{ "metadata": { "name": "", "signature": "sha256:51b819f70a410066781d1707e5e9f2f053f68f47fcfb61ef2a33a03193231409" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Test plots for the colormap creator app" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 134 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the script" ] }, { "cell_type": "code", "collapsed": false, "input": [ "run color_creator.py" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 370 }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.html.widgets import interact" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "1) *Lab* space cut at a given *L* level" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "lightness *L* lives between 0 and 100. *a* and *b* between -128 and +127 (not totally sure), using `skimage.color` implementation of conversion functions." ] }, { "cell_type": "code", "collapsed": false, "input": [ "plot_ab_plane(25)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAEbCAYAAAAF70sfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_ab_plane(50)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAEbCAYAAAAF70sfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_ab_plane(75)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAEbCAYAAAAF70sfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Interactive plot of the Lab space cut" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 360 }, { "cell_type": "code", "collapsed": false, "input": [ "interact(plot_ab_plane, L=(0., 100., 2));" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAEbCAYAAAAF70sfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 282 }, { "cell_type": "markdown", "metadata": {}, "source": [ "TODO (low priority): record an animation of L varying between 0 and 100.\n", "\n", "http://matplotlib.org/examples/animation/basic_example_writer.html\n" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Control points in the Lab space" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%run color_creator.py" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 581 }, { "cell_type": "code", "collapsed": false, "input": [ "# Blue Green Orange L20-80\n", "pts_lab = [\n", " (20, 57, -77),\n", " (40, -9, -25),\n", " (60, -61, 59),\n", " (80, 10, 75),\n", "]\n", "plot_lab_pts(pts_lab, markersize=20);\n", "plt.title('Blue Green Orange L20-80');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARgAAAEZCAYAAABM0jopAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 582 }, { "cell_type": "code", "collapsed": false, "input": [ "pts_lab_interp = interp_lab(pts_lab, 5)\n", "pts_lab_interp.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 583, "text": [ "(16, 3)" ] } ], "prompt_number": 583 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_lab_pts(pts_lab_interp, markersize=10);\n", "plt.title('Blue Green Orange L20-80');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARgAAAEZCAYAAABM0jopAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEZHY/H83Y7Y6uN8/DAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 584 }, { "cell_type": "code", "collapsed": false, "input": [ "cmap = cmap_from_lab_pts(pts_lab)\n", "cmap(0.0), cmap(1.0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 585, "text": [ "((0.077676457080707972, 0.01153735488219438, 0.65379846568805156, 1.0),\n", " (0.97942192712752985, 0.73967094129870081, 0.16519518694123592, 1.0))" ] } ], "prompt_number": 585 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_cmap(cmap, title='Blue Green Orange L20-80')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 586, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABVCAYAAADqrDduAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 586 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_cmap(cmap_from_lab_pts(pts_lab, n_interp=5),\n", " title='Blue Green Orange, with 5 interpolated pts');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABVCAYAAADqrDduAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngq6ISEYKuiIiGSnoiohkpKArIpLR/wEHxSxkhmMRvQAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 587 }, { "cell_type": "markdown", "metadata": {}, "source": [ "For comparison: **Brewer's YlGnBu**" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plot_cmap(mpl.cm.YlGnBu_r, title='YlGnBu (reversed)');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABVCAYAAADqrDduAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCqfVtdEAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 588 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Full demo function:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* colormap\n", "* a-b line plot\n", "* test function colormap" ] }, { "cell_type": "code", "collapsed": false, "input": [ "demo_cmap(pts_lab)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABGCAYAAABv7kdbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nugBBogsQJLoAQX8ApYSCLsTWUuYAAAAASUVORK5CYII=\n", "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARgAAAEPCAYAAACZXduvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/wHTNhO7DagVbQAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 589 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Test function for colormap plots" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def tfun_3hills(x,y):\n", " '''2D function on [-1,1]x[-1,1], with 3 hills of different heights,\n", " and one wide hole\n", " '''\n", " def bell(x,y):\n", " return np.exp(-(x**2+y**2))\n", " z = 0\n", " z -= bell(x,y)\n", " z += bell((x-0.7)*4, y*4)\n", " z += bell(x*4, (y-0.7)*4)*2\n", " z += bell((x+0.7)*4, y*4)*3\n", " return z" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 590 }, { "cell_type": "code", "collapsed": false, "input": [ "x = np.linspace(-1,1, 300)\n", "plt.plot(x, tfun_3hills(x, 0));\n", "plt.title('cut along the x axis, at y=0')\n", "plt.xlabel('x');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEZCAYAAACQK04eAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFxEpMkr8IiJFRolfRKTIKPGLiBSZ/w9N4D2+hraZ2AAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 591 }, { "cell_type": "code", "collapsed": false, "input": [ "pts_lab = np.array(\n", " [[ 5. , 30.27572536, -43.70877636],\n", " [ 28.5 , -9.58731303, -19.99279149],\n", " [ 50. , -42.63831321, 16.08578122],\n", " [ 67.5 , -54.49630564, 65.03153721],\n", " [ 95. , -17.66083979, 92.27969003]])\n", "\n", "cmap = cmap_from_lab_pts(pts_lab)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 624 }, { "cell_type": "code", "collapsed": false, "input": [ "def plot_tfun(tfun, cmap, reverse=False):\n", " y,x = np.ogrid[-1:1:100j, -1:1:100j]\n", " z = tfun(x,y)\n", " if reverse:\n", " z = -z\n", " fig, ax = plt.subplots(1,1, figsize=(5,3), num='cmap test')\n", " \n", "\n", " im = ax.imshow(z, origin='lower', cmap=cmap, extent=[-1,1, -1, 1])\n", " plt.colorbar(im, ax=ax)\n", " ax.set_title('cmap test') \n", " \n", " fig.tight_layout()\n", " \n", "plot_tfun(tfun_3hills, cmap)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAQQAAADSCAYAAACsGL6MAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nguM4JW8B+yN1xQV8xIcAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 630 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_tfun(tfun_3hills, cmap, reverse=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAQQAAADSCAYAAACsGL6MAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 632 }, { "cell_type": "code", "collapsed": false, "input": [ "def plot_tfun_compare(tfun, cmap, reverse=False):\n", " y,x = np.ogrid[-1:1:100j, -1:1:100j]\n", " z = tfun(x,y)\n", " if reverse:\n", " z = -z\n", " fig, ax = plt.subplots(2,2, figsize=(10,8))\n", " \n", " cmaps = [[cmap, 'YlGnBu_r'],\n", " ['gray', 'jet']]\n", " \n", " for i in [0,1]:\n", " for j in [0,1]:\n", " im = ax[i,j].imshow(z, origin='lower', cmap=cmaps[i][j], extent=[-1,1, -1, 1]);\n", " plt.colorbar(im, ax=ax[i,j])\n", " if i == 0 and j == 0:\n", " title = 'cmap under test'\n", " else:\n", " title='cmap \"{}\"'.format(cmaps[i][j])\n", " ax[i,j].set_title(title) \n", " \n", " fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 626 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_tfun_compare(tfun_3hills, cmap)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAArYAAAI6CAYAAADScQtPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvXnQNc9VHvacvu9PIAIlgWSQLYkoZlVh1riAAsooFafM\nUia2y8bYsQGFCpQTygnZ40oCxi7KLijAGEwAY5ChAGOLLSkWg0PEYpZAEDJIgWA2SSCxSSCQkL73\n9skffc7pc3q6Z7n3vtv3zXlr3pnb0/vyzDNnTncTM2OXXXbZZZdddtlll10euqS7zsAuu+yyyy67\n7LLLLrtcQnZiu8suu+yyyy677LLLYyE7sd1ll1122WWXXXbZ5bGQndjusssuu+yyyy677PJYyE5s\nd9lll1122WWXXXZ5LGQntrvssssuu+yyyy67PBayE9td7o0Q0QuIKBPR3i932WWXXW5IiOj/IqJP\nu+t87LLLTchOIHZ5bIWIPoeIvu5CcWUi+uOXiGuXXXbZ5VJCRF9LRJ9CRJ9KRF9DRG9PRD9PRJ/c\n+PtfieiHiIgAsBx6748S0VcR0WuJ6E1E9G8lrvdZmYfPIaJHEvZNRPRKIvoLly2ppRXKexNp7PKw\nZSe2uzwWQkSH20jmFtLYZZdddtki7M/M/IcAPg3AFxDRuwIAEb0QwH8N4D/lZlcmInoWgH8N4O0B\nfBQzvxOADwHwMgD/0YY8fCMzv5OE/68AfD0R/ZGzStaI4Hwo7y67tLIT2wckRPR8IvoWIvoNIvot\nIvqH4v6pRPTDRPSFRPQGIvoFIvoIInoxEf0qEb3ev70T0ccT0U8R0e/K/c9299Qc4D+Tt/dfI6L/\nZiZP4ZOW5OUH3e9MRJ8hGoQ3ENGXunuJiL6AiH6TiP4tgI9v4n4GEX215OE1RPR31EyhKfNvAfjs\nJuzHAPifAPxl0SD81Io435OIXkZEb5Q8faO4/4BE+9MS119a2WS77LLLYyT3EYNFWnL7gwC+GYDi\n7T8G8HnM/POdsJ8F4I3M/NeZ+Zck/O8y89cy85c2efpkIvoVwce/5asG7sWfmf8lgDcBeA9XPz8I\nH2DFVzDRzn45EX0nEf0+gBcNyr3LLiZXd52BXdaJvKn+HwC+D8B/AiAD+Pedlw8F8JUA3gXA56KA\n2reiAMuLALyUiP4FM78ZwO8D+GvM/LNE9P4AvpeIXs7M3+7iexGA95Tw/6fc/1edrIVPWgP5eAB/\nEsAzAPwkEf3vzPw9AD5d7n0QgDcD+JYmrq8F8DrJwztK+V8t5dQyfwOAdwXwtJAp5u8mos8D8B7M\n7D/JzcX5dwB8NzN/NBE9TfIMZv5TRJQBfAAz/+JCWXfZZZfHUO4rBjPzi93Pl7jr/wHAzxDRtwB4\nCsDnD4r2pyWfa+QjAbw3gPcB8ONE9FJm/jnvgYgIBdefAvDKlfHOyV8B8LHM/CNE9HZNHbxkFGiX\nJ1d2je3DkQ8F8EcB/HfM/BZmfisz/2t3/5eY+SXymembAfwxAJ/LzI+Y+XsBvA0FJMHML2Pmn5Xr\nfwPgmwB8dJPe35Z0fgbA16CAy6ny95j595j51QC+H8AHivsnAvgiZn4tM78BwOdB3vqJ6N0AfCyA\nz5J8/CaALwbwSS7eX2PmL2PmLJ/fWglahBVxvg3AC4joucz8tqZ+d9lllydbHhQGM/MfAPgvAPw5\nAJ/WmiA4eRbKyz4AgIg+QbTOv0dE39PJ01uZ+RUAfhoVywHgE4noDSia2m9D0RD/3pY894oB4NuY\n+UekTG89M75dngDZie3DkecD+BVmzoP7r3fXbwEAIW7e7R0BgIg+jIi+Xz6nvRHAZ6CAm5dXu+tf\nRQHpU+V17vrNmg+Uh0Sbjsq/i/LG/+sCsm8A8L8B8DZbPuwaWYrzv0chwj9ORD9DRC8exLPLLrs8\nefIQMVg1pj874+e3fdzM/B3M/M4oJgpPa/yOsBwA/hkzvzMzvyOKlvlTiOjTT8hzK1txfpcnXHZi\n+3Dk1QDenS4zSeobUN6on8fMz0Qhd21fePfm+rWDuP4AwL/jfj9nQz5+vZOOyqsBvBXAswQs35mZ\nn8HM7+/8LJlAtA+g2TiZ+fXM/OnM/FyUB80/WrIB22WXXZ4Yua8YfK78KwB/TkwIvGydLOttbH8F\nwHcD+LPi9AcA3sE8Em15TuyyyybZie3DkR9DIYJ/j4jegcqSLh9xYlzvCOANzPw2IvpQAH8VU5L4\nPxPR04no/QB8KoB/Nojr5QD+gvh9T5TZuHPizQO+GcDfJKLnEtE7A/gf1RMz/zqAfwngC4nonahM\nNHsPIvpTG8r5ehTTAloTJxH9JSJ6noR9I0qdZBfXe2xIe5dddnm85L5i8KmiOPyFAN4ZwNcR0R+n\nIu+EMvfhpMlZgqN/BsDPiNNPA3g/IvpAInp7AJ+zMY+77LJadmL7QEQ+f/1ZFButX0XRHnyi3sYU\ngOYA6T8H8LlE9HsA/hf0AfNlAH4BZaLE5zPz9w3i+iIU27HXo9iBfX2Tdi9f6vZVAL4HBfR+AsBL\nG/+fjPIp7JUAfgfAP0fVCK+ZtPbP5fzbRPQTK+L8kwB+lIjeBODbAfxNZv5lufc5AF4iJgx/cSHd\nXXbZ5TGTe4zBi1mfc2fm3wbw4QD+EMAPAfg9AD+F8iXub6yIR+/pCjRvAvDjEtffljR+HmVC3fcB\n+DkAP7gQn493X/lgl01CY3vylREQ/ROUGZC/0Xwm9n6+BGXSzpsBfCoz/9RZie5yY0JELwDwiwCu\nZmzJdtlll3skOw4/PrJj8C67nCeX0Nh+DYCPGd0koo8D8J7M/F4oyzt9+QXS3GWXXXbZpcqOw7vs\nsssuuACxlYWg3zDj5RMga80x848BeKYsu7TL/ZX9088uuzwg2XH4sZMnBoOJ6GepbsXrj3OWmNzl\nCZbb2KDhuYjLdbwGwPMQl0bZ5Z6I2JTexva0u+yyy+3JjsMPRJ40DGbm97vrPOzyeMlt7TzWzmyc\nvI0S0RPzhrrLLk+KMPNJs5pPxYNT03tCZMfhXXZ5AuVJw+HbILavRVnYWuV5GKzHd/jYF89+gJmr\nYhpNgmO/uN66uCbxyWVoqcn813GEo7Te9ssvx9Ne8EHzGRlIt9voMoRU7zNR9SvurH5l4S1y5/aa\niKf3Uf214UOFq7vL4lte/nI8/YNimVn/hd3OqVQpw852jXJmKQw3BzrXFj9zyZZLj7i2N4V8TBvu\nlGG+1M6zENAuLel+cs9tshTlTFraR5o4ov9xfPP5Bo7f9TWzeVkSfsvTN/mnp7/lrPQec1mNw//e\np3zTAg632MjuGtNrc2scR/57WDoX1v9eE9aFIQC/86pvxbu88M/3/fSDxfEyGaMVh8tBA7dy5iTX\niaq7XHOiYjCYSNwg/uV3cvEnwXoXdzi7TL/x+78Oz/wP/vq0ZIKR7ZkYQHbAmutvyuI36wGQ+s0u\nLrm2eyENNOCOfpt2+sFaBuXbeQ7zJu3p3ZZW+p0L24ZZFbZ3HR+qs5hPwC+95JPG91dIs2PyohC9\nz1npXUJug9h+B4DPBPBNRPThAN7IzP3PXwP82URC23udeLfG14sjyAmk9lakGRSV4BYAJAIomVM9\nzI07bugTWmGL5AdtbwAnTD6yWR05MGNmkLJwR1ADISVGnDNMIEJwY8kzZ7kGAcyl/MB8u96SEM+Q\nROYIeP7lTP75IhDzLNCFtKwex9UwF5+2WzfvF6jX4z1om8dILoDDXbY6JpnBbUwuF/2NSO0pYV0c\nYfxv6GuT8cJuIE199yMIxFOvKVyzkllHbNkR3EpuB6Q2Nen4vCQCrtopNg3ZNAJKBY8TVfKqFcgE\nJiG3MabiZpXsANfyIu6+/pjdvTZ7HUWDRr9Wekn10mnbUt0C2NYirArr87A6XedX06YYgY7LLk5f\nAEP5PjwkN8rZxJaIvhFlj+tnE9GrAXw2yralYOavYObvJKKPI6JfQNl95MXnphnSX/smb/7PjK+V\nLculDZ4Lq2Xlq2nFapq6CcgZGUVDau0ed9wwILTxekhq9XdvymJDbpXABjLbc0v+nrC2Dq74l1wG\nFcLmssckpK+T5aGcAKhB1ibUA7w2bnd7E7ldkbel+G5KrvPtp/lQ5U5w+NTn3TnE9BJhcQsvtS0O\nmltLagU8k9xXTe3Bk1ZEUhs0to7UdjS+k7RUEgFPNUDc0dR6jSvnhtwq8SWYoqSk5dyASpITgOwd\nhRmSnI24+Tyd1wxDUZ7aElW7v4Ggnkpue+luyP9J4U6Sh7fi3NnElpkXZy4y82eeEvcpJJSa30vx\nzWp7lTCFOOczNcxzmzcAV894zqa+OXzD7OekhAljSQEORkZbTS2pz8Z9QmgTjPx2iS3c2RX+qee+\nG+jgKomdx4bc+k9ShcxSGWMtwfUaWmaQAnlHi1D9EQj6pitxT3zNSKc9RzJqZ9+ebb+ZaEHbfke1\nzjw5t9uN/5aYtuS2UQJM+trJmttdbkVuFod7BJGnQ6X74n4DxPTEsKNnw9Of/b5jXN/6QjcktP4g\nI35GaM2UgAAltQfn5jW3hxRJbjBRgCO11KRZM/V27/3B4FZja/Zc5PBXCSyBMpdqcsSWcgVgFpbn\nlSYMAEd5hmQAxGC5Jq2cCfi5emvd1kqnPZ/+rOYTecs1TyWo55DbNmxP+9/WBzeO9gzR59llgfjc\nvQ7uQm5r8tjFZUhqR/i0kdQaudqUp5l7GqeTwzOesymNuU/GrUxIRg9s3XXQ1MIRXSWu7hoJIGI5\nSxypScPOHH4/9fxmi3B7SPbJLakJgQAqE4lNlwTLApqKr4TyaYydbXGv0jr3VGu7Rub6Wiujdp43\nAdhIFHsPgxDflJjOaW57n+puW3O7myLcYzmnbe6K1A7y/PRnvW//hsY1+sS7NBR6tpUTgkuRiDak\ntnfwoZDbqL1FtbdNVF/uHZH2+Xn6+35wv0xMTqFQTBBMM5upYGyqxJaPGYQEmajQVSgAAI6wZweC\niYKrR98+E3VqR0a3B+Ge/uwX9sllm+RdkNteGZawdk0fvIg8PCC+l8T2ZE3tJUht+2Zv7lP/s/mc\n0RDciKgWAJiQy3bCkI4XJatV2xptaiOxZSO4ldxqOBioEUl6gUiPKhUuwwqmQrj0xYKomiUQioaA\nhNBq2PYlhAGGaG6Baq6QXZJc68a0lVyjI62sm3xbbaoltB2m/SuS0OmbvY6BNp4a3wpy6/O2kdxe\nWnO7E9u7laGmtpVeOy0R042mAyH9JXLbgxsepLlGOmRkMjbsfq/zC7F04MtBo+oIq9fUekLr3Q4J\nONBEa0tCbEm0u8ZlHamtxYhskg1LWQit4GAmsBBb1glj2RclgZGnWtqmJqyqRGsLIlFYSGOZLRhh\n2sDUVDrGz/w1bTz0Q2YV4fM9SaQl3Zb/xis1adlXtpZNN2F8Puc0t+qobafP9Qtrbp9IG9vbli6p\nnan3zeYHEmdM4wRSu7UvzE5AWBAFSyB0evstZNNsnhRTqb7wTzS1gdhyNUcwzYA7I5LeQG79U6Yt\nWnjIUa03Jbe5uadv+tmHFzD09a0aXWKowUGGRWNBQpYacFG8XaU56Mna9mzxMWQqSpeEevDrAl8b\nx0Zy28nTbWluj7ttwz2THqnseRuMl62kduJtBanFGYRnTnrkFs3Y6I2J1s4VSjg8qUUlqSNSeyBw\nSvX+Qf2Km8RDRBW7NVlqs0eOY1U2puTWLBIgGJxVcyuejgzkDD5qkVL5StbMIGveiQVTOZDYqlgQ\n33rumV55Urul362Vjq1f96taV+s6ANE5ourdpknPhHF+DfNHEVxCnkAb20vLpiW9eL4pV5HaS7yM\ntGNwc3iO12eSBm7GnCJcsJs1Qgsg9TW1+jtoaJM7hPTqfZ1AUDW2M6Q2ZBBBU2AaW/1spXZfjtSS\nVpXGoaQ3xbhZPqEpoY95KaBuHBQVc8+SM9pTyzVx3CBLcWwitz6+leR2sxnFQHaN7d1Jb7nDVcLN\neeK+QGoXFAab0urFf46sGcu92574GuaiWekAmJgdOOLqiWy9JtChaGjJk1rFcXKKC0dmnXJPXvTJ\niqd46BZEACeAM4ETlzMBfCzmB4XQKtFNVY3Q1gOXBMrEXedoZgmohK2HXUtNeFNt3ItW8xNIK/pt\n3yoblsjtmrSGeY9pXUoBsdvYnimbSe2s/5VxyLkrazS1J8SxKL231a1RGLmkmjVxi+S2Q2qdptZI\nrRHa6Mbk3BypDeYIS0zRTVYIZghGbmUVA31xVKIu9rcQ8wRKDTiYf9UGuLoBRAGkgM+nv+Qs2oIt\n3O9oguq9SCq7n/tb7fBCHCWem9XcXmKZu53Y3o1016ldIo9A0Kit0uQuaXbn/J2jvdvSryYEbSW5\nDTau/nDg27OfVfcDgQ/J2dwKwb1Kdp8SIR2AlERpYWdHar2SQs0RetXBAIPBTOBczWgLqY3nnIFM\nYqKg5PZYImHIpIcjg5AtbkoOXPwLCbkMNfMxDHW2ktqtuNFrY7tHk/5VcFDyFbB7isOz8bdhh+S2\nl1YTt1U04FcGmp1HtFJ2U4QbkhvR1GKBkK6US8SxSfxb7bASyLx6p/azVCC17eE1tZ7UJudGzk0J\nbarpMbl7s2Uqb+4kGlsAYYIYiAu5VcKca0WEqmBUDUAATLlJFL/cG1urpI26Nl5wnsa3T5a5h+UM\n3q2Pvx/HTWtud3lMZE3nWxobq2wfO+G7pLaeuz3vUqRW/W8mtw54SM+CyYpLfnmv3nq1SmrtXK9J\nyG46EFKCHJXUJn82cksB+9vilHMxOeCMqrXNQDZSS8iZjbRnmRBWypQKaAupBTIYCaQLiINiH2G2\nuQ9xngM5EPIPu1H7XACM556lnbYOOLimf4wI7oq0Qv5mn/mN3wsK43jZCG9B7j2xvZGJYqM45mxv\nOxqLzaC6FBYVA4bhaPByp8Sy0RRUW1fxphg7IrIE9DS1dJBlWoTg2lI1ciiJbTW2rPHN1kf5hMai\nsa2aWiGaSpKNtJLkXz5tab2J5tbuhxm4qGstwjUTTbGgWuYiVLLx48Z9Wp4T2ndBS68v7as0t704\n9GW+Sf+mJ5SdI8d9Hdu7E7Z/HffWrRkrS7g60rDx4P4gzGoMH5LtuZtU+/ipZIHimQPgUl1/Vq+d\nPa3X0kZSm0CipS3aWhSCq2Q2levUmCQEje2Q2IrGVggts2hnGciZZQUaAh1FIQJCVuJelktA/Uwm\nbPgghB5+EjDXr2vuOWG2tiv47FC4vV7Rvq23FUS14iA3YdsHDKYPa+tXHSLbtd/Vs9bNEml2D4uL\nQOgFXh5uWe41sb1V84MtpBbb41hMP0S8EL4ltU1gRiQmOhaitjYCnxJBSlzJrCO1OJTf7DW0SmpT\nJbUs99gt0r1kb0k2U0EyzoB+0eLs1qV1A1zdCJHc1hoon9TULtiuyb0Y6LXWk0RCVpfTWl4ktb7S\ne2XtEMN+eAdw7MK28Y1IaBuHxLOWmN6HCWXXDw9PHyPhaWdbIrVz91ckN/S/9jlwCqldi8OnklsB\nLr+tuYJvXZ+2IbXBBKFqb+mQQFdFS3vwpNZpbZNoalM7V2KLxpZh5LYS26KtpSxxCbnFsZBbltUR\ngASCaGkPCtpAnT/B9VpvS2PW+Q0nstpunxj4VYAbYNwqcqvR04w/77Ym3kFaNd+jMC5uI7snd9om\nOw8PiO8tsb2piWInk1r/ArYmjhGxmbmn97020eLeQhoMS4T8DUitfSFrl/3y5gcHnhDYch3dWK6V\nyHKCmTokTbspuO6MVicrlEXAiQWUzfzAEVlbskvorD6gvObWgSbrFzID0UruzE3ycpI90sQecQFK\nPLnsyQJItgoC0B2QW7h+eoPkdrexvSNZW+8dbIz3F0hqG36LpnZVWjN5myO1dt+Aq8a3tnsHIgtU\no1dyX7ocqe2tU3tVziS/0wGmpT20WttExY1gRNebIdRJZJI1VyZf/dmbI6g9rZgjHI9UzddQriFF\nK6uAqca2nhko5giHgtXMzjzBFBpUgyjR1bre2hfD9UxgxgJwYtrWS2YJM/66n1nnnu+XMEtQ/2fL\nwwPie0ls71pT2zU7mGvbjeYSs8IVeELwreRWP0MYuHnyyoHIFnLLRmiDpjYBfKj3yzWM1HI4l+ss\n5DYl4AAht0ZjfVEZGSQmtqIRSDIXLTsQJYJqadXEgSS8ElpHdQWsBXRlFq+WmyU+q0rR5pYolCWu\nrOKm3Ve3+ejh3CGcXc1tjMrIrbktAfIlyC27584Nkdud2N6RrHlJ36qpHb3JbSW1s/57v1eOZ40v\njDUHxj7OVd2boj+nNKhEF42NbQrLfrEntVd1otjhIMS2JbXJaW8pam3VhLf3dVqLqsvU6gSynFFN\nZzNAxJHcHl1MhxK3kttqX1uIO3ECkhJaAZ8swJUwbSMSf2sab+Kl0+Zt+/qCt2Jp99ynGe3h4Ema\n20n+prhdk1Xy37nvX8QuQEp5X+7rfLnViWJrSe1M+t04emmdImveBAfBTNngznOHgW6rqe2QWpb7\nRmTVDwFJlg7jBCRiXBGXKITY+jHHKIS2TKiVZWtyJVO6zEw6SrmpEtlaNa6SlKkpRugtOfxyZN4U\nSkleNEVYquQVD/+t4nBvktag3Q1rA7ncQG7b+O6h5naXeybcnCf3V5KRraR2TZ5axy2kdi7eHhsc\nZciAjhBAzwgtOe1tJbjeHMGW9DoQSMzAPKlVYntIkfAqqT0ooVWSS6w774bi+CYoxJaK9lXw9yja\n2pyrxjYfCUdqFRViFHYA6pc4KnMk1PQgOaDNUm41PdN5HXqokmGO23ZfqGb8a0GXsEnz0zbwTJv3\ncHCV5nYJJi+luT1LHp6G4V4R27ueKLZ6Ka8Z7cMm/z1xGgOSjjt5G+wnHQgtXJigmfVEtiG0ZNfs\nzA0aUnsoZFbPOQFZAPWKGAfKMiOXkYjFVIxFURHroSwIU8D0yAKqVLQFR0q4ZrXfKnEQyaQuiuSW\n4ZlXuSZGXaGB++XXF16uERXv7noRM/wD1xfvlDZ38U3avJ2M4P37MqiXteS2k9alJpSdK/sGDXcs\nXeLA8d4S1o1eAFeQ2h4ez2pqucnQKTjc+gl2Q9QM9qZ/ekxtf5sWAXWCr1vei73W9mBGs2Wi2CES\n2kpsqeyse6ik9qCHENmDJ7awLEyqrxJb2X+BynVKhGMGjpL949FjcK8+ybS+5XnBoFy0tUVzSzYJ\njWWFBSKuGfMEV6u4ZeEh5/6S5/sVFu7NanOpTyRd39Dntd1StrvVLGGSlylu17xwfZCFvGPa0CfK\nbmN7SbkPpHYO2Ht5WpnWatnaQR2g2vijesu0s25ymN8tDDJ5rGpuO6RWNbWHSmpzYlBiJMp4GjEO\nxDikXEgt1JygZ4oA6CzcowDiMSccifBWzmBOZdYtEXAs4FwyW84BZ5y2lphFW1DAhZKrTsUIqpig\nERk+NER3Uc4d9yu1qYv+TyW3A2J6Lrk9V3ZThDuUJVK7ERu7cS+R2jVY6kntKWRmSXqfjyvoVMcu\nmRUHI22oIGykVokuVftap7mlynEbYktBY2vuQmqvNIrEhsPJZaWtwmJfW8jtkYEjFWUDMduXtONR\ni1jAkRqQZJZDVkLQz258yKBcEmcikGz0QInErpYcodX65FinE0zmcArX57Z1G5/9GJBbS7PBS6wk\nt2swc9YsYZTGyriXkt41trcjt6apbWXm8/PFSO1WW9oAogMvAWw5YC6EdIa1afVwpgmmqRVSiwOL\nhqCQ2qvEeIoynpZUU5vt81fSNJuKZpZ9aphkQfAyyeEgn6oSA9cgsBxK2MtFJbdVXe3KlKQqlaBR\nLTM7DUFQyPTq1jK7pjGsYBs8uzAjbWo3P/eM3N6AHB+eadfjK0t9ekRSO9g669/7WYzfn2+A1Prw\n4Y13gyhmGal1197GVgmtHKp0KCsfCJFNldSGs7hfJcZVKlFdCaE9+K9mLnlP0hU6M1eN7ZHK+ZAJ\nR2Zco2BxQrlXlA2VbTKX/DDcqgoJ062BdXZx4mpja3XDUbmwrZFqW50js89fAb85cjsil2s1tz7g\nyP9JeT9HHh4QPzhie280tV1/HSDvSHcN0l5aKzvpXJIUzhw+x6sm1cwQhMzq5DH2pFY0tVmW/koH\ngA4ZV1RI7RVlPJWKTW0iRkrZzBHWEFs9DlkJLuGQGdeUcE2E60TgYyqfucBIXnMryGzrJOrvojAo\n/cM+AxoUQz+mzeHopkfZAqiubndopihyWXX3/leZFjxMcrtrbO9Itr6gj8wPAvFciG+tprZHlJfM\nH0Zh52TSv08gtZqkM0MwQkvO3dnTFlJLNhHMTwrzZNabJ1wdULA3lfOBillYWVShElrF4dQUIzMM\nh5nLVKFjLsvtHaicExESMR7J17NaSaVedJmwxFQUHwzkRGVzh5bUZq2P8uypBFcwGtOvextqe9Fp\nKEb2m0DOPND6QfvQ8GG9OaE6byG3FneHB2wltxfA0F1je2lp+9dtkNpuPgZpTPz1HMeyliDomJgb\n7bYRg/jxWtpgWxrucQ2T4sHBDMFpasVcIaVsWtqnhNgeEuMqENostrG6RExDbCGLgRuxTcjEyEyg\nnJBAMoetzKq95gw+JNHgKqllsd0CygYPVFUQelhZ6+5l7dnqp63nuTYd9YOOzK6qMYi7jbzbDzpA\n1/N34xPKTnvuz8r1bmN7/2WR9K7wP2fiwINr879iYJ3yXJ7DgdluSfFyYoYgZ6/JbH8nb4KgdrSo\na9Y6UvvUAUJoC6ktWCzmCM7WNgn+Bq0tapVXcitaWyqLGCSu84ipKThrIZlL3phxYEA1sjxZ9aFT\n1kBq2dXThkbzWD/N4LZ4pEjz/hy59WGpc93GO0due3GN0r8RzewwwVtM6zJy/4jtgJjem4liPX9r\n4h9I62+ykxQVx1mby5o199krjg29NpLbmh04omu7iDVLeulqCXQoWtqnpSyaWiG1Qm4T5aCx9esd\nhvzq88yIbUbOCZkTCAyiJOvWqlY2Idv7o2oJqCCv2tTalo9VAwBX5ta0KWCO+GsVpyOp/YBX9dc1\n97o7iXkNgOZvjtwO/N30hDLTSDdhd3mgMjK94tH9JZI7JrVnaWrnzBTC7w0P6KH945o3OH1Lbkmu\nxBs0uKiWb32QAAAgAElEQVSEj2RlmAQ5k5ki2FJeMmFMNbVXiY3UPi3p17OyBG4xR+iYInRwuJBa\ntom811wUCokZ190XeKrQJ6Q2paKtzQxXDg7lC8w61EWbCEWAXtIwjJw2mSa0aaKS0eDNgWuX3EqF\nuooOX+vWkNv2nqbb+u+9cG384rsk++SxC8jJpHYQ9uKk9qbbuPe2J4OtRziCeJIqv6lzHTS4RnAl\ngbCLWFynFqmQWtXMPo0yrlI5DkknjBVSe0hZNLV9MwQrnpgjJCYwl2Vkcq6ktuhnE5IsO3MtgFrM\nDQq59TZblOSm1wQklNm45J5XDhNMa6t1bQAxbqPwIO4+RG9IRv3gJmxuG29rNbdrXsLWyG6KcIey\n9Dl/68PuPpDarf3JY0IbV0tqRuENT4r/8GVtYqJQDyW1fpmv5Iiurn5w5TS1TwnJ1cljV0J01dZ2\nzaoIRy5HysA1StskJvtGVvxTXfP2II+MRDgciqIhyfMi21JmcOTWl5utTsjqiCMGz4lmfIS/vX41\nJzbbuIlrhJeLmtsOruJEctuTVkszun+27Da2Z0mfwPbcOoRTztH9QqRWX4CmWVlOYyOYdjVyMcHK\nJGb6rFcYeLOEnhrX29dWLQLLb1n9QCaKXVE1Pzi440rIbNHUVo1tJbc8zS8XkGQhtVnKRYSyni2A\nQm3L31NgZM54RAnXSZaDYuCQWR4ISmilLNmRrLbcjtwbPhljHFf9ouZn1J+WRNtiDfEU7/dVc6tu\n58pObO9ItmpqW7cN/hfnM3TJyQpSy43j5r7kSI6On1lcHogRuYJ13tYfhGJ/qna3bsJY2FhBDr/y\nwVUCniJuSC2b+5TYVnMET24rN5RVaZgLsUVdGOcRV796zlzyzkJumQHOjYWBlCW7+Rog2bDBE1oq\nk4NHyo9VMulz/seGOCafodBvd8PLHpg6/z3s1iBbbG4Hcc361/tnym5je6409XdvJor5sDMdpT8u\nN4CqvM7NjReLE9QnKE10QTvrzi2p1TMrKRSS63cUS2GSWNXWFlJ7LBpbIbdkZghVc9stCSuxTSAu\nExRyZhw7T7TMRQvAzDgmmCmCbptr+c6xPIHc6u/mTAvNVLO/ov0VVLe0u0Oj7iSzSb9buePNkKCu\nJLddYrxAbi+Eg+euikBEzwfwTwG8K0quvpKZv6Tj70sAfCyANwP4VGb+qfNSfoxkiaSeotndrKnt\njKVZUrsw9uYe9s7sxyKZ04qtFF3VpWBSAZ2wnq1oaYkqqQ0rI/hlv5JMDpNzS2rVNEH9VHMER25d\nlRVSy3VFBKayPBhQ5iyI4kAJjsfhnEjWu62H5ptyLQu7Mmod6E6ShtUobie/Fc+1/5o2tzhaIjJo\nfwNG51+x3Pv3uMrV20lLga3xf2ZfbeVcYnsXOHy/iK2TO58o5vvqClLb1xRsFP/G6DvohT4ptGZf\nQYub4llNEcqKCbpObV0Bwey3hMz6g0xbW7S3JJ+XepPHwBBtLYM4lYljMdeiVSBcpaKxzQm45qK1\nJQVdNUXQMvgty0nq1dh8JbVnS9tftpJai6f5vQRQ0ie0e8Rw0/5i/m6L3F5ALrBBwyMAn8XMLyei\ndwTwk0T0vcz8KvVARB8H4D2Z+b2I6MMAfDmADz834cdK1uCf97uC1HY1sdy5XktS1uLvoh0wOmRC\n3ZqbqwgEuRNFZ9E8sJBbT2rbbXH974MjteWsRzVH0ElkXmOrE8kkWasOhpLassRi4rJiDBHbV+iy\nO27J6zGJPW4qS4EdEw3zmgWHjdwShLz6OpGKtAdtQxZH7dRz6AVb0yfmnq9zhLGDl0DHfxs2+Fsg\nq2jDbiTDZ8t5xBZ3gMP3ktjeqflBS3hnQLoXb4h0rj+MOqAjt0Fz65nFuR1XiZ4jtd72i2V7XF2d\nhcyei215LyW1ZnbgDiJ3Nq1tr0J0VYQyq4uZgZyKhhh6EBITDikjG7ktebiGkFohryR5p0y1PJ7c\nKks7VyxzpTyrNbVzbd52PNf+zqkJVyIMz0xLfi1Bvb/k9vpMPGXm1wF4nVz/PhG9CsAfA/Aq5+0T\nALxE/PwYET2TiN6NmV9/XuoPXJaI4hnmCtE+fUBSR2Np1va2Q27W2OCqKEZw49iSitZtrSij1LBO\nY+uVDGaCmmSZrVTta8satUpuZctynTQmJgo6ocxrdW0XMnB3ua8MQsplVYNrsakllnVpUWxqGWUp\nsKsC02Wd21RWrsmWR0aisgkD5VqWiscNs7Y6OXGwOxyedVP3nky0Ay5/9jxGJJoaDujgZcNGe/2K\naP2EslGaPp8hXMf/GcJ83qezu8Dhe0ds73qi2DnxzpKaiV8sk9ux6mCbeDLiC0jTo9p+wSaMqa2s\n7mRzZaSW6yoIxA2xPYo5whpTBAY4QWdfFrIL0RBkHFIxV1Bye0gFgA/EZVnEBPnUBVBG+Lw1OVC2\n5rXcnDzwe+VZILV6HqUZAEkY4loS6sLaz0vb3NK0eHe9icNaIaIXAPhgAD/W3HougFe7368B8DwA\nTzaxBdZhWc//uaRWLzaR2oHbMP7BvW6/lRv+vl6vgeSAP+IwIbXFjUBxdSwht5QQ3E1T22hsyxyI\nqr3V+37ZL01Si1GW+GIcZN4CsZgqmJaWy9bmVLY4V1J7lXSN2zavMa2sLwJ2eHIrlTipo4V28udw\nPWjgre3etrUKjfxM8dKe4d34K6ASVpLbLZh6IlUYR3YZuS0cvnfEtpVb19TeFqn1v2+SBDQvyEBU\nGlRNJhC0uEIaFYMPYAFHNvtZb0urhJaoTiCjpOYI5anT26CBiGznMc4FCbPYZiXIpDIlzWKDW3Y2\nYxzAOJLTziqQWFkUNKkWFbUJtB5unISd0uYKjFvIrQurz1xffv/zZHKr8YawfXJ7rixNHvvpH73G\nK37sejEe+fz1LwD8l8z8+z0vze/LIflDlC5J5MF1e14gtavSXUFql3B6jcbOgKBx643NAZFVPrIa\nx1uCBxgQqXYToKq1VQwG3E67HHFQlA5eYztd9itububF7zhGzDYBl5NoaFFXQdC04s6/hKPClMt3\nLUvdGCiQ2i1kVtuAO957RLd3f/S7067WByea2E5m58itj/gS5HYuzZFZxJmyZGP7Qy97BX7oB16x\nGM9t4vC9Jra3OVHs4qR2S5OM3gjPFZr5aYDC8Szjx5NFokpqy6csR26NwOr6tUczT6DJ5DFuxmAh\nrmXVWpQZwhllcW8GmFJ5++cskw1iHg7EyEbGqZpOhLI51HIgWonfDcmah3hPJg/ZM8itYuFqgroh\n3gkxnpLbc2WJ2P6JD7vCn/iwCmFf/yVvnfghoqcAvBTA1zPzt3WieS2A57vfzxO3J1fWktrW/1pN\n7Wyaa0ntgr9JvD13roNgRG7N9GA6DjVuij+XpSV4jVs1RYgE17YoB3CAkEo5q7b2ivS3Nx+r5LZr\nY0syP4wBylTwF8XEKwumZtHaHolC2mUlLzE/mOS9JbSuwpQFbxB7RndfbOQfo//i5X9P+glNHwih\n/dWNmt+ogDlHbm9ac3vj5HY+ko/66PfHR330+9vvv/93v2Hi57ZxOJ0a8M7kVFLbjWsGdG+L1E7y\n5M6KA81YMpIuB2FQhgUJk7msgmplsZv0dQCbfVZd8cATXLe0lx2e3M4dkQD7eHu/C7jLrF3JL3vQ\nbJ84mOJEpzKiSB17MCVX3xas014Xaf/we9rH5l7SfNiav05/7qS3Nt7bkGOmTUcrREQAvhrAK5n5\niwfJfAeATxb/Hw7gjU+8fa2XOVIb+vyY1Hb7C3eu+YZILXeOEAc39zr5Y+fIrYcm7FZRkkflZZ+E\nCEZSK2e46+7hJ4v1j6vUvx4dRqgppm15AAyXo6ZZy0ChjEG7sJbbhvp1jdRrw463SRu2kc+1v3nr\n4WAv3blx0om3629hPM2Ok8sCNHPedLRyFzh8rzS2mz9f3ifzg6UOu1b0zVHf3IACEC4p8yIXoy8k\nZ4mLz4PmlLyWNWp7RDSS2jgayQBOE0oAanyJGCza2ezS8CT3IJqCXp4vJg3BDS8UvQfyKeS2Q6rD\nPUZXY3SnZgm3IBdYx/YjAfw1AK8gIl065m8BeHcAYOavYObvJKKPI6JfAPAHAF58dqqPi4wekJO+\nPn4ILyoN1pLVNf7WkBEfn92XEUL+ntfEtQDrBgg1984it9OfVQNaMVi/WnncLW5qHsDOTCCaDahi\nwhe1WPaW64MoBTOVQ7WxpplF1fomkGB+tQOuJggdOD4VPgZctE9UW/LHk1tjrar/TdOoaSbsoubW\nP70xrAvNxklmCT1/FxA+f4OGW8fhe0VsN8l9mih2KVKr/qk5A/ayG8aH98PR+0lpj8S9tQcyi5bE\nonHzGtneE04lW0JEbOaxk/hDmiVPFyOzTdasb/QIq0/2XFKr/kflCP3hDHKrWHjJCWX3XJj5h7Di\nqxQzf+YtZOdhyZLWZwWpXdYsuYtz/Y1I7Sw2cz1PyIIMCBt/M4QmEOI2L3OD2xKLvxpNZjBLddem\nLbV7VWva07Qm5+YlSx4TSnGUxB6IgkZWtclVa1yWBWs3FZsp2nJdDMlox89iX5jz02nPNiMTUon5\nvtCaG5zjD4O0vP+lrnUhvD5XAXwXOHxviS11gG2uiW5cUzv3eaF1Hwkjfv4350hWpuTWs9vmZhgs\nArQTEIjRni5cdazhzZ/toIYRKuDW3+XMsoetam6Z4eJQ9sg1TTWLUAA9qxwzLwBWFIeo3Hrk6meJ\n1G5pcy+je151r58v15BQ9i8+nXtrya3L3kQJcWE723OX+9rlRNlqVtDxt2jSYpAwQz7W+gtjr0eK\nVnSkiS2lRqCdG9GtR2onmgWX/0v2ZQ8dDSbaQdUeVzWttr25lkfyZ/65rIBQJulW4hrid+Ab4rmE\nzGConUObD3C47S9Drf3APbS/OU6fyWsmip3oTx+jQ81tKMcgT3Nl3CAPb0Pde0ps20ljXRIa/DcO\n3HEDKuj24lsitWv6x5wfnpbL0qGyg9Y8uXWOHc2dDmjlPa3ShPkyGFRwjR1Z81vmRmJaCS1bOSdl\ndmSWuZ7hzA8svCfWF3hSaLO2ddRk2wWQfz0w7WWJhdR2slpWiKRxozQkM+ah+aGmKmvIrWF2557G\nuIbcan9q3qMuSW73LXXvicxpYDv+Vpkf6MWSv5ak9PKEFf62SNCIyUCcjDtyYIvpWLW8X5L5FZmQ\nWD2ontVf+NKm9zwf1zBciWyisoYtmjhH6d6IMEvbtQequ8fh0Oc8No+f68PVcEYa/KWNk9j5A+bJ\n7ZLmlmsUs+Q25HHG3xnyEGH43hHb3koIm2RE4DbaYVVSO05nKR8hvrkA7ImeBZiS2+A/juNg6+Xz\nPvMwYlmIu5ffNn9CP+08J7qMVx1jPVWGitBUeQjwEG1qNi0viw9an6fFCDt1FR+U/ReiwRljUuvv\nT8o7V/zeA9S5b9LcDkBQnTc9sRr/lyK3O7G9BzJHDHnNAEMcAy02DePT+7dMan1Yr7mjDhDPjUc9\nK/mauHONu8l7D9cCh+sVdVSMzj1qrrfEFX/rBjv9PE0CteXtKgc4Znr0HJ4kpnXMMa5GvMJr7ovU\noumJPZtn/AHz5NY/yMmHX5GnOQJ7YXJ7AaXvrcu9IrYTTe0S+LXCI/KxEpx9unpvzajv+AlEdk3H\n4KjRnGhwNW8+utHnC01zArAONLWuQLP1o7FnpgaHKgmtzyAyUquho8lBp9gsZUUThskVobgFwwcu\nC38bvowKwLUUHoTnCG3XdNfV0RAyltpdf1Pj3+Ndz2avealp4zDHLZpbC9W5p12i+9Cuafm4gJju\n6OvEFjk+xG9gj5NchNQ240H76xxGr/EXCM/YX/fL3QoJL342xhyjacekghJL4A72TvGG3XWTvrvw\nRJcdLpZdwTpVx+rP1dVanuOCcIP58EW0o+Ky5rWrQ2rrA5OIYuRo3Ed1FcL5B9S69h/d7774M8bk\n1iKk6A9YJrfw/qQMa0jrLZHb85H89uVeEdsggwE/J6tJLY/vBU3tmvQ7fpY0dWviChrcVlsLRzyY\njUhWNwSQ8XgRunooY6MiZpTPUcwuvBBM9qRWSWk1FFB/RPWe5i/a2Mawlbw6owN2Rg8ubTOGkDJQ\nsC2meO605QRLufHHLucOqfsvW+p/pt3n+kPb7u1TaM2DSePYoLmdA1xPbmc1G530LyXX9237sidJ\n1n45m/PXNT/oxLXVTMFj9Iy/U0mthh2SWw/Antyw88dNmADGDpANhEoYZsF9OVt0bbCRm4tWN16Q\npWktS+GlNYSvGzHkSRZpOW2HjSyOxZ0HhehE1mYKTSLA4LcLfxPt77LWJbd23/WX1RPKNly3cYTr\nGX9nyNJX1Pso94/Y8uDZuPBZoR/XFDCHk8EW7nWB3QFsV1O3dWC1BLY1T7BMFuAjGVwePzUa+9nm\nhdGALiy+ShK9f0c6DYNkRzBOZfME9vcphPHEtpClWp5AkjmS5qp1qGmVc5MPIb+TvLMrK2pZ0N7X\nuo5VGOqMtNrZBWji6ZLaUfuP3MnFZV5HAOrCeEcGVmtu5+4pPku6k/hazS1qf+NJvnZ5UDIiq55o\ndMM5zBmR2rm0WjLT89fLy9pnw9qvCNKnu+SGXQfXexlAkjHncUXjYBTzHAlb3CScJ3qZYV+quDng\nCKf+BlXyagcjM8m5bJGbmHEEyRa5WqaaxyxZObIePt72Wg5BKZ/2JM++