{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Matplotlib\n", "===========\n", "\n", "Web stranica: [http://matplotlib.org/](http://matplotlib.org/)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "`%matplotlib` je jedna od _magičnih_ funkcija, više o njima možete pročitati [ovdje](http://ipython.readthedocs.org/en/stable/interactive/magics.html)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Ako se ne želi da se prostor imena varijabli napuni funkcijama iz Matplotliba, obično se koristi" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Učitat ćemo i paket [seaborn](http://stanford.edu/~mwaskom/software/seaborn/) da bi (jednostavnije) poboljšali predefinirani izgled slika." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "sns.despine()\n", "sns.set_style(\"white\",{\"grid.linewidth\": .5})\n", "sns.set_context(\"paper\",font_scale=1.5)\n", "sns.set_palette(\"dark\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "# učitajmo sve iz numpy-ja i matplotib-a\n", "from numpy import *\n", "from pylab import *" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Matplotlib ima API koji je dizajniran da nalikuje funkcijama za grafiku iz MATLAB-a." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "x = linspace(0, 5, 10)\n", "y = x ** 2" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure()\n", "plot(x, y, 'r')\n", "xlabel('x')\n", "ylabel('y')\n", "title('naslov')\n", "show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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n2j5jOop4Ge2u6uu2bYOkJHjrLUdxEL+w7/g+3tn2DpM6TKJauWqm44iXUY/B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\nqTzwwAOmo3gFf2gLzZs3/9N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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# stavljamo ; na kraj zadnjeg retka da se ne ispišu dodatne informacije\n", "subplot(1,2,1)\n", "plot(x, y, 'r--')\n", "subplot(1,2,2)\n", "plot(y, x, 'g*-');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Taj način pisanje je dobar za jednostavne stvari, ali za kompleksnije primjere bolje je koristiti Matplotlib objektno sučelje. U sljedećem primjeru ćemo nacrtati istu sliku, ali ćemo sliku spremiti u `fig` varijablu." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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UsZ1ORNxMRSR2nDoF775rjn42bIAbbzRbMvTta5Zka/GBSMBQEYnnOI4ZPDp3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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 0.8, 0.8]) # lijevo, dolje, širina, visina (raspon od 0 do 1)\n", "axes.plot(x, y, 'r')\n", "axes.set_xlabel('x')\n", "axes.set_ylabel('y')\n", "axes.set_title('naslov');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Kod jest malo kompliciraniji, ali sada možemo lako modificirati sliku." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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t1XE36MIiOU9B5MSOXTxGm3lt+CvlL37o9QN176truiQR5/btt/DqqzBwILz5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\nQuLUNCIScSZr1kBICFy5AvP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URkQiImKUgkhERIxSEImIiFEKIhERMUpBJCIiRimIRETE\nKAWRiIgYpSASERGjFEQiImLU/wMOqpZmVuSjewAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "axes1 = fig.add_axes([0.1, 0.1, 0.8, 0.8]) # glavne osi\n", "axes2 = fig.add_axes([0.2, 0.5, 0.4, 0.3]) # unutarnje osi\n", "# glavna slika\n", "axes1.plot(x, y, 'r')\n", "axes1.set_xlabel('x')\n", "axes1.set_ylabel('y')\n", "axes1.set_title('naslov')\n", "# unutarnja slika\n", "axes2.plot(y, x, 'g')\n", "axes2.set_xlabel('y')\n", "axes2.set_ylabel('x')\n", "axes2.set_title('mali naslov');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Ako ne želimo sami definirati mjesta za podslike, možemo korisititi (kao što smo već viđali) `subplots`:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots()\n", "axes.plot(x, y, 'r')\n", "axes.set_xlabel('x')\n", "axes.set_ylabel('y')\n", "axes.set_title('naslov');" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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FbeLjzdYtX34JRYrYTiNih+NAjx7m0ldioi6BeZkai5usWQODBkGfPnDnnbbT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\neOEF25FErFAt+IdGLC5QokQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1, ncols=2)\n", "for ax in axes:\n", " ax.plot(x, y, 'r')\n", " ax.set_xlabel('x')\n", " ax.set_ylabel('y')\n", " ax.set_title('naslov');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Oznaka za y os dodiruje prvu sliku, što nije lijepo.\n", "\n", "Koristeći `fig.tight_layout` metodu, koja automatski namješta da se tako što ne dogodi, lako riješavamo taj problem." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1, ncols=2)\n", "for ax in axes:\n", " ax.plot(x, y, 'r')\n", " ax.set_xlabel('x')\n", " ax.set_ylabel('y')\n", " ax.set_title('naslov') \n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Veličina slike, rezolucija" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "`figsize` je par (širina, visina) u inčima, a `dpi` je rezolucija u točkama (pikselima) po inču." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,4), dpi=100)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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RWrY0x1mPGWNKcuvWUo0a1uYGALgVyjMA55OfL/3005Xzyenp5vUbbjDluF+/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\n55w+42T3DwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(figsize=(12,3))\n", "axes.plot(x, y, 'r')\n", "axes.set_xlabel('x')\n", "axes.set_ylabel('y')\n", "axes.set_title('naslov');" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "# analogno možemo promijeniti veličinu svih slika na sljedeći način \n", "from IPython.core.pylabtools import figsize\n", "figsize(8,4)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Spremanje slika" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "fig.savefig(\"ime.png\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Ili s više parametara:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "fig.savefig(\"ime.png\", dpi=200)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "fig.savefig(\"ime.svg\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Koje formate možemo koristiti? Sve osnovne: PNG, JPG, EPS, SVG, PDF. PDF je vrlo praktičan format za uključivanje u PDF dokumente (recimo one kreirane u $\\LaTeX$u)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "**Naslovi**" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax.set_title(\"naslov\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "**Koordinatne osi**" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax.set_xlabel(\"x\")\n", "ax.set_ylabel(\"y\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "**Legende**" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "ax.legend([\"krivulja1\", \"krivulja2\", \"krivulja3\"]);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Ovo je malo nespretno jer trebamo voditi računa o tome kad se koja krivulja ubacila u sliku. Bolje je biti eksplicitan:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "ax.plot(x, x**2, label=\"krivulja1\")\n", "ax.plot(x, x**3, label=\"krivulja2\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Lokacija legende se isto može definirati, za detalje vidi [http://matplotlib.org/users/legend_guide.html#legend-location](http://matplotlib.org/users/legend_guide.html#legend-location):" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax.legend(loc=0) # automatski\n", "ax.legend(loc=1) # gore desno\n", "ax.legend(loc=2) # gore lijevo\n", "ax.legend(loc=3) # dolje lijevo\n", "ax.legend(loc=4) # dolje desno\n", "# .. ima i drugih mogućnosti" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Primjer:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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aAXBycsLZ2RkvLy8SEhJs6yUkJBAeHm5WTBERh2IYBlPWTyfi0560DmvG0kdm\n4enmaXYsuUVMLfbatWtTsWJFFi5cCMDKlSvx8/Nj2LBhLF++nKSkJPLy8oiJiSE6OtrMqCIiDiHZ\nksJDcx7lueWv8WSbIax4dB5ebl5mx5JbyNRzGZycnJg6dSpjx45l5syZlC9fnqlTp9KgQQMGDx5M\nnz59MAyD1q1b07t3bzOjiojYvd9O7KLHnCGcyUhiYf9P6X57J7MjSREw/STF8PBwFi1adNnjAwYM\nYMCAASYkEhFxLIZh8NnP83hy2YvUCQxn5aNfEl7hNrNjSRExvdhFRKToZORkMOLrscRsW8jg5n2Y\n1u0NTb07OBW7iIiD2n/6AA/NeZRD547w+cPv8UizGzs1WeyLil1ExAHN/20pjy0aTWX/IDaPXMHt\nleuaHUmKie7DJyLiQLLzsnly6Yv0njeMjnXa88tTq1TqpYxG7CIiDiLh/FF6zh3K9hO7eK/L6zzZ\n5lGcnJzMjiXFTMUuIuIAVuxdQ/+vRuLr4cOGJ5bRIvQOsyOJSTQVLyJix/Ly8xgXO4lO/9ePFqFN\n+HXU9yr1Uk4jdhERO5WYdpq+855g/aFNTIwYywvtnsLZWeO10k7FLiJihzYc2kSvLx7HalhZNWQ+\nHWr+w+xIUkLon3YiInbEarXy1rppdJj5EOHlb+PXUWtU6lKIRuwiInbifGYyA+c/yXd7v+fZu4fz\nRuQLuLm4mR1LShgVu4iIHdh69DcenvsY5y0pLB04my71I8yOJCWUpuJFREowwzCYvmkWbT/qQjnv\nsmwb9b1KXf6WRuwiIiVUenYGwxY/x7zfljC0xQDe6zIBTzdPs2NJCadiFxEpgfac2k+POUNIOH+M\nmF4f0O+Oh8yOJHZCU/EiIiXMF78u5s6pkRjAlidXqtTlumjELiJSQmTlZvH0t+P5eHMMvRs/wMfd\n38bXw8fsWGJnVOwiIiXA4XMJ9JjzGLsS9/HhA28yrOVA3cBFboiKXUTEZN/sXsUjC56ijKcfPw7/\nhmYhjc2OJHZM+9hFREySl5/H8ysm0m32QNpWu5Nto75XqctN04hdRMQEJ1IS6T1vGD/F/8y/Oo5j\nzN0jdAMXuSVU7CIixWztgR/pM28Yzk7OxA1dxN01WpsdSRxIifjn4Q8//EDt2rU5duwYhmHw9ttv\nExERQWRkJFOmTDE7nojILWG1Wnk97l3u/+Rh6lWsxa//XKNSl1vO9BG7xWJhypQpBAQEALBixQp+\n/vlnvv1KrI4BAAAb0ElEQVT2WwD69+/PqlWriIjQJRRFxH4lZZxjwFcjWbl/LS+0H8Vr9z2Hq4vp\nfwWLAzJ9xD5t2jS6dOmCj0/BuZqxsbE88MADuLu74+7uTpcuXVi5cqXJKUVEbtyWI79yx/v3sfnI\nr3w7aA5vRL6gUpciY2qx79+/n40bN/LII4/YHouPjyc0NNS2HBoayqFDh0xIJyJycwzDYNpPn3LX\n9K5U8gtk26jVRNe9z+xY4uBM+yejYRi88sorvPTSS7i5/Xk/YYvFgoeHh23Z09MTi8ViRkQRkRuW\nmpXGY4ueYeF/v2V460FM6fQqHq4eV3+hyE0yrdjnz59PeHg4zZo1K/S4l5cX2dnZtmWLxYK3t3dx\nxxMRuWE7T+6lx5whnEhN5Ms+M+jZuJvZkaQUMa3Y4+Li2LVrF+vWrQPg3LlzPPRQwY0OEhISaNOm\nje3n8PBws2KKiFyX2VvnM/zrsVQvF8rPT8VSp2JNsyNJKWNasX/yySeFltu3b09MTAy7du1ixowZ\ndOvWDcMwWLBgAU8//bRJKUVEro0l18KTS8fx+S/z6H/HQ3z04Fv4uOsGLlL8StxhmZGRkezevZtu\n3brh5OREp06daN++vdmxRESuyDAMlu/9njErJnL43BE+7v42Q+7sqxu4iGlKTLGvXbvW9vPo0aMZ\nPXq0iWlERK7ul6PbGbN8AusPbeKu21oyr890GldpYHYsKeVKTLGLiNiLg0nxvBQ7ifk7llG3Yk2W\nPRJDp7r3aZQuJYKKXUTkGp3NSOL1uPeYvmkW5b3L8nH3txnUrJcuNiMliv40iohchSXXwvs/fsqb\n66ZitVp5qcPTPHPX4zo4TkokFbuIyF/It+Yz99dFvLzqLU6mnWJoi/6Mv3c0QX6BZkcT+UsqdhGR\n/2EYBqt//4HnV0zkvyf38GCDaN6IfIHaFXVNDSn5VOwiIpfYfnwnz6+YyJo/NtAqrBn/Gf4Nbard\naXYskWumYhcRARLOH+XlVW8x99dF1KxQnUX9P+OBBlE60l3sjopdREq185nJ/Gvt+0z76TPKePrx\nQbdJPNaiH24ubld/sUgJpGIXkVIpOy+bD376nH+tfZ/svGzG3DOCZ+8ejr+nn9nRRG6Kil1EShWr\n1cpXO5byUuwkjiQfZ3DzPrx637NUKVPJ7Ggit4SKXURKjbUHfmTM8gn8evy/dK57P98Nnku9oNpm\nxxK5pVTsIuLwdp7cy9gVE1m5fy3NQxqz7vEl3F2jtdmxRIqEil1EHNax5BOMXz2Z2dvmU61sCF/2\nmcHDjbrqSHdxaCp2EXE4KZZU3vrhA977z0y83b14p/MEhrUcgIerh9nRRIqcil1EHEZOXg4fb4lh\n4pp3SM/OZNQ/HuP5e0YS4FXG7GgixUbFLiJ2zzAMFu38lhdX/otD5xIY2PRhXrt/DCEBVc2OJlLs\nVOwiYtc2HNrEmOUT+PnodiJrt2PxgM9pWLme2bFETKNiFxG7tPfU77yw8g2+2bOKxlUasPqxBdxb\n8y6zY4lw9lwGO/acYseeRHbsLfje8o5gZkzqXCzbV7GLiF05mXqKV79/m89+/oLgMpWJ6fUBfRo/\niLOzs9nRpJTJz7fyx+Gky0r8eGIaAB4eLjSoVZGmt1fhwci6xZZLxS4idiEtK523N3zElPXTcXd1\n582olxjZejCebp5mR5NSIDUti//uPcVvexJtRb5r/2ksWXkAVKroS6O6QfR9oCGN61WiUb0galUv\nj6urS7FnVbGLSImWm5/LZz/P47Xv3+a8JYWRbQbzYvtRlPMua3Y0cUCGYXD4yPmC8t6baPt++Egy\nAK6uztQNr0CjepV4uFN9Gl0o8YoVfE1O/icVu4iUSIZhsGx3LC+sfIP9Zw7Qp/GDvB45lmrlQs2O\nJg4i05LDrn2nbVPoF0s8LT0HgHIBXjSqF0TX++rQqF4QjepVol7NQDw8SnZ1mp4uLi6OqVOnkpOT\nQ0BAAK+99hq1atVi1qxZzJ8/H6vVSrNmzXjllVdwd3c3O66IFDHDMPjP4c2Mi53ET/E/065GG+b2\n/pCmwY3MjiZ2yjAMTiSmXZhG/7PA/zh8DqvVwMkJat5Wnsb1KtGxXbhtFF61kr9dXqXQ1GI/deoU\nY8eO5csvvyQ8PJwvvviC8ePHM3bsWGJiYli6dCl+fn6MGjWKuXPnMnjwYDPjikgRij93hDm/LmLu\nr4v44+whGlSqw/LBXxBZu71d/uUq5sjJyWPPH2cuO6At6bwFAD9fdxrWDaJDm+o881grGtWrRIPa\nFfHxdpyBo6nF7urqypQpUwgPDwegadOmvPvuu8TGxhIVFYW/vz8A3bt354MPPlCxiziYFEsqi3Z+\nx5xtC9hweDPebl480CCKad3+RYfwf+DiXPwHHon9OJOUYRuBXxyN7z1wlrw8KwDVQgJoVDeIEQPv\npFG9IBrXq0S1kACHP4PC1GIvX748d93153mnGzZsoFGjRsTHx9O+fXvb4yEhIRw6dMiMiCJyi+Xl\n5/H9H+uZs20hS3fHkp2fTbsabfi/h9/nwQbR+HmWnIOQpGRITcti74Gz7Pn9DHsPnGHnvtPs2JPI\nydPpAHh6uNKgdkVaNAlmaN+mNKpbiYZ1gyjjXzrPmDB9H/tFmzZtYvbs2cyePZuJEycW2p/u6emJ\nxWIxMZ2I3KwdJ3YTs20B87Yv4VT6GWoHhvPyvc/Qt8mDhJYNNjuelABnz2VcKO+z7PnjDHv/OMOe\nP87YzgsHCK1ahvq1AhnYozGN6hYc0FbztnKmnFZWUpWIYl+zZg0TJ05kxowZhIeH4+XlRU5Oju15\ni8WCt7e3iQlF5EacTD3FvO1LmPPrQv57cg/lvcvRq3E3BjTtQbPgxtp3XgpdPJBt74GC0i4o8IIi\nP3suEwBnZyeqh5alXs1A+j3YkHo1A6lXM5A64RXw9dEd+q7G9GLfuHEjb7zxBp9//jk1atQAoHr1\n6iQkJNjWSUhIsO2HF5GSLTMnk6W7Y5mzbSHf/7EeF2cXOte9n9fuH0PH2u1xd3Wcg5Tkr1mtVuKP\nJl82+t574CypadkAuLk5U+u28tSrFcg9rapRr2YgdWtWoNZt5fH0dDP5E9gvU4vdYrHwwgsv8OGH\nH9pKHaBjx448+eSTDB48mDJlyhATE0N0dLSJSUXk71itVjYc3kTMtoUs3vkdadnptAprxgfdJvFw\noy66mIwDy83N52DCuUIj770HzrDvwFnbVdm8PF2pE16BejUD6XJfbeqGB1KvViDVQ8vi5qYp9FvN\n1GKPi4vj3LlzPPvss4Uev3hqW58+fTAMg9atW9O7d2+TUorIX9l/+sCFU9QWciT5OGFlgxnV9jH6\n39GDmoHVzY4nt1BWVi77DyXZDmC7OPr+43ASubkFR6GX8fegbnggTepXpk/X26lXK5C64YGEBZdx\n+CPRSxInwzAMs0PcjGPHjtGhQwfi4uIIDtYBOCJFLSnjHPN3LGPOrwvZcuRX/Dx86dGwCwOa9qBt\ntRb6C9zOpaVns/ePyw9gO3w0Gau1oC4Cy3sXTJtfGHnXvTAarxzkp+MmisHVes/0fewiUvLl5OWw\nfN8a5v66iO/2fk++NZ+IWvcwr88MutS7H293HdxqTwzD4OSpNA7En2PfwbO2KfQ9f5zh2MlU23rB\nlf2pG16BTvfWKijxC/vAK5TzMTG9XI2KXUSuyDAMfj66nZhtC5i/YxnnMs/TqHJ9JnUcR58mD1LJ\nr6LZEeVvWK1Wjp1M5UD8ucu+DiacJ9OSC4CTE9wWUpZ6tQLp3bVBoSPQ/f1K53ng9k7FLiKFJJw/\nytxfFzNn20J+P3uQSn4VGdSsF/2b9qBh5Xpmx5NL5OXlc+R4yuXlnXCOQ0fOk52dDxSUd0iVMoRX\nK0erpiH0796ImtXKEV6tHDXCyuHlpSPQHYmKXURIzUpj8c7vmLNtIT8c2oiXmxcP1O/I+11fp0P4\nP3B10V8VZsnJySP+WPIVR96HjybbLp/q7OxEteAAwquVo12r23isd1PCL5T3bSEBOn2sFNH/rSKl\nVF5+HnEH/sOcbQv5evdKLLkW7qnems96vEv32zvh7+lndsRSIysrl8NHr1zeCceTyc8vOGjN1dWZ\n6qFlCa9Wjo7tatqKO7xaOcKqlsHdXX+li4pdpNT578k9xGxbwJfbv+Zk2ilqVajBi+1H0e+O7oSV\nDTE7nsPKtORwMP68bar80vI+eiKFi+cneXi4UCOsHOFh5egWUadQeYdU8delU+WqVOwipUBi2umC\nS7tuW8iOk7sp512Wno26MqDpw9wZ0kSnKN0iqWlZHEw4f8WR94lTf17v3NvLzVbWvbo0KFTeVSv5\n6ZRBuSkqdhEHlJqVxpYjv7IpYSs/xm9h7YEfcXF2IbrOvYy/bzRRdTrg4aprbl8PwzA4ey6ThGPJ\nHDmRQsKxFI4cTyHhePKF7ym2a51DwX2/a95WnvCwcrRtHlqovCtV9NU/pqTIqNhF7JzVauX3swfZ\nlLCVTQnb2HxkK7tP7ccwDPw9/WgZ2pSpXd+gZ6OulPcpZ3bcEisnJ49jJ1MLlXbBzwVFfuR4iu0S\nqQDu7i6EVilDWHAZGtYNotO9tWz7v8OrlSOwvI/KW0yhYhexM6lZafx8dDubErayOWErm4/8ynlL\nMgB1K9akZVgznmrzGK3CmlK3Yi1N616Qkpr15+j6WOHSTjiWwsnTaVx6Hc5yAV6EBZchtEoZIu4O\nt5V4aJUyhFYtQ8UKPvrdSomkYhcpwQzD4PczB9l05MJoPGEru07ts43GW4Tcwcg2g2kV1owWIXdQ\n1jvA7MimyM+3kng6vdC0+P9Ok1+8oxiAi4sTwZX9Ca1ShhphBaeHhVYtQ1jVgtIOrVpGtwcVu6Vi\nFylB0rLSC0bjR/4cjZ/LPA9AnYo1aRnalJFtHrWNxl2cS8cR0pmWnIKp8UtK+9IR99ETqbbzuQF8\nfdxtJd2mWSi9u/5Z2mHBAVSu6Kujy8VhqdhFTHJxNL75yDbbvvFdifuwGlb8PHxpEXoHw1s9UjAa\nD73DIW99ahgGSeczOXkqnZOn0zh5+s/vR0+kXPGgNIDKFX0vjLADaN6oaqEp8rCqAQSU8dT+bSm1\nVOwixeTqo/E7GN5qEK3CmlEvyL5H43l5+Zw+m1GoqE+eTruswBPPpNtu+XmRv58HlSv6ElzZn0b1\nKtH5vtp/jrarBhBc2R8PD/3VJfJX9H+HSBEwDIM/zh4qdKS6I4zGs7Jyr1rWJ0+ncyYpg/+9IXSF\nct5UruhL5Yp+1A2vQPs2t9mWbd+DfPH2cjfnw4k4CBW7yC2Qnp1x2ZHqSZnnAKgdGE6rsKYldjRu\nGAapadl/lvOpgu+JZy4v7OSUrEKvdXV1JqiCj62cWzQJvmJZB1Xwxc2t5HxmEUemYhe5ToZhcODs\n4QtHqm9lc8I2dibuxWpY8XX3oUXoHQxrNZBWoU1pEXqHaeeOZ2XlcvZ8JknnLST+7yj7f0bbl56f\nDeDl6Wor5coV/ahXM7BwYQcVfK9QzlunfImUMCp2kSvIycvheOpJjiafKPhKOcGR5GMknDvKL8d+\n42xGwWi8VoUatAprWlDkYc2oH1T7lo/GDcMgIzOHpPMWzp7LJOl8ZsH3ZMufP5+3XCjxTNt6F++3\nfaky/h62cg6rGkDLJsGXlXXlin74+3no4DMRO6Vil1LHarWSmHaaoyknOJp8nKPJJziSfJxjKcdt\nRZ6Yfhrjkp3E/p5+hJSpQmhAVYa2GECrsKa0DG163aNxwzBISc0i6fyFUr6kiG2lfD6zUGEnJWfa\n7qt9KVdXZyqU86Z8gBfly3pToZw3t4UEFPxc1pvyZb0Kni/rbZsu1323RRyfil0cimEYnLckcyT5\nYkkfLyjw88dtRX48NZHc/D9Hsx6uHoSUqUJIQBXqVqzJfbXusS2HBlQlJKDqFW9hmp9vvaSACxf0\nxcK+dHR99lwm55Ithc63vsjTw7VQEQeW86FOjQq2wi5f1utCWf9Z2H6+GlWLyOVU7GJXMnIybCPs\nQsV9yXJmrsW2vouzC1X8K9lG2y1C7yAkoAqVfStT3j0Qf5fyuOX5kJaRQ2p6Nqlp2aQmZZMan82W\njGy+T4snNX3/n8+lZ9sK+1yy5bIjv6Hg4iiXFnFwZX8a169UaCRdqLDLeetIcBG5ZUpssW/atInJ\nkyeTmZlJlSpVmDRpEpUqVTI7lhShS/dr24o75TjHLlm+eE30iwI8ylLePZAyrhWo5FSH23xa4Z5b\nBpcsP8j0JSfNg/RDeaSmZ7M1PZu16dmkpiViyTr2t1l8vN3w9/XA38/D9t3Px4OgQF9aNPYqVMr/\nW9g6x1pEzFQi/wbKzMzkmWee4dNPP6V+/frExMTw6quvMmPGDLOjyV/It+aTmWMhIzeTlMw0kjPS\nOZ+RxvmMdFIy00i1ZJCWlUGqJZ207EwycjJJzUrjTOYZzmSd5nzuGdKtKcCfQ2CXfE9cc/xxsvhi\nTfchJ7kWRoYPZPpe+PLhvNWV8xfXd3GijJ/nhRJ2w98P/H0hqIIPNW8rV6igbYV9WXm74+frgYuL\njvQWEftUIot98+bNhISEUL9+fQC6d+/O5MmTSU9Px9fX1+R09sFqtZKVnUdWVh6WrDwys3JIzkgv\n+MpMI8WSTkpmBqlZ6aRnZZKenUl6dgYZuZlk5ljIzLWQlWchK99CVn4WOdZscqxZ5BjZ5JFDHtnk\nO+WQ75SL1SUHnC8/uOtKjHxnyHODfFfIdQOLD645fnjm16GiUQ5/l/KUc69ABY8gyvuVwa+MO/5V\nC5fvXxW0p6er9jmLSKlXIos9Pj6ekJAQ27KPjw8BAQEcOXKEevXqFem2k9PSePHLT0nLysBqNci3\n5mM1DPKtVqxWK/mGFavVwGpYCx4zCh63Gobte76Rj3HxNYZhW8cwDPKNgu9W48/nLl02/ucxg0uW\nMTAK/WxgcHHZSj4XitY5B6tLLrjkgmseuObh5Jp39Q8PYHXCyeqGk9UNF6s7LoY7rrjjigfuTh74\nOpfF3dkTTxdPPF288HT1xNvNC283b3zcvfHx8MbPwxtfTx/8PX0p4+VDGW9fynj5UtbXD18vTzw9\nXPHydMXTwxVfH3fdjENE5BYqkcVusVjw8Ch8y0QPDw8yMzP/4hW3zndbtzBj/7/B5ZIjlw2nCzPE\nTgU/U/Cz0yU//7nshNPF5Yvr8efjtp+dnHByvvw5J6dLf3bGCSecLzzu4nRh6cI6zk7OODmBE844\nO7ng4RKAl6tXwZebFz5u3vi4e+Hj4YOfhzd+Xr74e/rg7+VDgLcvAd5+BPj4Ud7XnwBfH/w8fXF3\ncdeoV0TEjpXIYvf29iY7O7vQY1lZWfj4+BT5tvu1u5eH2ybg4uyMs7OzSk5EROxKiTxCqHr16hw5\ncsS2nJaWRkpKCmFhYcWyfXc3N1xcXFTqIiJid0pksbdo0YITJ06wdetWAGbNmkW7du3w9vY2OZmI\niEjJViKn4j09PXnnnXeYMGECFouF0NBQ3nzzTbNjiYiIlHglstihYNT+zTffmB1DRETErpTIqXgR\nERG5MSp2ERERB6JiFxERcSAldh/7tcrPL7iUaWJioslJREREit7FvrvYf//L7ov9zJkzAPTt29fk\nJCIiIsXnzJkzV7y+i5NhXOmO0vYjKyuLXbt2ERgYiIuLrjkuIiKOLT8/nzNnztCgQQM8PT0ve97u\ni11ERET+pIPnREREHIiKXURExIGo2EVERByIiv0SmzZt4oEHHiAiIoJBgwbpFLoblJuby1tvvUXt\n2rX1O7xBcXFxdO3alY4dO9K7d29+//13syPZnVWrVtG1a1ciIyP1O7xJP/zwA7Vr1+bYsWNmR7Er\nx44do379+kRGRtq+xowZU/QbNsQwDMPIyMgwWrZsaezatcswDMOYPXu28fjjj5ucyj4NGTLEeO+9\n94xatWoZJ0+eNDuO3UlMTDSaNWtm/PHHH4ZhGMbcuXONnj17mpzKvhw/ftxo0aKFcezYMcMwDGPW\nrFlG9+7dTU5lnzIzM41OnToZd955p3H06FGz49iVo0ePGu3atSv27WrEfsHmzZsJCQmhfv36AHTv\n3p0ff/yR9PR0k5PZnxEjRjBq1CizY9gtV1dXpkyZQnh4OABNmzblwIEDJqeyLxd/h1WrVgWgVatW\nHD582ORU9mnatGl06dIFHx8fs6PINVKxXxAfH09ISIht2cfHh4CAAI4cOWJiKvvUuHFjsyPYtfLl\ny3PXXXfZljds2ECjRo1MTGR/KlasSJs2bQDIy8vj66+/pkOHDiansj/79+9n48aNPPLII2ZHsVvp\n6ekMHz6cyMhIHn30UQ4ePFjk21SxX2CxWPDw8Cj0mIeHB5mZmSYlEik47mP27Nm88MILZkexS7Nn\nz6ZNmzZs3bqVZ5991uw4dsUwDF555RVeeukl3NzczI5jl3x8fOjUqRMvvvgiK1asoE2bNgwfPpy8\nvLwi3a6K/QJvb2+ys7MLPZaVlaXpJzH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(x, x**2, label=\"y = x**2\")\n", "ax.plot(x, x**3, label=\"y = x**3\")\n", "ax.set_xlabel('x')\n", "ax.set_ylabel('y')\n", "ax.set_title('naslov')\n", "ax.legend(loc=2);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Formatiraje teksta, $\\LaTeX$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Stavljamo `r` ispred stringa da kažemo Pythonu da ćemo koristiti *raw string*. Inače bi, kako je \\ escape znak u Pythonu, morali paziti na takve stvari." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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2HP6RLvMGctdtTVk2YC6ebp5mR5J8cN3C79mzJw0bNiQ8PJzbbrvtr1/IzY2h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\n7drx6KOPcuTIkQLfpgr/OqxWK56ennm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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(x, x**2, label=r\"$y = \\alpha^2$\")\n", "ax.plot(x, x**3, label=r\"$y = \\alpha^3$\")\n", "ax.set_xlabel(r'$\\alpha$', fontsize=18)\n", "ax.set_ylabel(r'$y$', fontsize=18)\n", "ax.set_title('šđčćž')\n", "ax.legend(loc=2);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Parametre koje ćemo uvijek koristiti možemo definirati kao globalne:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "matplotlib.rcParams.update({'font.size': 18, 'font.family': 'serif'})" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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KvbdSqURYWBi6dOmCNm3aYMeOHVi5ciWWLVuG0tJSzXpyuRympqaV2hYRka5afnIdIv6O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\nzeHr6yt2NJ2zaNEiGBkZiR1DZ4WHh9f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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(x, x**2, label=r\"$y = \\alpha^2$\")\n", "ax.plot(x, x**3, label=r\"$y = \\alpha^3$\")\n", "ax.set_xlabel(r'$\\alpha$')\n", "ax.set_ylabel(r'$y$')\n", "ax.set_title('šđčćž')\n", "ax.legend(loc=2);" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "# sad ćemo vratiti natrag defaultne vrijednosti\n", "matplotlib.rcParams.update({'font.size': 12, 'font.family': 'sans'})" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Boje" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# kao u MATLAB-u\n", "ax.plot(x, x**2, 'b.-') # plava istočkana\n", "ax.plot(x, x**3, 'g--') # zelena iscrtkana" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Ali boje se mogu i puno preciznije definirati kao u HTML-u." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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54oIN9vwldbdL1s/PD2+++SbWr1+Pv/3tb4iJicGbb77J52OJ+phLDTdQ0LRYj1ouQOEf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\nmpoq9yzSdNSy5uWJC5YtKxE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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(x, x+1, color=\"red\", alpha=0.5) # polutransparentna crvena\n", "ax.plot(x, x+2, color=\"#1155dd\") \n", "ax.plot(x, x+3, color=\"#15cc55\");" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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pl+suyaHGBSGJoCL5FBc3MaD3h6urywVgc0Kvdf7280f2ZMmQsCwLV5drwEVx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HUq8K9/2c8nk9E2DPfB88CVK3YhJIhZgBY76vXAhx/S85kz6XehNgoF3fBwnLSK//nn9lkEANi6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\nr8SKFSuwbt06fP75527vEuli3nzzTVx55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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12,6))\n", "ax.plot(x, x+1, color=\"blue\", linewidth=0.25)\n", "ax.plot(x, x+2, color=\"blue\", linewidth=0.50)\n", "ax.plot(x, x+3, color=\"blue\", linewidth=1.00)\n", "ax.plot(x, x+4, color=\"blue\", linewidth=2.00)\n", "# moguće linestype opcije ‘-‘, ‘–’, ‘-.’, ‘:’, ‘steps’\n", "ax.plot(x, x+5, color=\"red\", lw=2, linestyle='-')\n", "ax.plot(x, x+6, color=\"red\", lw=2, ls='-.')\n", "ax.plot(x, x+7, color=\"red\", lw=2, ls=':')\n", "line, = ax.plot(x, x+8, color=\"black\", lw=1.50)\n", "line.set_dashes([5, 10, 15, 10]) # format: duljina linije, duljina praznine ...\n", "# marker = '+', 'o', '*', 's', ',', '.', '1', '2', '3', '4', ...\n", "ax.plot(x, x+ 9, color=\"green\", lw=2, ls='--', marker='+')\n", "ax.plot(x, x+10, color=\"green\", lw=2, ls='-.', marker='o')\n", "ax.plot(x, x+11, color=\"green\", lw=2, ls=':', marker='s')\n", "ax.plot(x, x+12, color=\"green\", lw=2, ls='', marker='1')\n", "ax.plot(x, x+13, color=\"purple\", lw=1, ls='-', marker='o', markersize=2)\n", "ax.plot(x, x+14, color=\"purple\", lw=1, ls='-', marker='o', markersize=4)\n", "ax.plot(x, x+15, color=\"purple\", lw=1, ls='-', marker='o', markersize=8, markerfacecolor=\"red\")\n", "ax.plot(x, x+16, color=\"purple\", lw=1, ls='-', marker='s', markersize=8, \n", " markerfacecolor=\"yellow\", markeredgewidth=2, markeredgecolor=\"blue\");" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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StVneuEdERCRjTE1NUbNmTQQEBAAAQkJCoKenh8mTJyM4OBipqanIz8+Hj4/PO6s0UuUk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\nhoaaZTfv/ST5emuSr7dP8vXeyfGmKEePHlUGDRqk5ObmKoqiKMePH1d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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(12, 4))\n", "axes[0].plot(x, x**2, x, x**3)\n", "axes[0].set_title(\"defaultno\")\n", "axes[1].plot(x, x**2, x, x**3)\n", "axes[1].axis('tight')\n", "axes[1].set_title(\"tight\")\n", "axes[2].plot(x, x**2, x, x**3)\n", "axes[2].set_ylim([0, 60])\n", "axes[2].set_xlim([2, 5])\n", "axes[2].set_title(\"namješteno\");" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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B1Ye/xZJ9K7E355C1vXfHnpgel4DEvg/A372DiBUSUT0GOyIiakQQBPxy+jcs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\nRERERE6CwY6IiIjISfw/qMP+lWcDZDkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4))\n", "ax.plot(x, x**2, x, x**3, lw=2)\n", "ax.set_xticks([1, 2, 3, 4, 5])\n", "ax.set_xticklabels([r'$\\alpha$', r'$\\beta$', r'$\\gamma$', r'$\\delta$', r'$\\epsilon$'], fontsize=18)\n", "yticks = [0, 50, 100, 150]\n", "ax.set_yticks(yticks)\n", "# dolje koristimo LaTeX pri formatiranju!\n", "ax.set_yticklabels([\"$%.1f$\" % y for y in yticks], fontsize=18);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Za još više detalja vidi: [http://matplotlib.org/api/ticker_api.html](http://matplotlib.org/api/ticker_api.html)." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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27VrCwsIYN24c69atIy0tDYPBwMqVKxk4cKDNAgvhSDLyM+n7yVD+OrufJkGN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\nhMxbc13aR9Cgvr9GqYWonf4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(10,3))\n", "# defaultna mreža\n", "axes[0].plot(x, x**2, x, x**3, lw=2)\n", "axes[0].grid(True)\n", "axes[1].plot(x, x**2, x, x**3, lw=2)\n", "axes[1].grid(color='b', alpha=0.5, linestyle='dashed', linewidth=0.5)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Možemo imate koordinatne osi na svakoj strani pomoću `twinx` i `twiny` funkcija:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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TqXr0SLydOL3WrGGPq6goBr4Jy/HfvAm88w4wd26aL+tWzouHCuaJiGRJq1bx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\naNFM0jZaROQ+MtEN1FKv2pGRQLt2wM8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots()\n", "ax1.plot(x, x**2, lw=2, color=\"blue\")\n", "ax1.set_ylabel(r\"površina $(m^2)$\", fontsize=18, color=\"blue\") # unicode & raw\n", "for label in ax1.get_yticklabels():\n", " label.set_color(\"blue\") \n", "ax2 = ax1.twinx()\n", "ax2.plot(x, x**3, lw=2, color=\"red\")\n", "ax2.set_ylabel(r\"volumen $(m^3)$\", fontsize=18, color=\"red\")\n", "for label in ax2.get_yticklabels():\n", " label.set_color(\"red\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Tipični izgled grafa u (teorijskoj) matematici:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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AoaGhcHTk3z8iMo5Jz5I9eyEbvYavwTP15dj/0xg0cq5tyqcnK7Fn\nzx4sWrTogfVvvvkmtFptuXXFxcVQKMpfJerIkSPIy8vDq6++WqU5ici6mKwwVYVa+L2xGo2eqY24\nn0aj4TMsS3o6AQEBCAgIeGD9oUOHsGvXLsOySqVCfn4+PDw8yo3bu3cvzp07h65duwIA8vPzMWXK\nFMyePRuDBg2q2vBEZLFMdkjWroYtwsb5Yv+GMSxLqhI+Pj7IzMxEcnIyAGD16tXw8/ODXC4vNy4q\nKgpJSUk4evQojh49io4dO+KLL75gWRLRY5lsD7NWrZp4f2oPUz0dVUMODg5YunQpoqKioNFo4O7u\njujoaABAVlYWQkJCEBMTI3FKIrJUNkIIIXUIInOVkZEBf39/xMXFwdXVVeo4RCQhya/0Q0REZAlY\nmEREREZgYRIRERmBhUlERGQEFiYREZERWJhERERGYGESEREZgYVJRERkBF64gOgxdDodlEolGjdu\nDDs7k96rgIjMDAuTiIjICDwkS0REZAQWJhERkRFYmEREREZgYRIRERnh/wC5wVhQFfSqHgAAAABJ\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# koordinatne osi = spines\n", "fig, ax = plt.subplots()\n", "ax.spines['right'].set_color('none')\n", "ax.spines['top'].set_color('none')\n", "ax.xaxis.set_ticks_position('bottom')\n", "ax.spines['bottom'].set_position(('data',0)) # pozicija x-osi je x=0\n", "ax.yaxis.set_ticks_position('left')\n", "ax.spines['left'].set_position(('data',0)) # pozicija y-osi je y=0\n", "xx = np.linspace(-0.75, 1., 100)\n", "ax.plot(xx, xx**3);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Osim funkcije `plot`, postoje i druge funkcije. Galeriju možete pogledati [ovdje](http://matplotlib.org/gallery.html). Neke od njih ćemo prikazati dolje." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "n = array([0,1,2,3,4,5])" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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TUju3tjJnYxBDfZM1dc3706dhxYJRiI8Z0KZWcM68kx4RERE5JiEEzlw947Cl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\nrCw89dRTGDduHKZMmYILFy5IHZLVfPP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 4, figsize=(12,3))\n", "axes[0].scatter(xx, xx + 0.25*randn(len(xx)))\n", "axes[1].step(n, n**2, lw=2)\n", "axes[2].bar(n, n**2, align=\"center\", width=0.5, alpha=0.5)\n", "axes[3].fill_between(x, x**2, x**3, color=\"green\", alpha=0.5);" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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pFCtXrsRzzz2HEydOTCjxpoxWs7a2Fl999VXE0A2j0YiUlBRRIkFfXx8yMjJE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\nQu4XQj6tVhv1o+pyES1dGvzxe/754f6Dg4Nh+3q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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# polarne koordinate i polarna projekcija\n", "fig = plt.figure()\n", "ax = fig.add_axes([0.0, 0.0, .6, .6], polar=True)\n", "t = linspace(0, 2 * pi, 100)\n", "ax.plot(t, t, color='blue', lw=3);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Za ubacivanje tekst u sliku koristimo `text` funkciju. Ona podržava $\\LaTeX$:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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uWXovGmDrdW9qzPUgMSUJv6F76fq5Z5b2J9QnQZ0DqFT6/DSyIVf2D6RYUTOa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\nxRdflMZu3ryJ3NxcmM1m7N27FwMDA7Mat698zfO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(xx, xx**2, xx, xx**3)\n", "ax.text(0.15, 0.2, r\"$y=x^2$\", fontsize=20, color=\"blue\")\n", "ax.text(0.65, 0.1, r\"$y=x^3$\", fontsize=20, color=\"green\");" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# podslike pomoću funkcije subplots\n", "fig, ax = plt.subplots(2, 3)\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### subplot2grid" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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GeJ6+GUm/0+sIhlD1e2Zmpo4fPz5o/f3CTEVFRUjqAIIhKPehmTdvnmbNmqUT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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax1 = plt.subplot2grid((3,3), (0,0), colspan=3)\n", "ax2 = plt.subplot2grid((3,3), (1,0), colspan=2)\n", "ax3 = plt.subplot2grid((3,3), (1,2), rowspan=2)\n", "ax4 = plt.subplot2grid((3,3), (2,0))\n", "ax5 = plt.subplot2grid((3,3), (2,1))\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### gridspec" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "import matplotlib.gridspec as gridspec" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "gs = gridspec.GridSpec(2, 3, height_ratios=[2,1], width_ratios=[1,2,1])\n", "for g in gs:\n", " ax = fig.add_subplot(g) \n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Pomoću `add_axes` je jednostavno ubacivate manje slike u veće." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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ZvT2Yx08/KjqOQizecJ6IyDimjcl+l2hkMhlDPCayPWQfrjYr6FGzs6IjCYLS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\nLs42ODWywtHBCiurmh2PpKjIQHaujuycAm5maUm7kU/6Dc2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HGo1Gw+TJk3n//ffZtm0b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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(xx, xx**2, xx, xx**3)\n", "fig.tight_layout()\n", "# manja slika\n", "inset_ax = fig.add_axes([0.2, 0.55, 0.35, 0.35]) # X, Y, širina, visina\n", "inset_ax.plot(xx, xx**2, xx, xx**3)\n", "inset_ax.set_title(r'zumirano blizu $(0,0)$')\n", "inset_ax.set_xlim(-.2, .2)\n", "inset_ax.set_ylim(-.005, .01)\n", "inset_ax.set_yticks([0, 0.005, 0.01])\n", "inset_ax.set_xticks([-0.1,0,.1]);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Kolor mape:\n", "[http://www.scipy.org/Cookbook/Matplotlib/Show_colormaps](http://www.scipy.org/Cookbook/Matplotlib/Show_colormaps)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "alpha = 0.7\n", "phi_ext = 2 * pi * 0.5\n", "def flux_qubit_potential(phi_m, phi_p):\n", " return 2 + alpha - 2 * cos(phi_p)*cos(phi_m) - alpha * cos(phi_ext - 2*phi_p)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "phi_m = linspace(0, 2*pi, 100)\n", "phi_p = linspace(0, 2*pi, 100)\n", "X,Y = meshgrid(phi_p, phi_m)\n", "Z = flux_qubit_potential(X, Y).T" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### pcolor" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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bj6djEk+Y6yKZ2G+WRdsuuQfJcWfxpyXylC4SbXaW741RhhWsQrg6sEO8lr+P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\nKd5isar93Y74bNaNiusM16kPqE8mBrINiWQ/D5FYtcsO6NKxncdWjDv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Ojg6sXr0ahYWF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\n/g/ZOxl9A+eDBQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "p = ax.pcolor(X/(2*pi), Y/(2*pi), Z, cmap=cm.RdBu, vmin=abs(Z).min(), vmax=abs(Z).max())\n", "cb = fig.colorbar(p, ax=ax)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### imshow" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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Y6baJQFaCmJzP2FqY1nvIxzsd40qRJVsVHT0oO+SKgg7Npi9YlSH3yNQCEESW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\nD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jegnYANiMnAZJzVrWm3LFvH2Bpp0UiLWqHI1iyEBzMqZz33IC+KEtRm17jjYyMpqiTQ\nDAyVyttY1mZCe/G74MnZQgkHcDrmrEHbyN4YuEn/Pfe55YPlNZAAHLVLyc8nAbXFyk/d6N50mLDN\nSKXh8847D+edd17xOwI0ANi1axc+9alPTT62rQ0UtBptRpMj+MShKnmhxr6k2T4wS3LQTFdy9js0\nu+H7UPOUUjq8BDXaQpbLZSXWyXpPAC2TniWWZhFmgSqxNPdy0pMincTIVuZtAmgrDNgabRIws94R\nHB5kD3A01yexNGsFjLEB3CaNRGC+tJByYkSRrVnpZiSv+OQtqgJ0U5SgBGyd0RojRm0ltAnN29y0\ndmP8qBgpWUTUt0ehBUvUFUVwiyBHQ+sI8IwfkieARgcGR+0JoGRvFmxrFzxFnrGjTO2wrae2SGtX\nW+iZzzZnjKk0uUlpoPkUMMt72LxBDvo6w02J4EYsxWgLRQyOggUDOwvpG+ApHipIpSibWNSTgRmB\nm9Y2MjXG0pzEpJQNelmsNGVWRoC20mjo1l0jrU34bC2BWn4mlHzqHl4hBIQUUJ6hzQsNOaZ+OHBV\n0g2raqRBIwVWfaHJWsoCW3MpK5WSUXrSNZFVuGbWdwpC+pI8iqrCRr/T1Mc8+l5TqcnbzlC70drN\nz2CMTgGOUoEYeyuCm08F4dJUA4HRSWWdX01FkKNzI7BrRyYaPlQzxobZxoa22QrbYvmp0ZqoP0sD\nyMeAzK3vBzO+H94YufM7b6DRReI/eCYSfgsMxAZSOngaR9gjd+5mZWTCWL6qSqWnf08YTHCkU6UN\nFhzQMek2gljbkZ0EaLp1PkvdGlhroVvfQQzJT1+CyAGaA3dbWUglMWfXNx2B4MBtxQNbYxxTkyGw\nYRK2Zq3L+DcSvpKul5xMgkqlAojZUDhRhnw1Dd6JyJjDpuRg8mjO7slKbajUfmidonejIT1b4+xt\nCNxSIMsTeaNrJHS6SoQory7I6o00qw1sT/5h2OZwLT20SNNzg6bt9igcxICCY3+Cvywk2zJGljfC\nvrI6Acx4kWljAQoW0JCpdQxmB5CwB8GlZuZPS2QWsRL/oBsmObu+NOMGqXufGvej8SjnylwngNY2\nOlwr0zowoyFBQ5VvrRQQ1skiWXkGy7bndSKUFFAezJQUmLUGtZRYE8b71QwaLaOPRWYAABneSURB\nVINvLYI2MTeKglaAaIIEtTKCGJeflifdsmu/HrNZuyJAG2tHAdDyeVCtAzcAEeAycNMwSVCgCHBG\nwHiG5s7ND9mie6Mk9KLL/pjokui1rSFqW83UWpiKDzMqMzVazhNlhyRm3qOO9a7JcfmGmIKbAzap\nPHOhcjraBEk6ZIGhsWBB+G4olcPP62iFewAcsMHP11nypfnAgE6l5lomP3NA062Tn9bYwNiCDMuA\nTUrhVaCTn6qSMFbAGkBVArybmguRBAlmrYGS7hiU1FASaIzAkpWJb62S0rM04VmbjUnKI6kdNrm2\nMQI63bfGg1LxGmjbbUtT2pHr/9i0gUI4icrZm7F+0H2XvVFuWg5wgAnfA1F6mkZDL9inZrQNFY17\ntxkDvQXZ1oJaY6AN+ajSaggA9210gYzWc1YGoNibTulZu6SL1/xyn5WI4z2NNhBaQE1ga52IJ4it\n8dIxMfE2DIti78ZLzzBPJxAnUvHszJj4OWdp/NXoMqCZ1gRgoyBB16cGGFiPJxQssG6spjsRgM2E\n2UgB1YqO9Fxr3QD4mXLsrNHOv9ZIP3Y0yE7rZKhlEtQDf8hb4341fi0L+VtjlTqS88yCBjHq3G1b\nZHlbygGNvs/Zm/RpADl7c22lC3CmiZ0pZ2okS/VYaPIQTbcaeoSKaRj0znO4QNviEQUtWplFkArg\nVgIy+r6PlQ2BGoCON8VYZEOUHTvLG6j0v5uzM6stUIh+5g8TTwjlQQJaplSOTuItovS0XpLR6AEe\n8SRpypkZ/7zaaLRzLzc9oLWN7gYKDIIMBdJqJQBcKW4DWNm9FmHchRQwrcAq0GFrc1/Zg4+G4IPx\nlyuKfnoQt3CpHSyAYj24pX61NFhQin72AVsp0GO1LQYGctYGxDbFia0E8y+KFODiuh7fWxZYcO0n\nzXsDEIAOAIyXna1ZtE/NJrODFbeB3RKE2dqUjsYkeWpAd7hSniA7hZWV5AEHsT5fmgabAs7SH5G8\nK4MgQceGiXRkZi5/WJAgLLt/7Mgsra0Htig9KTigLZKIZ0ym7bI0w4ICxNCSQIEHM0rvcNc+7QKc\npIs+NTeu2YGhNBaYAYCE8BnnFYC5ihU9aLzpWiuDb62RBrqScTSENokEtXDnXalUlsMHVJIa/esY\nrgZ0wcz6TpQHCHhnyd8N+75kvE0Z2w9wU9gb4ACOMzICNgI6MlOi2BtoVo/FPgEL86sHaroxSZg9\nYWk9iY7rYWV5gxvBIPpl9yZEB9hcI4SrLa/YECnG0EpAlyfihsgnrePBgoyhUUVTkpvWxs9RctL8\nAmnEM2dpjTYBxLT/nICcf5AduBlYXlKdn49UMP5dSBl8aiTFTUu5bLS9QKMNVCswqyTWWhPY2rw1\nmFXOl9Zqi0a6emIhECIRmKmRiDX5i341FX1qLAK6LraW555pU2xv1L6m+mgBD1rwkz3b3OeGUfYG\nsARfBnJAKj3dssmlx4YadX6D22yB9AS2nKmluryU3Z/nk/UxsZyVTYl09vnSlM+PImCjbfoCnqUk\nw7zMdz4vKBDBLDjAGaiFlA7vT7OWRT4NwsiCxsQJU4wt+9LC0Ceeg9ba4EMjQCN2ZvyMXUOgRu/u\nc+1TXrzzmnL5hICUPsDTGsw9S8vZ2lGGWKeJAQMtsVwxH6J1KR7GwvnSCn41ztbygEE4dnYf+D0a\nSz/I21nexqb4aTv+NXe1gkQtsTegC3AAOiDnzoE9PzBAWrFnQ81qixFMGx9GtSDbeqbGrkw6Izi9\nl8FpiJWNRTrzHDU+63hkZhzM3DoCO2UAqS2MNFDgjcpgKHGND5dC8LUxgFAqgFnJn0byk6KeNJN6\nox1wNTpm889bE+qahWhnLjszQNOtAzLTzt37CKjJAGqITnpIiNb47QREKyCECZ/nymBWyVhzzR/f\nTElo5c5LV9JPBOMkqLGCXQORMDQrhAM2f1w00xKxtbwK7lRPU0gX8n4+1w7i90NR0Hx73r6GIqJ9\n7I0DZHjPQA6IQAcAWtiFglpjDJoRKtb8KoKam/UoXVdKii0B2xgrKzG0folA8kD4bWxocJytuQaX\n3kij7WBJtb40gjzySZ87QQIhYTwzc2wlzslJ8pOkZwwQxIKPNKaTZGUCZq2BaWM+Ggc07d+Bkk/N\nr5cKqprBtHPIagZjJITPdQNMGG0gJCBaAaVkkmqSsLWZDRMtUxTXlQancxbhGjBdG1itVARk7Jqu\n856QlerplTpQWj+1E00ZPw8YTGdvpWiq27dLEyHLA3AbbaZwnp1tfhXl59xYzA8C1MZY2dA+ylZI\ntmW+NBkakQj7zC+c0SlrS/aepRYkDxVFPoHI0Mhn5P1pBGTkT7MWbi5fGyOGJD2J/XBfmjExB41k\nJ0WRQ6CgbWDaeQAz93KVh0tMjY5Zt/PA1pzV4TyNNjCtgBEuYqe1gTQy8fcdxdjaso+GhnMy2Tlb\nlq9WDBbECGg8zvWncHCjVBL32Yb3PGhA2/LtSvuKnWJsa1PYG1Bgaww0cqk7X3Dm61iOHm2zFba1\nPjXbBTWgDEp9Tv+hnnIaSwN4Awv+NJ6bBicqqYEr4R4AWU9/YIRSoaY8gJjOEZbZg5pZeKjh/BgW\n5GeKw6Q0K0eU10QjX5r2kpWqllJgIAc0QxNGmy6gAU6OCkO5YAaycuAWT2XmBm5LYpLut5WRTub6\nUkXdY0UiP7WX3PHc3b1wZC27TgRwYVHGuyqpfPo4yPFoOwe5vg51ClPLrl7YZoiB5eyNAI4zuISl\nsbauxOITXylvcmybrbAtZ2qpLyL9fgjIaHnoO2T/32/pyIFu8mTZ8cuTgznAjSV4JkN2eOQz7iDI\nKh4kILaiCSi8VKNAQWniFO1BLKRreJYWAgWtZszMAZpp5hgLFFijHaj5IpBuWk7tpaurKWZa53c0\nrcuz0q2rGOyCHdynpqGN8sEOGSLcxm9npGDXIAYLkqKR2fUMnzfQYhsrfVd2eZT2ERn/BEDLwQ8p\nwPHf4/L2CFPbImstUJpwZqpfbcoyX1cy7isjf1ouP7VFkKDE1uoJqdIlVpCsU/1gRlLUohskyAGN\nQCJ3vlOAwGg/UJ3Gd3pQ5H403c47DI0DWyyrEwGNzOp0aLiQCrr1dfoDKzRu4Lt1ADtXKZtsOQhb\nJMDmzrkbLKBrROCWRDzDONvh2b3GTNuY0JwuHzpb80eSrRv2n+UAB6R5cGTtgvGEy/KhbbbCtjb6\nabtoPhRFytdNBbKp/rQc2Dgzy+OaxrgAwVgCbvJLmS8t+exTFJLIJzE1dIMEFJULMrQEECYGAajy\nBk/nsMbAtHMYAjDNIp9+PZAyNU2AZjSkVC5A0M4hMYOVEsZoCO9ns0aG34zHYaC8/OQR2iCVGYgY\nBnLFYEEu1UP5IZarBhTz1IYs5EZm+in3lJQAbX0+XGBMjqZ+3i674+vyY1ukNQV/eGebCWyxaRrc\ncMMNuOmmm/DVr34VT37ykzvb7Nq1Kynf/aQnPakz6xS3rfWpod+5OgRu62Fp+b64lVhaHn53Pee6\nC3IEkzyNI65M3wdsKEhggkRD0ZdGwGDZS7fMr8YBrGk6gEZA1zkmmmQXACjy6X1qJE2dDJU+lcMB\nmWld5dcAyKb08iMaAnh3gwWJZWkdQ9eYz750sIOIiKF029h62Fra+ZaCB7Tclabxe74uTx9ZdNGf\njWJqF110EZ75zGeObvfFL35x4pFtMaj1of0Y41qv5Cz1mhHIgBJLKwGchEj22zfec13mmYVQCqaQ\nzkENvS9IENiNf9oT1kMsyXK5SS8TctHoc/CrMUDL/WoiA2IDQLBtTNu488nYGknecDxFQGOsk52j\nBZJEz04ElKV18HLeJZvK2DgDHwOyPrZGy4WjCJ9iYIqvH17OwazbEQONSH9no42nUg1tM2Z//ud/\njmc/+9n4h3/4hw05LmDL5WfZ2djXKKYytfz/+P+nCbXd3LTS9jydI/+d9VoYszeFpSEylPDbhSCB\ntiQ5U6bGa6JFGejHrXK/GfOjhZSOLPpZioKG42TbdH1yyv2mzY6lA2gmzDKf+9S0cTeiEwEduX4k\nQ0ujOeI2Ehjgbfm9HmJhQ/Kz1Pb8EbDPU8Gt7//y414cqG0UU3v2s5896fcuvfRS3HvvvTj++ONx\nySWX4LnPfW7vtoeBT620/uCYWt+6/DfJxoIEfQm3tJ9DvXhxmJSiFUmOGhmPfIZ1WZAAQK8/LQJZ\nFiAw3aBAGZjiQ58HCQDASO2ql2RsTxodGVoAMwRgy32A8drajswMEtwyOCtcK35tD6Hv8cfRtz62\nsfUEC8r7yzvXuK4f3Pi6fP3wsW+UGVsmJOk2wEYA62te8xq87nWvw65du/CFL3wBF154Ib70pS/h\nuOOOK26/wCGv45ZUcU1eKeXvrk+XgfK6dH36ct/FbcZM20P3UwTpU3gIbQE46UEO27DIZ+f4TApu\nABJWZAxnSVxumgSIABQBrfS5KFk7cjbWZ3P/m1bULcnmcP6MrfEyN0O+taSTYNf6YGQntzyDvq/N\nlNpWX/uj7XibLq0bfhbKv7HoPLX09/tfG2FXXXUVTjvtNAgh8LKXvQy/8Ru/ge9+97u9228pUwPG\ne0O+zRQpmm/X/7uRoaXOVptFlfJtusJnPRHQYEPy0/uIwv7RZWmlyCfAwMFfA15yOdZGYwClM6Aa\nYGm0XW58H2G5qjOG1y0NrnuOPY+AhvPOLrMVckMFVt/E1n3KgX+ftr/u/5X+h6zE0ni7y31ufF36\nv5tnk6KfG+DXe/zxx/Hwww9j586dYZ3WGlXVD11bytSGGBV9XwKvUs/G98H3P9SD5DIi/b+yhMiN\nV+UdsiJTKGXFZ1E83uMaO/KgMIDg83YGB72JwAagCFxDLG1sXWmf7nME2DxYkB938byYHLXZNekb\nhQFgQ5Jv+3yz9F23Daf/N4XFDLXloWcg3S7vMA7hpCdYHwPtY6QHaw899BDOP/98/PjHPwYAfO1r\nX8Ojjz6KZz3rWb3/80sdKBhbN/zb/YPUpxz3wfZA3cKRbLKVzPhp5JNcGJumc5TkJxAlaLoco54A\n4nJhnGffUKkk+ZZy3KRmkVAT/GpumbZN2ZfOPudpHcmxsOveucUM3Pj4z2STQxwHOtWmdoj0PVcB\nJWVQYm2coZUCEAv3qWHcHTP2/U9/+lO8/vWvD8tveMMboJTCzTffjDe96U343Oc+h1NOOQWXX345\nLrzwQhhjcNxxx+HGG2/EMccc07vfLZefQD+lL32/nuBA6aIONetSlHMoP2294z/XZYIHCthvmnG2\nBkTfFRmf8o5b39jOPvlZ+p88cJB/z/1p/HjsBKaWn2uyWYmhFYMGG3+Pcrk5xkqG2mIfiAGlYNa4\n/DzYnMr12PRAQb/9+q//em/+GZ+h/RWveAVe8YpXTD62wyb5ltsYoPVtm++7b325MfWP8TxUW+9D\nxYMGKVsrbz8k3Yr7zxJrhwDMfd8t5927z4IUBQ5tgPUWTR/ZsTHgKvnVgINpi6X0or4ofDkVaeHJ\nt5jARBd8DH12WDA1bmNRJfe5fx0wjRbzx7LL0MqNapF5PwdjmrEvylGj9QCSdI6++QZyK0U7h7bj\ng9uT732wIP6mKs5QlcpP00kmDvtjiwnQC7Gld6Xry8qY5cj/jwHb2Dq+fjNtUqBgizqjSRTirrvu\nwitf+Uq85CUvwRvf+EY89NBDnW327t2L888/Hy95yUtw/vnnY+/eves6kKnOzrF1h0mnPmhDibe2\nx+ndHXe4MU6TKfJyEf/fiYSuk21utkUXx8YfZ1p0curx5Mube/02K1BwMDYKagcOHMDFF1+M9773\nvbj11ltxzjnnYM+ePZ3t3v72t+PNb34zbr31Vvzpn/4p3vGOdyzieLfEFtmgF2WleRMObj/dbmKM\n7W2UTb3efR1ByfpcAaVqt4eLTQe6zTsHY4cjuy6/cNMOJ7FR+Xn33Xdjx44dOOOMMwAAr3rVq/C+\n970P+/fvDxGI++67D/v27cO5554LAHjRi16EK664Avfffz9OOeWUzj619+Uc8ISldDPyCxIlZ3eb\ng2Fq1LSJxksRa8JLAcz951rG91oAq9JiJt17JQAFg9oaKKMxayVUI1DNgVpaVEqgFm628coAtTao\ntYFqACy1kCsa8kALcdQaxPIKbHUUzOwo2GoZdnYUGijMtcWatlhtDeba4sDcYN+8weONwePzFgca\njf2rLQ6sNFhdabC2ptGstGjXGug1DTN3LztvgdYAay3EfBWiWYWcr8E2q0DbALqBaBsIPYfQDazV\ngDG9AOYKTksIqyBFC4kWUjSQdg5pa0g0EFiDMGuAWQVsBdtImLaCaRT0XKFtKjSzCmvzCvWSQr1a\no1qpIZYrtLVCM6vQzhRW6wqPzySWlZuNakkJLFcCymqI+QpEuwo5X4FoV2BXH4ddeRzmwH6Ylf2w\nK/thVlbQPL6K5sAa2pVVtAfW0KzO0a41aOYt2qZFozVao6GtQQMDLSxaabFqLeawWIPLu2q83zW8\ny/QB521yPdDPoZa3yXxd7u/tTLnq8yzDs1UoSLARdkCNg+jaZkQsCjYKag888AB27NgRlrdt24bt\n27fjwQcfxOmnnx62OfHEE5P/27FjB370ox8VQe2RRx4BAHzlKYedS2+iWUQ3aAvoNeAA3OswNgE/\nJecWmQGw5l+HtdXoKVQgcLj5VcfskUcewcknn7xh+zvmmGNw3HHH4Zt4bNL2xx133GD6xSJsFFVW\nVlawtJROS7O0tIQDBw6saxtuz3zmM/Hxj38cT3ziE8P8mUfsiB2xjTOtNR555JFJZX3WY9u3b8eX\nvvQl7N+/f9L2xxxzDLZv376hxzBmo6B29NFHY20t7VtXV1exbdu2dW3DbXl5GWeeeebBHO8RO2JH\nbKJtJEPjtn379k0HqvXYqId1586dePDBB8Pyvn378NhjjyUXbOfOnfjJT34Slq21+PGPf1yUnkfs\niB2xI7ZIGwW13bt347//+7/xzW9+EwDw0Y9+FOeccw6OPvrosM2pp56KJzzhCbjlllsAAJ/5zGfw\n1Kc+NSnBe8SO2BE7YpthwuaDCgt2zz334Oqrr8bKygpOOukkXHvttTDGhPFZgIuAXnHFFfj5z3+O\nE044Ae9973uPMLUjdsSO2KbbJFA7YkfsiB2xXxZbaOmhzRiJsFE25Vi/9a1v4dWvfjV+//d/H3/0\nR3+Ef//3f9+CI3U25XjJ9u7di9NPPx333HPPJh5htCnHun//frztbW/D//t//w8vfelLceutt27B\nkTqbcrxf+cpX8Id/+Id46UtfivPPPx//8R//sQVH6qxpGvzN3/wNdu3a1dsODpfnbFPMLsgef/xx\n+/znP99+//vft9Zae/PNN9sLLrigs91LX/pS++Uvf9laa+1tt91mzzvvvEUdUq9NOda1tTX7O7/z\nO/auu+6y1lr7la98xb7gBS/Y9GO1dvq1tdZarbX9kz/5E3v22Wfbu+++ezMP01o7/Vjf9a532auu\nusoaY+z9999vX//619umaTb7cCcd72OPPWaf+9zn2h/84AfWWmu/+tWv2rPPPnvTj5XszW9+s/27\nv/s7+4xnPMP+z//8T3Gbw+E52yxbGKjdfvvt9tWvfnVY3r9/vz3jjDPsvn37wrq9e/fas846K/m/\n3/3d37U//OEPF3VYRZtyrPv377e33nprWN63b599xjOeYR977LFNPVZrpx0v2T//8z/b97znPfb1\nr3/9loDalGNdW1uzz372s+1Pf/rTTT++3KYc7/e///2k3a6trW1ZW7DW2u985zvWWtsLaofLc7ZZ\ntjD5OTQSgW/TNxJhM23KsW7btg0vfvGLw/Idd9yBpz3taTj22GM39ViBaccLuGzyj33sY7j44os3\n+xCDTW0HS0tL+Jd/+Re87GUvwx//8R/jG9/4xlYc7qTjPeWUUyClxF133QUAuPXWW/HMZz5zS9oC\nMD4j0+HynG2WLWyc0iJGIizK1nsce/fuxTXXXIPrr79+Mw6vY1OP95prrsFFF120ZQ8bMO1Yf/GL\nX2Dfvn1YWlrC5z//edx55534i7/4C9x2222bnuQ55XiXl5dx1VVX4YILLsDy8jKMMfjwhz+8qce5\nHjtcnrPNsoUxtUWMRFiUrec4vv3tb+PP/uzPcPXVV2P37t2bdYiJTTneO++8Ez//+c/x8pe/fLMP\nL7Epx/prv/Zr0Frjta99LQDg937v9/CUpzwF3/ve9zb1WIFpx/vwww/jXe96Fz796U/j3/7t33Dj\njTfiLW95Cx5//PHNPtxJdrg8Z5tlCwO1X6aRCFOOFXAM7W1vextuuOEGvPCFL9zUY+Q25Xi//OUv\n495778VZZ52Fs846C9/5znfw1re+Ff/6r/962B3rU57yFABIQEEpBbmAMtxjNuV4v/Od7+DEE0/E\nrl27ALgEdSkl7r///k0/3il2uDxnm2ULazW/TCMRphyrtRaXXXYZ3vOe92z5uNUpx3vllVfinnvu\nwde//nV8/etfx3Oe8xx88IMfXFet98061mOPPRYveMELcNNNNwEAvve97+G//uu/8Fu/9VubeqxT\nj/dpT3safvjDH+I///M/AeD/t3fHKBbCUBSGXYmluA0hGkFTCnaCi3MjNlZ2gksIWrqAM9UIb5qx\nmFEJ/wd2FqfwnuYmGC3LEh3HEcVxfHveK94yZ7f5zy3ENE1yzskYo77vtW2bvPeqqup8Z11XNU2j\nPM/Vtu1jG5nfss7zrDRNZa39eL5X/2/L+9NT20/pWlbvvbquU5Zlcs5pHMdHsl7NOwyDyrJUURSq\n6/o8LnG3fd/PbzFJEhljZK197ZzdgRsFAILy6M+MAeCvUWoAgkKpAQgKpQYgKJQagKBQagCCQqkB\nCAqlBiAoX/93oslKUlXbAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "im = imshow(Z, cmap=cm.RdBu, vmin=abs(Z).min(), vmax=abs(Z).max(), extent=[0, 1, 0, 1])\n", "im.set_interpolation('bilinear')\n", "cb = fig.colorbar(im, ax=ax)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### contour" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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wRI5fH53g/tdP0Bw1ubwjQW9jrGwPc7GRczxeH0yyfSBJpuixoiHCPWtbaayQ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SNCtWW1dKSU5PY95425BMJv/Q38Ky8p2/kWIvb4EOkdD2Ae3Y1a3UD4hvdhLL9oVmOX0soh01PI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\nAyg+P0ooijM1VvAab0S6p5dAR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "cnt = contour(Z, cmap=cm.RdBu, vmin=abs(Z).min(), vmax=abs(Z).max(), extent=[0, 1, 0, 1])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 3D " ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "from mpl_toolkits.mplot3d.axes3d import Axes3D" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Plohe" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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EIAgCAoFAS/s0G+cfv/pV4JysHg0gRgFQMQZM55Y1CDYWJ9/wS7jhkZ+2dHyr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Ofn55TPpa1FFRUV0Gg0jDgQCoVwd3d32kP7nj17sHLlSixatAgzZsxwyjmdARGv\nBELbhIj3On744Qc8//zz8PT0hFQqxYEDB5CWlobr16+jX79+SE5OxoQJExptMrYFek5ASUkJ2Gw2\nRCJRk5YiW863dOlS/Pnnn/j5558dtiQ/DCIcOy9EELRh/ve//+Gjjz7C119/jf79+7t6OR0GhUKB\n33//HRkZGcjKykJNTQ369+/PDETr2bNnsx/cKYpCeXk5KIpCcHAwTCYTYy3SarXg8/nw8vKyshbZ\nw9atW/H111/jo48+wuTJk5t1jpaAiFcCof1AxLslN27cQFpaGvbv3w+lUomxY8ciOTkZ8fHxdlV4\nKYpCYWEh/Pz8IBAILCxF3t7e8Pb2tut8KSkp+PHHH7Fr1y7ExMQ050ezCyIcOy9EELRRzpw5g3ff\nfRebNm2ySEYgOBeDwYDLly8zqUV37txBSEgIIw6GDBlicyMwRVEoKSkBj8dDQECAlaigrUVKpRK1\ntbXMsB2hUGjTZ1AUhXXr1uGHH37Al19+iYkTHZ9w7CyIeCUQ2g9EvD8YvV6PrKwspKWl4cSJE/D1\n9cWkSZOQnJyM7t27N/leevClh4eHVdWZthQpFAq4ublBJBJBIBA0ufm0f/9+rFixAikpKRg7dqwz\nfjy7IcKx80AEQRtErVZjwoQJWL9+Pfr169cin3H06FGkpKRAq9XC19eXeATvc+/ePWRmZiIjIwM5\nOTlwd3dnUosSEhIeGE9HDz3z9PSEv7+/TZ9lnlpEURQz88DDw8PqJmEymbBy5Urs378f69atY3Zv\n2gJEvBII7Qci3m1HKpVi//79SEtLw40bNxAbG4ukpCSMHz++UUtRZWUljEZjk03fFEVBo9FAJpNB\nrVZDKBRCJBJZxVHn5ORg9uzZWLRoEaZPn+70n80WiHDsXBBB0AY5cOAAli5ditDQUIvjO3bsaNaE\n3oaUlJTgueeeQ2pqKkJDQ7F9+3bs378fe/fudfjcHYmamhqcOnUKx48fR1ZWFpRKJWJjY5mBaD16\n9ACLxYLRaIRYLH7o0LOmMBqNqK2thUKhYKxFQqEQAoEARqMRK1asQFZWFjZs2IC4uDgn/6TNpzXE\nK4FAcA5EvDef69evIzU1FQcOHIBKpWIsRcOGDQOHw4FMJoNCoUBYWJjNllPaUiqXy2E0GpmUouLi\nYkybNg1PP/00li9f7pLACCIcOx9EEHRCKioqcOvWLWbC4c2bN/Hiiy8iJyfHxStruxgMBvzxxx+M\nteju3bsICwvDiBEjcP36daxatQqBgYFO+Sw651qpVGLp0qVQKBQoLi7GmjVr2txI+JYWrwQCwTkQ\n8e4cdDodsrKykJqaiqysLPj7+2P06NEwGo34z3/+0+zeMIPBALlcjuXLl6OkpAQCgQC7du1qkUGW\nD4MIx84JEQSdHIPBgFWrVqGqqgpffPGFq5fTbigoKEBqaip+/PFH+Pr6QiaTWViLmlspMKe2thZv\nvfUWSktLMXHiROTm5kKlUmHr1q0tHjtHIBA6Fs4W78R2WteAu2XLFuzcuRNsNhs9e/ZkBp81J6VI\nr9djzpw5kMvlGDJkCP744w+sWrWqVX+vRDh2Xogg6MRs374dKSkpiIiIwPr16522w90Z0Ol0mDJl\nCj777DOEhIRYpBbV1tYy1qIxY8YgMjLS7pKvXC7HvHnzIJfLsXXrVoSFhQGou2G0xLRjAoFAsBVi\nO62DoihMmTIFK1euhFarZVKKNBqNhaXIlqoBRVF4//33cebMGezduxchISEwGAzgcDitahkiVd/O\nCxEEnRyKonDw4EGsXr0ahw4dgoeHh6uX1G7Q6XRW2dJ6vR6XLl1irEX37t1DeHg4MxBt0KBBD32g\nl0gkmDt3LlgsFrZs2YKAgICW/DEIBALBLojttJ6G9wGdToeTJ08ylqKAgAA8/fTTSE5ORkRExAPP\ns3nzZmzatAk//PADYmNjW2PpBIIFRBB0Qm7fvo3y8nKMHDmSORYfH49t27ahd+/eLlxZx+POnTuM\nOPjjjz/A5/MxcuRIjBkzBqNGjYJIJLJ4fUlJCWbPng0/Pz9s3LjRKdYje9Dr9Vi9ejW2bNmCkydP\nNpmWQSAQCMR2+mAkEgl+/fVXpKWl4datWxg0aBCSkpLwxBNPMEMzAeC3337D0qVLsWbNGowfP96F\nKyZ0Zogg6IRcuM4zPwEAAAdnSURBVHABCxcuRGpqKoKCgpCTk4NZs2YhKyvL4iJFcC4ymYyxFv3+\n++9QqVQYMGAAYy0ymUyYM2cOIiMj8c0330AgELT6GmfNmoV+/fohJSWFCAICgdAkxHZqGxRF4dq1\na0xKkVarxWOPPYZnnnkG7u7ueP311zFv3jzMmjXL1UsldGKIIOik7NixAzt37oTJZIKbmxvefvvt\nFkmwOXHiBF5//XUcP36c8cET6nbic3JymOpBYWEhOBwOEhMTsXbtWpckSwDA5cuXMXDgQERHRxNB\nQCAQHgqxndqHTqdDZmYm0tLSkJWVBQBISkrC559/3uK9AqQCTGgKIggILYZarcaUKVNQUVGB1NRU\nIggeAEVRuH37Ng4cOIA33nijTTQNE0FAIBAeBLGdOoeKigrs3LkTc+bMaZVNIFIBJjRF8wJzCQQb\nWLduHZKTk11ifWlPsFgsREVFYcGCBW1CDBAIBEJTSKVSLFq0COXl5QDqpurq9XqEh4c7dN4TJ04g\nOjoaYrHYGcts8wQGBmLBggWtVhF+4403MH/+/Fb5LEL7g+vqBRA6Jvn5+Thz5gz27NmDXbt2uXo5\nBAKBQHASQ4cOxezZszFjxgzGdvrf//7XoR40tVqNVatWtXqQQmdi4MCBrl4CoQ1DBAHB6dB5yv/5\nz3/IjjeBQCB0QKZOnYqpU6c67Xx0RZlsIBEIroFYhghOZ/fu3YiKikJcXJyrl0IgEAiENg5dUX7l\nlVdcvRQCodNCBAHB6Rw/fhzHjx/HqFGjMGrUKJSWlmLy5MnIzs529dIITSCRSDBhwgRMmDABAPDy\nyy9jwoQJjE+YQCAQnA2pKBMIbQNiGSI4ne+++87i68ceewzff/+901KGxGIxxo8fb9HAFhsbS4bi\nOEiXLl1w5MgRVy+DQCB0IkhFmUBoGxBBQGiXBAUFkYdXAoFAaOccP34cubm5yMzMBFCXYDR58mSs\nWbMGw4cPd/HqOg4SicSi5+Pll18Gh8PB9u3bERQU5MKVEdoKZA4Bod0hFosxbdo0ZGRkuHopBAKB\nQHAizq4oEwgE2yAVAkK7RKlUYu7cubhz5w5CQ0OxbNky9OzZ09XLIhAIBIILIZZSAqF5EEFAaHcI\nBAJMmjQJM2fOREhICLZt24a5c+fi4MGD4HLJX2kCgUBorzij8ksspQSC/ZCUIUK7w9fXF8uXL0dY\nWBjYbDZmzJgBiUSCgoICVy+tzXD27Fk8++yzGD9+PGbMmIGysjJXL4lAIBAIBEIbhQgCQrtDLpej\nqKjI4pjJZCLVgfuoVCq89dZb+Pjjj3H06FGMHTsWK1ascPWyCAQCoVWgLaUTJkzAv/71L9y+fdvV\nS2oxyOYPwVkQQUBod1y9ehXTp0+HVCoFAPz8888IDg628Ix2ZrKzsxEeHo6+ffsCAJ5//nmcOnUK\nSqXSxSsjEAiEloW2lC5btgyHDh3CqFGjMHfuXBgMBlcvzemQzR+CMyGCgNDuSEhIwEsvvYQXX3wR\nEyZMwKFDh/D111+Dw+E49XPKy8sxY8YMPPbYY0hKSsKFCxecev6WoqCgwEIcCQQC+Pj4oLCw0IWr\nIhAIhJanM1lKyeYPwZkQjwWhXfLqq6/i1VdfbdHPWLJkCRITEzFjxgxkZ2djx44dGDp0aIt+pjNQ\nq9Vwd3e3OObu7g6VSuWiFREIBELrIJfLUVNTY7Ep0lEtpU1t/vTp08eFKyO0R0iFgEBohNLSUuTl\n5TGDXIYPH461a9e6eFW24enpCa1Wa3FMo9FAIBC4aEUEAoHQOrSEpbStVovJ5g/BmXQ8yUwgOIEb\nN24gLCwMq1atQmZmJgICArBs2bJ2sevSo0cPHDp0iPlaoVBALpejW7duLlwVgUAgtDzmllIWi4Wg\noCCHLaVttVpMNn8IzoRUCAiERqipqcHNmzcRFxeHo0ePIjk5GW+++Wa7aEyLj49HSUkJLl68CADY\ntm0bxo4dC09PTxevjEAgEFqeV199FUePHsWRI0ewfft2h4ZWtuVqcY8ePSx6w8jmD8ERiCAgEBrB\ny8sL/v7+ePzxxwEAf//73yGXy9tFY5qHhwdWr16NDz/8EE888QQuX76M5cuXu3pZBAKB0O4wrxaP\nHz8eU6dOxbVr11y9LABk84fgXIhliEBohJCQENTW1sJkMoHNZoPFYoHNZoPNbh8aOj4+Hr/++qur\nl0EgEAjtGrpaPHfuXCxZsgQ///wz3nzzTfz2228ub1Q23/xRq9WIiIjAypUrXbomQvulfTzdEAit\nTHR0NAIDA7Fnzx4AwOHDh+Hl5YWIiAgXr4xAIBAIrUVbrxbTmz/Hjh3D5s2bERAQ4OolEdoppEJA\nIDQCi8XCV199hSVLlmDjxo3w9/fHV1995fIdIQKBQCC0Hu29Wkwg2Ap5uiEQHkBUVBT27t3r6mUQ\nCAQCwUWYV4tfeOEFUi0mdFhYFEVRrl4EgUAgEAgEQlvkr7/+wpIlS1BdXQ1/f38sX74c/fr1c/Wy\nCASnQgQBgUAgEAgEAoHQiSEmOAKBQCAQCAQCoRPz/wEG1Nzc8S+mIQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14,6))\n", "# ax je sada 3D zbog projection='3d'\n", "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", "p = ax.plot_surface(X, Y, Z, rstride=4, cstride=4, linewidth=0)\n", "ax = fig.add_subplot(1, 2, 2, projection='3d')\n", "p = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=cm.coolwarm, linewidth=0, antialiased=False)\n", "cb = fig.colorbar(p, shrink=0.5)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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0Ggb2CWPu9B5O2yycP4hAf0/eeH+v/TNJkvjb4xMB+NPLm3hwwXB6dQsG4Jbf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m+3+otWTSqxYOIH+b4PwqZN/x4KYX/hO/OyMG5BkcvlTJ8+nR07dvD9998zYMCAYhGC1Wfg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\nDaaIiIiIiEg++D8wZxx25PBa5QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,6))\n", "ax = fig.add_subplot(1, 1, 1, projection='3d')\n", "p = ax.plot_wireframe(X, Y, Z, rstride=4, cstride=4)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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IXBg+nw+73U5TU9OoxtNzOZ8SZiclm1ZV0uk0xV5v9u8SiQQ+n49UKoW3pIJX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5TJjmRortoHuShoSieT0ou75D2bEJNA1DvxsxXDcUKUovtypOF2UfbqB45SdU/bALyWgkdkh/\nLL+4gdhB/Ym+rhfG6As3zmiqSk3eQUrWfk7xso8wRITTe+XfiR3UMJPRvB7cy+cgJ6YSctdv6l1H\nQT34A1LKtciWlIBzZTZ9u0Z2F32YdXV1NSkpKf7xVP/8l8yREonf334RA5Mboam9ulZHDJ/sNPP4\nSA+JsQ2F+Uy1/ncZ2KWhZ65ydBeSKRw5LbALVquuxP3W3zBkD8N44x0NrqkpCoemzqPwjXcxZXQi\n/fcTSBw1nLCOF55BabfbmTVrFhs2bOCZZ57h4YcfDvp+SsHViRDMVmTTpk289tpruN1uzGYzL7zw\nAt26dQt2WFcddS39cnNzOXr0aJOWfr4sp+5s0LpZTlPrVIqiUFZWhuR2kOA5iyE5EylKz5zU00fw\n/vM9tKoK5H5DMA66FSlC7xJSah2cXrKaU4tW4jlTgfnm60n+1Z0k3PHvhMTFNvpdLcVVcoa9Dz2D\n/eARrv9+DWHpqQ1+xrtjM8rWrzD98W9I9TpnlPwcpLhU5MTOAceLK6GoUiNRPtWoGf6738rIEvxq\naNMl2Z+Cpmk4nU5OlHj4cEcct/Q4SbJFCVgHlWUZmwPySyArVXdKqotadhytohA584YGTU/enA0o\nW/+J8db7MWTdEHDO53sbcrSIiv9Zy9kN/0d41zQG7/qk2ZgPHTrEpEmT/DMs+/bte1l+F4KfJ0Iw\nW4nS0lJGjRrFqlWryMzM5J133mHdunWsXr062KFd9dS39Dt48CCSJDVq6acoSkCWU7eRyNft6fMK\njY+PJyZGzxjrZhDebz9BLT6B8Zfj/KVPTdMoXbOeI9MW4DlbSfLEu+j0nw8S2a1rozH/VDxWG9sG\njiHp/ju49uWG63NK/m68n6/A9IcZfq9UOOeEc/B7pORM5LhAoT1Q6MHpUuiWpDTYLmKzw6L1Bm7p\nr5J9bev80/d4Yd7HBm7OUsm+5ryBudPpRJIkwsIjKHQkkhCl0Tmh3hYarxv18A6kqDikjoEm6Zqq\n6v6x+7Yj974B4013QlgkVVVVWM+VYH2+t+6zVlwngK+gEAAAFClJREFUi5t0+9E0jQ8//JA5c+Yw\ndOhQZs2a5f9/QyBoCrGG2UoYjUbmzp3rt6MaOHAgr776apCjahvExcVxyy23cMsttwC6pV9eXp5f\nQNesWdOopV/nzp393Z52u53i4mKcTqf/mr6Haf1ym+HGOzHIcoCBQMXGHzjwxPMkjh7BNS8+RXjX\ntFa51xBLDJZf3EB13oFGz2s1lbrnrKleKlZrBUCKOP+QV1WVopIz1Lg70NEiExnZsE32u70yoUbo\n3bn13pNDjNC9o8auIzI3dDMRG2siNlbPxn3Dz6M8dsqqw/FUnyIyzBjYKZ2SiVaYrzslJWX4/16S\nLGO85X7UpDS8/7ced34eji69cHXtTXqPPgH7fE3xlgZrwz5qa2uZOXMmmzZt4tlnn+XBBx8UJVhB\nixAZ5hViyZIlbNu2jTfffDPYobR53G43e/fu9QtoY5Z+0dHRHD58mHHjxhEREeHPctxud6ONRPXR\nNI2qbXmYB7d+l+Tu0U8gmULo9/7rDWLwrH4NQsMx3fO7gHPKiT3gdSNnDESSJBwOByUlJbhNqdR6\nTPTtJFHPk52CQon3fzBw2wCFAZmt+8/+TBW8+ZWBQd01hjXS/KOoejevQdLobHbgcuoVAt92FrNm\nJ7y6BCItyKndGnjqOivKqdmygaiTB5BcDoixEHLLeOT0a5uNKz8/n2effRZN05g/f77Y0C+4KIRg\nXgFycnJ4+umnWbZsmTBAbgV8ln47duxg27Zt/PDDD4SHhxMbG0vXrl39Gei1116LLMsNGolaul2i\nNagtOMb2QffR7e+T6fjbcYH3dWQv3k//F+PoRzBcc/7BrtnKUU/v1xtjohP8jT3RcakcPWuiUxwk\n11teLbfBsk0GOiVojLsp0HWntfhhv8S3ew2MHaLQq1PDx4zdBQdLIMwI1ybrLkV1t7MotnJiakuR\n0HBFxCPFdSQsMoqqqipsNhspKSmYjAbdTOLEQYzXDUUyJzQai6ZprF27lrlz5zJ8+HBmzpzZ7Civ\nK8E333zDE088waZNm0hLa50KhuDyIgTzEvnqq6+YM2dOg+O/+93vGDduHBs3bmTGjBm8/vrr9OnT\np5ErCC4XNpuNJ554gqFDhzJy5MgAQ4ULWfrVXQeVpPOTPyIiIi6rpV9dFLuDf935OJ5yKzfs+BBD\n2PksSqupwv3OPKQOaYSMfSzAq1Y9tgvCY1CTu1FcUkJYWBgxlkQOFEuEh0D35MDZm1W1ukVdiBEe\nHq40OVi6PtZKD2cq3NTWKoSHyyQlhDY5BaYxNA0+3iqTf1pi7BCVHmkNHzW1Ligo1c0kuibqg6MD\nrqF4UEqPQ2UJADVSKDVSGMbYBCIio1rkGFVdXc2MGTP49ttvmTJlChMmTAh6CdbhcHD//fdTVlbG\nBx98IASzjSAEsxXZsmULU6dOZenSpUGdkdde8A207ty5c4NzZWVlAcO1m7P0q9tIZLfb/fsN69rG\nXSreGjt7H/gvqrbu5rr1S4kZWMc31WnXR1g57ZgmPuV3EtKt+fJAVahNuJZyq76f1RQWycFi3byh\nVyr+UWUA1hp49xsDSPDgsPMDmxtD0zT259fw7dYKtu+qoqjU1eBnUpNCGTTAzK3/ntDk3Mu6KCp8\nslXm4Gl9X+ag7lqD7NbthaNndIOJuEjdWCKs3q/YXl2FvfgYsbiQvS40JGqjk6lUTSiKEmDrV9fw\nYv/+/UyePBlZllmwYAE9ewZuVwkWs2fPxmKxsGrVKpYvXy4Es40gBLOVcDgc3HbbbSxatEisk1yF\n2Gw2du3a1aSlny8L9Vn6+RqJ7Ha7f7+hLwttypGoKZynitkz/v/hPH6a3u/MI27YYP85rboSz0f/\ng1ZrI2TcH8937Xrd+nxIj4vyiFQ8kpGUlBRUDOSX6J2pPVIgvE72WFoJq78zYDLCxF8oxDaxTVRR\nNb7LqWDNx8UcPekgzhzC4IFm+mVFk5oUSmSEEbtDobDEyZ791Xy/3UqVzUufntFMuDuFgX1jmr1/\nVYVvfpTZmq97+96RrRJdP5PU9PFqhVbd7zcuEjrEQKRJw2rVS87+Ic9uO1qNVZ8XGhbp387ie8k5\ndeoUK1asIC4uji+//JJbb72VmTNnXtQor9YkPz+fSZMmsXbtWkaOHCkEsw0hBLOV+Oyzz5gyZQod\nO3YMOL5y5UoSEhpfZxEED6fTSV5eXost/eo+oN1u90X5rnpr7Oz/7RQynvsjUX26+4+rp4/gWb8C\nZFkfjuwTS5cd9eReNMVLsTGO6IRkYmNjcXklDpXqRufdUwKdc44US3yUI2OJgvE3K0Q1YnijaRo5\nuZX87+rTnDjtZEDfGO67M5kBffX5n03G71XZsqOSNZ8Wc+ionb69onns12n0yGxekAoKJT7PlVFU\nGJqlMiBTC5iqAnpGeqZaN19wecGAl8gQF8lxEUSHSw2MDhrDZrMxY8YMjh07htlsxul0EhkZyfDh\nw3nkkUcufIFWRNM0JkyYwNNPP012djbDhw8XgtmGEIIpEDSC1+tl//79fgHduXNns5Z+jfmu1u3E\nbUkjkeez5Wj2akLufPB8GdZWjlqUjyIZKA1JICktHZPJhM0BR8r0iSvdks+XMDUNthdIbN4jk5Gk\ne7mGNlJBPnbSzn+/fZK8fdX0y4rm0V+l0bPbxWVgmqaxdWclb63SBXfYjXH8dmIaHRJCm/yM3QVf\n75HJO6YP8r6xp0rvzlqDaSY1NbWcLrMhhydQ6w7Bq+pZZ2NTWOqyb98+Jk2ahMlkYv78+fTo0QMA\nq9VKUVERWVlZzV+glVm9ejV79+5l5syZAEIw2xhCMAWCFqBpGkePHmXHjh0XtPQLCQn5SbNBNbcL\njEYkWT+nKV6UQ9txSiE4zZ2I75AESJTY9PFY0WG6gIScu5TbA+tzZQ6ckhnUTTegr6/TTpfCirVF\nfLC+hOQOoTzxUDqDB8ReUhOMomh8+fUZ3l5TiNOpcu+oJMaPSSE8rOlmqdJKfU/ooSKZyDCNfl01\n+nZRsURplJeXY7fb/SVYTdNHl0k0dAby/+40jXfffZf58+dz++2388ILL7TKjM9L5fHHH2fv3r3+\nF6iKigpiY2OZP38+gwcPvsCnBcFGCGY7Jycnh9mzZ/sfUC+99BLJyckX/qDgoiz9fBv2fVloXePy\npjo9bTYblWUlJKR0JOLcw/9sjd4gkxQDaXHnvVjLKuGjHAM2B9yRrZKV3vCf9b/22pi/5DjlFW4m\njE3h/jEpmEIu3xaaWruXVR8V89HnpURFGnhwXEduG5aA0dj0d5RVwc5DMvtOSri9EnGRTrp28NA7\nI5wUS6M+7A2w2Wz89a9/JScnh+eff55777036F2wLUVkmG0LIZjtGLvdzogRI1i6dClZWVksX76c\nLVu2sHjx4mCH1iapqKhg165dbN++/YKWfk0Zl0dERBAaGkpFhT6cOjk5OSAb1TSocQWOxSo6q28b\nsUTB3UMUEuvtwXQ4Fd589zSfbigjq3sUf/l9FzqltmyKx0+huMzF26tP8/UPFaQkhfLre1IZflNc\ns8JZYa0m77CTMkcCp8qNuL0S2Zkqtw5o3u/2xx9/ZNKkSYSHh7NgwYI259UsBLNtIQSzHbN582YW\nL17Me++9B+iWYYMGDWLr1q1XTUdhW8Zn6efrxN2zZ0+jln4dOnTwd3pWVVVRVVUVUML1iWhTWZOq\n6uuWAzO1gC0lAAVHanl54VHKyl08OiGNsbcnNdvQczk5ctzOsvcK2bqzksR4E2Nv78DIYYnERJ0P\nsrEhz14Fiio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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,6))\n", "ax = fig.add_subplot(1,1,1, projection='3d')\n", "ax.plot_surface(X, Y, Z, rstride=4, cstride=4, alpha=0.25)\n", "cset = ax.contour(X, Y, Z, zdir='z', offset=-pi, cmap=cm.coolwarm)\n", "cset = ax.contour(X, Y, Z, zdir='x', offset=-pi, cmap=cm.coolwarm)\n", "cset = ax.contour(X, Y, Z, zdir='y', offset=3*pi, cmap=cm.coolwarm)\n", "ax.set_xlim3d(-pi, 2*pi);\n", "ax.set_ylim3d(0, 3*pi);\n", "ax.set_zlim3d(-pi, 2*pi);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Pomoću `view_init` funkcije možemo definirati iz koje točke gledamo objekt. Parametri su kut elevacije i azimut:" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(url='http://aquillam.files.wordpress.com/2010/01/image001.gif')" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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2UC1jfjOOhBURBQmqd868rc+yrKW7dbsSnZ7k4Fc/3WEyMQEAhmGj0x0he5PC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WDbKNPpFa00cBo8ASCJAuvHAoUfztvuyoVtL1AuVyAQgVUMmi1UyhWMx+PQOy9bICKbiZDNXiC4\n6jvigYsfBFdzWmrvLev92t3dhe/76HQ6oXrcZkVu696JkFAsoQlZkjAYDDAeb/pAbevR4hAEkQl9\nhL5TnW43UlBcv17XY+NTZNPe8/k8dnd2MZt7ODs7Q6fTSRV5uQl4Aj8XmjNzZbz77CvXqYXn5+eZ\ntHTHca4V77qN31Tae983fFCr8UOJUmyD53kYDoc4PT2F7/s4ODhAu92+UznzbTTG3wS8r+jN6TkE\ngaDVaqNSqUTZjrRROPeY3OQJSps8M7a/gkASvOZcToomJxo2vfITivaS4RfP9zz85//vC5yensJx\nHOzu7m70rj0GHloR8jGhKAqWroR6o4Eg8NkE7C+iSXh9MiagEa1SICzzKQqE+ZZknO82RaTr1JKS\nv5wdeEuyhIquY293F7Iko9/voT8YbO1J4ps24PEDqrtUj+J9VoQQHB8fo9vtZl7Tk7HvEx4Tq9Uq\ndXOmKAqWyyWGwyGazXRfHa7612g0Ul+fzWaRaIskSTCMq74SSimGwyEajfpV4k64Wocsiyn3pWW6\nfZ99J3K5HFNpI0zFlB9TUZTEWs29qryVhdcv2rFqtwDHWUGS2PEn5hL/2//5gw1afBpGkzk+/fwM\n9UYDopQi5024t9QmrqpTayBJs14OMexhFkVW/fH8gPVaxSh24/E4pB0C8dU8l8uh1W5B0zSMRqPU\noIOQ7DVpPdmVeF/G3GcYBgqaFkrlp38GkiRC16tRpanT6YbMIy7mkS4lH4cf+KCUQlYU7O3vQckp\n6PV6mE4nYXL2ZmstifWIVatV7O7uIPCDyOKD720EQYzESwAWhGaeISFYLH0cHDxLBBnXJdCyEAQB\nGo1GpIx3dHR0b4P5YrGIV69eoVKpZAZ+NwmoODgj46OPPkIul8PJyUlYQcy+5vdxbfugAqpCofBo\nAdVyuUSv10On04GiKHjx4sW9xAweu4fqJuMvFgt0Oh30ej3kcjlUq3UUi8WN7Mq6Ih8hjE4g3tA1\nPu2LHWQ0jJKNCI1CzcmxfwHch4pPsIHvYz6fYzwZ4+Sc8fnTSsvvm6fBQyJ+7WedKSiYxO6zZ3vI\nKTK63S4moWlnHIQQiKHML5fp9f2QxU8IRFFILJ7sudsmSnHNPYgrOG5z7OXqfoIQOtfvQdMKmE4m\n6PV64TyQfL81S/b9PWZ15z7BTlxcpFAo4OLiAqenp5jP5ykKl/e/hscOLp/w/sHzPLium/pcyLIM\ny7JQq9VSVbiuU/3zfR/j8TgKxiRJSnw3LcuK5Mx5tp9v3l13heVymVoV830fi6Wd2OQFAYUosl4v\n256jXImLQ7B1ZLFYwPM8vDiooVrJgwYByqUSnJWLy8shfN8FKDCa2Pje9/9+a1Dluj7+7h9OQQiB\nouQRBAJEUUhUlwjJ3jOQrOrU2nouCASSyPT/2LxMY++jkYLffD6DrMjI5RQQkA1BCwLWf9NqtZDP\n5zAYDKKgA7gmaNoyZaQVaCzThKqqyCk5pi5LWYJtI7AK38sk0utot1uhyl3vRvs7IWSwBL4fUe/K\npRL29/YgCCK6nQ4sy8o0pY+fRlwJ0fd9SKIEvRoGe66Li04H8/ksEleJktCUMsGuDFBQdHrjRJBx\nfHx8bZCxMQ5fB0PBmEajgVevXsH3/cif8q77nqzqEj+/2wRU8TGr1Spev34NURRxdHSE4XC4sUd8\nX+ns75cm4TVQVRXD4fDBxuP+UZPJBILAmhxVVX2QzceX1UMVvyYuU80aMJfZE2SoRGTOVnC9AJa5\nwFl3jGf7BC8PKgkDvJufRyjHHZtM+YS/7puRz8uYxxQIgyBsAPU8zO0l3JULVc1Dr1axWAKLhYti\n8d2QQH+XQAjBYuFgOLIAEBABqJTyKJVKKBVLWC4XuLy8hCSx6o+q5pjbvJc2wbPNiOf5oSqjyBaw\nLcdfd5vnCIIAZxcmAlAoogBzzu6179k42JOgamqS4glsZmvDxtxisYjFYhn1i5XL/z97b/ZjyXaX\nC34rpr0jYs9zDpU1HN9Gwg3dcC3hKyPUAlrwgLj9wIuRkIywhOQ/ASHzjsQDgjfkB/MG4qmlRqhb\nRr5q4Qbfy2Rj7GOfyszKYeeeY89DDGv1w4oVO2JHxM6srMzyqaJ+R0dVtYeIFTtWrPUbvt/3FZDL\nmQAIprNlEDx8GitUuyaw8oVCAavVCoPBAN0ub3IvFosfAqEP9ijG9QjTofOu68LzPOTz+cT3Z7MZ\nZFlOJVnp9XqoVCqB88kDqiUyWROO42C1WqHRaIjBgPqsr4wxjEYWKpU4cx8ATMZj5MxcLCnkui6m\nEwvFUglSKGEnyzIcl/dk1vyK/VErD9v2sNq4KKp5eK6H+XwO6gH5Qh7jyRL/5//9ffwfv/qTMSg8\nAPzgky56/SEajWbwmvCPCaSAoEEiUgxyJqpluwEVYxRgEhRZCijTKeVOOUP884Jy3PM8zKYzNJvN\n0PHj90P0OBuGCV03MJ/P0e12YJo5lEpxdkJh+3qudmMk13WwWC7RajZ50BhC/vF1jPqtVdJuHgyy\nrKBWq/k9dxbmsymKxRK0FGeeH9+fN/4aTCmDrEgoFniv1nw2Q/umjWKhyIPzhGVU9G1HXwOot9XD\n8lwX48kEk/EEpmlGBIaZ3/O9+ytxMhKKm+4IT580At+yWCzCsiycnp6iUqn4pBr79xDXdWOJY9H/\nVKlUMBgMcHp6inq9jnw+vSdtn4nqUqFQCGRZCoXCrT1U+0zQopfLZQyHw8g1h8lv3jV7rwKqh6JN\npz7W9+LiArqu3wvSd5u9bcifEEecTCaJ15SWdaOUoT9aoj9cBY2grutCkWUMxxv0hjf4z59tBKKw\nu8YX8buxBxEp+SEydBXDkG6v67hYrbhznNFNXlUDhzxQ6uFHZ338zE9FWaXexYfzMez7H3cgkm6E\nAYWcrz9FCMyciWw2i/VmjcnYwmhEUS2XoGoaYpt8sJnyP3l2zq9YpjVbS3Gdk8XSxv/77VdYrcUO\ny9n9ahUD1HWw2kzwmecaysWtThbxG66TjIBDkur1OjzPxWQyxfX1BLlcDvl8HovlGjlTfysB1UMe\nX9d1PHnyBI7jYDgcBiQW4azom9iH5+ODCQuz+u0apRSj0Si1H9V1XYxGo1RWP1FlDQdjtu36vVNc\n4LecQHXOGMVqOUc2m8zct1wuIck8qbJZb2LvgRAYejYggiA+M95kMgma+bl2HMHT4zJOLy04jgdJ\nllEqleA4LqazGRRJguO4+L++8TH+66/8ZOTZu2yP8fKsjXy+kEzSAd5Dul0DOVGD0GWUCNnC8pj/\necYdZL6HRtc8WSZwvfg9IL4Xb438IDKolNy+D4uqRC5nYjabo91uwzQ5sVHknjDE2AbDFg4WGViI\nwp7v1NHxcl+IJ1mpf4+SK6P1egO2vQmRgJVjvpn4JqUUUug+eB7jQSmAUqkIM2diMpngun2NUqkE\n0zCjp02a3x6FLElBQk9WFDQadWzWG/T7fU7xbxrIZnU/ERDX6BR+meN46PQsHLa4GLYIMkqlUhBk\niH+nrc+2baeSPCiKglarBcdx0O/3A4hu7F7e0UR1qVjkvXebzSaAk943eShJEur1ehD8vXz5Mgi0\n3sU96d2rqe2xN+2hEhPv4uICjDEcHR3di+7xLvbYpBQC8pfU85V0TbuUtQDguBQvL6bo9BcxVh0G\nhqymIG9m8G8/GuGmN4ftvB4GOIGxNPEN01DBAGw2NsbjMRbLBXTTQL5YgKFnQEAgUBQMDGeXw5Tz\nvRuQv8dYSMS1f/KqH7wmKxL07DYQZr7osmkYXNujUsFsPke7feMrlocC9NBvKcbreYKFMWUMO5vk\nZuPiW//jEsuVx285kUAkgoNGHvlclh+XEFzdzNEdbAkl9sFQws+ULCuoVCo4ODgAIQQ3Nzf45JNz\n2Lb9qSKleB1TVRWtVgsvXrwAAJydnaHdbr+x3se7uHl9sIc3z/Ng23bqfBgMBoGzk7Se9vt91Gq1\nxICCUhoIiYZt4SfzknqchG02DmazBUqlYsJxPUyn00AgNqw/5HkeZrMZSsWiDy3ze15kwpkCHTeo\npFFKwSiDriv46KQCTZWDPl1NVVCtVJDVDUwmE3z8owv8P//tB8F5eoM5fvCjNlzXiRBphE3xGQy3\nRrgWlScSlRy653mARxGwHSZvWyzmqPMj8v7m1WoFBgbD8AlB2Ov5G5wgooBmownGKHrdLtarJWSJ\nQJEIFIUHdLLMRYllmUCRJCgygSJziKZYp1fLJWRJQibDk2JJDH1BRYKxQJMrKQCUJAJNy6DZbKFQ\nKGA0HKLf78N1t1VJUTlLWoNdj/L74Ac7lUoFrWYL69Ua7Zs2VstVcNq0Hq/YqBiDoqowTBP5fB7T\nyRTdLted2j0GZ7HcHuG6HfdVRIXp+fPn2Gw2ePnyJSaTSeLzdhdRX1VVcXh4iOPjY0wmk3trTgmT\nJAmFQgGmaYIxhtPTU4xGozfyr2RZRrPZxLNnz4JA7V20DxUq8P4oy7LgOA5KpRJqtRqurq4e1cl4\n7AqVJ/qKRqNbNbEAxBiMXD+YchyOQw5TnweLpa/OrqkKfng2xvS7HTw5LOAnP1OFpqYTWgijfgMx\nA+NwP4/GnHHGANdeYTK2IMsqcvk8FFlO1RyilKLfn2E+XyOXy8bef2i7bY4wxjCfzwPq9mq1imKx\n+GPBBw+tOXqDmRgZcoYai34ksiUc0TQN1WoVjk9VPh6Pkc/nUSwUgvu6ewtcH7cO0IRequiHv/P9\nLmZzJ4ikCYBaxUQmo25heeDwld5ggbypwtDVvVATypg/N0LX5G8AhUIerofg2X5MFfbHxoBLkgRF\nUfDRRx9hNpuh3W4HGc77qt5/sP/YJqB+aXNntVrBtm3U63XM5/MY3Gg+570kaax//X4fpVIp9twt\nl2vIsozFYhELtgC+RI3HFkrlEq8iBVAsPs7xeMLhTOLDoWd/PB7z9daHDArtJ9fhLL2V6lYjSjj1\n1POgqTI+elrFq2sLi6UNEIAwCk1TUa5U4Ng2/vs//whgDn7qJ5/h9NXIFxlO1pySpGQqdP+XBxjv\nh9o1AQ+Lv56M/JBkAtdhGFtj1EO/pSwjEe4HCLZQXh0TLLu8I4uBSSRwnieTCZerKJWQM/Wd82//\nLsvbXi1KKaazKQ5aLQ7xp56/fqeQUvnXu9U9E1uUICfZ4sazWR2tVhar1Qq9Xg/ZTBalcilgq6KU\nQkuo3jAgNIcAWZFRrVXhOi6ssYXJZIJKpQItAdIpjitLMjyfeVhUqzzPg67rKJZK2KzXGFkW5ImE\naq0KSVJ2fyYAXM5jOJqiWolDK2VZjlWYGo1GpMLkOM6d+5g0TcPx8fG9NKd2bbPZIJvNxqpLtVqN\nU8vfc/8RVbWHQF38OOy9Cqhep0IlHN3xeBz0EmWz2cji+uMmjXhdEw22lmUFlLN3FbBdhiB/lDKc\nX89g2x4kIoGBgjJf24IxUMIzbRI4uosBKBWz8FwX5xcjdPszfO6nDlAtG7drVEl8QeJ4ZUE7ykA9\nivligeVywSGKjRo29nZHEMGUoI4OEkEMYIThk1cD/K+f3YpNvm0Hk1KK2WyG8XgMXddxcHAATdMw\nGo1wenqKUqmEcrn8VheO733cCTH2kS3cD5zNiIQ2BwA+ix+gKCoqlap/TVO0b9rQdT2A7cSgIIzx\nDWcnOxeG6Q1HK1zezCL7alaTkfcp3Cll/mYqPsArVT/xopTYhxU2gaGPvQ4CIqt4/vw5BoMBLMvC\n2dkZarXavWEQafY2dK6AeJ/VcDiM9FndJaj7EHx9MIBnu70gIRI1Sil6vV5Q7RXU6SKg8jwPw+EQ\nR0dHicderVZwHCcxYFouN3AcXtlJmq/L1QqKogSOo0dp4BCv1xtQ6iGXM2OELev1GoyxiMPIiQVk\nDEcT6IYOVREaTDSAMfLAC1AUCS9OKhiMluj25/CYB1VR4HqAqmkoyGX8t//vFb7/wxscH5aR1XVo\nmgZZEr3A/Jx+4QVpQYQiyymsfyxVbynNdWCUcW2vfD7Q3MPOqQXMUMALPY8lVhpa1X4AACAASURB\nVK/CvdGimuO6LibjCeazKQqFQlB1CluYwdcaW8jn8mCM//aSxN/l/dMslhwT3xVzMBZYJfXOGkYg\nxNvrdpHJZlEsFmOQv/BP4VIW62NTVAX1eh22bWM6mcCjFOVyHFIIcEgjQXSv8Vw32M8zWa6HxYO9\nvr+HlmPHAYDrm2FiQCVMVJhs20av10O/30ez2YRpmrBtO7WXMc3uozm1a2FCClFdqlar6Pf7GA6H\nb9Sz9S73Br9XAdVdKlSUUkwmE0x9xplWq5WIQX1sFr6HDNgYY4HzrqoqqtVq0FR814kZrlDd9JdY\nruI6AZQCjPiONkSWiYH5AVG1msPGcbFaOfjWP17iv/zsMWqVZPhDYFucn38OhvV6g9VqBdPModFo\nQpIIlusF+qNF7KuMUVBGfJFa/3CM4OzVMBJQvS0T+mTT6RS5XA7Hx8eR5utms4larRY0nxYKBVSr\n1UetlgAcr336akvYQiQgZ24XUFmWY9oQu/1vkiShWCyhXC5hMpmi0+lAkqQAViL5FUvAd3pC2VVC\nGMazNS5vZsioEj7+ZADiA/c55l9GpRJtYg9vtoQQrDYuZgsXOXO/MCBJaAUmhI9vPl/BdT1kMhkU\ni8UAry6CkFKp9GDMeY8ZLCdtOrqu4/j4GI7jYDQa4eXLlygWi6lsbGF7VzewD/Yw5nkeNptN6jwY\njUYoFAqBcykCKmECCpg0z0Qwdnh4mHj8wZCTPiU9L57nYTGboVKtRl+nHM0wmYxRrdYiaxWvcniY\nTqao1eO07evNGra9Rq3mi/synpQLj83zXMiyAo8S1KsmysUsLtsTtDtTgEhYrV0sljYoKF61V1A1\nGbUyT0Dm8jw5I8vbPT5dxBdwqYdEZr+U6hRfZ5NeB1arNWzbRqnMnXcCEvRUyTLxCS22cDpFTvdD\nkl5XFMVHLXD4PcMUpWIpEnSIIGWz2cBzPRihdZ0n7SioXy6TCAHx9w3G4tpQscAqDfNCCEwzh0Ih\nj/GYi90CSGaDFMLxPjJml01W0zQ0my0sl0uMhrxfsFQuRfzEYH0P/UZJ/ay6rkPPZrHecKFhTdNQ\nLJYin7PGc8wXK+TM/ZWi3QoThzrGSSnuakJzaj6f4/r6GplMBvV6/U4tLpvNBpVKJfKaoig4ODiA\nbduxitrrmGAsfBftvQqo9gn7ClX25XKJQqEQcXST7G0I777p8cPBoWEYODg4CB4ukW28i3meB9vh\nzvRsbmNohX9D4RCLtUMCAY2lyAj44t2s53F5PYbnMfzDv7Tx8597gmIhHXonFre1bWM2nfraHzJq\ntVYEjWboaVOVBJk0mfgLMyg6vSnW6w2y2cfVoBLmui7G4zHm8zmKxeJeiKUsy6jVaqhUKhiPxzg/\nP4dpmqjuOA0PaWeXIzihCl/OyARUvnLKpprmXInG5Xw+h35/gNlsDtu2fYdqu7h7nhc08P7o1MK/\n/bALRj0Qn/ZenJIxIGdqyOwQmzBGgjlAfcak/mh1a0CVJNgoS1KQBZ7OllBkHpBkMhkcHh4GzfQi\nyL1LELLPfpwsgqqqotlsol6vB/NL13VUq1Vks48Pg/1g75bdBvVbr9dYrVY4Pt4mqFRVDfba5XKZ\nWn0CtsFYkuPnui56vQFyuVzifmVZFgrFQuJct6wxCvk8f053IL5hsomwEQKfKTAKzUuuynkARDJM\nxvOTClr1HH5wOsDAWnJxcwrMFwucX8t4dnIEj9ro3HRQKBRgmAZnJ6R8jeXHpKGtk/EoKGGbJiRd\nvDZtVSHgAWajXoPik2xQfx1K8wV2WezCv0ea8K0kEZ8goo6NvcF4bEGSZJRKRSiK6u/BDCNrhHqt\nnqo5CfhIExEI38IWTIiAlIOzNSbeM+aTauTQvr7GoN9HoVhEPpfz2RW3rQLMR93sMsaKPrRMNoPW\nAa8yDfoDqJqKcqkM2a/8MRql5RCV04TBI2cayGazmM8X6HQ6MAwjgiC4bg/xE//pbglgUWFarVZB\nD22z2by33mYul4NpmpjP57i8vIRhGKjX63v3v30Mf5qm4ejoCBs/iBQVtTTWz117Vxn+gP8ApBRh\nrSUxEe8Ctfo0V6gEpvby8hIA8OTJkzfSXRKEFB5luO5Gq0CC1jTyAhEVqhBJgU9ooCoKKmX+4Lgu\nxbf/tQ3bTlfF3qzXGI1GGFsWDN1AuVSCqmqxtTKTiT/c4YcuvC9wmCHDy1fJ5BQPaa7rYrVa4fr6\nGqqq4unTp3eiOwX4HKtUKvjoo49gGAYuLy8xnU73itPe1350PoQb2lRzpuaPQVD1xudK2uzZQvcI\nNE1DqVRCPs8pVTs3N1gtl37AzTev8ysL//6jLjzPASEMYFwbJHyPi8WkLBYLNK64SCfBbL7BYrVf\nWZ7SaC+eLEsRSI2gTw/fI0VR0Gg08OLFCyiKgvPz8zcie3hsyJ+Auu6z8PwqFArodDo4Pz8Pel2E\nvaub1wd7GNuXfBOaUo1GIzJPNE2D4zh+zyp3mJLmkQjGSqVS4vHbNx0YZg6qqsYq5Mvlkic9tLij\naNs2bNtGVtch+/CxsLmOC8OMO3CLxQKZjAZFkXnFhvF+mKSxM8agyD60Fjwo0nUVP/PZA/zvv/AC\nrXoOq9UGmYwGygj+4Z8uoZsmGs0GHNdGr9vFYsHZcT3K/2c+s5+scBp0HlMlVKckkgDrY1xjCYyT\nQ/j6VkKnazyZQNMyILLCq0ABLDjxp9/rg+wPbrZ/z2gZNBpN5HI5DAZDjMcWXM/FdDKFoRsxp3y/\n9hNPiEpScoViy4LIgxdKvQjpAwn0Kf0qhyyj2WrBdV1ct9uYz+e+ztfWPBpHEvBzb8cpIPuGbqDb\n62I05ALIRJLiAdSetVSSJORyORwdHUJRZNzc3GAyGXPSj8EYtr1/X9u1bDYb9DlfX1/j6urq3r5D\nWHPKMAycn5+j2+0mrguMsYiIcZplMhk8efIEBwcH6Pf7ePXq1V45hvfB3qsKlWEYsG07cHLH4zEU\nRQm0ll7H3hYL3+tYmDyjXC6jVqvtrSLc9fgC7tcfrmA7YV0ov4FTJtGAhQMJYpsY8StEpYKO+WID\n2/awWNr45+918HM/cxz6PsN6tcZszvVKSsUiZH/h3WzsxHFnVDlR04EbBSD5gR7/EJGAs4shPvsT\nh3f6DV7XBBONbduQZRlPnjy5t2Ma1nm4vLyEZVmYz+eo1+t3zurss/F4gcFwjmJh69TkTM3PG4ps\nXcIvm5ChJGSXpYkHOtlsFqZpYL32NaDGFgqFIghR8b2Pe/CoGwguMsYhLiKoUlUFpp6JsHPxIzMw\nD9u0jz+nx5MNTH1flYoEEKCkTO9svkKpkElpHpcCPYz5fB6QPdRqNRiGced7/GkSDt5WFPNYr9cB\nxLFcLqNUKj0qNPGDfbrtNlY/y7JgmmYs+60oSkDhXywWE6tPIhhLC7bm8znWaxu6rsPzvIjzJmQ+\nmo1GbM0X9OqiyiRIFTzf0dtsNok9ka7rYj6fo1bjgsKO40CWlb3Pket6kGVeAQvD74ysis/9Lwco\n5lyMphI6/RlWawf/9K9X+C+fe45SSfQbjTGdTFEqFZHJCpY7QGaAG16WyLaOI8k8QSgFySQAjIFB\nApHC4wjDzVzM5wu0mq3YNdDE/iy/OJYGYnnNXG82m0Wz1YS9WaPX7YFSioODg8hn+N6R7lNt0Qg8\nWcureywUGJLYZznSwfMhlkpsDil+f3yhUMBkPMb19TUK+QLfV/2DbJEUNHrwyOAAwzRgGAbmizk6\nnQ7yuRxyOV4h3U3iRb/KGRllWRJ4H+TzXA9rOp2h3b5BoZBHuzPEs5P4/Usz0cNomiaeP38eVJh0\nXU9MsN/Fwr6I0JwqFouoVqvBfHRd97XQG9lsFk+fPsVyuUSn07m1Z+tdTvC9VxUqSilOTk7wxS9+\nEa9evUKr1cLBwcG9WEw+LRUqIcR7dXUVbF5Pnjy5teHvdQKq1dqG7XgYjKLVPdEImsQmxBKiG+ZX\nrwiAatkMsMk3vRkursegjGKxWKDX7WG9WaNcLqNaqULbzUAmwc8kwNCjJeaAmMILlfB9aIUE4Ppm\nHMt6vqmJalS/30exWESz2YSqqg+yCBBCfPx2E41GA4PBAGdnZ1zV/Q3m4g9e9hAGimQzCrIZNcCu\nA8mZwyQ2vV3K8kjxklKoqoZarY5mownbtvHNb/07JuMxQJkP4SORsTAKFAtG6vURiQTZUnHq8XSz\nl+nP/yYfryTFptNsvroVkieCkOfPn6PRaGA0GuHs7CyVvnbX3gYpxX0Ctmw2i6OjIzx9+hSu6+Ll\ny5cYDh+/kvvBPn3GGNtbgbVtG/P5PNYrAfiip56H9XqNYjFOZQ6kB2PAlsTCMPPB8cKJj/F4jEKh\nEMCrwjabzaBn9cBh5EEGd4pnsxkymXiyhDGGyXiMQqEYWk8Ir5jve0wJQEDjBDuMYTgY4ORJC5//\n2RP8b59/gUZNx2A0xz995woSIdBUFVUf2j2dzdDr9fwEXBxmBiDAfDDKWUrF/4zxJKZEkNhTxcAw\ntkaczn6nAiNJ+/yA9HVsXzI5be0l4DpgiqIgl8uh1+tF1suwqPJdzPMoKOM050Ay3bowHljR+LX6\n80CWZVSqVdRrNSxXS9zc3ITQTPz3FnNm7/pOOETu6PAQAMFN5wbT6QSO60CSkhNTkiyDgVO2S5Gg\nUEKxWMTBwQFc18O3/8d3X4t+3HGcAHYXrjCZpolXr16h0+ncue0jdpmEa069ePECkiTh9PQUw+Ew\nSFjcB14oerbK5TKur69xfX0dq6i9y4QUwFusUH3zm9/E7/7u7+Ib3/hGBIt9dXWFX/mVX4kIAf70\nT/80/vAP//DOx768vMTXv/51/N3f/R0sy8LXv/51nJycvNF430YP1b4HJ8wSl81mX1sP63UrVL3B\nKoE9LUxbGj72ttk1igbk5XrKgGxGRc7IYL7YgFHgH797AXhVlEp51Ov1wBnk+G43OMm+Z0nXFSxW\nCSVtwpt7w7fLYwzMY3h1ZeGjZ/U7/Q5pJoJay7KCplzRi/Km+j9ppus6Tk5OsNlsMBgM0Ov1Asr1\n111wPjnrReZyIZeNNDaHySSEEZIsnpt07u1GtH1NVhSsNjLWNg+gprMZZEWFno06O0QC8jkjMXMp\nAnTBMCkTgPjOyHxho5Dfs6gz5icD4sd1XQ+LxQq53N2qf0JU17ZtDH3dk9uqO2+jQvUmxxcQx1qt\nFiEX+GD/ccxxHLiumwp363a7Mahf+H3XddFqtRLfF8FYmsCvILEYWtypDTuzQlg4KRHqOA5Wq1Wk\nX0vUdtbrNRzbhpnLxdbl5XIJVVWCnlrqCcgS78FNE58XvZeKLEcqSisfjpgzdLgeQ6mo4/M/e4LJ\nzMZ3f9DFP/zzKf7zTz+FIsvQsxoyWh2r9Qaz6RjTqYRSsQRFjbtfikTgpgUsKcv+er0CfJRA3Pb4\nGCnXLO3rn7rFL5rNFpAVLoZcLBYxn/NqTi6XQ6mUzmQHpAVqJBaI7Pv+lhUwAX1ACKCoqNXqnFTD\nGnOK9HIZWiYDWZLASDLj4a7JioJCscB1p6ZT9Hu9baP57rlDG2OSuL0kSSiXy/A8D5dXPViWdSeW\nvCRR37tUmF7HwmLDosc4k8m8EXJG9GzNZrPEnq13lZACeEsB1Wq1wh/90R+l4qibzSb+5m/+5t7H\n/+Y3v4nPf/7z+NKXvoRf+qVfepAI921UqJIeXM/zMB6PMZvNkM/ncXR0dK/m+NcJqKzJEpO5jZDE\nA4CwdkbC8YFEhhwAAOMihoVCBv3hGK7jQtM0DKbAyUl0UeXQLBLJUCYeE4CeSWBjFE2mfm8O71Ul\nYJRCkmScXQzuHVAJ9kTLsjikodl8FJHnXQvP30wmg6OjowBeIxyRu/ZpDUdzjCcrX6OFv8YDkdAi\nTwT1CCKvJeW2du/NFrMeDagWCxv/8r1rECJB13Vo0EFdG7PZFLIsI5vVIcsydD3jZy5p7K4T+Jsg\nY77QJQXxM67j6WZvQOX5GO+kgAoApvMV8vlbGCh3TNM0HBwcwPO8gHI9l8uhWq3GNra30UP1UOvc\nB6KK/3gmMs1pc0gk8tLmxmg0gqZp9wrGwiQW1zeT4HVBnjCZTFCtVgMigvBxLcsKhIWD1/3/rLGF\nUrkMmUiRXmrqUcxnczSboSBMkoL+TE7nLcccel6Fo9HPME5WMZlM0Gg24Xqev3fx75QKGn7h556i\n05/j9NUAn3lWByQJkiRBz2ZgGE0slisMhgOf8a0YJGXkPcGULCUnhyilmE4mqNeT97g02ZI0pkD+\n26Qs/tif8GSgmE4naDab/mdJQBAxnU5x3b5BzjRhmrl4kha3V4ZE3w71vEQPgVIv8HsC+v9QgBOm\nOFdVDfVGA/Zmg5FlQSIE5UoZup5NZWSMXiwLjlksFaFlNFiWhet2G6VSEaZhBiQY4Wqk0GlMulRZ\nluF4Mk5OTtDr9W5lyXMcJ/X5FBWmYrEYMAq/jt+QNDahOXV2doaVL2VQKBTutQ8JuQ8RkJ6fnyOf\nz6NWq73TAdVbGfmf/Mmf4Nd//ddTFcTf1H7rt34Lv/zLvxxMvPuI++7a265QCY2Bq6sryDJ/qN6E\nTvt1AqqL6wnXovAJKPxe2aQWmsAYeBVo91milMHzletXizlKBQO5fA6ZTAZX7Rkm0+SmRBL8mf5w\nZjJ3m67UJyGUJILL6/FrB8aUUliWhYuLC2w2GxwdHb21YCrNVFVFq9XC8+fP4XkeXr58iX6/f2tJ\n/wcvu5G+J4kA+ZwWcR7iArzYD4PZ/ShBpDmXUopv/8slNhsOtySyDAk8OCwUitA0DYvFAvP5DNmM\nDCLFM4q890kwARIoiuTT3HKbLZy995WA7dVAm82W9w5IBEvjRx99hGw2i4uLC1xdXUUabn+cLH8f\n7IPdZvuaw4WQdxrr6GazwWKxQC6XS6xuTiaT1GBsl8Riud5WkmRZxmQygWmawb4XTdIsoGlabB2m\nHsV8PkdGy0BTuFg5Da2L1pgzBW7HwOIVD5bUA8MifyOE/9uyxigUC6HqdHgtBUCARi2HzzwtYzpf\ngTEKl1JQcBKEbDaLg1YLpqFj0O9hbFm8zyZ1vUrXoxr7Ok+JJA5SInqev7dvadq7XaZ/cSJElHfG\nIqomjXodjuOg0+lguVxFxibJtxDshPqdOK32LrRRCsZGCMHYspDP50GZT1TBWOLItUwGrVYLhWIB\ng/4Ave7teyoBid0rz/WQz+fRarWwWW/QvmnzKmbCZe0j/FjbNmbzNY6OjnB0dATLsnB+fo7lchn7\nbFKFKn4uXmESfsPp6Sksy7p3sUCW5cA/XS6XOD09faOWBDE3PvroI6iqitFodK/jfFrs0Xfkjz/+\nGN/61rfwpS99KfUz8/kcX/nKV/Crv/qr+J3f+R28fPnyXucSZciHCKjeVg+VYCHsdrswDAMnJycP\nooVz14BqvXbQH26Z/bhOBKBISTWDsPnUFAKqAcB2HEwmEywXC6haBuVyGY16KcBOMwD//kk/chQR\ntIY3jLRhZzNqfCGViY8Tp5AkgCDKnLRc2+j0prf+DsAW139xcQHGGI6Pj2+lD33bJho6P/roI0iS\nhLOzM3Q6nVTY1umrvp+p4/82DS0hUZAMtUiy3QZn5nsQ4SN8fDrAeLb0+w+289DzeFVFVTVOK2zo\nYNTDaDTEerUOhsGzldFxRfRIwPHoSVppwiRZDjLQSTabrx7kGSuVSnjx4gVKpRK63W7AovemkLzb\n7LGP/8HeXxPETUkmqkthWPbu+4L1T9O0WA+E4+8BacHYcDiMUKhvNtt1ixASCPwG5/PXKtd1sZgv\nUChEEQ6EELiei+Viibz/Hoed8++tV1zcN2eavMrhcQKL3bWB+nB1YbIsxSpWnkdhb9bwPA+GsR0j\npSzo3QV8OKHEsfLlQgayxNn5wp9hADJZHY1mC5qm4uamg8ViDonEk5SKJCXCr7lwMYVuJPeI74uZ\n0oM3QRefbGlJqo3/u6SNRTD3lctl1Ot1rFYrdLudkF7mnsEiiowQgsBKCG4ddgs2a3GPDP96OOOh\n67qpzkU2qwf99v1eL2DyS76W+HPBBaOVoFerUW9gvpjj6uo6lrygXjKBBfHn51Wb60UKlrxWq5XI\nkmfb9p2TvMJvePbsGTabDV6+fHnnfuCka81mszg4OMCTJ08wmUxwdnaGxWJx+5dTjBCCSqUSVDff\nVXvUHZkxhj/4gz/A7//+76dG0qZp4td+7dfwe7/3e/jrv/5rfOELX8BXvvKVe5EJqKoKWZY/9RUq\nxhjmc67dMx6PUalU8OTJk0RmovvaXQOq04tRrHeKgSuJp4roYbsuUcaFEsdjC+v1CqZpIl8sQvUx\nyaoic90gRsGYh/5ghtGYZ1tIiBqWUR6g7VtZJYkTKmz/LcFzqa/twbNQXKTRb+r1PIAhImibZIKG\nPlwdrFQqd2I/+3E1UIrMU7hKcn19HekdGFlzjCfLyF2sFONZ40Qq25TyZGp7s38jp/M1fvhJf3tM\nQUIR/E5bhyGfz6FSqaBQKGC92WAwHGC9Wm2JMhAKpFj8tek8nSKWz4f053exXD9YwoQQglwuh6dP\nn6LVavGkwnKJ6XT6aGvIY0MKP9j7aZTSvax+0+kUqqqm9kiMx2Pouo5sNhsT9xXBVlowtl6vsV6v\nA+j/ZuMEZBJgXAtL1/VgbCIPxBjD2EqrfgDWyEKxVAqqGAS8/1MivFpW9kVuAR/qlxJqeJ4bBFVJ\ngQNjFNZoGNOwAvheE5Xx8DhsmvL1TpIYCGNQ/AQgD7A47bZh5tBstuB5DNfXHcxmcwDwqdH5Lryb\nSGSMYTweo5TSU5vWPwrsJ6qQpfRdnyCZGIIxipHF70Habxseo6LIqFYrqFarmM/n6PV6WK/39yIn\nLeWu50H2iSDEqBhjGFlRnTHRU+VR7h/4VLOx48myBN3Q0WodQDd0dDodWJYVW8NFpTJsnucBIaSG\noqpoNVuoVmuYTibodDqw/b056X4CWwIlIfQrTLDk1et13NzcBPTod6Eu3zVFUdBqtfD06VMsFovX\nrjB5PsRVmBAbPjo6wnA4xPn5+Rv53+/6nvaoAdVf/MVf4DOf+Qw+97nPpX6mXC7jq1/9Ko6PjyFJ\nEn77t38bg8EA5+fnr30+Qshecd/XPdZDV6gopRiPx7i4uMBqtYKqqjg4OHiUHoa7jJ9Shsv2OPa6\nTAgkcIrPpOlNwJ3w1WoFazSC57koFIoo5AtQFAWE8YklfOpi3t+cfWjZD17yKtUu7CKgid0zbsOn\ny5b9nqvdTzIRVBGuwE4k4OLaSjyWbdvodDq4ubkJNMoeojr4Ni1cJSkUCmi328H8+tFZH4SISiun\noc3non1HBCyxEpnUICwnQhXYFqsO4Dv/fhPqq/IDZkaDDCJ/i/++pp7hfVKSjEKxiGq1Asd1MRwO\nsZgv/OhJjCe02Pp/TOfJm7Dsk2zsZYWiDIvFwxOKCBa9TCYDx3Fwenp6J2jm69pDVqje9U3sg93d\nBOFDkglx8lqtlvi+bduYTqcB699uQDWbzaAoSmIwlkShvt4I/UMPs9k0Vt0gPrJhtVpBkiVk9fg+\nuVwuoSgKsgmsY8ORhUIxz/tu/KoG3xfSnhsCgPq6VvF3J5MJDNOIJPWC6wMPmrbXi2CdclxeIWHg\nSZ6gys9ClOAS7ylptppwHRc3Nx3M5wu4LvMDAQIQ3oslyzLm8znyBQOapiUSNiSv1durvM+baVC1\nyXQK0zChyK+H5FBVFbVazSc8sNDv9xORFhyynjxnPepBItsK3nQ6hWEYUHYS+LK0o2ElAqskIz4R\n0fExFFnhelHjiZ/0BdwEMg/P86AoSqzHWNM0NJpNVMpljCwLvW4XjuMExwpfYzgAvm7HmVcFS16p\nVMLl5SUcx7k3oZCqqjg8PHztClMaw18mk8HJyQmazSZ6vR4uLi5e2w9/H2Dsjzr6b3zjG/jGN76B\nL3zhC/jCF76Am5sb/MZv/Ab+/u//PvjMZDIJBGqFUUrvDbMyDONTB/lzXReDwQAXFxeglOL4+Di1\nYfeh7C4BVX+4wGK5m+XnvVREIj7Jw05mjDIslyt41AMDQ6lUQiGXj/TQkMAJ5ouGpinQfcpzyoBe\nf4Z2NwmGd3vfSUbjm0oYsrClYxV9QjxDyRj/+2i8wGy2nRPr9Rrtdhu9Xg/5fP5ONPRvy94Eiyxo\nvmu1Gnq9Hv77P34fm/UazKMAATRVhrZD7JG0gO0STIRfj493++d1Z8Lho5K/LxMCgGcDWWRD5LA9\nXd8y/skSQCQZ+Xzeb0gHXM/FbDrlivThniT/pOuNB8eNb7Rh1sE0v4KBYbZ483UizRhjaDabAe3s\n2dkZbm5uHky0+X3YfD7Y2zXhgKWtc71eD7VaLTHrHYb6iXkny3IQnLmuC8uyUoMxQaEehigJ/UPH\ncbBcrWEaRgRuRsBAPa5HVSrGCa08z8N0MkmlbXccG9lM1ic+8hKhfrtGBU/5jtm2jfV6g1wuD9f1\nEtcVz+Ow8+BYAvoHgHk0qHrJMgDGHXviV6qESZKEUrmEZqOO9XqNTrfD4dDimIz/bqvlCqZR4GQ9\njACQQIgESeI9LoxRX7yYC/9GyD3ugDxJsqRZI1gXS6Xke7A9bnqlPpvNoNFooFDIYzQaYTgcRBBK\nd6FbZ+AVxuVyGYOF8vfD8HH+pxAHTr9ogkIhj8ODQ4AA7Zs25vNF4uc9zwueBxG8hXUVt71aRQz6\nffT6fVC2fX+3h6w3mETgsNuxczTE8fExVFUN6NHvKw8jKkyHh4d3qjBtNpu9BQBd1/H06VNUq9VI\nNe0ulsbO+C7ZozaH/Nmf/Vnk37/4i7+IP//zP4/Qpn/3u9/FV7/6VfzVX/0VKpUK/vIv/xKtViuV\nbvU203X9UwP522w2sCwLtm2jVCrh6dOnb23C3CWgavfmsJ3og8gF7gC/DsWDIsKpppfLFVzHgWEa\nkCUZhi4wyizWhM/YFlfOPIpiQcdqZQe1+e/+oINazYQW2ryD33vPuLNZCx51vgAAIABJREFUlWf4\n9jj3AAICAx58MZxeDFEwKK6urgIs9330yd4FMwwDlUoTjvcxlqsFZvMZKAVyhhbb2JKmo0QkeAk0\nT8ltvfCZjCi+93GXZ1ypCGoFxIbtkGDwYEpRZIBwOnTBhCQRAioBhmliuVxBUVWMx2MQSUI+nwuy\nzcQHpC6WDkqFbcaMIJrpCzM7hY1ShsXycSjvg3P7G0