcSKS+MRvRWTSS7WGyxCR+fePfrBi89KHss4E1ZmwnA6o0yE5FbLaw7Kwut40XZalIhnI2r7ENWJK+L2HxOX57NsR87Zf5658xO2O6zS+tuhX0atTyuvspGIf89kfrHC5u7+CeVbFhG7Hu8VF0AAA6M78hxtFxHDHRw+6b1Hu4QFJCFh//WjDUctOPyLSK84wRCaV1ybFGS4RwxAxxBBDRH5YNOoHd92iRE0urwusnBhYNTW0551u088FjK+eGb0amaeZ/rvtXYs/Ny6CBgBAd/FTH217qrTzqJLQTo89/fOn6r9EhqeW14nI8NTkyvWffPvWwWElSok6G1SUEkOM8bele4avCKya6rmzLFz3tIiIWOZtL3Z6hbf+5YVOI3b6GV89s9M8kIgcbwuIyM9em2ivPluy0mUacokTPxHMAAEAgA6+BU/YC21zH5aOGR95tyF0oPFUpCYsIiKbDp7IvnWwz1JBJUGlQlEX1EzOH/7d3T9W1ZM83/u99VHHObWu6adbuYMzo1dnVX54vsq/EQEIAACICraJiGo80rHubw/t8LgzAoFVU7tmhZClXn5wbFtItYclEJaAJWGrY1PY5c6unfbn1gFTGmeIiGrdLyJiBboco3sPjpkUvXr4ZLuIBM4e/YW39nazz+dCAAIAAJL0i6WdRtzDA3Hf+JnEJXQaVyJP3ptp3/l1OiRtYeUPKxERw3X7hilj33/gva/9tsx/19lyU5Qlrs5XOsd07FRTZPmFyRkuMUTkgwMt59/j0nANEAAAOMf3yuz4OyeLSOiA21M0TIL+63cvELk1UuA2jNNBEZGwkpCyAmEZ/eHPE1s/WW5OXT9uqbKs5uNnoo6nwsdazNQ+colchrHrYMd5t0Xv7h+Wkrjjr9GH/VsRgAAA0IlhdL8sovxtRkKiOnrMv6hMTFP8prV7tXtU8cGrxvXbXXPIuPqRuzNCYavdH2oNqqDb/a31U5Thanb1/9OgR/pnXDdQRFmWiKQN6CUiQXEFq4uVUmZqX7FCcizhMxsAAALsSURBVIn6Jaf+6+u19sTP7uNtkfGiF2qqH/na+fe7WAQgAAC0kDJu5NG3N0WPHK6sil5NemZpx71gpikiiY92PC4ofk3Fs2m1fzyVlbHjzV7Hd1gut2W4Fxml5j8tElfcuPeLv25t2CsdN2f1O/nh8O1zx14b1xq8Oq5osbW3Sh3ZKK6LzRsz3pkbWXbJZ/KZ7ao4s+vg53CxbwgAADjaoMklnQJQS/1uEbECMaZnrrqtdM2enH1bD9RuOhEXvKl45L4B4U8fCs2T911KJOhKGHTorXdO3nJjxlAR2bQ39PHQ56vePxIMht4Qcd10d/jIRhEJv/ewefvLF34hEdl7+minkcgzFQ8da/vpG7u67PE5EYAAANDLlqnToldHvPzsuRWl7PNiyu+LjI3uY7QMvi518HUul/Haqvr1196efn3fr26ZsyPzybTmD3b4r++Xdu2NZ4vTR48SkR/elfKta5rPHjMkhltccWHvv0uU8z0JWkSq8n9R8Pymq+M/k1IG9U+0Fwqf37T6R2O77nVJuAsMAABdjJjf+emCIZ/f0+/cn3CPL7rPXkh6pjK6zDRERCxLFReOHPKVPq+t2TbjYMHCP2x77Y3G7zQvVFHnqu7YMEmJ8cG2w5LYv2PfcS9FPc85tqW5T3g8V9npZ8yga6I32Y9bTIz/AqZv+FtgAADopXHt2sY330oY0G/onKe72dzWLCKS2Pm+rf9pOHemzDRdFVVbIquW4RrctP+5jFV+T5+PksYOa35XlHju/r3EcsZ3MvpC7KSEXpHl1jNBEUlO6jw/FBk/1eyz9+3Vu/ON+heDAAQAAC7KfzeEImll0eqt0ZuGDLhm3NdvEJE7Nt7rmrCsy65XHE6BAQCAi5Kd5vacvQerpGhkyDr7+GeRO74xRETCShyRfoQZIAAAcKl2tFiNPssQWV+zf9+Rk6Xfy0x2q6x+X8wN6j2DAAQAALTDKTAAAKAdAhAAANAOAQgAAGiHAAQAALTz/xXZERjjM5Q0AAAAAElFTkSuQmCC\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "gm2.fillareaopacity = [100.]\n",
- "gm2.fillareastyle = \"hatch\"\n",
- "gm2.fillareacolors = [\"red\"]\n",
- "x.clear()\n",
- "x.plot(clt,gm)\n",
- "x.plot(bad,gm2,tmpl2)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Patterns legend\n",
- "[(top)](#top)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 13,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# could even have a legend\n",
- "tmpl2.legend.x1 = .54\n",
- "tmpl2.legend.x2 = .62\n",
- "tmpl2.legend.y1 = .885\n",
- "tmpl2.legend.y2 = .985\n",
- "tmpl2.legend.priority=1\n",
- "gm2.legend = {.5:\" Bad\"}\n",
- "x.clear()\n",
- "x.plot(clt,gm)\n",
- "x.plot(bad,gm2,tmpl2)"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python [conda env:nightly2]",
- "language": "python",
- "name": "conda-env-nightly2-py"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.14"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/docs/Jupyter/Taylor_Diagrams.ipynb b/docs/Jupyter/Taylor_Diagrams.ipynb
deleted file mode 100644
index e0896029a..000000000
--- a/docs/Jupyter/Taylor_Diagrams.ipynb
+++ /dev/null
@@ -1,633 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Taylor Diagram\n",
- "\n",
- "This turorial is for creating Taylor Diagram using [UV-CDAT](https://uvcdat.llnl.gov)'s VCS.\n",
- "\n",
- "Taylor diagrams are mathematical diagrams designed to graphically indicate which of several approximate representations (or models) of a system, process, or phenomenon is most realistic. This diagram, invented by Karl E. Taylor in 1994 (published in 2001) facilitates the comparative assessment of different models. It is used to quantify the degree of correspondence between the modeled and observed behavior in terms of three statistics: the Pearson correlation coefficient, the root-mean-square error (RMSE) error, and the standard deviation. Taylor diagrams have widely been used to evaluate models designed to study climate and other aspects of Earth’s environment. [See [Wiki](https://en.wikipedia.org/wiki/Taylor_diagram#cite_note-8) and [Taylor (2001)](http://onlinelibrary.wiley.com/doi/10.1029/2000JD900719/abstract) for details]\n",
- "\n",
- "Reference: [Taylor, K. E. 2001: Summarizing multiple aspects of model performance in a single diagram. Journal of Geophysical Research, 106(D7): 7183-7192](http://onlinelibrary.wiley.com/doi/10.1029/2000JD900719/abstract)\n",
- "\n",
- "© Software was developed by Charles Doutriaux and UVCDAT team, and tutorial was written by Charles Dutriaux and Jiwoo Lee. (18 Sep. 2017)\n",
- "\n",
- "Used environment version in this tutorial:\n",
- "- uvcdat 2.12\n",
- "- vcs 2.12\n",
- "- mesalib 17.2.0"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Contents: \n",
- "([Top](#top))\n",
- "- [Create VCS canvas](#vcs)\n",
- "- [Prepare input data](#input)\n",
- "- [Reference Line](#ref_line)\n",
- "- [Markers](#markers)\n",
- "- [Alternative way of setting makers](#markers2)\n",
- "- [Connecting line between dots](#lines)\n",
- "- [Grouping using split lines](#lines2)\n",
- "- [Legend](#legend)\n",
- "- [Additional Axes](#axes)\n",
- "- [Two quadrans Taylor Diagram](#2quad)\n",
- "- [Controllable components](#comp)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Create VCS canvas\n",
- "([Top](#top))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "import vcs\n",
- "x = vcs.init()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Prepare input data\n",
- "([Top](#top))\n",
- "\n",
- "Correlation and standard deviation are required. Here we create dummy input named as \"data\" for test."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "data:\n",
- "[[ 1.6 0.2 ]\n",
- " [ 1.7 0.5 ]\n",
- " [ 1.5 0.7 ]\n",
- " [ 1.2 0.85]\n",
- " [ 0.8 0.9 ]\n",
- " [ 0.9 0.95]\n",
- " [ 0.98 0.99]]\n",
- "data shape: (7, 2)\n"
- ]
- }
- ],
- "source": [
- "# Create dummy 7 data\n",
- "import MV2\n",
- "corr = [.2, .5, .7, .85, .9, .95, .99]\n",
- "std = [1.6, 1.7, 1.5, 1.2 , .8, .9, .98]\n",
- "data = MV2.array(zip(std, corr))\n",
- "data.id = \"My Taylor Diagram Data\"\n",
- "\n",
- "print 'data:\\n', data\n",
- "print 'data shape:', data.shape"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Plot the beginning version using VCS module. \"vcs.createtaylordiagram\" is for creating template. "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 3,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "taylor = vcs.createtaylordiagram()\n",
- "x.plot(data,taylor)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Reference Line\n",
- "([Top](#top))\n",
- "\n",
- "Curved line in the plot indicates a reference line. Let's' your reference data (e.g. observation) has 1.2 as standard deviation. You may want to move the line to cross 1.2, as below."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Reference point\n",
- "taylor.referencevalue=1.2\n",
- "x.clear()\n",
- "x.plot(data,taylor)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Markers\n",
- "([Top](#top))\n",
- "\n",
- "You may want to identify dots where they are coming from. You can adjust marker as shape and/or string, and create the legend. "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Markers attributes\n",
- "ids = [\"A1\",\"A2\",\"A3\",\"B1\",\"C1\",\"C2\",\"C3\"]\n",
- "id_sizes = [20., 15., 15., 15., 15., 15., 15.,]\n",
- "id_colors = [\"red\",\"orange\",\"green\",\"cyan\",\"blue\",\"purple\",\"black\"]\n",
- "symbols = [\"square\",\"dot\",\"circle\",\"triangle_right\",\"triangle_left\",\"triangle_up\",\"triangle_down\"]\n",
- "colors = [\"red\",\"orange\",\"green\",\"cyan\",\"blue\",\"purple\",\"black\"]\n",
- "sizes = [20., 5., 20., 20., 20., 20., 20.,]"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "For text strings:\n",
- "- ids: Data id. It could be model or dataset names\n",
- "- id_sizes: Size of text string\n",
- "- id_colors: Color of text string\n",
- "\n",
- "For symbols:\n",
- "- symbols: Shape of markers\n",
- "- colors: Color of markers\n",
- "- sizes: Size of markers\n",
- "\n",
- "\"id_colors\" and \"colors\" do not need to be identical."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "taylor = vcs.createtaylordiagram()\n",
- "for i in range(len(data)):\n",
- " taylor.addMarker(id=ids[i],\n",
- " id_size=id_sizes[i],\n",
- " id_color=id_colors[i],\n",
- " symbol=symbols[i],\n",
- " color=colors[i],\n",
- " size=sizes[i])\n",
- "x.clear()\n",
- "x.plot(data,taylor)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Adjust position of text string to avoid overlapping by using \"xoffset\" and \"yoffset\", which gives relative position from each of (x, y) points."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "taylor = vcs.createtaylordiagram()\n",
- "for i in range(len(data)):\n",
- " taylor.addMarker(id=ids[i],\n",
- " id_size=id_sizes[i],\n",
- " id_color=id_colors[i],\n",
- " symbol=symbols[i],\n",
- " color=colors[i],\n",
- " size=sizes[i],\n",
- " xoffset=-2.5,\n",
- " yoffset=2.5)\n",
- "x.clear()\n",
- "x.plot(data,taylor)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Alternative way of setting makers\n",
- "([Top](#top))\n",
- "\n",
- "Instead of using for loop and \"taylor.addMarker\" function, you can store those pre-defined values to the Taylor diagram template directly."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 8,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Other way to set marker attributes\n",
- "taylor = vcs.createtaylordiagram()\n",
- "taylor.Marker.id = ids\n",
- "taylor.Marker.id_size = id_sizes\n",
- "taylor.Marker.id_color = id_colors\n",
- "taylor.Marker.symbol = symbols\n",
- "taylor.Marker.color = colors\n",
- "taylor.Marker.size = sizes\n",
- "taylor.Marker.xoffset = [-2.5,]*len(data)\n",
- "taylor.Marker.yoffset = [2.5]*len(data)\n",
- "x.clear()\n",
- "x.plot(data,taylor)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Connecting line between dots\n",
- "([Top](#top))\n",
- "\n",
- "If needed you can draw connecting lines between individual dots. Below example connects all dots in order of data"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "taylor.Marker.line = [\"tail\",\"line\",\"line\",\"line\",\"line\",\"line\",\"head\"]\n",
- "taylor.Marker.line_type = [\"solid\",]*len(data)\n",
- "taylor.Marker.line_color = [\"dark grey\",]*len(data)\n",
- "taylor.Marker.line_size = [5.,5.,5.,5.,5.,5.,5.]\n",
- "x.clear()\n",
- "x.plot(data,taylor)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Grouping using split lines\n",
- "([Top](#top))\n",
- "\n",
- "Let's assume that you want to group your data. You can split lines by giving \"None\" for one of lines."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "#let's split the line into 2 set of line with an empty marker in-between\n",
- "# First line dashed\n",
- "taylor.Marker.line = ['tail', 'line', 'head', None, 'tail', 'line', 'head']\n",
- "taylor.Marker.line_type = [\"dash\",\"dash\",\"dash\",\"solid\",\"solid\",\"solid\",\"solid\"]\n",
- "x.clear()\n",
- "x.plot(data,taylor)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Legend\n",
- "([Top](#top))\n",
- "\n",
- "You can add separate legend where you want. \n",
- "- x1, x2, y1, y2: in ratio. Full page width and length are considered as 1. "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 11,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Legend postionment for 1 quadran\n",
- "x.clear()\n",
- "template = vcs.createtemplate(source=\"deftaylor\")\n",
- "template.legend.x1 = .5\n",
- "template.legend.x2 = .6\n",
- "template.legend.y1 = .2\n",
- "template.legend.y2 = .65\n",
- "template.legend.line = \"black\"\n",
- "x.plot(data,taylor,template)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Additional Axes\n",
- "([Top](#top))\n",
- "\n",
- "- You can add aditional isoline to show additional measure of skill. \n",
- "- See Figure 10 and 11 of \"[Taylor 2001: Summarizing multiple aspects of model performance in a single diagram, Journal of Geophysical Research, 106(D7): 7183-7192](http://onlinelibrary.wiley.com/doi/10.1029/2000JD900719/abstract)\", for details. "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/Users/doutriaux1/anaconda2/envs/nightly2/lib/python2.7/site-packages/vcs/VTKPlots.py:1005: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n",
- "Check the NumPy 1.11 release notes for more information.\n",
- " data[:] = numpy.ma.masked_invalid(data, numpy.nan)\n"
- ]
- },
- {
- "data": {
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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "#Skill scrores\n",
- "x.clear()\n",
- "x.plot(data,taylor,skill=taylor.defaultSkillFunction)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 13,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "import numpy\n",
- "def mySkill(s,r):\n",
- " return (4*numpy.ma.power(1+r,4))/(numpy.power(s+1./s,2)*numpy.power(1+r*2.,4))\n",
- "x.clear()\n",
- "x.plot(data,taylor,skill=mySkill)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Two quadrans Taylor Diagram\n",
- "([Top](#top))\n",
- "\n",
- "- When you have negative value for correlation you may want to expend your plot to the other side. \n",
- "- See Figure 2 of \"[Taylor 2001: Summarizing multiple aspects of model performance in a single diagram, Journal of Geophysical Research, 106(D7): 7183-7192](http://onlinelibrary.wiley.com/doi/10.1029/2000JD900719/abstract)\", for details. "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Negative correlation: Two quadrans\n",
- "taylor.quadrans = 2 # default: 1\n",
- "\n",
- "# Tweak input data to have negative number\n",
- "data2 = data.copy()\n",
- "data2[0,1] = -data2[0,1]\n",
- "\n",
- "# Plot\n",
- "x.clear()\n",
- "x.plot(data2,taylor)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Controllable components\n",
- "([Top](#top))\n",
- "\n",
- "\"taylor.list()\" allows you to check available controllable components"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "---------- Taylordiagram (Gtd) member (attribute) listings ----------\n",
- "graphic method = Gtd\n",
- "name = __taylordiagram_714979654657298\n",
- "detail = 75\n",
- "max = None\n",
- "quadrans = 1\n",
- "skillValues = [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 0.95]\n",
- "skillColor = (74.50980392156863, 74.50980392156863, 74.50980392156863, 100.0)\n",
- "skillDrawLabels = y\n",
- "skillCoefficient = [1.0, 1.0, 1.0]\n",
- "idsLocation = 0\n",
- "referencevalue = 1.0\n",
- "arrowlength = 0.05\n",
- "arrowangle = 20.0\n",
- "arrowbase = 0.75\n",
- "xticlabels1 = *\n",
- "xmtics1 = *\n",
- "yticlabels1 = *\n",
- "ymtics1 = *\n",
- "cticlabels1 = *\n",
- "cmtics1 = *\n",
- "Marker\n",
- " status = []\n",
- " line = []\n",
- " id = []\n",
- " id_size = []\n",
- " id_color = []\n",
- " id_font = []\n",
- " id_location = []\n",
- " symbol = []\n",
- " color = []\n",
- " size = []\n",
- " xoffset = []\n",
- " yoffset = []\n",
- " line_color = []\n",
- " line_size = []\n",
- " line_type = []\n"
- ]
- }
- ],
- "source": [
- "taylor = vcs.createtaylordiagram()\n",
- "taylor.list()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "![test](https://user-images.githubusercontent.com/2781425/29979756-9cc4169c-8efb-11e7-8b84-7be02b099c2b.jpg)"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python [conda env:cdat8]",
- "language": "python",
- "name": "conda-env-cdat8-py"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.14"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/docs/Jupyter/Text_Objects.ipynb b/docs/Jupyter/Text_Objects.ipynb
deleted file mode 100644
index caa670e7f..000000000
--- a/docs/Jupyter/Text_Objects.ipynb
+++ /dev/null
@@ -1,737 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Text Objects Tutorial\n",
- "\n",
- "This tutorial is for creating and manipulating text objects using [CDAT](https://uvcdat.llnl.gov)'s VCS.\n",
- "\n",
- "\n",
- "© Software was developed by Charles Doutriaux and CDAT team, and tutorial was written by Charles Doutriaux (February 2018)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Contents: \n",
- "([Top](#top))\n",
- "- [Create VCS canvas](#vcs)\n",
- "- [Basic Text](#basic)\n",
- "- [Basic Controls](#basic_controls)\n",
- " - [Text Table Objects](#tt)\n",
- " - [Fonts](#font)\n",
- " - [Color](#color)\n",
- " - [Position](#pos)\n",
- " - [Text Orientation Objects](#to)\n",
- " - [Size](#size)\n",
- " - [Angle](#angle)\n",
- " - [Horizontal Alignement](#hor)\n",
- " - [Vertical Alignement](#ver)\n",
- "- [Altering the viewport](#vp)\n",
- "- [Altering the worldcoordinates](#wc)\n",
- "- [Bringing it all together: Adding text on top of plots](#overlay)\n",
- "- [Utilities](#utils)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Create VCS canvas\n",
- "([Top](#top))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "import vcs\n",
- "x = vcs.init(bg=True, geometry=(800,600))"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Basic Text\n",
- "([Top](#top)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Create a text object\n",
- "txt = vcs.createtext()\n",
- "txt.x = [.5]\n",
- "txt.y = [.5]\n",
- "txt.string= ['Hello World']\n",
- "x.plot(txt)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Basic Controls \n",
- "Text objects are really a combination of two type of VCS objects, a texttable object and a textorientation object\n",
- "you can see this by using the `list` function"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "---------- Text combined (Tc) member (attribute) listings ----------\n",
- "secondary method = Tc\n",
- " ---------- Text Table (Tt) member (attribute) listings ----------\n",
- "Tt_name = __texttable_540587217932721\n",
- "font = 1\n",
- "spacing = 2\n",
- "expansion = 100\n",
- "color = [0.0, 0.0, 0.0, 100.0]\n",
- "fillincolor = 0\n",
- "priority = 1\n",
- "string = ['Hello World']\n",
- "viewport = [0.0, 1.0, 0.0, 1.0]\n",
- "worldcoordinate = [0.0, 1.0, 0.0, 1.0]\n",
- "x = [0.5]\n",
- "y = [0.5]\n",
- "projection = default\n",
- " ---------- Text Orientation (To) member (attribute) listings ----------\n",
- "To_name = __textorientation_241302690227980\n",
- "height = 14\n",
- "angle = 0\n",
- "path = right\n",
- "halign = left\n",
- "valign = half\n"
- ]
- }
- ],
- "source": [
- "txt.list()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Texttable \n",
- "\n",
- "The text table is mainly used to control the following:\n",
- "- font: which font to use\n",
- "- spacing: deprecated and not used\n",
- "- expansion: deprecated and not used\n",
- "- color: string or rgb[a]\n",
- "- fillincolor: deprecated and not used\n",
- "- priority: essentially the layer on the canvas onto which to draw the text\n",
- "- string: message to draw\n",
- "- viewport: area f interest on the vcs canvas (see bellow)\n",
- "- worldcoordinate: corner values of the area of interest above (see bellow)\n",
- "- x: x postiion (to be located using worldcoordinate above)\n",
- "- y: y position (to be located using worldcoordinate above)\n",
- "- projection: if we want to use a projection -> vcs projection object\n",
- "\n",
- "#### Fonts\n",
- "\n",
- "You can obtain the list of fonts available via:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "['Adelon',\n",
- " 'Arabic',\n",
- " 'AvantGarde',\n",
- " 'Chinese',\n",
- " 'Clarendon',\n",
- " 'Courier',\n",
- " 'DejaVuSans',\n",
- " 'DejaVuSans-Bold',\n",
- " 'DejaVuSans-BoldOblique',\n",
- " 'DejaVuSans-ExtraLight',\n",
- " 'DejaVuSans-Oblique',\n",
- " 'DejaVuSansCondensed',\n",
- " 'DejaVuSansCondensed-Bold',\n",
- " 'DejaVuSansCondensed-BoldOblique',\n",
- " 'DejaVuSansCondensed-Oblique',\n",
- " 'Greek',\n",
- " 'Hebrew',\n",
- " 'Helvetica',\n",
- " 'Maths1',\n",
- " 'Maths2',\n",
- " 'Maths3',\n",
- " 'Maths4',\n",
- " 'Russian',\n",
- " 'Times',\n",
- " 'default']"
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "vcs.listelements(\"font\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "txt.font = \"DejaVuSans\"\n",
- "x.clear()\n",
- "x.plot(txt)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "You can also load your custom fonts"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "import os, sys\n",
- "x.addfont(os.path.join(sys.prefix,\"share\",\"vcs\",\"Clarendon.ttf\"),\"newfont\")\n",
- "txt.font = \"newfont\"\n",
- "x.clear()\n",
- "x.plot(txt)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "#### Color "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "txt.color = (100,0,0,25) # or color index or string e.g \"pink\"\n",
- "x.clear()\n",
- "x.plot(txt)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "#### Position\n",
- "\n",
- "The coordinates x/y control where the text will be plotted.\n",
- "The worldcoordinate attribute determine the coordiante values at the corner of the areawhere we can plot, this area is called viewport and covers the whole canvas by default. \n",
- "\n",
- "By default the lower-left corner has coordinate (0, 0) and the upper-right (1,1)\n",
- "\n",
- "To move the text closer from the upper-right corner one can do:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 8,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "txt.x = .75\n",
- "txt.y = .75\n",
- "x.clear()\n",
- "x.plot(txt)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Textorientation \n",
- "\n",
- "The other component of a text object is the text orientation. It is mainly used to control the following:\n",
- "- height: size of the text\n",
- "- angle: rotation of the text (positive angle means rotating clockwise)\n",
- "- path: deprecated no longer used\n",
- "- halign: horizontal alignment\n",
- "- valign: vertical alignment\n",
- "\n",
- "#### Size \n",
- "\n",
- "The height attribute allows to control the font's size"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "txt.height = 25\n",
- "x.clear()\n",
- "x.plot(txt)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "#### Angle \n",
- "\n",
- "One can rotate the text as follow (positive angle in degrees mean clockwise rotation)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "txt.angle = 45\n",
- "x.clear()\n",
- "x.plot(txt)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "#### Horizontal Alignement \n",
- "\n",
- "The text can also be aligned horizontally, valid options are \"left\", \"center\", \"right\"\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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AIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCEjR9tAQDAmJh14gUjHO1bcs7glYO/ffETWADAljY4ra696L17ztxl+IKR8+tFTmABAFvOvav+711n/2t7PMKmVPvQ729jCSwAYAsZHEyD6+qm1U8eO/2lVTVn+apqtaqalYfMbK8ZfMrnb7z9suuXV2+Hzd7r4x/+yxEWDNHrzuNmhV3XK7Saphk+CwBbg1bL78Et58CTLlq/fkN7PDhK5ixfdfoeO+434fY7V39x/v5XvrChGT+uNfjEdu4MeSSrPdhpyva3XPY3nevMu2hDs6F/zajPbA2/7JBDVXX1or+ePm2Hqlp48b//+L41VfX1K/62fejb37vv3H/5Uq8r+CtCAGBL6K+rfg881ldVKw+d+a5XTL5rzRfbk0PqqkZMpf66qqqV15zdt+SclYv/vv3tJu5CfXDRkq7zfUvO6Vtyzh+/erepkydNnTzpJa3Ou2p/O3XypKMOft0Ib0xgAQBjbvjNwefXP3X7Q5+rqjvWPltVx+976S7b77n47gXtr17XGdW4ca3+7hmhsfoPrfzhA73WbIpejSWwAICxtexbPxg+OeEl28/b74o5y1edevfDVTVh3MQj/+jM4cva+pacc/tdP+t1dLhNaawR9p+G7qH1mutNYAEAY6v9rFLbFy/5wLDjzZzlD7VH8/e/sqpa3WLmTa//oy6zv5H1GzZ68G54hN0x2vNboxJYAMCWM3O3l7UHc5av+s5jz608dObKQ2e2G2vO8lVVNX//K+ftd+WcFQ/NWb5qzoqHRrzYSEbYxDpw/oXtoyf+2Zyhp4UILADgd+OUu/+vM2q1qlUb3YZrmmq1aoz/xvP0k45oDzbhifjNeycCCwAYQ7N7tUurtfKQGZ2Nq6appll56Iyquub7C5751bqVh86spvn3WdO7n/tb2ISWChBYAMAY6rXzs/KQGUt/8URVU9X69Y3Cuub7C6paX/zxWVW18tCZr9l+mx5n/1YGP97eP1615tEey9s85A4A/D745L1rh8w0TVU1Y/fpryNsX73j9Mt7HfoN+K9yAIDfgfb/irPykBlV9asNzy79wWnt+bfvdcFLJ0zrLKhq72wFtbesbuu754xLbjjq4Ned/8G/GPIf8vSwec1nBwsAGEP/8N6jehxp9UfLdT88rf3RDPP3v3JQXW3eXblRPbruqf7xGZfcUFXLvvWD+3/xSP/kiJm1eW9GYAEAY+jYw1/fdX7Pl07oT6x5+1055K7gf//WG1f9tdT/lNWRp1w6/MNFX/2KabVJNm8Hyy1CAGDLOfx9l3zjc6dX1TV/umv9eqdq5aEz2h8x+vkH113xwLr2TPuPCsfIkNLqv0s468QLenzCux0sAODFZNJ2E/rHjz/1bHvw88e/VzX0U9uveODxqtrc7aLhhm9fzTrxgpdO2q73GWECCwAYWyv+7Yzhk7vv8CeL716w8pDOTlX7A7Ha4/P27nLbbhOeQ+8YXldtt/3r6d2Wd3zlnxe2B6sfWTf86A9/9j/DJ0cgsACAMTe4dfoDqH1b8Nc6u1YrD5151K6TamO97txd/G+39I//6Qu3zDrxgvbF+5ac0/UVR7D0lr724JjTPjvyyk3RGruPmgCAF7lWy+/BLWdI5fQH0JwVD1VT/U9cLb57QavVmrffFUNO7FtyzudvvP2y65dXb1+69NSX7zxl8MyRp1w6+I8Ha9i2VlvXAmuv7BVnPR7V6vCDBcDWS2BtYb0aa7DFdy845JUfmDnlgMGnjFwzL0J+sADYegmsLe9/Hl73F3+z0T24XvH0xpMuemH9hgs+dOyRB+3TdcGLmR8sALZeAut3ZVMeiqrfw42rfn6wANh6CazfucMXfOrxJ58ZMvn721X9/GABsPUSWIwRH9MAABD2/89f3IIbXr4LAAAAAElFTkSuQmCC\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "txt.angle=0\n",
- "# let's create a line to see alignment\n",
- "line = vcs.createline()\n",
- "line.x = txt.x, txt.x\n",
- "line.y = 0,1\n",
- "txt.halign = \"left\"\n",
- "x.clear()\n",
- "x.plot(line)\n",
- "x.plot(txt)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 15,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "txt.halign=\"center\"\n",
- "x.clear()\n",
- "x.plot(txt)\n",
- "x.plot(line)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 17,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 17,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "txt.halign=\"right\"\n",
- "x.clear()\n",
- "x.plot(txt)\n",
- "x.plot(line)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "#### Vertical Alignement \n",
- "\n",
- "The text can also be aligned vertically, valid options are \"top\", \"half\", \"bottom\", \"cap\"\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 19,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 19,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "line.y = txt.y, txt.y\n",
- "line.x = 0,1\n",
- "txt.halign=\"left\" #default\n",
- "txt.valign = \"top\" # Top of string is aligned\n",
- "x.clear()\n",
- "x.plot(txt)\n",
- "x.plot(line)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 20,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": "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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 20,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "txt.valign = \"half\" # Center of string is aligned\n",
- "x.clear()\n",
- "x.plot(txt)\n",
- "x.plot(line)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 23,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 23,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "txt.valign = \"bottom\" # Bottom of string is aligned\n",
- "x.clear()\n",
- "x.plot(txt)\n",
- "x.plot(line)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Worldcoordinate\n",
- "([Top](#top))\n",
- "\n",
- "Sometimes we would like to position the text based on actual coordinate rather than % of the page.\n",
- "In order to do this we need to let VCS know about the coordinates of its viewing area.\n",
- "\n",
- "Assuming we are drawing on a worldmap:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 25,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 25,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "txt.halign = \"center\"\n",
- "txt.valign = \"half\"\n",
- "txt.worldcoordinate = [-180,180, -90,90]\n",
- "txt.x = -77.0369\n",
- "txt.y = 38.9072\n",
- "txt.string = \"Washington D.C.\"\n",
- "x.clear()\n",
- "x.plot(txt)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Viewport\n",
- "([Top](#top))\n",
- "\n",
- "Sometimes we do not want the coordinate system to cover the whole page, but rather an area where data was plotted.\n",
- "\n",
- "To control this are, one uses \"viewport\".\n",
- "\n",
- "To move or viewport to represent the lower/right part of the canvas we would do:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 49,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 49,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "txt.viewport=[0.5,1,0,.5] #xs then ys\n",
- "fa = vcs.createfillarea()\n",
- "fa.x = [0.5, 1, 1, .5]\n",
- "fa.y = [0, 0, .5, .5]\n",
- "fa.color=[(80,80,80)]\n",
- "fa.style=\"hatch\"\n",
- "fa.index=12\n",
- "x.clear()\n",
- "x.plot(fa)\n",
- "x.plot(txt) # we do not need to tweak or text object coordinates at all"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Bringing it all together: Adding text on top of plots \n",
- "\n",
- "Let's plot washington DC on a map of the U.S.A."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 56,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 56,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "vcs.download_sample_data_files()\n",
- "import cdms2\n",
- "f = cdms2.open(vcs.sample_data+\"/clt.nc\")\n",
- "lon1 = -130.\n",
- "lon2 = -70.\n",
- "lat1= 25.\n",
- "lat2 = 50\n",
- "s = f(\"clt\",latitude=(lat1,lat2), longitude=(lon1, lon2))\n",
- "tmpl = vcs.createtemplate()\n",
- "iso = vcs.createisofill()\n",
- "iso.datawc_x1 = lon1\n",
- "iso.datawc_x2 = lon2\n",
- "iso.datawc_y1 = lat1\n",
- "iso.datawc_y2 = lat2\n",
- "\n",
- "txt.viewport = [tmpl.data.x1, tmpl.data.x2, tmpl.data.y1, tmpl.data.y2]\n",
- "txt.worldcoordinate = [lon1, lon2, lat1, lat2]\n",
- "\n",
- "x.plot(s,tmpl,iso, continents=3)\n",
- "x.plot(txt)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python [conda env:py3]",
- "language": "python",
- "name": "conda-env-py3-py"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.6.4"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/docs/Jupyter/VCS_Principles.ipynb b/docs/Jupyter/VCS_Principles.ipynb
deleted file mode 100644
index 5babc9350..000000000
--- a/docs/Jupyter/VCS_Principles.ipynb
+++ /dev/null
@@ -1,710 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Visualization Control System Principles\n",
- "\n",
- "[Table Of Content](#toc)\n",
- "\n",
- " * [Introduction](#intro)\n",
- " * [What](#what)\n",
- " * [How](#how)\n",
- " * [one dimensional](#1d)\n",
- " * [boxfill](#box)\n",
- " * [isoline](#isol)\n",
- " * [isofill](#isof)\n",
- " * [streamlines](#stream)\n",
- " * [meshfill](#mesh)\n",
- " * [vectors](#vec)\n",
- " * [taylor diagrams](#taylor)\n",
- " \n",
- " * [Where](#where)\n",
- " * [Secondary Objects](#secondary)\n",
- " * [Text Objects](#text)\n",
- " * [Line/Polygon Objects](#line)\n",
- " * [Filled Polygons Objects](#fillarea)\n",
- " * [Marker Objects](#marker)\n",
- " * [Colormaps](#colormap)\n",
- " * [Projections](#projection)"
- ]
- },
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- "execution_count": 1,
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- "Downloading: 'th_yr.nc' from 'https://uvcdat.llnl.gov/cdat/sample_data/' in: /Users/doutriaux1/anaconda2/envs/cdat8/share/uvcdat/sample_data/th_yr.nc\n",
- "Downloading: 'th_yr.nc' from 'https://uvcdat.llnl.gov/cdat/sample_data/' in: /Users/doutriaux1/anaconda2/envs/cdat8/share/uvcdat/sample_data/th_yr.nc\n",
- "Downloading: 'th_yr.nc' from 'https://uvcdat.llnl.gov/cdat/sample_data/' in: /Users/doutriaux1/anaconda2/envs/cdat8/share/uvcdat/sample_data/th_yr.nc\n"
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- "\n"
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- ""
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- "source": [
- "# VCS Objects definitions\n",
- "import vcs\n",
- "import cdms2\n",
- "import os\n",
- "vcs.download_sample_data_files()\n",
- "with cdms2.open(os.path.join(vcs.sample_data,\"clt.nc\")) as f:\n",
- " clt = f(\"clt\")\n",
- " u = f(\"u\")\n",
- " v = f(\"v\")\n",
- "with cdms2.open(os.path.join(vcs.sample_data,\"sampleCurveGrid4.nc\")) as f:\n",
- " curv = f(\"sample\")\n",
- "with cdms2.open(os.path.join(vcs.sample_data,\"sampleGenGrid3.nc\")) as f:\n",
- " gen = f(\"sample\")\n",
- "\n",
- "x = vcs.init(geometry=(600,400),bg=True)\n",
- "\n",
- "# Styling for notebook\n",
- "from IPython.core.display import HTML\n",
- "HTML(\"\"\"\n",
- "\n",
- "\"\"\")"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Introduction\n",
- "\n",
- "VCS Allows scientists to produce highly customized plots. Everything can be precisely and logically controlled, without any *guessing* game\n",
- "\n",
- "Essentially a vcs plot can be broken down into three parts\n",
- "\n",
- "**WHAT** is plotted (e.g data and labels) **HOW** it is rendered (isolines, boxfill, isofill, vectors, etc...) and **WHERE** (location on the page each elements is to be plotted)\n",
- "\n",
- "## What\n",
- "\n",
- "This is the scientific piece of information that the user is trying to represent for others (or self) to understand. It can be as raw as a simple numpy object. But it is recommended to use [CDMS](https://github.com/uv-cdat/cdms)'s transient variables. CDNS transient variables contain metadata such as name, units, geospatial information, that can be used by VCS to represent data better.\n",
- "\n",
- "The [tutorials] section has many documents for CDMS. The CDMS documentation can be found [here](http://readthedocs.org/projects/cdms/)\n",
- "\n",
- "## How\n",
- "\n",
- "This describe the data representation, at the highest level it is a `graphics method` i.e *boxfill*, *isofill*, *vectors*, *streamlines*, *line plot*, etc... But it also contains information to further control these plot types, e.g which colors to use, which levels, lines thickness, etc... \n",
- "\n",
- "Graphic methods also describe how axes and labels show be represented (e.g which axes values to show and which text to use for it, the user might want to show the `-20.` longitude represented as `20S` or the date `2020-01-15` shown as `Jan 2020` \n",
- "\n",
- "Currently VCS supports the following graphic methods:\n",
- "\n",
- "### Boxfill\n",
- "\n",
- "Boxfill is used to represent 2 dimensional arrays, filling each array cell with a color representing its value. In the case of rectilinear grids (x and y axes can be representing by a 1 dimension array) represented via CDMS, we use the axes **bounds** to determine the extends of each cell. This is especially useful if an axis is not increasing constantly (e.g, gaussian grid, pressure levels)\n",
- "\n",
- "For more information on boxfill please see the [dedicated tutorial](https://cdat.llnl.gov/Jupyter/boxfill/boxfill.html)."
