{ "cells": [ { "cell_type": "markdown", "id": "3b49cad9", "metadata": {}, "source": [ "Title: Introduction to Convolutional Networks\n", "Author: Thomas Breuel\n", "Institution: UniKL" ] }, { "cell_type": "code", "execution_count": 2, "id": "68742f6d", "metadata": { "collapsed": true }, "outputs": [], "source": [ "\n", "from pylab import *\n", "from scipy.ndimage import filters\n", "def F(a): return array(a,'f')" ] }, { "cell_type": "markdown", "id": "d130ccdd", "metadata": {}, "source": [ "# A Nonlinear Image Processing Problem" ] }, { "cell_type": "markdown", "id": "f2683c40", "metadata": {}, "source": [ "Let's start by constructing a simple non-linear image processing filter. Can we learn this filter?\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "21dc3a7d", "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.91207802" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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uk1DkqlQqKSwThTwBT4i0Xq/XM2DAgPPqzIWdSeEnxnRiap5IRzwXRaNgboig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\njh49mhuaOjo60K9fvy6+MvSwI0R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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "image = 1.0*(mean(imread(\"page.png\"),2))\n", "roi = (slice(500,1000),slice(500,1000))\n", "image = image[roi]\n", "image -= mean(image)\n", "out = 1.0*(8*maximum(0,filters.gaussian_filter(image,2.0,order=(1,0))))\n", "gray()\n", "subplot(121); imshow(image)\n", "subplot(122); imshow(out)\n", "amax(out)" ] }, { "cell_type": "markdown", "id": "e26994a5", "metadata": {}, "source": [ "# Learning a Linear Filter" ] }, { "cell_type": "markdown", "id": "4a4190b1", "metadata": {}, "source": [ "Note that if this were a linear filter, we might think we can derive it from the Fourier transform:\n", "\n", "convolution (linear filter):\n", "\n", "$$y = f * x$$\n", "\n", "fundamental theorem:\n", "\n", "$${\\cal F}[y] = {\\cal F}[f] \\cdot {\\cal F}[x]$$\n", "\n", "solving the equation:\n", "\n", "$${\\cal F}[f] = \\frac{{\\cal F}[y]}{{\\cal F}[x]}$$\n", "\n", "transforming back:\n", "\n", "$$ f = {\\cal F}^{-1} \\left[ \\frac{ {\\cal F}[y] } { {\\cal F}[x] } \\right] $$\n", "\n", "However, this may or may not be the filter we want.\n" ] }, { "cell_type": "code", "execution_count": 14, "id": "5b52601b", "metadata": { "collapsed": true }, "outputs": [], "source": [ "\n", "def sigmoid(x): return 1/(1+exp(-x))" ] }, { "cell_type": "markdown", "id": "3dbfd49b", "metadata": {}, "source": [ "# Single Layer Convolutional Neural Network" ] }, { "cell_type": "markdown", "id": "24db26e0", "metadata": {}, "source": [ "The simplest convolutional neural network has no hidden layer; it is the equivalent\n", "of a sigmoid regression. The formula is:\n", "\n", "$$ Y = \\sigma(F*X+\\theta) $$\n", "\n", "Here\n", "\n", "- $F$ is the filter\n", "- $X$ is the input image\n", "- $Y$ is the cleaned up output\n", "- $\\theta$ is a threshold" ] }, { "cell_type": "markdown", "id": "1b20f365", "metadata": {}, "source": [ "Now, we can view the convolution basically as a large number of independent\n", "training problems. \n", "\n", "Consider the image $I_\\hat{p}$, which is the image\n", "$I$ shifted by $-p$. If we keep the filter fixed and shift the image,\n", "then the output $C$ at pixel $p$ is given by:\n", "\n", "$$Y(p) = F \\cdot X_{\\hat{p}} + \\theta$$" ] }, { "cell_type": "markdown", "id": "8047c0e0", "metadata": {}, "source": [ "Generally, the filter $F$ has a small footprint, meaning that\n", "it is zero outside a small region around the origin.\n", "\n", "In essence, this problem is just like training with lots of separate\n", "training instances, except that we're trying to use a convolution\n", "operation to implement this.\n", "We need to keep track of the coordinates in the right way.\n", "\n", "$$\n", "\\begin{eqnarray}\n", "\\frac{\\partial}{\\partial F_{ij}} \\sum_p (~T(p)-Y(p)~)^2 &=& \\sum_p 2(T(p)-Y(p)) ~~ \\sigma'(F\\cdot I_{\\hat{p}}) ~~ I_{\\hat{p}}\\\\\\\n", "&=&\\sum_p 2(T(p)-Y(p)) ~~ Y(p)(1-Y(p)) ~~ I_{\\hat{p},i,j}\n", "\\end{eqnarray}\n", "$$\n", "\n", "Here, we define $\\delta(p)$ as before:\n", "\n", "$$ \\delta(p) = 2(T(p)-Y(p)) ~~ Y(p)(1-Y(p)) $$" ] }, { "cell_type": "markdown", "id": "960e22dc", "metadata": {}, "source": [ "Let's generate a random mask to start with.\n", "\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "17fe51ad", "metadata": { "collapsed": true }, "outputs": [], "source": [ "r=5\n", "filter = F(0.01*randn(2*r+1,2*r+1))" ] }, { "cell_type": "markdown", "id": "c4e0f1f7", "metadata": {}, "source": [ "Now let's look at the output this filter generates.\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "ea38b819", "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0.48624954, 0.52211583)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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l9JdS2fJ6+skjjQBdX19HIBDA4OAg5ufnMTg4iGg0ClEU4XA4oNfrOQ0t5UYp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\ntvPTjfAAAAAASUVORK5CYII=\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pred = sigmoid(filters.convolve(image,filter))\n", "subplot(121); imshow(pred)\n", "subplot(122); imshow(pred,vmin=0,vmax=1)\n", "amin(pred),amax(pred)" ] }, { "cell_type": "markdown", "id": "8071b22c", "metadata": {}, "source": [ "As before, we compute a delta between the output and the desired output.\n", "\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "3caec9bb", "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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gvb0dTqcT58+fZ05EV0qCnTpPKpXi74fDYR7E5lozny3bJpMJJpOJ21g0edAKcDZsWywW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WaD2+1GcnIyq/2UzIoGx2Kx4JlnnsGOHTv4cGFyX0xKSoLb7caqVavY1kWrXiQSy2ci65Cfnw+3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\njhyT/sSy0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vllLAHWAPTZvuGGG1Rsc7DKVkQy2wBUbOfn56vYvuGGG3TZpknu1NSUWLBH\nR0exbNkyVFdXY2JiQpftjo4OFdsOhwMjIyPiXGTv3r0oKiqC2WzG1q1bceedd6rYttlsmJycxMGD\nB0VI2JtuumkO2wyRq2WbcXDIdnJyMsrLy/Hggw/Oy3ZZWRk8Hg+uv/56Xbbpqez1eoWKaz62KY1T\nSCPb+/btS8h2fX39HLYtFssctnkOZDabRUhho9GIkpIS3HLLLWhtbRVsM8b7PffcI9j+zGc+syDb\nSzaZx+NxnDp1CmfOnIHFYkFPTw+OHz+Ozs5OdHR0zPHIor7u/PnziEaj6O7uxrlz59De3i6yiJ86\ndQoTExOwWCwYHBzE6OgoYrEY2traEAqF0NvbKxYJ6q4p5XR2dsJsNiM7OxunTp3CG2+8AYPBgNWr\nV2PZsmVITk5GZ2cnhoaGEA6HMTg4KCZCShzV1dVCxx6JRNDT0yOym7e1taGxsRGtra3IyspCdnY2\nGhoahP6M9ZH1qfF4XLhmf/DBB+jp6UF3d7fYXTQ1NWFgYABjY2MIBoMYHh5GMBgUMWKGhoZE0uVw\nOIzJyUmMjo4iHA7j/fffR319PQoLC/H444/jvvvuw+WXX47z58+jt7cXHR0dMJlMKCkpwejoKBoa\nGhAMBlUHtIqiCA/D3t5e5OXlISsrC42Njejv70d6erpQwXR3d6OnpwdNTU0oLi4WttctLS3o6ekR\nZx9NTU04e/asaje2cuVKnD9/Hu+++y6Gh4fR09OD9vZ2dHR0oLe3F62trejt7UVXVxdOnjwpYnsv\nRdFju7u7GydOnBBsyw4tMtvNzc2IRqPo6elZkG3GMGlra8Pw8LAu29ySd3R0wGKxIBAI6LLtdrvR\n1dWFwcFBwTalVpltp9OJyclJhMNhFdvt7e1obGxEW1sbMjMzEQgEBNtUCXIHIiedkNnu7u4WbAO4\nKLZDoRCmpqYQjUYRDodx6tQpFdv333+/YLunpwednZ3zsg3MLLQMVd3X1yfY5kGxlu3u7m40Njai\npKQkIduNjY04d+7cHLZbWlrwzjvvIBQKfSS2l0zNwk6lBAHMbuHZ8dQreb1eAbHRaBS6QaoxKCVq\nTdbk2BQ8tZZVIFqTIwAiljCL0+kUnmasLzCTXoyTL+tAFQ/1ZPK9tc3M3zEUMNtkdHRU9fxEv5O/\nk+9vtVrh9/uFlCZfw8QBfBev14vU1FT09vaKrOCVlZUwGAy4cOGCUNfIZpA0DdQ7EObBH7f9jGeu\nKDPebdq4N8zxKgf9lw+b5X6St7ja52rLUjsNLcQ2ADHZ0kpkaGhIxbacXk1rO85n+P1+TE1NqSwy\nEtmZy2yy6LGtKMqciY3P1GN7vkK2+V5aFeLF9pHMNhcbFi56rDfZ7unpEWpImW0m2WD9ZOFOr+ix\nzUK25SKzTUMNWd8tq2ET2bjr2cT/y7rzE3ROGvJAl/8/EokIUyAazgPqOCiytQoBnpiYQHt7+5zD\nHfkASXYwUBRFHMBQb0bbXl5PnZW2kWWjfpZEk7j8GeNpyNmF2Om8jjpqWeXEdpLfwWCYCW7V2dkJ\nRZm105bbUdbZFRQUIBAIoKenB8CMjm716tV45513VBllZNUKvQ5lCZ3vxMQJfAYXE9ZF1l+yzXm2\nIWeWMRgMqKqqwp49e/DKK6/g2LFjc96dRbbT1fbJUhVOwMDCbIfDYfFuDOssXwdA5RXN7xhhNBHb\n2smCvwFmnXEWYpv9Srb16qZX+Hst24xZItu8yzpq7TtqBaKxsTEV23I9ZPNNg8GA/Px8wbbBYNBl\nm23Losc26yazzYNc+Rptv5JttoFct+rqauzZsweHDh3C8ePHVY5SegKa3B/zlSWbzCmtARBR4mTz\nPO2Ex8/lwsMfbTEYDCoJW5bgZYBkcPUmaH5OaUTb6HI9tf8y07b8GRcJHgjJdZ+amlIFROLEp423\not1Z8Fp5QPC3tJXV1o/1ZhanG2+8EX6/HwMDAzh79qzKTlcL1Pj4uCqyo9xuDGKmt4hp7yO7gWvb\n3W63o7CwEElJScjJyUFdXZ0wHR0YGJizYGqf8a9QErHNIi/UwNz3YNhcvSIHRJOjMmo9HvXY1jJL\ntuXdlvZf7ULqcDhUkTN5X447ClIsDL2sfXf5neVJcDFsa30ctG1Lyx+y3d/fj3PnzqnY1paxsTFV\nZEf5vrJBhbbMx7a22O12FPzN9j03Nxd1dXXiDIkmk9o21T4nUVkyNQvzSi50nZ5kSxtTv98Pm80m\nHGBkt32aELFoJ528vDx89rOfxcmTJ/H666/DaDSis7MT8XhcpPqipCKnbZPrxJRZQ0NDczpP65qs\n907yoNMuJvIgv+aaa3Dttdfi+eefx+9+9zvY7XYhXSiKgssvvxxpaWkYGBjAn//8Z/H7lJQUTE9P\nq1KrUU/J3xuNRrjdbphMJgwPDyeUgBO9AyVDqlDkd+DAtFgsuPXWWzExMYHXXnsN4XBY5cilXRhZ\nL1omjIyMiK0trRSuv/56XHXVVXjppZdw+PBhVb2XWs2yWLb1JgeqY/TYlk0/tWzznhfLtt4WH5hl\nmyaA2u/0AqPpsa33nXwN2X7uuefwhz/8QfQxr5PZ/tOf/iTa7Z/FtvY9gVmvVy3bNKKQ2Q6FQgmF\nUhaqnRjki2wzDR/ZfvHFF0WGNJZ/ydgssouzLPXqxT+gnaWsPwVm1Sy0T6dDhtZ9XCv98HuXyyUc\nZqxWq9jKmc1mkeCV9uWJ6qjdPutJR1o1ifydbHqpp1rh3+vXr0ckEhHpuVgPJq8Ih8PIzs7GFVdc\ngc7OTvzxj38EAJV9M+upjQchx2mR21g+pNOqS/gONCHjNpf9JKu8+M5sR078chvKi5ncXnrtLbcd\nFwXZVXypY7PIgbb4r/wewCwniqIsim2tClGPbT7HYDAIc1iyDczuqmjix37SqmTkRUYrvOjFVdGq\nGeRdpN5Ojf1LfjZs2DCHbQptTqcToVAIgUAAV1xxBTo6OvD666+LZ8mheGU+OWfItv2LZZv3UhQl\nIdsscl1ltuUxILMrm/Xy+XrXst/Z7qzvfGwvaaAtbQTE6enphGDzheRJjqZxch4+HjJpVRFagOTB\noSiKsGuXnTwMBnUQMHlykSdDRVHm1B1QbxG1k5N2G8xJl+9GXSMnQB688Hq5HZnxhBNJcnIy+vv7\nVRMFMAsOP1MURWzZte0ht7d8D4IoDxo6srDOBI8xNuTsOfIg0k5s2slaHpTyxCfXS06GwOu1B7T/\nl4V9og0SxUNeeeHUTiKJ2Jb50dqnA/OzHY/HhapH65CnrYv2PjKLcltr+0hv4ZUnRj22Of4BqA7G\n5YlPZhuY4UlmWysgyayQS45fLdtkRL6Htl3Js3w/fk+2ZXNGrRDKd9cTROQ2Ztt9VLaXTGcur44Z\nGRkwGAzo7e0VDUO9bHJyMqqqqnDq1CmRd5IvXVFRgXg8jqamJhEGlNs0Wc9sNptRUFCA1NRUIUkO\nDQ2htbUVw8PDMJlMqtNwObSnoigi87jT6cTGjRtx7NgxcXDFzsrJyREZ2Ql1UlIS/H7/nEw/1PXL\nkriiKCK2BCWqkpISkRKupaVFJH9lLAouNgz6xcWIcSLktr766quFSVl/f7/Kow+Y0cOuXbsWw8PD\nSE9PR0tLCy5cuAC/348NGzYAAH7zm98AADZt2oRAIIAzZ86gublZBJPKy8vDhx9+KJ5rMplgsVhQ\nWFiIvr4+DA4OipCwg4ODyM3Nhc/nw1tvvTVHcrPb7SL+9tjYGNxuN9asWYO33npLAM9iNM540MZi\nMVx99dV49tln/0nULq7I7Uq2ecgMYA7b77//vohbo2W7sbFRpI2j5cnFsM3n0OuQAgInIa/Xi2g0\nCpvNho0bN+K9995TOaaQbcZb4QQksy0XqoPk/tRje9myZYJt+n/ILu0A5rA9OTmJgYEBlTAjs93d\n3Y2BgQGEQiHVYpKUlIS1a9ciFAqp2Pb5fFi/fj0MBsMctuvq6gTbFosFeXl5wnEI0Gebobwvlm16\n/OqxzV3W1NQUdu7cOS/bS2ZnXlVVJeJ6GAwGEbJWjk3AmAutra3CooUw+f1+DA4OoqenR7Vy2mw2\nlJSUwOPxYGhoCMAMTP39/ZiYmBCpodrb2zE2NjZHHxWPx+H1euFyucT/T0xMwO12IyUlBZ2dnao8\npJQuQqEQtm7diuzsbNjtdmETyzgRLpdLSKhUBSQnJ6v0ceFwGBaLRSxGwWAQQ0ND6OvrE+qflJQU\nWK1W5Ofnw+l0iol7y5YtwpZWURTU1NSIoElZWVmoqqrCmjVrYDAYsGrVKpw6dQrxeBxVVVXo6+vD\n9PS0eL/x8XGsWrUKDQ0Nwku0p6dHDJJgMIiVK1eioqJCHChxMaSjiiyRhsNhcbJPKY2mXufPnxff\nFRQUqJJ00y09OzsbSUlJ6O3tVS3Wsms748jYbDa0tbUtqZ25Htu0J9djW3aQW4jt4uJieDweVVJv\nBn+T2WYbsR+YDCIlJQUul0v8vx7b/I7momSbznJDQ0OYnp4Wh6But1tMxJQe+RmfT1d7jjk9tr1e\nr8hp6nQ6xcS9ZcsWbN26FS0tLYjH49i4caM42JfZNhqNWLVqlfBWJdt8b9r4r169WrBtNBrR3d2t\nYru6uhqVlZXo6OgAMMt2UlKS8EAFZtgOhUJiV6rHNheigoICIYjJbGdlZcFsNgu2udjJO4J4fMaR\ncCG2l0zN4vP5REYQbjUKCwvR1dUlJhCHw6GKocLfLlu2DI2NjWLbKNtzUt1QXV2Nhx56CB0dHfjG\nN76BcDiM1NRURCKROaoGbsVoR2uxWJCamioOf/gMWZXAgVRYWAiLxYKqqioUFhbi3XffRWtrK/bs\n2YPly5fjySefxJ///Ge4XC7cddddyMjIwHe+8x309PTA7XbDarXCZrNhYGBAxHHxeDyYmpoS7UDv\nvJSUFLHlLPhbNMGnn34ao6OjsNls8Hg8iEajYpDJA9JkMol4MevXr8eRI0cwOjqKmpoanDhxQjhR\n9Pb2wufz4bLLLsPRo0dRX1+PlStXor29HcnJyULy4baQ3oZUIzBAEb8HZgbD5OSksJ+mRY+sq6V+\n8IYbbsD111+Pd955B9///vcxPT0tLIMIOV3jgVkdot1uF5PHYnKA/rOKwTATdygWiyVkG4BgmztB\n7uaWLVuGhoYG0U7yeRD1slq2Q6EQfD6fYFveusts04vR5/Mtmm1G+ftHsE0GY7HYR2abYxiYkZIZ\nL2b9+vV44403MDY2dlFsu91uDA4Ozst2UlKSeL7M9sTEhPAqJ9vyGRu5JNtvv/02Hn/8ccRiMRGP\nRmabu2aZbQoB/5IHoNyaM/1SS0sLxsfHkZubi46ODijKTJCbiYkJhMNh+P1+sYXbtWsXfv/73ws7\nW3pcccVkAzmdTng8HqxYsQJdXV1IS0vD0aNHhXTARmdj89ATgGoAGAwzMV1CoZCQnpiY4qabbsKf\n/vQnkctQfsf09HSkp6djenoajY2NiMViyM/PR3p6OlpbWxEMBuHxeFBbW4uOjg68+eabMBqNuOaa\na9DR0YHOzk6MjIwIacDr9YrgQ+np6fjkJz+JhoYGPP744zAajfD5fLj//vsRDAbx0ksvCamppaVF\nSGBmsxnLli1DWVkZmpqaYDKZkJubi/7+fnz44YdicGVnZ2PlypXo6urC8ePH0dvbiyuuuAI5OTn4\nwQ9+oDrQ4cREyxUAcxyq3G43XC4Xuru7xULNk3wZYINhJlBVXl4erFYr3n77bVXSBqfTiWuuuQYv\nvfQSXC4XIpEIJicn4XQ6haS51IG2FsO2z+cT3pRke2JiArt378bvfvc7dHZ2qtjmvWW2qaa5GLa5\nsHORYPtTbahl+/XXX1ftAtinGRkZSE9PRywWE2wXFBQgLS1NqHhkto8cOQKj0Yhdu3bNy7bBYEBG\nRgY+8YlPoLGxcQ7bQ0ND+PWvf31RbPf19eH06dNCag4EArpsBwIB/PCHP/y72aY6VZ5HOG8shm2H\nw4Fdu3bpsk2HpfkOQJdMzVJTU4OhoSF4PB7cf//9uOWWW7Bq1Sp8/vOfx+rVq2G327F3715cc801\nGB4exnXXXYebb74ZHR0dsNls2LdvH/x+P/bu3YuvfOUrcLlcIkRrRUUF7r77bpjNZmRkZKCgoABn\nz55FSUkJbrrpJthsNhQWFuLhhx/GTTfdhHPnzmHjxo34+te/Dp/Ph2g0ittvvx0PPvigGGx33nkn\namtrkZKSgs997nO49dZbMT4+jtTUVOzZswc9PT3w+XxYu3YtqqurceWVV8JoNGL16tXIy8vDhg0b\nsH79ekSjUSxbtkyEvoxGo0hJSRFxLbZv347Vq1fj9OnT2LVrF770pS8hHA6jtbVVhLylumZkZAS1\ntbXYuHEjwuEwpqenEQgEEAgE0N3dDbPZjIceegjr1q1DU1OTSuq46qqrkJycjPb2dtTW1iIYDKKu\nrg6hUAjDw8Po6urCxMQEkpOTxfZ0bGwMV199NbZs2QKj0YhLLrkEPp8P+/btw6WXXorJyUl87nOf\nw65du3DhwgWxY/J6vbjnnnuwf/9+tLe3o7y8HF/+8pdFP3zxi19ERkYGMjIycOONN8JgmImj7nK5\n0NbWBpNpNtP8rbfeKnZOn//857FhwwYMDw/jpptuwv79+9Hf348LFy4sqZplMWzv27dvDtsXLlyA\nzWbD/v37E7JdXl4+L9tWq3VetkdHR3H77bfjgQceQDgchs/nw5133olt27bpsr1379552c7Pzxds\nj4yMoLS0VOQgjUaj8Hq9OHjwIDweD3bs2DEv25ys5mObZ1NmsxkPPvjgvGy3tbVh27ZtGB4eFmyH\nQqGPxPY111wj2KYHL9m+cOECKioq8KUvfUmX7RtuuEHFdmtr6z+U7UVJ5tPT01i3bh1ycnJw6NAh\nDA0NYe/evWhra0NBQQGee+45eL1eAMA3vvEN/PjHP4bJZML3vvc9bN++fe5D/yZh0N4yEAigsrIS\n0WhUhAVtb28XOrTz588LSaOrqwtWqxUlJSWIx+OIRCJISUmBoiiiYxRlJnO2w+GA3W7H+fPn0dra\nCpvNhssvvxzT09NobW1FWVkZvF4vurq6MDo6ivT0dASDQZw/fx4lJSVIT0/H2bNnEQ6HsXbtWiQl\nJaGtrQ0pKSlwOp1oampCW1sbysrKkJubi87OTpw5c0YECuJOoqmpCRkZGSKQ/djYGN5//32hb05O\nTsbmzZtRUVGBaDSKkydPorOzE+Xl5QgEAjhx4gTOnDmjaj9uv0pKSlBS0R6X5gAAIABJREFUUoJg\nMIgPP/xQ6Aepb1yzZg2cTif++te/igNmHprRjTwnJ0foaGnHzS1jVVUV+vv7xYGS2+1GYWGhSBLQ\n0tIiJMvh4WHk5OTAZJoJ4t/f3y8SjVAa6ejogN/vx7Jly4T0lJ+fj8HBQREDw263Y2RkBF1dXejs\n7BRmdOvWrYPL5UJ9fT0cDgeKi4uRlJSEvr4+OJ1OpKamorW1VWRKX0z5Z7HNg+6/h+3i4mIoipKQ\n7cLCQuGKf/78ebS0tMBms+HjH/+4iEW0GLbPnDmDSCRyUWy73W5UVFSInURzc/OCbDOefSK26+rq\nhKTLYrPZsGzZMpSUlGBoaAinT59ekG3uSMh2MBhETk4OBgYGRMgK2bJmxYoVGBgYEEYMycnJKCws\nFKGiW1tb4fP5YLPZErJtt9uRn58/h+3GxkYRqEvLdiQSQXd3t9idxONxrF27Fm63G/X19WJca9lu\naWnB8ePHP5qa5dvf/jZOnDiBSCSCl19+GV/4whfg9/vxhS98AY8++iiCwSD+4z/+A2fOnMEtt9yC\nY8eOobOzE7W1tWhoaJjjmEAVBA9+qNelDokSHQ8BeCDDAyVarVCHxXCfZrNZFQ/Y7/fDaDQKKxha\npjgcDtH5SUlJIrCVwWAQDgusJzDrkcfDC2Bmuw9ARDrkdSy8J7dFciosg8EgLE9kyweHwyEsXXhY\nxm2obIIln+bzWTRdlE2f5H9Zv0TfyTbghJvheWVXaT7X4XAgHo8LfR+T0/KEXk+3p627Vi3FLT5D\nGsg6Zdm2PtH9GAiK6oTFlP8LtnkoSGb12KYJmtFoFGOAh2SMcSLHcSfbtILRY5vtyXrNx7ZsPkq2\nqbLR9tVCbDPujGyiR8GKbE9MTIiDctkIQVs/2ZOb/X+xKjTqt+U6LcQ2+4Zs01afO4iLLZxnyLac\n4IVtzzMDbVks2wtO5h0dHfjEJz6Br3zlK/j2t7+NQ4cOoby8HG+88QYyMjLQ09ODrVu34ty5c/jG\nN74Bo9GIL37xiwCAK6+8El/96lexcePGOZWjdYesi2PHygOE4TXNZrPI8k4rDe3EIK/u8oGmFhbq\nDbU2u7LzAe+rdYChzlobYU22G+a7sD4OhwOxWExAMN+Eplc4mGl3K1sJ8PfyO+l59WmfpS20tli+\nfDk2bdqE5uZmjI6O4s0335zTfpQ6tcGO5OfIA0/bNyzahYaLuvxOgUAAt956KwDgqaeeQjAYVB0i\nMna3zMBiD0D/r9nWOpyQbaZOGxkZUcWY12tXIHFmerYZ+dTz2ZivPlzQE3lOywIV66NlW6++8me8\nJwsPFs1ms2BbWzjRaeu72KJlm6bMR44c0a1jIrZZ9NpkoWvkg2U+Mzs7G7fddhuA+dmWy3wHoAu2\nzGc+8xk89thjqgr39vYiIyMDAFR59Lq6upCTkyOuy8nJQWdnp+59ZfdveaBrpS25A8Ph8JxG5m+1\nk4V88kuvt/kmFFkSoNSpvV9qaqqwNNGrg/a+lGpkL1K5IyjVMBmAXOQQAgCEJEMLARkKbaHTynyF\nai673Q6XyyUOD3t6ekTux2AwqGoHthUdUGSpnu2gt1AlWrDkv5W/WSho3ykUCqG5uRkDAwMqhxqj\n0SgOO7X3WWz5Z7OtLdpdhTwRyGzrvYO2DTl5kle5aCduFovFIg6KtfUi23rREvXuK/tYsD+09aX0\ny9/yHSgp835atrX3kccnD2/nKzabLSHbTqcTVVVV4lCXz9CyLbeNtiQSurSfy31GM0P5s3A4PIdt\n7s7I9sWUeZ2GXnnlFRFtjDE/9F4g0cvxe71CCZI2lA888AAyMzPx2GOPqZyHuDLpSaP8m1sV+Vly\ncC1K53IIUEVRUFxcjDvuuAMnTpzA4cOHMTk5icnJSUxMTMDv96uCA8XjcQwNDami1MnqkXvvvRcZ\nGRl48skncebMGfGdrIqQFx5KUHymXGSTPbYVCy1A5PvIOwZufxMVtjknDnlxVBQFXV1dePTRR0X9\nqRpgxEU+T34GJ2E6MnErnZGRoQpsRMmb5nB6ErT2/0dGRvDiiy8KFRoAoa+Vf6O3VZ+vLBXbdB6S\n2Z6vv+SgWvL9eQ+ZbTnoVklJiS7b4+Pj8Pv9CAaD4h56bLNo2a6rqxPf0V5ab/ExGGZDWPM53P3K\n9effcpwVbdGyPd9kqiiK2Llr2e7s7BRsUwLXY1ueSzgBU5Uks00rI2A2nAQFqcXsDkdGRvDCCy/A\nYrGIoGHzsb3Q/eadzI8ePYqXX34Zhw8fxvj4OMLhMA4cOCC2oMwQkp6eDgAIBAKqwdvR0YFAIKB7\nb3k1HxsbExKSNmciJVRZXyrrGKl7ll9e/lueGGXXaEVR0NzcjGeeeWaOW7DJZJqTDYbbPK2eW1Fm\nklP853/+p0gyIMdyAWYnULn+rI+sA3S5XDCZTELfyqLdZlJnSdtgbo2p15OdRfhO/Ezrkk0AtfFk\n2OaUmngfWYKR624wzITflfuULHDyluulKOp4ONr78Z6sFwcmdcmytyRVNLxWLwiUtvwz2ZZd5kdH\nR/HNb35TdaisZVvWl2rjdCSSzrRsy9KyoswkLnnmmWdUemuDYcZjVGbbYJgNXKcNfiazLSc4Xshd\nnfeW+5MBr/hsuf7y+GBMdZlt2nvzd/xX75mskx7b2nfTY1u+t3w/nkmRRS3bsgYhHo+LyZ+68URs\n89yPn5Fted6TY8LMJ7TMq2b5+te/jgsXLqClpQW/+MUv8PGPfxz/+7//i927d+OnP/0pAOCnP/0p\nrrvuOgDA7t278Ytf/AKTk5NoaWlBY2OjcAXXFm6/WPTUBrIEK08a85VEW0x5MuU9k5OTcf78eWGD\nSth5YEXXZz5fnsTomSWDw8NDLWishzamid5AkFd0eWKV24hB9OWOpepFr830INBTS2m3m3IxGmei\nGHIC5m84mcoLhqLM6FLp5GK1WuHz+USuVFnqMRhmDpyYU1W+DzAzCWjPJLT1Xywbcvlnsk2VnpZB\nbV1lAYWfJfqd/H6LZbu5uRl1dXVC+iXbDAfBiYj3kycM7vY4FrQ7X209tGNByxDZ1r6PVniQPYBZ\n5LlCKxDIY0huI22R2dbOM1xEmEZSrpu2jRVlNjojfyezrX0vh8MhElovxLZe2+gZPiQqFxWbhZV4\n5JFHsGfPHjzxxBMo+Jv5FgBUVlZiz549qKysRFJSEv7nf/4nYePS/Mrv9wt32r6+PtU1mzZtQiwW\nw8mTJwHMGOC73W6Rs6++vl40EoPfUz/GfJaKomDjxo3o6+tDW1sbAGD58uUYHh6Gy+XC4OCguJan\n1twd2O12pKamIisrCydOnBBhNHmgkZycLHRv/J2iKEKac7vdKCoqwp///GcV3GVlZUhPT8df/vIX\nbNq0Cenp6Th37pxwpbdYLLDZbHC5XMjKykI0GsW5c+dUA8dqtQqLF0oC/K+goEAkAk5KSkJeXh7i\n8bh4/9TUVLjdbnR2diIlJUXEm/b7/XA4HBgcHBQ5Iz/44AMoigKPx4OCggJ4PB74fD68+OKLAGZD\nj8qBwMxmM4qLixGNRkXGItrT8jecuEwmE3w+HwoLC3HhwgU0NzerJoni4mIRc0NRFBECgaDLMa0T\nTYJLzfbw8LAIDsXJQmab75WcnDwv24xPIlsubdy4Eb29vWLLv3z5coRCIcE2s3PZ7XaRSJr/X1xc\nrGKbbSizDUCwDczk4WV9tWwriqJiu6amBhkZGbps0zFNyzbHkmzlweQWfr8fBQUFImm02WxGbm4u\nFEVRsU0HHrIdDAZ12T516pSK7eTkZPh8Prz00