S1WkWlUsFsNsPV1RVUVUW1Wn0j6tkPPVQf\n7HWMUorz83O0WsnCobPZDJIkpRJHTadTaJoWWzPFPtnv91GtVhODsTQK9dXa5hAna4xyueSLBbsg\nRCRFCMYTrkeVRFowHo+RL8RhgAy8XyaAfTG/MnUHph1CCDzGqx40SBYxjEajKIwsXD7fOXv4dUq3\nxyIEcFwPiiJDkgHCOAzN8zwQkECfSiISCIBypQLXcTAeTzCdTlAslaBpGkajEWq1uDYYR7Ix/zhA\nlLvVl0CRwKGHigyu3QT/T+aPd09v1c6+zMBgWfx3kaSobEn0N03XruLvc18jk8mi0chgtVqh3+8j\nm81yLbK9DBr8mjyXYjgcolarJvpYSRTx4cBKIlxoORxwU8YhdQweisUi8vk85rMZrtvXKBaLyJm5\n4FaLShkgCLGkRMil6D1aLpfodrrQMhkOgd2JhyiluO4M8eJp8vMqeg1brRbG4zHOz89RKBRSn8Hb\nTCB0eG9bF5IkodlsxqpRQjT7NjNNE8+ePXttseEPAdU97Dvf+Q7++I//GF/72tfw8z//8/jN3/xN\nfPGLXwQhBM1mE3/6p396r0kBPFxAdd8KlSCaEEwq5XIZhmG89YlyW0A1X9iYL2zYdjQLsrvuua6L\n9XoJ16XQdQO5XA6yTLAMlYcZiM8oxIJsGA/EJO7AEyBnZqBpMmybY3BXKwf/9v0efvZ/3qqpC2a+\nfZbTNUjyjm6SKISAghAlyEVxiAfFer3GP/7LD/ELP3eCw8PDe4nSvWv2w9MOh1RUq1hvNhgNB1jM\nLEwnBKZpBhtHYpCUgBFPM8YYJEXG6asR5stNALeDxBsgxNH9WxSYEGkOAqDELl3+PJuGgdV6jclk\nAgICM2cim8mCMRYLqHarl3sGjsXizaHBdzVBE1soFLBcLjEYDOB5HqrV6r2qow/ZQ/Wub2If7Hbb\nbDZB38VuACLIeNKSmAIKmPS+qqqYTDj1eZKjtY9CfbNxMJ/PA+Y+7tzTwMF3/PEmJb7EHq8nZMtn\n0xlUTd2ucX4AcasWOHzqco9FFqzZbIpsNhOprnFZBiUm0Esp8/uQtjqNxJf0oJRBVXxdK0XyPxu6\nFz5UPtyjo6gqavVa0G/tuS6yegbyPnjdnv5XmfhSKImQbi5fIaDalLKgskMQD4oW8wUURUVGy+yl\nGud+wN0gz4QQGIYBXdexXC7R63VhmiZyuVxqAokxYLVcQZYVqKoGWY4GM/so4vk5t/sGo5STbfl+\niOjx8/znplgqwczlMBlP0J62USqWtokxgcxhFDLbk+wiBIZpBmiqXq+HTCYb6xG86Yzw9Lie6AsL\nUd9devSzszOUSiU/yH39hJuu63j27BkWiwWur685ZDGkgbrZbFIJZ+KXGaXNf/XqFXK5HGq1WiIC\n7X3Yh95qQPW3f/u3AIDj42N87WtfC17/8pe/jC9/+csPco4fV4VKaBaNx2NomoZarXYnx/2x6JVv\nC6g6fd74urHDLEvbfk3b3mA+X4CAwDB05PNacLwA5oVojo7/ZiwKe2DcP6cUMM0sHHfhQwqB65sx\nfuJFFaax3agkIqVCEoRWVSajYLWKNkNHrsGvmK3Xa6xXK6haFms7A0KkRwmmHpMN8r728nzgN+JS\nqKoCSZbxmY+OMZlO0W63kcvnkc/nU7J/yfMxif2JMQbX9vDDswEA4jsQ2z2dgYAwFoMRZrMab45G\nNJhK+yUzmQwymQw8x8FsPsdysUBW1zFfRDeb3YbhtHvDwLDeOHAcF2qCwOZjmmDz3Gw2GA6H6PV6\nqFQqr9W/9wHy98Huaq7rwnXdgJVvF7Kzr7okAqI0fRhZlmFZFk5OThLPvY9Cfb5YYrlcoF7n+lBh\nRC9jXFeqUW/Eki3Uo5hMJmiFdKWEOY6DlU9u4XkeKGNQJF7VVmQ5VVcxODbdVmpkWcZmY2OxWKLV\nirOP8fWQQKyXEhHJRA8gIV0rAiiyDMZ4MCNLElyXQpF5cCX5AViAHvB4mkuRJC5Qzzg0q1KpoNft\n8nVjNESxWIz1LUnSbQx+ae8RH2bN+21Dr/oBB9d2pP54PI/3vTWbvIKS1uPEf5e4zmHY0gTkTdOE\naRqYzebodrowcybyuXysDcF1XUwmEzT9e+R529+Wn5/sPf+uUUYhUT7XiUQCtAshXPOSM/lV4Dou\nxhMuDhy+Bsn3vXaTiAkXiVzehG5wkdubmxvkciYKBU404roebroWjg/jMFrbtiOJBkFSVS6XMRwO\ncXp6ikqlEtNsu6uZponnz59HKkyNRgOO47x2O86u2HBaNe192M/e/SvYMZHZeFO7a4XK8zyMRiNc\nXFzAtm0cHh6i1WrdyXF/DOKLuxybUobBaMmzgBHIH8F6zRn7Vqs1crkciqUiVE2L6ikIrzm8XERg\nA9tNKUwXW8jpkaqF53n4/ssdBr49z754K6tFN34qGAIBMOZhsVxiPOb6U6VyGZVyEQwEN71Z+sE/\nRfamAfZ0ukK3Pw00OBgYTF2Bpmool8s4ODwEANy02xgOhzHChFT9ppSp+vJiiLWvORVPEHCSkDDi\nQpIIMprqZw53TsF2gnREoSZaRkWpXEKhUIBjO7hqdzEajf3MYrxhWNCsxy7Fn8Kz+eP1Ud1mmUwG\nh4eHePbsGVzXxenpKbrd7p3w8B8gfx/sLkYpDZrDk2jOF4sFKKWpMJ75fA5ZllOhgJvNBrquJzpZ\n+yjUGWNo33RRLJYiqASeNOPCuYbui6NKUbDeZDJBPpePVWmEuG+5VPL7WTyuR8dEn5e3FwHB2WG3\n64fnuRiNLFQq5YAgY/calKCfjCf7PJ8oSQondvwAhFIKmXC4oES49IMs0BY+O23oK3D93lFZ4gKx\nY8tCtcqppXVdR7/fh2VZkfV739Yh3QK9S4KoMV8Di1EKz09UShLBdMbZEyW/R2tf5HAb3G8feZDk\nQ71brRYYY+h0OpjP50FyjhCC8ZjrgoXXQ9cPqsQ13GbRpCyBEIumlMJzKSRZigVyiqqgVquhXCmD\nMuoz+dkgksRp+G/R1vLPBlnmlZzDw0MABO12G7PZDADD9c0w0Y8TFaqk36ter+P58+dwHOeN6NFF\nhenFixcwTRPn5+dwXfferTCimvbixQvIsoyzszMMBoOApfl9qFC9dzuyYRgPxvK3b+KEqbYJIXjy\n5ElqKXPfOR4zoEqz0XgFx6WwHYdnAynDcrnEaDSC67ooFgso5PORa6Gevywx4Yz6WHLCM1oc9hdv\n+iVECmBlsizBNLM+8xt//6YzxTJEjOEJCvTY9WyhXNmMHKuMMcawmC8wHI4AEFQqW6gl9Zt/2513\nI6B6U/v4tBO6P/z+5gyNV4PAF91isYijoyMoioJOp4PhYADXZwxK+v2lFDpd1/Xw8pXln4sH2WEY\njPgWwXaz17OcmYp6CQKbQGTj2p3HYmiSLKNYLKJSqWC+2KDdbmM6nSSw6cVFIMU1EiJhOnvz5Mub\nmqIoaDQaePHiBTRNw6tXr2IU+Lv2gTb9g93FBMwPiAdUlFIMBoNUgiQBBazX64nHXi6XqZXS2yjU\nuZPHCQnCJssy1us1PM+FmTP9cfLsBwHBZrOB67kwTCMGTV7Mt8K/sizDdTnzWrAnEQAsXQ5kdy1a\nLBbQVBmZTHoTvus5vGfJ9SKZIG8n4cHh7IDHGFxKQQh3ID0/qGKMV96UhLXKoxSLxRyyBBhGlqNG\ndAOtVguapqHX6/mwS7aXTXQfml6SbiGrCP5GsFwu4TguMtkshykSvrenrUf7jpu0/octgIxLvMoh\nWBA7nQ6WiyXXVHPcxH5U16NQZTmxfypyjj1BnWANdh0vWV4EHFVjGAYq5QpG1ijQhUxL5kWOH0oG\ni0rOwcEBXNfF9XUbg8EI3X6cifk2UV9ZltFsNvHs2bM3FuAV4zo8PISqqjg7O0O/3793YCWqaS9e\nvABjLBAbfh8ShO/+FezYY/dQrddr3NzcoNPpBI185XL5XpPhscWD06w34P1Pq5WN5XIJa2xB0G/n\ncjnIkpywBBIoUjRLk5RVSFpABGkFAOTNrP8hnnWjzMPLSyvy/WTV9+2R9awanJdDD2aYTCaQFcXv\nWdMj42JgkImE9h0Fft91e3k+4A4IkYKd0DRV7N4dWZaQy+dxdHgYZDwHgz42mzgrT9rGd9GehWCj\nfD5sNwi2W8Tcsvv5wpeJGip7ri2yp/nYd0UzcXh4CEmW0el0MBoOg+Aw9YD+3J0/QoXqvs+0IEsJ\nU+C/evUKi8UidsyHgvy9L5nBDxY313UjrH67AVW/30epVEpNAvZ6vVQooCCiEDCgXdtHoe66Lm46\nvUR2PlmWMZ3OYlpPvK+KYjIZo1QqBX0+wTE9F4vFAoUCP6ZECGzbjjnzdM9zE66kcAbBqV/52FfV\nksCom7LGRB1OL8T651HGBX8lnoSSfBSH64kqVugwjGI6naBQLMHzuPyFJPN1VhATSJKEbucGs2mK\n08wQ6/eKXMeeNSDcP8UYheVrZwaoEP/amF+VUWQpSJ5xqPee9fC2pWdnXIIFsdGoY7Veo9ftpooJ\nA4DHaLRPLcH2raNb5jkf7UGjexrA57Msy9AyGg4PDpHP5zHoD9Dr9faKJMt+Jcv1vMjvL/aBVqsF\n297gH779r5hOp5Hf8a4aVIqiRAR4z8/P7y3Aa9s2CoVCwFz78uVLDIfDNwqsRDVNUZT3Yh/6sZBS\nPKYZhoHhMM7h/7oWrh4xxrBYLGBZFmRZRrlcRjabfeMJ8JgVqjRzXYrecIbpZIpu34JECGrVKi9w\n+zpRRCKJ2RgqemH8f+9CCBhlsbK4yKSLHppsVoWiSHAcDscgILhqT/HZ/5ScyQQ4jjucAdSzKlzP\nxXy+CJqWs5lMsHlKO4s4H6OH+XwDa7xAuZQMX3kfbDxZYmhxDSciMXiUIptRoSo0vvAF6b9tk+xm\ns8FoNPID7GKQnU3KMlJKcXE1AZH9TBnd6aoTpCThUxKeZeW9drzHaxdr7t3yTEh+RlGcablyIUkS\ncqYJ0zCxWC7Q7/ehKAqKxSKMhA2Xgc/lx6JOf5O1QUAt8vk8VqsVhsMhut0uqtUqCoVCUHV9HzJ6\nH+xxTPSQhi2sG8WrDA4ajXgfEoAgiM/n84nvD4e8hyeTycSqIoJCPczmG7Z+v49croCBFU/cOI4D\nVVWgKkqsF2gynUI3TGQ0LYChAfxZHlvjiLivoqrI53PodrrIZLMo5LdMgZ7vjMaJC7brztiyfJIA\nGUhRZCScCcmHd5EYtI0yCkVWIn1b1Cc9YEDQT+X5lXpV5Yy0Ym0UZ+n3LZhmLnCgxbgliQcunkdR\nLOaRM3VMZ1N0bjooFAowzC0ZliQnM92Fx5pmnHaeBffANIxI71Z4X6EeDfqVZD+wct30oOI294em\n9LzJsuz3BpvYbDZYLpcolUqxVgvJJ+Hg/XMp47iDCyb7PVmy2LOYH2iRLWU6wPc3weS3Wq3Q6XSR\nyWRQ9GGoaSZJJHZ/ZFlGpVKF67q4vOpAz/Jq8n1IzgQ9+mazQbfbRb/fD6CjdzUB7xUVplKpFPRr\niX/fZ9+TfbTJ+2DvXUD1UMK+AN+UJpMJxuMxstksms1mIm71vva2A6rVaoWPP7nGcDhGPp9HocBg\nu1N/Md0GPWnGmMhkMX9hYRFSAwYCOYE+lUgEoNwlJ4SgkNMxshYA4ZuhY7u4vpnhyRFvxtzt4eEM\nPB4Y4w/1fDaDvVkim81yNqddEAfZ7avijaSSLOHVlfVjCagopfdSNn9d++HLHhj1XQD/dyzkM2Cu\nnVh1jP6TwDB1ZDIZ2PYGk8kEnscdi6QeisvrCVYbB4ah+tWm6L0nYACJElJIkgRV8QMB/0UiSdF7\nzkjQg5A0HwUVsnBgVmtOtczFLwHTzME0TKw3a1hjC9bYQqFQ4oxg/oIv5odtu1ivbWSzD/dcPyQc\nT9d1HB8fw3EcDIfDoKrged6DneN9yAx+sKgJAd/wvQ1X9fv9Pg4PDxPvvYACHh0dJR57vV5jvV6j\nVqsF3w9XOveRXMznnAxJUeLPm+M4cF03EWLn2A7W6zUajQY/l0TAfAd0tVpBkqRA3FckG3K5HPK5\nHKbTGbrdLnK5HHK5HIhEQD0PW9FzQVywPR5lDIa5hRxykoPoYiSF2eQYBRiJLamcEn1LtMT3Iimo\nFol7RBkDcyi/Lsbg+cQUjsu1w8qVOE26CGQI8ZObPiwul8thOpliOpuiWCxC13WQhIBQWLgCtc8c\nx8Z6tQ7IH4B4IBq9dg5nJIQETHmxSvs+9j2kwwVd18NysUSz2QCRpIAFEQBKPr08sI2V9gVVd6mw\niGF7HvPvFw+MJUjwPA+qpkY+BwLohs4RU+slOp0ODMMImPyE1EhwPX6VKumnVBQFjifjM0dH6PV6\n6PV6906mCQHe2+jRk2yz2XCKd99kWUaj0UClUsFgMMDLly9Rr9eDpN/r2PuyB713Kc6HEPYV2HGx\nwB8fHz94MAXc3qf1EMYYC5haLMuCRzU06nXoetbPHAkIBPGrGvsntoAopGOOk8cQfjmf4xsmAeGb\nECjOr7Y44TgVLQ20KRaLBcdSN6rQVC0SNIWNgETYBkUZ5LI92nt9r2u3LQSU0oC05C6kA28aYJ9d\nDAAi2gX4sQq5bCKkI1lsUcCDMqjXG6hWa1gslrhuX/vO0HZ8Ly+GEHoxBFtYJ3+J9yqIQJLTIVO/\nf2pLZ+yPJHEcojk4Pm7fOQELqlXrzc5GSQiyWR3NZgvlcgWLxRztmxsOd9h2NAN4eGKKx2DgU1UV\nrVYLz58/B8Cd2l6vlwi3el17XzazD8bN8zzYtp14XzVNQ7/fR6FQSO3B2AcFFL1RzWYzOL6iKMGa\nxgkDWCLJhed5GAwGqNfrWO+IljLG9agKhaK/J4aQD4xhZI1QKVf8NUFAw/n+OZvOIo4ekQgnEfAT\nbflCHq1WKyAOWMwXAdpCmNjPGKUYWxbK5XJkfK7nRT7PqzbRypOsJKyxiLLeit9BVKBEklF8llEW\n9DpRxtDvD1CvV/ci4wTVO4EEWZKgyDLKlTLq9TpWyxX6vd5eoi4BN0wzSikYuBZXuVKOBGe3+QsC\n7u963jax6X9HTunL3Y4rfQ21rBEq1UrQHyfovYsFTh8+HHD/LVzh4iQg0WNKUjqrcHCNCBF2EP57\nBckJyp81WZZ9vbE4CsTQTRwdHUKRZdzc3PB+t6Sfbc+eMV+ssbE9PHnyBMViEbZt4+Li4t7FA0GP\nXq1WcX19fScBXtu2E31gRVHQarXw9OlTLBaL1+7Xep9g5+9dQPUmPVS2baPb7eLq6gqKogQCnI9V\nVXjMChXPcnm4uLjAYrFAs9lEvd7EaoPgYV5v7IDiE+CL+23j8YIFP2HsJDnTxSgnrRDvyLKMTEbx\nv8/gMYbxdIXl2oHowOH9ZVxfotPhavHlchnVagWqpkLPqpHFkRCyddSDIDX6kHqUotef7W3cfSgT\nQfnFxQUIITg5OcGLFy+gqirOz89xc3PzIM5w2MaTJa/8se3arMgyTF1NXMATm2x3NgRVVVGrVdGo\n12HbNq6v25hOp+gN5rCm620QBYAx4sMtaZyuD/wlXdf4pkS28yEKcRGfjb8WvJfw2nyRvhlomoZm\ns4Fmo4HNZoPrdhue5wUB5UMHVI9JGCHLMmq1GjRNg2EYuLy8xNXV1YP0jX6wd98E1C9t/kmShPV6\nHQlAwiaggIVCIfH90WiEXC4Xcaw0TYPjOMGalwYjHAwGqFQqUBQl1qcp9Kiy2SxnEmPR9wQaQRgB\n76GaTCfIF/JBAoMyFuwD4fVDkBo0mg3Yth2wxck+g6BIbI4nY+R2CJm2v93278nisV6in+zRBHZB\ntu3FoZRCkbdBFb8+LqZsGAYkSfYrPfFjSxIJIIUM8AV9eVClKgqqtSpqtSqm0xl6vV6y07yPZc9/\nWxB+ZLSdSsae74pqW9g42yHz4Yr3cz+XyxUIITAS4GqZbIbD4kwDo9EIw9Eost97XlT7S7q1iQsB\ntG97jG1flr3hpC+qonKSlMT2NR5I5gsFHB4cgAC4vLriTH7h1oQU1AFvraC4uOoF46nVaqhWq2i3\n23cKhtJM0KMXi0VcXl7i5uYmMeG7TZam/16qquLw8PBe/VrvC3z9vYP8vS7Ln9iARqMRp9kulQLW\nI1FCfix7DFIKz+OUs6KJUTC5AUCnN49kY2ybPzhCP4qIBilR4Ug6QfjB2hm7KGOThG9LPuwP4H/k\nzCw2Gzc4DmMMV+0p/qcXVV5Vm80wnc2QM3Oo1WuxoFbPqmBsEcABw1kzBhZUTsQ4mEfBGOC4FFc3\nEzw9jkMoHsJE/4DAdJ+cnASLhSRJgTbEZDLBxcUFstks6vX6g1Q/f3jag+u5COdJ8jkNICSm9ZgG\n1Uh6jTsDCiqVCs8Iz6b49j+/xHrl+pld5jM/0ogjtDu3JYlA0zRQ6h8z9P7unOE6HsmLN/WD+m0v\nH8F85aJSTvx4cAZZ2V7D1dUV2tdtGKaJQi4LIFmR/j72NjSiwtoeXACzB8YYqtUqhzXdMaB7XzKD\nH4ybbdupcFDGOJuraZqpUL99UMDNZoPFYhET+FVVFbZtYzaboVwuJwYjuz1b4QqV63qBHpVAQDDK\n9elc18VysUS9EWcaXK1WoB6FoRvB+KUQcVLSzJb96o3rupiMJ5jNZqhVq5AVNRA/LpWSFxLuSMs+\nCUOyJp8iA24i6CSOulBkGa6/YHI9Ki72SxmDRz2sVis0m1ttJUkiwV4N+AX2BJQB789iACTIEiAR\nGfV6HZvNBuMxZ1PjFUgV2GFl3TUiE3gb19ecStLi2hOMEYK01CWlFESW/HWSJSdiE3wjRhkm4zEa\nzUbquQkh0HUdOV/DqtftQtd1FHy4necHdJRS0DsoVHFypx1pEcYAv3Jar9V9GCmnzRfETOHqHQ+2\nCeATTuTyeUwmE1y32xymaW4lArwdaCmRJFCPYjiaYb5YwXEcLnifohV1H52osADv+fk58vk8arWt\n32Xb9p01PEW/lkBR3NavRQj5EFB9Wu2uFSoBhRuPx1AUBdVqNVF88DHLkQ9ZoRKOvIDEnZyc4PLy\nMhKIDKxt2d9xPC5g5zvWsrTF71KPN9nuVjACkAJJc3VJALWLIRlZ9HpNI4OhNQ/6azxK0e5O0apx\nwglGGRr1BmRFTvyN9CyfulzrSkoI7qL6RZT510g9XF4PHzSg4npeDkajEdZrXkkL9xfsmmBULBaL\nmM1muLq6gqqqAT3xfefb6cUARJJFuQgA/GAhDu9LElskJHF/jvQXcFY9A66nghAKz3WxXq84cx+R\nI8fahbPKhEDzs8y7GlSCYjaoWrF0IAbPGLJtQ7hEsFrfUu0LzQVJkiDLMg4PD7CYL/CjT87QrJuo\nVqsPIvz8NiEMWwFM3pw9GAwCoWCB17/LMT7Yu2+e52Gz2aTez9FoBNM0Uyv0w+EwFQoooH5JFOuq\nqmIymYBSmlidSgrUBDMoY8B4bEX0qIJ1gDFYloViKT6PReKQr7MSAN5/FGEG3DOtFb9649gOptMJ\nHMeD53mo1dPXbT4kGpMGCRvvhZFja6vonw07y67nccfef4lTaPM1bdgfolqNirLyvk/ma2xR/7Pp\n1xj+nixL0PUsMpkm1usVBoOhLxacXKkMXTAsa8QJP6RoUnN3j92121aVMPuvLPPkcjhYTGqHCCqI\nsryXSEOMwDBN6IaB+XyObqcD0++rY5AC6Y7bBpp0Hur7j4ZhQFGVwI8KwzfFJCA+tFH0kYGwgMmv\nUChgMh6jPZ2iVCoFhBNBzzGJQksvrwbIGQhIHO4SDN3Vwkk6y7JwdnaGYrGIarWKzWbz2nujYMG+\nrV/rfdp/3o+wMGS3BVSUUliWFeBPW60WDg4OEoOpx6Y1f4geqs1mg06ng3a7jUwmg6dPnwY07uEA\nxnUpxpNt5c72N7QgiBKYcr9ClQTDEoHSXRbxXaO+4KEAiCuK7NOf801qtVriqt3DcuVCkRWYuRwU\nVUn9/RVFgqru9OKEhssEzWnILedBI8H1zeT1LyDFbNsO7oFpmjg5OblzUyYhBIVCAc+fP0e5XEan\n08FsNrsXLno8WWI4mvNN1mMQSu15MwNReAwbS/A20qhz2c6Oc/bKAmWAns1AliSomoLZbI7FYh44\nazE6fUKgZbTg9d1TMSDqqNyyz21Dep4p3Nje3kyrYBOMjonTxjdbB5AkBdfX17i4uHhj+NyPi4Ev\nk8ng6OgIT58+hf3/s/cmsbIsZ9XoisisrKqsflftXbs/nRv04OlJFpJBZmIhxAwJYaYIBDPEBBgh\nhAExNQOQmCAaz0AyQjABD4wQ2Nj6H+89xPufH7747LPPbqtqV99kVWUT8Q8iI9vIqn3ae+7x+RC+\n9+7MiuwjvmZ9a9k2zs7OcHd3dy+h4A/2ybZtUD9ZXWq1Wkp4kCSayIICjsdjwaaqWCc1TYNlWbG+\nqqglAzXGWLD+WJYFTdNielR6TofnCdIBXdOVx5xMJiiVStA0ze/PFFC/mKzHPRaqnJFDs9mCkRfM\ngdPJdHOPa2o2TFvW1M+8zVBg2W+1WCyg53Tkcga0RH+TgOUzsRbfwzfhPuGU53GBDNCEZlK73Uah\nkEev28V4NFKz6XFgsbDAOYIqYOw6twjXbhTsTSSTPY8FgR8h6rXItm3Yto1yuXyv+TUk7RBBx/6+\nQCF0Oh1MZ7NY/1rmeSpgi4BIYM/m8zCwUbwVQhSZiZYHJhh3NRKvQGmahp1mE3t7e7AsS7QC2KH+\nYNIHuxtMMJ0tUkkPGQw9efLklbWiCCHY2dnB48ePQQjB2dkZhsPMRQG9AAAgAElEQVThS6NotvVr\nfQio3mHLgvy5rot+v4+LiwtwznF8fIzd3d2N4mhvmjTiVSpUy+US19fXuLu7Q6VSwcnJScqRj44/\nmixTcD+i8LSjsGbmxRtqg8VKVpsyzi1rHRNV8nBjPq9hOpthPp8hp2uoVMoYTNxMpztphXyoXSBg\nGAwUMsgSzy2mQeGPN5ousVhki6bex1arFW5ubjAYDKDrOo6Pj18IahU1QgjK5TIePnyIYrGI8XiM\nZ8+eBQ3e97HvPe3GuBY45yiVDGg6zVh8FONmnnqk0scYLv2AlBACQoF8zkC1UoVhGFgs5pjPZ2Be\n2imJMul5jmoBj0AAyZaJVr4j/r9zDqzWmwMHJT6dimsgWg6PHz9Gq9VCr9fDs2fPXloI8U1XqLad\nk67raLfbgSL9+fk5bm5uXhpn/8HefZNQP5VFq0tyLoi+Q5uqT4Bg35tOp9hRMM0BQnOKUqpcS1WB\nmqxOCQ3BaYoyWdd0OI6D2XympFO2bRtr20bJJ74QjjuBpkcq5MgWa42aYPp0sLRWODo6hFkq4e7u\nDqPRUHk/NUp9gors79tjnlJEV5DoRI7tZzA1IjQZCQhsx8FiMQ/ul+eF/VWUEmia8ElCTavsaxSM\nuwmooR9YabqGcrmMvb09aLqObreD6WQaY90jBBiNRmhkYak3VacyKkzB9oz+2IASPtFfxbmosDYa\nDX9tyBzaP37aPyGUolqtor2/D8/zBEGJtdh4HcnzkDYcDtGoN5TfU/o8xP8x5iEpRi1N13W0Wi20\nWi2MRmN0Ox04jh2j3JfHuboZZFafksHQq2hFUUrRarXw6NEjOI6DXq+H0Wj00j5rsl/r5uYmppP3\nPth7CflbrVZBlni9XmM0GvnY6DoePHhw7wf4pitULzp+VA9rE0xRWjSgGoziWXfbcQO4XXT8GD1s\nZLuYINVjSwtK436VKxWsEVEZcZw1rOUS3POQN/LQDQ1g4vjPr8aolyr+4Tc/p2Ihh/ncCXDaIQOU\nOlBlniBL8DyG88s7/PAPqXVSsoxzjuVyGeg0yQbrXq/32iYFObFSSnF3d4der4dWq4VKpbLxGE/P\n+wB80hCNgHsh3C/rWtKWUaGK7HvdmWG1FpOgpomXgnMGEIpczkAuZ8B1HSwsC57roVgswjBy4BwB\nrTEhsiIaf06ioTyUs9r0aYRNsqF48XLpCgKODCOUAJHsoMyScg7M50u0dxswTRMPHjyIweeazSZq\ntdq9n/GbJKUA7h+wRXv2ZrMZrq+vA1ILKbj6Pi1mP6i2idUPSFeXpB6VzDhLKKAK0sM5R7fbjQVj\nUZMBk1zLYpA7nmYEFL9x/POaKGGpmq5jOhWBVpLpjXPRQ9NoNGKzlewtkrCqLC3FpBFKMBwOsdNs\ngBIa3CfLWviisSZq1WpQPZdVcFWvS+LOQUWjzpgn+rC46JUSvaceAHH/xqMxKqUycjoNllEmK1KJ\n6/EY8ys5quCRb7x+5nERqGkUdb+HZzabo9PpoOxDyGazCcrlckxzKn4tmwIqCs6zyZ82zTqcC0He\ngGiEMUFMki8E7+y2RysDX5XJHjLOPYzHE8xnM5QrFUEvn/iGVLTulmWBEopCseCzO1J46sa51IU5\njhe+74rvNZfLYXdvD57nYjgYgQNoNBpBsoJzjtF4ActawzSzIXgyGGo0Gq+sFSWYGSlOTk4wHA5x\ndnaG3d3drT6JypIQxYuLC3z6059+oTHeZXsvAyoA+Jd/+Rfs7++jUqmg0WgoP5Zt9q5UqAQRwCxY\nGPf39zdW1pLjM8YxmiQCKtvxYV/x4wtIQQQLzNMEAnK/eEUhfi1JClEOwLbXWC5XYJyjVDShV3NY\nO8BaKtr7vUgXN1OcnBxuvffFQk6RhfJV6IlPBR8xxrmfISK4up3cO6BKBrK7u7uB8/G6mfqkFQoF\nnJycwLZt9Pv9QNtF5diPxgsMRwtoGo0ps1fLeXkBqfGV2dsMTHr0uZ5fjuTDh+t6PpOTqPL4f4au\n52AYwmlbLldYLpcoFAvIG2K6kYG1Mr9KKMAZkrF56vwZByD0aCQpibXaUqEKLwgSUyiPk2T6k/A5\nqf/U7/dRr9fRaDS2YtPfNCnFi44voaWSwKLf78N1XbRarUw2tw/2yTDOOdbr7Gq7bduYTqcxIgnD\nMAIKZNu2lUQT0qbTKXK5nLKhPBow3d3dwfO8WEP8aDRSBmq27WC5XIJzrhzXc73MbbPpDGbJRM4/\njuiNpbGAR6dUwNYz70poi/kcek5HPp/3hXg1uB5DqVSGaZYwn81EkFEuo1arBfOmoD7XMtco0TOl\nx2DIWkAExBPkPYCmiaSOxzyYJdNftxGb/DRK05IiXPRVJXtSdY3A3eLkh7pQoi9rp1FHuVLCdDLF\n7c0tCOEBTC5pkrI+y5R91Inzzjae0DME5rNZ7Fy2+QZJUeikiTVUQ6OxA9d1MZ9NA/r9vA8/JSAp\nkXlBijHBXjvsFSScSOGQjcfUNC3UH/Mh+RJhkTRDz2F3bxerlUjs5XI5PwgUz+riqocf+oz6m00e\nM6kVtbe390LBkEg6chiGgf39fTiOg7u7O/T7Qmg4i+Rmk0X7tV6URONdtvcK8mfbNr7zne+gXq/j\nH/7hH9BsNnF0dPRSytLA2+mh2jS+53mBhpHUw9rb27tXMBUdfzJbp0rHa9tVs+hwpHHbfvNodH+C\n+DyQvr88+F/JLrRe2yhXyqhVa9D9ayiZhcR5cFx15mB+ILipSmUWc8prCCpUCZw5IQS67wxfXo+2\n9pZwzjGbzXB5eRlQzx8cHLwW4oL7mmEYODw8xOnpKVarFZ4+fYrhcBhbUL531hNVH/mMGUPB0JHP\nh1mtqGkZ30IWw5/8+cKyMZpYPmEE80khSAC5I/JYPGzCLpdLKJXLoAQYjoawLCsYT/3mhwsOCEFS\nIoUQsVgT+DomAbSTbIX8yQCfg0PX9Nj1zhcr5buU1H969uwZut3uxkD6TUP+XqVHyzRNnJ6e4vj4\nGIvFAp1O5zWf3Qd7mya1ElWmgvoBYUAVrT6p3lfXdTEejwOynKRFAyZZ9ZImWf9UMEFrucJ0OkWj\nke7XEpqDlrJfw3EcLFdLVCoiCSAq2iRFEuEyvgkJF5jneZhMJ6jXwvNw3RCuRwhBpVpFe78NjzF0\nOrdYLKIw7M1OO2Mhjbrui/lyCGc/mZNxXRfT6SS4X0JMOP5MPMaUUhI8sT+BmoUwapSGsHhA3EvX\nDwKbzR3oGoWu59Dt9rBapXtKt01vm6tX2WLAQFp/6q4/QGOnAd2HdN5n7tvmt2mR+6jrOuqNHezu\ntjCdTQN6+aQfBIjevXKlHEuqMcY2amYFRsL9ZbKeSb8qeb5EQFgLhQIODg5gmmYAudM0Db3+BJZ1\n/7aFqFbUbDYLWgruY47jxHxOSY9+dHSE0WiE8/PzjTpnm0z2+r8v9lYDqn/+53/GZz/7WVxdXaW2\nffvb38bP/uzP4qd/+qfxS7/0Sy+80P/d3/0dvvSlL6HX62E8HuPXfu3XMheC+9rbqFCpxpcZgKur\nK1BKcXp6+lJ6WDKgGo7TE6IQ9VUZT01GhPpwqRcILj0m4HHj0QiOK3RNKpVqipGvZOZFlUA62Zxj\nvXZw4Qv9bhIO1DQSEFMEZx9x1onv3MegIf6BVraH75/fKcflnAe05qvVCoeHh29E2Dnr2CqTjv3D\nhw/hui7Ozs7Q7/fBGMPZeR+EwM+mCahHpeKLJ5N0NlB1T6PMQsm/Szu/GvmUs4iUjsIfyWpmFHYu\noIEadnZ2Asryfr+PxWIuHI7EZBqQofAo9b0MoBBUXAUDLQ2ujQFYrdyNC7VYyPzvLlGN8zyGhZVN\nBiKhck+ePIFhGLi4uMD19bWyOvCmSSleB6TQMAwcHBzg4ODgNZ3VB3vbxhjbyOo3nU5hGEaq0iMD\nqvF4jEKhkAkbl3Bj1bts2zbm83kQAEQDqm2BWqfTQ7VSUa5nk8kEZqmUWhc5F4x/UagfISTz2j2e\nrWMnbTgcoVpNwArDKScwSjXU63U0m7uBhtVyufT7m7K/c1FJhg+jj18PS8AFxXWbMXidG/RJRcYM\nYH5pk/tTbftSnXVrOOcYT6YoFPI4OGij1WpiPp+j1+tiHSFL2BawbKxebSOCiDwAWcksFIoCeaJp\nmece/H7bDlDH21TT0G7voVarYTwao3d3B9cJkxW2bWO1XsVEqykVcEvP9TbO+QQkhAXKnjn/PsjA\nSj40KT/DvJBIyTTNgCVzsVgI6N3z263XmbRcLoejo6MgGHr27NnWYCiL4S+fz+Pk5AQHBwe4u7vD\n8+fPX1po+H2xtxZQLZdLfOUrX1GyCFmWhV//9V/HH/zBH+DrX/86vvjFL+J3f/d3X2j8H/mRH8Ff\n/dVf4Vd/9VeD472qve0K1Xq9xu3tLW5vbwPKyXq9/tLOWVZAxTwGJyurySSu2x/D14jgHLFMICFE\nmZ+TWiej4QjgQterXCoHuHHOARLJ/Oi6hkLBSDjhwH/7PUHbpkazmItN0EnmIEppLJ0moQCEAGfP\n+7GxJAPk8+fP4ThOQFzyLpWkdV3H3t5eUDH59//7f+L8siMqRkAAd6n5AZVq8UpCEzRKQanI2hE/\nSCJEOCQEgtKWeR4uriYCEhpkXtNBGOPRBS2k4i/kc6BUNEK3Wi0AwGAwxGw+VSy+4r0VcAiZTU3r\npcSql5z7sNJNmVkSCdbS39R9BH4JIWg0Gnj8+DGq1Spubm5wcXERW5TeBinF+6Lb8cFe3jY5L47j\nYDweB99a1AzDwGolqkTNZlP5+9lsBknJnzRVwBQNqCaTCfL5vBKyt1wusbBWKBRNUEpizu9qtYbr\nukpq98VCCMsahuGjF4SzmUVhHqxjGSuIZVnQKAl6CaMm2eaipmkUmi4gYrutFqzFAr1eF5ZlbfnW\nuZJBj4NDHsK2baxWa3+dTJ9LdPgQkq8+GiHcD7o2nBLhmRUsz/Mwn81RrdXgugy5XA7t9l6gnXh3\ndwfHsTf6RVRR2Ymf4+btcmzOGcZjEUSH5ydwkJvmv20BGyB0oRRnBs4JCvkC9tp7MIsm+oM+BoMB\nXMfFaDjCzs5O7PwD0gqSyTcBQLw/MT/E84LzlON5jIn3mhLItZXq8euUPda6ruM//9//wvOLq5dK\n+r9IMLSNMr1QKODBgwfY3d3F7e0tLi8vN8KQo/a+rWNv7Wr++I//GD/zMz+jnKC/853v4OTkBD/8\nwz8MAPi5n/s5fPOb37x3SRIAnjx5AtM0gwnydQRUb7pCJcXlLMvC9fU1+v0+arUaTk5OXqrhL2mE\nECwsOyaiCAi4nzKTH0FKBAFV5KNnnCGSHowtFJ7nYb4Qul4gopGyXI5ga0k4UeqJj6hkpjOk87mN\n7t12ljuzmEstLjRyTCQWH89jonIF4LozxXrtwPM8DAaDgAHy9PT03joOH1e5WlZMbGZCoxp63T7m\n8xlc5kHTtJCcQXV+XI5BQYlgpYIfsIhbIxYWxjg4ESQeF7dTrF0XxKfhVTdAiT/L+09J+Lrk82F1\nj3OgVCqj2Wwip+kYDoeYTibwgqopDyltOYKKVMZlABCBHAGwvAfTn5dR4ZnfI6CKjlOpVPDo0SPs\n7u6i3+/j7OwM0+k0U1j1ddnHRcv+wd4ds217K9Qvq7pECIHjONjd3VVul/OhSlMKEAFTsrJlGAYc\nx4HjOIE+VNIYY+j1eiiVqz7JEQfzuE99zjGZjLHTbIpzinzcrutiMV8E/X6e54FQCprFdOb/D+dc\nWY1nHsNkPMHOjjqYFPtkf8N6Lodmq4VGYwfjyQT9fk8JAZb+A6HqNUz0fnJBiuE76h5jsYAkCJ6i\nPVeI9N9ETKMUrutBIB5JZmBDSTZDb8jqR/zjA57HkcsZONzfR7VawWg8En2YCiZXOf4m28a+KH2T\nycQnxUgkNF2P+cLI6jlw2/iUkkzye/nOUEpQKBYDQdpOt+MfM34uUf/Q4xvOKelvKaqrhIjw33Ec\nCCkAv0oV2c11Xei6jkqlgsPDQ1xc9QNa85dJ/quCoSQb7H01qEzTDCRgrq+vcX19/bFC4z8Oeyur\n8ve+9z3827/9G37xF39Ruf38/DzWFFsqlVCv13FxcfHCxzIMA5TSd75CJRnjZrMZptMpWq3WK/V7\nqYwQooT7ZTl8MWXviMhgeNLRjAIJFozZbIbxZOxjkeswi744XWTs6CSbnFvMohGb4Bj3ABCcXQy3\n9lEVC9laVf5pxituhAQL8Xpl4//8fz7C1dUVNE3D6ekpdnZ2PnZn9UWe/7PnA5SKRTRbLeiajuFg\nCOYuI4ud6t5wXzDQC59v1jH9fqiPnvbFfSbiSVHZyKQw1yeJkENTSpDLiYUoThtMkS8U0Wq2kM/n\nMZ6MMR6P4foMlNLByFr9XcYiFTLheCy3EFMA2Rne+1SoVFYsFnF6eoqjoyPM53MMBgNYlvXGkjFv\nmkXwg73bJnScsln95vO5SKookpeAgAJqmpbZiysJcFQJJRkwJStbuVwOtm1vDOSGwyGq1Woc7kZk\nVWTmM8ppwd+ZT5owHo0DNkACfw7f8P5Hjy16OePnMp6MUalWNlZSOBCTDPEUVSbDMPym/DJGo5Go\nZESg9NSHUQukhOooBPPFHIVCPgInJym8HvM49ESlgiXmMI0SeMwN5vGgr0pXHDhjvZTwulIpXbUD\nRCCTzxewv9+GaUp6+VGq2rUJdi22Z8+Lmi+C6ziOqNqVK7HtUfSD63G/ByfcTu5x/K0BH+NB5YkQ\ngnw+D81HV3S7XUwmE3Afmp4M3jyPpfwV1X6AuidOvKshmZjw1cLt0X4m4csY2GnuwXEcPH36FOPx\n+KV8VtM08fDhQzQajRilOXD/gEpauVzGo0ePUKlUcHFxgU6no0z+ELK50vhJtDd+NZxzfPnLX8Zv\n//ZvZ07gy+Uy9cDy+fxLNboRQraK+77IWK/bKWKMYTwe4+LiArZtB6x9b4LogBCC8TRdxpU6IOn9\n46+DKrPG/T4UxjwsLQuz+Qz5fB71eh2FfCE2mcTaVBKwu+hHbxg50XAq/8QJCGXo9edYLNYb+6iK\n+VxAhKA0zmPnIWCHLmYzUU277s5fGVr5cVn3borRxAKhIugsFItoNnew26ri7u4Od3d3WK/ipXdN\nF8rrKfX3jEmYMYbzqxFm1lpQpLMo854iKAcPerXliHkjFPRNRzICZpgvFNDcacI0TUwmEyzms0Cj\nQuX4UCIcj9irQQhW62zIn0YFdFEE2OkxF9bqlb73fD6Pw8ND1Go1eJ6Hp0+fBuxnr9NeJ+TvQ2D2\nybP1ep35nsrqUlb/sCSaKJfLSl0yy7LgeV6sT0SarHypKluUUriumxnIrddrWJYF0yyl5h7HdmAt\nVzBNM9AN1DQNnudhuVyCaoKiGggTfVlQPyA9xXheGFStV2u4jotyqZTqY0qa1HrStnxrhUIB++09\nFItmEGQAPM40x1lqjnVdF9PJJEXOoQqEXNdLOd+C4ZAgp9MAChc3EXRIsVxAitsrIIhMBK6NRkNJ\nFR7fWfhYx4eHyBsGej0/yPDH3cz+t/leBm0KgeZUOjiJGmMc4OEzeh2EFYB89mIsGdBXqkIcmBKK\nTqeD2WyeoqbninPM0rJSWTQYlJfueSwgBYtWdcQ3x3Bx1Ue73cbDhw+xXC5xdnb2UhqKUg/z8ePH\nKJVKeP78OW5vb+F53kv171erVTx+/BiFQgHn5+fo9XqxtXBTD+Qn1d64B/nXf/3X+NSnPoUf/dEf\nzdzHNM0U5nK1WmVm2LaZ1KJ6VXudFaoorIwxhuPj4xQe93UbYxyTREDFObBc3o/qO5lp4VxQnE+n\nE9hrG3rOQK1WR6FQUFaReNZ/cKQWjFKxAAQ9PHISAc4uRxv7qKhGkM/rsUmMQzjPAvHHQah4lpQC\ns/kMo/EERi6HemMHs5kH295e1dhkb7LPbpP991lPNC371UBZ1dnbreNg/wDlSlloKXW74IwJqKVq\n3UVGVo8ICOD55RiUxLNsHhN9VqmfJPEpQMA2mGVRWGghn0ezuQPDyItvpj/AarlOB8xELqDRBgO+\nsUJFCHw4TBgSRo0xvpGY4r4mNcqePHkCSimePXuGTqfz2ij2P0D+fnBNwuqy1g2pm5blAMnt+Xw+\nFVAxxnB3d5dJJjGbzaBpmrLvyPM8eJ6n7MmSPVftdhu24yW2AcPRCDu+88x9Mgld133mu2mMhU/T\nsqF+wZiK7JokBBiOBLyOatkV9qjdRxxY7lcpm9jf34dhGOh0On6Q4ZPmMA4tsubFggb/rKPmum6q\nDyroK/VNQPd4HIqvMDFXEx/qpg52JHtdTtc3VngICQMmj3GYpRKOj45ANRFkCBbE7HPZNm1xLvrl\ncrmcMsmsOjcOkaTV7/FMCUGqFzd9jiQY0/EFs4um6AcklASBlRQHns/j1+wl5mdVdTN6PXIN0yIk\nS7Hr8wNnx3FiPqn8RCdTC/3BFLqu4+DgACcnJ5hMJnj27BkWi8XmG6IwSWkuCZikqO/LJAYJIajX\n64HI/LNnzwIyrffR3viq/I1vfAPf+MY38IUvfAFf+MIXcHt7iy996Uv4zne+E+zz+PHjGLxvNpth\nMpngwYMHL3XM11mhelVnWb6MV1dX0HU9gJVJsbQ36YzPFk5q8qCUwHbuF0B4nhRfBVbLFSaTMVar\nFYpmCWbJFIt2RrY/PJ4vzpfIiiWzNqaZj2kyyADh4noMZ8v5Fgt6qufLY0w08IIHDdq27aKYL6Be\nrSFfyPuTazbb37tuT8/7PkWunGAJKuVCQMRRLpnYPzhArV4H5wxXN9fKREMWw59GKQYjC+PpEoiA\nMv3iUMCapxqLR/aP9k8pLek4+LoopllErV6DvV5jMBiIb1oiFCUtfxSRykW/l6PQX6GEBExbEjak\nspeF/cXOn0sHhqLZbOLJkycoFou4uLjA1dXVKyd7PkD+fjBtG6ufcOw4KpWKcrskmiiXywHTX9Rk\nD68KSSIlPLIqX3d3d0LLSeEojUYjmKaJfD6P9Tp+zNlshkIhj5wRHlNUaDQsFqJvSrLw3TeRoBS0\nJSJoKJVK0HP6vYgLgM0EEFn7VqtVtNv7oDRSyeB+X5Y/by0tCxqlKBSLotKU6r0hKWSGhJnJqhnz\nmeA8l6X6kpMmekzVPSu2bWNtr1Eul7fSfyt77hhHpSx6ejiX9PIL5ZqyDY7nuA5ms6mSvEz8PssR\nF9U48W8vdv7pkcL+scFwiGYznfjWdIpqtYq99h4c20Gn04FlLcNrln3KlG5n8OexfyjN8wRhVrVa\nDQhZovDSZ8+7gS9pGAaOj49xdHSEwWCA8/Pzl/KHJdyxXq9D07QYs/CLmlwLHz9+DM45zs7O3ktG\nwDceUP3pn/4pvv3tb+Nb3/oWvvWtb+Hg4ABf+9rX8GM/9mPBPp///Odxc3ODf//3fwcA/OVf/iW+\n+MUvKjNh97F3AfK3Wq1we3uLTqcTaL8kVeFfR8C2ySazNKSDEop1RkUmqkshG1fXqxXG4yHWto1K\npRIIsUUDIprRdAvISRyp2SJ5Xwt5ydbnT4p+ZclxPFx3phv7qMyCETA6ybI4pQSOLfD+y6WAmuRy\nuWDhlo+BeQzPzgeZY7+r1utPMZ2vfMZEH4BHgGolzOrJLYVCHtSnLp9OJ+jcdrC0wuAkC1FJCMHZ\nxQA0cfcJkRASEutP8/8SsBRJy0ecJdX7Hn0VNE0GZOKCdF1HpVZFY6cB13HRH/RhLawg65cofIIA\nWCuIKaLOCUmcc9RehJgiy5KOn8z4PX78GPV6HZ1OB8+fP/edjhf//j9A/n4w7T5QvywiieT2ZEC1\nXC5h2zZqtZry97I3SlX5WiwWYIzBNM1UkJbUo4oSJDmOi6VlBbpSQFhd8jwGx3ZQLgnoIfMZW++D\nnlI57Y4vJlyv1/x9to8DSFhVGm6nPC4XUD3uJzwqlQra7bZfyRBBBqUEzPMwmUxQj7DXiWArbqL3\nSsCiBMsg8YXb0yx9rudthSZyiORb9Bkm4XVb4X4b3H7OgWq1hoPDg4BePhZkYHNApVGC0WiU8pOk\nib9lPwdCwiTwfQNm5XX41zibzVAsmsgp5FKk/6NpGho7Dezu7mK5XKLb7WC1XAUi0fetgupatkg0\nACwsC7qmoVgsCr+US/ZloTljLde4vo37Mfl8Hqenp2i32+h2u7i4uLg3+5609XqNQqEQJAYZYzg7\nO8NoNHqptYtSit3dXTx8+FDJAvpJt48NN/Kf//mf+OVf/mUAAoP8h3/4h/j93/99/NRP/RT+4z/+\nA7/zO7/z0mO/roDqRStInHMsFgtcXV1hMBigXq/j5OQE5XJZTQLxhgOq2cIGIT78zT++67kxbYXk\n+ct/WpaF0WgEx3VRrzVQSYjZRWEVjGfPGl5GBctL0MESQlAoGmBeuL8M8C5vJhv7qMxiTiw0RJyX\nbdsYj0ZYLpcomSXUqtVAFJAxDqqFmGsG4PZu8sqwv9dl930fPjrrQdNpnJKXc9TKUcZEEiySBASG\nYWB3bw/NZhOLxQI3NzdYzLMhAWvXQac7AwcLnoUMeWO9cpEsLuMI1lyB8acBIYWsbKmMwG+sloES\n58HOAhZBUalW0NxpAuDo9/uYz+ZpGAJN91ElG5UZZ6l+QWmvs0KVNFkdePjwIfb29jAcDvHs2bMY\nNOg+9gHy94NnruvCdd3MALjf76PRaGRKPCSJJjTfgRPN7ywQAFazX4rKl6qvSurK7e3tBfAgaSph\n4fVaalUB4/EI9UYjDtdmPGC+NfIGGBe9LIQSkTDb4u/TKLVo5Dxk0CAEcDVs5LiOjkfkePfbn7M4\n4JBSinq9hr29PaxWK1xfX2MwGKBSrSbWUySEZDk0jYBA9F55ngfPFTD4LIFf0euifj80GorpegGZ\nA8F8NkchXxBkXuTVCCWI/D0XkOf9/TaWS0toWK3XW+es1XoNz2MoFtWJ9O36UxINI2Fy6eOpKOyT\nx2CMC2bJxQLVSiV8Z6LjJO6DrmtoNnfQaraEble3h+Vqtfn0HXsAACAASURBVPV4oW0IVBnHZDxG\npSbYMTWNBn3AjIWB1flFT4nmKRaLePjwIZrNZsC+p+qfVFmUkIJSGki2rNdrPH369IXXLmmapr1w\nX9Ynwd66wM4//dM/AQCOj4/xZ3/2Z8HfP//5z+Pv//7vX8sx3naFinMumO7G44D55z4isG+Sln21\ndoN+EsmURjUCa+kqMebwJyFracG2beTzeTQadRBCoWskJUwIhBMc8/udlGs9RxC2i8yRP3VwsYC4\nLgvOpmwWYUV6WCQBwt1ggdXShZFXT8iFgg5No1iuVlgsltA1DeVyCBXhEBnJoD/L5SC5iIPNOM4u\n+vihT+0rx38X7dnzATzXiwUoZjEX4PQJROAQg1pyQSqSM3Jo7bbguSJTen09Qblc8R2m8CHe3Ezh\ncRZUjAjCzfF3yNfM8AtTIXEgQaEYVqc2JhCIoOHnJDgAAOHQMPgLHRfVr3KlimKxhOVyieFwiHwu\nj1K5JJ4351glKlSU0liDuOeloYrSFtb6lQOW+0DyisUiTk5OYNs2BoMB7u7usLOzcy9ylA+Qvx8s\nY4xthMdYlgXXdTOhfovFQkk0IYkfxuMxKpWKcs2Sla2joyPl2P1+H/V6HbquI5fLxdZdlbCwDKis\nxQK6pqfgwNz/XalUgu3DAx3HhWHoPsyY3yvrH7X5fA7DMALHUNKu3ydIYpGkjq5pynUwboIhzkvM\nc1LcfLFYYDKZgM1Zqk9IVJlEVUMwvDH/twSxvJGcjBXID88VBBxRqD9BWneJMXEfLGuBvb02AJ+N\nbkNARTWykciDEBok3oQ/QNFqteB5rtAcnE1RrdaU75kMepvNVubctr2fjUf+jQR9VfKZbbs+sY9I\nUgZVO38udj0WfC+bxtFzOlq7Ldi2jelkAkIoKpWKssoljYAHItGq92synQYMmJTSGKQ1FAfmcBwX\nZ+cdfOZTR8p7WCqV8OjRI8xmM1xeXsI0za06myqGP03TsL+/D8dxcHd3FyRUsgoHymsm7x/DH/Ax\nVqjepJmm+VYqVFEh2PV6jcPDw6Ap9T72JitU48kqDtTyvWFPQV/peSzQkNKohp2dBkyzlJnFlwN6\nzAuqDlmZMQDQCA2u1fMzKoxzMA4w8EBQ1jTziWMK8UPOOS5ux8qxBcnGEov5BK7jolqtoFKt+Fkc\nWXFjAWEDl/eC8QD2xznH0/O+cvx30e4GM8ytdQx3TwhQq4bVKY2G8A2ZzZLNtsE+uoad5g7abTE5\nXl/fYDoN2ZourifgTPA/kOiBkFFJIyTQ+JKWz933W5AReVglBUhwvDSsEDBLgnLdKOQwGg0xHot+\nuzTTX/ycOGeZ8BjOOeaLV8N2vwgkzzAMHBwc4OHDh3BdF0+fPkWv18vUGAI+VKh+0Kzb7WYy3m4j\nkpAVpHa7ndpuGAYWiwUsy4qJp0YtGjAlTcIEpT5UVNxXsgkm9ajWttD9m81nKXghIRS2bcO2bZTL\nZSHrwBioRkUPUIS0KMuSUC/XdTGfzWM9OUQohW+EkUuLVhhcd7O+HKUEHuPwmBoiyDnHdDrD3t4e\nWq1mKJTrVwtEbycPCJmkCZbC+HiMZc9hyQpWQtYrsOFwhGqtgVxOD+Bym2zbjKO6NZwDlOrYa7fR\nqNcxlhpWifltMpmgWDQznXuBMtgczKaDPZ/lkIpKyL0Ef310DqU0prMmxmeghNyLtc8wDOzutlEq\nlTAejzFQXLM0TdN8OCZLvZGOI6CqZT9ZknUJ8r286QwxmWZDyaPse8ViEefn5+h2uxuFnrOeSS6X\nw+HhYUCCcX5+fm9m7vc1Ifhersqvi+Uvq4Lkui76/X4gBHtycrI10s8a/03ZeLoCUgEbx3LlCGY4\niAVC6mDl8wbqjQYKxUJq8lVlY3w3N8jgZF2J1GBQfeBS0V1U0AT+3DDEPQyZbMTIF1ej1DmJ0noX\nnufi8GAP5QgskSNOfEFo/H47ngf4FLwe47jqjF+Khe3jmBg+etqF53oJTSeCWkUsAJpGIZDVccta\nUCilaDR2cHCwD845bm5u0OsP0B/61Kuy4gSftjgzCcCQRH/mjFB4OcuBoX5QHl+nZKeuH2BFfht7\nHwlgFotoNlsoFoqYTCbodO+w9r9/It+vxMibApJXhf29TAVJ13Xs7e3hyZMn0HUd5+fnuL29VUIz\nXlcP1fsorPi+mYT6ZfU+DAaDTCIJYHNAlMvlMBwOlcEWICpfjuMEAVPUVDBBmcEHkKlHtV47