- ]
- },
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- "cell_type": "code",
- "execution_count": 2,
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- "/Users/doutriaux1/anaconda2/envs/cdat8/lib/python2.7/site-packages/vtk/util/numpy_support.py:135: FutureWarning: Conversion of the second argument of issubdtype from `complex` to `np.complexfloating` is deprecated. In future, it will be treated as `np.complex128 == np.dtype(complex).type`.\n",
- " assert not numpy.issubdtype(z.dtype, complex), \\\n"
- ]
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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "gm = vcs.createboxfill()\n",
- "x.plot(clt, gm)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Isoline\n",
- "\n",
- "Isoline is a line on a map, chart, or graph connecting points of equal value.\n",
- "\n",
- "For more information on isolines please see the [dedicated tutorial]()."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 3,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "gm = vcs.createisoline()\n",
- "x.clear()\n",
- "x.plot(clt,gm)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Isofill\n",
- "\n",
- "Isofill is similar to isolines (and usually plotted in conjounction with it) except that the are between two consecutive isoline is filled with a color representing the range of values in this area.\n",
- "\n",
- "For more information on boxfill please see the [dedicated tutorial]()."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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Ojo8dUkAiOSxtSZYbu0amxvsT0Yuns5tRvM6KTuXnaErycynaoXtKtJrKRIqbLznlFUJu45S4U7kZPlU+5CQtbaNKuYTkJN0FE6ngjgVrYoeYaFzXoshhCPcBk7rIFcC9paQNIxH6xcvXGVNoTIpTykFZqyOE5UeN89aEe3z0VyrWCzhWIezo6Dhy5MjZZ58NADt37uzt7Z01a9ahQ4dyudzkyZMBYM+ePWeddZZyBf3x7MaiJAxVz0xNtPVYsF+kY+Wy2CEpaVzXEjtE4lVBRe1mb1we+pOC6zh2LlnhPbJptVwUpLftIenYOkk7o2VEm5p0TqQLXSfFucMBe/ccQpLepP34oe0mJiHcsmXLt771rcbGxre//e09PT246fa6dev4ptsf+chHxF6jEB7Iu0anyFIobeesQASpwrhPpEtdCrkyElIXBW+RK2o3p34fftjeNTV0jCCdE8kbrcVnTRqkRcSV3YtYflohaWcssqsKkgaKLHFp/v0w6bB2PSD6GnL2+YVSUVpDasH7FN4mXdaaNC2o/8lPfvKrX/3qzW9+85EjR37+85/bN922jM3TWYd0lLyao93M0p9DpOg83su23z2geejKoAS6bg1ib5fGigspX1RrLfadNC+EXQsR/lApNJujNP5o0VmeHdh1jMfbid5hycG+KcZnopXyv4YacCWh++E3g30wRedFyiFvKbCYypLfqt6MdyxYY1GrdJg8wpNOOumPf/xjT0/P2Wef7W66/cgjj4Q23eZ2KmSS8OEr0/Go5izVbCF1c099oo64rOio3I4kCn6SvFpGNqmVj/D2h6jmuRSjggDQuK6FP4t7/3SfwqHUS0lp6sqDu8/Cr6MrIt0e3Rh+o9ynRVl13zTqZFN5KgMOeysta/BW4OofH1wm6tol15JSofujpb1tvbFRx9+hHFQ0JiH87ne/+7WvfW3q1Knnnnvu2LFj+/r6amtrjx07hn9taWmZN29eT0+P/qpGXRQrKYdQREWWu4+lxjJYdr/3Gpqm1WstfmFUBqKm0MXtEin0LwWhhhcSb7xPesClbYvxQ1Lp5SjPPn98OwQuLlQkFGjAShGKmEi/XXT7xa8mfoiXKt0/fskfx+jzuW1VyfuNolsGcbd9kOP/7Fgy2Jvsw75hi1cLU1tOiDUYQunyQmJK6CCaQqM//elPf/CDH9TV1b3tbW97wxveYN90mwyEl5DVqJgclhb7erh0XVQfHfPBqTegFDIrioK6N+8d8gsD6tU/OsbuDxUvgboXlQ4ugbM3LvfepC6H0Uk+fk2UQGRz90x+ZbxO55IVXpubyDmD5CoYRTiyxZS8vWd5KYdn4/ViuY8rwgniAEFUIYopPQGVhvHZQ8fbXZfo04Gts7c2329Rq3SYhBAAent7+/v7Tz31VEiy6TYJoejP9FkxGZYiHkkYcxSjwaKm1WtDoZsolnxIUoKQ5xc1qd6a5b3F2yuoCfH2oyNaVzEtSnTmHQvW6IM8MI/zQg9Oz3vJqTkA2HSkGgq1kK7jNbhRIQxVkyj8pD6uW3eueB8vWCw4p2IDjtTFKMYERi0UuMUSup9QAVpkD+HCcfm0p41qlQKrEKagqqpqw+4Z3j8JWzZ65JDG75ZEjFAk0xjhdNFP1NNnxA0rgS/3ABdFDEAVQrsKQomE0Htvrc33A4uIhvA2bH4boQcXKogILXQfB+vIq4J4q/y28TPka8pim5R+qp9+fGlhUv1zUYaJEOsaSUlRnjUHqtNJIKiFY2nYFrj4cUagEMJo0kKRcEHWij4oJ0a1MKRkIWl0s2YgLIFIX0NOTI14OwPv8OkSJr2XTdSFQiR1a1y4/nESBf/tQVGvECKbjlRj3wk9FJ+5bG2+371DkkO6glvIKYYdhBv+KVIIvbFNt4V7uxKeWw67H0VkJFXGX0xRvET95G799BSlkbT/hlQQRqoQQhIthOIqeEiw+HxeSCN5kBPxfkOfFY2kg42+o4uwMkqXsHR4QknFFISSJ/lfddLJIb8yCWHUFwSDCiLe0KgihMBcQ/dPHK8KWlCMESF+PXQKHeb1YvXJ8qRtNTqeU/5qgWrK2MJDqhaaXNf/VDyhcZj+OKGxL7XVYrqkQG94I1YIwdeZR7BrCCx4xX0s4RqGEucoC8arcPoxKIEWl9GLXa5CuHUn1o3ZhVYhRd9LhyU0anSDvE6hLoQIymGIqEx68U5MFgl3CrEcFP2zRziMOaWcFFroHc6mVilqBnrz5pHVchP9LfJrvXopugDWcopuaBl7jWQhhECPNSYapKbenPJUPPpatESOYzTzM+QOhhTUQlNgNUVqlEhXNOncIpAp+mEieIA0pIVGFUQUp1ARQgUSsERyaFFfgVDKaCC36+B4XQVDqWH0vXfLCPvSPXtLDs1cWFpgiFBLUCbgBSmylKPoHqGeE54u5CCwqCCMeCGEimshb8rFX82LV/xqDlQbJza80DVDxoKIJovOvG7gANp0hmgqTDot5oa96HlrocUAOkrcxsXY6wjeOC0SiLi5nQolF0LCrogpVNCCm+DjCiG1sZnXrUVJM+qfHa6UrhaGBqNKU1TkUInh88agjICN7hdib5MWxCy4K8mlHWUm6ozHtxBGeyDHbT0WOzI8UWx6Ii9QxE4pg8YbRBIWxBsORRVECdRzZ0I6mkKrONwUeq1SIh80kQqGiHbIy6c9TZ+FuRHnGlcHccQNl1aThlYL+XTm9q6pbmjUbbHAWqCXkCjyUZ1ow+KC1LqiCWs6Sb1DfHzvchf+z84lK5TpQwFvjUmTuVzEFSijKkWf0nFXQ1n6YBnVqoyXVhfUJ50LrPz+s6lRepceJiWEpeDTh96JE9dwoATSf8VhXoF0jYVFsNMZkdAqXXSa8U4sdVpMlrbA2w+5/gGAMcKBRIXHpRxSBMNAC91pQsj3BdEOU8z8IUqTps/K1AA242JW7ltEMemwvshBXqJsKVdEoyTKhUTcXqZnXYl4TBnVqoyXZtvhROd+Q8kUJcTYoIuB7lnMeCmpMS56b+wMr6lQ8EZTXcORVNWEUiY63c1rF+kzEJue9EYUFfjYK3S86IeXT3t6w+4ZJIeJhNAL79ihIXAJRYhjlMOSa2Fo+SOFTHivoTbpNowQ3mEcHwK6EkjtKpSYppDIjAglK14IwdbUwaeCFqmLCic1Dz5GLKZfRAdnxEgTQqU1iBavTAy4k1suoZadqCnrWLoo+EIf7sHKmBQRXVfvtxafj74sVYEY/V2CFva69S7qV89ZiJoGJfwQWkIH+a5OnRxFEVKhnFsqvbGAmiTc3BB4w8XfnoiOguMUegm1H9FUQk6kGE65I0Vq9qkH3PZeQ201qRBC0VrI/yl2xDVeBIkubFD+ihg3V/GCN7yjnG+fKK8QRq2htxXq7xJCKN3DhSbGo34SJ3qrHKUDUzSGh2WiYVJClzfe9/TBrNdAuF9G45/CqbWXkj3thbcBrPr2u5dR3gTkb5s/u10Fvdmb0YhTaOx89ECT+Ma7wKB48SgtYxo6+D/RJAkDRA4Ef3b0ht2nToQrhIiuCsZggzdAgpBTaHT1So6rlPWxFeteitFCF6qC6BWik3Z2lIGgm4zmtkOijGpVxkvHhDA0FnOFEFVQET8oOoVa8dKUyW03B9Lbgb1X8B6pLC0QR0JhxBUCjwBORgz9k9dOp2/vt8bC9Y7g/KKCUThdFYSAu88vRaZB6czG9ewQnmjkXTEqBmjuh48EcvHjN28MkEL+8XlkmIiWhsD1RMVciagdsXTd7SyI2z45nc4cJBjcOIuD6F7EMrmYzi/Upx6jYuYSFcIS6h9hcRkJEkK++REc1x4hfVYMYqjlcetv8f+8RNs9EmptfKOHRM03iquCumfmRSgZfSk+N65rcfP0KF5ECifqSFEySwg06hFawuBcERMJYUgF3YELfXbLH18uUfI5s7IinD/wqWBUAgXcMmIhhFQWEfdw9ECTEMLQ8gAFr3DqXqPRp6wArnmxGxNLDg4kVMTtXVMrqYIK3qbo7t903IdGsfl2HRyvm86oG4TDOm4rXf0zah6Y25aCpR2HfkWca9E/vYe7R4ZKm5czOq/8eFdW8Rs+kg3pd1Qv6Xj8oKvguM7c4cZqESD1hkbd/qw4gu70Ev8ndx3ot+ondx8vWujKD34QwdukKkiETKQ3kwhDYZecmsO7Qi1UlqAY15lEEQv1QoO8iqGbmqgZSWqpEsmhS4VVELE3yOM4WcabI+MdqVmyTpImvyRtRmVF7CIY7QPlo4btPR+NLFm2Q9yxYI3R0NDPUVW6EogfFCFUlkwkUkFLpL2vIYdaCADzx7cPZyGEvBaSB+ZiNzqE2ExOsZV8HsgbCvPOTSbFIpnC3Uwazqmk3fDeWJE3kE4Oh0QFCUurOI6FEHyWNOQSCXfBm+riHbYjiVpPurZi6YRINPJDxZKoi5YJr4sZXfES2iDYHfF4a7Zp9dqQCiLbHlphF0JlKwY3LAz5YLv4Rc7hxoGzehoHz0IvBz+T6uhxwooxpqGjtBJIWNLuvYjSUHYuLeb2oLD2jW9BGT4oOVypSWrfhlYFkWgbOL6FkOM6Q24QT/FRQlgaUNKWoRNSRPdXvEbE2z+HShFDUyneUjW+XI2mcERsSniE+r5ZtPeNJV/U9QW96i7U1yKENE+JbzWiA9DKo/zgNySNUHFCKugaF2+DjK4eQ0ILtN1JHS9FWtuooRTYh60jkqQWr8jaKQZjzR7HQhjasNWdmqopfFekd+YpNB0VFcKkbcKC280UFaTsgERD1MpIoyhVdyCCxZvu/oUaieC2voEyrZvkP2rJjqFUQ++R4IvD4514J57pESwKV3ktxF/05qaHVNDdlCupEKZQ0xLaWaPddClSGktiRoq8h0SkvuESVpZL6uobOUIogmZu6oSIdnqdFTH1PSQqiCiJyOVo7iXUReGI8yINZbjUT+5W4r0hgeTZfZbJYMi3AZFAH7XUYoGakh+RKIudkmVo0ktPkqykBALAmIYOowQi7jqtaMEKQmu0FcpqVZHUttVFyaisAJbhtfewEMrpxT+mvWajFWR5opGQNRo6JmR27ceUfJ1NIkLdxlKvqbFYcAUhEqHQqDdGra8z4ekz9CdKVaDfDWkhSaAoUtQhPdVCeISKO3jFzMfdL/WEcp4jo69PqAx0D64KWvLR00mgF8UUbu6eaTeUZSVqhYsh+ozl+/WSG5nU1lJvBqE/Jb3/4SKEu3btmj59OgDs3Lmzt7d31qxZhw4dyuVykydPBoA9e/acddZZ/PjognrENYsiRqpfRBHCFPXq1mi6dmyvY5FykmgSLhH2yVdxpDvDB+xu+e0J/RPP4gYACC6Bogp4cgqfBhP1QiuNIPCA1E5WTX/Q/WuIkqeJ8jnFpJD+GacDIa95oo5SSyAtsY8dOKxJ16M5UfGzU/zN2E1NCfGaVlEsugS6Uy0hm8aDQ3a1SopVCO+99979+/evWrXqzjvv3Lt375lnnrlnz54pU6bcddddTzzxxOmnn97c3NzW1sZPsQihviPDkKsgR2+y0eYoqlmE/oRsRKfikgphaHqVI1I68UuaJPNGUPlth+aD6U/exQyuBCraQyrCZYDqBXuXeMZhtfgh9QwiP9EogUhr8/1uveA30Q7iyl4JNx8fJth1yCh+vI0pWbI64q68P+0dCA4JoYbkTiQvbVvszjK86aGPyzN9oMExqlUKTEL47LPPnnPOOTfeeOMnPvGJD3zgA1u3bq2pqWlubl60aNGzzz7b3d193333eYVQnzpCQpt9WGw3hLVwTv0+b0QICoNCxvaNFKOFrnS5IV8wSCAkVEFjMSpwj5DmC8UxiVQcwafAS6EKWoQqJAmbu2e6ezJB/spQBt+uknA/0jsI8EK5LSJubPEIRV4MnUKdaMRoIeEWZiLjoDSw1Iqok9QcVSaVAXFjRZR0jS2H9rD9/x5bFLoIFAbMyuoRjokdAACwfPnydevWNTY2fvSjH83lcmPGDJ51wQUXPJCLyL0AACAASURBVPLII+vXr/eeGMzxg6lkzfsacsI/4AoRdQq7Do537TKpII5BANoBoHWwDgaHKvMr0p+90uV9rq6DAAkTOsDJuRUUo4JgmyP0zg5yRMcAJoGQxF2jRQv8yw27Z8wf397qs1z2Kw8txpBpIpNKpmcpe73qDl/KTOhcVzLpm83dyXRi+FPM4+htDP+aqO4s4A2H5DDq8RuPQVzJDJkmGnmjKUNmb1ze2jygheylLjkIWAzedPPf7dvhHlc6TB7he97znl/+8pcnn3zyrFmzTj311E2bNtXW1s6aNevDH/5wU1PTggUL5s2bt23bNvdEJaUNS5aveg4tnxApjuAgrDMv2ejL5JQtMLwkHYUhRj3jRJ8aEbumib9GhxF2aBFF1OFzj8FvxPdJJVDBXUJAmRrFX3w4oMeEdUKpMSEJJEJa6FKMhBzvlKqBFSmTxsaQFGokov9yGyte9xba5RwNmjv8QhMtTK73bRVeW23RLwsmIfzBD36wYcOGurq6hoaGqVOnbt68ua6ubuLEidXV1U1NTYsWLXr00UevvPLKrq4uflZVVZWuKEILLXjDiY3rWrzZ9ljcloG2QMnKg9gksPf7RM8IsURZQs8zArOa6iRdRyiOFP1n9sblJIFQOjsi2HSkukxXHirESgll307COxcgvte9ikSUVg69t1Tan0hNuZtWalG01KOlDIXzgPMOPCGgMb+Pv3f/L9q8kL9JjWZVuIgqeyG5XD7taYtapcMkhADw6quvvv7667W1tQDQ29t77Ngx/KxQVVUVEqHQS6tTwCeuhJfNN8RKhxuCg1hr82ph6AGji+ogsJMqtUJ3/1Xv8elcQ6+rbdFCcLJhIe8C0jxBkVVznOKuvgDbWE2cyLUt5LfxeT5xPARG4hZLqmOxsyHS/Xoxv5iIYdViU+xXZyko8TJqQoTxyHDRnhi0SdPYjhd7m+rw87aHBgbiuFciZd7hCCxpeY5p6DCqVQqsQpgCRQiRTUeqefmmwJtySfFli32JInbNF/E33xkD2KPqLtjOlGm/mgPV4v2CnJAW4gejInqnAy2hUYVRroV8/QMUapsb+dTzD6lNeqUOClUQmPPHB/tCCNPpEMdiakMU/+tIMfdgZMjbrcWL4uVpKZOQBHKE6xKSQ9ye0LtpPmZxtzbfn8I4j1ghBMc1hNj8LV8uxhFZbSU0su47RUsSL7WLohcSQuXt226Y1DjnCoUqqIQ600Hh6xSjwhGAWESBI61ESZh0PDZLX2aBRxrns30J+EWgRCJksbYKJbkHpMg7SUqF27BFBREs0mhp6BK4uXBjBG+GB0K6yF90SvCFTJQymoiRLISQ5GWh7vS+GxEqx8wTtTy0Hcahk/f7UomiJaYKhnc0ekVRiYgmio4qcC2EUtfXMIfPQKdbmSeEkCBFhEDXKEcsFIlaW51S3QZR5P2kIHUbNiYMQxIJNBI1ZeiiuNtcUH15416dhfsDI3NiWxVGGeFCiCh17CYL6VYjdYsMwe9N3Ixxstft50UqolEIwaCFhMjQ8S6QL14COeTZl9CDH7a4s4M8OJnIKeQDMhc9RlqkF1gmgUl3MzplulWdpM3YvseCxc7YIQnkWnjJqTmRliwCdaEi5dXnDUXgh0tOzbmqby+BUSGEIcS0Sgiqv6QN0YJXCI8eaPIO5aLtVfT5dIpoF0LELofeZRLFh0MF9IA0ZwAjVw7drdFcTw7C6xwENNXn1ULuFIpvKi+BxvVz6e7HgvGe3RswnhjC2IzRgEQ9wmgBpsCd68FwJcXnWvN7EvGF2kIOQ4/pfSKjJVcoqxCaFtRXDDd9wFhqxpZXEo4WvotVQHcSar7zx7fzjodtS8ghtjyvHCoSqKTPRLNvykdU1Ld3TV3KVtoaa/x4gQ94SQU37J5BbYAHM93gP0F/as0fDNCOWhjNIC1+mUQKYaCOEO0ROtuLeB3E5iHa+DuU9MRRVDBdQemIql/aNhPyjYqcwjENBVPOOxaswWUS3Qcm9TXk+IxJUnsbFfshZxh5hHYfuWJ4WyS319571tux1xgZ/UKvCvKlPE2r13rXVHAsckhh0uJzZBQh5PPnEIicjAD4Q1FqDA3J3YUN4kswO4tlIp2WCFupdAp7olkKRUx382XF9cbspB7KRKGhEjY23FuY7zls3w2RN/giHUF++gjxCKl0QsYuXUmVj1DXRSuGT8GfyDKOs7djowpCXvwAYOZ1a9tXLoPA+kLC4h26+aXpCKmgsr/amPzK8aSjzuGJ1ygQG3bP2Mwyk3jys0iEHiqGlZDQRnGxA4cpSSXQbi6Kp4S/JTzdYgx7MecmohIeoTEUPnywSBpC08uWZAf7yBfCqcmEeL17+915Lbx7wEF093dwiXqHrmtoJ6qCNN0lDhhJ2aRutN/93nUKE80acozLkIy4KmgPNurrIDmJUqwJ+wMab1inyABvIglMZCgIe4GE2J5/fwsutRIeIbC3xEQ7ZpGOoJeyeoSVEMLjiOJbOSRfaIiIJs5VhKug0D+O0EISQlC1EGJyiL0itN22ghBCug53BEWcAN3BzYXrn6K97ngEnzSU+YnYJbAc9tGrH9SMo+pSbiFELE8XvVWXRE0undFwsU+aWLCUDMJ/goQQJZBiS+lel1ZayiqElQuNDmeKbMpiQZgY/UUl0I6ighCQQARPDMmhHizFMCnP8/QeJsDlROLLziUrOgFwF3lM+jjKskhwFHn5tKdnb7xiTv0+ksNNI3HjUCiMIlAGjd0LNJrIdD5iKLkmhaikI9HTJXq0EKnbmDE5lhO1CaHHF4NLpTN6r8ALiqqSC5urB7Wd0NMoX4qgq2DoT8OZUe0RJmq7FrwDfKMWKtFRdyuj1AgtFLOJ0UgpwXugGwIN7Y1O34tZQJoXJCUA5lintlDHBWJBRQklMIRFNshKiqabSAjdivP2OLd3JH1A/Yns91xMS7MYk6gdUMJCUYwjVEIskx8QwoYO3LGS91YKCBnjomUi8whLiaW9poYP8Pn38wuXTHiZU78vaf8vBtqhLbpVmxdlG3G+iqO2E2jOsjA0OtgD84GU3KYj1fPHt0PbYgCYn9+EYpiPpXSosbm2I5A4ozWSUjWPRF6UpenasThPpXrMFJQ19mCf+Yvu0e8dsHb53szqhY4UM75jGjqWti3GN/8V7g5jioge14x8ISyr8inQMtXYgaVhXGcO97rV4SrVsXIZeYTe7QETwSVwIDZb6L82rV7bBznId3vsV6gHharwNOQDp8cv0VZ3lK1GpfFTSHXKoQ32kGkoTIqICd3hRtIbK5MWWuZBQ2kBLiFFtGgh/krXwfHboWCBZj71fbAFijhqOYpl+DCSQ6NRY2THnixHuHmklpG1d2wYDY3SO1BcuDqSc8bhQgjJtVDstEvTk+KW8IUsTavX4oKkOYEd6FEb+Dzr0DahFIRaXciObCrcdLv4OGFSvEI4nyX08nubz7aLJJbmnXjxvcUPhsJosPuwO3xvdRYoWu69YTCkbia1+0kTgqISGOrs3pl+roghLRTGhHrifLYLtgjUW6YnypQa41LW0OgIFMKS6F9ItOxyKIwIEtXCUJAEm6+3bygqCIVCyOHvzPQegCi6qLyTjBjb8SJ+eHjXV8WfUO2GpIWUD73tea2JWH4jWki5VRBxhYR2ZXOzwLyLHRHRO/jzinx6KiicFcbriIflL5lJp4J8CaabxeY7w4NREZWqV+rUzQMAcyqAUERdC7kKYv4L5LVwx4I1Gwp3N7QseBtT8f1PMiG0UhIJREoihMowXyGpU5hOCJGeRhDRUSicOKRXSyuxGkqtBoDXH5zE/yR8UJyBX1rSF0YOLaLJGY0mIs69vHCzNE5UDo2aocDlRCgcJbK6u5jih+3OLmiim7gjnk2Fr/kE3ybvNAjDrI3Q21EIRc59hxcL1XUiX1BXwdCYUunFroNIisgLitYsAcAlp+betu4f6DW5G5w9fhUJJP2rmCNIlFUIh+kcodu2lMiS9/soKaKdKUgkgQp9DTnsLT2N1gGjhY6Vy2g/GsqXEdLI19UiymIM4WgKTcWO5w2KHhdEG5txhklcJ99I4tPJIe9nR16olrYtbm1OsxkeiZm7kQ1emX9P3yxtW4yWXSTg8InD/IhQeoc8OWh711T7zrqhlTxuEpAr3pxLCl+2kBTLuUr3DwV7vONaRRfpROp6VGhdMB4C44bxsw91LFizNPxOUK/Dx788TrtwiOEihNFWxQ8osgVDvoEqWlhkstzm7pkATxdzBaJ+cjf2mXRaaEyimXnd2h4AyAsYZnvShF97YfgUv6cACzGnfl/rygHXBMfvfXnz17FymdLrhifp2hieFZoe28BevcSbR2vz/bM3Lt/eBeBTO+Gu8T95A5XujJplGShpoeuYcqcKb5vvfYN1XT+525XD+ePb6ZFDVS/8XbLjfBFO0+q1cKDgrL6GnOWhvO4g3YklizU1yrygCFQiQu3GdrzY21QHPuhIryIiuPgPALpgPFYNb0UYDgXw9Efu6vE53aP5HSVHJEMmhMU0vmLOhcIGWg4t5NMeJUHXwsON1Xp01AheEEWOhzTdFBv8OVdfC5/68YH/578pUgVDAlMOUjQw7gOB4xrmU/LEjtuDLiDXLcU5A6ZSPA2EZGlp22L00ihYOnvjcu5s6YmFrQMv3zGtrNjeNRUvPqBYPjnk/YvKBANrl097GuBpetePcP5w7c0gASuPYUB8QHwuN04rcJtQ8QNrC4oK8v5L0+r8cyJFRFjpVe9YsgYA5rQt3pxfpxsal1RyOXwle3SUBHOEhw4dOnbs2BlnnLFz587e3t5Zs2YdOnQol8tNnjwZAPbs2XPWWWfx471zhBVocDpebVNipPx4SygVj3eF0J6tDr45IT2vLPU0Ibp93Pnjf+L/PP9ST9bM4cbqnsbB9LPW5vuV+ZhiWnwxU3F2UjROtznxRkL3yXcMwG9CWVHA/JsdC9Z4s1GiCSz84qiIfKMsCLhQ3I8UqfP8MHwE/AkUMIwN0HQysOvT1BR3CrGcN+dfesdVULg1iqEHFgx080To/pX8HUGK2g+RyBekZ+QSCAC5XXuqpxdYVAgrYgierR2aESRcFSytC6iUsKVHl3WO0CqEf/7zn2fNmrVo0aIJEybs3bv3zDPP3LNnz5QpU+66664nnnji9NNPb25ubmtr46cIISxhO0uN7uHpOmeZUxTBLm8uHKLIYSgzQtHCqEcY0kJ3S7ZxnTnsPIRXAsGngvh9aTsPhFuOpfMIStUIkzakywvfQagPdOrz70aGQv+PHy8W5/BEG6oIcrYgP9GrCyH4tDDkleKsHjfo7XfLfSn5dbgWciHEY6T/l6RJUwIk/jMkhMbWUnwLUVQQmO/r7blCCzlRCcQC4Rfc9tCK8y9tEf30Gw2/CV1BZPaWJB0mUXl664iucPm0p41qlQJraHTVqlVnn302APzwhz/cunVrTU1Nc3PzlClTFi5c+OlPf/q+++5Tzk1UFuUjGufUpS6RCiJKsl8ogGNRwRSERtYzr1s7rjMHhb0xpHwCdAIAoBNgRxn0L4oltJKu7UWbio4Ik/IvQ6D5xrilkEAX9AK5Fm7YPePyaQOiwhRxDeTlsJO9Ug5xE03xG/p+R+HVgE0WeNVRZFS5MVh3wQwuEIR80hZ9H1VBI0lVsBx400RDc/xRtUNwqEr9FKUO6eEd/CE4OKca631e8t3R0vXodD0OoXMrE6zmmISwra3t97///bXXXtvW1pbL5caMGTzrggsueOSRR9avXw8AVVVV4sQKP4yC0bRZ3D4v/Pp8hkbB1UJFOEtFqUzM4cbq8bMPgRppqQzFtzFj20hKqC0ptYwqOHvjcvLGQnIoVsVBwfZ+A6sd8J8YX91R6CrRigg8BiWTKJywBDqLgqI078idmx6IQ2n3WGvYTfA16DQLWKomSiRqn0Wmz4i2JCKiENsyhuOd++cSSA5f+92DQWlgSUaN61r6YHDVvB4W3tw9E6ADM9rGNKRc4Ju63ASh6wiJKaGDaBLCT3ziE5dddtmmTZueffbZU045pa+vr7a29tixY/jXlpaWefPm9fT0iNtydTEFZTJSCim0UKggsKGunWJUsFT5MhYGA6d3D70KJsLelix1YZnrdSeM9SsLFVSO9O6WgnCNpN9d2ra4tblgxhGTBoEVi7LogvJfaGoQkth0QkTbKNcmtNUthgqNflIJ4a3aNcqizYesdkgFo1P7GLbpaQSAwWgn9TtSQfrv7I3LdyxYAZQzNVjvj4MhSQ1VcDtbBgPw9CbbQiCiVBKoU0LlE5iEcOvWrceOHXv44Yfb29vf+c533nDDDXV1dQsXLsS/nnLKKV/5yleuvPJK/SIpsFuu0pJIC10VRKL7QgFzCnX7WGRctFQMRGAeGlgXf/RAE18cNmwxtiL04+0r8KjKLIpozyLesWDNnLbFoIZGLSvEUUd5M56/e8bl0waymebnxXLD7hnzx7fjzq5z2LbvPA+T4CpIuFG+mvwre0R01LKRkFcbvHJoXBdUPFE98MbxoirohUkgznriZasxnU0UDt+wcAcb2fCKBkN+EKrgjgVrmlav7TqYa11w/+yNyzd37/MurvCiqyB1QLtRrTzWZBlOb2/vsWPHamtr9cOqqqosPdaL0Xilhka4yjGWavOqILcUhZu4lwAxGI+OLhFlEj5Kb1Mdn28nTzdq1EpCupFmqP1YXD3KLlG2l/MmmyjNyU3mFGC2kS6WSoP0Ooje3uceuYHtDk9tVagdf96QZeeLSr2pK/ML97RE+4seIU4QRjNHhBY6sgHg/CIYlKx4qJVS9Bj/qasgf173WWjRFJ6L8/HkDnIVnM8W0vAlgNEeKrKW+E5SdGUwSKnAYr0t1lUwLJJlOGPHjo0dYsVSZCXHYg0h4b15VRChzaJCqXplpRgJhHBUKtrHiieRBOqVZaxxYNWnbz7uZoJA4FfIzeLJnG4jaV1wf+O6lu1dBdcU+SyhYOnStsVL22byv+oDUFrhzr9c2ra4tfl+7hPTa7PE6aEhAt9viBb54ZM+ePBd+es8jamJVAh81bwe4Q81xdrCN8di1WCsBUM7SaN8JYRyoPI6XTB+FR6tUEEoBJc5YSyUdoOqz1cW5XmS/h0N74JGWWZ8Pevsjcu7Dg78NA0jks6Y2m3mZl9C2RCSxiM0wj1CewGVFWGqLEGtKPya3hgmNxzFa6E76644hUWqIDjuIOR9l3IIob2/EUq7sosfki7+nLRCu2j5eSF8fzv6UmRAuPKDlxJ+JHqWUfeRCyEVo1dr3Qlvvv1sbadng4XQftBUXHRBivjR6d7V5SEVtCyiKHfuqHAHIdD2vPkywp8WKuhmJPH5Qnq7JymWUD6vEObzYgp2OuSu4VJnByhLx6yAhW9tvr98apXGI7RTgdIxktQselEuws0o3/MC8jtNo+3wehIudDX3YAqYFENu1x7v92IBr2t9+HrB4rF0sBCiaUXrt/hC82KsUPDdAF8wQJvYFexs8L8D/+9p9OwxRog4P+qiMuLmsdD8KQOFyUOjrmiBunsn1zPuHYKz+yXkFw66S3fA5xdakmWifiHY1tuUD8c7hJoDg8seoks8ga3xPf/SloNzqvucGXrFC4SC9fIDVf/pA+fiskIsE8w3jibXuAwfO5+a8gqhhVBAyf0yBVH7aCF6EVcFoVAOE2khv5pycJ+z3ZqwIF53MCSBLmh9+BIliKUyGilG/xB96E2USfwE9gqltuHuYze4dtMXGxzny7A43FiN4bLuHZP6GnLbwTPtbQxAudOTXhXcsHvG5sIHdVM/XDkspMCJjBKVQJ4yo2sh5MthmMgh5I0D3bD3YDwSSxJVcN70W3oHvqnugvFQP3j8mPzrk/CfwjtcWrj3XuO6ltbmFeIN2Ekz4EaABCLlDY2GJv+j0sIximKiayL6lY0X9Kogh1o5X98TMp1e2+0ezGMmEIiOujs2gQF0CkkFAQDjohSFi86fK5RJAu2CJ5z1EiLCWS6U8iDS/1KHr/EVj7R1CLAl827DVrTQm/BFiOgibmGzPb+tDEpaKIDpZnWG9G9sx4tdFzKLHkv+4igzbeBsNANJNl2zEI2Leo1MKKXA29NFOT+866tiv5hV0x+kp3A9wtD2oTiKalzXcsXMx6OrDMU35dY/r+3dsWBNGdWqjJcOCyGYZQZickXYL0hUWAgJFBU3mzSpQYfCQTfZjnQSiFRPP8urgri+LUXYhBhyFaw8vJrQ/0PPzxU/pY7cDScJ0kJgO97hn1yTGmrtSmHSRehcvjsoOXbe5Q2HnR2/BPYRQNQvRNxJSjHlpsghEm3bxnUCALBd3fs7JIQcdAe5ClIj2QIPzLxurVcIOfTWJKGFKIHgm2VExGPaZU9E6VOgWN2yCuGQhUbnsEVLwx9sr9HZIApX8m/cwzBS6n7P8WoqxyuBUGhfEkmgC22itrRtMUBcBXn/idoUBXsK6JCoYLRqCKyj1BIYPWAuXFU9/ayHH5JtqWn12u4Dk0Tbe/Dgu3irc1Nvag5U1xR+QxfBtE/MKRUq6IU0yZsIapdAJHS8u7IQZFS2GtjEJEaPAYCCpVCoiEnHaiLyrLjd9Cc8xWL9undMqsmHkbkKumzunnnJqZ4dRFECebx0adviB9vf1XOAJFD6grwEjPrnPgh9k0gRowVSVoZMCMHWGuxFablaIowXFNkrpIV6/I0vt3fXcbum1jfdoq27ippXL+R8oHvRsXIZOYKQcDmREEWjiTH2vQpjVL7QhBkAzJt+CySXQAu5XXtQDvGfmOXbvnLZzOvW1nYO+PQIvW954J9LBmco3T2vGQPPjnLiVcFQRLTH9+LMpCqowC9F9xCSw778Wo5650VRdJHoZKq3fW5Oskfx/MKXu3lz3yhNlBxu0VTmTb/l4bsLalOBZ9BsOtIOM2H75KnjAZQAj/cxLcYQCqfMjQ6i5cpz6vftiB1TDEMphJAvI29BRIuvHGCrDZnjUFqEq4XuMS5CC8HJSvcSHV8XaV6FUdPDoUZ5Mx5mUcFKuoMp9M8dmjy866vzpt+C/yyyahTwytXTzxrb8SJAHbBMHErD6Si8VUpPHdeZ21b44uUQTavX1v5vZPaOLwynb0JBe2BlokSALYh5SvrFw43VuhwCMzWWFkjw071JSVFZ9YLjDIBBR9BiTZS1kjwuesmpOdx9BgDc11DQygrCIlEI74zCTpIc2q9WeYZYCBEqoyLFL2lZizi+peGGtLBIxKaL1BO8B4fG1EY7uwUe8H4/F67CD3y2KZEKesNNFizdL2nlFoNFAo2h6blw1cO7vkplW1YG5HDXHpJeAKDA6bzpt8Avu7wn8uO9yjQwPNoescmuCgqnECc1vaUhWm9qXfQqoiKHkCSU522BZLu4HIZScjYdqUan0G3PXALB5wgiW+AB2OV+7cddSnHJqTlvHJV3Z3tHCw1G3bkk+zVdovVSPOVNlqEdhBVCBRQ90Yu9uFdNfzD0Jzcpg9e3Vwgt3ombJ03zLrj7DAqhVwVTBJRyu/a4moc2aAs8wI0RGh00UgjmkoUWziseXgot1LMWQ1gKnCNqLXq6roXRNF2e11AZFSwfW+ABVEo9aUWoIK0N4BOl86bfgs2y+DIxKiW/59Dqe8QywA01G28+DgR6ATZ4bOpd+fRvIYEQy5/qbarb9tCKULaLBTffNYTSK/V+ZClSI3Pq9x3HC+ohiWkTpD4xNd74BkepVzfW77Wk9CUtdWpc17JjwQpUQdw5ib8OMIX+EaiC4uWCW/ILcrc8tIL+hB3o/KYWmhrsXLJi/u4ZYo0RYolzGlUwnQQmJRTNps/ezkx23P0TRySD4GCCHKySWPzhAAZ4t7E2I3B9QTHsO//SFnp/wly4qviS8b7A3YVntHq9Q8JNLxK4yUSEm48TQugfXpDHQsEW2hnYbjS/5q94FbS7xZxQP0otgaIziunG8lFeISxTILEkJBoHJXqKqPV0jxlQwbuXkb3g0SojNPilDQl7GuFw4VwjzgwdBph53drDhadTNjbtHuJuVFESFbQEQnWi/hwkqTLFWbTIYcH7cXbBvOm3kG9dpK0fJqBu4UN5tdBVQYTKTZ9WTI1RC6EwXspuxq1W+U04h0gwcCIpIsI2WR0As424/oHZESR48EZB32sUAuuRtqsLPxTsPc5FD7FWgPIKIQSepJgiKwmhmk5klJVMn6SgPqEK4n95kkUUHv/Z9tAKlMAegL6GXF+Dcp6EwixeX5ATCoHqKli8BLq4AecicQe57qoYDl8gjyqIAcDQ8ccpFFQf2/GiG290VdAFCwevg+IKRY8V7FqIBBRxgHGd8eWPAarFB2oz3Qcm8eNqfHF1uwQSM69bS29CDnU670aj9NmrgvRNOi0U8Is82P4u5cghp7xCKCKBBKnjkCiiW8dJLXJJWgnkuwStb4W8FqIEWrTQzVxvWr22feUynDyYl79P4wPOya+UwBcUHD3Q5K7G3bB7BtezaDyZH0Z478cYWuGHYQPzTr7K01JBEW9dCwkaqldPPyuRXRvmUDATc3/mwS284VlUEOFBUVJW72HulyF0LQzl4IQmHcb6t2GJQqUxMCygaT+Bd1LZ3lSwuOZNv8Wf9RQmtEae98SuwpUPZOXsI/7iDaOll5WD8goh4T4eTZLhP6NzNl6M9k6pHlG7XQfHP3jwXaBeWa9sS0WKHjKuM0fhpm3O4ugQrgTyjUWumPk4BJb6JspnYSuQqgHg8mlP86l+kXcuLmhZjWTPOtMx+oXeWL3ePFwtDIXL0JsvZlp3OCO08Pymge1s9LPcsiJfED9zzaPvLc6i0RHEw0hp7JJjJ79qhXuZQbey+MVOc+Eq3vct2mNZJo+NPKSFEEvbVrwLoz23WM7yUXYhjJon1zApczaCpOYyClo9/YJCA1KAI2iyESIac/6lLQ8/tGLe9FtotinqFx5mW2PnXwW8L6RzUf3DiXfhC9K7BtsMdgAAIABJREFUe3CLeu/meZvzK4tDnU0MP73HcLx1Uc/yklCceBvT647+aqk+ntcAzvpOxcylsG7HF/Om3/LwQyvOv7RlnOE18XwCjOByiKDK8iSa0DqfAfJLCKK9I0TJvXYKGhsjq/qvu8tXcKSVyw+XZ29cPq9+n7sckBOVQJI30XGiYTNhe7lVTCqBMNQqCOVePqG/3dQuYMYC9V5QN3kWfz8Er3U3XmdEDJn5Gwmoh7sxUu8kDepB55IVqFI8o9qS5IKEdu9FUcQ3+ETzjFyMjqCXUDtxL6K3KIv4EYoKele2UB2V1rYON1Coqqefxbf81k8Zx3bl5qtKwPEO6U/4mba9BTV9WpS80VNUSFSD7s/pi0y8a2wE+OCiYNvvXoaZBLTx4YbdM4xbHroTE4rOebuJ3n+9/c5rEr1+kdFgdqxcVj61KrtH6GLXP6LetxGRS9SZI6gp6P6+TuoTOcI7pBf0oF+IoTZKwXBPFypYP7kbrxRazxtik/NuGjHTjrOG9E/3xT0KSR1BQahaeasI1bsift5wMWJRQW7RRmqCjMLANPZDK3Qt5IMGXj40QejGP0kdZ164lvWOOgjLId+yIGn6TDF4f0gkEyUFVfDgnME4B+4Q27iu5RAMjnRbm++3qKBlbh5JNH8kDnAjcyHHgH+2pGRXDKsQPvXUU319fbNmzQKAnTt39vb2zpo169ChQ7lcbvLkyQCwZ8+es86SzcIoSxbwUknNqGV0MxygwCalz2zDAWBnDjvVPBjUQupmImGvmNLmjqD7V3QE+TvNaYmFLofRLmRE10LjtJ8SE55fuAMkx1VB7zTPKFHBgejlrqssYuMtLo53FrB6+lm4pBVfEoTf9Qws/vPIIWWW4T/nwlVFaqESMuXeqvcAROxuYwQl8EV88KsG9+XPd7HH8Z+tAN9o+I2e1+2qYKmMXnSiiqOLnFECo5NrJcEUGm1tbe3o6JgwYUIul5s0adLevXvPPPPMPXv2TJky5a677nriiSdOP/305ubmtrY2fhbuLBO6Zmq6Do6nIZL3AH0eyI0AlKSJpA6NhvDu4IUJpb2Fr0kC9rqZOfX7WpvvR8WKeoEu/JWe3s+khdjHyC90HcRSSSDHqPSi3rn+YZmEAsXeLT/Ap4LcUBa/Nvy4g+81o6yyR+y5kRQSpCWtOxas4a8/hMKtqOnEHNtEiSejpp4+5CFcfkEcB6S7LHbbUGiUNouhb/i4U/Rl5TX0+hpBpOvgeEymM+LO/kAs2glFm0H3sp1LVljUKh0mj/C000677bbbqqqqLr744v7+/q1bt9bU1DQ3N0+ZMmXhwoWf/vSn77vvvtg1JNHJWAWSQFcRFRUU18d1LUbbGkVkcOAHpSlEY+XcR+ShJ3x/qXePqK6BlNf7V+26Yk79Ptpd14UHOYFFQfEDvboFADYdqR7TMHAwj44ubZsJeb9wadtiRQVDEhjtSC566DvRFKCLooLC8kYN+ohHxOoP+961hBSTQ4sqSP+krF38ud6mOn5xkWhTJHzTQZLAAS/QvM+nAEOmYteLQXYB7Aq+IFAQUkFCUcHUiPmpaLfVzWD09ApjEsKPfexjr7/++rXXXnvLLbd8+ctfHjNm8KwLLrjgkUceWb9+vXI6R7FWIuPIAldE/tr3qApC6SSQcCcyk1a2e3zNgcF0UAE/mDc13LOta13L9sn+VbEoXfPzb1ZyY6F8vQTkFw62Nt+PKojih3FR9PiVKvOqYOqhYopkKBEOTeQLesOhmQoSZNN7GqGnsXqysyW3UMFEWZrYo7d3Dda422xIC/HKPPWG7++TCPLbQq8NUSbsjWzLb3PI/xl6QWAi7Dlx6TDmagiSmkEO7/KBVUulwSSEuVzummuuueKKKxYuXPj1r3+9r6+vtrb22LFj+NeWlpZ58+b19PRUVVUpFzEO2HU5VKqhc8mKTgDvNt+JxLUYEk1khpQ4NOwiQ8DXCwIz2UhtZ3XN6rUdS5bBuhZcE0nQL2KBzB/fPqahY8PuGZuOFOyOz0+hoSVNCuJ/OfgOKQLV0S6BNbYlgClU0IIYO3NfEAyzXFBqX+T4AjdwwCRGWL22Vn1brx18dSJtpGnpUKSFqWcHg76aMyPItTDpfKRXBQGgc8mK/5d2RgOxBEURtyvxI/U+pZg4bw+1H2lBSEwJI6UmIfzEJz7R1dX1zDPPfP/737/++utvuOGGurq6hQsX4l9POeWUr3zlK1deeaW4LX7TSQ1WCu8QSfpD5SCUPQW+FuA+aag99TXkGte1tC9ZBswVrvG/K7waACb9b0EqDQB0H5iEJqbrYG47TN3eNRVgINSpvFMJ8rfnnfHlb1VE+LsVidReIGJMh0mKooKhuSjPVUYZZPcPN1YfevfA5rTbu6buWICvig2GScHmFPIVRFEJ5AHSRIIkoHl3WqUwrjPXCwCBYRDfLi7psg2ugrgbYsfKZdG1EDr2V0kQIeuK30flkKpGV7XUmsfBm9lRUuUTmITw3nvv5f+88sorjx07VltbS9+85z3v6eoKbvqT2mZZ1jZgQddvXA5F/FD5CLUDcauhO6fHp+vUrF7b15DDydGm/Bhc9NWxHXD+pS3bmEEhZl63FjqhtrO6u3ESDuT1TWHoBrjbhyJHWW3gOIUIHWB8lXYIRQUte9l4cWU+qoIZRG9T3cwL17bfvWz2Fcvn5Lfl2zEQwKguRgu35ddj9BSGCsRAis9KisnCpPAc7Pa7lzWtXtvDJubH5dO23VRhEQmgh7IoIiYENV41MK6FhI4gT2SDQERUt5zir66qcTn02uF0Cmcx0dtLtNNpIkxCKBg7dmzskNJgVEGEyi561nGEp0Fcum9711RY1wIAHUuWgfOiJWRsx4v+XL7OHLA30TSua3mwfaAYxRICXoxdB8fji6L4lYTPh5M64gA8pc+2UaeXdP2NcPeTU3LKdRWMujKjhwE7vq5lx4IVc9oWD7z3vG1xa/OKptW4+C+iheIbLFuc1fOuSqQm1JN/069dC71Kxv8ETAXxn7R+kX6lSLlFsFcOvEGpIVc/ufv/JXcEKZFtTENHaCIjSsjVxu+9cpiapKcnPb4kmJZPpMNdPhF9Ql3D3MqjCuNX9g52irSnXozBgRDR0tDZns8pH5ihAQDfTh8he0Q9ny+9AEf/vOemIGkCLaGUbfEFiB+ELwjgcbJ1FRxVc4RikUPnkhWYToUNEl8oZveneUoLDt1ov0DRMKgJeXe58/7Ww7u+KoaD4rDe/NZlkI9b8FXe7g+5azb4hjiWDBosOlwiWW9IEHVBIdx0pPryaU/zJRb2VYOWfp3OpkUpps8e3y/m5ZTWV0tUVV3mTWeM8MaU7uJFjrbm1O/bDlNhMjSuayEbsS0vioMpDADg8xpxJganDDtWLusE2AEAALM3Lg/1E4tXZ0l7wRsrMl4KRYRQhASCb70gJ1NBHVJBSwvha8zdNYiHG7U06UROYW9TnbvUgX4dD6ZcFf5WI4J+yEv19LPw+rRmUSSaendfw3Fq0+q1HUuWdQLMMW/PhGBQVJ/R17GoIMRsGr9IItNHXc/bc70Cka6PJ6WiQlgm3Pk219JBrGoTHeY2ptR+ZzFyOODDwVR6HSgFJzuWDOzKgbZj28pl/LV5kH/f08zr1ravXMbHwjsWrOAnJoXOUhSRS6BFOBWSlp7X33VVMFssEUIY95oD1Y3rWlqbZVTci5BAcMZnylZtAq8WEvyHQtBWAO7GFBAO5gu5TbeUAj1p9Ahbm9fMZ14dEVoIQWt5yR10JVDxN4wqiHgtYcj0QULrZ3eK7EcWQ3mFMFG5JypHL2KWS/917wwwnqKomn7Ncsuhd3vMOfX7oF42l/qNywG6AQAmD8zwtS9Z1lSY4H7+pS2H8+kzPY0DeoBj1eLdNbwatyzigM4lK4r/FcRSeooEQtgXjDKa3cHazgH9mL1x+Y4Fg9FFF3dlAirQYedIcge9IySuT64WokpxFaTRHpgrFzuv0s1dLQwdmXRlBZgXAqIW2r1ARDR7yxiUa2HUmEcPSGEYK0Z55wgt48QQotREKXvTZEgI0ep1sbkfqnU+reidTXSxNwUidZWHrLmyT6beHzBmBQB8NpFG4nwMjjaoY2UJVJBj6W8KlpK0SyCEVRDSuoPDRAvd1ziUA7TstNiAO1LYwPAt09jAuCyhBKImheBB0VCzEY6ad76QwOZNKyLEYaSRYp9CKDQd3kFSaPqTb/8tVJAXGmbKzGEbIiZC7AzF998J+U/cdvEyLLJ7JsXSnUPsWLCmfGpVXo+wGOy+F80VuSoITk3TGMeogvqfvKSo7KgvmA7xjOQR8iXDuJKphJS2a0WdbLsKhmyBoCT5gZWH9lUpnzBzFUTIKUSaVq9tX7kM8qlYAIMbkpEURRsbbz/1sa1MeHonAIwLvB+Ru4/u6VwCOeiA4rl0ffBNbQ6yC6rz76iCXZ4RJ1fB+ePblb2z1QHu4B5PULjTrzfQBYUCX9oeOjIYvkJogaxkyN556XJi39FT7Cgm2/1diNnxcnC4sZonl/Ks8XT05dc10nqJYiIB4AvdROXQxd4kQjkRltXfw4oy7XETje/VsAV/mHuFTpiQJW8uKK3JEW2G6jqqheDIIfjkVsnBgXDT4loITM9cueVpOyiB2x5awfNRgf3WnPrge7MhFuPh0Jb3llfBgK0wRyeDQtjX17du3bqzzz77rW996xlnnKGcM9zgVtJYzaRJxuON6CrofllWFfQODPnwFv+JlovWUUA4U4D+yv/JFxfW59+G6K4p9OLtlvTTbt6NdyThEvX1Q0/nzbyIQq5YyRUoBaW9h6gEAnMKebNpWr0WHFlCT6gjv/fCwNqqgP6lwJU6bDmN61ood4zAJtoHOe8v8pZJWkjQonuO0MiDc6qb5gzoX8fKgV8vUgKpYeNGkiR+5BoiIacQKYfdM1JM5ZabQSH8zGc+c9ppp40bN27t2rUPPvigcs7wJEXVpjhFwaKC3JSjCnoXeheP2xOEvPGO7VqKaPBEDOTxn7TXGm00wxVRrMfHI4UWeiWKO4i6FkYlEBJmwxqdQtTCcnhjQ4Kif5aETBpa1XYW7JcGAJ3MiUF7bTGOriwpB3ubLqbz8GXN9c43Ct4fDbmYfHku5M0Cvk0XWH/HeT7xXjMvvFVTF6Mv3b1/IaaFUE45LN+Vy8qgEI4dO/bDH/7wyy+//N73vvell146/fTTldMqg+sTlJDSVhXvz9FWCI4K0ueSyKEeFRQdWJQthjd1f44OqJ/cjbmpODhe2rYYYB8AQD6NkO9HwyWTYwzXkBx6tdAigQoiOppimpDeWnf8aqHu/ykSWNsJfQ0F39AyVu4JAcD88e2XnPobAGgFmD++XWS3pca1D1F99W4KqJDIBKHvi5/n1O+bk9d+AJifX/8QWgvPER0Z+w4FwHCbXzogGhd1oZsM9ZdEaTW8zI87ORzMGv3oRz963nnnnXjiiT/72c8efPDBE044QT8zSpFZo6UiWtmlwtv3Qj+KB4dCo7wDFBM+pevQbSgtmysWSZ13WzX8K3+3p5iicH+XwAfHDoybNdOf8GAx9FZsHJWMa0ajde31KkR+YEgL7evrLaFFjsX7LCHR21PEz53888Jn4CgqiGvgoi9JEFjaMEf0R741PL7pkBqtfgNKW3K7PDbs2YVbHwsvEPIqaBz14u3h/ZMK4p9ICPnjQPIiDRHtjC6KBEZHJzplzRodFMLnn39+1apV3d3dn/vc5975znfqp1kYDkIYKvpoC0hNIt0lA2FsuIRRHY1+Ei8lMVIWLh3lwkTbdPS3SAvxn4p2Eq4EQqDPWwoffHIYSsfXHUS+4TJfYc2FJKmLibjSGFWv4onGP40qCMx08pEfZTkmbfZcC+1GmUAt4QF8erM0HpD0flzENcV0oBgBIPijeo9ubb4/tF0lhUbxd8Vhxo4QIoUQ6kTthkLZhbCzs3P58oLi+9d//dfQCXZcIeSlYKkhUWqWUwhLiSe6YPmw3CoixoMcb0fSRUIfJbghTfoQnVmJqiAwmwg+OQzBHxOtzKpdV7iHJarZkBwqiTO6qqEW0oactc57suh0RXIswqkrluUKnKj+IXYVBMd01k/uRqmIVrSXRNWKhPxCvA0oXHsgiN6k2+moPXsXCHolkLCMbrlqcgmcP74dOwI9YIqycnG7RpFaaLd1LmUXwj//+c/PPPPMzTffvGTJkrq6ui9+8Yu/+tWv9LfsWuBCmMgzsxeWxeDqlKS5VAyxrsB9TLcvRTuzF66FPNslKoGQxKWjQBkkmeEQo2yvEELymhV9PrTJpMVTxO27AACTJmrC67IJkY4f2k5a1yq6iPdXou9n4PD74VfTl0NE7aaxCSkkrVbEaxAsWpgU3qQBQLxl8NMHzsUP3vgHd5o5odtDIcRN12jrNSh8Wal7FieqatEKTYrdMruUVQjHAMBJJ530tre97a1vfSu+a/fKK6986aWX6upMw0MLysPXFyZKuB4D4TXobhyymIJGhNgkwjh7AeE26j2LH1zbCfjeXQDALUb5I7thFksxumC9CIfefQcvx26hRKIQDpwvn3a/d+JEyTU34m0S7t32+bJqXTkUYtNb+IofvqtyX0OuY8my2RuX4y53+VqrBp+0cNeK75aOuMu3vcvGkZ5GoBYCYn1bDO9lQ0vUwWmu9E/FBFvGSSWnK5BsbFx+p+BtnyhLRw80jWl4Gl+ZxME+yMO8wLLAthduJY8qKLQQf9S7SamigqIx9zQOHhM1O/zLdLYRCVXEkDOYNXro0KFf/vKXdXV1W7Zsuemmm5Rz7Fieud6WNMhRji+moHnFG+VQ6fChRuao2iCiaYYuTiu3sFG6gwBSu3Qq6EUv1WgN8swaxXYAAO6aQV+6R6ZIshA3H7pb146L0B+vL66IpDGH2a5j9ZO769nQoa9wmxKx2ByvTIsNcAk2/dy2u5e5L9hCvMFJ+lJsiaIgLt4T2GQA2MV5w5bNYzKAU87RbOSy4jYDu/4pozG+2xk1V/QCNx2p3rB7xpiGgoCHpdGSFpL+iVwY0QVmb7zi8mlrIK+CioUJUaS82UltnMvNoBB+7Wtfu/XWW1955ZXbb7+9+LhoOrrYHBi1Bt50ogZXHGP0BiBVECAaeUBC2ua2UfqGK6JLaGKGlx5i6XVeLOXMSTSaCSXLLW0b/J6HmEKbMSpJRuJm7PeGhDwbXvJUWd5oIdVC47oWviG16+1xZl639tC7cwAABwAK1cgVKgvk1yoepICu7P5ELdtQTfSO6AA0qoLlNpHi+pYJOUJJ71zaNpOmA+mNELR39ubumXgAHU82De+n6+B4MdMh5v8UeOP3lq2igtH2kyhkFaXclVs8g0J4wgknrFy5Ujm0JLja5kIGPakEuljOMuqZIMVZ9pEa/jXaWL24DmJSvIUWtXQpUJIFNnfPnD++XdgXRLxjpKwofnmodrgKIo3rWmryO54LVy8KaiHuZC3+5G6MF5quC4V5Ofxx9OuETGExLcR4oqU7W0ikglGWti2+fNr9S9sWL22bSRF+8KXG0O/SGI5GkEIFhbfqhnBDttFil9ymq0StQpCQR49JikUjSs7g8omlS5fu27fv1VdfbWtr6+5O8wAC/Q314jm9BeqWtaWGwDxs0a+mXEQ50Y126gdE0eXQ+KSIpV0qLbt+crcyRwjquVfMfDxRyxbziElfxl0Si8ndXEvDw7rghYynu+cqbWDAI1R/kdxKvoNJCMudE/rVjAE0KgF8fJFy5b2IpWVCcdVKP0FWKNEWFkrrFerFE0fpG7GykOCXdVWQpvyFNFpUMBrZ5oSGPqHDopG2kP+tGwFFIKDMyTKe1zCtWrXqpptuOu2007wnHDp06LnnngOACRMmNDZqRloIoT5fFW3iifpz8aRQQcuIO6qCYi5H2UQYsRgmHddwe0FzFk35E1cIGThdbvEDN1iJhDB0cR6j9h6AuPcclUOvgVDOKlII8eeiwUaBfdgnSiDaNyF/cVEOXfnNUNwMDm1+MYBxQOyt3JAKcizbu3hxl2RAYZLL9q6peIzuiSpuX2gAKqomKoQWM5KokUfxPrJbpJbDKiSEjz322JEjR1577bXbb799w4YNJ510kveENWvWdHd3v/e9721sbJw5UxtM6UII7Dn1niYqJupylQpvj/K2kqi8WXDz8nkKBn0fDWsQwjalBtu97gsSSnxM6bQhF8GihRYh9NZaIr/Eq2quNTcaa2ODEXUtbjipEEbhj++df1VqEOF3SCMnt+jmXboDfFhmTCCm6KDWrIg0uOhL/aIILaTvMRfMtYf8mKXqJgNuB+TV0clec40BA/HqR4sEIroQRhsJRxl2IIkGH2UVwsE5wv/8z/88ePDgmDFjvvSlL4VUEJk9e/Zll10GAH/6059uvvnmM844Y//+/W9/+9u/9KUviSN5VW2HZC5gCJw1KZ/+EdH+VlrEqw+8KuhFv8+kY2cXvmuUF1GVIS2sNyfUCBUUKO6g9/qhEnC9E29sR7G/fKhhN9PpVFCAMmMcc0RxdcJroUQN9hVOoAoVpAZDZ+EB3vKJ6o3yuy41TvQVT68vTDuIkuhg6iatzQPOH4+U5veU8TTpUMzThbueymEIfx2xPqISiL/ywhTtLVo+29mbYr1aWMn5fp1BIWxubr7ooouUQ4n169d3dHSce+65P/rRj6699tq5c+f+9Kc/3bhxo35W0s6JeFt8BVTQjtGuheBp9IcNrwGK/py9cPQRPVI/ubszoILpKjQdlKSeSAWjmoR4rbnRt4v+lROtu0QoQ5OkYw5QXSUyu7M3Lne1EBzhQVe16+DgxflZoo1hJXrvVnHQU2ghsF/BQbkSqIyaeJfZbAvsHQvWQD4QSisfoig/ShI4J//2JUHjuhbMNCboXVGJVNAlXUSUoGlO7LmWZcEpCr94xgDA/v37b7zxxt27d0+bNg2/Xb9+vXLOlVdeuWjRIgD47ne/W19fDwD19fX33HPPPffcI44s0h2xm5jjFFf2hBZG3UEXxdpi5qGImRQizYdxciIpWLO1hQsi8U+uO0jTLZdPe5pWGfK7SuQI6ghRTHcRL6VVwShRLbRIIPi8EDcI7KogOLhnAcD2rqnKTZIb5z2mmNrBC4oYFRIN9ylgHBi35OVaSGtkeSHTkI7mEb3X5JAKUuPfsWCNu3aQ09MoV+yIHRONpFNBIuoa8iOVv7rr+koVLB0DAJMnT77zzju///3vX3311bHjAfIe4V/+5V+uWLFi+fLl73vf+x544IGPf/zj69at44e5N21cJ1daFMW13EP5piSV3bbwT14VjLqMEJZPbxY+p7YTuBa6r0wyEoqOuhij3DwTDwpH397+bKlZgjdLTkkuIv6KKPWL6GWCbnrUoVG0kI82LIN0F+/Fo+aVzhKOoChqyygZYlrodQo59Ou8rVoEyQteDbsMvoWq6+D47TA17ww97a4CgvxbmSwRUarupW2LW5sHQ6PeMneX1lCCMR7fWPiGmVCt6b3Y3s3BpoVueEBcv1Sy51LV39/f29u7d+/e11577ciRI/jteeedp59G9Pf3v/DCC3/84x9bW1tdIcSXcxJeX8diB9Nh6U7ejmQcvBsTQb1E3T6x8wj/3v2yVIiNUSDgEVrcQd6CaZSNJ5I7iPDVaa47yPGmb4hubFcvY8Xp7dN4EU4oMZij5LhTvegbo1BZicoyOoKbu2duz+c6gpoqRdd37aliJV0JxJJ0H3z87EN6e9Nr3J3xUo6xm3WOeJaOlctmXrcWXbHGdS31+bfS8z1o+L5rm45UizwajlBBsUiDcpHcZBmhhdwv5LsHQ+FbZfB7bzmEsnWSFppoeCLrTQmSlzVZpqq/v/+5557bsGHDiy++ePDgQfz2zjvv1E8TvPzyy7t37z733HP5lyiEUGgsuH0v1Qq5dMNJIp0WFqOCiCJpwjiWVfw4JISQ18IdhS8OjEqgGIaLTiJMBtk+5RQv4ja8nqswyoq55JWYaFiWtPa99ZhOCOc4a8sErhDq8eeQcFLZKrFoYUa96C0BzLEBegT7iCdkEPAKSdseh5eDUHRgr6p3tZDHNqBwFhYK4fKzg+0SjkGRUFyUy57Y0gi91Ubf+7d5PxIJrqH5+E7zLuqrpj/o/d6+Y2LZhRA//eIXvzAmyxghISRC4aOk0lVajCaS4Def1BRyjC8iEJREFI1Bub6GHF8+aFFB+uy1L17DETrYS/QeCDd9X2C3pF4SVX3SurYIIah7Rgthc0vbLWfFt1OoOVCNhlU5xlunobhomXCNjD5oi6KrIIIzEY3593fi8CXkZItcUIr/cyGkv6KSed0+lDr+PWkh9xrdKuMlQL8VTWoVNxlCCKGSLBpSxLILYdJkGSOuEArS6V9oaFkMeldUpn8SWcMeZyNjb7IMHQzh66eWw2j2DX9Giu1YCtktQ9fKiOu4Q3I62PKLIcjo8OAeJ+nFjTGDFJViF0KhXm4ykTjejUUL6IJuaViEkK5J5jXUnRMFSMuKYnASqaC3GQNrEjzuRVoIAPWxvZk43iNRdUgFubYh9A13TClUy4/UhZAHY0GVQ8Wd5ZAQui6gOxUSmgQpnxCOgeTJMnbSSZ2L0kyVgW2psERsCLKGUcmBwhxR76p5+iDMrmWhhYvllgQ1B6rxZU/Rw/ADn+kJ6RwR+lPqGuTeEk5CzCnMLMAYL28zlt9yw3ElUcFK4oZ/8VlClRvSwtCYoKfRU91RdSEZxrOMcpgolC0apLfJRe+TE1VBhLQQk7TblyxrWr0WSxuvEP1RZQCHP+rdwH3mdWuh8E7wBmo7Bz5QiXUsGTidRJpO4cq0tG3x/PHtuJkq/ytqlfBidULTgdHVLJZOWiRjAKC6uvpNb3pTLpdbtWoVfvu9731POacCRFuJgtf58B4WPSYp3BqKbBdsf65TiHhVkOMqIp5it78WFfT+dFTPatiEH+LKIb6XJx2hICrHlUBgiXn4z83dM91ATqUSAAAgAElEQVQ9G+0trSv/ooBJ/xsvydIinlqYDL6tJaK7g57aAYBA2YbECS9Cq7bpmiGxscBP1L1w6lyhaI3oZcrt2RsAhGP7/OeoS/Lc4JnXrW3P69bAVFx4kYnAa6bcl5l4DYubc0fhU/Lj+TyfaFo8l0pkbiOzC99RGgqT5lNn/S0Txwe0mkXcQ8mttJfBOcIPfehDixcvnjRp0uc///lt27YV/yYm/oZ6TqKW56IMHKDQp6YSLFNwRolbRoUNnNPF5Bx91i0RosthiptBMKrDYy/eiRb84F5BmeiKoleH15ZxFaTXgtMLcZDLpz0dnfNwEf22hPFq42QtsEfmDwvsfVVi/zmyOO4wBVFqhye/6BVR2zmohXhBcZ9GQsZO/Lo39ojwxwlVEB2DN8nfkUkoTSLkCyL83uhLt34xgwaYhtEaBnCcM/0XiWiD5LchOjXV+Oz8gn1xEZHeSYt66YDQTKc33UbY29pO2WwQtwRqDlR3rFxW3tAoMnXq1KuuugrK8IZ6QVeS1SdGsJTn1O/jbrvi89E9RIMzoob4AeGwTHXIyuine0UidAPcR0zt7SGhjjQQ1XHmITj0UMLZDf1c1GNIOiIRwoCrlIT+0Z/4W39DeZIcah6i4hS3PpEcugad4H4bML+8K/8ec8gPtOePb8cl2+6LG+snd3fB+Jr8C4GNTQ6noDA6qo/JKM4B+Uul69qhrkq/Tm0MChu80qotJBoJ6VCr0NOAeSaLK4H4uTOvIkVGrfg8Jd9GQ6ggx52342NHCjwUjiYLrkCZQdxTdMu5L/+eagg0wmJclBQMCuGf/vSnrVu3vuENb9i6devNN9+snFM8xii5l+3stV70jTjGzfcl3IbFQ6lRf8VixJXajV4/ijAN4IuaCozGImTBz7+0ZVteC2sKU/Cp0IQW6r9INt39siS4K3aVnZQthiYkAAQvebI+RkVUtBBAqheWP3Uf7AveFcrUBbgWIkojpC5Zz7YsIEInFiOBhD6jwcepxvZMhEo4qoJ62+hzlvOTTotvOH0NObGMj3+mJX1U+FwgIa+jPPkTP6PUCcFz6Wn0qCD/RSFduGCDgqJuEF6AJSbKjRRRfI8FqKhgCW1ClMHQ6J/+9KeVK1e+8sorn/vc584++2z9NAtK1ig3pt4DkJDvSEIomrJXIPlFRE2Ii3vbvT1qXyQWO+L93SKbC/Zbr9Ue2/Ei5Lf/3vbQCp4cKMwW3YPX7QjhmhIFfmXRfqLxHIKS15Fof0t0h+AbixjlMOrTi1LltUAxYXIK3cQ8e9smQvZLYF9JZkf/xWiNiFogIRTtR3l8eweP3gxhGQRjYSbKQAFnxyivFirBAF6DYsKP1yxfxQi+d2WECo3KmRY+WnALtqyh0YGdZX7729/yb+07yyjoyyeiWkjF6h7A45/8YG/Q/8H2d4kIA/dILPIzbEmki7wfct2CvLFG2fPS21S37aEVmIQtys0YwUgkkC7C0RT3oE8bE1wFjbedVAgRr2seVcSoFkKhOeM9aE79vtbm+zeor6kKhWFCw0oBt2L8InPY0v6oj2XHIkWhqilGCC2/y4k2D4v+Ed5b4ksm8BtuV3GaFj8bJRAK70r8qLIcgjuIwPbZgMIO5T4y3blRCL2lWnYhfO6559asKRiDJN1Zxot9HWHqzokkbbsIlbXSJkA1sm48XT/MJfWJghQlgI9f2xlUwdyuPfS5evpZD+/6KgohAPTlN2BD+FM8/NBsKMQSLNUhu+Y1ZBYV3F64oNDryHKS3i01Id6BoykMhEUCOa4c1udnZTDZHf+k7NlhKTQoPFGEzvgVUIOVF4OkJmnD9laoEMLoCDjpj7qEIn4hooEx+lxzoFrsoIb/bFzX4iYzRyUQMRYFtTF+wOzwhhUcHgQOaWF0SFFWIRwDAG984xtLonypCYVAdSwVUD54V/dGaF1b4D6mUUqj1Acm1b1ti7yckKVGqqefBQC5XXvww/mXtmzLr8yFcJW5kpBUVFy8UUE7qIL4GW+b4rp9+ZmnpDcZuge6IPhmjJCkspcaVMTN3TOpQdqbWSIlw1SdpW3BvUJSUGTv5hXaky/wqASWiqRNNIQ3biG8C64rSjP23pJSFG4YE2+GcmEgL4riIt6K49Oi3iWqURUsN4PJMpWHj5uEYdU7rSjrkLl3v3SJHua9E91MiL/yu3VHWHSK3Uh5CWmhi0UFCVRBnCYkLRRva/LevCjYUjV0JYrgQhP+3rkuIYclhAdUXdtkLHkFHmeuyafPUIGI3Bl696m9gXnHcDw0B6VosSGEAxQ6TKm1kNHn1T+nfh9OmrhHDge8EqjjVUGeoSrik7oKhv4ELMaeYm7YvktDhSmvEPIBchSjX4jVEL2mOMDbN9wvo/egiFx0ZCQCJuJcvHKZjEuI6MSVAKflm1avrTlQ3QWesgqVHiYuev9UJpSa4pAcev+aGqXlew1WUnUMzbl69YlcQ88JDu6sD4Jm1NtBxLoUhdCCa8QogfwA0YUVv8fbs7yPYx9TloOQBIaSUd0wLP8n6R/3w2iRBoTrotG3KzeH5DB0gCBaoUNLeYUQ6QtkHOh79bpd2iiBXrzdJim6bQ11Hn7D/LMQRWxS/KnnJHxHaL0vJ8hLUrMrICtMnSGdf5B0+tDiDrrTWo3rWroODnxTk98xTlzB3p91RBvgVay3W14IxtqhWkBTKHL8XEKZtERIAkMkrXS8Q6+3IX6RyspbFLoMEIr+cbwGnf6pFEV04Oui3C0EJNBbAt5hkPfKKGb5Wx244fqNyyHs9lkeBFgoAgzdJ53R5hRpuqNUQgghrIV8MSmoDhlXwdSpDXQPfQ05e8lih+cW1tJWQgM6HtTCD3gnXFQg34GTamEUo5G1QL26K7/Ee05+QwOXBw++y/s9xBJKjdUUKiVqWqI6hDteqqwlxb8MPYjbL6g07JWF9q7r4GD74dBuO7jPgFcRoyrYmF9lX588IAaBLaQR7+hNeXbRlcQYlwwI1qn3hYvuUCBkeUSFKhY/qot4n64Wip/wmjiXUK8hi4qX7VTv2budKTmCrlMo2iqVvC6Hw18FoWJCCD4tdN1BXpTcNlEr6WP7EaQjWqbeSk2qguA8b+ieQx2Y4P+MWmTeqbzRuVAGR29TXWj5BE4QIuM6czhTeP6lLQfnVIdGuB7rMxNgJmzvmsoHNJBkEAO+5THbu6ZGy0TA7Wao6ya9psDiTxDeakJ6AlvYEPoYQiB220mkgghaRq4ZRqeQOx9id0oB9Zros/MHj3ZqyD9v6El1nybq8UTh9cs/k4pYRgA6neyNaTsWrNAjnyHqJ3eL3xe+SpREjZ9wX6NRYSonhMBaubfhhpSgJFi6Csc7BkxUtaDaOFf/wPDg0QOwn/O2yB+cyw/2N/ctFlz2Qpx/acu2h1bAQzKBDcJvPKeUjfrSTcDocuX1M9xjsKyKVL4Q9sajNJXiEekzUQkUsQoOGsSQ/0TwSAaXvTn1+/g2lV6oKPigLTqOdNnubLvDa5naYfEiVwy8xhNJIBUIloC7rQEOOKI15WXwlMJ9bbyERsNJGVotrKgQQkwCwWfrhQVxPUuF6M9FjXL0gCjCxvFbwjuJypsduhRXRO5P44ea/OaTwLTQIoHE+Ze2HG6sbs+vYQLbU5B9TFSJLl7dKr6myoql1blyqDhG+RFM9cCb0EEzRqgHdgnk/9TN3PauqbTnCEesy+bNY2nbYrFBpQt3DZVjgn8DAKaF3r+mUAhvI3dbo6jfaFNPJIEC7ggS+E991DLbefGvS30+vloOeIi7yXmZcIWptBAKEvlDBDfo+gECt0EIqSgf4pZKLoECrohusKIvH2EO+YVGBvbRX7KsE2BO2+L549vptQ+CTUeqhSH24s6kuhjjeEZCZsIbElBwq1LxMvXwUXSUkK6y9H3XlF/0yiGWG7OknpbsSmAivOUQFT8BBW8TOf2J7jn1RD7Xv1Cd6qtOUTy8SsYrV9FCYEMWHM3s8B22Y8HADuw8hKt00mjf5M+Ol1LcwVI5nQoJhPCpp57q6+ubNWsWAOzcubO3txc/t7e3n3rqqfR2ezuWWKgloESEyiu6HWIJ43VRhASGYlYhQrFHF7F6jBSxKz+DyLUwBeM6c/ieDZyZb21e0wpw9ECT92DK1ABW2kpWSG1hSiR+ieYmaU1Fx+Mc9+IWRfQ2YMvkbkgRFS0kizm248Xepjr6p8VY8NugXzSWj5DDziUrOsPORH7TNVkstBmbUTyiTyQI1VH0txIpn4vyOG7xWvSPH+BqIXYNzLpHjzBaniEtnFO/b05+B1G2iWjioUMI/fHFl/YJ75JjFcLW1taOjo4JEyY88MADkyZN2rt375lnnrlu3brGxsa+vr7HH3/8+uuvnzdvXuwyg3hrRRR9UpPn9boAIF2eWwWwqxqS6HiRHEhdheSQa2HSVwjlM2vqAKoBqrtgPEZaNh2pDjmFCqID6NpsHLXoq6A4aCOi1+wqYkopaqcsNwCFKgh5LcSXvvIBddQm4gejBHJQblnZDpSGxWjOH9/eWrjfjeWsRHjNveVXttuyfhRCjyPGNNS2eV/DeoRU8PlX4euLsYtbOCJeDYWIeRZEGaKFtFbgHf7qEph0PJQCqxCedtppt912W1VV1cUXX9zf379169aamprm5uZcLvehD33olltuyeWS3Ssvte3O+gTEaB0ElsoQpPgVBT1g28UWG6BEWWKGiPeFO3QR3xkF8EIekEPAB68GGJBDixZSfunYjheFFl4+rWC7Sw49I5W2MgwUuQBQWK2iipXqC9WF8J+MDUBxOIo0o+IGvLcdqhruFHp3OeBEVdA7CuF1FB1hoJOBzp+ePDUQtIQ0jn4Iozl24fanyNoUhotP/brzEcpm90pcFFNL+qDg/ZTgq1/e1MVgDs+yPCxGRwGAAqRuDwXzmBKJ+n8V0D+iyr6N6euvv37ttdcuXLjwy1/+8vbt28eMGdPc3PyLX/zi29/+9m9+85svfelL73jHO8QpeocxtldjsYL5ghz7xY3oo2xh1i1N0I6ihUJo3RAZ3rZ3uOridt3eprrDjdU9jdCxctnsjcvxucT9bFZfm857BZ9+8Aqhi6hHMtZKdaToZvo96LWp+CVuI+QzMYhwIOgzehKHG/MpM04qFiekgsbwOL3cPFQpvATE2zAAwPvqYO+qhqjWRklhCgQp+qZbxd7xjahT/rIzjvft9vRZvFaQwjz4pbfZ621DeV5eOxiJVV7ty0kRcoDwNd3kVbt4RbF6hLlc7pprrrniiisWLlz49a9/va+vr7a29tixY+vXr1+2bNkjjzzyrW99S9xWVVVV6GqIcexmGWJYriPwXlMEExJhqXUanXG/MHaSFcU1FE5nMa6hdwDLXEPoOjj+wYMFuzjyXw9VpT73HqrfOfk8CGEIhoRS1aarggo0U0gBUjH8d/FG6ozMvG5tT2A+UlfBEAWuYddUS2e3YLQtCiWpTdEs+8IT8yI6yl8uT1/SlvecGrbDC6hWSHENweYd1k/uhnUtnUtW9IXfqWung+WcGymh8gmsHuHf/d3f7d+//+KLL548eXJ1dfXmzZvr6uomTpx44okn7t2794UXXrjhhhsuuugifkpVVZXlIY3tNdQ9+OnGWQdFAomkdayroEiGNHo5qfthyDV0A7ApXMOkry0UMw30KyETzLu6xfMglaXrc3/C6KAbMbbVUMV5G6fXaUCi7iAinEL8MvRoURXUgwFUv1Doi9Ajz8+/H9idKh7T0HH0QJNY109cPu1pYDNeieSQP5R4cGOVhUjaBy1+PzV+ERoVQogSSK8YtMyiWcbixvLhD+5aCYvLbul65ORFrwYAnUtWGNUqBVYhFPT29h47dqy2thYAXnnllZNOOqmmpkYcU1VVNdvwtip7S3UvJVQQArgBdEE0khDFewVluoUbEZ1oV6SnE0eGZhMFbiuHQjkUllERQgB4eNdXcYkhAKAckqHcXritjOKL6HFRoYL4gbSQ9hfF70sbGiVSVFzIRIaEMJRbyMt/z0froRDvqmT+pKUVQlcFAeDyaU+L5OFNR6opLqrELcQCj6jpAFvP9VYWv3i0NqN9kBPVQmr/ISHc9tAKcN6yG51RS4SliBBy1ukb0kKICZixdrzLGd3aH45CaAGFED9723S0/XmhS7mnG0fiSgdTQqPGoI19UJbu8aMU2WmjfqEihKiCkA/sCHNpVEEkOkcoXJD/v71zj66quvf9b0PASKJiAoOSG6AdIbZy9PBIZMDAHj3SW8TH7bUDWkGwxcEtgufAGRZs8Nyh1ONpUFCwLV5Ujq29x6pD2lKlFzJa8aAZoxwNjoge5ZFIeEnCQwVCEtgh+/4xyXRmPn/ruVeyf5/BYOzsPddav/Wbc/6+87Xm4t9X6N64xAk+nqPi7NY7IyNHKjymfjnPgpYbZSGsv/ieLE3c9CSHJsSZSKm7zz/zcVHxmZnbyz9W1yVqkUYOwNpkQYZa9gFTfxn42GLC0vu3tDKhuy+ofdc8BymK0kCUiupY542L96W+s9CEPa5K35iyKVIhxM4RBkQMheCKHXaYIGnPgBzWl4wRsZcMk9niqfgZTIqoqqCzflrcpTZsMWP9DOcwsnYyAwN7+IlN++V3v/AB0CqIgXf+1gHw6aitp8YBHLBMNYWuguDqWyA7gnakKVvLxrDQ0/kmxJE0ZFTlqB1BBi9499XNur38pdf3Xc1UsLufh3pPk6qCELj54snVDDXCmGKLacm3pQHU0fOxJZ6z+Dc22zOXp5E+a+cX2QfuXlNo5YhNH7aU1NmTA1dcFfGRWaEQkxAyguifiOU82vKqLZR2KfJkqrbJaam6nk4O6MLBkiHl0K6CHT2fFhKrqykKt40ugr3yl1wL2QklCWTn1Nb/QuWBeqmK8h0sV1z1R/4lX3mxI/DyGbUdg4nFYhY4k0nYxxKcWtjzEUM2yObQOcwdqQyzvqyDlytRHvhz9F7hEdzUpegwP9YWEDUr1djCBnhNe2LYBwMk8CrIsGuh1N1kJzfJIfRURKcWMpgrJtXNWlfZYwt16VipqNvP7Lu2BidWIYwHvBZyMBkvop6fnVyriBJqQcHUZG3Mkg7kggE95dATUl+qFbcNm+VxYK6FWhUEw94ZWphhfHLi4lsGr+qRRmqhY3JERZsjeGk0yaEnG5wwn/fUP5h21bKavaumwTJh0xlv3T5tXei5C5d7sKHiT1XrKlfeVzeLb1aiFkVTJeLdQV5gRDn0J96+QbZsOKZdLLS0CntZYMAIm3Y4XaxidgXN716Dar9l8TbvU7RQBO86Xju0YS1qYpojzAradqsPbWBgBkY8ndyU8QzM6IcWXm7wRVBCMkwUMCnsMsRJfjZHCIgWrnZ2RPpGnSlUl6v9nxt+AwrS02kidjUS88LSgjZhGgJySqCpDEjYF/Gm9zYCwDb4/U3w3QFXlYGwoBSUGzGVE7WcY/pzWlc73xXM4YIhqaAU+tXywPAROi2tT9Phw3oOCN/c8y2PKtLaHzBUeTWXpfWipgYory/cLaoKmp7KMMHn9UG5X7AuR+eFxFMM5NiDIaPhoaXRqVW0PUJP/eLg2CfG/OUQRzvY6FUFJYdYct1T/NXibNaZ4J3CDvNjTwHR1m11pFQdIFVZuP1u/tl5vyaf8HwJOHlm+skph/xYsUionlf75eIY6YCrypgW2gneVAJcaTepoKkvKCJOodlV0B++TyINOJlUUITLvFSzLIfYF8sweH2xN1XFB/adoy/iXEaL8qyzdmcrCU8DwgxnMzEG+rkShEnL0StM9zxp2IFJ5vebB2SH99e3mmCnks7mPD+/cSn0mGpjR0na/k97VGzYn6AAV8PTMsTKfhUT8Eqe/+mA/E8HjH5k9eH5y9ln/o8nttcoy6/Dhp8Ss8aTk+2ZIl5UuooW6TwYMW4bXcRb/QOuKpt21bJt8HvQdQdFO52WWAirNjHUDhMzktl8pnRAa6nG/qyjXSMjImoGj2wYt4/70WrxOXpnbWL1hX8Y1PCZWkP5N/baB901jlUrFrjE+Cbd9dZT41Q/eArjYgXx0U0Pi2h7hFrsPRXmxLBqWljnUcGfWe0Wi9/wtqGnnDa1KKWT2EO/6SeRDnSnkI+LOodfMJhmNbTPyYn9RWefz1L8pH6bKUcCzlTxq5tyx5S5DNNkrbR8pmbvqm+OrpZUkP0k3b7XkQN8yXd2Diy/dls7oOef0SL6IfRuiuQNnstq5WL5JX5vn6GHbnmT9I8ND7BBchCGSdWhF4nu616MS1LXkD8JKkrgfd27y7I/nVnviRhyPyYhFCt2hzIZq13bwj749qbXA6WWuyUlHlNdUrVQTQBm+OgKuJYaWrCHP9FCe1yWcKqgs0HKkbQQem43JcYO5zIKT0ENI1Ta773ivBAD0wphsDA3qOEz1iIx7QLjCWmCEFOtxOpsqcjSN1ondISxlRcG1TPqaDavMqIkOIcKRSZ1r2eWblbt97MX1Y5+ZDUy60FQQWl4PL23UdVCUOZfVaRhUoCL26OLcmjBqYWSE0xBJobch6iFUHtv+biFSQynN1U8pddWP6RtYE2pyebh2oRfom0cqLcjVlFPKiXRohutNYEPxxbwKsgQtfDLp4wVM8QaC0qmqFmMzF+kUAVHvZC/TiFDOyIK6IzeIcwJeVVBy5iYVJ4xKsiIOg6aWuQ7umf1wGpeEC3EVF5e77SZru0CqohdQ3HKkGHpINq7hiLaFVWW6I2sU1HnPidaIVThMQsAnK+M0TqRe9B0rPhg2cVv9n5Hm9KSGXaRkNqJ4k/aQ9j9nto55MuvrL1AtU1tkcMgZcVrp5DVRnEUjtUo1vk4YzpXN84RnmTijIZ28A0OqYkDPZftiA0RuydZUGO9CrbIVr266XZ8qyBPY58i8jSBhET0le/qIBkm1rth5k088Pv6agmihepEoGW1FO8UMgYpb0C0dBC1K2gg7KyUhrikfBw2/FTgdriNaB+fUKdzpCXpntqq2qorHcvyRiqdJiEERHSTzm9Pb0ksDQ5DT1QPeBocVq2ySzjS4Qx2CLNfWtTOONO9KZQ0wmPqQeK1UOwOSmVJGhplcMfa476n25dwFhiJsK4llh+nY3l30CKEYCgMrOBpG/iYoihhj5X4fqE/+K3hq61qsGSklAC5oy9HPJtYsxhSZDg8fzkv9uqjEeBatibNEWoxPQGsyqFlpnnSsANqgfE0LmpCvMrOW1dGqFYRnloRQkvwsscLp9fUoiwWUIsQAuLk0LN7ZEkjfaMNZBgVTBoWLZS0ytLC1S7ytmBRQS2iY/Fx34KpLw64MgNermXBJIdgVkQQwtbh+fImWBa4Cr6+72rnFu1InP0GVRuCYG8CmkBqofqT+tJNsILX/mHDT/HNPHm+q3IorZACF9OuWqZ+adkQQ1REU9DmD4xaqoyK/d7VL/uIEKqVVm3IB4S7T9JC9clWiXCrn1ga1CjmjNfJRNVCDstH3vngqIqI10JVBbnftEKrDqSoafA4uwWAKDMWGyYNO/DH+r/1aqSnDqIPIWTtepD3bpVBhjkRpxZCGHLo9KfztOwMGGs5pv3VVJDBR+oDqe9RUbWQva0CDCInUbN3lZSMfWPRQhDqoxq02U5PyDImYbl3lUiFMO45QnFithDxuLQnWnou6+LLfHkCT+ON/uCXmKRbIRaFCkr11nJr2hruyRUdPZ+mEJ9qKN1QLY1EiTfL57p4NdbOckkDMqoKgu60UasgdOem+I19kMDew2B47aGylKJvxRlEEEKkNIrFUG+Bw3ZQ2wlwX90ssb6wz1J8t5yHoUa3HYjd8MXTYgZgRPA+tNOCW0XFUZvaEpjKNUw3AcnctVPIdD7Wop0ylLTNomrfHF1d8/+W872HeCdSXUSjRRu0SzdUA3jwm4T23hkYB4ZCtD3C0g3VUkNGWqEkzioF18LvjNvlSvIl+DEKJ1JPVETtF0qHBMEZXDABiOMsc2KnkMNyjXc7pCiJ7MRIe0rxL8X3rYsyYCeIbzHucpYc0/AA8hARU1CQziD5VhRC3mDnHT4VPrtjf02gCLJ/w7BUEAmv/UJtg8NSkp3ntARlCbsKOmuTCX5FaZvWlqNX8NfYSnzzlmqMjInPV7AtFziijmJmDaUWMP8+SNUDV/FYV/lSdGoVeY+QN11be+4wG64EIrGUTnyclbBXct4vBEMPwNm+NiFdztR4BzR2S3x4RkKcPmzVPYwhPiYIANK8IN4Ar+16EeYBT34Tuy/qdTGZi7RW1FSpuEq+BaFOsQbKzltX7hQEjyM2lTw9BuAJaajGlfwi+D439MwyS0m2VHM1F7Smep0U9A3LLLHtIg2TflmDDqdV9dI9DnExzSAA9qKYb95SzYZV+ZtETVhmChnIMmxHW/tMrbdwibZHKL4lVZ3aQfoRHwG1PUJMJBLxF0bt1VtrQ5ARAPVy+LkKO86WvtojFLuD7EtMpxB69gvFl5GGMnnsIxMlTHnqNbNULMIpobUB416pJ+2UHx+PATiLigSmX6ie01kfPZ2N48wCbUNTxZN/nPcCrlInVUN1vtC5owXoJhcZmA1OxbrJdsB33pE/RD9wLYxQrSI8te4N9b4XjGDkEHmq0HFGGRBqhTO0OcE0VCGAHGorMP+sRltVCEE4iWUQT0LdPi2IEEJI5SEiOcTERIazwKi5I6kguIqojygPOJmREG9ZNcmrSz3VOzz2VqYEXghFn1iyHqPrUtfCtHhYepyJoc5KcP0TP2uRhty1Kogv2IBojnDYNHZ0auVt0+0TJ04cO3YMAHbv3v3ee++xL+vr6/ft26dNP6l7H+1h3dsNd3Rvm8u+ESuqvVgPM29YLJ1KosW803coYGojdN+gKTHyJOAl5c1X1OMHu8TE+EuAQQUt4LUNn9JEKFm/w7Cjuj1DnThrvh3xuuKpfDjNnwqCNcctlZF/3qHbvx4P0vPIZAxthuIrkYTl0v5KJj8hj6XsT0nwWksv/ldlZGEAACAASURBVNPCf2X/Rj+yWkxvPxB89WEwOB3ib1UqHg89wvPnz0+YMGHGjBmDBw9uamoaMWJEY2NjaWlpR0fHrl27Fi5cOG3aNDF9KpUSn0ZyDg9q0R6FaUdg2qR2nLaFizMi+GvUM+xBTTusihl/ExeLMvNuFrbi9dQplLqDPgK6BXumM/MwBQPTWg8de76bnMyw9wj9dXRE7HdtCW0Yb6sEqZIWUy2ndaogstOMd4XzHk39Qi1e6xFfj8MrY8NDX+6VwYZDeWKtOOFrE3iM0pE+PuFBCB988MEDBw6Ul5fX1NS8+eab+fn5lZWV48ePnzlz5uTJk9PpdFFRjwlbSQhBKYvOLOf4jjLI4QgJvGGhY7pTvEn4hX8c0/wiZvxNfExNNNJ0LAiVTUR6BjEs8JluB+N/36XUgtfratuIPno5wYUQ0+PxkTsYh5jw0Rb311bANAct9+68R7sWehU/LaIiNjz05So2+6QgflwU3zLgJEII6+rqqqur582bV1dXt3nz5h07duTl5VVWVr7xxhvPPPPMu++++9Of/nTMmDHiIUwIwdDJcGa2ijPQTPKyAtOHAfHgu7kAfoe5LAttLHrG0Aqh/Sj1LfO+Qda6IHjyP774YfB3aTEYee0IimC0MKAQcnzkI9I5zEJTEw0Q58FroWlBqTZr7DitwvQ1QwdpvB27waa+IPuAVCsfYIWwoqLitttuO3HixJEjR06ePLlly5bCwsIJEyYsWbJk7ty5tbW1Gzdu/MUvfiEdpW5RoZZLr+DLMT5lAvHqqCBDo2B+KEqNdGI5VnctUdsiFiEc5vG5aU4oFdIC3u0qYWmhDxucBR4pgQxnmQHzzVqy1dPuGWFltOQKbjbGyZiahWmA+igYdvPi1MLgGYExUnsV7gT1OQqkeGHACuHp06e7urpqamrq6+uvvfbarVu3FhUVFRcX9+/fv6mp6eTJk4sWLZo6dap4CO8RAq5SEf7ARDeM/2/u+aZNjkULMdt3tegeBDYd5awtwSukBUxYxOAMeZYOCgQ2Y4fhWT1MOZFwFhvtnZoyUTubhRTFgPmuOsRTQ9OH6zjxaCEg6o4/tBMZ7BlH5O0gDbP3BdmLf5Fq5QOsEEq0tbV1dXUVFhYCwOnTpwcOHJifny+lEYUQEJWK8ISnyolxvkkIwaCFw4af4sXUIoesGmgXW7NKjqxOkYIMiEhMd+S8iknDAuKpqEggF4OISIHPvppDxCmKvuUwoFeDOBB0PvRU5vFayEFqjx3ubbanttgz4zsz2G8Eb4ZFBcWNBfypFQafQohBfI4QXNkZHN+FFSMSEWGaVLAQxW0izVALvSchlFLae0XxYCmTlnlTJOJNRV34LfguMBzn7TsHwwEthxYt9K2CIj4yIrgDweVDe/nH2IypQf5kaVLPVyxp388FvgbJGZalMSCoYEJ7hBjiFMLghdVZ25EgRcVp8FaPb77Gw01ynt8+UspKasWfqvhLWEzw0VFtecDUYRPOQuWvc4bMRCeext+iwJnFeJxOwMihD4LoX0DPh+g9htOHwQlSm6S1PKL3xPk5rRByghgA3RfVSm8fEcKdt660ezAIYRXZICXVaUN02hY1Jrew6uGcJjQppY+h0YChzTn2iFn10FsIvbAhnRDWYJ0PCQxYPDihu04C6cmAeKpZIqG4EX91cdCVfZD2WY1BCCPfdJuTfBUE3KmkQow5hIFPmTS45eK982IqVRupAvDhUy3I2hJKzQTXeXpRBjlHbqO4F20xUNG2byRVc+qiVxUMpYRE4TQtYQ052AnFJ76xDPloDdMOukanGhLxCaEFZAVLCLHVlgSCyalJ3U9Q8LFTU0qnCsZWk3tLnmrtVDMl6ttxyjC4mkdM57RyqI7ORVROovYSHrslzqjoVVZZemcyH2jPjMkdVQVNk5EREdPQqMUXaiHA51ByirLI9IKLE/5bzroXCPDEAXFeS72Q8xAw38vt5R8DgLRzkMS6ypeco6YmMJVHJJ6SgC+ZPtDeQmzaJsIyHVM8JPD+0U4oahcVqwRfhRSnM0PE91gUEnz2iVjMsJ9QPJDFE+h+TAJ0fcFIh0ajFUK7pPtoB4We9+FiUjUppgQRvy1nByCvouJJC7VX4el5wbU8KsrHTlU59Be/VLJYHvxFDS1ZvAsJTyXECdJFkiiGVTZMJMfbuQMrCXbPO0NKHxTCvlcWg2ibJ8IVQoZ6oPN28koaQCiyImrx9fR6CiQJKULIWG8iIXcBrhx3Fi2vBPSbb5LjcAuehpT6DLeXf6yNJ4ytp8b1eiHsFYXPN07NCBFeMfCSJmIx1XlmCYsQMlikM41yBCSBJUqN7PahTlOCrIDJ9OiCMtJ1DJOCrqt8yT5QD4Ed7vSS1kXOo5w4PW+PBngDnBeyI14o4Km03F7+cYRqFeGpe+4skxWCFAL8sbGBkSuvo50+yCtp6Px0tPiN9qK3l3+cCxLYWwgl973GVogmJqo4B9b8lRxPdxopEalsklHXJUSoVhGeOgIhxPSE+mrhQE40xiCE0N0jNMkhX0rDfwo+FOYvkPVhphek8RoTYtZHBP5etNgH1jyRZF/5aIj0GfJKGiJUqwhPHaoQYvLeMn/WZ8DfI6b76BuLEGJCUqRDWH0eNUPjaf3ERkBR9EdvdFROEakQxvccoe8RZHwBxafsveDvEZ/SN+oYKZKbr6jnY1kMp3ZmBU+9rhgw5Sn7HjlmkHy45fE4v/c6igiLaHuE/qIkkXxYjxCETiHvDrI/ncKWfCHExEeK1DETlsPJpb2OSHuEJISET0Qt5J85CRQ2T/gLlP7CtL9rEUROEakQxjc0SvQxuP5pVVBaLxNWrPehNJg5y7Cwj/+H5QSCIMKFeoREILgKMrERVWd6QVodQY0fUaeZGX1saQlB5AKR9ghJCIlwUPuFIlQSCIIIQqRCSEOjRDhIUud7QSlBEETM9HMlIAg/kAoSBNFb8CaEe/fuZR9279793nvvsc/19fX79u0zH0QQBEEQycXDHOHzzz9/8ODBFStWrF27tqmpacSIEY2NjaWlpR0dHbt27Vq4cOG0adPE9DRHSBAEQYRCIuYIjxw5UlVVtXjx4uPHj7/yyitvvvlmfn5+ZWVlOp2eOXPmsmXL0mlabkcQBEH0PrBDo1VVVRs2bLjlllvmzJmTTqfz8i4q6OrVq+vr6++5557i4uJUT+wnJAiCIAg8KQXXEViwPcKGhoZp06Zdcsklx48fLygo6OjoKCws7Orq2rRp09KlS2tra4cPH/7zn/9cPCREKwlCJQkPKRIEERvRDY1i5whffvnl119/vaioqKSkZNSoUVu3bi0qKiouLu7fv39TU9PJkycXLVo0depU8RCaIyQIgiBCIdI5QqwQAkB7e/uFCxcKCwsBoK2trauri30+ffr0wIED8/PzpfQkhASG0Dt2ufBySiIh2Pf8o+IXIkkRQq+QEBIWItU/LRSViHBxFjkVKoS+ISEk+iZbzg6QXsbEkbbJlsKHjwCkhaKSCfz7nyFXs0O8a08vmvZ6m3j3ej1zPDD7g9tGQkj0BeybkUK239wUvKL2GXjkxfgEH6Y9gbl0QDyJvQS7a1X/drSMEv+cNOyAlICJovO6IXrVea3QiWhTexJCoi+AeWehFFmkprQWe2PcgnryILW0z4B/zT1PGWIWqESUKUHm9lQVFPWv5egV7MOw4af4l6IiOrUwRBVkRORDjleD/dlDQkj0bsTpQDYcKkmg70jqCRatTI10jr9a2geQhE10i+qT4CoIAOsqXxL/NA0JhJsjyKhtuqikglwCuf4BQP6nAzpK0gBweP5y8diKP1Wx4sd9y69iaSZ69bC2eRGuDwHtRlPT1oc9kQoh9jlCgvAEf/sEq+HsLb7sc3aHQHe0jJK0cOupcZiuSd9GjWsWtwRUQa5/99XNEr+/vfzi91IJCTKGKYEM3+AeydfPbUuUbqjmn4cNP7Xz1pU7AQBgnZKStRH5n1tPjePe4Nfi7pIaEBLs5Pz9oJaUFux9GKQbLcXD0/B7DFCPUAaZxyoJydGsIyqf9BNGAsXKYwrE/uKvBXvvJzp8FzZGWKZiVFC8lj8hZOH7vrpZ6ypfkiQQhCzQxm4eSXjpUtM4sXhbvaiprLJb1o6F5n+qOT/rGjL4YClviqkl3OJSUwNCRHKj+JZs0yFa1MrLfe610PI7CthVjbRHmH0h9OrWPoY2vmQLfKHkqDZLMeX1fVdLdTJEPAViC3EKoadc9jFpGhHcLVLHRUxj76mw8M3lUPrVcmvTC9LSwzam7pol4EhuV0spuHAOh2qOAQBBC7WzhvzGAxZmuwNNP+ERh3PU2Q07+EEXi6l9UAg9xYIsgiyayDzuXWhLpLNNLVYPsbaIccdTFQoL/AL3UKKGCqbMm4xUh3MlkF1n3wVVm3385Fz/Kv5UBTrsxkN4Qdz0OmjR+V6bZc5FMWBVQejZKQTzIhqvIHPTkwPtbOl+3om3blXEIVm8k1VUs/uUEGLCgW9McQRTYpCaFxyMMXhUs8M9vwWpVcj+5P/z76XK4GxLOuttWEXINAbrNMArToO1ZU+KuWFFT469nGiHCqcXpLf0fPSTjXOCWQI5FptDV8EtyvOpYpm0Fz9LHPCngoywtNBr7fbkQDtSMTZ18kQJxA84mxDt7ztCaIkITh1CtnkxSKfycYbgeC3QEp5sDngtFZPO3V7+MY+MoAx/ibMXvqcuGE5p8Yo/M5w47dx6apzqLjHg7rx1peaw6LHPkHH4bJ/0/JyEPxUEw3isBZPa2Ztf9tok3ZoogYx4hNBrLQ63SGtnkcGjVWIr+fV9V/PCj2wZ9x0hhGi0EBDHAiLPMCcJjtMMPHiDQ7womJeiiQOhvHeoTcl+8ldXkTHRE/4s0cLM4/eubSBLf/LWgziLxlB7Wsi4KSKGct+axMAXOSeYy0UE5i5UaZckkOmfpHCSKEq/MkQVBHSG4t0VYmEGc3XzIYTgqhcMHjqkG+lTQsjQOhdTOj1poddMksDYgyGgGU5MsmTqkAXHOcqEEULwtfYvChUEL7EDaYBJ89QowOENZHUhiXOO0I5zuxMJT7XMHyGWRgxIs039Wq0EMrRSZyFSFcQXYyTI0h4uvLJI8YGEUAZZLHoLbOrFlUozTKRtVdkfNvI6Rs/RDvebNBiEZp32V39CiPGSP9QI4vtaok8wy9y14OsCEmSnMGriqbkY79nHchmYUVCMEErix8FnhNNvCZdA0TzTmaXpQDU49EEhBPOgMxJnycg6YkDU6kHAsquuCJDQRmH7Anc76ryLKSXDIrqmRp+FcGumhNe5KIbWAxbxEwm9AHua6MKH4FDwfbP8ppxnQEYPf/oH5olAkxCaxE8EmQuWew8YQ0x4qgVOLEZu6d4qQXoeRhsW+qYQQjAtdFYMT5iyKkiBsAyCc9S+v/i99KcWda8WtWsoEa7rfMCLfhJU0C6B6toQ8U+k5mnxlAvIMQOOWo9UAUBGYRHTHnUmPN2jiCUOSOdERgzkmKeKcyGMbyFEutHkw94ugRxMlOMpI1SrCE/tEkKGfTKW47tSYTBlmGWbJfugnyWB2AJShVD7vLC0rYYJ8YqmABGpGy2o896AKPoiYVVRfKOH+VAUvyDKpxJFXliEgYsBMgSHQpB7dEaAgCqoxSmNJlTlC9HPdjdi9EYFWaGQTgaPRuL1j9PHhZCBzJXQsY/vYQb3xGSWWTGGqTQwtB3ETmGvMvzjKICII3EiroEGL6VfIng50UYN9bTIqb4ghJUjyFAVcMWNP8K6Ry34G3clcaCqo7bDF6l7I/WkCtK3dkw2O+OkltvLP45QrSI8tRchFAke7CQk0TLN3mFmdLU4e4EMfw03C04j/S1xlrCb7bRhurA/Flh3LAzdP0ikxUeMiMQPAmcHJ5RQFQNh3a8E8vaDq6CdSMVPIiJPcpAu9YdovF0IRTOkoyJUqwhP7VcITUih09SZU12sLl63j1s6g7tXIgrxodupgrdcMkbSPww8U/AXDYJqHjcgxIgQevAK0TY8yLuIc0Ae6QdPQuhP1TB3hxmewdwR5lqAmGTFXAs8ek/C5ExmgBSEWYiWNmeQzrCu8qUI1Qp/6oaGhrNnz44dOxYAdu/e3dbWNmHCBACor68vKCgoLy+X0ocuhCIs7IoKx7PWuTDSR688CNGF9aiFMCLLTWZrWzbhFiGpb4pZIOMDZLTyRHCrfOD7RjBxPyBIh/je8kZLFDeiBXl3URBE/OyI3hb3lFErPnt9lfSyjkQI4bZt29avX19aWjpmzJjW1tampqYRI0Y0NjaWlpZ2dHTs2rVr4cKF06ZNEw8JSwi1A2tgfn6ANStiK7IYIlIUkYhEMQrLkaZq11WbEAuG5RDLwCzHdwyKqMj5tscfId5FKCPzFqLzDNJm+4MBpp+CE92NcyKSQ9OWgWJfkM/IJlEIf/e737311ltf+9rXzp49u3nz5jfffDM/P7+ysnL8+PEzZ86cPHlyOp0uKioSD0mlUpa+l6cIqy6nFJvzqhwmUAud4CsVcrlHWHjKKSQWa/1dztRaknB6yXeIia6w+TYJT3TGx0NwF/nwQETTKEEI7gctwUWR6x/fMpD3DrnnmfGWB14jFcI8V4KLDBw48NChQ62trWPHjk2n03l5Fw9cvXr1M88889xzz/30pz8tLi7WHqsdJ8EEdxH7kwzSJVi/W30NdLiDouE2ePE1iqV0eiwsoljVMl15MC7gOTFjD04P+44jYZWBgCTEjPiRgqmTgI4KWFajI+B9MVQfMjXCyKHl4RM22glwsZOnPpN68xX1W0+N49eSfgKAdQCpVAoEQtRFbI/wu9/97hNPPDFq1Kjrrrtu0KBBW7ZsKSwsnDBhwpIlS+bOnVtbW7tx48af//zn4iGpVMq+9M6UbchyJsY1UwWwzBf6E0XthUIpfz4IuJ4zFDCZtaV7/4hsgXEFMoaqRJ37iSpyhFSSMUWrtyOWQIsc2h/BPDx/ebcWyi/fkAqzeDnxp0SsGv3DH/7w8ssvFxUVfeMb3xg6dOjWrVuLioqKi4v79+/f1NR08uTJRYsWTZ06VTwklUpZ3lKmdo1VkKOFouNMe38ECRzIEBnkEkHwpDGR1ltuSRSdSH8g7xeZxSoxZHpYC098ZwHSh70XZIMy5ikJFaSdEWGXQ8xGBIfnL4cvu4YAAMOGn2JCgCnViRBCAGhra8tkMgUFBexzV1dXYWEhAJw+fXrgwIH5+flS+lQqJd4zx/QuLq+KqNVC/oI0EYyXRXyHRfB+LQl/Uc9HjIu62jjxYbNX1HsMkrMqUu6Y7ii4q7caXoKKIRQ/B7+F5BDEIVnxQxCDg6C9WV6D/GkhdMsho3RD9XfG7WKfnSU8KULolVCE0FkIeG6xHNK+yMbp4nDjYzzYb8rpN0ZWKrYJpM1OTDcVbi6r/o9OCKMjgSs+YsBHSYvZRT4sjA5ngzIUUeRoJ9RuvqK+Fwsh9OwIg+t1XPjgIiLlk7jbtQVnWMRMDqtId2Q5iddnmEwEV8SoK7nvVUXIsXEM9uxmtjmLBMfr9LZXa3sdeNdxfJSHEMHUC06k2efJkuwi+UHNdH8xU0L7iAV7eXWEahXhqVOp0g3VWs2342+HETGTLDuIqktMOaHkYtTY92vQgnRj8NqOj4YxB0GMCooEWZ8SonjHAz7XIgLp2NCJrV6YQBqQQJx9RIggnO68dWWEahXhqZWhUcxOtawLrCYLF6n37TXPtB1/9e7s4wPOF7XY8aSI+CqHrPYhRs+o46BXFQyO09tIJ0dEiHkXLvi8CDJpyokum6YjXpvlvHqvwD6PyPEUYE1h8/D85RGqVYSnTqVGP7JafF8XUgj55yBlBdNmgZ45hBzX9oH0VjPMW63Bi1JqRRG5lMOEpSYjI2mQd+AFD3OM+FWQ4cnbzqAZHIsfvL5lMB4w3fRQsi/4aLYzr6VTOdP3UpAhl4GZVpTCZsNDSyNUqwhPnUqVbqi2TwqKhCWBIvh1E57aLJ5AvsMFD9KHIr79iQkHSF1UCSWQJQ3frvYBJndUfOdX6IReACJyvujniC7RZ0D2ESWk8KvtkySlRyhutI3cdLviT1Veo3YU5cweL5yZFASTvobVAHeGkhD9GTDsOk31Ab87f7Z5JURnRk08DkkCvShTcgpMCfS0XCMRc4Rr1qw5dOhQSUnJ/v37y8vLkZtue9rzM7YCjckhJ/b1FEhxRXrGE73LjSJRW84NjvpCiSX0LAuLnM2RHMFTwTMFz0SsGp04ceJf//rX/v37T5gw4ZJLLvG36XbCi7un3MoWCfchQRCED5zhNxHPET7wwANFRUWjR4/+9a9/3dzcvGPHjry8vMrKyjfeeOOZZ5559913N27c6DoHQRAEQYQGUr+cYN8+UV1dvXnz5n/8x3/ctm3bvHnzOjo6CgsLu7q6Nm3atHTp0tra2uHDh6ubbodlZRASYgaQJQoJMQMSY0lCzIDEWJIQM4AsUUiIGWHh4WaefPLJvLy8xYsX//a3v0Vuuo0/eXQkxAwgSxQSYgYkxpKEmAGJsSQhZgBZopAQM8LC580gN932d/JwSYgZQJYoJMQMSIwlCTEDEmNJQswAskQhIWaEBXZoVGLQoEH88+WXX25JSRAEQRBJpp8rAUEQBEH0ZfpU95YgCIIgvBJCj3D37t379+9nnxsaGt5//33+/Xvvvce+5L9KH8KFW3LhwoUPP/zwww8/bG5uhtgtER3y0UcfsUtD7GZw+HUhezZw9u7dyz5k0ZI9e/Z89NFH7HMWzVARcypmtD45ceIEq0eHDx+2Hh0yaiHJiiXaihOnJc5IEpsxztAamyUREUKP8LXXXnv88cdra2u3bdu2fv360tLSMWPGtLa28t1n9uzZ8/LLLwPA8OHDm5ubu7q6Zs+e/Ze//MV1Ys9wS+rr61esWDF//vyysrKampqYLeFmrFu3rqGhYfDgwel0esiQITGbwTBtCRSnDZznn3/+4MGDK1asWLt2bbYs2b59+y9/+ctBgwbdeeede/bsyZYZKqJPnn76aVfyMDH5ZOTIkadOnZoyZUppaem4cajNkoKjLSTxW2KqOHFa4owksRnjDK2xWRIRPhfLiNx0002PP/44AHz++efDhw8fOXJkS0vL5s2b+e4z3//+92tqavr16/fVr371z3/+c2dn58033+w6qx+4Je+///758+d37949efLkV155JWZLuBmXX375o48+mkqlvvWtb2UymZjNYLz00kt8S6D33nsvKzYwjhw5UlVVtXjx4uPHj8efKZzKysrVq1evXr36zJkzWTRDRTTGlTZkTD4ZOXJkRUXFbbfd5jpBaJgKSfyWmCpOnJY4I0lsxjhDa2yWREQIQsgZOHDgoUOHWltbx44dm06n8/Iunnz69OkrV67My8t79NFHa2pqzp8//+CDD9pPFZCysrJly5YNHjx41qxZWbRk7ty5Fy5cmDdv3rJly/71X/81K2bceOONq1atGj16dElJSXNzc1ZsYFRVVW3YsKG0tHTOnDlZzJSCgoLm5uZ+/fodO3Ysi2aoiMbEjMknALBp06aGhobrrrtOeko4IkyFBGK3xFRxIHZLwBxJIHZjTKEVYrckZDKBOXPmzJQpUzKZzB133PHJJ59cuHBhwoQJ119//ZkzZzKZzPjx4zOZTEVFRWVlZVdXV2VlZUVFheOMfuGWVFdXnzt3LpPJjBs3Ln5LuBnnz5+fPXv2K6+8kslk4jeD0dnZuWnTphEjRuzbty9bNjAmTZrU0dGRyWTGjx+fRUtWr17d2tra3t4+adKkLJqhIhkTJyafVFdXv/rqq66jw8RUSOK3xFRx4rTEGUliM8YZWmOzJCLCbIHOnTu3qqqqqKjo7rvvHjp06KJFi4qKiu644w4AqKioaG9vT6VSV199tfgMYkSUlZXNmzfvyiuv/N73vjdq1KhsWbJgwYKWlpZPPvnkhRdeWLhwYVbM6N+/f2Nj49KlS0ePHp0tGxhLliy55557ioqKZs6cmcVMKSkpWbBgwYABA+69994BAwZkywwVKXfixOIT1sy/5ppr4hn1shSSmC2xVJyYLQFrJInZGEtojdmScAlhsYxIW1tbJpMpKCiAnrvPxE9HR0dnZye7enYt4STBjOza0N7efuHChaxnSltbWyqVuvTSSyGrZqhk0Zjk+CQhhUQiOZZAto1JYGgNTshCSBAEQRC9ixCeIyQIgiCI3gsJIUEQBJHTkBASRGg0Nze3tbW5UvWAHZJOpw8ePGhJdv78+V66ZwdBJB8SQoIIjZUrV3rdI+31119vamo6cuTI4sWLLck++eSTqqoqSwKCIHwT5uMTBEEAwIkTJ+6///4hQ4a0t7evWbPmqaee+utf//qVr3xl9OjRS5cubWlpeeCBB4qLi/fv33/99dd3dnaeO3fu1Vdf3bdv3xtvvFFXV/ftb397/Pjx99133yOPPNLV1bV06dIhQ4bs2bNn8ODBx48f//GPf1xcXNzR0bF27dpLLrnEZQtBEG6oR0gQIbNixYof/vCHTz755HXXXff0008fPXp0/vz569ev/+Mf//jFF1889NBD8+fPf/LJJ6dPn3706NGjR4+ePXv2Bz/4QXl5+dSpU9mfAHDgwIF0Ov3www//8Ic/fOKJJ+655x525smTJ991112XXXbZc8895zKEIAgUJIQEETKff/75sGHDAGDw4MFnzpxhHwCguLi4tbX1zJkzV155JQAMGTJEPTYvL+/cuXMA0N7eDgCnTp0qLi5mx7I/8/Lyvvjii7/5m78ZO3asejhBED6goVGCCJmf/OQnDzzwwNSpU7dt2/b888//7Gc/E39dtmxZVVXV3//937/44ovqrowzZsx4+OGHa2tr6+rqAGD58uVVVVU33XTTpk2bRo4c+cADD/zzP//zDTfc8NZbb1GPkCDCgh6oJ4jw6erq+uKLL4qKitSfNm3a9Pbbby9atGj1V5F0jwAACWdJREFU6tVTp06dMWOGlODcuXMdHR1XXHEF+zOTyXz22WdFRUWpVAoAurq6Pv/8c9ZBJAgiFEgICSJutm7dWldXN3ny5F65Tz9B9DlICAmCIIichhbLEARBEDkNCSFBEASR05AQEgRBEDkNCSFBEASR05AQEgRBEDkNCSFBEASR05AQEgRBEDlNVEK4e/dur++jiY3du3fv37+ff06gnR999BG3KpkW7tmz56OPPmKfk2khAJw4ceLYsWOQSAsvXLjw4Ycffvjhh83NzZBICxl79+5lHxJoYXNzM/Mhe5VjAi0EgIaGhvfff599TqaFolVJs9AUq0O3M5IH6teuXdvU1DRixIjGxsann37alTxuXnvttccff7y2tjaZdq5bt66hoWHw4MHpdHrIkCEJtHD79u2//OUvBw0adOedd+7ZsyeBFgLA+fPnJ0yYMGPGjMGDByfQwvr6+hUrVsyfP7+srKympiaBFgLA888/f/DgwRUrViSzpnz88ceNjY319fVHjhz5+te/nkALt23btn79+tLS0jFjxrS2tibQwjVr1hw6dKikpGT//v3l5eVJs1Abq6+66qrw7cxEwKRJk9rb2zOZTEVFhSttFjhz5syUKVMySbXzN7/5TWtr69mzZydPnpxMC1mV/od/+IdXXnklmRZmMpnly5fPnj374YcfTqaFv/71r6dPn75q1aoTJ04k08LDhw8PHTr0X/7lX44dO5ZMCxl33nnnf/3XfyXTwo0bNy5evHjNmjWPPvpoMi287rrrOjs7M5nM+PHjE2ihNlZHYWckQ6PpdDovrxe81yKZds6dOzc/P//ee+9dtmxZMi0sKCjo7Ozs16/fsWPHkmlhXV3dnj17Zs2aBUnN5bKysmXLlk2dOnXWrFnJtLCqqmrDhg233HLLnDlzkmkhADQ1NZ09e3bMmDHJtHDgwIGHDh364IMPLrvssmRaeOONN65atWrjxo0lJSXJtJAh2haFnZEI4aWXXtrR0QEAXV1drrTZJJl2ptPpu++++7bbbrvjjjuSaeETTzzxla985bHHHnvxxReTaeGCBQuuueaaLVu21NfXJ9PC2traKVOmjB8//vjx48m0sKGhYdq0aRMmTEishQCwZs2aJUuWQFLr8q9+9asnnnjiueeee+GFF5JpYXV19dVXX33//fevXbs2mRYyRNuisDNkXWUsXLhw0aJFRUVFd9xxhyttNkmmnQsWLGhpafnkk09eeOGFZFpYUlKyYMGCAQMG3HvvvQMGDEighW+++WZXV1dNTU19ff21116bQAvLysrmzZt35ZVXfu973xs1alQCLVyyZMk999xTVFQ0c+bMZFr4+eef19XVPfXUU5DUujx37tyqqqqioqK777576NChCbSwf//+jY2NS5cuHT16dDJ9yBBtKysrC93OSBbLAEBbW1tXV1dhYaErYZZJvp3JtLCtrS2VSl166aWQVAtFkmlhR0dHZ2cnsyqZFra3t1+4cCHJFook08K2trZMJlNQUABJtVAkyRaKtoVuZ1RCCADsPaIEQRAEEZzo1CqSoVHOTRBa1zUKtsEfpl21zJUqm9TsXfXN6dWuVNnk7S3Lx/1otStVNql/dmnZI8m1sPGhpaXPJTqLD/+v5RV/+okrVTbZeetj99XNcqXKJusqX3pt3zdcqbLJ/yjf3XmkzJUqm+T9t0ZXEv9EsliGIAiCIHoLJIQEQRBETkNCSBAEQeQ0JIQEQRBETkNCSBAEQeQ0JIQEQRBETkNCSBAEQeQ0JIQEQRBETkNCSBAEQeQ0JIQEQRBETkN7jRIEQRC9gAjVKrpTEwRBEETyoaFRgiAIIqchISQIgiByGhJCgiAIIqchISQIgiByGhJCgiAIIqchISQIgiByGhJCgiAIIqchISQIgiByGhJCgiAIIqchISQIgiByGhJCgiAIIqchISQIgiByGhJCgiAIIqchISQIgiByGhJCgiAIIqchISQIgiByGhJCgiAIIqchISQIgiByGhJCgiAIIqchISQIgiByGhJCgiAIIqchISQIgiByGhJCgiAIIqchISQIgiByGhJCgiAIIqchISQIgiByGhJCgiAIIqchISQIgiByGhJCgiAIIqchISQIgiByGhJCgiAIIqfJcyUgCIIgiECcS3dO+cHj/M+63z7IP1fO/pn4Z1YgISQIgiCionL2z9gHSfwA4JIBeXl5/fWHxUsqk8m40hAEQRCEN7QS6ClBbFCPkCAIgggZSeTOd2Wuf/vwOzeMAICJbx165+9GsJ94MvEQFYtSqiOrlvMw1LOREBIEQRBhIqngix/86K5rn33nhhEvfrAgr1/+O3/3FE8paiH/rAqbaR7RpHnSMGwK4N3ub7SH0KpRgiAIIio6u87fde2zE7cfAoC7rn0mfaH933f96IuOT13HfQlTNUs/T/rpyssGySlSKf5RK6gkhARBEERoSN3BvH4DPzh9HiBzsL0TAOb87bMAcODUuzw9ZoJw0KUDQRG8Zze+rT32z8/8k/yVaykMCSFBEAQRFRO3H7z28oHv3DByxjtHJ24/CABz/vbZscO+M3H7QfYnhrf+ban65bO/fxsA/mPDjwHgu/evVxN8idAj1EJCSBAEQfQ++qVSAFA46BIAONj8mSu5DVosQxAEQUTFOzeMnLj9EEDmnRtGAsB/HvntvpP/AQDv3PCs40gr4T6GTz1CgiAIIlIyABcHJxs+2w4AA/MKrem94VxN45wjpB4hQRAEERUTtx9kfcF/3/UjAIBUiq2XEbuJXuHdQe3jFj6gHiFBEAQRFdcXD2KLYq4e+u1UCuZc+0z3L5l+4FjDgsfRKXQtlqEeIUEQBBE+/3fzjrm3TXrymiEt5y5M3H7wnRtmVAyf8WlH5//8z08BwFNfUOz5PfarGt4FxPYFXUOj1CMkCIIgQoOL01O/3cY+/GXvwh+MvBwANhw4XZKfB5CSVPCLM21ghqkge0wCAF79805L4g2/r1W/dG6oTUJIEARBRMKkuY8BwF3XPnvf1wYDwLNNX/zbgVNsx1FO5eyfDb5sEAB0nE+zb/73utf4T7wvyB6TsKyI6devHwCs3/iW+OXEOSsNyXtAb58gCIIgQoYr1uP/9N2bJn4DACZuP8Qk8MUPfjT7mvWpVD8I+ykI35AQEgRBEOEj9t5MW2YnQQWBhJAgCIKIDtNg5oz/XlE1b5r2p/ghISQIgiBymv8PHpKtdq5TeXYAAAAASUVORK5CYII=\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "x.clear()\n",