kvzsl1SUoKRkRGRsUi2GpL51rLNBNrkLRHbnGO4\no9Dq2hMyrCzmqn9wIaAOh0PojSkZME4DVQLArN7Q6/UKl/RwOIyJiQk4HA5hCcCcn9qtq5zcdmpq\nCmlpaSI9Gw9LCDj1fFRlDA0NwWw2i20m1RlTU1PIysrCtm3bhLkaPcU4cblcLhGbZHJyEh6PB+Xl\n5SLgUEVFBS6//HIMDg7i0KFDc6x0aCIWjUbhcDgQiURU1gQM1ctTb/lwdHx8HMFgEDabDWlpaUIv\nGAwG4XQ64XK5EAqFREB+1tvpdAqpemxsTLSzLMVZrVYRqwIA1q1bh02bNuFXv/oVhoaGhAec0WgU\nbUaLBU5mVDMwtRzjutCsUVYl8WTf7XbDbrejv79f1NtkMgmb8zNnzohgaUuANYC5bLPtYrGYCEF7\nMWy7XC5Eo9E5bJODRGxPTEyIQ27uqij1atlmX2vZrq2tFXl5qQrTY3tiYgJerzch2y+//LJgG5jh\nm9Lq6Oio8FmQ1VNms1lYBVHNIpu+Dg8Pq9gGgOHhYTEfDA8Pi8WDbHMHmIjteDwuYv8wfAjZfv75\n58XYkdlmqBEt22xzqlqMRqMwNeW96W29GLbr6uqEyiYR20sWNZEqjOHhYSFl8PBg48aNaG1tRWdn\nJ4xGI4qLi2E0GtHT04NgMCiC4phMJmHOw20SMHNY6vP5sHr1arz77rsIhUIwmUxYtmwZ4vE4+vr6\nBNhsXEVRRDAvnjxzMaC9c2pqKmw2m9iuXnrppQgEAqivr0dvb6/Q4zMTCw+7OOkNDw+LYFoGgwE7\nduxQOU3QJIpg0cacqhVgdqLnu4bDYSHJUMcZiUSE3l62UKFOm4uDvPJTN8lFUY4TbjDMOMKkpaUJ\nJ5Tc3FykpKQI6eTw4cMwmUxYt24djhw5IiZrefsv62S5iHOCmpiYQFJSkujXlStXChXBxMQEVq9e\nDYfDgWAwKHZwlGB4ePfggw8iJycH99xzzz+d3/kKOV6IbUpnRuNMsKdEbFMyJwfzsd3b2yvY5mFd\nPB4XzinyuREAkQ6NbPOQ+tJLL0VOTg4aGhrQ29sr+pFsMywD+ZiPbQpKZHt6elrlP6E1haRFy0Js\nj4+Pz2F7dHRUZbEjs83YLguxnZOTg9TUVFy4cAEjIyN49dVX57DNhYf9K1vn8eyPE+/ExISwwjEa\nZ4KBke3x8XGsXr1aBDCT2eYBc1JSEh566KEF2b54o81/UKmsrMTu3btFg9hsNhQVFYkGufbaawXU\n119/PQKBALxeLzIzM8VvioqKRMONjo6KyHmMnrd8+XJs27ZNXL9t2zYRBCkQCIgDmImJCYyNjWF8\nfFw0vNVqRVlZmVhxnU4nPvnJT+LSSy/FzTffjPb2djz99NP45je/iffeew8ARByWcDiMnJwcuN1u\nADPJZZOTk2EwGHD27FkMDQ0hHA7jO9/5Dt566y0MDg4KqSg5ORl2ux0+nw8rVqwQ21oejhoMBhHl\njoNhdHQUkUhEhO0FAJ/PJ6QberTJu5CamhqUlpbCZDIJzzSqpfx+v4AyLy9PxIUuLS1FWlqakDr2\n79+PkZERnD59Gk1NTUhNTcUll1yC/Px8IVUwmh2g1hfLkjd1lQaDASUlJXC5XKipqcGtt94Ko9EI\nr9eLXbt2wWiciUnjdruRlJSEzMxMIcEEg0E89thjeOSRR5aAZnVZvnz5HLYLCgrEwCfbSUlJuO66\n6xAIBJCSkiLC5ZJtTkKUyi+GbQoE4+PjKraTkpLmZXvPnj2C7UcffVTFNiXxQCCA5ORkAPpsh0Ih\nfOc738Gbb74p2KYtvd1uh9/vF2wDENKywTBjo5+SkgIAi2Y7FAqJs5y/h+2pqSkV23a7XbDNULg+\nn0+wzTZbu3at7tkTF1CZbaPRiJKSErjd7jlsk5WMjIyPxPaSqVk+9rGP4YYbboDH40Fra6v47LXX\nXsN7772H2tpacZAUDAbx8ssv42Mf+xiuv/56HD58WLjAHz16FD/+8Y9VaaEYnIaJUzs6OoSa4vDh\nw9i5cycOHjyIp59+Gs8++ywikYiY0HlokZaWhrvvvhspKSn461//ipqaGrS0tOD111/HZZddBrvd\njldeeQU+nw8TExMoLi7G3r178cwzz6CjowOf+tSn0NTUhF//+te47bbbMDo6iieeeAL9/f3o6+sT\nEMgHOJwkqf45ePAgbrjhBpw+fRplZWUYHR3Fq6++it/+9rfo6+sTh7aKMuPi/eUvfxnd3d2oq6vD\n/v37Rdzm9evX49ixY7jkkkvQ3d2NJ598Evn5+di1axd6e3tRVFSE4eFhPPbYYzCZTLjjjjvQ3NyM\n6elp3HjjjXj77bfxzDPPYMWKFdi5cyfq6upw9uxZVFRUoKqqCufOnROTutfrxcaNG9Hc3Iy8vDzU\n1NTg+eefxzPPPCO2p+wnh8OBq666CrW1tTh06BCKioqwc+dO/PKXv0RzczMuu+wyDA4OCqnpxRdf\nRGlpKW699VZMTU2hsLAQIyMjeOqpp1BcXIyJiQkMDw/jqaeeWlI1Czn1er26bF9xxRVwOp2LZlu2\niWZ4hJUrV14028DMxHkxbI+Pj6OkpGRRbPf19aG/vz8h2wxvYbfbF8U2y3xsr1u3DsePH9dlu6en\nB8XFxRfN9pkzZ1BZWSnYjkQiqKurS8j2z3/+c9UuGvjHsz0+Po5QKDQv20saAjc7OxtZWVno7u4G\nAKSkpCAajaKzsxMWiwW5ubkAgLa2NoRCIXFIxHRuOTk5mJ6eRn19vTgUo24WmAGXK24wGMSpU6cQ\niUSwYsUKFBYWYnh4GA0NDUK/BsweXtjtdpSWlopT6pGREZw6dQrj4+MoLi7Gpk2bkJeXh6amJvzl\nL3+BzWZDfn4+enp60NXVJQ5Bh4aGkJWVhcnJSZw6dQppaWn47//+bxFz4gc/+AF+9atfqSwZWOx2\nOzZs2CC2Z6mpqThz5gzq6upUVjBsu+rqakxNTaG/vx+ZmZkimFdJSYmILJeZmYk33ngDXV1dyM/P\nh8fjEQeoTU1NQnLiFp+JDXp7e0Uy2vHxcTQ3N8NqtaKiokKEOWXgoOLiYthsNoRCISQlzeQ5bG9v\nVx3ckQO/34/y8nIMDAwIl/eBgQH09/cjOTkZ6enpYjvNxbawsBBer1csfm1tbbDZbHA4HDCZTHjn\nnXeWdDL3+XzIzMwUAc8URUFqaqou24xn7na7RRKUWCyG3Nzcedl2OBwoKysT/hCLZRuY4YqxW7Rs\nFxUVYfPmzQuyrSgKgsHgvGw//vjjgm2tiaTMNttMZhuYddhJSUlBVVUVYrEY+vr6kJmZiVgshp6e\nHpSWls7LNqMdNjc3XzTb5eXlsNlsGBwcFGwXFRWJ3YCWbT0OKioqRBJyu91+0Wy3tLTA4XAsiu0l\nm8ypA9SzCNCa1mnNuXjizkMYBiBicTqdQofG58j6WT0TJe0kw+fKcc+5NaZuV9Zbc8KV419oS0ZG\nBlJTU9Hb24vh4WHEYjFkZWXBYrGISGw8LOPzeSqu1W/LunPqjvkbPTNEXi8PKpvNJnSoRqNRmKsZ\njUYRL1zuH9ZD21dMvMy4OPLz5D6WP/d4POJ6OVa9XvvJ9+B5hd57svyrJHSW205mTpZYtVY4idjm\n+7hcLqF7JtsLhUZNVKiK+Shs85kZGRnw+XwqtjMzM2G1WhOyDczm1ZQ/Y6G6QmbpYtiW84nK6g6y\nLd9DNsmUi5Zt7bvrsZ2cnIyJiQlh3syiFyJAvocczuLvYXvJdOYy3HLl5I6TQZdXdWBGb8aDFK2H\nFBuSB3qUdhiICJi1G5UbjTpEuT6cyOXOop59aGgIQ0ND4rBpamoKDodDFYdBto8eGRlBdna2eH5u\nbi62bNki1Ek8DNK2hzwAtF56fC6dLPRsbuX7ye3Ig13qrlnHaDQKn8+H1NRU3XrQLJLtQucLuZ6y\n7bN8D04WzO1I64Tp6ek5B2GyIxMXDfmAmoXv6Xa7RYTDpS5yvbX8JPqXJTU1dQ7bvCedSqamphCJ\nRMQu1ePxwOFwqLjTsq0VnOTJi9fy0G1wcHBBtuV3ikajc9j+2Mc+JvwKOB61413LtlxHOTOPts9Z\n9NgGICzLyBEPgbVs8x14LX0p5Ptw/pDHv3bu0rLNiVnLNn+jx7ZcV21xu93weDxzPpfLkkvmcmHU\nwEgkomo8djDBoOuyvKJzstHCL0Mng8IT/fkCU1ESZR5Fg8GgSkKhrR8ws7pySzQ0NCSkEUomFRUV\nyM/PF7rxxsZGYREiT77aiVh+Bg9uWbQSMwddPB4XJmfaNuHfWij5HJrX0TJC9kZk/eSdAtuUi5d8\nb/kaHmrHYjG4XC5YrVZEIhGV7bi8oGqfMV+xWCxISkoSNtNLURZimyn0tIULujY4HCdcvQUs0Q5z\nIbaBWWZoU06255N8GWuFh3KcpNmnMtsTExNoamoSbC/UZnyXi2GbRg96dQX0neWAGWFEy7Y2WJss\nQAJzI47KkrwsPHFuItvhcFiMGz1HQa2QmqjQhJRx23XbcSkncwLHRtLbxvN6i8WCO+64A3a7HU8+\n+SSGhoZUA30htYncSbJNJ0OMLlTk+C/a+2r/BiD0c11dXZiamoLT6YTJZBI5Fhcq8haY9wfmeoXK\nbSa3I6CWvPTaVO87Sv6ccBbTriycRBRFwY4dO3DppZfi0KFDOHv2rIgvrVUXcSLgM+WJe//+/aip\nqcGzzz6Lt99+e8F34P8vtZqFW3qZZe3EIk8CVqv1othOVIxGI1wuFxwOhzC/vRi2F1tsNptwiJqP\nba0AxSIzm+ga+Tr5Gi5OidQQgD7bsuSfiO1EhcIO2d6+fTsuu+wyXbbld5LNF2WVDwDs27cPGzdu\nVLGtXRj03mG+LFpLNpmzYSm5ynE22GEc+HLsA3aG/LmiKMJ8Tl7dOYD0wmcyUQAdcXiNHNtZVpFo\npUX+LT9L7nQ5PABNJo1Go3DekUOTaoHm8+QQvXx37hRkiZd1kCd8rbqI18gDiXBSby1LGnwWr+F7\nayFjfeR78j7p6emwWCyIRCIiUS2/k2O1yFIK+4vqFPldtW0gP1Pug6VOGyfnppRD0QKYw7bW4kOP\nbTm+yGLYZpoxWg/xWplteTel7WOZbTLIyXM+tsPhsO4ipN1lLsS2HoeyeatWsNG2idzOi2FbnnPk\nwt9q+wHAHLZ5f1ko5XuxrrJkHo/HF822vMOaj+0lcxqSi560Jw92s9kMn8+HgYEBcY18LbdMwNzO\nZuNpOysWi6niTfBf2uJyayvn6COo8gBk0VqXcFDzPtSbyUDJ9+SBFwDhoi6/j/wfP5eLPFDkSVFe\nNOT6y55k2i27Fm5+bjabhVqEz0lPT8fg4KC4N0/emSCXNs56Uqb2mWazGYFAQMSncTqdOH/+vKoe\n8vvymbyfXj8vRZHbT2/3Ig9Wi8WC5ORk9Pf3i+vl+8hsy84+cj9qJVvG7tFOpvShkOuh3S3IE6Lc\nxnLduNhQEJB1wtpJPB6Pw+12i/poIxlqx5/cVnI7auuWaAzKbOsJH3oTN8cqVby8d0ZGhmCbfSGz\nTU9bbR/IfLOYzWZkZ2eLXSPZ1u68+R7y++gJfHplSQ9A7XY7Nm7cKDy+OKhvu+02bN68WXTGJZdc\nguLiYlRUVIhDHp/Ph4yMDKxduxbr1q2D3W5XTWglJSXIzs6GxWLBAw88gN27dyMzMxMul0s4TmRm\nZmLdunWq9F+sAydYNmJVVRXWr18vJmgWgrBnzx5ceumlosHXrFmDwsJCcU+69DqdTqxatWqOwwEn\nQqfTiaKiImFr/Oijj+LgwYPIzs6GwTCTPzAvL0+1RQdmrAnKy8thMBhQWlqKtWvXimfz382bN2P5\n8uUCDkpUPp8PHo9HSB8lJSUwmUxYv349/uu//gsPP/wwAoGAgJmwud1ulJeXw+PxiHZITk5GUlKS\nuDdTvhkMBmzfvh1XXHGF6oSfgwiYkUJcLheSk5NhNBpFnkt5YWf/yIXtet9992Hfvn0fict/VNGy\nzXLgwAFs3rxZSMxku7Kycl625UmspKQEgUAAFosFDz74IK699lpkZGTosr1jx445EyX7XmZ7w4YN\nKrYp8ZLtyy67TMV2UVGReCey7XA45rAts+Z0OlFcXAyPxyPYPnDggDg4DQQCyM/PF79l2+mxrZ08\nL7nkEqxYsUL1PINhNgcBAGE2azQaBduf+cxnEAgERBo+Lds8T9Bjmzp7o9GI7du3o7a2VrDNsSSz\nTfNTPbb5G63wRrbvvfde7N+/f17mlkzNQgmB2xhmowaA0tJSVFVV4YUXXoCizMRm7ujoUOmG6WFo\nsVgQDAaFa35xcTGqqqrw6quvAoBIVHvs2DFcuHBBuBuPj4/D5XLB7XbDaJxJLUeTJUpOZWVlOHDg\nAH7zm9+gra1NSNYDAwMiGBdtiktLSxGNRvH2228Laxd2lJz6i1smxuMYHx8Xlh3AzBaZ1iIWi0UE\nrDp//jyi0ShGRkZUqcjY2fLWnLEsaGFCKFJSUmA0zqQam5qaQklJCcxmswjSxHge9KZzu90ioe7b\nb7+tcsGmVMZFb2xsTJhxjY6OCogpZVMikg/MJiYmYDabha07LTOYgV6rcuEBeGFhIQ4cOIChoSE8\n99xzGB8fh9VqFTlCf/KTnyypmoXSFDlyu91CBVFaWooVK1bgxRdfRDweR0lJCTo7O+cc+jkcDlit\nVhXbRUVFqK6uxiuvvAIA2L59+xy22eZOp1NMHAMDAyL0LBksKyvDwYMH8Zvf/AYtLS2iTxdim3VJ\nxLbBMKMG9Xq9IsWazDZDE2jZpqVJIrYpLTNuEg/2/xFsHz16VJhdklWyTTNnOc4K70H7fXlHQEMH\nhgkh25FIBNPTM3GG5mO7oKAABw8e/LvYXtLJXFEUYUvKAxRFmTHT2bp1K+rr6zEwMACv1ytiWRAW\nACoVCBsmHo+joKAAwWAQGRkZqKmpwZ/+9Cf09PTM0V/RcoASyOTkJHJycuDxeDA6OooNGzZgenoa\nL7zwgoCJncGtnNPpFJJJWloaKisrcfr0afT09AiHCEqmPGjipOtyuTA6OqpSQXBbzUmZ0iqj4NHG\nGIC4B0/2OYFwgPG/4uJitLe3i7gW3LEYDAYMDAxgeHhY1FW2dY3FYiIQFhMpcDItLS3F73//exE8\nav369ejt7UVHR4cYCBaLBSkpKbBarejp6RETlnxGAsym9eKWndJ53vdyAAAXIUlEQVQVdZbsr/Xr\n16O+vl4Mkv7+fhEPhCoxt9uNvr6+JZ/MAcxhOx6Pi6Ti9fX16O/vR0pKimCbbcN+WAzbr7/+usiG\nxKLH9sTEBHJzcwXb69evRzwexwsvvCAWaLLMiZ3/bzAYkJaWhuXLlwu2ubOQ2WYu3kRs2+120cda\ntgcGBlTB2/TYZjtq2W5raxPnA4FAQJhhDg4OzmGbzE1NTYkJVGa7oKAAZWVlumxfuHBBqEytVusc\ntqlSlXXx8kInn+twDLC/ZLapdiPbZCg5OXletpdMzbJr1y7s3LkTu3btgqIoqKqqwsqVKwW4XV1d\neOCBB7Bv3z7R6eXl5di3b58IdlVTUyNW5DVr1iArKwtGo1EEyGlsbMTTTz+N7u5usXoydZbVakVp\naalIEZabm4uCggLk5+fj5ptvRltbG375y1+KLDfLly8HMJNsgCoPwkPHnVgshmXLlmHDhg1iQK9d\nuxYZGRliG5ebm4sdO3bA6XRiamoKVVVV4l4cAFNTU1i2bBkyMjKE7fvKlSuFx1xRUZGQFBing3Bn\nZ2cLeKurq+H3+7Fy5Urs3LlTSIwHDhzAypUrhacZJWW3243JyUkRZhiAyFAjL4RGoxHbtm3D5Zdf\nDpNpJsjT5ZdfLgJwMX5OPB4XURBXrlyJT3/60ygqKoLP58OOHTtgt9uFSZ5sjpeTkyNiYOTl5Ynt\nc2VlJbZv345gMIi2tjaRNWf58uXIz89XTYBLWXbv3j2H7erqajHIu7q6cP/992P//v0qtvfv3w+7\n3a5i22AwzGE7EomgoaEBTz/9NHp6esRgpzmpzLaiKMjNzUVhYaFgu7W1Fc8//7yKbYNhxmErEAiI\nyZdsc5KS2TYYDHPYzsvLm5dtslBSUqJiu7q6GjU1NbpsV1ZWCmmX8ZS0bF9zzTWC4wMHDmDVqlVi\nXkjENidxmW22Y21tLbZu3apiOxqNIi8vD5mZmUIYY+RVsl1cXIzU1FRceeWVc9im+kRmOz8/X8X2\ntm3bEAwG0d7ejvHxcaSlpWHFihWq+EjzlSWTzD/72c+iu7sbn/jEJzA5OYns7GwYjUZ897vfxZtv\nvon09HTs3r0bdXV1+MMf/gCXy4V9+/ahpqYGv/3tbxEMBnHvvffi7NmzaGtrE9nSf/azn6GjowNO\npxO5ubk4efIkwuGwkCDoEr1u3Trcd999ePXVV9Hc3IyHHnoIx44dw8svv4wbbrgBZWVlOHz4MOLx\nmfjoO3bsEGFja2pqRDquLVu2IBwO47vf/S6mpqawcuVKbNu2DWfPnkVycjJuueUWNDQ04PHHH0dL\nSwtycnLwla98BU6nE52dndiwYQPq6+vxxBNP4L333kM8Hse6devw4IMP4tixY3juuecwNDSE1atX\n484770Q0GhVB7Z944gnYbDbcddddOHbsGIaHh3HFFVfgzTffhNPpRG1tLR5//HE0NTXh5ptvxvDw\nMLxeL6xWK37+859DURTs3btXxECfnp7GY489BofDgUceeQSnTp3Ct771LQwODqoOYKxWK7Zs2YKd\nO3eKWNF//OMf0dzcjHvvvReFhYX4yU9+gt///vfChd/r9eKWW27B6tWrMTQ0hLKyMvT09OBnP/sZ\n3nnnHYyMjMBqtWL58uW455574Pf7ceTIEZSXlyMQCODZZ59FQ0MDrr32WlgsFoTDYXR3d6OhoQF7\n9uxBPB7Ht771LbS2ti65aeJCbKelpeHaa6+9aLZ/+tOforOzU8V2KBQSEh89ONevX79otsfHx3Hl\nlVcKtjds2ICTJ0/qsl1dXY3t27fjzJkz8Hg8gu3vf//7aG1t/bvYHhwcxJo1a/7hbMfjcezbt2/R\nbLPYbDZccskluOaaa1RsNzU14b777vtIbFdWVuLee+/9p7G9pLFZpqenkZeXh9TUVIyNjSEUCqGj\no0Osll6vV7g0W61WeL1eWCwW9Pf3i1WcYSR52NbR0YHLLrsM99xzDywWC4aGhvCLX/wCR44cUXlI\n2mw2rFixQjQc3X9HRkaEtGez2dDc3Izm5makp6ejoKAAoVAI6enpMBgMaGtrEx6HjY2NIlB9bm6u\neD+z2Yzh4WG0tbUJFQnjdtBpIRgMoqenR7x3SUkJ0tPT0dXVJdQWVqsVaWlpwnnA5/Ohr68PIyMj\nyMzMxOTkJEKhkIiBzYFN9UpmZiby8/MxNTWFrq4u9PX1wel0ory8XMQnN5lMaGtrw/DwMLKysqAo\nChoaGkS9ZLM0o3EmgmFmZiZCoRC6urpgMs1EqXM4HOjq6hIxd7gIeL1e5OTkYGxsTGw1aavM4nA4\nEAgEYLPZhNOVzWZDf38/gsEgvF4vCgsLEY/H0dPTg4mJCRQUFGBsbAwNDQ1Cr7qUk7nP50MsFkN+\nfn5Cthk3JBHbhYWFmJ6eFv0yMjKCzs5OwTZtm8m2bClltVpRVVWFUCiE7u5uEac/EomIiIVWqxXN\nzc04f/58QrZ5sN3Q0CD02WSbkRDnY5tJT9jHWraptiDbFLRSU1PR39+fkG2TyYSkpCSxS5HZ7uzs\nRH9//0WxDcyqbGW2MzIyEA6HBdu5ublioWJ4axav14vc3FwV211dXSrnRybkINsmk0nFtsfjQVFR\nkYrt/Px8jI+Po6GhQWURp8veUk3mssus1pzQ7/djdHRUxKXQ2kzz99pVymaziVWxt7dXbNvXr1+P\nkZERnDt3ThVrhZK63+/H0NCQ6Fg9kz3Z7lw+aeYW0GQyCU83h8OBlJQUjIyMiIMnvTaQ9elyW8jP\nlv9OSkoS21V2qtZ5giflVPvw9/yXuk1ey0QU1PXRNV82G2QGFPkwU1tH+Z20dZLbkTpwvutCDhy8\np54Vi15RlKW3M5fjDmnN4tLS0kRcbZltmSuyLVvwMDhWT08Penp6xG82bNiASCSC+vr6OWoms9ks\n2E7kqMb+khnkwk22ablBPXpKSgoikYgqV63cxzLb8nfy/eVD8Xg8LuLRyPHGE7FNvbV8P7LF9+Qh\nspZtrTdqIrb1imwaqVcY4oL3WFAtYlBbGS1UFmL7X8adXwZb7nwt8G63G4qiJAz6U1ZWhrKyMtTX\n1yMSiaCsrAzJycl48803hWedDCAw6947NDSkqqN8iKF1jZbh5SGhnI2c9yaABEEbp4EQ8nrtAsXn\ny2oiWsMoyqyzlPI3k7akpCTVIQkHlbwgam136UDFCHrMuC4PykTvLteV8Zf5e+2CK3uXyn2qLXLu\nVe6m2HZajrS/Ly0txenTp/8lJnMWWVhJxHY8HkdycrJgW6/+ZJshh2W2aQ+tLYwmqWVbPnyWfRHk\nOiZim9ckYlvLBK/XLihapyf2uZw8gmNFyzbbTisMyX+T7VgsBofDsSi2ExUGoeOkb7VaVe+jZTvR\npK/HNv9dqCzE9pKmjQPUkQHT0tLmbF/Y0BzQ7CB5hZUnLpvNhtzcXPj9fmRkZCAWi+H9998XWx4Z\nVACqiZL3kiUGXsPfytDLz6UEoJWmeI18wKf9rfYzfq5dTDiA9CZSAMKtmiaW8kIg27PqDXq5Lzi5\n8Hky8LI55XzStN1uh9PpFKZ12vfS/q1X9L7n1pQBoIBZaxjaTlNyXYpysWyzj8m20+mcExubhWyn\npaUlZFt2nJIda+QFRJ7MZauXRFzIAoNcF95Pjom0mHaXGZPVG4meDyRmW+s9nmh8yu/P64zGWU9U\nQM32fIX+IFq2P2oh21NTU6rdMw+2FUVBb2/vv95kzu22PGnKExUwG17V4/Ggr69PTEoARDAfXqd3\nb1mS0D5Lfh5/R7M+XqcoishDKEf5mw86SipyIDDtAqL1hkx0TwLPxM3ygJMB5ecy0PJg8fl8eOCB\nBxCJRPCjH/1IFYhKT1JkvbOyshCJRESmF7ldtPXUSkd6OwLtb7Rto+177ULHPuLCrr2O/1J6Woqy\nGLZZNz22KQQkWizplKJlW0+VIRdO2vJEzvyTemzr/c3Ud7JgoqdK0us3bZmPbbnosc2/TaaZhMkP\nPvigYJtJqLV102M7HA5jZGREqJS0Oz+9+mvHsN518wkrepzzcz2BUPvs+dhe0tgsgHorxdVS7qxY\nLIaUlBQRfYx2l9oBbLVahYu+dusoS9iyFK430cidzr+pi6OUpY2TIU/MjCw3MjIi7icPNllalu+h\nrR8XBABCz02TQ743IaQqI9GuYnp6JkB/Xl4e2tvb5+jSWU9528vvzWazKqQnC+sn2+7qLTS8n3Zb\nzH6R/1YUZY79ubyrYP0AqBZ2rZQphyr4vy5kmyzIkpssifPdUlJSEAqFxIGi3Jbzsc37aftZ+1u5\nyP1LJi0Wi1g49GLAJGJbK+lr2dbWSWabCz0wyzZ186z/R2U70btzFwBAvLvsW8H7XizbsvDCv/Xm\nM+1un4uolm15EQMWx/aSxmYpKCgQGeYtFguOHz8uGk2WFKgfz8rKwsDAgGhQbkEMBoMw8AfUgMnq\ngeTkZIyOjsJoNKrCfTKvIlPPsVENBoPwMh0YGFDpmlnkTuahI4NpaSUWPamFv5XvLbcBM6NoB6fX\n64XBMJN2TAZVrhMwO4HYbDZhPcDYyXJAMS5Ycj04gcrbd1nlwnvLn/NdbDYbxsfHRf5R3lOrn6Re\nnQNYHgD8LNEBnV6Zb9f0f1UUZSaNnx7b7Cv2PR1iZLb5vlTXJGKb/9IShnpcOUyzzLbcbjLbnEx5\nf5ZEbGvfVVsvuSyGbflZwCzbfI9EbHPxt9lsaG9vF5YxwOzZE3XxfEc5uJXMtlYS1jLPRYiqEHqF\nRiIR8Tu5XwGIMNcy23Kb6e302V7aa7XvrleWbDLnJKyVBIxGIwoKCrBjxw6kpKTgqaeeQmdnJ1JS\nUuDxeJCUlCRScSnKbEJgOhL5/X6UlJTg7NmzKv2S3+8X0uSqVavwwQcfiE6llOD1ehEIBDA9PY3h\n4WEYjUaRYqq0tBSpqak4fvy46j1kCVFubNmzTd4yp6WlYXx8XHisud1ulJaWAgBOnjypundpaSks\nFgvsdju6u7uFqoOLF3WVbIvNmzcjKSkJf/nLXwBAeKmNjo7C4XBgdHRUbJUJelJSkvDUKy0thcFg\nQEZGBkZHR0V9srKyxIBhYdvL756eni5ScTERL1U9fr8fNTU1whyOCzSTc7zyyiuYmppCeXk5vF4v\njh8/DkVRVNKL0TjjRJScnIycnBw0NTWhqalJTJ5OpxNnz579xwD6EQrZ1kbxTEpKQmFhIXbs2AGv\n14unn35al20WeuDynnpsGwwz3pmDg4MoKSmB1+vFBx98AGA2w7uiKPB4PAgEAojH4wuyzTGTiG23\n261im78h2wxWpcc2+3HZsmXzsi0nsiDbJpMJR48eBQARQjs9PV3wRpNFCi96bPP6EydOAJjLNsep\nvOhyTJDtaDSKcDgsrklLS7totuX2ZZvQQ1dmG8Ci2V5Sd36r1Sry6bFw65Kbm4tly5bh1KlTKlM8\nbvM4OFjYudSBMf7EwMAABgcHha2tfNjDuCxUiVBCleMyc3spb4GYVJfbzquuugof//jH8aMf/UhM\npPQynZiYENtSt9uNNWvW4KqrrsLRo0fxxz/+EXa7HQAwODgo9JEM5DMxMSEmQ0pndrtdhA9WFAXR\naFS4ODudTgAQkQodDgc8Hg+6u7vFxE2pnJDyGfIWF4A4wDSbzSJbSjgcxsTEBKxWK9xuN/x+P/bv\n34/8/Hx873vfQ0tLiyq5wtTUFNLT0+H1etHb24tgMKjaUtPPYP369QL4goICTExMoLu7G2azGXl5\nebjiiiuQmZmJH/3oRwiFQkhLSxODih6zVAnRpG8p1Sx6bFOKlNl+//33VdmeZLblSVRmmwIJ86YO\nDg4KSVHWy7tcLhiNRmEoQLbp9cg6JWKbSVYSsW2xWATbwIzwsnbt2r+L7bGxMZjNZvFc1o0ZfhKx\nbTDMRmFciG15V6jHdigUwuTkJKxWK1wuF9LS0rBv3z4UFBTMYZtWOxfD9uTkJAoLC1Vs5+bmora2\nVsW23+8Xwh7NNMn2QuaTSzqZG41GeL1ekX1cNqPitiQej8Pj8YigPXa7XaST4jXyFk+OY+BwOIT0\noA3fqjW1Y+EiIZsL+Xw+Vb7K8fFxEUHN6/UiOzsbo6OjqK+vFzaw8vbNZrMhGo3CbDajuLgYXq8X\nXV1d6O3thdlsFgGxuEqnpqaKgEfArF5RNmFkG3Li1G4lGdvCbDZjcHAQLpdLBCjSJiIgArT3JUB0\nLQ8Gg6rtqtvthtVqRWFhoVgsGhsbVafx3Ma63W5hUsZFiDuyWCwmkm53dHRgYGAARUVFQuqJRCLI\nzc1FdXU1uru7cezYMQAQsVjYzv+Kk/lCbLPd/397Z9OSTBfG8SuhVUjQIgnthhQ1SpkRAlctQqxF\nRUGbCtz0CWoh0QfIl6JFfYA+RERJhYVCQdALUS2bwF6RXqAXUsv/s4gZrOfueW669fjS9dvNWPM/\nM/y6bOacOee/3M49Zq7ber2eampqKJlM0svLiza+OfdO4Heov5/bgVxXV6dlqnO46PV6bf4bo9H4\nv24/Pj5qE2d95bbaJvWFoM/9QaobRKT9fap3nl+5nU6ntTlWVLc/rxiU63Zu/5z6xaHepagZ6gpB\nZrP5g9s6nU77h/Cz2+q5qm1XBz985fbb2/s6Cr9+/SKn00lXV1e0vb2tOaxeZ3WY5p+6XbRizjCF\npJjFnGEKSUkVc4ZhGCa/FH9ZFoZhGOav4WLOMAxTAQgv5pFIhJqbm8lqtVI4HM7rsUdGRshgMJDT\n6dT23d7ektfrJZvNRp2dnXR/f699FgwGyWq1UnNzM62srHw7N5FIUEdHB7W2tpLD4aC5uTlh2S8v\nL+R2u0mWZWppaaGJiQlh2UTvHcYul4t6e3uF5pYahfSa6Oe5XWyvicrQbQjk9fUVFosFiqIgnU5D\nkiQcHx/n7fixWAy7u7twOBzaPr/fj3A4DAAIhUIYHx8HABwdHUGSJKTTaSiKAovFgre3t2/lXl5e\nYm9vDwDw8PAAm82G4+NjIdkA8PT0BADIZDJwu92Ix+PCsmdmZjA8PIze3l4AYq53qVFor4Gf6XYx\nvQbKz22hxXxzcxNdXV3adjAYRDAYzGuGoigfhLfb7bi6ugLwLqbdbgcABAIBhEIh7ee6urqwtbWV\nlzb09fVhdXVVePbT0xPa2tpweHgoJDuRSMDj8SAajaKnpwdAca53sRHhNfBz3RbtNVCebgt9zHJ+\nfk6NjY3atslkovPz84JmXl9fa0vDGQwGbb3Ei4sLMplMeW/L6ekp7e3tkdvtFpadzWZJlmUyGAza\nLbGI7LGxMZqenv4wrln09S4FiuE1UeW7XSyvicrTbaHFvNhjcL+agCj387/h8fGRBgYGaHZ2lvR6\nvbBsnU5H+/v7dHZ2RrFYjNbX1wuevbi4SPX19eRyub4e91rg610qlMJ5VKLbxfCaqHzdFlrMjUYj\nJRIJbTuRSHz4RisEBoNBm0f68vKS6uvrf9uWs7MzMhqN387JZDI0MDBAPp+P+vv7hWar1NbWUnd3\nN+3s7BQ8e3NzkxYWFqipqYmGhoYoGo2Sz+cTfs6lQDG8Jvo5bov0mqiM3Rb5TCeTycBsNkNRFKRS\nqYJ0FH1+ruj3+7XnWcFg8F+dFqlUCicnJzCbzchms9/KzGaz8Pl8GB0d/bBfRHYymcTd3R0A4Pn5\nGe3t7VhbWxOSrbKxsaE9VxSZWyqI8Br4WW6XgtdAebkttJgDwNLSEmw2GywWCwKBQF6PPTg4iIaG\nBlRXV8NkMmF+fh43NzfweDywWq3wer2aIAAwOTkJi8UCu92OSCTy7dx4PI6qqipIkgRZliHLMpaX\nl4VkHxwcwOVyQZIkOJ1OTE1NAYCQbJWNjQ2tx19kbilRSK+Bn+d2KXgNlJfb/Do/wzBMBcBvgDIM\nw1QAXMwZhmEqAC7mDMMwFQAXc4ZhmAqAiznDMEwFwMWcYRimAvgH6wK7EGhbJOIAAAAASUVORK5C\nYII=\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "delta0 = (out-pred)\n", "subplot(121); imshow(delta0)\n", "delta = (out-pred)*pred*(1-pred)\n", "subplot(122); imshow(delta)" ] }, { "cell_type": "markdown", "id": "4e21e284", "metadata": {}, "source": [ "Note that each weight in our random filter contributes to all output pixels.\n", "If we want to \"backpropagate\" the deltas, we need to sum up all the deltas from all the filter outputs.