GEld\nqRQBAhfCso1GvAcx8u1vo1qOVs5l1aPeqMcg45KxdJMOFSCg8vHm0WyHNnmeqghmMpmiVDL9ap6O\nvd1dVCsVDIZDjIZDAcfPgO0xlv5WMyF+PhJBI3EYddQsywIhwlcSek6a+qSjx9sKB9ywnXNouoH9\n9gGq1Qr6/T6GwyE8zwve76wKKyDZXDcHs1lHl6x7Krr4qBECgdoYj5UJBg4R1N8HVSTeMYZ8oYC9\nvT2Ypk+p719z1FiwxiHR3waMhiOfDdrf11OLVUft+2c3cF0XnudtDKzq9TqePHmCXC6nZN8T1bj7\nBY/Hx8c4ODhAv9/H8+fPtxY03td1570MqN5Uhcq2bXS7XVxfX8MwDDx48CBg7HuXjHOO8XSV6lnh\nDLBtF8uVKEfP53Pk8wXU63Xk84WgipP0ioUDmvgAiAx6BAQjOcWIbBuC5kn1eSKsSBER4JWKRmzV\nklWWyWyFmbUG8xim0xl6vS4Y42i326hUqiiX8inF4BgRAUhsvSCEQNO14Lo443h+ra6CvapxLoK/\n+4rubZtsnl0MwDiH44R3vWwa0HUNGqViIkw4FoB6uYwy/FGqoVar4/DwEN3eAqPRBNYyIlBL/PuY\ncXqUUB9aGe6QN3LhPVZQ9sqWK8H8S2J/l823oneC+8cgasgqAfKFPHaaOzBLJfQHI3Rub4Ujmtid\nM6Yew7dXJaZ4lYCHUhpQrpumiaurK1xeXsbmsw8Vqh8M45xjtVr57HjpgGq5XGK1WmUSSSQrSEmz\nbRuU0gx6alH5ygq2hsNhCiYo95NsgknZE8YYpv42VUP6fD5HsVAMg0O/YC3ncTkfANnJoSgcamkt\noVEtdSw5H0qYVZZlVfxUlSGRmAsdZcbjgsJCqHYZEHAwxqDpFPlCAQcH+ygUCuj17jAe+cLmKckS\nrqx6RWm34/vLfyrmXM4wmYzRaOzE/gYQBdugMEo3o2m2b5f9TRyGUcDBwQFMs4her4dut+u3F2yK\nVjeviduqT9yHpmxjJBb08ZVMn45zsgW5E44V/AZApVIO0Eu9bhfj8RhMAR90vbAKurQsaHoIi9U0\nQasuyUqybDZf4bYjEtBSziArCJQSH1H2veFwCM75Cwv6FgoFnJ6eYnd3F51OB5eXl8p5631O5L2X\nq/LrCqhkhWq5XOLm5gbdbhelUgmnp6eoVqvv7EuxsBw4Ep4QqfQsVyt0ul0sl0uYpRJqtRqMoIIg\nrkX1nSb1L8K/i9/JSUFOC3I42VfDuNp9jf6V+LDAfN4I+6wQUYTnHB99dIPeXQ+EEOzttVGtVoIs\np1k0xGIbK8jFq3MsQnQgt0cV5183fbrsrbu4uMBisQgaOYfD4Uv3zt12JxhPhdhl9OqqFQOUkGBR\n54l3kxAoFzzV8yaEYrFiAjpJKaaTCSxLiBjGKNZT44VVJQIEhBTy/VEF1po8r2QCkof/TajP/CdS\nhKkxktdl5AxU6000W03MZjPc3AqGraDatQXu86oVqtexYEhmwEePHmFnZwe9Xg/n5+eYzwURx+ua\ne97VOeyDhax+qoBKEj5kBTzbiCZs28ZqtcoMzIfDIarVqrLyJUV6VVl8XdeDnoqkLayVYLerpwPA\ngPGvWgnOv1at4e7uTjS+s/CbjTK5pq/b73nymM+kl6bfjs4XrpvtnGYx3jHOkKyHiEAkDcvzly6/\nJ2cnFhcwzwMl4rqKZhH7+/vQc7qgWp9PUvTvqopBcC3JfKdfIeGcp+Z4IewcBg3R9dtjHJqupeKX\nbSyHL8qqxzlQKJiBDzIcjjCdTpUBoNh/S3VsS55SkHIA4NnXYq9trNZrJfmKNEJEb9a2JHpyfRf9\ncQSlchn7BwfQNA3dbldcs0LahjGW+lbit2DzBV/c9LFa2cG3z31ikyy/Q7LvPXr0CI7j4OnTpxiN\nRvduX4maaZp49OgRGo1GQIKRRP+8rwnBt05K8TbsdZBSSKa79XodwBA+KTSPY1/Ml0BMqouFBcta\nQNdzKBRM6DkfGuZjvoVxn0EoMRgBwMV+UeKJQMCVc19ziIAS0RclKlPhAAQCx512qEm4MPn/yOdz\nAXkFIMr1rrOGbbvo9Ak+9388Cs6BUhqMaRiaUIzn4XGik7BKm8TjPAj6OGO4vBq9lCp40gRWforx\neAzTNHF0dBQ0bbdaLQwGA5ydnaHRaKTgLdvsozNRmctpJFbvqZXzAIkElMqFSd33lPy77boYjJYg\nICgUisjnDdhrG9PpDHouh2LBAPFx6dGaknx3uD+s4dOlMyYatdNrIg/eEwLEVoxYUOIHXAoCLzF+\n8r+ZIKaolUtoNlvwXBeTyQTj8ViwNnG+MZNkLdev9B68zgyczPSXSiWsViv0+30sFgu/upx/LYHb\nB3v3zPM82LYdQNxkECGf12AwyCSSAMKAKIsAQAZbvV4vtX21WmG5XOL4+Djzt1mBnOM4KJfLym/n\n5qaDSqWa2sa50Kra2QmrFLKKVTSLmM/m6HQ6qNWrKBbNsBfWr87I+T7676Ox0OxJHkusiXHIsA+y\nSNDs+GtjRoJRwBvDmSdLkFXXNEzHU58Uw0ht1wiFKxlUCVAul1EyS5jNZuh1OzDL5VizvyrgYMwn\novDC+wAezq0g4dq8Xq9h2zbq9TAYTgaHnseEVEZkzd4kTiuuf+NmpSPPmCBFau+1oWkUs9kUnU4n\nIEiKvgsbxYbBfTr5DVDQiJvBmUj2xaHgHP3+wIfXZY8jyT08n8ZfdV0a1VIw8wAv6n/DlYq4xulE\nXHOlWkGpVBIBm8cwm079XnBNOaYgSaGB9lbsSARwHQ//fXaL//1/e5C4Dzw4Z5XfoWka2u02ms0m\nzs/PsVgsUCgUXohwQlq5XEapVAqSylESjPd13Xkvw0TTNF+6h4pzjslkgouLC1iWBV3XcXh4+IkJ\npgABj2OMY7lawVpYcBwbzWbLp40N94tionmEpCFqYeaJxLZHMx+c+ZM4Ffuw+MrkH0B9rhzx7JZY\nSA04nqgMWosFdF1DuVKB43AMR2HTY/KTLBZzqSKHrIJxhGrx0qLMRwSA43q4zCC/uI8xxjAej3Fx\ncQHHcXB0dJTqrdN1He12G48ePQJjDE+fPkW/37+XCjnnHM+e95HUu6+WDOTzuTg1ePTZ+uWe7SxJ\nwrrdWZBRkmKQhUIBlVoVecPAbD7HfDaD67nBQ0j2Q4gMpHQgCDQ9PYHGiCYUGHi5mXEO6juWShx8\nwu/h4HBsFvT3abqOnWYzULcX2mRLZFEnvw5iijdhhUIBx8fHyOfzsG0bT58+xWAweG9V539QTUL9\nok5HVDdqU4UICAOiLHHUKPse9SHC0WNvqmyNx2MUi0UlFEg2pKv6tSzLgmUtldqSi8UcuVwORk6M\nyTzRg0h8DaZKtYL2fhuu66FzewvL128TznFYqZLnu1qu4HkezFL6WKr+E9FPFQ+8VPTrUfMi2lSb\n6MbXto3FfKZ8FrqmwWUieEmeY7VWRXu/Dc/10LntwFpYQVCtK/qmJHEFpQIezRLJKZk4E4FrGDRQ\nog6WGAQToK5rvjbghoCGbCaMoFFUQ8RGo7FfBdXBQVCu1HB4eOjrdnVgWYvMSmTs+Nv0qcBjcEzA\nr8RF1qyltUTOyG2syKREenlGX3DGqbDEMXOahlq9Jt5txxXXvBBJfNuxUSqFlTKuWKs8pmarlcnL\n0XiB2+4otV0GVZsqVjIBfHR0FBBOLBbZEitZpiLBGI1GHwKqT5K9TIVKKsE/f/48cIazsnCv214n\n05/ruri8ukOv1wU4R6FYQKMuqiC27aYcUkoEvk5WmTaZajEKTt1P8SW/zyxIQrgDgIij7LoedI3C\nXq1gGDnUahWx2Am8F257MzEcSTfblsxc6l7GBIgl/iK8okBIlvn7nr2EyK9ke7y4uIDneTg+Pkar\n1dpIUqJpGnZ3d/HkyRMAwNnZGXq93sZ34fJ6iOl8DUJobAGv1wqx7JWqQTdzUVIcr9Obip4m36eQ\nSErCAaOQQ7VaQ76Qh2VZflOxI2KTxFCGoQcTfvIwhCSJSogyCIz8ABTZC3vyO13ZXqpKp2ka6o0G\nqpUKCKXo3N4GjdFJex16VG/SkkF5t9vdyAyosvd1Ufukm23bqXdSwv445+h2u5lr07aAKMm+lxT4\nHY1GKJVKyoDJcRxMp9NApDdqsudqZ2cn9R7KbZVqPeUAep6HxXyBWq0GzpmAydE0pTKlFNVqFXvt\nNlbrNbrdLlarVSyoIv6/j8ajzEpDFjTNSwrjbvs0CAJynk0Ig9FohJ1m+lwoIXDlM87SxCJAs9XA\nXnsPq/UquGY3o4eGgPuBZno8SeJULBaQizCvkk2xCBF04QR0Y1CzDWGh8hvW6xU8z4VplmInwDlB\nvd7AwcE+VivxnJfL5eaAbsvDEsGyKggVFUTP8zCdTTMTEFkmAvH4tROQjclRFmHyY5H3p96oY29v\nD8vVEr1eD4V8MejvE1Tuqgpoel0nJE7CdHbexXKZJjaSVW/GWKBHlzTHcWCaZkA4MRgMcH5+/lLo\nL0mC8fjx443kI590ey8DqhfpoXJdF3d3d7i6ugIhBKenp1ud4ddpr8upkdfxXx89Awewt9dGqVwS\nUDz/Ka/tNIsdYzzI5G8L65IfdfTMGWPpCggJfVrO1Ex/DAA4h+M4mPhEGcWiyJ5qmtAeoaCg/qLT\nuRMBlRBcjN87s2j4woLqcxTXmJiAIq47pRznl4N7B7gykJKOzunpaUw88z5GqdDqePLkCTRNw2w2\nw2AwUDrH3/2oI36jhRk/QoB6NU7vmsx4yv2yriFqnHPcDecAlYEml8hOgBBwT/Sc5XIGKuUKKNWw\nWq0wmU6EYxa5dUYuJKQQWmXhRvHeRyqTkO+HxGYky05c2T+VdX2OwzayUpVME4eHhzCMHDqdDgaD\nPlw3/D5elZjiTZokvYgG5YZh4Pz8HDc3N5mMcB/s3TfP87Ber1PrggyoRqMRTNPMbBbfFBDJYCzK\nvhcNqGzbxmw2UwZM8rdRkd6oSbbBYrGYYqaU8EMVLbdk/Itm/zfRUks9p1azGbC8rm3bX18E/Xa5\nVM5cvzfLoET6tO5R9PW4gF1lVf5lxc4wDAWpUzj/MSagf8pz8hj04JpD0dh1BIFDCAGNwL9UU73r\nupjN5qjV6sF2SoVu1dbrZJ6AmOkv6S4mbo9gXwyDXnWHNUWz2UK7vYfJZIq7Xi9zXtvG3rfJXE8Q\ndFQq1Xvp/yXN859PcNaKXrqocYgAU6NpxIimacjn8zCLJmzbFiyva3tjwJgkqKCJap3nMfzX96+V\n772EE8ugKhpYSaZaOQ9Jwol2u41ut5tJOLHNskhw3hd7L3uo7hNQycVJ4InraLWyBeXepMkX+mX7\nNWzbxmg0wmq1QqPRQKW6i/J8IsaOhQsctq3IYBP4wr3qsnxy55DcIF4FocECwQLInyCkEP/OffKK\nWF8TOBzbwXq1BOdAySxBz+mYTWcwci48Jv1qDqoBnicINwajBVqNdONoseATbBB1JYNDYtDDe838\na2EM0CiwXDm4vBnh9CjtVEiTYpiz2QyVSgX5fF7phLyIUUrRbDaxWCyQy+Vwfn6OcrmMZrOJXC6H\nxWKFZxcDADwIbCkBKpW8YKOMsvqloshEtcc3QkjKcbi8HcNxxeQapTMPK5E8IKdgEH5BtVIRmWbL\nwnK5RLFYhGHkkcvp8DwejEP9II0QKa4byUz65yMpjZMmCEWyF87kL2zXg+sypRMgjwWOAK9vWRbu\n7u6g6zpqtdo7XaFK9mgJ2vsG6vW6IOG4uYGmaWi1WkqIVdQ+VKneHVNB/aTl83n0+0Ir7+TkRPl7\n27Yxn88zt8/nc2iaFmPfMwwDlmXFAibV8afTKXK5nBL6vlqtsFqtgqpXNBkU7ce6uI7DjyxrCUoJ\nCkXBMOu5QnNKVdFIsqHpfj/qer3GeDQC1TSUyybW9lpJiCFtU0DFIRIVhPvO8z0+DSFGrhiLMUzG\nY+y126lton8nfh4cvop9YiwODo0QeNwXjW21/DV/DD2noV5vQNO0YE0Q/V0kFbxKoVrArxjJ5NWW\naxTn6gFEaDpJ8fTwWfBM2Jjc7iX6m2azKUzThK7nNsIlxbUIiLxj2xgMh36loxZU2e4j1rvp/NZr\n0R5RLpc37pfuuQrNjfRT3Se2Ez3FqoqZh9l0hvZ+20cU2ZhNJxhPJqjX69lwRP9ZCvhu+l7MZkuc\nX/Tw6EH6XQTCNSAaRGUx/BWLRTx8+BDz+RzX19fI5/PY29vLlG1In+r7y/AHvKcBVRbkTy5Ykhay\n0WjANM2P9QGTDOd/m8nr8DwPjUYjWAif33Sjg4uyrj+8qkIFCDwx8UF/SUueG5FONgGkGysJJwjx\nP5YkDjDxWw4Oe22LHjVNR6VaBqV6bEIrFg3MFyLTyQGA+8EcY7jtztFUBFSUEhQLOaxsLziFOJac\nBY59yAblr2IE8LjAs5897ysDKs/zMBqNsFgIiMrp6WlAXvK6TGKOd3d3MZlM8Pz5c5RKJZxdWnBc\nT2RviSRoIKhXi+kMn/J9Sv+NEgIv8ffnl8MQGy7xfn7wIWD4JDKcfw85gaZpYlHyPCxXS3ieg9Vq\nhWKh6Fe7ODQCeNwnAYn2zSGy6PmvjDhs/H0Ui1X8nco0zmE7njqgEtzuPsMjAecEplmCaQrih9Fo\njOFwhM882Ue1WvnELADy3alWq7AsK+jNa7VaL9VU/MHerkmon+o5aZoG27ZxfHyszKRvC4gkpD1J\nNGEYBsbjMSaTCQqFgjJgkjDBTSQV+/v78QSJPwdFCSzWkYQe8xvvd3d3ASDomcqqEgQkSAnL5/PY\na7exXC5x17uDaZoi4aPoMxLzzOYgIqBFz4LhJYz6lTUv4UmPE/TbjIlKhusx5ewlSAZET1XSPM5A\nqRYhYDLQ3m9jvRYkNZomkkCyKud5PBYAWJYFTdMCoVrZy8O87RDh5NoiECAcuq7Bdb0UOUfSkmQK\nrutisbCwv+879zF/IW2UErgug6bnsL+/j9VqieFwCF3TUavXUcgbUN9R+Xs1cQQQVsra7bZ/T7Rs\nuN6WqVP4FdnHip1Ths83Hvv6bJHq8d7ePparFUajEXRd859zPHhhPvmJOLL6XlxeD1Ctmmg2suF2\n0cBqsVjAMIzMAGgT4cQmE33s7yUwDsB7CvmTwr7y5Zb01VdXVxiPx2g2mzg+Pg5YVbbZ6+xxSlpS\n62rbeViWhaurKwwGAzQaDZycnATOEmMc01lYhg17YMT4ygqVHFt9wMy5jgROdtgAq8L0Jo+yWq0w\nHo2FPkqtikqt4osKxgZHsRDPjnAfUkgIgj4qlZnFdKYkekZqZ0UeAyAawbOLOOwvCgvN5XI4PT1F\nvV5/oxODxBw/efIEhUIB3/4f/x8mkzE85vqOgQgQaxWVhoyiwqPK4iXuxXy+xmiyDAkvZHVRZr0i\nCwGHWBgoJaIfyv8J1TSUSmW0Wk24roP+4C4QkeR+MJXMzip7QRI9fZJQJAsNFL0+yeS1trMX0qAp\nO/G+FgoFtNtt7Ozs4PLqFs+ePfPpfO//jb4LgYtpmjg9PcXh4SGm0ynOzs4wGo1iC/67cJ4fTFiU\n1U9lk8kEmqZlOiwyIJJOc9Jkf1MSCaHregC3bjabyt/2er1MKLOEGEaz59IxjcITOedw3dBZHU/G\nKFdC2QtBPLMB0rvFo/U8D5VKBcViEb1eF5PJBCzh6JOkUG/2we49tzPG4LF4/5Vk0kvSbwvmUJpZ\nUfE8L/v0IvOPJrQmYBh5tPf2UCwWcXd3h/E4/L49xnyqcEm/HfYHEYj1lBC6ke48luiKbSBBVWYb\nXXp0sxRaFppT1D/GtucaXjdjQsPq8OAwEMrtDwYbe5Y2nd5sNoNpmsGzlsx9yZ8QbGc5fJF5X/Q4\nkxhUcL1ew3M9FM0woSH6oTwUCnlfHLiEfn+g7PtljG3NM37vv6+V/VRJk60MtVots79KnF+acKLX\n620l2Hqf1533MqCSMBfLsgKygOVyif39fRwcHGQuOip7kYDnZew+FSoZEF5eXmLqZ/WOjo5S2cTp\nfB2ryAT0sr7ZGRUqf+90NUoRHAlnmAT/nkwcqjJwnAvGvuFgBNdzUavVUKlUoFHNJxqQULzQjHzc\ncfCYqHCAc6xWDsZTdVVIEFOwOHOgXOyICABTV+7vK4GMy6WDm84EjuOg1+sFpe3T01PUarW3OiEQ\nQtAf2cgXKyjkC5hMJhgMh2Ceh2qlAF1Ps1Mls4qqao+/JfZfzy77MacHfgAbrEok/guhxyLeBhm8\nC8iACEwqlSqazSYY89Dv32E6m4MxFew0ndnm8thyF/hQCdVNil5oZLi1rZ7Y48ga9bM0DAO1WgPH\nx8eYz+eBLsdWPRTG3qkFI5/P4+joCA8ePIBt2zg7O7s3q+QHe3u2qR9BBjyVSkW537aAaLFYgDGW\n2Qzuui6azaYyiJjP5yCEKLV5JMQwCXc2DAPL5TLWj7VeO4HDats2mMeCdVqK06rWG2mbhLhdx4G1\nmKNWq8EsldDeP4CuC52f2XQWEQXPHCJ+LF+vaJsJ2LOcr8LkbZJJL7yGzfEcR3ZCknEhQqz79Og8\n8ptKpSQ0rPQcut1OoOfEGMdkKt4bLdbnIxJOQh+SZAZFKgHj+DlxOC5T6lZJi1anlksLmkZRKEi/\nZTNcMJoMjo/JYZZKODo8RC6XC4RyVbphWcGrqJQt0Ehoool3MR5UZYkdp4+FWJCUZTJIdH1h3yDQ\n3GnE3hmNCjINxjhyuhCobrfbKBTy6PV6sQA6cMQ2DbHeyQAAIABJREFUVFZdl+G737uMr/EKk8mX\nsOIpxIE3BVYy+avrOp49e4Z+v698tu/S2vgm7L0MqDzPw8nJCX7hF34BNzc3OD4+fiGcZ9Rkj9Ob\nsk0BVZTCfblc4uDgAPv7+5lNfZNZnOqZJPI/tqOuUElkl6ZgjEnvK0guhAPNU6x+4AjYaTzPg7W0\nMBqNwTlDtVZDuVSOL9yS/IBFmpGJuC+FfPi8CKXifCgB5wzXt1PltZhFA5yFGSOCBKSA81SPTvS/\nXI/B4x7+x//1Pdze3qJYLG4Ucn4TE0RyzO9+1AE4UDRN7Ow0US6XMJ6M4DkW1qu4g6UipNAU8BcA\nMW0uxhiuOlMB+2TCgZFU88F5hYWq8KUBfKYtkcnijIEzDsPQ/X0pyuUKdnZa0DWK/mCI+WwWr5RE\nzkk0hiPt0BARKG7MYgfvr/jneq1OIHAeErGoSrCEiEV0Nl/BMAwcHh7i4cOHAVV51mIhx36TlcuX\nTe5E6foBBIveB/v4zbbtTIZGCanb3d1FoVDIFPjd3d1VvneMsUyhXUBk6bMqX57nod/vB7C85HGz\nIIa6rmMwGMQILJYrkRl3XQ/D4QjN5k7gyAfz9AbbtEYOh0MRwPjHEtptFRweHoBxhk6ng8V8sbXX\nRpogWGLBOpZl0UCE+QQVs9kMhUJB6WtolPpOdPaYSZKBqEkWRNVvdF1Arvf39wEAnU4Ho/EIzjpe\nKRP9VSwyJg/galEjQIpqPGmSWl6MR1KBh0ZD7UGpORXVv0rRkCfH33D/OQeIRlEpV3F0dASNUiGI\nPJ0GgVWyZztqQU+ZCh7rE3XJTfeZczVNE1VYj20MRDUtes3ivZ/P5igWi7F3Rtz/8Dl5kf4m04wH\n0PPZ1KdA59CTaJ+ErdcuvvuRmqQCEK0k6/UatVoYaMrvWwZWWWsfIQQ7Ozt4/PgxOOc4OzsL2muS\nY72v9lZ7qL7+9a/jT/7kT7Ber9FoNPB7v/d7+MxnPhPb57Of/Wyw6AOCHvirX/3qvcbvdDr4i7/4\nC3zzm9/EcDjEn//5nwe01C9rb6NClXxBZZl+MpmgXC7j+Pj4XqQVk2kie+mX5gHAcTI+BL4p+6fG\nrYu4hmZmpQgYLGuB1WotaNujJX6SmKD8f9Wk7gcP5zjTzGMVc4q5T0vK0b2b44c/mz52Lqchn9fg\nOMzPwHFokeqbxxm0ZB+VK/oWHNeDtViAUo6eTnFycvKxTwDjiYXrzkQEN37VRtdzaO/t4vCghv6g\nD0IIGvUGjLyh1KtQvr8cohHad2RuezPYa0dUDGUgxWWGjwS/EaQR8j3ySSYiRCTSjKhD4VfIypUS\nzGIRc8vCcDhEPp9HyTRTOmTBPY/jRQCkRXyj5hMnBwGztXLVb3AEniGuJXp88W57HsNsEfZhyoCk\n1WphNBrh6dOnqNVqsUyeGPrNQv5edXxJVtFsNlPq9R/s7RtjTMnqJ202m0HXdZimYP6aTqeZ21XW\n7/dRr9czA6bRaIRKpQLbtlPIjWSmOmqbIIau60LoCYYICpncmE6nAqIeEQa/z/ucFQxZlgVN15HP\nF1KkARwEOzuNQED19vYW1VoNhUIh85jRPhjXJ8nITJ4k/nu5WmG5tLC3qw5e7+1GiEbjWKZJ9CL5\n0ELFOMzzQEABIujlS6USbm9vQSnFamkhXzChaWoCB5EQi/ddaZTC3RJQkcjsyiECERGYcZ89GMGE\nPR5PUqLOWX1xsRPbZIwEpFL1egOVagUTXyi3WquiUlZXZC3LAqUUxWIh872SYvSUIpOMInaqkYfL\n+IZEeeJPa9vBcrnA7m6cMEJLiPZyLloTAqZ9v2pcKpmYLxZCENkXC9appmS4JQRwGcN4ssD3vn+L\nH/r0YeoaOp1Oqh8y/D0J9pO9nqokDqUUu7u72NnZQb/fx9OnT7G7u4tKpfLW2LM/LntrV3dzc4Mv\nf/nL+Ju/+RscHR3hq1/9Kn7rt34LX/va11L7/uM//uNLHeNf//Vf8bnPfQ6/8iu/gp/4iZ94LYHQ\nm65QRQM22fw7n88D0oP7Y7k5ZvN4QKXRkLkvi5CCUBGgEEL8CXE725/nC/m6XjoQtJZLuI6NYtFE\no1EMAqngeIjPKTGoXyLQMgsGhtHx/UWGEGC5tDGdr1Atpxf0UtHAxF0LxxniujQqq1Vp6Ifjulit\nV3BdAUMxiwVwLvSYDtq11Phv0/7n/38LzhgooUEPGQDUa0WUzCIKhTzWqzVGYwFHazYbMZ0RaSkd\nFEpi1cXzq6GoTvmLIAXACcB5NNjwkIKSBwFQ+Oz0nBbLVnIuSE8clyOnUf8eF0Wz7XiMnK6jVCpB\nk/BFv0Qls9YEIbkI35BlFpdIg3fKdiS7VBICGdKviOxsqJ8mmJLEf6xWNhzHRS4XTpMyINnZ2cF4\nPMb5+TlKpRKazSYMw3jjkL/XVQEjhLzX9LWfFNskQO+6LobDYcDal8vlYpUs13UxGo2UZBEAsFwu\nYdu2ssIEhL1RqvOQGnMqmKCEGKrYBCWUKvlurdY2bFv8v8x+e0xAAHO6DrbBec9yTj3Pw3QyQXt/\nHzwj1eJ5HIaRQ2OnAdd1MRlPMJ1MUW/Ule8/BQlH8qvwKrefgIgeraCKAYwkFXiGkyn9CMHqq2f2\n5TDGoekh2UOULEH0RqUdZg5A03jgcC8WC5TLZZTLZUwmE0xnU9Rq6msO7lUkqNpGRU7gV6YSU52c\npzVNC653vV7DceyUEPUmWQsgTfQROz4hiQoOB0DR3NlBpVzGZDrBze0NqlVB5R8GA4ImfW+vDY1q\noRaYwkTVURdL4ibhYhrvi+Nc+Bte4p2llKSueTweoVKtQ9PjY6gCPc9LMzjquo5KuYqSWcZ0NkXH\nTxqUTBVpV0gQ0utPoGkUn368H2yfTCYoFov3bomROlbyHiRN0zS02200m03c3d1hOBymCijvm721\ngErXdXzlK1/B0dERAODHf/zH8Ud/9Eev9Rg///M/DwABw9+mxeq+9jYqVLJXR6rbP3jw4IWdsmT/\nlD845FJg2w4o1QQkK7I8iLI8C84lvnhszh7JM/QYg7VYwHVdFE1TOMf3oDONUmTLCVJACcXIRt6I\nL6YkzNB7nKPTnaoDKtPAaBrX6ZBsBhTEHxNwXQcLX4G+Xq8CRHwOzKcgfXp+97EGVIwxfP+8F8SZ\nVCNBo3WjVgweQL6QR7vQhr1eYzQcgzEPtXodxUIByHBGohU6a7lG924mgk3N77sLIg5ZNUrDO/23\nRmQ4Iz+JVqfkcSglIIyLCZ2I3xWLRZR8iYOx33RfLpeQN3JivAgkKNDH4DyTWl3si9hru7ZdGEa8\nuhsdGxAVKQYGTaMpJ2c2X2JHwYxEKcXOzg4ajQam0ykuLy+Rz+dRrW7XM3kVY74T+sE++Sahfllz\n/d3dHVqtVpDVlxlhQW6gbSSLYIyh1+vh8PBQOf5isQDngi46WfmSQryq30qIYVTLKmpy22gUp0hf\nrWy/tyjeJ0JI1AlPf39yH9XnPvYb5wPh04z7KFnvoOtotpqwbRvj8Vj0ftTqyBnhfJXsAGacB9Wh\nqFFJJ+6btVhA03XkcjklxXby1JhPQKFi1g23E6XTzxgDQVq8XQjVUqzWNhaLBfb32yBEyHEwz8N4\nMg4IKrIouD3JNriFAZASCm8DXkA428K/GI0ExDPeH5QOLqKW9S4Ex6dpanhAULtreg6tpqCXH08m\nmE6naDTqyPs9yOVyxYfo3UODy4czbmLwU1XaRHAaf29ItGQHYOXLxRSLxVi1T9PU9OeAZFOOfA/S\nN6AU9VodlXIF0+kU8/ktKpVaMLYI5uLnf9sdgRDgU4/2AxbQBw8ebL0nUQuQPxsqVrqu4+DgAJ7n\nvfdr11sLqPb29gIct+u6+Nu//Vv85E/+pHLf3/zN38R3v/tdNBoN/MZv/AY+97nPvdCxZEn/ZRSd\nk/YmK1Tr9Rrz+Rycc7RaLezu7r50djvK7ictCqVa264/ESfoPRPfLYu4xlnzjaBHF4vNbDaD63kw\ni0WUK5VgeaBEDc+KOcKRmSEMrHyRYT9gKxRyATMN5wiot8EF7O8zT9LwCtPM+dTYkY83AvnzPAfj\nydzH2vt6GJQEsDXP5eCE4fxqgJ/4/KfUNyFirzPgjo71/Wd3mFs2RFQjxI0ZgFIxh2LBSD2ffCGP\nvfYebNvGZDLBeDRGrV5TNspGz/j8cgSNAp4XLtJcwk4AAAyc+UFNEOQggCDKKo88n7wRxYITAAwy\nmSmgC5HFkhDkC3khXGrbmE6mvoPkhRFaYr0KtidMvNLxZ7Fae+mAyqdNj94LSohyAZ/OLGVAFVwf\nIajVaqhWq1gsFuh2u3BdF5ZlbdWAehl710gvPtjLGWNsI6vffD4HgBQZhBT4le+BiiwCCMV0Vb08\nsq9KJjdzuVwM/ilFelW/VWlZRbcRQlCpVDAcDmPbencDFIuFoHouqjQUxIeO/y/23i1Gkqw8F/3W\niltmRN4rq7Kqu6dhGC5j7JkBH7O3YI78YJCwLHTMsWzvsUEgZD8YXmwLsK2RsPFFtgRGlmzZLxbG\ng+Q3MJINHOOzrQ1mDPY25mDDDAxDX6a7q7uqsvIaGZkRkRFrnYe1VmRERkRW9W1gZvqXYLoyMiNW\n3Na//v///u9jnMgMvAiO0kk/Skgu0FksFmBckBOI7ScYIckCV9BR7yDwAwyGAxiGkdCOFxEbKKhd\ndkG6Gk8cx5hOp+hJzSlF1qO+kVRzMr9WgUux7+Bc9CJHBVUgoZeV1xAERI/aeDSWgatMIkq0QKez\nhThaYjAcigV4CRT0RApxQEDLN7g9SikYjzGeTFGpVFGtVmV1VfqPtEhlyfnfqnEOEEphmha2t7eF\nVtl4jDgWvdy7u3uF1aJ1E9cg9RwWBFUE5dWrWOqLqmBDXE+1tmIYjcZJ9ThdHdx07qLXnYrWhYLA\nS9M0tNttRHEE153CnU7RarVgVx0UrciuH4wQRQwNB6XJmdOY6MVbJceL5rUXO9wP+D6QUjzxxBN4\n9NFH8bWvfQ0f+MAHctt//ud/Hr/8y7+Mz33uc3jHO96B9773vZhMJjd1DEIIKpXKHQmo7kaFarFY\nYH9/H/1+H5VKBZ1OB/X67endrBNSANngRVGmcygmG038e/3UOBGQOF7eWRVFMcaTCRhjsCoVtFoC\nSpAePQdKmm9JYSIxw06oJh0Ikon0Tpl8cQmAsbsopIK3TB2GoWeuJwdHHAt9helshkajjlZrpemQ\nhoERIpzZ3Fuif1xO0X637alnDgRsEwAIEvHGTlss1NczbJo8X9M0sb29jW63C3+xQL/fF84sg7Vc\n/fPq9TGy+lJyggRJAiaikbWeJvGf5KPU/swUmYhy/ulbnv33qvpoWSY6Wx3Yti3EkyW9/mkYt5St\nV64WwTKXA871IXFeyjA28043h6jF7e7uLmzbxvHxMS5dugTXde94wH2nsnz3ArPvn6mgqMg2kUFY\nloXFYlG6HViJ6aapstPW7/czi+l0b4QS6U03pafHNRgMCo+7PmZVSQOU+LzooQHSAqIrEonVfmSW\nfsMzzhnDeDRaCdWe8jlez5BbFQu9Xi+hHZ9MJhtgeCxDnJFGX4xHUj9IU8lAniFUKGOJi+J4A+24\ngFPREkIhEZDmt4n+IALLEsgNqtEMfbzSc6rVajg+PsZgkKXg1jQBLY9jsUYoOjolpxPTjaI4aV+I\nYkHTLog++Im/31Q9Wof7FfwaMeOIuQjUK5UKdra35T4JBidQra/2kh4PAWMk91yKSlf5PtQzJ+7z\n6mpOXVcmc1dBRiy1yk66NrFMRmzyi7qmo93qYHu7C8/zcOPgQPjSAru638c3v30Vtp1PkpzWVBDF\nGEv+l9cwffH7m+c9oHr3u9+Nf/3Xf8W73/1uPPbYYzlY3u///u/jwQcfBCEEP/VTP4WdnR184xvf\nuOnjlIn73qzdqQoV5xyz2QxXr17NaGHdiT4Gxjhm81BCBKhcwGZ7oYK1l4kxBlPXAFJMbbk+kXPO\nZeVjjNnMhWVVoVMNpmHkJl1CVPZsk0hjdtIkCRRPfSYGb1eFY0gveKncP2cc14+K2f5qjimzhByB\nhMJFcYRqtYpGvSGcRXZNvbao5ogk5O77YePxHNcPJoI1SNPAmSBboJSi1aiiaD7laxOWYRrY2RHN\noXEc4/r16yLzzZFkYvvHLmbzYAXnU4UjSkFSLEnrABMB80uiL3n9xJ+msS48mB3nqnk5HwABAupp\nGAZq9Rrmnof+8bFgM5RfVZXWZCzy3mmUQNOk6LH8bhBEOdasNDwxGVPJQsqd3dwcwjlPtMrSGlDj\n8fiOBFb3IH8vfFsul1gulxuhfmVkEJZlYTqdlm5XkLwygd/FYoHlcolGo5H53DRNBEGQEeItGldZ\nFvv4+DgzJlX14pzjxo0DOLVVwlBpyinLJTywgp6Jc8puV6K5q4AwN5yccSnoy9kacykhsG0bu7u7\nME0Dh4eHmE6muV5NDiQ+MS1N4S98xIyhulaNjqM4OceNC+QSmmtd08TcyMv1hVicnQcTzal2G7om\n4dYF8xpnHLZto9fbRbVawdFRH+PxWCyE13SfCKG5+fOkhbGCZI9GQ7TarcSvcgCRnPuL9J6S36fY\nAYu3k1UCsMA0TctcspgBrjeHYzvY29tDrebg8OgIg8GwlEJcXLv8IGKGzPN/MnOkhMSnTihaLjGf\nz5MEQ+a7JP8+FNqGhHfaKNXQ7W6j2WphPBrj+PgYUYrtmXNgNBpCN6r4z6euYubdXptMQva0Flj9\noOgz3m173jzzhQsX8JWvfAWAuOhve9vb4HkeLl26lHzH8zxcvHgx87s4jm+pVHinAqrbrVBxzjGd\nTnHlyhV4noder5fRwroTFTDXCxBFojcqZkJ/AiT7ABdVchSDW25xyVbMZ5yLgGQyGcP3F6jXHLTb\nbRFIlTw9RE6onOfhCmKnqi9m/Xepaog0y9TlBMrVT0U/j1wW3zgorl46VQN+4GM8mgiRxUYd1Wol\nWYwKJ0EyVbS034hicR2v7o+LT/Iu2ze/cx1CM4sJxykH12lVxTkUTU4FzxGHcAAqGxsGIa5f38fU\ndQFwXL42Es8gkASglKigtZgwhKQ+IplNIihOkzgQwnPjEs87k/e77NnnMHQDnU4HrWYLfuBjMDgW\nCRiOBCqkql8i4BS/ZByJYwqXce5apSf35JxLKlRhGJXSrxdZGpKnNKDOnz8P3/dx4cIFDIfD20rQ\n3IP8vbBN0RKX3UPP80rJIIAVdXHZdiW0W5SoU31VRQGTaZqFIr3pcTHGCiGG8/kcURRlxqQCqulU\nSDGo8TAWSzHwFGlN4ZkgEY9NLx2LRHNP4z7VOycYTPNejxCCmpOlHVdwfGVxLCoDVC6bOOMYjcdS\nc2rtgDKpI6Dk5QMsqjSlCZ8Y46X07evz1mg0QqPZhEYpGC+GXYnfISFOUMGkpuno948wmU6ychoc\nsjKjWBlP0RtNKRaLBQhITitTbJdQR0Kha+UaVmV20v1e3xzHMdypi1q9CUo01Gp19HZEMCkEkcd5\nKF+pPIeCpmrQqLbx3iqjhAIpOvPhaIROu527P5QSxBEHPQXsLsHTnHDtdF3QuVdlO0CtVsPx4DgJ\nJmezGSzLQrVSxXyxxDe+dRXXrp+st3iSrQdWX/rSl3DhwoXb2ucLwZ63gGo4HOI3fuM3cHh4CAD4\nj//4DyyXywxT0MHBAR577DE899xzAIAnn3wSo9EIjzzyyE0fr1qt3hFSilutUDHGMB6PceXKFQRB\ngLNnz6LX6+Wc1SYdqtNaUf8UAZWLL0WZnj8GYzxpciTrvyZAEPgYj0cIwwC1Wl003Gv6Cu5VNqDU\nhiJIgwiKymcCsUiXARQHqpaVTKKcKcifcBjHQy+jr8U5h+d58DwBF2s06oKuU1vBFxTJAojox1JM\ntGkcMAeg6QSDyRyD0ax0rHfDGGN49tKRYBnSdUluLsbV7ZT35RTT4qsKE4Gma+hsdXBm7wyWyyWu\nXLmGS1eOVrdLyYARFCixp56fUpQKz0AtKVmx5xUNq9xpQTIaCpihpmtoNptotztYhiH6x334/gIs\nltARuUBinIGkMpccwCKIC9q3kQRZiqGpHHoj+qhOa0WQPMMQMJv7778fURThwoUL6Pf7tySuew/y\n98I1zjl+/Md/HE8//XTh9rRmVNG9Udt1XS/0GWVCu8o29VWpRXDRbzeNSxFYrG9TFa/xeAzHWQVa\nIhGy9vxuDDg4wBV5UkpzKgPn3uyflV5Sep9FEF8uob+NZgO9Xg/RMsLBwQHm8/mKFCdmYPJ4k8kE\nNcfJiasri/npkh8sZtmgYu0nESuHBsYshqYRBL6POIrgODYIEb4/juOctuTqXCEh3QLW3Ww2Err3\nwmBS9lVpWl44PrtjyVY8GqPdaRd+RfkSVbHinIJqq0rYZrjf5qqQ2J79fUJeomlgEDBAXTcSiLau\n66IyOZ2uSK9KetvkUcT2UypFM87BZBA2n8+hUQqrgElvpffENooJa9JniV63DbqMBIkINJdkTpVK\nRVYmq+gfHWEyHqNRrye9fIxxXHyuj2/cgWqVOqf9/X188IMfzBRPXqz2vHWJveENb8Cv/Mqv4D3v\neY+Am5km/uRP/gSe5+Gxxx7DZz/7WTzwwAN4/PHH8d73vheMMTSbTfz5n/95aePtJrMle9jtWhoL\nfhqL4xjj8Riu66LRaJyoIXUnAqpJQUDF5GTOObAsEPRVWTrORWZfkQpwzhH4PsKlD0oNNBrNZPyC\nXno11jKGooR5hhRnH9P9StnPCdYBWRxA1TbhLXw57qQ+Imh3Aexfn+Dl5zuYe57IuFQqOLPXg+cP\nsYxSzZIQ2SIhQIvkvAEKTZMTVIqcghKCKOL4zveO8Ogbbv4ZvFX77sU+5vNQTIhRLHrHGEfdsSTh\nA8/BETSSp2kVv8s7J9G42oE75wjDCHNPCNhWbZlNLNBmEtdQhiaZw6TuFQeqldViTdMolhsgFSc+\n9iQLNaQaRavVQLiMsZjPMZ26qFarsG0bVJP3VT1C0hjj8IMYul6S5U0F0GXmegtsd0/H9ripgqRp\nGnZ2dhIWtEuXLqFWq2Fra+vUouP3IH8vXCOEYGtrC1//+tfxQz/0Q7ntx8fHpWQQ6e2+7+d0ozYJ\n7QKrvqoiinWFojBNs/C36rhFSJHBYFAYpBmGgX6/j16vh9FE+GFFRLFujGXnm7QlunecYz73cgKo\nADYy/AHFiQM1FgX1FQmZtbmm3UItqmEynsCdumi1WqhUhKRGGIbwAx+93m5u32njLAYhm1EoHJKQ\nQJJy5ODHRRjllMVxjOF4jO1uF5RoGcpzxotp3wGVnAHAiSAYokLDSul2HRwcoNlc0Y6LvioiJTyK\ngx6qUQwHQ9Tq9cJ1j0Zo3k8liTcCXQrflq25KC1nwEu2p9Yoge8jjuMEkin6v5Jvw9Cp1HNy4Lou\nDg4O0Go1Uak6Bdid9HE0xLEgWigT5VbjUceLohiuO0W3m+9BXGctZBKaWvTcpNGOcVTMTgsIf6MC\nJeG3eULwYttVLOZzgBAcDwaoVBw0Go3kXXFdH//fN6/ikR8+h0Y9X2W8GfvoRz+KH/7hH8Zb3/rW\n29rPC8GeV9qNd77znXjnO9+Z+/yzn/1s8u+3v/3tePvb337bx7qTPVSnCXiUJsh8Pr8pDanb7dHi\nnOcqVMIJqS8AC7+ogkVWGDuITEYY+PDmC1iWiXq9uZZJXNFmqwxV2bgVIxOX8IDUYVZHz3+YLEYV\nzbYyu5KFrxAAkMEip8CFy0ewrSUq1Sq2t7eTknnNNjFxA1GFImIiJlSOnQtc2KqSRyQBxGpc6vQu\nPzfAo294ReG53o0s/399+3pCCMEkbISzOKlOCSryNYgCJcCaDyJUZiLX8cvyn9cPRWMs5xz+QsA6\nLcOEVTWR9uCUEMRyFhctxXI3JO9yLGtVgd301nAZmZVRoKvtjKXHscKwNxp11OoOvNkcg8EAtm2j\nWq3m+sgAwA+WaBiV3HHSzF2b9K1mN9FHdZoKEqWCyrjT6WAymeDKlSuoVCrodrsn9lTeg/y9sO3h\nhx/GU089lfv8JM2o9HYFw04HVJuEdlVfVVlvlNKfKfKXi8UCQRAUjksRWBQFaWEYgnMOx3Fw/XAi\noX5arjol3MAJwRAHomWE6XSGs2fPZOa+dT29m7E4ZgmTHtWKqxK6pFpfhkuMxiPMZi7qjQYmZVC/\nlAmGN5bTDioeS5z0yhYZU4xxBSc7mUzQcKqwDCOn3cR5OkgrCiwBXcsynFKaCiYl7Xir1YLj2Ml+\nBENhPuhZqkCzVRxoEoqcn8qMV4qqU6oJUd04S25wEsQuvZlzjuFohO1uN4WaoKl9EEQMoFQHIUiC\nSdedYTy+IYJJ2y4MrIiMUqNYEEBEsWBRnvsRvHkEP4ixXMaCzELeg9D34Nhm4fO+TqnOOQq1rLSC\ngFIRX6ST3YQAUcQztzwdVC38AHEco7fbA2MEs9lMiANL7TJCCBr1ym0HU//8z/+ML3/5y/jMZz7z\nkvBbL1oew2q1ivn89FCdMjsp4AnDEMPhEGEYotVqoZt6eU9jt9tDNZuHec0LKrFs0oJwmdEdShtn\nDAvpGCuVCra2OrKBV8D+kmpNSvw0TY+5vl9BSJEKWuR4eHoSIKugLDNuCT8gBCtIBgFMS88KIwIg\nYPDDEFG4hL/Q4dRejlot+/LXaybG0yDJqBF5TsnxtFXujnMuNCzSgrSS2WniLnD9cIwzvWLWrNOY\nwhKfREu6f2OM4ciDpqCVXIj5abqORl323ZE8TXDRE6QRiogXeS+OKGI4PHKhlHwr1SqqdgX+YoHJ\nZArTtFCxLClSuQb32/C4ahKzfRI0QzwjgkkKhWPMZjPXWXYJRJbQqTmiGu0vMBgMYJoWajU7g0MP\nwrgwgE9buqK7bjdDTHEzkDxCCFqtFprNJmazGfb392EYBrrdbmHvwc3u/5794NnDDz+Mj3/845nP\nVG/T3t5eaTUlvd2yrIRWHdgstAts7qtK//ZW6yFdAAAgAElEQVTq1auZ5IsKxIrGtSlIU5o2aq7z\n/TDpeVy3kxKWhAjCm+FwiE67LeZQiSJYjfWkRXb59ihiGUa+MhMEPzuIlkscHh2BEloK9Vu3OGaF\n2lQFA93EJA7GhDZV+ivRUkg0nD1zRmac8jtYBY75baJfS84pLEtXr+s6tra2sFwuE9RNs9mEaZqI\nYsi5m60CFA4cHw/KA00ObAL7EKzIgRgHhIQTlT1moid70yWkWnYt4k6nqFar0FVFk/NCqnTGRdBO\nNQO6xtBstlCr1WUwKc65Uq0kgZWgXAcW/hL7BzNMZiFmsxDjqZ9cC0okGYUcL4tjzDwP9UYdX396\ngmpFQ6tuotup4uyOg6qdv2AKZpmu1hXnHkjSRqGedY1qiIrWexDrmsl4hHank7yX9XpdVCanojLZ\naDTw+ofOl1/sU1gQBPjoRz+KX/zFX8SDDz54W/t6odiLNqByHOeuklL4vo/hUFCOdjqC6vlWIvDb\nhfwV9U+lk1SEEgSLZVL1URNOFEXwgwCB76NSraItmyQ5lzpBLBvyKOAAIWv733Q+6j9r57cJepxC\n9MnvigV9pWJgPg/AGYMfBoiiJQyjglqtDkKA64czvHotoHJsE5QAkZqF1+4PQb60zvhK/4MDSXbx\nv759/ZYCKsW8NJlMoDSLNuk9PP3skWTBE8enlCKKY+z2WlBXuygYLdJPKUv8MsaxfzgRkEmiJdBN\nQjhspwpTat1M3SkMw4TjrPq2MreSsZw+jGmYK5r0Tc81IQCkmDOKcfkqMaAqddmNq/1rlMK2bdhV\nAfMdDocwTROOU4OmazKgyv6ckjz1roCT5K9jFMWYzwPY9smMnIyxmybRUdo99Xodnufh6OgISpvO\ncZzMvHIr+y+ylwrr0g+aPfTQQ9jf38d4PE5ozVVvU5nY6nA4RL1eT7ZbloXBYABgFdhsb28XBtph\nGMJ1XZw/n18crf9WEUmo46wfN22j0Qi2bRcGaYrxTzX7z+d+johC2UkBEecEnjeDbuiwJFIhZqKH\ndhNTXNpYgZbTagCQzH+n2BEAQikoEdC4/tExTNPMUKavdrumO7SmTVVknCttquKoQfjmlX6SCjS3\nu10wDpA4XqvArCyKmdThSjHrpv2eQoVwnpu2RQ9oD/O5j/F4vKZhRaFrggJ+Pvdgmmbpc1xWYVNG\nZUVv3dT56pomkrMyObluaXHcKIrgzefYldpggITnbagUMgZwYkDTRE9bp9NBFC1lYCXYE/2A4PrR\nHAf9OcZTtfbiAIeAlbNYXlMOCgpGhGfzFnPR3wYAnCMIY9zoe7jR9/DUs0O0Ghbu26vjvjN1GCl4\nuuqnSoLyMt0yqWOlyLqEflnxQ+26roD4WxVE6bWcXJ/UajVULI7j/g2Ad5OK1c3aX//1X2M+n+NX\nf/VXb/q3L1R70QZU1WoVrnv7GkLpChXnHPP5HKPRCIQQdDqd0kzyzez/jgdUqWmbEALfFyxljHHE\ncQzfF/AR23bQauezSZyrioB4OQnhSRBFCAVP1exPQDIkla10hQupKlbB4JGlTxefVUwdg8FYOHxL\nLJYpkUEJAQ76Ll79QBaWYug6LEtDvIiSK5J1NqrSll7781W5XbIgAhzPXRnCdReon7IErkhJptMp\nGo0Gzp8/D8MwMJlMcOnSJdTrdWxtbWUWx/3jKQ77MxkkCqYMxjkMXUO7keqXWLt2JHde6osS804J\nNI0KDQ0OgHBcPxDPsOo5Uv1xGhXXX8CHZGA1nYigpWpnxMW4pOdXpmkia0uI0LDaBKOTSB5xvykF\nZ/nUJSFrz0321GR/QAq6SoCqXYVtV+EvBKGKpuuwKzRXLTtFYjtj09n8VAHV7QYqjuPAcRz4vo/j\n42McHR2h2+0mOnX3IH8vbHvwwQdhGAaefvppvOlNb4Lv+5jP56XVpSAIcts1TUvoiF3Xha7rhSLS\nJ1Gou64LTdOS35qmiTAME0IJz/MKx6WCtKJtacY/z/Pg+z6WUVwYTAEbW4MAQAiUTl30dnuZzzk4\nuNRT3GRlAvNZk5p72DwlUEpxdNRHq90SvZuOg2Axx+HhIWzHRqPeSJAVdK2vhalEZUmwpOCBnEUg\nRCtdE8TxCvo39zyYlgldiiWLKkX5ScQsCw0jJDu3JjTphOf8CeccliUEkZUOmgomAQ2cAa47w87O\nzoYruNlO1l9SCAIqqddXyI+VNpW4/sPhEO1WSyIs1O83719cVyDmFISa0OQ6p95o43vPDfGVb1yA\n58Wwqxaopkn4u5QzIQQsFv4qZjEAiphHst8ugEYYNJ1ApzzxXVSjSdVsMF5gOF7gqWePcf+5Jl59\nfwumKdYGKqg6yV3Fsr+W0PJKYBwLZr/d3V1BelVQubQsAz/2uvsBMKlVJrTnisS8y2x/fx+f+MQn\n8OEPfzgn0fBithdtQGXbNo6Obl9DSEHNXNfFaDRKRFPvhH4UcPs9VOuEFOuwJaEftUTMGBbzORiL\nYdsObLtWnpWTQR4BkdToJUGf/B7NBCRrX8n8KylZSWa1/Nyfpr4WpBAR5os5/MUCGtVQaVQkwx9k\ndlFeh+kCcz+EXVllxygFao6FhR8n4+d8FcSKqk7W0XPGwajKgCrYn8jw/efT1/F//vcHcueYwXin\nAqn1XjpKqaABb7UwHo9x+fLlTGD19aeuQXJQiGsEAS/odWvJgmSdGETtN5ZwEJEJRiKALEQahdMR\nFSmCxSLE4bEnIZDyfOXtYTwN+RECkRXLQhAGcGcuqKahWqkKSN3aOExTiSTLa7zRBaTqUiXZW8Fk\nVPzrBE5asIIgBLCqFViVCoIwwNHREE07RqvdgmlaIKTMuZaPdzZbADvFrFXZMd+ZgKdSqeDcuXMI\nwzAJrLa2tnLipLdj9wKz599M08SDDz6Ib33rW3jjG9+4sbdJEU0UbTcMA77vYzQaFfYwAaK3xrKs\nwqSfguWlgyIVUG0KxNLb1p9Dxfh35swZCPkE48T+w5MWiYPBAM1Wq/SZZ3zVB1Vk6/D3IqOycrMO\nr1q3hWRoU9eTEKBStbFn2wmJQ01Cp4r8ZVGvizKeJG2Flt4maBxjMTjjcGduwsy32sY2V7mkDyAl\n1XguJm9oBAncej0QrFarqFSqWCzmODo6QrVqg7EI9UYbmm5IGOBaGwI2i/GW9dIqE9W1lJ9NQQIp\nFSyBjMWyIjoXjHap53799+u2HlxyDgymIZ65OMLRsStgk7qFSmWJmTeDpmmo2tWkj5jzVaCk0VSl\njTMEQYB6rQYwjphzAS8HAeEURKMgsomBgMOxdYTLGM9cHGFny8ZO107WdKfLu3MQaChLI4xHIzRb\nLRiGgSjmYDGTLJgr3a3zZ7dgGBoADXt7ewjDEP1+PwmsTlNEUEQUd4IP4YVkL9qA6k6QUjDGMJvN\n4HkeNE08XKdl4zqt3U6Far5Y5ljU1tligjDC1BVChbZjw9CNFT1p6Z7F5CCY2NZBXcXQLNUjtX4u\n6q/052rBLQoL+UwYICb+2WyGIAxRrdrY3duGvzzKOiP5T6F7BezfmOJV93cBrAgHao6J4+EiqWCo\n73POE9xxrnoBxaYmoXCSAfHZy338t9e/LMkcpS3N7ngSKYkKrNrtdhJYxVzH9y72RVUm1SNl6ASd\n1moCK1oCC4idWFQop5F2UJmKJSXYP5hKql4qcnBMwAM1TTh79X2qJnIAhmHCMCxES0HNrBk6jBQV\nPYDk3RD39qTFOk+uuyDe0DJVKo3IRunyqB9EQlBzjlLFWETAoyqWhXq9jslkijiOS9mbNmVIT0ud\nfqd7nEzTxJkzZxBFEQaDQSIQbNv2if149+wH0x5++GE8/fTTeO6551Cv10uTc5tgdZZlbRTaPamv\nSlU+0781TRPz+Rzj8biU4EKxARYtqtZp2U3TxKXL+wjDZek5bvJ9yn/bdvECTjHzsTJ2PPmtk0xN\nMaLXqJhsgcUMo/E4T85BBCy90WwkPSiHhweo1xsFbQDFY9HWoG6x1N8qm484BybTEZqNRqFmUSQJ\nLgoDJkj0RUnAJfYvknmaRgVNfEFASggkEZCN0WiI+XwBXTcRx4rgSRc9TzKw0jYEvYBMXG8aU+kW\n4T94TMChg4PBdT30etuZJN1JZBaCEU/8ezCa47uXRjg48kRSlfMEYW7oOmr1GqJlDHc6g25oqFhV\niQSRY+GyesYZFnMflmUlCVHOmfSrHBwMLBIJgZhzdFtVNBtWUmk8HMzBOLC344CAAlRUZTddDEJE\nMF30PijGQ7tazTEKAuIdMgwdZ3azjLamaeLs2bPwfR/9fh+EkI1FhS9/+csJEcVLrd/3RXu2tm3f\nsg4VYwzD4RBXrlwBYwyVSgU7Ozt3PJgCbo+Uogjup162IAhw3D+WL3QFrXYbpmnJkjAt1OFY7UMu\ndCUutwAlB0AxMPFMYLN+Lmm8t5p0Np0u4wxBIEgyTMtEq91GpWJBoxQVax2bvdo3ZxwHR9Pkc5Vd\ns6sG8qiQ1QDUZcgIuxKeCDJyAFRW6Hw/xFPfPcieXxwjiiJcu3YNmqbh/PnzaLfbp2Z4bLfbeOCB\nB/DMhQGOjweIoiWWS+XQeaY6JX60+o9GqaSBZaJPLHUKOd2S1N/Xb0ySKh9XARQRk6oQ9qUJhEKJ\nTqrKl2GaaDSasEwT/mKBIAwQx4I2VgSaq+rjJktrfq1bEgySTcS14ioU7oLn/ySajt1eD+1WC1EU\n4eDGDUEbmwn0OcpumzcPTlVJvluQPF3X0ev1EujfxYsXcXh4uJGy9yS7V6H6/tjDDz+M/f19fOhD\nHyrVjFKwurLtnHOUCe2e1FelNIbWf6ugftPpFFtbW7nfRVGE8XiMbreb2xYEARaLRdIXxhhDo9FA\no9HCZDJGv99HFOUFskuZYlmMyWSMdru8Kpz2YWXaPafxrem4RfUardt4MkbNKaYCF1UyLaFa7/V6\n8H0fh4eH8P1sUrdIO6iQ5ZSx0lxSEPiIongjBIvFxdpVKrDZ6P8h5sw45oJkaHPnF5bREr3eLjjn\niYZVFHMwLgIrSsqhjupgm7ZrBUnP7DlpyQgn4wlspwEQE5wYIFSHrhsb5zpFzDEYzfHkv1/Dl//t\nGo76M9HaIBPKjBNwUHAI2njDNFBviOdhNnPhLxaImEhSinWD6HeKGYNpisCDEpVAlFdUjimKGZp1\nE426lfT0MSauy2C0wCKIRWWLofDZXJ3Hivhk/X1QjIedTkfo2BX8Po4ZXn7fVunapVKp4L777kOn\n08HBwQGuX7+O5TL7Tr8UiSjS9qINqG6lQhVFEY6Pj3HlyhUQQnD+/Hl0Op3b6nE6yW6nQjVxswGj\nELUVZXjXnaHRbABUy7ARFVVksjvJOhjOOHQ1+UonnvuJEtstmLQSeF7qkyJTWPnpZArDMFCtVGEa\nZua3lRScj3MVrPFkITxxfYRhJJxeChJWs1OBmIQbJpWzosGw1UYi/1T0vE8/cwOci1604+NjXLt2\nDYQQ3HfffWhtgKZsssUixEF/jq1OF5QQjCdjuJMpqpaOdjOdnV1lYyEDHlZ2T0r8x2IeYjDyoNjh\nk0CSIyGnYJwllRYmuqGyOyGiYmVWKtB1A543x2zmQiOQQpKbnzFV+VIskYCsCMoAKh2UbHaEss9q\nHbZZcOgwjGUfgAXDMLDV7cKbz3H9xg14npf8iJb0ejDGTiV0eLdZ+DjnSRBumiYuX76MGzduIAzD\nm9rPvWDq+2c/8iM/As/z8J73vGcj1K8IVges+iDKyElms1mmNyptjDEMBoPCXhdCCJbLJbrdbuFx\nVVVrfVuZBhYhYqG6t7eHRr2O4+NBQuSktpf5g/F4gmazubEKux4TqMpO+uNNVY+y76j9KAv8ACxm\ncGrlAUwUraC4mibY8bpbW3DdGY4ODzPvZ5wKdiilhb2mHGtJvuRzjslkjFazDcWmWmRiwZ7d74qU\nihQGdutGqdBhFPeg+ECTyRSO7cAwDDSbTfR6PSyXSymIvEAUcxCqgWh6aTAggraNA9k4TuX+hDZY\nkEoUEAAUMdPAYIi+KN2ApukplALHxI3w1a/fwJP/fg394RwgLOmqk0sMESgxgIMCRIN6yizTQr3R\ngKYRzFwXfuDLviqGuTeH7dSgpWD4alR6iiLfNHW0Ww6IRsEZkiSmODeO64de8nfMBHFJkeXZNpn0\nxxwz15UabmYpMUe9VsFO9+R+J9u2cf78edTrdVy7di2T2HviiSfged5LiogibS9ayN/NCPsul0sM\nh0P4vo9Wq4WXvexlqT6S8kz6nbDbC6hEhYpzjsVigZk7g24YaLc7MAxxa5dhnIka1D8FpKCACCBV\nQSISR21I1j9BHpBiCZLH5qmF8aZzFExCq8+ZDEzmC084LMeBaRgIggDLKJLNnhQMDIwDlYohHQgR\nVaRUVMTEDnFw5OJl57JZzUbNwmQaZFyCJqsgXDayZrUuGDiXAoaMywmOgoNhPJ7j37/+XfS6FbRa\nLZw/fx5Xr169rUX0f/zXVUSRbKglGtrtOpbLCDoRVOCtVguapgudLNkTpayMDn+tkS7575X9kWDW\nI1TCQ2PIaCrn1Djn0EDBlGPJbgUBgaZrcBwHUbyEH/iIBqHoIdCNUmdfRmGe9F3x1f3Y1GQtcOVc\nZFvX8O8c2QDfD2NxX4V3TOjJoyjCdDLBeDxGs9GQTdbF5s4WaNTzi9TsmO4ue54K2CilaLfbaLVa\nmE6nuHbtGkzTRLfbLYRq3bMfHPvqV7+K0WhU2q+zqfcJECx6Ci68bqo3qqyvqt/vpxjasua6Liil\nhSxtruuCEFJYFVmHJirxaUopFn6IOGaoVCs46+yJAOPoENWqjVa7mDU18H1EyyWc7tbGqnDRtJBA\ntZnwZScRHRRC6yS+SyyoGYajIXZ7vXL0cfIblbAU7H66YWB7extBEGA8GokKVrMlaLxT3y+b4FZ0\n66vt0+kU1aotqgycC2mJkt8rhEksmWzT82qy/w1EGYqmI1a06mCZa7VcLhGGAZrNFWGImpeiSFQY\nXXeKTqcDw7TEHokuUSorpr5N6x9KNmt4KSIJzjlGo6GkbF/dKJrqneIQxBYCp0kRBhG++cwR9g9c\nCYHnIGAgyKKGVJKNQ8H/hJ82KAVjkTgv04JlWfDmPtypK+Bzpi6Z92TvcyxDPOnH1Ti3Oo5IMjKI\noCrVf6ZRAm8ewvVC1B3xXkaMQ9c1RKl2j3VBY2UxE+uumTfDbm9XkqUUX8/7zxdr4BWZYqZVMNc/\n+IM/gGma+MIXvoDf+q3fekkRUaTtRV2hOgnyFwQBbty4gYODAziOg/Pnz6PZbOaybHc7oLoVUoog\njOAHS1GROjxCEITY3umKyctYOctwuWK4UwEQICbTIv+QPXfx32UsWGyKHEoSoG3yNpnLJ4OrOMJ0\nOoHrurCsChrNJnTdkBhkBQ9MZWo4h2Uo0gMmGJ7Iaoyqd+xoOM+5l7pj5QO+pDCjaNNXnwFiIlPF\nCkHoEGHueZhMx/jec6PkWbndasR8HuDbzx4KzLq8bYQQnN3r4BX334dKpYKjoyOMRgMhHrj2LJYd\nPd8XJmiGrx9OIJgaSYJvJyR1Idf3IyEPehGcJnWlK1YFOztd1Gp1zDzBhBkXQHzE74r/4CqqS2VW\nN2HfRQC2vkPIvobs+YSh1HBZg+Tpuo7O1hZ2d3exlNDN6XRa+M67p+ijutssfGqxqkxR3d5///1o\ntVo4ODjAc889dyoNvntVquff9vf38bd/+7d4/etfXyjwq3qfimB1wIpFr9FoiL6PNcjn0dEROp1O\nYWVnsVhguVwWLnaiKMJwOEStVstVO+M4Lq1qrUMTE5F0efz5QiX9BISs5tRw9uxZaJqGo4MDuGvv\nWhqadJLxErepxORPAgwD5X6LcYBQiul0KvoVT6E5xTiDVlB1sywL2zs7cJwa+sfHGA6HImGm0Y0k\nGIDwdYkfXi4RBAFq9dX9i1m8QpAUmIJtkxLShzKopK5lF+iMcUmYoclxSSa9ApZgANB1TVTpul2M\nJ1McHR0JwhMIcXbGKSjVoOn6CSiEDf6VrKpTnucJ1ISZJqUixUFGzPCdCwP8v09exrUbrkisEiIq\naRDnJ6U4QVPsegJtQyQEkAvKcSJ60gVMnUj2R1sGmxGWy0hePwHRV3tiTPWhmTJRLAmlQJKEIMiK\nT2UwyhYHhGZm6pnccA0F42Ebuq6XBlOddg2t5uZkYZEp//P4448nlarJZIIgKGhHeQnYizqgKqtQ\nLRYL7O/vo9/vo9ls4ty5c7fMtX+7divHZIzhyrUjHB0eIYqW6G530W63oGv5rONyGaWy/aljcb6x\nqgSkqFO5gn3l+3LS+k1lgaeq8hEiHLc7ncCdzVC1bWx12gLal953qqKlFscEQrgvDftjTPwfUWzg\nAI4Hs1yASjWCWk00e6ogYF1VHMg6VyIxcYwxuLMZppMpNENHq9PByF3isH/7lPwA8O//dUWw8MU8\nado1dIpzew0QEDSaDezt7sGyKjg8OMLx8TGi5WoRVQTto6rSs2Z+sMRwLN4JFZSK8yeiypejFpfM\nPwRJo2sZSEcx/OmGga2tNhoNQZs8HAwRBGFpFMWA5NlgTFSbTv9OrCCK64un9V0EYSxoaknx/jVN\nQ7vdRm93V8Asru9jMhlnnqXp7OQg5W5D/soCNkIIarUaXv7yl2NnZwfHx8e4dOkSXNe9qwmhe3Zz\n9kd/9Ed4/PHH8brXvS4XUJ3U+6RY9BS0zpJ6cco8zwPnHPV6vfC3mxgF+/0+ut0uLMvKBVT9fr8w\nSCti/BMLQ/FvX1anMuOQ83qz2cTu7i5ixnBw4wY8T/R1TSYTOI4N3TAKtfWy+yrfrthKT3oXN70Z\nge8j8H20ms0TK13JcUFSC+eVESIW27u7u7AsE0eHhxiNxpsHALWwF/P5eDxCs9HKzb9RHMtArthO\nCizXgyqhfVgAQ5RBsaZpmM89WBXrxL5yQ1bpms0mRsMRBsfHiGTfDeMEnGuImQbAEMK6ur7yMwSF\n4rTKdKrJXq8Y7nSKVmuFLhDJ4/x9uHE4w//88iU8+71jRHGEmDORTOWQ2psEIBSapoEQAXWkRPX6\nMVDCQQkDRQxKYnAeg4PJyhNACUMYLODUbNRqNSyXIWbTKaLlEowRUE1LgkAOoNOsCvp1+V6INQ+F\nrtHMPZnOQoTLbPCt7oUikyoy3/cFD4CsdhclRgkhuP98cQLntPZv//ZvePLJJ/GJT3wCURTh537u\n5/DFL37xtvb5QrQXPeRPlVZFf5GH0WiUKIC/0KAxaUru8SQWjjf1gsRy8bv6myGKGUxNYfhkBUCg\nqoSWCYon3ByUTKT8MrbumFVmMDducETREkGwQBwzOE4tgZyUTZdqsa8WkCrYqVgmFovVIoKJSACU\niIklXEYYjObY3so2XNdtE+DIXK9NVK0RizGbeYijCJVqFY1mHYRTmfGj+M+nr2N35/bK2pPpHN/+\n7gGWUQxdp4iiGBoF7jvTgq6LSTKORCrLth3Y1Qrm8wX6/T4M00Cr2QIl+VeYUoI0mlOd4tXrY/k+\nUNnoGyfbef72iiAHSG4Sl2m1dLimnh3T1BPBTc4BXTfQbLawjCLMZh5msxlqNQeWaWV7BmRgL8ZI\nZN/aKmxTwstFlrAvqczhhsAhkNBXRYNfZpRSbHXaaDYbcF0XN27cgG3baDQaWCxCLJdRpgK8bne7\nQnWagK1areL8+fOCmCZFuZ6uvt+rTn1/7Dd/8zdx3333YTKZ4JOf/CSiKErmwnVdqHUbDAZoNpvJ\nIlYFVI7jgDGhGXP27NnC364z8KUtTVKxWCwwnU6TbfP5HHEcFwZp06nsd5WLtViyy6nnc74oz1Ir\naF6n00FUr2M8mWA6mYKDY2/vzInvsxCw3RxwxYzJ+YWWk1+UiuhyDIdDtNptaGvwqjIjkDpxSBB9\n+e8QAsepwbYdeN4Mh4cHsB1Hag+WVMuk5IlhmrByxEyr8RLZ+ZM2RSkvFvzlC28VVDGBn9t4nmEY\nYTqd4cyZvc33iNIEKm5ZFnZ6O4Ip7vgYlmWh3WqvhOFltUmMVBN9ShIVI2RZJGxP9vcSEBlsEUEF\n3mxmNMmolqVJn3kBvvmdPo4GHiiBgEnKtRCV2ouxJItQlSJCVpIwpkERxbHUClNyH4CuESwjJmCM\nMRDHEVi8hK5ZIIjgVA2A65jNffh+gEq1CtPQwRiDU7VgWUb+GnIAoKn1lHiuJtMA21upuYEgkUIp\nMgGDHGG7uy2rdeKpFAEYS27zTrcB5xQai2WmiCh+4Rd+Aa973evwute9Do899hj6/f4t7/OFai/a\ngKparUpmNh/L5RKj0QiVSgW9Xq9UyfsH1eI4xmg0wmw2Syi5B+4BqLYGqVp7r/xguYKzAeBSxZVQ\nRdtJoJUIp+bGILF4aeeUPpygSuVZQgtwLMMlvLkHXaNwajVQQjP7KJqPKSWZyguBFMIjQnQu2b+s\nbIgMHgO4YNi5ceTmAqpG3YKur3RGhBYHgBgSsyyoZDkEsUe0XKLqOGg2GgLuEHMo9j9w4PLVATzP\nh+PcelD+1a9dRhQxUCIw25QQbLWraNariONY3i9hmpwQbceGbYvqa//4CLquo9VswTBT16XgWIQQ\nXD+cCGdAOEgKVqcm7dzETgkoW1FSMBnAJEK8nCelIMsyVoG5et5ARODXaiaN9J7nwbZtVKxK8gAR\nwpNzFT4yS0qhaOsz56PGI1cuuVaEtT6tOGIIo1gwMZ1UQaIAYQSNRkMKlM5wcHCAarWC4WiK3k45\nHOn5IKU4bTBkWRbOnj2L5XKJwWCQ9N602+17lOvfJ1M05g899BB838fly5fxyle+MoHcldGc+75g\nPk1DAS3LEoQqEH1VZb1RReLAyhScTwViSosKyOtKpU0x/qX3SSnNPFfefDPkXjGMarqO7e4Wru1f\nh0419I+OsLXVgVZCugFA6kuV7zsNb+dJL9EacmFDgOF5ngxgLLnoLg/Kkv3JfiSOzSK+gCAlqNXq\nsG0Hc8/DwcENNBoN2LZTQC4QYzodY0KpqAIAACAASURBVLe3V7o/xpXg7+p80pUmEQDIhNemni2d\nFtKkp208HqPd6YCDSvZXXgJdzE7KqkpXqVQw9+Y4PDpCpVJFo9HIzZmKBApcSYioayL1GDWR7QuD\nABwEtXpjdd2kv9A0ijhieObiAM9eGopKEgHsqolux8butgO7aiRESholqFQ0aBoRdPGcZSjmGePo\nDz148yUMnWDi+ugfzzCa+mBMBH7ewkPdqcHQNcG0SMXayXEsxDGHH8wRBBS2baPVrK67qcQYFAxf\nBpCUYuz62YAKgK7pEv5HcvfAdV3Ytg3d0AFoyb2IY+FDdE0klF9+X57R82bsk5/8JDzPw6/92q8l\nnwmGz5deH9WLNqCilOL8+fN417vehd/93d/Fq1/96lJWpB9Ui6IIo9EI8/k8Q5axXMaYL7LBlFhw\nZ38fBqGYhuTCM93on0LzZUxpEsRsLWACEROV+GM1T6YZLCA+5+AIgxDzxQK6pqHZbCTMNOsOjAlm\ngawTSQWB6wO2K1ZyeCWqB4iqC6EEiDiGozw0S9MIaraBsRuvjhsrliWGOBaCgIzFqFSqqNUcUKpn\nT5Nw6EQ6Kc7xn0/fwJvecH/uWKexa/sjXLgyBGOArotJbrvjQCOaCCbXsXzZ6BVV20at5mA2m+H4\nuA/dMFaBVcEM7ftLjMbzBFJXnBXLH5JnfKK82lzpQ63KWumqTXrf6ueapgnCBw647hSz2QyO48Cu\nVjOBI4EMnlLnS0FyjdfqHFaEJ2uDXz8fShEEETTCCyE5Zb8VUDrRfOt5czzz3QuIlosEHpX76V0m\npbgVMwxDwKskYcGFCxfQ7Xaxu7v7/R7aS9Z6vR52dnbwrW99C6985SsTyF1RoKugdbu7u5lnSwU/\ni8UCYRjmNZLkb8vEgYF8IKZpmsxecwwGg9Kqlqp6qoUwk8K4afPm5RWqjE4e5xhPZ7CrVbQ7bSwW\nPkaScEOQONy83yaUZCrhMZOCq6nSvdD7y098CkLW6/Xk3yzpydpEIX4zhA9qfqOUolavw6k5GI0m\ncF2RNE0TkozHI7RabWi6vjFIExVCXZAOAbk5MJGF4MWLeKHBteqXLgo2gyAAi2NYEt0j/DdANSmZ\nIRf168Fd5tQJQb1Rh+3UMHNdHB4coFaribaLFHS0zDRdECtwDgyGI2x3u5KNT+qRReK4h8cu/uvp\nQyyXDFutCnrbDnZ3HNjVbEJdk+gbzmMwFiPdlpi+35QS9LqrRO3LqKgcLfwQN45muPjcIcLQBCEa\nogggRCRwleYm0SnqehXLaIlouUAQVGDodq71QgT/ksiCUxAi3sfFIoIfRKhY4n0QYsniN3HMMxpq\nURTBm3nY3d2Vz2H2XnAu+rDO7bUySeqbtevXr+Ov/uqv8KEPfeglGUCt2wsrwjiFTSYT/M3f/A3+\n7u/+DsPhEH/5l3+JV73qVbe93+dzoRSGIUajEYIgQLvdRrfbzRx7OityVHmQgR+ImYFDsuUks+jq\nu6rIkP5vEXMckfSbgqlPZF9A0oTaYupR2VBd19Fo1GHoekJTvg7jU5Atofm0djoZVJjMEMnPKhUT\n80WYVFaUxbKBdzrzMfdD2JXsxNmsWxivUc1HUQTPm4NzhmrVhmmaibOhKrCUzpkQUd5XQckzFw7x\nY48Us2mtG2MMURTBMESJ/8mvXRKq9Zq41r3tOnrdOg4OFyKiWKPvLuwnIEDVtkW/oO9jMDgG1TS0\nW2sVK85x/ciVzlJCZVZIi/LetxQsIPkMglkqkhE3hdSn0sXx1p+dXNFLo6g3GnCkcPNg7qFqV1Gp\nVEVQTARVb/p5LxzfWmpPKH8IRkiggMyCMYRhjIqFEytUxb0bguGs1XTQaDSwv7+f9Ae8UKDDmqZh\ne3sbW1tbOf2Ql7Jdu3YNb33rWzPVlocffhgf+chHMt/7zne+gw9/+MMYjUZot9v48Ic/fFtaKw8/\n/DCeeuopvOUtb0kgd0WmyCLWkRXqHTk6OiqsIgGbxYEVScU62YTokZnD9/1CtsDZbJb07AF5qJ+y\n+YYKVZrpM4pizGYudmX/om1X4dhVuLOZhIeZOQr1k/oCi4KlWAZ9KpNftofRcIhmqwWqacl8pvxi\nEcU5oOB+a8eLV34ue+553SVN0wX8MVpKgfgpms1WAnGzrGpynTcHVRGopsnFdn6swn/ntS+VFhOI\n7NtCvsrGwTEcDdHb2c21Cahzp4nYexnoEZCsCzKwkoLIrouDgwM0mk3U6zWUcXUIOLvYr+tOUa1W\nk4BbwBs5fD/C954bIooiPPLaHWx3bBBKZNI5OyadAoxFhcEjJWQj7b563aoVE+fPNFA1fGxvvwqH\nxx5uHLo4Hs0R+CzpCQcEgkfTdJzZbUPXKSaui6qpwarYSc+fOqQKErkMyDjnmLhBElDRtWdBEVUo\nRFOr3ZJopOJ1q2FoOH/u9qpTf/zHf4wHH3wQP/MzP3Nb+3mx2PMeUH3hC1/AX/zFXyTBgqoepe12\nHNdnP/tZbG1t4eMf/zh+4id+4o5AW9QEdLcDqiAIMByKiaDdbud0PZRNCgR9iybPIFwmWKjs5vLM\nkXrxi0zNwSxeQbK4xB0vFj7m3gy6YSa9GplmSZ6dYgklAkYnDpzsnBAkulbp46pAgFLAskz4fqhC\nQoBLYgJCIeM+HBzN8IrzWWhW3TFleV8sAubeHIwzVCpVVKpVcKYCypT4HlLj5uIkxHkB80WE//2N\nq7ivV/6MKZiIWmzEcYz/fGofw5EHQASn9+010KhXkmMxttYkTErY7lLVwWq1mjBbDgbHoiLUaiWL\nsKP+TJb1VN8RT+6DqkrmrcgpijwtIANkncA09FRT+voQc2nS5Hq0W00soxie52EwGMCuiqobCDJV\npMKnUWEA0xsFs2/2WIQk2fBgGcMyVuMvM8aVRED2e5pOMZsHqNfrEgro4eDgAIQI5fiy3pcfNKOU\nvmCCwOfLer0e/uEf/mHjd379138d73//+/GWt7wF//RP/4QPfvCD+Pu///tbPuZDDz2Ef/zHf8Qf\n/uEf4vd+7/cKvxOGITzPK4UCApD6Mvkss2LgK/qtIqkoCsQMw0C/38fe3l4h/CwNEQTE85Tvp2WY\nL8q10dJfH42GaLVayT7imIFqFI7joFKpYj73cHR4BNux0ag35Jy1GX5XFm+JypFYdBYtlheLBTiQ\nvMvpwExIaGg5aBWwgvsVnef6WDRKEwIiZYwxSRhgoNvdlknVIcIwRK+3m1wvFrONvb/ACg5dZsq/\nqKpFogeWuiccSvNoNdbpZIp6rQa6YU3FmKpyimslGH3jzA0XVbQUioFSNJvNhIL7xo0D1BuiSpcl\nq+IQaU6OKIrheXPs9noAOAxNB+McfiDYjx957Q5YzBM/lxa9BQCdEsQshmC7Lb5Wa2oc+XNN3cPR\nSFQRdV3H2d0mzu42QcBw0Hexf+Di4MjFMorBGINh6HCcKhSxjO/7GI3GqFQtONVUUoWv/quCqsk0\nQK/riCpWwfMWxxxhKJLN1WpVVq2Kx3/+bCejUXqz9uSTT+JLX/oSPv3pT99VmPsLyZ7XgOr69ev4\nnd/5HXz605/G2bNn8cQTT+Dxxx/Hpz71qcz3bsdxveMd7wCABFt+s+K+Raaoze/WQ8M5x/7+Pjjn\n6HQ6YiLZELxN3UAEKLL/idJiBxKEYdJDxVXaSRwwd/yVyGIBfCrzPbkul9dCOXzD0NFstqDrmsyC\nZTN2osqzOnZ6sboOLVR/Z7J76sAQTH/jyQqCQSgBVRobRHx2NMgHVIQS1B0Dg6GLKI5l5tZcBUur\nIyfHFc2cTDbYiu9EUZyQWzz13QNYWgsve1n2WqUDqeUyxqWrAyz8JUyN4n/9y3cRhjHO7LVw/kwz\nQ5QhNK+y976sX6Aoq1azbVQqFvyFj+FgAEo1cE4wmQUwDCth0ksCmxLYi4DeFTuaaK16mM6c559D\nIgJU2WCbFjdUApr1eh31Wg0zb4Z+/zhTJVT7TCc0KFlVKzMQnLVjE7oSEAbnCIIYvKoVaGrlTSME\nUWqHmqYhjmLEYJjPA9i2Bcdx4DiO6Gfr9xHHsex9+8GD/d2z27NnnnkGruviLW95CwDgzW9+Mz70\noQ/hwoULeOCBB25pn4888gg+//nP45FHHimEo5cJ5ioLgkAu0PLBVBEDX9o2kVSoSnpRVUv14anx\nxnEMXdfz1alFcCoNqfl8DkppTnNLLVZ1XUOtJkgcZqqK0WjAduyN79imY8cxkwvN7Hc4YxiPRthO\nVezWF9ulUL6SRTlbC0rUZ0UWyfmQMQ7TNGFZFViWieFwCNNcVelI4gvzptYqIiGEdVeSOw+xfijW\nMAIEyx6lQvB5sVhgd+9M8Q6T4yuKdcgqEwGhuoS1CdbcsvPXNA3b3S34YYTJeCyZ+1qwrAoAAdlU\na4vJeITu1iogiJgg5ahWdDjVAmikvD+iZ5ytesvKHhNenKRejXWlj6XWmOlnWPmo3nYdve06OGM4\nOPawf2MMf7limlV9ZTWnipnnoX88gO1UYdu2JMaQz4sMqsKQIQwjVCwLRQ+BgOqOsLOzk0AHi6xa\nMXBmt1gH7jQWhiE+8pGP4LHHHsNrX/vaW97Pi82e17BS13V87GMfS7Jbb3zjG3Hp0qXMd4oc12Aw\nwIULF27qWOrhvhMBVVGJ/HaNc475fI5r164lFalz586JF2mDo4hjBm8eisqQbIQs0ojinCMMI0na\ngMzEmp8nFIsez6nPp3YovilLz7PZDGEYgjGGTruFmlMTTpWoSWu9MqFgg6vxKexwxmmlgr7MWFIz\nn8D8EkmXnYVoqSBsOJxnnOpyGWE2m6FiMFgVC612K2FMUqQQan5SzHIMHJyI7eI6rtgGiQxooyXD\nV79+Db6/auRWwbemaTgaePj6N/dxcDTFaOzhb/+fb+LG4QSveWUPL7+vI7Dbab2Pohmw4NnTKC30\nqVySTVSqFezu7aHZbOJ7lw+FJhuPM5dY7JoXsgSVUeqrcJdSUeehlELTU3CfTZnTFIyRpEXEIBxU\nvVZHp7MFgMMPfMw9L7m3mfGk9pN+ztTzkB6rqvgBgulPhc2UnAD7S/1bW9OLWadPV6x6e3t7iOMY\nly5dKtWyuh27F6jdPZvNZnjf+96Hn/zJn8Qv/dIv5fzN5cuXc/C3++67DxcvXrzlY/q+jwsXLuA1\nr3lN4fbxeIxKpVJYTVTB1tbWVo7mHBAMfKZpFooDK1h2q5VfUIVhiDAMCwM8BRFUjH+qb6ooYHNn\nJxNSMMYwmUxy46BaCsadSEloqDfq6O32wFiMgxsHmHvzwndMzU2bjeQopMfjMWr1enLuRTA+NaaM\nFhxILjhLmwiUVvPmpuqRMI7lMoTv++h0ttDr7Uo9wj7G47Fkhiyev4RuEpEVos1HEUEVyZF15L7H\nOAaDIba2T6bWFgm8tbPhonISxxB9yURqUGnif7quQZf/5YTCskz0dnawvdOFN5thMDiWlOIAB8Fs\nNgcHQaVSEa6A8GRupAQF5COSLRAsSXgBgLaBKVLTNq/50qyD47FAUmWPmf0+oRR7O3W84ZHz+B//\n1+uxu12HJu+hRgkYI6hWHXS7XTDGMTgeYLFYCIZG5Sq5WLu5i7j0GUp00zQNIHppv/D9L9u+LV/y\nxBNP5Igo7tnzHFDt7Ozg0UcfBSCyYJ/5zGfw5je/OfOdO+W4FKzlTlao7oSpYEQJiKoejNMyD7pe\nmKGSVu8V5zyBswFAECzltmw2q+wdUo6jGF4lIXBcMOCNRiMAQLVShWVZmZ4UzqTgXcH+8xWPfEAl\nikDZc1PfUaryGqUwTV02e1IoRXcxVDHOKGI4GnhYhoLhbDQaolKx0O220GzU1jgeFPxt9ZkKMmQP\nb9IES6TgMOMcujxvdxbif/7zs5lACiB45sIRnr14lDSKPv3MIRb+Em/6bw+g3XYAiY9nUjU+XcFZ\njW1ztjVna5fYqlhwFwSabsCbL+C6LqKU4K5wUgV3vWRRQoiY1dMwQdM0Ehrkonl+/bZTQkrhMYSK\njJ1lWqBUw2A4FFpK6aA58xuSCrxJJmhT29Xhg3BVPTohnlplNAuy0WUCv+o9PnfuHGazGS5evIjx\neHzHAqs7WSW/F5itzHEcvO1tb8Pjjz+Oz3/+83j00Ufxvve9LyOau1gschUby7JOJaBcZIvFAn/6\np3+Kvb29UoHf6XSKra3iHofRaATHcVCr1XIimoqBr0gceBNJRbqqtd5jV6ZjVfYced7mgIpxjtFo\nnAgUp42sLUtEAz0DpWLh3Wq3sNPbwcJf4PBQJotSdlKyRB0/inkSVAVBgDAMM31smlb2jsjKt0ou\naXnIY85kv/BJmlCMMWiUYjgcYmurk1T2bduWBAM6DqWG1fpUQGmWfEBB9sqMUooo4onOY5kt5nNY\npglDt4R/K5mDBByyfK6jKbFgxjliJv4XxaJXOY6JDLy4rIwZ6HSFhlX/eIDj44F4LyZjbG11JLYR\nYDGgaULkOCd8T4gMpKK8b6Wb5uVNicGVT55MpnAcJ5eAKOtza7ccPPCyLn72bQ/hV9753/ETb3oA\ndtUUPcBE6CTWanVsbXUQhiHGoxGCMJRC06KNYjQOoRVojkZRhPl8nrAmxjFDxESQm05INhtVdDvF\n/ZqnMUVE8f73v18QTd2zxL4vwMcnnngCjz76KL72ta/hAx/4QGbbnXRcm8R9b8buRIWKc47pdIor\nV67A8wT7ihD5swobV8tsMs07KvHukkwmLAiEQxR46mwFp3h8YrFcNo65DKQ4B9rtdgZjnt4H5wLl\nnDY1JiHwmz6mgn8pvYnVdeDIFzsIJHkFByqSmYZzUUVKBIaZqISEyxDfefYaxpMxHKeGnZ2dhBCi\n21mDlzBJjpHGkKfGoa6bCqRkBR4RExXAmMW4cPUYX//WdWiahjCM8I1vXUN/MEv2d/X6CNduTPB/\nPHIe7aYjmmHV4l6e9zIIZLCTgpqVBDa8KLPG88HXfBFiMplDI4JUoVqtwPPmmLouWByhzHGUuthU\nfE4g7lGa4a9wLcPzz12uNyMdSENk9Kp2FVtbW9BUYDWdgrO4IMAsGevacWPGsFzGIJSesKzBKsAt\nyFBPpsVzkQrWTNPEmTNncP78+aQKMRwObzspc7c1rl6q1m638du//ds4d+4cKKV4z3veg+PjY1y+\nfDn5jm3bucDF9304jnNLx/yzP/sz/OzP/ix+9Ed/FE8//XRmmwp6ygR+VW9Up9NJfNMqYy6Com63\nW/jb8XhcSlIxmUxgmiYcx8n1Ca1DBDdVpwDA9cr9LqUUvu8jjiPYdv76lfkgxpgkTCDQNA1bW1vY\n2tqC67o4OjpKKnWn8aTqXYxikYgcjUbodDqZ92uTmK+gsl75tROPx3GqahAATKZTVCwrV5kkBKjX\na5K8g2F//zrm8/nG843iuDAwVHqBgDxPgkJ0CotjuK6LerOVfDdmHFSj2SpdyVyZ3r4JXieqivnf\n6xqFbljo9XbQqNdw3D9K6PQJlLwKlzDO7DpNp+KgZdXDsuBPEHqU3ydFsx5FAgZZr2fZ7SgtfwZ3\ne6tqLCEEr31ND7/4fz+CH33oDKi20nEE0dBut9BoNBH4AUajEaLlMiHdWPgxqKZn1l+Kc2DVE7dK\nWDNO5PtK8Mr7d3A79rGPfQyvec1r7hFRFNj3heXv3e9+N971rnfhc5/7HB577DF8/vOfTyaPO+m4\n7lRAdTsVKsYYptMpJpMJbNvG2bNnc9mMmwnYcgx/aSQUUaV+Al8FVKS4arBupACmxxnHfDHHcrkU\nQnzyZU0oaVVFRWXzdcnAs47xTlUQNG3Vo6Vgf4yJLBknEL1C6YU1UruSf1AqmP5cdyEmYb5qII2j\nCGEYIIpjjGd6htpXnVO7YePgaIZlqltTaXOpwXKuGOuEvhWIbAimBBwkEffTNYpmowF/7uF/ffkp\nuO4CdtUQKuayue17zx3j288c4aHXnsVW24FGkVStACBaRnCnEwRhgFarDYAkC3qOPG6DoNiJaxrN\n0AIDwP6NCRRtK0BgGCZ0XUccRVgEPuKYw65Wcs9kMdOdCrTUscW9NlUfBiEShrpOgqJokkVAUEyw\nsbqHXD1CHNCoBtuxUXNseIsFhqMxTMOA4zhJczRJDSlzXQqqe0EoxBY34ePlcETvQ0G5db4IEsat\nzG/WIHlpuvLBYICLFy+i1Wrdsg7U3ezjfCnbZDLBdDrNkDcwxjLvxCte8QpcvXo1+Ztzjueee+6W\n+6de9apX4ad/+qfBOccnPvGJzDbXdWEYRiHJSbqKpJ41RZ9uWRZmsxkopYX+MgzD3Hkqi6IIk8kk\n2SYy3OIZX9exUs9h2bPIGNtcoZLVqe3t7VLExCaLYi5FXHnCtBkEYtGpazpa7dbG90tb6xkajSdw\nHBtGCiVCwJOe2TJjjEPXtcI5osg4iOy92Ux97k5d7O72StcchJCExGE2m2F6MEFnawuGYRUmXFZE\nHKv90TUqbeXP16/NeDJBvZEVzQWQMO1RKhEipDxAKTpe2nQ9388GiPmXJz24ANUpNF1HtWrj8OgQ\njl1FzaknrLtqHxol4EwEUholhdHNOow7M1aq+r+KTaF1hsMhOp127pqXPTGGrmGrna8MGYaON/3Y\ny/HQg7v4yteew7OXj0EhGAsN04Rh6IjjCNOpBw4RVE9cH6bpgECDpvGEebNSqYj+wIJHJ2YcZ3rN\n2xLx/Zd/+Rd88YtfxKc+9al7vqjAntcrcuHCBXzlK18BICaFt73tbfA8L9NHdScdl23b37cKFWMM\no9EIV65cQRzHOHfuHLa3twux6aetUHHO4a4FVFpBWimOGEIZUFF6un2rha4KHmezGcbjMTSq5Ygy\nckckVEx6/z977x4s2VWXDT9r7Uvv3ffu0+c2k5lJJmMSDARK4IuWFL7Br0B9U35QGBTE0lhUIVBa\nEinBKISbFl4S5KaWGCUQSwlQVFGAYhGwfHkh9QqvSG5yzWRmMufWp7t333bv3Xuv9f2x1tqX7r37\nnDlzJmCYX1Vg+nT3vvda6/n9nt/zyAFtbkxP7H++8hGDp6SkTlQFSfVdMXWwsCwzcSAcfhBgPBrC\nnbiwbAuVcgXgBNu7o9Q5AgL4tZrpxYrIfvLU4BsrBEUbkFQPKYRBKQgVVK9arYGQ6fjYp/4d//DJ\nf8f/+Y/H8X8ffAKf/9/fwTce2cLJq1o4drQujf6kV8Q0wG57F+3dNkrlIlZXV6MeOpV1nk6nc1TJ\n3B6BjJH8iU0HiqKS/Iim6aiUqyjZRUzcCfr9fkTzWZRtnFVfNPUEnYDL90lGBYhAAum8rGACpkl6\nTPKAGUSCZLnVgmEa6Ha76DsOwiDtUMUhpNzVl2dPw/NjKeM8h3lAcuhz3uOcoz+YH1fyKkiapmFl\nZQVXXXUVAOCxxx7D9vZ2ilK2n7jUpsE/rPHggw/iV3/1V9HpdAAA9913H9bW1lLA49SpU2g2m5E4\n0ic/+UkcPXo0uqcXGi95yUtAKcUNN9yAc+fOwXEcALH3YBZdD4irSMneqEKhAM/zIuCe50e1SKRi\ntqqlQFoWRVBV1fNiNF4sSNFzHJTLpUyFsb0ozrHvFZeCD3p0DVZWVlAsFbG9vYNut5u7YE4eehBM\nMRqNUS5XIq9EADJZszfa4xyp7y38LBOgY9FvuNvtolavQzeMOfrybChvv9XVFQz6Q2xvbc0lo1WE\nYRitFbJ8idS5hCGTlZ1Y9MS289VLGeMAFSwZTdOg6XRuXM3bH5BWPCREfFaX/wWhqDwJY2ag3d5F\nrVZHtVrG2soqwAk2Nzcx6A9AiaxcUnGuyoQ+t9J0QMYRlUlr1x1D0zQpmJHacO7z21qqLPzdVMoW\nXvQ/rsUt//MGLDVLAJF0TKrBLIi+71KpiH6/j9OPbyIIhGxSEHD0+wPU6w0kzZxnwzS0izLx9X0f\nf/zHf4xf/MVfxPXXX3/g7QDAV77yFbzkJS/Bi170Itx6663Y3Ny8qO39oMSTOjt3Oh387u/+Lra2\ntgAAX/va1zCdTi/ZxKVkpC82LqRCpSa1M2fOAACOHz8uaEsLBt39bn8w8jMGpowfKCFwfWnqO1uh\nyhlIlL/DaDiE03Og6wbqjQYsWyjsJCOrkiW8DuLqTur9xOs5rYoEVSVSgCPxl5IAjPOYYqhrgk8f\nhgGGwzEmrifVcsrRtSac4/xmP70/WdFaahRhzEzolKbFD0S1RWTfhB+I0MPTqBYJgSjgMxhN0Ou7\nKJWroFTDN7+7hW88cgY9Z4zjR+v40WvWoGkAY6EAUrsCSNlFG+trazBNc643QZNAXvVYRcAqb0ye\nufCjkY9Obyz8pKINy+sqQZlu6ChXyigVS/A8kcEOgxDZIDwhJS97kwpWwu+KKUd5lgLC4ptCrCRv\nHkv2OiGRGVbVS/V3Dg7LsrG0JIx1e70eut1eqi9McVcImRfX8PwgWlHNHmN8LBL8LZhznf5o7m97\nAR5N09BqtXDy5Enouo7Tp09jc3Nz355Ql3uoLk0873nPwyte8Qq8/OUvx8/8zM/gs5/9LN7//vej\n3W7j5ptvjj73Z3/2Z/jIRz6CF77whfjYxz6GP/3TP73ofV933XXQdT2i/SnD3Kz5YjqdwnGcObCl\nANXOzk7udxeJVAwGAxBJCVahANUsRVAZlS56DvvDccr2IRm+78OduCiXK5nv7wUi0r9nEvVWKen2\nSllQ4gzDwPbWNhzHmUtIqQqMqDJ00WjUQaS3nuo52m8CNe7vWvx7mhWjyPr0ZDIB5xylYhFhyGSV\ndO/fu6EbWF1ZRqPZhOM42NnZwTRDqCRkDLpGclV8VQghBI6B00OtNl+BmTuvMN5+GHIwSIq8RqHr\nQpVQ00TvVfSfJv4TYzSVVLdYOS8IBSDSNeEf5fSHMExTmPKKrKYQKVldBeMM58+fx3DYR5BgneQ9\ng4Kmn8/AWFRBFL6RoRRTacy/nyMWBQCry/tT1VtdruAXf/4G/Oz/uBblUkECSyJ7x000Gk2AGjh7\nbgPdbgc9pwe7WIJZKIBQLSOjlwKNzgAAIABJREFULeLUVcsXJZP+4Q9/GMPhEK9//esPvA1AKHve\ndttteOc734nPfe5zuOmmm/DWt771orb5gxJPKuXvuc99Ln7jN34Dt956KxgTcsvvfve7MRqN8Eu/\n9Ev49Kc/DUBMXG9+85vxvve9D0tLSweeuGzbPnDTcDL2U6FSmcXxeIxarYbjx4/ve/Gz3wpVP8N/\nKquQwDkXPVRELWD5ws8HQQjXHWEy8VEs2qjPKA1mVSsIiRdlgtkWn0NSNEOV65PHNnushEo9Nj4v\n4D23Z3mtwjCAP53AdT3YdgG6rov9kHjC4ODYbo/mqFhKQGG1Vca5TUfQzdRESrhisslFPgMPlfiF\nWISHsnFYlf6HYx87u8O4CkR1VMqG8LgyOY4fKcD3PRAQDIZ9TH0fpXI54uwLisH8IMiRFB8RYIIw\nBTEzPj9zn85udAFORGUvsZ309RTnq+kayuUSwiCE53uYTqewLVsaBKs90ogIr2h2ytCXkDRYmpPO\n55LNOXfUyfvKUq9T/+ZSfjgBKguWhULBwsTz0O/1QTUaGaCK7CSPREVUTCZBfqU12h3NEVGJYzDc\nf4VqNiilaDabaDQacBwHZ86cgW3baLVaC8VpLvdQXbp41atehVe96lXR63/913/Fq1/9atx///3R\n36699lrcddddeNGLXgRKKV73utcByDYB3m+YponrrrsODz30EJ7+9KcjaZibjEW9UYVCAe12G7qu\nZ35XiVRkUf1UAnD2PdM0MRgM4HneHNVvL7pqv+8KRTdNNJOoZCHnQKfbQbPRzKX6CRuH/Mj6TSqB\nHF3T5JgJlMsiSTQYCqn1SrWCUqmcEs5RVQbLikGm6qla1A+kQlHsxXEtnscFUFQJJ2mum5gYOePo\ndoRkO01IcgeBklLPp/+JCg+BbRVgrqzAm0zQ6XSgGwZqtVqKFcM4iQQLFsVgMIBuWrAtEyHjuYkw\n5Qs1GxyKRphN8aYy0cujT4vQNRoBP3UNvGmA0XCAlZVlAXgS84SmaVhq1uB5onLTl1LrlmXlnqOo\nis1XL1WFS3BQ5DExiDWAehky9Ps91KplmKYm+7qF4jKX38wKq2CgWplPZiyKU1e1cPJEE994dBNf\n/c8n4HlTEEqhEYAQE7ppQ9OAXs9BtVIR15kRmWhOMzeWl8oXLURx9913481vfvNFC1E88MADOHbs\nWFTleulLX4o/+ZM/wXA4zDU3/+8ST3oP1Stf+Uq88pWvnPu7AlOAmLjuu+++i97Xk1Ghmk6n6HQ6\nmEwmaDQaaLVaF7zo2S+lsD9In4uqkMyGUvgTJfTkwhSp1aUCUkHABJCqF6MFvpoo8iYJoQwkqjQB\nYyCcRIvqeBsZO42WsRk0QLkBka1S4Cx93X3Px3A0hK5TNOpVEDKOt0J4xH2n0pjVnwZod0ZYXop/\nqGLSpajXLDiDCYbuNDpfXReLdrVfQigMkyKYxhUNQhDJqfecMbqOKyZHIkCHyM4RNCsl/MSzr4Tn\nT7C5uQVwjlqthtpyQ9wbSkHBEbB56tcs9SUlrhCKBQQhiBQWVY9SMs5t9EWja6KnTd0fccVmpzNh\nbWAWRHbadV24riuMQ00DlJKIW66yvIahx+AzCywTVVkUe8yVDOaQoibxc5fcTvy3WUAIWFYBRbsg\ngNVgAAqCaq0Mqhlzj58/jaXVs2goNPqtC7pg3mKmPxjPAfULpeQRQlCv11Gr1TAYDHDu3DmYpolW\nq5UrlX2Z8nfpw3Vd3HnnnZmy4sD+TIAvJG644QY88sgjuPvuu/Gbv/mbmZ8ZDofQNC2zN4pSCt/3\nM414gXk6XzJ2dnbQbDbnQJJhGBiNRlhfX4++t1dlSkVfqmCqyoXqd3IcB0W7uDBpsNc8mC85TgQY\n0mKRH0IJqtWqMIx1+tjc3ESzWYdpWuBcSLavrq5mbItC05C56E5Gkq7GIdkMPFMzdc4OY9Yk2HEc\nlMtl6eOY/i5nLH8e1jSEsmEmZCEo0VCwLKysrkb+eLZlSUERU47b4cLerzAMMBq5WFldFZUiIvtJ\nGUuNpaJXJ/9+5VH95lcAansCyKiqn0pa9p0uKpWKONfExdFkj3MQiB6xRqOBIBBV3OGgj2ottkZJ\nRhIsa1JSnTOOkAXgILn0REqAiTfBZDJBrVZLU0o5ol6ujFkKy0tVHCQopXjW9UfwtFMr+Pf/PIeH\nv7UF3w9hGDr6Qw8aYVhZWQZjDBvnN1Eul1Eul6Uao6BwWgUdP3LVPA34QuLOO+/ENddccyhCFKdP\nn04lcEqlEur1Os6cOfPf3tPqKT07X8oeKt/3sbm5iY2NDZRKJRw/fhzVavVAGeT9VKg453BmKlR5\n+5p4otyv+L6RSa0cyoIgQL/fx3A4QMG00GzUI7XBrGPLilCKMoRhGDWlJuXTF12F2TlZ0ekUayL9\nXfHKn07R6zkYuSNUKhVUKzWUS8XENlTlQkz6iibGGJN9RGn6IKUEhqFjbaUSUQgoFZx6IZ5AZeM1\nQRBwaHpaGlcjBN3eCDsdIelNEtulFChaJp59w1H0Bw76faHItdRqYeyOsbvbxnQ6FZMBC6UAhuCN\nq13kMUgUjUFNPCxk4IzN8db7gwmcvgsqQQyBbNaNnjP1bMzcY0m31DRhqFkql+H5PvpOH9OpD8iq\nmWJlmoZSGsqomHEBSAkVWdRcuh9iJUoqJ9Xk1hTVc9FvS6jrFdBsNlEql9DvD9HpdOY8ejw/Bq9C\nqja9TbFgTDwnObsMghCjcTrBcVCfKELEwu+qq65CvV7HxsYGzpw5Mzd2HVaF6rKf1eJ43/veh5//\n+Z8/sILfhcYzn/lMtNttXHnllZnVnzAM0el0MnujAGG2axhG5j1VzepZ5zIejxGGYeQrlQzXdcE5\nj4Qx9kP1A4DJxIfnpRNETCa2XNfNBanRZxfMg1SjC1tf4oQPSV1HSinqjTqWl5fhjl1sb2/Jfpx5\nsQWIr0twtjjfPJvAYlL9bjby+jGVn9V0OsXEm6BcqUDTtPnEFLLnYUoowiC5qCfRPEoIiaTWdcPA\n1vY2uo4TsQCCIFv9DxBS4LV6I6JfKoAjKHgUlIhzOgiYAmSSiqtzEEBK18Q+RFVJJtAAuGMX02kA\nu1iMeocJFKtDnUN8HrpuYGmphaakP25v76Qo1cr+UKMAkb5UQRAiZEzS/fLPiRCg25lXg1QHSwhB\nEITRPUj2ty+3DgaoVBQKOp73/1yJl/9/z8S1V7cQhgzj0QSDgY9SqYRiUak/ctFXNhgKWwBdw3Wn\nVi+K6vflL38ZX/ziF3HHHXccSkLvsC0ofpDiKQ2oDlPlTw1yk8kE58+fx/b2NqrVKo4dO4ZyuXxR\nC5T9AKqxO923mpDnTUVJXWw9qkQEYQCn5wiDW8tCvV6HWTDnuMZKRnyvMHSSkkJlYbzgi5heGec1\nu21CKAiZnSzFC1/2DUxcF+VyGbVqTS4ehP9R+gcuKjec80SFDdhux/0uMfASA7JtGVhfrYBHgzmF\nqWvQNCqkYTUis55i88oEeGunj3Z3BIAg5EK6XcjPclTLBVz/IzU4ThelUhFra0JswrZtrKysolwu\no7Pbwe7ujlzwC3AThKIXjWo03xtkprdMAauQhSk6zBObTkRvURNytJAm8dVSgDtFieQKaAGGrqNS\nrqBcqcDzphgMhpgGfrQdwzTlvc5+fpN9ACmxiZn7H/1bCWjMzlcEUSZ2rzBNA0tLTVTLFYyGQ3R2\nO/A8X1TBGMc0sQZJ9lFRQuay0ot+lbPCFBcLeBTd66qrrkKr1cL29jZOnz6N0Wgkn+nLKn+XOr75\nzW/iy1/+Mn7t134t9zN7mQBfaIRhiNOnT+O5z31u5vt5VSRALE48z0OpVJoTJFB0vpWVeZlkxhh2\ndnZSaoEqFEXQMIyoOrsfqh8A9DIsBTi4lF2vAYRG8s2zsZeA0l5mB7E9hwBWmqankmiGrqPeaKBU\nKsP3PQyHQ5kkSh+tWlQLdbxsUCUq1/N/D0M+J1KxaGrnTKnFSRpkzoeFTP2sW+x8IktV+dUtVWPK\n0SNHAA5sbm5iOBxK2rygvidvvzeZgHHkVMiRUuPT6bwABSCARK6inyYogrom/AOZ7J1OCilQIt6b\nhiE6Us5e10SPtwApLKr4ZfoZAtB0HSsry6hVq+h0Oujs7oLzEISKClyYkeCjub5jIgaDIQzTyK2w\nJul+jAmwRglHqVRAuTR/PQ8S1YqFF/7UNXjp//xRlEsck8DExAtANdGWIERK1hAEU2xtbmFt2Ual\nfPB9J4Uonv70px/KORy2BcUPUnxfZNOfrCgWi5Fy08UEIQSe5+HcuXMghESqd4cV+xGlmK1OAdn9\nUADgTnyxPSI4xkHI0HccEEpQLBUjLxFADALh3CAujE8X9ZDEWbPEZ4iUVJcmuKkemn0cN+MJrjLj\n6PW6oFRDpVxJZf6SANQqGBi7XrR/sXGhvieo9RyuN8VuZ4SSLSY6SilYEAKgYCxEs27D90PsdscS\nKIhpmLGkCAMDh8gmtjsjjMZ+qs+HgoATjlIBeNrJEmrVMiypjKhrWkLJiMCybJSOWBiNRoLrruuS\n6y7vC+eYSr4MpSQywuV8ngKpFgyMifd5KMDRxlZf3aXofnF1u+Sf01UgCXY4ASEiGy2k4WV1kxCU\nSjaCMITruhiPxtB1PVoELWrKDgImKYk8ltxPn0QauWQsKjgHGGKgN/9+gkJKBN1TNw3UzCaC6RTD\n4RDDwQCEEvgJRJVccCWpkdF2F/wG+v0Rjqw1U8dwWICnWCzixIkTmEwm2NnZwdbWFizLyvQPuhyH\nE5xz3HHHHfiDP/iD1BiZDGUC/Ou//us4cuQIPvShD+G1r30tPvOZz2QquO4V4/EYH/nIR0AIwaOP\nPoqjR4+m3h+NRmCMZVaRVF/V+vo6PM+D53mpHoR2u50r0b+7Kyo0WeepxC2GwyF834dpmvuW+e85\n82It49Eo6lWKxi8uhAo4Zyl6+aIUxl5tTbNTaBgKardSfqMaRRAEGAwGWFtbRxgGifG3Dl3X58xp\nY8nxdKJlUd4kCFlkCK5YInnRHwwiQ3A6I1k+G2FyuxEVOZsZIIZjUesXn+Ux/bHvYHN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lM0SkAY5mYBl71CAbi3vvWteOMb34iHHnooBagUjTCrJ0nR+VS1LAmoFMU2S9JdiVuo99Sz\ndRC1ws1tB7puyH4MAawMw0StVoNpamCLKlB7eDotUvcTKqryheyHAnRQHfA9F4wzFIuL74cz8PDd\nsw6e2BxJPztlR0EAMDA59ilKdNHW0axZqFYKWG7aaNRKKJdK6A8G2NreRq1SgVUszlWtup0u6vV6\nND5wzpEvr5MOSXzYZ8gKY4ZUu4rpdIqx62FldVUcCxCJ/UTiHCT/vui6jpWVFYxdwUIRvac1+QzE\nIFHMgVQmZPlcUhUQ1zX2KpMME8JBuJI5T7cl5FfEFlEc90/3C4IA4/FY9I8hBnAqEVgqljAYDCIP\nq0ol+/lqNg6H7neYQhSL4t5770Wv18PrX//6S7qfp3o86YBqa2sLb3rTm/AP//APOHXqFP7+7/8e\nb3nLW/CP//iPc5/953/+5wPtY2NjA7/1W7+F5eVlPO95z/uBp7moqtDOzk7UeHj8+HFMvAC+72CW\n9BUyHgkeJAcY38sTpEi/VtWSUHlRZQAajapMm/Iukh9MgD/OgTAM0Ov2YJiGMKPV6RxACmV1KZlc\nihZ1WQeA+Z4uHoYIKI2AlJK1VhOuVUhkklXiiBNRoZL1Di7FI57YcFApiixzpVJFs9HMU1tFwTSx\n1FpCMBWeRX2nj3qjgUIhLVmcPD/OuVwosMgLLHWeXKgnChEKImkV2ZPFdOqh0+kCAOr1+Wygio2d\nAQiEvxZnQp1I1w1YVgGGpkX3XKg8Ju6hBE5E0SQTh0CIBH2SDsoSfXOmaWCcbkdDEsvsZQIpFhYC\n2FUqFRRLJcFX39kBIQSFgpVBVY0PjHEOCgIGnjKgznr+GZcNzon3plM2B4AWZ8MBJI5HAavJZILt\nnR381ze/h0q5cMkB1WFs/7Jf1eLYj8HvyZMn8dnPfjb6zmAwgOM4B6r8cc7xile8As961rNwww03\n4OGHH47eUxnqpBdW8nuzdL5CoRABMGX+PAuS1PeS4haLxF4WxWA4wXA0wWg0hK7rqFTE78J1Xezs\n7KBUKqJcrkLT9FiVbcZeIi+Eke6CxXCO91QYcuy0e1hZWRMKdCwE5wzTgGGrPcJw6GO3N0F/OIXn\nh+AZhq6cMIBL+pzs2aEgmEwCPOEO8cTWEP9FAEPXsLpcxBVrZaytrqPn9NHf2opYDYDo41LiQqlz\nYwAl8+qps6HM7PfyqKKRlxdPyZSnrxlHr+cIQ+FZCj3iZKCmxaJBs9tQRvIFs4CVlVXBkGjvwjQN\nLC01oFNB8QxDhlD6WCZ7p5LbcV0XYRjCtotQlTL13VkYmVeFWiRbvtc1m32+Op0OGo161Ic9m+ck\nlKBaE7L6g+EAGxsbqNVqgmGRON6lQwBUnufBdV2srKzs/eGLiM3NTfz1X/81br/99r3psZdjYTzp\ngErXddx55504deoUAODZz3423v3udx/qPl7wghcAiDN7P8iAajqdotPpYDKZoF6vo9VqRQNdz0kr\nFCqBBYBE1QCRjBIL9ok3nd8BEGWIFD9eLaZjSemZAZNQCYLEkjVkPFpMU1mxmHgTaU7IRSMpJQna\nWBZA0qKeKbU4lyclAFKy7QmC6qWYWpGXB+cgVEtpOXDZT2OaRgRMOVcDuBgNwzCU/kUhpr6H754e\n4kd/pIm1NeHzogyBF+UBdUPHUmsJU19khPvcQbVaQ0FSa+YX/zzaN+Rl0agGLrOeQRjvT+CtdD3G\n9304Tg/gHLVaDQVz1oiTp7K3GxuiN4xwAl03UKlWMZ1OMRwOYJoGTLMg9s8RqVBwQBpEymdE8uXF\nvUkiK7EQko8e9IgWRKJLRhKgRr3Oo0NEJ602DgHAinYRti0k4vt9B2EYwLbsTMlbGqE9jvSu8vYb\n/50AmIYhplMG04wXkXvWbWaea03XYFk21tctME4xHo+xvb2NtbW1TOPUy/HfI/Zj8HvjjTfi9ttv\nx1e/+lU85znPwYc+9CHcdNNNBzLcpJTihS98IQDhR5VkYrTbbTSbzcwMdRadr1AoYHd3F6PRCGEY\nZla1Zs1BD0L1U3F+sysr/QOsyooHIUCxaEvbkjG2tjZFAqJSAQGVdDcuF+sHa3pP9j/ORr/flybx\nBkIGBAHH98708e3TuwimgfwekclBEoncKJwnW07F3zjAoUEYDcf9sKqiH4QBzj7Rx9kn+igXCzhx\nRRXHjyxjNOxhMBigWq3C6TmpRTGR9D0xnlIQwnKVCgmRSR55UIsAAqE08mxiXPyPpqepguPRCLqu\nLxyfqEYRBPEcQACAirlfTe+67KslBCiXbRSLFsajMc6f34RdtFGtVKPnSdPy6IocnU4Xy8stkYhl\nDEEY5szCPBdci2uSfS55+Scq1yvRFjngumMYOkWpVJTntgC8ahRLzQbKpZJYD/T7kV9ZpWLDNC9u\nac05x+bm5iUVolBx11134dSpU7jlllsu6X5+GOJJB1RLS0t4/vOfH73+t3/7Nzzzmc/M/Owb3vAG\nPPLII2g0Gvid3/kd/NiP/dgF7UtlhA4LUB0mpcf3/Yhz3mg0ZLUkndWY9Z+ihGC2HV/RsvxpkCu7\nnSqbEx5RzyLpU0IzqVVhyKHrYiFKJAHLHY8xGo9hFSzUajUMBoMZX6G8kjxLYC3xDyp9KsTCPn1e\nIReVNCHcwCAU4xJZquR6XxonWpaJ8XgSgT9FZmOcwxuN4U+nKFpFmLYFd0JQrap9Cn58tkpceqQ2\nTAOt5RbCIESn2wN3HNTkQIoEMS4MeboSJIGr2Mf8M6Saf/3JBD3HAWccS0sNaFr2TzQJUF13io32\nUP5dTnQgMA0ThYIBf+JhOJRNv6YJnWiSCpnACLK3SC1SKEkqOYqZU2Few9AFZSWRaZ6FMXnmxeoY\nRf+c2C9XjfBEPN2arqNeKWPqe9jt7MKyLJSKpTkZdx6KfiuWeHYWZXujoqiktE68IAWo9lrcJRcy\nmq4lmsQJpgFQLduRAIRq2p81X70c/30jafBrWRbuuusuvP3tb4frujh+/Dje9a53XfQ+brjhBpw9\nexaO48AwDEyn08wMdR6dT1R1RFUrq2dYiVskv7dI1W9RTKcBdnaFImqtNq+WSwlBsViGbRfR7w+w\nubGBarWGYqkIBiJ87DQNFEICO2XtQRf3DJF4Mkmf3zSAO3axtn4Evh/g26e7ePxcH34Qyh5hTVDK\nCEcYyHFLVtaVRYOYZxHTCAkATqDrWrzgJwyEiwSWOG2C4djHw99q49uPdfEjJxs4tlZBe3c7ZinI\n0ChFwNS8wKW1BcucOymlUeJM5T6zQBWlGRQ9EvdVCbnzEMPRCMvLC9ofOObACQcAxhFCbWsm4Saj\nXCnDKtoYDgQdWoDociblnxKg13NQLhdhmnqUeMwDX1m93SoWjdtc9ikLAicA6afImJgHQjmHcsax\nu9vByupKdCxcMjaEYjAF4bFNitpvsq+s1+uh3+9jbeVU7vHsN/r9fq7NwWHGAw88gM9//vO47777\nLjMXDiG+r6IUX/nKV3DPPfdk9ka97GUvwy//8i/j2muvxT/90z/hNa95Df7lX/4FtT1M1pKhaRoK\nhcKhAColnX6xgMrzPHQ6HQRBgGaziWKxCEIIOp3O3Gedfpqjn1WCVuGOJ5lZGlU0AiRvWy4+Rb+I\naHInFDPy3mLAUIMbAcFoPMJkMoFVsNCoNyIaQnJcZVw5yc+HorWJg1Rmf+IIky7mqkfKNEz0ew5K\npRIMRXPjAJeLfl2TWSmu1IME7W88nogeKgh/j8nEx3Q6RdG2YNsVcKIBnOP8dh+rKzGApfI7s6Em\nvNn3TNPA8vIyfN9Hr9eD4zhoNhvQ9YS61cyiQDnGZyUYp1MfjiPMZKuVKgpWQU72OVm5BP3hsbO7\n4GHM9Q65+reY8A2jAN0oIAynGI5GMHQdhYIJjcTy9bP7Ylw8I6IKFF8LDgJKhMStrhvy+qTPSU34\neeeq4BeBAoCyZ0oBULlNyy6hYNlwx24msBImkdoceCPyOUlG0nRZZYMnfoikj73qI8nLAHN5vITQ\nOcWt4WiCatlGuVxGvV7HSIpXEEKwvLx8oMrFpYofRGGeH+R44xvfiNe97nXwPA+NRgPf+ta3cM01\n1+DGG2/Epz71KQCi5/dXfuVXou9cSM9vMq677jrouo5HHnkEKysrOH78eOb9yqPzAeI5LpfLmYIa\ns+IWalF4kGfi/GYPw6FQ6iwW5xd+qj9KqWWWy2U4joPBYIB6vQbbLgkGAigACqG9IBbrhCNzPAaS\n1Lb58+50OqjWGnj027v43tkuptN4XNQoQcHUYFsGNI2iYFLRX8tEhYhxRD5LEy+E56fpiSETLAOQ\nEExVmGS/r5pHCQimYYiH/msH33mM4opVih+5agntdhumaaLRqCNg6YUrU72RmaCSpcos0T5nAUYO\nwATUvEPQcxyUK7VMhWAVAjTunZSajdiPSojglMtlOH0HW1tbqJQrKJbSfWXCT3OMlZWV9Hibs/28\nx3O2V5eQuF2Ag4OFYTR/zUby+jmOg7I0FAYAjcRgizEuaJ/qXAkB0dIWKbquo9Vqwfd9hFMX586d\nw/Ly8oGYCipZcqmFg5QQxS233DIngnM5DhbfN0D1+c9/Hu94xzvwV3/1VxH9LxnveMc7on//3M/9\nHP7yL/8SX//61/FTP/VTF7Qf27YzzX0vNGKluYOh+Mlkgk6nA8YYms2mVI3Ln8RGYx/+ND0SLKJa\njz0flIpBP7XVxD5SCkCJkoLI3Mn+GsTZr5CFcMcuJhMPtm1hqdmMhQfUMSV2RWncF5MXlFDRz5M8\ndwLwQAAp5XpfqVRAwNHrDzAcjVAqlWCapqAdQgAorlhfkqdtFaQxJefwvAm8iQ+7WIRl2wJ0caEe\nB0qwtZP2i1koW56BDJj0cjJNEysrK8K4uNcD50Q2Y5u5Gcek9GoQCAphEASC2lewROaW8Oi8skIp\nSTHGcG4jIQUvViKI6BqRcp5Q5KpUDEynHkajEaimw7Yt6JqeboCCeNYYOGjicZkGATxvArtQQ73W\nioRHWKJrOvaX4vnsu0RwMAGtuBQNEWUnhAzQKZeKWkIF0HUFsCoUCiiWSjKTPL8DQud/Kxxi+5TG\n1VjPz6jo5qNAAOL5zau+DQbj6HorAQjXdbG9LSwPlpeXDyRacDm+f3H+/Hnccccd+MQnPoGjR4/i\nnnvuwe23346Pf/zjc589aM9vMgqFAq699lp84hOfwE/+5E/i6quvnvvMIjqf8qLK6rUcjUYR2AL2\n9pxaFEEQ4uwTu3CcXm6Px2xiIs7mT9EfDNDvD1FvxH2hov1H0dKFXYP4OUnAEy1qNWQNLMPhEE9s\nuzj/yAjBNAQHgUYpSkUDpaIBq6ALVVieTh4RoirdYUQyUP1bnh9gNJ5G8zGHrEoRyRBQokqcRapv\nAoMRtHcduJMyRpMubnhaC4QH2N7eQcEqolatpiruSmE3BaqImAdmg0uBIdXnLJQFFw+0Y9cF4xzV\nSilmB8wEwWIBB20PAZHUtghBvVYHrzF0O0oRsI5yqQjGGba3dlCr11LXgJJsoAxgTq48+R1GeDS/\nC1Nh8Z6u0Vx9P5H0k35c/hQTbxJRVsXx558b42JeVAqQRLZIgAOVSglPe9o1GI1G2NjYQKFQQKvV\nylULzYqdnR00m80D9TReSNx7773odru47bbbLul+fpji+wKovvzlL+MP//AP8bd/+7e5E8bW1hZO\nnjwZ/S0MwwMpnQge9+FVqC40XNeNqk8KSO0nev3Z/iklIpH9S3fHHhgTCnfhjLyyAoP6gsxUVDWQ\nXhGe52I8nsCyLNmkSUE1kvaOUnyJ6CA5slbRqkcnRkAJQBaG0qhx3uxXM4R6UOCLyspoPEYlUbGK\nMAARVS7D0DCZePA9D5ZtoVKtyt4rcQUJCBgPQUDhuj46vRGadbHAVQbGWbc4677PyqeL8vwK3ITy\nkeh9MlM0tEDy8KdS5GIqDY8ty4rOPWQcOl2wqE9MBpvbA4xdIbsu/KbE9VdVokiunch+KUBSAU14\nno/hcCg8Liw7hcQ1BUo4RxCEcF0XlBBYto2l5hI0XRPXDABPKFcBiBQihV9U+nmN/EIIQMFTCmAh\nE9VA5X0GIKqEEkIi+VrXddHtdGDbFmyrKCg1SC6QsrO1s1U4z8uQq1/wG5fpgtz3e85o7vdp2zZO\nnDiByWSCnZ2dSAygVCpdUFXgUisIXo7sUD2/R48eBQD8xE/8BN773vde0n0eP34cjz76aCaFkDGW\nS+dTYhONRgO+72d+T50HgKin9iDxxEYP3V4P1RxZcrH4zv6urhtotVpwXU9UujVhpK3md42KKkmc\n45LzFhEWHAwEOpRhNwNjHN2+i//1wGMIuQ0OoGQbqJYtFG09Ok9CiKTaEZlgEWORoPwRgOjQBIFB\nVoaAgqmjYOpo1m24kymcwQTjsRdR0AlizyU1ThEAnj+BYeggFNjpuPhf/+ccnnZyCVccXcVYVq+j\nvjKi7pEEVZwtBBfiWiACU3stSzhjcJwellqrUcJVyKSnxzJNW1CdIvMAObo7NPs9MQdRLC0JG5Ju\np4vBoI9SUfTFztKh80SBtIyKJAHkuQvBkazc4yL6t+gOF7+ZWUPhvb6r9g+o8w5FBVSjaMj1RKlU\nQrFYxGAwwLlz51AqlXIrysmYSNuZJLi7FLG1tYUPfvCDeNOb3nRZiOIQ40kHVK7r4vd+7/fwgQ98\nIBNMAUJ15OUvfzk+9rGP4cSJE/jSl76Ebreb22u1KA4LUGV5RS2K8XiMTqcDSimWlpYuuJdiVpAi\naaw7G4wxuK6YQAUdLs5YqUoKkHZPnwUJTOiwYzQewR1PYCeAVPo7wpRPCSmoUKIEHMpDiEjlKEkF\nkE21oZRnZWEI0BhIie0mDogAYSAEB5SnVRAILw8+GqFULsGU5pEhY/AmLtyxC8syUSgUEg2ncgLl\nCUqZPIeNrUEEqNQ1zmueFZSRWBErorrNXEPh62JFFUnTNFCpVKPFQhAEGI0GGI8nqNWE59Xsokb5\nduXJqSebcM+c7yF5ppA0Ti7VmtRtVv1SHIgO2jRNGIYpJJQHfei6DqtgCUoIF8aY47HIbNq2FZ2D\nXbSiCXRW5ERchxfzoLwAACAASURBVFihSYDwxDUlAtkJcCuPLSVoIfrqFBCbVUFXwKpoFxEEog/R\ntkUDvKKy5P9O0rPuxJufhePf+PxCM74f2YtQpz/OXaBaloVjx47B87wUsCqXy/ta1F5MdfxyHDxW\nVlaiCkwQBPjkJz+Jn/7pn8787MX2/AKChvPwww/DcZzMxVe73UatVsvMeHc6HZRKJZTLZWxvb899\nr54ALSpBebDeqRDfe3wbEy/AykoTukZkD1RSvS+/PE0lXbtQKERmsTs7O7AsC/VaDQHJPiZChB+U\noAkSiLGC4JuP7eI/HzoLjRqoN2w0axYMg0KT1egwUF5SgPrtCiaGGCuoJqrSuqbYEwJcEPCIPg2O\nqNLlTYvodccYjqcIpc+hOneVzPQ9F9VqFRxAEIbgnOI/v7mDbz/exTN/dBWra6tRX5lQiStG9DUS\n9UrvgZQIgaBKEjGf5oTT76NUKkf3XhyToJ+rOY+QxZ5YOp33qUocyPyxytwpoSQSuFpqLcHzPLR3\ntqN5J/kc56rxpRJ9Yl+CmsmR61OIxes1RScdj8bQdC1FzSPYq5+WY2YqAeccQRim5NIJIahWq6hU\nKnAcB48//jhqtRoajUbm704ZdD8ZQhR33nknTp48eVmI4pDjSQdU999/PzqdDt7whjek/n733Xfj\n1a9+NT796U/j6quvxu23347XvOY1YIyhVqvhAx/4QCbFYa94MitUnPMISOm6fmAOLed8XpBiQZOu\n74epDE6Q8OlRUuEK0ADzmXrOOVzXhe97sG0bzWYDs4tGMciIfwnJ75m+lYSIAaXSOyMxQciTAMIA\nhM5XpGaNWjVChYRrYv2q6zrq9TqCcIpBf4ARIdA0DVPfR7lSRnNpCYz04TjDGOjIA4nzkuL/OaHY\n2hng+msTZoIz91eTwEJlAmfPmYcMuqZFPk1A3NtkWVbkCdNutyMVLd/3UatVcWS9sYB2IWlvYbbR\nsqI/TCYBdnZHcWUICq8wefwEYZAAKoxD0wCWoMRRQmCahvSVEqqAuq5HkvoFqwAjURnWNQ2qMY8i\nW1I3KR/PpVHwnDx5CmQhPR9zGt3z3DmWAJZtoWUUMJFV4ELBRKlUBsmrxHKSopiETEgpG3oyaQBk\n9VEl738e0HUnU3jeFJaVLW0PiEXkFVdcAd/3I2DVarWEd9uCSfQgpr55cbnSdeFxzz334C/+4i9w\n/PhxfOADH5h7/zB6fgHg7/7u7/D85z8f9957L7a2tlL+ia7rwvM8LC8vz33P90W1WRmABkGQ+p7v\n+9H3VN/UQQH66bO72N5pY1kq0gZyXtA0XfbQ5iuyiYglXZWcuGVZwnh6Zwe2XRKU75nnlMz8Lkcj\nD197cBM7uwMQAhw/toyCKapMjHFMAw6dUlCNwrI01CsWOOfwpWWCplFYBQ2eH2Iw8uF5gaA6y7FP\nHatGCUBCBDLBVzB0LC9XUJlMsdsdw534AvzKhOKg78C2LXDOpBohjcbE4SjAV752Dtde3cK1Vy+h\nUhF9Zf1BrBKnUV1W6/eSVJfGxvJ+hhmgKphO4XkeavXm3HuiNYgD4KBEE5WgjPtGkL/2SIpIpPqX\nOM+kRnsTF9VaHYahY3d3N+FXZuSCGM6YAO0SRKmjEmuizK9ID8js9yDpeixk6Pf7c9UgIfCRD1CF\ngNX8sRJC0KjNU7qFP1sd1WoV3W4Xp0+fRqPRSPmSAbFB96UWMkoKUVxqWuEPWzzpgOrmm2/GzTff\nnPnepz/96ejfL37xi/HiF7/4ovf3ZFSoOOcYjUayImFidXU11y9oP9EfenMD2CIvhckkLV4hwIka\nZPkcBUqpnCkA6Ps+LMtCrVbPdVqPRCgABKGgZYSJNM2soIEwFowHC87Ea00Xx0RnJ8sZllak1Kcp\nMBe/aegGDMOEO3ERBIF4rRuglKBg6NGCXW1TtcUkgQclHP2hh/HYR7FoJs6ByIkh32w3OifE1RgF\nMmelww3DgG1bGA6FaZNlWTDNQuRTNRuqD05sAP8/e+8eLNlVlw0/a+377vvpc+lzZuacuZHJhUxC\nIqKiKBI1rwZfED4Mn2LKT1CQr0oxIEhVrFgpL1WhwAK00EJeo1BBkC/1FRiUQH1veC1R7oFMIOQy\nZ+6nT5++d+/d3Xvvtb4/1lq7b7vPnDNzJvGN86vKTKYv+95rref3e37PI4UShgBklO53+lw9/n9R\nyaNgI9wHoZw4WqkcB1KMK8lxAhDhqRJqOqIwRMQB0zCgTWSLDUMHhTRrhOLxjxswjp4/G5FlJ1Qo\nL07SN8YkgykQcQaiaD7gU2AbkIsr+RuxZYXK80UywzQMpDPpkeqnWMINWDT13PX6IQx9/Lc6iTdE\nRXYM8U2dq4p6s4Nle3rxMhmmaWLfvn0IggBbW1vY2tpCsVhELpdLBDxXK1TPb9x11134tV/7NfzT\nP/0T7rzzTjz88MNjC5+96Pnd2trCF77wBXz84x/HQw89hMcffzwGVIrOt7y8nEj1m8xsa5qGMAyh\naVri9y4VVHe9Pp58+gxc14U+ViUbCiZRqkPX5aJ1Ys6c1e+jsvmpVCY2Ts1kMkilUyAgU2IJJ083\ncOKpTYADtsGxcnAZhq6DMY5s2sJC0cV8wcV8MYWFghOP8dtFGDI02z3Umz5a7R7qrT4aTR+NVg/9\nPqDrXDInxDnZloGVpSza3T4q1Q4AgjAQiVBd16RSKpO9nsJfiXNBvf7+0xX0BiFuum5J9JUFIeqN\nOtrtNnK5ObF+IEPRjKTQNT2+JlGcROUjY70Q6ZgrFLe938ImZXhtqZRIF4wGMf9E4chsThRdVCoj\nakQKXg2BtDZp/AcB+nv9PhYWFkEIsLRUgu95qFQqSKccpNKZsTFOo4KnEEZsxvpne7A5KzRdAKZG\ns4FMNpMg0rF94lwIWE1HNuNuC1AUWymfz6NarWJ9fR3FYhGZTAaMMdRqtedMiOL1r3/9ZQtRBEGA\n97///fjYxz6GRx99dCz58181nleVv+cirmSFinOOTqeDer0Oy7KwvLy8q+bD0YgrPIRM0f2mKj0T\n0e4mnR8ZAykhYzDlj51zhm63i8FgAMdx4kyJOEdVUdj+eDkQD36jlC2RNQolF1xWSwiV0rEA4cKD\nRPCikwHZaIWAxH8KmW7P8zHo92DbDuaLRQAk9mzSdQOmaceTS9y7FZdAlKLgMMt1YbOFIwfn5TEI\n4QLO+RTYGaWxjQYlFCFnCCMeZ+coJQjDCK1WE77vI5/PY2VFZKqV4aVlWcjncmOLfpHtmxAikX8M\nlfOGg/n5cmsIQjmkUtVI5TH+JIeSveMS6AqgJkEh5/B9D2EQwLJtmGkXFAT9QSAMgg0DtiVAoGkK\nZb9YypdwAX4IZD/D1CWKn0ONEgRBNNW7oSprABcgkEsBFUnnmGi7i78UcQ4iwSClItPt2DZ6PdGb\nYRoGUmkJrCgBiTD1YPf7ESbN7ic9Yaimjan6bVepbjS6WF66OKBSYRgGlpeXEQQBqtVqDKwms5dK\ngfBqPLfxzDPPoFwu48d+7MdACMEdd9yB++67DydPnsR1110HYO96fufm5vC3f/u3sG0bN9xwA554\n4gncdtttAASdL5PJJCbqms0mbNseA3iqOt7r9ca+d7nVqSeePI9u15u5eNI0HVGkRh4heCE8BoXo\nw/YkDzFnZbPZWBFwY2MDxbk5cIge0zCM8K0nNnD+QgeZjImFvIGVpUWsHljEYjGFxWIKlnVpyxpd\npygWXBQL04qcnjdAudpFZauLrZqHc+UW+oMABET2ahm4UG6g1ewhk0nLKj4ALud1ysAZkdR4MQ8+\ne6qGYBDh5htK0A3BaBkEIRr1OjRN9ODqhhGLT0xcqam+ISZ7VhXN3vM8mJYJ4yIsGTKh4sMYjylx\nhEB6Uo2ETE5SjSIIkys1k/Mn5xz1Rh2FXG7YH0sgBYdcdDsdlGVfWS6XEX1sUvJ8VmyXZN7WoJ1z\nDAYDBIMgsX9ou+2K95MB7k7NfJWlhkqm1Wo1aJq2ox6ry429FKL47d/+bbz4xS/eg6N64cQLHlC5\nrrunKn+AGBzabeG/4TjOZQGp0e3HgKqV0D+1jXFdp9tPfE8NSBqlMS/Y8zyEYSj46hOLNkAsbjWN\nTC2MJwcZBTCUwSvnLObSEyIrGFz6N4BI3yQlksCnFsgJ4oPieLhYnHi+h37PFwCwUBDVK3nslmXB\nsi0M+gO0220EQQBNF4pO4pyGqENx+5n8+8JmOwZUhACEYoQmN3ocshoz2Xs2kqtiTGQTu50OOt0u\nMpksSqW8qIrI+zsqrLBVrcAwTGSzORiGPpNmoECVyO6Kz9SbPhptT4KRodKUilGQSzQCHqktDamf\nUcQxGPQwCAKYpvC8UB4shFDYtgnD1DFQ4hWmgbm5XCy3r/ahjk9UPqevXczRD6Ipuuko5ZOoTCkf\nyrYzCfBHQ7wuK5hyLTAqkGE7NlzHhuf7qNfrMAwD6XQ6Bm6jz1gvQZiC8aFACSVkSiKdMT7zXOvN\nziUJSBiGgVKphDAMUa1W8cwzz6BQKMR8+72sUF2l/O08arUafv/3fx+f+cxnsLS0hG984xsIgmDM\nx2mven4ppTGt/aabbsI3v/lNAMJqo9vtTnlOASJL3Gw2p96zLAvdrrC6UO8p2uilPkfnLjSwfvp8\nYt8nMM0kAOS4Hol3dc2S9GnlEagSOgyanB8UPZ1SscCMohCNRgus1QHVXXz7exX4vQFeetM+/NBN\ni9DhYW1t7Yo/065r4pBr4tABsQDvdAb4xuPncPJ0Db4UBcpnDIDlMIg4qBxlCFG0PNlfTDUQpsZm\nDWcvtNHo9HDri5cxP5eBCQ0Li4vo+T1UtrZgWzay2SwsUxvzmVSS9JPBwWOqW6vVwlJpedvzGvW5\nSgqNzlY1nf0dMtVv1e12YZsmzARwp2sEuVwGmWwKjXoD586dRyabRSqVmgmMhNXLjPdkZXBWMC6q\nQUnPMQUZk8qf3u9splKhsLuWFJVMa7fbuHDhAhhjV5Typ4Qo3v3ud2NubudJv1nx9re/HTfffDP+\n8i//cg+O7oURL3hAtZcVKsYYms0mGo0GXNfFvn37Lkl5MCkUoApDhnZnEiDNblCNwghBML0oJFCD\nuKgceJ4PxiK4rjtTYUwWCaBUsNUek93ZBYeZyXKWUuJRFSkqM3RCtQ1jFSciAeJo5o3I/ShJWEB6\nVXR99Ho+XNeVA6BYDIx5Z8mDtSwLpmGg4w9QqzZh6Boc15GDq5BQjfuoiFh815s+BmEIy9AxKhmf\nFIRiytNCLOTFs9Fqt+B1PWRzWSwvr8RKShwY46cPhRUc+L6Hra1NWKaFTDYzM0Ml7iOXYJXhzHkh\n0S5OXQhk8BHPEh7/IbKZXFLnxATP0ev1EQR9WKaNXC47dd6iH06AFMsyYVomBv0Bel4XXZ3Atl1w\nKviY6kmioGBEfG+c+jjezyWes3HBc8aUseYoABYvXETsSlwbqMTDEJnbsjcjCALU6w1BQ5GLNQVM\nk6TTAQmkJE1xujwGaARI0AhEEERod3xkM5fmO6XrOpaWljA/P49qtYpnn30W+XxeWAbswaLxUpRK\n/yvHS1/6Urz1rW/Fr//6r6PdbqPZbCKfz+Ouu+5Cq9XCI488Mtbz2+v1UK/Xkc1m8eY3vxn33nsv\nrr322l3v9/jx4/jEJz6BMAyxubmJxcXFRKqf6sGbBEmmaaJSqWDfvn1jSYtLBVO+P8B3n1iHaZoz\n+4JFn2Hy9ykRPYscmFrAa1RR18SkMRTSoSDUQGGuiGdOVfDN7/wAh1fzePMbX4qVpTxOnTqFUqn0\nvCQI0mkTP/kjh/CKlx1EudLGmXNVfO3bPvL5LJotH5tb7Tgho1gRBEKMiRIpJCFPuesF+PdvnMWx\no0s4vCqShY7jwHZseF0Pm5tluG4KhXxWVhgvLl9erdZRyBdg6Ibsyd39NaJktkG7UgNOisn7G0UR\n2u02SqXxXiXlDcY5i7+Ty+eRyWTRbDZR6ZaRzmSExcwEO0QjJHH8BRSgm3VOBM1WC5ZpJVZ7yYjv\nYlIQkrwSsy0TKXf3QIhzHntOMcawuSmMoBcWFi6rbSQplBDFG97whj3Z3s0337wn23khxQueQ+K6\nLjzPu6xtCBU9H9VqFUEQYP/+/VhYWNgzMAUMK2DNdm8sI89HONFJ0fGSq28qk9LpdNDr96FpFPl8\nfqb/1XjmhWOG0NJYCKU7taQXlQJCqfRm0GJVPDK5MVUhmXFajDN0ul3UazUQAhSLc8IYcGQ7o/Yc\nWswhAIhGkcukkclkQDUN7VYb/V5PVFAg/1MLDMn7Lm92QGTVQ2RxZxxXwn3gjKHTaWFjYwOUUJRK\nJaRSKUH7kxLpuhS3mAxCKTKZDBYXF6EbOjbLZTQajZkT1WgVc2OjFVd7xARNZ06aw0U0h+/30G63\nQAmQzeZgWVZc3RGfUH/zsedQAatSqQRN09Fo1NHttEH48JmJpAQx4wK0qO0JQI0pxmQMrORzNJYZ\nlNRGsR0ei0mMKwLGW0n4/+E1s0wTxWIRpmkhGAzQaDbiamBShUod9yzxidHrlPRKrd6Zene3oWgh\nhw4dAgBcuHABvV5v22bpq3Fl4ld/9Vfx0Y9+FEEQ4POf/zy+/OUv4xd/8RfHBCde85rX4OGHH4Zl\nWbj//vvx6KOP4i1veQve9a53XdI+jx8/Ds/z8OlPfxqe5yVmrTudDjRNS/Q2U0lE9b0oii7Zc4pz\njhM/2ECr3ZWZ7emnn26ziAUAQrXEhSgl02wIYOiZ2B8E+P4zVRiGgbt/66fwm7/ywwh6QjFtkub4\nfAQhBEsLGSwUCH7j/3w5Xn3b9bjhWAkrpTx0XQMggNOoZYmoukfgPAIgaMuDkOM73z+Pbz1+ftgX\nC4JUKoVSqQRKCc6dv4Cu7431JidFv98HiyJYTkqIW1Aaz8WjoVGaeO3jc6Oz9zPrraTWiEajgYJk\nwwhKIo0N3aOITQEwqlEU5gpYWFiA73nYLJfR74+vcyYpkKOxnZAHZwyddmcbsZjtgeoksFORTxCj\n2Ek0Gg2pDCwYIqurq8jn8zh//jwuXLgwJi5zOfEf//Ef+OIXv4h77733qhDFFYz/EoDqUil/jDHU\n63WcPn0aAJDL5cZc5vcy1EBUa/jTr8/4DkEy3U8BqWazCcs0hBCCtX2GW5vYTyTBwGh1aTLUwCnk\nS0WfFCV0bNARQHGaBiJ8qTA20MdUyloNlIieAtdNiarM5IJ85FziAVmCJsc2hRqTZSGbzQKcoNNu\noef35HWTJoCyjLO51R0r489adDDGhlUUxtBuCSAFAKVSCZlsZmzhL85JZPkiFgn6pTY+oYRRBE3T\nkE6nUVpehqZpKJc30Gw2x4CV8CURGd4Lm030glBU6WIwO06ji68OEZXK/qCPdqcNxoFMJgvLsocC\nDbJaROKvqCrX+H3TNQ2aRmBbDubmitA0odTU6UwDCCXXr0tfF84YZq3lCIaTIJ/i3o+fzyQ4ZyPH\nyJii2kCCO+mrJndiGDpM04JpWmjUm2g0muj1g8Q+AHA+k1IyPL/Rjw976OqN9szv7TY0TcP8/Hxc\noTh58iQ2NzcvC1hdpfztPpL8qE6ePDn2mSeffBLtdjvue3rVq14V0zd3G0tLSzh06BD+8R//MZHq\nF0URqtVqouJfEARotYQNghrXLhVMAcDpcw2cOn0BuVxe0rg16Jo2sbjcZm7RtMQFsExrJYwzYrzn\nnMH3Q9x4bB6vftUxHDxQQCqVwsrKirSf6KJSqezKzuRKhJKrtywL+1dyePXPXI9f/+WX4pUvvwaG\nocl+IFlxgxBE4jyCRlQvlLQhAcGZcw38r6+eGvPII4Qik8liaamEKOQ4f6EsDZynj4VzoFaroygV\nGAEx3wpgNbT+EH1Qs8+J0tkmv9spDk8Ckn6/L0yoU47wjYIAUaMiS8mb4VLEYR5zc3NotlrYrGwi\nCAbx3JkUF7O3qTXqyOVyCUIUkH1+2wOqvaL7AUKJs16vY35+fuz1VCqFtbU1pFIpnDlz5rLHeyVE\n8brXve6yhSiuxvbxggdUl0L5i6IItVotBlKrq6uJMq57Gar6UJ8SpNgmS6QRdLo9OVmSuLTebDah\n6wby+RwM0wIBBY+YHLymBwwCTP1gR6shSSEkYQlMy0KjXkd/0Afn45SSSFaskvanyQFNudZ3PQ9b\n1RooIWNAShyL+J42cixq4JsEZIwxmKYRD9SEEli2hVxOeIK0Wm34vZ7o8ZLVjs1qe8cqbiCIVagY\n51haKgnhg4nznOZhy4V+xBBFkRyYx/dDCEEmkxEZSUJQLm+g1WxJMDI89zPnm4g4F0a9RCg2jvb3\ncQmQODjCYIBWuwUWRcikM3BsO14IMa6eryHNJhYkSbgEhqHHn1O0lLniPDRdQ61eR6fTHptwCAWi\niECjGkAkJTQpuy2z0b1eD1vVKizTFKqQEkASqZ6hQOVYcGDsEVX3XfZ4je5OQjaYpoWFhSIc20Gz\n2cS5cxsIgmD8XlC67W9P9NSRkX8Pf6vtTi+Rhnu5kU6ncfjwYei6jpMnT2JjY+OSMphXAdXuY3Fx\nES9/+csBzPajWl9fx/79+8deO3DgAJ599tlL2men08H1118P152mj1YqlcQmdkUDXFhYgG3bolpx\nGf139aaP7/3gHJS8OSCo1mHEZRVXgCuhKDodib9ZQPyeKR2nBlMCXdPA5G+LEoK1/XnceuM+5LJ2\nfH7lchnLy8s4fPgwNE3D+vo66vX680JnVeC1WCyOvV4suPj5nz6Gd7/9p3HT9SXouqDpUU1Q5VWv\nDoFSoxWCPJwQNJs+/r+vPIvWhHWKYejI5vKYn19A1+tha6sylSxut1vIpFOg2jR7hjFlnk4E0Nvm\nvMg2S8NZ48doa4Ci8DcbdRTnCggZS6z2z7pnIsEs/t8wTCwuLCKXzaJWq6Fa3UI4oxw6E6BBmOYG\ngwCO6yR/V9veGmcWkBNy6bsHVJVKZWaCXqleHjx4EIZh4NSpU6hWq5eUPPjEJz6BarWKu+++e9ff\nvRq7ixc8oHJdd8eAKooibG1t4cyZM6CUYnV1NW4K362x726DEIKONxjLTAGzGy8B0a/R6wUIghDN\nZhvtdge2Y8c9F/EPVa4rWTTd4A8glkhNisl5WPQjqeZhilQqhbmikH2t1Wrwev14havTaenUyW11\nu100Gg0BpAoFaXQ6CU7k3xPfJ0gq/Qs/FMsclUIXFZCU6yCVToGxCJ1WC+GgD8IF7atS7Q73l9js\nKxY458+fRxRFWFoqjWW6Jq8TY3xqcGdRMkBljMcAE5BUwGw2VtLaKJdRrzfAGUcYRtisdKARkdnV\ndW0s26ZEJfqDPtrtFsIoQjqdgeO6471Igi8IdX8ogeT8y78TRgbXsafEUQgIHMvBvKxY1es1dDpt\nACz+rGiP0GKvk8no9weo12vo9fqYK+aRTmeglKQ4Y4hCJo9phuEnRoHNkBCj69q46iFH3L8AQmHZ\nJopzc9AMG9WtKiqbFQwGg+Fv/WK4g4zul8XPLecc1freVanUNlWVYW5uDkeOHIFlWVhfX8eFCxem\nAOHVuDLxwAMP4OUvfzm+/vWvT3kp+r4/1V9kWdYlUc4/+9nPYmlpCevr61PvdbtdkfVP8GVst9vQ\nNA2u68KyLPi+f8nVqcEgxPd+sIFms5GohqYmlpBBOC8QCl2jsgJPQYhIWo2FTIAoOpwef5ZIxU5R\nZY4Yw0opi+PXLcE0hwtOdX6qD3hubg5ra2sIggDr6+totVrPGbDinGNjYwOLi4szr28h7+JXX/dS\nvP7nX4wXX7skzIMZoBQQo4hBi4tGXCrsAYMwwv/66ilU6+LZ0eLviWppsVhEvlBEt+tha2sLQRAg\nDCN4nodUJnuR4yYIQ1EVixkTI/dJozNAsHpvhgcTpaK6SOXc1Gg0YVo2LMtE0mA6rrg7ub3p1yzL\nxuLSEhzHQaVSQb1e3/GajHOg1WzOFFRRx7NdTFpuqMhmXPk87zx830cQBMhktlcGJISgUCjg4MGD\n4JxjfX0djUZjx894uVzGX//1X+P3fu/39kSI4mpsHy94QOU4zkUpf2EYolKp4OzZszAMA2tra8jn\n82OD5E6MfS8nCCGo1T0pHiCydUQI6CV/HkC13ka73Uar3YJpmsjl8jB0E7qUxSVK5U2WHJIyLDOK\nEfH3giCSi2wlpy4mAl3Th9siBOlMGvl8Hv1eH7V6A4MgECAuqe+IM7TbHVSrNQBAPl+Ie6QSr7Hk\no3E2zuvWjelBTAhbcFiWUF1kbEiJY1xMTK7jIJPNIopCtNodDPp9bJRbI7vjceWLQyxgNiSfeXFh\nEYX8DMrA5LFMryVmZtAS5cYpRTaXxcpyKZ68n372AsIwEs8JCIIwlD9icd5BEKDTEkqH6XQatu1I\nYZBxgo6aHNTkMuydkn8mTB6annzOVBMTo+M6mCsWoekjVED1gHExkYNo8agThAGarRa6XQ/ZbBa5\nbA46HWZWiVywKTGO2bz5cdCknpGpZ0mW3wjB8IITAMRAabmEdCaNWrWGra0t9PsDzP5lJO2Xj12y\nWm1vAdVklUFNtEeOHIHrujh9+jTOnz+PwWCw7XauVqcuL+666y78+7//O+666y7ceeedY3OL67ro\n98cp2L1eL7HHabuo1Wr46Ec/ire+9a146qmnxrbJGMPW1laiSIViVigaoGVZl0x355zjiac2Ud7c\nQjabS8yiiwXxSFIBHCETvZQioaQq2mT4nxSFCSPxuVAqgFJChsptFHjR4SKOrI0vflXCc3Fxcew4\nVL/h/v370e12cfr06cvum95JjIK77cIwNNxyfBW33riCn/vJo3jxsUXYtg4WSesKxsZ6lhnjYBFH\nxBi+8o3TqNS6SGrlNAwDxfkFZLN5NBoNbGxcQL6Qn+5ZngiqUdmHJcxvo4jHQlRUCvcoYKxpFIQK\n5gnVhAS+RkeAszacW8KQx16MYRih2+0mCh7Fx7EN3W8WUKKEwLZtlEolGIaBcrmMZrM5TJzO6Hnt\ntNtwHAe6BXGsBAAAIABJREFUMbvv/WLYbBb4K+R3V51K8o27WFBKMT8/j7W1NQwGA6yvr6PdnmTW\nTMf73//+PRWiULG1tYXbb78dt99+OwDgTW96E26//XaUy+U93c//bvGCV/nbrkIl1L/q8H0fhUIB\n8yO848l4LipU9aYnFNkEApAGdAzKRI8zsYQLggDdbgfnz2/BNE2kzczYYm4IZCS9QCoUSm6B2J/8\nHFFyfDNK2Yj51xSEULFs5+OZR1XeJ6DI5bJiMPW6IluWSsEyDTDJifd8Hz3fh+04WFgoSk6+oEBE\nED4lSVRDZc4rPicHTzZDZpwx2LYJNGX/TUxfFNvQIMCKYzuwLJEteurkObzocAG27chrKUyPm60W\nbMvC4uJivKhIkpqNmDCjHaW0DTN549SwxGPmHLo2Lo07+s1sTnizfPfJJ9BotmDZFhzHBmEimxhG\nIXq+D0oI0pkUlDeUOpxZ4kWK4sdHP8cAbeI4KSHQtVnWAGJH6lht24Its+O1rRpMy4KbcoXcORPA\nqt1ugjGGVCoNQx9ul01KTEI+hwSAWoCoY1Y0Ss5ARupUlGggmliQCJYrieX6iTSLjDCUZe/1RFXY\ncRykXBee76NWq4JSDYVCHoaRrLakfpucT/vE1RqdPZU6V5LXk0EIQS6XQzabRbvdxtmzZ2GaJhYW\nFmaqsV0FVbuPnfhRHT58GGfOnIm/wznHqVOncOTIkV3t68KFC3jve9+L6667DmEY4gc/+AFuvPFG\nAEC1WkUul0u06ZikAZqmCdM0cfr0aSwsLMxUd02Kk2dqqNaaiKIwkXIIAJiVAIPwdJqUzuacTyjU\niTFP/J4FCLMtHceOzCOTnn52Nzc3USwWZ4pBKRnqfr+Pzc1NVKtVLC4uzvwdXE4ocLe6urqjz+u6\nhhuv24/vPHEGRw9qOLI2h5NnGnjq2S14fgAS240gHlOiiIHqOv7jW+fw0uP7sLSYXM0wLQupVBYg\nHbSaHfT8AbK5XOLYI6piyfeMyzF0lhw7pZDCIwlrhQkySq1WQ6FQgKZpM9dNs14no2qtU8cvQCAh\nggKdSqViCn4ul4XjuFO5wDCM0Ol0sLJS2rYf/WLru5n9U7sEVEol+lKey0kPK9VHmQTqv/rVr+KR\nRx7BP/zDP+x53//8/Dz++Z//eU+3+UKI/5KAKggC1Go19Pt9FApCTeZiE82VrlAxBjRbwrBWhdqf\n6IsZAql+P0ShkINlOSB0NpeYyUyhACkAuHBe53IBqtzNkwZIzjgYmAA7RIOQ1WOSJjDdZKwWlJxz\nGKaJnG4iDAO02w14VPTR9Pt92I4Ty5+rhTzniEESIHrDpq0gxCpbARlNDqyTx85kRtR1hoOV2o+S\nAQdRinICbDmuC84YypU6bLMJ23bQ6/mCYrCwkDAYzRjstfFmXdFjMD6BKXpfEm0ijNiUip1GCUJ5\nzn4/gN8HMtkM+j0fjXoDlmkhCAXdK+W60HRdUuVERZJFfFxifuQ4xEFKDj/if8aTC8c42DKTvNbo\ncFuMC98zFgEgQCadguOI31+9VodhmuCcIQojZLIZ2JaJaCYXXuyXcQadauJ6EQLOIiCuVPJYOUpd\nb0AsdpQYCoGgEclWMWhkRCRFnnhvEMYgnlIK23ZQKjno9/uSXgHk8zmY5vQEOPRp4WOZ4ShiaDS7\nmNuh2ePF4mLGvopzn8lk0Ol0cO7cORiGEffSXI3Li534UR09ehRzc3P47Gc/i1e/+tV46KGHsG/f\nvlipcadxww03xP9/8OBBPP7447jxxhvR6/XQ6/WmmtgBUUVnjMU0QGXgu7S0hCAIUKlUYoCheqFm\nRaXaxZlzDWxVaygtLcSKe6OhaxrCmbSwaTAFCFChxkJF/Q0jBkMXBrHZtIXrX7Q4RvFT4XkegiAQ\nIkMXCcuycODAAXieh42NDZimifn5+cv2ihwNBV53o/SrQNVjJ87A8wc4vDqHQwfyOHm6jqdOVuEP\nAhCijUo6YRBGoETDV79zDj88A1QxxtBqNbG4VAKhFD1fKOO5qRQy6fRIH/MOKu589jqITGa61Otk\nnInieZ4cR+2ZrOlkKxYRQhJ9BuibZNjIcS+dTqPTlcAqm4XjDoFVo1FHoZDf9uy3F9qQth8J75uG\njkx6+9/TaCghioMHD+74O0kxmjwY/W2rsT4IAvzZn/0ZfumXfmnXfnhX49LjBQ+oRil/g8EAtVoN\ng8EAc3NzibSJWXGlK1TNdn/Ku4dFYnUbDAK02m1EUYRsNot8zsIgiDAIEhajZDpbLhr0pSIaBxTn\nytAJIqYAmwRv0kdK07V4cCWUi4Ws7D+ZRb1SEt5qnNQ0HbadQqfTAhDANE3Ylh0vPCPpRaXOW1XS\nlG/SaEQj0t7Kv2ooBDACYmQmX9N0mIaOQRAOBRckd1D5NylBBhAg4hS1xgDLCxa63U6svJeU2Yni\nY5zk9F3+8yFc68V9pYSMLVrWz9QlaKGwLAtBEGEQ9BExLuTwpTkmpRBmvgo3TO8kRkl84nkZveoa\nEX1rGiXQNG2sz2v4GRKbHWtE+qxIOV6BgYTRbhRF8e/QcWzhj8IoiEZBEUkhDan+xDkYFylPbbQa\nyAFT14Xggzp+dRwjz5FaQIxWJwFJpeHKSJSCQvR3McYxCBhc2xjzXbEsC6VSCZ7no15vAAAKhfwY\nsFLP6STlT9MoqrX2ngGqnVa7lLBJOp2OF5SUUiwsLMy0TLgaF49RPyohfGPiAx/4ALrdLu688058\n7nOfAwC8733vwz333IMPfehDKBaLuP/++y9rvzfeeCNOnDgxJsYweQ8VDXDUcwoYViINw8DKygp6\nvd5FfW48f4AfPFtBs9lEyk2BED3uB6UqSUHJTDAlRCimF56a9B7UqVIrFeOTRgmCMMLKUmaK4jd6\nfuVyeer8Lhau62J1dRWdTgdnz55FKpVKFPLYbXieh8FggKWlpYt/eCIMQ8eLr92Px06cRn8QghCK\nw2tFHFotCGC1Xke/HwkPPEhqNo8QBgT/8dhZvPzWVRTnxqsRzUYDmWwutqpwnBRs20HX62CjXEYm\nk0EqlYKh64lAV4WmaTNtIpTPZFKMghHOGZrNBhYXl2b0OMvvkOmeaLmBbY2GVaVesXYAOb9pFIV8\nHpl0Gs1GA91uG/lCAVyaRafSLiTxZKQFYOcJ8ply6busTs3yjbvUsCwL+/fvh+/72NzcxNbWFubm\n5vDoo4+iWq1O9XlejSsbhL/AnR6/8Y1v4Hd/93dx/PhxvOlNb8LBgwfhuu6uFxZhGMaD+pWIr37r\nGdQafaRcMVhqGkWv10er3QZjETKZLGxbLOQ0SrGx2UR5sz5lekqlEMRo9qff74NxBscZUjdUFULX\ndURMLGQ1KqpGYhsEXC7sGYtkZUfQpDhJxg5C4l1URXzfh+/7sB0bqZQLwiP4vR66nS5M00QqnYKu\n6TEAjIOzsapIUowO7pRiKtOlKjKVrTpabW8ILAhAqR6bLCqD4SAM4fseMukUXv2zN0LXNQwGA7Tb\nbUSMI5/LTS0+RJUuIVs3QfsTr5Gp7BjdxnFdmOAy0ZvEhgv2Lzz6JDqdPnp9DyzisB0Hhq4jYhH6\nvR6CIIBtOzBMIz4/wrmQ7MVw8a+yg6K6w4fP0Bg2leCEiGN3bAsrpWmJZjXPiPswVBo0DQODgKHr\neej3enBdd8QTJ4BrExxancf6uS76/QAaBaIojDcYmzwnUA85hALg+PUUgEojwsBZ+VopqigAeF4X\n4ICbSsXPGBVtHTiwnMFcPjW1ABh9FgeDfgys8vk8LMuK3/f9HnzfR3FuDlQXCxPT0PEjP3TNnoCY\nc+fOoVAozKZfbROe56FSqQAQanX5fP6yj+e/cnzpS1/CBz/4QQwGA+TzefzRH/0RrrnmmrHPHDt2\nbKwytbS0hAceeGDX+/q7v/s7/P3f/z3uu+8+lEqlKTU5QCzSTNOM76uqTs1atCm5ccdxxqosUcTw\n7RPnUW90UKvVsFRamlpIUkkRVzRcoVHE4t+c6pkiRCU0pDedpKurRJbIg4kR6eihIkoLsxemlUpF\nSmhPn/tOg3OORqOBer2OfD6PQqFwSb9LJQywb9++yzJe7Xp9PHbiNMIJywbGmKACnqxhEESS1i4p\n6yDQdA0/cssalhbSYIwhGASoNxpYWFxMXPQz6ZPY8z2kM9v4UBJ1fsnHO6tCM3ofAVEN0jQNmUwW\nukZmGwNPzZLD7XHJmqFyPRJPS1zOEUnHD4xtMRgMUG800O/1ML+wgHTKTQCLXHpmUgj2zew5econ\nUcaxF+3H0sLOxlPPEwIiBw4cuGKJrcceewx/8id/As/z8Mu//Mv4zd/8zSuyn6uRHC/oCtWJEyfw\nwQ9+EP1+Hz/7sz87RqXYbVzJChXnHI1mP+YNB8EA9XobYcTGgFT8eQCdrg/GuawYjXXpJB47nxwM\niayAhKFoOCVqYBEAQEiea+ARAyEaTFPHy15yAACB5/fR74fweiF6/RD9QYhBEMHzBui0PfT6PkzT\nGirqcIBQHY5jwzJFo3Sj0YBpWcikUhg9eo1qCKNQULqmwKJ4KbpIDkBVuBzHQqvtiUGZKhrhECgM\nBgP4ng9NN0R/gaaj1vCxOJ+OaSK9/kCoEFI60bswi/YHTFpG0ASK33bjKWNcTEYjz9uZczVs1ZoI\nwwiubUF3zdhUmRIKN+UiChl6/R56LR+u60LTdFldEm70KiWociiCqjFynBJ8jHLYCeHQCEmk+1FN\nAbNxfjmhFM1WG71eD47jYq5YgGXoWFrI4KYb9uPASh6EAM1mE8X8BXztsU30QwJNMwAmKoocqrI0\nfqEiJmiFk1efyQZDTmT2EbLRXZwx4r9GsppcXoSIMQxCnphNFRRXcf9M08LS0hIGgz4aDdEDJkCO\nA0gxGU3X4kXEIAjRavvIZXcPgqaPY3vK33bhui7W1tbg+/4lixRcDRHlchnvec978OCDD+Lo0aP4\nxCc+gT/8wz/EJz/5yanP7kWPwfHjx+H7Pv7kT/4EH//4x6fe930f/X4/FqJQlcztnpVUKgXXddFq\ntXD69Glks1nMzc3h6fUqOl4ftVpNjN0Tvz1CRf+jWNyO/gLVJ9Uymcd9wELVbvhZqimqOeDYOq49\nuoB0ajYw6ff76Ha7WFtbu9il2jaUiEsul0OtVsPJkydRLBaRzWZ3tbitVqvIZDKXBaYAIOVauO6a\nFTz+vbNjl5JSimsOF3F4tYAnflDBM6dropcKYmwbDEJ87dun8cO3rGKxmEatXsfcXHFmBUXMW3mk\n01k0mk143S4y2Qwsa5wGPKQuJ21jNh1OoySuegVBgF6vLyt3fGoejLc3QWsnUD3YAMDBqJiXJtdb\nmsp+JW1To2PWL4ZpwrIs6LqOVrMJz+sil81C10fnMWEqTQmTx8NHEspS0IpzOS/O6J/aoaGvqjDv\ntsq627jppptw8OBBPPnkk3j44Yfh+z5+4zd+I1ER9GrsfTxvgGonWb7vf//7uPfee1Gv11EoFHDv\nvffi2muv3dH2P/zhD+Pxxx/HG9/4RvzO7/zOZYEp4Mr2UDVaPTAOhFGIreoWOGPIZvOw7ORBOxiE\n6EpDX8Y4lL2UWoQmZfVHBzAKIAojaLoGwkjcz6Sy7RFXi21RmcrnHPzMT16Lpflk+hJjDI1GQzZb\npmBaKVRqXXzlayfR9YN4DNSoBs5CuCkXti38wSqVKtyUA8d2QaigjykPocmSvGqaVSaqokds+njU\nt+yJpk+lKhSGIfyeDwqKdCYTA0nOOE6fb2BxXgw+nHM4tg1rcRG9Xg+1Wg26riMnM8GETJsuJz0j\nPGEwjqJhz9lkiEofl5+L0Gq28N0nTsHQDbiOI6+BwEdkBCzoOkVaTyGKQvh+D1Hkw3EcGLopBUhk\nnSoGS+P7jVuLVMaRSINcAtj2JKDigjpJCBgL40bqfr8nVfvSuP7YURxYKeDggblEUKEWOKv7F/Ht\nx0/B6wGFQg6+P8APnt2MtzkaRJZKKdXGRUli4DOs6HE6ngcVFSl10vJHI5MRnr+N7PjEdTJNIVIy\nGAzi515M3trUomSr2toTQLUXAheO41xShetqDEMZ/B49ehQAcOutt+IDH/jAFdvfsWPHMBgM8NrX\nvnZqIcY5R6VSQalUSqT6bRdKzCSTyaBer+Pr33wCWw3hZ2fbdiJgICN07vEDERTj6T6rYS+VWDQP\nhXoW5lJ40aEi9BnKoer8NjY2dqWGdrFQamn5fB5bW1uo1+szm/onQ7EWLrf/RUUhl8KLDpfwg2c2\n4tdEJUgo6954bQmHDhTw1HoVp841gIjDNCgGQYSvffsMbrxmHumUA8e2ZoIhAKBUA4eQmB8MBmg2\nmqC0i0IhD03TQMjsStLFIhphJSghiuH8nVQREnL6ugQzyjNRgW6CZGsXYDaoEfsffy8MAnieJzwd\nKYHX9VDZ2oJtWVOqlYQS6e2BWAxERUxzT0CH6ZQN09xZX169Xkc6nb5sIH6x+NrXvoZHHnkEn/zk\nJ3HDDTfgM5/5DN7znvfgwx/+8BXd79UQ8bwAqp1m+d7xjnfg7rvvxm233YYvfelLeNe73oXPfvaz\nO9rH29/+dhBCYhnH3Zr7JsWVAlQXNhrotNtgnAtTW8eeySPWKEXL88cGl1ihTROIaGoRqg0X7jxi\nYJSIxTWhY35DQoVJw/JSFqZJYBo69pXyOHZkIXExNwqkstks1tbW4oFqrpDG2r4CHnviHE6eqSIM\nGAp5F1QjePrZMgilSKVcpFIOPK+LWr0K103Btm3oM8ArIUAUTogoYDhhq4gYB4VoAlbVBQKCwSBA\nv9cHJwSuk4oVEJV3E2Mcm5UWwpDFE73ietu2Dcu20fN9VCoVWKbwMMKERC2Txomjt49JlcTJBcdo\ndi9+TR4vYwzdTgudThe6boNxE4Yh+3QkMGDgqgUsFvegVCx83JQQ2vA90cguFvyG6GUgo8BCXr9R\n4Qq1D/kG41xK8UuwzZX0LhCxSFzb/gCaFuElL17B9cdWsbyU5FszHWqB89OvmBt5lhaxdmAO//rv\nz6A/CKcWcbES4EiMyumPfo4QATvVhSNkvH+CQfSkef5sg9wkXzJAqKgJxaUBqtUawjCCblhwbDtG\nq5VqC0cOlS56HS4Ws1T+rsZzG8ViEa94xSvif3/5y1+e2fT9zne+E0888QQKhQLuvvtu3HLLLbve\n30MPPQRd19FsNqfeq9VqY4u0nVSnJoNSilQ6i37UQBTW0Wp3UCzOg8fpKxEiWTBjTtKnK/CaBFOE\nyMoCF5LqlBAcWZvD8tLFewsbjQZs276oiMalhK7rKJVKGAwGiU39k3ElwB0AlBZz8Pw+zp6vS8Ap\nFu4cACEMrmvipuuX8aJDRZx4chMblTYoJfC9AR79ytP46R+/ASETgjijgFWF8K8avmaaJhYWF9Dv\n9bFZ2YKhGyjM5YXSqqTbKYuU+Puz+qpGaIDdbheGYQgaNJVUatA4Acq4SMApsauEzl5BG59R1dqu\nh0skCUf+xbmo3MXgjsJxHNiODa/bxeZmGa6bQjY7TKbOiihisU+XUEgcymcV8jvrjw3DEI1GY8+A\n+KwYFaK4+eabAQB33nkn7rzzziu636sxjOcFUO0ky/fkk0+i3W7jtttuAwC86lWvwj333INnnnlm\nRzK0atBTGdnLpbpcicWM7/uoVqt49lQFjusCnMNKUBIbDcY5mq1u8psJYEq8rIAWj72ElETraFBK\ncPMNK/jRHzq4/TFsA6RGw7ZNvOyWQ3jZLcNegn4/QLncQsfrxWBIVLXEYFfvecik0tBN8WjGZJIR\nxTpwMfAL6vOIf4k6DyCu/riujXqzg16nC84B13VgGGZc/eJC2SL+/iCIcG6jgbX9wgRvdDIigByY\nHfieh/LmJmzHFUpKcqFOqOivIpL0rZQUJ8UzAIgFh6TJEEJEg3YQodVuwet6yGYzWFlZweNPnkck\nQRRnYjrSNArCuPTmGm5aUcMYY6CaJvy9wNHpeOj5PTiuA13XBYBU2WMilPIIlXQdDAGbwCkchmkI\nyXkKEKKJz3Ah5uD7Hq45soBfuO0mOM6lKcopw9p8XniqGMTDz7ziEB77XgWnzjamPi8y3joiFkoA\nqKqFfGK7GjgXAJVxDl3+jGMhFPmNQRCNAenRGMo9Jy8sbMdBJpNFfzBAp91Gs9FALp+HY9voDwI0\nml3kd0gNmRV7KcF+NfYmvvKVr+CBBx5I7I16wxvegF/5lV/BsWPH8PnPfx5ve9vb8IUvfAG5XG7H\n29/Y2MCnPvUpvPKVr8SJEyfG3hsMBuh2u7HKoALcuxVc4Jzj+09vgjGO/iDA3Nwc+n0f3W4H2VwO\nlmmBasmqfUDygpvKjJcyiGVM/N4yKQvHjszDdS6e1d8rNbSLhWma2LdvH3zfR7lcjpUxJxUBW60W\nDMO4IhXeQ6sL8P0B6s3O2OuqFy6KANcx8dKb96Pe9HHiyQ2cPluFaVn42ndO4yVsHw7smxO9srLv\nSI0Xs0CIZVtYWiphMOihXK7AsW1ks8pfUWwDhMeVfwCQgqni2Likg0uqXafTweLiEsSMTabsP1RQ\nbbZsu+hkSo7tll+xLYwM3/ehUQpLgWNFcQdBKpWGm0qhI6XW0+n0Rc11GWNiHo8iEAKhOsvYjuXS\ny+UyFhaSk9J7GQ8++CAqlcpVIYrnMZ6XGXonWb719XXs379/7LUDBw7g2Wef3dW+VHZrLypUexW+\n7+Ps2bOo1+swrQxyuTmYhiHEEkiyDwQgKzQRQ6uTfC6EqwX1sGrFZY9NGEbwut42QggUP/mjR7YF\nU4wx1Ot1rK+vgzGGtbU1zM/P72oStywDP/GjL4oVidQx6rqOjDR39fwemvUGwiCQnOb4DMepLTFz\nP+FaECE20e/56Ps+bNtGNpuBpmmSFz0ity17a9Q1O3thxOSX8zETX0IIdErhumksLC5B0zRsbJTR\naDbAZGYvjBiiKBKGiUwKeXCZ6aJKnUjytXVhosgYQ63eEKpshKJUKiGVToMDOH2uKTJ8smykKTVE\nWakb3lJJ+ZT6g3FlhRCkMimk0yn0e320222EgwCUygkYACdCBIIxAs6InNgIGCfQNVP0N4GCMYpc\n1sEdt70Ix6/L4cd/aAX/9//1Srz+1S+7ZDA1GgpYHTx4EOmUjRuOZnDLDQswjPGhihBBD6VUE0Ig\nnMfKj6MhTEYZOt0u+r2eoJ1ydXaSBinn/l5/dpUq+Skbzc4LIY6FxUUUi/PodDq4cOECfM/DZmUa\nEO42LqeH6mrsfXzxi1/Ee97zHnzkIx+JE4Ojcd999+Haa68FIQQ///M/j8XFRXz729/e1T4+97nP\n4d3vfjduvfXWWOkPGPZjjKrUKsn/3ca5C0202j14nheb1BYKc8jlcmg1G6jXqojCMHFBO9pbQ4mY\nQ3RZjYoYk2qoYiw+dKCAm28o7QhMAYjP77l65h3HwerqKrLZLM6ePYtyuRxXi6IoiitYVyIIITh2\ndBlWAn0siiKMTq+FnINbbyzhxuvmkc244Bz4xnfP4tTZGgDISpAa12d1VonQNQrLclAqlaDpOsrl\nDbRbLXBpmaFRikiq7kWMI4pElTGUycwwFK9Vq3UBxuiQ1TErJsWEhm8k97DG12Gb90b3xxlDs9FA\nviAZEhyI+KS3I0Emk8XS0hI4GC5cOA/P686g34/T8sX8HkGjdEdUbs8Ta66LgbbLjc3NTfzVX/0V\n3vGOd2Bubu6K7utqzI7nXZRiVpbP9/0p4zPLsnbtgK7rOgzD+E8BqFRFSskYW5aFp9fFQAhZUaHb\nlLYJCDpdPzFTTsmw70Z5SxFChYcUheRP91CvNeC6osqiyt2uY+D2n7oWK8vJajWjCkmZTGZmRWqn\ncWRtHi958Sq++fipkQFWHLumacjlsojCEN1uG51uB9lMFlTToKlmUZkpG1aZxrcfhmHsy5LLZTEY\niCqU6hEjRHx3qEolBdXl+9V6B15vAFf2sKnxWtNED0EkARgBQS6bgeum0Ol0UN7YQCqdRiadhm4Y\n8X1iQmUBuoaReyvNG0OOTqeNdquNVDol+iFGZogz55oIQy6oenKyjMl6smKkLiElsiVcSaePiVAQ\n6IaObC6NwSBEz+/B63mix8ow4/ugeunEH1RKRA8nesfWcOsNOSDq4dabXnTFPI5GK1b5fAMZl+Kx\n72+h1gxk5lVIn4NTcB5AZUbJRDLB93wMej2YljkmksI5A9WHGVxKCfx+OLNBPmkhQKlQY1TCFlT+\nngxTZLmDQYBGs4HvPP4kSosZZDKZS650J5ldX0pcpQ1efvzbv/0b/viP/xgf+9jHEtkS3W4X5XIZ\nhw8fjl+LomhXnkUA8OY3vxkA8PTTT6NaraJcLqNUKqHZbMK27RHVzGhbVb9Z4fkDrJ+tiT7NVmtM\nBlyYQy9iEAxQLldgWRZyuaw4BzIcg6hS8RP8X2iUjFUZ5gouDq8W4Ez1YM6OdrsNAM95Iz0hJDaL\nbTabOHXqFHK5HPr9/p7IrW8Xuq7h+mP78e3vrk+BhyiKZM/ocC6+/poDOH69jiefreKZ9Sq+88Q5\naJqGtX0FMabJeY2AQKeiH3msjzq2PxFJykwmg3QqhZas3OTzOZGMThov+DBZ1+/3EUURHFckrlXS\nNylmKeUBonLFZlW1EvqpR2OUSt9sNpHOZOJ7RTWARbMEOzTM5eeQctNoNptotdrI5/Njc5pgakxH\nNntxpehRIYorHR/4wAewtrZ2ld73PMfzCqi++MUv4r777kvM8rmui36/P/Zar9fbUfPoZDiO87wC\nKs/zUKvVYv8PBRQ556jWBECkciU4e9gQTZzNZjLdj1BR2eKMA1T672DIPaYagWmamJuz0Ov5qNVq\ncN0UDq8t4ud+6jqkE5zp9xpIjcaP3LoGzx/g+09vgPNoStFN03Xk8gWEgfDgIhCTHdWF8SGVZpMi\nS8pkf1WETreDiEVIu2kYpgkQglq9gyhKrl5ocrIhhAIjEr9nzjVw7IjISHJFvUgAukpcQk1I7U4H\nGxvNZut/AAAgAElEQVQbyOaycN3UGEd7dKLknMPzPLRaLaTTKSyVlhIXRCfPVBFxBsIJKBXKSUwB\nZ2nQPAwSg0VpYSbepwCPlMkzF+IVmZSUi/fR7w9g2bbskxLqgoqySKTCX8Qi9H0PP3rLGg7sX37O\nxA1GgdXKygK++s1n8OSzTWi6BVFB43KxMQSEjPNYHcyyLGQL+cRSPOFE+q4RgFD42/VRTdD+lDiG\nuvwsYjCdcTCmgFUYBDh9ZgOus4X5+fnLAlZX4/kN3/fxB3/wB/iLv/iLmdTzjY0NvPGNb8SnP/1p\nrK2t4V//9V9Rr9cv2WDz0KFDSKVSOHHiBIrFIprN5pihMKX0ksblZkvQ4BuNBnK53NT4o2kUJmws\nlZbgdT2Uy8PeE2G3kdz/CQCZlImDBwoo5HbX/8QYQ6VSwerq6q7PZ6+CEIJ8Po9sNotyuYx2uw3H\ncfYsqTErUq6FFx1ZxvefOpfwrpgfRwED5xzXHV3A2r4CnnhqA995/Cw4Yziwb27sW2GcNKKxvLjA\nNePnQqSSbTqVQqfTRqPZQj6fg207Y7hKyaFzcNTqNSzML8TzkOgLnqUWOLtHalu6H0XMIph6D8PE\najAYoNfvY2nEFiLuNZ4RjIu5fW5uDmEYoNFootVqIpcTthizgNzcDuh+kz2OVyq+/vWv41/+5V/w\n4IMPXlHQfzUuHs8boLpYlu/w4cM4c+ZM/G/OOU6dOrWj/qnJ2EtAtdNBlXMeV6R0XR8DUiqa7X5s\nzqs2KcDB9PY1SjAIQjTbyefBWCTyUXRI/VBCCNLRJxZhcLQUUikXh1YzuOZgBpwPwLkZ7/dKAikV\nhBC86ieuQTpl4VvfPYUwioZS1nFQmKaBQr6AgQRWwuMiPez/oaLa0Gl3EIQh0uk0DMMUzdCSr22a\nBny/L42NuaR8UVmRkvQ/QhAykXElhOPchVYMqMg2mV+OoeAEoTR2bW+32yhvlJGWpopKsY5qBJ12\nN84yLy4uiuwywdTg3Wz5aDS9+LoQTuKeKyqrSJOFE0X5FMoTAFE9XLLCpY6DUGGSq6fTCEMG3/NB\nCIRnmGzkZVxQOgaDPlrNCL/wMzfiJTceel7AgPKh+blXFXDtNRv4wv88gUZLZkaJBlAhC9/rD9Bp\nd6AbOvL5QlzV1Og4oKV0BCBzjiiM4PmDixzFCOCn2pis/aSx72johgGi2di/v4StrS1UKhUsLCxc\nBVb/G8aXvvQl1Go1vPOd74TneajX6+Cc45prrkG73cYjjzyCI0eO4L3vfS/e9ra3odfroV6vI5vN\n4s1vfvOulGpVaJqG66+/HidOnMChQ4ewtDRMvqg+m0uJ5aUsLJPje8wDtNRYZWFo0Etk70kKruug\n3e5gc7OMVDobj2uAXBBHDPmsjX2lLIqFS0u4VCoVFAqFXVfzrkQQQtDr9bC2toZms4n19fVYEfBK\n/W4X57NotT2c36iPvc4Yi83Rl0pDkZuIRXBtHS958T4cWvXx+PcqiBhw5GBxqnWAKcuJiEjFW5lk\nmzgGyzKg6XmkUiGazSbarTZy+TwsS8yrahxttwTQHL1Xs6pT277Htzfz3U4MTFl8TKoMDs959vEQ\nMq4SrOsG5ufn0e/30WwKq5R8Pp/4LF7M0DcIAjSbzedEiOJP//RP8drXvhYveclLrui+rsbF43kh\n5ass34c+9KGZAOno0aOYm5uLVf0eeugh7Nu3b8wscaexV4BqJ9LpnHN0u12cPXs2plEsLy9PgSkA\nqGyNVJvI0AwxebtAozndA8Wl4AFjgvM8mmWM/YaoaqxkiCKGYsHB61/9Evy3V70kdpI/ffo0ut0u\n6vU6Tp48iTAMsba2hoWFhSua9XjZLWt4wy/egnzWBYeoGGlEGQsPVdlMw0ChIAb1RrOBdruNQRig\n1mii2WzAdiwUi3MwTTNe2KpbpbjphKt7OH4MsQcFxPKBMaDV6aHe9GRTsHh/VkzeMeVZtbxSQhgG\n2NjYQKfTged5uHD+Anq9HhYWFlAoFOJrm6RS98yp2rC3i0txERkcZPqQiKiuES58pzgbVv2GLh8x\nH05UXSiFpguQ6tg2ut0uup0OgjCA7/votFvIZBz8H695GW45fvh5BwCUUhxaW8Fb3vQq/NgPraLb\naaHb6SAMGOqNOryuh3w+i2wmG4MpACAjfXCqiVn0vA2vxyBgCIJw5m+cy/Sqpo+DKQDD6z3ju9Va\nB4RQrKys4MCBA+h0Onj22WfRbDavmHro1dj7uOOOO/Dd734XDzzwAHzfx0MPPYTHH38cr3vd68aM\nZ1/zmtfg4YcfhmVZuP/++/Hoo4/iLW95C971rndd0n5vuukmPPPMM3jwwQdjloaggu1O1W80GGNo\n1Kv44VuP4UduWcOxo4uYK7hChIASkZQZCUIocrksFhdLCAYDbGxswPd9OJaO/ftyuPX4Phy/rnTJ\nYEr5pP1nMZ6uVqvIZrOwbRtLS0vYv39/7N11JRkvh9cWkUmNU6k559ja2sLCQnG6L4qIuSufdfAT\nL1uFrhFcKDdEX5vsaaNS9CiKRI+t6HHjMYtFpwSUYMyMVzd0FOeLyBfyaDYaqFQqYFEk+4hCdL0u\nctmhyIrwB5wlXjLtHaiCarPXVQTjlL7p98V7Xrcbe0/F7xFMJRzH9jvjd2NZFhYXl5DNZrG1tYVa\nrTbmcWVbJlxne/Gwzc3N56QH8JOf/CQqlcoljytXY2/jeUkDjWb5RuNv/uZv8Fu/9Vv43Oc+BwB4\n3/veh3vuuQcf+tCHUCwWcf/991/S/vYKUClz36QfiaJw1Wo1GIaBpaWlbUu9UcRQqXWnXkver1j8\n1htDFSDOZF8QJTAMDWE4OfmRYb+QbA5OuRZuuXEVx68fmssZhoFSSWTOz549K2TTl5cviVp5qTFX\nSOO/334T/p+HH0On0xsblAchg6Z6n0BgWzYMw0Cr1YJXq8EyLZmVosPqoexvigGVZca+VaN9VKNj\neMQiEKJLxT0AhODs+RYKOZGJiiJV5Zk+/kgqbE29x4F8vgDT7KJWqwPgyOXyyOWyU5NEFA3V+QCg\nHwQ4d6EhBCI4EwaZkeS8CymKMTlx1ftEqQKIZHgQHFKxb8hF51J6nHFVwSTQdQ3pVBp+z0er1Qal\nFKv7F/Ebv/LjWChmd3NLr3hQSvETP3o9rj26gv/xyX9FtdpBOu3AdRxQTRtTfQSAMFTu18NrQECE\npcBIX5vfC5FODZ+lsWwnx8h9GA/xTNFELypAANmNzQYO7JuHaZpYWVlBEATY2trC1pagAu7WZPRS\n4vkGxC+UeC6UakfjyJEjeOihh3DPPffErwlFt0u/n1tbW8jn87Gi3dJ8BkvzGTDG0Or00ekM4PUC\n9Aeh+P1AeN1pGsXqvgIsk6Dvt6BpDAtFG84OBSeSQvWbLC8v/6d4RpM8pwzDwMrKCnq9HjY3N0Ep\nxeLi4p5TuiiluPaaffjWd9ZjtbxOpwPTNKFrVMxvRKTIIlm5UpR0SikOHcij1w8RBCF0XRefldT4\npBjtI40ikWSDZG+wiAt7iKVFDPp9lMubME0TYRiikN95NWhyPB6N7W73qMl8wlaFgmRCDyAgq6y7\nSIROhus4MJaW4Ps+Njc34TgOstnsRdX9ul0hcHGlewA3NzfxkY98BHffffdVIYr/JPG8AKo77rgD\nd9xxR+J7CkwBwtTwU5/61GXvz3XdK1ahUhWpWq0G0zQvCqRUVOseGEdcejd1TS7KiFStIXFpnRKK\njtdHr6+y55LaRygIJQjCaErPR4E/QjgoxAR4+09fD8MY3nLOOZrNZsz1PXr0KAaDATY3N9FsNhPl\nY69UZNI2XvvfjuOhz38HnW4/vs6UiH6qMAgRMQav28UgGCCdSiOfy8Pv+ahW67AcC2lXqB5RCa7U\nnbItc+hblVSdkop/OgUkAxM6IThXbuGGY6UYQGuEIJyRSUtymu/1+2i3WwBo7F/SbDZFj1U2Jzw7\nZswmp840wMEk4BmlPXBwQqTc90iTMQHCMJqodEmVQUoRgcdccqUOOGoszMHR7/fQ7/Vh2RYK+Tz2\nLaVx9GAW4aCLIHCes2dhJxGGIba2ttDr9fALP3Mc//Mr6yKhUa8LaXvbjkUiAMReWpzzsQl6lGbK\nOJOASvx+hQjIEFiNQNSpYJzFFNJZoQCVCsMwsLy8HAOrSqWC+fl55HK5sefiSvduXI3dx+Uq1e4W\nUH35y19GtVpFq9XC/Px8LHJxqRnwXq8H3/cTe5UopchnHeSzO+l/yscAQ/UIXwrAqNVqSKVSiUyO\n5zqU59SkYbIK27axurqKbreL8+fPw7ZtzM/P7ylN0bFNHD1cwvefOidkydsdlEolcAA6FUp7owPR\nEFQJdUXDIACn0HQi1fhEUlX0VI/PHYCy5BCbjCYydVSyZ1zXhm0vo1arod/vodc3YZqmrJLOriQl\n0dnj4JgpRiF3PzNUArLRbCKbFcJVUxvfJrarfAFqTCdwXReO4wjhqXIZ+0q5bRPrm5ubU7/7KxF/\n/ud/jrW1NbzxjW+84vu6GjuL55+o/BzEXleogHEgZVkWlpeXd7Xg3Kx2Y3lSufGYghRJQQAuKVmc\nA+VKQ2agNFBNA5H8Z40KTvTYcVJRwzBMQVebK6Twc68cgqlJILW6uhpPBko+VtEWXddFsVh8Tjjt\n2YyD//5zN+L//Zfvot0Z+oYFQQjP66LX68F1U0hn0lI6nMN1XDi2g15PVAcdNwXbssW9AqBTAs3Q\noGsaQkTCy4qI3iKO4UKZA7FsPSEaGDh6vRCbW22UFgWtIWJMIZGpYxeUAPH6YDBAoyGksguFPAxj\nuEgoFosIwwCtVgvNZhP5fD5eRAiOu5C4P3m6NlTn0+iYrweBUBrUCBl7fjRtfJIghELZKGoTlRku\nK1dCaVC4ypuGiWwuC13TcPz6Faz9/+y9eZRlVXk2/ux9zp3nqeauoZumoJmRScDh+zRCNAZ+xqUS\nNOoCNWgiKhhjjIora8WAIAqILaIsVByjkEQmNRC+KEZFBmkI0HR3DV1Vd57nM+zfH/vsc+dbc3Un\nXc9asLrucIZ7ztnvfvf7vM8zFkQw4IHb7cbCwgJsNhvC4fARTax0XUcqlUKhUEAoFDIT1XxBxRN/\nmIPb5UQuX0Aum4HNxk1BCaGgxrXW+3D8wYBqrTO4i8TKIsvgCums8x4whE14Nbg7vaVcqSGdKSIY\naF25FImVSBKTySRCoRD8fn/fqvg2jg5stlLt448/birNPffcc5icnFyTqp+ASBg2qhokEoxisYiF\nhYVVx4x6vY58Po+JiYl1H8tGIJ/Pw2q1LmsozPvKnCgUCpibm4PH40EoFNqwZ3Ug7EUmW8Rz/30A\nPr8PhBLDMFmDJMmdPVJCDdDom5UppylTChAqQde4QAUBIFNqKv9xml8/4QYGmRKoGq80VSo1jIyM\noVrlJvfcy8llCmXAGC/FFqnhIdkN3By492/QHFfbQQlQqdWg1OsIBNqM5BnrT/frl+Shda4n/vZ4\nPPC43fC47ZiZmUEoFOpgFaRSKXg8nk2PkU888QQeeuihdQtR/Pu//ztuueUW1Ot1+P1+fO5zn8Px\nxx+/gUd6bOGYiNIbWaHSdR2FQgHz8/MolUoYHh7G4ODgqh6gSlVBJts4HkEla3++RQWhWqujUKpB\nliifJOvGYEH4QEipDEKlxn+QQUCh1HUMRrz4/y4+GVarbIpNHDp0CPV6HePj4xgYGOgIfEI+dnJy\nEna7HXNzc0gmk31L+hsFv8+JSy8+BV63HbrOUCyWkE5nIcsWBINBOOx23ufUsohG4HS5EQyFoGka\n0pk0qrUqTxs4sw1Oh830RCGGsl/7rFfThWpeo0l2dqHhIcRYk8lhGxgAXeMT4mwmA5/Ph4GBAVgs\nVrTHV9H8GggEkM/nEY/HUa9zQQRdZ1iM5lCu1qEZzcPtKkWUEEOFr+FpJXqCmkHAq3WEtXl8GJz7\nel1BsVhAvV6H2+2G0+1EwOfEa88/zjQ2drvspjCJy+XC4cOHEY1Goar9PJs2HqLpeGZmBpIkYWpq\nqqWS88qzd+LMU3ZA03T4vW4Eg0HojK98VyplQIiCtF2M9qBarnY/L0opFFUz+lY6A7yoLjOgxbes\nHYvRdM/3ZFnG0NAQJicnUavVcODAAWQyGWiatmEVqu1K18ainx/VRinVfutb38JnP/tZnHrqqdi3\nbx+A9V3HzaoGtceMVCq1bMwQyV2z0MaRhKqqSKVSiEQiK/o8IQRerxdTU1OQJAkzMzOmUMlGYHjA\nA5tVhtPpNGwahDeW2uH3JLgGIlyoOu93YgYtjhAGi+GFyNDoq1qmUGMo9/EP5XI5uN1uSLIMl9uD\ngYFBMF3DwsIS8vki9/1jBAzcIFjMmSQjGZQlCplSSJKofHGxrG53Mx9ne9/nmuGLadphtH233yUg\nfcboxr474fG6MDQ0iPHxcVSrVczMzKBYLIIxBkVRzIW+zYSiKPinf/qndQtRxGIx/O3f/i1uuukm\nPPjgg/iTP/kTfOYzn9nAIz32cExUqJxOJ6rV6vIf7APxwESjUbhcrlVXpJqxFC+0/G0+/E0jgK7x\nVWlGgHS2ZNK+GGPGpJ6vuGuGHLaASBZkCpx5+jjOPn0HKKXIZrNdK1L9QAiBz+eDx+MxDX0DgYC5\ncr5ZcLtsuODsEdz34B+4V0QwCMlopDIDdDv1UmcgEoXb5YbD4USpVEK5VIbbw1X/hJcSA0y3d+FZ\nxH96Qe1iYKBm8pVIlqCqOmRZDMCdo7Sqqshls1A1DT6fv4c3U3NfE0+cHHYbrNYIarUastmsKdd7\ncC4DSgggdaclaIZcvK7rACN8Aq/rLaIV/AQbu20OWYqiolqpgIHA5XSCShQWWcJJ08OY3NEanJxO\nfi5i4uDxeMwFha2oXjLGUCgUkEwml1WcvOCcXRgfDeKZ5w5jfjEJv88N1e1GsVRCKpmC0+GAw9XW\nMM9ar0ytpkLVeM9a++fMf+pGX6LRmwA0KH/8/d4N1tl8GZVKHQ5Hb1qUSKzE5C6ZTG5IpWpb/GJj\nsVVKtV/96ldBCMGpp56Khx9+eF3Vqc2uBnWLGcFgsIPGKpDP52GxWLbMhmE5xOPxVZvVA/y8xXmm\nUimzgrEeJU9ejU/ivLNPwn+/tMif3+ZNEdYhHKLrutHHyYy/NXMRlsoGCwYAGKA1jQe0R5+VZPQe\nA4BSV7gseVOvEqUEHq8XDif37ioUWr2cKAFUXQgotY4/BMzszWs+DhGvCGFcsMJYGGVNioSUALl8\nAXabjdujtGHZn3zZsbD7+0IuXZZlDA4OQlEUJBIJpFIpAGgx294sfP/730c8Hu/QIFgtVtIHuo3V\nQbruuuuuO9IHsdl4/PHHkc1m8Ud/9Eer/q6Y0MViMTDGEAwGjQn+2sqsus7w0sFU60TZ+GepWILT\n4QQIl2W2WmXU6hrmF9PmAGCKTYDzoAn4oCYqFXa7BeedOYHXv2o3JnYEUSgUsLi4CEmSMDQ0BI/H\ns+pgLHjEXq8XxWIRiUQCkiQZinobN3gIOlc8HkfA78VZp+/G4cU86orK1eva3Cqo1FiFotRQyzO8\nk2w2G6xWC0rFEqqVCmSLjGKxCokaSRMzeONiW9TwlSfUSFgAMF4hdDktZj8BM/reGDgdIZvNci8p\nj4cHEpu1Y6wWlZHOMZz/drIsw+VyQZZlHJxZxMsH41xdoqkCZZ4zNfZvNCDzf/OdUEr5v4nYOjGD\nEdBQZtJUDTaHAw6HnXPjHTa86pydGBnyd4SRiR0DsDb13Ynf1u/3Q9M0RKNRKIrCe5Y2eIVZ9Cgw\nxjA8PLyie9fndeD4XYPwuO04OJsCA4PNZoXN7kBdVVAsFABKIEtSQ/K57R72uGywWhvPtyTTlueV\nsYYMvUhSSsUi3G6PQbdtUHUF+DNKeRO1zhAKepY9f0op3G437HY7CoWCSSPt13u3HNYzGd9GA5VK\nBe9973tx22239ZRBDwaDuO++++DxeDA9PY17770XMzMz+Mu//MtV7Utc60wmg29/+9tIp9PYs2fP\nqpMQxhgWFxc3RUihHc0xo1AoIJFIwGKxwGKxmOejqiqi0ShGR0ePinuyVCqhXC4jEoms+fmilMLl\ncsHtdpu0eqvVuqbF12QyCbvdjlAoAJ0x5PKtIlbM6AttX7/hrQDUHMt55dyIGRI1PyPL1GC6NC0q\ngtMBgYYghHgvmUx2SNrLVPhBUrN3NZ/Po1gswmKxgEq9f0c+RrappcJY5DTGVtEGYSoWgxgL0AyZ\nTBqRgUjvGlbPnIn1e7Pvl6cmBmGzNa4lt3HhQi7FYhGqqsJms23aIqNQ9PvoRz+K8847b13bcjqd\nLQsrP/nJT6CqKi655JL1HuYxiyM/im0B1tJDxRgzJVJrtRpGR0fhdrvXnUDEEkUoSoM0LEnUoItx\no7xqrcr7pCiFquqIxrPcfLQdxkSaMT448gFSxhtePY3T9gyjVqtgZmYG1Wq1J7VvtZAkCQMDAxgb\nG0OpVMLs7CxKpe5Gw6uBSKRmZmZAKcXk5CRf7fM6cclFp8DrsRvKe2hJZHXDvZZQag68zUIEkiTD\n7/fD5/NAqddRLpegaRp0nTRofwYopUajLg9GBHyw1xlwaK6VpqUzHdlMBvF4HHabDUNDQ3A6nS0i\nDwJmwmvsQyRB1DBfliRqGnO6nA7kSwSS1YpSsYxKudLw2wJfkNQZoKl603XniaVuBCEqGT5kpOFK\nr2saSqUSKqUyHHY73B4P7BYLCAgCPjcuPGcXPB5HB/2NUtJTHlasRE9NTcFqtWJ2dhaJRKJFXnat\nqFQqmJubQzabxcjICIaGhlZ9755w3DB2ToRMEQpZIvC43AiGg2A6pw+WK2V0848qlBp+VJIkQVM7\ng6tkVKYYuLqnovSmQPJ+v4ZnWCyZQ72+csqkmJxOTU1BVVUcPHhwRXSqXtvaxvrRrFR78cUX45xz\nzsH09DSefvrpFsGlG2+8Ed/+9rcxPT2N6667DtlsFhdffDHe/e53r3qfb3jDG/CVr3wFzzzzDP70\nT/8Ue/fuXVU/Vi6Xg9Vq3dJqkCRJLZLj8/PzJltkrdWgzYCu64jH4z2FKFYL0Rc5NDSEVCqF+fn5\nDvpnPwhjcqHeNjEWhsfV2dOlamp3CjJ0s3rFzWtJY56ha7xvSuX9Vc0LSgzgnpCU/0Upz7ZKpRIs\nVksLTZQStPT2AnxxMBwOw+f3IZ/PIhFPQFWUrufYnkw1Q5JEPG4/L85SSafT8Hi9Rq8WMyXiZYly\nxf8+2+6+uNm07x50QVmW4HF3XgNd15HNZs15y9LSEpaWlqD0OO/14Oabb8aOHTs2XIhC9IF+8pOf\n3NDtHmsg7Bjggdx666341a9+ha9//evLflYkUtlsFk6ns2VFJpPJQJIkeL1rk5BmjOH3zy6iUjEe\nNMKl0imlhpGqjlwuh3q9jnAoiGqd4eBMrGM7VPCem66cLEv4o1fvRjhgRTqd3hI6Vq1WQyKRAGMM\nkUikB9WtN8RAlM1m4fP5EAgEuq5U1usqfvqL57AUyxkVGL1RkSGtFCuZ0o5BXkimzy1EkU7lQCUK\np8NuGPYKE1sAEGpqxgodgVEDZHjtecfB67EiXyigUi7D6/XB2cPg0WqRoBkT6ObHS5Zpl+ZfzjbX\nGVAq1/HIr/ZD03g/lKaqqFQrkCjlcvGyZAQUZp4XM467I5GTCJimo1qtQtU0Q25e5gqIAFwOGVMT\nIewcD4IQalbtmuF22XHmaa19Ib3QbAbt9XpbPLZWinq9biZlAwMDq76f2lGt1vHDf30S+QKfwDEY\nPis6QMBXFGvVGhwup9mbBwBOhwXTu4JNq7Od2yaEGFRNPib4/H7Ikmy+16zCyZvHW++TseEgdk0N\ndm64C4rFIgqFAoaHhwHwyqhQfAsEAj2fm3YwxtZV3dpGd7zvfe/DySefjNtvvx2PPfYYhpqMVwWm\np6fx4osvbsj+NE3Dvffeiy9/+cvQdR0f+MAHcOmll/Yd61VVxdzc3KaYtK8GQhFQjFfj4+NHxf2Y\nSCRM8/DNQLlcRiKRgNVqXVbYhzGG+fl5RCKRFmGMcqWGJ5851NErS40Fm3bIksTVAA0IT0VqLCZK\nZo8Sp9nphugV01stOXRNQyIRx8DgIAhpUN8p6a+URwlDqVxGNpuFzWaDz+cz7z3+3d6Lb1ysovv7\nwni3VyWRNtGjhfpgi4Gv1DlHaEav98MhL/ZMd6piCkq2uHcYYygWi0gmk3C5XAiFQhvyzD3xxBN4\n//vfj+9+97s488wz1709gV/84hf4h3/4B9x222045ZRTNmy7xyKOiQrVSkQphPLd3NwcFEXB2NgY\nIpFIS5BqV35ZLVKZsplMCTUwWZIhSZKh4MP7hSKRCJLJDJ597gBUtfXBNgeQpnHMZpPxqnPGQFkR\n1WoVO3bswODg4KYr89lsNoyNjSEcDiMWi2FxcdEUV+gHXq7n/Hpd1zExMdFXHclqlXHJRSdjakcY\nskUCpTKEn1D7cKrqDKRtM7rOkwWPywW3xwObzYpikfdYNXPQRZ+amEHrhjQt04F9L84hFotx6uTw\nMHy+Vm48AQwaGYWqcV+p9iRH1fSORmKjxAYA2H8wBlXXDeoFgcVihcflhiTJKJdLKJYr0IwgRAgx\njRk7KYYM9WoV+XwelEqcTmiRQUAwGHbjj161G69/9TR2TYTNAEnafzQ0+qdWAkIIAoEAJicnQSnF\n7OzsiqsogvqzuLgIv9+P8fHxdSdTAGC3W/F/Lzy+iQIJKJoOAgZJ4p5bgWAQmqoinUrxihUYylXe\nRyWELDqOV1ORSCSQz+fg9wcQCoXNZArgv7+u8Z4qHpc7g/5iLINqdflnRWyv+dkQleKpqSnouo6D\nBw9umWjMNjrxoQ99CFdfffWW7U+SJLz1rW/Fz372M7zzne/El770JbztbW/DY4891rNPLhaLbbpJ\n+0pgt9sxNjYGRVGgaRri8fiGVLXXg/Zq0GbA6XRifHwcbrcbhw8f7nvevVQGnQ4bpiY6xTJ0XU/p\nnGQAACAASURBVIfchVqntgno8L5sgxJo9F8LpoOm6ibfrj1HymSz8Hi8XC2VEC4o0UcmHTB6rxiD\nw+HA0NAQbFYr4rEYNzLXu8XBtnPqocbKGJDLZhAMdApRCIjXdV2Hquo8USQw2CC9zYfNffd4hgL+\nTpq28CtrvneEIuDk5KTJ3lgro0BAURRcf/31uPTSSzc0mWruA91OptaPYyKh6kf5EyvrzYlULxpC\nNx+qlYIxhtmFHHRDKl30MpAuI4ssy1B0CyxWG/KFPHL5AjRNNxW7TV0GMLgcBGed4kc4YNuyRKod\nQmrd6/ViYWEBsVisqwpcs8qgqqqYmJhYMeVDkiT88etOxJ7dg9B0GNUldFEoYt2vnURgt1t54iNb\n4HZ7IMkWFEtFlMpltEgTmCIODPVaBfl8HrFECcFwGB63BwTE9PXgx0YBwqtPIkA1RCxaDq1rENAZ\ng6pqWIjmjQeSJ1RcGIMYND0vJEpRyBdRq1XNFUZBPOO/L1CtVVEsFgFG4PH6YLU1+twGIh6cd9YE\nnM5uTbydx+Vyrl4FjFKKYDCIyclJANyLJ51Odw0mmqYhkUhgbm7O5HNvtKH02EgQJ02PNI4PXF1K\n03g/gUQJPG4ud6zrOtKpNMrlEspVrSMP0g1VqUQiAZfLhcGB3p5zXN5Y59YIXegnus4wezi5onMQ\nAhid++C+Pzt37gSAZROro6ES8L8Rp59++oo+d+211+KNb3wjLr/8cjz55JPr3q/D4cBVV12Fn//8\n5zj//PNx7bXX4sorrzSVAAWECpnHs3zf3lYgmUwiGAxiamoKdrt9Qyaca0WzyuBWmGqLibbFYsHs\n7CzS6XTLnGI5lcGRoSC8nk7KptpF9Q8ATHMpwLTKALiwkSzRhlelQVfXNM3oM+afq1Wr0FQVDoMm\n2jCGbyQo3dA85hFC4HK7MTQ0BEoIlqJRZHO5nnOpXnQ/ACgU8nA6nZAtvec43e4j3Tg3xnQjAe19\n7L3uw2AXQ99YLNZTiEKITDXHwmw2u6Y55A9+8APEYjF8/OMfX/V3e6FSqeCTn/wkbr311lUL5Wyj\nO46JhKqbyp+gm83OzkLTtL6JlEC3HpmVIpYooFSuQ5Ik879uW5IkiniigEy2CKvFgoA/AJvNhmw2\ni0qpBE3nvVaqWsdoRMZFr9mFU/bsPiKJVDP6Sa2L6p+Qa5+YmFjTaikhBK9+5XHYs3vAIMoBMAQC\nmtFt5YwAsFmtPFAwTilwOOzweNygVEI+V0C1WjavSaVaQaFYgKoxuD0eSJIVc/N5c3uMcfoYp1F0\nVok0VesQOwA4xVPqUol74UAciiaMfLlHCINQH+EBz+6wc7opISgW88YiAU/iarU6CoU8CHjQttlt\nLb1BUzuCOO/M8Q4D6H5wraJC1Q5Bn5mcnISu6y2JlZBAn52dhSzLmJqa6vDz2EhceM5OeLuYlIrm\nZ9HTJipWAHDgwGEU8iVD1IPTgGOxGCwWC4aGhuBwOKDpetdrLEnUXP2VJGJQTrSOxCoazyFfWL63\nczl1P0opwuFwS2LVq59tO6k6Mnjb296GK6+8Evfffz8uv/xyXHXVVcjlchuy7VAohM985jO4//77\nEQ6H8a53vQuf+MQnMD8/j2KxiDvvvLMrDfFIoFqtolwuIxAImH2YzRPOXJ+J9mYgl8vBZrMt6zm1\nkWiu5uu6jkOHDpnnvVxfGSEE07tGusaQXkO7LPE+Tp4A8b8BZqqZ6jozhHT4BjQjoFECpNtkySVD\nCZABhkQ6jB5gaiZ0kkS6VnkIpfB4vRgdGTJZCeVyucv17n79VZX3ArvcnYmNAF1mjib6p1RNN308\nZYmaP12vJMvpsLWIUQBAoVAwRUj6QcTCiYkJ1Ot1zMzMoFAorPg+TyQS2Lt3L66++uoNpaS294GK\n/5LJlS30baMTx0QP1cMPP4y///u/xyOPPAJd531KuVwOHkOZbaUT+2KRU+rC4fCK9y2M6Z7ctwRF\n0fkDSzint4W+x19GMlPC4aWsYTynmxQ0QoFyqQqrrGJ02IPTTx7HxI6RI2qy2g9i0pxOc0EHr9e7\nYT1d1Wod99z7JOo1FZqumj1SzfuWDP+LBngmtbCURLVab5KqB5gxCFeqVdTrNRAAVqsdDoed991Q\nCZoOeNw2vP5VuwEYjbzG4NzrCRIT63YQwil2IujU6gp+/thLUA06GmP82lM09Ig4pZDwqofxvWql\nCkWpQ9d12GxW2O0OSBJteGwRBosk4dQ9wxgfDXQcRzNMGfYmnPuK6Y4gslaIvh8xifT7/Rtqgrkc\nlmJZ/MtDf4Cq6kaiKlQdmVnyNcU8dMBhkxAJUJRKRTAweNyerkmfLEktfHtqqF6JbFb8X6gt8mtP\nTIql22XDmadO9U10xDO0UkqSqKSJfrZmDv9Gew9to4Hp6emePVTtePOb34xrr70Wr3nNazb8OJ56\n6ilcf/31ePbZZ3H22Wfj7LPPxnvf+94N389qIWTjh4aGulJ6NU1DMpk0lfbcfSbOG4Gjpa9MGHqX\nSiVTlGm5hY+FpRQOdOmvFoa/IjHQzbFNaomRsixx5T9jTNI0Tp8nEjWFkPL5PAgBvD4/F/aRedW9\nHwgFKGMmE6cbKGEGHU9FLpeDoigtUuvGaNnxvUQiAZ/P21ehslsPdTN4TO48B+6HJXEp9y7vjw6H\nsGtq2PxbLBLu2LFj1XMwIbWuKAoikciyIjGf+tSncODAAfzkJz85oovm21gex0SFyuFwQFVV3HPP\nPdi/fz8YYxgfH191s+BqKH+8vMyV95YSJaiaYb6q69CbqGG6zt3KdU3HYjyH+cU0GNN5JYoBAIXd\nJuP8M3fgLRfvwtv+9AxceM5uSERHpVLZ0tW8lUJIzefzebjdbni9XpTL5R6rUauH3W7FuWdMQGO6\nkTi1Dr+Ez1rbjwoAgd1m5ZNeI5DojAGEQVFUqIoCm9UKi8UKTVVQq9chGYkPIUCpUsdiLMeTMSLk\nYnsHPk3TuxoB83yn0f/18sEkD2gE4OEEkA3hEQZOUyNEMimFkiRBVRUoigJJ5vL19boCTVO4OTHh\n0vA7hn143YXHmclUbwlb1qEkabHIG5ZMMcZQqVRQLpfhdrtNL6t8Pr9l9+/woB8X/989Bk2SmJUl\ns2JnJLniOuQLFZQrVW547HCiXC6jVCp1BHr+exubEKujbapZImcULzdXrIqlGuYWUn2PvRflrxfE\niujOnTshSRIOHTqEeDy+3WN1hFAqlXDw4MGW1zRN27TJ0RlnnIHvfe97uPrqq7Fv3z584xvfwF13\n3bVuL8b1IpPJwOl09uyPFIqAo6OjZj/zZh5zPB4/KvrKhKcRIQSyLLcoIfbCyFCwu+KcpkEyhRia\nn/cmPw0Y8xNzPsJ9Fgkl/PuGKEOpVOLUeALIMlk2mQLAe7N0BmYq2LaOW7z3SjfPOxQKIRQKoVAo\nGH1lStdkqlKpcLXTZSqJvfqfzPd7jIGM8cqbrutdjzvQRvdLpVLw+/1rWtC2WCymeu1yCpC///3v\n8eCDD+Kzn/3sdjL1PwD/669QuVzGo48+ClmWkc/nsWvXrjXfmCsRpRCTH1mWQSlFqVzH/ELWWLU2\nttH2zJfLNUQTeRRLtbZt8R6p007wYXjAgVAoZD7AiqIgmUwik8msaJVjKyDUbVKplClYIY5XrMKl\n02lEIpF198qcfMIw5hczODib5FQD0lmlohJtaW6lFHA6Hciafh4EmqagWqqBSBLcbrfhZ8WpDLVq\nFflCHjabnZsH6sChuQxGhwLmoC9UGns16GqaZhxH6/vCR6peU3BwLs3V+zRewSSUguk8yHEKPOOr\neuABM2+sZHq9XnOyTimn00hEweRYGLt3DsHZZh4r+sLaIRQmm9FLLn21qFQqpm/ZyMiIubqoqirS\n6TQOHTqEUCi0qZQ/gckdYVx43nH4z98cMJ5jYiaoms6pfaqqomhQORyOUfj9LpN3n8/nEV2KwuPx\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BAzWUBbt7lIWCbuwcDyGXy6Barbb0oXEaKh+L1hLUKaVHRRP+No5O1Ot13HPPPbj99tvh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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,6))\n", "ax = fig.add_subplot(1,2,1, projection='3d')\n", "ax.plot_surface(X, Y, Z, rstride=4, cstride=4, alpha=0.25)\n", "ax.view_init(30, 45)\n", "ax = fig.add_subplot(1,2,2, projection='3d')\n", "ax.plot_surface(X, Y, Z, rstride=4, cstride=4, alpha=0.25)\n", "ax.view_init(70, 30)\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Animacije" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Matplotlib nudi jednostavan API za animaciju. Funkcija `FuncAnimation` generira film kao niz slika. \n", "\n", "(Neki) parametri:\n", "\n", "+ `fig` slika koje će se animirati, \n", "+ `animate` funkcija s kojom mijenjamo sliku, \n", "+ `init_func` funkcija za postavu, \n", "+ `interval` koliko milisekundi između dca frame-a, \n", "+ `blit` postavka da se mijenjaju samo promijenjeni dijelovi slike.\n", "\n", "Primjer upotrebe ćemo vidjeti u nastavku.\n", "\n", "S funkcijom `save` spremamo animaciju.\n", "\n", " anim.save('animation.mp4', fps=30) # fps = broj sekvenci u sekundi\n", "\n", "Modul je `matplotlib.animation`." ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "from matplotlib import animation" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "# dvostruko njihalo\n", "\n", "from scipy.integrate import odeint\n", "\n", "g = 9.82; L = 0.5; m = 0.1\n", "\n", "def dx(x, t):\n", " x1, x2, x3, x4 = x[0], x[1], x[2], x[3]\n", " \n", " dx1 = 6.0/(m*L**2) * (2 * x3 - 3 * cos(x1-x2) * x4)/(16 - 9 * cos(x1-x2)**2)\n", " dx2 = 6.0/(m*L**2) * (8 * x4 - 3 * cos(x1-x2) * x3)/(16 - 9 * cos(x1-x2)**2)\n", " dx3 = -0.5 * m * L**2 * ( dx1 * dx2 * sin(x1-x2) + 3 * (g/L) * sin(x1))\n", " dx4 = -0.5 * m * L**2 * (-dx1 * dx2 * sin(x1-x2) + (g/L) * sin(x2))\n", " return [dx1, dx2, dx3, dx4]\n", "\n", "x0 = [pi/2, pi/2, 0, 0] # početno stanje\n", "dt = 0.05\n", "t = np.arange(0.0, 20, dt) # vremena\n", "x = odeint(dx, x0, t) # rješenje ODJ\n", "# razdvojimo koordinate\n", "x1 = L * sin(x[:,0])\n", "y1 = -L * cos(x[:,0])\n", "x2 = x1 + L * sin(x[:,1])\n", "y2 = y1 - L * cos(x[:,1])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Generiranje animacije:" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot(111, autoscale_on=False, xlim=(-2, 2), ylim=(-2, 2))\n", "ax.grid()\n", "\n", "#line, = ax.plot([], [], 'o-', lw=2)\n", "pendulum1, = ax.plot([], [], 'o-', color=\"red\", lw=2)\n", "pendulum2, = ax.plot([], [], 'o-', color=\"blue\", lw=2)\n", "time_template = 'vrijeme = %.1fs'\n", "time_text = ax.text(0.05, 0.9, '', transform=ax.transAxes)\n", "\n", "\n", "def init():\n", " pendulum1.set_data([], [])\n", " pendulum2.set_data([], [])\n", " time_text.set_text('')\n", " return pendulum1, pendulum2, time_text\n", "\n", "\n", "def animate(i):\n", "\n", " pendulum1.set_data([0,x1[i]], [0,y1[i]])\n", " pendulum2.set_data([x1[i],x2[i]],[y1[i],y2[i]])\n", " time_text.set_text(time_template % (i*dt))\n", " return pendulum1,pendulum2, time_text\n", "\n", "ani = animation.FuncAnimation(fig, animate, np.arange(1, len(x)),\n", " interval=25, blit=True, init_func=init)\n", "\n", "ani.save('animation.mp4', fps=15)\n", "plt.close(fig)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# možda neće raditi u svim browserima, u Chrome 57 hoće...\n", "from IPython.display import HTML\n", "from base64 import b64encode\n", "video = open(\"animation.mp4\", \"rb\").read()\n", "video_encoded = b64encode(video).decode('ascii')\n", "video_tag = \"\"\"\"\"\".format(video_encoded)\n", "HTML(data=video_tag)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import HTML\n", "HTML(ani.to_html5_video())" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
Python verzija3.5.3
kompajlerGCC 4.8.2 20140120 (Red Hat 4.8.2-15)
sustavLinux
broj CPU-a8
interpreter64bit
matplotlib verzija2.0.0
IPython verzija5.3.0
numpy verzija1.11.3
scipy verzija0.19.0
" ], "text/plain": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from verzije import *\n", "from IPython.display import HTML\n", "HTML(print_sysinfo()+info_packages('matplotlib,IPython,numpy,scipy'))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Zadaci za vježbu\n", "\n", "- Napišite funkciju koja za ulazni parametar prima niz brojeva $v_0$ te crta odgovarajuće krivulje $y(t) = v_0t − 0.5gt^2$ na istoj slici (ovdje je $g = 9.81$). Neka je $t \\in [0,2v_0/g]$ za svaku krivulju. \n", "- Modificierajte prethodnu funkciju tako da izračunate ekstremalne vrijednosti za $t$ i $y$ osi te prilagodite tim podacima izgled slike.\n", "- Nacrtajte plohu $z=\\sin\\sqrt{x^2+y^2}$.\n", "- Animirajte aproksimaciju funkcije Taylorovim polinomima. Naprimjer za funkciju $\\mathrm{e}^x$.\n", "- Vizualizirajte numeričku integraciju (uputa: pogledajte što radi Matplotlibova funkcija `fill_between`)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Nacrtajte sljedeću sliku ![](zad.png)" ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3 (Anaconda)", "language": "python", "name": "anaconda3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.3" }, "name": "Matplotlib.ipynb" }, "nbformat": 4, "nbformat_minor": 0 }