- "gm = vcs.createisofill()\n",
- "x.plot(clt,gm)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Meshfill\n",
- "\n",
- "Meshfill is very similar to boxfill, but is used to represent data on generic grids (a.k.a native representation). Based on the input data and a *mesh*\n",
- "\n",
- "For more information on meshfill please see the [dedicated tutorial]()."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "x.clear()\n",
- "gm = x.createmeshfill()\n",
- "gm.mesh = True\n",
- "x.plot(gen, gm)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Streamlines\n",
- "\n",
- "For more information on streamlines please see the [dedicated tutorial](https://cdat.llnl.gov/Jupyter/streamlines/streamlines.html)."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "x.clear()\n",
- "gm = vcs.createstreamline()\n",
- "x.plot(u,v,gm)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Vector Plots\n",
- "\n",
- "Vector plot are a collection of arrows with a given magnitude and direction, each attached to a point in the plane.\n",
- "\n",
- "For more information on streamlines please see the [dedicated tutorial]()."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "x.clear()\n",
- "gm = vcs.createvector()\n",
- "x.plot(u,v, gm)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Line(1D) Plots\n",
- "\n",
- "A graph that shows frequency of data along a number line.\n",
- "\n",
- "For more information on 1D please see the [dedicated tutorial](). \n",
- "\n",
- "Also of interest are the [EzPlot Addons](https://github.com/CDAT/vcsaddons/blob/master/EzPlot/Doc/Jupyter/EzPlot%20Spaghetti%20Example.ipynb). "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 8,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "x.clear()\n",
- "gm = vcs.create1d()\n",
- "x.plot(clt[:,34,23]) # extract time serie at one point and plot in 1D"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Taylor Diagrams\n",
- "\n",
- "Taylor diagrams are mathematical diagrams designed to graphically indicate which of several approximate representations (or models) of a system, process, or phenomenon is most realistic. This diagram, invented by Karl E. Taylor in 1994 (published in 2001) facilitates the comparative assessment of different models. It is used to quantify the degree of correspondence between the modeled and observed behavior in terms of three statistics: the Pearson correlation coefficient, the root-mean-square error (RMSE) error, and the standard deviation. Taylor diagrams have widely been used to evaluate models designed to study climate and other aspects of Earth’s environment. [See [Wiki](https://en.wikipedia.org/wiki/Taylor_diagram#cite_note-8) and [Taylor (2001)](http://onlinelibrary.wiley.com/doi/10.1029/2000JD900719/abstract) for details]\n",
- "\n",
- "Reference: [Taylor, K. E. 2001: Summarizing multiple aspects of model performance in a single diagram. Journal of Geophysical Research, 106(D7): 7183-7192](http://onlinelibrary.wiley.com/doi/10.1029/2000JD900719/abstract)\n",
- "\n",
- "\n",
- "For more detailed information on Taylor Diagrams see this [dedicated tutorial](https://cdat.llnl.gov/Jupyter/Taylor_Diagrams/Taylor_Diagrams.html)."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "corr = [.2, .5, .7, .85, .9, .95, .99]\n",
- "std = [1.6, 1.7, 1.5, 1.2 , .8, .9, .98]\n",
- "data = cdms2.MV2.array(zip(std, corr))\n",
- "gm = vcs.createtaylordiagram()\n",
- "x.clear()\n",
- "x.plot(data,gm)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Where\n",
- "\n",
- "This is the most complicated part of VCS but also one of the most powerful. This controls precisely the location of every component on the plot, these *control* objects are called `templates`. Templates also contain one exception to the WHAT/HOW./WHERE rule as they control texts information, albeit via [primary](#primary) objects.\n",
- "\n",
- "## Bringing it all together\n",
- "\n",
- "## Secondary Objects\n",
- "\n",
- "\n",
- "### Positioning Secondary objects\n",
- "\n",
- "Secondary object positioning is based on a double system.\n",
- "\n",
- "The most basic is called **world coordinate** by changing a secondary object's `worldcoordinate` attribute you can control the coordinates of the rectangle arrea within which the object will be plottted.\n",
- "\n",
- "All coordinate (`.x` and `.y`) are relative to the worldcoordinate attribute (defautling to 0->1)\n",
- "\n",
- "Any coordinate/segment extending beyond the `viewport` rectangle is cropped\n",
- "\n",
- "See figure bellow for a visual explanation, along with the [vcs script](viewport_and_worldcoordinate.py) to generate it:\n",
- "\n",
- ""
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Text Objects\n",
- "\n",
- "Text object allow you insert text anywhere on the plot\n",
- "Text object are made by combining two different secondary object: text orientation objects and text table objects\n",
- "\n",
- "For more details on text in vcs see this [dedicated tutorial]()."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "---------- Text combined (Tc) member (attribute) listings ----------\n",
- "secondary method = Tc\n",
- " ---------- Text Table (Tt) member (attribute) listings ----------\n",
- "Tt_name = __texttable_234945596800910\n",
- "font = 1\n",
- "spacing = 2\n",
- "expansion = 100\n",
- "color = [0.0, 0.0, 0.0, 100.0]\n",
- "fillincolor = 0\n",
- "priority = 1\n",
- "string = ['A Text Object']\n",
- "viewport = [0.0, 1.0, 0.0, 1.0]\n",
- "worldcoordinate = [0.0, 1.0, 0.0, 1.0]\n",
- "x = [0.5]\n",
- "y = [0.5]\n",
- "projection = default\n",
- " ---------- Text Orientation (To) member (attribute) listings ----------\n",
- "To_name = __textorientation_24296950101449\n",
- "height = 25\n",
- "angle = 0\n",
- "path = right\n",
- "halign = left\n",
- "valign = half\n"
- ]
- },
- {
- "data": {
- "image/png": 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2Hmz1D2oLIQDnxG9/9/uU0vhBpY9c9auUUul/1ry6+3D2L47WGTLumV9d1i6ldOzEyezIk4veq5uq2wtmfybRwhsxubm5KaVX3txQf7B4wnPNLP9f/N8nADjL6or1h2kj/6p4QEqpuGxvNoErd0we9+tXcnJy09n+FcQvJoQAnH31d2/N/cnsi6GCSQgBOHeae5h5719fP3PSHU1OnX9CCEBo/wPTC81MxEfxyAAAAABJRU5ErkJggg==\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "x.clear()\n",
- "txt = vcs.createtext()\n",
- "txt.string=\"A Text Object\"\n",
- "txt.height=25\n",
- "txt.x = [.5]\n",
- "txt.y=[.5]\n",
- "txt.list()\n",
- "x.plot(txt)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Line/Polygon Objects\n",
- "\n",
- "Line object allow you to draw lines on the plot. By closing the line you can draw a polygon\n",
- "\n",
- "For more details on line in vcs see this [dedicated tutorial]()."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": "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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 11,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "x.clear()\n",
- "line = vcs.createline()\n",
- "line.x = [0.1, .5, 0.9]\n",
- "line.y = [0.1, .2, 0.9]\n",
- "x.plot(line)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Filled Polygons Objects\n",
- "Allows you to draw a filled polygon on the plot\n",
- "\n",
- "For more details on filled polygons in vcs see this [dedicated tutorial]()."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": "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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "x.clear()\n",
- "filled = vcs.createfillarea()\n",
- "filled.x = [0.1, .5, 0.9]\n",
- "filled.y = [0.1, .2, 0.9]\n",
- "x.plot(filled)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Marker Objects\n",
- "\n",
- "Allows you to draw a/many markers on a plot"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": "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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 13,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "x.clear()\n",
- "mrk = vcs.createmarker()\n",
- "mrk.type = \"hurricane\"\n",
- "mrk.x = [.5]\n",
- "mrk.y = [.5]\n",
- "mrk.size = 15\n",
- "x.plot(mrk)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Colormap Objects\n",
- "colormap object objects are used to control the colors on vcs plots, they can be attached to secondary object, graphic methods or canvases.\n",
- "Values are in red, green, blue, opacity percents (0 to 100)\n",
- "\n",
- "For more detail see this [dedicated tutorial](https://cdat.llnl.gov/Jupyter/Colormap_Create/Color_map_create_own.html)."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [],
- "source": [
- "cmap = vcs.createcolormap()\n",
- "cmap.setcolorcell(0,100,0,0,50) # 50% transparent red color"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Projection Objects\n",
- "\n",
- "when plotting lat/lon plots (2d graphic methods) you can specifiy and control the projection associated with it. Projection object are then attached to the graphic method\n",
- "\n",
- "For more detail see this [dedicated tutorial]()."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "---------- Projection (Proj) member (attribute) listings ----------\n",
- "('secondary method =', 'Proj')\n",
- "('name =', '__projection_508306013994393')\n",
- "('type =', 'lambert conformal c')\n",
- "('smajor', '=', 1e+20)\n",
- "('sminor', '=', 1e+20)\n",
- "('standardparallel1', '=', 1e+20)\n",
- "('standardparallel2', '=', 1e+20)\n",
- "('centralmeridian', '=', 1e+20)\n",
- "('originlatitude', '=', 1e+20)\n",
- "('falseeasting', '=', 1e+20)\n",
- "('falsenorthing', '=', 1e+20)\n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 15,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "x.clear()\n",
- "gm = vcs.createisofill()\n",
- "proj = vcs.createprojection()\n",
- "proj.type=\"lambert\"\n",
- "proj.list()\n",
- "proj.originlatitude=30.\n",
- "gm.projection = proj\n",
- "x.plot(clt(latitude=(10,50),longitude=(-130,-70)), gm)"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python [conda env:cdat8]",
- "language": "python",
- "name": "conda-env-cdat8-py"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.14"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/docs/Jupyter/VCS_Text_Objects.ipynb b/docs/Jupyter/VCS_Text_Objects.ipynb
deleted file mode 100644
index 10b2168fd..000000000
--- a/docs/Jupyter/VCS_Text_Objects.ipynb
+++ /dev/null
@@ -1,784 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# VCS Text Objects\n",
- "\n",
- "[Table Of Content](#toc)\n",
- "\n",
- " * [Introduction](#intro)\n",
- " * [Positioning Text](#postiion)\n",
- " * [Text Table Section](#Tt)\n",
- " * [Fonts](#fonts)\n",
- " * [Changing the fonts](#changing)\n",
- " * [Adding Fonts](#adding)\n",
- " * [Color](#color)\n",
- " * [Projection](#projection)\n",
- " * [Ordering Object On The Plot](#priority)\n",
- " * [Deprecated Attributes](#deprecated)\n",
- " * [Text Orientation Section](#To)\n",
- " * [Size](#size)\n",
- " * [Angle](#angle)\n",
- " * [Alignement](#align)\n",
- " * [Horizontal](#horiz)\n",
- " * [Vertical](#vert)\n",
- " * [Mathematical Expressions and Symbols](#math)\n",
- " * [Example: Bringing it all together](#example)\n",
- " \n",
- "## Introduction\n",
- "\n",
- "\n",
- "VCS let you plot text objects on a plot."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "---------- Text combined (Tc) member (attribute) listings ----------\n",
- "secondary method = Tc\n",
- " ---------- Text Table (Tt) member (attribute) listings ----------\n",
- "Tt_name = __texttable_365611846777884\n",
- "font = 1\n",
- "spacing = 2\n",
- "expansion = 100\n",
- "color = [0.0, 0.0, 0.0, 100.0]\n",
- "fillincolor = 0\n",
- "priority = 1\n",
- "string = ['']\n",
- "viewport = [0.0, 1.0, 0.0, 1.0]\n",
- "worldcoordinate = [0.0, 1.0, 0.0, 1.0]\n",
- "x = None\n",
- "y = None\n",
- "projection = default\n",
- " ---------- Text Orientation (To) member (attribute) listings ----------\n",
- "To_name = __textorientation_116900871963565\n",
- "height = 14\n",
- "angle = 0\n",
- "path = right\n",
- "halign = left\n",
- "valign = half\n"
- ]
- }
- ],
- "source": [
- "# Styling for notebook\n",
- "from __future__ import print_function\n",
- "from IPython.core.display import HTML\n",
- "HTML(\"\"\"\n",
- "\n",
- "\"\"\")\n",
- "import vcs\n",
- "canvas=vcs.init(geometry=(800,600),bg=True)\n",
- "txt = vcs.createtext()\n",
- "txt.list()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "As you can see VCS text pbjects are composed of two part the [texttable](#Tt) and the [textorientation](#To)\n",
- "\n",
- "Text Table controls the font, color, actual text (string), and location options\n",
- "Text Orientation control the text font, size and alignements\n",
- "\n",
- "## Controling Placements of Text Objects\n",
- "\n",
- "Please refer to the [VCS Principles](VCS_Principles.ipynb#secondary) for details on `viewport` and `worldcoordinates`.\n",
- "\n",
- "Essentially the viewport describe the area on the canvas where to draw, and the world coordinates are used within this area. Both are initialized at `[0,1,0,1]`"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "txt.string = 'Hello VCS User' # Or list of strings\n",
- "txt.x = .5 # Or list of coordinates\n",
- "txt.y = .5\n",
- "canvas.plot(txt)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Text Table\n",
- "\n",
- "### Fonts\n",
- "\n",
- "#### Changing the font\n",
- "\n",
- "You can control the fonts via the `font` attribute\n",
- "\n",
- "Available fonts a are available via the `vcs.getlistelements(\"font\")` option\n",
- "\n",
- "Default fonts are:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "['Adelon', 'Arabic', 'AvantGarde', 'Chinese', 'Clarendon', 'Courier', 'DejaVuSans', 'DejaVuSans-Bold', 'DejaVuSans-BoldOblique', 'DejaVuSans-ExtraLight', 'DejaVuSans-Oblique', 'DejaVuSansCondensed', 'DejaVuSansCondensed-Bold', 'DejaVuSansCondensed-BoldOblique', 'DejaVuSansCondensed-Oblique', 'Greek', 'Hebrew', 'Helvetica', 'Maths1', 'Maths2', 'Maths3', 'Maths4', 'Russian', 'Times', 'default']\n"
- ]
- }
- ],
- "source": [
- "print(vcs.listelements(\"font\"))"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "You can also access font by their number, you can get a font name based on its number or vice-versa get a font number based on its name"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "The 'Times' font number is: 6\n",
- "The name of number 5 is: Adelon\n"
- ]
- }
- ],
- "source": [
- "print(\"The 'Times' font number is:\",vcs.getfontnumber(\"Times\"))\n",
- "print(\"The name of number 5 is:\", vcs.getfont(5))"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Default font\n",
- "\n",
- "If you wish to change vcs default font (will affect every object using font 1) you can use `setdefaultfont`"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "canvas.clear()\n",
- "t = canvas.createtext()\n",
- "t.string = \"Default as default font\"\n",
- "t.x = .3\n",
- "t.halign = \"center\"\n",
- "t.y = .5\n",
- "canvas.plot(t)\n",
- "vcs.setdefaultfont(\"DejaVuSans-Bold\")\n",
- "t = canvas.createtext()\n",
- "t.string = \"DejaVuSans-Bold as default font\"\n",
- "t.x = .7\n",
- "t.halign = \"center\"\n",
- "t.y = .5\n",
- "canvas.plot(t)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Example:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "I,f: 0 Adelon\n",
- "I,f: 1 Arabic\n",
- "I,f: 2 AvantGarde\n",
- "I,f: 3 Chinese\n",
- "I,f: 4 Clarendon\n",
- "I,f: 5 Courier\n",
- "I,f: 6 DejaVuSans\n",
- "I,f: 7 DejaVuSans-Bold\n",
- "I,f: 8 DejaVuSans-BoldOblique\n",
- "I,f: 9 DejaVuSans-ExtraLight\n",
- "I,f: 10 DejaVuSans-Oblique\n",
- "I,f: 11 DejaVuSansCondensed\n",
- "I,f: 12 DejaVuSansCondensed-Bold\n",
- "I,f: 13 DejaVuSansCondensed-BoldOblique\n",
- "I,f: 14 DejaVuSansCondensed-Oblique\n",
- "I,f: 15 Greek\n",
- "I,f: 16 Hebrew\n",
- "I,f: 17 Helvetica\n",
- "I,f: 18 Maths1\n",
- "I,f: 19 Maths2\n",
- "I,f: 20 Maths3\n",
- "I,f: 21 Maths4\n",
- "I,f: 22 Russian\n",
- "I,f: 23 Times\n",
- "I,f: 24 default\n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# rest to default font: AvantGarde\n",
- "vcs.setdefaultfont(\"AvantGarde\")\n",
- "fonts = vcs.listelements(\"font\")\n",
- "N = len(fonts)\n",
- "grid = 5. # 5x5 grid\n",
- "delta = 1./6.\n",
- "canvas.clear()\n",
- "for i, font in enumerate(fonts):\n",
- " print(\"I,f:\",i,font)\n",
- " txt.font = font\n",
- " txt.string = font\n",
- " yindx = i % grid\n",
- " xindx = int(i/grid)\n",
- " txt.x = delta + xindx*delta\n",
- " txt.y = delta + yindx*delta\n",
- " dsp = canvas.plot(txt)\n",
- "# Resets\n",
- "txt.x = [.5]\n",
- "txt.y = [.5]\n",
- "txt.string = \"A VCS Text Object\"\n",
- "dsp"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "#### Adding fonts\n",
- "\n",
- "You can add TrueType fonts to vcs by using the `canvas.addfont` function"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": "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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "canvas.clear()\n",
- "vcs.addfont(\"FFF_Tusj.ttf\", name=\"Myfont\")\n",
- "txt.font = \"Myfont\"\n",
- "canvas.plot(txt)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Color\n",
- "\n",
- "You can control the font `color` via the color attribute, you can send a string representing the color name, an index in the text object colormap.\n",
- "\n",
- "You can change the colormap via the `colormap` attribute"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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kQIf13WijzJmTJJttlgsvzLBhGTcuRxyRL7eub6fTTZiQfv1y1lnZccd88Yu58cb06NH5pCuymy6b2qNXj97rrjl4xBZ//v0DD9/96DIDDjxqr+vO/01LS8v1F9y8/R5brz9w3QXP/m3d/p2/jLvtroO/ccMX5j4x71O7fuGSf1/2Bbs2153/mz4b9N7no7v3XHP1D/yfA/7r5eZbr/z90N3e/s6xo44ZftIaa/d836f3HTRkwGq9VltvwDr9Bq3XduLzzyzou1GfZa7Wd6N1np+zIEn/Tdc/8bxxW+646buO2mvfw/e4+KtXLme6X5574zob9B73zY9sscOgw05+39evP7l7j+6dTsqKQmDx1vPdZJfkouQXyajObmLtlzQnNyQ/TsYlSbZJpiYtHUYmeSEZlJyS3JB8obV7OnoyWZCc0/q1f2ux7ZPMTfZOmro4cUgyrcPUU5PGKxcbt/uPdFAyq3W70+lmJ5u1u8hWyVvxL+Xvfje77JKLLsovfpFRozq5ibXffmluzg035Mc/zrhxSbLNNpk6NS2dre8LL2TQoJxySm64IV/4wtLu6ejJJ7NgQc45Z+nX/vsvLbZ99sncudl77zR1sb5DhmTatGWnnjo1222XJBtvnG6t6ztoUGa1rm+n082enc3are9WW2W9t+D6XvWDyVvvvOWvL/nttEl3DtnlbVd+f/IyA0bsM7S5ecmdN94z6bybDjxqrySDhgy497b7Wzpb30UvLO63Sd9DT3rv1yaNP//ffvb8Mws6jkny7OznXvzboknn39T4GrHv0HX690kybO/t5j/7tx3fuW1TF+u7ydYD/jz9wWWmvvd392267cAk6w1ct6nb0hM32KTvM7OebWx3Ot28p57vt+n6bRcZ8Lb+vfuuGVZkAou3mJuTWcm5yenJ6cn3k0uSZ185pltyVHJMsqT1CaoPJkuSE1tDpyU5LdkrWZIcnJyYJFkpaWr3LsJl7J68kIxPzkyOS25PNkkWJkcnX0rOSB7s4sSDk5bk5HaNdVbyaHJEkmRa8kCSpDmZmOzdOmb3zqYbk1zb+sO+mHwuuTtvMTffnFmzcu65Of30nH56vv/9XHJJnn3l+nbrlqOOyjHHZMmSpU9QffCDWbIkJ564NHRaWnLaadlrryxZkoMPzoknJslKK6Wp6R/vIlzG7rvnhRcyfnzOPDPHHZfbb88mm2Thwhx9dL70pZxxRh7sYn0PPjgtLTn55H801lln5dFHc8QRSTJtWh54IEmamzNxYvZuXd9OpxszJtdeu/SHffHFfO5zufuttr533/rnubPmfe5HR37s1A9+7NQPfvqsj/3mZ79bMO+F9mOaujUdcMSeZ336vJYlLY0nqHY7aKclS1rOPeXSRui0tLRc9JUrPr/fGS1LWr7y4e+ec8qlSbqt1K2pqantXYTL2G702xe9sHjsCe854vRD3v+Z/e+b8fAGG/ddvPClsz517odPOeiSr1315ENPd3riHh/YuaWl5fwv/aytsa783vVPPzZ334+NSfLn6Q8+8eBTSZY0L7np0t8Ne+e2y5lu6O5bT/vlnY0f9qUXXzr78xc9fM9jnU7KisJD7rzFfCf5RNKj9dvBychkQnLSK4cdkZyafLn1xtKqyU3J0cnQZKdkerJFMjHplpyevDd5Ork9+WrS1du5D0zuSEYkI5MpyXHJoGRcsn1yarJS8tHk1s5O7J7clByT7JAMT+5JeidTksa7stdM9klGJ39IBiefT65ImrqYrjHjzskeya3JmGRIZzOuyL7znXziE+nRur6DB2fkyEyYkJNeub5HHJFTT82Xv7z0xtKqq+amm3L00Rk6NDvtlOnTs8UWmTgx3brl9NPz3vfm6adz++356lezThfre+CBueOOjBiRkSMzZUqOOy6DBmXcuGy/fU49NSutlI9+NLd2tr7du+emm3LMMdlhhwwfnnvuSe/emTIla6yRJGuumX32yejR+cMfMnhwPv/5XHFFmpo6n64x4847Z489cuutGTMmQ95q63vl96/f7+NjuvdYpfHtwK023HrnLX95zo2HnPDu9sP2PXyPn57+n//6pQ80biytsuoqX5988lmfOvfo4ScNHr75X2Y8tOHmG4z/6aeaujV97NQPfumD33puzvz7Zjz08S8fvGafXp3Mmuy0/w73/+Gvn9r1C0N23nLmLX8+6DP7bbBJ3+8ce97mQzf5yCkHdevW7Wsf/+G3b/pSxxNX7r7y1yef8p1Pn3fMTuO3GrbZX//4eK/ePb95wxdWX6NHkp5rrHbSgWduM2qrB2c+uvFW/T90/IG/ver2pqamTqfbYJO+7zpqr2NHf3Hobm+/Z+p9Q3ffetDWHR8eYEXS1OltVfj/1cLk2aRP0v4v4ubkyaR3a/Qsx6LkmWT9ZNVXG9nRi8ncDlMnaU5mJ72S3kmS05JprR8h0el0LyVPd3YdkoUL8+yz6dMnvdr9cpqb8+ST6d17afQsx6JFeeaZrL9+Vn396/vii5k7d9mpkzQ3Z/bs9OqV3r2T5LTTMm3a0o+Q6HS6l17K0093ch2SxQtfWjDvb2us3Wu1Xm3/i5UlzUuenf1cz7V6NqJnOV5a9Pf5cxesvd5aq6y6yvJHdvTSiy/Nf3bZqdOY/annV+vZo1fv1ZNc9JUr/jz9wa9cfUK6mO7ll15+bs78jtdhRSSwYAVyefKN5EfJ0FcbyQro8svzjW/kRz/KUOv7FnTLFb//+bd/+dnvfXyz7TZ+tbG8FQgsAIBiHnIHACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiAgsAoJjAAgAoJrAAAIoJLACAYgILAKCYwAIAKCawAACKCSwAgGICCwCgmMACACgmsAAAigksAIBiK7/aAACAN8SwsWcs5+iMiePbj2z/7T8/gQUAvNnap9UlZx6xxcD1Og5Yfn79kxNYAMCb58HH5hx84jmN7eXclGocWnEbS2ABAG+S9sHUvq6umv3Ce/r1SjL85sfS1JS0TB89sDGm/SnnXjn1hz+/OV3b4x1v+/r/OWg5A5bR1SuPryvsOr1CU0tLS8e9AAC1Rnz4zObmJY3t9lEy/ObHjtt87W26T/3D7CsO23bCfy1pWblbU/sTG7mzzCNZjY111uo5+YefWXqdQ89c0rKkbcyrPrPV8bLLHEpy4VcO77fumkk+9e+X/uXhp5L8+uzPNg79bubDX/zBNV1dwbsIAYA3Q1tdtXnk+RlJpu828OAN17jrqSsaO5epqyw3ldrqKsn0i0+cMXH89ItOanz7Gu9CjfvKxE73z5g4fsbE8YMHbdB7jdV7r7H6Sk1L/1SNb3uvsfp+o4Ys5w8msACAN1zHFwf/3rxw6uM/TnL7c4uTfGDrs9brucVFdx/Z+OrqOq+qW7emtu5ZTmO1HZp+7yNdjXktumosgQUAvLEm/faPHXd2X6nnoducPfzmxz559zNJundbbe/N/m/HYQ0zJo6fetdDXR3t6LU01nLuPy17D62rfV0TWADAG6vxrFLDFd86usPxluE3P97YOmzbCUmaOouZkUM362Tvf0vzklc8gN4xwm5/tee3XpXAAgDePAM36NPYGH7zY3c8/9L03QZO321go7GG3/xYksO2nXDoNhOG3/L48JsfG37L48u92PIs5ybWiMO+2jg6dt/hy55WRGABAP87jrl7ztKtpqY05RUvw7W0pKkpb/BnHRz34Xc2Nl7DE/Gv708isACAN9A7umqXpqbpowcsvXHV0pKWlum7DUhy8T1HLnp5/vTdBqal5dJh/To/93/gNbRUAYEFALyBurrzM330gMue+FvSkjS1vlCYi+85Mmm64i8nJJm+28BNe67Sxdn/I+0fb2/bfuypeV0Mb/CQOwCwIvjmg88ts6elJUnLG/cp6Mu5ffW+437U1aH/Bv9UDgDwv6Dxr+JMHz0gyctLFl/2x2Mb+9/9tjN6dV936YCkcWerUOOW1ZQZ9x//rcv3GzXktHHvWuYf5OnC62s+d7AAgDfQKUfs18WRprZo+dm9xzY+muGwbSe0q6vX96rcq5o3f2Hb9vHfujzJpN/+8a9PzG3budzMen1/GIEFALyB3jNmaKf7t+jVvS2xDt1mwjKvCv7+f3zjqq2W2p6y2vuYszp+uOigDdfNa/L67mB5iRAAePOM+cS3bvrxcUku3nH9tN6pmr7bgMZHjJ776PyzH5nf2NN4U+EbZJnSanuVcNjYM7r4hHd3sACAfyar9+jetr1g4eLGxqwFM5NlP7X97EcWJHm9t4s66nj7atjYM3qt3qPrM4oJLADgjXXLecd33LnRmttddPeR00cvvVPV+ECsxvapW3Xyst1reA59qY511TDlnOM6G77UL777qcbG7LnzOx6996EnO+5cDoEFALzh2rdOWwA1XhZstT+KFrMAAAD6SURBVPSu1fTdBu63/up5pa5eufv38ya3bX/tJ5OHjT2jcfEZE8d3OuNyXDZ5RmPjwGO/v/yRr0XTG/dREwAAbZapnLYAGn7L42lJ2xNXF919ZFNT06HbnL3MiTMmjj/3yqk//PnN6do1Z32yf9+12u/Z+5iz2r95MB1uazV0WmCNkV3FWRePai0lsACAN0lXjdXeRXcfOXrjoweutUP7U5ZfM/+EBBYA8OZ58pn57/rMK16D6yqedvrwmf/VvOSMT79n753f3umAf2YCCwB4s72Wh6KyAt64aiOwAID/NWOO/PaCFxYts3PF7ao2AgsAoJiPaQAAKPb/AHS2zeDaHuO1AAAAAElFTkSuQmCC\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 8,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "canvas.clear()\n",
- "txt.font = \"default\"\n",
- "txt.color = \"Red\"\n",
- "canvas.plot(txt)\n",
- "txt.x[0] += .2\n",
- "txt.color = 5\n",
- "canvas.plot(txt)\n",
- "txt.colormap = \"AMIP\" # Changing the colormap chjange the color of index 5\n",
- "txt.x[0] -= .4\n",
- "canvas.plot(txt)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Projection\n",
- "\n",
- "IF your worldcoordinates are representing lat/lon, you can use the `projection` attribute to apply a projection (and its settings) to your text location."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/Users/doutriaux1/anaconda2/envs/cdat8/lib/python2.7/site-packages/vtk/util/numpy_support.py:135: FutureWarning: Conversion of the second argument of issubdtype from `complex` to `np.complexfloating` is deprecated. In future, it will be treated as `np.complex128 == np.dtype(complex).type`.\n",
- " assert not numpy.issubdtype(z.dtype, complex), \\\n"
- ]
- },
- {
- "data": {
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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "canvas.clear()\n",
- "import cdms2, os\n",
- "f=cdms2.open(os.path.join(vcs.sample_data,\"clt.nc\"))\n",
- "bot = canvas.gettemplate(\"bot_of2\")\n",
- "top = canvas.gettemplate(\"top_of2\")\n",
- "gm = canvas.createisoline()\n",
- "gm.datawc_x1 = -180\n",
- "gm.datawc_x2 = 180\n",
- "gm.datawc_y1 = -90\n",
- "gm.datawc_y2 = 90\n",
- "canvas.plot(f(\"clt\", slice(0,1)),gm,top)\n",
- "proj = \"polar\"\n",
- "gm.projection = proj\n",
- "canvas.plot(f(\"clt\",slice(0,1),longitude=(-180,181)),gm,bot)\n",
- "txt = canvas.createtext()\n",
- "txt.string = \"Non proj\"\n",
- "txt.worldcoordinate = [-180,180,-90,90]\n",
- "txt.x = -30\n",
- "txt.y = 80\n",
- "txt.color=\"blue\"\n",
- "txt.height = 15\n",
- "txt.halign = \"center\"\n",
- "txt.viewport = top.data.x1, top.data.x2, top.data.y1, top.data.y2\n",
- "canvas.plot(txt)\n",
- "txt.projection = proj\n",
- "txt.color = \"red\"\n",
- "txt.string = \"PROJECTED\"\n",
- "txt.viewport = bot.data.x1, bot.data.x2, bot.data.y1, bot.data.y2\n",