\n", "\n" ] }, { "cell_type": "code", "execution_count": 90, "id": "ec19465b", "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-0.0034652944, 0.0011683544, dtype('float32'))" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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k3jZT83PdvW9rbTkkNmeNpRErG8auBW7OMktOA9qPqktgzwu8MZ18SKUAz10e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\ncPDgQTj++ONrT0tdZ599NjzpSU86wnbttdfChRd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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "dw = array([[sum(delta*roll(roll(image,i,0),j,1)) for j in range(-r,r+1)] for i in range(-r,r+1)])\n", "dw /= prod(image.shape)\n", "imshow(dw)\n", "amin(dw),amax(dw),dw.dtype" ] }, { "cell_type": "markdown", "id": "3ab12609", "metadata": {}, "source": [ "Let's put this all together into a gradient descent learning algorithm. \n", "\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "5532a751", "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 51495.0 : (0.48624954, 0.52211583) 0.10982 (-0.0013520373, 0.0032668943) (-0.029455993, 0.026091032) 0.0\n", "50 4397.94 : (0.072140738, 0.36709112) 0.0162744 (-0.00070879137, 0.0011495821) (-0.10338775, 0.063890524) -1.71587491222\n", "100 2627.21 : (0.031862784, 0.45811501) 0.0103208 (-0.00061922497, 0.00093237666) (-0.15040764, 0.088849939) -2.03730937187\n", "150 1910.8 : (0.017386325, 0.56336188) 0.00819295 (-0.00056234887, 0.00077779568) (-0.18951969, 0.11478845) -2.19306036993\n", "200 1473.71 : (0.010572175, 0.65190011) 0.00688511 (-0.00050368829, 0.0006372091) (-0.2218695, 0.13822004) -2.29702537518\n", "250 1181.12 : (0.006968664, 0.71730405) 0.00591087 (-0.00044778202, 0.00052048423) (-0.24828075, 0.16170618) -2.37981959002\n", "300 977.117 : (0.0049024085, 0.76385123) 0.00515023 (-0.00039510831, 0.00043040476) (-0.26993901, 0.18278031) -2.45108571986\n", "350 829.998 : (0.0036344689, 0.79730797) 0.0045502 (-0.00034930339, 0.0003636154) (-0.28797349, 0.20138238) -2.51411203877\n", "400 720.586 : (0.002809946, 0.82201749) 0.00407363 (-0.00031081311, 0.00031881803) (-0.30326092, 0.21787542) -2.57035250252\n", "450 637.084 : (0.0022468881, 0.84082115) 0.0036917 (-0.00027875858, 0.00028317625) (-0.31643328, 0.23260616) -2.62074463977\n", "500 571.935 : (0.0018463387, 0.8555268) 0.00338272 (-0.00025198792, 0.00025411052) (-0.32794094, 0.24586843) -2.66604685766\n", "550 520.144 : (0.001551502, 0.86730045) 0.00313121 (-0.00022944857, 0.00022991268) (-0.33810905, 0.25789988) -2.70691331301\n", "600 478.324 : (0.0013281747, 0.87691414) 0.00292533 (-0.00021028086, 0.00020941216) (-0.34791788, 0.26889029) -2.74391074048\n", "650 444.095 : (0.0011548706, 0.88489538) 0.00275525 (-0.00019381418, 0.00019179737) (-0.35690808, 0.27899081) -2.77752619621\n", "700 415.747 : (0.0010175834, 0.8916145) 0.00261426 (-0.00017952557, 0.0001764989) (-0.36504495, 0.28832325) -2.80817601702\n", "750 392.03 : (0.00090688199, 0.89733911) 0.00249657 (-0.00016702792, 0.0001630753) (-0.37244996, 0.29698664) -2.83621535654\n", "800 372.01 : (0.00081623549, 0.90226686) 0.0023978 (-0.00015600196, 0.00015120726) (-0.37922135, 0.30506241) -2.86194675113\n", "850 354.975 : (0.00074100756, 0.90654665) 0.00231418 (-0.00014620741, 0.00014063941) (-0.38543916, 0.31261787) -2.88562904819\n", "900 340.375 : (0.00067783217, 0.91029274) 0.00224326 (-0.00013745073, 0.00013117767) (-0.39117, 0.31970966) -2.9074842775\n", "950 327.774 : (0.00062422006, 0.91359425) 0.0021827 (-0.00012957772, 0.00012265667) (-0.39646918, 0.32638583) -2.9277037502\n" ] } ], "source": [ "theta = 0.0\n", "for iter in range(1000):\n", " pred = sigmoid(filters.convolve(image,filter)+theta)\n", " err = sum((pred-out)**2)\n", " delta = (pred-out)*pred*(1-pred)\n", " delta /= prod(image.shape)\n", " dw = array([[sum(delta*roll(roll(image,i,0),j,1)) for j in range(-r,r+1)] for i in range(-r,r+1)])\n", " if iter%50==0:\n", " print iter,err,\":\",(amin(pred),amax(pred)),sum(abs(delta)),\n", " print (amin(dw),amax(dw)),(amin(filter),amax(filter)),theta\n", " filter -= dw\n", " theta -= sum(delta)" ] }, { "cell_type": "markdown", "id": "2e147ad1", "metadata": {}, "source": [ "After this training, let's look at the output.\n", "\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "cf74d982", "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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MlngTOJegjyCt2WxiZWUFhUJB8Wy+h30jj9dlDZ9rCssz8W+Ou6m6gQwtkKEI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9msdDjHgB5fvWqLJCo5HtJIcjgccDgcynA+iMD4wNUh9NgMo98fVtxuN/r6+lAoFDA+Pn6o73Cx\nDw0NYXBwEBcvXkShUMDc3BzeffddZLNZjI+PK3DL+EwZ1yMLh0slLtvv9XpVuMPj2kbLj4qDE0ul\n1E6B0U1EZUFrnUKlw7JaW1tbmJ6eViw474HXJR6Po7+/Hy+//DIsFgtWVlbwy1/+EtlstgW07Ozs\ntBxSPHgIoOhS29zcxPz8vALSLEXGRaiDRtmfRqPRUjeSG/gg4WUcshKBHqqiuzR1N5Ru8evSbDbV\nRq5UKi3uNh7IlHaxajIWmEKlpbuNeKjKRAP+vtlsIp/Pw2q1Ynp6WoWASPC+vr6ugBrnTd/oVAhU\nEPJd9FxQJCtBQM61VK/XVcgPn6sLr+O0Wq2PraFLI4/MvlRUsh8Wy6P73qlAOaZsK5lHKlM9HpBh\nUuvr62odPq6ON9lD6U7+OFeyeFJ5vzpbhgZIksDtdmN7exvZbLbFPSxFB1QOhwORSARdXV145pln\nsLCwgLm5OWSz2RaQJ1kxvd0SfOlhAcDehTA8DDmHch5l7KCsRc7Lirg/ZMy4BFDUC/IglywrdTl1\nEsOG7t69q8KE+C7JOBKUJ5NJfOITn0C5XMby8jJu376NSqWiDAM5lxL4SsNDgg/gkT4i+UHWj3uN\n+0eWpuJe0PWtTHST7Cnd/dKg4XjLMdTnTe+P/IwOXDn/evynBOVWq7UF3ButEzl28nPU5Rwjvk//\nrgxLyWQyaDQacLlcyqiTfaKek2tCeks4RuwT9ZD+ef5bemD4O+o2rvV2fQYeMbRMbJQhJBxbybzL\nUA4+m+ejTqTJuZbGC9eD9NzyMwT2XKPECLIiBfugi9QX7J/M7ThI378vEJxIJLCysoJkMonl5WXE\n43EAQGdnJxYWFtTnFhcX0dnZafgMglEpuVwOHR0dOH36NL785S+rerTvvPMO7t+/3/LZWCwGj8cD\nj8eD/v5+nDhxArFYDD6fDw8ePMDExMS+m8WsViuOHDmCUqmk4ht5wMvPSAuNk8rQjFdffRV/9Vd/\nhZ2dHdy9exf/9V//tc/FW61Wsba2pli+Wq3WcqUs4y+pLKkwCEilJSqF1nSz2USxWITZbEahUMDD\nhw+Vkq1Wq2qh+f1+nDhxAmfOnEFHRweGhoawuLiIYrFoGG4BPNqETqcTbrdbLUxanWTDVlZW1Hci\nkQiGh4fhdDqRTqcVU2v0bDJ9jAnmQcpNEAgE4PV6VR83NjYUeLPZbIr15NjI+CRuVLJTVIQy5kiC\nZeBRrCDHfGtrq4XptdvtqtYgXZ2PA0Qmk0mxky6Xq4X9kEqBoI8GBMdse3sbExMTWFpawuzsrALL\nukH0uOoKHCPOGy860Q80zo1+gcphmU/Gfdvtdnz2s5+F3+9HpVLBrVu31HqTQpZgc3MThUJBza/e\nLl71KhkQXaiQpZLm/BHwvh/RXegHeaJ+F+TD0Nm8YVCCjZ2dHfh8PqVftre3kc/ncfv2bSwvL6vQ\nAIvFAo/Ho9yewWAQIyMjiMfjMJvNmJ2dxfT0NFZWVtTByEPa6/W2HJB6bKAOnDh3tVoNDocDn/zk\nJ1Uo2a9//WvcuHFjH7PE9Ue2VR7k0vUuDWrqY64Trj+CbuARwG40GqjVaigUCshkMrh161bLIS/X\nbigUwokTJ9DX14eTJ09ienpa6Wy9Jq1c9wzpkucXwXyz2VQXO1FHsv4r959+mQI9PzKEQfafAI5x\nqfKskKUQOW6SjdSBrQ4G9XmVZ6H8N+dIrgnqFxImci7biQwr0RlTedbIZ1BfUT/VajUsLy9jampK\n/Y4GhG4Q8blcKwSbfA9DVGQojj4Oelv5WZ4xet/kOPP/drsdo6OjKn9jamoKlUpF5X7oc8ZzUPcc\nGM0J/+jxzzI+XhrV8mzknBn13ciIl3iNa4GhEfxdu/PyUCXSZmdn8Ud/9EctSRaRSATf+MY38M1v\nfhPFYrElyeLq1asqyWJycnJfg00mk2KNOCmMNQL2DtOvfe1r+MIXvgCv14vFxUW8+eabmJubQ7FY\nVLE/8/PzKBaLaDabCIfDMJlMWFpaOpD6PszlCGyvEePX29uLv/7rv8bQ0BCcTicuX76Mu3fv4ic/\n+ckTVbIIh8MIBoOIRqPY2trC/fv3DeusDg0NYXd3F4VCoe0FFVRCwWBQuRoYnxaLxTAwMKDCKx48\neHCoyyFsNpsCk4+7VpdVELa3tx97QQiBLGOquKko8XgcQ0ND6n7z1dVVLC4uPra9FMZVcV3pFqLJ\nZHpsGyUzzdhEKjkjocKVhxEZr0ajoQ5u/tETHBjDyuLwRuLz+ZBKpbCxsYFcLmfYlmQyCY/Ho1z+\nZNAOsy59Pl/LNZOP+w6NJJPJpLwdwN78ffWrX8XQ0BBisRgKhQLeeOMN/M///M++Z8iEi4P6zVCH\nxwFaMnbSfftRMriHUJ1PTT4KnR0IBPYZnwSrbrcbL774Ir70pS8hEAhgfn4e3/ve91QsKAFtoVBA\nrVZT801GiwerPFy5p+g6bjQayqMn97M8R9g2ydSlUin8yZ/8CUZHR+Hz+fDDH/4Q9+7dUx5C+Szd\niyTPAgJHxqmvra2puNNms6n2vc/nU1fSS/ZcPpeMKfULr04nGeByuVS/SKDw93qCD59Fz50cA+ne\nlsBZutyZfEQPHsdUMnb6uEjQ4Xa7EYvF4Ha7Ua1WUSqVUCgU1BwTeMt1w2dKBlt/j/y9XptW9pvf\n0YkN4FFyn/49HWDzZ+3aKNel/Lw0NuTvOacej0edARI8Uk8xZpwGHt/Lvso5kecSx5R/M4RFhu1I\n4EtPjASbfG4kEsGnPvUpjIyMIBqNIpvN4rvf/S7Gx8fV+uUz9Dhujpf03vH8Jest+yUNSfmHbZN7\nXI65JDf0+O6D9pecI8Yu6/JYJvirX/0qLl++jGw2i+7ubvzd3/0d/uZv/gZf+cpX8K//+q/o+3/l\ndgDg2LFj+MpXvoJjx47BarXiX/7lX/YpU9lIydDJxm1tbeGtt96C0+lU1RL8fj86Ozvh9/sVw7a6\nuqqA82EZnye5HcxowObm5vDGG29geHgYyWQSKysr2N3dRXd3t4qNOUyVilqtphKjGHNrBASSyWQL\nS2wkVGDRaBQ+nw/RaBTr6+uo1WrIZDItCYaHFS5e4PGlxugKfZyQ9aWFbjRnm5ubKoaOwfdPAoLJ\nYNDalEoKwIEZwvIZlI2NjbYhLACUO1GGQLANAFRccDvDjGzlQYH7fE8sFkMoFILVajVMQozH44qF\nZXzlYYVz4/f7sbW1dehqJkDrPllbW8Mvf/lLFAoFnDp1Cru7uyruc21trQWU0uKngjUaY4fDAb/f\nr7K+DzJwJSPH/hwEgnlA6Ifk77p8VDpbMjA8iGg0NRoNXL9+HS6XC93d3fB6vUgmkyqWmoYJcyhk\nko/OCkrGB4BiSimPMz6476m31tbW8NZbb+HBgwcYGRnB5uYmfD6fAvU6+ySfI9k5GpUejwfAXry5\nHn5jsVjg9XpV/9g3IwaP4+hwOBAIBFTozsbGRkscvQzRM+q7zs7LnxmBBrKUMulbf7Z0g/P/OpvK\nZzWbTTidThVzvLOzo8ZGtoPvlX3X51/Or26cGAFxvW38w7brIRjtGOZ2oE5n1uVc6uMqgTN/z1wJ\nWUVKsqIkQBiSKSsb6e2Q48Hvy9hnWZ3koD0i91WzuRd6d+3aNWQyGZw9exYmkwmxWAyLi4swmR6F\naRqtETl2bJMMsdHHX46p3iYdYOt75yBDVQfD8rtybgzH4zBM8IctJpMJPp+vZdGw0UYA0u/34+LF\niwgGg4pJ7OzsxOTkJK5du9a2jFVfXx8CgQCazSZu376tfj4yMgKv14uxsbF975PsFPBoobeLC3Q4\nHOju7kZ3d7cCngy3kCDEYrEgGAzCZDKhUqnAZrMhFovh//yf/4NwOKzYZIrZbMYzzzyDc+fO4caN\nG3j48KECwoFAADs7O/tAZCKRQH9/Py5evIh0Oo2bN2/uCwl5UiGg4L/p0vT7/SgWi8oIkO3WF5zF\nYkE8HofD4VCgz8hFvrOzA4fDgeeffx6Dg4NIpVJIp9P41re+1bLo2YbDlFeTSg6AMjwYoiIlEonA\nZDIZAno9hlb2jayKdBHrjK+UQCBgyEYzKUcfG2DPc/Diiy+it7cXmUwG3/nOd1qePzQ0hNdffx21\nWg2Li4u4fv06stnsocGd1+tFMBjE8PAwHA4H7ty589gEKcniGO0Nk2mvasPw8DCsVqsK3ZGJHkag\nQ/6sq6sLvb298Pv9WFpaatnHzMyv1+sqcc9isSAajSIQCMDj8eDmzZsfGWP7cWaCP2whE0yRzJ08\neBnvnUql0NPTowgLj8eDQCCAa9euYXp6GnNzcy2Z2zQkw+GwSlRm3oPFYlEVeAqFAtbW1lpiDKXL\nmm3SwQvb7Ha7EYlE1F5jiBNBSqVSUQY0k4DM5r3KQmTujh8/jkAggPHxcdy6dUvFQQeDQSQSCQwN\nDWFmZgb5fF7lF5ARJEnCMJFAIIBYLIazZ89ibW0Ns7OzmJmZUcBD7jFpeOjMI0klPf/BZDKp6jRs\nA70qZPGZcCirdLhcLoTDYaX3CM7JVEs3s81mw8DAALq7u9Hb24vl5WW8/fbbyGaz6h3BYFDFrDJJ\nUbbdaL3Rs0Mv1fb2toqh5vz4fD4Aj/JGqFtYQoxeOBmKIFlCYH/csQS7DGuT+QuM4eZ6sFgsKJfL\niuxgn10uF44dO4bu7m4Ui0XcuHFDJYOTrHruuedQrVaRzWYxNzfXkofBEBW5dmm0M7/JbrcjmUzC\n4XBgeXkZKysrCkCzn0Y5MRJz0XgjJuGaLBQKKqlfj1OWgNdsNqu1AwDBYFAlgRaLRXXrJpMzWTKP\n8e30JrhcLlVJi2E/co9Lo0n2hT+TIF2WzOOal3ktUp7atckyQBzYAxOxWAwjIyPY2dnBgwcPWgbe\n6XTC6XS21Obr6enB5ubmPhA8OjqqSqMFg0EV15lOp+Hz+fDyyy/D7/ejv78f77zzjmLi6JaQjBwH\nMpFIwOl0Ip/PY35+Xv3e7/cjGo0iGo2qDRgKhbC5uYnJyUkFaOLxOIaHh2G325HNZlVYh8fjQSQS\nwTPPPIMbN26opKIzZ87g+PHjivljOEM0GsXZs2exsbGBlZWVlmoVdLlYrVYMDw8DwD4Q7PP54PV6\nW5KdDootJVNHF4/f70c4HMaxY8dQr9cxNzeH3/zmNwCA7u5uFRf44MED5PN5Na8DAwPwer2qMoUE\nemShaDxQQSYSCXg8Hhw/flyVUbNYLLh48SI8Hg/u3bvX1gCicBNxDQwODiKRSKBareLu3bsKSHd2\nduLYsWMwmUy4d+8e0um0WptOpxOjo6PI5/PI5/Mtxoc0ksiotAsdcTgc6O3txcDAAO7du4elpSX1\nOa/Xi2PHjsHj8WB1dbUlBp6JC2SwbDYbhoaGVILmwMAATp48ie7ubkxPTwPYSzLt6emB0+lUJdHk\nPNNALJVKivVtNptqPTabzRYQzIOU+0O6W2nk0KXLsJ1ms4lcLoejR4+2sIJMVtrc3MTy8jLq9bpS\n8rFYDGtra+oZXH89PT0IBAKYnZ3F+vo6QqEQXnjhBTidTpRKJYyPj2N1dVUdQD6fDwMDA6jX65iY\nmNhXiqhduIfOMsg5GBgYQLVafSLPxO+T6GwLs8VZVo8HIcEKy9oxNIBVZRqNBjKZjAJizF/w+/04\nduwYOjo61P4uFAqwWq04efIkgsEgVlZW8Jvf/EZVRpEsKIWA0O12K3c/KxvwACe4YrUEn8+HWq2G\n1dVVVc3F7/ejp6cHNptNefnIeCaTSVgsFlU/u9FoIJlMoqenB/F4HCsrKwoosuY29wYNZO6f7e1t\nVT3CbDZjdXW1hXlmvK10HctkUiNWU7KRZJpHRkZgsViQyWQwNzeHRqMBn8+HeDyO3d1dpNNpdfGN\nz+dDZ2cnPB4PisWiCm8gWKKO0GvyRqNROJ1OJBIJBZqZt+N2u5FOp1UljMcZ6FxfyWQSwWAQlUoF\n8/PzKu8lFAqhp6cHwJ6HlkCUuj4cDqNcLivQL0MLOE5yXesMosXyqIJJJBLB0srDp+UAACAASURB\nVNKSKr1mtVrhcrnQ1dWlyrKl02mVtCuBPavzRKNR5d2MRqOKPEun06hUKqp8mtVq3ecRYPUJVkwo\nlUqqnWwjvWUMN5JAH2iNaSauIfvKsSEID4VCCnvocfBc7wzp8Hg8Kg9IVuZIpVIIh8PKG+pwONDf\n3w+/34/19XVMTEyo/cjQkVQqBbPZrNacNJZkCBZFX/sUl8sFl8uFQCCAer2uStIZyVMDwQz8puzs\n7CAQCOC1115DV1cXdnZ28PDhQ9TrdaWsyuUy5ufnFao/deoULly4gOHhYSwsLKhnULFRWZ08eRKf\n+9znFBAYHR1FNBpFs9nE3bt3sbCwgMuXL2NhYQEzMzMq8YCK3uFw4MSJExgeHsbw8DDm5uaQy+VU\nWTan04nFxUXUajXYbDacPXsWwWAQc3NzuHLlCqrVKk6ePIkvfOEL8Pv9mJiYwM9//nNsbGygWq2i\nXq/j5MmT+Nu//Vtks1nUajUMDAzA5XJhdnZW1Wy9ePEiBgcHcenSJRSLRUxPT+P73/8+7t27pypQ\npNNpTE5O4sUXX8SlS5fQ3d2N+/fvY3t7G4FAALu7u8jlcrh9+zZMJhM6OzsxMDAAk2nvgo75+XlU\nKhXFesoNQqvP5/Phueeew9GjR7GxsYFbt26hVquhr68PR48ehclkwuTkJK5cuYJMJgOLxYJLly6h\no6NDsYE///nP4fV60d/fj5deegn1eh2zs7P42c9+hvX1dSwsLGBoaAjxeBx/+Zd/iVu3bqFer6O7\nu1t5BRYXF/H9738f09PTePjwobL6dRcMa6D29vbiC1/4AoaGhlAqlfDWW2/h9u3bsNvtuHTpEi5d\nugSz2YyrV69ienoaMzMzSCQSSKVSOH78OFZWVjA7O4t33nlHsVFU5kwiMZJYLIZEIoHXX38dR44c\nwejoKG7cuIGxsTH87//+L+x2O3p6evD6668jmUxifX0dP/7xjzE7O4uxsTHkcjlVh7mnpweJRAJf\n/vKXVeLg8PCwurglnU6jUCigp6cHFy9eVEA4k8ngxo0baDQaiEajuHDhAqxWKxYWFvDGG29gfHxc\nHaqBQAAXLlzApUuXVAIpq4FMTU2psAQqKLvdrso+nTp1CtlsFrlcDoVCAS6XC319fWg29xIdyZRF\no1HUajVcuXJFAYauri5cvHgRlUoFDx8+xI9+9CNsbW2hVCohkUjgzJkzuHjxInK5HOx2O/r7++Fw\nOLC2tobvfe97is1zOBwIhUI4f/48XnrpJWQyGczMzKj48/HxccPa1AxLkkZfMpnEuXPn0Nvbi+Hh\nYVWP+1vf+taHqQ5/J0SPiwT2xuzSpUtIpVLY2dnB/Py8KgnFpKuZmRmYTCaUy2UcP34cAwMDGBwc\nxMzMjCrTFQ6H4fF4cPToUXR3d2NgYADFYlEd9kzeYdjF2NgY3nzzTaytrSGfz+/zKNhsNoyMjGBg\nYAB9fX1YWFhAsVhUeRJut1t566gfHA4Hpqam1F4YGhrC5z//eaWzqcvpdv7EJz6BVCqlzpWenh54\nPB4sLy/D5XIhGAyiv78fg4ODeOWVV5DP5zE+Po4f/OAHSKfTKg6U1Yxeeukl9PX1IZFI4MGDBy37\njBVOmLRMZnxjYwOFQqElY58iWT6v14uXX34ZJ0+eRK1Ww9jYmNLZJExu376NH//4xygUCnC73bhw\n4QKi0SjW1tYwOTmJmzdvwmazIZFIKJ09PT2Nq1evolKpYGVlBdVqFYlEAl/84hcVS97f349Pf/rT\nCIVCmJ6exre//W3Mz8+rJEg9zIJsrdfrRTwex2uvvYbR0VGls6empmC1WvHcc8/h1VdfhcViUR6G\nqakphMNhdHR04MSJE5ibm8Ps7Cxu376NUqnUAqT0PxTGZHu9Xnzuc5/D2bNncfToUbz77ru4desW\n3n33XWX4//Ef/zE6OztRLpfx3//935iZmVEYpdFoYGVlBd3d3YjH4/jkJz+pStP19fUpgJjJZFAq\nleD3+3HmzBm1jrLZLO7evYtms6l0dqPRwPT0NN58882WkLVYLIZXX31V1dWdmZnB3NwcNjY2UCqV\nWsqkcXyTySQ6Oztx/PhxlEolBfAtFgu6u7sVc99oNNDd3Q2/349cLodr165hfX1dGTsXLlzA2toa\nxsbGcPPmTQB7gLu3txcdHR24cOECtre34ff7MTAwgGazibm5OfzHf/wHJicnlVfE6/XixRdfRCAQ\nQC6Xw4MHD7C2toZSqaRqwuvhNGSIJVscCARw7tw5jI6O4sSJE6hUKvjRj36Eb3/724Z67amBYCO2\nJZ/PY2JiAtVqVbGrDJSemZlRhxljp4A9F3YqlcLQ0BDq9TrS6TSmp6dVZnA4HEYul1Nu05WVFUxN\nTSEUCqkC+jywGc4gwQxLqC0vL7fc0hKPx5VVl8/nVQav0+lENptVDBldSlarVVl1tVpNVYS4c+cO\npqamsLCwgM7OTuUSSKfTKJfLmJ6eRqFQUAu3Uqng/v37yrphOR0mQJXLZdy6dQu7u7uIxWKIRCIY\nHR1FvV5HLpfDw4cPsbKyohjQyclJFAoF9Pf34/Tp04jFYupyBlpOXHSMMd7d3cXVq1fRbDbhdrvh\n8/lgMplUXVkWmqdFSvaBz9jZ2VEuE17GwCoQu7u7WF1dRS6XQ71eRyKRQF9fHyKRiJqLmzdvwuv1\nKoW8vb2tNku1Wm2pBEE2hWtmfn5e1R0slUpqTjc2NjAxMQGz2YyNjQ1YrVZEo1F4PB40m011yQrr\n+5IBaZfQRaErN5VKqYQZKier1YpAIKCYqpmZGayvrys3IBNxXC4XGo0Gcrkc3n33XVXyju5Asrnj\n4+OYmJhAo9FAR0eHUoD0JPT39ys23263K7esvCCFrliWaHI4HKhUKqrvAFqqXtDoKBaLWFtbQ7FY\nRDQaRSwWU56VtbU1xdQwYY1zzUQjv9+PUCik6iRvbW2hp6dHrddr166ht7cXnZ2d6uCv1+vwer3I\n5/NYXV1VdTHL5TLW1tYwMTGBo0ePIhqNwmq1qvElK6mzwWSLm82mYqs7OjrQ39+PZDIJn88Hp9OJ\nEydOPIGm+/0RXWczfC2dTsNut7cYCvl8HgsLC8hms1hbW0Oj0cDy8jLW19eRSqUUMKhWq1hdXUU6\nnVZ6PhqN4ty5cy23/K2trSEUCiljj0lnutHLOFCWFbTZbMrQJ1vNZy4uLqJQKMDhcKh68gxtYrws\nQQG/k8vlsLKygnv37uHo0aPo6upS3rV8Po+5uf/L3pf2xnleZ18z5OwrZyGHO0VqoRZLji1b9pvE\njp2lQdIE6AIERdAf0A/9A/0D/Qn92A8FgqBpiyJGkbpNEyfxoiiSN9naSXEfLsNZOSRnhjPzfiCu\nozM372dIyXZkWzkAQXLmWe71nOus9zzu3r0rHr1kMolGo4FsNisgQ+cQ0FX74Ycfotlsor+/H6lU\nSgwMm5ubYmHUxhnKoL6+PszMzCCfz4uybFrsWRP7zTfflNAUuvG3trawuLgoSgoVepZlIwAHIIcz\nMASBFuBarYZSqSResoGBAYyNjSGVSknowMrKihi+RkdHUa/XUSwWRaGwxaFzbFZWVuD3+0UBYb+o\n9NMyrg+p8vv9KJfLItd1lQgdN63XMmUGLdDRaFRkG0M46PmgASSbzQr4YvgME6lbrRby+Tzee+89\nJBIJUbRCoRAqlQo2NjZw9+5dMeDRG8G/ecASrd7pdBrlclnCIhhes7CwgFqthmQyKd5ThsWZ1l8d\nIlQul6VW8PT0tPSzVquhXC6LnGIoJw0E9Ar6/X6Ew2EJP3O73ZidncX6+jpyuRyuXLkiYVEul0tq\n5u/t7WFlZQX5fF5K9VE23L17F8888wySySROnjwp8fq2OG7Om547Vp45duwYjh07huHhYTQaDXz1\nq1/9/IFgk9zuB6eOlUolOf4PgJySRqsUNX0mxrHIf71ex/r6urhYAYhlNRKJYG9vT9ysLETeaDTk\nJKlKpXIA1JChrq2tCQjTpwzt7OxITA+/Y4xLq9WSz5eWlvDee+/B5/OJYGCJtt7eXuzu7orljBnB\n1WpVjnj1er3iQtzc3MTe3p5YBzh+dG0Ui0Xcv38fhUIByWRS+sB4OjNhirG+qVQKpVIJPp/PGqcF\nPEhAvHnzprjPeXDB7u6uuHMqlUqHdZwu6mazKdnDvIdZrbT8cO7oJmLxbLozyYzphmHsIAWijvvi\nJqGb7/3335eTj7imOJ9ra2siDFjxgPHHnLeNjQ1hLkehVuvBCW23bt3C0tIS3G63xFvRTcOSNEz8\nXFtbkzECHtRM5HqiBY1gbmdnB4uLi7K+PR4Pbt26hbW1NfT19YkSwLqum5ub4p4lM2J5q1arhWAw\nKGXwstms7A/GBOrM20ajgbW1NXED0krFMoirq6tYXl6Wtd7T0yOx5EtLSx2l2z7++GPxVlDRaDQa\nmJ2dRalUkpODGo2GhBPRTUrltVwuw+1249atW3JoiB4f8hAzfp33k/Hu7e1hbW0Nd+7cQS6Xw/Ly\nMtrttuPBME8CmbGFPPimUqnIeuGa1/yZ+3BhYUH2F8FCNptFNpsV3pvNZlEoFBCPx9FsNmU+w+Gw\nnOC3sbEhddG1JZECnooZLaEU0u12W9zMKysroozu7e11JHXRsnzlyhWEQiGsrq5KNQgm71LekOeR\nZzN0ore3Vw52IYArFAoHDtNotVqoVquYmZlBLpcT4w/BSLlcPlAiUbvCg8GgxB7r70nMw7hx4wZc\nrv0k83a7LZ4zVnmh3GB4oNvtFoBGnk1jBbAffpfP56V6UL1ex+rqqshpgji3241sNotwOAyv14ts\nNitVNTRIM8MUCK4/+OADLC8vY29vD9lsVkq93b59G5VKBT09PSiVSuIJotycm5sTxZzgy1QQTOL6\n4ZjdvHkTuVwOiUQCy8vL2NjYkDJ6u7u7uHLlCu7evQu/34+5uTkJd+GziTl4IAUVLq4Jrim+l54/\nhlwy9II1/cvlsiiTlHfky1evXsXQ0BAAYHl5WTwfet2QZzebTQmpvHr1KgYHB6XUZa1WE2WPRqxm\ns4lwOIxmsym83O/3o9FoyEFWPDeAPJvVvGgAazabUuKU60mXJmX1KuYGka/r8rI6gU6vF51kWy6X\nce/ePTlpstVqWRPJZUzatpXwGZPerDxhi7FG7KCOWdXxICTGkLHCBJO3OLmsz8t36NhNtoEWMCaZ\ndcs8Z2wWTz7TMcRcwLaSX6yGwPgZ3kONT5cWYbkcnmpGawS1T2qluug7FxyZJgU5DyPQRd451W63\nu+NY2GeffVaO1H3nnXewtLSEmZmZrtUKAEh8Ki2tuuwRFzZjOvURlxwrWmkpRFqtlgAfanWm0GXb\nacFlTF2hUOg4/a4b6ZOrKDB1zCgZBRMjqGA9TAk8kxg7pWOw2u22JD8wVpX94jWmi1PHEnI8+L+5\nlfk8v98vc8CDSsjYtIAjEXDwWipcupoDAa4tto/jq8ve0DJCKwvHlHuFlgVaqbkWWB/VibpV7mDp\nLq4tgmcda6kTJ5xYYV9fn3hoGOM6OzvreP2XkajYc3/oGFXtdTHBKP/mmiO/0Meykp9xL+rnA53V\nWpi0zP2h5YJpTdRuUl3iScez26yCmtfQesa9ovtFHsVn6yoLvJc8Hzh4PK0JAtlezfdM9y+9RydO\nnEB/fz/8fj/ee+89UQpsBySwrTprn3yDVljOH/kIx81MHuOztFVR5wjod2lDCvumT2EkvzZ5ti00\nQivdtrky1xn/1+vKvEffa64ds6wYn6fnTbdNy1kzHM8Ww8rxMseN7+P+MEuKcbyZOKfvpUwnz9b1\neXUfzTWswwrMHBc9pqbsYr+JNYAH9ettoVN6HWgMYLaDa5Tv4r7R82ZiGm0RpowhtuSen5ubs/Ls\nxw6C9Wfs+FGADADRKnQ2p16wf4xTnvQm0cz10yaXyyWhFQT6+j0End3upxuDll9mOo+OjmJvbw+3\nb9/Gxx9/jFKp9MiHDHAj0r3+WREZKjfUl+VEL/aLwoIKDumoFmgnYok4zVwZm2i7Vlv8/thExvpZ\nvlsLjcNYoU5Qcso0/rIS1yX7r0Ew0JmdbQNgJni2kSnYbJ+bQt3mItX32K6zgSDbu21tMe+z9UGD\nI/Ios+387QSG9DjzR4fojI2Nwe12Y2lpCbOzs+IdcnL1m23XQF/3x2kOjzoGtrnX79Fgztb3o77P\n9h5TmeB13YCz03Nta8f2Lj2eTpZ43QbbvJgWcP2ZBqbmfrP1y/a9aQl2aqMmc53YlCFNer3alIGj\njJPt/WbfNMazxXab7dE/9Aab9LkJhyDqfxg6LB7zj0E641RbO5xKqj0qtdttCUanFe0oglvfTwur\nrkHIMI9arYb5+Xlxb33eqd1uSwbslwmMsF+kh5njo5B2+RNkttvtriXLPinwflT6YwBvhncchRju\noWvWPkmkLWBHAbUkvX6d1pINCGhAYjMwmELRtBTq3zYhqt+rhbdpXbK103y+DZDwPdr6xTGwAQXd\nTlraNGBkAhHjqPf29rC6uirhCOb7u4FZvst8J9/lBExtc22ON0n3n/ea7zoK4La9zwSptj6b1uNu\nc9ntXfp6G2jWoNi8z7aebEqY2TdTIdI/Zh+cxr/b+JqA+ahkA9lcxyY/MBUqc+/Z+mr+7rbebG1z\nmo+ufWo/BgRxlMX3RSXWuqSrPpfLfSI3+qdNmjGwBAwTQXQ9wD9RJ+lkhG6u86OSTox5XCCTpN2+\n2kUFOJcM+6TEWp62Qwo+S6IF3IyvfJj36yLwTwo5CSTggbVK1/I0QyH0c/h5t+ebYNgMfdD32GqI\n2t6h79GAmG5drnVdfsy0Luk+aLBos6Dang90upptYFMDHl2nnc/THjB9VG43y7Zp0bSBSO4DHRZh\nXmu75yjWQXPc9b16vMy54m+bwmGCLlORsIVzOIFv893mOtN9sClaTuPitI50VQNer8fdts51uTLb\nXHYDwUfZbzbAar5Lv9O2T/R9tvWtjQi2mHAd+mKzgpv72yY7bfzG5XJJ7LVJnxtLsI3Y8ccNEh6G\nGDt2lJPJHgeZmj8D9rsd7tCNPiuQ9HkijhdjnD8Noub8aY6dx+N5JOtpN2b5WQFgCneGQD1q+M3D\nkrYSaaH/MPRF4kefJjlZnSiMtFC3eWicQLQWrPodh1mqulmEzPd1W8fm+/i3bost/MNmFTT/51ph\ntSB+7gSAnZ5DsiUBduubrU/d3mXeY86ztrZ1e4a+3va5eZ8Jtsz2mLzSBqptn9uAtVPIiH6PDWAe\nxq+d5t/kF9wr7Xb7gBeD93VbF07jamvDUebbxv+7zYPtf6d1YvvO1k+bwmVTuvRzzLVv2/dHoceG\n1Px+/6Fudw6mz+d7ZJBmEq04D0NMsOnp6cHe3l7XI4xbrZbE1DJs4fNEFPykhw1BMUknWHxRyOay\n4Wd6bILBIILBINrtttRaBB4kBLbbbSnV9LDg87MYL5fLJeV7HmZeyYyoeR+2Px4VvNOaQUWxVqsd\nyZ3+adJhsfNHoS+70udEoVBI+LDOtGeIBIEerT2mdfQw6xvwYF9ogWZLwuJ3pjVQW1G1EcXJxc+2\nM1SM7TTfbYI+/q8T9Wz7Qo+PkwVUk5O1VFsgbW5m851OYEj/tgEPbXU2E95ItGxz/Jzex3wZjpH5\nXv1us522z50UKz0f2npo5grpa20ATffPtm71e5wAlzlXToYF8liOkalgmPeZbTiMB5ljYj7H1h6z\nj7Y4X32v6fXheOg9c5Q8ARPUO61/s/2mDHVSonifEz02EPz9739fMkRv3rzpWMKCHdXu2k9C7XYb\niUQCiUQCTz/9NAYHB1Gr1fDRRx9hZWUFCwsL8k59ZCOAjgoI3cgGQghQ3G63lJOxEY+Y5Ikxn5Q+\na0stY0tZMkhTJBJBLBbD2NiYlN8xk+UGBgZkjHt6erC2tnbg2OIzZ85IfdBsNis1G3U29sOsCz2/\nZPpmZjZPserp6ZFyR8w2DQQCUsWi3X5wVCxdQ48a/hIKhaT6wKMkFdbrdTl1iLGuLpdL6lN3Iyer\nhdO1ADoqshyFyMz0O/TfwWAQx48fx/DwsJSXmpubkxPl2u12RxULTaFQ6I9mTX5S6cyZM3L60+rq\nqtQB1+CMdWFtwNH2d7fPyLuYyMsTuqLRKOr1OpaWlqSEos7NcHq/DdxocK0/43O09dZmedLlMlk3\n26zVy/ttVi79LO0d0dZKE4CYe9SME3Xi9xpQaJCi28CKMiwryGx/Er9nKc9WqyXlJPlet9uNUCiE\nYDAIAGIksPXDHFddBcBpTdjGTs+ZCSI12OL/ACQPQrdFP9NsgzYW8BqdH6ABH8GjVpLMZ1GGabDJ\n63VdY77LNs9OoO8wS665B8znOgFwPYaUh6xN3G63ZS3o6g/0NPNdWjnS4XB6DGyKhBMP0fP/hQLB\nxWJRBmNiYgI9PT2YmZmxXqtLgXxSarVacmDAuXPncOHCBZk0Cl4KU5Yi0QzuUS14rA+otUCTCKZi\nsRiGhoZQrVY7jkV+GHK73XLCklkX+LMgLmBbLJXb7Zai2ouLi/J9IpFAIBDoSPoIh8MdIJjHU5LB\nsPwJLXpa+D2sNdY8CY9EpqStXrR+9PT0oFardQheHliirZwP623QJcU+iaJHZqLL8rFwfDcF7lHW\ntRYID9M+G7lc++XoJicncenSJfh8Pty5c0cK3rNfXq/3QD94IhZrS+rvP2sl8Eki1vl0u91IJBJS\nL1XX6LQpUzZh9jDWLK6zQCCAZ555BufPn8f29jZ+9atfYW5u7sABR6bA7BYyoMGAfqcGJvoZJpCk\n0GYpPpYcpEwxBbfNOsfnsHJPu90+UN7Kqb3drIf83hxL/bk5D2wLyyqSpxOcssIQeZV5MFG73Rb5\nyph/8k+uDbNtNuDSTWnS4+jUP9s9ZhiEzTpsG0PznXxvtzHkd1qpMRUt/m2uJ/JvswSlzWtmm2+n\nNa3Hy6ZI2MbsMKDd29uLTCaDc+fOoaenRw6L0YqTy+VCrVbrGHeWD2S1KypJpsJi9lNfY453t3X0\nuQTBb775poQZ8DQtJ/q0hRgL+3/wwQfCxJeXl+XQBU2fVpmver3eUSPRJDJ5JkzFYjGMjIxgenoa\nH330UddizySeu81wDV2+7bMkJ/DZaDRQKpVw9+5d0Qg16ZPXtCDgaWN00fCUQB0P51TW61HIyUXO\nU2y4uVjk3iQKvk9CPETERlwbExMTOH/+POLxuJx++Oabb3YoOTx4xOPxSG1jgmFt1fo0KoAc1XKs\nyQkEt9v7ccFzc3NyYMjCwgIKhYIoHFwfWqAADyw63D+FQqHj2O8/0adDMzMzIrhYz5k11nXlA3N+\nNJnWuaNYb6jI12o1vPPOO+LZyOVyqFarArS6lffS4ILvMxPbSE5WN/PZGrh4vV6RYx6PBzdu3JDD\nf0zwRfDg8XhEeSboIZ/UlkATuNracFj7ulmLNTDSnix9cqX2yLZaLZGL7HtfX19HqKE+xEHXerUl\n3uo1YCobNrKBTyfrvba42q7lO7VXsZsVVYN9c11oBYeew0QigdOnTyMej6NWq2F9fV2Uez5DW785\nxoFAQOaDZTL16Yia9+r36nk2x9IGtvV15vrgmJjhRSR6xtfX1zE3Nwe/3y913bl+3W63nHyqw6g4\nRvqADnpRdHJmt8Q3vZ91Yqyey6PQ56I6RCKRQCQSQb1e7zgP+0mjcDgsxacTiQTi8biEEiwuLuLj\njz92vDcUCmF0dFSOjmb5MK/X+0ctecbi8Dbmc1SKRCIIhUKiQfI0tSedTp48ie9973tyrvvGxgau\nXbuGO3fuoFQqyVHYJFppNDMj0/ksazgflXQh88MUGmbFM6QIgHhnAIjQabfb4qb/rOlJAti0AlIg\n8iTFZnP/ZDZdz9oEMZrf6zFzijm0jasWfFqQ85m2rHrz3dpyC6BDWNpAof7bBAIacFGgx2IxhMNh\nTE1NIZ/PI5vNYmFhoWNs2AZ9VDMACTMhuCEo0LHXTuBMk80yqOO0bRZAc370vGlgZVM2COhDoZB4\nCVhBR1f0cBprjq0Z993Ncm9bTyYAJVh1igXXQFCvH6dx1WNlWnGdFI/e3l6kUim89NJLOHHiBAYG\nBlAsFvHWW2/h+vXrYgSil0u3iQYs9oPKCb3iNnBoVlOwxeTb+nKYwsG+6D2gwaatrKb2nJJvcG51\naAQrndDIZR6cY+MjpsKgw0jMtabJqZ+fixIG7DgPv3gSiYuWp3M1m/vH3NJS4Pf7u97v8/nQarU6\nTpMzF+hnTVzUgD0u+qjEow7p+v4TAN6nbDaL27dvo1QqIRgMytGziUQCLpfrwLHftP5qK8LnaSxt\nIMmJtHWFIKanp0dOstvZ2emw1PyJPhuiIOFaoluT39nGvptL1XzuYXNnWrRMMGy73vyfljcn0K3/\n57u0tc50S5NvU7GsVqvw+XzCu81QDeAg+LSVmTL75aRU2EC72Qd9r5OSYd5je6YJKvkZPTVmQqR5\njw3UOAE1Jwt4t3nW82u+1+xrNyXWtmaPAqr0Z3t7e3IUcKlUwsTEBNrttlh6aUm1eSFsYNsWQ63H\nR1uGuymUTmOon9Wt/+b6M63SBKRURkyQSuK6sSks3dqvP9OhIuY4HdZX0ucCBAMPXFO2mL8vOzHG\nyjzicWNjA36/H8ePH5ejW20WvFgshkQiIcfQ6gxpJijUajU5w/thyGTi3YhJXe2282l9rLZwmCWy\nWq3+KdHJoEqlgl/84hcA9jf9yMgIzp49i2AwiJ2dHbHMtdttSV7RSkm1Wu04Vepxk044ZLKhE8Ni\n8qXL1Rn77RTK8if69Mm03DIJjsdrAw8Od9E8w3Rf2yxSwMNZ1m3WRMC5IoAOSbCFJ5ig1nyX7oNp\nEaNSUK1WUa/Xsbq6irGxMSQSCYTDYRH2+jkMh9CWUhPY04JsAkcnhcK09rKvGlQ5WQM1mZZureSY\n7eHn5Pu22F8zbMoWmqH7b5L+XAMcm0XYnN/DrtXHBWsLtGkpNdeMbpsTwBhi1gAAIABJREFUtVr7\nSYO3bt3CvXv38OGHHyISiSCZTEoVn93d3Q4gx/Zovk2F0wn8mmPJdWb23VSqTM+G3jNHAdra02i+\n32yTCW61Fdnc/9orYM63zQp/mKfBSfEjPTYQTLeszqw13ZiasWliMl2xWEQ+n3+k9/v9/o5gbfM7\nU0M7d+4c0uk0Njc38eGHH3Z99sTEBDKZDLLZLObn57tey4QKMyap3W7D7/cjHA5jYGAAALC+vo5b\nt24dEPp9fX3o7e1FsViUuNVAICCVDJgc1Wq1DrjMz507h3g8jq2tLczOzh4o/+ZyuTA4OAiXyyWZ\n2N0WGjcEM4wJcFhhg8wVeGAtZlwf18LDJPJFIhGk02lsbGwc6b7h4WEcO3YM29vbePfddzvG8Omn\nn0a1WsWVK1eO/H6TBgYGMDIyguXlZayurgLY39Sjo6PIZDLI5/O4c+fOIz+fFAwGkUgkEAwGkc/n\npdyY3+8/MMYUwocB4IcpHxiNRjuyv12u/cS2VColsV3RaBR9fX3o7+/H5uYmCoUC5ufnsb6+Lu3g\nGkilUkin09jb28PKysqB99FFXKvVRFmkwO1GgUBA8g3W19fl83Q6jdHRUbRaLczPzztWndCUTCaf\n6ANlKJgpiLQli6FX+uRBAmGCKZ/PJyEsVGRMwcuxJRDQgBOA3KuBLq/Tscg9PT0SW767uyvzZuNb\nTMj1+Xyo1+viieJz6IXg9U6gTMdD0xLc19dnBTv0aOhkKbNSDfvFMAkCDxpEaGnUYRRsoz78g3SY\nVVDPBceVXkgCdu4/8hICXz7HPAREP5vX8rlUlrRSq62GvC8cDkt/y+UyGo0GXC6XlLDk56aiocG2\nthTqw0UYlxoMBiWWdW9vT2LfmVtRLpc7QlpMhc4E8Dosge9klQzyPB0fq/cVx9IEgjrWmWtTrzvT\nW6EBMfuqExm5Bj0ej8wJY/0BYGtrCzs7OyiVSjLfes55n8fjkbAOvWfYfs6vthqb69JsE8E132vG\nFu/u7mJ7e7tjnPR8cB3RM6ETDE16bCBYu3tozdFxgZwc09LDQH1ugnq9fqAElA35f/WrX0VfXx+a\nzSY2NzdRr9dFKGviImBSF7BvaY3H4/D7/SL4uxETJOr1esfzv/nNbyIajWJ5eRl37tzpOPZXx1qR\nATLGiuPh9/sFoJtEZqJdJhQqtLryeVwM/f39OHfuHKanp9Fut/Hhhx/iv//7vzustI1GQ+K0I5GI\n1Gw247ZMZsANx6Qsr9cri9TtdiMWi6Gvr68jMJ7JFLOzs0dWbtxuN3Z2do4ETMLhMEZHR6UkWzwe\nR7FYBACcOnUK4+PjqFaruHXrlmMt6J6eHiQSCezs7FhLj1FAx2IxtFot5PN5ZDIZhMNhAamPQloD\nDoVCePrpp5FOpwGgAxiStEKiLQm250YiEbhcLvEkHIXK5TLK5TJSqRQymQxarZYwHQopr9eLYDCI\nUCiE7e1tCd8wT2wDgN3dXVnjNosV17UGMofNudvtRiQSEea5s7ODSqWCQCCAEydOIJlMolarYXd3\n91AQzCQml8t1oITfk0IaVJDHaIsveZlpVaJQ9Pv9wlu10NTWZQp2n8+HVColCjRjTLnvTMCnlT7y\nT+090wBH94HCPBaLIRQKyXt44FE8HpcEwK2trY59pAWvthDrWEgaIbTCpvvLtW5aovk5PToMPQkE\nAjh58iSmpqbQbDZx48YNzMzMdBx6xP1iWoYPs4jxGm0F5g/BImUow+4IVPhup/hbvSa8Xq/wfR26\nx++1G52gPxwOi8zZ3t6G2+1GMplEOp0WOUsjmtkHzotOrtbr1OVySYw2cYjH45FKGCwTx3hc0+tg\nPk97YvX4xeNxRKNRMfrZqk1p2c3/SXyWqYiZMecmSNfgn+NCfMF1yrhd8msqvADEw2GzpnPs+Hxd\n8k1bak2QqsG67otW/thOrv14PI5QKIRGo4FKpdKRE2KuN44/cQcAx7yTxwaCuUkByNnnJGrmZDok\nJsa0Wi2srKzI4LIUCztLrYaunNHRUZw4cQKZTAaJRAIff/wxlpeXsbW1hXQ6jUaj0bE5yUiCwSAi\nkYi0pVKpoFqtIhaLifVSty2ZTKK3txezs7PS7kwmA5/Ph/Pnz+PFF19ET08Prl69itXVVVQqlQ6m\nS9LCPp/PY3l5GeFwWBIpTICmqxZwMZPh0wLRbrel7jGvY1xpKBRCLBZDu93G5uYmZmdnsbS0dGDO\nDrO0aiuOy+XqyHLWG4ULngImFAqJltxsNoUhHSWhr1QqoVQqIRqN4vjx4xgaGsL6+joKhQJyuZzM\nKy2X29vbUtqJ4QKc89nZWdTrdWHQmqampnDy5Em43W58/PHHjqElhUJBNrLL5ZL539rawubmpghX\nPd9HCQFqt9sYGxvD888/j4GBAYTDYZTLZdy4cQObm5vY2tpCtVrtEOw2lxLJ4/HgxIkTSCQSAIB3\n333XCoBZ/gmwz38ulxNQSGZKELy1tYVcLof5+XlsbW2J9k4wpMNd+D2ZMK3J7LtTeA2tj+wv+0Ym\nT6tVvV5HOBxGJBKRZKTNzU2Uy+UjrbNGo4GFhQUA+8qjtio/KWRap4AHVk3ycoJEKkGmRYjXBwKB\nDqWdQIFKUjqdxlNPPYWBgQH4/X5Z5xsbG1JWSSeN8T0s7UUgRUsSBbv2huj3cY24XC709fVJGNr5\n8+cBAO+99x5u3rwpYNOMz9SW7K2tLWxsbCAajYrhgpWBgE6Pi60OsR5DJp3pvwcGBnDhwgVR6v/v\n//5PPE+6qoRWQAgM+C6S/hx4AEZ5v65YQY8N+8W9ValUUCgUxJChARDbzbVCHsF6+OQFq6urUmOW\nAIgKkE7uphykhZjPpiJPIqCLx+NSw15XmdG4gt5IKiw6YZd8JxAIiOKiPRdU5jSP1YCY1a8SiYR4\nusgPOV5O1mSt/LNPfr8fPp+vIx9CK4+cT60U0khEnEGDh177BJ67u7syP9vb29JGDVa5f9h2zhWN\neXpfmt5tveY17zCfzf0ZCAQAPCgxy+tCoRB2d3elFKFOyuU7iP98Ph/C4TBu3bpl4WqPGQSzw6aA\n48YwLT16kZERkdnqxDDTzbC7u4uNjQ2ZpHK5LEJXx10RoGjQSEZA6wO1Cc04ent70d/fj0AggK2t\nLXGDA0AqlUIsFkNvby/W19fRbDaRy+U63GA2Cx2tLLu7uyiXywJG4vG4CGOSDuvgAmPpMTNeh5uM\n47e0tIS7d+8iFotha2sLoVAIY2NjomQ8CnFR8t2cl3b7QRFwMrtwOCwgSycFmnFjJrndbvT398tc\nT01NYWJiAmfOnMH9+/cxNzeHd999V57H7GsNzPkczgnBqQkGuYFZ7sipVBrHuFqtClOh20+7ErUQ\nonXF5XIdWhmlWq0KMyuVSigUCuKqMuu1mnFV5lw2Gg2sra2Je9HskwYUkUgEfX19qNVqXetW0yKk\naXt7G16vV5hps9nsAKlk5GTeZgxYN2sv9wSfZ5b04Xojf9F1njc3N8VL0mg04PP5jlxy7+TJk08k\nCNYWStOqSV6pjRH6N/mZthDzt1aMOXet1v7JmyyjWalUxGhA8GyGIpgubx26pS1l3BtUoJiE3Gq1\npMqD3+9HJBIRSye/J5kCW/eTFW0Ixk15xv6ZFj29V7Wlm/yQYI1lBGOxmBgxEomEuOxN4GGbNw3U\n+B4NVHTIgH4/AAH2HFcmL2tArS3d/J/WZIYZJJNJZDIZjIyM4MaNG8hms1haWpJ38zdltLbwAZ15\nI1SYGUqhlTKgsyY8ebOWT/TKEjhRhml+rb2y2lJq8nW93gi6KVu2trYkdENbSPXYO1nstRylNVlb\n0DWY1DV42T8dlqAxEvvKOaZs5ryaHhtzvTM3QO8NPRY63MPc/9qyzWvYNh16ofvLseNe5nv0ujbx\n2dTUlCMI/lyUSNOUSCSQyWQQjUYxPz+PSqWCvb09WXQcBFNgxWIxEYT8joNBl5LP50MkEhGLFGuQ\navJ6vVKjj+8DOl1fBB2knp4eDA4Owuv1YnNzs6Pe6/Hjx3Hs2DEkEgksLi52FP9vt9sCxPWJOyaN\njo5icHAQk5OT2NnZweXLl7G2tibjpV19ThoVF5yp4YZCIaTTaUluIfOfmpqSWJ+VlRWsra3h/fff\n7zKrnaTDHzRTMIkavbZY6I1rxjt5vV5EIhGx7tIycfr0aQwODiKdTuPq1au4efMm3nzzTWxvbx8o\nFQY80KoZnkCX11GAfyQSwenTp+F2u7GysoLNzU1rEp/b7RYXGLAfQrCzs9MBskOhEEZGRpBOpzE5\nOQmXy4WVlRXcvHkT2Wz2wLiNjY0hHA4DgBzaoZMRzbhfJyXLRuFwGIlEAnt7eygWi6jVanC5XIjF\nYjh27BjS6TT6+/tRr9dx9+5dXL169UjPNYkuuHA4fODAEwJT217gfuaY+Hw+KcoPQBL/tMXRtKRo\nhqqtKD09PR0WYX0sLGPqx8fHMTQ0hO9973v4+7//e8f9+mUkWrWAzuQXVidhTG0+n+8ALcADd60G\nIgSIQOfR5WbMIq215JN63rRw1oc38JlmDLC2GNF6RetwpVJBu71/+uPw8DDS6TTi8Tjy+TzK5TI2\nNzfF2EAhbIYY6XZHo1FEo1GMjIyg2WxicXERhUJBrrfdp0uKkbSXQ1u9eWIbFUG/34/h4WGxmlLW\nrK2tCV+zKcPa/cyxM0mPod5DvF+76TVw5bsY5qTD44LBIM6ePYuRkREMDg7inXfewf3793H//n3x\nJOlQQe3hItDVYQBsiwbPGhDR88kEdIZ+acVEh7GwL/qkOy076CEeHBxET08PCoUClpeX5aRXnRsT\nj8cFUxBk8rkaCOt+6DAWndeh26BjtglgOe5er1dKzyaTSezt7WF5eRlra2tiCNJ7h6VNuTa1kqk9\nClrRNPmqvpfrxuwLr7cpgBwPzp/pZdJzYRpNtFKnlZW+vj6k02n8+Mc/xt/93d/Z5crnDQT/2Z/9\nGcbHx+HxeDA7OyuCie5tm5ueFAqFBHBQg9GWPX36GLV7p/bR5UBz+1FoZGQEfr8fuVwOpVIJ8Xgc\n3/jGN9Df349cLodr165JKEMwGBT3AzdkN0uUx+PBt771LdH4Nzc30Wq1UC6XMTc319U6CUA0XA2C\nNWNxuVwdxzlfunQJP/rRjzAyMiJW7Ndeew2/+tWvjhQ3Go/HhSEdNWZXt5UuLK0dBwIBDA0NIRqN\nYmtrSxLMXK795D26WJeXlzviiFwulxTbN4lJALZwBF3ux6QzZ87A7XZjbW1N6qTaiK4lAAesSSSG\n+Vy4cAGnTp3CSy+9BI/Hg2w2i3/5l385oHyQSZNpUAgxiUOXyXsYikQiEhdnO7jD5XLhO9/5DiYn\nJ3HmzBns7OxgcXER//7v/y7JbIzZp1W/G9kYo1MlEq3AmWuJ3z1Kn23k8XgwPDwsLt+trS309vZi\neHgYfX19mJycxD/90z89cSCYXg3+73K5EI/HcfHiRYyMjMDn8+Hu3buoVquSULO9vS11vrWVXgMn\n/RkVeNOyZrpXtZDWAIaGEB3/qQGVFuzcdzRGEAQPDg4iGo1ib28Pq6urHYoV28d1qAG5BgYEJ6dO\nncLg4CB8Ph9yuRy2trawsrIixh1tLdUCne8i0AHQYSHT4IE8fGJiAt/73vdkLlZXV/Haa6/h1q1b\nouSbioFWNo5SBYK/yX8Icjj+OqSD34VCIUQiEfFgkdeyb/QUEeRpo4WZCGkmQZphH/yOa0gbT6gw\nU85po4cT0NPrRY8DlZPJyUlMTU3h5ZdfRqu1n2T7H//xH2LRBh7wJ3M/8bf5Lt7Da7SnWvM+ejJo\nyNFeEr2+z549i4mJCUxPT6NQKODevXu4cuWKHNjBvvAZel0DnVUrtMVXrw/T06B5BJUWbczS3+u1\nr0lbtznf+n1aEfN4PAiHw7KGacDxer0Ih8OYnp7GT3/6UyvP/tyUSAP2hfD09DQGBwelFqoW7ocl\nr1Sr1Q7NmQPITUSTPy1mTtRu77tR6RY5KlUqFdHMCU42Nzexvb2NbDYrYRCMczE1mG7UaDSwsbGB\nSCQicXI7Ozsol8uHgg3ggVKgtUt+Tgav+3rlyhUMDQ1hYmICfX192NragtvtxujoKAqFwqHl1kzX\n2sOQGWMFPHDh+P1+pFIp+P1+AcHtdttaUYDWRgo525x3i8XVzNCk2dlZsR52699ha43XNBoNXLly\nBblcTioXNBoN9Pf3H5gbbnC2q9FodFjAHpXocnaidruNq1evolQqSWxtMBjEiRMnRJljRRNbiIXt\necDB2DcbOSX28buHXWPdqNlsSvw9T+bb3d1FpVJBKBTC/fv3P7V3fZHIFHpu9/7R7GfOnMHg4CB2\ndnawvr4ulkpa60wBb3rZNPDhWjAT0Mz36/+1cLUBZpO/8nsNrviMer0useI0oGiXM0mDUA3I2T7e\nWywW0dfXh2PHjiEYDGJjY0M8PBqA2dquhbxuu9lXgpalpSX87ne/w+joKCYmJlCv1xGLxRCLxcRS\naI6paZHT46MBGeeJgMzcizrOUys8AASgNBoNiR1utR6cOqe9gDoml0YQXUnEtB7yt7ZI29aPzbPo\nxNt1P01Qys9obKC3OhwOY2JiQuLZWbGHctZmgTdlvn6fjsPV95hhJpSLfIdWEvn93Nwctra24PF4\nkEql0N/fj8HBQbmXmKnZbIoyqNtiU4RsfTL7YIZOcK2a/THv43f6+VqpJek4aCpToVAIwAOFYGtr\n61C88rmxBLtcLvzDP/wDXnrpJVSrVbzxxhu4fv06Wq0WMpkMPB4PlpeX8etf/1ru6e/vR39/P7a2\ntjqOFXa794PiWZ6mW6wlLbJmWERvby/Gxsaws7MjC5rExIBcLvfIoCMWi3UI/1ardWhdXK/Xixde\neAE/+MEP0Gw2sbS0hH/7t3/riEFmxqwt/iUWiyGdTsPr9WJjY+PAwjDBlknnz5/H2NiYWFvpaqP2\naGpn1Ob1wu/v75fqCk7l43w+n1jiNjc3JfQD2C/p9tWvfhXBYBDvvPMOLl++bH2G3+/HxMRER3Z3\nsVjEjRs35JpMJgO/3y/xtaShoSGkUim43W6JHdXJYbo9qVQKAA5UDIhEIojFYmg2mwfWXyKRkKx1\npyoYTBBjNYtqtYr5+Xnk8/mugM9WS5fEBE9Sf38/PB4PNjY2OpQBnbjTjZLJJJLJJKampmT97u3t\nYXBwEADwzjvvdKxNEl2a/Gm32xK/Ceyv00AggI2NjQPtYDINy/U5jYGTRVkrD93o4sWLmJqaQjgc\nxmuvvWaNAX4MrPOxEa0tFMA+nw+xWAw//vGP8d3vfhfNZhO//e1v8fvf/x6NRgMDAwPweDxYXV3F\n9evXBfD09fUhGo2i2WxifX29IxmWZcVarZZYDE3wTFc6AAGqzWZTQlbS6bR4+bimGJ7Q29vb4a7W\ncZlOAp08jUKWwIT38P1aQGsQkE6nMTU1hR//+McA9o+e/vnPf461tTW0221J1gyFQtjY2BArulYy\nUqkUvF4vyuUyqtWqJHjxHbq9ZojEwMAAent7UavVUC6XUSqVJHlJgybdbvaNBqj+/n6pnEGery31\nvCYWi8Hn86FarUqSXk9PD/r7+3H+/Hl4PB5cv34ds7OzHaEMtGQzdGBoaEiUqGKxiGw2i0ajIfkJ\nXq9XDEBUoNLptNRkrlarHeEYzK3RoZHtdluSYjluTIjc29tDPp+XMeZ3NKAxqU2HJgSDQfT390us\nNseaRjAzTICk50+vQcZOs8Qfv2NFB/aJ40+ezdwl9klbcYPBoISaRqNRqZLFOPh2u427d++iWCx2\nVGDRpdW4DzVoZYgi9xfv1aFBDDvSngCGJNJ6yzBXrgvGkLvdbsk30XuLyfbt9n5xhLGxMQwMDCAe\nj+MPf/gD8vl8x3iYIJr02CzBx48fR71eRyAQwPPPP4/p6Wm88MILWFtbw8zMDD788EMsLi7KJrp0\n6RICgQAuXbqEtbU1uN1uPP3000ilUigUCvjP//xP3Lt3D4uLi6LpnDt3Dj09Pbh16xbu3Lkjmhnj\nwZ5++mm8/PLLCAaD+Oijj3D37l1cv34dfX19GB0dxbe+9S309PRgfn4eb7zxBqrVKsbHx/HKK68g\nFothbm4Ob731FjY3N7G4uPhQ/WfiBN07dNdwshmb6/F4xMqZSCTgdrulbmKtVsPQ0BAajQbi8Th+\n+MMfYnp6GkNDQ7h69Spu376Nt99+G1tbW/B6vZicnMTLL7+MgYEBlMtl3L9/H7/97W+RzWbRarUQ\nCAQwPj4uxbxv3ryJjY0N1Go1pFIpnDp1SoBUIBDAj370I4yNjSGdTqNcLuONN97A//zP/2B9fb0D\noPh8PgwODmJkZAQ/+MEPMDIyglqthv/6r//C3bt3cfPmTQFtY2Nj+Ku/+ivxCORyOfziF7/A5cuX\npcxWsVhEPB7HX//1X2NwcBB3797FvXv34Hbv148eHh4WYDU4OIixsTGcO3cOu7u7ePPNNzEzM4NQ\nKIQXX3wRqVQKuVwOb7/9NqrVKvr7+/HNb34TyWQSa2treOedd1AulxGPxzE5OYlms4mbN2+iXq8j\nk8ng6aefhsvlwrVr1/D222+jXC4jFovhm9/8JsbHx+FyuSR7u91uI5PJ4KWXXoLf70c2m8Xly5dR\nrVYl67darWJxcRGtVgt+vx/nz5/H8PCwlHJjKI8+PtOW/MiEH1YmOXbsGCYnJ3Hz5k2srKygVqvh\n4sWLyGQy2N7exh/+8Afs7OzgxIkTGB4eRigUwgcffCDei5GREQSDQeRyOSwvL+Pjjz+WWP1MJiPW\n6O3tbUxMTGBwcBCnTp3CvXv38O6770p5vXw+j42NDYlfJxPz+Xzo7e3FyZMn8Z3vfAcDAwNYXV3F\n66+/jmw2K1atF198Ueby17/+Na5du4adnR34fD5cvHhRYpfX19fxu9/9DktLS2i320ilUnjmmWeQ\nSCSQz+fx+9//XuZqeHgYFy9eRKlUwuLiImZnZ8UVd+bMGQDA+++/j2vXrn0invdFp6GhIQD7Qnd6\nehqnT5/Gt7/9bVSrVczOzuI3v/kNlpaWBLy9+OKLCAaDuHjxIjY3N+Hz+fDss88imUwil8vhJz/5\nCRYXF5HP56XuNXn2zMwM5ubmxMNAgXj69Gm8+uqrCAaDePfddzE7O4v5+XkEAgH09/fj1VdfBQAs\nLCzg/fffR71eRyKRwNe//nXE43HMzMzg7bffRrFYFKukKRhNy7MG4dpqyTCAdrstQpn/0wtCb2ar\n1ZIqPJlMRkDJ97//fTz11FMYGxvD5cuXce3aNfzud79DtVqF2+1GJpPBq6++KjxgZmYGly9flnA4\nj8eDaDQqMacEuQT5PT379ZLb7f3qMs888wzGx8dFbv785z/Hm2++KYni5B+MKR0aGsLf/M3fYGxs\nDLVaDT/72c9w+/ZtLC4uSjJZX18ffvjDH+LChQsYGRlBLpfDz372M7z77rsiz+r1OoaHh/EXf/EX\nuHz5MrLZbEcfmITr9/sxODgoFZ22t7dFmfb7/VLXnvX6a7Ua4vE4vva1ryGZTGJ9fR3vvfeeJHkP\nDQ2JIYzhcdPT0wD2K+LwGX6/H8899xwmJiYAAG+//bbk7sTjcTz//PMSonbjxg2USqUOqy1BaW9v\nL44fP46pqSlsbm7i+vXrEtKh15dpxQY6KxpMTk5ibGwM4+PjuHPnjqxVHr/cbDZx9+5d1Go1DAwM\nIJ1Oo6+vD++//76AP8a8l0qljpq/wD6WYGIl29zf348LFy5gaWkJ169fFyWTVm9TIaVyODw8jFdf\nfRWZTAarq6v4zW9+I7kBfr8fX/nKV3D27FlUq1W8+eabEvft8Xhw/PhxCTPL5XL44IMPxCAViURw\n8uRJxGIx5PN5zM3NoVarSW7XqVOnUCwWsbGxgXw+L3twenoazWYT9+7dw7179ySPwMmw89hA8Fe/\n+lWJZ5mcnJQFfP36dczNzUnJFJbqoJuBlt/d3V0MDw8jHo9jZ2cHc3NzEr4wMDCAsbExXLhwAYFA\nAPF4XCoA0JWbTqfx7LPP4tKlS1LUPJPJyOSOjo5ienpa3KK5XA7VahUnTpzAs88+KxrfysoKent7\nkc/nH/qEM2bKAw+SqEKhEIaHhzE1NYV4PA6fz4d79+5hfX0d5XIZgUAAhUJBFubo6CgmJyeRyWTw\nyiuvyElFPT09SKVS2N7exp07d7C3tyeJGmNjY2i32+jr68P6+jp2dnZQrVaFYTJjt6+vT8p6MQmA\nyYSt1n7Zs3g8jtHRURSLRcRiMYlTIrlcLqTTaZw/fx5TU1P4yle+gkwmg1qthlwuJ8C+WCyit7cX\np0+fxvT0tJQ7GxgYQDabRTabFXCdzWbh8/kwNDSEF154AcePH5dqFiytViwWxZXp9XqRTqfRarUw\nMTEhISlMpAsGg8hmsyiXyxgYGJCYQLqQKOxowfX5fNje3kYqlcKZM2dk3a2uriKXyyEWi+HEiROY\nnJxEb28vcrkckskkgP3DNM6cOSMMf2ZmBuFwGMlkEseOHUOr1cLi4iL29vaEYTP2m0qTab3R1ihS\nb28vkskkUqkUXnzxRZw8eRITExPiIVleXkYymZQY62AwKEpDJpPB4OAghoeHsba2hsXFRYTDYUSj\nUUxMTHQoSolEAolEAktLS2Jlo3Ccnp7GwMAAMpkMdnd3Ua1Wsb29jXq9LuWo6GZkHd6xsTFJchwa\nGsLa2hri8TjW19cRjUYxNTWFc+fOidVja2sLxWIRwWAQ58+fl1KI6+vryOVykng3NTWF559/Hv39\n/SgWi3C73SgUCkgmkxgbG8Nzzz2HXC6H/v5+qTfKw2fGx8fR09ODUqmEjY2NI4V6fBnp1KlTsm6n\np6cxMjIix8Levn1beHZvby/K5bJY6NLptFQJOXbsmIR0UcGo1+uIRCLo7+/HmTNnpFRVqVRCsVgU\nXhMOh3Hq1ClcunRJ1mMymRSBOjIyglOnTsm6ZEzy+Pg4nnvuOVlo6g1AAAAgAElEQVTnd+/elUoL\nZgKQjjs3lUsdigA8yB3xer2yfxOJBHp7e3Hr1i0JLfJ6vcjlchL2lEwmEY1GkU6n8dJLL2FychJ9\nfX1ot/djknWJymAwiJGREUxOTmJvbw+hUAj37t0TgMJciWQyiUQigVwuJ5WBaFhhSBaVE/L3ZDKJ\n4eFhsfKZFvf+/n7Zb4ODg9jb28MzzzwDAFIulED91KlTOHHiBIaGhpBOp3H27Fncu3dPLH/r6+sI\nBAIYHh7G888/j1wuh4WFBbEIsz4v96vb7UYqlUKr1cKxY8fgcrnEu8e+FgoFVKtV6UcsFhOFiTyF\ntaZZoSmVSuHs2bMAHtTAZ+3wiYkJnDp1Cj6fTyzQe3t7SKfTuHDhAtrtNoLBIFZXV6W0Ji2olUoF\nLtd+zXUeLsXxsYWc2IjrKRwO4+zZszh37hympqYQDAYxNzeH9fV1kd+xWAzJZBLb29sYGhpCf38/\nMpkMMpkMlpeXsbi4KN6RUqmEfD4voUrM/WC1lXZ7P1zQ6/Xi9OnTYgSZm5tDqVQSS7wZskC52NfX\nhzNnzmBkZASjo6NYXFxEb28vSqUSQqEQxsfH8dRTT0k4DGWzz+fD8ePHcerUKQwNDWF1dVUS91qt\nFpLJJM6fP49MJoNSqQSv14tKpYJIJIKRkRE899xzWFlZwe3bt/HBBx901A8eGxuDy+WS0qG7u7sH\nDgojPTYQzHp/brcb8/PzuHXrFhYWFjAzMyPCjRatmZkZvPXWWxgeHsbIyAiA/SSjfD6PQCAgdRhZ\nuJ+ZytQMRkZGMDIygnb7QfkqxsAsLi4KqPH5fEin0+JOmZubQzgclsmkW4Cnk3ET8jSi8+fPY3x8\nHC+++CIGBgYwNDSEer2OXC6Hf/3Xf8Xrr79+YBx0JmwwGMTg4CC+/vWv49y5c1IHcWpqCisrK7hy\n5QpKpRJ++9vfiiuAlRwYYjA3N4eFhQXk83nU63WEQiGJB8vn87h79y62trakzqyuJ0hmpQPaM5mM\nuB9XV1dx586djuS+5eVlKdZ+69YtAQe0iBDcsB2zs7Niea7VasKgdnZ20NPTg3q9jps3b2J1dbVD\neWE7WRN3YWEBOzs7OHPmDFKpFAYGBlCv17GysoK5uTlsbGxgc3NT4sOZuEFBvbe3h1u3bmFlZUVO\nBOLm3N3dhcfjQS6Xw/3798X1Fo1GBbRzrG7fvi3xbuFwGLVaTcJNgAcHlLA2rc/nEzfw+vp6R2mf\nvr4+EXp0Y1WrVdy4cUMYBIWELaFDx1MSBI+MjMjhLY1GQ9zJXPvAPrjJZDJiLdjY2EAwGEQ0GkW9\nXsfs7CwWFhbE5ReLxfDCCy8I+F9cXMTt27eRz+exvb0Nl8uFtbU1PP/884hEIjh+/Dhu376Nra0t\nUbpItFZxnra3tzEzMyPWAL/fj1gshkqlArfbjY2NDczMzIjVJJVKobe3V/gJ3ZW0/vIEOyo8zNQ+\nd+4ctra2EIlEkEqlpFZ1f38/+vr6RPGsVqu4cOEC0uk0/vZv/1Zi6P/xH//x02KFXxgaHh4Wz1Wh\nUMDq6ioWFhYkMZcC1e124/79+/jlL3+JyclJnDx5UrwEd+7ckcRJGhjC4bDMP4EArUO0JHI/NBoN\nceO6XC45dIcx/8vLy4hGoyJkaWlk9QeWBGy326J09ff342tf+xrGx8cxMTGBfD6Pe/fu4Sc/+YkY\nEMxQAe41uvC/9rWv4dvf/jZSqRR8Ph8+/vhjzMzM4Pe//72E99Ht6/P5pNKIy+VCsVgUxR2AuI+p\niN2+fVsUBSoZdKOz7BYPY6C1ngC+UqlgYWFBXOeNRgM3b97E6dOnUa1W8dFHH4m7nePPsAHWZSWv\nJVCORqNSPo58+d69e3Jk9O7urng6gf34zJmZGWSzWdlPY2NjGB4exs7ODpaWlnDnzh2R+61WS/pJ\nPkzl+v79+yiVSmK4oVGGFkLWua/Vasjn82LRZohUsVjE2tqarDcevkBDTDabFV7CcLZwOIxKpSKH\n6pB/+f1+nDx5Ujy2DJ/QsoU16c14V5L5OUMLBgcHhS8x4YtjRbA9MDAgsooAdWBgAO32fo5MPp8X\nQ1U0GsXY2JjESq+trWFhYUGwTq1Ww/r6Ol566SVJJDNPuDNj7ClreMAVlTJ9QFKr1cL6+roYCzmu\n5PnEacQ/VOT29vaEN6fTaSSTSbFkx2IxDA4OYnBwUMIsbt++LUbORqOBs2fPYmxsDIODg3Ig0j//\n8z9b+dpjiwk+d+6cxGmwfmu5XBb3lE5so0bLmDFaj3QJHbojcrmcFH/WJw7lcjlUKhUUi0VhtPwe\neMDctre3Jf6IILTRaEgNxkAgICedsW4qmdef//mf47nnnsMrr7wilQq2trawvb2N69ev4/XXX8fi\n4iKWl5etMYuMI52amkJ/f78AKIYBbGxsCEgjk2Miko5Zo7Co1WpSvYDJPolEQg6DqNfr2NjYkO9p\nVdAxm9RM3W63AH/tZuOCb7X2T0ejG4QCgm5MKhFsK5kSwSBBD4Witiaz0kCtVhNrO4VPX1+fxE7R\nOqgFXTAYFI0YeFCuiRuSykSxWMT6+rpooRxPxhF5vV6JR+3t7ZWDKaiAAZCyYtS2aRXXWc8swVer\n1bCzs4NCoSDKGo+/1pnWBKWMteLY6vJQZpIMSZdp4r4pFosiPJg5OzAwIPFuFHb6bHsqDm63G6FQ\nSEqT8ZCRzc1NrK+vS6wgGffIyAjC4bCA4lKpJPvTifS+pFWfAs/l2i+nx75QKBHcM6aPc8q1wJhu\nrhVWZSEQ4x5iJRPGyzM5dnBwUBgyFbVf/OIXT1xM8MmTJwHsh+Rw/PgbOOjaZa1SKsD84d5jxQId\n28k9BgD5fF5KCpLfc21RySaPpfWQ+5NtoyeIwJJx+AzfuXjxIi5evIi//Mu/FL5eqVRQKpXw61//\nGj/96U87eKQOkWAYm9/vx+joKI4dOyYAqlgsolgsYn5+vqOov5ZnvFfH8VOG8aAoVldgqMXe3p6U\nWiQo0ZUxyLupoLIcKK9lDCarJDEGWcescqx5LXm3rqxQLpdFgec868Q0Jgbq6g7kc+Qdfr+/w6ND\njxZ5IEM8dKIdx4G4QVdv4trTscbk/zpPgHKJ3gBtUWf9cvJsrRBQpuqqCoyD5jtarZYcjEQFzlZp\nQ5P+nGPJA5ECgYDE6FYqFZEhjBPXXjWOJ62elEWsUMR9Q2VA1ytmvwm83W63eLc5N7b2ay+ePmFP\nV5pieTryXa5Hzo8uVVqpVMSIQZnLakgM1+F8MLegWq1ifX1djjsnNmDJTxoBf/nLX9r78LhAMA86\naDabEqtrA4Y69opMR5fE0fUmm82mJA8AENc1ASvLojBo3DyilRuOm4LaIjccwxcIcFwul7hce3t7\n8d3vfhcnTpwQt3ahUBBAtrW1JUCAlkozeYmLgrVv2WftMiJz14kJtATqWpnsh3Z5MCmAGbyNRkNc\nguy/LkGjmaHL5RIwajIkXV5FP49zBDwQkGT6fGar1epwrTHAntm8tvg8KkemYAXQsY6oEJgZthwv\nHbpRqVSwsbFxIEGGAsqsdaljpHQVEo4NhYJOfOB4cD1y7es1brrNyNQ47zo723TPcpw00RLCkn96\nH1BYUsnRY0eAwbXLtUomTOsEBak+3ZH9TyQSYv1iiTr2+7CEUq4RAn7uSb3edL1LAOJZMi1lFMpA\nZ6F7rne9L9hvnUlOIcLj2nd2djA7O/vEgWC6p3WSiRknqK/Xe9T8X1cc4Fhrwwa9LbpcE+8zyzTp\n9WQmrvE+vSbIOxl7OT4+jueff16SVWm9y+fzuHPnDvL5vFg4bWFHBKraW8h20+ukE7V0spJ2lbPN\ntMDp+H5tfdNWOd1nkycC6Bg/4IGs4Fq3Zd1z/nTss25Hq9U60B/OvRnvqn/4TN0GtlEDRVv4gPZO\n8j4CQI6bvo7t4rxTpplr1QyF4W/dDraZ/IC8RI+JHlPNP8yEycOAMN9F2cqEN82b+T37pNuj15Dm\nx+T1bCPL/uk9opVIl8sleEOvN90Xkl5zWt7r9cE502Oix0+XR9SlA3UZRRLXgD6wRK8FAB18ndhl\nZmbm8wWCP+n9etFqsKU1T8349MDrxU7iAj/s+FpN1K5oTaMG6FSO4xvf+AZCoRAWFxdx7949x8MZ\nCDQ0+AceMHy9wJ1ijbigbFY3vSDNz7m5tAJAxYEbiAJLj7m2JHR7D4GH3mxcggQ4jMnUGbicL30E\nKS1JThoq228Sx5Vj2263ZRN1I73Ryexs7zbBv/7cBOZaSFCYm5nT5jhybh9263JNAZ1lxcx9oBnY\nk0JasaYVWlvHdTUBKgRPGggOhUJWIXhUfs7rTJBjAweaL9ieQTKBuL7G/Iw8i8ovw7y0oqeBBt2u\nNHboygoaTJnyyAS2+qcb8RrTKsv9qZ+nx5L8RI+Z+T59jzmHJjDU79F9NPunvzOVI/0+DZJNMOU0\nt7b1YL6bgMoEm6aRRPfblFOmkmZrk/mdOa7m/NqeY95jI9t6Neee19na022d2faNjcw1YLtHj59t\n7dj+5rUmFjDbpf/Xa8XGO/T4aOXIXIf8offWpM9VneCjkmYWQGedSeAB2KCVT2s85qLW2q1TWSUn\nYmkelh5bW1vrWo9OA22tSZukXTHaWkkGTCFMsGqC0cPcL07v1ZobXRB0AWklQmucfK+NbBuJDIfh\nF1zIBKWmZQfodG8xhtq2oXQfugkcAkBdoeAoJcH0s7td324/qN2olRVt7dIb1hR++tk25eJRSe8T\nDR70WD0KuP5jkg3gfBqklQ8qRrSO0xL/pCkGJjmB1Ye5n79tYOqo5LQGTHBgE/ycV8bGMw6enj7u\nUXr/WHue3/FHC2cTrNiEv02Ym2PCPan5n80aZvZRt8EEQk7gq5t86AZs9DhrgNltPvRv23Xd7rc9\nT/9vzol5nb5ez6FJNGyY/ddzbGuvk9LhRN2ucQKeRwXVtn51A7/d2nJYOw971sMqxt3e363/3K96\nv5gy1dY+TV9IEGyS6aIiaWumrYxUu90WkNlt0lwulyRvMIaJG4rurmg0ivHxcTQaDWtt1LNnz0pN\nVpYI6Uba9UImaLqtCCRJppvsUYixdbbFRAFyVKWBgEKPMfvF5AKXaz8+m7UbTXef3ti8z3Zinanx\ndxNEun0PS0cBQrbnamDMjXtU8P0oREVGewMoYDk2Ou6a3z+sIvjHJs3wNNFLQGHGUBN9Ld1nTnuP\n9+lareYafJLpUfmKDSg4WYBsrvVuFjreo8OCzGdp/kUjAuNxGX9ousUZjtNutwUk0wNnGhkIVDVY\ntYFc/nay4mmrpsn32CYn65oTKNXvs82Dk+JgA37dLIBaMbCBcA1GbADVBJ76exvY1ODXfL5TP2wg\nmDLN1p5uSsBhfx+VdHu1otNNYXCaT1Mx6waA9XOc3nfYvuM4muFI2rpuW196f+rr+EybcumkZNgA\nr/m50ziSvhQg2ImchJ0eLGbNciJ0QD4BbrvdluoRQCfIqVQquHXrliQ7sL4pidnHiUQCKysrhyYG\n2ch0W+sJdYqlflhi/xkHSsZrWiZtYLIb6RATl8tlrden44z1NQ/TL24cHS+oQwn4zE+iIHxa9FkB\nX03aba8/02tPM6wvAgAGunsxdAKODbwySVbH13fjERrcmPvgSSUbyDI/53cmOQlt/QzThe30DBNI\n6RhjLVB17KsGTroqi47jdblckqgTi8U66tza2k/S/MsJvJsC2cmibesz22267tm3o1r8zHdxfHS/\n+Ll5jw1kmEDVBjxMwK1BEMfBBJzm+JrGC239PcxS282SqAGU7rOt3U5jaPah2zW2z2xAzQmU2tpo\nG3tbu3UbjmqZt82FXoPme7Vl1ra+NUDvBub5HqdQmm59NX8ftr++1CD4YcjGmDQooHvMiRYWFhCP\nxw+cYsUahKyRx4SkRxWoevF+WmTbnKwbyMV1FA21Gx0Wb8tMVhvwPgppTVRvUDLMLwLA+7TpsD5r\npvJJAJ7OvH6cpGM6beuT4S8Et1T6DiNazamgPcnkBHqPQtoy1E2YHQV0mM8120hlyCY4qQzzECEa\nOsy26bq1wAPQxufq9ztZ3g4DYKaVTFu1H4bHEsg5gR7zWU7WWBPM2IAOv9d9dwLAtj7zvm6Kgu0e\n3UazPTrPwmyb7rOt30chvTbMfjzsM0zSn5kWbfM95hyb46Dn21xDR7Fs29ps+zHBuK2fhykLtr2v\nFRsbeD6svWZfj0JfyMS4z5o+C6AJPCgbxDqt7XZbyqAEg0Ep+cJjms1F8rAUCASQTqflCMtHJYIG\nxkiaAkBray6X64A774tG58+fx8mTJzE6OoqFhQVks1l89NFHUh/5YcgUmF82IkA0lcbPI+kKHNr1\nfNR7GU7B+s2PgXU+NqKF1Ok7k5yEL7+jYqp5HPmM6dFxGmfToggcTLzSyrD5uU6M1RnpLKFltoG8\njgmmLpero3KPCbgPswTrtmgeyzJ8pteM7bFZyk2wdBhoMC2CnBNbnoV+h9lm/eMEWs3PnCx25juc\nwB33rp4TnhJ77NgxLCwsoFgsYnNz05o4rSubsO3aa6j74sS7beN9FOqmpGgQaFs/NkXL6d02kG6b\nL9u8m88x28X1p70vej50oqat/bb5tu0JM4lcX2/7W79HK6z8TJ/yp+kLawnWoOzTFkaflXBjHdK9\nvT2JOZuensaJEyfw4osvIpfLYXZ2Fq+//jru37//icATC1EHAgGMjY2hXC5jfX39SPfZQiCcAA6Z\n0peJtre3US6XkclkMDExgaWlJZTLZdy8ebOjr0xMtIV4kMgUvkhjRCZylDa320ezpj5uIiN1CkU6\nTPFlLCjrhz/s6ZBfBjqM19oUYv1dN+uTKTC1RcwJfOlrzXfpe7VSrsGFk2WL/E7Hz2uQOjQ0hLGx\nMTz77LPI5XKYn5/HtWvXUCgUOsC92XcTZNlAAtcXa73zIAgCEbbPqcKRuWdt42WOvw1UHLYfnAD9\nYda/biBIgy1NGqCaAJFAiWUbn3rqKZw6dQoLCwt4++23sbGxIaCXzzFrxtsUF5uSYANqNrBp62e3\ncTRBqZMi1U15Mp9htoXUbR/Yruc9tv7zGTq3RF+nlQyn/W97t94vTiDdVPL0eNnmUiu0Jn1hQfAX\nOUaPcbfNZlNO5+JJOGtra5Kp/EmIjJzhGUd93mHM70mg+fl5OZM9lUrJCVUm6bhRp/H9Iq7RL5ti\nQ0HZDawfdc03m81H8gh8GeiwpFstdJzcpVqo2QS2Cc40+CPZSnUd1uZu7XZKZDPd6pQ5uVwOANDX\n14ft7W05sIWKks0arYHvYWPD5GQzHlK3Rz9XX8N9q8GVCSqOMi42OeA05rptNjCllSPTaqz7bQPB\nHHdbm3Q7yuUy5ufn8e677yIWi6FQKBww5JC0lVBbhc22mn10Amx8vtN35me2eGtNTiDYvN4GMG33\n2hJEnQC2+dxuyo1e32bsPb/XQN2pz6YCq5VFzk+3OtLdxt4WImTSn8IhvsSkS53xWOQvG32WVlaX\ny4XBwUG0222USqUDMeEsWt5qtSTB8k/0+SG9/nVs56dFT5KyaAMv3a7T1RI0v7fVddX3aTItcPpa\n4IFw1zVCtWDU9ctNQAp0HhyhKwmZpzKa99lAqBbUTsqC2V6n5+lQDNZLN0PMCBa0S9o8mMF8tram\n2tp4KFhwdR7GoRMND5snHephAjJbxQ3zGTYAbgJKWnlp6eWhUhrg6pAo1obXY2daV9kmp6TqbmDM\n6VrzwBd+p70IR/UCm+/Xv81x06DSfIa+T68t0xJrjj/Xq87lcaqeYgtvcOoPx0Mrl2yjuW9s/TX7\nSCOIbX6+sJbgzzMdRVj8MajV2i8ppi0AXxZyuVxyotjDMI2HoXZ7/wx2J6LA/LKN7ReJCF6AB0xR\nH2xhK6f3J3o00olmJC10TCuqrWSXzSppgjnT8sP36OfwWps1jNfbquloSx/BnA1Ek0xrMIWzzdKr\n+b4ToLe1R48fwTvHSluPTaXABL2mpUy/y+RRTjzLBpBMqy1/TABszpFpjST4s7XFyYJsfq+BlAlU\nAUgNfqcx1yEuTu3Q79f9PQzgOo2h/lyvf9ve0DkkNkXGNk7d2mZbE7ZnO92jgbDZBvO55j40+QGA\nAwqg07ttfXqYtWyOU7e5+1KCYJZC+jTCCh6WuEk/i1jlR6UvW2KW2+2Ws8gZL/eoREZKK2Fvby8i\nkYg8m6f6OY3hFyEe9vNCPLbz07Sa8/hyzZBbrZYcEf0n+vSIVUBMIamtQIcJKDOW1eV6cHQ1sB+z\nrWPsTauvCcJNgakBjlkphs/R79YgmO/Sh2PYgK3NAqXpKIDDBtxNQMv28hh5DT6d7tEgCzgIlG2A\nymyHvvYwwGjrjw1I6/AO27iZgN+sFKTvIZjWCjDbo8NRTLIpTxwnc66d2miOne37buui22f6+TYg\n7BRGY6tUYn5uA8Lmc02wqxUXki2ERM+rnjdtIDLXtNlvG/C1te2wtWMbV9v/mh4bCJ6enka1WsXm\n5ia2t7fh8Xjw7LPPoq+vD4VCAZcvXz70GV6vF5FIBMeOHYPf7xfT+dDQEHw+H7LZLGZmZpDNZjvu\ne+WVV+D3+/HRRx9hcXHx0Pe43W4kEgnEYjEMDw9LQf16vY5oNAoAWF9fx+bmpjBvv98Pn8+HTCaD\nUCiEQqGAO3fuHHh2NBrF7u7ukUIVmJVsWre0leAwGhwcRDKZRDgcRi6Xw71797peH4vF8PLLL6Pd\nbuN///d/DwUwgUAAo6OjiMfjuHLlinzu8/lw7NgxAPsxt4dZ6Hp6enDixAlsb29jYWGh47tQKASP\nxyMlsbr1e3JyEkNDQwgEAsjn87h27VrH98PDw4hEIuI6CwQCSKVSaDabyGaz2NzclFrMh7nTo9Eo\notEoGo0G1tbWul5LSqVSEmOoidVCHpV8Ph+OHz+OeDyOarWK+fl5FAoF+T4cDiOVSiEcDmN0dBTl\nchmzs7MdeyUSiWBqagqhUAhvvfXWkd47NTUFl8uFfD6PfD4vn/f09CAUCmF4eFgs+B6PB7FYDG63\nG4VCAZVKBblcDs1mEx6PB6lUCvF4HK1WC9euXTsAagkQyAQJZvQJizzgoNVqIRgMypHITufIdyOX\nyyXHfVcqlYe698tAyWRS9gGTBOPxOLxeL3Z3d7G+vi71dG1xuwTNrMUeCoXgdrsRCoXg8/lkz1Uq\nlY4qNH6/H6lUCh6PB5ubm6hUKgeUUg1wKIh5SI/f7++o6MA+8CRA4AGw4vppt/dLqJXLZRG+pjWT\nrnbT+mWCOS3kbVZAk8w+8BCYvb097OzsyPiY5HLtu6Z9Ph/6+/vRarWwsbGBnZ2dA4BXA4dAICDj\nw2e32234fD5RThiWYVrq+FyOC2vpM4QDgNRhPsxayvURi8UQDofh9/tRrVaxvr7eYWzgmIRCIQAP\nQNXe3h6q1eoBw4VNUeBcMlyqVqvJ8eimkkXinFAZ1KCM65rrgu/RJ6F2q7zBaynbaIDZ3t6WZzHR\nXR/0sr29LXX2XS6X8Div14t8Pi+YiKT5JcfA7/fD5dqvdMJqGnqvhsNhRCIR9Pb2wuv1yhrlATK6\n9KQOP9vY2BClVvMAp1AgjrcOTeHx9QDk3AZdspB9MauFaOWZP04Gq8cGgikUgX1QQ0ZYrVaPLPy1\nFYLH+7bb+2dEM7PWBG2pVEo0m2QyeSQQTIEdCAQQiUSwvb0tk0uBy4HWAoClz4LBoCPTo1A+SuUG\nXeCdTLGbldL2rkgkIoI8GAweek9fXx8ajQbcbjfS6fSh4zU6Ooq+vj709PQgEokIWBgcHEQikYDb\n7cbOzg7m5+e7PqfZbGJ9fd3K7Mmku1VlILF6Q6vVspZ4qlQqwujJwHgiIE8cOypYikajCIfDAHBk\nEOzU/kAggEAggM3NTfns6aefxokTJwDs16Xe2NjA/Py89Rlcs9FoFGNjY0ilUvjlL38p329tbSGT\nySAej2NgYMCq3AwODiKdTgt4XV5ePnAN13ZPT4+0GdgH0BoEt1r7BxTs7u7Knu3t7RUrYDgcRrPZ\nRDgcFutgPB4X5TYejx8YU659mwWK8YGc/729PQQCAcTjcVGMFhYWMDc31/FMJyuP3+9HJpNBu70f\nH/4kEss76mPdw+GwCCldc1eDLZsFlAJVn4Lm9OPz+QRs1+t1kQ9m0ovN6kw+R17HuEsN5nmtvp4A\noVardRynreOHXS6X9SAhM6SD+8NmmXYiXkeg5vP50G7vH+ZEkGezuHo8Hvj9fjHOsLqEaeHjuPf0\n9CAajQrQZn5Ds9lEKBQSnrm9vd0RX2tat01Q6Xa7OxQic4xsfQUe5FlokMs9bFppyUeOasHV64Lt\nJfgnsDXnVCsL7JfH44Hb7e6oIMJn8RrOVSKREIUkn893HNFtazMP3fJ6vdja2sLKykqH8u/z+RCN\nRtHX14dsNiuKEdsQDAYRj8cRiURQq9VQrVY7ACKxA+N4Od4Eiea61WNGhZLykl498nQqtFRI9GmM\neh702jEt1OY1rHLFMxiq1SrK5bKMO/eUjhvW+417tdt+e2wguFgsAtgHAdQeZ2dnUSqVrFZRU6Mi\nM9va2sK9e/dkQbrdbiwsLMDl2j/xzRTutVoNt2/fdnQtOBEXcLFYxO7urgBuTjqtCprZ1et1rK2t\nyWfxeFz6TaJgNyefzMQGTvSEa9KuHZNcLpe4+Xd2duTgjm4UDAZRrVbx/vvvO7aFbdX1j3kqHgUK\nASXja4+aXU8QNT09jVQqhe3tbczNzaFQKBwZmC4uLiKfz4vVybSwFgoF7OzsIBQKicUwn88LIKYl\nUTNeKhHa5ePxeFCv16VvoVDoSGW0CoVCh0V0Z2dHrCi9vb1IJpMIhULo6+vDs88+i0uXLiEcDuP+\n/fu4c+eOKAsAZI7YLjJJnmQ4NTWFmZkZeTe9AB6PB/fv3z9w3PfOzg7W1tbEuqCVGtLu7i5isZgc\nKc7KGub6pHK6vLwsAjcUCqFer4ugbbVa8Hq9wrSLxaLsc+hUrPsAACAASURBVI6HqRTxkBXNECmk\nyKzJlLe3t4X5nzp1Cul0GgsLCwfcholEogPAAw/iv3d3dw/s4SeFKIx1DC/5NcGIx+M5AIKBTkst\nLXb1er3DYsoYbl0dgUK7VCpJwlgoFBJwCjhnyXNv0hhiWvi0JZeftdttkT8MjdL8ntdR6bMZIbTV\nlOuVlnNtHTaVA5vVkVZnDYT0EfP63WxTb2+vrFGCYi0feR0BBvdJs9nsOFVRhxrpkxPNMSdAoqXd\n7/djYmJCQhJzuZwYFpzAO2UXgRUPp2q32/B6vR0WTVrxuQZ1GIRZ9kyDa61Y6N/AA68yFXUdfmIC\nSJ/Ph1AohN7eXkmu0/MbiUSkZNulS5fw//7f/4PX68V7772HW7du4f333+/wMGjlid5Nek0bjQaW\nl5fRbDaxu7uLra0tMbBpBY57j3MG7BtlCBB16ILH40EoFJJx49oicGeyOb/f2dmREDO/3y8n6mqr\nLNciZR55OftG0MrvOO967ZtWXL2+BwYGcPr0aRQKBbz33nti6KRC7ff7O5QLl8sFr9cre7RbaNxj\nA8GlUulAsHU3C7De9Fqz0S5PEpmjDShWKhXs7OyIJSIYDMqiJ9FCxc1HK3OtVkOxWOxgAPV6vcPk\nrgGqrsjQbre7gk6TAQ4MDCCRSCCTyWBubg6Li4uOoIqLk8BMMxt9XPDu7q4UjCaz6HbaV6vVwtbW\nVseYU1hpolWBLiWtxfn9fuzu7orLXwsGGwWDQYTDYfh8PgwMDGBwcBAvvfQS0uk01tbW8Nprr+Hq\n1atHjiulu2hjY8PxGgplU1Cwr3puyGwikYjMP9dHuVwWyxW168Pc5uPj43j11VcxMTGBUCiEbDaL\nN954A/fv3xdB6vV6Ua1Wcfv2bezu7iIQCKBQKCCXy4k3gm0kiAQgBzrE43GkUimMjY11gGBgXxnl\n4Q9+v78jTGVtbQ2lUgnBYPCA1Y3k9XolNIUeEhv5fD5ZJ3TflctlbG5uyl7kGuJcEPDQ68HfmmwK\nMxk9ARmFC/nE3NycCH+uK02hUOgACA4GgyL4arXagZMhnwSiok/ex3HVfJygzbQkkcebgMW0jHK/\ncT2Qx5PvkjfrbG/TKsn/yYvr9bqsPR06poGBrlpBHsY+mu2nJVyDMAITWq3K5TKq1SoqlUpH6TRa\n0HV7SCafYR8IQnRfWc/9/7P3Zb1xnll6T7GKtS+shUUWiywuoiiJlClZlry0JrY73WOjkUxPglmC\nNGYBkiCXwSAXyT/IzFxOfsAEfZPtYjAZdKeDSdwd9xhye1HLsilZ4iLua7H2lSxWVS6Y5+jUy69I\nygvsbs8BCJK1fN/7vct5n/Oc5dWeEOqBw8NDWcfcG2h88HkJAGnYcY/g6wQ0GqTxu/xNYoprjURP\nLBbDq6++imAwiM3NTfzsZz87wX6a7K85z+r1+gn2lc/HsaBho9l3s716XhLg6WQv6ljqe7r7u1U4\nYLjGzZs3kUwm4XA4sLm5iQ8//FBK5XGMq9Uq5ubmUC6X4fF4sLOzg3Q6LWuIc5FjTwzUbDaxubmJ\nQCAgNaP1Hs45yHnINttsNlQqFSHrtMHD+adPvuSPNmK1sWDOQQCi9/T7Om7XxDHAse7XuQRct6be\n0MY1r0dCZWNjo8N7wXZx/mjwbI49sVk3+cpAMCeLBlinibYkulHnQOfpQXx4l8slQAVAhwVDVywX\nFicVFzWtUR1Pok8a4ndocVHJ89ra1X7eJD3G23g8HoTDYczMzODg4AAPHjzA+vr6iThe7aIyF5UG\nrBo4su9MEKwnorlJtdvtDjCjn5MLi0pFT8rzlKcKBoPwer0S9+T3+zExMYFoNCpAmiyRBqj6eXQc\nINmYbkKATgWgmQYzKccUvZnp16jcdPwhWRi9eFutFnw+H4LBIKanpzExMYHBwUG0Wi0UCgUBe3Rj\nkoHhxt/b2yusgFlIn8qeY8lN8ejoCKFQ6MSzUNFwE6cbk6BRu74JTtg/Pp+vI079tCRBM/mJn9Ug\n1vRkkL3V7mdz4+g2PtoFrD/LtVWr1eB2uxEOhztAMPvBlHA4jGAwKPPlmwiCCRL1/zr8QetEK0Bn\nJSYI5nU0GNNMFsEe57n5PttltkODJ76v9abe+DWItwJt5vNocA8cs1bXr19Ho9HA4uIiMpkMdnZ2\nzp2oaWUwmO3gWtEAQu9BOkyASWT01ujv6zHk/8BTA0L3g/4e47qdTqcY/E6nE5FIBNFoVDyA+ihz\nk/1mm/V+anre+HnqDi1nAV/9v9Xf5nf1s+nr6DnZ29uLaDSKRCKBRCKBRqOBYrF4oooCdefu7i4q\nlYqEsXAPs2qvZkDr9bqEhNCIIUHDz5hsNseMc4YYhmU8NVvNa+gfvQY0cNTtMtci8JRlN+eo2Xea\nfLPCfKahpddApVJBpVKB0+mUHxKQ1AU6gZRjRVLIyjsufd8+C31+CcLB+yyVGxg6YSoJMqF0T1B6\nenowNTUFt9uNXC53IhaVjOPIyAiazSZ2dnYkloUsAgefisDr9cJut0vg+mnCjHhOgNMGw0r6+/vx\nL/7Fv8D09DRSqRQKhQJ+9KMf4b/8l/9yghnWzIS5yLTwGciAkPlwu91IpVLwer2WfQUAw8PDiEQi\nCAaDyOVyEsN9dHSEYrH4mWqxhkIhXL9+HaFQCJlMBgsLC2g2mwiFQuK2y2azKJVKKJfLYvkSSJHt\ncDqdGBwcxNDQEBqNBj744APL+M2xsTHEYjEcHR1hYWGhK8NO1pfC/iT70Wq1TswPhkuwjfQyuFwu\nSdArl8vIZrPo7e3FyMgIYrEYbDabJIdtbW11JLFRkZAxtUrOoQI2E1B6e3sxODiIWCyGkZERPH78\nGE+ePEE2m8XAwADcbrdszm63G5FIBK1Wy7JfvF4vxsfHEQgEAByzAkdHR8hms+eKaWfMcK1W+0yl\ny6joNGt3lrDfyCQxJGZ8fBzRaBQHBwdYWVnBo0eP0Nvbi1QqhVQqhcXFRYl/p5HCBLBSqYQHDx6c\nabj/OonNZkMwGBRdpjdcvm+ymjpMRb+u2T0CN81GORwOhMNhMX71MfJk4nw+HwKBgOgdndRksqaM\n12Tco5k4pT0/JnvN/3Wint7gTUDd03OcO/H9738fV69eRSqVQj6fx3/7b/8Nd+7cERBksm3sGyvQ\nTTE9ju12W0I2SGbk8/mOWFWXyyUhVXa7HcViUQxcGv86i59jpRO/9H35v9frxeDgIEKhEOr1OnZ3\ndztip/WpbEw61uAceLqeyR43m02sr6/LQRecK0xWdrlcODg4QKFQ6GBCTRLMylgxmUuCNm0UEMzp\n15irRJa23W5L+BpjlRleSNyhASGfQben2/6sQWNfXx+CwSBGRkawu7uLbDYrnkYKwR/1sZk0yprJ\n0WhUwCDnfrlcFv3dbQ1bJRprrwG/oytI6NfpsSFhxf3SJG703KaeNoG0x+NBIpFAMBhEs9lENpvF\n7u6uGGPBYFCeqV6vIxAISL4Vn3dlZcVSZ3+liXHBYBB2ux2ZTObcG4qVteFyuZBMJuH3+yVZiEKA\nPDs7K6fKaPH5fEilUpiYmEChUMDm5iay2eyJASL48Hg8iMfjcDqd2NraOhUEOxyODgVjs9lkUZ0X\nMKbTafz5n/85EokEXnjhBYlBvn37NgqFApaXl0VpnNeoaLfbAnCYGUpXSzgcRiqVgt1ux/7+fgcQ\n4rGUw8PDsNls+PjjjzuYXyoFLVbhE8BxgiJj2yKRCEZHRxGNRhGJRPDhhx/i4OCgIylMi2bqtIXO\n5MWx/x9a4HA48L/+1//q+G4ymcR3vvMdidE6LW633W5LuIG2jtvt9om4Zo/HIwqGseg0ytjOcDiM\neDyOw8ND/O///b/RbDa7JtD5/X5hvPL5vIwvASvZF+Cp0uWGQ+F48DjXaDSKq1ev4uLFi8jn8ygU\nCigWiyiXy6LsJicnpcrFz3/+8442ud1uPPfccwiFQtjb25NKEg6H4wQIJguh2a9arQa/34/x8XEc\nHh6eWZnEFMZIl0olUcZnCecF+4v9VCqV5EjxeDyORCIhz0g35OjoKPL5PPx+P1qtloCxbyILDDxl\n/0gAMESMG70OydKgVgsBiMvlQjgchsvlQrlcRjqd7tATrCZTqVRkY6NHgsCOc4FxyWZCD9er2+1G\nX1+fxMoSMJuhBDSStM6m3qd+1AypyVhxY9/d3cV//a//FYFAAFevXkUkEkEsFsP09DQymQx2d3fl\nWma4Bf/W7Kiue8s2aWavr68P0WgUvb29ePDggYSw9fQcJy5euXIF0WgUtVoNS0tLqNVqoicODw8l\neUoDF10pgPqVeQvtdht+vx+Tk5OIRqPI5XLY3NyUUENtfJjxwlpn8cfr9eLSpUuy7u7duyf9Y7fb\nxRtqt9uxsLCAfD7f0f/aIGZ7rYAw5wbBo81mk2ekp017mgjQ6UEjMVCv17G5uSnPw/Gil5Ssr1lR\nyHTJ63mj5yz3EODYiLhy5YpUWyBJV6lU5L4jIyMIBAJYXV3Fo0ePOphWp9OJyclJ+Hw+lMtlCaGj\nx4/31CQBveac59SJR0dHyGQyJwgM4iLOJxoRJKcYckqvgBUm0OuH46YNmkajISF7MzMzsNls2N3d\nlf3F7/eLQcz9kp5E/u4mXxkIdrvdGBgYkFJNXESUcDiMZDIpJbJoPWuLm4MWDAaRTCYRDofh8/lO\nAN1Wq4VAIACXy3Ui6WV4eBgjIyPCFDP+yvw+B9Xv92NoaEgyV60YsFAoJNb5/v6+xECGQiH09fXB\n5/Oh1Wo9U4LN9vY2fvSjH8Hv92NmZgajo6MysZlMpUuzmPGsDPkwY1Sj0SgACBhinPDIyAgmJyfx\n4MEDWcipVApTU1OIRqMdm1YoFJISR1tbW5KtGovFxEpdXFzscKNfunRJWEFtjcZiMcTj8a5VKPr7\n+zvi2zRTA0CUms/nw4ULF04kI05NTWF4eFhK0GixWpxkS8gmajak1Touu0VmigoKOAZfTCgrl8ui\nHL1eL/r7+xGLxboCYG44uoyUGdNslp2xYkZpfTNWu1KpoL+/X2IXqcy0YuIauXjxIt55552O/ohE\nIkgkEnC5XDLvGQO5v78viXUDAwMYGBhAq3Vcokk/p91uRyKRQG9vLwqFwonn6unpkVP69EElLPs0\nPDyMvb09y+9aCftA9w2NiYODA4n1DYfDAnJ7ep6WRCyXy8jn88IyHBwcfCPLowEQ/efxeHB4eCgA\nlAAiEolIIhnBpunK5+/e3l6Ew2GEQiExxmh0EhxRZ3MN6TaQKWYMpRkSQeG9IpGIGMalUkk2XQI8\nVkhotVoSx2uz2eR52+02stlsB9unwah5f4YHzc3NIRAIYGxsTMBUsVgUI8F0iQOdoQatVktAKsFK\nKBRCu/00XtLlcsHv92NgYAA7Ozsy50k00Xu3tbUleoh9y5A3Am263zWrzMSj4eFh9PQ8rfNNncjw\nBxIKJvupwaV+Xvbd4eGhgPmLFy9iZWUF+Xweh4eH6O3tRTwex8DAgAAeXpOeBJ3Mxvub8406m3kG\nDP3K5XIdsbXs80ajIUlwgUAAPp8PGxsbMqdNkoxGoNvtht/vR7FYlLlptkv/bQJhvk7WtVwuI5lM\nyhzkuiJgbLVaQszZbDasr6/LOnI6nfD5fFJeUAPnvr4+iR1nqJz2Fuzv78ucIDNNL5zOM+rp6ZGw\nTT23AcjeGIvFkMlkUC6XBSRTH5uhFewTjfP4ObLIgUBAqhrRoGR4YzQaFUOzWCwKLjotVO8rA8F9\nfX2YmZnB+Pg4BgcHkclkcPfuXVQqFcRiMXz7298W9/9Pf/pT/N3f/R1yuZy4tzmYVKapVAqjo6PS\n6cvLywKGm80m8vk8gsEgXnrpJbz99tuoVqu4evUqvve978Hv9+Phw4fScVZCIOT3+3HhwgUMDw/j\nW9/6FqLRKFZWVlAoFBCLxRCJRHDz5k0MDAygWq3i7bffxt7eHnp6enD79m1x1b/zzjtSEzMYDOLW\nrVvwer1Ip9N4+PAhvF4vIpEI+vr6MD8/j62tLeTzeTQaDUQiETEQ1tfXTzDOVJZULC+++CJSqRQ8\nHg/eeecdbG1todlsIpFI4I033kAkEsH29jbeeustUbrxeBz/9J/+U1y/fh13796Fw+HAyy+/LFbp\nw4cPUa1W4fV68cILL2BiYgLxeBwffPAB1tbWUCgUcPPmTYyPjyMWi+HDDz/E5uYmjo6OkEgkcOvW\nLTFwfvGLX2BlZQXVahU3btzAD37wAywvL+OnP/0pisUigsEgLl++DJ/Ph3w+jydPnnTEX+u4s1ar\nhZWVFTgcDszOzkpN2LW1NYTDYXzrW9/C4eEhVldXsbGxIeDqzTffxODgIPb29vC3f/u32N7e7sia\nJSvBeTc0NIS+vj689tprwpy/9dZbWF9fR7FYxMzMDIaGhtDb24uHDx8Ke9Fut3HlyhWEw2F8+umn\n+PGPfyxzjGPUbrcRDoeRSCRw48YNFAoFPHnyBHfu3JHKGDqOr5swkaRSqUjcb7vdFoVWLBZRKBQk\nZs3hcCCXyyEajeL69ev4wz/8Qzx48ACPHj3CzZs3cfnyZQwNDSGTyYjHJBaL4ebNm5idnUU6nUYm\nk8Hly5eRSCTg8/mwu7uLn/zkJ7h79y6Ojo7gdrsxMTGBkZERPP/88/j5z3+OXC4nLtZkMonLly/L\nuM3NzaHZbOLSpUsYHx/HxYsX8emnn2JpaQkffvgh2u22KMXl5eUThgUVIGOLuSHznkdHR4jFYkgk\nEvjkk0+wsbGBUqmE0dFRRCIRVKtVvPvuu6jX68hkMh1JR980cblcGBsbE51dKBTw4MEDVKtVhMNh\nfPe730UymcT+/j5+9KMf4aOPPhIDXYNOMsGjo6MS9//OO+9gfX0dW1tbsgGybncymRTA1NfXh+ef\nfx7hcFiShc3kSBNgOJ1OjI6O4sKFC/B6vXj77bexubmJTCYjRtwrr7yCeDyOTCaDDz/8EKVSCQ6H\nA8899xySySQODg7w/vvvCzgje2mzHdfE3tnZEVc5vZss59ZsNlEqlZBMJmG327G3tydsrenKJ6kz\nMzODZDKJ3t5e3Lt3T6oJ9PX14dvf/jb8fj+2trZw9+5dAQokc1ZXV7GysgKbzYbJyUmMjo6i3W4L\nCLHb7bhy5YqEhd29exfpdBqVSkUIlkAggI8++gjpdBrtdhuxWAw3btxAqVTC2toaPvroI2xsbODg\n4ADXr1/Hb/7mb2JlZQUPHjyQeHxdQYHJriYQPjo6knr1drsdV69ehcPhwNraGnZ3d9Hb29vRz+Vy\nWQyjW7duCRB6//33BXjq8dd9ywo3t27dQiqVgsvlwrvvvot0Oo1qtYpkMoloNAqbzYalpSUB4V6v\nFzdv3kQ8Hsfjx49x//59YRY53iT1BgcHcePGDWSzWaysrOCTTz5BoVA4AYbNftDhGjRwGo0GVldX\n0W63peSdrs3L56pWq7Db7XjllVfQbrextraG/f19DA4OYmRkBAMDA8jn80LSuN1uXLlyBTMzMwJa\np6enMTQ0hEAggK2tLfz1X/81VlZWxMi6cOGChIzevXsX2WxWqu2MjY1henoadrsdi4uL2NzcRLvd\nxtjYGC5cuIDJyUncu3cPS0tLePz4sSS9MpeEjDn7gwaoGadcqVTQ09ODYrGIRCKBCxcuoNFoYG9v\nD/V6XcJa+/v7pb6/SbJZyVd6YhytW1rpzAqNRqMYHx9HJBIRkKvdv8DxRGGJHcY4HRwcCAgdHh5G\nf3+/uH13d3dxdHQkSvTo6AgXL16E3+/H4eGhxNzohAtt7R0dHcmGSqU7MjKC119/Hbu7u1LGxOfz\nYXJyEoODgwIoGo0GQqEQrly5gqGhIeRyOYlJTSQSGBoawmuvvSbVAWiJ9vf34+LFi0gkEtjb28Pu\n7i48Hg+mpqakJJeO0SHI4QRzOp0YGBjA1NQUxsfH4fP5kMlkhIEdHh7G5cuX0d/fj3A4jPn5eSwv\nL0vWfjQaxdDQkNTrpTuxVCohnU6j0WjA5/MhGo1icHAQw8PD2N7eluQtMp7RaBQDAwMCJvv7+6Xf\nbTabuJg50YeHhxGNRtHX1yfKhi6m/f19SdziotHMcLFYxPb2NjwejxgrTqcT4XBYqn2srKxgeXkZ\npVIJsVgMExMTuHbtGlKpFPb395HNZvHkyRN8+umnAnh0AgmVXjQaxejoKMbGxmCz2TA6OgrguALJ\nxYsXkUwm4XQ6xXCr1+vC6ly8eBHhcBitVgvb29tSH5KbAkM7hoeHkUqlEAqFkE6nMT8