PjIcXtayk3MjVz+1zRBx\nXROCiyv0IZ62f68/z+FTr/2jh3ly69NpH8yanyEOYwKk3S9oIY6ZvKzt8zNyfgy3L/eO2AYypnIu\nqW3DbNXUdkGynrufXU/pDZNO2WjwuPFooOD7eCHDvn54ctGkaWWpiEdKdsVP8VaIZMEkJaAJ7Mht\n2R6XwJSaap5+V67h5YAnr9Sk0WprncZWhIKGtnkrHoi/VRdjcJPUuD041hk2kto50fZv4h6SWzRu\nvqEvRW412jWaYE3/QqR2t7G9B+JxcYnU9vB1rg3vI6lVv11y0/Rzc6uYQFDbf0dMDJMZ7JgpiUZT\n1aT6Qg+WMS9ePZk17y4JvyWuJ7V6fVRzMPQfbxp/DT8ltEd2JBb13MJjILhSWWzlrIHIClQiJVcn\nVrfqFn67cD5h18aLpHYJp3rt397fQm7XmCVMwsS0PA5P8unTmMvLiZIfIA7fO2J7kljn19/Tzjz7\ngha8r2hFB7DdSWHndIS2U7aDsPNbgTMOAjeYBA/0PNVqQrQOAGWABTlJzjkRrplwYMIVEw6ZkKlH\nPhXECJypbJELgq62yJyd4oPEzR25jU+PSpozlx2prrkcmSnkFdm/3Tfl42ldtA/LlsxSRejqb+43\nOr+3SAeUbJLZFtBqsDfeK4DYPq/9vXOk4eYny05s71h4cO7ctx4zRyDZBdpKfptxOgozS2o39acO\nuTEiofFR8FfT8koHCSxnJbOmwRVSp4S3OFHZzta4nGphlahW7eo1AwcuWtYjA9dZlvkSnCcm2S+3\n5DWh/GwV0Krdvc4QbEU9ssZPIe1jrtdVa6vmBwhlCARWHAOZZZeZVnkweZ57f7E/RVOxTj8Z9WVg\niINzK8NcZkKZi2NGungd0uicLyAPEYbvN7Fd8zauoDoYBF2byLn4mriHbjogl8Js/RQwWni568bV\nvwCZKVrtARDJLbmzklkLayBUAJjkWj9vXXHZujST+yTFhJxTWSpGCWkGOAE5AymVxMtSXhSqw5Pb\nnIXE5kpmS9xNWgKw10x4JKYFZGcA4drVhT0kGndrswqmBA+2M+3Ig+uR/5GMFgJ3v2c1t5pUePlh\ni3tO6zCrCehlVZ8jvc9dF15m5nqfPHZ3MkcAgEAWZ024vP+ev1n85ejHj9MOaVmtqVsSGxQdcmPa\nOkQSEQ7FDnK/qb5cOyPWoMV1WttCDFle9mHkVs0Ejhm4JiG1AI4N4T0qhouZBDKDEyGxcVwTM0VQ\nUpsLoe2SWZBz1/yUPHFmI7R27crSameDMW9u6w4ucFO/bZ+YaGp56s9eqHwbd/BqLbllrnGcS259\nwC5prZnu4nU3Ty4vZ8pWCnMf5H4R2xMqcElTOxt2QkYWEnOD5eKaWouDJ+TWSI134+IWzg5I7ZMY\nHDYITnhbsJbg2pEByiQAVeKqYJaQmHHICZkyMhEop1onElcCkDOBqKhR2xcBtY+tRDaVI7tDSG/O\nydI+KsFmAmUCSV7738bKmfU6IwJuaFNfWZXcTj6TiX9th7NfZnpEsgNKF9fcWrwOXzt5OkkDe4Gx\nsGts71hW1P9sFwzkQ6+nY6gfpiEiLP8mhEXy4X+fQ2rVvye3QjjCGPJaW/IBxU0B1xHLMoPLHd44\nNasGF0HTmTOXl/tcFAVKao+khJMLIYVucQukrM8nAiWJMxFyrlvieqk2tiTkFrjOhEcZVYObC+Gt\nWlohtZKncBZSm6UsrHYTuVPutj4YU9sL34CG7R68/cvVoL17v3vKI2CMgy2G+jhXk9vetfjrvTR1\nJOD1BLcb9wtg6EOE4XtFbANJXRKeAVUlHW18vYEQwoyBc0JqlwZOk97qcvkB4TqnkdvgVWy3NCkZ\n8KTaAae9LTigs26dRjMDlGDmB/ZZn+QtX8lgJhyJcA2SrRYTjsSF0E4aQjSxREiUy+oIXdV5IbbZ\nmR4UEks45gOOOclZCHVOArASJpMRcyW3ZPlFJbW5Jl0xsU7SUIJPZsZQQdXb3bakOU4Y7DxM17Z3\nL3xPc89A2MyjB2rAcGDMfVKbXeJLw7q4Zxc5b/B8l8dA/FvyKv/uvBR2gr1usPbuNzIhtUPsXpn3\nQAjiQJtwBSWvelfB2HBCBpaeJ4aq5SBx45bINsfxWDS011S2zT0Qle1zGUiiofU5ZRAyMQ4MHBLV\nLXjFiylPUUmram0fCbl9lIFH6u5Irh7HYz+verCUjSYz3VwdBO2LnrnWr/rtaHHjZGcXvhXv5k1K\ngluvQ1RAC3NXlGAoMK4ht020s2YJIzwOeC3pjzZv2DW290A2VOASCZ4zMZgltb1wDmBXTxRb66+b\nQfTJLTnNrXrVft2QLm6u69GQWyGBlOAABM5EgezTUibgmhIOWfcSFxOE7MASAKNMJkupkNuyz3iv\ncqNNbauhzUpuORmpfZQTrjmZNgCZzBTBELoltU5rW+ug/vZ1R80Bntat5Ny5NeUa9aNeO4+ko7nX\nuDdNKGuTZIzJqGZ7oMno4f6s/dmZsmts74ncJKmdhOHmt/wbBB9qaicYv6EztXGSAXBJ05QM2vkd\nFohCIZBaW28LDbHjOBNLFAk5A/kI5NSQ2ly0sddEgr+wQwkr5HO1amyZGTkRDsRmhpCa4np+WbW2\nntxGIhtIrZDwY4eAV2ILI+49Uh8Iq2p3te90j9pIQbmgs5yWSG1o146b9zohnu6Wxz7TtvJ55LY1\nSxhheYvXozQugKEP0SLsfhFbL53OOW8PuwScg/sLwLkovXA9rcFJ8U17NaHZ1YmdFs9pBszeVGcK\nZLmlwEso8ZD4VfDNJBoEhOt0BBiEaxToJEo4EEp4l9uDktWUy1hLQmyNIfriuaXEMlUzBCGyelzL\n8SinArJHAh8J6QjQERNtLbKAk5yZAVZTBf08Jg+hoqkVch60AWwksm3LqL1tHsSTNlzb1tbA7r4D\nWmq9rTBLYESgtfzr87gD1vD4OgDzNp9tfi8k+zq2dyTat4FZ3AzKhd44WErD0pohJN2wQmpaAurj\n7PhfzIvK5MWuIRxoyK1fFURgjpXEimqN5KsXCHJdtLScM+hY8BJHU72CE3A8ElIqn/aPx0Jmj1TM\nDa4TkJiQcmtaIIQWYjKQgCsGDqmS2h6fU65ZJuYWU4RrrlrbtwnBtYOdacIRyEeuZzVHyACa2WZ0\nZCBn096GSb9hLTO2umyVCobNXRx2jcnuotfGc+R2EgdiW4+kxdwWS/1nsdmoZuJYkgvj8K6xvZRc\nktTO3pN/Iy9LDToC0BHAromX2vvc3PSgCs9SQIHcomgAqJJbVnKrwMtws2Zh5FZtaw1wjmUtvUzF\ntoupgOSBGKBUFRRSBSkJwSWZwGAaW18ekiqrWttCaEnsaSOxfSTa2rfJ70pmqXybM3AU22IjtygE\nmhEPNU9wkziqplZfDJqH5RBMO226Bgzatu6R1FM1t+FZ7EBSk7JuIxlodhJjy0/z4MYUn2O5Lweq\n+85jdySeQAzuX4bU8nJak7DF30mkdla5ITIZk9r3w4CqXj34Oc1bIbeKvRBCy2BiMz3gI4MSg4XM\n4shFJZsATgk5FaKZjkAWUktUVj1QhUGignm+KApNOYmJATEOXEwWiKbDVv37iWdqbvCI1RyhENq3\nZcIjLuYJ10y4FkKrpDaYINjSCTkQXPLnYIrhDsNanmYWLeHlevZtzdNwQTz+TdraufmmnyO3zLVT\nLJFb0gwMRNNq8X1W+9sA9IVweO2wvk9y/4jtGlK7UNObmnNDq01ejC8U7yScV4H6xB2bCBPK7DYb\nqbW1E01TW1clUIJLBHACVLNLhEIIicsn/sxFi0CMdFRSWwD2ERWtrWLLUxCSmsqyYMwZiQgpVTOE\nMJYNd6q9bBY7WtPYciGzj46F0D7KZdIYC4FNE20tVY2taWbVlMIdkmlWABWS25JWctcXJ7VtW/d+\nm7sC4vT+rOY2PIsd0K6Q8HzvaTHm4rkQqF4/RER9XGSm7rukdm0kIwI6F0eT1knmB0ukdpb4ULz2\nA0u/KpimUQNCvqSJd8NYWQXhKGRWZ1wdSWwNinKBD2Jre1RCC1EQUDEbOwJEJGYFJT8emnLS1RKK\nqcKVaGxJfQYcrpst6NJetjqCEVkltsCjoxDfY9XYHjsE18p5tIhRZ5lxh9SiccPADtfVd0tq2Qo1\nblfv3ioRQFO3FnsdvnUnlHnMbYGyNXfo4fYko4M4luRCOLzvPHYDsri819p7vbg64UfuNDdYljS1\ns9jf6Xzev2cYPY2dqgxksJBoCHSTBmbV5DpCZxrMAh4kGgUQgCOqlvdY3OgIgAjpyPbK/4gSjqQ7\n0L4sbzUAACAASURBVBSN61UqtrU5lU0aEjESM5KZIkzrhdEu61XMEQqwFvODt8qRMwGZkMwMgUre\nMgTFUT73iRtngI+VzLIuSyOHJ65+khhl39YcSW3bTkMA7fgH+m3dAqNve3PvAKz4n51QFtLhMblt\nNbe9+zNLgN0E9u02tvdIPKlchaPNGDL3NWm5cE0cs6sfdPI7vZ7Jb7jvOrQnKC25tbJR/fKldWT2\ntlTNEozMshq1lq9klMHXAIm9AB9pntyKYoLcJFg7kjMtoDLB7JqLTS6hA0HsTBcyVa0t6+oI3hwB\nuD4KqT0Cx+tIao+mtWVnfpDr+Zrjwre2UkJtbwqF8Qc61/7cNHDbD72MJopR499rP4P/ioer8M8/\nw73m1uelfZGaja/EYZN4Ne4bkIcIw/ea2HZJ7Uwtz5HaviwAnsXrAXZ9lIv+DRTHpCG8AcZMGQiw\nASzVMDLgdYUENUGAYEkB3jKpgB2xJSG3ioB05JIFKsvJgBgZhGsSDa7EpcQRKQupTUgpO2ILtPa4\nun2kXw9Xr9We9m054Q9zwh9ymbR2OIpd2VG0tGJna9paR2qN3MqRjeBWYttbCaHVCgRS2/o5pc3X\nkNstmlu+ELldkjsgt7vclXhsLNerSK2GtbHhn7wj7x0cvglS26Yx56dRzHoiE8itnximOJx9HI7U\n6r3EoqWFYS5TWZqLr4vWtnzGryYIODaEVsfaFcpmOVAuTchgMUGok8sOXM6A6SZqVXhiyxTOjxyx\n1fMxoxDbazhC60jtkcGiLibR1lJDcm22GbMjuWgmmcV7BtztBLNROy71kd5EsQm2urbborldklnN\n7QjAx3EMF3S4gOSbivgG5V4T21WyFuCC+5p4y6m7CsLq9Fek4+NZRW5dp/eEl2HmCaq19espFrOE\nkga7W5lk8oFMJDOCe/TJlJj1OkkeiMui34+4bJ97ZC47lBHjQBkpEw6pEtv4CcyBMdd1aXWdWl3W\n6zoncCZcCZlNR4CuRSt7DdCRTFuLoyO0RxSthxJZR3YLERYgZZk4JqCq2trJ8l5w1y3RbduqpyXo\ngWWvjUM8M2FXYl+fNBcU1i4yCmfdq+PHKxduSnZThHsuS5rQYTj5d6n2HRHe0VeW8Hv0jOiwhTBu\nBQP1hTLMU4BhRbGrRWUHhMIgSe7pp/djBieAEoGvczlT+RqWJWCFDK7/GeUr1QHAQXkimQlCPchw\neLqObVUweDvbwknrigiPjkJoj2zE9vqace0Ibr5mcJl1BpKAldSyaalt8lirve2udattyfaci1pa\n145Lz+teG/tqXUtufaCW3AZ/EtlanLQ8dOIAVmK+K9eW+pjJ0kOT+0VstzbCKaS23JxvLU9qZ/3N\npb81TzP3ewbs4VNZTc/MExQMsotCTAzK2oaO+zYE1jQIx5oo2Vn+izaYE/DoABz5UD53MeOKMg5E\nuCLGIQux7YxtyyLX3cSOXMwQjmJPm0X1cMjF7CCp+UEgtVTNEITUQmxxvdY2O5utspqCgCsrqYWR\n3T6hRZ/UTjQFzdm3k/nhxn1GezAEWoyBTuPqhkcgt8CA4Do87zXeHPG9BKDupgh3JGva7iKk9gLk\ntkdu9Ho0Drta3MbNfyqujsXNmKGOIflqNjFFICGwMMVAMf3igk9HsbmVT0eUyuoIRm5BYCQcQWF8\nkmj1yteyunwjg2yb3atcVkIo69yWSWYHCZual2rlj0dQXfKLYct+qYL1+rqYHBRSy0Fbq+Q2XwN4\nxKBHSmrFDOGabRIZGblFQ2qd/a1/fjmC21u5Ztj+S9K2sT4Qt2hutR/PkdutX8l65NarhLeS2zPl\nIcLw/SK2CxKaaUQmRmFHINfKan/b0j/rQT8aTHCDsMkLZbmvS3iRe4kDbIdH1dDqHDLoZ6+agiVq\nEM5lqRlmRj6IGcGhgAxz2XL3QIwjFVKbpPKntl3l7LfKtS0aM5CzLOuVEW1qjx1SqxpbT3DdDN1s\nqyXAaWhh4DpcszaQ2zNIrWuyVe4jUjsKu9bfYl4aQFyIt9f9LiX7lrr3QJbwsIM9J8e5FnsX458h\n3WtIrbk5IuEJTHjTK9d1Mq/grd7zY4cgdrdC8igV0kcAIxVySwQmdSu4zQRkWX3mKGNT+R3gtuGF\nTBpLwDFRMd0iRqK6IkKSs899VZBSXM+Wq8XAMXvTg6iltQlj18WUwjS1sjcv6bpg1+xMERhhtQR2\nK9H0zA+M1LpM++vQ1is70AgTlzB1wSxhSEzRhtHrGeLbTWsh3TbsmXIBHcWty70ktidNGBvd78XX\nhD9LeHAd/Gwkwa1MBonGUUCUUnHUaHUdRVJiINsqFmUCmZaNUeyzBEJNi1th2i8s5smtpMZl73FS\n8pyAfChjVJemKRPT2AA6FMuASU0GyMgxjkASgkqirSXR3iq5jaSWwtm0tEchtV5bqyYIdqADnPI7\n6+8ZUtt9QDcoE9qtaVsfVw+IfJgZYqxmM7YE2MDfosyaxYzv2USGyygKzl7Hloj+CYCPB/AbzPz+\nAz8vAvBFKAt7/BYzv+isRB8ncf17iL/m13k4BVPD2OI65i4paz5X8+BHz762Q26LiZWyTBdc/rHD\nQzpmAEkwVpf9ymUnSCGgegYBWYzAKqlVkstCSstmDOkgBJfKbmOF0DY2ui7nxh1ZzBKU0OpZ1qb1\n69UWLW295jLTzJkfeI0tO3tbNtMEP4mMWlOEQGhdJoN9rW/ThXbtyXCiGDDU3LbS9heiwFUnJgWB\npDrAPFWrC1ifHH5dO1PO/XJ2Fzh874htj4SuA9X18V1cZvM2ILUXJrdIrkdzWYvWtLVNPERltm3N\nUtl2MdlvgWkBQ9XSVnJbyCclGY/JHSyTGVJZQ1etIuaIrWE9C4llCJElW85LJ4XphDEcCbiG7T7G\nQnqN1MrON5wj0U1CWFutbTU7caDZklrfZgFQO+3lgSy4NW26VtYALGmS0+2XV8dj/k4jt0DF6HPl\nAqYIXwPgHwL4p72bRPRMAF8G4M8w82uI6Nlnp/i4yBZSa2HOTVP+3SSpXUq/N0aNtCvZkevWLEHd\nANjujRl1vBlZ1ZvFo/EoI76eW1UzhMKTkxtcRVubM3DIsoLCgZEyIaeynvgxCZEVNhsmnrmqYSm7\n8Uenqc0NqS2/OayKEGxqm7Ndh8ljXFdNaNavrbjrMmfuPVLbwecl6ZHW3vN1Lbn1JHPW5nYQN7sA\na9LspXtD5PYCI/HWcfjeEdtVcle68bXJjvydSmpbQqXI1JBbSmrrBZmpKx6YKnHLBeSqngBillD8\nGhYTyud+ZtBB4rkWz4yylqJogosBFxfbsAwwlUllVUMBS8eLzlWrb+VKMusuYnSs12HlA1vmi8z8\nwFZA0O0cjxQmjaXMgcgqwQ2agKz5cA9YA1LXBr22Qe/+HEH0ldHxPwHeJvCaz0yzIFeBdI6M2rPc\n59NnQ7N2YU3BucLMP0hEL5jx8lcBvJSZXyP+f+s28vXgZS3+XhCnFzdkaLWxlyLinnhEJtHp+IrD\nAIMjuVVvxlscuaWixSyKhBxMKU2BKBjJGeCrYrKlplaHQyS3KTFyKhidEiarKXSGcFSSsq5DW4mt\naWrluhwQTS1HMvvoWEmtEl6/IYNpahtS204eY7f04mQimWb+BFLbtmuX3HZIrsfcC33mn+bJkdte\nnuA6x6o4zx+D50ZxFzj88IjtfSa1c35Gg29NeXozMX0H75FbBYMkqxdknSjEjRKRbCKvmiWoLqGQ\nTl0RgQIBRRIim7iQXJ2ZKxoCBXH2Z4u01kXfttUt5aUE12llw3JeR+d2dKQ2U5gwpise1NUPnKZ2\nFamdeZguycjfaAKYPs3QuT8C2tn0O2mouzUEjcltk53u/RvQFNzCqgjvBeApIvp+AO8E4B8w89fd\neKoPWVZpPi/bcPOklqfjcQvRaf21eVfVqb9P4abgoSe3EHKLSGpz9WLkVuxsAdXYpkJufQqCSZxZ\nNt5JKHa1CTkXEpocuU0JQmxJiC1HUut4k6/CYJKQAc51JzGzpc2F1HJGWZpMSe2jqRkCHmWZRNbY\n1o5ILcfrLqnV1SV6bb2531H3MpJbIGhRb5Pc+ny1ebpFLcItMK6L4/DZxJaIPgbAF6PQmn/MzH+/\nuf8iAN8O4BfF6aXM/HfPTXetqPnKvZQtxGjySbvLiCq5FbZqpDYVoCKUZV+y0dwSj+Ykc6O5ZYDk\nExuJuQEJkBebMEknVUBXBGXSFRZc9gfEtpBbqkDVaGnZX/sNGNTUwEwPGk2tLO2lRDY5cmtp3CSp\nnZPeJyq719TV8J4H2pkwl5abAPVGliaP/drLH+HXXv7onCSeAvAhAP5DAO8A4EeI6EeZ+f87J9K7\nkFvB4ZtWKhh5gHtTatx7v5ek/YIC9Mlvr3xtusHNvWWqyUHS37IUmK6S0OnLxacHFvHEurkODJOY\nldSWGyy7MPBBsa58JcsZSEpok26/K3oG+dfT2JY4pVqycEnV1uainbUdxcSMgI95Smp1hzFvihAm\nijntbW+pr5bUBlMExeEGj+152LTlEj6twUvXxLPk1mN4L22LnzExN+g939fieOfZcGklw9LOYz/x\nw6/AT/7wvzkniYvj8FnElogOAL4UwJ8G8FoA/zcRfQczv6rx+jJm/oRz0jpHZsntWpA8B0xX3p9T\n7IWbYX07n0Fx8+QWkGvRIjBAR0Ji/RhWNLJqllAIbVnxQK0NwCiLIXqiJxoB82TXsAFMdQ/HmEUr\nsDgrprN4CsQWDblFWPWAdXKYI7amqT0iaGnT0ZPaaIZAHjhnSW39fcpzfoK1LTD26knTXgNUxgVE\ncz/U1K6Iz4jFwOPMw+MSL5NLGtt3/cCn8K4f+JT9/smXvGVrEq9GmajwFgBvIaIfAPCBAB4Usb04\nDt/VVzGgQxjYYKFMLPdaKyxj8iVIbdjeCfVZwCRG+46EK8EVkkuiYexxrzI8s1cjuK9kqOQ2V6Ib\nJgZfMSDrfOcjgQ9APgqRFTOEJJPHYBpbnnIuB3uQ+FUTbKRZCG3dJleW8OrZ1B55SnRzRp1Elqek\n1lZG4IrDrabWMukqNGBz03Bz7M5IpjXEDLmV/rakue2Q26p89WmtILdbJMRR8nlJcrugX8CHfOQH\n4EM+8gPs91d+/jduTeLiOHyuxvZDAfwCM/8yABDRNwH4jwG0gHp7evOBGLntEdSgKejc7/k7KzPr\nSW25ieatrNdjvduI3Mo6BwTT3AZOibLcC3EhvFkGo03sEsDU/cyVyHqCW80QysBVra1EP82ynIO2\n1gF6u4sYvC2taWgrmfU2tTrbNgXzgympnQDniNR2npFbpYtfrT3XMPDC/cafrWk8B9rnytq8nyC3\nYIrw7QC+VIjh2wH4MABfeOOpXl4eDA6vkqCtoulg67ktyTmaWn8dngHKWtzDg9lpbVGu/eYMnXQK\n0hLK7Ns8JbKZjPQFzW1OwIHBVwROSTCfBJNRtbVCaiu5pVDHDF0TF1VBmtm0tsiO0GZdk1bJbUNq\n3aoH5ubD9jS1+rtLah1GBwbeaRsrkGuPUY8Pj0uufj1HoI7/NlzPLKEhqxMTL0Ykt+jEtyRL+XOw\nfK7cwnvuxXH4XGL7XBS2rfIalEx5YQAfQUQ/jaJN+G+Z+ZWrYuf6YnVZUZY7iNv6avmcdPn0oww7\njs+i7/P2BriR3MpseSLnlxmJRTPi8pFBwf6VRONLByW6VEHHEVx2u5eVrJC7jtmzM9cy1iNusAAB\neNXSmhkCt4SWZWcxDEgtJqR21vwg5JPn22tOXFMt4lcDjIuy2l/MRzeb2ueGD2GY4mESFvGZctdC\nRN8I4KMBPJuIXg3gs1E+e4GZv4KZ/18i+m4Ar0DpDV+1Gpvul9wsDm+V7hclvaf/Kv7AO21KxwVk\nTZenGDMnQ1I7CGzO5Dp8Q25kbkMFtqK5DWYJHuu0FCxgKukTspBbgi6FSIJzdGTgisEHAh0LwS0K\nh3roBDKQam0d9ofly+SkzwDmoBwIy3H5XcS8dtaW9+KqlVUCLOuGkYXnrglCneDMkeQGXG7arQvG\nHC8DFlH/3oTcuj51XyQoEXhKjG8q2TPD3wUOn0ts15T5/wHwfGZ+MxF9LIBvA/Dea2K+GVKLCohz\nDMVevnR9whvIB5ZILU/GaHwNKxe1b09eKSO5FS3e5E2P64YLLFrbAnJkWoMk7wJJzBAgmlsSJYOZ\nJFD99BUy592atF1RYC/cDDM5KNfx8JPDmCupLasfFOD32+Tq7mJDm9rs6tprBtTZ8npqX4ggNOSi\nPu47IrcAploGF374mUu61uXWsT0vPDP/lRV+vgDAF5yX0p3LzeHwqTKHsdpJbNF6z+5OTUzj2EBu\nZzV/6Odd0/BhwtiTMim5zZIXm8QrXvwOZRotC7k9ONMEeYGnsMEMF9Mw3Tf3SlahOVRSy3aW/JLU\nNw0qJmAeG5a2mlXKHLbJDct2hdUPmnuBGHMkr0qc2/QNpz02yz85sz0wxs00wdTV5LZt23sgd0Bu\nz9XY3gUOn0tsXwvg+e7381G0BSbM/CZ3/V1E9I+I6F2Y+XfayB798sutEx6e+RxcPeM568DuHEC0\nN7NxHEXL2fjrAejGfGwhtfHeMEbEUSluOpFBB7Wub8uyooFJCZsYoiEoA4dz+erl7buSaANIbGrL\nouJCoqnBj/bclsWdreiZjNB6YuuJrGlplaAG7awjtR1C63cbm2hq0bqhyeApMgWh3vNwa5R3ohkd\npHt84+tw/N3XFa5ygWT2ncdWy0Vx+Hde9a12/fRnvS/e4Y+8sPxYMgGYw7/23iK59dhc7oe5Ej6+\nRRK9kPeJc2+cc3PpCMaooGpvqzyVKz7WfCsIJIc3GbbXuW4JKRPKilkAFUA+lqUYWc4tqVXlgxHb\npPXaK5onkZHYUktunY0sNeS2EldnUxs0s7nGzY7U+rS72loOeY2EtteuRVETOal/Zs8A513h6lpZ\nMP96y2++Em/57Z8rXi+Q3EOE4XOJ7U8AeC9Zo+zXAPxlAIGdE9G7oew4wUT0oQCoB6YA8NQLPihM\nOvH4UUFM35YrEAZ8G/kD6goaARxXkFtCNEtYQ2476a+SRVLLsTMzNeXiWiZd36UYzYJEk8Dy0Chj\no65xq8SVbf/xcgZV21vKVUtLMvOWhNiWFRDIVkKAq4YhUDgeqb+DvZcRWXLX9axmBXEZr7oPOTlt\ngJkgeBIbPguypOv8tG2xFSlC39C2cdFp/9Z0ttpY3QcQlsY7PPM5ODyzvIwyAde/+oozo314qxHe\nkVwUh9/lhX++/mj7+4ggBrLgxow3S9hCbquHAbl1oDc7Jl2ia2xz2Qa+c2rDaFnK97z4CUMBjQx3\nw4Qy1p0iUcy27NNgFvJaBg/rIDowiJPMN2BwTrJhDQMHKr/1WgitzXkgcbPnANV8tG3VkEjyGlPV\nqvqdwvwEsN6EMNm6jAZmB6ZY8JphT2oR82MmEw2hHTenbC4UPi0Vt1Xk9j5JIDjL8vRnvxBPf/YL\n7Vnyxp/7trOSz8M6vr9y1pODma+J6DMBfA/KMjNfzcyvIqLPkPtfAeAvAvgbRHQN4M0APmlTInNa\ngDX+lsKT83RpcnuSLAF1E3f3m7F7UOhbekYDtCRKEY6fxSaH2M3qtreeM2eAkmydq5pbOey5g3o9\np7Fl52Y4ZiTWkVpxA6NqFBhOO9sQWwHn+qkLDblFILi2Haa6t/V9jiyS21Piu2TeLhTXhYT5cNdZ\neBByKzjsZY4g9rBvDhuV3JoG1JFbxdcRue31127aPl4X32Jgdeu4O2iIPJzqOAcKIZ3MO/B50yQY\nZfJY+U0M8EHupVw0r7rRTk6FsGYqGzsEQltIrRLaujJNc54UkeNZiCZ54tmxtyXVwnZsZ6ekNgdN\nraUT3DgyKfcw4C65HUvB1djhzM2T23uIfReRC5lRPHHEFgCY+bsAfFfj9hXu+stQtku7rPQ0skDo\noEUR1gxk5gkPNA3AhLROk11NbrcKy7827Kq4uP638oo2QQktQXdhEOJZwVYnlOlGrFVzK8QyoWhw\nbScHcRNyW5a1qYTWzpo9qhjSZluLHaqA65kF/EyRkmHLg4WtcZkDoQVL3tiR2mCvVcmsHrOk9pQ2\n7fWjAbm9U1nKUyAFtyc7sV0vd4fDbUbQ6Seub9l4aJmhu6ljjbyHAblVcPEa02CD6PLYjuFZBYRg\nKkc3/7s+gmoi5NO3fDtya2YJKMoAhm2Hzt4EQbW33ryAC5m1zXGOQmhbMwQit564ElrUaw/O/rnT\nfs2yF/6pOcLERCEQ3f5hS3kFszBGILleO+sfBGgJLY+bDq543faaIbf+M7+P6NZFn1MbnhMDznKu\n5EtNmrhFefjf+tq3fCf2wsID/+qPKixVAPUeNKz+dBPKLkFuPbhM3NeEhctzzbwS1QKeDcl1QFeX\nAEMFYbWxJS6zco3gFo/syK0madpaqSu7JLgf03w35lPlWt2NkCqB1es6KaxqbR2JVU1tMDfoAHhu\nHmDZ/9jQDj0J/aONTyvtxLgvLWvydCENwC6PsXT7u2KKd3d4aeNEiekoQo2jJbfVLeCwT7eNElgc\n160JAnuAan6T2F/Zs8EeFprJ5jmlxdKtz13WkVH07lwPypIfNS3wGtojotbWE1oluFJHlaPESiDF\nRS1YwExHTnuTyuQ+HRH8hvVpvTbWk1rF4MbswJNYI7jgBTrr2gqYwJiHr03kFp3IblqsX/dKshDu\nwnk9nvr8u0N5EMRWsWx8E32QIgyexS6Angx/msja+A1fZzS36Lh5HAngu1T6DcL+guJVZvf2rte1\ncojqQuiqvG6Jme1VrmYHWQBVZ/4GAksWn54VPzRj4Tlh59ouYVcy1cIyTEOLDrH1AKka2zoRwd+v\n15YPn6G2Xba0U6+v3gDgnBTfKMyl83aBfs2clj3tcrPSw9A5zEXnnieZE48+UjSEwoEucdFWNloG\ne3kH5HP9IHOeNNutnpt4D789SPULXZIVWssO5FRlotsventbrZdUnxnEKDs6giCaBNHSFg1uwV6u\ny3rJpDAluayTxCZ2tYrzte5C+Tz+epw03GVHWBEJrOJzILqAThSbbI07weMaLhBau67uc7DSPudd\n7Q9C3AQoX1C6bXX78kSaItyK0AhO4LSM4+Ds/te+PNhaUDxQ506DqZjV3KLj1iO3a2WtVwPpmmdb\nDUHLJiAcFhInLTUbpvqdfur8CNHgCliykdrSBorptp5tqC/EOmjLpmQWbsczroQW3BJZBUzUCXDq\nBjSfuGBHqZ4GwDv5mU4aWSc0/KSvHk6KtknkhHhmSe38GNokfJmodlOEO5IWmxr8XcRcHnUA52g4\n3BkU7WLKCl36Gb+JpP4XzzbvgF0cShYZzWzkmt/ucFfzAyVYIzFgAUCiDdRbBKZUi0vN4fOQ2G1W\nk6v5lxBc09Jm1F3PCFVj64ms7gLpNLaz4jW2gqsBJz1JbU0JmslmkQhz9M/tmcUMQ57ArYbWCG0L\n1F5kOTTXj0xZg97T/p7LpTH5DHkSV0W4uMxuf9vzjwanWiF/ET31ME6BMWBzmylHZJkG5HZEeB2x\ns6Tn8o+FeyO/9uBwN7ytF6jR4qLmj2TNRXL1Q8W/rYig5FeiYonDr4gQP33Niyeu9gDgSlgBOK0t\nV1tbbwdmeOiJrN7XamjuubQm9Xgary27rd30jl9z0ktvKQ9r8njrNra7xvbOZObFexXmtvfarhPA\nT2K1S0dGuQmgdqnk/DFXHA6R9wisvaHXe+0zoA0aVCPzQG3641B3SqsEJNtVaxiVhPq0WWf2k9nW\nVjtbIbdqTmYrIFQ3I7fA+rGr+e6QUDMn8BjrtbDeHteR3KilncbBsgtPmBymxJbRue7LRGOr82Fc\nO9wYHPvEqePWDbNw8x6QWmC3sb2YbKnHCT4CM32/dhYlTxx6OltkFdeUgZID84Ygt5pbn7M5cqu3\n2ifFAslda2fU10mTaV4VZ80GtjFVsElmWgZyYEECdEJeddKEkmHWCiYtzqhRnR0wYOTU23zZdcW7\nal/bahc0Luefm7DWhtr+Ptw0e+1FvyxN/7t1cmtambX+T4z/FmUntncsvs1bDe5sn555KDsuWb1z\nBP0Kik1A18fZ+ZP5AKxaUglbaYwkOjJVMFI7uD8oyMhcoaTsy6MEjhwm63WqZVAcVg2tuJESciG3\nLDa2LYmtKyBIJXmTBKu4+TLZSYmpPsM8iW2u6zyGKcmdhDPtrMZdtLJsC5ZXO9rwnOOOm5PSFZTI\najnZ3GJvWoll5I5Zfx3sdWPHK3qqv414eofccrexvQMZkeA1Q3jqJ9BZZ3MLA/M66/UC5FZB3vB0\nGm+b6S2fx2UD3caRY15INbOEoEXQN12q/qr21hXPEWPjcYQpDxo+6JrysEu61a6y89O1m20ILFpS\n64F7Bakd5VH7QOM0S25vUh5DUrvLPZOOecJp8ZRT/Frmxoil0ZBq9Wyzf+DGbA/NFf1aourK4b+s\n+Qx6U4aucAeH1Y30weFuEUBH2GctIbXMCaTLyegDJ0yCQ82L3svoa2dl+a+IzdQQ25ViWBoxt2pe\nuflK5vC3Xelggs1qcqD1xWBkIbZANUMYk9h+lnklud1IateK979Earfi6R3D725je1+EKl4OpcU7\ncyuOuuSVuutLlu3IhUaDSyhbH04GYw8gHXgJsG41uR2WqUnWyC1Hd1OT6ioHSlzDAG2PaqLQu0+t\nWyvTZw8mdaPEVu91iO3U5KAhtPaJy7mh8YMYZ7cOW/dAXFeQ20tL2zbAGCQJBeqXXjCo54hNX01u\nTHaN7f2SLQ/kJa9ceVvrHs8yqLi5R3KP23viloNHd0b9jK9jWLHQ8lBwnOOAny1MxW7uaLMrUVat\nbSDd/jMXOTtZSDyZ657misNZJorpXImspBqO1DqMWtt0LTZ6bNVG0zVuWwLc7h4m96sCodrSqrlB\nJbdc/Uj6czU+7Yq1xabkNpaPSVt2jJ3jhGczEZPqkdo28l58S211y4qGndieK5dsMMflRklNVvHG\ngQAAIABJREFUiGRD9ozQGsllCUvmFtYtTCzEFzV8dj8mGYxvlj1fs9Lz7N/2LRmOYTRvCn6Grw48\npY7g3by71teIDMOd1xaiJa4DYjsFX1QA1fv+M5petkSWGz+dn959gku3SW7PIbWj9tACtUW4D6QW\n2E0R7krOxeE1wcVPGGtKSv0Ndzb+6e+1h95IgtGCv1OzBEC3FQ+2rlwHeiFJS4jcbBzgstD6CwWX\nAS0rh0tqXpPrCC9QV54xTS1XAmyaWr1XMHtCrNZKMAGDw15HdoPpF/c1tJ64Ts7ZkVmtHXakd1z3\nxe64dYPUp1DcIbnV512nTnrEs70/IatT/4yev47fLqmd4nEMc/vgvBPb25b+C1m8N0dwAxiqmxA5\nH5n4U82nLuRftLok95RQcoxX7br8moqGcQPCO2RXvYJ6Nwc03SdHjb4UpbUD5TgAqXVz7M7qd3qf\npBojUKwoENeq75JX/9uXOS+FmSG1Tda4+d3kcLqs4CXI7SyQDX7fJam9JWzdie09lLX9o+tvIbCb\nDFbOCGdmWdElvPCODhabVFRtZjswbZUFhw0TSJbP2Ny5BXZZnTxIgu96pWVUrW1xM/tbXY6GCWWf\ncnnuKMYa3sjzhMg2eDB8tgllnmStHbRcYX5CbMWx3ehGNLSmmdVD64XF3MCIbCG47OuIfR32TD1c\nDllIvStTqZbYiKzzYobxdGB08pum7nORdslvJ0yX1PbSn0n3lnD4eF80HRvkfhPbOVLaGawTUovx\ng1oHvA1gPXvmws4JMqA0oBv0nuACjq8yl+1fVWOg5FZn9mbNrNxr0bXHe0fiP7/H2ghCzZXttmW4\nXy7qBDBx85/BDPkQSa2LOmh11+Zfsz15RnCo70A+OYatWluOfsRtahrXqaeZTtea3pWi9xBynYRQ\nXYBbEa+r64uTWl+uOixuBVR3YntHMmrbNQRp+HBe2WGsc3G9dmPZTDD9AdgygGaakFFx1oWrK6k4\njPUv37berVJOwfaaOft6Z+dAyCaF6RSQ7DlTCLNWmnxOZ5JVHmQnMgVUySup7SxQzrptr/4OX91i\n3s1PyFIPAxs8Dr8d0HKjjdWKVuJqhNUv3eX8h4cWx/8jHCYScgv4tltnS1vrLlTDEvaBpm6NyQiH\n3x1SO5fGUIPcL4JdLJXhAnL9ANf7ur/EVnniiJj2PgF0AHXpIawkqRJcMveqPdRB7MirvaFWkkui\nmTUTBZAs0VLAkRR4/cQsu/DsUjO/ktX6zzkLQTQVA/EW9yRvNqHMuSn+TiaH9R5klya2muVWG+vy\nHrSyk7brVOfa+g3+Y4EYp5PboHTokdot9nE3TWrn/N2Q8APUFDwWMnyg9h6+gwfypN+d0JY2zhVj\nPQ6zO7vhF5b2k99mg+rwL3HU6Go6YZewOoiK1lbxeURqJwDTcSMH846Msj4x3JlFi0tli0fVUrKS\nWw0byBH3MSRk4QRiG9wqmMYJYA1hdeWf1pNbvot9IitEQHdMbmfCkn+RmPPXIbCtm4tziNtrSW0X\np1fm74blAfLae0ZsyXVv127T5xt1/U5I7AZyFT41cXsvElrV0E5sQcVmq2pwC/iSgmoiI7+W4LRk\n0zwQxuPea2rXYAO35BYuH65SCXVCmYE+oNqAWveNBhcYX8/my2W+Ia2s9yektf4Imhxjuk30G3ns\nMJ/ngEqvT3q3Ealt7zXxcAu0o7ROJbW0UH13YPu1yy1Ir191NUWd/tqGCb876QSCRQjYagTX/bZt\nX4t7ILejc4sTSm4BBE2uA13bTYxKWmoawKxTwKaEtkTXAx0lyFrKQtBqHSoyk903qmtv0eRMyEgw\nmGocDic0lljX3ezGPGp92H19zjgiqr89WZX7wV+N0RF9bupnhC4D3euQ3G4R91Lgowh925HaFn+d\nf/YkVeNYMmOYxek2qz6u28Xa3RThTKnzBlY8fBX3pKEDqfWdTp3WkFv5F3iVG3dFS1sAxpPaaPtV\nwZeYgMyF0JrGQIkgTRNz2Q9E4hRSu6CNDHfD7jzuMgzYlgSLM7m26bTReunUhav7ieZjQnLbupgS\n5a0KWpVJ3zmb3E7791ZSy5OHWCe+QVrc9T9THt/G3fs3A3y7KcIdyUjL1yOrkz5KUzxoH8Yh+uaB\nPRm7+lDwG7Cgfn5vtLdGEo3kij9HbllIMSVJyzS3QNTYxvKTaHHZ27p2QMU0kQNwZmSja3HlBc+U\n9EQg2RHHaxrrSjdFe6vPzOBH3XuizkNM5EhCXVl6S3JVswJnOxu0tUqAR2mMssmTr7P2a0huVyzt\nZf47pN+OOVJLDQfBPKntEdNe03e4T8zb7ZPMffLYBaTVPHHvWn7PAelE4bS1P7CL0sZoJa1VQygZ\n4zIA6f9n791irVm2+67/qO65vr2PBRxiK7blYxSCIxQuOVgktgUSN+XBCQp5C0JBiFwkFMm8RsAD\nPIFkiQcLIlkmAQewhB/ADwcpgSDxwkOwHMnnRGA70s5FOjmJiR0cJ5y991qzqwYP41Kjqqt7zrnm\nXJfv26uWenXP6uru6u6qUb8eNWpUY+fFOse3unnROAaBrCtsOH86N3k4N6/198aBvLE9mMKSfZc1\nFIPKCMjUuUDoGhtc9NSzH2XXYXTjWUTqj+3H6OskRJ8V+nu8hmN3gXCQ6BxN7Uhwbm1vAe85+dP9\nu4/tCQXtmynCC4e+Ee7LIQZx0bieuuOAdXmJx0flQB9MI8tcp5NVxUFUJhjsiDzmToOrstUKtNnh\nRrgFVG4jjIFQho6yGa2ulqM8WkFtrUEOguE8fpg/tzYuuggTcao6XDNN0HumfkDalsb2ZIgaW27z\nzBvbPeA22wGQm+fU3PggxJnC6j30jtjsGaxFUT16UBDXu0YmB/HSPeg2dWAAv3GfX2fr3O09rsIp\nqB3tupFsfgPbK4NBbQ+qwpQUttEUCApxTTkapTkrI2HlgBUuHj9IDXQL1Y/9Av+6J9bfCd51BWZJ\n3/sgbIRdrKkjSrMb7CBuz952F3hbyCaNZ4dabrPoh9g7i18CNwid3OPVfXaJ4ztZJ5CYMyroMPu0\nJTjPDCsBGsvmDqwOYIJH6dClQ8cG1G2EfRd7QTjnIdDo6V8eypvG9mXCqByuQKBTKJit50653u1l\ncNkyKF8MH/TldvSlXZPZfRZW+1nLo8FtkGHFTxu+u7kCcJNPrvLvZOgHRPUj/4Ns7rbqQ+jvXzWy\nzbPRHEczBLuka3aBqIw4d2KCVs6uIbb93YJtq31tNb41bnTf22GkFBdN9AlftKNzIbpV88ht4Gxk\nLdXfUb71Zd6zRO3r3DMlaF77xv2M6sxeuKHC4Q1sbxCisPReqPCSOJSzCAhN+Qvn8DL2iPccP7i5\nlU3Vfp4JbJPHFBnRSn6wJBQ7KuhXP4NsakSohncLbnu3Y8NAcDOBLTvVcB+7d8uojVCIdhva5nir\n4AGGR3L5sYHXAi3S+ua+LXY/t3JutWEqYG+hua0ybECfO1C7Cb++pqbetNdfR/It31c8b8zXNed5\n09i+XNhslKHASFXDaeUydcI4aRpC1bH12q4zg2trTWMb/aYW1ea6eYIKWxsIizoNeDtxA6rY6y9o\nfmNdDseKNRISnR9tF7gc9vXg18fpsxl+lYY2EFET25kbMNC7whrGDcO5A+Aq2HKTpk13btwoWA9g\n9Ucbz2Fwq23TiftqAbjzKiEXG8jaTub2caO08Xyr83b70KU/pz68ANQCb1PqXh2sobWG0b5AY+Hw\ntr2H2n6fpm/S+b8ujOI6kO3h1j/MzSOLagikC0xuhgmwGRPdREFPdhJurfI6TWkcqGpHzylwAbCH\n8av0Hb3Ze+jTE7dWFBQusfmgT2RylKee1YdAqxt7z+PMyhnYvo3VwRr1dexQrpdBGsSP4sKCfrsK\nUx4KypAOW7C6FpyPgs+9+32CcK2NLRH9NwD+dQB/h5n/2cH+PwzgT0Lu4B8A+BPM/JevuuiHEJry\nuG7UOWpnbV8/xStIoZZqL0MPAaP60Icgv7yHzKZzteldGQK3RePiQgq+OhWtCGT1FWtyey8Urecq\nGAgJpsmoA8paYHWYXUFtD7OM+MvlTA+DK0li81vaILJ2L7sHhRgn6ffDWkgOQZQ7TfSGJrbX9Hrc\nIPR3WO1mI9wO8s9AbYhqwaIOEMiANgrXLcDdhVuEcSddWs9Cd1x7o91vGsc/Npy63iNCuVLB8BJy\n+HWBrbZjcfBYrLcRaIdxqlns9+3C7dY762SV1dtgIx/GLFA18woABGIkFYri5asVUaS2YkO4Dbar\nja9ZQG2pzv2MqsA31nKGtWXNEpqMHTwjn069P5dkGjAt75lZHFPrOh13v1fXvubrktpruIyIeSNq\n4XYAjXKqINyaC2C//MVjrNtrCwisjvh5gvAdnXsjr1eFzWu9ivDTAP5LAP/dxv6/BuBfYubfJKIf\nBfBfAfiR58rcqw0plFNryLc0WK6VpTZdsnQ1bQu4aMv0Xogf5wyHVw5TuFJhIAvcGtRSAFsUBmeG\nQG3x2+svscqOgRNpndaF/QtyAIP+P7gFW9meojk2IGJzLgJgrsCaOECeqe6vUZa/kJ5WR24Ey986\nvjcziAnX/0M6HrVU7d3YdwPa2DPh1trGdWPVwKzLx7AdzzWE2jZu+wNtIy6u7ZKj7T7drQJh3Ht3\nYbiBKcKzy+FXBbbAWisVyyP6MkfdPurKU9gX44B63pP5MZ5RkDWeIR1dy/oB72uDXbfxgmgSCGNX\nMluaW78RXkMksJYEo33ho3ogS9fn2DrnIH7L7Eye6zbwjc/Pa2jdTNttMs48MOZv59z9Kzp5D1vk\n322vurHidmzsR3Ebx1qDEG/KBfAgQ4MG5FQ4qyl8ApkM4GpTBGb+P4jot+3s/4vh588D+MpVF/xQ\nQig/DqupL48k8Jpkn8vtFPZpOu61uRtwu1k27RvZxzNUWJX6L1CLqYByC7KUdJ9Bbi5Bto6v1dTF\nhK6KS4RBbuW93tdtPGFdeo1tRNttc6k2ox0WNr94FTcC1ctC9IiwjmtisH6LYxVMzKG3sVT3aot4\nAm7Xsnf9SqNVbTDhiO/4LE3tXtndieszRauNrYxfHa7nUQn5yuNfQg6/KrDlQQPuZSQs9TevoHal\npSXAv7i7ghZ5YJgfF6ia3uCWIcKcDWrZ4RYFKFQ1uAIa1Nl2tZVzBbdEYQCEXIvKSJjsPcyatoFa\ni6sb49DL5373xj4BHYLb/Z6V15DnM5MOtbUXXGoYCM0Uw90kRFeHRqYNBaXtJ1RADZCA8IEThOdu\n3DAD54fV877BOc++9vMOHvtjAP7cc17w1YZV+evKqoFsCovHI8TVNUcNbkJb/oGNxh9Bhqk86c0Q\nishJngqQCZg0LjMoFdXSFmmdCaLBywKnrP7DKNgjxM4ql9NW9k1DHCpr1eLacCadtXGkDFA4rABo\nH/TbX+e8eiDtTjvKe4g67e7tQszreP9w34ZMj3bBpI0sd5rnfbgFLhM+/Yxt/RLLeFveOcW4Li26\nuAi5DWj0crrN23a4oB295LQXhGcePHYTOfyqwLZv4Ida2mTxUjUoxbg13DZQ28DDCbDtP7ptHWa2\nMY8HiBpbAogYhah6oomVoDkpVZEY4RZcXYG5BldSc/Qnu1fg9qD2nE/4E0l2d7PN5X1m2BWYW+lP\nZWIj6GMdvvfRd8c1IZyjLZMdKDTlMsStNF3xvNr0Nsd3cfHWrrifzef1xOGUxvY3fuk38Ru/9JtX\nX4eI/lUAfxTAv3j1yT6EkKKSgYZgi5SqGYJrbdHCbg/AnSY3lv2Vx4QYGDpwDK6lZYdaVQAUAqkp\nAqn2lhcCpaJ5ZGApYCQBI4NdQOIaVwlBOrPKYIa2JZJh0krWDIpjBbJOLjU2tlFba135JwdUnfPB\n/1jXXueGfZ+ze3C+dYT78g2HVYDdhtvte9yI79si6rYbuTwo61ZuEePsPOH9x/N016tQe+n7OdXQ\nP304ZWP7yS98A5/8wjeuvs4t5fCrBNtoTtAvSHBNrcNsivvCOWyAAHXnXkHCYFsPbaC2WZRaFWwN\neqkY7AqsFr2mCW62mbuIkNC56laYZTJXYAguaKhVJ0RhgFBxTgHpuYPIrgxnwfOjz20bJxJuNJJi\n73xG2lNhQ4itBWcXEQVnUxZr3Lr7tsIGx/xuQUGf7rHBnlcX9xzhFNh++Xd+GV/+nV/233/95755\n8TWI6HcB+NMAfpSZf+PiE3yAoZofIIAtOcRyB68eZ43+lEIcNfAbQTnK4jQqw54hwUxWOcuNRwSo\nhjaBi5gicGbR3iZdLwSkIh/bqsU1mWuCu4FbuyxS9cSQ6tcdFZukIaE6noqVwipsgFj/r79XULvV\nlX9usKncnyYIm5/SLO/lvZ/qNrrsCucJGtkV3KK/v9qou/kF9QPF4GnW4NqDBuq+aDc+UjCco7XV\nzZUcHsHtbnt54q0+YVsLnNbY/vbf/VX89t/9Vf/9F37yZy6+xq3l8KsD22F5izCbQhr97UCbWtME\nEbQIhbGCLoWCBwy0XBzgJ2g/qZvGsYVadf2lS8miuSwKH4UAZPJriX/wtrqawGXotfoyHWVo2HdO\nz/8IamvUGSd4ZWGrPvu73byfrrtuoz3dDyeOWAnAsN28OFvXdD3UcrMd0qFdD2/Ejr80WPkn/1n/\nPVXr+cyBiP4xAD8H4N9m5k9eOj+vJsSu1xXIjuIISAk8hd+63R9LDSiseWNVP0IXtY1hMLllCgQf\nKJYTOBexqc0EygWc5Xq0EJiKKzwYUICyWRo24Na0xVbRVGtr3do2eYLZLVXRbAO7Qob9fkZQe672\nditYy/FUIebvdLo2UKOX8VhaD4ImbMHththxuRcHism6+q21hK1cbQDX5Gsje0OZX/WyBVnby2aL\n8/yh2w7pXKZuCNXTjfr2sTcKT+3u6ynk8KsC25V21re5Am0AWzJoTd021W1ZrzW3nDqVJ7VlSCqY\n/nD5Q+EjX0CQCjnYmpaWC4CsPVhZCl50ZRa1q/Vr39YGFORmDXIiXeu0jyOhsFkJRrIycuyWHdRr\nB92N/DXcP6rzvZQMB7CZUcSTbErVEIKwXJlhjASiLXas+fsM6djLsE0ZbQIUzRrWiPZ5JFwMtdF8\nbfD9VMMzlI0buPv6HwD8ywC+i4i+CeA/AXCQc/NPAfiPAfyjAH5S39mRmX/oqot+CCHAJwdIbbSz\nPcCqltbTTknlsvwm2yZqZbjLchp+m9lsWwyA1V+tWSGYGRgK1QFlmQRuFwJnAi3seSZbL+qui4pe\ns8Ktr132c5X7NtuZmSRQhVq2xqrzltCLXpOpzTSzK6j1RJvhItOtm4XHX9MnJ6I2zqA3XkGe3rlT\nStDGL4OIBEJqP5pcDtuCtYzuTWeij+Ygly1u7bmGPBvrzIVI95F8zr0O2nuqZe2pisS1NrYvIYdf\nJ9gmK18CpNGOtrWpZdfYRq1t3YYOWgBcW9tocOW6I6Pu3ruJzXxTwVYPVBsvKgKdYuOl5ypS0FNm\nd1smspgQRZhkqyWKxv20Q61ppAmcFKLBri2IAtXyPSzsjQKhCuA1/L5est3NGVfh2AepN9yegKpd\nnGgWBnC7G4I4jVJay1iVZ9SWPReiaLWyQaO1At3YdlIFWrYLdnndnYTBynWf3vZZ/bDnVVuH/Udy\no3Jzrf9EZv63Tuz/4wD++FUX+RDDOVA72WKaWjU/0DhMFWaTrknZt9kOixff+Nq5yiZmaqDW1nUh\nFNXW8sSipU0FtFALt0QgdfnlxZqt/0zW1eZWZQPL5DsVblFBltQkgWvd2K4BbDeDLagduQMbn+d5\nw6XmZQ2aksmRKCsB+HPrJ2J4fN03UwRfN93A+s/k4sAt3RBqOwAeu64Lv5vb6NqELreQxxBC4Ix4\nvk17QxorX24mh687/iXk8OsC29GXvBa+BmrVNMGB1uA2xNWlBVrRgnHb4NO+mGi8IejXO3k3mEGt\nOgFXmEWB2HsZxFItl5E3K1/WQmvzkpMJggS4ARVRpRGC+LQ1f2Bb9ggdpPvPWPBXUPuqufZkMFxf\nawmqjFtFxm+LSwbAWaMchWcnR8dLJxjDoB0fiENdHDoI1muuGDCmvTCMlAirR2bphiegmxSet5nH\nXigQOq1ssJlN8N+YCDwnhV8F3IlACrZJZXNKQFLAtcV5Qc0TInuMgmlqwYxiUMtAKYSS5SOoFBbt\n7cICuA7jBbTAPyCdR+3csO1g++W9c6TT9FqFsHit7zJXOirGRTMnaq5R7+UMqN21Z93e95pCw1qd\nIkHuNfwE3ARhy6L2rEBhI0Jto01FG+c9uyFthNpNd3XheITzRbaImRoJ0VW+W/hv741DGeT98wE3\nk8PXKhheIrwusI1lMHHYhgOs7VtBbYhzTa0BbGL9rfJKIbgFha48WbmJawPauM6oA8gKiUFK0niD\nUCJ3N5P05ATR3NbLVZqQMmtQq4XZukKs9Ma5z00G9BVlq0xrA+E/TYnQa3txol68tGw9Ud+EVaOg\nCCLzqerqEFx7oRr3KZw2I9GBOMrcQHZdXqvAjJOa9BqDzdfkZa3+tvN788zwZ+an9KIam3B05e/6\nB/wGti8TGk2tQa3/VrODoJm1bUoEmghp0nUC0oQAtHtwC/8wbLqm61e4wi2hqIa2MHw7F3bIzQko\nC1ASwCmBDcoXrTimHobNUNVDWJF7MrA1qE2oRBzNEShpXTATBruObu8oHfahNgwoWx3b+sB9/rAF\nX3EVB9ZRK2coJF4FkdmMczwhWLlpl/jfD29AVRvjMKBxNdgxpGctn8NJGiL4xmt1WR+8wvWji215\n+zUUdnTPY2vU4I0aumv92L5EeJVgm1TL2psfCMiuodbiOOwzkDWo5Un2m+bU4aCPs7zYVznqmgrJ\n7GE2QMyA0zS3Wa+ZyU0lRPCJpwPO1YrLQgZQu7vQyjCzSzIQjVC0BbVnfaVtQG132EmofWmwtXvf\nqLu1vof7JXMf8wRwS92PRuiF/RFqO62sxa2gNlmbSasPMQ43YhqpdX66YHAa32NMz7FQ6e4AvnYf\n5ANharG8VXgD2xcKvaa2NzuYUoXaWUCXEhxqJwXaKULt1EKtge6oh25UL80MARCYrQsr2Arw5gyk\nBciJkBdGTgCnUk0RtP54USX9iFPxR25Tm4Ck/hunJLALoA4aFlg1rS2x+LfhCFmNL762crDcFPah\n1urWvrB9Sg8026GTDdVuqdurUEv9xwNh34/gSCiNQouwq1+9xtbazx5qo6a28+BhPpgr1O6ALVU5\nfTL7q/Y2msCF9t3O1/csykFh3+lrPCY8sx/bm4TXB7bnQu0E7RZroZYTAIPYoLm145N7TmAv9+aC\nqy8YK68IPlBMplTkosCcJY4S+1Tk1SF5hVuAmiEK9kVr3FoHFsh1zK7XYcU1fxFy4ULCmTbE7RXs\nPXm4a+a1t+81hSALPCjEm79J37cnY/vTdnKzv2ajsPG4ThhSgNp+rcKSuzgOUFvLax10w+H057QH\nLgvjM+g2m+Y4/LBiyAa3o2f9Ft7PYPC6BbVmfqBrg1aaCNNEDrVTgv82mDUmlt/czvEQmKEPLiMh\nQJvLxjoBSyKkhQWcF0ZJCSUV0d76+SrkugIDChcMMBexqTUH5ZPJCwMeBeAIS2yj8K2H47zK0I53\niFDbz1RWn0ZVftT9zymO+zvjID9plYKDd4Mw8kGf33oChiiOtwRz9HiAtVCOgtAhs4dSqlAbPH7E\nAuntuMFrX1C7Xraal5qdYRh9q8RyEO0WLa77OKoX6Z6R23hsXPvC8Aa2V4aVS68eaqduW3+z/mbd\n5gmuoS0KtpNC7USyPbkv3LAeZYpFCMqgBZLuLgYWTq4lKBPEC0ICUqYAs9B6FeyGCEgkLsAMbsVc\nl9oyzOxyjlRbYQDhFQqoQCsPUK+FCrePEHebUMsvpR3YDsRBiPRB6/sm3CKaJZynIYh7m3PSIB11\nO+2L3gVkBdf+t0FtA7kE1+y6HEdz6ouEmRcRoHlWcWcLuLW5NjlLDrcAaG9a0MvDM8889hYsnKGp\n5TmBZhJ4nBRgZ4NZ0dBOBrgKvgK77FxsprqJGFNbDWAT8Ai31cG2OqkYxKsXybroOgPLBKSFkRNh\nUbjNCyNTQibWMb+1jnlZBqu2NskAYBblRR1XITDLJdhtJs8gfJASggsw4Mz6YFqNCrQ91K7lbu8X\ngc+92PWBRuDOtUenAzDSrpwx3Or5AtxWTjstzGj1qzNDiO1lgNnW9OAMqO0GlHHYXgFuJPy9W2jg\nVmC25VcOacKYm/jweiFeG7SgubguvNnYXhmaXoNzoHaCfDkb1E5cTQ50H+l6IsacCg66nomRiF2w\nCth2XzpaoIrCbS4kwpQJiRnHInCLIqNwkQm8QCsCBwDRkkr1GzNBxyRAy99kWgmp5MkKubn3Spqu\nsfHSzBLXQWRW0KMW+hx5Z0IpQu3oi/Ja2Tk6/op6w3rvu2EDbhHrP7Vxp85Xu/uDoOnj+u4vQiMM\