- "canvas.plot(txt)# canvas.plot(txt)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Ordering in the plot\n",
- "\n",
- "you can control the `layer` on which the object will be drawn via the `priority` attribute. Higher `priority` object are drawn on top of lower `priority` ones."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [],
- "source": [
- "txt.priority = 0 # Turn off\n",
- "txt.priority = 2 # move to a layer on top of \"default\" layer (1)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Deprecated attributes\n",
- "\n",
- "The following attribute are left over from XGKS and are not use anymore:\n",
- "\n",
- "`spacing`, `fillingcolor`, `expansion`\n",
- "\n",
- "## Text Orientation\n",
- "\n",
- "### Size\n",
- "\n",
- "You can control the size (or **height**) of text objects as follow:\n",
- " "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 11,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "canvas.clear()\n",
- "txt = vcs.createtext()\n",
- "txt.string = \"Example of BIG Text\"\n",
- "txt.x = .5\n",
- "txt.y = .5\n",
- "txt.height = 30\n",
- "canvas.plot(txt)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Angle\n",
- "\n",
- "You can control the **clockwise** rotation of a text object as shown bellow:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "canvas.clear()\n",
- "txt.angle = 45 \n",
- "txt.height =20.\n",
- "txt.string = \"A Rotated Text\"\n",
- "canvas.plot(txt)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Alignement\n",
- "\n",
- "You can control how to align the text relatively to to its coordinates\n",
- "\n",
- "#### Horizontal Alignement\n",
- "\n",
- "You can control the horizontal alignement via the **halign** attribute, possible values are: *('left', 'center', 'right') or (0, 1, 2)*"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 13,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "canvas.clear()\n",
- "line = vcs.createline()\n",
- "line.x = [.5,.5]\n",
- "line.y = [0.,1.]\n",
- "line.type =\"dot\"\n",
- "line.color=[\"grey\"]\n",
- "center = vcs.createtext()\n",
- "center.x = .5\n",
- "center.y = .5\n",
- "center.string = \"Centered Text\"\n",
- "center.halign = \"center\"\n",
- "right = vcs.createtext()\n",
- "right.x = .5\n",
- "right.y = .25\n",
- "right.string = \"Right Aligned Text\"\n",
- "right.halign = \"right\"\n",
- "left = vcs.createtext()\n",
- "left.x = .5\n",
- "left.y = .75\n",
- "left.string = \"Left Aligned Text\"\n",
- "left.halign = \"left\"\n",
- "canvas.plot(center)\n",
- "canvas.plot(right)\n",
- "canvas.plot(left)\n",
- "canvas.plot(line)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "#### Vertical Alignement\n",
- "\n",
- "You can control the vertical alignement via the **valign** attribute, possible values are: *('top', 'cap', 'half', 'base', 'bottom') or (0, 1, 2, 3, 4)*\n",
- "\n",
- "Note that **cap** is the same as **top** at the moment"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "canvas.clear()\n",
- "line = vcs.createline()\n",
- "line.y = [.5,.5]\n",
- "line.x = [0.,1.]\n",
- "line.type =\"dot\"\n",
- "line.color=[\"grey\"]\n",
- "half = vcs.createtext()\n",
- "half.height = 20\n",
- "half.halign = \"center\"\n",
- "half.x = .5\n",
- "half.y = .5\n",
- "half.string = \"Half Aligned Text\"\n",
- "half.valign = \"Half\"\n",
- "bottom = vcs.createtext()\n",
- "bottom.halign='center'\n",
- "bottom.height=20\n",
- "bottom.x = .25\n",
- "bottom.y = .5\n",
- "bottom.string = \"Bottom Aligned Text\"\n",
- "bottom.valign = \"bottom\"\n",
- "top = vcs.createtext()\n",
- "top.halign='center'\n",
- "top.height=20\n",
- "top.x = .75\n",
- "top.y = .5\n",
- "top.string = \"Top Aligned Text\"\n",
- "top.valign = \"top\"\n",
- "cap = vcs.createtext()\n",
- "cap.x = .75\n",
- "cap.y = .75\n",
- "cap.string = \"Cap Aligned Text\"\n",
- "cap.valign = \"cap\"\n",
- "canvas.plot(half)\n",
- "canvas.plot(bottom)\n",
- "canvas.plot(top)\n",
- "canvas.plot(line)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Mathematical Expressions and Symbols\n",
- "\n",
- "See [dedicated notebook](https://cdat.llnl.gov/Jupyter/Mathematical_Expressions_and_Symbols/Mathematical_Expressions_and_Symbols.html)\n",
- "\n",
- "\n",
- "## Example: Bringing it all together\n",
- "\n",
- "We are plotting a world coordinate locate rotated and colored text object on top of a map.\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 15,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "canvas.clear()\n",
- "import cdms2, os\n",
- "f=cdms2.open(os.path.join(vcs.sample_data,\"clt.nc\"))\n",
- "\n",
- "# Continental U.S.A. region\n",
- "lat1 = 15.\n",
- "lat2 = 70.\n",
- "lon1 = -140.\n",
- "lon2 = -60.\n",
- "proj = \"lambert\"\n",
- "\n",
- "# Read data in\n",
- "clt = f(\"clt\",time=slice(0,1),latitude=(lat1,lat2),longitude=(lon1,lon2),squeeze=1)\n",
- "\n",
- "# Isofill method\n",
- "gm = vcs.createisofill()\n",
- "gm.datawc_x1 = lon1\n",
- "gm.datawc_x2 = lon2\n",
- "gm.datawc_y1 = lat1\n",
- "gm.datawc_y2 = lat2\n",
- "gm.projection = proj\n",
- "\n",
- "# Template (not modified)\n",
- "templ = vcs.createtemplate()\n",
- "\n",
- "# Text object\n",
- "txt = vcs.createtext()\n",
- "txt.string = [\"Washington D.C.\", \"New York\", \"Los Angeles\"]\n",
- "txt.halign = \"center\"\n",
- "txt.valign = \"half\"\n",
- "txt.color = \"red\"\n",
- "txt.font = \"Myfont\"\n",
- "txt.height = 15\n",
- "txt.priority = 2\n",
- "txt.angle = -5\n",
- "txt.y = [38.9072, 40.7128, 34.0522]\n",
- "txt.x = [-77.0369, -74.0060, -118.2437]\n",
- "txt.worldcoordinate = [lon1, lon2, lat1, lat2]\n",
- "txt.viewport = [templ.data.x1, templ.data.x2, templ.data.y1, templ.data.y2]\n",
- "txt.projection = proj\n",
- "\n",
- "# Plot text first to show priority\n",
- "canvas.plot(txt)\n",
- "\n",
- "# Now data plotted \"bellow\" text\n",
- "canvas.plot(clt,gm)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python [conda env:cdat8]",
- "language": "python",
- "name": "conda-env-cdat8-py"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.14"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/docs/Jupyter/boxfill.ipynb b/docs/Jupyter/boxfill.ipynb
deleted file mode 100644
index a1ac7d386..000000000
--- a/docs/Jupyter/boxfill.ipynb
+++ /dev/null
@@ -1,647 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Boxfill Tutorial\n",
- "\n",
- "This is an in-depth introduction to the boxfill graphics method in VCS. It breaks down each of the important attributes of the graphics method, how to use them, and what effects they have on your plots.\n"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Setup\n",
- "\n",
- "This is just the normal setup for a plot in VCS; we get the data, retrieve a variable, initialize our canvas, and plot a basic boxfill."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 1,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "import vcs, cdms2\n",
- "import os\n",
- "if not os.path.exists(vcs.sample_data):\n",
- " vcs.download_sample_data_files()\n",
- "f = cdms2.open(os.path.join(vcs.sample_data, \"clt.nc\"))\n",
- "s = f('clt')\n",
- "x = vcs.init(bg=True)\n",
- "box = vcs.createboxfill()\n",
- "x.plot(s, box)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "> #### Tip 1:\n",
- "> You can use the list() function on most VCS objects to see what their attributes are"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "---------- Boxfill (Gfb) member (attribute) listings ----------\n",
- "graphics method = Gfb\n",
- "name = __boxfill_471349305815982\n",
- "projection = linear\n",
- "xticlabels1 = *\n",
- "xticlabels2 = *\n",
- "xmtics1 = \n",
- "xmtics2 = \n",
- "yticlabels1 = *\n",
- "yticlabels2 = *\n",
- "ymtics1 = \n",
- "ymtics2 = \n",
- "datawc_x1 = 1e+20\n",
- "datawc_y1 = 1e+20\n",
- "datawc_x2 = 1e+20\n",
- "datawc_y2 = 1e+20\n",
- "datawc_timeunits = days since 2000\n",
- "datawc_calendar = 135441\n",
- "xaxisconvert = linear\n",
- "yaxisconvert = linear\n",
- "boxfill_type = linear\n",
- "level_1 = 1e+20\n",
- "level_2 = 1e+20\n",
- "levels = [1e+20, 1e+20]\n",
- "color_1 = 0\n",
- "color_2 = 255\n",
- "fillareacolors = None\n",
- "fillareastyle = solid\n",
- "fillareaindices = [1]\n",
- "fillareaopacity = []\n",
- "fillareapixelspacing = None\n",
- "fillareapixelscale = None\n",
- "legend = None\n",
- "ext_1 = False\n",
- "ext_2 = False\n",
- "missing = (0.0, 0.0, 0.0, 100.0)\n"
- ]
- }
- ],
- "source": [
- "box.list()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## The Attributes\n",
- "\n",
- "So, let's begin working our way through the attributes in the `list()` output.\n",
- "\n",
- "\n",
- "### box.projection\n",
- "\n",
- "Projections change the mappings of spherical coordinates (longitude and latitude) to cartesian coordinates (X/Y). The `\"linear\"` projection maps each degree of lon/lat to an X/Y point directly, so each degree is equidistant, but that does cause some distortion of landmasses/data in parts of the globe. To get a good look at the north/south pole, a better projection to use is the `\"polar\"` projection. Each projection can be customized to get the exact mapping you want, but that's a subject for a different tutorial."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 3,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "box.projection = \"polar\"\n",
- "x.clear()\n",
- "x.plot(s, box)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### box.(x|y)ticlabels(1|2)\n",
- "\n",
- "These attributes control where tick marks appear on the axes of the plot. You pass in a dictionary that maps axis values (lon/lat) to string labels.\n",
- "\n",
- "> *Note:* You can also set ticlabels to the name of a vcs \"List\", which are a series of predefined mappings that you can look at using `vcs.listelements(\"list\")`\n",
- "\n",
- "\n",
- "VCS will determine the correct position (in X/Y) for your axis label and tick mark to appear, and place them there. In the below example, we'll set the positions for a few nice landmarks in lon/lat, and be able to see their locations on the map. `xticlabels1` controls tick marks on the bottom X axis; `xticlabels2` controls the marks on the top of the axis. `yticlabels1` controls the left Y axis, and `yticlabels2` controls the right Y axis.\n",
- "\n",
- "> #### Tip 2:\n",
- "> `xticlabels2` and `yticlabels2` don't display labels when using the default template in VCS. To make them appear, you have to create a new template (`vcs.createtemplate()`) and set the `xlabel2` and/or `ylabel2` priority to >0 (`xlabel2.priority = 1`). Priority of 0 on a template attribute prevents that attribute from being displayed; a handy way to hide any element of the plot that you don't want displayed!"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "box.projection = \"linear\"\n",
- "box.xticlabels1 = {0: \"Prime Meridian\", -121.7680: \"Livermore\", 37.6173: \"Moscow\"}\n",
- "box.yticlabels1 = {0: \"Eq.\", 37.6819: \"L\", 55.7558: \"M\"}\n",
- "x.clear()\n",
- "x.plot(s, box)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### box.(x|y)mtics(1|2)\n",
- "\n",
- "The **m**tics are \"mini\" ticks; they are meant to be smaller, intermediate tickmarks without labels that show up between the larger ticks. The default template does not display them; you have to use a custom template and set their priority to 1. Once again, `xmtics1` points to the bottom, `xmtics2` the top, `ymtics1` the left, and `ymtics2` the right. Below, we use the names of some of the predefined VCS lists that were mentioned in the previous section."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "box.xmtics1 = \"lon30\" # Every 30deg\n",
- "box.ymtics1 = \"lat20\" # Every 20deg\n",
- "template = vcs.createtemplate()\n",
- "template.xmintic1.priority = 1\n",
- "template.ymintic1.priority = 1\n",
- "x.clear()\n",
- "x.plot(s, box, template)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### box.datawc_(x|y)(1|2)\n",
- "\n",
- "The `datawc_*` attributes control the \"world coordinates\" of the plot. That is, they describe the section of the data to display in the plot. You specify values in the coordinate space of the axes of your data; for most of us, that means lon/lat values. This then allows you to reduce the displayed portion of your data to a specific area. Here, we'll zoom in on Livermore, and use the mini ticks to show the exact point that Livermore is located at. X1 is the start of the x axis, X2 is the end of the x axis; the same applies to Y1 and Y2."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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R+fn50h/c5OTkF154oUZvNT5r9uvXLy0tbc6cOUKI9PR0b2/v4uLiMWPGdOnSZdOmTWq1WipLTU0dMmRI8+bNzQM7HkqtR7PWA/fbb7+99tprb7/99t/+9rfg4OA6fly1xscRX1/foqKiGi332xa/R61Hs1Y1/t+ZH7LaNgLkbdCgQdW/kOXk5HTt2rXqBV988UWNTcxraqjR54OsfeKJJ44fP17jjhaVlZXSQn2tsmGNGYAmTpy4YMGCsLAw0x2mxH3uvtmlSxeLNwqtYdGiRYGBgf7+/qWlpfb29vPmzYuKivruu+/atm0r3dE3PDx89OjR0p3hevXqZR7Y8VBqPZq13uH1jTfeeOaZZxYvXqxWq0NDQw8fPny/89zmd+wrLy/nHn4NoNaj+SC4ySLQwNq1a9dgq2yMlZ6kN7/7pniwG4XWoNfr1Wq1i4uLpUI8Ro9w4Koz/ziinA8oMsUBAmD9rDQAAQAAPD6NdhE0AABAYyEAAQAAxSEAAQAAxSEAAQAAxSEAAQAAxSEAAQAAxSEAAQAAxSEAAQAAxSEAAQAAxSEAAQAAxSEAAQAAxSEAAQAAxSEAAQAAxSEAWaBSqSyVyBLjkhebHJdNDkowLrlhXIplZ6nAemVlZe3cudPR0XHGjBktW7YUQuTk5HzyyScqlWratGmurq7Vi3U6XXJycpMmTcaNG9e1a1e9Xr93797Ro0e7u7sLIQwGQ1JS0syZM+3sZPyEAACAByTXGaCysjJvb++KioqMjIypU6cKIQwGg5eXl8Fg0Ov1w4cPr6qqMhVnZGQMGzasVatW9vb2gwcPPnfunE6n02q1ISEhRqNRCFFYWKjVaktLS++7PwAAYENUUgKQnYKCgs2bNy9YsODo0aNBQUH5+fnnz59/+umnS0pKiouLnZ2dc3JyNBqNVDxz5kwXF5fly5cLIbRarZOT0/jx44ODgzt37hwaGhoZGXnjxg2NRnP37l1pJqk6lUquT1HdGJe82OS4bHJQgnHJDeNSLLme8XF2do6JiVm1atXGjRvDwsKEED179vTy8po6darBYPD39zelHyFEfn7+008/LS137tz5/PnzQgi1Wp2YmOjr6+vv7+/k5FTrXgAAgE2S6ykwSVBQUERERFJSUl5e3tWrV3U63aBBg55++unz58/fuHGj1k2qh+K+ffvGxcWFhoZWP18GAABsnlwDUGZmpk6n8/DwiIyM9PT0TE5O3rx5s5+fX2xs7Lvvvtu/f/9t27aZitVqtSniVFRU2Nvbm1bFxMQIIeLj4wUAAFAMuZ4C27Fjxy+//PLpp5+WlZVlZ2drNJrbt2+fPHlSCGE0Gm/cuNG2bVshRGpq6pAhQ3r16nX8+HFpw+PHj/v6+pr6UavVW7duHTBggBDififCbPXLhIxLXmxyXDY5KMG45EZR4+LCIBO5XiR18+bNgIAANze3nJycAQMGbNq0qbi4ODAw0MHBoaSkxMXFZceOHc2aNbOzszt79qyrq+tLL73k6upaVlZWXl6ekpJy6tSpCRMmmE6TrVq1Kjo6+n4XQT/58RKz/UMefglZWP1h/R7KX0IWdtvxjqWq/3LplUUPu8mjabAdAXhw7q63LZXUm4N/XCnT9/cGI9cAJMnNzXVwcHB2dq7eYmdnV+NHgCR6vV6lUrm5uZmvqgMByJbUbx562ADUkKGkIfcF4AERgKyKXE+BSap/1et+LSbt2rW73yooRI3EU795qG4kEgCwKvIOQMDv0WB5iPQDANaGAAT8W4PlIQBAoyMAAbWrrzzE9A8AWCECEPBA6s5D90P6AQDrJNcfQgQa15MfL3mQZNNtxzuXXllkqQoA0NAIQAAAQHEIQMDjxSQQAFghAhAAAFAcAhDw2DEJBADWhgAEAAAUhwAENAQmgQDAqhCAAACA4hCAgAbCJBAAWA8CEAAAUBwCENBwmAQCACtBAAIAAIpDAAIAAIpDAAIaFGfBAMAaEICAR0SOAQD5IgABj+7SK4seIQYxCQQAjY4ABDy6bjveIc0AgBwRgIDf6xEy0CNsAgCoRwQg4BFVDzHSMpkGAOSCAATUj4c9HfZQxQCA+qUyGo2WahRNpVJZKgEAAHJiNBrtLNVYr6ysrJ07dzo6Os6YMaNly5aXL18+cOCAaa2fn1+nTp2q1xcUFOzZs2fatGkODg56vX7v3r2jR492d3cXQhgMhqSkpJkzZ9rZ1fKEPPnxEvNGoGnTe5deWdRtxzvmq6SpnVpXmVc+SNnDekzdAvg93F1vWyqpNwf/uJIJjrrJ9RRYWVmZt7d3RUVFRkbG1KlThRDNmzd3d3d3d3d3dnaePXt2QUFBjU0iIyOPHTvm4OAghNDpdFqtNiQkRHp9FBYWarXa0tJS8x0Bj+BhT4cBABqYXANQSUlJVFRUXFxceHj40aNHhRAajWb06NGjR4++fv26j49P//79q9enpKQcOnQoPj7e1OLi4lJUVLRmzZqaXQP15EGujCYnAUCjkGsAcnZ2jomJWb169axZs8LCwkzt9+7dW7ly5YIFC6oXFxQUREREODo6Dho0SKvVVlZWCiHUanViYuLixYt1Ol3N3oF6wlQQAFgnuQYgSVBQUERERFJSUl5entSye/due3v7gICA6mXLli3r06fPuXPnTp8+ffLkyfXr10vtffv2jYuLCw0Nraqqqtk18AAeMNzUXfaAnQAA6pFcA1BmZqZOp/Pw8IiMjPT09ExOTpba4+Pj58+fX+OrWydOnAgODrazs3NwcAgODk5LSzOtiomJkbYSwOP0IKfDAAANRq4BaMeOHQsXLhRClJWVZWdnazQaIURaWtqVK1dCQkJMZampqSUlJf369TOFnvT09OqXB6nV6q1bt27YsEF6qDIjgHpSx+kwJoEA1Dve0eom1wAUGxt77dq1wMDAoUOHjhw5UjrntXz58jlz5jg6OprKRo0alZWVtWjRouzsbH9//xEjRlRVVc2bN696Vz169Fiy5N9fdDeaEUC9IusAaBi8o9VN3j+EmJub6+Dg4OzsbKlQCCH0er1arXZxcbFU+F9UKhW/A4RaNW16TzzqL+7U+kNBj9ZVreqxKwD1hd8Bsioy/iFEIYR05usBtWvXzlIJ0ECkdEJMAYDGItdTYICV+D2ntGps+3u6AgA8FAIQ0Jj4dhgANAoCENDIqn87jEkgAGgYBCDAKhB9AKAhEYAAa2HKQCQhAHjcCECAFZFOh1mqAgD8XgQgwOqQgQDgcSMAAb8Xl+8AgOwQgAAAgOIQgAAAgOIQgAAAgOIQgAAAgOIQgAAAgOIQgIB6wBfBAEBeCEAAAEBxCEAAAEBxCEAAAEBxCEAAAEBxCEAAAEBxCEAAAEBxCEBA/eCb8AAgIwQgAACgOAQgoN4wCQQAckEAAgAAikMAAuoTk0AAIAsEIKCekYEAwPrZWSqwXllZWTt37nR0dJwxY0bLli0vX7584MAB01o/P79OnTqZHl64cGHfvn0qlWrixImdOnXS6/V79+4dPXq0u7u7EMJgMCQlJc2cOdPOTsZPCAAAeEBynQEqKyvz9vauqKjIyMiYOnWqEKJ58+bu7u7u7u7Ozs6zZ88uKCgwFWdmZvr6+j7xxBPl5eVeXl56vV6n02m12pCQEKPRKIQoLCzUarWlpaX33R/wMJgEAgArJ9cAVFJSEhUVFRcXFx4efvToUSGERqMZPXr06NGjr1+/7uPj079/f1NxYmLipEmTZs6c+eabb/bu3XvPnj1CCBcXl6KiojVr1tx3HwAAwEbJ9YyPs7NzTEzMqlWrNm7cGBYWZmq/d+/eypUrV69eXb145cqV0kyPwWC4evVqhw4dhBBqtToxMdHX19ff39/JyUkA9UqaBOq24x1LhQCARiDXGSBJUFBQREREUlJSXl6e1LJ79257e/uAgIDqZSqVqkmTJuXl5VOmTBk4cODYsWOl9r59+8bFxYWGhlZVVdXsGvjdOBEGAFZLrgEoMzNTp9N5eHhERkZ6enomJydL7fHx8fPnz1epVDXqDQZDUFCQnZ3d9u3bq6+NiYmRthIAAEAx5BqAduzYsXDhQiFEWVlZdna2RqMRQqSlpV25ciUkJMRUlpqaWlJSUlxc/NJLL2k0mk8++aRp06bV+1Gr1Vu3bt2wYYMQwsnJSWVGAL8Dk0AAGov5OxpvatXJNQDFxsZeu3YtMDBw6NChI0eOlM55LV++fM6cOY6OjqayUaNGZWVlRUdHf/fdd4WFhZMnT54wYcLXX39dvasePXosWbJECHH37l2jGQH8PmQgAI3C/B2NN7XqVLJ+OnJzcx0cHJydnS0VPjqVSvXkx0ssVUGJmja9Z6nk3xr+auiG3yMAi9xdb1sqqTcH/7hS1u/vDUCuM0ASjUbzWNMPUC+YBAIAayPvAAQAAPAICEBAQ2ASCACsCgEIaCBkIACwHgQgAACgOAQgoOEwCQQAVoIABAAAFIcABDQoJoEAwBoQgICGRgYCgEZHAAIAAIpDAAIaAZNAANC4CEBA4yADAUAjIgABAADFIQABjYZJIABoLHaWCgA8XvWYgbrteMdSCQBACAIQ0LjqMbLUY5ACAJvHKTAAAKA4BCAAAKA4BCAAAKA4BCAAAKA4BCAAAKA4BCAAAKA4BCAAAKA4BCAAAKA4BCAAAKA4BCAAAKA4Mg5AWVlZ8fHxa9euLS4uNjUWFBRs3ry5tLS0RnFOTs4///nPlStX3rx5Uwih1+sTEhKys7OltQaDISEhobKyUgAAAAWQawAqKyvz9vauqKjIyMiYOnWqqT0yMvLYsWMODg7Viw0Gg5eXl8Fg0Ov1w4cPr6qq0ul0Wq02JCTEaDQKIQoLC7VarXlsAgAANkmuN0MtKSmJiopasGDB0aNHg4KCpMaUlJRDhw6dPXu2RvHVq1fz8vJiY2OLi4uXLl2q1+uFEC4uLkVFRWvWrImMjKzZOwAAsGlynQFydnaOiYlZvXr1rFmzwsLChBAFBQURERGOjo6DBg3SarXVz2f17NnTy8tr6tSpISEh/v7+Go1GCKFWqxMTExcvXqzT6e67GwAAYIvkGoAkQUFBERERSUlJeXl5y5Yt69Onz7lz506fPn3y5Mn169ebyq5evarT6QYNGvT000+fP3/+xo0bUnvfvn3j4uJCQ0OrqqruswcAAGCD5BqAMjMzdTqdh4dHZGSkp6dncnLyiRMngoOD7ezsHBwcgoOD09LSTMWbN2/28/OLjY199913+/fvv23bNtOqmJgYIUR8fHwt+wAAADZKrgFox44dCxcuFEKUlZVlZ2drNJp+/fqZQk96enr//v2FEKmpqSUlJW3atMnLyxNCGI3GGzdutG3b1tSPWq3eunXrhg0bpIcqMzV3DACAHPCOVje5BqDY2Nhr164FBgYOHTp05MiRAQEBixYtys7O9vf3HzFiRFVV1bx584QQo0aNysrKmjNnjsFg8PPze+655zp27DhjxozqXfXo0WPJkiXSstFMLfsGAMDq8Y5WN7l+C8zV1fX777/Pzc11cHBwdnYWQrRp0yY9PV2v16vVahcXF6nMdCn0oUOHcnNz7ezsXF1dhRA+Pj6mK4GEEFFRUVFRUWY7AQAAtkmuAUgifZ+runbt2tVaKWorBgAAyiTXU2AAAACPjAAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAE2IJLryzqtuMdS1UAgH8jAAEAAMUhAAEAAMUhAAGyx/kvAHhYBCAAAKA4BCAAAKA4BCAAAKA4BCBA3rgACAAegYwDUFZWVnx8/Nq1a4uLi02NBQUFmzdvLi0trXWT8+fPJyQkCCH0en1CQkJ2drbUbjAYEhISKisra90KAADYGLkGoLKyMm9v74qKioyMjKlTp5raIyMjjx075uDgYL6JwWAYNzV0kysAACAASURBVG6cVqsVQuh0Oq1WGxISYjQahRCFhYVarfZ+sQkAANgYuQagkpKSqKiouLi48PDwo0ePSo0pKSmHDh2Kj4+vdZOFCxe2bNnS9NDFxaWoqGjNmjW1FgOywPkvAHg0cg1Azs7OMTExq1evnjVrVlhYmBCioKAgIiLC0dFx0KBBWq22xvmsI0eOfPzxx6tXrza1qNXqxMTExYsX63S6mr0DAACbJtcAJAkKCoqIiEhKSsrLy1u2bFmfPn3OnTt3+vTpkydPrl+/3lRmMBjCwsJWrFjRvn376pv37ds3Li4uNDS0qqrKrG8AAGCz5BqAMjMzdTqdh4dHZGSkp6dncnLyiRMngoOD7ezsHBwcgoOD09LSTMVvvfVWly5dpkyZcu/ePSFE9bgTExMjhLjfWTPAmnH+CwAemVwD0I4dOxYuXCiEKCsry87O1mg0/fr1M4We9PT0/v37CyFSU1NLSkrKy8vbtGkzffr0BQsWCCFqnAjbunXrhg0bhBBOTk4qM7XsGwAAq2f+jsabWnV2lgqsVGxsbEBAQGBgYE5OzsiRIwMCAnx8fAIDA/39/UtLS+3t7efNmyeEGDVq1NmzZ01XOl+6dGnfvn3R0dHp6emmrnr06LFkyZLo6Oi7d+9Wv0pawssFACBH0teccT9yDUCurq7ff/99bm6ug4ODs7OzEKJNmzbp6el6vV6tVru4uEhlNS6F7tatm/SC8PHxuXHjhqk9KioqKipKAAAAZZBrAJJoNJoaLe3atau1ErAxXAAEAL+HXK8BAgAAeGQEIAAAoDgEIAAAoDgEIECWuu1459IriyxVAQBqRwAC5IoMBACPjAAEyJiUgYhBAPCwCECAvHXb8Q5TQQDwsAhAgC0gAwHAQyEAATaCDAQAD07evwQNoDoyEAA8ILkGoNLS0l27dnXs2NHDw6NLly6WygGlkO6PQQwCgLrJ8hTYb7/9NmzYsGXLln3zzTfh4eHr16+3tAWgOGQgAKiDLAPQli1bBg8evGfPHiHE9u3b4+Pjy8vLLW0EKAunwwCgDrIMQFeuXNFqtdKym5vb888/r9fr694EUCAyEADcjywDkLu7+65du6TloqKi9PR0Nze3ujcBlIlfSgSAWsnyIuiZM2cOGTLkyJEjRUVFu3fvnjFjRrNmzSxtBCiU6bJoaQEAIGQagNq2bfv9999v3rw5JydnxIgRgYGBlrYAlE6aCiIDAYBEZgEoLS3to48+qt6ya9euXbt2bd269T5bAPg3MhAAmMjsGqAWLVq4u7u3bNkyMTHx7t27bm5uhw8fzszMtLQdACG4JAgA/o/MAtDAgQPfe++9Ll26vPnmm7t37162bFlmZmZ5eXlZWZmlTQEIwc1TAUAIIbsAJLl+/fqkSZOk5TZt2vj4+OTl5dW9CYDqyEAAFE6WAcjDwyMxMVFavnnzZlpaGl+DBx4WGQiAkskyAP3pT3/68ssvX3zxxddee+3pp59+7bXX+Bo88AjIQAAUS5YByMnJ6bvvvvPz82vevPn69esXLFhgaQsAteOyaADKJLOvwUs2bdoUHx8vLX/55ZdvvPHGhQsX6t4EwP3wS4kAFEiWM0AjR45cvnx5XFyct7e3p6dnQUGBaVVBQcHmzZtLS0trbKLT6ZYvX75ixYorV64IIfR6fUJCQnZ2trTWYDAkJCRUVlYKQKk4HQZAUWQZgDw9PV988cVFixZ1797dzc3Nzs4uJydHWhUZGXns2DEHB4fq9RkZGcOGDWvVqpW9vf3gwYPPnTun0+m0Wm1ISIjRaBRCFBYWarVa89gEKAoZCIByyDIACSFKSkqioqLi4uKmTZum1+sdHR2FECkpKYcOHTKdHTP58MMPQ0NDZ82aNXfu3HHjxm3evFkI4eLiUlRUtGbNmlp6B5SKS4IAKIQsA1BSUtKYMWM+//xzT0/P0aNH9+7d29nZuaCgICIiwtHRcdCgQVqttvr5rPz8fHd3d2m5c+fOubm5Qgi1Wp2YmLh48WKdTlf7bgBF4pcSASiBLANQ//79w8PDw8PDX3/99VmzZt2+fTsvL2/ZsmV9+vQ5d+7c6dOnT548uX79+lq3ValU0mkvIUTfvn3j4uJCQ0OrqqpqLQYUiwwEwLbJMgBdvny5bdu23t7eCxYsWLt2raenZ3Jy8okTJ4KDg+3s7BwcHIKDg9PS0kz1arXaFHEqKirs7e1Nq2JiYoQQ5mfNAJCBANgwmX0N/sKFCwcPHvzmm29yc3MrKiqkU10//fSTRqPp169fWlranDlzhBDp6ene3t5CiNTU1CFDhvTq1ev48eNSD8ePH/f19TV1qFart27dOmDAAOmhSqUy2yegXNxAHpAv83c00wkQCCFU8no6vvrqq/j4+F9++aVVq1aXLl2yt7cvKytzcnLKzs4uLCwMDAx0cnIqLS21t7ffs2dPixYt7Ozszp496+rq+tJLL7m6upaVlZWXl6ekpJw6dWrChAk3btyQul21alV0dPTdu3dbtmxZY48qlarHX5eb/UMAUdK1wlJJo8kO/4t7wvuWqh5U/fYGKJZLu7uWSurNj2P+Jq/394YnswAkWbdunY+PT79+/XJzcx0cHJydnU2r9Hq9Wq12cXEx30qv16tUqoe9axgBCPejnAAkHkOHgAIRgKyKzE6BpaSkbNu2bdy4cbNnz67enp6eLi20a9eutu0srAIAAIoiswDUs2fPyZMn9+zZMzw83FItgHrjnvA+k0AAbInMAlD37t27d+/++eefP/fcc127drVUDqDekIEA2BKZBSDTt8B69+7duXNnU/trr71Wx1YAAADVySwAXb16ddeuXb/88ktOTo6Tk5OpnQAENAAmgQDYDJkFIH9/f39/f9O3wCyVA6hnZCAAtkFmAUjStWvXDz/8sHrL/W58AQAAYE6Wt8IoLy/fuHFjTk5OixYt/vWvf6WmplraAkC9kSaBLFUBgFWTZQC6dOnSW2+99cUXX8THx2dmZqpUqtLSUksbAag3ZCAAcifLAJSVlTV+/HhpuXXr1j4+Pjdv3qx7EwAAABNZBiAPD4/ExERp+ebNm2lpafzKM9DAmAQCIGuyDEB/+tOf9u3b98ILL8yePXvAgAHh4eH29vaWNgJQz8hAAORLlgGoVatWx48fHzVqVLNmzVavXh0XF2dpCwAAgP+Q2dfgU1JSli5dWr3lxIkT8fHxppuhAmhI/CwQAJmSWQDiNqiAtSEDAZAjmQUg6WaolqoAAADqIstrgABYFa6GBiA7BCAAAKA4BCAA9YBJIADyQgACUD/IQABkhAAEAAAUhwAEoN4wCQRALghAAOoTGQiALBCAAACA4hCAANQzJoEAWD8CEID6RwYCYOUIQAAAQHFkHICysrLi4+PXrl1bXFwstezfvz/h/5SXl9eoLygo2Lx5c2lpqRBCr9cnJCRkZ2dLqwwGQ0JCQmVlpQBQT5gEAmDN5BqAysrKvL29KyoqMjIypk6dKjVGR0ffunXL3d3d3d29SZOaQ4uMjDx27JiDg4MQQqfTabXakJAQo9EohCgsLNRqtVI2AlBfyEAArJbM7gZvUlJSEhUVtWDBgqNHjwYFBQkhSktLL168GBISotFoVCpVjfqUlJRDhw6dPXvW1OLi4lJUVLRmzZrIyEgBAACURK4zQM7OzjExMatXr541a1ZYWJgQ4syZM/fu3fPz8+vbt+/s2bPv3btnKi4oKIiIiHB0dBw0aJBWq5VOdanV6sTExMWLF+t0uvvuBsDvwyQQAOsk1wAkCQoKioiISEpKysvL69ix47p163788ceTJ09mZGSsW7fOVLZs2bI+ffqcO3fu9OnTJ0+eXL9+vdTet2/fuLi40NDQqqqq++wBwO9FBgJgheQagDIzM3U6nYeHR2RkpKenZ3Jy8q+//urn56dWq5s1axYUFHT48GFT8YkTJ4KDg+3s7BwcHIKDg9PS0kyrYmJihBDx8fG17AMAANgouQagHTt2LFy4UAhRVlaWnZ2t0Wg+/fTTv/zl358y09LS+vXrJ4RITU0tKSnp16+fKfSkp6f379/f1I9ard66deuGDRuEEE5OTiozNXcM4OExCQQ0PPN3NN7UqpNrAIqNjb127VpgYODQoUNHjhwZEBDw1ltv5eTk+Pv7jxgxwmg0zp8/XwgxatSorKysRYsWZWdnS6uqqqrmzZtXvasePXosWbJECHH37l2jmdp3D+AhkYGABmb+jsabWnVy/RaYq6vr999/n5ub6+Dg4OzsLIRwdnZOS0vLy8sTQri5uUllpp/2SU9P1+v1arXaxcVFCOHj43Pjxg1Tb1FRUVFRUTX3AQAAbJRcZ4AkGo1GSj8mbm5upvRTQ7t27aT0A6BRMAkEwHrIOwABkBcyEAArQQAC0KDIQACsAQEIQEMjAwFodAQgAACgOAQgAI2ASSAAjYsABKBxkIEANCICEIBGQwYC0FgIQAAaExkIQKMgAAEAAMUhAAFoZEwCAWh4BCAAjY8MBKCBEYAAWAUyEICGRAACYC3IQAAaDAEIgBUhAwFoGAQgAACgOAQgANaFSSAADYAABMDqkIEAPG4EIADWiAwE4LEiAAGwUmQgAI8PAQgAACgOAQiA9WISCMBjQgACYNXIQAAeBwIQAGtHBgJQ7whAAGSADASgfhGAAACA4hCAAMgDk0AA6pGdpQLrlZWVtXPnTkdHxxkzZrRs2VIIsX///qysLGntjBkz7O3tTcUXLlzYt2+fSqWaOHFip06d9Hr93r17R48e7e7uLoQwGAxJSUkzZ860s5PxEwLYPCkDuSe8b6kQACyQ6wxQWVmZt7d3RUVFRkbG1KlTpcbo6Ohbt265u7u7u7s3afKfoWVmZvr6+j7xxBPl5eVeXl56vV6n02m12pCQEKPRKIQoLCzUarWlpaW17wyA1WAeCEC9kGsAKikpiYqKiouLCw8PP3r0qBCitLT04sWLISEhfn5+o0ePrj6Xk5iYOGnSpJkzZ7755pu9e/fes2ePEMLFxaWoqGjNmjX33QcAq0QGAvD7yfWMj7Ozc0xMzKpVqzZu3BgWFiaEOHPmzL179/z8/O7du/f8889/8MEHarVaKl65cqU002MwGK5evdqhQwchhFqtTkxM9PX19ff3d3JyqmNfAADAxsh1BkgSFBQUERGRlJSUl5fXsWPHdevW/fjjjydPnszIyFi3bp2pTKVSNWnSpLy8fMqUKQMHDhw7dqzU3rdv37i4uNDQ0KqqqvvsAYA1YhIIwO8k1wCUmZmp0+k8PDwiIyM9PT2Tk5N//fVXPz8/tVrdrFmzoKCgw4cPV683GAxBQUF2dnbbt29XqVSm9piYGCFEfHy89FBlRgCwSmQgoG68o9VNrgFox44dCxcuFEKUlZVlZ2drNJpPP/30L3/591/DtLS0fv36CSFSU1NLSkqKi4tfeukljUbzySefNG3atHo/arV669atGzZskB4azQgA1ooMBNSBd7S6yTUAxcbGXrt2LTAwcOjQoSNHjgwICHjrrbdycnL8/f1HjBhhNBrnz58vhBg1alRWVlZ0dPR3331XWFg4efLkCRMmfP3119W76tGjx5IlS+6zHwBWjQwE4NGoZB0Jc3NzHRwcnJ2dTS15eXlCCDc3t/tv9HBUKlWPvy63VAUlKulaYamk0Sjtx3KUNl7IlEu7u5ZK6s2PY/4m6/f3BiDXb4FJNBpNjZZ6jD4AAMBWyfUUGACYcCIMwMMiAAGwBWQgAA+FAATARpCBADw4AhAA20EGAvCACEAAAEBxCEAAbAqTQAAeBAEIgK0hAwGwiAAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUhwAEAAAUR8YBKCsrKz4+fu3atcXFxdXbz58/n5CQUKM4Jyfnn//858qVK2/evCmE0Ov1CQkJ2dnZ0lqDwZCQkFBZWSkAAIACyDUAlZWVeXt7V1RUZGRkTJ061dRuMBjGjRun1WqrFxsMBi8vL4PBoNfrhw8fXlVVpdPptFptSEiI0WgUQhQWFmq12tLS0pq7AQAAtkiuAaikpCQqKiouLi48PPzo0aOm9oULF7Zs2bJG8dWrV/Py8mJjY+Pi4s6fP6/X64UQLi4uRUVFa9asEQAAQGHsLBVYKWdn55iYmFWrVm3cuDEsLExqPHLkyMcff/zZZ5/5+vpWL+7Zs6eXl9fUqVMNBoO/v79Go7l8+bJarU5MTPT19fX393dycqptJwAAwDbJdQZIEhQUFBERkZSUlJeXZzAYwsLCVqxY0b59+xplV69e1el0gwYNevrpp8+fP3/jxg2pvW/fvnFxcaGhoVVVVWZ9AwAAmyXXGaDMzMxWrVp17949MjJy165dycnJFy5c6NKly5QpUy5fviyEqKqqatLk3/Fu8+bNfn5+sbGxQohTp05t27bN29tbWhUTE5OcnBwfHy+EYB4IAGAzVCqVeaN05SuEfGeAduzYsXDhQiFEWVlZdna2RqMpLy9v06bN9OnTFyxYIIRYvXq1ECI1NbWkpKRNmzZ5eXlCCKPReOPGjbZt25r6UavVW7du3bBhgxDi7t27RjO17x4AAOtm/o7Gm1p1cp0Bio2NDQgICAwMzMnJGTlypLQsrbp06dK+ffuio6OFEKNGjTp79uycOXO+/PJLPz+/kpKSjh07zpgxIyMjw9RVjx49lixZItUDAAAlkGsAcnV1/f7773Nzcx0cHJydnauv6tatmynkmn7a59ChQ7m5uXZ2dq6urkIIHx8f05VAQoioqKioqCgBAACUQa4BSKLRaCyV/MdDFQMAABsm12uAAAAAHhkBCAAAKA4BCAAAKA4BCAAAKA4BCAAAKA4BCAAAKA4BCAAAKA4BCAAAKA4BCAAAKA4BCAAAKA4BCAAAKA4BCAAAKA4BCAAAKA4BCAAAKA4BCAAAKA4BCIBtyg7/i6USAMplZ6kAAOTHPeF98d8ZSGoBAAkBCIDNqh56CEMAqiMAAVAEwhCA6ghAABSHMASAAARA0WoNQyQhwOYRgADg30y5h2khwOYRgACgJs6RATaPAAQAdSEMATaJAAQAD4owBNgMAhAAPAqungZkTcYBKCsra+fOnY6OjjNmzGjZsqWp/fz580ePHg0PDzffxLRKr9fv3bt39OjR7u7uQgiDwZCUlDRz5kw7Oxk/IQAaC1dPA7KjMhqNlmqsUVlZWbdu3V5//fWff/751q1bX3zxhdRuMBj+8Ic/6HQ683FVX5Wenu7r6zt8+PDU1FSVSnXjxg2NRnP37t3qQUqiUql6/HW5AMyUdK2wVNJossP/wrtvoyMMoQaXdnctldSbH8f8Tabv7w1GrhMeJSUlUVFRCxYsOHr0aFBQkKl94cKF5iGm1lUuLi5FRUVr1qyJjIystR4Afg8uGAKsmVwDkLOzc0xMzKpVqzZu3BgWFiY1Hjly5OOPP/7ss898fX1r1JuvUqvViYmJvr6+/v7+Tk5OAgAeGy4YAqyNXAOQJCgoSKVS/f3vf4+JiXFycgoLC1uxYkX79u1rlBkMhlpX9e3bNy4uLjQ0dNeuXQIAGoT5BUMkIaDhyTUAZWZmtmrVqnv37pGRkbt27UpOTr5w4UKXLl2mTJly+fJlIURVVVWTJk2k4rfeeqvGKlM/MTExycnJ8fHx0kOVSmW2KwB4LEhCeKzM39G4Kqg6uQagHTt2/PLLL59++mlZWVl2drZGozl9+nSbNm2mT59eXFwshFi9enV0dHRqauqQIUPKy8trrBo0aJDUj1qt3rp164ABA6SH5i8OIhGAx61GEiIGoV4Qd+om12+B3bx5MyAgwM3NLScnZ8CAAZs2bTIllUuXLnXv3l0al52d3dmzZ3v16lVjVXp6+oQJE27cuCG1r1q1Kjo6mm+B4aHwLTA8JkwI2Sq+BWZV5BqAJLm5uQ4ODs7OzpYKHx0BCPdDAMLjRhKyMQQgqyLXU2ASjUZjqQQA5IqLhIDHR94BCACUgIuEgHpHAAIA2ZCiDxNCwO9HAAIAmeHUGPD7EYAAQK5IQsAjIwABgOxxkRDwsAhAAGA7uEgIeEAEIACwNZwaAywiAAGAzSIJAfdDAAIA28dFQkANBCAAUBAuEgIkBCAAUBwmhAACEAAoV/UJIWIQFIUABABKx3kxKBABCAAgBOfFoDAEIADAf2FCCEpAAAIA1IIJIdg2AhAAoC5cKA2bRAACAFjGeTHYGAIQAOBBcV4MNoMABAB4aEwIQe4IQACAR8SEEOSLAAQA+L24UBqyQwACANQPzotBRghAAID6VOO8WL0gS6HeEYAAAI9FPaaW7PC/1GNvgBCiiaUC65WVlRUfH7927dri4uLq7efPn09ISKhRrNPpli9fvmLFiitXrggh9Hp9QkJCdna2tNZgMCQkJFRWVgoAAKAAcg1AZWVl3t7eFRUVGRkZU6dONbUbDIZx48ZptdrqxRkZGcOGDWvVqpW9vf3gwYPPnTun0+m0Wm1ISIjRaBRCFBYWarXa0tLSmrsBAAC2SK4BqKSkJCoqKi4uLjw8/OjRo6b2hQsXtmzZskbxhx9+GBoaOmvWrLlz544bN27z5s1CCBcXl6KiojVr1ggAAKAwcg1Azs7OMTExq1evnjVrVlhYmNR45MiRjz/+ePXq1TWK8/Pz3d3dpeXOnTvn5uYKIdRqdWJi4uLFi3U6nQAAWDH3hPfr8ZJqQMg3AEmCgoIiIiKSkpLy8vIMBkNYWNiKFSvat29fxyYqlUo67SWE6Nu3b1xcXGhoaFVVVR2bAAAAGyPXb4FlZma2atWqe/fukZGRu3btSk5OvnDhQpcuXaZMmXL58mUhRFVVVZMm/453arXaFHEqKirs7e1N/cTExCQnJ8fHxwshnJyczPYjhBAX/xZTaztgzfi4DNsj91d1tqWC+qVSqcwbTVMAkGsA2rFjxy+//PLpp5+WlZVlZ2drNJrTp0+3adNm+vTp0pfCVq9eHR0dnZqaOmTIkF69eh0/flza8Pjx476+vqZ+1Gr11q1bBwwYIIS4e/eu+fVD1WeMbAnjkhebHJdNDkowLrlhXIol1yfo5s2bAQEBbm5uOTk5AwYM2LRpkynqXrp0qXv37tK47Ozszp496+rq+tJLL7m6upaVlZWXl6ekpJw6dWrChAk3btyQNlm1alV0dDQByAYwLhmxyUEJxiU3jEux5P0E5ebmOjg4ODs7WyoUQgi9Xq9Sqdzc3CwV/hdbfQ0xLnmxyXHZ5KAE45IbxqVYPEEW2OpriHHJi02OyyYHJRiX3DAuxZL3t8AAAAAeAQEIAAAoDgEIAAAoDgFIoWz13DDjQqOz1YPFuGBjuEgKAAAojnrx4sWWamzWmTNn9u7de+7cuT/84Q9Sy4ULF7Zt23bs2DF3d/fWrVsLIfbv33/gwIEffvjhhx9+eOqpp/bs2dOiRYs2bdoIIdLT03/99dfOnTsLIa5du/avf/2rT58+deyuYTzIoCTnz59PTk4eMGDAzp07rXxQ4sHGlZWVlZCQ8OOPP/bu3dve3t5mxlWjxWbGVaPGZsal0+m2bNly7Nixdu3aOTs7y3Rc5i2XLl3asmXL8ePHO3bsKN/XoXlLTk5OQkLC8ePHPT09W7RoYf3jsjioy5cv79mz54f/4+rqun//fisfVKNQ9CkwJycng8Hw5z//WXqYmZnp6+v7xBNPlJeXe3l56fV6IUR0dPStW7fc3d3d3d2bNGmyZ8+ehIQEqX7evHnz5s2Tljdt2rRnz55a99LAHmRQQgiDwTBu3DitViuEsP5BiQcYV1lZmbe3d0VFRUZGxtSpU4WtjMu8xTbGZV5jG+PKyMgYNmxYq1at7O3tBw8efO7cOTmOy7wlIyPD29u7devW9vb2zz777IULF2xjXAaDwcvLy2Aw6PX64cOHV1VVWf+4LA6qefPm0nuWs7Pz7NmzCwoKrH9QjcOobBkZGa1bt5aWIyMj58yZIy2PGDFi7dq1BoNBrVZfv369qqpKat+2bdvAgQONRmN+fn7Tpk2bNm2an59vNBoHDBiQmJhY2x4aQd2DkpbnzZv3zDPPSC8AWQzKaGlct2/f/sc//lFVVZWenv7EE08YbWVc5i22MS7zGtsYV2ho6IIFC6SW8PDwefPmyXFc5i0TJ0783//9X2n59ddfj4iIsI1xnTt3rmnTphUVFQUFBUKInJwcWYyr7kGZrFq1avjw4Ub5/OdqYASg/7xoqqqq7t27ZzQaS0pKPDw8Pv/88++//14I8dRTT/Xu3fu1116rrKzU6/VqtTovL2/79u1Dhgzx8vLavn271KjX6+vcVcOpe1BGozE9Pd3FxeXw4cNSAJLFoIwPMC6j0bhy5co+ffq88cYbRlsZl3mLbYzLvMY2xhUQEPDPf/5TWvvOO++88sorchyXeUtAQMDf//53aXnhwoXTp0+3jXFVVlZ6e3tPnDgxMDDQ39/fKJPX4YMEoMrKyi5duuzdu9cok0E1PLneDPVxUKlUKpWqvLx8ypQpAwcOHDt2bG5u7rp167RarfSfZN26dXPnzn366ae/+eab//f//t+LL75YVVX1zTffVFRUPPPMMw97k42GYT4og8EQFha2YsWK9u3bSzVubm7yGpSobVxSe1BQkEql+vvf/x4TE2Mb46q1xQbGZV5jG8dr06ZN1dcajUY5jstcWFjY7NmzhwwZIoTYsGHDli1bbGNcV69e1el0Y8eOvXv37scff3zjxo327dvbwLiEELt377a3tw8ICBDy/M/VAAhA/8VgMIwfP75Fixbbt29XqVS//vqrn5+fWq1Wq9VBQUGHDx+eO3euv7//119/feDAgU8++aSysnLatGllZWX+/v6W+m40NQb11ltvdenSZcqUKZcvXxZCVFVVNWnSRHaDEmbjyszMBKJc/AAAF2hJREFUbNWqVffu3SMjI3ft2pWcnKzVam1gXLW22Ma4zNnAuNRqdVVVlbSqoqLC3t5eyHNcNYwfP/7evXubNm1KSUl54YUXAgMDhU2Ma/PmzX5+frGxsUKIU6dObdu2LS4uzgbGJYSIj4+fP3++6f+abQyqnlmaIrJx1acN7969O3z48D/96U+VlZVSy/z58ydPniwtv/DCC++++67RaDxy5EizZs2cnJzKy8vLyspatGjRrFmzo0eP1tp/o6h7UHPnzp08efLkyZOlTwbSdL31D8poaVwxMTETJ040Go2lpaWmiV8bGJd5i9EmxmVeY7SJccXGxk6aNEla9vPze++994wyHNf9Wr799tt27drl5eVJD21gXEuXLvXz8zMajVVVVc8+++zGjRuNchiXxYN16NAhFxeXkpISU4v1D6rhEYD+86J59dVXmzVrNn78+Jdffvnll1/+6quvbt++7evrO3r06OHDh//xj3/87bffjEZjZWVl27Ztx4wZI23l7+/ftm3bGn/WG1fdgzKV6XQ6UwK2/kEZLY0rLy/v2WefDQgIeOaZZ1599VXpunUbGFetR9AGxmVeY7SJceXn53t5eQUEBLzwwgvPPfdcUVGRUYbjqrWlqKjoySef3L17t6nFBsZVVFT03HPPjRo1ysfHZ9y4caWlpUY5jMviwRozZsyiRYuqF1j/oBoeP4RoWV5enhBCySdKZSQ3N9fBwcHZ2dlSIfAY6fV6lUrFHw25yM3NtbOzc3V1tVQIm0IAAgAAiqPoH0IEAADKRAACAACKQwAC8NB0Ol1KSoqlKgtMnXz11VcXLlywVC6EEJmZmWlpaZaqAMAyAhCAh3bkyJGlS5daqrJA+tkVIUR8fPzBgwctlQshxGefffbRRx9ZqgIAy/ghRACPrqioKDEx8eLFiz169AgLC2vevPmZM2eOHTuWn59/69at4cOHS7+YJ4QoKCj46KOPrl+/3rNnz3bt2rm4uPTs2XPcuHHr1q375Zdfvvnmm/bt23t6ep4+fXratGlCiMuXL6empmq12rt3727ZsuXatWudOnUqLCyUertz585HH32UnZ3dtWtXab/3/ScCQG2YAQLwiIqKiry8vK5evRoaGnrx4kVvb2+DwZCZmTlr1ix7e/uxY8e+8cYbK1euFELcunVr0KBBd+7cmTp16okTJ8aPH/+vf/0rMzNz3bp1Pj4+bdu27d27d//+/aUWqfOffvopPj7+zp07zz777JUrV6ZPn37z5s0PPvhACFFYWOjl5ZWfnz99+vSzZ8/6+PiUlpbW9Q8FADPMAAF4RAkJCR07doyPjxdCDBw40NvbOykpyc7Orn///gsWLBBCvP322++//350dHRCQkL37t3fffddIcSgQYNOnjxp6qRfv35OTk6dO3fu2rWr+fU9CQkJnTp1klLUgAEDfv75Z6lRo9GEhYUJIWJiYoKDg3ft2jV9+nQBAA+MAATgEUnns0wPn3zyyevXrz/55JNOTk5Si4uLS1FRkRAiNzfXw8PDVNmtWzdRG+nuodKytHD9+nVPT09TgaenZ15eXk5OTlFRUUJCgtQYEBDQsWNH894AoA6cAgPwiIYPH75v375bt24JIfR6/bfffuvn51ejRsoxw4cP//LLL+/cuSOEuHHjxrfffmvemxBCo9FcvHixuLhYCHHixAkhxIgRI/bu3Xvz5k0hxJ07d3bv3i31Vlxc/Ne//nXp0qXz58/PyMionq4A4EEwAwTgEY0ZM+bUqVNDhw719fU9fPjw//zP/wwZMqTWL7SPGzfuhx9+kCoPHjzYsmVLO7ta/vhItxkfOnToU089deDAgTZt2owdO1an0w0bNuy55547fPiwo6OjEGLMmDGZmZmDBw/29vY+ePDg/Pnzu3TpYt4bANSBW2EA+F0MBsPNmzfd3NwcHBzuV3Pq1KkZM2Z8/vnnTZo0cXJyevbZZ+Pj48eNG1dr8e3bt0tLSzt06GBqKS0t1ev1bm5uUgCSSPtt165ds2bNausGAOpCAALQEFauXLlmzRofH5/jx4+PHz/+b3/7m6UtAOAxIgABaCClpaU5OTkdOnSoY64IABoGAQgAACgO3wIDAACKQwACAACKQwACAACKQwACAACKQwACAACKQwACAACKQwACAACKQwACAACKQwACAACKQwACAACKQwACAACKQwACAACKQwACAACKQwACAACKY2epoD7pdLrk5OQmTZqMGzeua9eulsr/f3v3Hh1FmeZx/KmqTickBIiBSCDBVeTAQYJcQmRkFHDYzREYAlHWJYHEyQQQXFEu64yXo8PcjoMDAmpQM+gqglzjguiZQXeVAC4xQe4XVyKIkAsIAQLppC9V+0clnU53QsBxImV9P//wvm+99XY9qU7yS3V1c/3av39/UVFReHj4lClTzBFLl3bkyJH3339fUZSJEycmJiaKxcs5ceLEunXr2rVrl5WV1b59e7F4OaZDhw59+umnubm5YvFytmzZcuLECbOdlZXldDotXY6IVFVVFRQUZGZmRkREiJXPTmlp6ccff+zvpqamJiYmWrccESkrK1uzZo2iKJmZmV26dBErnx0ROXr0qHnw9913X48ePcSy5VzNL9C2Ka3trgAVFxffeeedHTp0cDqdd9xxx8GDB1vb4/oVHR3tcrkeeeQRs2vp0nbt2nXXXXfFxsa63e6UlJTKykpLl1NXVzds2DCPx1NcXJyRkSEWPzsml8s1fvz4qVOnivXLeeyxx86ePZuQkJCQkKCqqtXLEZFZs2bt3LnTTD+WLicyMtI8LzExMTNmzKiqqrJ0OS6XKyUlxeVyVVZWjhgxQtd1S5dTXFw8bNiwjh07Op3OIUOGHDlyxLrltPoLtO1KM9pKdnb23LlzzXZubu7s2bOvPP86V1xc3LFjR7Nt6dJmzZo1c+ZMsz1y5Mi8vDxLl3Pu3Lnnn39e1/Xt27fHxsYaFj87ptmzZw8cOND8brV0OS6XS9O0U6dO6bpujli6HMMw3nvvvcTExAsXLphdq5djWrJkyYgRIwyLl3Pw4MGwsDCPx1NVVSUiZWVlli5n4sSJ8+fPN9sPP/zw9OnTLV3OlX+BtllpbXcF6Ntvv01ISDDbPXr0KC8vv/J8C7F0aYsXL37xxRdFxOVyHTt2rFu3bpYuJyYmZt68eUuXLp02bVpOTo5Y/OyIyI4dO1asWLF06VKza+ly9u/f7/P5UlNTb7vtthkzZvh8PkuXU1VVNX369Hbt2iUnJ0+dOtXr9Vq6HJPP51u8ePHcuXPF4k+23r17p6SkZGRkTJky5d57742Pj7d0OTU1NeZVRhHp1KnT5cuXLV1OoNBC2qy0tgtAgRRFMQyjtVmWZLnSFEVRVdXtdk+aNGnw4MHjxo0L2mqtckxpaWnTp09fuXLl6dOnA8ctV47L5crJyVm0aFHXrl1Dt1qunO7duy9btmzPnj27d+8uLi5etmxZ4FbLlbNgwYK+ffsePHhw3759u3fvfuWVVwK3Wq4c04YNG5xO55gxY4LGLVfOsWPHvvzyy+Tk5AEDBhw6dKiioiJwq+XKycnJWbhwYWFhYWFh4auvvvrAAw8EbrVcOS0JLeQfWlrb3QStaZqu62bb4/E4nc4rz7cQq5fmcrnS09OjoqLeeecdRVEsXc6uXbs6dOjQq1evWbNmrV+/fuPGjZYu5+mnn7755psnTZpUWloqIrquW7qcb775JjU1VdM0TdPS0tK2bdtm6XJKSkomTJjgcDgcDseECRMKCwstXY5p4cKFc+bMURRFLP6Tbfny5ampqY8//riI7N27980337R0Oenp6T6fLz8/f/PmzaNGjRo7dmx+fr51ywkUel7a7Ey13RWgPn36FBUVme2ioqLevXtfeb6FWLq0S5cujR49Oj4+fs2aNWFhYWLxclavXv3UU0+JSF1d3cmTJ+Pj4y1djtvt7tSp0+TJk82XJJYuXWrpctauXfvEE0+Y7cLCwqSkJEuXk5SUVFhYaLa3b9/ev39/S5cjIoWFhV999ZX/vTmWLqdTp07mBWDDMCoqKm644QZLlyMiEydOzM7ODg8Pz8vLE4ufnUChhbRZaf/Ai0tBzp49O3r06C5dutTV1bnd7s2bN0dHR7e20/WrpKRk1KhR58+fF4uXlpub+/bbb48ZM8b8my83N3fIkCHWLefMmTNjxoyJi4srKysbNGhQfn7+uXPnrFuO39GjR3v16mUYhqWfbFVVVWlpaVFRUbW1tZqmbdq0yeVyWbec8+fPjx07Njo6ura21ul0FhQU1NbWWrccERk3btzAgQPnz59vdi39ZKuurh47dmxERERNTU3nzp1Xr15t/rFn0XJEpLq6OikpadGiRenp6WLxs3PlX6But7ttSmu7AGSqrKxUFCUuLq61idbzIyvN0uWUl5dHRETExMT4RyxdTihLl2P+XR548JYup7KyUtO0zp07B45Yt5xQli6nvLzc4XCYHwJksnQ5oX405YQW0galtXUAAgAA+MG13T1AAAAA1wkCEAAAsJ22exu8n3mzLQAAgKntb8j5AQKQiNwjE0RERKvvq/UXohqvR2la035Dq8Xxpv8ELNT034YN/glaw4T6btNLYmrTrdLMOn8rXZTac07IAzVQmyzoa9zqr12aCDqAxvGQI1FFRPSWJoQu03RlXzMTRES2/s/Tw+/5fWNfQh+o6V4h6/haLKFJT2/hAJrRMNNnzmhtWuCh7npr3uCsP7c009cwrXkh48180UwtrBBcY2tH7gsaD5l/5Pl5fX4VUo6I3trK9UIranlTvRZWaPwiNzvNr6VHVEVETsyZ12NRQzlacPUSMLMZQSu3eGDBA/XDLdUr/kdsOJ4WZgY8zRsf4ljmMzev/q3ZDj5wNeTpFvwt6/O3QjaKiKhak1oC1mn+iaw21B483vRL7d+qhnytto5afM9Hj6nNrK9LwM82Leg7qfEnR/ABqKqvSbfpU15rKLDxx7P4RBp/tjWzoDkh5FzUj/unabqI/On2jU/uTZOAx/VP0FSftLy+NBxb0IH5dwlaxz9Ta3o8TUa0oHWaHFLAkdSPh6lNdxffqJ6lH5X2DDjUJkcScORBO9YzV26uIrNbL+AsN4w07WoNzeAd/U8Hzeyqzc4XEU1UEXF0L5U219JPFwAAgB8tAhAAALAdAhAAALAdAhAAALAdAhAAALAdAhAAALAdAhAAALAdAhAAALAdAhAAALAdAhAAALAdAhAAALAdAhAAALAdAhAAALAdAhAAALAdAhAAALAdxTCM1uZ8zxRFaW0KAACwkR8gjbT9QwIAAPyweAkMAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYDgEIAADYjqO1CQAAAI0uuo0zbpn32k5VVX/z4BCX1zhf43lz84F/G9rj54PiWtv7eqEYhtHaHAAAABGRzLwSn2GoivLStORHXivx6caTmYPf/vCL1Lt6vbru8zCHujIxz+2qFTHE5xXD68x4t7UlfxgEIAAAcFUy80rMxosPDlz1ydf/e/zc4qnJVS692mtc9hrHT128qXun19Z/vnJm8pXXuR4QgAAAsIU902bptbViGINW5JsjdZUnDv7H70Wkz626iBjeuqjfrvDPr3k2W7QwEYl85i8ikvFSsaIqIrJs6uCH8netmpl82WNc9sklt3HJKxe9ep1Plhfs1jRV1w1/BtL3va32n+z7ZKaozqaHI9rdi0evfdThCAsa35T+58Du5LwSM6mYaz73izWqo/k7mB/Pn9jseLO4CRoAALvT/ukWEVEc4YGDjtsNRz+3RLj1b7/Ydlo304+IdAhTFJGMvOKoMEUVURQRRRRRROSX6QN/Mf52Q4zMvBL32gfcG7K8X25pNv1cwbiCeYFd/3WaWf+5L3Tyd8ZN0AAA2F141pM1v80NHjXEe9BpXv75a8H/+Yez8kpEpF9c9MqtJ/45JdFniGGI0RBUDEMUUcbd3cvZb417Q5bz3oW+kj+IiIiu3b006BE++NclQSNm+hlXMC/oOpCInK1xi8iv33jA7D6Xs1bVFLnGCz9+XAECAAD1XK89YzZqFjws9Vd85MNy7/GKi/45PhER2fn1uVEpiS7d8BjiMQxvwA01mWP7/fzwXKMgw3nfW/oX9a+phaafZo1OHBTYfXzl/pZm/p0IQAAAQAxPjYgYFWX1/do67wGnI8nt3pAVmhW8uvHyQ0NrvEadT9w+cevi0+s3+VTHqOJpR6q7Tq6YIyJG9TEREd0dskbzHhqSEdg9daFORNwNqy/54Ggz+3wnBCAAACBRv1sVNOLo5w776a8lLCJo3BB5dsog851fl7xS4zNqfYaIiKKO2DZ56I7pn9zxl4W14xuma2Loogbf6dyqMxcr/e0lmUmqKCLy2fHzLe9xbbgHCAAANHK98kT4vZki4j3ucKb3FU/tTYdfE0nxT3AoyiWPiIjPEK+hu30yeP9vIqtPrNaytg5fZeh61dnLAesZvjPntbgYuUaqohz6uv51t9c/PNa3c+SBbwOX/XsRgAAAsBNFab4tYtTWKBGRxukzta8vFE2TWk0//K5jYPbX7YbHHi46qbR/9P4kr0+vq/VWewyPw/GzrZMNRa1Su/w14dEuSd26ixi6LiLxXTuIiEdUT0G2YRha3A2ie+UaxUbH/fuKYvPCz+GzNf7x9CVFBY/e0fJ+V4sABACALXQePuD033YGjpxauT6wG/XHVfXvBdM0EYl8sv7jgsI35j8XX/zexeSkA+93OHtAVx264nhdydXufF3UsOE7sn+ibzsq9W/Oir2wv9++BUNvDKv2tA9Lf1M/ut4o2y7q1eaNOVsW+NuqNMlnpnZhWujgd3C1BwQAACwtITMnKACd331YRHR3K5dn2t2du/HL1NI9x4t3ngvz3Jo9oLSr75uZ3kWyQzVEPGpEwskPtly4/ZakPiKy86j3qz4vrN9R5vF414mot97vK9suIr5PHtZGvHzlBxKRo5dOB434P1Px5JmaX607FLLHd0QAAgDAXj7PmhbY7f/yc40dwzBfFzNqXf6xwTHK+cRucYndVFV5Y8PurTeO6HXTDbd9Pv/AoGfjqz47UHtTbPyNtzRM7jV4oIj8cnznn3WsaljTK4pD1DBf4WMSoKVPghaR9WN/l/bCzvbhTVJKQpdIszHhhZ3vzh4autc14V1gAADYRf9lwZ8u6HXVOmMb/wv38PQHzUbUH1cGTtMUERFdN7InDOjZI+aNjXvnfJ22/L/2vrGu4l+qlhsBr1WN3JZhiPLZ3lMS2aV+3+EvBXyec+tWjX7G6Wxnpp8hCR0DN5kftxgZ/j1cvuH/AgMAwF4qNm2qeP+DiK6xfeb/oZnNNVUiIpHB79v67/LGV8o0Tc1f/7m/qytqYuWxPyVtqHXGfBE1tG/Vh2KI8/63pDWXXRcCb8SOiujgb1df9ohIdFTw9SH/+MUql7lvh07Bb9S/GgQgAABwVT4q9/rTyuvv7gnc1LNrx+E/uVlERm6fok58J2TX6w4vgQEAgKsyKt7hbHgPVk76AK/e8PHPIiN/2lNEfIZYIv0IV4AAAMC1OnBer3DpisjWomOlZRdy7xsU7TCSY7+fN6i3DQIQAACwHV4CAwAAtkMAAgAAtkMAAgAAtkMAAgAAtvP/3T1Mimy+tkkAAAAASUVORK5CYII=\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "box.datawc_x1 = -125\n",
- "box.datawc_x2 = -117\n",
- "box.datawc_y1 = 34\n",
- "box.datawc_y2 = 38\n",
- "box.xmtics1 = box.xticlabels1\n",
- "box.ymtics1 = box.yticlabels1\n",
- "box.xticlabels1 = \"*\"\n",
- "box.yticlabels1 = \"*\"\n",
- "template.xmintic1.y1 = template.data.y1\n",
- "template.xmintic1.y2 = template.data.y2\n",
- "template.ymintic1.x1 = template.data.x1\n",
- "template.ymintic1.x2 = template.data.x2\n",
- "x.clear()\n",
- "x.plot(s, box, template, ratio=\"autot\")"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "> #### Tip 3:\n",
- "> 1e20 is the \"automatic\" value for datawc_* attributes, and uses the entire dataset as provided to the plot call.\n",
- "\n",
- "### box.level_(1|2)\n",
- "\n",
- "`level_1` and `level_2` control what the minimum and maximum values of data displayed in the plot will be. They allow you to specify the exact range of values to use in the legend of the plot. Values outside of those ranges will be left blank on the plot. To reset them, set them to 1e20."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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79w4cOPCXv/xlaWkp+7GLL7/80sGkNObPe4AUd99997333ktEI0eOZF8x3qtXr7fffvvhhx+uWbPmN998M3r06Ntvv/3aa6+95557SkpKlAF3+fLl1113nao01b3mFVdcsW7dujvvvJOI1q9f37179xMnTgwaNCg7O3v+/PnxeFzJtmbNmq5du1arVk0bsIMlumdT98T98MMPv/nNb373u989+eSTQ4cOlXy5qup2JCcn59ixY6olonUhFbpnU5eq32lPmd5KAOHWqVMn/gNZNWrU2Lt3L5/h7bffVq2izaOiKtNMap06dQoLC1W/aHH27FnlhVNJaczPAOimm266//77x48fz35higS/vpmdnW34Q6Eqjz322MCBA6+//vpTp05lZGTce++999xzz4cffli7dm3lF30nTJjQr18/5Zfh2rRpow3YwRLds6n7C68PPPDAVVdd9fjjj8fj8dzc3A8++ED0nFv7i31lZWX4DT8P6J5NM/AjiwAea9CggWdJaSagD+m1v75J5n4oVCWRSMTj8bp16xplBBfZOHE87e1IdG5QQgonCACCL6ABEAAAAIB7fHsTNAAAAIBfEAABAABA5CAAAgAAgMhBAAQAAACRgwAIAAAAIgcBEAAAAEQOAiAAAACIHARAAAAAEDkIgAAAACByEAABAABA5CAAAgAAgMhBAAQAAACRgwAIAAAAIseHACgWixllCZZwVRi1dVW4KozauipcFUZtXRWuCoertu4xGwDt2rWroKDgT3/605dffqksKS4unjFjxsyZM3fv3k1EiURiwYIF+/fvV1JLS0sXLFhw9uxZYYkAAAAAPjEVAG3atKl79+4XX3xxRkbG1VdfvX379k2bNl1zzTU1a9bMyMjo0qXLtm3biouL8/Lyxo4dm0wmiejo0aN5eXmnTp0yKhsAAADAazElXpEbMWLE5Zdf/thjjxHR3Xffffbs2VOnTtWtW3fGjBlElJeXV6NGjWHDhg0dOrRJkya5ubmTJk06dOhQw4YNjx8/Xr16dVVpsZipjQZHuCqM2roqXBVGbV0Vrgqjtq4KV4XDVVv3mJoBOnnyZNWqVZXXtWrV+uGHH0pKSjIzM5UlTZo0OXjwIBHF4/ElS5Y8/vjjxcXFwrIAAAAA/GYqABo/fnxBQcG6devWrVs3d+7ckSNH8ql8LNm2bdsHH3wwNzf33LlzeiUBAAAA+M9UADRs2LDnnntu/vz5N9xwQ69evQYOHBiPx1mIc+bMmYyMDJY5Pz+fiAoKCvTLAgAAAPBbZaMM5910002XXHLJe++99/zzzxNRmzZtCgsLlaTCwsKcnByWMx6Pv/zyyx06dCCiGjVq6JYWus/ghavCqK2rwlVh1NZV4aowauuqcFU4LLV19b1KZt8Jdfz48SuuuGLmzJnDhg0jom+//bZ///716tU7ffp0WVnZypUri4qKhg8ffujQISX/M888M3nyZNGboD/c3VS9AQAAAIikbs32mYxGHGQ2ANKVSCRisVj9+vWNMlaAAAgAAAAYXwIgs4/AdDVo0MAoCwAAAEDgpBQA2Za/azj/54GPG4pyElHV74RJtfscFKYR3dp0oyS15Iz62RyzYn87URIR7d9fW5IaPxWXpP5Y9UdR0gXfXSBKIqJ4k5OS1FNHq4qS6jY6IkoiopuzN0lSH2j7riS1ZP9loqSC764WJRFR3QuOS1ITp2uJkh5vsEWURETVGu6VpIKhgs9/IUmdvaafJJVqnBGlXFz7B1ESERUNnCZJ3bnvUlFSq6aHRElEdPxgY0nqqF03SFL3/D1blFR3q3A3iehkXVkXPtpCmPRjC1nvrraxmiS11j7Z521P1RB+zEU2ThFdsvoLSeqZ1rIR+7tWwgrX3inb0zO/OypJHdRoqyhp3ufdRUlEdCYhO4B1t8g+CfTdz4RJZy6WHfl4NVlTuaXdf0RJPWvsFCUR0b1bK1w6VS6uKvvm4ZMrhBMWR1vJ9qXaQdkhOimeBlk//I/CNKIhW39dccF0/XxuMvUpMAAAAIB0ggAIAAAAIgcBEAAAAEQOAiAAAACIHARAAAAAEDkIgAAAACByEAABAABA5KT0TdD28L8eD8yfd3aSpC4/3FGS+kb3uaKkbu9MESUR0bRWb0lS+2QXS1K/E38P0F+PNxclEdEdP1snSQUJR36+B70PiOjHgy0lqfGGsr6/Z7/w+5mIKDtT+BVNR/fLvp+pSlz2RUovHhF+P9PhM/o/OqmY1u5vklQICF8CA3++CBHAQamEBd53OS3z9XektqrNOVImAEDomA2ADhw48Ne//jUWi91yyy316tUjouLi4uXLl1eqVGnIkCHNmjVLJBIrVqzo169fZmYmEZWWlr766qvjxo2rXNnsJgBE5CFCKpdwM8FHKuVLsE27VL6IanOiI+BxrQAAPGbqPUClpaWdO3cuLS1NJBK9evU6d+7cpk2brrnmmpo1a2ZkZHTp0mXbtm3FxcV5eXljx45Vxs2jR4/m5eWdOiX7Zm4AXTGNpJRReTLykhVKHZT82rrZxsqX1zBFRrXQiX48qBUAgO9MTc/s2bPnm2++mTJlyokTJ6ZPn55IJObMmZObmztx4kQiKioqWrhw4bBhw+rWrXvs2LHZs2dPmjTJqEgAIsH0QxCuvtqKKUuCUDdLRBXmd1AJ8iQZDIXusKQ91fmV5ASILFMBUOvWrTt37nzzzTeXlpZef/31DRs2LCkpad++vZLapEmTzz77jIji8fiSJUtycnKuv/76GjVk70qDCLrz5x+cf0EVIomAjM6G1/uA1NMpyu4oe63ad0uhHivBZH5wjzbokbTqyo12qZacPSD+vdZguPfna7QL//RZH+1CADNMBUB79uwpLi4ePHjw8ePHX3nllUOHKrzJnx/72rZt++CDD+bm5i5dulSvJIgiFvo8/1kOlX8KjA3NhpGHSVYvwJLtWi0q1KzurOq4WV09aIIWupnvDny1DSfwDIsNRfSjG+soUdHDRTdokwDkTAVACxcu7Nu375QpU4ioqKho8eLF8Xj83LlzSuqZM2cyMjJY5vz8/OXLlxcUFBAR5oEipU7jA0T07VeNtElK6MNTXXUMn8iQQ9daVjIrzfDakMbMH1LtcQsdUaMy3wA82HfDmRvSVMOw7+iWFvyIR3Fhoz3KC9FMz58+63Pvz9c8eeVy5U9EQuHl3rAvYioAqlWr1kcffUREyWTy0KFDtWvXbtOmTWFhoZJaWFiYk/PT5S0ej7/88ssdOnQgouPHj1evXl1VmvnhJlLGtNosTZUkynzY92lpujxVpnbm1/yf7LTWaXwgmayQdEfS+KmK6IlMiq1f29i0BWovJ0GbFfBdWA6IybhB2R3W2Ax3zbD1Os7StlSZLa1rj+SbfuQuzvzKKItasnz0YM+/tDs4mVvg/ckCp3h/1ow7PxEdP3584MCBVatWPXnyZN26dV9//fUTJ07079+/Xr16p0+fLisrW7lyZVFR0fDhw9nTsWeeeWby5MmiAMjMRiEgzASsJk+omVPPzzSYyS9iOA6K9sv2FtOS4WEMFEsNxkzDVpgvEzygOnHaGxj+bkoFpzKwLHVep1jY5MGDBytXrqx8CZAikUjEYrH69etL1tLyZT9By9IAwccluqn87TWfxOeXn3p2rZUPcCaptqXdWXvFRkoYu6qliA2tIg1YupMJY5OOCF9OjR+b9GM/gUzf8hrGKFraqEWVyl7Ls9kOfSRXMnnoBhLh7apmIhtt1K5qgSHd94gzHOVwWoPJl9HGj036sZ9Rpnsx4MMCwxDBRgb5MCS6OTPMo8vkTb+ZiyLwTB7YwJLUXzUKqXIaNngIEd2xCGc2aHwJDPzYpB/7mfbMzKyoDrulUd5SZsZkzJFi6EOmVzFZH1DNjoT6KOkGN9o94ttGqPc3dVa7VTCZvCsL9T6mE1/GGT826cd+pivRUMWP8uy1fFyTXwB0YxT5gCK6q1blFF2QGN19UaWStAQVXOokTLaW0MFJl9M9PqEbqy3dSukOXyrh2v1Q86Wx+bFJP/Yz/RjGE/wFTBKLqEIZ3chGG3xIohbV+ZUESdoa6hJtnU+1wczwp2V7c2HhyLGFoDFs7bodn4LUBgx3gXGwzpKBzhfyYZ+CVFWrfAkMTH0PEASQtq3woQ/fT7QNy2SAwudJJpNmSlbRvZou3NkjFost2NF9wY7u2mxaqi3ySal0GHvrpn18oGobabmP6SSx/zJJ6qWNDygvRMOF6s+RH96m/PmbBv9SXqzd05I0alSS/cp1x6aWv+xHxcyg5A0WXviydRXdaqhCNO0AlfZDVip8OK8BaUwRIYkttFGOPKeqpym0a6m6Iv8nK4eFPlq3tVovSlLxtyGxHfexDq5SDq/uSYfg0AZALOghaW9lsY4uFgDpciMACuB1Omh9XNQZ+Xrq1tlwbA8CX8ZzzAClCVFflfQWVa8wbHy6GSRrae8/FAt2dJ/QeoPeGkREE0g2G8QzrLCrtIFdOlHOGqKf0Lm08YFDer9Foz2VozZO0GbzS6A6kdWB0TOiEdVwLBIFQ8HZNb8gAAorUS/VDfb5hu5soxfdW7Ct8DclusGQaon5GaCASKb2jdVBE9jRH+SUiR9t9BPwKFYyOeElbbMPSMW0tNGMpZkqM3miAwFQWImuu7rt21IP4UnuNkh8wxGLxViSNs/CnT2UFxNab5jQegOLgZRpIfMzQLqs7qAj0iYGwt1hSOlGP5c2PkAOvcmhd7Ndyov3d1v+CVV5JOFI9exRtXY+UuSTDCMh+ZCry6m9Vo08AQ92AwgBUFiZueJqO6Fun1fhhwBRuMNW1M1GRpRYRxX6KH8qM0CSiC3GvTdFy8xhAS0MnSHF3vHDRz8sHmpQ8ReL7endbJcS9/Rutou9VnTK2k9Em/dmClcmojC0K9W4Yb7Cys2eKFVUjoN3GpLBEAwhAAolw8s8u56Jcir9VnLvoo1ptJl1V+eDpGQyyerA91L+yRc/CcSvKKqeYYd3cHBJe+zMJsujXhyx0NFO/Oi+DcgGZeKHRTwsDKLyoGfz3sxOWfs7Ze1nMVCnrP1UPomrGgooYBypkr1CVKOrvUIkN4G6yxX2tpWuEACFj2G8zzJIupakG+gGOqqNJjUfiTfTr5Q87BEY6UU/ZCLEIXOboxQGF6skEVuQac8jhIVy1tyLfhS6z7yUcEeZ/mH4P1k8zZaw16HrI+7RvbG0NIyYz8ngRPAsHGunaC+lopyGsgoKJKkXnJAk0vO3zhMl/TJ7hygpOFSdRxWLuNHK5T1TexFl1eBHQ20JkuWpV163Vro57em39m7lxTu956iS+r5/1+pez2nWCC7RiYBg8qDjSArntxKrOMWru3U3RqSwEwVAguz67B1P1fVCktMzjrRbq/zYpHPXJBsB0K7H83WWatiuksfMDDpO7YvVBqqb33BgdZuzx4QFQIw2EnJqW87SbTkOngVnj7OXWM35Q6S6xlNgdk10HrULTTI8cboHwcFRPWpU7c3742Y+5HK1bg4OPub58wjMy/1URTwtHp+hvJDPAInahJc1V8h7hbw+SqqkfVvaHdUFgC3UzSzCqqRaMWl0B+kU7TFxfHN937+LuEjIl44todp388OfJYHaZZP4vsbOWiwWU5arzqOrTcg8SQjCWLqyGjaJJPe0l70wWThoiYZEz5jfrqWGFAr+BEAe2Jd/Pu5hEY8lonNs5mphu31Ioi5Vy+N7i+24wWp+0ltF2yVUdROtohsD8RnkUtx9UYVT9E7vOUr0Q4F/BMaGXe3CiNA2M3732WvdYyIKIn08gIZDluMRm4MdB0JxJJNGwbGWqmtYXd1taRsAkd3QR85MM9U9x6oVzeTRJvGNSTvmiga4VAZoyYq6STHNuwFsbJrtrCTKMb/7co53SP4RWIzOvzZfHw/oViZQNXSVjQapxbc63YZKqZWvZbvaqrqJrkPaAUq0IcQ9EZfimClpV7rLXeVPAMR3RUew+R6m6YwZJGirDzAAACAASURBVH0TtHt090t1du3tuyqskaSKGpN8gJY0Qd0k7RaVJfyYm9TcNKhSiStcdFi0g7hk95VrEolL03JqTGfTPwo2A+RU+Y5w7yIdWI70Pl2qoiR90KmNatuSvLWruoyyurzv871St1jzPRfSjI0TrTQS1lQCNRj6EwA523n25ec3neH8ZI+zJCOjGwxHQ9KrhnY5H1WQ9EypBk1VIbq7zJaL6mOP+TozZvJY9U7vOUGYARKd5YjQtkPPdl+1IcPhTn6mRKVR+X7F9G42+FT2J+kxP0Cx3urx8YSQ4huMUV6v+RMAKVQXKhJ3TrmmM2awGaDgR0JkdzdTx45zjLsL5Ac7VRvVvlaNjNpBWbSKmWGXpzsEG3Yh3eqZqYDjUYLyZiBf3gMkP0fRoduEfDwahsOdKp5gMY1qLdG6JO4gVvfaan4AQ8FsVD4EZZLLmPxaZUbqJUSEaBS2FIzK4wYb58Jw65IM2qsF/6elahC3oZd2dJVk+/OEQdqFaz6Y2idnGhH9c93D2tTU3Sz4He/Xui0k6QHvlCv72ojNi++XpIaXjbPvDW3FYtwsjqorBWcX+OrZ6OMAunxp5H7OAGnxnUo3yVCUu6X8HlFFlGrpoNnbhITJVXSzJbn5f20cZpUqlpKHQUHwWreFoz+8zShXtHg5DvDNzOQWk3qPkFgMZK/dukfVubw8tgAu8S0AkoR7ussN+5t2ADJcJdS042Oy4jsAwrv72khON7LR0l5LtAt1SVqjEvqMb70xsDGQMvGTYvSzZUl+bEm+/FjZuMb7yOMbSn7M0e2b/J98e07lfs8X5rsVQMD5EwCxuxzzvYjdFYlu7vlbdpPXy5AShT7sqFLF4TjUrLYTFTMr8seN9FaxEf2wp2AuUYIeReqhDxF1vHXG5sX3s8ZjeFVO5aR4wHb1VDtutRC+34lGKuKOsO16ei8s9QQwz4fup7re8HQrI7oy6UY/ESQaWymch4U1D9G1REQU7Zlclw+gVeGjJPrRfQ+QYs0HU81s2gztrkmCnr90XSBK0r4HSIl+GEuNx/yp8Zi9qEJ3d2zvo7wO9moIkMZ86RSVjDK4QtlVrVgsphrr2QCkPTRsofyoia6L6UG7d/yx1V0lXPiGITqVSlJSQHcVFX4T7LWyutW5H6ZPzrTU257urqU45cPreOtPn5pMlvcmk8fNTB6PscNllFGf7RXlYhWReI4NALzkzyMw0UCTrHjnLcnJZ4jyUGJ4fEKEXRu0SWyhJI9uMzB/fPhNmF/LbR40bxYDmdxxS93TSybrb5KkpZmkLUE7vgGAj5wcMkxydpwyw/stgkm6V1PVlUN1wWAxgZlzKr9a6zYM84WbkXpp3rRe7UEWpXpQGRtSOUq67c12aSrBP3QAQZBKF7bNnxkgS6ze2bPjyFb0/rCCGZL4g8Snz9L1ic8m3xxLSjo66ZJiaZ4NCpKIR5saHCn2cW1bcvyAO1saADjIwnuAvv/++4ULF546dUr5s7i4eMaMGTNnzty9ezcRJRKJBQsW7N+/X0ktLS1dsGDB2bNnhcWZluSwJbo5Y7FYTPMeDgxAhmIVGWV3gGRD/FlTnT7+tOquK8caBts6X5R7RyBpPQZiNbG3p6lLVmSU3Wv88bFXQ3511RL5iiZZPeMA4D0LAdCkSZM2btxYtWpVItq0adM111xTs2bNjIyMLl26bNu2rbi4OC8vb+zYscoIcvTo0by8PBYtOUUy2PHDmb0xMe3FOPxCySpuMHnd4lNVddYujEnxZTIsia+JmYrZkLQeA7lRDb+ozkIqlKJSPE0xQRhtu0BdDu41QJBpR9qwMPsIbOXKlf/6178+/fRT5c85c+bk5uZOnDiRiIqKihYuXDhs2LC6deseO3Zs9uzZkyZNkhbmvJhzt25pLMm9e0YVFohXchLbulFGNTOrSPLoblf507NOm7TyhUaWMgec7ZOu4mA5qRcCEB3aQZLvQbHypy62u5Vng7CWqRmg77///vbbb7/wwgs7deqUl5d39uzZkpKSzMxMJbVJkyYHDx4kong8vmTJkscff7y4uFhaXmiEN7DlxTjaG1/brdYq3a2niJWWlE6xKNvVzZCsSJvBQfJK8lIZTYLGwQPrVDlOiVWkzWD+jAMEEH/VYB2ZdUNRszdPdFXyjKkA6Omnn/75z3++bdu2rVu3fvTRRy+++CKfyg/Wbdu2ffDBB3Nzc8+dO6dXklscH2j4U6s635LxLvhY5fkG7YGYC1d0vkAz5Sc17wHynqoOutUwsy8QHKwr8Wcz6e38IoCz+MuEYarVIYuNfl5eg3SZCoA2b948dOjQypUrV61adejQoevWrYvH4yzEOXPmTEZGBsucn59PRAUFst+ddgp/IUk6FwOx06k9PUkO27SgmKBI6jFaKXzMnAiTu2+mKNtUJyIUTchtXh4ByTHXLo9J8Q0ppinQZGMDCJqYODRJlj/tYv1IlVNZSHp9hy0MTtcw9R6gK664Yt26dXfeeScRrV+/vnv37sePHy8sLFRSCwsLc3JyWOZ4PP7yyy936NCBiGrUqKFboFOSmrsu1TBk4xCz88TWZWWqStNm0GWjDj6KVRzWHeFGmSraU2+PUgjr5EbZHZDUTBV4s91AMbPLDp4Udsz50nS7s+7mWIYYd9/lSMUA3GbYXLW9bNmuK/k/3yxut2zXlTe23PpmcTu2CktNcoERVWTYf3XHcFd7lqkB5ciRIwMHDqxRo8apU6cyMjKWLVt26tSp/v3716tX7/Tp02VlZStXriwqKho+fPihQ4eUVZ555pnJkycfP368evXqqtIMj4KDLG2LbxmGg6BJhq0tOPhrv7LEqWpbOgv2WN2EKD+/3GqZYImNwyvvTeYLNOyVugMxY3IrAB6Tt1smqZk4UF6IrnqqAOjGlluJiEU/w1oUme96Eo4UYpWFTSYSiXg8XrduXX5JLBarX7++ZC0tL/dT1SDkV3fDYdE23ZK9PA5ybsfdTkWTumyfNdWKAT9HQILTwfdoM+fLMIpSXhiWAxAc9oZB3eujthA+AOInftgS9tpqBXhmOq/jTD0CUzRo0MBwSdCIrmeiSDnpzoS2aqPJigG47+ztrPn2ymczv5ZJSfGMq5z2pEizg32sT2kHXMEa+rTdU3XeDWMgw1STOQECIpULlnYtSTmqiR+20LDTBZmFACgN6J4k1ainzeAU/oobtBjIqlj5ux+C0O7ZgbVRGfkq2isu2MYfSeW1jWPrVNgq2bQougIIGrebKH+RUoU+VB4SuV0HV/lQdd+PF18B9pp/QSkMrGZoQx9XN+eGVI4SC57IbgkiLjUtN6oaNZJjmOJZ43uTPBRWdXyqWB/doSCVigG4x5tBSekCqvcAqSiTQJIMJvnS3SI0A8TfNereQXrTpEhv+seXc+8jVbipCOwR0J4vsEp0DFNp+XyHVZVjWKwqlc/vUnQO4BTD5u2IKAx6UQmA+CuubuvxoD3xVEFYuJpaipcHfsVUAlDdKNYN3gw3UWA1TDGkilqUP1UdykbnSrFWAC6xOkjaZrJvhv09QD7U27ODpTvwebNpS2KuPRIKI/NhjTane00LZyd1qvNl/kSL8Keb70SM+aHZZDZIYwHv4x5Xz0yPYJ3OMKcZTpVjSXrOAGlDH++PrHnagTvK+EuaJFX12u3RwalrdtTwJ1F0DG0PfGzwVcpUbSsWi6FbQXpgfcR2Z3GPtj4BrKRIWgVA2vs/Uc6g0Q7iIaq8S3SPgKpreXy4tMGZN9sNKe3J0o2BHLyJVNEdmlWpbofOEAqBbQasYiGK5t3r0Y5LqwBIEYrjrqK6JISorXtJt1P5crrDNR55T3Jw+CCSnVB2PO2dTX51/kZCFHIpUtkipJOY3vPTgNC9Ivjbns3c/nlQDUeEOwDS3kpKswcaP3aHdEfMdIxUaG8sfLzV4AcmXyoQWLrHRHuaVJccq1cgVeZk+TMv1SVBcoJw1oBCMt6ygU7VyL2vvPdbdJUPO5P6EVSNm5KcYaEKHUJ0WWVV9aZbao+Me9syL0TnywOqxswv55u3NgMZnc306/jgL75NhrRF8b3J2b3QlubqQOds5U2qZJQhoJLljDKGg2pHlF3jh/uAi3HPHTzg2YZMSpt26AjlaIiOCRtDdaMf4qZtdFNJsC6AJayZKS/C26L4mrt61VCOkoMHStTTvRTEAMjwuDh4DoIjWfHmmLhZffFK/mPngg/a3OuH2oure9sCG3RbLH+NkXTeJEdViJnVAUxirYu1N3l+cCNGDMKR9/k9QKrrZcTHOO2O+3t1f+HznpLUpQc7Ki/6/HPyml/MUurZ55+TWYWb/fUJ3RV3j3xUd7lJSa8et5nk4wkKIHZ2VKG88oItZHm0544fCvjMFOGRAVKn6qdp2ZYW7ezG/tf6dasPdZeL6PblNOPzDBCLAYMQDAZTKNpfn39O1r7eM+oxQfZUJcvnxvyKfmIco7yRw8ZNhk9iSwwPnb+nGNKMqh1KcoaL2x2E9WWjjKHkcwAEhmLcg2rDa4aPlLhnzS9mEVH26783yp4q7cXVM/zVnSI/balLcjRUMU1MgzQhlKgoAEvSr0W5Gv2wzmiUMcQQAAUdu74my++bgxwGUXkMRJ6EQQ7SXolF0ntEcFWs4iMwERxkAHte2tF1fOuNRrkMsIEu7buhz+8BAjOSFd8jpbROPlW4prd+evh1OHzRD38YYxVDTNERjnFvZME12wzdQ6Rq26JsACCiDEEv7ehqlNGU6HRABEDhwF8eKBpvT/MGu+Jqgx7VdIV2xWTFR2DBjErDAqEPgG2qy8H41hudCobSGwKgMFHNAKXT3IPJSRcH8VvUnQGS1EH3mLMlygnyYBdCSjdqx+ECSB3iHksQAIWPanJCnjkUtOGC2wEEP5emXQjucfvMAkQE35WcfQQWHQiAwoqfb5DntO37c9UkqSVLM0VJcWEKEdGe/ZcqL5o1Tigvdn/VgC3MzjxEmrc9pa537yfZ67VrpxJRr17T2PL333+YzyzfKJt+Uy33OIYLKTwrhBDJmvNHUVLbdvtESUS0Kuc5SarETRtul6S+0X2u8kJ3eBnfeiM6lCUIgEKJf/IV0hbfrHFi91cN+D+JiF/Cnvc5u4N89KPCtqhN0mZTUR578XkMy4ks1aybs+c3mFSNIcVddrY0CB3RlDnGHKsQAIHX2MQPe0FEu79q0KxxolnjhNKvXerJa9dO1Q19tNj8ExtrzMxIsTEoItf11PFHOKQkDYM1Y0dmNPnSVMtNFisqwTZ5P3VqK8ATnW6MPDYgAAqx1IdUX/DTPNrlfOTBv1Cxt9dmoh9+i/yLZPnXT+tumi20V7EoC3UMxDcMZYn5cNkkw6jFzAHke5MjtSJpQKZdCB4QjZZaOEcKBEBh5exYFjSq6wrfsdkFxqV9ZyWrwiAMGWHBXwPcO198e2BbkW/aRmVSb+eG8ZM9rIc6sptgkqg9sIVmDj6GMgYBUFilPjIGULPGCf5aInntbPynum1im+BTndoWeICFsK6eO1WxquhH1aicrYOqcJIOCPxypzqOU+WASUt7zCNxKzJs53wcjLPGIACCoODfEiQfW7WjfyqUt0WzKxa7drIMGC/CSxuIOEI08xETTBYqoZjVhqS7Cn8l06yhpi3BwaNhpgLgiKU95g1fP1GeRxKSGoZHkYUACIJCeR80icd9tlByVdBN1aXEPUTUq9c09jF4Fv2YLAR8JJliiXFzeJILgz3yuRZRbETWr0OSmpssRLcEk+tCQJiJfhRJvXCfdQTQQgAEQg+3XS1JXVy3QJRU5aepHB1VZYnU8q9PsP8Vu0Y9RkQtXv+90rd79ZnW+xfnv9Rn7ZryIKbPtPf/+TCJb3D5b/qRXIesXqJATvd08MO07pCtIpnGYMu1EbAqYvbszIo20W/tPX3fn0REsVhMecGs7vWM7iqkF8Go9u74wcaidYno+tvPb5Et6T7o6R6D/0hEB3Jkv4S9+4H7JanppN9ld0tS934t/DqfX1UeJUoiom43CL9AiIiqLfuPKOmfyTf4P83E7ro3h541+FBDAARB0ahx4sBXDXpuoBav/37XqMdalP+cagsTv6u6ds3UWOz8kyx5Tvntu+5ysEEeZfLDtOSws0JUQZJ2Fd1AQXthSP2qYOaCJNf3/Unv9H6WvZZnTl33QU8bZYFAWENLiWtgZtqq6ObB8KYCFNYCoM8+++zf//73hAkTiKi4uHj58uWVKlUaMmRIs2bNEonEihUr+vXrl5mZSUSlpaWvvvrquHHjKle2tgkwI/VROIAOfNWgUeNEi9eFGXr1mUbcrI9quTIDBMFhJtA0bMZKBlE2fipIGwNpmb+06DIs3yQW97zT+1l7MRAfFB47IP3mdQiDNbS0Dw1XXphsn3yUY/6mAngWopPS0tIhQ4YUFxdPmDBh06ZN/fv3nzZtWllZWZcuXdauXfv999/n5eX16tVrzZo1sVjs6NGjeXl5o0aNql69ulHBYJmZsT68+OkffuEuIqoYBimvIcpU80OqWR/dawkLg6z2IMN+x9fEauEioo0qy48dyKzZaD8hDAotZeJHiX7IVrPhw3qyVUJkWQiApk6dyqKZOXPm5ObmTpw4kYiKiooWLlw4bNiwunXrHjt2bPbs2ZMm2bmnASBx9MNepxL6KGOEjSsfeM/kNL78OZdkyscwmjFP99pj8j7eDElVazbaz2IgCB028WMDi++VtuFIS4saswHQhg0bXnnllbfeeisnJ4eISkpK2rdvryQ1adLks88+I6J4PL5kyZKcnJzrr7++Ro0asuIA9Bz4qkHPDXdplyshUea8uDZJTnURxRjhmVTCC6uhg2pD8jCITJeszc+uN6qcugWqNqrL/PMv3ePJLoGYBwqI93786y/jI41yQVCYCoBKS0vHjx8/c+bMSy+9VJvKd8u2bds++OCDubm5S5cu1eYE8JIbzyPApFSiH5Mrspy6QYZuGKSsItkEy0Bcm9GNhExWkmXrt/YeeU5D2oop2PQPoh9/KdHPez/+lYi6Ukej7OcffqWItQqwwVQA9Mgjj2RnZ48ePfqLL74gonPnzsXj8XPnzimpZ86cycjIYJnz8/OXL19eUFBARJgHAn+ZvEpBQKgCC3mcIQ9lWB6qGAaxWRz2p6oEyfyT1TkkN+huGqGPv5Sgx/zcj+p9Pyky0xFCQXIn4xJTAVBZWVmtWrXGjBlz4sQJInr22WfbtGlTWFiopBYWFirPxRTxePzll1/u0KEDER0/flz7JmiEq47wvdGfu0CY1Oif3wnTiBo+c0iSWiwZQ0wML4a3+BBY2uhHu9Ae/i6ZL0179yxpPClWo2PtfUZZDOhWrOkr0/aNnXrFP+/QXWXv2w/oLiei3r2fFCUREQnXC5/E/sskqafb6DxzN+PwbVcrLz6el99+4gwiOsy93jgvX5WfnbtUmvRjWweLljy2dfDv272tWSNMbB8W20wFQLNnz1Ze7Nq1a9WqVZMnT/7222/79+8/cODA06dPl5WVTZo0qaioiOVv1arVtGnTJk+eLCgPwHWpjDKQIkcOvskSTN5QaWMdfrk2KjK5dc9IdlOJgZq+YudjAWDbx5oQh4jaT5yhLNedVuT/TL2BPXHlikeLBhnlAhlTARDTokUL5bTVqVOnsLAwkUjEYrH69esTUY8ePQ4d+unO/p577rnnnlSfeYNcMEfqgMBh4XncTjxrmeY3IXmwpVtbb+pvSdDqA8pkD4/NAPG0EbZ2YSoQCdlmLQBSadCggVEWcJ1kZI8a9tDEKGPkBL95OHg9IOttQHd+iFVJSXW2hhB2bLKHj3i00Y9IijcJLOhB9JOKlAIg8J1oYj+a2NGwPaxERyqDr+NcasNsB03uLH9rrvtcTLyq69C2A4jFQKR9Ijb3px9T4xtPKqcvFosh6HEWAqDQ831ohjBKZSA2SdUsRVuURCfaEiRNXfcpA9ndU921tAXKQyuTgZdJuju1b6z6l2HAS9p5IN33BrFzxzcJS5NAynl/4soVRIToxykIgCCtIBwMCNWwzk6K9uyIcuomWYo2+IjBkGHL4a9hfH5VRGJyc7apdgrvffadKvSRPwUzGe7oSiaT2k+BQSoqGWWAEDAcuyOCXZwgaJLc22hUlAyxctokvhBNwcZ0i9Il2i7DYp1k+b07Y6b+DvJgE2CJyejH3gAVMz1RBJb4cFhxLl3i8YHdsq+xKKlj069ESW5T3Y6D7/pddrfy4p0Dc5QXfRvdpfzZt9Fdq79+jhxqug6eetVVynyZbMVk+TyNmXWznv2jJLXBRtltauFffnqviVa/S+8UJZ1pJfvuxJ7PbZSk/i7k3zfjOJMnWptNdwlp6BauamxhZ/IYOguPwNJH0soT5bRk7+4KPKCEO+w1EfVtdNc7B+bEYnPIoRHc9u21ITPdioVfZjJDOrFxxkWxi6oo/k/Va5bH6qaBhwAo3Th4Hxwukd3x0GGREJsBcoSN65CIjXKS+Kh8VLHI28ypF+XkA2i2UBVPI+5xHAKgtKLqKhHpJJHa2TDip39cEoTIQ343D2nM5OyjqD2wdZU2ow2GMMS5BAFQelK6ShS6DS4zgcWGb7ejH0UUWjsEVtLu00+2Fot+VLOJ9ooFMxAApTOT9yXhhaEhsNipYW+CdhW7VNh+TMBWtLSWCFommKG0OqW1sOFa1XjQkNyDACjN2b4vCTjc7geZX01OtVGTwZCqLflVeQg7G4MtC9wJDc8PPhxxnGaPSQ745fcU6C5XfPqM7BO2PkITCrignSBJfXSTTEZOKr1/8SR7vXbN1F59KnxFYaUzmhXK/XPdw8K0QOo5YLokdd2qhySpac9q48ejLoUvu48ZoPTH35fYG9kDxZd+AuYF8ASxhwsmK8bPBkm6jChJG/1ARPBNwhLbK0IqEABFDj+4t51k9reLAUJNdQNgNRJSqK5SojgJ0U9kJa2/7dLGgzNwCgKgSGB9LGidTTJYBKeSYEnQ2hiPD1nkOXWJdkpZzj8Cc5ylGSzwhe1zZGMVcAQCIHBdrPyDncTdiKv6vHYIEN1tQ8AFNvrhOV5Dpbm6OveTtPggD7yHcxQu+DHUqEhy3y3Buui2Z/ON1nMGP/+kjYd0JTmq5fZu3wHco2qla9dMFeW0inUZKu8UaP/BxNoAop+wQAAUIWz09GwMZWM3PzSw1/zILudZhcES1Ukxf0LTlYNxDxPl4wngKgRAkcPHQG0nzXBvEkgV+qgky5G5IZ6PgRAP+UKJb/g/+RMnP91RwJ5/OR4GqRo82n9g4byEiw+3axG/R/RYVkGFb/rZl38+3Gk6Y8a+/Pxk+TtyyFwUwmtWIPwOod333+/4WVZV0vHyQe7KOwu2vpDf7o4ZW1/IJyLlBfuTrLeftKS6/jl4TLThJjlafqh1+vv/SFLrjv1Okrr627mSVEswKKXCl6OHGaBoaTpjBv8/P4w6eO/iRlN2vECwqt0dM5T/2Qu2HGdHwWY0FQ72Ke0kULL8HXWStQBAAgFQ5ChzP8pUEBtVHR+v3aatbYgqnzaUSSCjXOAMbZvnuy37n9EvBVygHHDcBoQOPgYfRcoM0L78/Fh+fpL71hb+dQDpVg8DvV8Q/ehytUPpFsgW8knoFx6zdJadbRVgG2aAoksJg8JFdBOM0cRjiH5M0rZYR2h7AfufzUZgHiiwMF4FBGaAQOeelQLcRUU1DH7NISIcn/jh6c73MCyJuHhIW4LuclUGMEl1Itw79eA4BEBRJ5pRF+X3nTbKYUsCXvO0gekfSxyPh0RF6W5FN0jSXc5ncLC26U0b/UgyQ9DgEVik8UED33VTiST2lH+63iVKnSWpoiQAz2h7kO0OpYuVFovFWP9ljV/ef+U9CMzTnmIc2HDx4YShlQTHd/svU17UaXzg268aKf+z1DqND9g4U76cX9VNrS91iAgcW5NUB+ry/IJtBflt79eZOau185x2IbP+7Qd0l/NtXveksMuz7vnqd9nd2oXMOwfmpM1Z7lfndkmq7e8B0s79SM4FGPLluGEGCIiIWPRTp/EBtjCVeSCXsPtdFdzUesOXQSpttL1/xrYCx754nW/zuiclWc5GL7a3VkQoo5DuMUcHCRez7wHavn37qlWrYrHYTTfd1LhxYyIqLi5evnx5pUqVhgwZ0qxZs0QisWLFin79+mVmZhJRaWnpq6++Om7cuMqVzW4C/KWdASIX3r5gj+peVn5ry2fzveYQWQHpO2S3JqoYyOrqTrFRczcE4VCA40zNAG3ZsiUnJ6dOnTplZWWdO3dOJBKbNm265ppratasmZGR0aVLl23bthUXF+fl5Y0dO1ZpHEePHs3Lyzt16pRR2d7BDY0hVfSj8PdekJ/yYTXhb21Fc0KkiZYgRQG5FIUIa6JGGV1nrxeLJjm0C10S4z7U5gs2wiQ5ujntRZngL1PTM0uWLBkxYsS4ceOI6N133122bFlhYWFubu7EiROJqKioaOHChcOGDatbt+6xY8dmz549adIkgxJ9hWbqKgcHAlXoox0N2VZiFd8DxOPDIEdqBWCev9dvJpUuaXtFq7QHyptN6w4O/OCjs44e8zkhIEwFQLNmzVJObWlp6Z49exo1alRSUtK+fXsltUmTJp999hkRxePxJUuW5OTkXH/99TVq1JCV6Ae+deJyaImDMY2K6NqgbEsS0ChUg5RoIJPct4FJLjUA8EAq5869vq/Cbm882BbzznfzYrF5/OjBeFkN8IupR2CxWKxSpUplZWWjR4/u2LHj4MGDVamsrbRt2/bBBx/Mzc09d072uQZ/JcspkwpG2SGlAdRQsiISxz3a5Wwhmx9SnVacX6ckgzGTEUb8oXP2fdDeYH2K9TLHWwIbYUR93/EtEtE7383rW3si2yL/QrcakH5MBUBEVFpaesMNN1SuXPm1116LxWLxeJyFOGfOnMnIyGA58/PziaigoEC/oCBh106jjGCNSwOWiGrA4sMgjGUOGdfr2gAAIABJREFU8vi0pjHPYiDWC4wyGkhyjPK6wvG2p0Q/RrkgzZl6BHbixIlBgwZlZ2fPnz8/Ho8TUZs2bQoLC5XUwsLCnJwcljkej7/88ssdOnQgogA+CNNKej7vGhy1M782ykJk6xBJVmk2/XxwvOd/8rOfmsH+VJZY2gqjDI6qITIpDnDtbQXAtk9n3H/+1Yz7yeVZVZ5oK9uf0vnEg/di3GPrX12UK8lpYxRSaL/pR7ccNlDY2wqkzvux2tQM0OTJkz/88MOjR4+OHDly+PDhq1evnjJlyt69ewcOHPjLX/6ytLRU9a7nVq1aTZs2jYiOHz+e1BBsxDfO3liksSAfKG0zYy0tWT61zlPujKVFArgo6fSURhgFZ46Wr0kQ6hNNST1GK6UkpVA3kUjEYrH69esbZawA8XV4WT13/O0dvzD7qRnK9I8qv+0ZIDnJDZ8bm0tjVhsAKEQt0L2Dadi8s5Y8KUoior23PixJdaTm2kLkM0Dv/rCYXNs0W+JI+WCDL0fe1CMwkQYNGhhlgbSS5G5bzTRWNqbwCyXRD9miKp9VjF8ek755k19uZr8ALGFtj29dSbvPdAy5VKxTDIMzCUcOmm4hqdRKgWEkdEw9AgNgkuVisZgonlBJVkRE2uhHIVouJxprVNtlA5yqMqpV9EoCSBXfCPmFJjuRSeZ7pV9igXnsxRMNCOax/UqlEPBYSjNAEGVJbnbH9z5vpgKSPGZWBwgFDxpz0u40jL213GB7F0QcLxA8gAAIUsKHQeTJ4AuQTlK/cIblyUuKuyliu9jUjzzPwaLAMwiAwAGs52sjIZOxke67ggIiILNcvsMQnzrHL7oUhpbp0lM5tvu2D2kq6/Jc2kFwmwPn3ipHGhwEnCgSEp16+QiirPXd/sskeUx+p1HaG7LhTlHS37o/L0oyAz3XEdrDKD+wly9/TJS0bcgTi3d0FqUS0a2tCiWpEvIPZB1f1oCINvb7Y9fVD2hTq02rxf+55oOpRNQnZxoR/XOd7MNlXUbJvj638PXzX6SkO7ZIDmC/n/+PKImIVn/2VOoNmy8h9dKiyZfjhhkgcIW2KSfLH5bptnJ50/elbwC4IfVZh21DnlBetP3bo0TvyDP7a80HU5XQx0G6Y0sqhzTF1YkrIcVywGMIgMBT9sYIZa1vv/Lzu2ttVDudRHz3nZWs+Kl4k52iYtzjv66rHxBNAkUTYqDQQQAEXlON/mYoY4r8EZjbzNc2LYVuZLfaxjwmnxDV2jbkiYDEPWkp9ebNhjVFwJsfKBAAgQ/Y6E8YI8A1qV/V3GamhsrED6KfUFDGNDayGZ5c8Be+CBF8k0wmk+VfqMgYrQRgCrv8BLxdqWYOFHyPaPu3RwMb/ShPwSQZ+uRMU94EnTr5SeQPo7+DiTKskVGFIQgQAIHPkhyjvAAWsItiwJsWu14yVjtFbuv/5Lb+j1EuH7jxJmgz/ApB+CbnVx3APARAECBJvbthR/A3hfz/YEnoDpr5GMJfyfJ3Q4elwsGnHMlYLPbO59ON8jojqXnmleRCW/F64BsfnlDG8FgUpLR37Sm2GX704WOsVMqMrBTPRRqTf9/MyL+tFSX9utWH5o9qAFuvqPLmd8oRMcGHsExWw2Q2Q9oTpB3QQMup428J3gQNgcNum1QvLFEFPWwJX5q9kiNO9xoDKRIdVe3MAd+YAyLgTcKweqkHKHz5bHPsf20eCIifAqBTp04tXbr0sssuy8rKys7OlqwD4CXD8UtLkp9fzg9PqlTdC4ylOqQxG2cEDGkvmRTyJud9OxFtjh1VPlU7VWOPaqxgN1oknpSCgDgfAP3www85OTlnz57t37//pk2bbrrppt/85jfyNQE8Y2kQMZ+TNAOidkwM1K12cFg6I2CSyaNqJo/vtAGHv5LlM2eqWyDxGqZod5PfEBtSQnHKIuj8m6AXLVrUpUuXZcuWEdFrr71WUFBQVlYmXRHAdXxEQnqxiCpDipIc3VTtwihLuvaO9SgLaTPTbQx8BBA0jkQkoiCPRT/KnywkIgiY8wHQ7t278/LylNf169e/9tprE4mEeC0A17FYhI0y7HWsHGkGWUfGNZ6qGsDDYQFd3rcKpeObbJCOjBKi6IcqPnHjX5upG3jpfACUmZm5dOlS5fWxY8fWr19fv3598VoA3uEHjmT5MwJl3OH/VMIgybjG1rIN4xf4zpGLtxtYP+V7KHl+4Zdvjo0YogwmSaIfRbJ81scwJ/jo/HuAxo0b17Vr1w0bNhw7duzNN9+89dZbq1SpIl8TwDOqGIi4y4AqBpKVkhq2XcJwBj5x5OLtHlUf1HZS8aqpMr8JM3kMyQvhp3wc2Ry45KfTc+TIkYULFx44cKB3794DBw6Ur5YKtAkv3fvxTZLUP7V/Q5J65UrZd9gXDfThC16p4jSMKhjyjPdb9MCGPc0kqd2zd4uS5EfjyjsLRElEVPT8/ZLUbjcKf2Zh8v/3F1ESEY1s8ZEktdtNsl9vqLb/lCjp0b8sESUR0fiNt0pSd4924OcswtXw+Np6U3O2FW82J6Ido9hy5c/P912qsxoREU1P9BUlEdHizoslqaHmyymrvG7dupdeeolftHTp0qVLl7788suCVQD8xO4yWW/x/k7L+y0GmfaMgBtC1+S87yb8Fl3dtGHhqsjP1clpsK3yRRddlJmZeeTIkeeff37o0KHNmzd/8803q1WrZrQigG+0Q4/3Qy2ZGASjw41Ljuqa0XXY06KcAIwHMRCLaUSFq6If3TwQBJU7duzYsWPHgoKChx566MknnySihx9+uEuXLqdPn8bbgABE2AhLem9RiianwlB2VPlHYBuXTUEMFEY+zg461SB5lgpkI4MbNYHUnf8U2Ndffz1ixAjlda1atXr06PHNN9+I1wIAIqJkMsmGNvZaYbRqeuJjQavYoVOOpFH2aAnp5ZP1C6OMlpnsZak0SC3+LLDOLl+FHyLkOcF75z8FlpWVtWTJkvbt2xPR4cOH161bh4/BA5jED23sdWSHvCR318sv3/pCvjZzjFsoP1xdhz0d2UmgyLYlOVVwowpNRH/apo11WAxkWLhhBvDF+QDo17/+9dVXX/3JJ580b958xYoV9913H55/AaRCFAdEQZJ7PtjujhlK6NPujhnanPJPgYlsXDZl1LLzr18vbi/NC+lJFdYYzsSkQt6RI9jB08b5AKhGjRoffvih8jH4F198cdCgQfLVAMAQiwOiOUSy3dcNfWxQJoGUF+xj8KNafpzeMVBk248hPgZyappHS1KsS1sEz5w/f/Pnzy8oqPB1Hdu3bxeskirPGs3CnT0kqbe1Wi9JDZrea+6VpL7R6v9EST233CZKIqLPbvi9JDVcPGtXVgW2Yt44ur+xJPXKv06WpO6932B+iN33p+sRjnjjMUM7D6S98bB9GF2Kfq76+/+Ikj7q/5QoKb2lcjxtOz8D1KdPn4YNGxJRMpncvHnz3LlzpWsRESUSiRUrVrA/hwwZUrduXUl+AABnpX6FC7K03CnHqeaByKHj5uozNQiI8wFQ8+bNmzdvrrweNGjQjh07Dhw40KhRI/GKVFxcPGXKlL/85fxEdEZGhiQzgHsC/lYb9ybnQZGWhzctd8pZojke1uNsPyAzk9lqmRBAlbWLTpw48emnn1544YXaJJWMjIx+/frxS44dO7Zo0aK9e/c2bdq0WbNmVapU6dtX9sXeACnCGARpJuABfXDwEQ9phgLlMLKDaRivWD3sqYw8Hw+Y3n7VQ0a5wHXnvwfo1Vdf7dGjR48ePbp3756dnX311Vdfcskl8jWJKJlMHimXTCa///77Tp067du3b+zYsd9+++2QIUPeeustozIA0l/S0S8jgTSmXFZtX1mjSdu5kuWI+7C63qrnscOu5DRz/M0Uq1BlU15/PGC6eA3wyPkZoHbt2k2YMIGIYrFYw4YNr7vuOula5x0/fjw///zXeMycOXP+/PmNGzeeOXMmEXXo0OHzzz+Xrg2QKjOjD6S3dGoDJi+9oBWr+MyLYfceJg+syWw8tlFJU1QV237VQwiAguB8APTFF1/07NmzWTPZz0Fr1axZc8GCBezPQ4cOtW7dmv3ZvHnzo0eP6q0H4IAQXS1CVNXQSY/ZNUsXaVCRtwFL8zrmqQo0H/0Qpn8Co/L27dvXrl37zjvv/OxnP2vSpAlL+M1vfiNZTVfv3r3vuuuuJ554ok6dOidOnFixYkXPnj3TYGwCNzg+HgUWuzdV/ozIXnsmIA1JNdDZqJKNVYDhn3aR5mAaRsm6s0fm2Yhf+fcAKfEQ3hWkPUeWDqkNlffs2bN06dJ9+/YdOHCgRo0aLMFMAHTkyJHhw4crr59++ulBgwZt3bq1W7du11577fr168+cOUN6O6DdyV9d9RiJvfuRze+qCeA3/Vy5cqooqWjgNFESEQ1vuEWSOjXRR5TU4NmqoiQiytr3049NamUvPyNJveDfwkech2+VfTFdRvm0YCwW6zxS8xV5ldQLmMK//PStMKmMVpY0Xii7V/vqNlNjFl9b0Vy9U3q+p/OLE4pfN90gSiKiX7f6UJKa9ecnJamf/WKeKKnfPZNESUT0yXOzJKlEdr4n2nvmJwN0pdIYHts6WJL6+3ZvS1IlzhyUPQ24oOFuSar37t5yM3t91+bRczq9xi95ruNf9FZylyQkUro//30/MZpO5WGQ8ppfN5XmES7e72bl66+//vrrr3/hhRd69OhxxRVXGOX/SY8ePU6dOqVaOHXq1Pz8/EQiUa9evUcfffTEiRO66wIQkU70Y47VC4yPdKuKOaE0ZvVyZTU/iMzp9BoR3bV5tBID3bV5tCqD/FBbui3R5mSrmxmdVNvS3bT2rkldCqSs8sqVKxcvXjxkyJA77riDT1i/3ub0SZUqVZRHaRdddJFRXogu29GPIizDgVJP1ZiYLJ+uV/60MX8O6QEXNgcpcY8olfVES4GOLu2EnypSkWQgcX8XLVcNFLp5wJ7KrVu3HjlyZOvWrZVPgTnof//3f42yAEQCP2CJBrgUB2UIAjN3/wzOuOPYrI9oEojKz5HuwU8xNhJ1ZPmf/MJYLCZqQnx4ZDUSSmWn0lvlli1btmzZ8m9/+5uNT4EB+CUtZ034sS/Nds09KV60nIJrUigkuUdUbLaGTJ81OaVASw1SkpMvR5WNvTbZ6kSp5uuZrpz8FBiAN1S3QelBNRKp9i7i45ScpUuOG3zcNIiIJoEMRw8+qtCGR6qWpopR5O2QlSbfhKp8Ejcwq5GQimGF015KnwID8Eva91vdeCi9dzkVHg/lKW4rxdXBJCUGei6p/hQYf/xVJ4IPKfjghioGLnx+q3diLFQiLnCJcbNH/J+ygjiqSMjSilZXSSfnT7CNT4HZlt6df+e+SyWprZoeEiXdvmWsKImIdt37M0nqP9c9LEpqOb1AlERExQ/Z/5hxl5uFJVfff1qURNLaEtHJg1mipGoN9yovbDShxvNkH/j/auIDktTgsLHj5m3Z11iSOvbFyZLUzFnCr2nYd19HURIRDR/5gSR1Wru/SVK1TB6frGdljWHvJOPGYOOa0Xrq+f6y88n8Vg9X+ATAjmn2u6FtV90uGxk+miurUtYS2XdD7L3V1HdDOOgXPWXf0bDmg6lzd3Tnl9zeegNbMtHct6XIz7gqQlJeHPiqgW5mIur3pLCNPXzfn0e1/Pj14vajWn5MRK8XV/hKkZEtPhKsV4H59slHb2bya/15ZydR0phWm0VJWiY7r7POfxN0s2bN5syZwye8+OKLevkBfOZLPwmIpLfzHKGD4wNac3d05yMee0w2KqUFKtFPo8YJSQwkoQQ9yv9KGMQvNyNZPnFlptosboug8wFQWVnZvHnzBg4c2LJly+XLl1eqJP42OgBfRfwipxqtInscRALePLTTP+ABJQZSXhjlTZWz8QQf9Ixq+fEostC2DfsC/7hNlCe9nQ90du3a9cgjj7z99tsFBQVbtmyJxWLaLzkEgCBIchwcasESHPxwUUKf21tvUCIhVyWTSdvTPzx++oeIXi9ub6PV8fljFenGPUqSdnlaOj8D9OWXX+bm5iqvL7744h49ehw+fLhxY9l7AgAAIivK980hxaZ/+DDodjL7dhkJ7eqORz/2sGdh7E9VPKS744ZTR2nj/AxQVlbWkiVLlNeHDx9et25dgwapnj8Al9i4DYLo8KB5qK4r5rV6eMbOJ4U/1gaembuju/KPzaRqGZXhDxvNmw9lkhXpZo6VPxqzuqHQOR8A/frXv161atV11113xx13dOjQYcKECRkZGfI1AXxkYxRISzgOfrEdA4HvlLcE8c/Ckno8Doa2vqCOjM2/61kuZv1D9YxR3nA7/wisZs2ahYWF8+bNO3DgwLPPPjt06FD5agC+S0ZmnhasQtsAuZ/eEkQVgptkxckSFvqk3pwaNU6Q+NGY+ejHsCZ8uKbkdKQ7pF5CAMVWrFgxfbrOlzrY/jFUQ2l5HMEXMdNfdyE3fVs/UdJDbVeLkgz9cduvJKkPtH1XkmqeqkM9Kd6XB2t/IUoionjDYkmqXI/3hI91jvy9oSiJiE60OCdJpYvPiFL2jpF9mxR5Nc7Y2IqNVYKmy1jZdwgVvuLD1xo5RXeyh4+EWDChijNUY5Hy562Fty7psoR/obxe3Hkx2aKtnqotaauh+9q81EswydXCRSq78TOoAN5QDUMR5MuoATycgnSieyrl0Q+fQXc44qOfFGmrp21+/J/83I+9eSBVacoLG+UE0/kfQzXKBhBQ9no1gCPQ8KJAd5aFpAFB7n9y2Ws++rm18FZylHYuSjeDU7FLmt1wVjbKAAABleJYBi6RnxeE7KGmOwfD/lelLumyRJn+cTzu4Rm2JdbklJy6VTUjzaIfQgAEEFK4iMohzgBv8FGFltvRj0mqiSKyNYDw+W1HUYGCAAhCL4KXuqjtb+hgEihqdM9mEEIfRhu+pCJZ/jUBoW7G+M0vSAfa+5s0FvZBBwB4joxdSjhilOs89jgsFY4U4i8EQAAAAP5gbyFSvQAP+HAr6dn9a8Hnv5Ck3v+zf0pSw2XZritFScNaFImS/PLXXVdJUke2+EiSKudG08r/+EZJ6oz2b0pS3eDGPgbWop3dREntquwXJRFRx6ZfkX/HyszbI2zUzcYqWXP+KEq6q9d7oiRy7kuqwm7Cf8aKkv7/je1ESUS0d9IDklQtPujRzmcbPjNlqTYaSUD4UnO8BwggNHwZI0IqzY6VsjtptlOg0J5W1Z+YE3IJHoFB+kjvdwLh4mcejhUAGAp6ABQrZ5QRACAQ2MMIo4ymKAOgUmZ6h/hRoD19Jk8oAno3BD0ASoP3mQOkDlMa5nXK2p9mxyrNdiey2HNM1RIHz2+y/NPpRhmBKPgBkMLB9gHpDbfIEASGQ5bJhmomDwSf7jQe/798XcPmxFMiKsNigcISAAGYl5adPy13Kr3JL1pmrmqOTw+AL7TnMVnxN0rFq55no+/7PmL4u3WT8CkwSEOs85sZXACCRtR6Q3FRATPMRz/JkH++Pch8OKY4kSBx1fgCUdLJhqIUIqId0+7XLnQ7DOrxXr4kdf0vZ0hSrYpgx1mzp6UoqU92se7yUBwlSSXlLTYUe5dOJMNRr0kbRUlE9Kf2b5DR2bSExb66YbHuJlTLX9vVSZtHMbrFZlGSoWc/7y1Kuufna83vuy9tGzNAkM7YzRM5NAz5xZfRAdwgj35wltODJF6xh5WTBqNZcFgOgLZv375q1apYLHbTTTc1btyYiIqLi5cvX16pUqUhQ4Y0a9aMiP7zn/+sWbOmXr16Y8eOzcjIMCoSwF2YQwZ/8Y+ubDdCNOCwmHXV0qRrb8FRjWaSVpH0+5szfdy0SdbeBL1ly5acnJw6deqUlZV17tw5kUhs2rTpmmuuqVmzZkZGRpcuXbZt27ZmzZqBAwe2aNHijTfeuOWWW4yKDAeXmjJ4KYkPiIJ/kuWMMkKacPV0YzRzhLUZoCVLlowYMWLcuHFE9O677y5btqywsDA3N3fixIlEVFRUtHDhwipVqgwYMGD48OGdO3d+5ZVXDEoMCffaMXjJ8J4pmEJXYR/5fterFbT6QHpAo0qdtRmgWbNmzZ49m4hKS0v37NnTqFGjkpKSzMxMJbVJkyYHDx7s16/f6tWrFy1aVL169alTp0rLAwBIW8o9Oi5UkTLrqqWTPxpulMsj7j2JSw/WAqBYLFapUqWysrLRo0d37Nhx8ODBqtRkMnnttdeuXbv266+/7tKly5NPPikqCgDADYEa9C1FP5KaI5AKhUBFPwo8LJOw9giMiEpLS4cNG3bRRRe99tprsVgsHo+fO3dOSTpz5kxGRsaJEyeys7MfeeSRMWPGZGdnYxIIADzm+4OwGD6qExmzrlrKXgct+lGwR/9/Ke5olNdPulGaq53IWgB04sSJQYMGZWdnz58/Px6PE1GbNm0KCwuV1MLCwpycnFGjRrVq1WrmzJnxeDwejycSiTp16vCFIBR1XO8194qS3u/zJ1FSMH30ks7X+ShaTxV+J4d7Wi/7X0nqjmFOftOPLn8v5P66e95vREmfPSVKSVVP8Xc7nZvTQJRERJVO/cj/mdP3qZ79prM/161+SLOGmrPnGkFY6h56+M+ipJEtPgrXEXbprmDSz95XXqReeIqr22AtAJo8efKHH35Yu3btkSNHEtGECROmTJnSv3//gQMHnj59uqysbNKkSQMGDBg6dKjyAbGnnnpKFf0AgHmpjykQKXyDQctxw6iWH59/4cfXCKfIpRiICVdESFYDoAULFixYsEC1sLCwMJFIxGKx+vXrE1H79u137dp14MCBWrVq1ahRQ68YAAB3uT3Wy+X0feqDd/4np6+FeSpJbS3tiKXMYMmolh+/XtxeeT2yxUfyzMHkXr9g72BzqXw3WAuARBo0qDAzHI/Hle9IBADwi3tjfWBFamc9w2Z9WPQDutibjcLS76x9CgwAvBGiQQRS59T0D7gnnaIfZXgxymUTC4OMMvrPmRkggLAI7OVEO14Es57ghghOVoUF/9grPbBm5l6Tc6lYx2EGCMB/7M2DPKOVwBh7XwKAPa8Xt2ePwCDNYAYIwDfs2oxwByCY0m8GiOfeJFAo+LDzET/igbJn/6WS1OzMQ5LUcOkx5I/Kiw3Lp3S/4WlV6vPPzNKscV7uE/eJkojoZP8TktQdw34nSfW+I2zckyVJ7Zq9V5Lqi1EbJ4iSjtws+4Tp6t0/ff2V9jjv3Cdr9q2aOtPsrZ5f3fxWC1Hpd9ndoqTVXz8nSoqUKR/fKEn99+HsDb8q6P6uzpeTVR93SruQsX1439nzc0lq+wuOSlIbZH4tSRVJsY05xZdq4BEYgA986e3gDXtvYMfTOvBFlBseAiAAr9m4OkIosNDH3vlNlv9sE2OvHHBQ93fv3/ArH76DHjyA9wABeApXtXTlyJlNvQRwVhSin2RUP4SIGSAASGdRnuEHAAkEQAAAABA5CIAgQnQ/AgYAIKL7ETBIDwiAACDN4SkYgFw0+4gP73vSvtnq+EHZL6fWaPiVJBXAjCtXTiWirYOebLfiYW3q8eMXaRcqGiy7QJRERDV2HpGkZr/0pXbhvE5/nrh5DBFt+67CTwjz1v9yhigJFN1G/VGSesGRH7UL2c+zr1v9kDY1RdF8D2l0aM9vzwHTRZmJaN0q59sYEWXNkr0j+9Ub5khSu2fvlqSS323Yl61jBgiiQhT9eGZepz+z6Ae8l9P3qQ/e+R+jXHZE8NY5aqI5QZL2EABBVLRb8fDWQU8a5XIXop/0k8oX/wCAjxAAAXgBcz9B4N4kEECo+fIEyncIgCAqfH8EBuknmpcNgPSAAAjAdZj+SUuIfiIFbwNKP/gpDAB3IfoJlJy+TzkSuDhSCESZNpxCi/IYAiAAFyH6CaDUf/koxdUhpFJsOcq6LO7RlsOHRLa3YkMqOxVqPuy29lh3ypV9t8HmxfgiTnCGjX4u/+KNSg1OipL23PwYeTuKAbNv/6WS1KaZh2y0BCaVdSHUbJ96JbJh8VPLJ4SjSvGj97NVrG6rZz/pVxOJv/7KxrYc50sd8B4giArvO5jHmwOTUmkJqawLERSLxfgvSrDUeLTPyNx4E1KUmzQegQE4b8/Nj2X/5fdGucAfVh9k+PVgAgLFRvBhqZmpKCvyJdiogKFUapgGMAMEYMe+e/NFSYh+QkH3chLTk+RoV4HoEDUA3WYTczS2cLY0hRtlhgtmgABsYjFQ9l9+z4IeRD+hwG6vdZcDaCXL37/MNxLtEmdpN5o2UUsQdgQBEESC452t6Z9mKAEQi36Udz0j+gkRZ5sEpD0lHIl5/kiUj9eTFh/gijhSSCp0A0qP4REYpD+XunrTP53/zXYl6Mn+y+8R/QCkt2RFRtkdoNqKdtoy1JLc9wJ4z5ULg5xLVyMAEfeanHslAwAwqmkn3ZFn5z7Ztz+0anqIvQ7OwKXUxK+pIDwCA7DPqeloAAAJ1SCTNiOPvzNANgOgzz777N///veECROIqLi4ePny5ZUqVRoyZEizZs2I6D//+c+aNWvq1as3duzYjIwMo8IAXJQewwQAQFryMQay8x6g0tLSIUOG5OXlEdGmTZuuueaamjVrZmRkdOnSZdu2bWvWrBk4cGCLFi3eeOONW265xagwABe5Hf24XT4AgC7bcYO9tdKSnRmgqVOnVq9eXXk9Z86c3NzciRMnElFRUdHChQurVKkyYMCA4cOHd+7c+ZVXXpGWBOAuVyeKMY4AgI/4GIgf5VpnJZQXO/Y24JYIf4MssizPAG3YsOGVV1559tlnlT9LSkoyMzOV102aNDl48GC/fv1Wr169aNGi6tWrT506VVwSQPjEOJ59DAQAQFeyXCwWa52VUP7t2NuAhT5EpCxhOSWlRY21AKi0tHT8+PEzZ8689FKdd5srl4Rrr7127dq1X3/9dZcuXZ588kltNoAQiVWU5BitCgDgkWQyqcQ9LPTZsbfFoQVdAAAgAElEQVQBi4fk6/rLvUl6Q9YCoEceeSQ7O3v06NE//vgjEZ07dy4ej587d05JPXPmTEZGxokTJ7Kzsx955JH33nvv0Ucf/eabb6RFAgSa0jMR9ABA6KimgkDF2nuAysrKatWqNWbMmBMnThD9v/buPT6K8l78+Hd3kyUICQGSIAgoN6FUKHJJMJGCPfTHLUKC0iLhcg6H6KltqSh4rHjsxXM4FoVSbUHL7Yd4AcEoihZLiwj4+hEDKmoUDRSlkgsEAiRmc9ud3x8Dy2ZnryG7O5P5vP+A3Zlnnv0+k2ef+e4zM7vy1FNPDRo0qLCwUF1bWFg4ZsyYmTNn3njjjStXrlRzo27d2PuImav/bHH1NQBAFHh+04+BKJevZPJ5VWVEh98WDu7Hjh0bMGCAoihnz56dPHlyampqfX19Q0PDzp07jx8/npubm5mZWVRUlJ+fv2TJEq9tOaIgaq6+s119DQAQZRZfP1umq6HMK56YhNc6L1lRUWGxWNLS0tSnTqeztLQ0OTk5MTFRWzgm7YQ5taCzaT+FhFsDAMSWxeMbllVKJG+JDZc2PInFSBuD3aGfvwHaPIuve0QDo38CMDqf45hOBjev2Sl3MhT92MK7CBowEJ9nlENhsVhavC0AxJx2fiUmGYY/OomEBAhtXIvfaeRAANoG/Yxmerj0xy28u8AAk4jhexIArl6sziv5oz3zJbEeafWSAOlhX6CN0U4Ch4h+CKANcI+BsR3T9BCDT3pJgESXeweGZrn83RJ0LQDmFNvRz2fqo598SC8JkB72BUC2BACtQs93oqn0kgABMdSyM2UAAJ90lej4QwKEtinct19YhQEA/vgbfsMdliON2+Bhdnp7TwKAoakXX+v5i4hUzAChDQrr8me93SwKAEanjqieOZAOx1gSILRB2vdeYJ43zOvwXQoAhqOfu738IQFCGxR66uMWbs4EAAhAz6mPigQIEDHChxUAQCsiAULbFFYqwzVAgBafCtC2cRcYzI7sB/DJfV6YU8Nok0iAAAA+cGcA2jZOgaFtCmVehxl+IADeGmjbmAFCmxV43l7NkBjiAcCcmAECQqXNqMifAMCgmAGCSXl++WEo3OfLmDcCgDaAGSC0QUGTm7BSH5XS/NdtyIEAwNBIgNCWeV4K3YKkxwtJDwC0GSRAaJvck0D+8h73d5yQ1gCACXENENosd2YTOMW5+pmhaDJWtACgWyRAaMvc0zzux57/yuWLmo31XbeWy4IVBAD4xSkwtHGhXANkoAucQ2kOACAoEiCYhedFP9rsQc9Jj0+GCxgAdIUECObidQqMi6ABwJy4BgimRvYDAOZEAgQAAEynJafAqqqqCgoK8vLyEhISRKSkpGTHjh1WqzUnJ6dv374i8v777+/Zsyc1NXXOnDl2uz1YfQAAAFHVkhmghQsXHjx4UM1+ioqKMjMzk5KS7HZ7RkZGcXHxnj17srOz+/fvv23btry8vGCVAQAARFvYM0A7d+589913P/30U/Xpn/70p3nz5t19990icuTIkfXr17dr127KlCl33nlnenr65s2bA1YGAAAQA+HNAFVVVd1zzz3t27cfOXJkfn5+U1NTZWVlz5491bW9e/cuKyubOHHirl27Nm7c2LFjx6VLlwauEAAAIPrCS4CWL18+ePDg4uLijz/++MMPP3zmmWc816p3FI8dO3bv3r2nTp3KyMhYtmyZv6oAAABiJbwE6NChQ7m5uXFxcQkJCbm5ufv27bPZbC6XS13b2Nhot9tramr69OnzyCOP7N69e+nSpRaNwC8BAADMRpstRDphCC8BGjJkyL59+9THBw4cGDp06KBBgwoLC9UlhYWFAwcOnDlz5kMPPSQiNpvNZrNVVlYqzfmtHTCfKLzJAUD/FF+CbXRVwvsa3PPnz2dnZycmJtbV1dnt9oKCgrq6usmTJ6emptbX1zc0NOzcufP48eO5ubmZmZlFRUX5+flLlizxqsTCd+8CHnhHADC5mAyDLXnJiooKm82WkpLiucRisaSlpalPnU5naWlpcnJyYmKidvOYtBMAAOhTTBKDWLxkLNoJtCKLEX43HgCMIiaJQdjfAwSYk9eVOtF/rwIAWhEJEBAGn3mPmhuREgGAgZAAASHxzG983rcVkylcAEDLkAABgahpjTbjcS8k6QEAIyIBAnzwzHjciY52IQDAoEiAgCDU1IczXADQlpAAAd68zm2R+gBA20MCBFyhvayH7Af6FOAkLD1Wgp2kDrCLor9jg55Pj9DrggQIuMQz+wk6JAGxEvTq+6AFdMjry0Wv/g0YuPnar/UK5dtNg34ZmM8CPtsS1gRzKHsjaCXQIgGCSfm8sctzOQMKdCiU46XKs4eHuEkU+DuWeyYEEvmAveoPca9qtwqlgM+aQ8lp3EKJLWhyBq2Q/uqtK8SuBkSUz8MDnROxFcpxsQVdNJRqVS3LDEIRncwGYsxkqBV7WuiYAYJJeb7ZPN97MXkfwrSic6wKvdrQU6XAgs6OIHICZLGMb55IgIArlMt3vAvjNVokxM6j2zOt2nhacMhswSaIHKX5FU6Bc1xT/eFIgGAWPs95ea5VF3p+VPJZEvDH3YsC5zeGyw9CDFi3WR08/yKB/zoB0qO292clAYKJeM0DBx6v3Ueytve2R2vxd7TwSqM9l7fWOaZo8nwL+Dy3xaeFNiPAHzHwZ0gjIgFCW6M95LgfeE7zhDhke24FPWjdBKLFn4ZVQTuGV+pg3L4U4NOCcRuFsGjTeqPP+cWg4/JuQeT4y348C3i9jUPpjXTaq+FzlAz6l/JZLEDJlgmc4rTuaxmX0Y9zaHWeXSLoPGgoYjLGMgOEtizo4TP0CZ4Qi5mWpflZRdGcQ/Rc5XVA9Zoa0VYSOZGuv21gL8GLZ5cI5dNL6CNtNJEAoRWEPpUSNWEFE/SdGeBTDsQj+wkwxyOavMfNK0MK628HQJ+0o0HQkTbKSIBwVXx+rPcU5e6unUUIGkAoyU3QAibnbx+G8jEx9AIADCqUYTb6SIDQEj7Ti8ALvYR7tAvw0SHwoTfAuy70GPT57tWDAIlm6LsXAKIvBvNRepsEM67QJzkiIcSEIKysJYDAKYj2VXyelbvKbEyHZ/qi5ip3HQBT0Y4YgceKmCQGzAAZm6K5eCKsA9XVHNF9vpY2Hu/NmpcMS1ibKB7f6ey50F/5wEJpURvTWrsOgDnpf9AgATIqz+OT1+kez24XYNbEnXF7PnCvDaXvKn4u7A9l2yhoxTD8tbSNCbcDAIAnY31WJAGKAZ9JSYjdJXD3Cn2heBzUvR74LCz+cylj9fiWCbBb2gAz/AUBRJQRhxESoIjzd57IX7EAvacFkxCBcxp/xfxtFSDycAMzhFD+KEbXgk4FACpDD5IkQFclxNwiWBERzWksr4VyFQeqELfyKhbiVhJOSSNqe63z6rRtr4EAosm4YwgJUKi88tzITXt4JT0+lyNy2uo+N/QHNQBodSRAwXl9YnbPxEThQBKFl4CqTeYHbTWZA4CrF3YCVFpaunXrVovFkpeXl5qaKiIlJSU7duywWq05OTl9+/YVkffff3/Pnj2pqalz5syx2+3BqoyqoCettMcJf0eOFp+Tgt549oqgPcSLrvoAp7cARJPi6w7ZEK98jTlrsALNOByO9PR0h8NRUVExbtw4l8tVVFSUmZmZlJRkt9szMjKKi4v37NmTnZ3dv3//bdu25eXlBasy2tx/BsUPS2jUwoFfC0bhrzOEQts3gr1aa/LZLd2CbQ0AV0sJ4VaboAViIrw5jM8++2zYsGG1tbU1NTWdO3cuLS395S9/mZKS8uSTT4pIfn5+YmJiu3btysvLN27cePLkyc2bNy9dutSrEos+Jk60fw89RIU2wOdbvXV7l/slWrdaAGgZz3GvBeNSTBKD8GaABg4cmJ6ePmvWrDlz5kyaNKl79+6VlZU9e/ZU1/bu3busrGzixIm7du3auHFjx44dtdlPFFg0fJbRLgRaheKLtlteDXe1wWIBgNanHZSCbaFH4SVAJ06cKCkpGTly5LBhwz777LPy8nLPteq4PHbs2L179546dSojI2PZsmX+qoo07bHH51rPhQb9E8IQlFYV7NUAoPVpP4MZeoAK7yLo9evXT5gw4cEHHxSRI0eObNq0yWazuVwudW1jY6Pdbq+pqenTp88jjzwye/bsfv36LViwIC0tLWCtEaeE/AtZ2mIG+lsCABBRbemYGN4MUHJy8unTp0VEUZTy8vIuXboMGjSosLBQXVtYWDhw4MCZM2c+9NBDIqLmRt26dYvyRJmagbbsRbWZrMWXYNUAANDWBJhNuHrRP9qGd9lRdXV1dnZ2QkJCbW1tSkrKli1bampqJk+enJqaWl9f39DQsHPnzuPHj+fm5mZmZhYVFeXn5y9ZssSrEkssrnVqLV5/D+M2BACAcEXoCB6hagNryUuWlZXFxcWpXwKkqqiosFgs7lNdTqeztLQ0OTk5MTFRu3lM2hmKUJJNfUYOAEAUqAfKVj8UxiQxiMVLxqKdQekzKgAA9MY9X9Bax82YHILDuwi6DVN8fZ0lAADw4j5WtnomFE0kQAAAoCW0mZDXcj0jAWqGSSAAAMLldegMcE2tfg6ysUmA9JlnRPQGPwAATCLAIV4/c0WxSYBCSTVitVP087cBAKCN0c9RNTYJkISwC4JmSF6CVhgKbSX+wmiVlwMAADERswQoqHAzjHATJq2wXlGfZ/EAAEAo9JsAhevq0xGfKdTVVwsAAPSm7SRAV49cBwAAkwjvx1ABAADagLBngI4dO7Zjxw6r1XrHHXf07t1bREpKStQlOTk5ffv2FZH3339/z549qampc+bMsdvtwaoEAACIqvBmgIqKirKysjp16mS320eNGnX06NGioqLMzMykpCS73Z6RkVFcXLxnz57s7Oz+/ftv27YtLy8vWJUAAADRFt6tTD/60Y9uuummRx99VER+9rOfNTU11dXVpaSkPPnkkyKSn5+fmJjYrl278vLyjRs3njx5cvPmzUuXLvWqhPunAACAW0wSg/BmgGpraxMSEtTHycnJ3377bWVlZc+ePdUlvXv3Lisrmzhx4q5duzZu3NixY0dt9gMAABBz4SVA8+fPX7Fixb59+/bt2/fss8/++Mc/9lyrZnBjx47du3fvqVOnMjIyli1b5q8qAACAmFHC9PLLL8+ePTs5OfnOO+9UFGXq1KkrVqxQVz366KNz5syprq6ur69XFOXEiRPBXhwAAMC3QOnIVQv7LrAZM2Z07tx59+7dq1evFpFBgwYVFhaqqwoLC8eMGTNz5swbb7xx5cqVNpvNZrNVVFR07drVs4aYnOq7GsYKmGgjylgBE21EGStgoo0oYwVsrGgjJ+y9UF1dPWTIkJUrV06fPl1Ezp49O3ny5NTU1Pr6+oaGhp07dx4/fjw3NzczM7OoqCg/P3/JkiVeNRhu1xsrYKKNKGMFTLQRZayAiTaijBWwsaKNnNbZCxUVFRaLJS0tTX3qdDpLS0uTk5MTExO1hQ23640VMNFGlLECJtqIMlbARBtRxgrYWNFGTgz2guF2vbECJtqIMlbARBtRxgqYaCPKWAEbK9rICe8uMAAAgDaABAgAAJgOCRAAADAdTgQGx+lSAIgmRl1EAZ0MAACYTthfhBjAJ598UlhY2K5duzlz5qhLSktLt27darFY8vLyUlNTRaSkpGTHjh1WqzUnJ6dv377btm0bNWrUDTfcICIHDhywWCxZWVki8tVXXx06dOjOO+/0/2qtQBvwX//615MnT6qP586da7fb9ROwNtqjR4+++eabFotlxowZvXr1Ep3tXrdjx46pUd1xxx29e/cWvcbpVlVVVVBQkJeXp/7ynZ6jPXny5LZt29q3bz937tyOHTuKvqMNwCvsYMWjKuhOrqioeOONN9zlc3JyUlJS/NcXDYH7sK4CDjo+6CTaFozAMYy8BUe3GEYbK615DVBiYqLD4fj5z3+uPnU4HOnp6Q6Ho6KiYty4cS6Xq6ioKDMzMykpyW63Z2RkFBcXFxQUrFu3Ti2/aNGiRYsWqY/Xrl1bUFDg+2Vaj1fAInLfffedPXu2Z8+ePXv2tFqtugrYK9rDhw+PGTOma9euDQ0N6enpFRUVuorWraioKCsrq1OnTna7fdSoUUePHtVnnJ4WLlx48OBB9cih52jr6+uzsrIaGxuLiopmzZol+o42AG3YwbaInlB2cklJyYMPPtjzMrvdHqzWiAvch/UTcCjjg06ibcEIHMPIW3B0i2G0MaO0qqKiok6dOqmPi4uL4+PjGxsbq6qqRKS0tHTevHkPPPCAunbBggWLFi3atGnTiBEjFEWprKyMj4+Pj4+vrKxUFGX48OHPPfecv1dpRZ4BOxwOm8126tQpl8ulLtFbwJ7RLly48N5771Uf33bbbatXr9ZbtKoZM2b85je/UR//9Kc/veeee/QZp9sbb7zRq1evCxcuqE/1HO25c+eeeOIJl8t14MCBrl27KvqONgBt2IHLR1MoO3n//v3dunULWE1UBe3D+gk4lPFBP9GGOwLHNvJwj26xjTYmWnMGyMvAgQPT09NnzZo1Z86cSZMmde/evbKysmfPnura3r17l5WVTZw48aOPPjpz5szu3btHjBhx88037969+/Tp00eOHJkwYULg+lvdJ5984nQ6J0yY8N3vfvcnP/mJ0+nUc8CrVq16+umnRcThcJw4caJHjx76jLa2tlb9GCoiycnJ3377rT7jVFVVVd1zzz3t27cfOXJkfn5+U1OTnqPt3Lnz4sWLn3rqqbvvvnv+/PkioudoA9CGHbh8NIWyk0VEUZTzlykxvbAylD4sugk4lPFBdBOtp1BGYNFN5KEc3UQ30UZNa14D5OXEiRMlJSVTp06trq7evHlzeXm551r1Iv+0tLRhw4a9/fbbf//733/4wx+6XK633367sbHx5ptvdv+wRtRcd911a9asUYeMrKysNWvWeK7VW8AWi8VisTQ0NNx1110jRoyYOnXq2rVrPdfqJNr58+f/5Cc/GT16tIg8++yzGzdufOaZZ9xr9ROnavny5YMHD/7LX/7S1NR06623eoYq+otWNW3aNIvF8rvf/W7x4sWey/UZbVD6vP0n8E4WkerqaveqlStXJiUl+aglKkLpw6KbgEMZH0Q30XoKZQQW3UQeytFNdBNt1EQwAVq/fv2ECRMefPBBETly5MimTZtsNpvL5VLXNjY2qqcYJ02atGvXrnfeeWfr1q1NTU15eXn19fWTJk0KVHVk/POf/5wwYYL6I/bTpk3bv3+/zgN2OBzTp0/v0KHDSy+9ZLFY9Bnt9OnTnU7n2rVrd+7cOX78+Ozs7LVr1+owTtWhQ4dyc3Pj4uLi4uJyc3P37dunz72qOnz4cFJS0oABAxYuXLh9+/YdO3boOdoAfIatEyHu5KSkJPe1VrEVYh/WScAhjg86idZLKCOwTiIP8eimk2ijJoIJUHJy8ocffigiiqKUl5d36dJl0KBBhYWF6trCwsIxY8aIyKRJk37wgx+o12EpinLhwoWCgoJ33nknUNWR8fLLL586dWrLli0ism/fvrFjx1ZXV+s24Jqamttvv71Pnz5r16612WwiotvdO2PGjM6dO+/evXv16tWi4zhFZMiQIfv27bv33ntF5MCBA1lZWXruA1u2bPn6669ffvnl+vr6b775pnv37nretwH4DFsnQtzJ+hFiH9aPUMYHHQpxBNaJEI9uZtPKs82HDh0aP378+fPnRaS6ujo7OzshIaG2tjYlJWXLli01NTWTJ09OTU2tr69vaGjYuXNnYmKi0+lMS0vLysp6/fXXRWTy5MmFhYWnT59Wu1SkeQZcVVU1bdq0Dh061NXV2Wy2119/3eFw6Cpgz2gXLFjw/PPPT5kyxWKxqE9HjRqlq2jdqqurhwwZsnLlyunTp4vI2bNn9RmniJw/fz47OzsxMbGurs5utxcUFNTV1ek22jNnzkyZMiUtLa20tHT48OFr1649d+6cbqMNwGeXCLZRlISyk48cOaLOXqibLF++PIZ38ofSh3UVcNDxQT/RhjsCxzbycI9usY02Jlo5AdIqKyuLi4tTvwRIVVFRYbFY9Hn9gYicPn1aRDzD03nAXowSrZ7jrKiosNlsnt+Boedoy8rKEhISOnfu7F6i52gD0HPYhtvJxurDWsaK1pOeIzf60a3VRTwBAgAA0JsI3gYPAACgTyRAAADAdEiAAACA6ZAAAQAA0yEBAgAApkMCBCBsJSUlO3fuDFYqCHclf/nLX44ePRqsuIjI4cOH9+3bF6wUAARHAgQgbO+9997jjz8erFQQ6i/kiMiKFSv27t0brLiIyKuvvrphw4ZgpQAguAj+FAaANu/ixYvPPffcl19+eeONN86fP/+aa6755JNPDh48WFlZefbs2XHjxrm/WLaqqmrDhg2nTp0aOHBgt27dUlJSBg4cmJOTs2bNmq+//vrtt9++9tpr+/Xr9/HHH+fl5YnI8ePH9+zZk5+fX11dvXHjxq+++qpXr14XLlxQazt//vyGDRu++eabvn37qq/rN0QA8IUZIAAtdPHixfT09BMnTsybN+/LL7/MyspyOByHDx++++677Xb71KlTlyxZsmrVKhE5e/bsyJEjz58/P2vWrEOHDk2fPv1vf/vb4cOH16xZc+utt3bp0uU73/nO0KFD1SVq5Z9//vmKFSvOnz8/atSof/zjH7Nnzz5z5swf//hHEblw4UJ6enplZeXs2bM//fTTW2+9ta6uLlCgAKDBDBCAFlq3bt111123YsUKERkxYkRWVtYLL7wQFxc3dOjQBx54QER+9atf/e///u999923bt26AQMGPPbYYyIycuRI9WeSVUOGDElMTOzdu3ffvn211/esW7euV69eahY1fPjwL774Ql3YvXv3+fPni8jixYtzc3O3b98+e/ZsAYCQkQABaCH1fJb76fXXX3/q1Knrr7/e/VOmKSkpFy9eFJGysrIbbrjBXbJ///7ii8Vy5cd51AenTp3q16+fu0C/fv1Onz5dWlp68eLFdevWqQunTJly3XXXaWsDgAA4BQaghcaNG/fmm2+ePXtWRCoqKnbv3j1hwgSvMmoeM27cuLfeekv9Yery8vLdu3draxOR7t27f/nllzU1NSJy6NAhEbntttveeOONM2fOiMj58+dfeeUVtbaampqHH3748ccfv//++4uKijyzKwAIBTNAAFro9ttvP3LkyC233DJmzJj9+/f/13/91+jRo33e0J6Tk/PBBx+oJffu3duxY8e4OB+Dz/jx47Ozs2+55ZabbrrpnXfeSU5Onjp1aklJSWZm5ve///39+/e3b99eRG6//fbDhw9nZGRkZWXt3bv3/vvv79Onj7Y2AAiAX4MHcFUcDseZM2fS0tISEhL8lTly5MjcuXNfe+01q9WamJg4atSoFStW5OTk+Cx87ty5urq6Hj16uJfU1dVVVFSkpaWpCZBKfd1u3bq1a9fOVzUAEAgJEIBoWLVq1dNPP33rrbcWFhZOnz592bJlwbYAgAgiAQIQJXV1daWlpT169AgwVwQA0UECBAAATIe7wAAAgOmQAAEAANMhAQIAAKZDAgQAAEyHBAgAAJgOCRAAADAdEiAAAGA6JEAAAMB0SIAAAIDpkAABAADTIQECAACmY/v1r38drMzVOnr06KZNmw4ePNizZ89OnTqJSElJycaNGw8ePNitW7fOnTsHq0B3tC3SLjEQf8F/9tlnO3bsGD58eIBtdchnc6qqql588cXBgwfHxcUF3lxvtM0pLS1dt25dYWFhv379OnToEKwCfTl58uS6des++uij73znO3a7XQw+GmibY+ihQNsclUGHAp/NMe5QoG2OoYcCN8/eFeXRIOIzQIcPHx4zZkzXrl0bGhrS09MrKiqKiooyMzOTkpLsdntGRkZxcXGwOvRF2yLtkmB16Ii/4B0OR05OTn5+fuDN9cZfcxYuXHjw4EHD/Qi5tjkOhyM9Pd3hcFRUVIwbN87lcgWrQ0fq6+uzsrIaGxuLiopmzZolIoYeDbTNMfRQoG2OyqBDgb/mGHQo0DbH0EOBm2fvisFooETYwoUL7733XvXxbbfdtnr16nnz5j3wwAPqkgULFixatMj/1nqkbZF2if+tdcdf8IsWLbr55puj0ENal8/mvPHGG7169bpw4ULATfVI25zi4uL4+PjGxsaqqioRKS0tDVyDrpw7d+6JJ55wuVwHDhzo2rWroiiGHg20zTH0UKBtjsqgQ4HP5hh3KNA2x9BDgZtn74r+aBDxPu1yuZxOp6IotbW1N9xww2uvvTZlypTf//736trf/va3M2fODFiB7mhbpF0SrA4d8Rn8gQMHUlJS9u/fb7hRT9ucc+fO9ejR48YbbxwwYMCCBQsaGxuD1aEj2uY0NTVlZWXNmDEjOzt70qRJwSrQo1WrVg0ePHjJkiWKohh9NFCaN8fQQ4HKszmKkYcClWdzDD0UqDyb0waGAq/eFf3RIOKnwCwWi9VqbWhouOuuu0aMGDF16lSvtYqi+NtWn7QtCtxGndMG73A45s+fv3LlymuvvTbY1rqjbc7y5csHDx5cXFz88ccff/jhh88880ywOnRE25wTJ06UlJSMHDly2LBhn332WXl5ebA6dGfatGn33HPPCy+8cPr0ac/lRhwNpHlzDD0UqDybY+ihQOXZHEMPBSrP5hh9KAjcu6IzGkQ8ARIRh8Mxbdq0uLi4l156yWKx2Gw299nKxsZGz0vtjMKrRT6XGIhX8I888kifPn3uuusup9MpIoY7tezVnEOHDuXm5sbFxSUkJOTm5u7bty9YBfri1Zz169dPmDDhwQcffOyxx4YOHbpp06ZgFejI4cOHS0pKbrjhhoULF/br12/Hjh2GHg20zREjDwXa5hh6KNA2x9BDgbY5hh4KRETbu6I/GkQ8AaqpqZk8eXL37t23brar1k0AAAwnSURBVN0aHx8vIoMGDSosLFTXFhYWDhw4MGAFuqNtkXaJgWiDb2hoSE5Onj179gMPPCAiTz31VLA6dETbnCFDhrhHugMHDgwdOjRgBfqibU5ycrI6caIoSnl5eZcuXYLVoSNbtmxZunSpiNTX13/zzTfdu3c39GigbY6hhwJtcww9FGibY+ihQNscQw8F4utAE/3RIOKzTAsWLHj++eenTJmifhhasGDBqFGjJk+enJqaWl9f39DQsHPnzsTExGDV6Ii2Rdu3b/daMnHixGDV6IW2Oe7gjx07NmDAgEj3kNalbc7o0aOzs7MTExPr6ursdntBQYGB7hfVNicrKys7OzshIaG2tjYlJWXLli3t2rULVo1enDlzZsqUKWlpaaWlpcOHD1+7du25c+eMOxpom5Ofn2/coUDbHPcMlhGHAm1zLly4YNyhQNucmpoa4w4Fnty96+zZs1EeDSKeAPlTUVFhsVjS0tKCFQRaQUVFhc1mS0lJCVbQGMrKyuLi4lJTU4MV1KOysrKEhATPL/kw9GigbY6htfnmGHoo0DbH0EOBT9EcDWKWAAEAAMRKxK8BAgAA0BsSIAAAYDox+DEUY90aCgAAIi36F+TEIAESkR9IroiI2C49t16aiLoyH2WzNX9++ZHf5c3/86io+f+XV7gL2C4XuPS0+ZSYtfla8VHP28dXTuh3v+aFLrM2q9B5Za277dKMVwBXlmsisYqIXPleDq8C2mqa1+z0UUBE5N09j4z9wX9feS7aF2q+laYep98mNHvm8hOAD5dLOtUSwYp5hnr4ucUj5j7pr6TzcjHfNMt97DSVnxq82xgscqfXck35o08sHvSfmuaIuILVfIm2Rf5XXeKnBu8vhAl5z1x6RauIyMn7F/deebk5Nu/Wi0dJH7xq9huY76+u0b6zPdap/12Ox09Jj25+5SVO5D3aZ8tv1cfegVs13c37Let0P9KsFBGx2pq1xaMe3x3Zernt3sub72r3WqtmX707ftUP/naf1Uf9LvEY22xe76QrI4d3AFars9nT5l3edrmBV4ZncYpcGdt8VKgW0PwtLi13F7O5ROR339vx8JFp4vG67gI2q1P81y+XY/MKzL2JVz3ukrbm8TRbYvOqp1lIHpFcWh5vbb65OMf3O/634/08Qm0WiUfkXhteotbsq0Xq00s8/sqXlzR/arv80HtDd3ewqU+tPsuLiE2sIhJ33XGJOn+jCwAAQJtFAgQAAEyHBAgAAJgOCRAAADAdEiAAAGA6JEAAAMB0SIAAAIDpkAABAADTIQECAACmQwIEAABMhwQIAACYDgkQAAAwHRIgAABgOiRAAADAdEiAAACA6VgURQlWppVZLJZgRQAAgInEIBuJ/ksCAADEFqfAAACA6ZAAAQAA0yEBAgAApkMCBAAATIcECAAAmA4JEAAAMB0SIAAAYDokQAAAwHRIgAAAgOmQAAEAANMhAQIAAKZDAgQAAEyHBAgAAJgOCRAAADAdEiAAAGA6JEAAAMB0SIAAAIDpkAABAADTIQECAACmQwIEAABMhwQIAACYDgkQAAAwHRIgAABgOiRAAADAdEiAAACA6ZAAAQAA0yEBAgAApkMCBAAATIcECAAAmA4JEAAAMB0SIAAAYDokQAAAwHRIgAAAgOmQAAEAANMhAQIAAKZDAgQAAEyHBAgAAJgOCRAAADAdEiAAAGA6JEAAAMB0SIAAAIDpkAABAADTIQECAACmQwIEAABMhwQIAACYDgkQAAAwHRIgAABgOiRAAADAdEiAAACA6ZAAAQAA0yEBAgAApkMCBAAATCcuWAEAAIArLjYoZxpk8Z8PWq3WX//rKEeTcr62cdPOT2eO7n378LRgW+uFRVGUYGUAAABERPJWH3IqitVi+ePdI3/+50NOl/Jw3ojnd38xYcyAZ7d9EB9nfaHX6gZHnYgiziZRmuyzXg1WZWyQAAEAgJDkrT6kPnj6X29+ce/X/++rc6vyR1Y5XNVNyrdNylenLl5/XfKft3/wwr0jA9ejByRAAACYwkd3L3TV1YmiDN+8Vl1SX3GyeMl/i8ig/i4RUZrqO/x2s7t87a/miS1eRK55dJ2IzPpjkcVqEZE1+SP+Y+3hF+8d+W2j8q1TahqUmia52OSqd8r6gg9tNqvLpbhzINfHz1uHznbuvVes9ubhiO37qya//Iu4uHiv5a9Pf9Lz6ezVh9RMRa3z8X/bao3zfQXzg2tn+FzuExdBAwBgdrYb+oqIJa6d58K47ylxNzVIQoOr8ov9p11q9iMiSfEWi8is1UUd4i1WEYtFxCIWsYjIv0+/+d9yvqeIkrf6UMPLP254ZW5TyV99Zj8BTC1Y7PnUPU+z8P9+rC3cYlwEDQCA2bWb+3Dtbxd4L1WkqdiuTv/sKvjSvXju6kMiclNa4gvvnvxhei+nIooiyuVERVHEIpap3x9gv2lrwytz7ZNWOA/9j4iIuGzff8rrFd760R+8lqjZz9SCxV7zQCJytrZBRB7a+GP16ePzX7baLBLmxI8bM0AAAOASx58fVR/ULv+pXJrxkd1lTV+VX3SXcYqIyMGvz41P7+VwKY2KNCpKk8cFNXnZN93++QNKwSz7Hc+5vrh0Tk2b/fg0uddwz6cPvvCJv5JXiQQIAACI0lgrIkp56aXndfVNn9rjhjQ0vDJXmys0uZQ//cfo2ial3ikNTmlwidN1aZXTGje+6O6j1dfOLr9fRJTqEyIirgZNHb79x6hZnk9PXagXkYbLtf/hrWM+tmkREiAAACAdHnvRa0ncTQ3xtz4k8QleyxWRX80Zrt75VdMktU6lzqmIiFis4/bPHv3ePXsz1q2oy7lc3CaKS6zeVzoHdeZihfvxH/KGWMUiIu9/dd7/FuHhGiAAAHCF45lftpuUJyJNX8XZpw+WxrrrP/+zSLq7QJzFUtMoIuJUpElxNThlxCe/vqb65Bbb3HfHvqi4XFVnv/WoT3GeOW9L6yxhslosn3196bzbht0nBqdc82mlZ7VXiwQIAAAzsVh8PxZR6motCdcop8/UbVghNpvU2Vyfvxp387yv24/t+nnhN5aOv7hzSJPTVV/XVN2oNMbF/cu7sxWLtcqauqvnL1KH9LhORHG5RKT7tUki0ijWxoJ5iqLY0rqIq0nC1DUx7Webi9SJn8/P1rqXT/9DYcEvMvxvFyoSIAAATCFl7LDTbx/0XHLqhe2eTzsse/HSvWA2m4hc8/Clrwtqt2Pt492L3rg4csinbyad/dRljXNZ4jZYFtgyN4g1fux7825x7T8ml27O6nrhk5s+Xj66W3x1Y8f46Ztcx7YrpQfEGmq+cf9fl7sfW6VZfqZqH2/TLmyBUAMCAACG1jNvvlcCdP7Dz0XE1RBkeqb99xfsKJlw/KOvig6ei2/sP2/Y8Wud/7y3aaW8Z1VEGq0JPb95668Xvtd3yCAROXis6R+Dfr/9vdLGxqZtItb+dzpLD4iIc+9PbeP+FPiFRORYzWmvJe7vVPzmTO1/bvtMs0ULkQABAGAuH8y92/Pp0D89fuWJoqjnxZQ6h3vZiM6W8716pPXqYbVaNr7y4bvdxg24vst3P/jNp8N/1b3q/U/rru/avVvfy4UHjLhZRP49J+VfOlVdrrNJLHFijXfuu088+PsmaBHZnv3YtN8f7NiuWZbSM/Ua9UHu7w++umi0dquwcBcYAABmMXSN97cLNjnq7F2v/IR7u+n/qj7osOwFz2I2i4iIy6XMyx3Wr3fnjTuO3P/1tPWvHdm4rfz/VK1XPM5V3bZ/liKW94+ckmtSL2079o8e3+cc3IuTH7Xb26vZz6ienTxXqV+3eE27Vpi+4bfAAAAwl/LXXy9/862Ea7sO+s3/+FhdWyUico33fVt/L7typsxms67d/oH7qcti7VVx4ndDXqmzd/6iw+jBVbtFEfudz0kw3zoueF6I3SEhyf24+ttGEUns4D0/5F5+scqhbpuU7H2jfihIgAAAQEj+VtbkzlY2vPqR56p+13Yae0sfEbntwBzrjJc0m+oOp8AAAEBIxnePs1++B2v+9GFNrstf/yxy2639RMSpiCGyH2EGCAAAhOvT865yh8si8m7hieOlFxbcMTwxThnZtXVuUI8OEiAAAGA6nAIDAACmQwIEAABMhwQIAACYDgkQAAAwnf8P0UPXwUf1VZ4AAAAASUVORK5CYII=\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "box.datawc_x1 = 1e20\n",