nW02tCdIAtW6KoOW7EdRtPqjLQ38bq8ce77X7AKg9B/Vc1pCZkznSBN4xoOtbaQmA91OgfhChsakd\na2pprva0SeF1mivIGtTOum3a2kMC5gmYFWYnlcGTyuGGFeCIV7W1rEDLwMLAUghLYSyFkCdgysCS\n1CRB4da8MMjJE4qNr6DgdQbs2lqoW7FWc1sBSICXtN6Y8FBbW2ZUdKvax9Nyk5ulQm3/sTiayGFL\ns/tEYWNgbasaoJDc0m/AraaXfaZyOBWiINQYAuJgsXbg2Fp2ujz2QlcXHtjZOtjG+F7Om4z2LG5I\n4tiWjtrcPs4Xg1dgrbgKDZo9kFsMHrv6DM8fXhXY+gCxLahVswODWp7Y4ZYnoEyMMkkX1zSphjYx\n0sSYqWBOsp6SbJPDrQgj09y1xUXBlkk0tkzInHAoycFWloRMhJwIvKjGg0RjUAcaaIlUO0+z400T\nqiCdKtyqB5qqNQhAa8DsX/J7ALu3j6s2YFdT20fyhWKUVxthXxAGFwap3zEztWu+ufYOr4tzAAAg\nAElEQVQIbq8NQaDREGbDb4fWcTqH2mCCEE0R3IUd4O/fewTC/frtGXnaM+lfn6XngXwc3iv0nYvp\ngb+yBm5vC6JvNrYvE7xRn1SrFaCW54RkUDtTC7KzbM9TXc8zRO462LLAbWKB2wQkcPUqBg5aW82P\nQ62AaGbGwoRcGMdCDdweE3QhMXVIhLQAi9rDEmRcQwGhWJ+Z2oGRe7Zhl4vEJFraRNolp3a3Zmtr\nax1hI59+LT3VuSUt7Fe4VlMr2w6zcV9z1k6GP2GovLT+knWQj3GAA+0Ybq8Q/ip7qXneSX4PZTHB\nlAcjLa7b1A6mjBbgNXlcj2sHlIXMNb9DfPPK9J2yaWQRFhOsmkzXxg3t8w/Aa40dcJMGL5f3Tw6/\nKrCtXfcYa2oHUGtrg9oyCcimxDikgrtUcDcVNUEQqJ2IkVJRqC1qjqDiKBCAlB2zgRWoZU4CsSVh\nUbBdSsKxMO5TQikJhcSeywq21QFTC5IWPPvqJ4VbsHSzcRIhTgkyRS9pvnpYMjOEPTnZA14XhlC7\nYtg1xV6sILCvzWEe1wLyktNSF8NBM95/0D6FHai7FNvU0KKF2jCgrNHK2hLh1oA2gG1cN3Um5qkh\nWV5BojU2W22sPyfqXpsC7Bbc3jK8ge0LBW/gzWaAqmuvOQETVlA7z8Ac4uZZNLOHSUD2oHB7lxh3\nuj2rWVhCp7kF1w82VNFRVMkgGlt2oD0WwsKEYwEeSh28lhZqFCVuvkMA1JNBAUBFNAvVvjZobgtA\nk5ogTAiVlNxP+forExVm60hLh6+tyRVEplYBXN2C6V7m1bGPn6ns8SFCLXWyO84a5nGK+2O4lSfy\naLitdItWS5vqe3GzAShXBuI0edxALXULqumC29h2cUCNB8K6K8gRXoHaeCu4ksWVkM6EtfICl/hB\nUJUXm3B7ZXizsb0ybHs/4Mb8IEItT0CZGZhESztPArSHxDhMxeFWoDarFrcgUXG4JYNbQGAxVDfT\nUrHaXBUWeM0lYQ6AO5UJKct6QcKiFUjkX/iO94JMPgJX3O/Ktpp5iYC1QWhW6KOtrRXgkTyg+qG3\nG04VfDvHSHZeLE93Eq++Ps8II2CPNLtne/uYEGE1trr9NagDXcg6DvpiBdWVDa2ZHyS4DVeE2pGW\n1uNCPsyW2wNj/fGg4GrC1JUD4UO/Lx4MuF3hql/jieD2LbxACD5pq11tAk1qT9sBrIBthdl5Zhwm\n4DABdwFs70ji7xIL6JLZ21aNrQGulW8rYgzR1BaF2sxihnAsArTHwngohLkQ5kSYM/Cgt/AAClW3\nrQMAASWBeZIyrBpb1lkk3UOCgYaBTLHKxwGqxF6MUDTbhCr516EH2QqxA6hdI21jrnAqPKZaniM6\nhyDLa+Ct+6IZg73cKDhOXVUEoP1ZXP0dBGSz9LC6BalYp5lCPFG7jvEx+017gfCKu0JtcWztf7VV\nbrS3HkHVtjsOMqsEfHO4fTNFuDL4h9bQpReqh4OoqZ3ZtbTzVARmHW4L5injoFA7TQWTAW2AWzK4\ndU1BFScIUMsKtQa3RaF2zhOmUjDRhKkwjpjwQIwjEjIln8umdjVUqG00tynYg6kQLUlumX0qXZUD\njXaQ2woczBPOAtxRYFRNbQTcsP+2I4X6C+wEJ7GQN5ONHmfv8gZkGyG1/yQf/aQuYiVgt6G26D6D\n1h5qbVY+2W8ePrbyAGd8sh+2ilxq5cSeaxCm0e521c2odt3+hG8Mt282ti8Ugs9a8Vvb+qfdhNqZ\ncFCovZsYd8nWuq1AK7BbgbcqhSvgNlUOUv4yo4Fa09YeC+GhEA4FOBQWuCXCRDbzVA9TtYwzkk7V\nq4PGMvsaE/s0vZiSuF2IA48SCfzC3H6R9maQVq8KYSu47QaLjbS41gqttbK9De45Fe78SXhJ/5+T\nfvQBLHHbcDvKm7yW7bT+JE0rq7EVb9UEIcJkzFADtlgBbHUPmtp0U33X8RiO5wty3K/n16232DRW\ngD846R1ALZNhQhDzjCQaMjtRM9IBUtLI963g9srwprG9NhikDaDWfdIGTa3ALYMmxjSLhvajVHCY\nsgwUmwrmlDFPBrYZKeWqrU0GtsXBlqgXIlFbO6GUCaUkhdwJU05YUkHKkwjmzNqVNvk9cZyWwb7I\nwldao7llriCdrIBz/Urz7q8OZqP2DO2H4dmBu809qH0cLt8mjOTlVhzQChdqd59X7QeQOtpNXZy9\nGydRNJ4NVpraAL6ueFCYTfH3HtTG33vPKa4b0FVXaIPP9B5uGaiDFu2yN4TbN1OEFwrd5Avka/NN\nGwaHOdTKcpiBd4nxTuH2nYLsuxQAV8H2zuxtSWxuDXCTlm+grbrmCWFhuH2tmB8A95lxMI1tlnPW\n8T4KWWSQqTIWCswlqWw1Ta1SdCkyy8PEOkCYZGKepm63i/uyNbg9Qw63mtetZZz+XK8L52NtFJun\n6l8vYGNchNs+zc75VuMtRsfZ866/DXptu3k/dhqVv62Jgr6vkUZ3wsa00lhpb6t7z5jHkH1r8/t7\nhZq72BeClS8FXRt708x+V8I59FrrwXi4pIHbDe+jguFVga1oLOHl1swQeALgMAsfKMZqfjBNYkf7\nbiq4mzIOKWOeBGhn3W7A1peCRBkU4FbwcwC2SAq1E7hUwE1pBmXV/tpANLMXA3RgmtmHJTATUpBX\nMlCBgFK1tUndlPEkhV0gF+oA18A4nEMrrBnkNxJ19Endhyg7GTqYAvtQ28U9B+aS/xtdtHVN5R/F\nms6F3WnlQD3JCGJXGeq2G006VJiGuDCIrIda6wpbmYilFmQbs4SQV9rIE2FQBGKDq0WEYmITol27\nGuG2voqx5vba8D4K1A8heGMe3HsldeHVu/GagqbWtLPvJuCjifHOf+uSLC7CrdjaGuAmBVxgjUvC\nm2pby8BSgIcsJgh3iXBfGIdM+JwIUyYkJFfOiRxnlW91cC7PABcSZUVmUwsDmcElqVmCamaL1FVy\nTR1XLR6HShnsjgx0SduR3efO7XqQYgC1rSAeH8p63vOktMmVrdQU/lseiMZxdZrcelx17XVu/d6A\nWxWGZLBqcOvwiiBzRwCL9rcpFZqBkwqzsRcjAnE8j+cjyr9Itlj5xjctABuwEtTzETvEVtvbeBwC\n5MaWL0rm2zTMb6YI14YB1Pp0uW5jW2cSy7MMTngXoPbdZFCbMadFoNaWtHRgm0G2plzBNg4gY8mY\naGhnhdrZIZdyAdHsUJtSBdtEDNHcEh6QkIMdjUAt6VS8LPZrLG6+oBM/gA18dKCOa22xgidxNh6g\n1rcveP7nQO3A8PI5RuIC3cf8CtQqTe2nw/lwa+kvhltbYveUwSy5sO2hlruBLrauk4qgWffWEbSX\nVxOEoUz4M+jlYt07LEKnNLcuhK8MbxrbFwrqm4vdrlZgzqbEndTO1swP5gPcdtag1sDWgNZ+V+CF\ng61pb01JXE0RWjlsbr4Mbo+F8TAR7rN6W8jkmlrhlAJS2x0p/uSAXNiAFigz6nToaoqAwiCFXVIl\nCmWpdDaDWbW1DV+FprklNT+IkEuATb5zKoyS7Jsf7GtlLxlkdmqAbeuOy6CZwjEWh024Pec6bVgn\njHa18vijcEQA3HaMQ2uagJOaWoHaMJCSgj2ua23h122mN+/z718vJNtReWBtUwlymaAzNVvPbnjE\nap7o57fRwI2W/HpB/GaKcGXwhjlBvmKiTW0CeNIJFzpN7d1UcEhZTBCmjHlacJgWTLotYLsI2E5H\npCTb4var1MFkwfUXEIShekTIZcFSJmRfZlCakdJBzRpmUG5dh7FrCHSCBxY3B1wAzAK3ZF9l5t5r\nUlnpXdLkE+DYM6qeEqxSaemzZ/gIrl2FHmr7s+19EF5bGUYCj2tdX+3nLi7WbYjYv9be1jmy+6Bo\nhGUQcBF0q0NvBVwVfjaQLMJqND+IkNuDrcvPCLgbtxgtbNwEO/xu9ofT9I/VwpbmFuD2w+KK8Kax\nfaEQ7AoNaJsZxaKf2gT1dgDcTXCYrSBbFHQr8H40Me58EBl8IFkPtr0QyRwmaGC4GYKYOJC6EUNr\n0mBaAE5q1kpVJhdGKbJdCiNnAmextcVSVFvNQCpr+FkNQCIdDGGYZdraeBuKdVpp7cPtrE41B9OR\n+UGE2vWJ1prd00Hq9w4oY08Eb9fb/eNOhSp4qy3tQCCu5HGI6wd8RZntpgZpG2qDfXVrjgBRVqyE\ncnunAqhA9XKga/eCoDLUZHI8ltUUJjHCDE9Va5vC+W6hWbDTv4HtlcEa+aipDYPGDG5JPRvMSbS0\nd40JgkDtPC8KtXE5IqUHpOkBUzquXc+QaFknbbDtA8k0BTZQYSkJS5mxlBmJDgrFZs7gk+QGLQH5\neRZOArVFC/Mk2wa1SFKPxJtCjWOH22BbSV0BJtOwtSXxHMG5G+xhdHGb5zRBelWF2KAjrbe74xLs\n0qfSPTJbnj233woCNFGbMGpoO0HLcR3sySvUtjPxuZcEl+P1YybK+GHQdpHDYT5QLCRpgdY+8Maf\nBKMBZdHP7Vt4T0MYDU46a5hraqfOzZd6PbhLqpkN2tmPFWo/nhgfzwFuZ7O9FSCe1DuCTdDg9uQA\n4hdqYQ6aW8bC6g3BoZYxJ8JEKQxUZ0iPW4GOfkCGwm2A2mkiYCYsmcBFCXlh0KSA63CbpAI1QEtV\nYMcvU7autT4Y+AKgfROF3v52T1N7W9df2/a7I1MFe9SM8waNmTlC1drup68f/VEzjCCHo9ylupni\nwc2JWkC1gWIRYEdQ29nbNiYJfumteyG/9xXUEoQDXKOriqwUDi/BlWXitucWdUAZmeb2gk+GvfA+\nKhheHdi6v1bTVsZBYwq3pBrbu0lceR3MnjZobGU5OtDO81HW0xFzesA8LWLzlRAGMFTPHgC828o0\nBA/FloRjKTjmjCMVLClCrR2pUKvaAYHaAjCwzGKWkAqp1lYKKSnsstvaiqw0jzMiJ6lqa/WZNVrb\nPbh5dBhA7an0V8tXI9jLdl12Ca34554oAGRv39qcZKUpqIuZI9gghthF1mtsR1BbtfjcAm2Tl/4+\n4XKuej+A/3A3R4gYEcXitiv1UeNnfm6vDe+jQP0gQtIBYyaHDGZ10Jhpbmdz6WVg25getFD7pZnx\ncQDb6imh2tVGxoDLUgtcJ8oB+7S6RxL5rVyq8rtU2FGAMFVDZiDruUoRuT5ngVsuBMpJPSIkYC7A\nksBTAU1JlCoTiZcE7YFxP9Neh8kjRqW38ZDQfBXG2tfe97bt7VNB7X6o2tx6h1FWtFLC8tcB6eDI\n04FW6+jiixqARQu0vR1sb1/bDxDbhNrkECxQm4Kdreatbw/6+41Qawa0ZtJSajJAy2Rqj3fNbWxb\nmu62KL1vIIevPsPzh1cFto1rL4dahTq3s5Vpcifzhaia20MAWjc9mBZM8wPm6QGH+YjDdMS7KatN\nrkDtO58JJ5TtkKfCOlMNi/PvBx2wcF8y7hPjc2J8TgVCpq4KA8yzgS5ZzRm4iKuaXADMjKlAJLKe\nAjbzTSIfTGf2lyD2MQoVcFGBNj5LlelXa2v7wF7n/He3cRv56uAVIwOEchCJhDbyAlh1E4UT8nUo\nlCmsVgALF6SNba3tNy8INmAsams3NLXVHIHb68X8beVT7289EEGfQEIYgRufT9tgrbQ0IZ2nYrnn\na8Obje0LhVAmU1zcFKEuh6QuvdS04C6YInw0C9h+aWZ8aQY+Dna3ZltrUGr+a10RCoMnCcymKGA3\nSViIhEnYJnkgH6xrZR2QEi5DGQoyi1KhTIQ8AzMTSmbkQigZyBNQFGp5ScBU6mCxoNlzuKU6OGz1\nhalC2CD7svJ8yo3XOVB7rteE7TDWpnLweLC+p9HgMT3sBPRdlDNfTNQ2mXZ71/A7ejUwuPW4Fmwd\ndjuobQaRdaYIjYzfukfTR0XzA9uhnjqI0Hg+WMGtKb/iec1dmNoyY40Ejw5vpgjXBgc1uN9aA1yD\nW7KpcnXyBXfplfJKYyua2gfM8z3upiPupgUfTwXfMTO+NFW3NKatnRUa+ga7uCkCi2uZifF5Jnym\nmtpMC4rOqViLW0I/sQMXQp4In5eEohpbniBfXxODMurI+OjTNpnWVgcambYuwGsEHYu/eeANSH6q\n0WP9aQeTDAwHil1if2BwR2MNy8mwBZIBahvbWhes9YMlyl3zfrALta611cvtQW3ME4cPnSA8ye6/\n1A/+Lc1tbS22v1/cVOTK8KaxfZnACT5QrDVDaJc5sQzeTa2vWrOjNW3txxNEaztV1191Wt3Gs5iD\nqZtQopazoqBms49NzJiIMLOaM+g5ItjadAnW87YwY1HAPap3hZwJc2HkDFAmUCaFWnbPEKK17QA3\ndD+7HNaPagpQy9otUweUnXwDQXswgtZLNLXXVcQ9Teu2GYHlzeRNGDx2KwN8tD5sqzDsFxqsTSaT\ny+HVQLJTUBvB1rXCofBt3aP1INizK0EQm3gtBGr0pBtwO2j7ozckBn9h5fCrA1sbGc5JPzkSuwlC\nSjK4604nX/ApcqdSPR8o0E7TAw7zAw7TA+6mIz6eMz6eigpY1R4k6RozU4QpWXmvcMuACD8OgxUy\n6aw5pPgKzMi4xxH3gJsfFCaUQphYZymbEuYig91ySRVaE0AGPEnnNO+7nqMWe1V5MahIVpGrdk+E\n7I0gdKSpHe6/MOzVIRf2reBoXFU9aaDBhWj8HprfbZpqitDK2vhhZ++8gdrEzb6t7AxD6JkiBLi1\nw7jC/ajtqa/bWzMH5T7N2wQN73egRPXjSsGWAujOCThQnCpXwdZ6wibzjqDLzI37rzjFrikUKjOa\nBi5WJACKcqaxnVQmJxIPCTWNgKykremXAhwNbAthSeJR4ViAnBg5Ve9mJQFlAjjYXDZaW63D1nPW\n138xNzC4Nbn7HG+uvchtrslNlZdQf8RBZlWk7NfbOpB3TwEhDzN6PrB4B9pGeKLN5Mqutl9T93Fi\ncdEnrWlyR1CbgsY2amsHwrO9eV/82dkx3lsWBpmZrAeHweOxzHF3b0HQu/r3uvCmsb02WMOvDbgB\nLSegJFbzA7WrpeJmCHNSP7VJXHpN01FMEOYHvJuP+Gg+4jtmxndo19hHE6q9VxCyUWtggZn0Kx/u\nEPxeBykcsmkXWMcMPWBBVk1tnaFsLlmhNuEwJRxKQU4FJSUUB1oFl2CvQ91aBKqC8GhcwgiwfAf7\nJrEZml8ZtiRnVDhcEginla3a3eL0ZdrDc469NjRt7YAmm66odRrxhqDvMEAshaX/3ZsfxLLQCLdR\nPi30aliER0doNbcgH/eyanr8R33+fRF4ysf/Fp4pmG0tKWg2JgmESeXlQTWuB9Xc2gCyd8HkoHf9\nZVB7IPOowO4yN4EUbKXwt30oqqVkm1pX1omrcqEyhcQxZMDZ4koJwjExjonxoNrlYwJyApZgapEN\nao24bQa24CnCYKaCRgUjFKoaW9AtJO0ZYeTXdjttG07V2takodXScvet61h/8tp7fmrsscYv/R5y\no/eJFm6DoI5aVdvfvDNUuI0DwYJ5gmt0A9Ryr7FNIdN7j9NnGBMZ6s+VSFzMhcfESU8V7GmrN6T4\nkABEQHao3cnHBeHNxvbaEBtr767VL2jVHswKt7NrbGWihQq1VWsrNrVifvDxJJraL81QsK2jdKvG\nlnVShVombKDCwuo3MQNzIZ3+UZp+cb5dvKuL+AiUOcxUNqnGdsJcCg6JkVXA5omBrMCiDYprrRuw\nQVN53CF+fGbNg4xfcjqb1Mpm9YwQerp4tWOc/lFQa8fSuXB7Rty1YSijqFmtnv8KOslBFmEdlx5o\ne628aWqj9n4FtX1GtQjUbesXhC/Ea82tPUhL6qeJinKuPV5Ala3A4177VriFxpaIfhTAT0As9P8M\nM/94t/+7APwMgO+ByMP/nJn/7NUXfp9DAmz0OTVmCWQubtUDAbtSwHzS1kka2iVqak3e2rGJSO1j\nCYSE1FQCC1JomQqIGYWLTkVeYcDcKEkZJByZRVNbbHwEy/bEuCuEh8Q4JMLRBsQlkl7BRCjdoCKf\nmIHUpjYCUmca1Hz43gxwqyDmJq5Pc855RnHn17WR/9kat3+uy65UZS3F32Hb/sdH3spkCr9pvW7s\nZOva/dQObG8bzwgBjileZ+PmOanwDHLYH0z/oKw9TO0ONw8hCAf4ffKgDF4vkW+hsX1uOfzKwLZ+\niZhmstlWU4SZ1lCbUkaasvionY6Y0xGHtODdVPDxBIfaL02Mj+aqsf14qrZecxLL2Ai2jNYrwiER\n5lynf2SFA3NBIwI3o5QFUzmipAk5zUhpUviecEjiSWGZ1J/tVGHWB8+lps64J5n61RYrbCAMFy43\nCvpJedag22ugNp6jq4+N0HqmQJs/NuKjIO3TNO/KQLcOeqgLN5pasne7B7VWLrbyBIT3wqsbC/Na\n1DDw4+UaGQPc0EJx965uVfquBVsimgD8KQC/F8C3APwCEX2NmX85JPsxAL/IzP+hCte/QkQ/w8zL\nVRd/jwOBVA7RyquV29wSVOvKYpZA7NB6l+ADcyPUzsH84KCmXCJzExIlECUkTCC1wVlrbIu6iSog\n1CUlVWkVkZvCtwLaxwl4V4B3hfFRkV63h8K4b/IU7IkVcinaUVrXM5W2LnvvGrWLJnBTBJhMqzB2\nbh2pHhEMaisRnaehPftKG/HPLHgvDgOTEI33lb+vmI6qCcEGwK4GDI4GmWmPBro2uS25CFoCgQaO\ncAuoyy9q82ovv5/GOQWNLOk4DXMZ5oVLNgYT7V4c3kc5/MrAFmg0UAQ3RTDQm9QkYWo0trLItk2+\ncMRBXXqZrZcMZmjXH03mLoZ3wbYwcCjiAUZkHmHSryfrFpO5zBm5ZBzLEUuZkMqCKav9b5mqF4fE\neEiMouYHaQJ8/keDGoPbVl62X2UGUwF0biaLLoFa4HqobU4UwmPv50otbny0u4lGQIugnVUBappb\nDsdVbW03aKx/nxFq1eZqWB628sho+5QIdQpHy2sJ+zBSy4RzrSR3y8K3sO+7gcb2hwB8wsx/AwCI\n6GcB/EEAUaD+bQC/S7f/YQB/94sMtQC8kXaNrbXhAWrNjOBAVQtr/mxNa3unA3Tvpmq2MJNBrdnX\nkgLtDMIEoqTrXpAp2ILByAK1lKWKcGkUX8zSXtwlYJlEY/uR9rbdp2jjSzgkFjdmiZAmdq20m4VN\nCZwSyP3YIgjluN2V1UZTa6ALnaEPF8nJMdTesm9k9+p41XDbyN74TtBmu1MuVLtYXRpgTWu4pQi1\n8HjS8hDb6L45ILRtKGtZYGbVWFm+Itxq+QMCxG4v1UQhHA+6iSC+gSnCs8vhVwi2qGYI+oImEtfa\nMxV1C9MtSb7aSbW2cyo++YIJ13dT1SI0pgiJcZigg8Gs3LLLqaiNla6y1vDd7G8XFk3AAxPuS0HK\nR6Q06axkGYkKJrIZzsTnrU06sR4Y1n29UYCGaFPTPbdeXl4oP/WGZXk2ufnoEFSNI7mrWsc6sOxG\nwvmc04R314Cs7177r+0BlUb7PA2vjz0nbwlt15eVOfVU52bL9lgpsGzk3FA3qPsdH8G14QZg+30A\nvhl+/00AP9yl+dMA/nci+lsA/iEAf+jai77voVdAxklDTHk1ETdrM0swwD0ozEaPB5PCrMQlTKap\nxQSiWbS19tsLtwWWSRZItFCMOMiAUYjBmpeSxPZ2Tow7hroWo+pijKjOdkZiMyxAK6YIpNrqpnck\nAm1vt+kPLjzAaAe0EsRRoNf7e1wIyoeNfbcPex4RnjqQguRIaNbNJi4IriqLY/sq53RzscbkD0PI\ntZ7VCLVNkWiLbmi/UU3AoOaBiUJS1bFyzR8niF/wU7Ke9OSW7kav/wamCM8uh18V2Lr/Woc7kykC\nsAeDXF2IGGTT4aaimtsFU8pu81Wh1gYz2NSOArXVp6IIZym7wSsCV68IwivRfx+7yxjzmPDAwCFn\nFZYyfa9pk7NN35sExkFTU5ncXiZ2aQT7GnEXI8+FtVL03dCqKGhA6Owy7t1e5x7wgsHUwyOC4rBB\nOpThWsVDvM455+k+TCQ31LwTtxwJgNp8+QfTlPajB9U0IeSHw7WawG306tXqTofbBJ80iVChtu1S\n07gn7MHMJ8D280/+Du4/+bW9JOeU4v8IwNeZ+V8hon8CwP9GRF9l5n9wfk4/rDBSRvZt+0TABIVa\nqqZcpg29CxrauNSxWIREk8LsDKIJhMnhFojwYhrLouYIBKaCapDPmKiAKWMmRiFS91+EA9UJJA4K\nuAK11HpjSHGpXmm4g5m1PW2o516R294Uippb1+TeqHNr2E32HMJ735ftzUMokO7kaySTXfHTZysU\n6iY9gmIp+huPM4rFCpHcBn0EtX76cO2VsokQese0TQ/aWSZx9ekHE4eBipb3rseuKVB28U7wPzKc\n8r/8a1//RfzaN35x9xRnXOamcvhVgS0Af0kRcA0261KqppaKTj2akSiDKPvkDe8SfHabOxe6IW5C\nM2f5nERYp65QpsLayNb5l5gZhQnvJvFvezcBd4VwV6ybSyA2k2mTi8N4o3VO7H5pt7S0Q63cJQX2\nsYX7Evn4hLJ0H0xPCNagOLk6ULc9+t0LU8vGKL2umzZxL5+ja/RlI+4L9756SpFS4/HRrIBqkuY5\n2gvpPFN4luh5NP4f/cBvxUc/8Fv999//C7/UJ/kWgO8Pv78foi2I4V8A8J8CADP/VSL66wD+SQB/\n6db5fW/CoLFu4bZOfWsTK1TADUCbVhM6uaeFRGKC0AKtbBOSam5D/YEOgGUBjsJZ5DTLMHORp6Tr\nqiGeWLTGM1GdOj2Rrm2hxntT1FRbd3UcPNYu7XNr1tgbNHYLgfTSYSx7a2yPdLcMtPrv66YtDW1q\n3Ie6r+0JRYDacHwwQ9iD2hHYroJZCej1pIxEUCW0Zmh2D32XWC94B8sN5PApje13fvUH8Z1f/UH/\n/Sv//Z/tkzy7HE6nkzxj0MLgvaVk3QJVkFZbRIFEA11KxeF2puIga91Pa8C1Uc9Ws9QAACAASURB\nVL0ICzcahzsF5DhLTo1XIKZgX0bAHQUNMIktsEy3W6p2WU0qZmLMaJ2Ko6sgMc6fj++znU//ajaD\ndqsMFQe3vMZTnv+xYdW4UbNCF+3bfQPYnyK8777Hjfo4ki98+TgyVbsuMY7QuBnrp+ZdLUA9x+jW\ngdpkh/vbFegXhmK+oM9cBuEvAfgdRPTbiOgOwL8J4Gtdml+BDGoAEX03RJj+tdvdxfsX2oaawlpM\nwqS9rzOFTfqxbtpYMTewXrWYVuU4zPuBmSHIkhRwkwEuhX0xztPY8QkJKXrmqnBrSxi4NpgttZlh\ndQUoutMmWFnVkygDXlIWP1m4tAuvn0DiKT90Q+PZy+FGaMZ2My7dy3aQhReIOkskgPj+4yHdEi8y\nhF6ql2/y0SQO+enyzjBlSd8GrR/PtaFcuAzCs8vh16mxRdsIQ4UjIWg6EcwRAjiSekyYEzdaWh+s\nELSzh1QHMtjgBtNAWGCozW0hGY0IcQC+MJALVSim0NVFcD+NR81f8nxWILcGwWxqG+2sQUdDDUBf\nZ+uPZ6S+l+n5Gk4c8GQnOJVu9fybK41z0AGgCzY7RXfNlQZ3q/Hca1S3FNqNJrbT3Pba2cHlXNvA\ndeTtrTW1p0wRTgVmXojoxwD8rxA3M/81M/8yEf17uv+nAPxnAH6aiL4Babr+JDP/v9fl/AMIkd+o\nLa8VACvcRm1unAUs9VBLBPOAYJrZ5N4QDFyTaMUavYvZvmhGmOs5WNITqB3EDtHiVsBVm1pf1/ya\nxre/V/NAU+0uURPoc5J1ByBf+KAzjbm0eKIHYxDp61hw4QK2Mc8DOojE+hgv5BrXfdDsa2vXAlq8\necivvbEJYyUDOSO0JggWbwd23Ws3woJrbWxfQg5fDban/JNpmv8CwO8D8CmAf5eZdw0y6gtlf1Wt\nzIiaKPZD5HcRAEZnD5Y4fKErVKLvTgvzlduVLAOJZRYxkhuNXWzTcKkCk1KRfDmIh/oC9q+cYTtO\ngPuhRTVNYN+3+yRvHwyEXpv29FQw26U9uKXNH5cHE1oI78rWXaNITRm2fbHbCV4fVl/ufQM7ysfo\nXY3am3Pf6Y0E5qlwLdgCADP/eQB/vov7qbD96wD+wNUXeuFwSzncfHTRIB4mu2r734yt6dOgnq9x\nqt8brSqcGtSu3fcnGNRKXU56Jlvb8WtmiXlr8hT2N0YDAWBWdaxZ78iTjfBM1eeZw0sOKLsw7GVv\nzaSVWDcOjBy7htoab9prB1z957+vfGx1cozbhuU9lMNXge05/smI6PcD+AFm/h1E9MMAfhLAj2yf\nFLVRjwUG7FrbKnjZ4+W1yoSKVYi24NnYXyF8raPa1hrgWnD7G9apw6MQDzZkU3ediUg1BhFoa15h\neceWoKtfXy7gI8xQWxGeRZS8r1Brgaut3l44tf/MSzVagvg7ls8Gakl/ry7f1Qdqz33y5d+iJbVr\nPOO7X97XcvbM4dZyOLblfRHzsqtLdBbQF0lLG00VQYa18S851CJAbXT5JfPeFwBJobaAfVSlGjiw\nHFNlbauBFWWHxCdvL0b+pOuy+eG46k/uH+A6wv4+3GL9zAPKrgkxe6e6/zeObYG2thuj5kOgXwQx\nB3Hu5YsvFNN9/gITuD/dG3WfvY9T6l5rY+v+yZj5CMD8k8XwbwD4bwGAmX8ewJfVhmI/DF5aGwaG\n075dgbER0oQKk1QPaWQU1seutkdxmod+X81rze/JW3vN4RUX8j073BfP9vAl84n9ryT0BfaZwpHp\nouULHJ5ODgMrsh3CLlrABdZFpZF11J6FmlRxf4xd/29+dUSxguw+D1t52wtbdWF18Be1PL64pN0P\nsVxtFYRhxPh9XqUDoacuJbc5+w3GOjx7uBZsR/7Jvu+MNF+58rpv4S2sw2sdZPYW3sLThjc5/Bbe\nwlt4klD4suU1hGttbC+xyjt53Kc//3WfOnf6x78b6Qe+u6ZeHdGdktt9Ni6TETTybAYLXEfy2362\nbgHyEZ22L56HB3F+ee72NXmt+Y1ZHd7aW3h8eK29YMOXHDqfXnMh6AvsRii//reRf/1XJdkN7ucL\nroW9JNxUDv/d//mnMU3iAusf+Wd+EL/lqz8YhOX6wEY+8irpKt0oplZbu4CZ5MTY9f/mF4/Pzhu/\n9/O2Ec6sC6+7Qn+Bgztpp+2CsIogxBLan+7RWtsnsur77G/9X/j8W/93rZBXhtcCq5eEa8H2HP9k\nfZqvaNwqfOmH/znwzOAZKAdGCS+FoT4MQQEwyePNiICRwJw9jUx3awuhMMs2RMWeWexrMwjJr9dC\nqEyVWxf/Ouni637ydeEk+QyLGcMwaEeg1i4Q36+J47i5986U4SnDjbp2ZATrdWciwD903ETWPqBQ\n18zB6o71tyVoz1Ybe26QuEkyvqGrbqWe48R50nd9L+g7v9fl6fLJ16+65IansbewDjeVw7/lD/wR\nHGbC4QDMh1ZGmUxlk4FogXa1xDR6AqY4i5hMlUtstrMMUAEj1QP0ypYWLFPrgkuziMJClRYc24ng\njkjjC1r56/fQLduUHipzpHlL26TnkP+3Qv0qQvO+uhfOjDpl5Max1EKtTZQhg8TQymMT71ztaz06\nlJWLSsZIHisTfPy9/zQ+/u5/yivp3/vG/3TJmdeXeg+L7LWmCOf4J/sagH8HAIjoRwD8PWb+f3bP\n6i+tOgtp36OAYV3bvgqMIsQC2BbybQFPUrg1ADXwHcPqUqj+Rqt6H6XPeg1mApcENIBb76dEuB0V\nIIbck8GRxpHv232SX6jgCp4rvqA3fjz6XG7XFxvIrrGUD7T+8uEmQn2Ix7qb2r3snopfV67T4ZnK\nXCp00fIFDreVw4HX4rvu4dWAte+KXKVBPR+v9oYUzA6nQAkoWKGWuQS4LTU+/nHIq65j3po8oe5n\nrOvcEG6bNV9cH95E9guHvRcwgMWmy3d0SFNHAqVGaI1Kuq5crT6iHhO4UYHdNGx99G1+DL6CcJXG\n9hz/ZMz854jo9xPRJwC+DeCP7J9UVr2/edPOupEyohY0yVISmCfkwlhKwbEwjkWmu118TTgWxqEA\nR5KpHakwABKXXkzNlLoFAsUybS7p+QgPhXBkyFJ0oIvt1/ilQOE2qaagwq3DtW4T61dGI3EH5hbD\nOrZTmm4Nv5alV1KAzw2u/z5XE8vYB+TV828HuoweD4U2MDa8Wx8pbHUgPvNRr9g576JvyZvjqE1z\nxqnqdujduHGZeNPYnhduLYcjrzkccrtdVCYX5g5sCVl7xSyNzdJYwJq+gCA+xw1UC+Uq/4jBnNxj\niOWKXStrU+uWsM16HQSlRq+ooG5dlRyWtr9XaXt4ROjhYYW4Ti4w+1QFj3u571XYH2j1JEHLi0+T\naO1mfFeQ9rX9SIkvO6YP+wqLyyNGu22nDWsL4st73HhE8OPud3M/K1kdC2Sfz5AGcd1uXhNeC6xe\nEq72Y3vKP5n+/rHzTiYrb7sZKlBMKJqgNKFaF4PawhMyZxwL8KCLgGiFXIPTiXQCBb88qdsvasDW\nJmOQ8xEecgXcCrvAAwMPTHpN8f9WSgvehWUxqF0gBWe2++euwIe4CP36YOGF/vRjvT6YStSFya1O\n/AyBLoDac4MLlo48R8Iqbq8axcCq4X1TWPupQx2xYKWV+x3ddSmcuzbUvVCP+drujhO5GoA4PJK3\n8PzhlnK41cCwwymz9oSBG6itoMjeu7UUICdoGqprkuMTigAuZVEmAChkvRvqFpHbwhw1toWz/EYG\nc0FB2eg5qz12SzFlQ2tGFk0qItzas7CdxCxKkFU9CbKwr+ta4T78akEv5MOWw3Pe0AAovFJIuoJY\nhG0meedJCoR4oCOZvZm4Am6Qx32IH2U9BPdWLO3XYyyAto22fHFsK0KajcdzbeCtm3zF4fXNPGYv\nzt+tCEWEr+qiwFhKq6ktPIF5wlKSA2aFW1kfCjDrYrPUmBK/sM1U0xbKRQX3vULtfZHt+wI85Aq7\nsi3AuxRCLgmZJ7GzLaa1rTCe9T5gtrcdXPQVwZ9PXO89yqcqj71KcktF+aqCtZpXnMLpE62wib95\nfADxxvtQmbSC2I20Hi7RnPfn9WM6TW0PqJuNNbDqTYhJblQW3jS2LxQGbWwLfVXREMctLCw9WwvL\nzIwVbqMWVWEXYjDGyAAJMHuvldrgUuPyK2pqs8NtgS7MiNpjgVkBWutxW1TZkH1NmkZAt4FahoCM\nRlDhNsEIKC6QzR9moJ1ftw7ykkTCKoxGxYJrYm3dHKbbso9g8FaPJWawzTbKJO9eoZaZVV6fd4cr\nsLVtb+cDvA6XUVkbFLLRsTcI7yHXvi6wVf/bqJokKbgFIpgOTMhsWk+FRNOCloRSJpQyIZcJRwPP\nQrjPjLtEOGSbXUzMDazqZQBLYcyJfLIFzxNXjcSDnvM+Ez7PdW3LvS5HzUMph5AnyWMuSex9S2qA\ngwpkViz7WozC1fPCbq9J4AornqADkucI1PYEPdk1nujUZwfmMFIApzPUd3EB6m+DWnBAC7X2/kjf\nfWN5IK0+AFbtAZoRuf4Vv5GdfeGJqvhozR7b48M1dsvaDcrCG9i+TPB2NpTT4XgCiNmBAC27uZf1\nYh2SAi4DyRQJLIsYlmWZSEF/JzBKmFGssXmFdetHLW0WuOVctcVh4O7CYhJmPW3VVIw8XzauopS4\nMEpRW98GaNGaJDQPS/LY0Mv6yXqlef90uJdIYOtD8hEG1/l7Berzhc46B5WZ/tvA1Nbo3oHJY67b\n9ZQqexVoNZ3ALSrcshYUkEyEwOjKaJfd7oezaZT/Xq5qOaPVlyRqXKNh7pbmgnvl8LIQGeR9Ca8K\nbP19qPCwryIbsHXkhMxlpfk0uOUygfOMJR1BmXBIFWrvMuOQgKkQpixwa8iQWWB2Zpnidgq10Mpc\nVg3wfSEFWMLnC/B5Jny+GODKvmNOCrUHlDKjZDORSI2nBBQC6fgJN7tQ04teiPpXU+zH6J7bqDI9\nS3hiuL1ND5fj4dOfJkCtwVl9fybMqHm3vUY1gu5Ki0u1D+zsu7LyZNsxrhO4TZmLcnRLtg7e+S2+\n8umLPSDsxcJKKamOB1q4NVtahVs3yRKTr4cM3CVCLoycqgZ1gc5ElnRGRpZ1ClpcwiTa2qEpAq/A\nNnNu7GazDvRddCzEg+btobTjJAyCcwO0dr8GFqj1JLqDiJWgZrE+wP0nfJsK8mzhsnoYofbm5l/6\n7GQGSW5/R6j1tAF2EfcHGWxAWQicRMnECQqZJGUhuiAiAEVROnEDt1vyOMrSKk+5hdrCzgOxjI3N\nXzYu0qe7QXiviqqGVwi2WgD15VCpC6fQtVQSppIwlQmlFJQ8IacJqcy6HHDMwH3KOOSCmYApkX/Z\n1a4xBV4izEmEbqOxRRXkZtZQNbWETxfg0wx8mgmfZsJnmfCQJyz5gJJnWcqEnCfV1oqpxLGIGUIq\nqqHNCD5pVLh2DcwKcHybb1OoG/VguMYlxz5n2CNe29dpNS8JjArsm6eI76DvigtwSNbtpfIxCjr7\ngItdUivTAWtck65p8MA3pSowLDcdwLbL2jTGjx2ck/vz3CK8hwL1gwgsja54dAksVyrYLjoQd0ms\nsKhAW9QkKwH3WXvBskxdm0w7a2UZABIjcQHTItOP86TS2Sa7rZmqYCv2uYULMhfPjw8S5mp69uA9\naSSmZKq5NTvgYzGTBEbJQVtrDUQuILNTGPo362jFs8ua51op5BC+abmWb9yXsA2jbn1O2kcGZpXB\nO/fUyCpGY34w2l9IoDTCJek7pgKUhNA9CiSBTiY0spchUwh7vH6Pxd4mbx5gxYKDrIyNPNrtTfOX\n9UKj429EpF9EP7a3DW4TU4WfNfzyJUMoibCwQG0uE3IpCreTaEbThJwPoJRxLIz7zJioYCJg0q5c\nkVkM8zd7SMBMwJwYCWKOYFWxQAU52yC0Fmy/rVD72QJ8lgmf5oSHPCHnGbkckMusZgliKmFQu5QE\nzgTKADLql1oAhL6s2nOhUYVATHhFoABerzm4gNnYF6HWlgtCw4h7wBi3eZDYhWa036paBG7eN4WX\nDhgIQ7vEyKDWnfSpWUK8JDe7uryuYdWzHJdG66GHx6LVl8vBI7mFnubNFOFlAkMafi428KvCrXXX\n52QASTgk8wojGlvp2QLmYuZfQCLpCRMDA+ualhecqGBScCUU6U3jhPUXtkEtq10vN9pikdHVHELM\n0Ejltawfchz0WwHXzRCyLBxHltloswYaMADdUJlhbssi2ITfNwsUOnC4iX86uH3GgWLMDpJbYrhN\nHzeivJMy3ZoVKNwW6sAWdU16faU76Ujg5npSVClodTcQnBGUF2FdYlysbOi8cVj69jc1bUb7IG7h\nAuzVs8AgvDKwDYs24FTEPsu6w7IKpIkS5sIOt6mItjZnGWlL6YAjMe6JQVREW0BxgIF2pRXCITHm\nBMwkUJvi4DGoZoJrN9Z9UROEDHx7IXx7Ab6dEz5bJtwvoq1d8kHgNs/IecJSJiw5YSmp0dhSFpME\nHS6smgK4nWPU3JIXaF77RW0KH6/2eYU6M4Te7hdRxtaMXLyj7r5W7qoMpD7SBKY9mPj8e0h0kNV3\niKbtq/GhTVyZJbgADnDrwK4Cda9NYwAjqB3mueY1rv152KWibF+36S9YYN7C1aEAnKrGVrSY5Otc\nqueDI5n5AeGBGIcsoHvIqiwgta0l6KBcLZyhOE7E4MRILFrdwgQiK+QWVPupMCu8qfa9pq1VGf2Q\ng7mYQ23Q2mZqzBKywmxWUwTR2HKA2nahaHPbgwbQVpBGc9uFM+tIlMUhtjnBOWluG54BaldCtt9X\nU4SoTgYxau+TbYe12dD6mpU7GOywytKjCgD6cea5Ici5UtTa7jxzRmuzHcF25RCa6/7QYxDtbavn\nKG7vm0PcleENbK8N1rAXAiexeTG7k1QIXAjHIsNsp8Q4FPbu/VQKUimgMoNKAS2MBcC9v2Wxx1rY\nTAvkS3+ZGIckZggTiTIsdQq3OnhMBOh9JnxeREMrYEv47DjhfrlDXg7IyztkB1uBWlsfc8JDkYXU\nxtYWg1sEqI1rgx4aCdLR0uysPy8euEBBRO4cah/xp9Jdet1nkaHnhChnRw5mV11gbRozOWjcbnXb\n1MVDYTbCrXSNyVklG+EBbbVlXVlZQajmrSl3IW3be0C+vfWIbhHoPRy08EGEIlosM9XiQs3Aqmxd\n/qoUOBbCMQMPROJxRrW0thjYitmi1BFW20SGij2GKxUIMoOTFOVaf1iPr4pUcleMxyCbP8vA54uY\niX0W4dZMJYLGVrS2ck8lV8hl66ZTzS3ZYppbBwyEClKBhPeA1kNNtx9I/9vZtPv7rEENj4Hblxe4\n3oaonCWNraUGvu32tU1Xo953Qfjw76CWAfd4kJQ1XMaymxi4qQEA07h5hwNBoNY0IHs9hD1wmrY1\n2nPHQWQDU4SVdtYeVFMOu+tdGd7A9tpg0EYVbsEGf6o1YIDLhLkwFmKkkpByQqJJbLS0QDpkkYy0\nLRA3NDL4TLQCS5Iv/gPBwVaOpSBO68hZB9tiAhP4/xRsTVOb80fI+U7BVk0ROo3tUTW2cyFMhRTg\n5d65aPe0aWoNYgvC19nG0j/MFbhcUUIHisFRGuCMdOde7+XlaxdUKPZQ29ujAlgLHnJwNeEatZ9R\na+saW7Ur7+EWgGttG3uuU22Y7htpaqO3hgizKwiOqjagadPruW7UNL6HAvVDCFyCfa0CLbvWVqCW\nmJBUU3sg4IGAqSTMNp6BuIVaojDNZUWSwmIiViFYPb80/sXruipS6wCxzGp+oJrZz228w6JL1NTm\n4I+8mK2wuQarJgnIcKAdzafeQi26uiQ5dlOEDblb022/C9PErm1pt0wQhmc5I01M+xqCPdA+P/Vj\ngTikc6jV9BFcR5pahnxRuV9ai9NpcRMrXAJMBYQUnmCwB9NBGEQMTqFt2HqMocyQaYybgYqsLBAE\nq2tq4/FxwWDbrne9EOX30Mj21YGtN/CquSQVrm5jm6U85pxwJFaoTUhlAuXm7aNSIEA6SQJ0FO1D\nyXiXCO/UW8KcrNusH7JQZZqNrrUurfuc8Hme8LDMWJYDlvwOebmT7eWAZZlxXGYc84SHPOFeNba8\nENIi9rVmY4tMausDNUWoDYsValKBWu1sY+Wut12VANsF8qzybkbyw7QnSHctj05ca//wdkcnOF5S\ns+uyNApVuBB1f4gUBBnUXYzZ3qYqv5INIgumOCu47UboMuqr2hWo2IDaLfODLq6fDnor3Mo2ls70\nE/kWbhuoA9mi3fWUgJS0yCYgk2lq1dQgix3tlBVkGyWW1IfMQJ5Enh5YxuhMbG4Y63EAVk7uGVL+\njC/NDGFhqPmBKBs+XQRsPzWt7WKea2xJeMiEZQGWBci6LgtQFgaLGtgXyqVqz6xHrfOaUF0vMqoS\noa1MvLLXedTb2Tm2/xQ497j++P00a4XD+e68aPX/scEmUNay1bWBdeEGasWdFyrUssw8KlpajXPT\nA/Z8iv13B7dMLr8R5W+j+OizbTyCqo3tNbZb5gelTTscYBwE/a3k8JvG9srARb9MCXX0d4BazgIC\nTCxCtZBDbbKCSNCurOjbjgCf8euIh8L4rBS8S4x3SW3CotbA8oNqZmWmCHUmswlH9X5wzAcsyx1y\nvsOS77DkGUueccwCtcc8C9hm0doiq/BfCMgkPnByXQxwDW7dDUhTmIO/u4GsbORqfMZo050OGwDr\nJDne11RrlS178vgsMH1BqDWtSRsJB8v6bkzoiDBlFaYRIMEVau1r2PRTbNtu9zWA29BImQyNyop1\n5sM6vi4G3KY2mB/0bXKE2haI2/T1Q0sF8bXhzRThZUJhkbdBg2kDq3IA24XExjZlcjeJU5Y5fc2U\noJVJggciV1ndNgJTkmOTcwIPBydJ204+oDeXOoDN3C9+pppa81LzqWpsP1OgrUoJ4LgAy8IKt4yc\nWQeNCS1TLkMb237QGK1gtVY0VqBtTRMe48W2wqBJjH6/DcjbNlG4VkiO3Hdd6tKr93H72FCfuctf\n53prE60MGswqHyjAssEtKWO4dwNGX3gj3NYPGAIn/Z30Q+zks7C8hXUoT7QC2w2oHdnjwtqeKx7r\nKMc3Pt9zhFcFttb4u2bL4ZakW4hIXyghZ8IDyXziKetXG01iBwX2OqMWW2CI/9hcCMdJ/NkuiXH0\ngWMsXWJg1xhYXTBTBBtpKwPAZrGdVaA104Mlq6Y21+Uhi6b2uCTkocZWAJcbqIUPxJWCXMHJu8Es\nk1ZB4u/zHvfpcPJD/4TmNiY5R9lwKjOjdM+l2NN7cJMBux+DSj69UBC64hCcOoBUza2N4B3ArZtp\nGFQTztPY2mvysnO+pnYIsxvhJlD7Fl4uFAU8HTFesigSKDEok2hrs4CtwehEhJRVeUUA5QTqvkzi\njGVLEs3twjIL5JTEDEFscSukVR1k9c4QJ2B4UBMEG8z7mZsgJHW/uNbY3i+E4wIcF0ZegJxZbGsX\nRlkKOCvUKtySwi71XhBM6dLUG5tIQjw4rLpIDLKuqCNRjK4HjZ2jmX3cVc/T1FZgbfdp/CO1ECLa\n6rOUyYri5Awa5xpaNIBbf+sDM6i1MQtmi6tgayAbXNCEuCB8ozau0dbuvIPeZKCD26q1HUCt23bH\nBV27353/yvAeWiK8PrB1H51UCx9ZXBHBCgIyJZQiYCg9AdOKe1gncpBFJnBIU0IqMzgdwYmRU8GU\niricoajptSyFKXBLEpiNi9nS6mCxJc8VbJcJD2FZckJZ1BOCAa1qa83swLUkVmaLQS2rKQLWMFtv\nGO4n0Qs6P+0XFyHQ3n66vR6ak9fYgtrnDkFuMbM6kg/U7oPHNKHtK6gDPhxy0ZreoD7CktZwu/aG\nUB+NAe4psAW6ttZ+d+DaQ20vS+24XotrUHsTrcF7KFA/iBAaUs5AIRnnUDKQiZGSmMMkAhYS0H1Q\nwBWotSqSINMuQBx5cZ1q924iPBT23rIDMaZEbpNrxdgn+1OYreauYoZgfnM/j3C7pKqldY1twmeL\nQO3DAjwsrcZ2WRhZB4vRUkBueMtqfGvPJGzHL9H4G1ah24p11RiHzbC2tTVtd4x77Hn7uPV+qr89\nzdgd2ONdhOnzs22wek8M2vLGTZBex3mCK1cEmLTxPNE0wc5rOR3CbSPvNFK9KfBuQxdk4xbcMrws\nublCY35gZa7mofYchPPdUHi+j3qKVwW21sjbV5Z312btmsrqDiaTKjlldKJ1XRnk+vnUDIE5gTmD\nk5otpIyS7pBTxjFlpJTFRZh+fvuMJpB8MMQ+t5QZXCaZTcymylWYjR4QjovEmfnBfU445oS8EHhJ\notnIBFoEcNlNEHSJ2xyhlkMh5qZQh49Ze4C3Lt/bwQUW71/v0WD6OqDWxBUzvKdKNAcqHc1XbQRc\nfSx1qsYKf+YhwaaSbiCxDOCW2sUvp8/GffaO8h6K9AhwI6xeCrVebxvB/ahH3IRbwDER/SiAn4D0\nkP8ZZv7xjXS/B8BfBPCHmPnnrr/yexxUW4ssXbM2mIpIgCUn+aBLBJD2JjjUOuBYUU6qpVVNrS53\nRYD2LtX1nMwt2FqxF8FW4Fg0tvc6IKxOcU6tJ4ScujiDWnYbW4NbNupeig4cKx3UbiwdbLjGNlSQ\npxXD5iWh/gbQxV14xl0I3TI/iJraur/+fiTUdiWqLtLKVa8IQe6utLWo7yi6SIy//S4KWEliH25Z\ngNi+xIpN1rCtsfXerB5qY1vuWlmMNbVRs+vlDxWMG+XW9SXvFmD73HL4VYGtj/R27b4NlCERtgCg\ncaQuZQoI90hafiVNlTmEkhJmta8tiZCSgK0sBYmyTu9YKtiCm7rEnERAl0nB1paEXGYsWd15ZTFP\neFgmPOQZDznhXrW1pqklta01qJUZx9QMIevgOIVbGx3pZgg2cKGv3ypMo1auDw3E9PvOfT/knLZx\n0Bma20vCnqaWmlX34/EUzNwd7TcbYqnbT912ECrE5MpcUhsvNg2uPSh1FClqtAAAIABJREFUNWMn\nYsA1tMVgwbQJFACWwvUIq2z291VPXrdXQOvx/eQRY6itypJ2UONNwpU2tkQ0AfhTAH4vgG8B+AUi\n+hoz//Ig3Y8D+F/wKj6hXjiUAspQe0OVrQq4uagJFdQ0zLzIMMSufGZHWxdZDJQJDZQ+TIy7JDOU\niVca0tkhOQw6q3WfuY51qJ4QdJYzm4ihoJmM4XOFWpv2/N61tBFoGWXxjAHHAjLfYUtxuKXoESHa\nQTZyt1aU3qY2gtj1FYS8utdzjb0kENHFYLJvJtprcin8H6d/uipVhZrArfQOEKcV4EaTL4dDy5/b\n1FpWW1+1FW71XgqBkvQEV02HnUePXX0YcLNawaeDadDUxrjOa0Kj0GoAdnDeK0PJp9PshZeQw68K\nbDl0B5hUZKrT4MKAk8QOywRnRkIhq2DqfxGqqZ2yalsTypQUaMU1WEpFfovLAdigs7Y0VHOGwnUG\nMTunTJU7YcmTDhQzLa0A7TEnLEsCKczSAl8MZte2tTpoLLO3DK6xNbgNkFvho6883fMdxHN/u6eC\nsevoo9Qr8w0q1B7UxkutMnfldRHgtrlHXkv8IdQyWi2BfGmbOy23kbV0ZsCkcMtU3b1VLZiMFm+h\nttYFu3VGyGLIe/MquF3H91/htU6l2oBvTKPrCLWxzX4lpgg/BOATZv4bAEBEPwvgDwL45S7dvw/g\nfwTwe66+4gcQSG1siYqWMZGv9nGVdWCYQW2EK2nQpbxHqC0sA88WJhwT464o1AaPNDJ4V6fe7aoy\no1oFmBmC+aE1911xAob70trU3mfxnHCM2tosHhHEE0Kp2lo1RaDF7GwrVTeDdqw+R61t+OIzs7B1\nMe4qy+PeksJX+/xb/7baJt6MK9ea2n2srRD8JK4bVfbInVYftytbWzVHMNOvFdTG3rBSn6ecs2pu\n7ZWxOGQWN51JQJdTgFvYR1kA5tXrZs9/deXFtSy5Aiv4uh1AcFOUetC9hQxG4IrHh2eXw68KbOWF\nWANf4cIbbCIRMkHVzySAmwEcOYmnjgk4cEJJWQZ+pYIpESZOmCLU6prM/62Cc2tjC+2SDWBroKyz\niGX1UfuQJxxdY9sOFqtQSzpYDDL6IsCtTOcoWlv3hJC5TrfbGI6jLcTdY2wKdaxUozI6gtS9BAa3\ne+mv1tzuQOoofhDncEqm49i92jrwaIcKzGhH5VCLtSDjkN4nZ9DGpzDItbUAknlJcJWVDxgrBrXJ\nslBBI167gXLLB7pXEcrC6kN/MJit3V/vbUtT+4rcfX0fgG+G338TwA831yD6PoiQ/dcgAvVGuX+P\nQ2aAirpA0AE62sWaSYA2O7QMKgkTeNLpeFVTm5P5DWccTVObZIKHich93yaFW6CFIdPYmjlDLiQe\nETL5oN6HHnJtWYAHta1tbGqPYlfLNnWZaWsdcLna2ZqmtlEq8GpxLwiov3vhexppo/bAnwBGvmzX\nZ+rNEm4VTtncbsXRRrq9c5wRmq61VjMePQfV6KhsCMLMeocZCrztg2tmGXPQVNecKosFmqlOtWt8\nEr/OrFHu22XLbwOu7GDbtPd9Go55wvr+1rfzqHCDsvTscvhVgW0tXFo5UYUbu6aKBPa0xESb2gUJ\nGYQDE3Ji5IlwxwWcsoBtEZCV7q4Kt3VSBw7CWvIhZSRqbVVTGxaZdEFg9qFMWJaERYEWWT0gLBCQ\nXQhYAF6o09ii8V1LqglIQVtrhZeawh0LONpSaGCyU8jXo2oHIaovg0x1sbqWrRjMRXtZ2JCZ1O+P\nFEddugi1G3khEz7n5LUHV4fcugkY8xppom3J1C6LwA6yEW6T6R7MP2JRuLVQELi60+JGCdy2ibqL\nmjjLju8PRcr39evmfp5IU3tmOH7zV3H85q/uJTknNz8B4D9gZibas1L+AoVs5UeEDemXi31c5ZUL\nDttWcGMBsDJpjxoTFpaBY0cm3CXWacwZM1GYzIEcbk3Ux04oMy+zCcGWZgax6rWmTsYg9rSiqRWg\nPR6B45GxHAVsy7EADyxQG7S11Y8ttwPItIJULZrds+2r3WgRtuq0AudWkKp9jc/hvBnHLpm8Yf8c\nfZzvG8WthPPO2bWqnVvl/NmpEHLXZo1k6xq6vl2MmtqYjiQ/8iva08pztnNzMm1DKJvMOsFD+BAz\n2d9rbP1muI2LMNqbIkQI79OMNLQrqL1eIJ/ig2//yi/i07/y9d1TnHGZm8rh1wW2WvCEi6qtStvd\nJb+l20HiJ9SBBTL6lpCZVVtLKBNhKoxJPSBMxAq13IItcfM0pVzY9KGkfhfFZVhmhdowm9i9TpVb\nFgLnBCxiT5syRFOrUNtratk0tUXta1UjkLSLggLoVlubsKwe5BmwGsKmmFwpB7qUpljYOvYpwjlK\nAos7AbWr/s6TwUA2NupYtfGsX/Aw2yv7ytf9bi+9Abf2YBkEjq6+EE5p2fcPvpgdtU2POR9oP1fA\nigC2UT5GQWl1VCOfQlNbM7i/+/CV78HhK9/jvz/7P/9yn+RbAL4//P5+iLYghn8ewM9qF+t3Afh9\nRHRk5q89Ks8fQigFlJNAg48MK2BKYWBMXVeAkm2bIdJtYpMtoqFdktnUcvVhi6qtTQM5zGzmZWEq\nXSY1haVglqBaWzM7yNGmtoVaAVsGHQvomDu45TrSbeTPtgMN6YUpoq3l4lArv+OdXBKq9jXayp6n\nkb1Oc3vag8FpQTwyPzhXfG+H+qHQQKf/DtBojVOUWwhvwX5Y75nvaweLudy3c1nbYj1vLthDe+JQ\nG+IsXWy3mzj278kGbIE14JbB+f5/9t492Lrkqg/7rXPvN2KEBEKgmtELFF6WsKgAFQtZLuIpQBSI\nIKAq4ZG4NJCUTCWRC+fhGBuCMU6qCLaJC0gIjjEI2xhiylADQgUjAoQKsWyVJZBAI0UBIWmkmdFb\nFBqY75698sfux+rVqx/7cc49537799X+7tndq1f3fv32b6/d3VuL2pXC9q3pvu7+M1+Iu//MF4b1\nD/7CT2iTo/PwaQlbd9Nnx6f+Bj2eS15QjEjF7Zi18wf4Ahh2wO3dOGDsNo+RgMvdDpe7ARc04HK3\nc325WHyf3BC2nqxBjrBHUXs1+IVGoTsQ9vvdGI1zkVq68rMfIBG17P86UcuD74YA+LkRd27gGGTf\n2nCRRlKNr43luroY5sCL1nZwoBy5XQqqrFrRATLsrDJeEK4BLWQhiM4NEvOvrMb+X6kdDU7ceh70\nx1cOKHNtZdH+kIZUZwcOTUbmUnZs5L02NFecNuEv54WOImqBxYPHALwBwOcQ0fMAvBfANwL4ZmnA\nzJ/pfxPRjwP4hTta1ALjeUdjH1ve+2kPxnlpPScO7q98qmN3frO74ft+2sPOd0WIAvdix26wGLm5\nw/1UXxzmsQ26I9zTxccZXD9bL2rj71HM3t4DV/t85oMr1/1geGIAnKiFF7W6O8J+AA1D7FtriVs1\nQf44vZkhaN36OpdJjMja9MyZ3STvRVFLyHNIlEnb54nK/yb1BL6Mgzldwv734ta/2qLMNHQvCH1w\nc12RKsSoMdgT7o7gu5axm70pidB63raI0RS1Y7vSEz7Nj28LxDqQloHKWwEruDo6D5+UsMWQXqTj\nRStHKPqBZAhr4wEl7C6EMB6A/cXYHeGJCwZ4h1s0jK+/aBS3lzt2UQL36su/ctNwH2dg0Ph98mH8\ne5vHKO0oajF+6nTvFv/xBfGXryDmrc1Fbfh87h5uJgQO0dp04makApY5RHjNVxNLMEXc9thNrdv9\nrRskKWV7wanrDmQYN3wclUth3WdpgRs+sbtL7XxU1s+cACCKW8/NruGBr+Vfz3F+G9lvtGiKarZs\nIlAWtiRsaqJ29Q8zLHTHzFdE9CoAv4xxmpkfY+a3EtG3ufwfXdzGGwgaEPoLEjF4758wvLjdifuu\nELIAmF3fWubQdWB/MQrai4vxS2GX7D7KQKPAvYAtaoOwRaSzAXAc7D+pG0XtfnADwvYsRC2HQWJX\nV2OEdn+bweMny4An9mKg2D5EbMcZETgfMJaI29iwEKmVrzzECczh//UIMnRVSNKtAWVr1Rj/D2kG\n6bZE7To9ftx+D6rQC1r3YQyQCjbIe6MTpDJNPESPKsONKFORWnJdD5jhAhZuLvMsQuvWs50vxahM\nMsRsImqR9rc1y4m0UN3y842Htk21/DXw8EkJ24QPklcHJG6a6hHUnbzEiELgYjwZeYcgIva7HbBj\nDMRj9MCPvJV/i+1yUVum8JrtindjVwfXhQB+GhwfoXUiN3wuV8xZy1dOzO6FqHVTf4XpvYZxNK4X\nuWHkpDUa0tNm7RzuPMEJrhO82N3G04ZVMB/vsABNkTrJ0TI3rG3d7tFB0WAoydSM4I6/aRj7bZGb\n3HscXevq8lEEit0RQBzEbWiKbpzU1D3blhBiyou5eGVD6KZ/V7tvr+SLmV8L4LUqzSRSZv7W5TXe\nAMjXsvvxM6IcSHns+O1Hi3ttB4w8zQzwwGFmFx4Y+2H8iMPFANcNwYta9wlz8lOBUvw4g+DjIJoh\n9OUQo7Y+uBCE7ZX7MtrV+EWxvf/C2NXYp3YUtSJK+4SP1LIQtUM2zVcy3Zcxl20+xReMv/q3DYtm\nrcFjeZ9bOVtCf3157XPtdJoWsdNvEGNXDE+6gP8Ro7PRDpAC1wUb/I1J3jO1oN2x0h0unGY1XYha\nOc1XjNCKoEvtVZY8TTqErSlqEz8iP+6QxVjDzbF5+MSErRMDkT8BCHEL93pHPqX6/ovMoB2AXXw9\nwDtyaWP6cDGO8PUje8M1RxwHpwlkN+vBCebBEziBBsLFACdkRwESvizmvyq2p/BXi9p9iN6ym9OW\nQ5/aIGoZaXeEcDfRAhcQdxmxXzvOTLHtYYRnxqzjvg/kYuSv9kq6yJlUzpftMCK6syB2Z+jb6rNY\nPJArgcmIHBcynQr1Dyhe1LJ/IPP9aQmxz61IS153hfN1rDR09aJ0N1U3LSFW6zcn10AiaOVvcc6t\n9FyTt2fD8bAfCTjKpcH99qTsP5e7G18oXIy5gx8AewHs3JukYSDsBsZuN44f2O/GZUfAbgfRBQHJ\n9HbhRJb3bq89nIj1YxL27D6JO4yCNhG1e3ZTeg3gKwYnQnYf/srZEEKkVkzzFUSt1bc2fDrXc7JY\nAPR+noEiRRTO/YKQLYhbDy47tOuo5MU65XopbTmCqA3r0X8YWM5+RiMvaIEgcLXoS8Qrxg/jDH6N\nle5w03h58StEa+B2oSGwi1wcKijtDs29bmPJb7TWHiGN07ItQbuKKF3u49g4MWGLMfK54/A1Jkvc\nxgJwDDkOvuGdE7fDmD6KWgZfkIveAsPOPc/R6J+dqPWL9B3eLngtMVAczOX/ukgtvKAVIjcTtT5i\nq6f2En1ryUdtwxy2UJMze3aHOmnjyZ2e852iVgkz4mSik9RWVlLKPxRK/q1AwcqQfdoSPVsIjshn\ngFiKw4lGStyGbgh6QJmfIcG99vIPYWHOUK+4gfiApo5nvjFim6zDbAjaXrsNZ469JxhL3Ho14afs\nGGeK4QEg1x2Mh/GLeXwBDANjNwC7HWG/d2I2LBTE7M6N1QkDIhVk95hhkMt4r/BCN0Roxd/BTd3F\nV0PoUyv/Jh9k8H1rg6AdQhcE+eXHJEorxG342tjY2vi6uxt+SDQnaU0hmw0UI6N0qyG+y0BfO1tp\n5uCxJM0ysGvzgj/G7kMOxr01/iX/YCHvgp6kwwOJ+D12H0/FrbwPSnGb6HiOgQb/miFwLscNTbW/\nbraxkT6dc5ukT22hTOLPqGMGDvMp6MPi9IQtxqd8UidTvE+TG40YHtBipFecsDLPv+ql3SgKeAeE\nKC0oilotbH3FQJyrU4hbsBeiTtAOFETq2LVATOk1aFEbB4uFDzAYXRCSuRPDNskTPCXOLAq3AghC\n9LNI1Upn7fM/I7kC69WilIcW2hKJmHTnox8IJg1E/4Egajm+PgwDypy4ZbjJwAlRXRPgw1uhrIwk\neFDlsLB4ePPNC8XiOaYFazzs8dw7iKgdjnnwNgSEft5K3PKA+AUnHonU8eF4vo46EBcU3tDvdnDC\nlrHbUSJsyY9v2HlB685/ddj9K+agK53WlLPI7IcxYjy4KO1wxeA9u8/kchStV+kgsSRS6z6lm0zv\nJSO24bfffieq/GwIxj8kyxTEuYC6o7SeWtK953LFQ0mxxr4ce6CYlUZhO8Y0EvkhNdhNI2u/79P6\nvYAfWXOMihHvQrArBojcvnPPZ4m4tboleCGb8K9osvjtxz2I3VHeBG1miVeZ7n+XBG/F/1ycoa49\nTWELYDzx3F2XEYUqHIlqcZuIiB1EF4TxhKQdEKJcOxflEiclu79pg1y2/zu4erywDRHVUdiyELd+\nIFgiagPxxo8w8N6JYzloTArasH0jubJczwRG3IEsk5fC7yrpTytJf5DWugi8/xbX1URt4utIYL2S\nCtkgeOWjGo8Dymgn+sbpiK1UoE7Uxu+SI9338rDUdqEhWr0rbZilsWUn81c4Ec6QUG8CaGBBJ0Lc\nOt4hz7fMYN6NGRc78M7P970bNcPgBOxunP2AdixEre+KAHcuI7xy1h9mCH95fKj3otZHb72g3rvo\n7XDFGOL3e2OfWf/JXOvTuX7QmBe0yUAxkSYGjrFrD7sbgS1kfcNnHYlZ4jbuO858zWpDhWCbg8c8\nx7VE7eQBZdbDQtz3of+tOz6EXSJW/ZiGorgN5Ci2SSws1z2XJ5uT7nv5J2mutV3FZyFxHml+Ne0N\nuxnYhO1ChO4HQNQE/sYsuiUAiE9P4iQgmeZ9hdm+xxN1FLiUXEehDnnicfo7EdbePytB63/LDy6I\n2Q/CDAg+UqsFrfzKGMO9+kIg0iBoEdshu9rqNi9CaV+ULk5y+2PNTrYlniP1Uz0dU4lIIG6ai4Ww\nEKvhkLgRsmKfeL2f+Gblwx+8wd2sdm4LBg5fGAvRBtJlWfgk5R+CfO1NKB4uVsWa4lfarnQOnCGh\n3giwELfjiQiAXLSW4LsgxNHlI/fhggD/OfCBMOwAdlFadgJ3FLVjoCH2q41f0LMGkfvLI+kFEIQt\nh0FqI7+6SO2e4ydxvWC9EqLWf20sEbWcLpagZfnXEz5Hkcu+SwDHdPhT2Ra44yUrHnyzXPerKm7F\nDgv2gDV/9RRYfWnzPFK5XtRWPZs/pyDtfxv3Qxz3MI6pIcXT4Z66Q7iHj/rCp2G8nyf9a0VwQS9s\npFnb1tpOeV8o6Xb5o3W/X4mHh6Ftc2o4LWHrBaN/KkK8wQNAcu07gvTCjhhjXximONjGR22TUYtu\n2aUEEPQFRFXyQgDgB48l4jYMKIvrMkI7km18TTemsxO1rvuB/+u7ImghK/8i/mZ3ASTidkV4kRYG\nkpHaLwAUz2LdaRHytCzZErWFJkRRS7kg1i5rgtAjjB6LipNdP9hxxf2Rej87SE7Q7sbfDN/X1s+Q\nMPrmvZ9WJraNvSCQc3xZDyETToxEsKrLLnt6OrTwPENCvRFwb76CuPXYieemwIMDyPWnpYGcuIUT\nBqOwHcQ4iGE3XgxhoBg5wVvqhuD+G6sS3RG8uPXRUxll3bsPLIi/SVcE/7nc5CtjLPrWim4IYQCv\nXzAKJo59ajndIRhFlu7zqvvfSlj9anWuY5mCuJXWsT06bw5Sgs37yBbSsrIHhN/RYfCYO1YEN7CV\nY9Ah2FO8h/uuBz5QEISuELfh87nu/E0CcL6rgtjkpI+tJlL7QcQWpzKd8zz541B8fGiePwBOT9iK\n3yGqKkaIB+HrtYQ8wVwZP79nOCHlVBwhMiBPPFEG0Z8WI0F4syvgBW0QthQEbhSylLwuQ+hXOy60\nZxG1Rei7q4lUpyVz8Ik2Zr+XQnKoTPM/2RC3h0TJf0nU+sNM0q7gh8Q51wt/ooruBgmJjgkInV+t\nfen7fPlzdDfuUN+vdhSw/tYnZwTxLoXA1Zw5dXtEWav7wYY7AP7mTmIO8aDZOEZu/bLbgYYB7CK2\noxigsd+tW8IgX6LwFi0Rt/4hzTxZ0/618ncyBZcXpUGkDv7bu1HU7oWodXm6XNav1tfD6cKir1gQ\nU3rgkvjTRtzfY9AmFazhlyFu9f6yyi1D70wIdVHbHDw2k6zCwPIk0jWK0NDBSwj+8LQEhHv5mOby\nvM6AELeyab6rpDMJ/WrFfSbbHOt3aFNx0+rnzzH6CQxHqGNlnJSwLUYdHcmCMUax5BO/P/D+tYI/\nubxIEBFg7GKkjlsnHqtzztUT+7iO9Ulhm4naIYraENHdx4jsLhG1vhsCw8+QEAlV1yvaJBvqxS+U\nXQeUNhP+o2Bk6wD5Y0BJkfkiKH3eqNplL7sKx9IanZsUM5+kS/Dk1zBPdgSlv/UO8+IW8Q0F7yhk\nCrmMMOWdFOhB1IrjQ6LmJbwUudvYtgPj/Pj0ZiDMzjEK1HAOuQG66dgGADyMg3icmMUFufnDaewn\n7rg3ndcLgYdDUCG8/VBw/Ba41gnvMAViEKBiNgMnUEPfWhm9DemGbXHOWoRFfozB/04FrW5834k8\nXsZRZGlx6wXjKHxTso5RWlQeEJZinqj1H2Sw+t7Kzqu5XeTmFofn8IP33B4LXxkQDpP7pkv2WsO9\n0Q19buUsCInGcDdOEpsSOB6Bh72Whv4dm2skyrzaph6YKM+wk+3JCVv/R47w9EGxMN7Lhf4JGEfU\nhkJQT0/xRPQRXCloW9d/OJ7irydXf8YGMevFLWOc+cB9yEGK2qzLwR7YBQJFFLVJtNZzJmdtiX+F\nqNU8OlfcynKeC1pTgCEei0W6toPEqvPUBoKZIGp7mDMQk34CsGxkGgv/XhgrH0LcAojz2wo7L2pl\n94MoCjhJC03wp82C+9xicTwTZ8inNwLjLBtIo1T+/PIzdex2YzDhYkynwU1DtyPXtWbnZp9RgjaM\ne6B4w/cC113TyaXj/iMfRdNTHwbRGT+mQL5/rO9n68Xr1RDzVXSWVPeDrAuC7mcLBjAgfEI3CKkS\n+fWfzKGLXSZuo2zU3tLpvg4hapPa0jdSPs2oN53pol/UKmlc9G/BB2CC+Hd9bcHirUDovgBxzxQc\n7SKyYUCZfDO8E0cgHBolesUBCnokrEwktmsmQtoitgsh9l8isOT5PPibuTuRhlT4epKM18xol3Q1\n0H8r7UkepCSnec4TotYL3fDVnZH74OeilX1o/W9T1Mpo7QAhWMXfCfsygdtt424tfIhB7xtD5PbU\nsypq/gp5Bvcmgnh6FKAA61xV+8yP8SoX8EkiLUwV5glaFvNHUJyjOi1twvJttHDIe+j58enNwOCE\nknhATKJUgCM+R7Zu9hki9wZrx6rbAaUiN/Ay4kUoBa28JAT3hi4S7OaUVcI2+fytF6uhS8GQpu2V\n3aDSrEFjshsCxzls5Q1BClw54ZdGHNjFSgiNKzI/75Ygd1KNnC30XFR1P9YbLqtEFLVkWIiyjWbX\n8+XN2Qe84r5h2dfWdeEIGlsVT6MSjmxDF0ghXMNbYHH8QnOEndxG9vEMNnZWbQNLD0odWPP+dmY4\nKWEr5/L00PtU3L9HwqT4RBT7aUVhG15xKTFL6ItiyahtOPeloGWIL5EJseuELjmxSvtxonLZ5SDr\nfiBfrQW+TEVt0rd2wZOcfxMTenWVxK3SYOQFlt8tljD2u3tq80rHw9dr2RX4siVq10R4+CeZxq7a\nWGegzahExd/YzqxbgnzzEMzdA1vgSX9AOXsWHCunWVHb5rOfWdlK2OaxvR74c9d/gRBAEpFif0/n\nIG79p8uJKPazJS9qKeVh/9fP76yuj7w9nk8c1yQzFIzpPkpLUqDK6Gw2J623hTFQbIjBBZYLhwit\nb+2YzEp46vUyZHRW5YjgXh65JV+P4BDqIN20b67dno5Wq+ipFLD5Nhz26ddvvexLy2GOehI8G6YA\n84USJ5KPIX7HD+ckb4HDYDKkYjYIZk/WESTt9RYc6r60ht8tYrsc4/y0FM6r8DOIWUQiZClqXZoX\nuoh5kGlA0AAAygc+5akgav0DejaYQQjd+OlbVl8pk2IWbqDY6DwTtSFKAPFXto31z9mQkdvsTYnF\ng1KHcWfUd37j2oJU5Vnc3Oy6YPhp1QMg06VmGqvEjD/L4rZciTaNNpZLYBz0szaBmn2z18L58enN\ngOca192L5TiFIHC9qMUoLMmJW0K88Tth62fziMJA+orVFk+hwHuOo+SbLMeTWtAmA8rkjAkDh+hu\nni6X1L+P0nqyj2I2knI6j21sfBKdTWBd30oMibLWgLK8c1j9Qsy/UKbLti9kMuwsQWyJ2nwtF8Np\nWq09cUPGDzV4iSsehBxBMVH6YZkkqMDxYawgbrNj5yO4Cfd50SKLknF4LSG7PoGGbsRLsQnbZaDQ\npyuKNvlkKPVBELBS3PqnXC+Gtai1DnRL2CpRK/v9QgjaZO5ZJ2ZDFwRWopZFpNYTtRawnNYd2iTb\nJdYXnXqUCtQ08ljYR5yWPehDeS/PwRC1BWGcvU7zJj3ithjVkIRYyGcK52Io0hC35Ax9H8R4Qop2\nh6iEaAELZyTK+Kypx8zabn++cJJ02PNhw2GhxZMTuV60chjw4EmRHM9yFKvh1S0FQZu/PevgDSVq\nZdQ2+9R4MtgrF63kuyyYeYaolf1r3UCJNGLLUfD2QA5YSjOCSPIxxrjx6YcYpIDkhB9auzAyQ18X\nrJpfxzhFR9aXx0TZpG+tsCNpb/XjXYrxmMUPNlCaZ4pbsU3OjuGFBwT5CVHrj6dy79yodZ2wEMnN\neyUavuY+vnNwWsLWfABKuyd4SgmzeUhxC4S+tuH8qonaBgIHKUFriVvyZMsQQnYUuqHrgRe9oqtB\n+C27H/iZEEIjkDZeilrRnkUgT6qc1FWNyLV03NrwfFjKniNqKf7p2w5K/iQI+0PssIwfhbjVbhuR\nW0J6LeSV2/1rkdcW7aYcO3+hWe618xVwhnx6MyAHjfkbuDiFiOD6zHp7FrMdiJt8mOIL8aFMXHMA\n2ueK4L8wqFYPImMhXJO+t168QvXJHaKPQh9aa8lmQ0ApSmvBXZu6D38nAAAgAElEQVSlt1vhoTXM\nfZKW9Tws0mMEt74TI2/0EzaJ/838iuhMRa1Byt2iVi5rwd9bBxDtFAla4lYKT8nDUDac7t4gRjim\npT+c2wKnWugx0/7W4NChbXJqOClhC0TBmjxtSOUKJOd64F2f5stDCVyg//rg5E8mJH0GOWKlEK2F\niNjGbghe8MYZD5CKWqPfbOxLG/NC2lI4lsy6HcCJW0W+lp0zbmNOe2fw2HRRW68nmedYatklHJvd\nVxwpWvebhCQVwcrXW8n+deJWXAOmD/+n93SauM2huqXYhO31wTiv5Hr4CA6Q3t+TNH+COalmCVuP\nIskg3gtk96wkWitFr/grxjIkXQuUqKWkjBS7CMTP2Q1g/skZen76wUxy0xNxm+6E2B9Xp/WI6tpD\nsbaO/5v5FtmGPL9uzpEAH61NRa3tS65RcmLJ3FJdI5Ipv6ACCmFF8Wsya02mVhPviajNX8MZW6J9\noGCnYFVfwhSx3AHan5+yPSlhS1lfGHksOT8P3cUhz8MgZBVPTjnOrH9wFNCxT6wXtojdC1j+jcK1\nO1LrfJuiVjZmDQhx6zdrTI/EK3eg2fe2BVN8tdrV77/yJqwhavO81M4QtdbNeA3ohzbRREvchmvB\n6rslFGXcVOl7PImT6yK1zkGh6tjeJN8oyyvtqvPj05sBfaEzYH0XWgZnx2tlPJcDUxNc9Feck/p8\nCWKXjbohODjl0qRrQtZ1wKfLLl9C0IY8LYSVqPVvzsQrOl7MxUq4CXEbgn5C3Ka7gjNRmXzpUCHv\njzuxpb0DyaxBYyb5WqJ2Sqt0JDfWptMCAr/6z+uibCcf/NUDRJpB4r6p89zvJGpAQkAo58lq42ZZ\ne+2caeUVxe3Wx3Y5wswI7hhXn3Mc4RKLORHd32zgYe8x5sI5LYQmicULWUryo13Wj1ZGbWuiVrYn\niegaDbZQe+jsAAHQ4x1qQZVqG6bYy78106oWq4na3D+JtKKonQPrpJXZnnukuJVfKCuI2+Bcv8Xo\nIT3dJha+CttQ7cazcnRAu95wjeDwH7KTxhNuuGZZXb9yXZVNThcharM6xU8ROPA8mojb8DeK1fAV\nR2MWBZREbcFn0rfWiduka4D7nZ+z8g6maTnNi6QLcb1HP2MZlUZawIrcrmiujVVFrRCeNVFLxi+5\nZjep3M74nUb5ZTIvOik9NCR+mK/zNdFmagSGw7ie9K8mfVqk5axN6uDpg4nbMyTikxK2sY9tuiPz\nmTPUSedH71piACqtBFanrORfFjashGu2HiO2Qeh2itr8b729zROOMA7sAsanVc7FajANT6Bp2TDd\nD6d2WXNqTZlybdUEacXemg4sL6tIw69qUbsGLKIJeZHAMu6RBGadzzJyG6IA8iYpymQ3R0DtqbGs\nZadvOkLLmNtzIHG74RpgveqSaUEUsDjP/EXEyTWVCAbzFBHEkggI8dPiRZkGxABC0h0BuZhlPegM\nYeBvJpghPr3AYu5aGWUIwpdVo+Pm68u4DDeyXwZqlKiKfqK3WsR2Cae1y5JoVZqWRxLq3Q/IsLOi\ns8vhI+TqBmvOhSjOW1Zp4kFlLC7I3ORwLzBc2XB/oPQk8XkaJWF8DJzhm7OTEraJmES8kVJ2oOOz\nWDREzh4UfXTVq+qP/b4joQY7QbJa4Ka/lahNIg3yd0XUWus1mjQeHEMvq4q4tfwQ+p76F/XDrfjs\ns8sNzbJaNIu044laJALVn6OZeRLFhSlupb/Qh07fSbNrgpFEK0SSWb+vA4Jbze06gLjtOUc3HBZm\n/yNx87UEqaVFmqeGcbDl26vAjeW0hF8z8RpFaDrwTNprXnZLVLwIYtdtcxSZcXYEv8t6aTaFElJZ\nR3g9tKy8Y2vR3GYrOvteWVN/5f22eiK1JVF7CPjj5B/CKvUIns7Skvsrd4jbWLcvZYtn5JtuvdU7\nFraI7Yrwx7GwT41x5enN36832MUL1Vies/T49RsWv2FEaN064m89DZgtasWit2ftc4qkkBFPjz7b\n2OdhQJmFRtnZzey8MdqfcWw4bHGCND0Wf2ghSSKth8cYob+eKW6F3SxxK+3Q0Z4VcIZ8ejNQfnpB\nzrkZWeQ+pig8Fj+0gPX1Kb4F/OBcLVTz31m0VoplycmxYhep1Rul4aflynlwDNTFp8Kgf9zDaGrP\nwoaEA11b3y6dI66l0JxsR3na5EitKE8qTwrj5dycC9TktW/ytsJIUw/+YVNq4japXp4s4liLppWb\nbgjuQ2HrY7syuHXcKmKr44DrtxHRZRSnUaSKMo50paClAvGGfmElUWttibNZbRYEDSluky9guGzj\neaE09MCaHmx1ELoiqk1BG92Vzw/ByccTtRDHQN8kOk7mhHcPKG7VjfngpLrCl8eI6CsB/AMAFwD+\nETP/T4bNDwL4KgAfB/AtzPzGxRWfM6qc0yAkf17o821KvYFL3X9C4JLkxGIXBU45d1D9c7NIrUhD\n9D0mCTKvYLzMLFUvcoVYtcTtKKJjmWxAmdpPHc+6C7SP1VfWtssefo00KUiFFTJRKyK1wcIUtSQs\npiNqSo7+A6d5wSu4z0pTJOi7UFYjt9FYN6R04zUa730oDg/p/fuhB7SCsD02D5+2sK3B2NfZPRlA\nKdCoBWtSSgja1I6zNJIkrLsRMIzXXuK3Vc5qL6u/vfCippCXdEuo2NYj55Uvj60BWkJfhjt904VY\nb1ZjGFiR4EN2a5AiWA9wmCNu1TaZ4rbVpgNhacSWiC4A/DCALwfwMIB/Q0QPMPNbhc3LAHw2M38O\nEX0xgB8B8OJlNd9QTDkeFq/2lElErfvhuVb8HrNqwha2cA1dw1jUpcWtmJ9WtKnnfIziVV4kcfqu\n+LGFXNya+8rs6mGkWW2JUqvd8KzkPFFbSuvqfpBFapEKXZKl5YKZfFQgMikQTcFppNXKSnFrVa0j\ntxbfW/UeiYeX3tuvg4dPS9iu/O6xesylQBVp/kcSzWXhSxAgyXVvN7CwS+2tNnBJ8FbaPXk3BcGj\n+ssm4lZfUGklyfUkswjH/fIYypxSzfRN9Dyo7Wri1hdUPnxdiVg+VJg3IUz/t0CwU8StT5T6vEfc\nHgEr0MGLALyDmd8JAET00wC+FsBbhc3LAbx6rI9fT0RPI6J7mPnRxbWfK5bu+J4brqsiCzxoYWtF\nb4vCNv9rR2rlIkje/3V2nFTmc/M0C55r49yzfeK2R0NxTVipwvOCAoEku+x0JBbZdri0rGwtUiu7\nH5i1Ro8hemvVvQDps0meWYi0el0QBuWWBn7VxC1gbXpdVB8KyyO2R+fh0xK2K4I6RvLZXRGESM3y\nkHc5cOkhT6VZdiEYkER4RWXSLm+C+tHaSNX+qriV5QilG1yWdcTrbJaoRYeorW6DICMtYEuitulz\nBvThmCJupY9sPVcipyJuF+LZAN4t1t8D4Is7bJ4D4M4VtiVMEbwdD+hZYEHWkXAmp3kh3aVZwlaW\n1X+Hii+ZwFrGysaWNjBeNPJVd/gk7qTIbWqn/TYJxvPDHCLqHLyVD/KyBKnsdpDb1bsfmLXGnFCW\nutvcDeseZ4nRUistcavNS+K2dqM7trhdHmE4Og+fvbA1uxp0HIdAqoltFKFykJhPj2Vy8u0StfKH\nIZp72x0Gfrl2RKHpVWpBlzrxWhW3sj1TxO0RMEnUKo3ZjNRa7nxBGRg4RdSI07TvtNP+j4zW+XX1\n2Puwf/8jVRedVVm3mw0SFl8t8EXit+TdaKM5VolWn1eM1o5CsRXRzTaG5UCxTlLOX4N0lVkubnuq\nERGLlr0hSJuu1RO8mYayXV+kNh081std8sMNy+jLEebULgiiaHdEtlL9taERsX383W/Gn7znLTWT\no/PwSQrbUr/Yqn1XmZxA7bJayKqy6m+3qLXIeQr89RBEqBK3wcgQt4p7TXGrqmMvbrNEhDqvDbXK\n/bZoDdsZqT0rUetxE8Vt4zK5fMYzcfmMZ4b12299kzZ5GMBzxfpzMUYCajbPcWkbSjwlubFk0ENx\n0kYLVu0ncKrBtZ7vzG5dIi2J1CouDn/Y/c8dmyAEyixOL4nbiEDfItFX1b4c/b3ATRDWcflSiTxr\nJaw+tZk4z8m2L1JrzYhQIG6rdcegrKS7ARIh66+TNHLLE/cxrlfcNt5+3/3sz8fdz/78sP7R1/+M\nNjk6D+/mFjwUVhe1mujEkpX1doPI0+RYErXJUhC1Vtt60jSS694624VKzTlHiLXGlVJwfe2otWGK\nqLWKkzAoiVrKTE4Lc86rLiEy+wF6FniYthh4A4DPIaLnEdFdAL4RwAPK5gEArwAAInoxgI/c0f1r\nPSrHui5qC3maI8O0sCw+YYt0Cq5B2nL+MQUhdE1Rq9Pktnlel+3NeLt1c5E7RUcjgUi2tYhha45X\nWxBWPyOrPIC0IEyFY1J31+t8Z79E1Ip2WAPFYllRnx/TYLZdty/NL29HJ1rcZz2YNcs0Mo9Lt0UQ\n86TFwNF5+CQjthlqD5tSeBZg9ZXNSE3amSepKs8A6XpbotbiyaSf7UogwH+uLXyhlVW+a4/17XFv\no7tejrttpporXeRzH6lrzSAZeUjTMzvTpuJc9K2d+tC9Kqzj2VPGsmUgmaB26TbROqfzUh3NzFdE\n9CoAv4xxmpkfY+a3EtG3ufwfZeZfIqKXEdE7APwxgG9d2Ozzh97xmn87ONcWt7lf0x8LAy06jS4K\nQWiXRC2MtKQpelvMG0YTcRYCH5iTg8dUsE5515HbkFe49zHJ2toYv7bla9NEIERm17UfhWNuXhKa\ntvjs7X4QRa1rqxDqZbvKFoSgRY+QvwYETj6B6MnCwWPXwcNnIWxnRQhculnWuGMmorbGa0H3KSKe\nImprda2FcLGzE7BlcZuVY2XjV911NqvNVqewpaK2rmyzpGx7zPIdRNKq/1hEVBKqc8oUjvlsrOBn\njQAxM78WwGtV2o+q9Vctr+mGosih9TL5usWrWqQiP+iJmFVCF5K3Rb6OzkKnWe2cGl2wibAtbjmn\nQeQDykKekeZrH+9CnaJbieU0b6q4q00H1hKpqZfYNr3dPs0QtVmk1ha1fV01sqpPB17cXncDVyDi\nY/PwWQjbKsy+WSMmidpi1ECWBbJIrYwuFNsosl39q77VdaLRHlBAIRpXHFAmV7kyL6131XOdmeVF\nA0qs0+G7JWoT16VqLOFriNrUF5VFLSmSJEewp0qaGoXtT23OZWM2XBtKorHEl0m6SgP6RK3MTwIJ\nStSWhHM3KMhZLzizcQwcZz4ASuJWN8OeLSHUWhC3ocopmwAnZLMH2f5r2/yMbvDtfZGRlvtoDUAz\nRS31iNpc/GphPInOjs19M47LHPMudMwwdWo4X2FrCVTAuMpzkWb347WirbmJKWorgywOLmo9SuI2\nXPyGuNUXgXs41PPStgaZaVS3r4MgpnLI1L7CLVGbu6PIqYY/U9Sekwhsidpr2pYjd+ndMAdmAMB6\nMK4EDSwRKu2qolbWlSjd9O8iQWuBEnEbmjFB3IamOFEfxa1qKpcuQVf/xHaPf0o3gT4fllgNucU+\ntdrO+yj01Z3Z/aAlaqdzc/HGcEDMCIocqnl30id1iejpAH4GwGcAeCeAb2Dmjxh27wTwMQB7ALeZ\n+UWTKurdpyW7VvmeSK1Lr4raRMC2GjsRxmM5AcW5Z1uR2+JjfghHiDQGshkUepo78yKbLWqLoqzg\nn5RRibtImZREbS/M+mdiTSI7QR2+Cds2jsbDErUDYwrdSn4SqZ0oauVfHUDQaTVYXGkRYcj1XQAE\nkYaf1C1uvd/8Iw5pZIKCZQ5PP9OvlXkXfCpotXi1fZOy1z7IIOW53Q8MglZ+dTqlpvYGnSfWEuJn\nSMRLZkX4DgAPMvPnAvhVt26BAdzHzF84lUyJkUdh/UhY4b3LzvvLSPZAopZ7WbUT4bqNocOa0AoD\nXJPysZzPLwo5tU5E3Yt/uM4pqbHMqctqc9Z2ta2CGPU+yfdle19rfiy1A7r+JbyzpkBeCvNEWo5h\nmLbcoTg4D6deCpwWoq6c87DVxSCssygrfaEdqTXexvVRbqFsglo/0hbi9WBFCkfu8pdNTAvCL/mH\ncH2l5WSZneBEHGjx7d+Fbcna4tuptiHsz9Bm6aOyTwI/+/05b6BY6RDFv5KLxc0rVnW9mNMGt29W\n+cjOwNOWE8ASYRs+geb+fl3FdvrunRL9nK0hO0QtMF3ULgEVfst18bcquCzf8qItmVuqcwISwTll\nkWW7K2v5s+wp37ZStVP3MRTRGscsJdIFuC7CbdS7FrUx06TlDsVheViiZ/qiSnAgXy+IWog8UW8W\nlCjxbut+MOkEFdKsufcUeVfELYw0exCXlrmUlY0C8bBLra68jWobqOQDRX95/YBsS9y3haORZFl2\nznfpnnuqlNIM6Kj779LqeNpyClgibOV3fB8FcE/BjgG8jojeQESv7PZO8c3O6tBkWrRB+vGFQ0Jf\nUOQu2urJS03hZZOxEnZUskvb01yS6qcfuOIHFCbUm/rzNm4DzR1V2HYfebaKlIiDECLWkOUauyLe\n6xqE1eWkZddnVtSJteuSVooQbJiCw/LwEtSiu1VR2/KLXNSyTqhg8sNzKu6AKKis/pyiYORhJRBl\nFDIXfjECq4muLORS4bf2Ym5bIkLF9pIUsLtk23K/Om3n/O3E/usVtaJPLeXty9LOkauSe8SRtuEM\nI7bVPrZE9CCAe42s75QrzMxERa3+F5j5fUT0DAAPEtFDzPybluHtd74p8NLF0+7FxdPujT2dVt1f\nDbHqRW3zddXKIMT6wvnr+lxZ7SBAzldb63MrwbKCkJDbhWxG+wLyNqL+RQOoOkXhWE/DEYnfJXtD\nVDdFbVbTSqJ26m5bUdRWhWlN1AK4+sgj2H+0+onbSTjDrl0HwbF5+ENv/bnw++5PfT6e/IwXTGtw\nqw9ubaDYpHrcf5m47cHIm616PaWNVBr5gzn2h82n81JETmPbkj63ooJ0QNlY1vuIl7ZIMy5A3+d3\nCeX2oC6sy0KzaRdueJoAp4jagoDVaYfeSYdCp6h9/ANvxeMfeAjASoGG/fkRcVXYMvNLS3lE9CgR\n3cvMjxDRMwE8VvDxPvf3/UT0cwBeBMAk1FvP+4KDhbKzAQdJIwu/a3ZL2hLIrJdcxRRcmXhFSM+m\n4oqMXKhf+NBIBGrHPUO0YzXMEbWkVrReXUPUZuULf0272KYufqXC794yU8tO9S3I9uJp9+LiU6L+\nunrX7yyralO2AI7Pw09/wdeLggsaPhdJRLZB2HPbp4MIQbSym4VAiFV4KtWfv22JW11fKm79BuQD\nymzO9ZeatUs07a934LSEtIkkchmJtJwQzbRM1Ep7hLTaQLFIQ52i1ur2YQUXdCCDDPvsd5qWicuS\nMJ0iuEv3PQLu/rQX4O5nvCAEIT7y0M/3+7Vwhjy8pCvCAwDud7/vB5DtPSJ6MhE91f3+RABfAeDN\nC+qchapYnvL6a0Wkr8lbxrCjgdoZQVzW4joxLpjkbVjaIFgXnbQ3F6tdS0BxG2qLLmNtQ9HeZxr1\nRvJRhTUfumPTN5BNHKOefSXJt3ffdvnttSvtNJFfwBqRAhqmLXco1ufh64xoyUG/vm8tBIev3TUs\nERlKQGWRv3r0UHdLiNzo+SjaS8++bCxjp/mBV/ZAsbgSW7zGP0S/WZ2SInR+ZbuM7fdcR2rf1fa1\nVb/0kx+TtK54/H1aMFVp6f0ku9lVykYeDCeD4Uv4mIPEx+h71W6cZ9gVYYmw/T4ALyWitwP4UrcO\nInoWEb3G2dwL4DeJ6E0AXg/gF5n5V5Y0eCpWiQAf/FgZJ7ppUrGT6XoBqhcOWWVlXT2w6l1jmVK/\nb7PkrZqPqqg16jd8VY+J6bzit3Lsi+tWpKBWdi0cQfys8I3yOwHH4+FDH/PkzZkRlV3adaEKefFH\nAknEVRBIIq0ibsNChd+J37Rua5CZTy8NFAv/VjxORFLilpad0SZrX8Dwg/b+6djH3d0PporabIfo\nv51lSfwo+chs1e9ae8T6qqIWiG9QepcTwOx5bJn5QwC+3Eh/L4Cvdr9/H8AXzG6dBaLzC40Tit0C\nYj4hm2fW/xV2yZfBsnx3Nos6vOtQv4fRPUFi7L5GEy4QXv/rf+EG0m/f5PSSmNV1GoQR7clMt9qj\n/dnt02RX2e/J/a5OvqwJ3LSLdTUHjJVwCDIF7uQobDeOzsM9/Gvw0PmCkHRBQF+3BInwgQXR/Yy9\nJ9HdIdj7mgvX0+jPJtvYHULn9R4Lm8jKvJoSYGrnhWaelpNuFKe5D1vU2nWtKGqv481F8f5zjW06\nw+v4PL88dk7iVjNWTdxKspsrbqHqIGGiRXBlH1JLzGhIYb4GWgLPKjJH1GZlGqK2+jRupTVELVHi\nvylqNfkWwJKwi+gQtWiIVlppgMKG80Ev/54TT1dBmlKb4lZeMMFOcAKB46Bc3Zc2T0rzK7s1RpMl\nuPsw2FOOzbWX0eiYlnOXFrVaCpdELSmrGyZqrTZNbdYK20En0r1gCk5O2Hp9lKQB4onXAAnDDn+T\n0WKayXYjMzV5f4m4taq0Kqg1oHd7gu0aO1s4XFvUal1bFaRqnSLBVu19miIpg8uT/OyvUX8Vwo5r\nxr37dAEhriV0T2VOxDsSnpz8nx4uqPBwX50QHBK5KSbFNoV6EsVpqU9lZ5UN2+Yq4lEc+a+BheYR\nOiK36SUWZyvIB5SF5qYFAFiDzPSuouC9BzTpALYvYBL/l+xjtwNpEtNScTpH1FLDrkPU9qAmNHWT\nhV/O7C1f8q9xP+hpl6jjEG/OTqV7wRScnLAF4gkhP2cdrv8sOhmjkaVrt6q3esl4qrhtvY4T4rZm\nNknceuhuB64CUjZsEEliX8kWZmlbV7+qnOulgowKzeuJwJIjzl7RKUiqWmeLxGR+bfuFHdd21NJ9\n2MhbO3J7B/ebPQ34p+EwUwAawYVoP/lmmPCcJ+woVLvFrRCn0ReiOu8St3B8qcVtT+R2rDjckyDF\nbdxcOYNCuMAZI5/H2ir3jx75axRazU4+5lscSspW86cUqamfrPOCIWoT0WzaHVHUGn5tUavakbTL\nuL/0tMvXQfH0XR1nyMMnKWxLSPSbDnc2hKfkysajcDkKKtMshmu1JbOziMsoXGoTIRW3tfqN/VW9\n/3S+RjzG28bFohYNgZkZpuuTRG0sVPTXLj8BUtTWnJXakdmpjEb7Dnnotz62J4AaH8JIb/FrzaeV\nbhFMj0At/l0qbiHSbHHr0+HS4ubYPrLt19sa+uIK8Z6Zt25qa8EWnyHPJlqDa61Bbnl/XBmdPYio\n1QLRQk3UGmVNUavbkfyuiFqzrkKbe+5vc3CGPHxWwjZDq7NRLQxKQCSMPHvMGl8hlaMUgnSKxE9p\nFKMgbtPXUvKEVOUsLaYGeXH+Pky0V6RRWQqNRTouDOMDEAdBTyUVfqg+FWuus8ivo5yuI+dtTbKN\n/BK67drtrD7l1/KbZZefFFvE9oRRe7CvlkOMMsho6kHaiNUitxKcCN5U3MoLwg/yGsWtykPZb5ro\n/oT7QrqvgmzOvs5zCJSEa0yjxE7lqSju+L8leGUdvqy3lgJW1zFT1OptqkVjLQ6vido5yOp0/5Xu\nQ6aPFW/KZ8jDpyVs54T/5ohbSWhFv97EkVJL3HoUhbInc7+et9PscxVVtn0DsYQuaBS3ykXeJrs8\ngP63iScUsi1ybmJQTyMyxG+PqPWJJVGry52DqK3UcbDXXhuuH73X9CridmYbe5GIWwgBO03cypN9\nNLPFbVJ1qEp/jcxxNGy/qcjy1kg5XW/kUfZlTVnVpxmzBpnVRG3ZXglYq/45otYSkzVRa/g9mKjt\n5fzgwxDpS7AJ23WR9Y0locWMfe25qf8CF8a95Vp2mkhL6S1xq51WZ0EopFkw6ixtR9cuqUWr10BJ\noFlmVVFbI7Y12lQRtRl5NtpWqqdEcDQ+gDW3qdWOFiokeZCZEc6PT28mHE/086vkKy0Wy/5bPpL7\ngSWqtXgVrspv03rFrVW0Q9wKtx6+a0MUt9Fa7t/Ul/2FsqxRwt5w0g/KfhTWfdU5qaQuSqJWRl5J\n5KXClsL/eo5fVX9N1FqbYolAU9RmVfaJRs251bra7ko+DkqVZ8jDJy1sgYK45QLBtoSvPw8qD76L\nxK3mFVO8oixShbgFBDcHYhDlZD26TSSJwxXrHWSW5FV7bcbqJ813OwPUxyEmgajs3LxSxkqXJKQa\nZfB3nRitfKueht0sUZvlN3bwsUUtsPWxPSU4wq3xa7T1/00Qt50+MnGbvC3zIlREZHu2q1fcQtgE\ns1zceiN/XUp5xj54gbGdVl/VcJ/S6VZXhfKG5V3SJsKuq+ywNPUXif9VgbD9eTcFMsqJjzVYdbVE\nbdaEXlFbyatBc67lt5TX9D3asb3L18U23dcKMAjJErc1gtT6rV5f3dfozxh92irn8zPxqtKz/Boh\nE7JXTkrQlgR39yCznjxtNuWGNRVTNPMxRa1J1DV7K78lJtt2VVGr2zuBAJPDWYp2l7BW/64zfAV2\nY1DhoSRy2+KrEm92c0bOebMjt8UqesSt3gYSRaPgTAPF/kMMhaqS5kUSj83Io7l6IFvaKL1Zqkva\nBEz7ell9qi5tO/r3v0tz0hppa4raJZFaA9nDfVPU9vq27jPTxO9inCEPn56wBfrEbcM+yQPsfE9Q\npf5JgijNvrYlAu0Sr0B3n9tWe7W49VA2zUFmErVorjJc/YtjGtTblno7zEFhrbItwtJN6+3yMDVS\na7Rriagt9gejGKTK8v2lZNUXbNY7EQ45jy0RPR3AzwD4DADvBPANzPyRgu0FgDcAeA8zf83hWnUi\naAlDL860Xa9YleWANMIqxWUFZuQ2cKk732t9aRNnFTuLI+XgN8jd5AYbS7cqzDK69X1uU3tpk0dz\nR5EcRWB7R4djNAu1r42ldumvXHCmKSlh+e2x+9tSVi75nC6l9qkOrohVdNp1itsoakn4MbhZ+62h\n5cMsU7opLcQZ8vBu5XauB+PAVF95zn2VWrjxp/mIQqKYb9zs40wAACAASURBVAia5GIp+7Xz5YWv\n/RrttdpvljXaZqH3uvBtOejS2ZjW+VHb9u79VztXjHPA9EN2elauvEFLuh/UBjkURa0s27v9SzHw\ntGUavgPAg8z8uQB+1a2X8O0Afg8HpfgTQksMOBu27Lp5Q9Y14YYvkNwP9PWdtEm0rece0tr+cF3F\nCon8skvSNOlQxV7b6Erlvx7i9P7nLZ11ZG3K22y3SXxtrNB2fUBTUSv+ak5eW9RWzpv0HPR2Bjfr\n7gfNU73io1l04+HTErYTjkc1aoT6Dbj62sAqI04wronKqng2fLeeCEvi1htnRF6p28qqidJG2ayd\nXRfrBIS29F7Muly6VN00jnlCWNqsdOxbx9yqr0nEKJ+DVt0Gig+H1HpwtNmk5u/E8XIAr3a/Xw3g\n6ywjInoOgJcB+Ec4h606BKYKz+Ta6SybCQCZTqmvVjuz8sqv5qre19Jme3On+Zyq6WKJvczGEIDa\nRxSUx0VNYEvB3iOOm6LWCdfkAaB6v+s9fhW7ZuBhzDAfrKz2VaOsVpsa2+jSzQfLmv+ZIOZJy0Qc\nhIdPqitC0nerBYpvnsw+UFCvy4B48PUgBF9GJ5rdDjDOS1jqDhDfSyVtiRuo/foNaXdLkODMud9g\n5Ial04A9CReypww+KI14WIoJ/sypunp9lUiS8iTTzvKlia5UVw8ROhJjy1/Jr0JV1NbKU152jgie\njMPGR+9h5kfd70cB3FOw+58B/DUAn3TQ1pw6PK8JDq3bQ3CPKFucflGRtuzakHBzo359Ayl1S9Bc\nK9sm7eBtxQnP7j8S/iX0gDKKBeUneUMayq/9/TRhVr7dZeFIIKsfbMgU7c3JLi9X6GcbowYiS99n\nCvyqubTCqaadzEvKjImTux9YSDZX1K99GOUiX8+/H3TjDHn4pIRtJuo6kIhhS1RW/E0dlJaJ2+LA\niAqBm+JVpWf5ub8sSd5ArDpr21PKQyV/qX2vvyn2U4VrLW8VUWv4bpFQJTpkitrWfvJlO+3iurz1\nzsAKpNrqY3v1sUdw9UePFvOJ6EEA9xpZ3ylXmJnJ6OxIRP8BgMeY+Y1EdF9Hk28WOvi49tycilvk\n3Gj51xxqiVutWzMfRh0lv7pc6KtriFvdRnMbKAhpovhp3aQK2LGPmBR3mmxSakVFys8bvAT50c1F\naFynaGDnKWJMfUVRGcR6iN4WmtQlarNNqNsVOVqLWumnT5Dav0X9LR9QQYjS/aDDTzca3Qs+/qGH\n8PiH31bMvw4ePi1hq2GwQDZll+efgqhMAonG8akPSvNGdt7BB5SFRiIlC8eWSZKMjkjDRsS2ljdl\nZCy36poDSXAdtsnfmk0xj9S6pTM7xKUmulYbNcHqPOoQtdnvaG+KWifczUhtLYpf8nUINAj18in3\n4PIp8QH/ife+Ocln5peWyhLRo0R0LzM/QkTPBPCYYfYSAC8nopcB+AQAn0REP8nMr+jfiDNFiadC\nfuQrIcMakVREpzVxm9RRidw6HiyKW8lJtQFlEnKKl5qdqD/j6iBuHX+pAWWAGmTm/Fmvcdm1Iwui\nBH862rt2eM0mLZMXxV+y8ogMCxJZqi7Sv5VPMtI1l5bEbcuOYG1kf6TWaK7ZZqsLg1m+wtfSRm/D\nGmicUk/+lOfjyZ/y/LD+4d//hbT4NfDwafWxnQtCvb8J1Y/N7Hk4veAw0kvtMP9a+Xqx7GSSWbZ1\nsXTkWW0xlmY3gKmQPnuW3u0p5em6YPKafSxqbdLlrP1aqswlTRK1uqyZR86v1c7lB3G1WytPXKbh\nAQD3u9/3A/j5rHrmv8nMz2XmfwfANwH4P+8IUevRdbNGyq/NV6/GxdW6oWdtyQVC7eHNvM50lCy5\nLsmwR1Zn7bpzBOaWdECZ7jcb/pGsROUhH2Sm/ZUGoy1dZF/fUp9fuDZW+96qPNMf7eJ+C+dKbT9b\nx9A6Z2p2xjGuilrph/J6go1sR37OJjftjmugKmplu3rspoB52jINB+HhkxO24eCZJ4Cwax7gSplW\nXo3AspMX0waUWRdbo9023+R29j2FCuUL9Vtt7QTV6pq4TO431rMdxf3QuS9LQjura71jXj23rN/i\n3JgcXbUeCMU2Nv1Z++N08X0AXkpEbwfwpW4dRPQsInpNocza4bDTR3Lt1M4dca5MFa3Bv/tRKpNc\nP5TV1XV+yrQqN1NqH8SWaCsB2ClOkH4y3ylxUJbmBaQ98MoL3NbMCKOI3BWWml9jKYjYWI7KfpNt\n2aG+7YXjbnG3tc+DvThGyTEs2VGe3xS1NMG/sGvUEfPyuszB8Mn5WGnLUhx2VoSD8PDpdUUg+w1P\nOIi1bgmZL0pfeSG+7U/yhL+Y561ju4r9qsi/EprQLSFUaq2rM1O/DjO7HYx2WdGsQumj0n1AbusE\nrDqQYY6rUhl/8ZeyTVKt3fgahTObQtsqr8qmR2qj/SqiVtSRzyRikL/ZpgU44MTgzPwhAF9upL8X\nwFcb6b8B4DcO1qBTgsVXmnNa89tC+NB82ayLoPvSmm2Z2i3BQ3KyPI81J+qBYaEbA9JKfFooZ3Rf\nMAeZlS9Jew7acTvY7dvqpVbyC6tbQ4u167xBFRvr87eybJbe4sgK55n24W/DjlSawOTuByVxrfMt\nJPxOGQ/bPjrasgQH/PLYoXj49ISthz8eE/Zp0ISJuFTE6X03xa1Rv/Sd1YNlA8pK69Y2JOResatU\nm94YKphyTtduYFMx9Xqs8GfL4VFEba1iI3+yqBXk3CVqNYFm9Tf8Zf6NNi3F9knd60OJc6bY6cBC\nkTu9yBRpUtxW+U9wGKdFi+0s8qfILAUcal8jk3ZI25SXocI+HROLvO2FaTFfNkajJIab5GmXCvur\n4LWWH/KMZiS/DfHZLIN0k2oc3eJB7XOOqK3VUWw/2elZXqfdEmyf1F0GprQDvb+5UlhBPFg9X8SB\nKFMb1FCL3PqWWASVEZ94Ii5FbtOaygS7RNzKNsEYZJb4KJz8tWiuhZkR3iam+LPIsuCnS8zqsktE\nbYtgxXrz4wsZGUb7XlHb/eWxHl+GPa9BqgeM2G7oQC9vNu0AJK/ghHgs1eW5aZK4jXXJ66D5hTIP\nFiTWevvWeqvm2yJuIemNTLZbYyxrfZXM54c3hMF5D3zYJb82p12tkZzqlzlVxBWVKzW7B6i8ln1Y\nL4jAxGeal3OoFKgri9qs7ZX9on1MeQO3BGdIwyclbAElbiUp9IIMjgEEIRn+WpFb6+m8lEaNyK2u\ndw1xW4KRn21q6fyvvQ7srGsx5ojajjKTRG2pLYcQtZgoalXaYlGLhqgt4RCiNjRmw7ViFXGLPDAg\nuU/7S8TmBHHrxbNqhvn53ZBZqr9AaFY7Sm2X/qVwSe5vlNrpbSvAR0N54sPfKlcmdX4YorerQZIn\nhF4X53bam6Iyz7M5VLTtoKLW8GvVYfkr2a2AGR9duHacnLAF7MitDJ7m9kgffMl+QPbkI3lV55l+\nu14tiTRqRG6TMkrcJhtdsC/11zWRb1ftHpS2Ve/YDqx1DVhE1SqwRNQ2CbfhpEh4DXuxfpRIbSsv\nE6mGX2GnD/dqohbYuiKcCkzBWbZLAqGc5o2/EU+2LDKqhR/6xW0aXUialolbXYdva02sU8HOarv2\nXapDb4f2J8sZIM8b+v60NoQwpzShYNeZVxJ/hxC1DY6szqyxtqiF0SZj+2tBiKR8y24JzpCHT1LY\nAnnkloHwQG7bG+LWvzHSxAkx9+IUccuqgCQ6mSYjt6VXWhJZI4VfvcGJyvfrBTZLCF+m21+y0WXZ\nKluxnyyCa9BkMqFI29AimlpZox0lkp4igsV6VdSa7ZohakvkN1XUomR/AFLdcHy0IpLVt0RC3NYe\nyoVQKkZuExMlbj1q89xK6DZVOVeJW12XtJN5mT1sTiyWlUYUbbO81I4CWVdukKtAiLwO03Kewb89\nHNYqu0D81rhxdVFrRmpTu4Rfe98m9uyvOdgitkdETYQGm4q4nRW59QmttiEXt8GZyLfKyHUNq2zt\nRiMJP/Fh3Lisst6+B8lNZQ1ME7XdtqWn9yoRF9ZbPkriV+U1I7WWj6mitpXXI2qPLVzPkFBvDFoc\nEbilLIJD5LYWkW1FbhPuathpcWtxvha3cyKy5mXgGtDDzRYflyKu2tZEQcw3y5Xdzcrs4tBOXm8J\nTO33XEQtZJmKXe921bAWX58hD5+UsJ2si5aK27mRW7gC+mm6ErmNrhmm2NQXrRUdqQnVpLE62mH5\naJz0fjqZ3msjBA1Wupj87pjqrudibgpSi0w616dEaLOyPXXE8+SokdrriMaeH5/eLJTErcU/FXEL\naE72J54UiZYwNITnIcRt2JZKRDbkk+JgVnUa9qmT5E+6/QUE29oFUThWDdeT0OSAiuAqFe0RcJmt\nctji3kr+ZFFbs6uKVcOXgeqHpmSarq9ktwa2rghHgCVQe8Vt5ksQHSb41W0otg2ZEJ3UPcHq11aq\nwyorbTSaUecKUZr2/aYH89craqcSQlHEzivbnMrLWlfphxooNnmqsEPiDKeZuXHQr+WXRDhLvBV4\nsiJuEx6cIG410fV0lbDam7TTSDS5uWOfWJgVtUWd/3ovpbnXdq3uWZxbEbU9PKvrvVZRi9yXhSWi\nVtqvHYTYIrbrQg8iCwJ1rrhFWcDqN0JNv9aTuBlN1T6FuJVt6RWopTrkui9rwezPZdlVfBTsx+t8\nrYuAkj9Ti7XtGoZThWeLbL0grYlaM50yu2vtflAsewC1e358ejNQ40FTrKErchvOkGpQoCJavR3Q\nL241OYp26vM9+XCPdTqXpgcjVUfiVFyIpr0qmt2gEmf2faKFTIw3sDbnTn11XuOhloC01p1dld8K\nXLuKqK3dy0T91YFiPfumWP8yMJ9fyPakhS1QELcoC9S0rCFuS8J4VrcEI7EUsc1EttouGHZW/Sbh\nNnxof73MOIVASfxY9IRnCL8pbegpO0fU1op0RhBM8dcStXPFZ4WQF4nazu1apUfKGUYKbgSCeJRp\nBXGrNV1L3Fa5Sf5YU9wafltBi6K4bbSp+qZLX3QG/zd9GO1oYY1rseZ7KjeW8opcWBF6rXb0itoq\nN1t1dQrtTrHeLWpr+6Z3n0wEn2FfhJMTthb5ZeIWIqC4pridE7kVfieJWzhx2zWwrEF0pZO3yK8d\nxLnogjBuTL3FltS9VNTOqb9TrJrf/DmUqG3lLfWblD2QqN1w/bC4qMe+J3JbtEM8SadEbj20MLW4\ndIq4tbbRqsvY1mybesqWfJTacN1YKmpN7mv4mBgBXkXUkpHZErWHjtTWsOI5MnWu5FPAyQlboFPc\nNgRq1V+t7JzIrfDbFLd6W6ViICD/jjciCSZpmuD76mt2VZD+p97YkvpzYdZddg5q5DClnllEm693\nDQ4r1rdA1Jb2wxqiNit7WFF7hm/Abg4kh1gc4I/9zMgtUBGQJH9UxG0wUddaGORlRF1l5ELzqvPb\n7G6mmmdyc+IXlXtC4YIxB56ZhvM4eglaoi2xrYnbgt+ZnGvZJXw0O6JqlVvud9FAsbUDNBVsXRFW\nxNHEra740JFbGGkJt/Z+tUy3TTaqUKbky0LtdVwLtfqrdaq/U7GWqO0VvYW0rsFhVtqhRC3OT9SO\nDlf2t2EatLid8qanFc1s2qEdua2dby2/Utxqv7DvP8VuXD3c3Ao0aHS/pZtDtAvRzbMN8dXNiR1l\nDyZqG21aw+9UUWtB17kmF2/CdiEk2eFI4tZXa0VuFRlR0kjv1Og7NlXcBl++TSSyOSfFQPjIIaMD\nU09uk8hn+JhbP3yZwrbN8jUhvbd+g+i6I7QVH1VR29k14CQitWuR6jYrwvWjJW515DYrVxa3WbcE\nD7O7gXTgibISLfZ+dOQUnLYtQSDgUK1faU4PlrhR7bWir36f1j5bTqWLXPjVbTompkRjs7wO8Vfy\nVRGEkYcUH5ORliQZnE9k2Fn5ljBVdiqvq/uBhZ7uCiufDlsf24WwhewRxG2prGKV5pRhc8Wtzku4\nuPPTvFa9FtaI5tbQqr/HwTFEbbGOGaK251VZw8ckUQtbcJ6EqK3VMRFn2LXrZsB63e/RisROtO/6\niING+MqW5ReCQ43tkF/oygIGIk8W6p0eLGxvZXtkW5IGV1ATvqb9yhfOVOEchOQMfyVR2+I6NMSi\nKVxreR2itunXaMshRW0Pr8/A1hVhBci3RCHtOsVtjeB122viNtlAu3wso/yic5BZxUeWVzvfVxG3\nM8utgSaxLsxTDx5LfVRFbVd5nI6opeWnz4YTQOlVeOCPQv4Uf1PEreZVSdpVcVuAKUCNysS2VsVt\ns27h1/IR6isJ4CmYS8AFX1PbMFVg1QSm5a9H1Db4NePRVr5Vv3WfWVPUtvZ7rctDqY4Z2ITtGhA3\nxkTLnYi4lcGC2FB3ArGaGzG8gdIKwQj9ZgQr/ecCipo+jDq1f43WzaAX4elkJpa2oUZKmW0P4Uaw\nfJLvKVMiRn14zLJ9gvNURG0yGGINbCHb64XuZqC4rbtbgszvGVCW5LnKZotbKRpdBeHELURbdaIS\nt0k1pTokTL8GmgPGOq6H3rqmosvdTKHV5EyDL5uC0xKOhQS/v3q52/8t2hfaO0fUFrelJq7XPfZb\nV4S1ocjsugeUNe0a7Q9pMNKnoOTDqi/kGeRv+V1DSyzxs9Y1eQqitmRjEma7aJeoLdgdI1K7Ns4w\nUHDnocUrHTycvdLP3nqVfLn/WuI2WVekX6pLtk2K21a3sNI2yPpK/FiLkvsfB52mcQFaYqolaoti\nOE+yuWeiqE3qXVPUFuqaK2qthqwsXFvYIrZHwLUOKNN1aDsjYmFGIrILySArK3qa8HHqwxxklvlr\nXBBWtGEOlkZ+l163NRKZUhflkfJm2RrpGlgyh+ypRGoPhi1iez0weRMonIUGNwp1Zwm5nm4Jsjod\nuZX54foySMeaslCKW3OQl9q2hDdVHSyvGRZtJlMrxYhx3tS0gQV0TwF2jeiNymZ5+Q7Tt8zMUSaK\njbxa21qitmXfqkNz6pqR2hKmdmfowDaP7ZFwKt0SipHbVh0ZeXqiTdtQjchmJGAMMiuVLaFwf5iF\nJRHbNepfQ9ROjOgWRW3BTZfgRGek9qaJWmy69qTQ4o+SWJ0rbnveRkm+YsNARoKL4rbVJlFHImo1\n8ec3gyxOIOu1UIvm+vbJ+k8BU3i2ZNrLMyWhVxKmtbJTRa3P7BW1Pf4OLWpXwjlGbHfX3YAiCjdb\nj65Pe5Z8dL5a7S0bxJgUZT3CJ0nvvUALPiCiuNbSKBv9r3RxlNrRWlapeyLZGstqkdrqMZ/QpsTu\nxERt41qdjWHiMgFE9HQiepCI3k5Ev0JETyvY/Q0i+l0iejMR/RQRPWn29pwTaudO73mpfWV8VL55\ns3UNVIWDseg2Z+Wos03GOi0pa6S3tsXaF2ty5hRYbWhx+pz9kKQZ595UUZvUWSnbqqtUh76HdJzn\n9n6q2Mu2Tj33ZoIxTFqm4FA8fFLCtluYBvsFPtYSt+4Elku8cMSC0Vdip+oqXmyaACokwkT5Iv12\nkRDNWzra102ES9vRtZ2jgLX2WV/7jLTKsUzOE2sbXZnsfEp8953fkz7qkJXtuDaa9ZcKnAy+A8CD\nzPy5AH7VrScgoucBeCWAL2LmzwdwAeCbjtjG64V5bsfzNNhk+QX7Etdk9Y5p2fVCyLlGtiHjAlWH\ncf0X7eU1Obtszvnj4jm5thj7K1v8vj3yEuqU+6LSxoKPyL093Fjb5+rYGPfe7rI99hou37y/V87v\n8v4q2IvNi3/JzrfaORPDcDVpmYiD8PBJCVugIkyL9hN8tE4Yy1+p/sqNe0ldMARRmj8DBJhfw1qz\njqVl1/TVuZ3VfdLyUS2X+13Ul7ZkjxUitdrfFFFbrH+dE4GZJy0T8XIAr3a/Xw3g6wybjwG4DeDJ\nRHQJ4MkAHp67PTcGtZs8UL4R67Sem7+wr18bhcRSHdbN3xQVM+qS/kooiQ8pcGowRVGpbQtRq6tW\nnxToJZ+1streKtBzfKz9WTr+k+saE/vf7ipR26qgdB60rsFVccBXZwfi4ZPsY2v2l4U7htY4K8Lq\nfW5DNsf6hStkg7FWqAuhjCZJ0RdMn8hZw8rgzK8vZvTvnQoxaGJVLPXnBWzJd6//lpDN6mz4nvvw\npW/wLrva97WzrpOL1B62a9c9zPyo+/0ogHu0ATN/iIj+PoB3AXgcwC8z8+sO2qpTgCcuzTkZlwHl\nGQYU1/nzYsYXyqRtHAKgT7yOvrQWXyv+zYWEMehgyRfHRF6VI1xbqleTOR7iAH1vpwg93YoWHVSF\nW4cYtXzosjURWCprieOC/SxR22pHsW31tuTry/n4wH1sD8LDJylsgYowLdqvK24zv5IT/WqVyDvt\nJALJ60bY5kmZFmokxO4DEEs4sbcdU30uLL8oKttrZxJVzd4gx07SnfyVr0OIWhxB1ALNKOz+ifdj\nuP2BYj4RPQjgXiPrO1U9TJSP6CGizwLwVwE8D8BHAfwLIvpPmPmfNRt/zvCCsHVBS76yTFti1RKV\nPeLWug+QyMge0pVQL7YNOf9OGWSWocb1lTzhTz87dNW5NhFPvK67B5hW/VbEZc1HS5i2ypoCs2CP\nlSK1PaK2oy1V+wVoCdsnPv5u3P74u8tNuAYePllhC1x/5LbqF30+siBAicArdeUVaX/l7C6QELdT\nkUVIFrRDtam63oHu7hc97SiK42mC0HpqN3dZd9eBjrq0jyWidoKPpWj1LtjdegZ2t54R1vePP6TK\n80tLZYnoUSK6l5kfIaJnAnjMMPv3APwWM3/QlfmXAF4C4GYLWw9/SGXk1uImrTR7H+R1XXMit1Zd\nJg8pYi3WpX0iJ+UpZaukKEmgvI9qEynYbg9JxHU0Ra3kiaLtRGFKynBJWaMpib1IP5lIrfZNVuJ8\ntITtrbufjVt3Pzusf/yD/0qVPz4Pn1wfW42jDyiTi/LL6uQxv7RUiLKZncobdVXtwxLrMRfVlqIN\nwR541li665i6ZPtwQdtW2DfF/V86XsFvh33nOZTcBzvrqvkY/eQXzCmI2iPgAQD3u9/3A/h5w+Yh\nAC8moruJiAB8OYDfO1L7rhf+nNcHu3i+qusty1frWuAk15s8h6ngoyEszOvZuD7MNN0ebWe109gW\nwniHLXHHTvgr8ovNGe1lOl/ay7R6w06o3a+Sbbf2i7EfLb/VY1M5p0rH3jpn5px71rmRbYvht1BX\n+tfIz9yofbEQPPHfRByEh09e2AIVYVq0n+Bj4cHvfmoT9Zp1VorUn4IbJ3DP9pXa1IFVoqI1EMp9\nZDvKdm9/Na9sUI+YzmjTxHO9CwUfp9j9IPE98KRlIr4PwEuJ6O0AvtStg4ieRUSvAQBm/m0APwng\nDQB+x5X7h6ts3DlhyjVUsp3LQzUhULo2TMHQUVehDtNmDc4P/iscGoRb2f3JoNXWrm1t+Lfqa9oV\nbGrnWqVsl6ht1WWhdA6VRG3NdkUwD5OWiTgID59UV4TaK5dDdkuQJ0Piz59ItS+JlXxkCkD4gGFv\nDTxQ2yORfOyhMCgMvl9Z62SXvmZgtvDsQeuGOcVH06ZBLJj4qs2VZbU+yb6n/ok+Rj8TRG3hIbAm\narv72dWwdp9t6Zr5Qxif/HX6ewF8tVj/fgDff7iWnB4Snkz4hXOuKHUFyJ06X5zaAxnXZb7Jn4Cc\nnuuuA2r29l/3/5oyUMwqa5iZZUv8YdWvixU5vOH7lEDZD9tmKocmbrMb7YQHlPllcw4vHC8dvbdQ\ni9SaYtuoq2Sn8tYIPBxy8NihePikhC0wQ9wWeLTky/KRGkxtce6j+TUyy55U3dJ+Yv1pBre3Sdc9\nBb7sIXn3GKJ2jcjj1LcCvdGAWW0pZx06UruKqAXmRGE3rAWLr3oOR1Xcwua1nrosjjK4p9r3tlE2\n3DDmli3toBqXd10rYqec6iXRy6FzRa0v3BJ4lo9ecVgoawcTOspadi1R21uXhQkcPQXn+OWxkxO2\nLRwkcivzIM69JGKQR1Bro1W7Cdbbq2DErEFmpcbUPuEozBaL20NgTVFbfQBoY9agsF5R2xLBpfqN\nCEG9m84EUVto07H61J4hn94Y2M+qgkuSN0barMxzUwaIJY0p+bW4GX0cnrWdkBNrsb1G2SoRNgIV\nPRyaRT9OCGuJ2hpHTxGmpAynitoal7b6xpL621Ou9z6hbclKXBdTvyZ2CjhJYZu97s/yO2c6EP66\nxa2/meugQ6VbQjBRRFeMxAYHuUDP/JUIw31T3UL2ffJyTNsg505Y0ZNjYG49vREFdArYUrk5ZYsC\ncpqvtjA+rKhdK1Ib/J3oPfxOgT/WSbcESZAeWkQCSLoPSBufZHYVUGkl0SzLWGk+sNAjuIsCVbZX\nRR2sG0R4EjAugmBf5vJYdwNhv54Qpl73U6Oy1bos0TrVh90mc3BuR7mkjp4ypftGT39vY/vXn3Zx\nE7ZHQ1XcBiNpP0HcCp9TSCSro9GmZncDfX52ll0lmms6Vm07NsH2PHV3F7Yxdfqs/urLZSeLWtN/\nvT1dorbZpmM9vWw4efRc/yUb62G/FIm1TjkvIhv1W9+56RK3VnvNCjp9UMVAh5d7ONV6kLgOTOI/\nVaBTpFXro0J6sx06jbK8Lv4t1T9V1Jq+OxpwJDrehO3KmBu5levJW6WCuJUg9dTvfqavtBIH6jVY\nQdyGVYvULX8Fru8qi/KFmUVzpyiorP9Zf9HVUYqOVO0j+oirYqQDJz1P951luwaIaV8TRaiuoyZy\nW/7WjtQGbH1sTwJm5HbKgDIgjUpawrQlbs0uA7KRRkTUv9US7aOkobKs3mhVV9IuLtQPG2F7LaGj\nK+tEiBBf1zWSi8Ee82qBHqHaOyisVl3X4DDDrlj/wrJUsSnWYYnxgxHxgfweDrOn+yKi/4iIfpeI\n9kT0RRW7rySih4jo/yWivz63vhKsabyyJbGf4a+G3kiYW6QI2X/kkbo/tR2tV809qLWtubSeqDtw\n9bFH20YtyLZ0tz1isRCTx8Lwr8+J5Dg3yk4StcJnR+M7gwAAIABJREFU6mOaqG3vr0MRZh08TFvu\nRFwbD1vn/dSyjesmSdNlZpa1ZODjH3woTyT1u8WDjQdZ009YyJWfwK+y7Aw8/iFjm3vhX/VPaSso\nLVfinJrPkqgtnk/p6uMfeKt9v/a2STsq55P2P7fsGtfQEcDMk5ZTwJJ5bN8M4OsB/F8lAyK6APDD\nAL4SwOcB+GYiekHRY+FAmZPRJ/nlzOSkFf5q0P6yE7+D1Hr6Lu4/9kg/wauyRYLswGxhZxHJxGX/\nR48uKl+8sXSie9srJFx9wDAITB7nWtneqbxqN+pJorbgo9df9bpcg3QHnrbcmTgiD5NxPojrpFa+\n1RexZtcT6ZpQltU19PgHHiqUtZtcFFQ94raG2fxKcenE4x96W7ft2DZRx6H4umZjPuBU/Brpj3/w\nbZmPrg/kWGkLz0ETrXNQbreAfV026pqAA89jexDM7orAzA8BANUvphcBeAczv9PZ/jSArwXwVstY\njzfI6iT0d0sITmEOJGj1Q9VzOSam/q1X41WavOln3RNccf+qLNuL1uAKqy26TT1ncmXgmYX+wWg9\nzjCJgHswvT9qR4GGCO31lxxnK7+HzDvbNDlS26h/dveDaffYch2nwZEnjUPwcDi/erjW84EmbsuH\n5kjZ5N5uCbJsqUtD8Ml2WolDzbKGXegGoDYg6S+ry1S6KuQN6TWM5tyoPysz4yJdwt29xVoPB1Me\nQCx/VOCuHkGq65sranvqN6vOhXyV80t1TcSpiNUpOPSXx54N4N1i/T0u7eiwiGxZ5HJi/a0yS0/A\ndbXiBuDgx2TW+TezTaaonefqeNgitmvhZHh41YfaJqdOECuL671uAj5G/Se4jROb1HygqaUtqLfu\n67r3ax2MYdJyCqhGbInoQQD3Gll/k5l/ocP/pLvN1S/9+BTzG4Grd/1O2+iG4YmH33zdTTg67sTj\nvBTMv3jdTTgJHJuH/+AnvmmK+Y3Ah99mfaL+ZuPD/98D192Eo+NOPM5L8fi7fuq6mzAZVWHLzC9d\n6P9hAM8V68/FGC2w6jrtx5YNGzYcDRsfRGw8vGHDhuvAufLBWl0RShv/BgCfQ0TPI6K7AHwjgDvv\nMXHDhg0bDo+Nhzds2HDHY8l0X19PRO8G8GIAryGi17r0ZxHRawCAma8AvArALwP4PQA/w8z2gIUN\nGzZs2DAJGw9v2LBhQwo6lXnHNmzYsGHDhg0bNmxYgkPPimDiVD7ucGwQ0dOJ6EEiejsR/QoRPa1g\n904i+h0ieiMR/etjt3MN9Bw7IvpBl//bRPSFx27j2mhtMxHdR0Qfdcf1jUT0XdfRzrVARP+YiB4l\nouJowJt2jG8a7kQu3ng4s7lR1+idxsPAxsUZpn5VYo0FwPMBfC6AXwPwRQWbCwDvAPA8ALcAvAnA\nC66jvStu9/cD+O/c778O4PsKdn8A4OnX3d4F29k8dgBeBuCX3O8vBvCvrrvdR9jm+wA8cN1tXXGb\nvwTAFwJ4cyH/Rh3jm7jciVy88XBic6Ou0TuRh902bVwslmuJ2DLzQ8z89oZZmFScmW8D8JOKnzNe\nDuDV7verAXxdxfYsRyM69By7sC+Y+fUAnkZE9xy3maui93w95+OagJl/E8CHKyY37RjfONyhXLzx\ncMRNu0bvOB4GNi7WuBZh24nTmVR8PdzDzI+6348CKJ1YDOB1RPQGInrlcZq2KnqOnWXznAO365Do\n2WYG8BL3KuiXiOjzjta668FNO8Z3Km4aF288XLc552t042EbN+04VzH7k7otHHtS8VNBZbu/U64w\nMxMVP+r7F5j5fUT0DAAPEtFD7onsXNB77PRT81kec4eetv9bAM9l5o8T0VcB+HmMr4FvMm7SMT5L\n3IlcvPEwgI2HS7gTeRi4Wce5ioMJWz7ipOKnhNp2u87d9zLzI0T0TACPFXy8z/19PxH9HMbXK+dE\nqD3HTts8x6WdK5rbzMx/JH6/loj+VyJ6OjN/6EhtPDZu2jE+S9yJXLzxMICNh4GNhz1u2nGu4hS6\nItxJk4o/AOB+9/t+jE+KCYjoyUT0VPf7EwF8BYBz+wZtz7F7AMArAICIXgzgI+L14Dmiuc1EdA/R\n+GFwInoRxun2bjKZ3rRjfNNxp3DxxsMRN+0a3XjYxk07znVcx4g1AF+Psb/H4wAeAfBal/4sAK8R\ndl8F4G0YRzn+jeseabfCdj8dwOsAvB3ArwB4mt5uAJ+JcSTnmwC85Vy32zp2AL4NwLcJmx92+b+N\nwojsc1pa2wzgv3TH9E0AfgvAi6+7zQu3958DeC+AJ9z1/J/e9GN805Y7kYs3Hr7Z1+idxsNumzYu\nFsv2gYYNGzZs2LBhw4YNNwKn0BVhw4YNGzZs2LBhw4bF2ITthg0bNmzYsGHDhhuBTdhu2LBhw4YN\nGzZsuBHYhO2GDRs2bNiwYcOGG4FN2G7YsGHDhg0bNmy4EdiE7YYNGzZs2LBhw4YbgU3YbtiwYcOG\nDRs2bLgR2ITthg0bNmzYsGHDhhuBTdhu2LBhw4YNGzZsuBHYhO2GDRs2bNiwYcOGG4FN2G7YsGHD\nhg0biiCiTyeiPyIiuu62bNjQAjHzdbdhwx0GIvoJAL8GgAD8RWb+1mtowx8AuA/A3wbwa8z86mO3\nYcOGDRtODUv5mYi+BcB/xsxfspbPDRumYIvYbrgOsPo7GUR0sXJbNmzYsGHDCvx8JJ8bNpjYhO0N\nBxE9l4j+JRE9RkQfIKIfcunfQkT/NxH9ABF9mIjeQUQvIaJvJaJ3EdGjRPQK4eerieiNRPRRl/+3\nRN7ziGggolcS0cNE9F4i+m8aTcuIjoheQUR/6Nr5XUT0TiL6Upf3PUT0s0T0T4joowDuJ6I/R0T/\nj2v/e4noh4jolrP/X4jo76l98QARfbuuFxvZbtiw4RpwLvwsfOzc+icT0Y85X+8hor9DRDsiegGA\nHwHw513XhQ+VfG7YcDAw87bc0AXABYDfBvD3AdwN4EkAXuLyvgXAbQD3Y3w99HcAvAfADwG4BeCl\nAD4G4MnO/i8C+LPu9+cDeATA17r15wEYAPwzV88LATwG4MsmtPXzAPwRgJe4+v8ugCcAfKnL/x63\n/nK3/gkAvgjAizA+oH0GgN8D8O0u/88BeBixu82nAfhjAM+47uOyLduyLdtyZvzsfezc+s9hFLB3\nA3gGgNcD+Msu734Av3nd+3db7txli9jebLwIwDMB/DVmfpyZ/5SZf0vk/wEzv5qZGcD/AeBZAL6X\nmW8z84MYheRnAwAz/wYz/677/WYAP42RTCX+tqvnLQB+HMA3T2jrfwjgAWb+LWa+DeC7kT/Z/xYz\nP+Da8CfM/G+Z+V8z88DMfwjgH/o2MfO/AfBRAF/myn4Txr6075/Qpg0bNmw4FM6JnwOI6B4AXwXg\nv3L+3g/gH2DkWGAU4hs2XBs2YXuz8VwAf8jMQyH/UfH7cQBQwu9xAE8BACL6YiL6NffK7CMAvg3A\npyp/7xa/34WRiHvxTIwRCbh2PA7gg8rmPXKFiD6XiH6RiN7nuif8j6pNPwngL7nffwnAP5nQng0b\nNmw4JM6JnyU+A2PU+H2um8SHAfxvGCO3GzZcOzZhe7PxbgCfvtJAq58C8PMAnsPMT8NIZPr8+XT1\n++EJ/t8H4Dl+hYjuRk7MOoL7Ixi7H3w2M38ygO9UbfqnAL6WiP5dAM937d+wYcOGU8A58bPEuwH8\nKYBPZeZPccsnM/Pnu/ytD+2Ga8UmbG82Xo9RMH4fET2ZiD6BiF4y09dTAHyYmZ8gohcB+I+RE9h3\nEdHdRPRnMfYR+5kJ/n8WwNcQ0Z8norsw9qltvdJ6CsZ+uR8noucD+M9lJjO/B8AbMEZuf5aZ/3RC\nezZs2LDhkDgnfg5g5vcB+BUAP0BET3WDxj6LiP59Z/IogOf4gbwbNhwbm7C9wXCvuL4GYz+sd2F8\n0v4Gn42c+GpP2v8FgO8loo8B+O9hk+JvAHgHgNcB+LvM/LoJbf09AH8FY9+w92IUrI9hjAyU2vvf\nYiTwj2HsX/vThs2rMQ6m2LohbNiw4WRwTvxs4BUA7sL4xuxDAP4FgHtd3q8C+F0AjxDRYwvq2LBh\nFhZ/oIGI/jGArwbwmHgVoW1+EGNn848D+BZmfuOiSjecFIjoeQB+H8Blpb/YVJ9PAfBhjN0M/nCB\nny8B8E+Z+TPWaNeGDaeIjYc3lLAGPxPRZwJ4GzNvUdgNJ481IrY/DuArS5lE9DKM4uRzAPxljP0i\nN2zIQERf417JfSKAvwfgdxaK2lsA/iqA/32tNm7YcKLYeHjDIfFCAO+87kZs2NCDxcKWmX8TY2St\nhJdjfB0MZn49gKe56UI23CysMWDg5RgHNDwM4LMQp4+ZDDdR+IcB3INxKpoNG24sNh7e0MCSrzz+\n1wB+FMB3rNecDRsOh8sj1PFspNOMvAfj6PdHbfMN5wZmfifGycaX+nklgFcubtDo661wU+Fs2LBh\n4+E7FUv5mZl/AMAPrNagDRsOjGMIWyAf3Z49PRLRNkXIhg03DMw8a7L2uXwwt747BBsPb9hwB+JO\n4+FjCNuHMU5E7fEcFObPu++++6qO9EC32nprUJyVX/LXM8Cux59Of/jhh/HsZz+76VuCiIrr+rdf\nl3/1UkqXy2636y5j1Sfxlre8BS984QvNfaL3d+lzeTpvGIbmJ/ZK/qz6ZJus39Z6Dfo4631SSy/Z\nWja1c6PXX+l86vUv8eu//uvV/BaGYdo4l91um+Slgm4exvdyeUy+XJakrWXrMRjpVprl8y3fA7zw\ne/L9UAIhPiKQsezc3wv32//dqbRL8fdSrF9g/PzBpVpuuaVV1vu/4HHZuUVerj/0vcBf+e50uxjA\nQOOy9wvG/bh3y5VY9uLvbbdcqeV2R9lB/B1UGiM9jqVzogfyOFvHDypt10jT5WvnxCFsS2m6bd+9\nTGP+DxPtv2tRbevgGML2AQCvAvDTRPRiAB9h5kmvv+aIxqX+Di1qtbjqgSUkmNkUHCWxY/m0hKzO\ns9Ja4tZqw263w8VF+lbMEpY9QpWIMAxDJsYsQVTbz0SU7MdeEdt77HSbrWPm7XR6yday0bZz/Ml2\nttpXs10DS2ds2ZCgn4et5wkvIIaV0lBI8yLGqruWJgVQLc2qy2pHDV7ckCgv07StJXx34veFWiwx\n6xcpYi+NtMQPAxeDELZiR9wagCfv07YyCWG7A64oilItTr2IvXB/d0i3K/hUv/2+HpytT9P7xzpX\nes+rEqStFKn6XLLaUErz26q3Q6fpunaGXeu8KqVJ6H2/AoWe4zQYi4UtEf1zjN+k/jQiejeAvwW3\nL5j5R5n5l4joZUT0DgB/DOBbl9apMeUGeB2idkm0by30CFIrOltKmyJwdTusyFqvoNWL96XTeqN9\nxz4WUoR6LBWj2u8a/rydbt8xsQnbfhyUh60oqRU5wwppWDnNyu9Zl5hz+muBJ0WbFqBSzPpo7S2M\ns8SWxG34y+NyAdAFA5eM3eUw/r4YQE7Y0m4A7eJGXt11hctP/JN0FwwEHnbAQOD9DtjvwHvCcDWK\nXPYR3NsEXFIUuD5KXIo+yn2oHzZK4tTvK6W9u1A7ll5oluykgJRp2n5pmiVI56S1xO0KOFZ/1TWx\nuM3M/M0dNq+a6buZdigRegxR+9SnPrVZxxqYKmq1kJXrlsj1dcg8Wa/EM5/5zCxiC0RhKn/7LgYy\nzep+oPOHYTgpcauPc0t8noK4LUWYLbF7KAG8Cdt+HIyHWS2lNJ1eSxtEXimtRwwvaZf0+4z7ylE/\nUn9bqL0ult0RSosUtXfBFrUhz4naW07AXjB2l3tc3Nrj4nIP2rFbBuwuBtAubuTVl70Il5/4eLo7\nhh2G/Q487ILI3d/eAVcXGK4uQE7o4vbOdT2gsc1PII3YWpFbIApYK7Iuo7el/diD0rEGgE+9L7WD\nspPHy/uwtqGUJkVmKU1Gbktpsi2tNNlenbYS7siI7SngUN0FlvprieRP+qRPatZj1dErICyROUXU\nWr/1X+nbSvO/Paw+xaWuCF5UyTQtdr2I9b8BBFHbI25rXRBqZabAOs46Yru2uO1JX+LvGNiE7TWj\nVzwuSQP6+sLW0lpdHLhg5/Fp99VfZ/eIG2lnRS5ltLbUx1YK2JKwvQXgSQzcBdBdwyhqb+1BlwPo\nYhS0l5dXuLy8wo4GEDF2FwN2u3EZm8fAV3wBxu90AOwaPgy7cdnvwEwYeIerW5egq0vsry7A+wvw\n1Q58eQFc7sAXOydgyY7Y+n0loYUtu33g00tRX0u8Wf59mpX+affl547Ezsjz28WVNL2ttTRdv0xb\nM5Lr01bAOYrEk2zznEhor7+53QTmtmnNm7MVkSu98pco5U0RtbX1KcK2tF3+b0nYyjwpZv06gETI\nWuLWOha6W4CVJ22mRPR7YXVPqLVHp1n+WmWlmJ/TLeEYkdtN2F4j1hSwMt0LGF3P3LSefrVWmt7W\nGrTgstKkeLUitXJgl1x0f1otaO9S6XcBuItBT9pjd9ceu1tXuLhrj4uLK+wuxr+Xuytc7vbY0ZAu\nEMI22XwnbGmHYbcb//K4XO0ucHV5if3+EsP+Avv9JfZPXGB/eQlcXIB3F8CO8u4Icr/Kdb3IKLY8\nxqWHBO0HlTQLtXzf71enyW2w0vx2DB1pQFlAl3DN4naL2B4Ia0VWLSF6HdHeJbDEiSUklnQ/sERs\nK63UFaHWzpJY9MdFC1sZfdXHrkfcThFwcj9awntt9ArW3qhrSdxa5aZ0S+hp01rYhO01YonY1GnS\nX+/sBVoAW2lL29SDKeLBem1udT/QaVrU6kjtXQCeFP/SXQPoSXvQXbdx+aTbuHXXbVxeXI2ilq5w\niStcYo8L2uMCe+wwgMDZMm6eSKFxGbDDHhfY8wWucIErXOKKR3F7tb/E7ctb4D9lDC5ay7tdvu1a\n1Po0RjoDgha2Pk0eK99NQfuZK2xLNlqITkmz2qnTCHZf4kHYavE+d0AZK38LcBYiUeHk2ty6mR0q\nUjsFpajdKdyIrX6t1rrVTaEkcqWIleutgWay7pL4KYlaL0SlsJW+ZJcE6Ut3U5BR154uB1O7JRwK\ntajrXCFZ6+4wN3LbU89cXPcxuGNhRTx15BWVtFLEVAtYHb2z6mrV3xux1WWnQIpZGam17PxfPfOB\nTCt1P7C6IgRBy9g9aQ960oDdk27j4q4rXN56ArduPYG7Lm+PgpaksL3CBaKw9YsUtXH3jKmDsNzj\nAntyotYvu0tc0SUu+AoXtMfVxYD9xR7DxQDe7TDsLvJuCX6fD2rRx55FGb+vdJ6F0jk0FaWuDqUo\nrp4KzG+jtd2E8jkk0zChrlrbdf0LsUVsF6K3m0DthtfbZWBppHZO9G6K/RxhUBKsOk8LUJ1u9aet\nCdy54naKqNXRWi9u5bZLset9yHa0IreW8JuCqfa9XTR0mVI7e6Ku2k6L21rbZD1WuSX7rtXm/5+9\n9w25p1vvu75rrZnZ+/49zzlUiS3Yk5IXRjgvohxfpAcD9hQF0xbqG0GrRfxTkEJBBPGFL2wDKghF\nY/9Y0toGo1BfmND2RaMImibCMaiJRjxHMAQhJ6HWosl5nt/vvveeP8sXM9fe11z7utZas2fue+/f\nc/YFi5lZs/7OzN7zme9ca83D3tBy8CnjeZw1OCgFy6Wga5WZc0+A2F5ys3diqQGETM/hTEItV2rV\nWQ5wBtpTiBPQdvD7I6qmQ9W0aKojGn9E4w4T1PYcQ0lrRZgh66CC7Rxq/aT5stLcBLYxIDQ7hGrA\nsRrQhXoEXF+P/wvOj64JGuDxpYRd6aKhgaK00usyZ9qALjJ5/ik9tVm7Lih9aRzl19weaN2qa0n9\nV9pdQWKhfXRt3gJqr61njX/lNZC0RvWy8i5xUdBCTrW1gDnXVx4IQKVaS0FCK4dcbR+vn7ZL/FBf\n2645x9xFo9QtIVfv0rJe0/1A1vOwG9hS0OSgYqlnS8vgbUnFyYFIWl2yb7IszVKXd+7Sd9ABV7of\npFTbHYA9gN0A10T4fYewO6LaH9DULeq6RROO2OGABgdU6FDP9VVUaJlye4ZaL8h+gD/BbT+ptWpp\nblJsMZwGpLWuh/M9HCI65zC4anJNcFT4/GGH1vup7xrcyuOXs9x1ZZ0jmZ+vay4UFMfdJaS/rMvE\n5YBT1kVxvK4l0LzBX+hDsd3IroHRHNSm3BJKy+Db17Ypty8HHNdYKcCmgDYVUq4MEiqtYyDVWQm3\nFshaRoBMRum1dr2GulhyfmW6kgcADrVa3hLVledNuSIs9b0tUY6X2ANsb2jXQG3OhSEXt8T/litc\nuXJlv6x90kpV2lR+CWrS35YDrnQ/aCL8pNSG3RHN7oCmeUETjmh8O0HtEQ0OqNGhRnsKc+WWcHXu\nazt27RwzOi2EKQfH43nJgZwV/DgLg3c9jtMx6hExuApDDBg/9oD5+aWPPFTTepiW8hgtfYVeev75\nPukOII2DrFRuLbhFQVzquiqta6kivMIeYLuBLYHO1L7SuCXpl7gfXAO1VtotlFtNwUyBqRVCCKaK\nu7Viy+F2aXnc7YBmUJDl8OO7BqK2Op8l57rEpSBXngWgW5RR2o8Se4DtDc0CRytOA9AlYKspsHJf\nLq6kLtlHbR8Hi7WgkFJs5eCxmW9tHAeK7frR/WCC2n1zwM6NQEtgu8PhhJ0NjjO4DczXtgRs+1Pq\nOdQe0ZzWA4YxlRtGsA3T2zIHRDeWiRiAGM9wS1BLSm0Pe6aIa/46lp5/6SqhQWYOHrWBbhqY8ziP\nZVCq1fUYPJa1u27z1krttWWUllOS1ip3jXJG+WUaDrU8jQTQElWWA62EW16G5ZKQO15crZVgqgEp\n71fuGBMk0zp3R1iigJbUJeMs/9MtXvOvdSnQ2rdFGVvZA2xvZKWv9y2ojSLk4iwohhIn8/B9JXGa\nSajhMCFVvZzfJ5UhYc362pg6YGwaKLbvUe8OqHcHNPUL9uGAvXvBDodZGFXb4wxqGxwnH9ueLfvk\n4LFeqLU9wgloa7SnWuSgNOfiyWfYR6Cdio8xYBiYcis/zytBl9Lw45ZTbrXrx7rW+PkBLq85ef5K\ngJWWEpS1usDyp64rK85SiVNQ/Bg8dnvTgOBjUGqX1plLsxSGuEkAtBTbnFuCBrVymYPbEpVVU2sJ\ncKlMbSBYCWhpSq8MEm5z50arpyRPafmaepxSTOX+Wyq3PM1ruHc87I2sRPnaGmoHFi/bUALCVlzq\nxi7LLVXqLCCidBxs+XrqgwzMt9btItyuQ9gfUe8O2DUv2FUH7P0L9njBDi/Y44AdXrBjyq2E2/MA\nsp65JNiDxwiBOdzWaE+K7dy1QcyyEMa+uqn/gwP6oYEb/PlTvB0uobbDGfQJavkxTN3yll5rdI5T\n7gdg+65xMeB1yroi1rkUaHBbAtMr7a4gsdDuus1bAOnS8l+jjFQ+C6ysPNfCbQnQptwRQggq0HLQ\n1ZTgFIzyY8DVWuonQa3VR1kOrRMck0qbA9zXglr+QLTmHJcoplsot2vK2Mr9QJb5sBvYEiBNAeja\nMuRPP5WH74OIh4hP9VnGacqYhBeIJQ+WcqvCbTx9fCHsOlQ7ms7rgH3gUEuBq7YH7E5gO+qslRj+\nRYqtNXiMwJbnJP1XTh/mpkAHJJL3AcYvlvXwQO+nr5UB6NwYuI8tBXJL0FwSuBLK/15y15rlfy1B\nU5pUSHm8NX8tQaYsV5vXNoo8VHYKbmk9pdyWAvIV9lBsN7Ct3Q9yqqgWVwq319aj1acpdWRLgEG+\nql8SNKgloE25InCwtUA5ZdL9QLogyL6kjq1Ufkv7zstLnQvNSt8ulJ5jyyXCUkxluRZEl5aRqvMt\n3RIeYHtDywHpVgPFLABJuRWk2iT7AFy2QUsj18ms174DLsFBm9pLCxbcNhGu6eGaDqFpUTfdOPOB\nP558afcK2I7AOyq4DfOGrS4Gkp1dETQf2/MEYWNOGo52nMoisD3n4DYhs/cYKo/ejZ/f7fsA1wOx\nCxPcTn3lSm3ueFHoxfmULjOlDzj8gaTUOKwCl+dem6pLxvEHIw1MeT08bu2AspV2d5BYYHfZ5lu6\nH+TcDrQyclB7DayXKnwyj1yX+SV8atN1LRk8xqE3V7bVb+l+QH0v7T8/Z9ytgbeHp9WOiQZ3rwG3\nmqXOtXy9n3NLyJX5Vm4JW9gDbG9kKdVLg0ssjLMGimn7S9ukuSJofcqZTEeXsgYgMp10QdCUW82/\ndlp39QDX9PDsi2K1a09QOwfbOeSSkqv52lbMHSHlY8tnv+WDxapJsdU/8kCAPO11Hn1VoQsV+i7A\n9y1i54CjQ6z92R2hA9Cy48FdD7TjxpVb7finHrog0sHYz+vQzi9de9ZALanmplwGNJcCDUpTcSUD\nyjb4K34otivtmhtZCWDm6lgCoKk6r3VLsOrQVLQSk1CruSbw+NJpvTjEWv62mmLL65J9pP7xWRBI\nwZW+tX3fq6qtBbZSEbeOCT/W1wDt0utHK0OrVwPaJbC/FG75fqv+UtsCSh9geyOTCpeM09JqqpgG\nr7nZEzSfXbB9UpVN+fnK8ksH0kh1jPKGwvyUV6q3qQFkDeCaiFD3qOoO9TSdF5/5gLshPOEFezxP\nSwrPqq9trXyFjNvsa2MIaFGhwfHkW3suY2Dz4ZKvbgTgLsoY4DEEj74KQB3QN+SSgLlay49DhznI\nLjVNqQX061YzDU65awLVQWlludaALjlgTINcbtLtQZYlIZ+XJevfYPDYXUFiod1Vm5feyN5Sqd1C\nKV5q1wCFNA1qLfcDC3KlO4K2XTKIzOqjVG052A7DMAPavu/NMvg6gbLlliCPxdrztnX+FIxqrgpW\nWa+p3Fq21W/gAbY3shLlVcZbUJtSfa14rX7L/SE1eE1LV2Ijq10qZksvRw63GsjxL5A1Ea4ZEOoe\nddWi9uP8tA3zo91P4QkveMLzLJBqq00BVp2gdD7oa+yShFI/m+brgN2pDD/zseWuCDT4rDql6OHR\n+YC2rjB0FYZmALoItA44KseDuyVIACyx1LWYyxzcAAAgAElEQVRYatrgsHMXdVCFiLMGdKUGmUmg\npn0lMx+QRSV+o7/Ph2L7ypZSR3M3wdeG2te6CV8LtxpUWlCXglvL9cACW20QmQW3Ul2lvsqZEFLH\nhoMrraeglvddwu61gPtW536p+irdKq5Rbq36t3joytkDbG9kGiRawGBBZWl6WpYMCksBNJQ8PG4J\n2FpgwOvMXfqaYisB9zSAKgJ1hK97hLpDVbVofIvGHWcK7Nwd4XlSbM9gu8fzlIageNRc5dfHAs7i\ngA22o+Y7n1EhwiOyw+BO+fmkYh0CehfQ+hp11WGoOwx1jb6KU3/dJdxbA8dypl1zqYec3DnjS+AS\ndCWISrhM+bzKQWY8Hy35A5UGslGsp/qmwfAV9lFB4mQfTZtLXv9bN8LXgNolau2SG/Rr+S6mQFfC\n7BIXBQ63Wh7NBUL2i6uszqW/KqbBcAhhts1B14LaLZTa1LWzxTm32vcWcCvrX+MWca09wPaGpoEC\nxZcOHkvtk2CagtpUXSn3BJl+iSuCVNH4q90lUJuD2xCBMABhgKt6hKodFVt39pFtLlwSDicf2x1z\nQ3g6qbYEtkfsTj62nVBbp/9eBU5bVDiiQ0Bz+sqYP6UHK8FjPk1YNfPTbXyL1h3RVRVcqIGqAoIf\nA8GtBbWlcCsfWuR1u+SBxpr1oMTtACJv6SAzDqgaWEPkt+qyHsY2+Ht+KLavZDl4vZX7QcmN915u\nzin1VHNPyPnZpmZJ4KBb6oqgqac8n6aQWzCrzXubOwa3tJxbAFkKKF8Lbnm9WvrXhNvcZ5Mf9kqW\nU0JzfrKyLCT25QaKpeqy9qVcFkqM0mkDcnIqoAa1HG5VP9sIhB4+dKiqDnUYldYRbNuZYqsNJNtN\nPrek3GpfJVsyj217Ump75sIwB+F40n7nUNueli1qP8J5W3XwVQeEfg60lgtCKdxa5yT10JMyzRVB\nczuIIq0Fr6lBZqk5aKOx75q6NrCnbYp5U7t7sF2qzlp5Zdy1rgul+UvTaHm2BAVNMdXcELTtlN+t\nBbmWYivbIB8ucmDLj48Gstx9QboyaK4N8lhsaa913i3QLS2Dq7DX5OV1vgXc3stD4fecSUigZU49\n1cCiVKlN1VXqWwvooGz1TZqmznIQWXo5lkBuBfhqgKs7VKFD5c5Tc81nktXg9ngxO8J56q+zyss/\n1uCHAT7OFdvBOQzen2qUc9bSYLN4GjKmQ+040EzOhDv1KXQIdY9YeQxVmCu10m2j1A2Bm7ympIrL\nl9Z54uWQpabU4tcHL4vHrR1Q5pR8Mn2urpVWL6XEbpt619hdg+2tlVpNJUzVew0sk0lfRhl3jUm1\nkpZbQG1uGrCSAWRSdbXSau4Hll/tNXC7lS29Ri3XDGs/pUm5KJSovx+LcrsWbJ1z3w/gpwD8Tox/\n838xxvhnlHR/BsAfAPABwL8YY/zlVRV/7Ka92rdgMge1aweKaXBsTemUqlPWb5kGGNdALZWlvWJn\nYOtChK/60b+26lB5DrX9NJtsl4Dbg5gZ4RwoTcUU2xB7hGE498cBvT/PZtBNn8+df4zhDMEj3GpK\nbY0GRwa35z5UrkOoOoS6w1AFxBARvbPnq70GbOmc5R6oUueK0vC6tSm1ZDpN5ZVwqymw1jRdHI5T\nc9TKOimdbOdKq1aC7S3+h+8WbFNQe63aSsvXgNqcpfKngETmp/RLTAM5Sx3VXBKuBVwJy7wN8nxY\n7gM8jQa2BLQSXHPqr6bclhpvRy4dX8pzci0MWsprSpGVbVqj3Gp1luRdahsoti2Afz3G+L845z4F\n8D875/6bGOO3KYFz7g8C+AdijD/onPu9AP4CgK+vrfijN0vtWgK1KTU2pcRqUMvLsmDXgm/ZL0vN\n5VBAaQlqU6HEpCJJimUFuCoiVD2C7xHcebAWYeN52q72YiCZFk5gG4/YDQdUsUMVe4Q4wPdjcPTf\n5ByG4DGEAb3r0bkenavgfIR3c6WWBpnN/WkrMS3YWa0lOA5+CqFHDEPa/QDIQ23ufMhzrF1r3OSD\nSwnc8n1kVh6qQ5avvQ3ggMvL4fu4cdeFqKTZ4O+4XjLNnW5v/j98l2B7DXim8t5CqV2i3mkqnAUP\n15qm2MrtlJJ7rWpbqtg6pw8a06CWg21OmbX6Ko/xtZZ76FpyzmWbUsr9LeC2tOyt4HYt2MYY/zaA\nvz2tf+6c+zaAvx/At1myPwzgP53S/KJz7nc4535XjPH/XlX5F8Ho56jBoaWIpXxmNai1AKRkJgQN\niq30vE8WkFrzmEoo51BSctN3Igh/Wx8iQhjGMMGghFr50QWp3vJBZgS3zXDErj+i6nuEPiL0A1wP\nuD4ykIqIYUAMA/rgUYUeXZg+vRsizrMm2EotQS1v4wXchgGhGs4zI8hBY/KVfM74daINHisdPOiU\neOmSQvWl3A64SgojD++bT+zncKspt7IeXu7GUAtcodgKu8X/8N2BbQ48S8BUi7sWakvaVdoOq4wS\nwLhWsdXSWsDH161ZEnKgKxVbSq+1hfpE89bKdllQq7kdSNXW6pd1PJaYptjmrj3LliqmJWlfG26t\ntl/Th5RtoNiezDn3AwC+BuAXxa7fDeDX2fZ3AHwFwPcu2FpqZAoYNSiVeTWo1aCzFI5lXgkoSwCH\nytCmd5L1R5a29BKVii1zRXAhwocBwfXw7jzxFodbS7nlUDtTcuMBTd+iaY+ouwGhBTx99atn7XaY\nZmYAhmpAXwO+GqcDcz6O/rfTvAg9A1tqiVRqNaj1bupbGOBD1IGWK7Y5064D7YGGp7cUWw6PTsTx\nbcqbcjugPBqUymtLxlsDyqzyuXG1lrd3o8Fji31sE/ZW/8N3BbbXwsFWeZcqtdfm0cpY8mraerWd\nM+11fEq5Tam5JYPFeFqtjRIMpfJaArWlyqzV75JjLUNpPtnHVDreNkuFzeVfqtzm0q3Nu9ZyZXzz\nm9/EN7/5zWw5bnz99V8C+NdijJ9rSWTVpW38QpqEBCDvZ7t0oJhWn1W+Vr8Fxbk4WS4BgWN5uHoo\n2wZcvlZOvebWTCqULsK5COcjgqOZCM4TZ13qpN0MemfqbTygiUfUQ4uq61G1Ef4IuBbnz9legO0Y\nXA/4AahixOB6RA/0PqB3fgwTbo+zJly2JczQ99x27wY4P/YRUz+jhNucyetDHv+cwi/LISPFVroD\naCquFmfBq6X2ymvNUm55Ol4O32/Br6x/rWXeSvzccQw5e8v/4bsCW2lL1dY1eUsBNVVXLm/KJKC8\n9mtfCXq0zCm8Elwl1Fpxsk7ZZ+0YSrhNwazWVquf19iSa6gUgFNQq10PMi0vJwXEperrGuV2K5XW\nqkOzr3/96/j6189uWD/+4z9+kcY5VwP4aQD/eYzxrynF/AaA72fbX5nivndN3sBLoVaDDrlfs1w6\nDWpTrgipOK1ewFbCqH7gDA8WvJf83c/cESLgR9BzfpjU2mHCx/4Mhidg7C+g9gy3Z8CthyPqvkXd\nRVTHCHcE3BGjp2MKbOuxSUBE7XsgDGPtgaYCq9Epyux8FoUz3J5BdzjDrY+s726Z+4E8n9p1Y6n8\nVhyHU1wRB9hwS/WUQq+Vjh6+lpTD619rGUr8RgV84915+8c+XKZ56//hjcTq7W2pMqbFvSXUSkVv\njWKlgZKVpsQ0+JPr16i3lpq7VOFN5bsmaP2xjsUSK3krsNV5z11LS6/Z3O9gi2ttC5VWa1dpkObG\nk/2XAXwrxnhJvaP9DQD/wpT+6wB+Kz78a3X1Sy412JV5U36vGhTnoDkHz7JsLV7bPxhlWUpgqtyc\nib8gR4qtO887MHq0DjM4DAxwL8M0A0HsUfUDqm5AaCNcO6m1hcG1gG+B0EZU3TCWFeegTbMlyDZ4\nDrI4e+Y6DFP/xuXsIC1Ra61rSMblzqWEY3kurevGutatazR3LfMytHTW78p6q6Ediy2sWhiE3eJ/\n+C4V248RanNptbyWEvZaCphl2mv61wqpNrxGPW91DIE8RJac0yWqa2naUvUfWK7cXtPHUtsAlH8E\nwB8F8CvOOZo65t8C8Hum8n8ixvg3nXN/0Dn3qwDeA/iX1lb6hTFSp+Rp0G7UPL7kBm1BJU9nKbVa\nXRow5NwfBpbOehWtDe7h9QUlbsllO5Xp3Dg7rHMD6NO1blqev/41n1t2DpfTehxQDQOqFvBdHN0P\nOLxqii0/rpMy6LuIqnWo/DDOpqDA9bkN8+UYzn1wboCLBLULzQJKDe7kNZXKJ47/hRKbcjuwXpin\nlFtev5xvVpbD26PVZQ0o42VEbCdbrqfEN/8fvjuwvSXUWmWvqStXfw5ugcvXzjLuWksBYKkaaqW1\nFNdUW0ogVbYhVf5rAK52vkuU+tw519JyWwq3WpkfG9yuBdsY43+Pgr/3GOOfWFXRF80sxUdThKx0\nKZ9HDWrlK+ScCibbar2Gzrk/cFDg4CqnarL6IoE9dVwMI7UWJ8X2MsxhdzBDiMM0A0KE6zCCLQ8E\nttqxmODNBcB1GKch6+NYZqJOhznQqn1wEc6hHG5TxzJ1LrTrS+bj51pzQbGuCcCenYDKtQaEyWuN\nQ68TSzKeX9bFlzy/tn+trZzu6xb/w3cFtte8Rl2a9jWVWitdaRpLZeP2lgqkZhZoanFyaZVHfU0B\n6q1UWMu01+Clyr0Vn+rXUuVWK7P0bcCStwaputba1q4NDyu0HDSkAPMaqJU34tJXu1qZEgwswJSg\nJOOAtJ8lVzpT7Uu14Urj7gr8W2AOES5GuAg4alePy/PB2+Nw2d4pjxswlhW5i8Rl3ZvZkutHHvtU\nHDeK03xmyejc5lR8xwK/dpcOKIORBmw/r4tMK0tr01q7K0oss7tt8rVQ+5buByV1LbGc+nYvkFsC\nniUqrSwvpdBadb+laTDL96W2eVxKMbXUVrLXdksoqctq95ZuCLItD3tDkzd7CRWWSRi18lvpYOzX\nXu+nytTakzIJnhbERMyhSIKYrJeHTS3OYfa0HANinEOt9Yqe+soh7wIQ56rxRV1bgi20+mfdvnyQ\n0LZLHnZoXfu70qBXxmnKbWTbSwaUWXAr02lt5f2z2rTW7pYSbbvLJi9xFVjqunAvSm0qb8mrZbmf\nYEvmTUFY6jhKiFtyzNf2v3R/qo1aWqt8K++15zt17dD6UriV+18TblNtSgHx1nD7ANsbWjSWfL9U\n11JlrFFqZXk5eOHproFKDhTApRomIZC3pcdlu2SfT+sOGIAY3Tk4iY7pAIaYJ9PUPX5crD7z/Lwc\nliSywjnuZkP0iHHsK07BOi4Fx9RSa7V98w7kYS8FisDldaHNbSv3L1Vueb2yXbIsvl8qtVv8Fa//\n8tib292B7ccAtdeowqVmgQjtk3XJ9Kn2WcfOgkUtvwWLFhiWQs4SuMy1z0pbcu2k+lja5lT5ufqX\nqql8m9J8UeD2AbY3NA085T4JDxbcWlDL01tKLS9Xgx5ZvwWTS4y/iuZgRCrtwNJw+KJQClwDJrid\noBZ+BEDHX/SnPG5Js2Vy3sSd0QNOfgShpN8M3uNF3rNOPCANtbM00Z/gFoNLHAvjmMljq6m6Vt6S\nhy7tOAxsXebTHnp4Xm1/yYAynseCWl5/bvBY6XnP2d1RYt7ussklN7QSGC0p656glvJeAzcSJGW8\n1ofUusxbAnxWuiV+mrm6cm2zzlWujFQ7rPRWP17z/PPyLWXfgthcnbn4JXC7hT3A9kaWAlpayiDT\naXCp5ZEwawFJCmqlKmsBdOnlxOFE+tRy1VbClAVemRAHhzh4xMFj8KmhYZfh7CDAHAWcO30AwU1z\n1KJnbebHhPpCYUofJ7DlCvK8zmXtHAY/9dPNj1PpMdPcKlIwK5eaWfHy/HPXADLtgwqyXKo/NaAs\nlYe2NcVYK0um28rP9i4pMW131eQSaEjtWwq7S6G2pE2lbbCMQw1f8v1k9BUuqielHqZAsDQ+F2Q+\n+ZUw7VjxtFu07Zq2W+dNts/aL4+1Vl6pWeed9sk2aPG0r2RAWSp9SunV8mh1rbEH2N7IJAxaoKrl\nkVBhgYVVrixfS5cq34JpQG+H1X9A94OU+wi6CAoleEWWhgKfnaBziL1D33v03mNwHoMbJ9aaT+al\nA+PFTLYuoPMdqgD4agyOQyFBGIefgNk8pLEChgoYAtB5h87RLLlhVue5DfNP7tLEYKe5FOIItn3n\nMfRjf2fHgx8TC1r5MZRxHS6vi9RDD++75bfKzzFEOk2NlWl4ORbcankGFqfBs2PpUu4yW0Et8HBF\nWGvXQm0pdPL4pVC7JH1pvGU5uLXayNtaEm/FafuXAiRBbcm5s+B2LbRqfdrqGOWgdg2UlfjQpqBW\nS8+3U0C6ZHYFLY+W91p7gO2NzIIBDRS0NBI6rdNYCsI5qB2MtLJPpZcTfxUtXzVHXEItcIbaFJRx\noJ1C7IGhdxi6gCF49F6H2PlnEM4gyfefPmLrHYYwqbWVOFbyNTeBbQBQT4HgNgC9P5ctAVuF2Fn7\npjQxYBg8hj6coVZOP6ZBq/ZA0ynppPtH6vqjOMsP2Tr/PJ3lagCRjuqWoGr55sp2WuVrwAxctiH1\n21tid0WJZfYRNtmG01yeJfmW1rEEmEvKKoFbDXxKAldS+WdryWS8zEuB0shP3Wp18X7J46UBLa8n\nFVcKwZSnJK8FpqVQu9ZyALokfQpugfJZJkrbsqU9wPaGJlVOqYrSUsKcdTPVICWVh9+8U1CrtVNT\ncZfc5Dm8ApfKGcEUd0vgbZOwpimTDOyGzqPvArqqQh/O6qsd6umjtkpwHarQoYo9Yj3AxQgfIxAB\n53BWl7lVGN0PJrAdGoeucugqjzZUaJ1eF/+gLm9fz8IAjz4GdH2FvgsYOn8JtBrgWj7L2jGW14UG\nxvI64OeOmwRHiDTWfoLMyNYpPUR8Tm3lJiGWtrV0JYrwNfYRUuJH1+Slqtg14JGqwwKeJW0qqRtI\nK7c5pY4DZw5yJTxaUKvlc85dAC437oog4dwC2TVAm+pfKj/flzs/KagtuV5y546n08CUl5FLT2nW\nwK2sw9q/Nfg+wPaGpkGj3G+BpqW4lkJtLo9VlyxXa+sSs5Q5DrUpf9uCEDuHofPo2moE23ruWjAP\n5zgOmEc0qNGiRTOCre9Q1T0wdPCxA+LEORrYCsV2aIC+Bro6oK0nqHX1WPZUF62PwQbwk8o8BHRd\nha6tMHR+7opQArWWS0IKevn5jri8XuQgL4rjy4j5+Zc+rFCuD74uXQKi2F8yG4JWl2wnT8fLfQwe\n+2KZdUNcC7W59FsahwVNkbPiJLRIELMAthQauVpLwMqBVoMq/hUyuY/XrcGthNpSwF0KwvL4SACX\n57gEateado7lPtmeUqVXu5a0cpe0aWt7gO2NTVNDS4KVRwKppablQBiJvEvcEywjVTZiPojHi/0E\niRymOLBZyqT4GlhsPYa2Qt9U6IdLcG1RTaFGhwZHERoccUQz4qTrEFwPHwegcnAxIroBwUf4AKCP\nQA/QB8DiCWwdhhroazdBbY1DqC/qGsM5vj2FatbOmaobK/R9hb6tgNZffglN+zKa3NbgVoNe6SJi\nnX/LxYDn4em0/RKOtbTWQx5gwy2VzZeyXXJAmwbQW/nZPnxst7el4Kgpgqn8OYBZ0rY1QC1NKmoW\n3NBSrmtwmwM5DqxWIJDlKmzfn/9FUj6dObCVcNv3Pfq+zwKvpfTm+mydu1T+kuNvpZPnVTtm1rGT\nZfA0qXwps9ph5dXa9Jpw+wDbO7AUmObyLFVnU36SFpTmABhGXMoIKHheDjWaehswghhfSpilZTsP\nsfVACwx9hTbWJ1idw+0IkAc0qBlkHrBDjXbyvqVP3EY4FxHDOHVYHzqEakBoBrguwvfDDH5i8Bgq\nhz549MGjCxUOfiz/BXu84Akv2OOA3alOWudhruSe1eQu1hj6CmjD1Fc3PwYpoNWOn5zXVoPd3PmX\n5zQXp8GttV9TboFL9ZRfWyk41v5iS9wOcr/TUrt7Sry0u27yWqjV1kvq2jL9tTdnCTSpQT0SZlPw\nmoqXvrMabGpgywMvm3xrqUwNwghEKV1p4MBr9WNJ32W8PLcW4C6BWn5ec3HaedbSy3WevhRulyi3\n19RxrcmZKB52I7OUUCutBpopsCyB2hwQa/m18pca922kV7uDWOZcDiSozcDWAa0fVduuRhelUjt3\nA+AwS+GA3Qloz18jixiCRwxAXTlUsUM1AL4f4PtRyQUwTucVHIbg0fmAzo3uBwSuL9jjGfsJcPcz\noCXAPWDHoPYSbruhxtDViG11AfUXYFsSrGtkCdhqsKnFaW4DPH3KZ5bWZZnUJrKl+TXFN5Vure02\nKucN7W7B1gLCpfEldSwF59J8S/eXjIKndFpb5LrlY6v5xkpo7ft+Bqx8m9a1/oQQZnVx39rcYDcN\nXEm15SGVJufCYAFvqduCbLd2LlMPVaWuBdqxXQKQ/EHnmoFoa+rcyq59KHzYSuNwYAElLUtVWZlX\ng5Pc6dbU41T9Wl25dsnLl0NGL/ZxH1sOrlytbTHeZTnI0faRggOOEcPRo3upcfQNDlWDOuwmHfR4\n8mYlD9yz1+2o1M67Ms45S76ujTuOa74bVV03zFwRBj/On9u5Cp2rZuA6gu2TGl4Y8J4DwW6DQ9/g\n0DXoDjWGg2d9nfrNwVaDXanScnBN+ePycx1FkOdVg1jrGigd5MXzaPlhlJEra2n9UNJdY3dLibbd\nZZNz8KqpYNeWvwZqU3lL6rBglbZTeS2l1hospkEuV101NVZCLl/n7ge8PzGOSi0BrlRzZb9keySc\nalCrwa21fQ3MyvNrQa12PaaAd8m5Tin02nFPlcOvC6sMWd4SuOXlbgm3D7C9kWlwIC0FlbnTlnI1\nyEFxCdRKNaxE9eWKLL98uWLbizI42ErYIsAl1wQObTUE2AI4OgwHj7ap4KpRkT36Fgc3H6KlQW0O\nbFvUqKdyXBjgPT9IDoMbtV4++wFXbDW4lUD7fHJXmFTduMOx2+F43KE91BiOHjg44IAxHKGrtxJq\nNaVWU8T5+S950FriigBcKqN0/s8H3c4j86fcB2R5a+p/DB67H1urgvI0a4A3Vd6SNpaUqQGBBguW\n+sfL0gaF8XSaC4EcCGaBrOZTK/vEg/d+5oKQ8hFOuRxYcKuBbk6t1UA3t10CtUuukdS5ttLI+K2B\nU2vTtYC6Fdw+wPaGpimfUv1aEl+SLleXBS1WuTklFyIdcAm32iT9Pdsmtdaz9Q7nDzYEzGGWwnGK\nOwBoxvWh9kBdo6uGUbWtd6jdHGoJbKVPbZwaR1DbI5wGb9WT6lu5btzrBNhOTgwdqslXtp7506ZU\nWw1yD9jhMIFte2jQv1QYXvwcailI6O8wh1ttYFlq5oRSsE25HWhxfJ0P8uLXjVyPbF1CLX9ggkjL\ny5CDxLQ6rPq3enn2GDy2vVnKWCq9tlyaL1deiQqbA1wNbrlZA7FkGq1tlkJJ6TW1Viq3EmotFwSq\nU7ohcN/aVD4Ok6XuCCkVN6XgpmBWg2HrWMrjbF0DWn9z55FvW9fANe4FlnK7VNGVfXwtH9sH2N6B\naVBpwYJMLyGj1D9Xg5NSn12rfrlfbkt41eBWAx+u2nqcoZYGlJFbguaScMQIetNHEVB7DHWFvo7o\n6h2OscUh7lC5OdhqUEuBf/2L1Fc+awLlmR+ys8JLjg8EuFKV/YB3F1DL4fYEtbFB1zUYDg2Glwp4\n8cALyhTbEhXX+lCDdv4tkwpoSsVNuRUsUV9LfXJT5VFZ/PrMpV9jd0+Jl3bXTS5RPrX0Gmzk0mt1\nWMB4bXtL8wKXsyJQGkv1BDADVAto+TYtuRqr7eNtSAEqLTnUSoVY5tGU0lKwlcptLuTU2RTUps7X\nUgCzznUKYrW8pUpsSfolUCvb+Fr2ANsbmTzsEjBLyygBUS2fBcVL4VpT7LQ+aNBNoCqBl1TZKNJR\n4Ipvh/EOS1AmYY2rthUQaw/UfpxHdtfgOIxQG9CPU3hNMCtdEAhq5RfBarSnGRbInSEPtmeoJbA9\nYJdUbGfKbdyPYNvv0LYN+pca8aUaoVaCrYRb7RjxkBpIRtu8a6mHKe5CwuP4Up73a+BWU12lYpsq\nS1Neteu5ZJDatXbXlKjbR9jkua2FitdoRylY58qTvrM54wCsQSNPkwJZ6W6guR/I8sn9gbsfcLW2\n1Mc2B7bDMKDrOhVuU+qtVGU12OXtkW3T+sz7scZSEJuD0WsU3KXtWaoM0/oW7XjYDSwFjWD7JHSW\ngitwCarXmgRh63U0mdZWGecwB1oOJwPOr2Ydzm4I8vU1h9mAM/hOX/k6hYrFTV/+irVHV9dA2MPv\nBrgmwlVxNuvB2PW5QstdEFrUF98KI7CVPrkExJfz59anWQ9e8IQPAmQ/4B3e45PZ9nP/hJfjEw6H\nPfoPNSIptTxwV4QU6JbMmDCIIBVbQL++Um4HEhIt+MwprymfWMtkXdb0YamypEK81j5CSryrJr82\npG4JI1Y7lkKPpt5Z5fJP06bK0oCWl89BluK4spqDWgAIIczqIjcECbXSFcECWwmZ0se2xCWhRL3V\nAFd7ENDU+5I0JbbEd3apcrsWbteWu6WK+wDbG1kJpJb4MabKviZvrizLfUGmL4nT5iCV6hkBcMfy\nAZduCVzJ5UDLAdfjDLaVQxcq9P5p1GIVqAUwU2cJbMlPlr5GJr8PRoovN55Xwi0fRCbdEAhmZ/HD\nE14O73B4/4T4ISA+uznUHkTggCv9bvlSm+e2E+d5ycNSzu2A+9HKc3sN3JZCrVbXElcFup41Rfpa\ne/jYbmc5OHxNON2ijGuglsflXhen8nKg1QaSSchMDQiz2iGBNqfWWq4IAJLuAClVtgR6c5Brwaq1\nby3UUtprBoatVW7XKryl7dpSOX7YDYzfYFPKl4yX6XN1yLKtUFqW1ha5brknaH2U/rYEvNzdQJsC\njCu0PK3HCG4cZqWaW2H8CpgPgHdo/Q4uDICLcD6eIENzPSC1djf51HKwpUFnZ7A9y9McbLniK8FW\n+tXO4LZ/h+fhCYeXPdrnBv2HCvjggZBbNAQAACAASURBVGecgwa3pOC2uJwCLPWhBkutLX1YKnE7\nkBDJoVFeU6XKrXVdyutO1mUNFivJv9bulhJtu8smS6jN3eCuvQFa5b/WDbWkH9qrXE3lTIGvBrgA\nZj6vvFwLPiXwcpjl2yVuCCU+tjmwTQHttf62JaCbgt8l51c7lzyOn9ulCmkOWkvTldZ3bXuX2Nrf\noXPurwD4QwD+Tozxh4w03wDwH2LUy/5ujPEbqyr9opimhJakv+aUSQVXe628xiQo5waeAecvikkw\nlcquNIcRzORPgc+SQEGWzYHXO8B79L7C0e0RI4D9uF9CLQEpQekBR+wY2PKBZ37C2Lk7A+FuOJWX\nmvbrcgqwd/jQPuH58A7th90Zaj+4KWAOthrkav622qd3ydeWDxiTcGudG3k+LFcEbb+ljpKVwm1q\nf6ouaXLw2DVuD6W2khJv8T98d2C7FGq3qs/afivT+sshSAKRBkhywBZwqdjyvBJsZVtkHAEt3y4F\nW1kelSEV0hzYlqi1lp9tDmRL4dY6XyWmAeBaWLwWblNtWhL/WnC7wW/xJwH8WQA/pe10zv0OAH8e\nwD8ZY/yOc+771lb4hTGpfkmFU0u/Bmw1xc16jVrSFqt9OUVP7iPo1KDDAlvNB5IPMCN45VCrga1z\n6F2F3jn0zgHeIVYOg/cj3Lo52JIbwjgLwg71NGiMz6RAcMvBlqCWq7/8S2c07dd5rtrdNFBs8rsd\nRr/al+c9+vc18D5MYItLqNXgtsS3lrslSKWWw22p5VwRwPbLc8mVULperAFhfD23n+qS5Wv183VZ\nfu4aXWrrXRHe/H/47sB2jb0GlOYAZgsQ58BEJkFBAq9VD8EtL1e6JViAK+vv+z6p0g7DgBDCaZ3A\ntkStlX2XgCnDki+O5eBW1rMEcPm5uOacWwCYgkV+jl5DGV1S/5LytmjTyvy/4Jz7gUSSfw7AT8cY\nvzOl/7urKvyim1Q+16YrrZOW8pWz5VNbCrAQ+zU1l6tpkS35IDJuGtRyeOVuDbwObWYFAIgOiAGx\nB9oeQBeAJowDzEKF1tc4ugYtKhxRY4fdCUelYksDx/ysk47F+gvF9gy2DV4IbOMOh2GHl36PQ/sO\nL8cntB9qxPc18CEA7z3wHvPwAbqvrfSvzX2JTPrVyi+OlV5v0s2EgyRQpry+xjRbJfVr11iqrLW2\nkhJv8T/8hQJbYFu4lWqiVU8q3ZI2WnDLt2V92oAyrtwCmK1r7UwBruwbV2mlUptTbLU+8LI1xVYD\nW80FIeeWwLcl1GozJOSgVjs+pfaxwi1vw1vYazyoCvtBALVz7r8D8CUA/1GM8T977Uo/SrsF1JKV\nAKwGvTmTbdTgyBpIlPoZ5FRfiP0SanmawQNDxNA7dH1A3zUY3nl07zxaV6F1Z7AlNwSarKsRim2Y\nlFptVgQ5wwKf8ovmtSWwPcYGh2GHQ7vH8cMTjh+eED94DCfXg8n94D2Az3HpY5uC29Q8tnKKL82/\ndolpSimd21K3gi1mHSArrZ8s91e81W/w9Slx8//h1U12zv0ogB/H+Pz6n8QY/32x/xsA/jqAX5ui\nfjrG+O+srfe1TIKEtn6NlSq+JXm0tkojuCVYk6BL8Ros8/oJZLVBYikXhFJXBFpqYMuhM6fKWhCb\n8q2VIJtzRdCOT8l50vpc+uregksLQq382vaS+kvL3RK6c8f1l37pl/DLv/zLa6qoAfwjAP5xAO8A\nfNM59z/EGP/PNYXewjb9Hy5ROnN27V+lVNJkXGT7OGhqCizfx4N0sZDl8Dj5algqt7IuDY4thU1z\nW5BtGQAMDugdhh5A79EOO2AAhn1AV9U41ke0rsLRN2j8hKRuPnCMXBC8AbZzxTago9xxAtthgtm4\nR9s2aLsG3UuD9j351DJfWlq+x9wVgQOuBbUpX1sLbPmxKjUOj+QSQPF0/Lk6n4Nb61pcul9zQeBt\nkQ9V8rrXrr21lqHEn/u1Maywzf+HV4Gtcy4A+HMA/gkAvwHgf3TO/Y0Y47dF0r8VY/zDufLeQKEp\nshRIXNPGa9Q+7RXw0rqlYiuVW61cTX3mai1t8/JCCEmovcYVgS85pFK8psjmXBEsqC0ZPCaPiXVO\nSmERuA5uUzAr22IB7NL6c+3KtfNay13vX/va1/C1r33ttP2TP/mTS6v4dYwDFZ4BPDvnfh7APwzg\nowLbrf+HFytfWxm/ZEiZ0tQxDgMlymnJoDQtTg7osV5b0zq1yYKs3N+3pkLKWQF6h6Gv0HYOfVuh\na2ocmgbHusax2qEOLWp/RDP7FG+HAPlhhzNJzWdX8NP8CWM4xgbtUOPY1zh2DY7tDsOxRn+sMTxX\nGD6EM9QSxFLQfGxpn5zy64C8UitnQ+DHq+T4ctMGdKX8qHNwiw32a/WnTEKtLGsrNTnjY/uNHxwD\n2Y/9t4tr2Px/eK1i+8MAfjXG+H8BgHPuvwDwTwGQf6hv9/5yI7MG4yy1XJ5r9i+B3RzcalBL6xxo\nOdyRQsvL4zBrga2m2KbAlkOn5qKQ8qWVoLsV1KaON097LdyWKKSp9KWK7GvD7Rb2Bg+6fx3An5vA\ncAfg9wL4D1670lewbf+H30pf4KqnVGMJKrUR4xYUpNTanEo7GPl4+6huTR0mVwIOXdJS7ZNtoeUF\n2AJDFzB0AThWcE8V3L5G19Rody2qqkUdOtShHb1lXXfC1eD44LFzlacZEeJ5doQuVuhRoe1rtH2F\nrqvRHmq0x/FLYvF5+kwuV2m5Hy2HWwJZORuCnMM297UxOgbyGF1zvcoHJj7wylJFrcFfUOKu2Q+U\n/UKlmquVL9Otsdd3Rdj8f3htk383Rtom+w7GRnGLAP5R59z/ilFN+DdijN9aWa9pmg8n35dSv5bW\nk4KDEgC61tYqt7ydmoqrwZ30rZVwK2F2rSuCBFsJtZaLQs79oGTwWApuS49/KeBp1+OWcLiVba3G\nlta5xpxzfxXA7wPwfc65XwfwJzG+9kKM8SdijP+Hc+6/AvArGG8Lf+k1/5te0e7nf5guDa5eWvul\nCstbuqS+lKJrlSWBQCqsGoTKdkr1VhtQJn8qPL2mGks1kgMdbdMr+70DXgLiHuh3HrGp0NcNuqrH\noeoRfAcfOng/fpI3+AHeTYqtmyqOk2IbPfphgtshYOgr9EOFoQvou4C+DRiOAfHggZcAvLjLWQ6k\nL610PbC+PkZwq3162PqE7hYPXxrcApcPTPfwV6wpx5ory2vY+um+3vx/eC3YllxevwTg+2OMH5xz\nfwDAXwPwD2oJv/Od75zWv/SlL+HLX/7yosakoJan0ZTYaxRZC25LVb1cGqtOSsMhI1cvwStBZwnM\nSrDjEKvBraXSLnVF0EDXAtalXxqTZeYUY3lM+bZ1vLXr0FJh+f57hdtUO7l997vfxWeffXY3im2M\n8Y8UpPnTAP70qopub5v+D+N/+1Pn9d/5DeD7vrGsNVx1la2T/rESSJeecv7KVZaVuwwlSObqlmkk\n1MpXv5rLAi9HAjWPoyAVyw4jCL4A2DvEvQf2Hv0uom+ArolAFeHqCFd1cHUHH3qE0MOHHn760AOf\n7isODkN06PuAYQqxrRC7CrF1QOcQjw44AvFAQOvOgCrVWDmll/wgg5ziixRb7k+rfaSBK+trwVYD\nRctVALgfuKV2p9r1//zcGLaC3pXTfd3if3gt2P4GgO9n29+PUS04WYzxM7b+s865/9g59/fGGP9f\nWdhXvvIVnm9Vw1KgtxRuU4psDiiXAnMuLa+3ND2HWU21JSWW1q0gB6NJpbbUBUFrYw4wU7BaOkhM\nGyhW4oYgj3PpMc/FfdHsy1/+Mr785S+f+vmbv/mbq8pb+x/wPWSb/g/jh/4Uy4gzJGqvQMm0V7ea\n+4Dcbym30g3BckkA5upVZOs8yGm7ZB+uvdTk8ZFBc4GQ+3g5XJnkMMtB74Dxhe0RwNEBByA2DmiA\nOH2WF3WEqx1QebhqQB8G+DDAOYxfMGMnIQ4OMQJD7zH0HrHzQBsQuwC07gygpK5KWKU4cjng7gbc\n7UDmkeXKjzFoA8Ze4y+Brhl5fd/D37X2IEXxVvu+7xvA3/eNs2vF//5j69rwEc6dtbbJ/xOAH3TO\n/QCA3wTwzwCY0blz7ndh/OJEdM79MACn/pmuMAl51itvmScHt1I9u1bhLUmr7bfazffJsqltPNB+\nDrW0LqE2B7gEtXw7535QCrayXsstIQe3mtKbKk+rm8dp52Ppw8xbv8a/pW3VzwfYFtvb/A9LtdW6\n6dI+ze0gin201FwJtDhrv3apWPC7lfHjwPshlVdNiZVKsVRnJdQe2XqD+Wv8Zgo1Dw6x8kBwQBUx\nBGAIEc7F+bRiU90xOqB3iD0Qu3Ednbv0eeVwy/1jOdhqQboeWAPFuPvBgNeH2nu31ANkKr1UdtfY\n9xrYxhg759yfAPBfYxSs/3KM8dvOuX912v8TAP5pAH/cOddhdCX/Z1e22TQJFKVq6hLFthRqc2Vd\na1r/UmXy/RJqOXRyRVau88DL0hRaHkdtvAZsNSXVgtaSWQ9S5Wgwq0Fs6XlLKbYW9OX2f2y2BZQ+\nwLbM3ux/WFNlKZ4rpfNB93Po4+VQPg1eNXhOwa1UbXndEnC3NNlO3iepzkqQTbkcSLDl4NfgrNo2\n05KAtmLrwY+f4J3CxRfPqN0WWPdK3dx1gAOrHBSmpbG+MKZN76Up3q9hKbVWPoS9tfF2kJW0hV+T\nWxy39V8ee3NbzeIxxp8F8LMi7ifY+p/H+Lm0Tc1SZeUr9iW+jVzt1FRQDT5Sau5S0LbaqLVZS5Oq\ng0CU1qWiy+eklf2Saq10aeBQy90cJNSmlPQt4FZTYnN+tFKxTS2tcyOPf+p8WW4t1vX11qb9jkry\nvEZ7H2Bbbjf5H3bKOgdVKHESIAherKm8ODA7jLBlwS2Vp4Fyz9opy9/SqLyBLTX1VlNnNbDUwLbG\nWaUluOVgywPB7OlTvbDBliukHKwlYGtfC5MzHfBBYdLdQEKsNlCMt212jkpP2IL/I3nOtPlp39KW\nqrQ8D/+9bGXfa4rtPVnp698UcKZuzmvhdiuoldvSdSJVlwRRymNBrXQ5kK4MUrGVKrC1lP3QlhaM\npvxkc3Ary7YGiWlAu4Vay9e165LsHhTbpbD6GnArBzg+7A5N3kQlqFpxg4i31Fp5o7ZAWPriWi4I\n0uf2NUwCWQ5sO4xQKmGyn+KlKwBBLIdbUmo50IZpnQNtCmw54HLQln6+EmrbBXHaRxconh8n88CW\n2gKplT8QSbh9jYefpW0CylwQXgNqAWC/cXlvYHcLtrmbfyqPjOP5U7CrbZdAibbPAsxcf5aqVBJq\ntTbJbanW8nYR4Mo+EORyiM3NhKD1OdUHWk+BbQ52LeDNlc3bkYNcaSmQ/VjtHtr/UGxvZBx6+LaW\nxoofRBx/tQu2LZdymi45Wl3m1cqVMCJVX6qDK7e56cGuMd4Hfkx7jNCpfUlLKrYEsRwMuS9tg1Et\n5YptwCXYalDL2ynhVirI0mVAwqoGsCVQK+envTj+8inHOkFOLLV9GZNvE275F3j7v9+zfS+6Imxp\nmpIqrQRurTwlN+tSxS2VNwW1ltpqlaetp8wqU+uDVFp5fgm/GhRz9VYqtWvBlq+nZi5IzUVrxfOy\nNbDl6yXHPXWe7wEQl9q9tPkBtjey0q8xaaeHq0wynpZcCZOzHXAY1PYDukJLbexxCcKSiaISJ9Ob\nVnJNKr8fAlgO1xWLt9wTOMRKsOUuBxrYclcEPmBMA1ta8rZI+NRcCPjgNm1AmPbBBe5DzJVs3pbT\nBg8pOVejduuLC3du/CEMuH3T74oSy+zumpyDvSWv9Hkespxay+N5Xks9Tim3ufZoaSzlNWelaTh0\nSlil+jVVVwNbAKqvLS9niaXA01Jdc9C7BGitB4mlD1O5h6Mtbesy7wVqgQfY3swkH0jo1NKApUmd\nNqmKAfpUYFw9lHVxFVdCr1PiNIh1SuD1m41PbaeyuXly/gUqrpISqGr+rTXmrgjc7YC7IgQRJNim\n2pmCbDm3rOb/q23zvNqMB+eDJNY1KVkDW/6UpJ3MK+B2yd+gdHPR1q24JW241V/z3VFi3u6yySnf\nwy0BYU1ZEvhkfCptKdCm2p1qk5a+BLQkoEp1VnM9kLAM4JSOt6u0PxxiaTsFrjLNErcDvs3bYR1D\nzUpdU17DZLn8oUJbfmz2ANsbmnXJcBjVTg9nDCuvppjKOM4imkLLX93zfRyaUv2y6isyjd4lhWtP\nBmw9Yv7RgQ5zlZX73LYoU2f5tofuipAyzRWBQ66EbStobge8PM6qs2MnT4p1kUjj0j53SpVPYgvg\nNuW6IdNRWm+sW3GlcFua9rXs4YqwvZW4J1xjOeBIASjlT5VlxaXKL4HbJdCVKkNTbakNlr8spaVB\nZnI/mXRNWNIuCbY8XlNjrf2lCm1OrS1p85Zwe81xk/m15cdoD7C9ocmbKWeLLV6RXsAN5tAjB+84\ntk7pepzdDxzLR9upui01eFEHZOP5yCNOkZxmps7wNvAkBKMEk5rPLJ/WS/On9aysNYptJ+LkYC/N\nT1ab5YCnS1bK16+Z54vDLR1r/nS08ETnslwLtUvnlr012N49JV7aR9Hkt3qFqwEf3VxzSqxMT4Ot\nqCxZp4Sda2/ipUCmQRZvV4mLAsVryq48JkvBKqekLlFgrbIsuNXaYFnquskBbGp/7jjlFHB5rlJl\nXgO/twDkB9jeyCy1tVTwKrkRSzGO4iTfpLiH4E36qV7BMDOTbhFq42VHONhqQOaMMO2Lbq6WErhL\n9ZWrs3zbi7ReWV8KttoUYAP0z91KuOX5Tw8wmjw/4PIYSsdbzazOcB+PhUTIQVV7eJOwahWfU2qt\n+rTp2LT0bw26HwUlzu2umnxrdUmDWs3lwILe3I04p8imIDqV/hoAkLAtYVaDXqnqcuVWLte4Iljw\nyX1medoSNVZb1+qWcdyshxvKc63rQQmIXgutuf0lcLtWRb7WHmB7I7Nu1kBeQFtz47VAVsYRSJFA\nV4m4LW7+5pRT3CSQcfqXBXBS0SS9KWvvzhDJYUcqs3wpQZZv87AEbHngfrFyYJk2/y53BTkxflQq\n4b4JwCXUWieBHTPTrlRpU9eOBNFUGgtqnUhnQa0s+xZAS/ZwRXhbu+ZmWwJZUtGUYKRB71LT6qH2\nScDVgKoUarX9GqTzuiSUWq4KEo41AJPruTbm1NUSVdYqx9rOHS++z3I3yMXl9pcCZomVqr+3fpDM\n2QNsb2QlzJDap/FEyaUmRTwLcCVEST9QPy153YpIOquX109smrz8NKjVVEa+bdHMVGGc9kfWQAfA\nuTm0tpiDbhDFya+MpVRArf/asdYeLCTInjg1sm5bKq31NYbUsSTj87TxJ65BSVP4mkFeIxaEpkDU\nF6Tl9eWgNvWAmYLfre0jpMSPosnWq9fXrqtEBeRwy31DKZ7iJJxyVwVuFvBa7ZH7Sk3ClaY4Svjl\ncRrwasullgPUXHyuDG1ptUGapcguVWuXuB3QtvWgoD105MrSlkssV8dW9gDbG1lOidLi+bb1yjV3\nmUQRLMDVwIqUQ4JaCRgyXoItuTbw+rMNtfwlZDpu3HlYoyCFkiKAwZ2r4UkkwHK4lefCOg+yz/zY\nay4FUmzl6aN1EuUx0wrRGmKZ9GEuyWNYCczmoFW6faTcC5DYr50r6zd3zW/sGvsoKHFuH02TS26m\nW99gS8BWwir5n1I8/3pXqg4NqCk+97rcAuQl/ZTqcMrtQi6vUWlTbZHrpYpsCdxacaVty8Ftyl4L\nIi1IXRp/TXte0x5geyPTFFt+U8/FpdSpUkv52Gp+neRra0GHxoxgZS52zUwNeOJpJNxqo4c0Oo3j\nMk7xVAQfgJUCLcHGs+p5HOdNKHEpfr/4eVoZtROo7V9qdBwJbKOILzDtmgDs42oda22gXs6/Vu7X\n2pRq8wNsTburJpf4GGpp1wCVpY6SWa/BuVJrqYaakrukfgm1Fmxabc7FW4BGdaWAtUSpXXou1qiu\npQC7ROXW2r9UnV1illJbosiuVWZLXCDe2nXhAbY3MnlD1aDQAkV+w5Z5eRqtfC66WYykza/Ktyuc\nX9XTFFpSSSPlVhqPm7hyDnDUSMd2akP9NbWSjO4F/KAQTWvSYOKAxml7cEB0U1Hu8phrAKQ1V27P\nQmTLKZiJNUddeTwkIaukbDSYm1TAZZsWmHaNS6DVgvYQpUGt9ZvQflNaty3197Xt4WO7ztaqUUtv\nwAQKJa+mNYDV4iXw0vyvFuBq+yyVNHejfw3XBF4/Xy+B3WttCayW7pNprP1k2oOD9mCxVLldApoW\n1FquCFYduTpL2vTWUAs8wPZmJkFIu0HLG7/GYvJmDhEHlo+YUeNA4kfpdqDBLYdZAlytfSnjKu7A\n4i4azBPwzBqZyw7xMoDLA0qWeq/tR6DlS0dlJ/qpga1mka1E1vaYAlVLrZWqrIRayyzK48aPF2/P\nAuWWVyXBVVNiUwP0LKhNuRxYyi5v2y2gFrgzSiyzu21yCUwthduU6puDWgDZUfkySKjlbZMwm4Im\nDbBK4a2kf1o9lvuBjJP7ZdxSu0ZxLXEzWAv6S+Jypl3HWzxELFXPS8/XrYD3AbY3Mo21tBv+kjhe\ntoRdSqNxjlRrc1DLv95VYfxSF4FImLZTrCSZDDDmX3ViSZk1mZl3ioOubIR2wHKk5HFyVzgBrmyX\ntm2Z/M1xZTbnYiD7q6UD5ifa+o3LJ6EUpUdcngetL0pWGSy1tmTmCQtktf3WabeuS/kcZPWHL7ey\nu6VE2+6qyUuVJw0IciqVtV2i1vK0OaDlgEWAy/MCOPnkWu1dcmPPQWCujylgswDX2s+tFHxKYLxE\nrS3dzpml2F7jiqCpqlq8dT2XXuM5oC39LVh9eGt7gO2NTN5ktZu0VLG0kfgyjbzx85s4LeUpt0bi\nS8Dln26tp+UR52mxuHprgbfGoh3mTGaaBbXaK3coSygNAuYHDMAFccknBY2OUsSk9UE+Wch4S42V\n8Gq5G2jHgZu8+KT6yt05lvxHuPkqhRyoWoBrqbklyq1sBz/t1mmSea0ulpzqJfZwRVhvqdelS278\nS1/HWma5H2jqrQRavuTqLS9DtovDLm9Dro0y3VJFt8QsFwmytwJbvr5WsZYmlXNZxhKoLQHJ1NuI\nEjU2da1bdVntKe3HW9lasHXO/RUAfwjA34kx/pCy/58H8G9ivA18BuCPxxh/ZVWlXwTL3aRLvnLF\n4+R0VHI9ZaWKbSsCzfGqtUOG3Nv0osufA1sO+mDEWeSTUnFL0l9zsGWc1nbtgOXKkuks4/0iuIXY\n5sB/hWkPavLQyjQaAJcMGpNxvA0l3dBOayrtln/ZKynxFv/DdwW2pQptalvGp8AhZRqg8mBBqoQf\n/pUuDsNcxaV1Alq+bgHWkrZbeUrKseq2FE1pW4KtFrcWbHNK9VKoS8Er359Saku2rbxaG7R81/bn\ntfNx20Cx/UkAfxbATxn7fw3APxZj/G3n3I8C+IsAvr620o/eUsqrBosyaPs1kbFEgZKcyF0OONge\ncQm3B4zq7ZGF0vrp8pXi4kA76eBIP4Uc2KaCpbZaYLsEhEtox1JsU1Cu+dtq6WQd3EraZvWB6tae\nWDRZXhSXAlj5EQz5QKd96U2DYtkk2Q0tLnUISm0rwF1PiW/+P3xXYAvoN3m5Twu0n5be+yKVyzJL\nHeRwqkGtBFu5zlXdFNxakLIUakvh1oJUHs/bknNfKG2vZdcquEvqtuC8FG6tfZY6mnrwkvFWuhTI\nWhBtbb+WXQvR0taCbYzxF5xzP5DY/022+YsAvrKqwi+KcbC1wJVu6BVGeNTSSSjgyi0vK2Wakso/\n6crBlgKBbY0z3NY4Q4kEDI2zqG4eZgzrcYbRXKM1EJS0bF3rltoqaYnHW8ReArbSLLXZck+w0ln1\nWH2Qqq5n+3g5HGx5Gn7cjH5r/JuDWuthLTXdF2+2BbYrhOeLPsn+rbWVlHiL/+G7AtvcTTwXUum0\n8rT6ySzFVlNq+QAxS6nlxm/YEm55+yRg8TZK4CwFXm27FCBydZa0Y4mtVWO1eO0ca8C+VLldCrip\nBzYt7hqwle16K7Ddyra8lgrsXwHwN9+ywrs1qUppihVtEzRqn3qtoMBtZPkjY7Y4Lqb1k0UHDBgH\n4g9uDB2Azs3h9ogRYjnYEtQeMHdNkMwjAUAKkRdv2x0QpcIqC5LwqhUGEa+ZhD65T9ZbKv+VmnQf\nkLRPZim2ud+wfLrgtMnrBYvjDxQ5BVgs+WGygFZCrHYd898IfwDUFFutXm45F4M1f4MbXAbxbX1s\nN/kfvluwXQK0SwKVKeuV8QSutM7jJNhywJVAq7VBgq5Mx/tN9VqAy+Mss1TZVL7SMpe0Y42taauV\nNvWQcA3cWmblW/pwlgJaWU8qrtSuPZ9bAfRbga1z7vcD+JcB/MibVHjvxm/SlmpFN3sNbGux/yLf\nAPg4BcC5cd25McwsApGAdvCIvWdQy+CWoJYH3g7pYyvh1mJPKU6eWM3h9AncU2H8lbg0rXBeqDr1\nAivL+k1pQLvlA6ylLMvfpqbYaunIZFu56iplRy3vCuNV55Ra7Rq2fMelcusS9ZV2R+P2N7b+jShx\ny//huwZb7WZPLgZWyO1Pwe21YKtBrQWxmnFXBUuZSym2qXJT61uAwxrgW1LHNfsss4CW4iy4XWNa\nGVuArXU9l+y/d8ud229961v41re+taoO59w/BOAvAfjRGOP/t6qwL4rJG7tc56/2+XoQcXU87XMV\nRoW2HuDqAfAT3LoI54cRan2Ed8PsRh+jQxwc4gS1sfdAH4DeIxLYtg6RwPbgzpAr22YptsAl2EqQ\n5T6+M36T1CJ/ZxJgtdFpXLG99j/ZclnYynLKcs6lQrbLgtiIOfmllFut7Ez/JYjmoFaGFNg6sU/r\n6lJBPXfI38ByYPu3fh74+V9YV8fW/8MfBdimwDW3rcVTXdqSm4TbFNjydRn6vr+Ak5Rp7gnagLJS\nuM1B7Qa+jK8GTktdLDSTbcv5k+gTpAAAIABJREFUB5fCbe7hSMaVQKwWtxZurX2875rlzulrK6q5\n8r/61a/iq1/96mn7Z37mZxaV75z7PQB+BsAfjTH+6hVN/GIa95nVbu41dLil0ESgjnATxPp6gKsG\n+GqADz181cP5Ad4NcI4vIxzmqm2MDkN0iNFjiAFx8BiGMIY+YOgcYuvRHwKGo0c8eODggRcHNJgH\nDXJzQqhk0o7HSxmOVFfatoBWg1rLH7XUSPF8TctRVqrtkuY0JZpUb80kzFJebdSW8fRCyVM+tBJg\ntQc3C2zlYDJLsZUPVHwpjfJo+3N5N7IupB2Af+T3j4Hs3/33Sma9ONtr/A/fLdhKQAUA770JsnKf\nBrgEiylIIJNAS+ty8FgKajnQ0nqu/2QcbmlbKrhWeTmf09dQb28NOZZpDwCpOAtuU+VbMMvjSwGW\nx2u/gVS5tG21ky/5eb/moeQtlPqStx0pc879VQC/D8D3Oed+HcCfxHibQozxJwD82wD+HgB/YepL\nG2P84VWVfhGM39ylKishluJ3mAAyAs0ANANc3cPXPULdI9QdqqpDCD1C6BBcD+8GBPTwGOBpOcEt\n2YAJauEwIKCPAT0qdLFCPwT0XUDfVsCxQjzUiIcKeAGwC2ObqF0SWEqUM6nU0scfIpjngBxExgmm\nhw62qYFlJX6plr3m7zGnyOag1nIxkG3Owa1VtgW1ShGaPzi/1kvBNjV4TPrYysOgPThp5lgaaTGx\nb0M77nYLczzPtm7xP3yXYJtTXTWYletaWSWgIC2l1ErVVoNaDrQlIMCBS3Nt4G4LMr3WblluCdS+\n8aCdIlvSJu0BpSSuBGRL6rT2W9edts/6Dci65ANbrn1rYFTzRX5N2+Bh649k9v8xAH9sVSVfRLPU\n2Zkqy5YN4JoB2EW4XQ/f9PC7HqHqEEKLqupQhQ51aFH5DpVvEVyPCv0JbAN6OAzwmINthJugllIF\ndKjGECt0vkIXKrShRls36JsK/a7GsK8wPAfEnUesHVC7uRLNAYSbpdTyuXNp+6TaWv4NVBBf5qBW\nmzVBs1v8Ry+Fbg6vGvxLtwMyLlGWHAtepqRHp++Wyq3mcqO52lhwq6m4ogmmC7QEVL70iX1WPln2\nSutnfhXL7Rb/w3cHtikQlRCrbWvwmwKF1A0/51ubg1oCUwm5tK4ZlW+1lcPXEpeEVN9kXC7PvZvl\nO2vFbaU8WteWlk66xlj7UjAs61zSFyt96kFJXmtWXVtdJx/L9faFMwm2/FU+B1tSRHcR2A3wTYew\n61DtW9S7Iyo3QmztWtS0dC0q105o2k+o2k+KLWHsHGzjpOmOui4DW0xA6+txOdRomwbHboe2bdDt\nanQfasQ6ALUHKnc5XZN2CXOo1b50dvK1nTLHAqVwVnjOLSGnjq51W1hjS+rkdCcHh9ExsgbcpV9/\np00oxBJoUzMhyAGQObCVgyy15xsngmYSVDVo5ZeFtk+emnUvvE7WrQTbW9hdga0GtVac9x4hBBVs\nc4puCXxwK/Wt7fv+BLO0DeACbkvqknEW3FL52qt1ysvL0ZZWnNa2j8WWAO1atVarO6fMWkG77mW5\nVnlbWOpBqfRBais192O63r5Qxm/omp9qgwlmAbePwFNEaDr45oh6d8SuOaDZHdHgiBotarQX6xXD\n07M7wpAF2wF+BFrU6FyFo2vGUkONIxocmwYv/R4v/R7Hao849SXWcQTcACC4S/6MYl1CbSe2TxMh\nOMx9bTWZTlZiAa2l3krT6OYeTJMi5bt4iuNppU8yDyX/a9LFQaFICbYptdbyJbf8cq0BZbJJPM5S\nV+UlIPd5Y5/2LLSRZ0p/X5hYZHfVYgtgLbVWCxbspuCW6rbMUmqlYuu9v1BrpXKbMypTwo4Gt5Se\nt78UBkrdFHJ5781yQFv6IJNKl4JJC0Rz/t8W1OZAltLLurVteVysfRxMS1RtrcwtQPuer7MvtEmo\n3YnlflRo3b5HmEJdH1FVRzT1AbtwwA4HNCNqzgLBbY2W8HTSYYcZ3J7NTXDrTqnGXGPuI5rT8ogG\nB+yw82Pdh90RtW9xrBp0dYO2qhF9QPQBcO5SWQMuoZartNzXlkA3ntupy4KWiptSaq1pwbjdE9ym\n3rEPxv4SCTM3II4/TEipVECt9KPVBkBqbyb4/hTQWoptyTOO7LIU7SkQ1FJ3+b6BxXHbQLVd64pw\nC7s7sE2prTmgzaWx4JbqToGABrNSreV1dV03A1utr5rJQWNUt6U0cwWXl5tS3az+peJKyrqFyeNY\nOihsy/o10M0psimoTV2fJXHWsdGOD4+TSqt1rDTwfQ27h+vre9IsqN1TGIB9D7fvUO2PqPdH7Koj\nmnDAzh+wwwv2eEGDI3Yn3CSw5crtCLcB50Fko6+tco1OfrY9AkPj+gJqD26HD+4JtTvixR9R7Vo8\nN094qQf0NTB4AM4jcrAdK5hDbYfLr5vReosz0Jz+2iVcpfxuz73KDyqz3A4k1dzaUg7LmmSZc9kY\nWLrU/4AGtUaSklk9NLC9VrHVlFvePXlaLbDlcVSmTMehl8pa483B7AG2Ky0HtRa88nhal2llWSlQ\n5MZdA1JTe5Fay8vm6i2VzfdpPrykzvL6LUjK+ZLm7BqoTYHRW1gKZC2Qs+A2F3dt+yzl1ALSUj9w\n6Z6QgupU+6i/JX2xzvdSBfcae4DtjYxDLQ/7COwj/FMH/9Sh3h3RNAfs6hFo9/4FO3fAHi/Y4xm7\nETWncDypuLVQb8PJ1/Y8iExeXadZEQTYcqg9osEznkagdkd8cGMdVd0hxA7e9WjjDq2LGHyF6D2i\n85dQqw0UI7ClT/XWYj8cRl9bopseaXArcUtIuSRor+3f6vdiSZBRiQfSEEvgKuGcYMrqkzbLglDH\niXM1EE0NjuRTw/F4a0ow+gqZVGw11ieTiiyQBlr+xkACrmNxUZS/Adw+wHalLVFqJcBKuC1VcFNg\noIGnNVctlUkwy+vhvrbctPJDCLP9BLo8rQU+Es5KwOAal4RbAkfqtXfKz/i1QFarj9a1ByYJpZqr\nDd8ny6L9qTrkujR5fdC65rct9+XU7yXXXs4eYHsj05TaXRyV2qce4alF/XREsztgF16wDwfs3TOe\n3MsEtS/Y4QVPeMYTXk5wOyq4LwxwySWhRzVzSegnJonTfX/0s+WuCNwFgePzua7DVH43zsTQdKh8\nj2f0gAdav8Pg6zPYagPFNKW2ntZrtt9jgloAkaSy3Kt2bjmwleAnQZbD8Vv8ZjR11MF2O6A8KWWZ\nAy4nNM24AswhW7TLGiQmp/KyFForTvsamTbNl2wiN83dwALaiPO1yQ+zBbgSllfaY/DYSktBraXK\nSojlcTm41eCB1oFL8NTUWhowloNnbilw1gKHW+5vy9u9FihKoPYeIDf1et2CLL6eirsWclMqampf\nDmq1cjSw5X3Pwa11HCi9VMBzrgtW2VvYA2xvZBeKbQSeIhxzP9jtDtg1z9i7F+zdC97heQLZ55Ni\n+4RnvJu2m0mxpX3c55bAlmZHIHcEj4jL6b785MQwV2sJqfczkJ7A2bWoQofgOzg3YKgA+IgOQIQH\nBofYuzKwbTEHWxpINpBiKwOgK5zcLNVWxpNp77FTg822Ng7v0jSpkrsVWKRFxObZ0jKXCH6eJKXW\npqazK4FeXp7liSIZXyqqKW8Uvk3lna43XAKuE/k2c0W4K0wssrtqMb9559RZDW4t4E25J1gQApQp\ntgS2fd+fQtd1WT9eCa4hhAuo5MGCHO7mIAFlyWtnmS7lknArwE1Bk7bvtVRa63pJwW2Jb20J3C4B\n29Rx0o5J6ppJQe4WDweaPcD2RjbzsR2VWrfvUT0dUT0dsa9f8FS9YO+eJ4B9wTt8wDt8YHA7Qu07\nfMAez9hPsEnAyweU0dRfBLcEtuRrex5SNndFOJzU2hFqD9jhGU/Y4wUf8E544nYIroMPY7nVfsDz\nEBEdMPQVYlcBHG41F4QdzmBLkEtwA4xwm/S1zfmVAnnS0ZTat3ZF4A6fsj8W7JJpcMvpbInJ460o\nttrMB5pyu4PukqANKNO+xqcptRJsS6CWvz2QzzlUHu3nai230ueDQnu4Iqw0eQPXYFRCa1VVWbjV\ngDgFG2Q5sO37HiGEi4FjJWXLcmV9BLpa0IBZg1qprFmgYCmzS9Xb1zapJsp9KQVxa7iVVqLQWsBq\nbaceviTgWsdFWk6xpnjZt5SS+1pw+wDbG9lMsWUDxZ6O2L0bfWn3/hlP7qzSfoL3M7il9Xd4jyec\nXRQo/W5ScSXYjnDbgT7UQDMi0LfJONgemVJLqu0znk6K7XwGhkkRDhHORzgH9M6h8wHoHGIXRtVW\nU2mPUyC47abtGueBZCcfRwu2cgPJgEtItVwSpFL7llDLTXvXrvnM5twS1tCX9v7fnavV5qrVPsJg\nzdOswa300ZVgazRHdTmwnmPoGuRxVBZ3SeADxrhxuF1pD7BdaTmfWitocGuFEgDlJqGyRK3VytXK\n5F8v4/HkbsBdECh9Dp5KXgfzOnmctpTr2nbKroGTEihKgWxp+mvaJcuwzrF2fqQaq12H0hXHAlvr\nmi0BW75uwa0EXfnAl3uI2AJKH2B7I2M3c78b4Hcdqv04SIxDLYfYT/D+BLccct9N608Map/wYUTR\neEATj6iHDtXQI8QBYejh4wAXJ7CdQHFwDtE7DM6j9QGtr3D0DV7cHi9uPzk8POED3s3Adj5X7jTj\nwgQdsQYQHV7eRQydR+wD0Hmgc2eY5YFU2uN0fI44A84MMEqVWgmxKbCVaSDS5Gzpb6nkv5LSaG4H\n3D2At0FrR6nibEmiwu3DiaTyc7mWD+1snmZcwq02QwIHW+tZRnbRem7hUMvV2dMARcwPp3aIuW2k\n2D58bFeaplhZA8Mk1MplCdhqYKEZh1AJtlKtpcCn+9IggJbSJYECB1sCWgm6GtRYcGL1K+VWkHM5\nuMbFIWU5ZVmmzbkelLYtlT4FrppiquUvdS/QoLYUbnl9uf7ydQm3S46TBbwPxfYjt5NaG+F3A6p9\ni2Z3xK46YOdf8OTOkEoAS2D7KT4/rc8Bl7sqfMA+vmAfR7ituwF1O8D3A1wX4YYIJ4TJ6Nz4sYXg\n0NYeXeVxrCq8+D2e3f7UEj5QjYCWlnx+3OiBoR5BOb7zaGON2AOxdcDRAQeM4ciWUsHlkHMCCE4b\nuUFklquBtS+VN2VLXRVyxMTTWXHUfyudbF/JoDHNh1kcY00wJ5eEEv9ZDWo1NwVtdgRrVgTLg4RD\nK3d94WXQPs0sVwRumyi2d4WJRXZXLdZu7hJoc3DLwdaC3GvAVkKt5VdrDRhLuTVYLgfkQysBNwe0\nFLelesb7INdL85SmXQtF14BVaR7r2KfOS0lIQW0Obqkuucw9tFAa/oDD40qPG6/3odh+AawBXDMA\nu4iw61A3x2lKr3GgGLkUvBNq7af4fBZGsH2PT04q7ns8DS94Gl6wGw7Y9Qc0fYv6MKA6DHAt4MgF\nQL7N9jiBRN84dA3QNhV21RH76gV7fzxNN7ZzBzGNGEHt6C8Q4dE7j8EF9FVAt6twQAO0DsPRYzj4\nOdDSkpRaPh0UB1uCqmgpttp76Zxqm6MiuU8znqfEOB1a+3nZ8n04SYUn/wy2DrEu22i1RT4wWMdX\nSaK5DiyB2tSHG+RctkaTTA+SAfOv2skv29E+eSioDDqlryiqPlwRVlrKFcECWgm1JQqupgRbClzK\nDYH8awlqaclNqpCaG4KsQ/abx3O4pX2amrgEMFIKrUxjpSvNm7KcYivPSypOUw+3UhK19tC2BFEe\nr21LuE25JqSgVrt2S44Nj0sBrbyWLKCV62vsAba3MddEuF0Hv+9QNQc09XGap/Ywm/HgaQJWCbSf\n4jN8CZ/jkwluP8X7cT1+wP54xP54RH3sEI49wmFAOES4F8DRq34+cIaMwLYe2xcaB9f08PsWzW5A\ns+ux371gVx3Q+CMqdx6I5ieK4B956Cctt3UV2rpG6xq4dx7HQ8BwrC6BlrZfoMMNgcgAAA7nGRK0\nz1GljAOuti8FtSmwLXVZmNp/AtNUGg61Mk/KxzYXb7WHb0vIZVCr+dJqXx7TZkbIwW2DOSCnwJZ3\nMeWKQNMeE8TybYJb2VWHuR8ulcdPwUa3ugfYrrQc1HK4taBWi+d5ZFlrwHYYhhnUWrAhy7BU22EY\nToPGOOBKmM352qb8JXN2jfvBFlBLaVNAVPI6nMdZr8avBa8USJYoqimYtaC2FGxlu7Rjp8GopdZq\nwSqX5809nCyxB9jeyOoI3/QIuyOq3QFNdUATaLquw8lf9p0Btl/CZ/gSPjupticFN77Hru2xf9/D\nPw9wHwA8syDBlrMaA1vfAL6JwD6ifncEPgH2nx7Qeoe9fx59a8Pcr3YsiqYMI8/bCq2r0dYNjnWD\noavQH3foWly6IrzAVu1mqi1BbYTudJkyTaGV+yz3hJS7wTVgmzJObVSnptCmysu5HfB0mp+y4cNM\nybVBY9YUX/KTuim43WF+3lNfHpOmPZdwxVYDXA6y2sA0CbX8sFGdK+0BtivNutmnpvnSoNaCW1rK\nMjk4UDvIUmBL/rXarAgaPFhlSf9dC+65r62EWxk0KLgGOt4KanmeLeB2q3wpS6mkKZDV1mWchNqU\nO4LVFtlXS3HNwWuJbe32QmU+7AbW9KMLwq5FU7Vo/PHku7o/zUPwzAaDzSH3SwS38XN8Gj/Hu+4D\nno4v2B161J8P8J/FEWoJbGnJ54lNKLb8wxHu3Zjfv0RUh4j9uw7YPaPaRYQQ4UIcBdTJBWGu2M6/\nYtZXNbpdg+4pYHgKiPsw//KaNohIBvoKWW8NGJPvyaWKWwK1FtDmlN5SK3FdkNLgwOIpjsrSjgOv\nY6ly69JxEm41+OSA26Acaq3zfyo7TvUrxzsC4/xybu5fy4FWqrO8T5r3hnwAlJfSBj62j8FjKy3n\niqC5EGiuCSnQTc2QIGEByIOtNWetZjnAtfqrqbVyfQmklQCI3J+C2q0BJOeKwPcvff1tqbiW5c5r\nCm5lfvngllJsc1BruTuk+i2XW8Gs3N7qeniA7W3M7Tr4pkPdtGjCEY2TYHt2RXhiA8POYPsZvozP\n8KX4GT7tP8fT4YDmfYf6sxFq8VkE3mMEWg63Emx73iicYYJA8wkAA1t3APyXOlSfPmOP46jqegLb\nM9SOk4uNS5oM7Igax1DjsN/h0NXAc43+yQPPbg42Em6kS0JwE2SUgO0SFVcOFLPea6fcEZZYCQxz\neOWjmEqH4qcUaqs+TnjuMkgvBW3eWm2qL3l+SxTbC19but5iAmw9GzDm5gqtps5qZVyUaRyuzeax\nvStMLLK7anHqFW1uGi/LLaGua9PflkPyErAlhZby5mZA0NwQqKyqqi78djnk8mNhqbR07Pgx5MdU\nA44lcPuWUJtrz1LVdSt/T7KUMqqBZipYwFrqiqC9ZUgptrTU1Fr5oQ/atkxzd+HxW9gDbG9jvu5R\nVS3q0KL27Wm+2d30qVw+J605gCx+jk+6D3h3fMbuQ4vqt4Hw2xH4LoDPAHyOEWbf4wy2NKUWH0xz\nahTO6tgeZ7D9ZMzvjoBrAd8OCMOA2nXohjB+EGya/WBw/uSC0KFin4iYPvTgd3ipn3DYN+j2HsMe\niJpia03Yz90RAKjgZQZpEvokAFpQq5HPNaZJgHwf963l6WUbnYhf077MMSwBWjpP1lRfEnQtxbbB\nCLL1tKwwvh3wA+AjnNP+Px3iECfF1iF2bvwoiMe45O0n/1pp8pDKZx2eJucmXWgPV4SVZilXFuRa\nA8Uk1GruCBrYclAg40BAfrU0aKzvexUyU+4HtCSgtT7ykFL0NHiibW7XqmdrgLe0jJylAC0Hb0sU\n2TWWUnGXQK2lzms+t6kyc23lMCrVWlL9KY4epEr6/loA+gDb21hVjT6qteNQO/rXnqGWw+18yq9P\n4nt8Gj/H08sRzfse1XcB91sR+G2MYPtdjGD7HnPl9oC5ny1NRE+BoGSPEWqfoPrnughgiGj6Iz71\n46CxvvLoA/+4wwizs0/y+ic818849DvEXY12H4F9RrHlX566EGml/GapuJpp75n5vlKoXfsbIkqS\n77i5ae+/ZT+1ea+uNe5+oECt5WMrXRBy035l3RHiBLUDXBjgQwTCAOcinFf+O6NDjA5x8Ii9B4JD\n7Dzg/Th3srxU2kT3gcvTT6I5P9SPDzTc3izFtuTLYtaMCQS41kwJljsCcKlyEYBKRbXkNTCHWVJl\nqQ1cAZYuCSmF1lJsaSlBbwt7K6U2B7AlKu1St4OcpVTxFGxaiqwGq9qDjZbPqidldB1rqqwWZ8Et\nP56WcruFPcD2NhbqDrUfEXCEWs3H9mUaREYfYZjmrI0f8El8j0+G92gOA5rPBvjfjsBvYQyk2JJq\ny5VbGqwlwVZOMPDEwicYB3aRf+J0o3cR2PkWddPChYjee3QhjC4HXKXFbsLzZzz5Zzz5Jxx2R3S7\nHi6l2NLoeDmH6YwBOYCtAVttn+aeYKVb8zvSFGUqk/dP22+Vt9Y4xbrLKEul1T7UkApJt4Q4gm3o\nR5it+hFu/QDnR7jVLA4ewxRGqA1TN/yyy0Seftr2bJ3KW2kPH9uVZqlZGuim1Ftr2i8ZL8uyAJUr\nrnSzT+WRKi3Vx2GWr0vALVHyrJkR+PJWtiVEl8DtUv/aErOuBQ1otXwpuC0NpS4JvF2p40X7pSpr\nganmQyvL0K79VDuW2ANsb2NV1aHy/KV9DnIPZ+V2eMb+0KI5DgifRbjP4lml5YotqbYSbCfVNvZj\nmIlyFeACzlD7DuepuPhE99Nl4yZuqOKA3ZcO+KR+P7X6aeYpTN8tow871O6AqjrC7Vq4fYW480Dj\n5vPXpgYmzS79pUB7rUWxpPUSFddyh7DySBcEzbc2V15q0JimdGtB5Je7LdVWm9dWU3MrqMqta3q4\n3QSzVQ8XevgwIIRRuXXOAls3Qm3vMPRhdI/xEdGNAX6CXecuvU+sr5TxL5UFlp6rtivt4WO70iyQ\nTbkjWCqt5W9ruSNQndQObhJsuQtCKr0cHKZBbCqUwA/VrwEOhbdQV69JVwqjVvpr4DaXNgWr/z97\nbxcry3Ld9/2ru2f2xzn3krpQTIq6BEXZkp/sfOkLyoMuDCqQqJjKkxQhgWUhCJQHBslDEsgSAogP\nCUwgQQRDgEFIgsLABiQnUAQGMa3QNK4RJIGjCzOB41CWFIaIyEtRDAnxno+9Z6a7Kw/dNbNmzVpV\nq/pjZvY5899ozOyq6qrqnp7u3/x7VbXWD/55aHnSZyOV0RxeSzhKTNKxEEIQ+LZJ+yjHmZ3imEvF\n+VrknPsRAL+E7rT/q977j7P8bwXwtwC8F9358D/33v9Xoxt+wKqqBlVZo3L1ds4AGo0aQhJoeEKI\ntb1p7nC1WmP5tIV7AjgKtXThsbZ36JzX3rX1DdCSGFvXx9i6RV/2pi8fwDYMwgmHjOshuASqssH1\n1RrN7XMSRHHdD3+7xU0Ptlu4dWuUiw3cdd2HIrhDsNWmetrjLRpHcQzx74vm9vJyMfC2fI9pmVRd\nKagN4val9Co4tjkhCRLYao/aJU6tu2rhlhsUiwZl2aAoGxRVi7Js4AqPQgFbD4e2KdAWBZqiu4vg\nCo/WebSlhw/uLYr9mRP4QncjfVJZSdJDWMIEh94ay9F1HPs8fHZgm3KuePhAKhRBAtyUY8tdKg62\nUnl6Iefz0qZCKHIAl+4naZ+FtDk0dgS9lJbT1yGDx4a2FaQBreWzyAFYDrI5P25Sn3vObAWxH2vS\ndyOUnePH0wRx2iWAXwbwIQBfBvC7zrlPee8/T4p9FMDnvPd/rT+5/jPn3N/y3tejGn/AKssapdvN\n9rogk2ItCeTSsIRrf48bf4freoXFfY3imd85siH0gLq139ylt3dA+xxoV0C7BtoN0LTdElQ4oCyB\nogLKFVCs0M2CEJ5WRu+OB4hZAG4JlNctlrcbtGuHm/K+Czlwd9sY4d1jeFdbsF1Ua5RXG/hlgXZZ\nwofQAwlo+QT9B6EI2tReFnHrji+0HJQ0qb5UWkx0G2i79EPQlOofbSO1sOLStMEWuLWEJ/ShB27p\n4RY1ymWNsqpRVj3cFg3Kst1CLQdbj86FbdA5tV0cbge4znnA+f7nhoPfQi1xbjnQSu60x+H2T3Ba\nHhuKcIrz8NmBbXiVoJYDrgVypbhaaXYEWj8Xd14lh4zCLw87yHVqrfGUMadOcw9z3VUpptZSx1AX\nN2guOJ9SFheXvo/9aOPvY2k0XWoraAh48nq4Q0vT+fuYuz5EE8Dy9wH4Q+/9FwHAOfcbAH4cAD2h\nfgXAX+zfvwrg6y8z1ALooNbRUAQKuCFKdUUGld3jul3hullhuV6jvG93A8OesiUAbv/qnwD1c2Dz\nHNhsgHXTLbXvFmDHqlUBVA5YroHlPbBYdSGOVYPdBZzOd9vPdVvceCxvG+Bmg5vlCtdXu0cDhyjb\nKzKUbIl1N83Zcg0sS9SLCk1VpkMQ9kxEbh8OdW/5vWj+f0pDXdwgx17PVKnoBWtYQmRxixZYNCgW\nNapFB7ZVWaMsG5SuQeEI2OIQbL1zcIVHE8C2LeGcx/bw9Q5N67qDvC0A73YfTYXd+zDvbUH6H6CW\n7ofYx5qhCUIRjn4ePjuwtbhYWliCBW6tA8iCpJACCYCluNrUkoJa62AhCXCk/ZkLCkOhdgodY1aD\nKaT9gAivVvc2x51NxdnSfkifV0iXbvXTuqQYWy3d0m6uJqjj2wH8Efn/SwC+n5X5FQD/wDn3NoBX\nAPzE2EYfukrHn8/FY203e7G2V1jhql3hqllhud6gvMdupgMNbp90UNv2YLt6Btw1wHMP3Ptu/Nga\nu+s0nXL0ZgXclIBfA8sWqOjMUyUp2M+eUNx6FM8aFLceV26N6+V2HgQSWxsc2zWu3Kqb6sxt0CyX\naBZeD0Hgj9Td+wpKt9CHwC0fIZSaszZIcnZj5SQdIz44V0p/tN8S1vlsY65t5YFF07m1AWoX3ewh\nVdH0MyS3KNDCYR9s/TbutiHiAAAgAElEQVTF9W5ugcZ5uMLDFV1QtveAbx1c2zu2FbqOS6EIErRL\neZPNYzt68NjRz8MPAmwlyJWAVxpUFgNdC9gC2Bs0Fqbo4jMm0DAFDWJ52IO0HVa4kSBGej+3tBCD\nOds7JfBqIBv7PLQ6UrCr/bhL/dBJ9Z8PHgui+1b6gcehNubmTqEJ6rFU8PMA/nfv/RvOuT8L4DPO\nuX/ee/9kbOMPVQXChTosFG6bLeDuLU2Nau1R3gOOPiY3LAFy++m9mmdA/RTYPAOerYHnLXDne7DF\nDmyBHa+G8TtrD6zbzuF9dNeFKRRVt7gwv63QB3cHVMsaV76LDV5iTcIrumWBDmgXxQYVahRlA7fw\n8ZhaHmkQ/veuWw7CEIYCriQtPMEKtUPbpDrW+TgygCwWiqD9L0HvwWfsgdLDVU0XdrDYdIMrqw5o\nS0e/K3GwbeH6/0o4dFPXwgE+cKN3gC8A33bTgvm2e+BH6fZdWmkX8GNvqsMLk4Dt0c/DZw22sduw\nsUFm1jhcDra0viDv/RYANOjljq4UbiA5tFL/+bZrg4XoPtP2pZY+l5v2Iru5Y/a5VMYKtBY3l9cb\nxPdT+OwpkFK45WUpqFKo1UIcpjq2aP9j+sIXvoAvfOELsSJfBvB+8v/70bkFVD8I4D/t2/u/nXP/\nD4A/D+Ct3P6+KCrRbi/SnXO7D7eLPixhN6BsjaptUK19F/t6j0OopQ7uM6B9BqyfAXfPgGdt9zCy\n5343hiyMCdv1aRtZsAXbpgaK+961XQBuAbgwx+0tDuH23qO6bTp3mYCttFSuc+PKqoXbTsQPfbCY\nOmC/v6W8leMFRkiLt9XmtZ1KNJZ2AkvQrMiOluBO+rGhfV6SoxvAtvJwVds/uKSH2rJGWXSx6Lvv\nS4Pu+XaHYNvC9X++y+9jcH3RHVbOAd47tL6Abx3a1sG3bReW0M95q46f07b3SGD7+29+BX/w5ldi\nRY5+Hj4rsAXyLvL8vQVyJdiVXFQqCWoD8Epzz8ZCC6T3MciJpdF9dtH8wGuF2xi8avWk+i3F1Kbq\nDpKANKSH/6WYWQ6zErhKcDuVUmD7wQ9+EB/84Ae3/3/2s5/lRd4C8F3Oue8A8DaAnwTwU6zM76Eb\n1PA/O+feg+5kGqXlF11FD7WHzu3hEmC3bBq4jYdbYzdt1z17T5bmHlitgef1LlohsC91bAM+lWBP\n3PVA0XSTFVx7wN93kMvb2S59P4padpxpyEWJACwNiqLt4QaHrq0ESxSwfMyZndBSU+Nmp6qb1sX7\nLA0Wk1zj1KAyqxx7ZUkx+JMgV/osaexqhW6e2n72g7LqZ0FwTR+y0/34C9+TosfYguyzDmqL/jX8\n7HDdOg5A0cXflm2Dtizgy6KD2qYFikKGV36s8QWY7BBLDR77zjdex3e+8fr2/09/7HO8yNHPw2cF\ntjlQp7lZGjjmDNjiji19DcqpLwXkKWCxuHMvoqxTS/F1JCCbQ/zHjvYZxdK1stLnTsvyNqVt5D/E\ntP0QGwgmQa0EuHNobBve+9o591EAv4PuUvVr3vvPO+d+ts//BID/DMCvO+f+D3SXi//Ye/+NcT1/\n2Cq2bu3OiQq3WjW4LX0L1/gdfa7ZQtL8PdBsOtf1DrsIhfB0XSkUocJuRi9P0q4a4MoDbt0PJotA\nrdsARdOi8ju4XWK9HRi3hVqynYVrt9OGRUMQ6OsLp5zZ/rlzDEwH8BHFXFkJaGNQS/JceJpY2XZA\n2z+EoXB+7wcgvcvBQxE6n9b3cBvGeXUBCV3JtpspofBd3WWDtimAwuuwLm2vpElibMdh4inOw6PB\n1iXmJ+vL/A0AP4ruB/lf9d4fIL2wzuAlF2i1hzRQ54rHIuZAcgzELTArgU0MaF52nUuogvYDJPUj\nRQNmLS32QycWEyv9fy5QS/s3so5PA/g0S/sEef//AfjLoxs6saY8D3e3S6lj20ahtkKNom3hat+R\n5wb7gEtefe/oUrCl0QocbMP1u8Tu4WLo0yrfubX3LbDcAD64w9KyBrD2KBqP0od+b7ZQW4LGSZJ4\nyX6QjxlqVZdMcBofhDx7b+l/cGjDCKYjED93LCWg5fnarfw9uPXdQxfKtoPasoPagKQFOWYKBWxD\n6bAvPYJj28Ot6wHZ9fU33dPL4HwPtx4onH6sSTcGYjcLMjXFI3WPfR4eBbbOMD+Zc+7DAP6c9/67\nnHPfD+BvAvgBpT4zrMVgUEqzuGJSWTrQhoIuh1XrwC++DdL28DwpP7VPtDqOBSXH1KkHlE2p2DHB\ny8Q+a5puAVpr3yTAza3HqhfxWJ1Dk5+H0W5vpxbYXcTpEuJvtxdz3+4//Ys+FSkQ6QbwNdA0QN32\nsbLYhRdwJq6xuzaTZzVggQNeRtOie1LZhlRUY/do3r5frmlRNEDR9oDiulvH4XYyjZF0IRZSAiUJ\nmnY7sEvbu4vvhIIvksKMDRMS1RySfoBowOsAFP3sBeE4APa+A2FYWAhBcOR112RXojskwrp++54u\nphASfhzytPMbPHZ0jXVsLfOTfQTAJwHAe/+PnHPvds69x3v/1dzGcoB07GJpP+XGaq6tBrhSfgxu\nJLDR1n9RoTboRYDb2A81mi6VpWlUkmMrtZtzbGjlpwbcF/l4nViTnoddBGh3bu5ucFmJBkXru1AE\nCrYUKntybQnYbvw+1AYeXZPVwhFAL62SGdy0HTSLUEv64xqPsmlRtuGWMo0nbgmc7MBFhAbJBQT7\nf/t1lIj4RRN1aYGz3Ebps9GAtk9zDgiu/T6s7gC1IO8p5AZ5FCjQ9nDb9qX9Ns3tHXfG7ZAOJcmx\nnkBjH9BwCo29PyDNT/bthjKvYyJZYCYGAzn1ayAZ608Mki+6aIjGHjs5x/+Qtqc6tsMMDtblJdak\n5+HgHB26Sftl9tO8PsNUn+bJ0vqdx0fH8IeFp0mPJjgoxysRFtf3x9EBj2R76PtdAb8PERJMHO7E\nVMILqgfyPYx9HBL4snWk78OuiPQF4E347eskP3XEH1TTqOkn+bMu56CxvbAexXxXi+u99dZb29v6\nH/jAB/DBD35wXO8uuuiio+kb3/gGvvGNLt5/rinlLhI16Xn4a7/4CXyzfwDD6298J159YzIf4qKL\nLppbv/8m8M/e3N2tGKmXMRTBMj8ZL/N6n3ag7/me79k+HayqbF2zXPz4zAY5Dg8tJ73n9aT+T6Vf\ndNHcGuNwxtZ77bXX8C3f8i3buZ2/+MUvDuxhuq2L9jTpefhbf/Hfxat4glfwBK/iHXh88+Am6c7f\nDHK6Y9SnOb7ANmsRIuX20rVbzaQffvu6y9j3p4Vt40502pAT0i7H8lkp9nHwz1r43KXvQyji4FgD\nQojYtrw5sjYueox+9xvAB9/Yxez8g4+Nqvohgu3YUITt/GTOuSW6+ck+xcp8CsBfAQDn3A8A+NMh\n8bWAfGuSp2vljrGECzr/n6dr8CvlaxAildPSL7dqH4a045fma8c6XV+rL9Vubj+l9CmPs0soglmT\nnofpMBgaPbh7gtL+REcNSrSFgw9PSJImve/nBC0qoCyBRQEs3P6TTOljcxdktSVLX5IlrF8W6Kbl\nqliFbJouXzo0ZYG2LNC6/WhhPlwuREt2T4TCfuwDf7ItB6E9WpECKi46uqTPhse3sJiXLnSme8zt\n/o+h3TAx/l1p2Xdkf1jZ4ZCz/Uhd43ZIh5IUqzOB4jNZHy7noFGOrTfMT+a9/7vOuQ875/4Q3VSF\nPxOpz3yRSl3gctItwCnBKX/qWO7FNwawsbKpfTKmjotOK+uPmjCAiw7YkgZ1pY6xnGNCO7bmAsvL\n8WrT5Ofh/kJ7eNHeh9vdpFgFvCt2MKtNdL8AXAVUJVD1YBvglIJts+3HzpUtsYNYCrnhfVl0dW8r\nk54UVgC+LNCWJZqCTsykzUTq4APUaoG9EkR4IU1OvOjYkqCQwi4H3LaH2nAcAHvfgWILs90EXt1M\ntQXo5yx/f+TvlSlAlv9O4mkT/356iIPHRkf6+sT8ZP3/Hx1Q7+CFQiZ91C1f6CCaUD7MYsD7EatH\neqyu5tbGADi23TSPl9P230XHkwR9/FUqL5WhxyL9H8BeGlVsZoMU0PLjyrJtx9DlGLZryvPwzlmi\nz1WSn0EWntfVFhv4yu2gkhNo/+qWgL8Cyg1wtekfkYvujikF2TV2FyeHjkuX6B6re4tuvRvXLdcF\nsOjrxpWyLAEsHNrSoXGh34tt/3fbtD+RWXDr+LRhIugeAIVGUS+ipNFWRxR3Y7UfHxLASp/ndlYP\nB98U8E2BNiylg3f0B15X6W4PyPPY7ru45G6BJ69NgbYt4NsC3Z2Cfokdawd3CJS0gTqXAWE5Oqse\nW0CPp8Vu/6cAl48O997vzVcb2tPA1bJosM3f8+2Stt0CTLH0F1WnmmEiBqDWz1QrK5ULZfgxSyXl\nDfnRpKUdUy/bcXwu2n+gLgdcGW4bV3ShCBRoecxA/95dAeUKWBYdpIaZuYB9d5bCbokdo96gW+8G\nwE0J3JbAYgkU132Ba7b0K/ol0JZF/3wx/lDdRQ+4FYHbEq0vuvlx+RKD260ka+1F1YzD8i0S3VbI\ngMuno5PCS/q87rMPYFt24OkKtM51TwtDube1HmHW2n2w3Z8Zmn+/dj+g2rZrx7cF0Lr4Dyi+vZIu\ng8fOQ7GLewoQcwGUtxmgNuXYNk1z8J6mpRxdCbwtIB/e01f+/qL5QJdDrDZvrPa5xT671GfYtu12\nPmRaNuXUau+1PliOuVRfef1DdTmuT6P9uNMAr3I83dbxLEv4hYPvwfXAMaXQeQOUa+BqBbTrfg5a\n3z1kKUQuhPlpwxFQkipu0Dm1tyVwUwFXS6C6Alxf9wHYErhtqxK128HsGsst1O6c2wq178G2LYDG\n7U+2m4LbA9dWOo4nstOOIuv5VBq1NzXoCs43TUrBnwKw+oNFXA+2HdQ2dYnCtWiLFo333VRwe71r\n+/CEQ7D1BG63s0D77hhrfYGmKdH07fimADjcxo41ybmdzLG9gO0oxSCWp2sQ2zTN9jG59H/+oAQA\nKMvyoF3n9h+fCxw6tk3ToK5rNE0jLhLYSulS/637gO6z3H38kJQLqdZ5hHNlhdpUezGIjP2YCz+6\npM+PxtvyfKk9mmdZeD18fe3/sXpox+qLIj44rN57eG73INoAhWGpixL10mHRA2Zxg55A0dmrdwAe\nYUusxQZY1gA84NdAsQaqFlj4jkFDeAJwGIpw44CbAritgJtroLoFiseAu+3buiVt0+XaoV6UWLkr\nrHC1hVq6bEHXL1C3FZqmgK/dIdTG3D4RcIMemoOb68RSoJ36MVjSjna7LAlctTTNvT1Yus/e1wXa\nTYW6JI9ZBtm87efZQa0cirALR2i2P5xK1D3QNnWJti47x7YpgKbowdodHmupY27CQ+yljLGdUpaL\nbApqOdDSx92G11i7UngCBUzq0FK45f2g5SRXl9aZCl2IAQft54umMVB7LNeWHzu0XKwOvr5UH82j\nP7boHQVLf7W2LHcMNLiVgPYCti+GDkMOdlCr3cbflCXqhUNzDZTBOeVwe4+OWNdAWQNFC1S+Y4Oq\n7qB2CeDK78A2IFEA2yV2YHu9AJY3QPUYcI/QgbMGtTeAvwHqRYVVcYV7ArZrsmywwMYvsGk7sG3r\nEn7j5Ef0Sq4tBQ4A+3TBrbSHcHzTSdVy1+GP8xorKSi2Pxem4DUGvPwJeRxsG9c9Crps4TfVDmxd\nt7ita+v6UAQZbD3cNo67C3PpHNumqVBvSjSbEk1doK0LoO7BVjvWUnHDEx5elxjbkUrB7BCg5Y+z\nldqTyvILtwSudV1v4Ta8p7Abc3WtoQs5LtqxgAOQb4G/iI/t5cBqXSe8xj47foyH/ad9bloaPWY1\nuLb0IVVG2zZt+8fqRTuWHoqCm1Q7CrTVFmjXvbO5wtVuKa6xqq5QLRssbxqUt20HmvcAVv2yxg4c\n/A5/Fn38QbEBFjVw0wK175ZtOddNEVY5YLnolsUNUD4G3CsAXgXwClke75b2kUPzqMDmpsJqscS9\nu8IK17jvlzWu+qV3oP0Sm2aBzWaBZs3Alju34b0Y6yhZaHMAbfjOe/J/GJk/x3coFWYwdehB2H80\nLVKU727Nka3Ja5jzNQR3l3xxQFGiLTwa51EEx7btprkrXYvWdY9odu5w4q4t2PoSjS/QtiWattg6\ntV0IQgnflL1TW+wfc7GQCZ7OXd2RuoQijJR00cwNOYhBrebG0vLA4QAcDtgcXK1AO3TgmQU4tH2Z\nShujU8DtKQaKWeCWb7MVIGNAG/JpbC1dh8/qoe17K8haoVr6ISVt/1jxkKCLjqPGl6hdyaA2hCAs\nscESqx4CV7jqALG4wr27wmJZo7xeA4/aQ6jdYHcR7g8P54CqAooFsFgBN2ug2QBt28XebssV3fy3\nZQUUV0B51YUeFAFgXwXwrv41LD3gto8c1o9K3N8ucF8uce8C1F71/Q+hCTtQXzdLbNYL1OsK7abQ\ngVYDi6NALQVMXq/DjmrmgttjDRQz7DvJtYyFGvDPksItnyauD/r2roArFmidR134rknvutkMigZF\nSSaLc9J52KFpu5japtmBbUtCENCUQF12IQj0LoEGtyEv5kyP1BrL8ZUcWWcHttrFPbwGgOWAmwJa\nYH+qJO89yrLcA1vJ1aXlaTgBhVru2HLQTS05gEv7I+2zkDaFLJD6sji3wGEYggSVqR8j4VU7zrlC\nbC2Ns+X9ke4ySH2PtW0B3Bj0zqEX8Rh6CGraCk1R7Tm2XcjBksTWXu2gFtcdLLprLKsa1XWLq7qG\nW3m4PvRgCw4BQMgEtcWyWwIE+zXgG6BtSKeK7uEORYX98IZH2IFtgNuwvAr4V4DmcYH19QJ3yys8\nxzXucIM73OAeN7jHNVa43nOf136JTb1EvVqgXZfwa7cDcykkgQ8o2x62lvvDlmM8AKRnaVo9HHgl\n8I21Ze3PnFDrIwtwsD3Srk5BLXXgqVsrPNgjPC7POw/vKjTOw3vXzYtcdXMjF75BUfSOrQS2cNsp\nw7qBYv1MCyGudlPC131cLY3r5v3VwF3b/pG6xNiOFL2AWxxNKY425tDSNqgDK60vuVUUbHk4Ql3X\n2Gw22Gw2JsjNgVneX4tzJgEI3w9W0f1hhdYhcHuqabuoJEgP6dp7aT1aXy4wSrAbvhOhT5JbS/ur\n9YO3F+q09su6bVPoAranUb0pUVcd2G7cAnSgWHA4l7jeou09rnCHGyyxQlU2qK5qLLFGufGo6haO\ngh8Nmg1z3oaZE3qwdb2zWwSw7SHYBeCgsbOP0cFtgNp3A/iW7tW/G/DvAupHJe4XSzzDLZ7jEZ7j\ndm+56wG3C0voQhGaegF/vwDuS2DltrHBW8BNDSYDEHcauZurKewwOul/DGr5unS91PdJAtYTTd91\n4HTTNMGS5OxrhdoAsjyNTs+xFyLcPZABWHRTwZUFXFOgKVuUVQFXeLg+HEFS23YzHoTZD3ZAW3bh\nB1uwFfrOHWYtLGHiONtLjO1I0YstHQVOoY4DLZ31ILbwNrz32zAGLRaXX+B5KIIEtkNdW2lgmTXe\nVoLa1H5OKTbSfg64PQeotUiCWm0wmRVeY1BLgTa8p3Mt8/ja2P7m/aHHlNRHnqbVo5WZYl9fdHzV\ndYW64G5tiKtdYokrrLDGPa5x1QPhXYi8LTZYXq9wvbwD6hZl7eAav7vQ0qeRhbltw3RcIWRhDbgW\ncBSE6SN6w+C04NjeYufSBrD9lg5s23cD9W2B1fIKz3GLZ7jFMwK3FGqDY7tpr1BvlvCrBfyq2IVT\nhCV2i5iEWXSK3RO2hCdQOOWxrSkwtpbjbZ36XMzpVEoT9tvQ8IMFSeNQK3B9mIsWbdE98q4qUZQN\nmqbsHNtCB1vfT+3lmwJN3U0jhk2/1O7QSY4BLj3eJLCdyLG9xNiOlASyTdMcQCoHWu1Vm6ye1i85\nvlq/+Py1UggCd2057E49iMwCtacEBGs4g7WuKdYdCtEUHjngxmBQckhDPTzGls9+wOGWQiwHXMvn\nnAvWKVAP76X6x+oCtqdRU1fYVBRmr/pAhDUWuN4GJXQe7g2W2OyGl7keh4saN1dr4JUVFr6F853P\ntRe3GKY5CHPNUkc0XKiBHW8FxzaUD1N7Uce2h1v/bmD9eIH76wWeLB7jSfEKnuBVPMUreIrHeIrH\nB67tXXuNu/Yaq/US9aqEv8cuTpiGImghCQe8RYFSG9JuFXdu+bopFzesm2rD0gdKe1Kadf2hAM0B\nd/dyALVS2EhwaQPEbiAPGFO757r2Gtc9H7rpBpD5yqMtWsC1u+nA9rrdPZrXtwV843aDxKhLKy2p\n405yb+nvgJG6gO1I0UEx4WLunBNDEDjAxmJqgUOgpbMpaDG5dD0O2+FVCjuwhCWEV16fFWp538L/\nvN/0f14mRzFw4g6mlj9GY6B2yn5QUbilaeE1BY0UboNoTG34n8JtLG48to0akHKIDempH1NTAqym\nC9ieRvWmQr2osPELrN0SC2wY4G5wv50fYf/xBhVqVD3c4sqhLGo416KC66ZHKtFPhQAyMS06QKW3\n+cNFOyiAbYW9Bz1sHVsWY+vf5bC6XeLp1S3eWTzGO+4VPCFQ+wyPtssObG9wv7nGan2FZlUB924f\nbGmsMIUMPnhnK+4yjp2PicOgZ3lSOs2zxs/G2pag1j794DTxuTxMwQO+r09zaqUQBOrMRsMPlOYX\nroPbto+1bdDNYdeHI0jb7lsH+O6hHz7MURv6Js28waE2DMDUBpPxw22CU+glxnakpAt/AFvJubXG\n1EpwqsGCBWxj4QhaSII2gwJ3biW4TYFG6CftL+2/9H6IhsTaTqFcqJ0SYDm8UtdWO9ZSA8kkuOWO\nrRSCwO9a0LSw3dpnoh0nQxepfu0YHKoL2J5G7aZCUy+waeoOX90SK3e1N+nX7jENfO6E7nEOhWuB\nBVAUDVrvsPQNlkULV3kUld+H0/AAhwCO1IEKh0AAWxqTe40t2PpXu6V9pUDzuED9uMKz5S2eLB7j\nneJVvIPdEuB2B7hdiMJ9e4PV5hqb+ys0971jS0MQeJwth9ttn6VgTwHGBokPBItBoga+OW3x/2NO\nbcqRHerYemXhrq07vC0vAS4H2wrdZ0qd2ljXtm24PozBARXgS9/NS1d4eKfAPn2aWHjwAp92jEKr\ndpxJS9huKZJjhC4xtiOlQSZ3bunMCBx4uTTHNTi1ZVnuub+A7PTGwFaLtaWubcrBtQwm00A3FisZ\n/p9DHKRSzm1OvTn5qTCDsaDL3VAKtRLo8vcS0Ib6qFsLyEAb3lNJUBvbVukHz1SQO9exNkVdzrkf\nAfBL6C5Zv+q9/7hS7nsB/K8AfsJ7/1ujG37A8qsKzaLCZrHAerFAVS23Luxu4i8BZtE9WylMR++d\nQ1s6bK7ucOPu4ZdrVMsWi2ULd+M7mH2O7pWDLb8oO3QQERzbEMLQP5ihfQVoHzusb0vcX1/j7uoG\n75Sv4B33GN8kUPsEr2wX6tw+xy3umltsVjdo7pZo70rgTnBsQ4xtAA1+e7j1PdhKLu1EFtreTgH2\nB4hxjQFox/7neZp7S19p+pD4Xe0HgvIjIcBtCnCr/pUCrfUhaTzcIYTIVK6vo4NbeVN6qN3CLWTw\n5mArQa00BR2dIeGMQhGOfR4+K7CV3Frn3BZeKcSG96m6aJ1VVW2hlr7y+For2NJwBAq3HGAtcbbW\neNuUe8thYG7XS3IJx7i5uVAby5sj9CDUy91ZCXQ1qKXhBpJjq8FtKuRG+3EX+iUdGxKYngPUTlGf\nc64E8MsAPgTgywB+1zn3Ke/954VyHwfw9zDuHumLoXXZ3YpfLFC6JaqiQVlwZzY8k6xbwkN4d09d\n8midQ+scmmUJvwTcbYPrJVAuW5Q32AGtBLb8okxDEUIIA4mzbV9x2Dx2uL9a4ElxiyflDmCpWyu7\nth3g3tc32Nxfo3m+7PpDoZa7thw49lzbKcMPUgokRqGZpmFAm6kQAwqufB0KsVJebhiCFKcs7V/S\nnxjUUggM3QxgamVvDs41du5v4fpdIFSiMXps+jgprlZybaU424l+R40F21Och88KbMOFHji8iHO4\njUmCiQCDYeAZhdohYKuFI8QA1/IABw1w+XZYgITvkylkBdkhcDsEaqeG11xxkA1p4TX2nrq3QdqA\nsfAqLRJgS/3k761AG8uP1TlWE9TzfQD+0Hv/RQBwzv0GgB8H8HlW7t8D8N8C+N6xDb4Q2ji06xK4\nX6JGi3XRonRNB7hu96BdCrNU4f8ud/do3totsFqscX27xqKqUV43qB41KO49invfTfOlgS1xbNsl\n0C4d2iuH+qpCc11idbXAarHAXXGNp64D1ncI2H6zd2t5GMJzf4vn9Q3u6husny/RPC+AZ+icZOom\n84dNSNN+7YUhxIB2LOTy77jHDiipi+mU8kPaCGmSkxsLPYCSN4Xovo5ArTQYK0BsGDxmAdvQHHV9\nxTlvseN6x9aVIiliA9202RGkuZNpfRPOijBBjO3Rz8MPBmwD1Ia8mPhFlgJiCEHQ5sDl9VvB1uLc\nph7Bqzm2mkvLQxC0/TC1cuB2yjZz6k7dmp9CFCgB7AEpfZgCfU25ucAh3MZiwbVQBO2HhQbfVoiV\ngFYD5Sn270h9O4A/Iv9/CcD30wLOuW9Hd5L9S+hOqPPe4ngA8msHlBWaokBdtFhXDYqye8K9K1sU\nBGolsAUAD4cWJVqUqFGixqID2+U91tU9rq5XuGpXWNYei3ULt/LABt2ct+GWKmW/MOCsAvzSoVkC\nm0WJVbXAarHEXXGDu+IGz90tnrkuvGDfsX1lC7pPycCxZ/4Wzze3uFvdYvP8Cu2zsgPbZ9gPlbBA\n7bbPklu72zPjnVsKjC1LC23wtKFt0P85saVc2CEOba4C0RX7/wYXNQAoBUIKsXQaOW40S82EukNY\nDAdbWi/ddO6eWh1bbVo56UENGtyO1AQxtkc/D58V2IaLO42r5bdXKeCG/6V6JBCl8bkcammMbU59\nkvuqzZTAZ0TICWNqUFwAACAASURBVElIuWUpx5aWy5XVfR0TgpCq95xEndGwvalQhJCnwaMWgpCC\nWura0n7EPgupD0P/p3VOCbUT1WOp4JcA/Jz33rtu553XwXYKbQBfFkDh0JQLbKr+caFVi6LwKF2L\nYhtysFP4v4PaonNpER7N200ddlM8x6pY4rq8x7Vf4Gq5xmLRYrFsUDQeRe27eW8Z+3kHoHTwlUNd\nOWwWBdbVAvdF9zjfbmaD3Ry1AWyf4vFeXG2X9gqe+sd46h/hef0Iq9UNNs+u0Dyr4J8RxzY4tbFp\nv/hAN88tQ23gWOrQDBAZ3EgJEoMry0E2rDdGGthyF1ZLH9qOJk9eJduTuNRh0yXnk0InB9tU10NT\nYd7biiyhHg623ESnm8AhNBZeoIUgSM4v/6E1UhPE2B79PHx2YCvBbRCH2tj62qI9elcDWwlApDhb\nzbVNQW4qtlbbnhjASv3PEb+9TdOs645RThxtqrxW1roO3Rbu5NM0Crt8fR5XKz18RApBsEIt/45Y\ntycG3Nr72I8qXudYper48pe/jLfffjtaBMD7yf/vR+cWUP3LAH6j32/fCuBHnXMb7/2nsjv8omiF\n/iLv0JYF6moBFP3AsNLvHhsqwK0EtRsssMKyfxBC9xjea3ePK6y6uXGrBouiQdk2KHyLsu2uyM53\noOKBbiCaK9AWBTZFiU1RYV0sukf54hr3/WNyw7y0z/BoG3JAQxC2A8jaV/C0foxn60dYP79G+3QB\n/7QEnrkd0HKwjc1l2+72wL4NNzToMRbn6tkrXw/Q57u1Sgo54Hn8XJM7OCzl+HJRgitxCLV+t7nS\nbf7wwIUY2ALyLqO/TahrG+ovIENtQdbXmJwvkisrQS/dfB6acMTBY0/e/Md48ubnYkWOfh4+K7Cl\n8YZDACQFtnQ2BMsjeKWLuga21L2VXq2xtimIjbloMUctV6eC2yncWSv85rbFYTaWJsXdcsCl69Ef\ncakBY+GHGG3Luk0a2PJXLc1adgql6nnf+96H973vfdv/33rrLV7kLQDf5Zz7DgBvA/hJAD/F2vjO\n8N459+sA/vuXGmqBDuD6i3JbFmjLCq1DN+n8okPN7tGh3efT9lfvfajdDTNbY4EVrnHfP373PjyO\n162wdBtUxeEMCxSaQ8BD20f20kf8dk8Mu94+PSzAbQBbCrhb99a/giftYzzbPMbz1SM0z6/gn1TA\n02IXW/sc+3BLnzomDRzbMit1bLlbmwu23LENlJSqJ5QP6+Z+H2NQTfMtsKvBKyW/HNdWGzxGBsrx\nOW2l8AMpFCE0EWs6QG0Ibwhwy2GWg20Qh05uOnOQ5cArAaxW/khge/vG9+L2jV1Y7Fc+9uu8yNHP\nw2cFthwgAUQv2hLQhThaDqKxAWNDwdbi2moDy2LhCLReK+TGHNwhrq0mCXhj5XLrzs2Pxd5qP47G\nwrMGs9IPgBQIBqCloBoLQQjlOPjmbJsVbqX+WsrzNoZqbB3e+9o591EAv4Pu0vVr3vvPO+d+ts//\nxOhOvoiiE9QXBVB0rFC7JQDALT3cwsOX3eRerTsE202PqDXK/uEOq+1jawPYLvsHPOzPtFCj7DG2\ngO/rdPB9vQFsw3PPwmNwOdhyuA3Lk+Yxnjav4PnqEVbPb9A8X6J9WsI/c10IwlPsDx7jg8a0p5Bt\np/mixMLvP48dNBZEoZPXRduj98Jz65fOI7HQAylNCjgdOu0XlWR5hv9JH2gxHmNLX8Px7nerHgz6\nom5pJfyvgS3flfwQ0eBWMvtjU3pp8bYTXPbHDh47xXn4LMGWjxSPlafvOdR67/du8UoDxvj8tWPB\nlsfdai4ud2hjzq0GsLGQhKndMyoKt9rnEcpN1V5umgS1U8fqcsClwE/TAKjhCNogsVCv9KNLOl6t\n2ysdF/z4kfIkuNXqnOqH1ER1fBrAp1maeCL13v/M6AZfBIVbtg799EUFvHOdWeSL7mJZAL7opvMK\nEbct3BZNN9vnkC2wxhVWPcje4wrXuO6xlIItnW2h2cbwdhxQbOtuUZJnnu2D7QpX3RPEiGu7i7m9\nxTP/CE+bx3i6eYzV/Q3q59donlwBT12/YDdwjMfZUqiV4my9x+GgMXr8TgW1wH64AYW5kNeyckPO\nexbnVaI3DWolq3To+Th2H58MbpMcUGnZCJsZmuFgHECWhiGE2F0HGXA52NJN0BxbaRNjrqwGtZM4\ntuMx8djn4bMCWx5bSJVymTjQUmjQlhg08PolsPXeJ8FWA9ycAWM83nZOmJWc1jFpD1kSvGvlANmp\nDYqFJvBXAHvvQz80sM0NG9G+S7HjSQNiLW0KvUjH0oPSun/dcozrOaHswvncEisHeO/gy37pY2Cb\nrVMbHuWwwApXPX6ucN+/D2DL58UNMy50Hq1HiOTdhSKUvWO7C0fYhSRc4Q7XuOsfkRuA9rl/hOft\nDZ43t7i7f4TV/S02T6/QPlnAPymAJ9iH2tg0X2p8reQicrpIHc8UCvlYkhBSwM9H9F63F8pQSrNI\nO9+l3Frpf75uqg1NPrHwfV0eQmkB2a3VuhVrJnzmISRBGzQWe+ADB9AY6AbHWHNq+Xve35Ga4gEN\nx9ZZgS11ayW41UIRAtSGJ4lRt1ZyaC1hCLwNANEBXdIDG7S01MCx1GAyyUEbAxkWIM2B29z2pXVz\nykztxAKHUEu3hQOktI5UXgLQFNxScE05uhaolbaH/q+9xtK0usbqArYn0kpI8zs7qgnA2Tr4pUO7\n7AZ1tUWJ2u0PGttg2YPsCldbDF31aLrpHdsd1JboImoBbB1b9HAbcgPU0lfq3D4nru0dbvG8vcXd\n5gZ36xusn11j8+wa7dNqB7VPsB9+QJ1aDWoD2O5dojQXMcepDffEY6EAvC4p3ECzCWPSwFTrJ6fC\nnPWtopQWHGrP8ijFkX0RilLQpC6rxN8xcec0PJQhgC2fC9cyfRg9NCyxt5pbS9fj9Y/UBWxHShsV\nTsVdWQ63FAA0l9bi1kptctdUAlIKrzHg1dxaaxiC5NqOdc6GxM3G1slxcKeE0yHwG/vseb4EsBrQ\n0vIcaoM41Eqg6Nz+FHihfukYlvrMt0dLszi4qXJT6QK2J9JaSPNAZ9s6tL5C6x3a1nWurSvQVt1z\nyOqi92BdtcXYJa5w1QckLIjfGsIQym2QwW5+3L1mt65tcQC2YQnYvI2z9TfdTAm+e/jC/eoG93f9\n7AfBqX2KHdTS2Frq1oYwBLrshSDQnmrBkVbCoI5ti31Q5LDr2TotS5M0FdhK5SzuLc+3isMtpUGJ\nBIv91eisBdyt5d3QdpFHR0s01jU8ljcMPuOxtuFV2lzp944GqpaQhfBK6+JpAzXBAxqOrrMCW357\nFjiE25hjyQeNWd1aIA4+tI0Y3EpPEJP+j8GtBMxW0KV9HaMYhM0Bt1ao5eXGxNnOHW9L0+h76shS\n8eNecmPDMcxBmaeF9VMQG8uzOrZz6gK2J9ImkucBtAXQAL4B6sYBTYl2UaJeVKirCnXZvS6xxhpX\nWGKNFYmpXWxfd7MgdMi6C0PYKTygN5SgbvDiICzh3l/j3l/jrr3GanOD+/oa69UV6rsl2rsF/JMS\nPsTTBpilYQjS3LXawxm2t3op1Grz1+aKgiGfM4rmh7RQjpMSLa/Zh7RNrR9aGndqeb+pdWmJu7WI\nOrU0TdnXIYvOY2sVBUTu0kr/8xCE2G8FK9gCMtByw5rXN1kowllhokln1WPp9iywu0jTize/gFO3\nVgLZWAhCTr8o4HIQ5TMaSLMcWOJrOUjzdiWYpa9TaAjc8v0l5eX2ISdvCNTOBbhcWvysVIbnhzpp\nKAJ1jWlaUMqBzt0G6XjLrSNXF7A9kTSw3bpVDqgL+LpA01RomyXqZYVyucHmqkJ91YFnANndK4Xa\n3WwI4cG7u2jafbClsyK0KPbid7l7u8IV7ttr3DfXWK+usbq/RvO8gr8r4Z+XPcS6Q6h9CvmhDPTB\nDBRwQ3ytp+Qhje7JDUXYbff+9F70NjyHWrA0+oHxOnOlOa80j5/LhkJtThgDJz9OesThDq4tIIcg\npJoIH20MaCXHNojuDl6/tkkcSiUHl2865/pLKMJ5SLr4S7dfqTjYctdXCj/gMyFI9QKHt1s15zYW\nI2uB2ykcWu6sSelDNWcIQqzNnLwhsDoV1Kbc2pAnuZ9c0nHPwxy4Yyt9P4buf229Y0MtgIMwpIuO\npFpIO3CLHNCii7OtPfzVAn7j4OsCvumAd+MWWBQ1Vm6DRbHBwu2W4NTug+3hE83avTCEMG9CN4Cs\n9hU2vntdt0ts2gU29RLreonN5gr13QLN3QLt8xJ4XgDPXQevz4RFGzDGY2ylR+hGgyBDvuQyBsVs\nPRqaoDm3vDzPG3Oei9mOFFB5mkZzUp05QBskUZ207wncBkDVHFUHna/D+gFgW/J/WCTHVtpcbXO0\nhedbD60hv6cErdvl+EqOrLMCWwqlwO4iT90peuEODq0GtRrQDglDCP0ZCrdaqIIGsxLc0j7RV6mv\nPF1TClDD+imXlrcztRNqjZudul1N0rbGtp/vO3qccyCWHF3prgWAg5kTUp+lBMlWScfbnLo4tidS\nCmz5IJrewW03C/i6QFuXqNcLlFWNsqxRVTUW5QZVWXcPYyg2qNz+9F5h0Bh/mhmfx5Y6tjUqbJoF\n6qbCpl5gs1mgWXdLu6rQ3hXw9yVw5/YHhgW45WnaI3RpCMJepIHvHVtphA+nCslSC6JhBBI8Avtw\nG3NiKfEMAUZJnNBougS2kos7hyjpORweoD1hUlM9HLcp05ib39wppXWFgWNSjG0KcDWIteSFbeJp\nE6uuL47tKPFQhPCeX8hpGg9PCINsAsRS50ubs1YCXOk2vxQOkIqLldxaaZBYyqnlfZg6DCEWesDL\nHFtTQO2UwEt/aA1Zl9cj7VMJbqV26fGd6hdta+xxc4zj4AK2J1K4bSu5RyLYAr4ugA3gNwXadQlc\nVSgWDYqqQbmosV40qHrQLasGpWsOYmsLd+jYbqf68p1j26JE7Xuvt63QbEo0dYnNaoF6tUC7KoH7\nsGD39LDnkVdpwJgWfsAfZXoAs1IApGbDUWkWIoVdGkPbkvWAwzolSB4jyXKU7E3u1Oa4skPc27DP\nC+j7n8GtBLbSbo+FAoQl1MMdW23wGN9l9HsV2zzpkIkdThOqqc8KE006qx7TCxm/FRsgFcBeWvif\ngi0H2gC1IS2sI71K/YmFA1gGfGkOrpZvCUOQ4HaopPhMzZE8pkurKRd0x8TeDtmmlENOy8XKSt+B\nsJ70OaRc9VSYQa4uju0Lqg0OjUcaZyg9tz48wWntgGUBrB38wqGtCmBRwlctmqpFUXWw61wHsvuv\n3WN698DW96EIbQHvC7Rt2S2+RNsUHUhvCjTrAn5VAquiX7D/SNy7xCLF1apPGev3yXbH0OeccnuN\n3xqPid8TD3XwdanDC1IukBYwr2MqwaoEpXRbYrG1Eg3SenPjbyl1MnG3VXNR+Uem/bgL3QtxtnTa\nL2nXSJsSg9NYiPbMTm1Qc3Fsxyl24eUgy10q7tRKUBwLP6B5oc2Ya0vBlsKt9z7pxqagNuYMS32Z\nShSMrHG1x3Zx54baMeENdN9J6VK9ufuOAmxuqEiuTg2Wp27/pRUHW+bOHkDton9d9+/XDlh0YOur\nEr4CmgpA6YFFC7dogaIFCg/nwqtHUbQd2Lp9sG190cXyNiV8UwBNATQlfO12sLly8Ovudeu0UlDl\n8Jr6P4Ath9rNtmPCzpGGrOcOHgv0wweMhbzwnebgFv73OCSnqcXhk/ZNcm8tUBsjP6k9TXS/M8uU\nfyzcuaVVxAZoSWAb4DaALWVB2v3cWRlSMxsc4RR5AduRkmL4OHBKLpYGutICyFDL03PAVnNuc51c\nXlfKqZX6xNO4cuD1VKEHmsZArbW+nPwgCWgtTvYU+1YCXQq8Y+seoqmc+3M69l4qhflZpYs5n8sz\nPFo0jBAPzm0FYOGACvAhrwz/O6AsgMIDBTqQdR5tgFrGa953D4NAU/Rg6/q4Xrcb0MUfebvGDlDv\nhffaIjm1dMDY1qnl1p8UXxs7finI8bABDrf9jgBIWerYUphNffdi/XLsVZMVPrXZDmLubi6U88+C\nhiRwV9vtM6/DfpysJu7k0h98FFiDU8vNc+7YSpNIpDZvqCY4FdebC9iOkhR/SN+nFgDmfEkSmKTC\nEWLxthrYhnQNamMxtrR/0oXfCgMxaI3BrQRNFpBJ9csKQ7lwO6diQDt0n4z9MaGtL4UvzKWp2rqA\n7YkU7qhLA809ZPeWTn9U9cuapZUACtcBboHOwS3QPdQMfssde1fyMPuCB9C6btmgB1vslgC2G+yg\nlM9swMF2DR1q6SwIe4/O3XZM2EHayHxNKZDTZkOg5T0rH5Pl3rXFGU1BLK9rLgeZO7MccNkgMrqa\n9NtEkgS14aOlm1yStBaHu4PDLYT02GYO0US7vW3OChNNOqsepy5kMcAF9p262JReMbiV+kLBUoLO\n1GwJEuBq7m7Kpc0JPxgDSUPCEubqC61jyrSpJQFdbJs1Z3UqOD2V435xbB+46ET2nNXoY0NL7KCA\nPn2pjCyF24FAANxe4qdNbwuHPnDgDGDLnwzGXVwKtnRgWOwhDAdurdap2AAyIO5Ocvqh4mEJtGxo\ni9fPRfugxJ4e9CtWpwa2fF3NrZXaTPUlJrr/A+BKi9vtCuraalAbpFVHIymkNAqxYTOkXZIbnhAT\n39VTnEIvoQjjpYUj8Is6h1xgH1x5GIMlllLqR8qxzXVuJVeW1x9rj/cxB3Ql0X2VCkvg+ybnx4Gl\nvLVcLJ/mWcMUco+NsbKArAVKNZDmwDxme4asOxWQXsD2RKKOLTfCaBxhSKOPFaUDaKS0cLGnS0yc\nHelgNeocU6d2G3eLQ+Dlzqw0QKxmCx0XJtp9lvvFlHI4SXEbj4YdAIfOLVh+LAgz1E/dXm2nS/At\nSXJnNUjXnF1t0JgWezux6G+CoevS45p+X6RxcGHxONwkHrqgybIraP1TnT4vYDtOHLDohVmC2hi8\nDgVaqU8acAY4Dekcbi1QG3NkUzBtVQqSrHBrrS+3HF9naP65Q22uAy6FgYTPPqefWnlruMSp4PYC\ntidScCh5uGIYbBOcWTq9EYVYR9IqyOwiMY8kDtXaADYOphxsOexKebwO3t7erfycsAMKebwczaMK\ndVKrj69r/X5w59hKUBoAS2DL1+eEx9eVBo1pYDuDPITwEqPo3QwagiAd2zyN/z5xQpok6/eFfryW\n31sW1fMaPXPorMAWwMGFnKdLDi5Po3n8oqz9r11Ec0BTcmyl15jbOwZgU5L2EYetU8LtqaA2Vt9Q\n0OVuqXS80nK8LE3T9r1l36aOb6mstC3HCOWQ2r3oBKID7LXxOPxiTqc7onGH4RGmnF8kgw84vBDT\nu/sS0Ib31GmloQgcXNfCIrm9Ydk6tUEcaofI4XCnpMQ/gFBPah1rWd6/mJ3OnVoqzark9Vp/4UiQ\nLNUp2aBGK5SGJRTsf4dDg50eD/S4pY6t9L1RxrPtObm0TqnN2KEifYemOG1LD2w5c50V2KYu6LRc\nDGrD+lwxyLWCbZhLNwdwY06tNqUX78/ckMvTeNuWNJrH28rt29Bysc/YCrVD29Kk7Svr8R77AZIT\nSmJx7YfkzaUL2J5INGxTAlx+V5vCrcYutD4pLfzPzU+rY8vn09UWCWBjgLtlQwpKni1WxdxZS0xG\nKEsJJrYeB2/rdzUFtqEM//Bi62rhBjnuMd93/NcSFwXbcPAq7XEOppAb8nm3+LqpH4M0n65P8/nu\npO3FfkfR72rok1ZXri5gO50sTqIGszluohT6IPVFclGHuLcWCI65thrgWpy7oQCU69gOCUGg6w4t\nN9TR1dYbE74iubPS/zzd4uZaoJZvh/bjJJaf6nMqb6wuYHsi0QsodZPohZqzhuTISkZaKjSTg234\nnz8UQnNutbAE7X8pBEEcMAayA6SpIjTQpRvI6UXK0wANLI+2o61DySznO2oB21BOgk2+Lj84NOc1\nZ+F1p6ScSzSgDWl0Vcm5pUtBXsHS6Hu+2fyHoga21E2W8un3FEq5IbqA7ThpwBa7cGrurVXWUAQO\ntFKe5uhyuNXW1SB2iIObc7ualufvpXyapu2zMbAzNdxaoXZs+EFKMeDVysY+B1qHBM8x+NXKS0qB\n71y6gO2JxB1TesEMzhFlDO7AUq6ReIQfRpLbRBc6SI1OGZsCWzoATANYPkCMPmshCbXaFF+ULKTY\n2Jg4KPJ1rfWFDyq3/bCuBRg1iI2lSU5tCnxnPu9QM5yHIoClcReX/56h+TT8gP++4N8fGv4jbTb/\nbXPMU/EmXeTcdPZgm7PeGKcwVi8FUppnBVvJkY3VQduW2tTSxu6HIXCbqmdIH4aWO2eopUq5trH/\nJUngmYJaa92xdebWBWxPJOmWJ+UkmqYZdpxbLHedeR/4jFoBXCXYlcBWCk+oySvNp4sIteHVCrV0\nw6n9FxPdQWGn0s6EHS6laZJcZEs/NPeYl8sBW+1Xjga+uQfNQNEfbzxygbq53MWl+RXpagpugf1N\nlkKnpe8VrTOkHUOp6dDOUGcFtjFZLnJTXwglAKV5PF+awis2AwIvL7WfA5IawGjlpgpLiPUpR+cE\ntda0MeKfgaVeCS5znFjpGBjS52Noiu+zc+5HAPwSuqFMv+q9/7hQ5m8A+FEAzwH8Ve/950Y3/JCl\ngS11VXk6/T8VbqCJMpgGtvx9eI2BKndupXTp4WF7nbLOfKBtJLfotB1AFXNutTQuyzxSkqyhCFOA\nreTUaqCbE5+bKQ6rkmOrwWtD6pDypbhaKZ9+x3ibtJ9U2vdyKk0QinDs8/CDANtjOjccXsOrBLY8\nb8ii9cG6zRaAlGA1Fc8pwZYVwHJATevv0HKWtCmgdui2aVAp/YDg6VIYQzhWNIiXjg3ph03O9mh9\nnxp4x37vnXMlgF8G8CEAXwbwu865T3nvP0/KfBjAn/Pef5dz7vsB/E0APzCq4YeuGEOlPmINbK3t\nUobkYKtBrRSWIEGsNNBMgtsDk9PiekrQxvNo8KW2A/g969g61u/HEMd2LNhyiotZ+TF4jUGt5ddS\npijUcpeVm+88P6wPIZ/vSu7i8l0YA1V+U0BLm0ojwfYU5+EHAbaShl70cpxfDq9Sfg7gam2lQHaM\nQ6pBjObYxup76KEI/P9cqB3TX4s4sErO7FBXV8o/pvs6RBP8oP0+AH/ovf8iADjnfgPAjwP4PCnz\nEQCf7Nv7R865dzvn3uO9/+rYxh+sYnfNc/huSLsS0PL3NA5WC0ngcBsbbNaw+kWo5Utq46n9xl3a\nVkij6bQ+GgbB9VDANuXsWgGWu95a/kDxj5iGCGjAmwpZ4PG1tHsWuJXcWnpYSMB7ZmCLE5yHzwps\nj+HMWgFSg1ct3wq4WhneVk6/qawgm7olPSdYWbZhaLnctJxQg5RrOwUkxpxy2o62j1PQyvMtzq3k\nGh9DE5wPvh3AH5H/vwTg+w1lXgfw8oKtxlAW4xKw8YVUXwxqU84tH/glTQvG0yjIpiINDjqdglsO\nshIkauleKMOtQ14uprnBVnNnU+Us4QeaAy45u4VSfoAoqNI0DrzSerQcsB9HG7pP24jBLa0XSt7c\nGg+2Rz8PnxXYapoSeCVI1dqKAacGpuGVDiLT2o5Bc8rFjWko3Ep1pNJi7Q/t+9Byc0KtZd05lXJz\naboFboOszu0p3N0JvvfWCiRf5OWV5Njyi/VYSTAZc2ljzi2FVg6+MaiVnNroJ28lYM2NTUGslsbX\njbm4ko4JtlYX1+LUau2nQHgCSb9hOIhS55SvKwFrSOPraXArnZV8JH8ujQfbo5+Hzx5sJaCcqj6p\nrlzXNlYmlRZre04dC26DUuVzgemYUDsE5qaC3hyYjDmx5xxuEFPquPn617+Or3/967EiXwbwfvL/\n+9E5AbEyr/dpL7ckyOM8pX08qXQNGrjbxV85iEqDx7QBZrFwBHF6L4soYA05dzvyKoErlLSYZSi1\nYQVh2p8YWCJSLgdsLYAaCz9IaYIQBXo8lpE8QAdZS1hCrH2qU5zKU2D7f74J/NM3YyWOfh4+S7BN\ngd8YAEyBsgVgtfxYuIGWFmsrpbHOqAS3vE9jBgnllp8DcFNlrFA7Rd9yZAFT7TML7T90uE0d26+9\n9hpee+217f9/8Ad/wIu8BeC7nHPfAeBtAD8J4KdYmU8B+CiA33DO/QCAP/Uvc3xtUAxsAd25TTm7\nPE8qLzm01IGN5XFYTTm3HJbVDdYUgIvft7asp0GnJezAYp0HEst1mq3bkevOas5uLPxgLNRanOeE\nYm7+ULi1uq708Bi5GYOVmsf2z7/RLUF/52O8xNHPw2cHtqmL2RCQs8Ks9n5oSEJOv8fAeq7rKuXx\nclpdOX21lp8KGueG2qkc3Sk1NbSeEwSHcJ6h8t7XzrmPAvgddFf5X/Pef94597N9/ie893/XOfdh\n59wfAngG4GfG9vvBS3JTY/lSnjZanOaFtFZI4+BKAZXmedjBlru+0RAE6/mYu4IcdDVQo+uDlOf0\nIn0IMSiW5BPlJXc0Ju40S8AqubOWwWPS/uLhCdI+53kQ3g9Uzu7V3mtp1nat68yh1bjVT3EePiuw\nzQFQax1SXo5rGwNdWkZyZS19njr8IBVLy9vWBg5pgJMLPtbyc8FtKm0I1E4do3tuOhe4neK74b3/\nNIBPs7RPsP8/OrqhF0mSo+pZWswApKCq1UMBmL7ychxMtRhcGmPLIVYKYZj2tIsdWIUGJEilVl1s\n56XiaTkpWTaG7lAJbHMCNyWo5HVp7qyUZnVqtQFjWrzu6c9hg0Q/8gm4fLQmmMf22OfhswJbqiFh\nBxanNAduNYeWv2rAK/UlVSZXKZDVHFmtHM+T2svpeyzWdmz8qiXvFFA7V+jFMXUOcDv1j76LjNIc\nWv6/5thqg8KkNCmWlpajDqy0Dh9IpsXgai7tqEOMuqAUxOhGclniY2meFOLgSDlqgVvkhPK5t+tj\n5WNhB9zFiqt3+QAAIABJREFU1QaK5UItd21nGEx2bNHD6tSaAGyPrbMF21zFoDbHoaVpQ6A2tt4Y\naQODpLxUWqxeKS/Wn9xtGKOHBrVaWzkO9qng8tgxxZIuYPsApEGvFkfLHVsOtRw8NZCNvU/Vyds3\nH2YcwLi7yqXlU1j1QhntF4OUlvsdkWAv192MQaME+DGwtbq5VpdWAtuRkHsKRtYM8VT5OfQyga1z\n7jUAvwngAwC+COAnvPd/KpT7IoB30P123njvv29om1TaRU9zXlP1aK+xchZXeY6L81i45X1LhSpo\n23UK6JoSblP5U0PtqR1Qi6Z20cfoArZpnfQ8LIGhxZ2VAFOD0xyQlQaVSfXzfpnFgQ3Qww6s+aET\nHJiDYqELYd2c71+sL7l1aGBrHVDGgVQqbwlBiIHtyJCEHLicSrlQy9eZWg8QbMcc4T8H4DPe++8G\n8Nn+f0kewBve+39xKqjVlOuUjoFarT4LcA+9YE/lMsbW5fmxWNZjgtqQvkhO6VxQa+m/pcxDA+E5\nRcOBLMtLquOdhzWHU4JHnsYh0wKlue5sakltx55S3z2JPqwgJkFbbL2SLLE8KX+qJdUOz6P7RipX\nKPVYXVqLI8s/G0VSNdJybPHDagjkTtFv6fHTseUMNCYU4SMAfqh//0kAb0I/qc56WFjjaGNlUnGy\nVviNtWu9AA+5zc/X1Zxb3h/NzQ35Unoqb07lOrZSuhVu6fsxUCvVHYPuhw60U/X/JYbVHB3vPMyd\nVilPc2O5O8rhd4hrm3JiYyan6dBy1oJsHSDt7Er1aqELnuTzDQ1tmWh9hDSQp/mFkB7654RXsP+5\no5vj1I6U1MWRZu8kyoVU/ntiiv6npvs6Q40BW/oc368CeI9SzgP4+865BsAnvPe/MqJNs6YIP5DK\np+qd8mIci3/NXS83vjbkB0nranlTawjM8vwxYQq5UDskPvVFgdqgKbbjArYmHec8rAEtzY85oxJM\nplxXyeXVoDbl0kp9Mh9ekn3HV6ZpMQqx7EinlHHY35G0jSxiH6AYKWmAGXOypXotzrfkBHPAzrAq\npY+WN3NKaf2I9Ytvy1g1E9RxZEXB1jn3GQDvFbJ+gf7jvffOOe0b9a9477/inPvnAHzGOfd73vv/\naVh347JcCHOhdoo2qYa6sRxCh0BrqhyVVm7KbbJo6phaKW1MSMKQ8g8NXmOxxHPqAradHtp5OAqP\nKafWKs3JTQFruNgHfky2KcGWJG5Te6V8bFaE0CHtVwLtfKz9OSQ5rTyfE5hGjRxsJZrU4DYFtBKV\nPqzzrSppE4+hMwkvyFEUbL33P6zlOee+6px7r/f+j51z3wbgT5Q6vtK/fs05998B+D4A4gn1S1/a\nPWXtlVdewauvvpregsP2knlWB9bajrWOHAc2FVIwBm55v4ekWfKm1NyAO8S9jeXF0h6iLFD7zjvv\n4MmTJ5dQhIl17PMw/skv7t7/mTeAb30jo7PYwWYqX4LSnDb4+uF9TNlOXCgYCyEITipw6KhKDWmz\nInhWhsduaO2HjZ+bdiyuLc2zuLO0nASsOWDLywDz7o8jikNtLMzga292y1SHw4sGtgl9CsBPA/h4\n//rbvIBz7hZA6b1/4px7BOBfBfAxrcLXX399+/7UF7WpHN2gGHjS97lpY8INctIAeR/MGZJgAaSH\nBrVW9zZWLgbLVpCeKvyBrvvqq6/iXe961zb97bffHlwvcPpzwAPR5Odh/MVf7F5TkDpW3JCkbXIA\nloxMaX2LuCloWj/QhDTLAYXKgqQFxe4Hh43UnFhajjq6tNN0Y04RigDEoZTWEQPgWB2SgxsrB+h9\nZd2RnFDJQJ4733oa5jwfXkOdf+YN4D1v7P7/p/pX3aSXDGz/OoC/45z7t9FPMwMAzrn3AfgV7/2P\nobt99lv9xa8C8Le99/+jVuGct7RzpA0Mm6Nvc8At73cs3MCSFkvn7cyhVL3HDEkYAsEpqE21YYVi\nDVat5XJl7edQncO54AFo8vPwlt+OrZgTO9Td1UQBI7mtARg5uMYGeqXSeJ51bttYqMIcg8g4deWC\nLSc2qysrlY+Vy6REDpySGaylzZUf+mWVBM3Srhmrl2nwmPf+GwA+JKS/DeDH+vdfAPAvDO7dCaSF\nGMx5kZ3CzbXWkdMuTweO59pa4eihQm1OG5ZyY51fTbn1Tvnj5gK2ac1yHg4XS+2u+5wfi+TOcud2\nKlFWMzm2QbGwBMnR5eVog7HQAuriOiE/tm4uYPM2aJqFlGLhAWPAltMnXaQy2nYw5UCtxMwcKKfI\n5/3j77Vy2jKVXrTBYw9RMQB7aBoCt1RTxNdK9Wl5sXWH6piAa83LLTfUqT22Yv08Rd9ehO/wCyP+\n8WsfTShHzcMXSnQDYw9f4PGyFLo015Wvqz18IRa6EJxlnmb5MDQqipFSjKZSDixP4/GxIP/zMrw9\nx14N3c2B2mNIgl6pf9Y+TdX3lywU4ez0IkFt0JBQBb5uCniltlJ9kfIk5Qysy9HU4QkXqJ0WaqfY\nnhfpe/xCKFwow637GNxayj1oUQCzuKMUbrkVnVpXUgxUeXrMxaWiNMfTNcXoLwdsOc3xPknwm9NP\nUsQKtdLvlbll6V9uXWN1Advxstxin6M96f/Yrfwh5aTtS6Vr9WtpQdYBZVJ5nsbX1fIkHdPBHera\nnhpqNY0NU7CGC1jDDaz9nEoXsD2hwkWUm4bBEJTuroOVG9IWN0L5+1S+E+q05psd5rADpEpovgSY\nQdrsCWG9WKdo/Vo+b1f60KTtstAQtxYlwNTKSLYjJ0oJhDn8ZkItbZKuLq3mhPd0Pe392HypT7H+\nafVr2zJUL1OM7ZzKhduhTq0Gcdrt+1g5qd+p7Zkabmn/tG3Q0jRXV1Is7xiaA26lNAusWsvlwt9Q\nWJ3bKR67XTm6gO2JRVlNMxdp2aDcj40yDzU2pfepfNp+bn5W/zncAocAqT0pDCQ/wCuFWAqrUnAx\njc+1TgBs/VAs3+MYHVLaov9zcpPqsIBtikqV7tLqM0Jxt+U091RzeofkD+mTBM1Tn4ovMbbTKQW1\nUzu5KafV2s9cuE3Vp/Ux1g6QF26gpYV6pD5qeXMqF2i19GNDbaqPmsY6tkPLpfqTSp8Kci9geyJJ\nro9k+vH0HLilF2C6Lucc6b01XwPhGBxb+79tRHJuaQUxsOVpEsQ66PBKd/6xvisagNJ8KZzACWla\n2IEEthNBrQR+sWNqDLRypk8tUr+l/lnqmRJwL6EIx1Uu3FIYBOa7cObAbZBWjsoSgsDLWZxYLS20\nwTXXQDGrjuXY0jQJYFPlpkif24HlGlvvlMfEBWxPJM5mkgqSnxNLy5ll7jjco8AtbcyzdK1ybh9D\nKBPKcTeXdpC2M/f3hcIpJyeJrPh6ORBrJcBEdzWo5VVO7cQOAUsNpnn9sbql7RqrC9iO0xAXdijc\nzq1c59biGEtlreUs9fK0oFielD+1UrA0JehaXVnLurnpWv5cDqymKaB2ir5cwPZESoEtZxHADqjh\nghvuogfInOOjDv0cCrdZfZKALijm1KZcXJoW21FDnkucIwlOqWI0NwRspbYyzykStKbypwwvGKIU\n1FpAlcPxWF1ibKdVCuC08jEo0+pP1Wep1wKnWr1zwi3v8xCQtcQ4Uw2Fkiluj1tB13ILfS6oTdVj\nLZdSbr05mtuxv4DtiRTAk/5PQdBy55uvA+Q7uzEgteRrbYXtoyyq1TXqLn+omLu4tFJeuVPyUiAc\nKIbnD+28RoEpeHUsja6rgS3/IGKWpLHrGrTyMmOhNtZN+sMqtr7mytI6pHr5+rGyY3SJsZ1eue5g\nChaHtJ+C0NDHnPZy4DbIMniMl6NpWvnYenRdq8YOLpsCblP1WB3aIeVTMGktn+v0apqjXufmn9v2\nArZnIH6BTd2qp+UlZ9QKihQKhg4oi7UlbZcG4qEuc6eldAq11FmljZQsXQJbaQSfRvGhrSHSLM5Y\neQlsaeiCVp6ux6ktUzGolbo2FmpTXRxSf269I38HJHUJRRgvq4tqqSMXMq3lpuijVF9OvdyRzXF6\neXlaRsrL/XEw5sfEKR3bVFpOW2Od1VS5VPshb456U5oKeNt2vue6OudeA/CbAD6A/lG03vs/VcqW\nAN4C8CXv/V+erVPnJH6x9CyNjltKuUW0nJbO83h5qRwF0ZRzq9XllfUkuA0yn9o4SdGVqYsrAWn4\nZcAblcpr0h7wYBGFUktZiR416uLlcyE6UlSDWg1srdDplAWRtFT9sbogpMXa1dadQncT1sU013nY\neuQeVbmwMASGJBfL4kLFyg+pd2h56T1vX0qTymvbEasvtuSWn7ot6zZatzW1r2OfgbV/UvmUco6F\nKeqNlde+m2Pkvc9aMvVzAD7jvf9uAJ/t/9f07wP4v3C8oeenlcUNKhC/+Fvrj13wU3UMcdm4M5ZT\nVoKLpDTiKdA5tGEpEN+pqfLSUqLzrsrMpcpsg/ZJ27GxbdZILWPX0iXlhOZ87rTrUvtDj8HUZmrb\nou0ibfunUJO55GmW8/BZgi0Qh1sNKoa2kXtRTpXPrXdo+fBegzatDQ1wcvd5rH9jltw2tPzUOtZ9\nYAE97TOc+rO39mmueq3rTqGZwfYjAD7Zv/8kgH9dKuScex3AhwH8Kqa7VJy3OAxwxSAi54KduvCn\n6hgDFhpHptI0yDGJdzwFkbwDHFSt0FllLjn103UsO49vc/YvhX1pXYsBai7UxrqYOp5j9WtKHdup\nfli+hzmqM5c8zXIePrtQBCrnhocUaO8tbQVZ1pfKW+vVysViVC0Dxiz5sTJSe1L+sWMgY+CU82NA\nK2+FxVT+0B8+1u1Lvc+BWUu9lr7PoZmPr/d477/av/8qgPco5f5LAP8RgFfn7MxZK1wwrQOqQnlA\njnmVxkvR+lMxtVodMK7P7/BL7UvbDFKPY3WMEt1hvFPaxmo781hybInlOZY3QdPAPuzxpjUopOWs\nUCttVi4Ua9swZH1p+2PlxmreGNtZzsNnDbbAIRhaATW8p0rFlcZAOta+tF6sXg2UU3BrgVBt+2MD\nyiQNGWR2LA0F3Ckd2tS6U0OtVG5I+0Prze3zFBoLts65zwB4r5D1C6wd75w7aMw5968B+BPv/eec\nc2+M6sxDlWOv1sFjgA6UFijNnWeWt2uBWz5ZgbaeNLVsaH9QGHjqexPyPXSApenzxaLLorZ1Cmq5\ntPQBXaBQR6u3OJ25UDoUarXdBOP62q5KQS0i6bkaOd3XKc7DZw+2Q5QCR8u6KZC2uJ9avUPLWfsk\nlbOmjc2bU+cEtGOgcg74zIXMFLym1jvGj5rU8fX06VM8e/Ystv4Pa3nOua86597rvf9j59y3AfgT\nodgPAviIc+7DAK4BvOqc+6+993/FtAEPXfQjlgaJ8Ys+L8vXoW4oXV8bWBbWAWS45WWpcp3b0F+t\nLHds+bZQZZ8Wte9S6JTmzAao5etPfV7m9VtoKrZNEzU/xInVysWgNJS3Qq30vdAAWQLZ2DoabEvl\naB1jlIqbffIm8PRNNfsU5+EHB7aSm5kCRVpuCNzSNrgjKoEiL8/bjrmgWvu0jtg25zq2PM2Sx/ty\nTFnBy5pnTaPpMbhLAWeqjlR563trnVa4zql/KqW+p48ePcKjR4+2/3/ta1/Lqf5TAH4awMf7198W\n2v95AD8PAM65HwLwH75UUEthLxU+ANjd1FA25eI6oX5pfVoPb8sS1oBIfnjPD3EeYgH2fjK4jeV7\nIX3qEAUNVFPwOtE5QWpegkJefiioxpzQHKjVtiG2fmw3823VyknbOlapUISbN7ol6I8/llP7LOfh\nKTf/aBriGmnO15A2hjhnEtDE+pRyBC2OIu+nJc2Sx/OtgJQraxu525G7L3h99FXKk8pKn7V1e1Lw\nKm2LtU9WneJHzMyDx/46gB92zv0+gL/U/w/n3Pucc/+D1qXhW/PAxC+0HCz4hVSDAbqOFSBoG1L9\nqVvNKYCQYCKnrNZ/DU5GKdVhbWaDYqIlVr/UH43uRmy+5XOyfI6x7saOqVi+Vr+0HWOgeEj9U30M\n8w4em+U8fFaOreamaukhL8gSGkDd0NxQAtoGd0ZTzq2lbUufaFku677T0rR6eFuWz0JSql6rrPBp\nzRvidA4tOzQ99t5SPtX/KfoUq2uI5gx18d5/A8CHhPS3AfyYkP4PAfzD2Tp0TgpOphSDCsiGIC1j\nfciBto5kOsbql5xbb1iH90l7oITDvhMr5dN+03ywdUeJdiRWBqwDY9u0fJcnoCjHXsN7DmoSwELI\nkwBSqjf2Q4vuzpx1rGW17c/tk1TvVHA74yN15zoPnxXYAnEgBeyDtyx18fpy207BbQpiaR9i5Xlf\nKXCEtNSgNKrUoLFYnlSfRVq9YwAoF2Bz2rS4qymos4ChtVwOTGt5OftkLNSeO9heFBEFtXBxpMAm\nhQ/wiy6HPz6+SatXq5/WbYVbegjG1pHK8FAFDq0cXlshn/Z7svFd1u9VrJy2Y8e2OYE4j0tAGUTT\neVoK+nJc16mhNmZqx9rSymn1TgW2l0fqjpMGd7Gy2v+pdEs9FrfTArcpSZBL/4/Vx/eZ1cmN9SXl\nyA4BjilAx1rXVE7wEIeW/p/Tj1xIja1vKW/JP5VTG3QB2xMpACcFXCmdvwL7MAzsIC9WVgLK1CCz\nHLjVgDTlrNI+eCGfH540na/HIVlabzLlfgePCK6xphxbaJoFbPn6KeizQOecUMv7y9fnYEqPfaku\nXo6/H6rLI3XHKwW3KfDMqdPi9ErvOeDxMkGxAWhUMXiV2uLrpmA2VYelPmt+bD1JU0Ho2HoliB0K\nclawzHWFc9/H6o61GetrbJ3cOlO6gO0JFS6qEoxJcKlBG4URbR5ZXlfMWaWQnYJb3oYWaoBIPq1D\nc3P5+qE8D6mQQiwmC1PI0RFBVmte6oIEdY7laWEHWnkLFMfc0amhlvc91b5UXmpfKjeVLmA7jc4d\nboF4WIJ1O6RykqyOcwpIp9BQ13YK2BkCYdbyOe5sKt8CgTzf2u4QZ/chQi1wAduTin6MPM6U5ltC\nB0I5wB4LG5t7lrtUOXPPas6u1j4FaUv9HJQ5yPI0B33/vWiiUKblWQBTSktBb44Tq5XToFbrS6z9\nGNRqp1AL1ELJG6MZY2zn0lmCLWCHQl42aEgsrhVuw/+8rRTcWvpmbUtbV0tLubqxuiTFXOcpNdR5\nzckbArUpaMxZN8eptZYZCrWWvqXWmUoXsD2RAtBxqONuJFe46FIo5A4rIMOj1FYsbCD0Q8qXHNuh\nzq4jeXx9ye2VXFz+tZDqjc2J+9C+BjGw4gDKy3PY42W0NCuU0nVjIMrLHduplcpJisHuVIB7ibEd\np1ygk9bNcUctbWmOqNaWBHy8TasTnWpLa9cSFiFtq7YNMY0ZUJajsfVTVzZVb66TOQaIrVCY69TG\n+jTGRZbKjtmHMV3A9kSi0BUujvxWfMin6zjsw6GklHMrtZULrLxvHFjpewlOrW3F4NSz9WNpErTT\nPvHtOWdJACrlS/DI/5dAldebC6VSP3MBWKojBrUSbMacWg61GthKdc0BtpdQhPHKcQxT7mgsrtMK\nmFO3lXJwra6vtK6lDp6WkvUHxZzKcQ1z8ocAKf/fUkdq3ZTLnAu1sf5b25oC+MfqArYnkmOv1E2V\nQgGkcvx2PQ85AHTn1rGy0vRhmpucG5NLFct3JC0ABI2PlUIXrGmhLsmd5Y720K+Edb2hX10Jyni+\nBrUx6KRpFgCkGuLE8u0Z4/rS8ryvfF/EyvE+SfsyVm6sLmA7jU4Jt6n0WFtaeynHNuYehzq1tmJw\nLtURS4vVY3WLj60UqKXKjrnVboXF2Dq5zm5O3bn9PCeoBS5ge3JRAIvF10q34CkIBqXCEmi5cFFO\nDfgCK0frpKDM+2R1dmkeX4fD6NCwA62+VJ5VVijWoNSiFGhpeUAcSnkdGhROEYpA+yZBcwzAc8MP\npP2sgToHWW17edmpdImxnU4PEW5zQiCsgMrr4MqNQ9bqGzp47RyUA5bWPF5Gu+WeWjcGiVaX+WWE\nWuD8j7sXWhy8nPAK6O5oeJXCDSDka+V4fniVHFvJbZX6C8hALeXH3NZQLgXCNI0f0rRvHF75/mph\nh9QhGgJF/LPW8ni9EoBa02LQK6UNgd4YtNJyQ8MPwPKlchq0Ss61VM9UusTYTqtcR3TMusd2brly\n3VcpXVJqABltO5Zn/aFxTMVuyWvlcstIwJdbXw4sHtOpHdJWzrpjdW7H20sjfvs7Bz4pnMXyqVLl\nJLgFDkFQg1cOojw/yAv5FDq528pdXAlQtTQJUFPurIvkxZTj2NJXixxbtDxerwS9vKyWlgPCOVDK\n+61BMQdfDVqlcnxfaFCs7QctP9b+WD3A0/BZge0UjuiYdSWIDZraueVpVDnuKwULvt4QJ3hIHO6p\nNBZmeVkNDHPrHeuA5kLtsVzhKde16AK2JxKFMQk6pQFfgOzcUoiLTQvmIvVL7UvObWjLAqdSKII2\nW0IoFwNhCUqtabyd0BctL7SbI+tXKfdrS4FRAlt+i5/mWUE2BnK8LQl2NejTYDKsm+PAWstRSevz\nOng9GoDH2n8JdVZgC8iARvOChjq3xxxQRmVdl2/nkG2N9WfMYLCceubSGPc1VmYM1OakW9sdsq6l\nDlpmCqc2VmasLmB7InFQofDIb4+DpGnwCyU/xwF2Sj5wCHkavHJ45qEIUv+4G6wNKKP7yhvTJDil\n+5bn8x8cOWEJUwKOBJ6SOIjxPAkmrWkSJOZA3xjo1fKl/ZLr1CJRDjhsh6Zp+S+Zzg5sgTRc5QAo\nXwfIh1uLoxvqTdUhrSsBbQqEY+1L/UnVFauXKxa6cAyNbTv3Vv7Yuqzgm3N7P9Xnhw61wAVsTy7u\nRAbRj1gKA7AO3uJwycEjZ0AZLafBaZC2vhfyKUxKbXEoSjm7vC3pEJfa4vnhNTcsYQpJICdJgkJa\nh8V1jUGpNU1yQjlUTgnFEtSm1ufOdgyOeT4M6S+ZzhJsgX0Ay4WzY8Jtqo4ga3+HuKw5/RhbJ633\nFJoCaqe+dR4DYuvt/Jx+nAJqLf2d+sdO2+beb71oMnF4dcIrhDLAIaxyuI05t6G85KjSNsfCaSr+\nVgoDsMCplCa1lQJby+k19OkUYCvdMueaC2xzATgGoBR6TwXFMWiVHF/thwUvM5nupqzsKDpbsAXi\ncBvSgOFhCal1NSBMOaiac2ppk9YjrZuqQ+qrlGaB0xSMn5tyoGwo3I4JHdDWyYFbus6UbVrWjaXP\ncTxcHNsTibqt9H9An+GAp0nOrZYfu+3P4Tasm5MvhSJAWY+uQ4GYbz9fJ5YmlQnwIbmu/MeABrq0\nDqopXdyYK5gqH1tXypsiPEGDQA1OzwF6rUDK9x1dT+vLJKflhzff11mDLaDDbcp55eV52lDXlyrl\n+mpt5oYWDHVdLdug6aFCxdDb5FaojQHhELc1F2qncFvP3akNeqjH4IMXBSp+QQfkwWNjBpSNcVZz\nZjaQ1re4rZJbK7UVS+P10rywjqQWeaA6tYsrQWGqPAdFqrnDEzRQzQFQYB8UjwXFEMpL9fJ0ra3J\nwPbhPaHh7MEW0OGW5gPDnVsroFr6ktqGnFCDISBs2QZp/Yc0G4KmqVzYIevmQHMOCFv7MgcQn8qp\nDbqA7YkUPlLqttI0QI5/BUsLdfF8mic5u9a2JNDm/afpfJ0ctzXlLCORFvYDh1y6fyQALlh66ivB\nfziMlRWOYs4jT7fmAXHo5G2nbv9bAdMp69DjSnJb6bq57jEiaWPamuT0fHFsZ5PFuY0B4NRwSzWn\n+xpbR6s/1Rdt3YeuMYCqrWNxVK1Qaak/VceY9seELkjl5z5mLmB7QsVAlQKjNPCLf2z0gsvhVQLB\nnLYkeA1lxrq9tN6cAWWSW0nhVHKRPVukda1O7NRfGyvYFuQ9z4uBFgU9CWw1KB0Cqjwt5bpK/S8g\nb0/M4aXr8v0Ug9IxbU12er6A7ayKuaVDQwuO5dzG3Nex7Vv7kOqblB50rpAxxsnMrftUUDtF+w8l\n/IDqXI+5F14BQGMfMS8jlQ9lIJTjcCu5p0EcKGndfE5bfkHXpsySgHjIgDJLmiUvtKWVCdt2ruMp\nUyEGHB6t6w4B2xSogpXlYBnq0277x4DS4tTy9bRXrX9S3fx/7YfCIF1CEUYpBXhS+WMOKOP53C2m\nyhmUZnFxY+3TOmKAO3Qw2ENwdMe4srH0Mbfup7r9zwHZCqRzhR+kNNWxcgHbE4lCKP2fpvH0kMdh\nI6RTp9YJaaF8yrnVbvvHwg6ktqT2YqEJAXhpyISPpNF9SLdDm4JMa59uq9TWKWWFKAkEeR0SiPI2\nLBCnQWcsJlfanjExubH6NCiNlY9ts7QuTxuti2M7SkNcRy0sIaeNmJtqbZNqrHNsqYO3Zwk3GKpz\ndG6ngqexruwc9U3hlM7l1Fo1xecz57HmnHsNwG8C+ACALwL4Ce/9nwrl/hqAfwsdcvwTAD/jvV/N\n1rFzEIUyCV552QBsdB0KcfQWugTJFHYh1BUUu+0fc1t5+6GtMdN3cbDU0rTBa9LXQ2pLUu6Asrkk\nQalWTgNbIB4zOyQtJxRBAsSU62t1kaV1eFtD2pc0K9jO59jOdR5OHZInkXYLN+RZ04bUEdajS6oO\nCQTGboO1H1r9lvqGtHEOzq21n7nbmwuBU9ZnqcOyLq1jSPuW8rl1DJX3PmvJ1M8B+Iz3/rsBfLb/\nf0/Oue8A8O8A+Je8938BQAng3xi1UQ9B3DWS0ixuEr+w04XXRdvmzpi0jlS/9D7V/pA0S9lYftkv\nUr2xPF4mVW7OxdoH67amPrspPxvr+rFjix6D1uMV2D9mY+1bvlfSd5L3aZLT8SZzydIs5+GzcmyB\n3UVzqOvJ69Bc2Bzn1FKHtk5sXVpeq4MrZ3aEXMiwutbnALcxxcBOKmdN52XGgiDPHwqkUv6x67Dm\n52jmuwMfAfBD/ftPAngThyfVd9CdqW+dcw2AWwBfnrNTZyP+MfKQgZAWGzxG0wrIt/0LHN6+D6+p\n2QYFC5c6AAAOu0lEQVS0PoXy2kMgpP7kptG2Uu1LccZSOAHPT4UlAKd9QEN4rykGVxKw8byCpUmQ\nOGWaBLVSeQkwC1YeLE1bR2qf7xNpX/O+xkB4tGaNsZ3lPHx2YEsVg6wU3KbWP0YdFki09iOkAekL\nfg5Ma/22tHNusrqb1jpiZaaCWl5uCpg8RR1z/NiZ+fh7j/f+q/37rwJ4j9D+N5xz/wWA/xfd43d+\nx3v/9+fs1FkogFMKbvkMAbHyYR0OgxIYh/8lWJRAk0NkKM+hloJHTtgB77c1LaRLX40ArtIhTkE/\n9hWQysz1leFQmAKnFGBJYEfFQVGDXWtaLuzSPA6jUlscLpFIy3FmpfVz6hitWWNsZzkPnxXYcgc0\nBVlTAKEVboPGuL+pOngZS5q1Pl5Wq2cMoEwNIrl9scDZkLq1eoeC7BT1TenUWtItZS0/LHKUOp7q\nukZd626Cc+4zAN4rZP0Ca8c75w4ac879WQD/AYDvAPBNAP+Nc+7f9N7/7WTnH7IorNL/eVq4yFuf\nRialceeW5jshja5DxdM0uI2tI6VN7eym1gH297/k7NJyPD1Wfog0ONW+3imgDUq5uXM4sdY0CV5T\nbUlwKdWRC7VSGg1ZkNrgaaOVcmz/MYDPqbmnOA+fFdhyTR2WMLQOrYy1Di1MIaac+nKUcsHHaiq4\n1VzR1DpTloutMxZqz8FlnauOqZQ6lsqyRFmW2/9Xq/2xBN77H9bWdc591Tn3Xu/9Hzvnvg3AnwjF\nvgfA/+K9/3q/zm8B+EEALzbYBuCyurCA/WlkOU8og5DGYTeIw6sGz7TOoU8NG+PsxtqSFHN2pyif\nUm6spgSAueUowKXS5g5P4DCaap+uo23TWCda+kw0sE0dXyalHNu/0C9Bv76Xe4rz8NmBbeo2+kN1\nbvn/khs7tk+SrPVKspaz9iVHx4baHHd3rCs6RX3n5NTm5OVo5lCETwH4aQAf719/WyjzewD+E+fc\nDYB7AB8C8L/N2amzUbgo0tviiKQBtqeRaWmScwvIwBr6J9V7TmEHAcIlB9WzfE0xOJZkCWHI0f/f\n3tmEWnJUcfz/fw9dKMIwIBPHDARBMdklizgYhGyUxIA6CxE3BhTJQtcGNQvdhVmG4EJBiBs/NsrI\nZDATmEFBVIZkxtFkHAMGRt/L0xh13owBjVMubve8evXq41R19cftPj9o3n2nq0+dutVd/b91T/X1\nCSZJ+ZigIsJ+Y/vGTk+gZYOnHBAWwK5vOvskNp+o9b1fuX2WpNcc217G4ckJW+CgAK09c5sSz27d\nIWFaklIgFbWpmGL+3H05qQqxuoaktN4us7G5Yq2LmJYI09AxsWOls6tDzfZ2oWdh+ySAH5H8AprH\nzAAAyaMAvmOMecQYc4nk9wBcwEpivADg230GNRlyRCmw/2t36YIy1xb7it+Xj8tAXVNJO6Blc2dR\n7X2x9IFQukKIcYbr/fWnZmJDoit17JjpCT47AmUl4hgo9ysVtdXOhV5zbHsZhycpbGOkvkrvmlLg\nK1fqI+QXgHfWtUt6grR8Tpwlx44lhLvW3Yeo9aVTdBHIvrI5olbiQ+JrqD7uU9gaY97A6pO/a98C\n8Ij1/0kAJ3sLZIoQ3fJl3Zu3LXYlPlyRFxK3JmCbYtqB68Pe18biu6ykM7tTQCKq3FlX9/h1SE9I\n5efmik+f3dfGElFbZajub8a2r3F4UsI29DV77oKylpgwdcuk4pHMkkpncGv7S83YxpDOFq87EqHW\nVcyFBGMXYVzLX83ZXslxNc6dnmdslRBt14VEKBy7bfPNXLavay0ys/dPJe0gZAvVb++L5dragnbK\n4tYnsHzEcnZjwrY91n2fxk5P8Nlyxad9fE7eb8gm6Ycs9JfHOpOaKZTObrq+aszcujapGC3x12WR\nmSROSaxzo1S41koTyPUnPbbGTG2XtIrSeFIs7fycDK2IDInYlCiNfVWfs8gsJ1UhZXNjrp124LOl\n/NhxxZ5ZC6tMTlrCkMRmYlt8YtL1kSN6a9tK0hNitlyBneNXakv1iQgVtr2QyhPNmXVNLbzqsjit\nJKaQLSRKcxeDpfblMhWxkRt7bVErEZg18lZL/aViKZ2pzdnXlamca4ukvSm2s4S2uMy12f6Ag8+/\ndVMYDPYLxRr12//bMTFga+k6s9u2ITQrawJ2X7n2V7qmNHPrmyWMUTpjmxKFMZvPj88WEoostOWI\n4tisbGn91YbmXheP9cIkha0kD7XLzG1LSQpAHzG5/kKxlaQNdE1VkNY/BkOJ25xjatRRIwd2yNne\nXF9Spna+LQq3K0vSB3y4M5uE/xe6Yo/v6lK/XaYVtSFbG2/pzK5kv6/9Puw2tUJ57MsjJkRD5WOi\ns88ZWzeGmK2mqM1Jf6hZf1VhqzO2o1D6lX1s1rXLTVUqSHNnWmulPrj+pG2dUs5tTixdZiRDZWqK\n2pKUgNx6uqREjIUK25GpKW5tmysg7RnbVPpBW8a1hX6NzGfziWhX6LjitiRn1y4fy6O1Y5Wc8u17\nOebMba6AsvszVD4mlFOi0BcXcNCXVGzmilKfzRfHhsc2aVEL6IxtZaSzpKkFZfaxOSkApYu33ONj\nscVEcMpvqE2pOty6pOLFlwc8JBJxKT22Rr218nIlfnP81U6JSAnvvsSvCtsJIBWtbtmYzRaAIVt7\nc665oCuV9uDG6Yrxkvpdfz5yhartbwxxmxKPqWNKhC0gWyhmx+OrLzc9ILf+mC0mwEttvYtaYB1n\nbItTi0l+muTvSf6P5H2Rcg+RvELyjyQfL60vEUvxV6o+m0S4SPy1cYX8XL9+XeQv5bdUWKTii5Uv\n3W7evFnFT27MpZS85+4+Xz+78U1J1LqxjcWtW7eytiUyyDgsueFKb7a5N2939itk89ndBTkbnnIb\nAF4/7y8XakcoplBcsZjbfZvYy6ENlXPr2hTUG9qun88/prRuaftS+6TnAgL7/37e3/8+W+pckp6f\nLW58PlusHSFbzH813szcxqfLmrnLAE4A+HmoAMlNAE8DeAjAPQA+S/Lu3Ip8N9jQDVdyMx5S3Lpx\n2dvu7q7YnyTOUvGXqjN2TG49N27c6L0O+9iSelJiM6d/ANzu51T/TEHUxt7r0DndF8aYrG2h1B+H\nfbNm7k27q62tR2LzHRurw/ax4dlc++vnD4qXnONjZaX7SzZiTzBuZh67ez6/vtK6ctqTuz/VR/b+\n9gNMyTmSez7atg2hzRWvpTbXb2feytzGpzgVwRhzBUjeKO8H8Iox5tWm7A8AfBLAy77CZPpRX30v\n3ip53m2orGvrKpB8fiSLw/rMoc1NZxhCpJb6LvlAkVOHVGiWCPKafmsJ5K4sWKyK6WMcvn2DdN/+\n9uYpeWTXviAdW25eLnEwPaC1hZ5mkJN24AqAVE4skE57cOuw/8Z8bgjKuX7b17m/UJYrenzCTVqX\npD6fOHTrd334bCF/IREotbm+3feilo0RmyuIY+9rLP4sFpSKIOS9AK5Z//+5sU2CvsRSV7HSta4h\nGaL+ubZxSedJCTpjW428cTh1qkhOJV8ZevbFykmICY9QXRJxVvIedL3Eco/3iZ++8ImukuO71u/a\nYn5D+6XnROm5kSorrav0Osv1kWRmM7YkzwK4w7Pra8aYnwr8Z91tzp07l1N8FmxtbY0dwuDs7OyM\nHcLgbG9vjx2CsqYMPQ7jifX7ENSZl745dgTDc22BbX55gW3uzDfGDiCbqLA1xny0o/+/ADhm/X8M\nq9kCX10LHE0VRfGh48EeOg4rijIG6zoe1EpFCDX+AoD3k7yL5NsBfAbAqUp1KoqiKHvoOKwoyuIp\nFrYkT5C8BuA4gNMkzzT2oyRPA4Ax5i0AXwbwMwAvAfihMca/YEFRFEXJQsdhRVGU/VAXXSiKoiiK\noihzoO+nInjhhH7cYUhIHiZ5luRVks+RPBQo9yrJ35J8keRvho6zBpK+I/lUs/8SyXuHjrE2qTaT\nfJDkv5p+fZHkE2PEWQuS3yW5Q/JypMys+nhuLHEs1nH4QJlZXaNLG4cBHYsPkPtInRobgA8C+ACA\ncwDuC5TZBPAKgLsAvA3ARQB3jxFvxXafBPCV5vXjAJ4MlPsTgMNjx9uhncm+A/BxAM82rz8E4Fdj\nxz1Amx8EcGrsWCu2+SMA7gVwObB/Vn08x22JY7GOw/vKzOoaXeI43LRJx2JrG2XG1hhzxRhzNVHs\n9kPFjTH/BdA+VHyd+QSAZ5rXzwD4VKTsWq5GbJD03e33whjzawCHSB4ZNsyqSM/Xde7XfRhjfgHg\nH5Eic+vj2bHQsVjH4T3mdo0ubhwGdCx2GUXYCpn0jzsUcsQY0z7EdQdA6MQyAJ4neYHkF4cJrSqS\nvvOVubPnuPpE0mYD4MPNV0HPkrxnsOjGYW59vFTmNhbrOBwvs87XqI7DfubWz1GKf1I3xeAPFZ8I\nkXZ/3f7HGGNIhtr4gDFmm+S7AZwleaX5RLYuSPvO/dS8ln3eIIn9BQDHjDH/JvkwgJ9g9TXwnJlT\nH68lSxyLdRwGoONwiCWOw8C8+jlKb8LWDPhQ8SkRa3eT3H2HMeY1ku8B8NeAj+3m799I/hirr1fW\naUCV9J1b5s7Gtq4k22yM2bVenyH5LZKHjTFvDBTj0Mytj9eSJY7FOg4D0HEY0HG4ZW79HGUKqQhL\neqj4KQCPNq8fxeqT4j5IvoPku5rX7wTwMQDBlY4TRdJ3pwB8DgBIHgfwT+vrwXUk2WaSR0iyeX0/\nVo/bm/NgOrc+njtLGYt1HN5jbteojsN+5tbPccZYsQbgBFb5Hm8CeA3AmcZ+FMBpq9zDAP6A1SrH\nr4690q5Cuw8DeB7AVQDPATjkthvA+7BayXkRwO/Wtd2+vgPwGIDHrDJPN/svIbAie522VJsBfKnp\n04sAfgng+Ngxd2zv9wFsAfhPcz1/fu59PLdtiWOxjsPzvkaXNg43bdKx2Nr0BxoURVEURVGUWTCF\nVARFURRFURRF6YwKW0VRFEVRFGUWqLBVFEVRFEVRZoEKW0VRFEVRFGUWqLBVFEVRFEVRZoEKW0VR\nFEVRFGUWqLBVFEVRFEVRZsH/AddJiqe3OGwgAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 628 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_tfun_compare(tfun_3hills, cmap, reverse=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAArYAAAI6CAYAAADScQtPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n1NRZaILt1NTU1NTU1NTUWej/AzVSIOdnwFBQAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 629 }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Interactive editor" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 609 }, { "cell_type": "code", "collapsed": false, "input": [ "pts_lab = [\n", " [ 5., 30,-43],\n", " [ 28.5, -5,-20],\n", " [ 50.,-42, 18],\n", " [ 67.5,-68, 67],\n", " [ 95., -18, 91]]\n", "\n", "demo_cmap(pts_lab, 'Blue Green Yellow L5-95')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABVCAYAAADqrDduAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARgAAAEPCAYAAACZXduvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwIiIZ/4/sx24NX0wxggAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 610 }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib qt\n", "ed = LabEditor(pts_lab)\n", "# before moving the points\n", "ed.pts_lab" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 633, "text": [ "array([[ 5. , 30.27572536, -43.70877636],\n", " [ 28.5 , -9.58731303, -19.99279149],\n", " [ 50. , -42.63831321, 16.08578122],\n", " [ 67.5 , -54.49630564, 65.03153721],\n", " [ 95. , -17.66083979, 92.27969003]])" ] } ], "prompt_number": 633 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Screenshot of the point editor.\n", "\n", "![editor_screenshot](./editor_screenshot.png)\n", "\n", "The available **sRGB gamut** is displayed for the point being moved (circled in black). This gamut heavily depends on *L* value." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# after moving the points:\n", "ed.pts_lab" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 617, "text": [ "array([[ 5. , 28.76193909, -41.18579924],\n", " [ 28.5 , 51.97332853, 0.44332312],\n", " [ 50. , 75.18471797, 42.82933862],\n", " [ 67.5 , 35.57397729, 73.10506398],\n", " [ 95. , -17.40854208, 89.50441521]])" ] } ], "prompt_number": 617 }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "demo_cmap(ed.pts_lab, title='cmap, after editing')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABVCAYAAADqrDduAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARgAAAEPCAYAAACZXduvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nvw//c0XEjpsAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 618 }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Gallery of colormaps" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "a) Blue \u2192 Green \u2192 Yellow family" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Blue Green Orange\n", "pts_lab = [\n", " (20, 57, -77),\n", " (40, -9, -25),\n", " (60, -61, 59),\n", " (80, 10, 75),\n", "]\n", "demo_cmap(pts_lab, 'Blue Green Orange L20-80')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABVCAYAAADqrDduAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARgAAAEPCAYAAACZXduvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", "text": [ "" ] } ], "prompt_number": 508 }, { "cell_type": "code", "collapsed": false, "input": [ "# Blue Green Yellow\n", "pts_lab = [\n", " [ 10., 40,-52],\n", " [ 30., -5,-20],\n", " [ 50.,-42, 18],\n", " [ 70.,-68, 67],\n", " [ 90., -9, 87]]\n", "demo_cmap(pts_lab, 'Blue Green Yellow L10-90')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABVCAYAAADqrDduAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n1Euyq3aaAAAAAElFTkSuQmCC\n", "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARgAAAEPCAYAAACZXduvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/j9D+411aCeIUQAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 509 }, { "cell_type": "code", "collapsed": false, "input": [ "# Blue Green Yellow L10-90, after adjustment\n", "pts_lab = np.array([[ 10. , 36.41129032, -49.87903226],\n", " [ 30. , 0.84677419, -29.55645161],\n", " [ 50. , -31.33064516, 3.46774194],\n", " [ 70. , -31.33064516, 52.58064516],\n", " [ 90. , -8.46774194, 88.99193548]])\n", "demo_cmap(pts_lab, 'Blue Green Yellow L10-90, curved')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABVCAYAAADqrDduAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHDGJAAAAAElFTkSuQmCC\n", "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARgAAAEPCAYAAACZXduvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAGolJREFUeJzt3XtwXOWd5vHvr3WzZUvIdrB8x3gNsg22cdiR2WITiIFg\naidcqmYSSCVLMSRbgYnDhkxtSGZrJptUzSSzCTuMPJDKECiSDCQUVaE8mbWxTfCEYUBaMr5fZBsw\nWLYl37Bly7ak7vPuH90Sbbkl9eUc9enTz6eqi+7T73n1O6j96D3vubQ55xARCUKs2AWISHQpYEQk\nMAoYEQmMAkZEAqOAEZHAKGBEJDBFDRgze8bMusxse9qyyWa2wcz2mtl6M2tIe+9bZrbPzPaY2aeL\nU7WIZKvYI5hngZVDlj0GbHDOXQ28mnqNmS0CPgcsSq3zpJkVu34RGUFR/4E6514HPhyy+E7gudTz\n54C7U8/vAl5wzvU75w4A+4HmsahTRPITxhFAo3OuK/W8C2hMPZ8BdKS16wBmjmVhIpKbMAbMIJe8\njmGkaxl0nYNIiFUWu4AMusxsmnOu08ymA0dTyw8Bs9PazUotu4iZKXREfOScs3zXDWPArAHuB36Q\n+u/LacufN7PHSe4aXQW0Zeqgvb19DMocOy0tLaxatarYZQwjQV3FWiZWrKUmtodKOwZA3F1Or7eA\ns4k7OJO4A6i4aK1wb1N+orhNTU1NBa1f1IAxsxeAm4CPmdlB4C+A7wMvmtmDwAHgswDOuV1m9iKw\nC4gDDztdCl5UEyvWM6Xqb6mOvX/Je1XWSVWsk4mVm5jsPcmJ/v/O2YTOLCg3RQ0Y59x9w7x16zDt\n/wr4q+Aqkmw1VD7D5dU/yqptdex9ptd8nWN93+BU/E8CrkzCJNSTvJLU3Byuo/G5hEu6y6t/REPl\nM0D4tskPUdymQlnU9jLMzEVtDiZMJlasZ3rN1wvq40jv/9HuUoloamoqaJJXIxjJQYIpVX9bcC9T\nqp4AEoWXI6GngJGs1VWszTihm6vq2AHqKtb6UJGEnQJGsjbRx1CYWLHOt74kvBQwkrWa2B4f+9rt\nW18SXgoYydrASXRh60vCSwEjIoFRwEjW4u7yUPYl4aWAkaz1egt87Guhb31JeClgJGtnE3f42NfQ\nGxlKFClgJGs9iWXEvcIvX+vz5qausJaoU8BI1irZSU+8vqA+nDNO9D/C0Ns3SDQpYCRrlbaNPq+W\ns/2X5d3H8f5HdR1SGQnjDackpCrZBsD5RB0AE6tOZ72uc8bx/kd1u4Yyo4CRvJxP1JFwFUyo7KYy\nFh+xbZ83lxP9j2jkUoYUMJK1OEuoZsPg6z6vlr6+8dTEzlNTcY7KWD8xPCCWumXmQs4mVma8ZaaU\nBwWMZC3ullBtG4YsNXq9Wnq9WgDOed+gD41UJEkBI8Ny7iietxPn7cTzdhK3fmrHjbxOnCVjU5yU\nBAWMZOTcUfr7Hr5omefg+IUJVMcSVMXiVFc0YFQQZwlxt4Q4S/CYVqSKJYwUMJKR5+3MvNzFuJCI\ncSFRRYX7EhUVnxrjyqSU6DwYycgNEzC5tpHypoCRjIYbweTaRsqbAkZEAqOAkYxisWt8aSPlTQEj\nGVkW4ZFNGylvOookg+LeMXrje+iN76Y/voNJNSO31whGRqOAESAZLp1nvnHRsuO946iOeVTFElTH\nPCpsErHYEix2DbHYNZhNLVK1UioUMAJAb/zSryT56JyX5Mdk0vgvMqHqE2NdmpQwzcEIAL3x0b+n\nKJs2IukUMAJkHsHk00YknQJGRAKjgBEAaipH/0qSbNqIpNMkb5nqjR/nbN9ezvS1c7ZvL9WxHmqr\nRl6nplLfZSS5UcCUod74cXYe//ZFy+LOyyJgNIKR3ChgytDZvr2XLPNcjOMXqlPnvXjUVtYSs3HU\nVC6gpnIhNZULqIzp614lNwqYiHPO43DP7+ns+T3dvR30JrpxeMSsikpzjKvwGFfhYZZ+3gtUVfwB\ncy97oNjlS4lTwERYZ89m2k+u4Vz82CXvec7oc0afF6Mn7phYFWdchRt8P9MoRyRXCpiIevfURto/\nfDmrtglnnO6rIlEZZ0KVF3BlUk50mDqCcgmXdGfjlfT0Jz8SE6uv9rssKUMawURMZ8/mvMJlwNl4\nJRWxfuqqm3ysSsqVRjAR4pxH+8k1Bfdztr+SCVXzfahIyp0CJkIO9/w+44RurhLOONn7vg8VSblT\nwERIZ8/vfevrSM+/+9aXlK/QzsGY2QGgG0gA/c65ZjObDPwKuAI4AHzWOXeqaEWGTHdvh499HfSt\nLylfYR7BOOBm59wy51xzatljwAbn3NXAq6nXktKb6A5lX1K+whwwADbk9Z3Ac6nnzwF3j205IpKL\nMAeMAzaa2dtm9uXUskbnXFfqeRfQWJzSwqmmoj6UfUn5Cu0cDHCjc+6ImV0ObDCzi26n5pxzZuaG\nWbcs1dfM4sI5f6ak6mtm+9KPlLfQBoxz7kjqv8fM7NdAM9BlZtOcc51mNh04mmndlpaWwefNzc0s\nX758LEouumkTrufouR2+9DV9wsd96UdKS2trK21tbb71Z86FbxBgZrVAhXPujJlNANYD/wu4FTjh\nnPuBmT0GNDjnHhuyrmtvbx/7okPAOY/fdXyv4HNhJlRN5RMz/ydmYd6DlrHQ1NSEc27oXGjWwvoJ\nagReN7MtQCvwG+fceuD7wG1mthdYkXotKWYxmibfWWgvXD3pMwoX8UUod5Gcc+8B12VYfpLkKEaG\nMW3CMpom3Z339UhNk+5i2oRlPlcl5SqUASOFmdeQzODcQsZomnTX4LoiflDARNS8hluprZrC1qPP\n43F+xLYxxrN06uc1chHfaUc7wqZNWEZv/2R6emvoj1fgeYZz4Bx4ntEfr6Cnt4be/skKFwmERjCR\nZ/QnKulPDP+rro7lfZBAZEQawUTc1AnzfGkjkg8FTMRNrc0iYLJoI5IPBUzEaQQjxaQ5mIibWD2Z\nz1z1TY72vMvRc+9ytOddIBkqU2vnMXXCPCZWTy5ylRJVCpgyMLF6MhOrJzNv0n8sdilSZhQwZaC7\n90MOdx/g0JkDHO4+AMCM+rnMrJvLjPq51NdMKm6BElkKmIjr7v2QX2x94pLl7ce30n58KwBfWPqI\nQkYCoUneiBsYsRTaRiQfCpiIO3TmgC9tRPKhgIk4jWCkmBQwIhIYBUzEzaif60sbkXwoYCJuZt1c\nX9qI5EMBE3EawUgxhfKm34Uo55t+D0cn2km+Cr3pt060KwOeF6M3XklPbzWnzo8D4LKaanrHV+J5\nGsRKcBQwEXfq/GlWt/74kuXbunawrSv5HUpfXf4VGsZfNtalSRnQn6+Ie//UB760EcmHAibiFDBS\nTAqYiFPASDEpYEQkMAqYiLuiYY4vbUTyoYCJOAWMFJMCJuIUMFJMOpO3DJw6f5r3T30w+IBkqAw8\ndA6MDEdn8sqoGsZfRsP4xSydvrjYpUiZUcCUgRPnTrP/ZAf7T3Sw/2QHAPMnz2L+lFnMnzyLKbUa\nwUgwFDARd+Lcab676dlLlrcd2k3bod0A/MXNDyhkJBCa5I24gRFLoW1E8qGAibj9J7IImCzaiORD\nARNxGsFIMWkOJuKcc5yLxziXiNHvxUikzkqoMKiKedRWeEyK2KkKEh4awUTYmx3v8N4ZONlXxYVE\nBQlnQPKRcMaFRAUn+6p470yyrYjfFDAR9XL7Zn741nrO9veP2vZsfz8/fGs9L7dvHoPKpJwoYCLo\n5fbN/Hz7Wzmv9/PtbylkxFcKmIh5s+OdvMJlwM+3v6XdJfGNAiZCEs7jH3e0FtzP8ztaSTjPh4qk\n3ClgIuSNg/s5cvZ0wf0cPnuafzu434eKpNwpYCLkDR9D4Y2D2k2SwilgIuS9U8d96+vdU8d860vK\nV8kFjJmtNLM9ZrbPzL5Z7HrC5MML50LZl5SvkgoYM6sAVgMrgUXAfWa2sLhVichwSipggGZgv3Pu\ngHOuH/glcFeRawqNSeNqQ9lXJq2thR/tkvArtYCZCRxMe92RWibAlQ0f862vuqrxHD3T7Vt/Q7W1\ntQXWt4RHqQWMrsobwY2z5/vW14Gu4zz00vOBhoxEX6ldTX0ImJ32ejbJUcxFWlpaBp83NzezfPny\n4CsLgRtnz+fFXW8Xfi6MB8STT3d0HmZFXX3BtUFyt2hg5LJ69erB5eX0Owq79N+RH0rqWwXMrBJo\nB24BDgNtwH3Oud1pbcr6WwXe7HiHH761Pv8OHHABiCdvJH/z/KtZ9YkVvtSWrqWlhVWrVvner/ir\n0G8VKKldJOdcHPgq8AqwC/hVergI/KdZ/4EvLr4h/w56GQwXgJ2dhwsvSsrWqLtIZjYeeBj4zyT/\nvr0OPOWcuxBwbRk559YCa4vxs0vF3U3LAHK76NGRDJf+vP9Y5aS5uXlMfo4UVzZzMD8DuoG/I3m3\nos8DPwf+OMC6pEB3Ny2jcUI9/7ijdfQ5GY9LRi4Drpk2I5D6NOdSHkadgzGzXc65RaMtC4tyn4MZ\nKuE8/u3gft44+A7vnjo2eIbupHG11FWN50DX8dSEbuaRy4p5C/D6YMeh5K7StTNncM2s6Vw7cwZT\n6+vGaCukWAqdg8kmYH4B/L1z7s3U6xuAP3XOfTHfHxokBUz2jp7p5qGXnh+xjesxGObz9eP771PI\nRFxgXx1rZtvT2rxhZgdJ7qnPIXkkR0rc1Lp6nvqjz7Oj8zA7Uw9I7hbFvBivbm8fNlwgOapZUd80\nVuVKCRppDuYzI7xXOse2ZURT6+pZUVfPiqsWXLS8ZcOmEcMFYGfHEVYsVMDI8IYNGOfcgTGsQ0Jm\nYM6l0DZS3krqPBgRKS0KGMno2pmjH57Opo2Ut1K7FknGyDWzpvPanr0jtjl8/DRffjJ5FOraOTO4\nds50rp0zg8YGHVmSJAWMZJTN6GTX+12D0/2/3b6X325PBtJPHrpPISOAAkaGMbW+jh/ffx87Dh1m\nZ8eRwQndKbUT2PV+Fy7BsMcSd3xwmMYGHV0SBYyMYGp9HSvqmy46FP3EbzaxM9414no7PjjCLUsU\nMKJJXsnRjg+yOHydRRspDwoYEQmMAkZycu2cLA5fZ9FGyoPmYCQn186ZPni0aDjmjMdf2sS2944A\nsOTK6SyeN4MlV06ncZKOLpUTBYzkJJvRybrWiy+S3Lh5Hxs37wPg2T+7VyFTRkrqnrzZ0O0agtd1\n6gw7PjjMjg+ODE7oXjtnBubsknAZ4Bx4Cbji8imcPtvLie7kfWmm1Ncyf+YUPrVsHp/6+DwqYtpr\nD5PA7wdTahQwxfP4S5sGRyrpEnGI98Fon9NZl9fzpT/8Az659MqgSpQcldVNvyXcBuZc0sX7oL/X\nRg0XgI5j3Xzn2Vf55W+3BVGeFIECRgIT74N4HjcR/8maNoVMRChgxDdLrpw++DwRzy9cBvxkTRu/\n2/qeH2VJESlgxDeL5yWPMDmXHL0U6unfvE3C8wrvSIpGASO+GRjBeInRJ3Sz0XHsNJs2v1twP1I8\nChjxTeOkOp79s3u54vIpvvX5mgKmpClgxFeNk+o4fbbXt/72dZzwrS8ZewoY8d3ASXRh60vGngJG\nQs15jlfe2EPn8e5ilyJ5UMCI76bU1/rWl/Mc//vZTXzhsecVMiVIASO+mz/Tv0levI8uZdnarhtZ\nlRoFjPjuU8vm+daXxRUwpUwXO4rvEp7HA3/9Eh3HCtyl8Rx2LsHAGTX1E2q4oWk2W3cdAmDpopmD\nj2lT6wv7WZKRrqYeQgETDr/b+h7fefbV/DtwDrvgYYm0z6fnoCeRsfkvWv6rQiYAuppaQumTS6/k\nv93ZnPf61jckXACGvk4zMKqRcFHASGDuXbEk95BxDutNYP0ZwiSugCk1umWmBOreFUuYMaWOp3/z\n/0afk/Ec1pth5DJghBHMv28/yLoNO9m6vYMt2zsAuG7xLJYunsV1S2YxrfGyfDdBCqA5GBkTCc9j\n0+Z3eW3zu+zrOHHRLTOvmpW8ZebC2R9j+75OtrYfHjxitLRpBm+1vUf3qfPDfpMkJM+Xcecyz88A\nPP/MAwqZPBQ6B6MRjIyJiliMW66fzy3Xzx+x3YypDdx+44KLlv3NhY2s/5c9I/+AEUY3AFu2dbDy\nNgXMWNMcjITe0kUzR23jRgmYrandJhlbGsFI6GUTMKOOYIYJmETCY8Pa3Wx8ZQ97d3dx4vhZAKZ8\nbCJXL2zk1tsXcNsdC6mo0N/ifGgORkpC59Futu46NPiAj060++mz/8rx4z0jrl9fN47mxXPZsuUg\nANddN5uaygr+9bV3OHLo9Ijrzr5iEg89chMrbmvyZ2NKiE60G0IBU35+8PgrvPLq7hHbeH0e3oWP\nPuuJCx6JC7ndjvOrj97MFx5YnleNpUon2knZW7p41qhtXNoBpnzCBWD145v4xbOtOa9XzhQwUvKu\nW5JFwKRO0vP68guXAasf38RvN2iEnC3tIkkkdHadZsu2jktOtHvj9Xc4dSJ5Do1zjv4zCSjwiwrm\nzJ3MCy8/WBYTv5E7D8bMvgN8CTiWWvRt59za1HvfAv4ESABfc86tL0qREjrTGi9j5W2XsfK2ay5a\n/tk3/wHceQC8fldwuAB8cOAkG9ft4fb/sqjwziIujBHsgMedc8tSj4FwWQR8DlgErASeNLMw1i8h\nct11swefe33+jdY3rht5UlmSwvoPNNOQ7C7gBedcv3PuALAfyP9yXSkLy5Z9ND8z2sl4uWjf3eVb\nX1EW1oBZZWZbzeynZtaQWjYDSD9bqgPI4gwsKWfXLftoBDPStUy5GjghT0ZWlDkYM9sATMvw1p8D\nTwHfTb3+HvAj4MFhusr4kWlpaRl83tzczPLl5XXugnxk+vTL+NWLX2LL5oN897F/JmLHNHzX2tpK\nW1ubb/2F+iiSmc0F/sk5t9jMHgNwzn0/9d464C+dc61D1tFRJMnozluf5GjXGV/6mtpYx5qND/vS\nV5hF7kQ7M5ue9vIeYHvq+RrgXjOrNrMrgasA/6JWIu/qhY2+9dXkY19RFrqAAX5gZtvMbCtwE/B1\nAOfcLuBFYBewFnjYhXn4JaFz6+0LRm+UbV8rF/rWV5SFehcpH9pFkuEkEh733vU0B9//sKB+dKJd\n9qL/f0gkpaIixkOP3FRQH2bwla99sizCxQ/6vyRlZcVtTXz10ZvzXv9Pv35zWd62IV+hu1RAJGgD\nt1xY/fimrNcxS4ZLud2uoVAKGClLX3hgOTNmNfDUE/8y6pzMnLmT+crXPqmRSx40yStlLZHw2Lhu\nDxvX7aZ9yC0zmxY2cuvKhdy6ckHZzrnojnZDKGBE/KOjSCISWgoYEQmMAkZEAqOAEZHAKGBEJDAK\nGBEJjAJGRAKjgBGRwChgRCQwChgRCYwCRkQCo4ARkcAoYEQkMAoYEQmMAkZEAqOAEZHAKGBEJDAK\nGBEJjAJGRAKjgBGRwChgRCQwChgRCYwCRkQCo4ARkcAoYEQkMAoYEQmMAkZEAqOAEZHAKGBEJDAK\nGBEJjAJGRAKjgBGRwChgRCQwChgRCYwCRkQCo4ARkcAoYEQkMAoYEQlMUQLGzP7YzHaaWcLMPj7k\nvW+Z2T4z22Nmn05bfr2ZbU+998TYVy0iuSrWCGY7cA/wu/SFZrYI+BywCFgJPGlmlnr7KeBB59xV\nwFVmtnIM6xWRPBQlYJxze5xzezO8dRfwgnOu3zl3ANgPLDez6UCdc64t1e5nwN1jU62I5CtsczAz\ngI601x3AzAzLD6WWi0iIVQbVsZltAKZleOvbzrl/CurnArS0tAw+b25uZvny5UH+OJHIaG1tpa2t\nbfSGWQosYJxzt+Wx2iFgdtrrWSRHLodSz9OXHxquk1WrVuXxo0Vk+fLlF/1BXr16dUH9hWEXydKe\nrwHuNbNqM7sSuApoc851At1mtjw16ftF4OUi1CoiOSjWYep7zOwgcAPwz2a2FsA5twt4EdgFrAUe\nds651GoPA08D+4D9zrl1Y1+5iOTCPvr3Gw1m5trb24tdhkgkNDU14Zyz0VtmFoZdJBGJKAWMiARG\nAVMCWltbi12C77RN5UEBUwL8PC8hLLRN5UEBIyKBUcCISGAieZi62DWIREkhh6kjFzAiEh7aRRKR\nwChgRCQwJRswUb/tppl9x8w6zGxz6nFH2nsZt69UmNnKVO37zOybxa4nX2Z2wMy2pX4/ballk81s\ng5ntNbP1ZtZQ7DpHYmbPmFmXmW1PWzbsNuT82XPOleQDWABcDbwGfDxt+SJgC1AFzCV5V7yBuaY2\noDn1/P8CK4u9HSNs318Cj2ZYnmn7YsWuN4ftqkjVPDe1DVuAhcWuK89teQ+YPGTZ3wD/I/X8m8D3\ni13nKNvwCWAZsH20bcjns1eyIxhXHrfdzDR7n2n7mse0qsI0k7wa/oBzrh/4JcltKlVDf0d3As+l\nnj9HyD9jzrnXgQ+HLB5uG3L+7JVswIwgSrfdXGVmW83sp2nD1OG2r1TMBA6mvS61+tM5YKOZvW1m\nX04ta3TOdaWedwGNxSmtIMNtQ86fvcDuaOeHYt52cyyMsH1/TvJbFL6bev094EfAg8N0VUrnGpRS\nraO50Tl3xMwuBzaY2Z70N51zrtTPy8piG0bcvlAHjCvibTfHQrbbZ2ZPAwOBmmn7irodORpa/2wu\n/qtYMpxzR1L/PWZmvya5u9BlZtOcc52p3fKjRS0yP8NtQ86fvajsIkXutpupX+yAe0h+lxQMs31j\nXV8B3ib5vVZzzaya5PdgrSlyTTkzs1ozq0s9nwB8muTvaA1wf6rZ/YT4MzaC4bYh989esWexC5j9\nvofkvvx5oBNYm/bet0lOQO0Bbk9bfj3JD8F+4O+KvQ2jbN/PgG3A1tQvuHG07SuVB3AH0J7ahm8V\nu548t+FKkkdUtgA7BrYDmAxsBPYC64GGYtc6yna8ABwG+lL/nh4YaRty/ezpUgERCUxUdpFEJIQU\nMCISGAWMiARGASMigVHAiEhgFDAiEhgFjIgERgEjIoFRwMiYM7Nfp65A3pF2FbJEkM7klTFnZpOc\ncx+a2XiS17Lc5Jw7Wey6xH8awUgxPGJmW4A3SV6Re1WR65GAhPp2DRI9ZnYzcAtwg3Pugpm9BtQU\ntyoJikYwMtbqgQ9T4bIAuKHYBUlwFDAy1tYBlWa2C/hrkrtJElGa5BWRwGgEIyKBUcCISGAUMCIS\nGAWMiARGASMigVHAiEhgFDAiEhgFjIgE5v8D0VOfDWOd0TsAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 510 }, { "cell_type": "code", "collapsed": false, "input": [ "# Blue Green Yellow L5-95, after a weird adjustment\n", "pts_lab = np.array([[ 5. , 20.32258065, -10.08064516],\n", " [ 28.5 , 11.00806452, -37.17741935],\n", " [ 50. , -33.87096774, 6.00806452],\n", " [ 67.5 , 17.78225806, 60.2016129 ],\n", " [ 95. , -20.32258065, 92.37903226]])\n", "demo_cmap(pts_lab, 'Blue Green Yellow L5-95, snake')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABVCAYAAADqrDduAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nov8CLp8m8eKdibcAAAAASUVORK5CYII=\n", "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARgAAAEPCAYAAACZXduvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text": [ "" ] } ], "prompt_number": 511 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "b) Blue \u2192 Magenta \u2192 Yellow family" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%run color_creator.py" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 519 }, { "cell_type": "code", "collapsed": false, "input": [ "# Blue Magenta Orange\n", "pts_lab = np.array(\n", " [[ 20. , 56.73387097, -76.12903226],\n", " [ 50. , 77.90322581, 11.08870968],\n", " [ 80. , 11.00806452, 79.67741935]])\n", "demo_cmap(pts_lab, 'Blue Magenta Orange L20-80')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABVCAYAAADqrDduAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARgAAAEPCAYAAACZXduvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRgEjIr5RwIiIb/4fSQNyri9SL7QAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 520 }, { "cell_type": "markdown", "metadata": {}, "source": [ "\u2192 Nice looking, but notice that the interpolated purple points are **saturated**!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Blue Magenta Yellow\n", "pts_lab = [\n", " [ 10., 36, -49],\n", " [ 30., 56, -24],\n", " [ 50., 77, 4],\n", " [ 70., 38, 45],\n", " [ 90., -9, 87]]\n", "demo_cmap(pts_lab, 'Blue Magenta Yellow L10-90')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABVCAYAAADqrDduAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niBhNAAAAAElFTkSuQmCC\n", "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARgAAAEPCAYAAACZXduvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 521 }, { "cell_type": "code", "collapsed": false, "input": [ "# Blue Magenta Yellow, after tuning\n", "pts_lab = np.array([[ 10. , 30.48387097, -43.10483871],\n", " [ 30. , 55.88709677, -13.46774194],\n", " [ 50. , 74.51612903, 30.56451613],\n", " [ 70. , 34.71774194, 60.2016129 ],\n", " [ 90. , -9.31451613, 79.67741935]])\n", "demo_cmap(pts_lab, 'Purple Red Yellow L10-90')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABVCAYAAADqrDduAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmpll9H8ZvJlWOLrbbAAAAABJRU5ErkJggg==\n", "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARgAAAEPCAYAAACZXduvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niEhgFDAiEhgFjIgE5v8DTZ3Mc1DgR8cAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 522 }, { "cell_type": "code", "collapsed": false, "input": [ "# Blue Magenta Yellow, L5-95\n", "pts_lab = np.array([[ 5. , 28.76193909, -41.18579924],\n", " [ 28.5 , 51.97332853, 0.44332312],\n", " [ 50. , 75.18471797, 42.82933862],\n", " [ 67.5 , 35.57397729, 73.10506398],\n", " [ 95. , -17.40854208, 89.50441521]])\n", "demo_cmap(pts_lab, 'Purple Red Yellow L5-95')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABVCAYAAADqrDduAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARgAAAEPCAYAAACZXduvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nvw//c0XEjpsAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 619 } ], "metadata": {} } ] }