- "box.datawc_x2 = 1e20\n",
- "box.datawc_y1 = 1e20\n",
- "box.datawc_y2 = 1e20\n",
- "box.xmtics1 = None\n",
- "box.ymtics1 = None\n",
- "box.level_1 = 20\n",
- "box.level_2 = 40\n",
- "x.clear()\n",
- "x.plot(s, box, template)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### box.color_(1|2)\n",
- "\n",
- "`color_1` and `color_2` control which parts of the colormap to use for the plot. It defaults to the full range of the colormap (0-255), but if you use fewer colors, it will break up your data into precisely that many discrete colors. You assign indices from the colormap."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 8,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "box.color_1 = 60\n",
- "box.color_2 = 80\n",
- "x.clear()\n",
- "x.plot(s, box, template)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### box.boxfill_type\n",
- "\n",
- "`boxfill_type` allows you to fully customize your boxfill. If you assign a `boxfill_type` of \"custom\", `level_1`, `level_2`, `color_1`, and `color_2` are ignored, and instead the attributes `levels`, `fillareacolors`, `fillareaindices`, `fillareaopacity`, and `fillareastyle` are used. We'll go into those more below. Since we're now using `levels` instead of the `level_*` and `color_*` attributes, VCS will attempt to break your data values into a nice range with 10-12 colors by default, which you'll learn to override shortly."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "box.level_1 = 1e20\n",
- "box.level_2 = 1e20\n",
- "box.color_1 = 0\n",
- "box.color_2 = 255\n",
- "box.boxfill_type = \"custom\"\n",
- "x.clear()\n",
- "x.plot(s, box, template)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### box.levels and box.fillareacolors\n",
- "\n",
- "`levels` describes the bounds for each \"bin\" that your data will be slotted into. To recreate the above levels, you'd do this:\n",
- "\n",
- "```\n",
- "box.levels = [0, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100]\n",
- "```\n",
- "\n",
- "`fillareacolors` sets the color for each bin. Usually, the easiest way to choose colors is to let VCS do it for you:\n",
- "\n",
- "```\n",
- "box.fillareacolors = vcs.utils.getcolors(box.levels)\n",
- "```\n",
- "\n",
- "but you can do it manually as well:\n",
- "\n",
- "```\n",
- "box.fillareacolors = [0, 20, 40, 60, 80, 100, 120, 140, 160, 180]\n",
- "```\n",
- "\n",
- "You use any of VCS' color syntaxes for setting the colors here:\n",
- "\n",
- "\n",
- "```\n",
- "# In order: colormap index, color string, RGB tuple (0-100 for each value), RGBA tuple (0-100 for each value)\n",
- "box.fillareacolors = [0, \"red\", (85, 12, 3), (100, 100, 100, 50)]\n",
- "```"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "box.levels = [10, 15, 20, 25, 30, 35]\n",
- "box.fillareacolors = [0, 20, 40, 60, 80]\n",
- "x.clear()\n",
- "x.plot(s, box, template)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### box.fillareastyle and box.fillareaindices\n",
- "\n",
- "If you want even more control of the appearance of your plot, you can use the pattern/hatch system. `fillareastyle` has three possible values: `solid`, `hatch`, and `pattern`. `pattern` will have the same behavior as `hatch`, but be in black/white. `fillareaindices` let you choose what pattern to use for the fill; new patterns are added from time to time, so you will want to experiment and find ones you like."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 11,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "box.levels = [0, 25, 50, 75, 100]\n",
- "box.fillareacolors = [0, 60, 120, 180]\n",
- "box.fillareastyle = \"hatch\" # or pattern\n",
- "box.fillareaindices = [1, 2, 3, 4]\n",
- "x.clear()\n",
- "x.plot(s, box, template)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### box.fillareaopacity\n",
- "\n",
- "`fillareaopacity` lets you control the opacity of each of your bins. While you can manually set opacity using the `fillareacolors` ability to use RGBA values (or using a colormap with transparent colors), this will allow you to set the opacity of your bins from a single place. It takes a list of values the length of the number of bins you want, where the values are between 0 and 100 (100 being fully opaque)."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "box.fillareaopacity = [50, 100, 100, 25] # 0-100\n",
- "box.fillareastyle = \"pattern\"\n",
- "x.clear()\n",
- "x.plot(s, box, template)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### box.legend\n",
- "\n",
- "`legend` controls which levels are labeled in the legend. You set it to a dictionary that has keys from your range of values of your data, and values of the label you want displayed. VCS will place the labels at the appropriate point above/to the side of the legend.\n",
- "\n",
- "> #### Tip 4:\n",
- "> If you set the geometry of the legend (`template.legend.x1`, `template.legend.x2`, `template.legend.y1`, `template.legend.y2`) in the template to be taller than it is wide, the legend will draw itself vertically instead of horizontally (labels will be to the side, and the ticks will be across it in the appropriate direction)."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 13,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "box.legend = {15: \"This is a point\", 30: \"This is another point\", 60: \"One more\"}\n",
- "x.clear()\n",
- "x.plot(s, box, template)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### box.ext_1 and box.ext_2\n",
- "\n",
- "`ext_1` and `ext_2` mark the edge levels as open or closed; if set to true, any values below the lowest level or above the highest will be contained in the lowest or highest level."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "box.ext_1 = True\n",
- "box.ext_2 = True\n",
- "box.levels = [25, 50, 75]\n",
- "box.fillareacolors = [100, 200]\n",
- "box.fillareaindices = [1, 2]\n",
- "box.fillareaopacity = [50, 100]\n",
- "x.clear()\n",
- "x.plot(s, box, template)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### box.missing\n",
- "\n",
- "`missing` is the color used for masked out data. A mask can be applied to any variable using the `variable.mask` attribute, or using the `masked` comparison functions in `cdms2.MV2`; a number of other ways (such as using the `fill_value` attribute of a variable in a NetCDF file) will also mark a value as \"missing\"."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/Users/doutriaux1/anaconda2/envs/nightly2/lib/python2.7/site-packages/vcs/VTKPlots.py:1005: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n",
- "Check the NumPy 1.11 release notes for more information.\n",
- " data[:] = numpy.ma.masked_invalid(data, numpy.nan)\n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 15,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "masked = cdms2.MV2.masked_less_equal(s, 30)\n",
- "box.missing = \"red\"\n",
- "box.fillareastyle = \"solid\"\n",
- "box.levels = range(0, 101, 10)\n",
- "box.fillareacolors = vcs.getcolors(box.levels)\n",
- "box.fillareaindices = [1]\n",
- "box.fillareaopacity = [100]\n",
- "box.ext_1 = False\n",
- "box.ext_2 = False\n",
- "x.clear()\n",
- "x.plot(masked, box, template)"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python [default]",
- "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": "2.7.14"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 1
-}
diff --git a/docs/Jupyter/colorgeog.png b/docs/Jupyter/colorgeog.png
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diff --git a/docs/Jupyter/logo.png b/docs/Jupyter/logo.png
deleted file mode 100644
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diff --git a/docs/Jupyter/streamlines.ipynb b/docs/Jupyter/streamlines.ipynb
deleted file mode 100644
index 3e4053d1b..000000000
--- a/docs/Jupyter/streamlines.ipynb
+++ /dev/null
@@ -1,209 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Streamlines\n",
- "\n",
- "## Preparing Notebook"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "# This tutorial demonstrates VCS streamline support.\n",
- "# We show randomly seeded and evenly spaced streamlines.\n",
- "#\n",
- "import warnings\n",
- "warnings.filterwarnings('ignore')\n",
- "import vcs\n",
- "import cdms2"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Download the sample data if needed\n",
- "# vcs.download_sample_data_files()\n",
- "# read clt.nc\n",
- "f=cdms2.open(vcs.sample_data+\"/clt.nc\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [],
- "source": [
- "# read two variables\n",
- "u = f(\"u\")\n",
- "v = f(\"v\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [],
- "source": [
- "# initialize vcs\n",
- "x=vcs.init(bg=True)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Controling Streamline Graphic Methods"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [],
- "source": [
- "# create the streamline graphics method\n",
- "gm = x.createstreamline()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [],
- "source": [
- "# we set parameters for randomly seeded streamlines\n",
- "gm.evenlyspaced = False # only available on releases after 2.10 or on the nightly packages.\n",
- "# streamlines are colored by vector magnitude\n",
- "gm.coloredbyvector = True\n",
- "# We want 10 glyphs(arrows) per streamline\n",
- "gm.numberofglyphs = 10\n",
- "gm.filledglyph = True\n",
- "# we place 400 random seeds in a circle that covers the data. This means fewer seeds will be inside the data.\n",
- "# The number of seeds inside the data will result in streamlines.\n",
- "gm.numberofseeds = 400"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [],
- "source": [
- "# use the robinson projection for the data.\n",
- "p = x.createprojection()\n",
- "p.type = 'robinson'\n",
- "gm.projection = p"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 8,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# we plot randomly seeded streamlines\n",
- "x.plot(u, v, gm, bg=1)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# we plot evenly spaced streamlines\n",
- "x.clear()\n",
- "gm.evenlyspaced = True # only available only on releases > 2.10 or on the nightly packages\n",
- "# We want the streamline to be about one cell apart from each other\n",
- "gm.separatingdistance = 1\n",
- "# The seed for the first streamline. All other seeds are generated automatically\n",
- "gm.startseed = [0, 0, 0]\n",
- "# create an evenly spaced streamline plot\n",
- "x.plot(u, v, gm, bg=1)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# we plot randomly seeded streamlines with a red color map\n",
- "x.clear()\n",
- "#create a red colormap with low values mapped to low opacity\n",
- "cmap = x.createcolormap()\n",
- "for i in range(256):\n",
- " cmap.setcolorcell(i,100.,0,0,i/2.55)\n",
- "x.setcolormap(cmap)\n",
- "gm.evenlyspaced=False # attribute available only on releases > 2.10 or on the nightly packages\n",
- "x.plot(u, v, gm, bg=1)"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python [conda env:nightly2]",
- "language": "python",
- "name": "conda-env-nightly2-py"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.14"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/docs/Jupyter/table.png b/docs/Jupyter/table.png
deleted file mode 100644
index 9dac41310..000000000
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diff --git a/docs/Jupyter/test_vcs_markers_uniform.png b/docs/Jupyter/test_vcs_markers_uniform.png
deleted file mode 100644
index 2094dc10a..000000000
Binary files a/docs/Jupyter/test_vcs_markers_uniform.png and /dev/null differ
diff --git a/docs/Jupyter/viewport_and_worldcoordinate.py b/docs/Jupyter/viewport_and_worldcoordinate.py
deleted file mode 100644
index fab9dfb92..000000000
--- a/docs/Jupyter/viewport_and_worldcoordinate.py
+++ /dev/null
@@ -1,93 +0,0 @@
-import vcs
-
-
-canvas = vcs.init(bg=True, geometry=(800,600))
-canvas.drawlogooff() # Turn off logo
-
-# vp and wc definitions
-vp = [.2,.8, .2, .8] # 20 to 80% of canvas in both direction
-wc = [-180,180,-90,90] # Whole globe
-
-
-def text(string, x=.5, y=.5, halign="center", valign="half", height=10, color="black"):
- # First plot coordinate of canvas
- txt = vcs.createtext()
- txt.string = string
- txt.halign = halign
- txt.valign = valign
- txt.x = x
- txt.y = y
- txt.height = height
- txt.color = color
- txt.priority = 2 # To ensure it shows on top of fillarea and line objects
- canvas.plot(txt)
-
-def straightLine(coord, direction="horizontal", color="grey", type="dot"):
- ln = vcs.createline()
- if direction[0].lower() == "h":
- ln.x = [0.001, .999]
- ln.y = [coord, coord]
- else:
- ln.x = [coord, coord]
- ln.y = [0., 1.]
- ln.type= type
- ln.color = [color]
- canvas.plot(ln)
-
-# draw line around the cnavas
-ln = vcs.createline()
-ln.width=6
-ln.x=[0,1,1,0,0]
-ln.y=[0,0,1,1,0]
-canvas.plot(ln)
-
-
-# Viewport coordinates
-text("[0,0] [Canvas Bottom/Left Viewport Origin]",0.01,0.01,"left","bottom")
-text("[Canvas Top/Right Viewport Origin] [1, 1]",0.99,.99,"right","top")
-
-# create the "viewport" area section
-fa = vcs.createfillarea()
-fa.x = [vp[0], vp[1], vp[1], vp[0]]
-fa.y = [vp[2], vp[2], vp[3], vp[3]]
-fa.color= "lightgrey"
-canvas.plot(fa)
-
-# Viewport Coordinates
-text("[.2,.2] [Object Bottom/Left Viewport]",0.2,0.2,"right","top")
-text("[Object Top/Right Viewport] [.8, .8]",0.8,.8,"left","bottom")
-# World Coordinates
-text("(-180., -90.) [Object Bottom/Left World]",0.2,0.2,"left", "bottom", color="red")
-text("[Object Top/Right World] (180., 90)",0.8,.8,"right","top", color="red")
-
-# extends view port area
-straightLine(.2,"horizontal")
-straightLine(.8,"horizontal")
-straightLine(.2,"vertical")
-straightLine(.8,"vertical")
-
-# Draw a fillarea that extends beyond the viewport
-fa = vcs.createfillarea()
-fa.viewport = vp
-fa.worldcoordinate = wc
-fa.x = [150., 200., 200., 150.]
-fa.y = [20., 20., 50., 50.]
-fa.color="blue"
-canvas.plot(fa)
-
-#Draw the part cropped
-ln = vcs.createline()
-ln.color = ["blue"]
-ln.type = "dot"
-x1 = vp[1]
-x2 = vp[0] + (fa.x[0][1]-wc[0])/(wc[1]-wc[0])*(vp[1]-vp[0])
-y1 = vp[2] + (fa.y[0][0]-wc[2])/(wc[3]-wc[2])*(vp[3]-vp[2])
-y2 = vp[2] + (fa.y[0][3]-wc[2])/(wc[3]-wc[2])*(vp[3]-vp[2])
-ln.y = [y1, y1, y2, y2]
-ln.x = [x1, x2, x2, x1]
-canvas.plot(ln)
-
-text("Object (Visible) ",vp[1],y2,halign="right",valign="bottom",color="blue",height=13)
-text(" Object (Cropped)",vp[1],y2,halign="left",valign="bottom",color="blue",height=13)
-canvas.png("vp_and_wc")
-
diff --git a/docs/Jupyter/vp_and_wc.png b/docs/Jupyter/vp_and_wc.png
deleted file mode 100644
index afc6a58a5..000000000
Binary files a/docs/Jupyter/vp_and_wc.png and /dev/null differ
diff --git a/docs/conf.py b/docs/conf.py
index 72e0a24cc..d284f4aa4 100755
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -22,7 +22,7 @@
# First we need to create the jupyter links from gms to Notebooks
-jupyters = glob.glob("Jupyter/*.ipynb")
+jupyters = glob.glob("Jupyter-notebooks/*.ipynb")
if not os.path.exists(os.path.join("API","graphics","Jupyter")):
os.makedirs(os.path.join("API","graphics","Jupyter"))
diff --git a/environment.yml b/environment.yml
index 47012c27e..8c8922cfb 100644
--- a/environment.yml
+++ b/environment.yml
@@ -1,227 +1,131 @@
name: rtd
channels:
- - cdat/label/v80
- cdat/label/nightly
- conda-forge
- - cdat
- defaults
dependencies:
- - vtk-cdat=8.0.1.8.0=py36_mesalib_1
- - cdat=8.0=0
- - cdp=1.2.3=py36h95ac982_0
- - dv3d=8.0=py36_0
- - output_viewer=1.2.3=py36h55fec5a_0
- - thermo=8.0=py36_0
- - vcs=8.0=py36_0
- - vcsaddons=8.0=py36_0
- - wk=8.0=py36_0
- - alabaster=0.7.10=py36_1
- - asn1crypto=0.24.0=py36_0
- - astroid=1.6.3=py36_0
- - autopep8=1.3.4=py_0
- - babel=2.5.3=py36_0
- - backcall=0.1.0=py_0
- - basemap=1.1.0=py36_4
- - bleach=2.1.3=py_0
- - bokeh=0.12.15=py36_0
- - bzip2=1.0.6=1
- - ca-certificates=2018.4.16=0
- - cdat_info=8.0=py36_0
- - cdms2=3.0=py36_5
- - cdtime=3.0=py36_0
- - cdutil=8.0=py36_1
- - certifi=2018.4.16=py36_0
- - cffi=1.11.5=py36_0
- - chardet=3.0.4=py36_0
- - cibots=0.2=py36_0
- - clapack=3.2.1=0
- - click=6.7=py_1
- - cloudpickle=0.5.2=py_0
- - colorama=0.4.0=py_0
- - colorlog=3.1.4=py36_1000
- - cryptography=2.2.1=py36_0
- - curl=7.59.0=1
- - cycler=0.10.0=py36_0
- - cytoolz=0.9.0.1=py36_0
- - dask=0.17.2=py_0
- - dask-core=0.17.2=py_0
- - dbus=1.10.22=0
- - decorator=4.3.0=py_0
- - distarray=2.12.2=py36_0
- - distributed=1.21.6=py36_0
- - docutils=0.14=py36_0
+ - alabaster=0.7.12=py_0
+ - asn1crypto=0.24.0=py36_1003
+ - attrs=18.2.0=py_0
+ - babel=2.6.0=py_1
+ - blas=1.0=mkl
+ - bleach=3.1.0=py_0
+ - bzip2=1.0.6=h14c3975_1002
+ - ca-certificates=2018.11.29=ha4d7672_0
+ - cdat_info
+ - cdtime=3.1.2
+ - cdms2=3.1.2
+ - cdutil
+ - certifi=2018.11.29=py36_1000
+ - cffi=1.12.0=py36h9745a5d_0
+ - chardet=3.0.4=py36_1003
+ - clapack=3.2.1=h14c3975_1001
+ - colorama=0.4.1=py_0
+ - colorlog=4.0.2=py36_1000
+ - cryptography=2.5=py36hb7f436b_0
+ - curl=7.64.0=h646f8bb_0
+ - decorator=4.3.2=py_0
+ - distarray=2.12.2=py_1
+ - docutils=0.14=py36_1001
+ - dv3d=8.0.2018.12.15.10.52.g215c720=py_0
- easydev=0.9.36=py_1
- - entrypoints=0.2.3=py36_1
- - eofs=1.3.0=py36_0
- - esmf=7.1.0r=0
- - esmpy=7.1.0r=py36_1
- - expat=2.2.5=0
- - ffmpeg=3.4.2=0
- - flake8=3.5.0=py36_0
- - fontconfig=2.12.6=0
- - freetype=2.8.1=0
- - future=0.16.0=py36_0
- - g2clib=1.6.0=5
- - genutil=8.0=py36_1
- - geos=3.6.2=1
- - gettext=0.19.8.1=0
- - glib=2.55.0=0
- - gmp=6.1.2=0
- - gnutls=3.5.17=0
- - gst-plugins-base=1.8.0=0
- - gstreamer=1.8.0=1
- - hdf4=4.2.13=0
- - hdf5=1.10.1=2
- - heapdict=1.0.0=py36_0
- - html5lib=1.0.1=py_0
- - icu=58.2=0
- - idna=2.6=py36_1
- - imagesize=1.0.0=py36_0
- - ipykernel=4.8.2=py36_0
- - ipython=6.3.1=py36_0
- - ipython_genutils=0.2.0=py36_0
- - ipywidgets=7.2.1=py36_1
- - isort=4.3.4=py36_0
- - jasper=1.900.1=4
- - jedi=0.12.0=py36_0
- - jinja2=2.10=py36_0
- - jpeg=9b=2
- - jsonschema=2.6.0=py36_1
- - jupyter=1.0.0=py_1
- - jupyter_client=5.2.3=py36_0
- - jupyter_console=5.2.0=py36_0
+ - entrypoints=0.3=py36_1000
+ - esmf=7.1.0r=hdfb41a0_1003
+ - esmpy=7.1.0r=py36h24bf2e0_2
+ - expat=2.2.5=hf484d3e_1002
+ - ffmpeg=4.0.1=h0987f0c_0
+ - freetype=2.8.1=hfa320df_1
+ - future=0.17.1=py36_1000
+ - g2clib=1.6.0=hf3f1b0b_9
+ - genutil=8.1.2018.10.17.21.17.ga5756e2.npy1.14=py36hb3ffb1f_0
+ - ghostscript=9.22=hf484d3e_1001
+ - gnutls=3.6.5=hd3a4fd2_1001
+ - hdf4=4.2.13=h9a582f1_1002
+ - hdf5=1.10.4=nompi_h11e915b_1105
+ - idna=2.8=py36_1000
+ - imagesize=1.1.0=py_0
+ - intel-openmp=2019.1=144
+ - ipython_genutils=0.2.0=py_1
+ - jasper=1.900.1=h07fcdf6_1006
+ - jinja2=2.10=py_1
+ - jpeg=9c=h14c3975_1001
+ - jsonschema=3.0.0a3=py36_1000
+ - jupyter_client=5.2.4=py_1
- jupyter_core=4.4.0=py_0
- - kiwisolver=1.0.1=py36_1
- - krb5=1.14.6=0
- - lapack=3.6.1=1
- - lazy-object-proxy=1.3.1=py36_0
- - libcdms=3.0=1
- - libcf=1.0.1=py36_1
- - libdrs=3.0=0
- - libdrs_f=3.0=0
- - libffi=3.2.1=3
- - libgcc=7.2.0=h69d50b8_2
- - libgcc-ng=7.2.0=hdf63c60_3
+ - krb5=1.16.3=hc83ff2d_1000
+ - lapack=3.6.1=ha44fe06_2
+ - libcdms=3.1.2
+ - libcf
+ - libcurl=7.64.0=h01ee5af_0
+ - libdrs=3.1.2.2019.02.09.01.20.g0c04b0c=h9ac9557_0
+ - libdrs_f=3.1.2.2019.02.09.01.20.g0c04b0c=h9ac9557_0
+ - libedit=3.1.20170329=hf8c457e_1001
+ - libffi=3.2.1=hf484d3e_1005
+ - libgcc-ng=7.3.0=hdf63c60_0
- libgfortran=3.0.0=1
- libgfortran-ng=7.2.0=hdf63c60_3
- - libiconv=1.15=h470a237_3
- - libidn11=1.33=0
- - libnetcdf=4.4.1.1=10
- - libpng=1.6.34=0
- - libsodium=1.0.16=0
- - libssh2=1.8.0=2
- - libstdcxx-ng=7.2.0=hdf63c60_3
- - libtiff=4.0.9
- - libxcb=1.13=0
- - libxml2=2.9.8=h422b904_2
- - llvm-meta=6.0.0=0
- - llvmdev=6.0.0=default_0
- - locket=0.2.0=py36_1
- - markupsafe=1.0=py36_0
- - matplotlib=2.2.2=py36_1
- - mccabe=0.6.1=py36_0
- - mesalib=17.2.0=0
- - mistune=0.8.3=py_0
- - mkl_fft=1.0.1=py36_1
- - mkl_random=1.0.1=py36_0
+ - libiconv=1.15=h14c3975_1004
+ - libnetcdf=4.6.2=hbdf4f91_1001
+ - libpng=1.6.36=h84994c4_1000
+ - libsodium=1.0.16=h14c3975_1001
+ - libssh2=1.8.0=h1ad7b7a_1003
+ - libstdcxx-ng=7.3.0=hdf63c60_0
+ - libtiff=4.0.10=h648cc4a_1001
+ - markupsafe=1.1.0=py36h14c3975_1000
+ - mistune=0.8.4=py36h14c3975_1000
+ - mkl=2019.1=144
+ - mkl_fft=1.0.10=py36h14c3975_1
+ - mkl_random=1.0.2=py36h637b7d7_2
- mpi=1.0=mpich
- - mpich=3.2.1=h26a2512_5
- - msgpack-python=0.5.6=py36_0
- - nb_conda=2.2.1=py36_0
- - nb_conda_kernels=2.1.0=py36_0
+ - mpich=3.2.1=h1c2f66e_1008
- nbconvert=5.3.1=py_1
- - nbformat=4.4.0=py36_0
- - nbsphinx=0.3.5=py_0
- - ncurses=5.9=10
- - netcdf-fortran=4.4.4=6
- - nettle=3.3=0
- - notebook=5.4.1=py36_0
- - numpydoc=0.8.0=py36_0
- - openssl=1.0.2o=0
- - ossuuid=1.6.2=0
- - packaging=17.1=py_0
- - pandas=0.22.0=py36_0
- - pandoc=2.1.3=0
- - pandocfilters=1.4.1=py36_0
- - parso=0.2.0=py_0
- - partd=0.3.8=py36_0
- - pcre=8.41=1
- - pexpect=4.5.0=py36_0
- - pickleshare=0.7.4=py36_0
- - pip=9.0.3=py36_0
- - proj4=4.9.3=5
- - prompt_toolkit=1.0.15=py36_0
- - psutil=5.4.5=py36_0
- - pthread-stubs=0.4=0
- - ptyprocess=0.5.2=py36_0
- - pycodestyle=2.3.1=py36_0
- - pycparser=2.18=py36_0
- - pyflakes=1.6.0=py36_0
- - pygments=2.2.0=py36_0
- - pylint=1.8.4=py36_0
- - pyopenssl=17.5.0=py36_1
- - pyparsing=2.2.0=py36_0
- - pyqt=5.6.0=py36_5
- - pyshp=1.2.12=py_0
- - pysocks=1.6.8=py36_1
- - pyspharm=1.0.9=py36_2
- - python=3.6.5=1
- - python-dateutil=2.7.2=py_0
- - pytz=2018.4=py_0
- - pyyaml=3.12=py36_1
- - pyzmq=17.0.0=py36_4
- - qt=5.6.2=7
- - qtawesome=0.4.4=py36_0
- - qtconsole=4.3.1=py36_0
- - qtpy=1.4.0=py36_0
- - readline=7.0=0
- - requests=2.18.4=py36_1
- - rope=0.10.7=py36_0
- - send2trash=1.5.0=py_0
- - setuptools=39.0.1=py36_0
- - simplegeneric=0.8.1=py36_0
- - sip=4.18=py36_1
- - six=1.11.0=py36_1
- - snowballstemmer=1.2.1=py36_0
- - sortedcontainers=1.5.9=py36_0
- - sphinx=1.7.2=py36_0
- - sphinxcontrib-websupport=1.0.1=py36_0
- - spyder=3.2.8=py36_0
- - sqlite=3.20.1=2
- - tblib=1.3.2=py36_0
- - terminado=0.8.1=py36_0
- - testpath=0.3.1=py36_0
- - tk=8.6.7=0
- - toolz=0.9.0=py_0
- - tornado=5.0.2=py36_0
- - traitlets=4.3.2=py36_0
- - typing=3.6.4=py36_0
- - udunits2=2.2.26=0
- - urllib3=1.22=py36_0
- - wcwidth=0.1.7=py36_0
- - webencodings=0.5=py36_0
- - wheel=0.31.0=py36_0
- - widgetsnbextension=3.2.1=py36_0
- - windspharm=1.5.1=py36_0
- - wrapt=1.10.11=py36_0
- - x264=20131217=3
- - xorg-libxau=1.0.8=3
- - xorg-libxdmcp=1.1.2=3
- - xz=5.2.3=0
- - yaml=0.1.7=0
- - zeromq=4.2.5=1
- - zict=0.1.3=py_0
- - zlib=1.2.11=0
- - blas=1.0=mkl
- - intel-openmp=2018.0.0=8
- - mkl=2018.0.2=1
- - numpy=1.14.2=py36hdbf6ddf_1
- - pyproj=1.9.5.1=py36_0
- - scipy=1.0.1=py36hfc37229_0
- - system=5.8=2
- - pip:
- - cibot==0.2
- - mv2==3.0.0
- - regrid2==3.0.0
+ - nbformat=4.4.0=py_1
+ - nbsphinx=0.4.2=py_0
+ - ncurses=6.1=hf484d3e_1002
+ - netcdf-fortran=4.4.5=hea25ff8_1000
+ - nettle=3.4.1=h14c3975_1002
+ - numpy=1.15.4=py36h7e9f1db_0
+ - numpy-base=1.15.4=py36hde5b4d6_0
+ - openssl=1.0.2p=h14c3975_1002
+ - ossuuid=1.6.2=hf484d3e_1000
+ - packaging=19.0=py_0
+ - pandoc=2.6=1
+ - pandocfilters=1.4.2=py_1
+ - pexpect=4.6.0=py36_1000
+ - pip=19.0.2=py36_0
+ - ptyprocess=0.6.0=py36_1000
+ - pycparser=2.19=py_0
+ - pygments=2.3.1=py_0
+ - pyopenssl=19.0.0=py36_0
+ - pyparsing=2.3.1=py_0
+ - pyrsistent=0.14.10=py36h14c3975_0
+ - pysocks=1.6.8=py36_1002
+ - python=3.6.7=hd21baee_1001
+ - python-dateutil=2.8.0=py_0
+ - pytz=2018.9=py_0
+ - pyzmq=17.1.2=py36h6afc9c9_1001
+ - readline=7.0=hf8c457e_1001
+ - requests=2.21.0=py36_1000
+ - setuptools=40.8.0=py36_0
+ - six=1.12.0=py36_1000
+ - snowballstemmer=1.2.1=py_1
+ - sphinx=1.8.4=py36_0
+ - sphinxcontrib-websupport=1.1.0=py_1
+ - sqlite=3.26.0=h67949de_1000
+ - testpath=0.4.2=py36_1000
+ - tk=8.6.9=h84994c4_1000
+ - toolchain3=1.1.1=0
+ - tornado=5.1.1=py36h14c3975_1000
+ - traitlets=4.3.2=py36_1000
+ - udunits2=2.2.27.6=h4e0c4b3_1001
+ - urllib3=1.24.1=py36_1000
+ - vcs
+ - vtk-cdat
+ - webencodings=0.5.1=py_1
+ - wheel=0.33.0=py36_0
+ - x264=1!152.20180717=h14c3975_1001
+ - xz=5.2.4=h14c3975_1001
+ - zeromq=4.2.5=hf484d3e_1006
+ - zlib=1.2.11=h14c3975_1004
prefix: /home/doutriaux1/miniconda/envs/rtd
diff --git a/readthedocs.yml b/readthedocs.yml
index 87a2963b9..018ba7160 100644
--- a/readthedocs.yml
+++ b/readthedocs.yml
@@ -1,5 +1,5 @@
-build:
- image: latest
+#build:
+# image: latest
python:
version: 3.6