/31Frspsw\nGYJtJmvEShN+v1+KrTPZkMZiOp3G2NgYJicnhbmmkUPXNS17l8uFw8NDpFIp+P1+9PX1IR6Py5hH\nIhGsr69jZ2dH+oFs3/DwMF588UWJ9SYjMTQ0JJ4LKrGxsTGkUikMDAzIGDGe2eFwIBQK4cKFC4jF\nYtja2pIkFC00ljiXGJutWV+2hYpYM03MN9CMzTdJaAASmPb39wM4rkISjUYxOTmJSCQioQ46YUav\nVZvtaRJts9lEPB7H7OwsQqEQms2m5GTk83n4fD6EQiGJNx0YGEA4HIbNZkOhUOg4TMD05PC+ZPoc\nDgfGx8elTvn8/Dzsdjui0SimpqYQi8UQDAaxvLwMAB06pFwuY3l5WYBKPB7Hq6++it7eXmxubuKD\nDz7AwcGB6MO9vT2pEEHmjc+t44t131Jve73ejvWXy+XEKB8cHBTdEQwGsbCwgEwmg0KhgEKhgEAg\ngHg8LrVUe3t7xcO5t7eHarUq5cDi8TiSyaQYjk6nE/F4HIODg4hEIsjn85IIS31M5liDl8nJSYyN\njSESicDj8aBUKglgOTw8xP7+fkcClh4f4DhRdmdnR4yVgYEBYZ8JhnZ3dyW5kIbLjRs3MDExIe+t\nr68LQLRan9wTk8kkxsfH4XQ6Bejx9UQigZ6eHuTzean2wGeZnp6WPtja2jrhndaMeSKRgNfrxcbG\nhuxhGvyaAJ1zQK8TJoTt7u5KRStdr5nzicynNvS2t7dl/61Wq8hms1IWlfOvv79fYmxHRkakln8o\nFMLHH3+Mvb09IYJareNEu9HRURwdHSGdTosnLpFIyD5Lw47X5HW5B2hvB/NP6vW6xKqbJe6055Uh\nOjs7O1JBan9/X0qy9vX1SaUiGhFWceOmfGUg+OjoCJubm/JgdrtdSizt7u7i5z//ucTGPH78GIVC\n4UR2LRfhzs4OHjx4gP39fdTrdTlpqr+/X5Ld5ufn4ff7JfGFtW3n5uaQz+extLSEer0uFtfR0ZEE\n4FO4oD/55BNks1n09PQgFArB4XBIYetWq4XNzU1Uq1Xkcjnk83lpN0F2JpNBo9GA2+1GIpHAyMiI\nHCTBuKiNjQ0AkAB5xmDRHfXpp5/K4mdRcp1Fr2NYi8Wi1GclEwAcW5Xz8/PY3t6WtmYyGbGiCO6Y\nDPThhx/ik08+Qa1Ww9bWlkzahYUFlMtlPHnyBOvr63IK4NLSEvb399HT04OtrS1RJly0uVwO6XQa\nm5ubUhrL5/Oh0WggGAxicnISzWYTuVwOCwsL2Nvbw+rq6qmHFRweHuKTTz6R+sDj4+OSFZ3NZjE3\nN4eFhQVx48ZiMYTDYRwcHEjoSigUkqoUGkhxvnHsnE4nHjx4gL29PTgcDum33t5eFItFYeRLpZIo\nokqlAq/Xi+vXryMYDOJ73/seNjY2kMvlsLi4KGNAd9zS0hJisRgAyCbTzbVjs9nE5WoValOv12W8\nyQ7UajVJbGi1WlhfXxe2a3h4GIFAADMzM2g2j+sRLy4uYnd3VxTPwcGBsCkOhwOVSgU7OzsIhUIY\nHx+Xa0ciEWnDw4cPkclkMDExIQYFkzpyuZy4LBkPSkOhVqthY2MDKysr2N7eFqBBBXvr1i0xSnZ2\ndvDw4cMTQFjHBNfrdbz33ntYWlrCwMAANjc3JX6aSrpWq8mc5rWoaL9pQl3LTd/lckmsXzabxZ07\ndwRALCwsnChdSTcnWclHjx6J2zUYDAooS6fTstbp6iWL6na7sba2hmKxiLW1tQ7XPDdfnRhHUP3g\nwQMpG8XDXyqVioQ4rK2tyYmFhUIBtVoNPT09KBQKcLlcose5xmj0M7b0k08+EW9PLBbDxYsXxatG\nl//S0hJyuRyy2awlUCNAYEjG/v6+HE7CeVsoFPDo0SOEw2ExBnd3d7G3t4d8Po9EIoFWqyVx0mTr\nWcOc+unRo0col8vY3NzE8vKy6L65uTns7OyI+58GSTqdxv7+vtyLJAhDC2/evIlwOIxr165JjfLF\nxUUBOFbJUBrwbW9vyymTw8PDsNvtol+o+zXD7PV6JRzS5/NhaGhISoNpr6DJrpbLZSwsLEj1JT43\ny2Rms1k4HA4JHyuXy8hkMrDb7bh9+zYSiQT+8T/+x1hcXEQ2m8XS0hJKpRKKxaLsxQ8fPpQDMthO\nk7Aw92kaa+a84H6Tz+eFcNCgjjgqn8+jUqlIfDBDe5g3tL+/L/sTa/9zb6ZnLBqNYmJiQsLiWOGD\neCObzWJqakpYdafTiWq1io2NDYm9Z7zy0dGReGrW1tbw+PFjbG5udiTj2Ww2XLx4Eb29vdjY2EA2\nm0U6ne4ofafnCPXJvXv3sLCwIKGO/Pz+/r4YzDs7OzKuOn7cSr6y6hCpVEqQOzdgVltgzB4tHp09\nbGVF8xQVl8slsZQAxBWnN69oNCpAl4pGx4fqGBQqeE46zYS43W709/cLq8RQBcafMQaHSl4n1LVa\nLXFvEeBGo1Gp1LC6utoBspmMwn4qFAribjMD78kmcHExXodVDmhMEGTxJCUqTG7ugUBAssEZC8nM\nX7LwvCdLZREc0LJmEp8eA4JHMpJUNmTgfT4f/H6/JDMRhBOEPOtBBfqoXG6INAT4jGQWqDhyuZyA\nq9MAJ70UTJ4pl8vyeT4D8NSFxT73+/1IJBIIBAIIh8PiLuUmWSqVpNA34+047pyvVsKM7PPUUOYp\nceZ6Yqy9z+eTU7oYI1iv14VNYPJfu92WNUHWlP/T5AjOTgAAIABJREFUkGByHhNyWOUiGAyKgVIq\nldBoNCQsgiwSY/C0nuC99cZy/fp1vPrqq/B6vVhYWMDGxgaWl5dlfegkCVPYHs5xm80mMaetVqsj\nFlTLN4kNttls6O/vlxOjqGN1pQECUHqytPtbb2jUTUxaJKihga/LG3K98GQ6giqdZU7RcZLm2DDc\nJxgMSt1Uki5MtqPrnjkcjJ1lvWnORSb7xONxCTfipstQDx73qhOd6GGwKgHGv6lXqFMByD7EuUl3\nst4n2Vd8TzNgXN86/pLrieuP7SGo13H0uoYr9xydf0Jdz7r7bDOBuD48xyo+lvsW91ezAo5OemQS\nFnMXeMgR4/ZpwGudpsEmDSkm6+nP6tKWOrGN8b7EDrFYTObh5uZmR11jHTdPI8gqNlgnwumwPhMs\n63XS7fAJPh/jkVmnnnuOWRGE1zVLwTHck5WPqJOpl5nTwvf1seP6ZDbODTOxjfHEfKZkMonr169L\nCA9JvdPqP+v5aOY9cfwAiMGkK1+w7rUpZzLB6+vr+KM/+iPs7e3BZrPhX//rf41/82/+DbLZLP7Z\nP/tnWF1dxdjYGP77f//v6OvrAwD86Z/+Kf7yL/8Sdrsd//E//ke88cYbJ65LyposJpUSNypzcetJ\nQwWg2U4uFHaynmwcQJaR4fnodH3qyaeVEgdLu5U5mXSGJicw78Nn0vFqBOQcKD4bD+BIp9NyHVrO\nfFZa41yU3TIdtbJjH/A7fHYyE3zWbqCyVCoJ88Hn6XZPHafN/nY6nbJp8DfbQAWs45t0AhMZYypk\nxnSep5qGKZxTdK0xtpegnaEFrBZABuIsIKmZGb3w2EYCbSpxrXy4ETIZkwrLrJ/baDSEkQJgqSS1\nnPcAEV5Lt0vHY2nGm3VA+ToTfjRjwbWkhQmbrNuswQ03C/5N44/xm/zbvI+VMLF2ampKNkRmqXNj\nOKtvzCxuuuJ14s2vknxZOptkBPWzyV5pN6YpJtjj9fSaN0MnuMnpzZZrUzO++tr6+jo2lHOJoT/6\n/gQ9fI1rjACA+w/XCmNcyfwSjBIwUV9pZlf3kxkLyt98lkajIeFhup38nj79ToM99qVuq76fvq8G\nxCaYMtvI5+da1cCa64P35X5CQ0i32+q3fm4+K4/htRpX9g/noN4jdAlSHVqg+6rdbsvYmGFNDHXS\nn+X7tVoN6XQa+Xxe2G9d/k3vvUwy5/OY426GPWiwZ4p+BlNXm78ZoqJLeGoCUYNJHUJIIY4iptL7\nMq+liTCtmzUxY9VO/ew0vlhqlvscwTP3TdOLpPcortuzxk+3o5ucyQTv7OxgZ2cH169fR7lcxgsv\nvIC//uu/xn/6T/8JsVgM/+7f/Tv8+Z//OXK5HP7sz/4MDx8+xA9+8AN88MEH2NzcxHe/+13Mz893\n0NFsKAEhO9XquFUroUXHbH0da6TRPzdg/ua9CDa4eDXIBSBWKGtLcmGep23nEbad7WWb9VDocitc\n4J/VBcuJ91lA5BctVD4mm29+hguRi+2LEl3mCXiqONrttli5wNNTcj5rn1tlQ1NY67rVagkjTaB4\n2qlrX5TQxarZfLqT9fOSfSATxvepWD+v0DAh4P4swhJnExMTEuawvLzckQxIA/uLDmH4ujLBX5bO\nZqUSDU7MzcbsEyuQZYoVK0gdz+/pRNhum5t2MWtWWLNwvLZuSzegaLqsddut2G3z/iZwMVlrfs/8\nbdU2q+/qdna7brd+1sDT6rl0W/Szn8fI6XY/s0/Me1g9g54LJhAHTsbTaixgNUZmm03j7DQjhaLn\nptUcMwFtNyPN7FONXfS99AFVVmDZNBzN/tRxuqanxJxvem1YzTNdD9jELOazWs0VsslerxfDw8Nw\nuVziSSFRwu+Z7e02Z3mvbvOZv82j06VNJ14xZHBwEIODgwAgNQc3NzfxN3/zN3j77bcBAH/8x3+M\n119/HX/2Z3+G//E//gf++T//5+jt7cXY/w/uf//99/Hyyy+fuPZn3Uj1xNOT3+r6DGw/DXSZQouH\nrCVf+6LEtMKtJgtZcp1cwonNJKbzPpPVhP6qpJsSNT+jGZkvsv0a/Jlgk+yLvheNJ6vPWwmtcF2x\nQgvHXBerfxYG97wSj8clm/fx48eo1WqScHN0dNRRRtDcPCg6HIlj8kUZJAx/oTv2swLU3d1d5PN5\nrK+vS/vY7s8Drn+V5cvS2WQ6Kd3+Bs42ELrpAW5mmqkygY0ViNCvaePZJDi4kdPI1m3tBoCt2mg+\nA/WzbguAE+DuNECrdU+3zV5LNyCv39f3sQJ83Z5Hf1+3uxsA5vWt5kS3PtGvaYZZX0t7BM22ANYl\ntnSfcw85re1mu7v1A9/TniO9f2sgq8dRA0ur+3E+ut1uqQ6k62KThNAekG7YQfeLBpMmyNbf4f1P\nm0vmM2jMxfaY/dWNCKI3e3l5uUNn6/HndXVbrQxGKwPHaj2fpo+eKTFuZWUF9+7dw0svvYTd3V0M\nDAwAgJQpAYCtra0O5Tk8PIzNzc1nuc255SwQ+HmBa6vVEjbpixStLE8bHC44oJMdZULAaWEKWp7F\nAPg6AWYKF6AVUNPCcIuz5LR5YbX4qSS02+s0OW2+dLOgP4/o/qEyTaVSePnll+Hz+TA7OytJeQy3\nIbBnm7r1LUHEF91mtpfXNTP7zefTTAhBDeeqjlO0iiH7JssXqbP12uKaAE6C4W7Mm5WcBbqs/j/r\nOnrzNN3a+npW97fazM+r/08DWebnNHC0ev20Z+1mfJznO7qPn6Xdp7XJ3MusmE8r40Xn35g6SOsE\n3vs00KfvrdtuPu95dMJZ432aAad/zOtoltYE7TwI6PLly1JnmAl3PKBD10k+q73m3LdaT/yu1bid\nZx1zfHRfm31v4gnqcJJEZniNVXtPM7a74RUT9J8m5wbB5XIZv/M7v4O/+Iu/kAMQdEPOsli/aNET\n6Ytkaa3ks2ymNput48xuur45Cc4LYHUbdHIBlYR+9tNc8Lpd3Z6JrCeBxVmiQzrOGoPPA64146+F\nyWMsTcPM9LMOM3gWo0CzSOf5nhlfaiWMM9SL/1mFJ8ppRottZWIEkzcnJydRqVTw8OFD3L9/X2Ku\n6VHQz8Y5wCQ0ztUvWkw2hUmQOnOY8xnoZCJ0MgYLvDNe+bxzTHtYusXj/arLF62z9RHi+hpWn+0G\nILsB22cFf+a1uj3XWQap+RxWbnnd3m7tMUGG1WZtxWTp71u5qnUogNlmsx2nGZJWbbAyLnQ/6Hue\nBp5N3czPWwEg6hYdUqCriJjGjNYBVvc7DYyaz2Q1Lt0MgG7X4msmKaDbadU/OnxTjwPbxIQ91nX2\n+/3I5/O4d+8ePv74Y/EWmuPWDfBb/Zif6dZX5t/6O/QG8Ucbw936sRugtgp3MPvNBNTm9fTnzf/1\n3sj7Wcm5QHCj0cDv/M7v4A//8A/xT/7JPwEAOZ1mcHAQ29vbiMfjAI6PpdWnfW1sbCCZTJ7nNrDZ\nbKJo9cbLzZ4ucj2pP8vmxY2eFsmXKeYgnNZeHWfU7XOm5aTlPIDqtPufB8BpeZa++7wgo5uyc7lc\nkmjXbrfl+OLT2vYswPMs9vmzyuc13JgFrk8K5KbRaDSwvLwsJf+i0aiUrGFZqW79Y66v0+7PusbP\nWrHDlHa7LRVUWPtXx+oDOOF+BI51BMEz3YanAXYNJvRr5rr7dQDFX4bOtsrrMDd0/R7lvH1ptRlb\nAW2rzd1KmP3Oijxm26yAkglOTgMS+junteU0Fq4bEKboWFgrg8PcC0wgZH62m3FiPo+ZXM73TaB/\nlqGghaBE/wCQkCgd/mL2j9V9uvWllb62upYGs+3202oGmkzS1+L7p93fbIM2ZPT3zTFjWbmf/OQn\nCAQCcjLq9vY20um0Zb6U2W7z2fgavWi6ooK+3mnGrHlN3WYdVqT7w2o+Wkk3j7ieb1Y6x+rv09bV\nWe04EwS32238y3/5LzE9PY0/+ZM/kde///3v44c//CH+/b//9/jhD38oivb73/8+fvCDH+Df/tt/\ni83NTSwsLODFF1886zZyL6tscJ0gwc99HhDBhDPgfCwm8LQU2MTEBBKJBGw2G7a3t/HkyROpZWo+\nCys86NdOE04Ik+E15csAZV+FnAW0zhImN1IRcAEGg0E51vXXVVghxIwnpjHAGtcej0eKmufzeamy\n0S2mnIDUSqEBx0l1LLZPdvHo6EiyoT+rMNlOK1Qrg8ycL0xe5Ho+bU5Rj+iycFbxod3YITMp5Osq\nX5bONpkn/bop52Frznrf3AxNAHGa7uB4scwZS7qxEozO2tfX0u7dbmwar2/eT1/nNEBs/m21QZsg\n3Oq+VnO127W6idX3dV93Y/G6Xee0exHgW+2VJLo0MLVK0jrLADrLyNHv6XvxNXPsdYwyr9Pt/lZx\nsyb4ttKpfJ+16guFAnK5HAB0lIM0jSmzD63+1gaHTnK22+0Sd6zHvJtY3ZftOW1Omu8DT9fYWft/\nNz3TjRE2P3Oawddxn/YZKOSdd97Bq6++itnZWbnYn/7pn+LFF1/E7//+72NtbQ1jY53ldv7Df/gP\n+Mu//Es4HA78xV/8Bd58881TH+4sOW+s57PIswIwniz0ne98R+LnfvGLX+Ctt96SE3H+Xj6/fF5g\nDKCj5ueXwfRrC/XLBkM6ZOHzSjcm4lmEdSQ1s8Fi7l/3NXDa3DrLlczPANa1Tr9O8mXpbAIVk/HS\nrJcV42UVl3sWmDbZT22kaKbeapPld3p7e+F2uzE9PS2g/pe//CXm5uY6jnO2km7M4Vkbq8lImde0\nug/7UbuHKWZlhNNAmsmcmWDttDbzPR3nbWUMnNZHVuEc5m/TRc176xAJ/Vz8W3tArUAk55wOc7Jq\nJ/ta5zqYn+sGdK36ltelwWWeOHua99eqXbymuc7M+55mkJn9zz5hSAb/17V7zflkesOs5p/VPc8y\nDsy1a3V9cy52+6x+zywjaM4HAFJq1pSv7LCMX0XxeDx4/vnnMT09DQCYm5vD3bt3v5EZ6L8qomPQ\nPk8VAooGAwDOnSz3WeWLBMFflpwHQP46ytcVBH8ZogGMBgpWMaym29hksaw2vLNA1lmfs/oePX6D\ng4OYmJgAAKyurnacdmll0Oh7WgERSjcwYgWWu11T95FVnWUNGq3KXmkwZgWCu7GO5jPrtpl/WzGY\nJlA7DTzp35pxtAL7JDD4PnW2WT3AnEsa6OlntDJaCJjMOsbdwNppfaf7nfsC64vTu2Xqb3P+mwDU\nvG63cAezTeb7VsBRs8K8tza+9N9mSIdpjJ5WF7zbHNbzyPyMlY6xup5+br1+rPpPG5A8Yt2UvwfB\nv+Lidrslvtk8IvbvBSeKcj9riASVM09vMhf/r5sB1M3Sf5bvf53AIZXql1Ej++v0nF+2PAvT+Cws\n4mmfO22fMIGm1YaqQYbV97ttyCaI4mZK0YCvm+j+MgGjBmoMzbEypq36k23tdu/T+vSsfdfKmNDX\n4d/mvXSYkBVItWobcBIE22xPT9sjI8yTKjUItnpezSR3Y7P5W5dANb0YGhjqOWYF4nS7ddiBCYKt\nDsuwAtynAVdz7Zn/U04zqvS1GBrB57Vihc226P4lk97N6DHFNOD0mOhnZdnMs/YhE/x2M1r0/Ojm\n+XmmEml/L18/YTLbN5GJO49QEbXb56t4oYXHVAKQk3ioDM46yczlcsmpeKYEAoFzg/HPW0XiWeXz\nguCvGzDkcbysu22z2ToO2fmyDyb5dRIydCZrpQECf+t5oDfhbmDKSrp9Rl/DBLlsG9epFTtpxax1\nu7dmWXkvq/AOq++boM8KoFq9xzZaPbcVI6vZRP5oNt5sk/mMVgZJt99W7WdCrtU4njX2+v6aMSQr\nqYGWfi7zXmZs/1liAkuGCthstg4gyM8wllYn65pMo/7R17U64MU0LE4z1PQ8t+pnq3GzAoamwcDv\nsa9NNtVsi15XVvHaZntM4We1cWe+b3qSzLazvQC6An2z/6zmi5avDAT39/dLws7fy2eXL7p+66+j\ndDu4guLxeE6w6FyQtJC5iKj0uMF2CwXgEdlWUiqV4PP5JLGPQmWrq6B8FaEGpzFoWhgDpxPpPot8\nmSEfPM5cZ0LrzfJXIdzk6yJer/dElrpml7pVUtGAzmqeaEYM6B7nayVW4M38jp7LGqRYAeRu17MC\nLOdZI+Z1rcCgjvulTtGMJttp6noCGnoCTcNc6w8TDJhghCycHgOrdppAhNKNKeX1TxPqPZMF7Abk\ndDiaZnIput1WoJhjz37T/agNHZ3ARZ3B77H/NJvKtmhWmG0koLfqf9NAM/tff+asvrRicfk9hkEw\nTEivOX7GNNp0H5uGgdVcYV+a96boxFPTeD7NSOx2PfN13t+cO6et068MBH/3u9/FX/3VX51gYhKJ\nBJxOZ8eJVlocDgf6+voQiUSwvb1tyagFAgE5Dpdy4cIFRKNROBwO5PN5HB4eolAonADi165dQ71e\nx8rKyom2cRHoDnW5XJIstLOz0/H5SCSCSCSC/f39c5WRCgaDKJVK51KsPMLULHdlt9sxMjKCWCwm\n5avi8Tj6+/sRj8exubmJtbU1PHr06MQ1f+M3fgPhcBi5XA7vvPNOx3u9vb2YmJjA0tLSuVzLPp8P\nwWAQLpcLjUbjRPH9np4eDA8PS2kY816BQEAyY7VcvnwZDocDpVLJco7Mzs4iHA6j0WhgZ2cH29vb\nZ7J9rVYLbre7417tdvvE/zw4hWX8bLbjo2RZLYHhFsViEcDx3IjH4ygWi/IaJRwOyzzO5/Oo1+tw\nu91wu904PDxEOp2WY5SPjo7gdDqRTCYxNDSEw8ND/OIXvzj1mYBjQ9Pn82FlZeXMz/J5zrvBz87O\nYnBwEIeHh1hZWcH29vapta+j0Sjq9ToqlUrH6x6PB+FwGPF4HD09PVhaWkKhUJD3Q6EQvF4vEokE\nQqEQXC4XHj58iI2NjRObbX9/P5xOJ6rVqhw/bY49j8PWxgyNHVOGhoYwPT2NTz/99Es78OdXSa5e\nvYoHDx6gVquJkWa32+HxeKQP6XLUwEInUrKkH/tbAyAN5BwOh+gPJrnSNa5P07Lb7XIM+MHBgRyN\najJe+oAVAgHgaY1abs50xTcaDdRqtY45Zup+JkG12+0Ob5xmyTi/rEAtP9vTc1x5iN4jl8slz263\n27G3tycVAzQIcTgciMfj8Pv9qFQq2N3dFaOaQIeGC415q/hMDZA0G3pwcNBh2HCcqBu5D+iksHb7\n6cmSujoH+7pUKsnYc4xCoRBCoRB6eo4PgOLe3c3VbgXKuwFnk/EliHY4HPB4PHA6nR3PyjaRiOB8\nZi16h8MBl8vVEafN/mAVB/a/3W6XxNODgwNkMpmOOuh8Fg0KnU6neBrNU1M5j86SbuxvOBxGJBKB\n3W5HrVaTvcVkujmmBMk0fLWx5HK5EIlE0G63US6XpUZ7T0+PlC0NBAKyV3KP07XcNfuuwbsZLnEW\n8OdneG4A99RarSZ7+NcSBC8sLFiCEw2IeISg3W5HIpFALBbDwMAAqtUq3nvvPUsAzHOp/X6/LPpU\nKoUbN24gkUggHo9jcXER6+vruH//vkz+gYEBhEIhqTMbDAZPAGSbzSblt3jsrcfjkbjTVColZalC\noRDi8ThKpRJcLteZINjpdGJychKtVguPHz9GvV5HMpnE66+/jmaziZ2dHczNzYl7nZOLk5eTVGeo\n2u12BINBOVCCioUbgJahoSG0Wi0BM1bsaCKRwNjYGHZ3d/HRRx/J69FoFNFoFAAwPz8PAKhUKnA4\nHAiHw3A6nTg4OMDR0RGi0Sg8Hg+q1SqePHli2ReNRgPlclkUj81mw+joKJLJJF588UVEIhHs7e3h\nhz/8Ifb29uR7Pp8PrVYL+/v7osC6sVNansUl3m4/Davo6Tk+nS0QCOD27du4ceMG7HY7lpeXMTc3\nh1KpBI/HgytXroiBk81m8fjxY5RKJdTrdWxsbCCXy+Ho6AiBQABut1sUjz78wuPxyPPZ7XaMjY1h\nf3//1NJk6XS6q7fF5/PB4/HIEZYmCDxNafj9fgDHRxbrDQQ4Vv5+vx8+nw9jY2Pwer0olUpydLMp\nBBtOpxPRaBTj4+P48MMPxcApFAooFAoYGBiQA1GcTifC4TAymcyJ5z2vcHPp5j51Op2w2+3Y39+H\n2+2G3+//3GXgftWlUCh0MJXA082+t7cXwWCwI1bQ7XbD6XTC6/Wi1WqJvtZAjEYlAR/BYjQaxfPP\nP49kMolwOIwHDx5ge3sbq6urKJVKsg6cTiecTmfHBqvBGecL8BTE6jZrN7rL5UIgEJCDV7a3t1Gt\nVrsyXh6PB319fejp6ZGkG7fbLSU0K5UK9vf3BYBSCLY0O9vb24u+vj4BED6fD16vFy6XS0J52H+t\nVkt0AsGyzWaT7Hf2jcvlQjKZhMvlQqFQwPb2toAev98v4V6s7MK9i3tapVIRA4F9RH1Kg8YEm7pu\ndyQSQSwWwwsvvAAAWF9fxzvvvINcLif7kMvlEkLHKp5YJ7yxjaYRpV3oepxMEMU+53y7fv06/sE/\n+Aew2+149OiRHErh9XoxOTkJn8+HbDaLTCaDjY0N2Xs5vzSA1aEE2gCiPuTrNNCtEgkdDofMZx2u\npQ1OfT/TKNNgWoeoOJ1OuFwu9PX1nai+wc/TMOC9Ob6cL7oUKSUcDiMcDsPlcmFpaQn5fB6VSkU+\n63Q60dfXJ4YTwT3nDY0zzR5bMdFWz8i/tUeWx067XC54vd4O4/RrCYJ5ZGc3GRkZwZUrV9DT0yPF\noml1lEqlrhsSN1UOKMFiqVQSBqBUKqFSqeDg4KDDGjk8PESlUkEmkznBWAFPWSRdWoWnf5FR4CLT\nFmaz2TxzEz06OsLOzo6wAiMjIxgdHcXMzAxarRb6+vqQy+WQzWZRLBZFGXFB6mD1fD4vi46Ls1ar\nIZPJoFgsnohTpYLJZDJi4ZuTptU6PjksGAzC5/N1vNdut0WpaqGhQEVHduDo6EjqIJ7WH5zk3Axs\nNhvq9bpYnub92u02MpmMJJloZUkhuPkikgh1LFVvby+GhoaEudzb2xNFNDAwgFQqBb/fj729PRwe\nHuKTTz5BvV5HqVQS5rPdbgvLRkVCI5CB/QztODw8tDRmrMTn8yEWiyEUCmF/f1++qzdMrcDPciHZ\n7XYUi0WZWwTBbC9BEhWdnrOm8Fmr1SoCgQDi8Tii0Sh2dnY6jJN8Pt+RBNot1OS8ojcVq3YdHR2h\nUCicSKD5JovWK9y0uNHa7XZEIhGEQiFZ36z7TH1JfUBjnaKNeK5PhgWRzSfxQL1AQ586gfqX8850\nJevNW7OwjA9n/WuSBQR0BLBWwIr6FTgmbAKBgIC+w8NDbG1tCTgnq2xeg/83Gg1Uq1UcHh7KoS8k\nEkqlkuhO9j9DAqrVqugMghn+TcBAplzPdQJvu92OQqEgbeNYEQxpoKQTp9h3mnnl3xw/AjoAAjw5\nvnr9mR4bDVq0543XN2Ns9TNZxcya84HXd7vdGB0dhc/nE09uJpOB0+nE6OgohoeHYbMdnwfwf//v\n/8Xy8nKHt0PPKx2fqtlas4Y6dblVCIBuu9/vlz1P17WmLtJGlBVINEM26E3hvmIm67Gf2Ie8F5+H\n+wWFVTtareO6/CQ79ByvVCpijGmjVRuF5rOYBrKVmJ9nG+nBoLdBv3+afGUgeH9/v2MjBo7DAcbH\nxzE4OIiXX34ZqVQKlUoF//N//k/85Cc/6fh+KBQSN0utVkM+n+8opwJAFiGBocfjgd/vF5c1XdTt\ndhvFYhH5fB7lcvmEC16LyRrW63WZyNpaomuc1hTd7bSsAoEAvF4vPB6PuLK2trYAHIdRJJNJBINB\nbG5uotlsCpNMgMF4Uu1a4uQhe8bP033DyWmz2YTxoGsxnU6jUCh0LCpuVGRkq9WqMBamUGlqIbPJ\nzSKXy3W4lf1+P4LBIJxOJ0qlkrhoAAi4AiCK+uDgAKVSCQ6Hw/IEHVrZp4nH48Hk5CSCwSBqtRru\n379/KiCmm65cLlu6zGkszc/Pi7eiWCwKC9tqtbC2tiZhKho4ViqVDm+GlZGk3a087IJA+KzKFIOD\ng4hGo3jllVckRGZubg4bGxt4/PixMDJ6owGegnvNUvF1KkiysNxYORYc52w2i7W1tY72kDUww4YI\nOJ1OJ0ZGRpBKpVAoFLC0tCSfOTw8lDCmarUKh8OBGzduoKenR5jm00RvPNyQOV+tDvtotVqWYSzf\nZOGmpuMnHQ4HQqEQIpEIXnrpJaRSKezv7+PHP/4xtre3Oxg7sk002HVGujaQCUQ5J6gfCJao67TL\nWruN9Vhz7ZgMEgEV5zSZyWKxKECDG7gGN3wO6s5CoSAheslkEvF4XDxdvKYZ56kZRIpm3czYVO21\nIDACcILwYGiK1t/6iHHN5DKOX7NtGsweHh6KcaGJFrLo3FdpkGtSiH1XLBZRq9WQy+XEiAeOQTn1\nYLPZlBBADYw1QGNYgdvtRrPZRDabRb1el3FnmwkiSWrpvtPXI9O/uLiIe/fuYWhoCLlcDsViUQ4Z\nWlxchMPhwPj4OMLhMNxut5BaZoK1Oa5sf7PZlJADbSxoAMz+5LjT43ft2jWMjo4iEong/v372NnZ\nwerqagc5ZwX2CcC1V4XzT9fJ1XiABio/o9tGtp57OMeN6xM49gQHAgHBUByParUqBhl/9/f3Y2Bg\nQMJR+Rlt2FgZM+ZrGuBqg5REJZ+Zp0VSz1jJVwaCnU4nEokEPB6PAMiDgwMBTSsrK3jw4AH29vbw\n9ttvn/g+ASBPALISWj61Wg2lUkmsU05kMsb6GOVurnGreGAAYsWb1hWteE4IKndN37tcLgwPD+Pw\n8LCDGZ+YmEAqlUKtVsO7776LQqEg7jA9kNqipmIiSNGMolVVBL/fj1gsht7eXqyvrwuDrscnmUyK\nq0ofaUlXN2NNW60W6vX6CWYyHo/D4XBgb28PGxsbJ9oQCoVgs9mws7NzquFRLpdlUe7t7cl4+Xw+\nXL58GZVKpePY19OkUChgbm4OyWQS/+gf/SMIuyrQAAAgAElEQVT8q3/1rwAAH330Ef7zf/7PyGaz\n8lntbhwYGJBFWywWOzbZWq2G+fl5VKtVYbw3NjZQqVTQaDRQr9dx7949iVXe3t5GuVyWOXFa1Qpu\ntmTV9CZmSiQSgd/vF2U7ODiIcDgM4NjofPLkCebm5sQjoIEAwTCFfzPuMBwO4+joCGtra3JCohnr\nSLGyvN1uN1wul+UGcnBwgHw+D5vNhkwmg2AwiJGRkQ4QHIlEAAC5XA6ZTEaU6ve+9z2MjY2hv78f\nDx48wPz8PH784x+fuL82mJrNphivnEuMrezp6UEmk7H0VHBD4Ab/TRObzQav1yux69qILhaL+OUv\nf4l79+4hl8thZWUFlUqlY2NzuVzyN8kKXYqKG6zdbhcvCeehnqNkgIFOBk67obWuNsEef5ssJ+9D\n0YxUu93uiIU8OjpCOp0Wr0ooFILT6UQ2m8XCwgKy2SwODg6EAbaKU9X34H30M2nmleEXLpcLLpdL\njGGuJ74fDAaFDdbC0A0SNexvJqPxNXpbmI+gE4N1jLWOM9Zt5FhoV3c2m5VxcbvdCIVCaDQaYnDo\nPU2zq+yzer2OYrEIm82G3/iN38C1a9fQarXw4Ycf4uc//znK5XJHLDTXKPA05ts8EOLw8BBra2v4\nq7/6K3g8HvGEElj/3d/9HX75y18iEAig1WoJ8KbeYVt1iS6OA0kwbciYITUEpww/4bgzHIYhKgsL\nC1heXkaxWES5XD6RHGmla+12uxBMAAQ/kMHW4Uwan2ijgV4ZjivHWj8nQ4Cy2SwCgQAGBgZQKpVk\nTZBo4L1poNy8eVN09scff4ylpSU8evSow1NkiiZL2XcMQ+3p6UGtVpPwHXqEaFRwHLqRXV8ZCGZC\nQ19fHzweD4rFIhYWFsQd4XK5UCwWLcMSAIiL6TxihjHo43bJqjExoxt13s0dygmkM/o5cbTyoxLR\n1m+r1RLmIJlMYnNzEw6HA/39/ejt7UWxWEQulxN3lXbLapcUlRMtYB2/xYB9UxqNBlwuF2KxGPL5\nfAf44/uBQAB9fX0C6gno7HY7YrGYgGAuEgLxw8NDCWHgd61kb2/v3HV2q9WqLF6yQ263G5FIBNVq\n9dwgGDhmXZ48eYKHDx/i4sWLCIfDuHDhAq5du4aFhQVsbGzIeHHhc1GTrdGbDBV1NpuVOUmmol6v\nY39/H5VKRaxkWr/AUwb9tNOrdAyyZrm0uFwuDA4OSlLo5uYmVlZWsLu7K2E2e3t7wsIyLpDAwWru\n8z23241YLCbJhpyDWrmfJfV6XUJErKRWq8HtdqNUKsHv98Pv96Ovrw+1Wg2xWEzmlQ4BWltbw/z8\nPHp7ezEwMICBgQHU63VMTExgZ2enq1dAb7qHh4dwuVwIhUIYHBwU960VCA6HwwgEArDZbN9YEMz4\n6GAwKJ4XehR2d3eFDCCZoOcUGVmTVaJokALA8j3+bQUwTPenFViwIjK0TtX6moCP9+CeUavV5Dn0\n5xj6wPAfDdB1m/V3ra7De5kAn0yf3+8XEojvU9/r5FoCTOp6v98vIT4ayHHOk+kFTh4CxGfQMZYE\nlrrPNEuthS51xsgeHh52xDBrEK3HhfelzlxYWMCFCxcQiURw5coVPHnyBLu7ux2MOEXrS933lEaj\ngUKhIMYaPbWtVks8wmSptQufAFIDYD0HdQk1q/mm+8Pv90u4SqFQQLFYRKlUQj6fF7xA8G0CRKt5\nzjFgPC6fhXpT94WeA1bCsdEA2HxO5u8EAgEEg0HR2QShHEP2XalUwsbGBtxuN5LJJMbHxwEAOzs7\nqFQqYlRbtUuHTrAPQ6GQGA0E5Xq9MQTntH3qKwPBjUZDElwuX76MWq2GjY2NE2Ds8whPRaF1RwbI\nFE7yzyomILLqcPN1Tvr3339fEtf4+v379/Hxxx8LcKJR4Ha7RSEQjGm2mXVQWZXA7Xaj0Wjg/v37\nlu0OBoN4/vnn4fF4MDc315FYZLfbMT09jb6+Pqyvr6NWq6FYLCKTyaCnpweXLl2C3W6X2D8ya1eu\nXJHN8vDwUBa1lZy3z+nWowFDJeN2uzExMQGbzYZ8Po/FxcVzXY/y1ltv4c6dO0gmk7hw4QL6+vpw\n69YtpFIpZLNZ7O7uijJk3CutTA0aqai4EBk+QSBAt7pmyhk3F4/HEQwGUS6Xz2x/N9AZDAYRCAQw\nNDSEkZERlEolPHz4UPrJioUnk0vvBPtWKx4aWH6/H5cuXepwCZpjSoPnNFb7NEV0dHSEYrGIra0t\nSax7/fXXxfhiEqB2lwPAz372M/zsZz/D1NQUgsEg7HY7RkdHMTo6iq2tLayurp5qYHDza7VaGBkZ\nwcDAAEZGRrC1tdUBop1OJ27evIl4PI58Pt/BUn+TxO12Ix6PY2ZmBtVqFW+//Tb29/c7st5pQJL5\nNWM4yQjpDVlXMyCgtIpb1NfgeuTmSNBjup17ep4mx3HjNt8H0AEUgKf5A7wXiRd6pqh32d61tbUT\nbJpmeq1AC6W3txd+v1909s7OTkfuCa/l8/kwMzMjJ9/pChYMJ/J6vUin0xLeVy6X4fF4MDs7i76+\nPskLabVa8Hq9whgCkHyLVqslsaSaRdfPrIkjDb74Pe67msFzu924cOGCEAxMHKSQ5NCAW+v9+/fv\nY319HZFIBDMzM7h8+TKGh4exuLiIUqkk8aDcHzUgMhlGjqkG7poZ5b6m20YPpMfjkYoPpxli2ojh\n/Ozt7ZUjvYeGhjA4OIhyuYz79++L8cTvawaea8RcC6axR4/NpUuX4PV6AQCbm5vClJIk8/l8orPZ\nZpNkY7sZ/qLXDkOR9vf30dfXh2AwiOeeew6FQgG1Wk3yT7SRdnBwgMePH0vyOKuBXblyRQAy+0Ab\nUmYf8zmHh4cxNDSEcrmMd999V6pQkCW+ePEigsEg8vl810T8rwwEa+uAZTumpqYsSxExntLhcGB9\nfb0jZMHn86G/v7+jDJTNZkM0GkUymUS73cbi4uKpsaIcIFO4GE2wRtcX3QxW7TXdUcBxLJRVspbJ\naDM2mMJJykkLdLqK+Mymm4AVGx48eHDCMvd6vejt7UUoFMLY2NiJcnGJREKYMQJsujWazSai0Sic\nTify+TyWl5elfxni0mw2sba2JouGwfN9fX04OjrC0tKSPIvX65V4PC0sn+X1ejs+r5UxM0HHxsbE\nVa4lGo3i4OCga1IiY8NKpRJefvllaR/dnYzVI4ulXYOaxaBC4AZhFVajx4CK1+/3I5lMolqtPjOI\n5/PpODr2czwePzGPtDDMBejMsNbzVrNTPp9PqjdkMpmOEnt2ux3j4+PCBtZqNakW0G63OxjgcDiM\n3t5e5HK5E+ug1WqhUqmgXC5L7DnjQXUMdCAQQLPZ7Jgv8/PzEuJz7do1uN1u1Go17OzsiEIlmLES\njp3L5cL4+DimpqYwNzcnYxaJRDA6OiphId9E0Zskyz8mEglsb293AGBumn6//0RCJ415JtIQ7DKz\nu7+/H+12G+l0WhKCNIOn3d36ugQJDEfSGzYBJhPJtNdO16Yl+0kDka5pMzTBKs5Uz2WCHR0+YJIg\nfB72WbvdllABnaymE9FoWPT394tOpseC+0MkEoHT6ZR8BJ1QODg4KAB5bW1Nwg8ZFkdmXxsBTqcT\nPp9P3N/cbxhjfHR0JICauS5MNMtms7Jn6P5i9abBwUEJaSQ483g8EjPM1zWj2mw2Zd9lFQe/3y8J\nmQwZYJ9oOS0kRs9x/ZpmX/k6++zg4ED6SxsrnKMAOlz87E+ScyS3wuEwfD6fVKPQ96JeNucS72Vl\nUPEZAoEAotGohFZms1mZS16vV9ZasVjsCA/jWuC6crvd8iw6JJP3ZxKn2+1GNBrtMDY452n0ch0c\nHBxgb28P7XYboVBIvN8sbWayvqbQOOLeNDAwgCdPnojR5Xa7JayOuWPd5CsDwb29vSiVSkin06hU\nKhgeHsbv//7vI5VKYXt7G3t7exJH2NvbK3VVPR6PfO/ixYtIpVJIJpNYXl7Gzs4O1tbW0Nvbi1gs\nhtnZWdjtdrz33nv46U9/ilwuJ1R9b28vUqkUXnjhBfj9fqytrWF9fR2PHj1COBzGyMgIXnnlFZRK\npY5yamNjY3j11VcRDAYxPz+P//N//o+Ax+npaYyPj0ttYFYA6OvrwyuvvIJoNIpMJoM7d+48M5NE\n14xOlOomnGiBQAAzMzNwu914/PgxlpaW0N/fL33K687OzmJ4eBg9PT3Y3NxENBrFd77zHUSjUaTT\naezu7iKXy0md12q1img0ihs3boh7bWtrC6FQCK+88goCgQCWlpbw5MkTOTRifHwc4+Pj+Pa3vw23\n2435+Xmsrq7C5/NhdnZWlOZHH30kZfKmpqYkPvq9997D/Pw85ubmpKoHExkCgQD+4T/8h3juuefw\ns5/9DLlcDuFwGLdv35ZSWnfu3BGAPDAwAI/Hg3K5jNXVVTSbTYyMjGByclISFYGn8bh686Ibi2EM\n3CBp3JhJON2EYMHr9WJmZkZiqhYWFvDw4UNxU46Pj2N6eho9PT2Ym5vD0tIS7HY7rl69ilQqJclu\nmUxGEhWSyST+6I/+CH/zN3+DxcVFMdRmZmYwPj6Og4MDCT0yYyC1O4kx5dlsFul0GoFAAC+99BKS\nySSAY3YhHA7jzTfflIz4O3fuYH5+Hl6vF9/61rfQ39+PcrmM+fl5NJtNjI6Ooq+vD4VCAR988AGW\nl5fFy3B0dIRsNoulpSVEIhFcunRJ5mmlUpHyO/F4HLFYTOLB0+k0lpeXpQrH7OwsGo0G8vm8VDKp\nVCqnrplqtYqtrS14PB68/PLL+L3f+z3cunUL7733HiKRCMbHx3Hx4kVJzPsmSrvdRqlUwt7eHqrV\nKsbGxvC7v/u7iEaj2NraEmOHNX5pNNjtdhm/CxcuIJVKYXJyEktLS1hdXcXjx4/h8XgwODiI2dlZ\ntFot3LlzB3fu3JGEWYLcwcFBXLt2DX6/H+vr69jZ2cHe3p4Y/bOzs8jn85JI1Gw2EYvFcOvWLfj9\nfszPz+Ojjz4S8DI4OIh4PI5QKIRCoYDNzU0cHR3B6/Xiueeeg9/vF12+s7NzolqE2T8AxFjWFTT0\nujLBsAbCfr8fzz33HCKRCDY2NrC1tSXxpazA09PTg+vXr2NoaAgOhwPZbBYulwvT09MS3sZEL1bT\n8Xq98Pl8uHTpksTUFwoFeL1eXL16FT6fT8aDOowA6o033oDf78fm5iY2Njbgcrlw8eJF+Hw+pNNp\n3LlzB9vb23A4HJiensbExATi8Tju3LmD5eVlPHnyRMrXsbpTNBrF66+/jp2dHdy9exflcln2gsHB\nQeRyOXzwwQcoFAoSzsH8Cep/JlPS5W2GIBIk6X42x0uzi/ytmVx+Tn/X6/VidnYWoVBIyq2urq6i\n0WjIHE2lUmi321hZWUGxWERPTw8GBwclT+PJkyfi/ne5XEilUggEArJ/VatVGXNt9HM/6hZmQWzA\n5OxwOIwXX3wRAwMDMuYulwsvvfQSXnzxRRwcHODdd9/F9vY2XC4XnnvuOUSjUQmpA45ze1id6v33\n3xcDiixvtVrF5uamxDEDkKolNHI5/+LxuORjHRwcSNL94OAgms2m5GNoL4hm0jWrT49JIBDA1NQU\n3nzzTaysrGB+fl70ydTUlOCTbvKVhkPs7++jWq3inXfeQSKRwPT0NF544QU0m8cZ5ul0GtVqFTs7\nO7KRE6iQPfX7/QiHwwgGg0ilUnA6nchkMuJy8Hq9uHLlCjKZjMRJMpHhxRdfxBtvvCF1Z1dXV/Hx\nxx8jEolgZGQE165dw97eHpaWlmTCzs7O4uWXX0YwGJRKANvb22i1Wvj2t7+NqakpDAwMIJPJYHR0\nFMAxO/qtb30LwHEcYzablcoAOl6W1RSKxaIlk9gtttaUarWKpaUlNBoNXLhwAW+++SZee+017Ozs\niJtscXFRksTI2n3/+9+X2N5Go4F79+5JbU6GYADH4PDTTz+VMAAaFoyXpJuI7jgqm2bzuJRYf38/\nYrEYkskkjo6O0N/fj/7+fgHMn376KRqNBlKpFAYHB5FIJDAzMwOPx4NCoSAMczabxaNHj1AoFPDS\nSy9hZGQEf/AHfyAJj8lkEn19fcIora2tYWdnR5TRxMREB9tSr9exvb2N+fl5Mc5M5lBboBTTNQgc\nK0oytDo5A0CHRc9NIRwO44033sDt27fx5MkTrK+vo9lsYmJiAteuXRPXz4MHD2Cz2cRw8Xq9ODw8\nxNLSEtbX1zE/P4/Dw0Ncu3YNf/Inf9IRi9xqtbC+vo6trS1xHZ4mBPgbGxt47733sLm5KUbjb//2\nb0vW9+TkJGKxGGq1msQZ05XpdrsRDodlnjBsY2BgQPpgfX1dEkMbjQbW19exvr6Oer2OaDSKYrEo\nAIRrqNFoYGZmBtevX0ej0cDVq1el+ku9Xkc6nUYmkxHmQ4dQ6HHjGPX09GB9fV3m6+joKAYHB/Gb\nv/mbokvW19eRzWZPHO7yTRHGFx4eHuKtt95CKpXCzZs38eqrr8raYWyfPjDm8uXLUmWBlSQSiQQC\ngYDUsc1ms/D5fFIa6sqVK1heXpa5RJZwamoKv/Vbv4VwOIx0Oo3V1VX88pe/RCQSwdjYGK5fv47d\n3V1JtDk4OMCFCxdw+/ZtqbpDEgUAXnnlFVy6dAmJRAL5fB4ff/wx2u02BgYGcPv2bbRaLSwtLWFv\nbw/FYrGjFCY38J6eHgGbZKIIwnhioRULSSGbxvrmly5dwmuvvYZarYb19XWpJb6/v49SqYT79+/j\nueeeQyAQwGuvvdbh5VpYWBA9z7YyJvTdd9/FpUuXJJzp4OAALpdLgNXu7q6UDqW+ajabCIfDSCQS\nSCaTmJycFF3k8/mEmLl//z4ajQaGhoYwNDSEVCqFUqkEu90uh3jQ07OwsIBKpYLbt29jampKksN9\nPh+mp6cRDAYlsZAhktwjksmk5KaQ5d7e3pZETF2uEbA+BU0zjHoczM9qoKnZfIbIDQ8P44033kCx\nWMTc3JzohUuXLmFmZgbtdhv379+X2vnT09MYGRmBz+dDtVrF6uoq9vf38emnn6JWq+HmzZu4dOkS\nSqWSYB7q33Q6Ld4zE7jrZ+FrxWIRd+/exebmJm7duoVgMIiXX34ZhUIBbrcb169fx/DwsJxjQK9J\ns9kUAElGPh6PS74Fk5iz2WyH54Tx1fV6Xep2M5RNs+TBYBAXLlxAq3WcTMvkNXo18vn8idhlPpNO\nVAUg4JY6e2xsDIlEQryc1Nn5fL7r4WvAVwyCgeOBYyFqh8MhmyOTwqrVqpTHcjgcSKfTcLvdEuvk\ncDik3Fq5XMbGxgYymYycYsQJRxDLBU5FQPetrp/LzFUqH5Zf4yKm1ZPL5ST+lbE61WpVWDlahkdH\nx3UzDw4OxM1HhTowMIBwOIyZmRlcuXJF6gn/7d/+LT744IOu7oCzJJfLoaenBysrK4hEIuKi4YSl\nuzCdTuPJkycS00N2kxsMk7q4SJhEsLi4KNfhgtBVGgi0GHNVLpexv7+P+fl5iXPe29vDwcGBlFZp\nNptSq5Gxn+VyGZlMRhhpnpDHxZXP5yVMpq+vT05Iovw/9r7sN87zOv+ZhbPvG/dVlGhZsixvsSw7\nlpMoDbKgQXsTNBcN0Jv+By2Qq94lLXrVu/aiKIoWXYCirZteBElj5Bc3tmPXm1ZqobgPl+Gs3Mnh\n/C6I5/DMy/ebIS3Jku0cgCA58y3vet7n7DSZAhD/V6YnW19fF1/WSqWC+fl5LC8vS9ttmkNt+tKB\nBfpzfkaQZQZnaKFgdXUV8/PzTWYn7YfHPLsul0u0KbrfDCBlNDcZcSKRQFdXl/iwUTBZXFzE0tLS\nsQo/8IDe29vPV51IJCSXKbUdZIAMxvN4PFIUJBKJiEaLAaoulwuFQgELCwuOUjqBiq4yBeyDsbm5\nOdy5c6fJ/5CCDBPc019d+4xq/0Tt8wZAzLos5MOiAdp/sVKpfGGLZmjrAPeix+MRKxI1PxTweUBy\nX+7u7udCDwQCmJ2dlYNzcnIShUJBirdQw6grhwEHqewo3BCQa5/dQqGAYrHY5Bu6vr4uAHN1dVW0\nh9yfNL0zAIn7lFUHaQWjLzPTW46MjODcuXMIhUKYnZ3FG2+8geXl5aZUVNzrXGtOIIxrt1qtCs/m\nu6j9ZX8WFxfFVYzZC+r1/dRh9KnUlfA4BvSPJ//g/ExNTcHtdiOfzzcFYW1sbGB5eRkff/wxVlZW\nEAgExE2jVqshGo1ic3MTCwsLAloZD1EulzE5OYlisXgogI6ZHiYmJpBOpyX1WaPRQD6fl2xO5Jk8\nrznX5JNUkK2srEgMhgbAet0eZW1rEOz0jL29PQnE1mcq/bm5P7j+6YrCfvM8JZAmz97Z2UEmk0FP\nTw9CoRBSqRQ2NjakWmC1WhXQaQPwZjsZc7S3t4dbt24hHo/L5+TTzDhBnONyuXDz5k2Uy2Vks1m5\nn9fRRZBYyRY8SWsdBSi2l7x/YWEBsVgMHR0dco4TAFcqFTl3ndzWTCFla2sLlUoFt27dkuBqnRiA\nvKBVsTJX45OirPsgrYEBDkzMqVQKsVhMpH8tTbNCTjKZhMvlklyk1C5SE0c/M0a/8zseXtQg+/1+\nyetKp29G3OpE38yuwGpJoVCo6R5KLuFwWCqykKGWy2WpYMeoyVqthmvXrglQO3v2LF544QV85zvf\nwdDQkCSTfu+99/DRRx/hb/7mbxwDyBhdStOA7XDu6urC6OiobFACA+ZcpbaOjvo8UFjdjEDHRlxw\nOuqXoJ/AlkStPCvI6TKNOuiP9xEo6QPLjOZ1uVxSnIK+cEzJwnXBijXURDJIhD6I3IiVSkWKpDxI\nc7eTvzm/Y3BoLBZDd3c3Ojo6RNpmHxiQRsFrb29PSn4y0prCF90oqG2n7x6B7NLSEjY2No4dCKrT\nQ5mlbPf2DgpuaIbDPNgUNOgzyIpzhUKhyZff9k4Ksbb2MrCQQFVranR6KpKTCRE4qC4GQKqcsc90\nQaJpj4D4EbDOR0Y0zZJ40JAv68BeWhDoNkThmtpSgkICUI4rQSbPBi3wAhCBjvyX72N6RrN6HIEU\n1y15ti4+wTzlBFoEydqCQUvE9vY2PJ79ao2nT5/GH/7hH+Kpp54SQfSnP/0p3nzzTfzsZz+Td3Ps\ntNCl01OZrhUMRKXLFnBQcpaBTdRCa//oer0uQogOItJrVOd35g+fQ0DBM4H7lVmcdOGpRqMhAWwA\nJL+7FjbJ33d3d4XfkGfr84K8n5pnMziSGXY4t1yDnEed/ksH6TmtYbbfdk0rTbC+n+sjEAiIeyHP\nPAYUsv+rq6tyXtFtw+/3C1ikWw7nnTETdPegWwuVVtpFwNYv3Q/yNArztMZoRQD5mi4PrdcE9yQD\n7Ii7tLuC5gfBYFB4Ma/RAgb5hVYO0UeYa8Dk2bY5tM0JA1npGkMLC/vsxLMfGQhuRTQzcZPxkOWk\nUkrVORjvlziJ+r2UXvSiYSAFr2d/dIUj08ysI/DNgLmxsTFks1lJNk3JSKfFYvELHQhERkOgX6/X\nRfthLk6OGyWyx/3w1tHaRyFuLAJ4HpwaOBHok6lzk7MIht4stvFpBWYfFBFMaB9CHm5OcxaNRiVA\n5ajuMvdDGuxoIvOhUEaNCPcE1yQPU1oHWlFXV5ccsLSqUPPC5z8s0to6aub1Z5+FffQgyeVyyUFI\n0oebBnr6Hs3r9f7SAMNmzjXfo5+nf4DmvLta42i2Q9+j55PriW2yaQT5OQU5BnfxXvIVAKKt1qBS\nt5PrSYNgJz9hANYx09c6mfbN7837nM5hp3fZ2ub0Dt0ms1062Iuk+6jXE3/r4F+dNcK2lpzmzxwn\nWz/071ZCswaaNvCsXWL4DC0E6fnX7g3tgLjWSNvm2xxncyz0GLebB7PdAOSsNHGXzpzBc9jJkmr+\nfVQ+2mrNOoFjTVow1fTI3CFaEaV7kgZ1nKR2Ut9xiZPKIhOUIvREc2J12wiIXS6XYyom22KgdMWs\nDLbUcF6vVzIWFAoF8YMCDoAiTRJaiiKj1d9/lui47aVWnZuE0eGaqNFnqU+OD81/OjWSJjIt+kkf\nt21cG7ZsISbRSmEywVbENXlcza5TBpN25BRcxnGhRo7aDQplfBetLUfZt7FYrKlCmHkYPiwyn08t\n5YPiNZ9VMv1bgYPo+VZAyPy/FQi2HZIkE6TwvWyD7dm2w1Hfr8+TVkQFiLZ4sMw8tabMjJDJZMQF\nQZcXN8fM1jd+7zReTgDORpyTVmCXv23CQStwbWu7DXCZfzvdz2v0OPGM45jzXlOYcmqDfrbZ56NQ\nKz5jA/e6v3oOOb4awNrG2GmubMDY/N72vwmYNXDWcSnkr7otWuOsx16DeH5PvEELutb+cm/o9tjW\ns60fTmNg9k/TJzkXHksQDNhLmdroQR9M1LwdlT5pfmEdAeyUGquvrw9nzpyRPJwM+qGZgWDPBDME\neJ8E5ByHqNEgCH+UZAJhDZyoPQAgGmJqhU1Bh8SNraOONaM+an+ZiaTRaMiB2Y6OupEZdX8c0ubm\n46zzdtRoNCQgkW4yZJ5kjJwDjmMwGERnZycSiQQ6OzvFj40BosvLy+IvR6FUV8j6pET3K21xMNNe\nmYdrK63QF4W0MOCUrqmVpof3mWQCCBMQmffbAs002UBCK42e+bcGD/zc6/Uik8mIfz1LAnNt0iea\nKczC4bD4EmuXMg0wnNrBd3MMTMDH623aPnMcNNBx0jK2E7pt35ugitdpzajTnuEY2AC9BmN6/vU1\n/NymQbWNhbmnTYBqjpdtnToJBe0UdBwTc92a/EaPs/lbt8Xssx57TRx/rh+9jvQztYuM+U4bkKf7\nHouvUOlEfkqrNd9nCmJHEdzM/53Wbrv7j8qvH1sQfFR6HA8mHrI8uE1itC2zHrz00kuYnp4Wn85o\nNCpJnre2tiTwgBunFQjToOsoGo77ocdRQ2YyFWZpYHAfqZX2l8/Z3d1t8oOz+fS1M80TdOvD6n7n\nhC4Q2s2gFVFYMf3/NLHEpemXddw214aKhIwAACAASURBVGo1rK6uNmlt9WHQaDSE8YZCIfT09GBk\nZASXLl1CIpHA5uYmxsfHMTs7i7t371pdQfhsHqY8tPTBaiNWMWQgHaPMtTYEaAZdujrU48hrPk2y\nafNMsKAPPts9Jtjld+Y6swUAmQe42S7zM5tG0KZ50mCS99Jvme/j4U+Ay4BWllBnmifGIOTzefHl\nZFvMPtkOeBvQdeonn+FkkreNiUk2UGx+5/SZk8CoTeytwI/mMfyt7zXBv01Q0uNgzqNus7lmNVh1\nArhOgFq33eyP6dZB8EsrAs8V25iybfq3bU7Jy217it87zb9uv9bY6gwO5tjpsfB4PJIv/tvf/rZU\nbP3oo48wOTmJDz74oOm55pjqZzmNux4LLTzwGich0safnAQxTZ95EGyj45igHwYRUNDsa04Cq82s\nrq5KeVgWDGHb6Sw+Pz8vlcsITloBEn2Y3w/YOqq5/CiL7FFRo7Ef4U0XCE1HGRuCLNMf2OmAb0V0\nwTC1Gccl1pp38rlyIq2BoN80iUETLtdBOjfSJ5lbre0yD02teWg0DiLiGb3PXJGM+DYPEwBNVbz4\n3KOAVN0WvsvUbJlMn0SQ/UUmDTJaaSDNe/RvwM4zTG2X9ot3eq7Tu22aJ9vBq4GTPmg1qNLXMXg6\nm80iEokgnU43WSboBjQ3Nycl1G1xBkdZp+y/bretjzbw1+r57YCw+eyjgkOnfujr+TxTw+v0Dqe2\ntVoXtu9agWKdDcT2DN0OJxBuE7b0fWY8k9PYtRIYbAKKPufN9pttclpHvN4USJyo0WhI3BNzDjOb\nFrN4OY2LfkY7su3fdqC51bi2eucjC4w7f/685OVk1C1TnzBi+JM2zefzSZaCowTPOAU96RKcZvsp\nrWogQpMAD2jTVYJRoyy7yPre4XAYXV1dkspsdXVVGOmdO3cOpfdoNaku10FJUtPpnhGnrYgBTjrL\nwuPiU8xodM6LWciiHR3lkDDfp683D0rgwJwEHGgLncaYrhU2F5ajUjKZlLW9u7srwTetyAYANNGF\nweVySZUm2zOOux/baQK8Xq8EGXV2diIUCkkUb61WQ6lUEiFEm+xIFBSPKgxwXWvQbNvfOpDUBBta\n+Hhchb+HQS6XSyobao2XCW6cAATJBmJs88t9pC02PPgZh6GvNd9lAw229WgCBBtI5lpldD8rfPX0\n9CCVSsHtdjelmlpYWJCAahM46ffr5+u+m0FyHG9dspZjQeuOyZtse932ua3/ehxtQYMUGtguLfBy\n72iBXwN0W0Cb5i1OApbpAqHbaAosTuS0Hvlbz5fTvLD9mkfqfpuClM2lTp+pNuBv/u3kFmSeOzZX\nCb3mTeunzpFuu942ZrSK+Hw+ZDIZCUgvFouSitZJq6zHmf1yElic9oYTEG4lNPFduhqipkemCf7a\n176Gn//855ifn5ccpDxc2gGbdgcyB4qgk/4rW1tbkpRfP8sGgl0ulwCDnZ2dJvOxBkX0v9WHplOe\nOy4O5ix2u91YW1uD3+9HrVaT9HDMd7m2tiZVwMz+teq7EyhiuqK9vT3HvHnaV9JpbB4FMasAyzib\n0m470oy7HXjRmiEzPy3QPP5kJAwM4Pc6PzGJWoejAGC32y0m1lQqBQAoFosol8sC/JyYCBkuqZXm\nBIAE1rVqm2a8/Gnns99OW8N8muwP9xLTB/HQ1/5lvJ884DjChM5NDjSbbTWQ5jwBB+Z9bZr7otIL\nL7wg1dZ0ufZWZDvEzPv0YafNwUw9xeBVfq4tCaaQovlwq/1hUivwCBzEimxtbUlRH/Jsj8eDzc1N\nrKysSJoyWyorG5l9MNuq4xoANO0FE8DYxt7kkybo1J/zHn2vOTYaDGlttQmQ9Vib5myzjfq3rS22\nudHtcLrfJFNYsglGTvNvA1/m86h8Y90AYgFdVEK3v9UZpttgA30aTLYSbjhGPKNo4bWNcasx0+uP\nyrGlpSXhn7oglClI2PrV7kyy9b/dde1woRM9MhC8uLjYVFGs0Wg0ZV1woqO4OtAPMxqNwu/3IxwO\nIxqNSt7RxcXFpgPW9ix+5zSwuvoXcNh/yUZaoicR5E5OTh4yaXHhktncT0qoRuMg+TuFA1tQH5n8\ng6SjAGkm0N7e3m5KNk9iXk8nafko1M6VRF+nf5Nsc8u1xlrxmiGZ/T4OYOvq6kI2m8XFixfR39+P\nWq2GX/3qV1hYWGiZx7jdGnSidnPO9Uif83A4jEAggPX19fvKq8xgt9XV1bYM+X7JfG6r9aBBsQbi\nD6ttnxXiQacT9zsdWNqH3nYYmloqDZp8Ph/C4TC8Xq/kQOe7bVp8G9jWGkfTjcMkJxBsu5bn1MrK\nSluhyPQR1W1tB+z4OYVOpu7UrjzmeWIDlTY+1kpzqgVpp/XOOaKfq85SpM9O/U4b8DaFGBOYcpxs\nVgazCJHtXbYxtq0F2z16PJyAOH9oyWbZ6+7ubqnux0JBNpetdmeYCXZbAT3bnOr20eWNuZt1TuhW\nGlgzlzXHTeMR8xo9bmZbdN+cqN3aMa+17e2jniePZZ7gh0GJRELysNJXi0nVH2eylXt9EPSwAcdx\nKRwON+U7/i3tM5tsNotAICDFLj5pNpLjktYaMACSBx+13js7O47uE58XsmnWSY/L3vk0iJouEg9P\nE4ja7tPmbRvQ1PfyOu1+EAgExFKoq346HbzAYe2ZBj5O5nYNnNuNhfm/Cfa16dwEe1qLan5vGwuC\nYMaaUCFiCiO6nzq4zAZmnYQCUzAx79WBXuQFLpdLshZplw3dFq0ssj3X7KtuC+derzeblpH3mP7l\nGkjqd2mt9VGEXA3qTCCs/X6Zk57uWmYOeichy9wreh7MNWK6MJiWKtuc0VJJq4ZWBJrPNQu62Czl\nug1H2YvmfU68wHyP+Qzb88xCMLxO70OnQPjPZWCcjcrlMtbW1iTB+XEDix4VPaw20k/JKbfxp00E\nd5+FOfm0aG9v75D7zqdJwWAQ9XpdgC6ZCkHvUbNTfJaJLhrA/QWafh6IWU5INs2ejbT53tS42bRF\nvIcHMD/XIMIE4O3a4HSd7cA8LggGcAjom36aJngy26JBjk3T6KTtNEEE/zb9Ls332oCPeb95rwZY\nGly4XC5rIRTTJcvpufzepo3U/7fS1uq50c+yubDZ/tdWoaM81/yt142pqDjqetXP1NXUbO3SLlvc\nGyxCZD7bnA+nIiO2e5zazT47Cbc2gcHWrnY8VY95u71t2yscv1bv+cKAYGB/cZZKpUfdjMeCWJLT\n5Xqw+WI1HacgA00zDwsEay3Nb4F2e2JQqand2traEqn7YVZse9TEykdmcZwvMpkaTYIfTa00vjbg\n0u4Q5vN1Sjzbe8w2mGQCK7MNTuDMaRxsGmftPteqr6argO0a/R6t6dO+piYIsWl2nUCy2Q+bhs6m\n8TaFINMvVRPbZwaCHUUQsPng8zmtAI3ZJ6d36faZ2sOjPNd8hx43m2ZeP7vV+jLn1Mxg43S/Fmhs\n2mCtvLAJgObY2ICyvt6cKyetr/lcW/tt+9cE07a1p6/RmmANfI+yZh4LEMxoQzPQZnR0FPF4HDdv\n3nyoJWFZz/soZvhcLgefz4f19XVrlbfPCm1tbTVV99KBLul0GkNDQ1K7fGpq6sjPdbn2s1OwXnm9\nXpfSxJqYGaDRaIhGsd3h044CgYAjYKHJxOfzIRqNwuPxYHp6+r7e50ShUOjYfrJutxuRSARu934q\nrqNkfXjY5NQHZmwwfZ6PI/QkEgmk02ncvXv3yO3x+/0P1F89Ho+jo6NDgvP055yH3wLgA9JmR5pW\nd3Z2RKj0er0IBoMSKOaU4YeHmj60bGDadBsgUePF+3TBG/1cHs7MJsHn2A5EHXxmfs42m2DABAUm\nmaDbvEbvIaeAIn3AaxCgMzBwXphdyXRT0kBat5fPZtyJFnjNACqa0/kMMwMAzxGOr1MRIj02OguL\n7r8Jwuka02gcxLWYINMEoOYcmRkqtIChhXoz8FDPnxlgZoJNCia6siifz79NtwxTu05yWqPsq5N7\nllOO3kajIeuNrjWcM7rWmPfpeejo6JBMJLqqrtlHvS64rpjJyNz3VDLY1qNeS3wPx1y/i2OoS5Hr\ne49i2XksQHAymUQgEIDf78fKygoAIJPJYHh4GD6fD6VSCRMTEy2f0dPTg1gshps3bx7r3YFAAIlE\nAiMjI3C5XPjwww+bADfBXDwelyTRKysrWFpakih20/TyqCiVSmFnZ+cQmI9Go+IMDzRnPwDQdNCP\njY1hYGAA/f39mJ+fBwArCE4mk6jX66hWq02fE8jpAg2sMNNoNETQ6erqQi6XQ71ex9zc3CF/V7/f\nj+7ubng8niMBpWAwiMHBQezs7Fiv52br6OhAIBAQTZ/um8fjwdDQEOr1OiYnJ1u+r7OzE9vb21bL\nQiwWOwQgA4EA+vr6sLe3n5ljc3NTNjUzI2SzWXi9XmxubmJ9fR3b29uOWTxs1NfXh+3tbSwtLR3p\neidNyVFob++gmAAFp2AwiFqt1lY4TKVSGB4eRiwWQ6FQOJQBJRKJwOPxNH3e29uLQCCAarWK5eXl\nI7Wxv78f/f39AID5+flDc1qpVBAIBODz+ST3Mok+ZL+lA+IhqINsfD6fCGuBQEDynReLRWsqQAIM\nt9uNYDAIt3s/FaNZ8ZHvMYECvyPgbjQaqFQqUlRFB2yFQiH4fD6ptMnc7GbQI3DY1M+2cI/qtFga\nINl8TW3ASQM9DUoJRKgxJeDQQF8LBMDB2uQejEQiCIfDSKVSWFtbQ7ValfSRpqaXGnUNOjQo4Tu0\nD6kubsM26eJDpjaQAIk+pzaNsgY8Gtjp8dF/E1Bp7R7XHJUtDLLV4EwDV+1PzftNf1mOq15j7JMG\nXTpLDsEWg9/4HD6ffWS79XMCgUBTsKmN9BjwOabGtZVGVpMWDAkmNzY2rCn99Bj6/X6EQiEEAgFR\nXLGPfJ7eD3ofEnvwO72vtSKFazkWiwEAVldXUavVmoJhdbsolOm96CSQtqJHBoLZYb/fLxJsR0cH\nMpmMpIaq1WrY2Ng4BLRM8vv9sli7u7uRz+fh8/nw2muvYWRkBIFAAO+99x4WFhYwPz9/iGF6vV7E\n43HkcjmMjo7ijTfeEC3hxsYGPB4PRkdH0dXVBb/fj8XFxaZqYkAzAObiMhf10NAQcrkc9vb28N57\n78nnqVQKPT09mJmZOQQIOjs7MTQ0hGAwiFKphKWlJeTzees4uFwuyYixs7ODcDiMM2fO4JlnnhGA\n/Pbbb2Nubk76YAKKUqmERCKBubk5LCwsOIIwDf6SyaSkLmMQwNbWlixyHkaasZFx7+zswOv1ygIO\nBoMSFc5gi6OAtY2NjZYCEA8hrie2k5twcHAQ58+fRzQaxcbGBnp6evDrX/+66RlDQ0PIZDIAgImJ\nCcd1ubGxgXg8jp2dHXg8Hpw4cQK9vb144YUXkE6nUavV8MYbb2BmZga3b99GvV6Hx+ORDCbUdrjd\nbqRSKQEIwWAQkUhE/FRpqk+lUojFYojH41hZWUEoFGoL4s+cOQOXy4VSqYS5uTl0dHRgcHAQTz75\nJHZ2dnDr1i3Mzs7KoWIy13q9LkFLiUQCiURCIvorlUpLjXAikcDW1hZWVlakKqIWxLa3t+H3+5FM\nJiWfNoGI2+1GNBqFy7VfDbBer8vhw0OJZZf7+/vx9NNPI5VKYWNjA2+88QZu377d5GdNjSUAyfDB\nw/u31EzxeLwJPJF/cp/r1FB+v19SnGlQyd9MW0khkEJhZ2cnUqkUAoEAZmdnsbGxIZYkAiWClv7+\nfilYcePGDVSrVdk3fr8ffX19SKfTiEQimJqaQrlcPnTYA82pLoEDgZlrjQJSuVzG7u6uvD8QCEja\nNKYYJFgMhUJNWl6mleNhri1TtIoBkH499dRTiEajKBaL+PDDD7G6uioAnhl8OBZUMPh8PhlHzoM2\nDRMgaK2uBsUahFL7qgUf8mWmL9QgyNRWu93uQxpDJxM2FWDcy6bpnGPu9XoRCoUkD34gEEBvby+i\n0Si2trawtLSE6elp4ZecC+IDgk1mGiE/ISCLRCLS9lwuh1wuhy996UuIRqOYn5/H22+/jXK5LFUC\nKQQCBzyD42azTGiNMHlnJBLBxsYGKpUKVlZWRKA0QSgxCgOS19bWZOw0aGTfTG261ojzPu7Xzc1N\nFIvFprSUeq46OjpkTQeDQTmz19bWZD3RqhwIBA4JrQBEYKUQoNcZ16PP50N/fz/OnDmDaDSKQqGA\nd955B0tLSygUCqJR5l7TwqK5vki6305n0iMDwTpxPc1mOg0WmcvGxkZLVwgOPLVPu7u7iMfjiMVi\nSKfTskCYL1hLnlTHb25uolQqwe/3yz0aeLGgx8bGBmq1moAoLXlpyYaLa29vD7VaDfV6XQAzU5R1\ndnZifX0dkUgE8Xgc4XAYyWQSu7u70t9oNIr+/n4MDw9LEY1WJnJufh5CekFykQaDQTnsbYticXER\nW1tbyGQyUve+XYYKAmI+l4xfa5z5wwVcrVblulqtJtK5FiDI9I8LSEKhkJi0S6VSUwBXo9GQ9DAM\n9AkGgzL2TNtncwUg42in7VxfX5d+h0IhAPvAbn19HeFwWDQCWnOgDyweBnqjmwcX1104HBZhkjlK\nubZbjVu5XBbGkEwmMTY2hhMnTuCJJ54QCZxlvPVa15oybVrjet/d3YXP52vpZ8482U7aDwoPBAgc\nU+5BbZ7TZm592HLvFQoF+d7v9yORSDgGGz7o1ICfN9LFg7iGtRaIQiZ5qtbk8X5tete8jAfsiRMn\n0NnZKXuRfERrE7nOyJ/S6TTi8bgIU9w/3OPczzolFNB8SOsiD9qHUOeap5BPdxBqIXWaQGoPWT55\nfX1dFCk8e7QVRYMp7qVoNIpsNisAfnJyUsCbCWp14KrmK7ovGtTo8eTe0WZkrVXTbip7e/vFBngW\n0OSvebsG0hwj8hgNtPWa4Dvj8Thcrv20Wyy4oIvS6HOAz43FYnLGURjw+XxNGmitQadG0ew7sH8W\nEuwzJz2z4GjFjNY48j7+5pqh4EDS2mj9TP7P3MIUZsw1yrUDHGhA4/E4MpkMcrmcFLG5fv268DAq\nj2ykATnHlQKJ6S7Ea5lRgq4Tmh+Yc6mFPy0M6LNLA2EtVDPfNoUsgm+NQfRa1s82+6jXWSsQ/MhS\npFFS1Yeqx+MR9wO32y0qdw0WNI2NjSEYDGJ5eRlzc3Py+dDQEPr6+tDT04NGo4FCoYCZmRmsra2h\nWCw2HXYc/Ewmg3Q6jTNnzqBSqeDWrVtNLhijo6NIJBLY3NxEpVLB9va2mJ20ZN/R0SHp2OhnTPBM\n5kQtATcyD3tWXFleXhYwHQwGhZkTGNEsZWrQqEkkA/P5fEin0+Iq4vP5MDk5iWKxiIWFhbYV1wj6\nCLKCwSBmZ2ePbKLXkj7nW2sw2FZqDPhOnXOXDKJWq7VMx0W/8lOnTuHSpUvIZrNYXl7GL3/5Syws\nLKBQKAA42Azc7HSNyGazACBp8+jq4SR08DBv57cbi8VkPbAqWr1ex/T0NKrVqrj/BAIBJJNJmddq\ntSpzToZMJq/TH/EAoVmaFb2ofeLeYY5sLVyQzp49KxrTSCSCtbU1XLlyBePj41hbWxMXFq5ZHr48\nMGgJYPlM8/nHJQproVBIzKrlcrlp7lltUZs4uT60wKcPYgIUr9eL8fHx+04390XSFrtcLuRyuUOl\n2znWPITM/MFci/rw9vv9WF9fR6VSkT3e2dmJdDqNgYEBeL1ezM7OYmZmRrSeOkUW28P876dOnUKh\nUJAS8xSm+S5qJXmwapDBA5Rg16xaynXMfae1xl6vV8zwBP9AswncBH4E6PxM+1jz72AwKKWZXS6X\nVFZdW1sTkEs+qvk3ARZ5LrVrFDo1n2XfTXcIbVpnf01NG+eUfdXCKp+vXRc0GOJZqUFhT08PXnzx\nRaTTaSwuLuKtt95CpVJBrVY7pLWnoEDtJNuifZEJonnOaAWC7ofp18prqFjzer3i5rW7u4uFhQU5\nc7WLAgA5o9l3M10X206eqYUqrm0GI+s1rq1+WjnQ39+P559/HrlcTjDQ//7v/8qesfE2jgOfwbHQ\n1jSzKqF2szD3jakt1m5S3D8a2+lYAi1gmYoyXbBL+40Td3Htm3vYHG9zbqnBN+mRaYJthySDqEwz\nm8/na1roAIRZ0XVCg+AzZ86gu7sblUoF+Xwed+/ebTI1aCLDYj3s1dVVdHd3w+/3N4Hgra0tKQ2o\nGZBmotrHkwyU2goC7729vSYzeqVSaaqEpq+zFSIg02f1MA2CNzY2mjTOq6urqFarWFpakneQGern\njo6OIhAI4OrVq03voqmYEnJ3dze+9a1vIRqNYmdnBx999BHGx8cPuSEQtAHNTIsMfGdnxxpwpM2M\ngUAA8XhczDU632IkEkEoFEI0GhWTViaTQSqVwunTpzEyMgK3243FxcUm0542x1D7Qgkzn88LI+Ch\nTX89G0PJZrPiGtNK67m6uoqNjQ14vV4UCgVhjjywuru7xbecQB04CDgiwCOTNQ9Xzjt9r3QOVVIg\nEEAoFBKAsby8LGvb4/FgbGwMqVQKtVoNV65cwfr6OsrlsoAJ7j8ATSCCAIAVtCjkmIKK1+tFJBIR\nRtaOqFmkmdDGuLa3t1EsFkVLQE0k54/r3DZ3r776Kn74wx8iGo2iVqshn8/j9ddfx8LCQst26QIO\nR/VL/jyRBqNO1gbTSqA1NBqQEFRSmOKeXlhYQK1Ww/z8fFOZU/M9XGsu137J1ng8DmDfyrCxsSF8\nWGuNNLjQFjz2w6ycSG0y32X6KGvrCPma9lnVlhxapriPNShk3whAVldXsbKyIm3Ue458if0tlUri\n3sfnavDa2dmJS5cuiVvVhx9+iHw+j3w+fwgEaiBhWpy0qxt5D8eBf7NtBMA8JzWvJbgEDqy4IyMj\nyOVyogiyudBoUMa5qlQqTWOpzw/yJfKtvb09EYD1etD3km/pglGlUqlpTKic4r0ErRqbmO4EJD6H\n1WJNIM52aheDRCKBjo4OqR7L8zSTyWB7exsTExOYn5+XWAmtHTX3jrY+mlpVU1ijcEvtvC72YVsf\nGvvw7NLaewqMtETofawD4DTY1ufP8PAwvvOd7yAej6NcLmNubg7vvPMOisXiIWuHXs9UhPj9fkf3\nxcciMM6kvb09AV96UnSU7+bmJpaWllCv15FIJIShUiNYr9dRKpVQLpfF3G4jbaKjaQmA+CTS1E9G\nqLWR2idFS8xa40DG4UQELEeNQt/Z2UGxWMTy8vKhADguPPP6crksUhjbRHK73VKad3d31+pXy+Al\nl8uFgYEBJJNJnD17Fl1dXRgeHj7kO0wJ35T+qaHgZjSJn+tNyWpiq6urTRp8v9+PbDaLzc1NOTTo\nakL/oXw+j0KhIH6A5gGlzTa28SezoQCkiYyh3bzxvbyW65PFQTTDbpcBheuKe4Djy89MUxaJGuFK\npYKenh4kEgn5LpvNIplMYm9vD6urq1haWhJBzwzk0dK72S6CBxtg9fl86OzsFKBq6yer0BGAsF+t\ntK18Ft0xzGudNL2Tk5PY3t5GOBwWH9Tp6Wn87Gc/a7lXKWi53e4vJAgmr7LNiakZIiDh3zzs6NKl\nNYT8nDyWgqM+0IFmIMT3kXcmEgmEw2GxtGgzt7luNQA2tYJ0/TE1kLZ9pQGxqf3Wz6V1hyBYBwya\nh7cGI7Zx1SBYl5U2300AWiqVUK/XkUqlcPLkSfT39+PatWv4+c9/LsK3qYnTfdO8hnOm20zernNI\n81ryKyoq3G43wuEwPB6PnKVbW1u4ffs2CoUCXK79GAVa4Mw50GOkg8n4OQFTIBAQPGDz7zfbrz8z\nAZUGwBTc6JdLpYMG07zWBoS1RlXPta1tHEsdW8Mfgk9im3w+bw1u088z+2jyarPPBJD0GWdGDgJT\nrkMz0FJrlTVo1sDW1Nra9qcWXhuNBorFItbW1pDJZDA2NoZ0Oo3Z2Vlxc9LrUs8DXVmi0ahjlqtH\n5g5BRnNUisViiEQiUlrXKTjsuESJhwA7m81ieHgYbrcbMzMzEmhAcxSlCY/Hg1gshnA4DABioqLv\nDBk8JWAGFDwuxSlIHR0dGBsbQ2dnJ4LBIH7yk5+0vaezsxOXL19GV1cXtra2RNM+PT0tQoSWrL1e\nL2KxmEjitVqtbdo1HXlrsxqk02l8+ctfhsu1n+Hh/fffP3bf6WriBHySySQuXLiAQCCA6elp3Lhx\n41ipz5zWuNvtRiKRQDQaxeDgILa3tzE/P//QUrZpoh8dJehEIoG+vj6USiWUSiVxfWDWBB44Wst1\nXAoGg/jGN76BRCKBmzdv4u233276PpVK4fLlywgGg7h37x4mJyfRaOz7qbUL8CPR+kDttCZqb00t\ndG9vL4aHh+XQLJVKWFlZsWYXcblcuHTpEoaHh5HNZvEXf/EXj9U+ftjkcrkwNDQkWR+4rrULgbYC\nmECNljbyPxMA0MVHjyl5AF0auP70QUctcl9fHwKBACqVigTS0SxOQKVNrRpEa2BAbSX5l2n1M7XK\nbCPQDLi1qVdbCgm0dfAdARZBhCn8mdrZSCSCnp4epFIprK+v49q1ayLoahBDTTQj7p966imcPHkS\n9XodN2/eFDdCgmhzPuhSQUspXQm1oMO26yBxPY8cD7onnThxAsFgEIVCARMTE4eyDGgfXv0sjoE2\np9P/W6+FXC6HoaEhdHR0YGVlBYuLizL/ZgzB5uamCMo6tkHPO4muVIFAAN3d3ZK5Z3l5WebbnEtz\nvWoNPdeK1r5qgUNrqLX2mtfpuB6bb6wGhBqgE8Bq64Iecwpt0WgUo6OjiEajyOfzmJiYkHEMBoPy\nfUdHhwguPKsrlUrTvGpLrF6jet1wLjXI1nvK7d4PXIxEIjhx4gQikQh2d3cxNTWFSqWCcrnc5ErC\n+Tx58iRGRkbwzDPP4E//9E+tPPuRaYL/7M/+DD/5yU8wPT0tZsihoSE8//zz8Hg8+Oijj0Qr2d/f\nj6985SuIx+NYWFhAPp9vAqRHtKLBpwAAIABJREFUpXA4LJkSarUaxsfHUSwWsbOzIwE3LpdLzMdM\n0bW5uYmJiQlhklw4WlKh6wAlRJfLhf7+fjzxxBOSN3Z5eVlAdTwex97eHqampsRVI5VKSWT0zMwM\nNjY2JGBuY2OjCfg///zzCIVCGB8fPxToMzo6inA4jJWVFczOzlrHIpPJoKurC5lMBsvLy8jn8+ju\n7sY3v/lNlEqlQ0AFgEjAi4uL+Md//EcA++msvv71r+PcuXNIp9O4cuWKHELmwRYIBDA6Oop6vY5y\nuWw1jafTaYTDYdRqNdHCh8NhnDx5Eh6PB/fu3UOxWJSxPnfuHHp7ezExMeHoq+wERp18zUnPPvss\nzp8/j3q9jmw2ixdeeAFbW1u4cuUKlpeXEYlEMDAwAAAYHx8XF4NQKISRkRHJJPH22283aYy1Cam3\ntxd9fX1YXFzEv/zLvxwKzhoYGEAul8Pm5iZu3rwpjCUcDktGk0KhgJWVFXHLYKDbxsbGoWwi1Wq1\nad8Ui0VrkB/Hl4ybBzB9vrg/AoEA8vk8ZmZm5N6hoSFEIhEsLi7Ks/f29kSouH37tvhCd3Z24oUX\nXsDzzz+Pra0tqewYCAQwPDyM0dFR3L59W4SmCxcuYHBwENVqFW+//baskUQigbGxMWHa09PTTcGy\n9F1mICYAzM3NiRvViy++iN7eXoTDYdGIa4YZiUQQCAQQjUZx/vx5xzXzeaYf/vCH+Pu//3ssLCyg\nWq2KFenkyZNoNBq4ffs2lpeXsbe3h0wmg2effRbhcBhLS0tYXFzErVu3mg47Pb6mhpmHfyAQwKlT\npxCPx7G+vo6pqSlUq1UBHtQiLy4uCtgjv6ViArDn7DU12xROT506hVgsJvuHfvmRSAQ7OzsCHJmB\nh5Hv1WpVrDIUIKmdo+WKAujS0lJTpomuri4EAgFZezrHMq2VyWRS8msTCPX29kr8w82bN0Wjzj1L\nALu8vIxf/epX+Pjjj5FIJDA6OopYLAa3243Z2dlDbkwEHqFQCIODg6jX67h165a0u9FoiHWW1hGt\n5KFfs8vlQqFQEI1mR0cHRkdHkc1mxcJIQGZaVG3aVF5n8nOC9qGhIbz44oviL1ytVlGpVDAxMYG1\ntTV4vV5J4zc7O4uFhQWZ366uLiQSCezu7uLevXsSnG8KZtlsFr29vSgWi3j33XfFckFNdGdnp2QZ\nomXN5XJJnEMikUC1WpWMIRQk0+m0xAXR1UOvYd1nbU3T1nJtPScR/EciEaTTaXi9XrGS1+t1mUOv\n1ytaeO49YgRqnXd2dpDJZDA0NISXXnoJu7u7uHLlioxNJpNBpVIRd02ecf39/VhfX8eNGzeEZweD\nQQwMDCAcDqNcLosiRrsr8uymr/f6+jpqtZqsy3Q63RQMSb6i/evT6TSeffZZR772yEDw5cuXUa1W\ncfv2bYyPj8Pr9eK5557DK6+8ArfbLUFeu7u7eOaZZ/Dqq6/C7/fjypUr2NvbQzabPTYIzmazePrp\np0XzpbNPcLPplGzUZHCh8EdrBaghM9PGdHR0oLe3F88//zzi8TgWFxdx8+ZNbG5uIp1O4+TJk3C7\n3bh+/Trm5+dRKBRw4sQJ5HI50RaUSiXkcjmcOXMGjUYD165dQ6lUQm9vL77yla8gEomgt7cXv/71\nr1Gr1SQojw7zhUIBv/jFL5r8pQHIQU5frGvXrqFcLgt48nq9GBgYwC9/+UsUi0V57sDAAMrlMpaW\nlgRgeDweJBIJpFIpVKvVJq0IcGAK5cLMZDIIBoN4/vnn8T//8z/SpmAwiEwmI0LQwsICrl27ht3d\nXZw8eRIvv/wygsEgbty4gf/7v/8T1xWfz4fu7m58+ctfxvXr10WLFw6HkclkhNHwcNDUKngrnU7j\n7NmziMViqFarEozA/szPzyMWi+Hpp5+Gz+fD0NAQrly5ItlATp8+jb6+PvGFnZycxMzMjBweZPZk\nqpFIBBcvXsTc3ByWl5cFaD777LM4efKkRGaPj49jb28P3d3d6Ovrw5kzZzA/P4+ZmRncuXMH6XRa\ngiaWl5cxPT0t2R6OSwQJur105+jv78f58+cRDocxNTUl+yabzeKll15CIpFAPp/H5OQkpqenUalU\nUK1Wpc3j4+NYXl7GuXPnMDIyAgASSc/3dHZ2oq+vD/39/bh9+zYCgQCef/55DAwMYH19HR6PB++8\n8w42NzcRj8dx8uRJdHV14dSpU7h37x7efPNN1Go12auZTEbKpo+Pj8vh0tnZiZ6eHoTDYWxubkow\nKA8g9n11dRWlUunYhVA+L/TlL38ZN27cwI0bNzA7Owuv14vz58/j5ZdfBrAvKFy9ehW7u7s4ceIE\nXnjhBQQCAVy/fh07OzsC8kyzJYAmnkpyufZTqY2NjWFwcFBMogz+5LV0CeBBrzOH2MCvNs2a2rBk\nMonnnnsOmUwGxWIRt2/fljSEBIMff/wxlpeXsbq6imw2i1gshs3NTdy7dw9bW1sIBALo6emB1+sV\nBUc8Hse5c+eQTCYxNTWFd955R3yeQ6EQzp49i1QqhUKhgA8++EA0jHt7e+LTODQ0hMHBQXR1dYkr\nYCaTwZNPPilKlA8//FAANLWXBFMMvNLAi7maOTYmud1uCQ7jfmC8C1M2njhxAnt7e6hUKpKNJZPJ\n4Pz58+jo6MD4+Dimp6dFaRQKhRCJRDAyMoJ8Po/FxUUBPtSW67kx1wrbpVOOBYNBxONxDA0NScAs\ncJCO0eXaz0gUCoVw6tQphMNhTExM4N1330WlUoHb7cbw8DB6enokBmJ5eRkrKytNrivU+HZ3dyOV\nSmF5eVmEfbp7nDx5EgMDA6hWq/jggw+wsLCARqOBWCyGTCaDU6dOIZ/PY3l5GcViURRdY2NjWFpa\nwtLSkliz9Lud5ohkapa1hplC1OnTpxEOhzE9PY27d+9ie3sboVAIY2NjCIfDmJmZkdgnxlVkMhn0\n9PSIoqW7uxu9vb0SY8T96Pf70dPTIxajhYUF+P1+PPPMMzhx4oTk/L1x4wZ2dnYQCoXQ19eHrq4u\nrK2tYWZmBuPj42KN9Hg84jbI+geNRkOsKsRjFEC00o3zz2QIrc6/RwaC19fXpVgCTcNf+tKXcPr0\nadkETMxMcz03IP1yBwcHRQLs7OwUk/vk5CQmJyebAl06OjqQy+Vw4sQJjIyMoFwuy0LQYHpjYwOT\nk5MSqEEgzrQmBAbckIy4Nc3qzPf44osvIpvNYm5uTkx0Tz75JF555RX4fD6Mjo5ienoahUIBp06d\nQiaTQaFQwOLiYhNT7unpwe/+7u9K1oATJ04gkUjg4sWLePbZZzE/P4+5uTkEg0G89NJLGB0dxfr6\nOrq7u/GLX/wCy8vLKJVKyGQy6O7uxqVLlzA6OorOzk5kMhnk83m43W4899xzyGazuHz5Ml577TXM\nzMzg6tWr2Nvbw8DAgPjhzs/Pw+Xaz/fLdGqlUknGQZuI6APGALHe3l489dRTuHjxIiqVSlN6umee\neQZbW1uYnp5GPB7H9vY2zp49i1dffVU2ze7uLubn57G0tIQ7d+6gp6cHX/3qV/GVr3xF/NyoOf3w\nww+xvb0tARncuNpcA+yb5Pv7+xGPx/H000+jt7cXmUwGH3/8sWjlmZaGJj1qHjo7O3Hu3DnkcjlM\nT08jn89jYGAAg4ODYqadmJjA//7v/4rLAUH85OSkzMG3vvUtrK6uYnx8XHLovvbaazh37pwA/r29\n/YDJsbExnD59GpcuXcLS0hLu3buHjz/+GJ2dnejv78fo6Cju3r0rFdFWV1dFA3Vc0uY2guChoSFc\nuHAB6XQa+XwesVgMq6ur6O3txXPPPSepnbLZLIrFIsbHx0UDcPHiRbz00ktwuVySMu6jjz7C/Pw8\n7t27BwCSaeLs2bMYHBzEuXPn0Gg0kEwmMTAwIFolRm0ziIT+7SdOnIDH4xFNDds8ODiIoaEhrK6u\nCnBi3tHbt2+jVCphZ2dHTHW6mMG9e/cE/HwRyeVyYXR0FADEFezSpUs4f/48Go2GmLwpuPb392N7\ne1vSShJQ0Vcvk8kgHA7D5/PJ2GtNEP3ET548iSeeeALFYhG3bt3C9PS0uOgABwFlW1tb4gNIH1Xt\n12r6fWqzM7APrDo7O5uUCI3GfpWyJ554As8++yw8Hg9Onz6N6elpzM/PY3h4GMlkEisrK/jpT3+K\nUqmEaDSKr371q+jt7QWwf9YFg0GMjY1JYM/p06cxNTWFfD6PcDiM1157DQMDA1hdXUUikcD/+3//\nT9xHmIv7xRdfxJNPPomenh5cv34dS0tL8Pl8OHfuHDKZDC5fvoxf/OIXktnI5XKhu7tbhDuOLc3Z\ntIDqoCcSzzQC5oGBAZw7dw63bt1CoVBAqVRCPB5HV1cXnnnmGVSrVczMzOD999/Hzs4OTp06JS5O\nvb29+O///m9xH5icnERvby8uX76MnZ0dAZvr6+tiGdZxBkCzewUFHGb2CQaDOHXqFPr6+tDX14c7\nd+4IkBwbG0MikUAul5N0pE8//bQAQuZUX15elhiXgYEB+Hw+jI+P44MPPmjyO+XZNzo6ilwuh0uX\nLmFlZQXj4+PY2NgQnn327FlJlfnWW29hZ2dHBPSvf/3rKBQKmJycxNWrVxGLxdDT04PTp09jYmIC\nwWAQ5XJZeK0ZJ6MD3Ej8Trtl6H3r9XqRy+Vw8eJFsRxQeZbJZHDhwgVEo1GMj4/j+vXreO+99zAz\nM4NyuYwnn3wS586dE9cL5mmnsDY7O4u9vT2EQiFsbW3hzJkzTTFaPCOZwYfuC1Sg9ff3I5lMYmRk\nBNvb27hz544IAclkEr29vRgZGZGAfvJtavOJB7WbEwWW+fl5SXvqyNcelU/wN77xDVH5ezz7Sa1z\nuZyYMQiO9vb2EI1GBfHfu3cPS0tLop07ffo0/uiP/ggXLlxAMBiEy+WSHKf/9m//hvfeew9Xr15F\nOBxGd3c3nnrqKSQSCayvr+Pq1au4du2aYztZIGNzc1NMOrryic6XaJrVA4EAzp07h+eee04Awt27\nd7Gzs4O+vj6Mjo6KKapYLKJaraKnp0equ926dUu0rQxCi8fj2NjYwMLCgpT/jUQimJ2dlRRBLpdL\n/MUajQaWlpYwMTGBSqWCtbU1yapw8uRJxONxSa9CcN3b24tIJAKfzyeJwWdnZ7Gzs4NoNCq+w+l0\nWoJQJicnsbS0hLt374p5i0wMgKTnCoVCkgd0YGBAcl9Sig6FQkilUtjc3ES1WsXU1BR2d3fFBMhg\ngNnZWfHRjkajiMViYlYJh8OoVqsol8u4ceNGk5me5iJbAGE2m8XZs2eRy+XQ09MDYN9c/pvf/EbM\nkyMjI0gkEpL6zu12Y2hoCMlkEl6vV8zBxWJRAs5yuZykPGOBjdXVVdF6UHuRTCbFXD8zM4P19XWE\nQiExHe7s7OD27du4evUqtra20Nvbi+7ubpw6dQobGxsolUrI5/Nicuvo6MDi4iLK5TKmpqZEW/rK\nK69geHgYzz77LNLpNABgdnYW//7v/4533323KUOFJq0JDgQCOHHihCQ1r9frcnD5/X4xsxaLRays\nrODmzZtYWVmBx+NBf38/Tp8+LUVdSqUSKpUKJicnUa1WUavVBEz19PRIpTgy1UajIWWvaeakD1ou\nl5PKjo1GA7Ozs5iYmMDGxoZEodMNiIcG/VXz+Tzu3buHtbW1Q5kAqGFgyp9IJIJyufyF8wn+9re/\njZWVFRkHn8+Hvr4+ZLNZ7O3tYXFxUTSYnN+trS3cu3dPgEQikUBvby9+8IMf4NKlS2LxW1xcxOTk\nJP76r/9a/FXJN8bGxpDJZLC2toaPP/4YCwsLhzImUBOUSqVkTTKjDDM8OP0AB+4XXV1duHDhApLJ\nJNbW1jAxMYGdnR309PTgqaeeQkdHh4CmcrmMnp4eqZ557do1ieA/e/aspKZkMYJIJCL9nZiYwOLi\novCngYEBdHd3o9FoYGJiAjdv3pS839TonjhxQvIHLywsCK/t7u5GIpFALBYTq+Lc3JwAlq6uLoRC\nIcRiMfF5pcVpbm5OhHKtXSdwokWTAJGpF5m9gs+n+9rk5KS4iXR1daGjo0N4EPPMhkIhhMNhDA4O\nSjESmucnJycPFdvRQoye63A4jFwuJ2vK5/NhYWFBMtzs7u5KDAQtuj6fD729vUgmk/B4PCJ8VatV\nOUu6u7slQw5dRXTRoEAgIO9lEarl5WWsr6+Luwerd165ckXyPFNh9NRTT2F3dxfFYhFzc3Myv8yO\nwvRw1B6fP38ew8PDePnll0Vx+N577+Ef/uEfBKhqdxL+aLc7r9crlvBUKgVgn+9vbm6Kq47P5xPX\nJbqDuN37aVyJC0KhkGSdmp+fl+xXXC+pVErOYiptPJ79AkZutxvz8/O4e/cu1tbWsLu7i2QyiVgs\nJv2ampoSlxuXy4VkMimVepnwgAqMhYUFEXa0wGT6RVOgXl5efrx8gm/fvt1UIIGNZDAUpVAATVVZ\nVlZWBNXrEok0tzIojQUfhoeHkc/nRVNACX5ra8vRX5ZEP19OtE4vojMNAIf9TnkofPDBB5LDlQcn\nVfQul0tU9QQyZJTAPpDe3NzE3NyclHjd3NyUcQoGgyI1kgnRbMtgFZpw6a+lA0UoaTKPJP19GfVJ\nbSndRWhWDwQCKJVKiMViqNf3c96WSiUxd5h+XATFXLirq6uycRklTC0t/e02NzclWf7S0pL4gWnB\ngwccx4/aWWaTMFNe2cAviWlX1tbWpG35fB6zs7Nyz71792RzM2n+5uam5G1meicCdDIU+sux1KjW\nRG1sbKBQKEh/ucapCd3Z2REmWigUJDDJ5XJJDl/txsMDYnd3F6VSSczHwL7VgprUkydPIplMAoAU\nkPD7/fiP//iPpnEhOCBjYVBHoVDA+Pi4BDvy0AEgKZB08Q7u13w+LynTGKxGkKADVQBgZWVF1qkO\nGiJAZZo0nUKvUCigUCjA7XajWq02lXdlBhGOmQZKrEqk968GwNqH9JO4lnwe6MqVK8L7ODbValUy\nweiKUxxLZh3R2XK4v3XlLvon9vb2NuUEr9frmJmZkSI+5AmmFpcggCZ7mt41uDP5EtAciU7ly/vv\nvy8mcYIRuoG53W5JS8ZgsUgkgmAwKGttc3NTtJHBYFCqI9JXmKCPYALY59MMjGX/tYaWLlUUdHX8\nCS0h5Es6Xzh9TFnSmpr6ubk54ZumFph/E4gyw061WpUxpk9qR0eHVJak8qJer0tqTrf7IGWo3j8E\nxEyHSbdE+p3q+bFlUGBgGwOiiBUKhYLwTWbHoPKDZvJKpSJBcOVyWXjA1taWKN8ASIo8PQf8nOlJ\n6f6m42Bu3ryJqakpNBoN0XBzvep8wuRFWnNLSyZ5PAD09PRILvdEIiHgeHZ2Fu+88w4+/vhj2Xfa\nBUhr0Tnu4+PjUqdA542mC57OJ02MU6lUxDJPf/vNzU0BstTCNhoNUWj4/X5RXGiXOp0Dv16vY2Vl\nBbVaTeJ5eI7QGsSzi88AIHuvXC43uUZpTbBeKyavMOmRaYIfBHV2diKRSCAej6NYLGJ1dVUOQJrO\nWZpzaWlJ0ohw0TulUCJRgubmJgCzBVMdN9sFoyLNNtA0Qo04mR03PRmcloh1FReaiXgwMQ1Nq3bQ\nL2x3d/dQQnWgOck3Fzvfw/dTS24yUJN01T7dbp1nmRunXSEKsx+cg3bzepRn0fe7XQo0SsBOmRN0\nsAJwUO2KEqrP5xO3G62ZJGmhy7ZVKeVqv2uXy2XNQsKgERbFoCmUa4qaLwpVZCg23zydWlDng9UM\nh/mleRgdNQ0gieZOnSVER/rzUDG1V2TyOzs7TWYwCtu0GNXrdWHkNtIgmM8HDszvXzRNMIU9TTZf\nRfMaHsgMrKQ1gfO5tbUlFS4zmQy8Xq8I79wPPJQ10Nbv5FxFo9FDJdz13uG+0+00fYb5W68rDSr0\n87i/mY8UaE4lx/eb6QY1KHfKDmD2UV+nzd36enMONCjifgQOiproTBSt3qfbbRtH09XE6Vl6HDVI\ns91nAjndH/0Z15bmV078EsCha/Vz+A49vra+6EwPNh6p+6JxgR5Pk/Rz2IZ4PI6RkRGk02nRlhIg\nE5dQs8psKE570pxL8916fniO8lxrt1f0uOjsDuacOs2xnhO9JnVQtvm9ztKi94XZP77PFhcEPKZ5\ngo9CqVQK4XAYa2trGB8fP/Q9meXw8DC6u7tFiqCZ/ihAye/3SzUgGzjUZC70dgek0/vpyqGrm3Dh\nU9ps92zNlNr1U/vf6aIk5jX8TGvqqcHVbWxHupqNHrP7LVnL9z8IYML1wYAUaj9s899ujLlZTaag\nD1Q9p9Syac13q3XXaDSahAW+yxwHBqNMTU1JdgZqRhuNBnK5nKQhNAUiW8omzdzZH22G0mvQZHJH\nJfojcs0RsAMHQqeN0TsBVO3PTyGn3Z7Wa9RMr/VFI9u42kCReY158FOTqDNFEEwC+4oAzrvW+uoD\nT79Hu61QiObeMQGwSTYw0Cogy3yv3hvkAxqIEZS0Oh9MgKn7amq1NBhxOuz19xQYATSBGRtAs/XR\n5FdOwo5uuw002vqu22DyEvN9+nkE8np+TV9YLVDofpptMfvvtIb1Z5r/2XhBq/ljW/kcs682oWhh\nYQELCwv44IMPxB2TxaQoVGoFgU0I0c+39Zd/axDJ97NPtnvMPnJMzPVsjoP5nFZgWbs98Ts9n/oe\nc55twoZJn1kQzDynrcDTyZMnMTQ0BJfLJaCNJotAICA+QtROsrwx08643W7xcz0O3c8B2Wg07jsR\nP82NBA9HIQarMKUOI/U1MbE623lUYcKk42jM25Fm9p+ERkZGEIlEMD09fSjFGn1cqRk+rhncBEw2\nswwDfJiShhpWgr5WIM2JbOuPPm5mVUDS/Py85MDc2NhoG1FLUGvrEzVOLpdLDidqaNsVBDFJa6Q1\n2caF19mELE20WFA71k5zRDqKkPd5Jg2ogMOHqnlQmQBGmzl1rlw+m/PFPUDAoF3OuEfMgDddlZLu\nF6aZX/dDt9n220njZQJNnc1Ap2PT73ICHiZgdWqTeR//1sBfC8waDNi0uGZfnMC+BnlOmkvzWdp1\nwNTy6bZr8Ks1errNpsaU85/L5cQlT+et1hYo8iYdpK3bZLbLpiV1Whv6WdpNzARt+n36O70uTQ0m\n+1Cv71dSZDCYds0A9vfI+vo6otGopOJkWW29Z/S8OikJzLHWY8S2mVkqzPViricTnNrusa0lc41o\n/mCuBfNstQmcWpPsRJ9ZEAxAQMvAwABisZgkEs9ms4hGo0gkEtjZ2cH169clvU69XhfQm8lkcObM\nGQwPD+PFF19EMBhEsVgU5+zf/OY3xwbAjxPZgILWyHGx6gpOXDQMenMqNQ08WDD7Sckm3R6FXC4X\nXn31VXz3u99FOp3G1NQUXn/9dUxNTTUJIXSd0eaxoxArCepDwWm8tOmWDPxhFFWZnZ1FIpFo0vgz\nYv/kyZOIxWLi1tIuA0I7DSrdEdgHpq1iqeLj0FHGQQsORxHMjuua8Vuykz6InICS1sbt7e1JIDQB\nrd/vl6CbVColgVs8/HkAEgQNDQ1haGgIly9flnzoV69exfz8PK5du9YEesx22TRM/Fz3ib9tgNYE\nMDZtYjtrgflsPt/2btu42oCWBuQmINFzZQPAHINWANAGpmzjar7bBFnmuJjt0OPA84hBeiMjI/j9\n3/995HI53L17F//1X/8lllOtfTeFMafx0AGwWsFj/nYaK/08U+tszretv/rZ2rrVaByY+4PBoCjr\neJ/f7xe3NpfL1eQ22UqgdxKwTK22njNaaI7SNz7LfKcpBJnChgnatYDhNGbm+zWP0fPjJMSRPtMg\nmMRqOEyXws4z8ICZHbQvCXBgQtcZKhqNhkTTH1dr9aiI2oB27gCm07zebByLdiZfvUAfBxD8SYjR\nsMPDw5IgvV6vo7+/XwIPNR0XaLOKYDtXBpPaMbAHQYyk7urqkoBTbV5ktob70XpSI2RqJOi3zYC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PDDQ/1ZX1+Xyn1mkFY4HEY8Hsfm5ia2trYkTZfL5ZJSzyRqK4FmydyJTp06JYEsOlMI582W\nKUTPbSshB9gH2Nxg9Ak0GUcul0M6nUYymcTVq1cxOzsrYNkpQC0ej+PixYuIRCK4ceMGbt68eegw\nbSWo8Ln68CSodrvdhyrekanrQ8tm6mc6Ih1o6vF4kM1m4fF4mnJ0aiLz7+jowODgINLpNLq7u1Gr\n1TA9PY2bN29a+5FKpZDL5bC5uYlgMGgVmIB9vsGA0kwmg46ODmxvbyOXyx3Szm5sbAjoYF/39vaw\nvr4uAguDnBqNhgh2BDWa+ZPxfhoWnPulh8W3mZ6SWhgeROSZTAOpTaea32oNIQEGcLgMrU3otQFr\nm0+iE6DWhyx5weLiIn7v934PfX19iEQiqFareOutt/DWW2+hWCyiVCqJRYTuRkytaP5dLpextLTk\nmFmIAJi++wzc0XtLWyNNDXIwGERfXx/8fj9WVlYwNzcnuXW15pEgnjwplUphaGgIADA1NYXFxUXJ\nqsEzJ5PJiABAwZkg1e/3w+/3iwKJz/V6veLSpy10FDR1+kqOv9b+UhDls03falObyrmzCU683hzr\nWCwmLnUcF/3DIKpIJIJAIIBCoYD19XWJLzItwBzXSCSCrq4ueL1eLC4uilWNe8O0MJu+1lwHpgWE\nwoq5Xs01bgPAWqmnBX4q+Gj10uPAd3PNuVwuqdyYyWRQrVZRLBZRKBSaNOV8bigUQigUQiwWg9fr\nbSrbrNsTjUaFX1DxwP1XLpdlfrVAYvZZC3jkxVwb3FN6LPUaDoVCSKfTcKK22SHW19cRCoWwu7uL\nV155BX/5l3+J119/HZlMBn/yJ3+CP//zP0epVMKPf/xjXL9+Hd///vfx7rvvYm5uDpcvX8atW7cO\n+SO6XPv5Z4F9dJ/L5RCJRNBoNHDr1q2WvoJcOPTV8ngO6msfhXSGAZOhak2CltqBAwmYOQeB/cOG\nBRYA4OzZs3j55Zfxve99D8lkEru7u1hZWUGtVsPbb7+Nv/u7v8PKyopcTxNsIBCQ/LPA/uE9Pj7e\ntnQt6cyZM0in05IbeXFxsSmlk07dFQgEpPRoJpNBOBzGm2++eSjvcl9fX1OeXWAf5F64cAEulws3\nb97EzMxM0/fRaFQWoc2PkhpoMhUuWpbqBSDFJo6aOYAb1+/3Y3d3F5VK5dgWBJu5yKRkMinaj/X1\n9UPXBwIBZLNZZLNZjI2NIZ/P4+bNm00Atru7Gx6Pp2lc3W43XnnlFXg8Hty9exf5fN6x30888QTO\nnj2L7e1tjI+Po1qtYm1t7ZBAxzVuOyQJ3vmdE9m0VmTgreaHzJHppkxrzNzc3CGtP4naaSfy+/0i\nKPr9fgAQdwVq/822aK0dtS1MNcSDiIcCTafAQU5bHhpk4HQxmpqaum9L1cOkB823XS4XstmszA/z\ntXZ0dEh5Y13hTWtktXaJGratrS3RaJpuTlojaoJhDYRNIKC/1z/6cz2nHo8HY2Nj+NKXvoQ//uM/\nRi6XQygUQq1Ww8rKCv75n/8Z//RP/4RyuSyCbEdHB+LxuGgwefiy0iSFea3JNQFgPB5HX18fQqEQ\nqtWqFKnRAMXUBPt8PvT09CCZTCIQCODatWtSKYztCoVCUmSEgDUajWJoaAherxdLS0soFAqHwBr3\nhqll5vzqTAa2DBXavUXzIP29DcQQ9JgAywQ+trHUPMVsj+mXbPsBIOMTi8UwODiIxcVFLC4uYmVl\nRdZHOByG2+1GrVYTfhcOh9HT0wOv1ysFK1hTQAPajo4O9PT0IJvNYnt7G4uLi6IAMjX47K+pHdau\nJDZNsV73GvBSA6012ACansX2Mq6JVfl0pobt7W1xF+K9GoNpZQrBN4Vbgn0KGVQicH9QSG+lodZz\ny/dSGWnyAn0e6XlgWycnJ608u607hPa5qNfrSCaTeP311/HLX/4SAPCDH/wAr732Gn784x/jP//z\nP/EHf/AH6OjowNDQEEZHR/Gb3/wGFy5cOPRcgh4WpTB9b3w+nzUnsGaQHOSOjo5DZQOdyJRM+Zle\njPxMLx4dTMHP9EYH9n1+fT4fzp07h97eXqTTaaTTaaRSKezu7uLmzZv4/+x92W+c53X+Mwtn34ez\nchvuonbJsp3Isq3YddM0aRL0IkEDFL0sCgRo0ZsCuWjTq/4HvWpRBLlLUySBk9pOnF/sKF5ly5It\niRL3ZTgczj6cjUMOZ34X7Dk68/L7hpTjJYlzAEESOfN973re5zxneW/cuIHNzU0eg62tLTgcDrTb\n7a6LG45y+ZBMTEzgC1/4AiKRCF8Qcf36dQZTcvPQuBkMBtTrddRqNa55q0p/f/8hEEyxptLak/NT\nr9d5XFUwI8Gt3Ey0eOk5pLxVJUdiNBoZABEoMxqNXMv1KGBCbh7VwlYZfrX9ZJDoMcakzOkOdypd\nJsVut7NXQr6bDDg6aLXAZX9/Px5//HGcOXMG1WoVlUqFjQ1ZNJ3GSIY7yJuK1PI2JARWpYtQHj70\nbD2XrwQbpAxpzKh6BR0MetILANNeo+t0STfQ4aTHZsvEE5UlkAcshaKo7JUEyc1mUzO7/XdRPg69\nLUEuJQzKOFm5drQObGmMkC7Qip1VvXVy7lTp9T09MAw8AGZkyF++fBkzMzMYGRlho/rZZ5/FrVu3\ncO/ePWSzWe6XPGsI0Kg3pFHbZDvoAPf5fDh//jz6+/uxtbWFZDKJe/fu8T5WY2flfqIzT/Zfhiqo\nYQl7e3vY3t5mBl56M6jdsk6tDDGRbnoCZBKYyvGUc6zOD+kjaqNaOk0NF1CBrcqMaxlFcn6lwa/1\nbKm/SWfLcDUJ2OWZL8+oarXKbD7pWNkGMpLGx8cxNjbGFaAKhUKXV1LVxSoIVI0AdazVsZBAn54t\nWWF6pmyrPDukPpQEAoWN0lpQ1wP9TBILtH7I47+7u8vkifpddf1orSPqE7WB5kJdj7Q/JCPeS2cf\nCYLb7TYuXryIxcVF/N3f/R1OnTqFra0tRCIRAAdxcltbWwCAVCrVpTgHBwePjAXUUpRkJWezWdRq\ntS43uew8Wc5+vx8ej4ep+6PeJyeMrApiJGgz0MKnyadFTiwaCSl9khs3bmB7exsDAwOYmppCIpGA\n2+2GxWLB2NgY2u02isUi96lSqaBSqaBQKHQl6xyVjT42NoZ4PI7Lly/jzJkzMJvNuHXrFur1Ora3\ntzkeVo6bZMZ2d3c5ASkajSKTybBh4nA4EIvFkM/nu9heu93ON4u5XC6Mj49jb28P6XRasz4zsQjE\n8pP1R2NNdRpVpURzQ4CRWCbqh9/vh9vths1mQzqdZkaE5q1XaAOFiVANQUoWlDHhdrudwzTI3XUU\nK01hEgaDAel0WtO4CIfDcLvdSKfTHJ9ks9mYxWw2m7DZbHC73QwQPB4PxsfHEQqFMDIygmq1iq2t\nLWSzWRQKBV1WFXhweOi1XR4uBsMD96cEKO320WXTaOykEGOuHkR0XTOtxd3dXTQaDc35cjgcfFV1\npVJhw43W7VGx1rSOJPAhsKYCfr0+kiFM+oYMj991+Tj0tpo8RnqUWGG73c7ASyUUVDcpfZ4OSdUo\nVb1y9HOtA1P+Ww3BoO/J59O6b7VaKJVKqFar+O53v4tYLIYrV67g7NmznGA6NTWFvb09VKtVrjlK\nJdSIKZWsnTyEpfEFHKxnp9OJ8+fP4/Tp0+jr60M2m+Vyi1rJY/JvqgPudrvhcDiYdZYMNY1Ro9Hg\n99frdd4HHo8HAPiSBjlXKhNI71ZZPqkz1HbKP3L+rFYrx2aSl1DG6MrvqWtMghp1fKiPNBcmk6kr\nsV22QX02kSftdrsrAZLWh8lk4pAN4AGLajAY+Lyhz1H4GYE/YpjD4TCvs1KpxLGzesafCvi1jCK5\n5iW4leNHIUrSGJWAXvWwyEvC6J3ScKPzUBq5tG+lwUBhD9LbSIyvCpyp/6pIcK+uM2kQE4aQukWG\neNAaO0qOBMFGoxE3b95EuVzGF7/4RfzqV7/SbbCW9PqdlnQ6HaytrXXF40jRupig1WpxrOBRIFhu\nTmm5kIVNQdsSqNHCpO9KpW2xWA65lhcWFrCwsIA33niDD3Gr1Qqn08kgjthgkr29Pd2Mc7q6eGho\nCO12G0tLS1heXsb6+jqWl5dhNpv5LvFeQguTWK16vY56vQ6Px4Ph4WHcv38fwEHsn9FoRCQSQb1e\n5+d6PB6OmXS5XIjH45yBm0wmD2X1x2IxxGIx2O12pNNptFotuN1u7O7uYm1tTbedNLYy0J9EgpFQ\nKHToKuejKjRId6i62WhzWq1W+P1+hEIhGAwGLC8vH6vyw/b2NnZ2duBwODA4OMiZqTSm0WgULpcL\nU1NTfIMgjSnFLzudzi6wu76+jlQqBYfDgZ///OcPdf32UYwlKStSgKpCooSVo66Bll4Bep6e7O3t\nob+/H263G4FAAMDBTXz3798/9A63282HiLzCluSoWr8U9qAVAkV7nmIGVaORRGVqVI/R76p8HHpb\nJoLJcle0dmQyER2o1BZ6Hhm5MiFZy+tHB7XqGtVqvwQN8lCWQIP+lsYP8ODwX19fRzKZxHvvvcch\nby6Xi88DYjAle9lqtbhvalsplpZirkulElcbefHFF/Hyyy+zHpbgSmvsqR90FtXrdQa8u7u7HKrj\n9XrhdDqRz+dRLBZ5nKnvTqcT4XAYZrMZyWSSL/uQMcJer5dD84jwIO+Wmviosp/qXNPeabfbPKaB\nQACFQoFvf5XhE9KYUIGhjDGW64TWgc1mg8fjQTAYxMbGBorF4qGYazrH6fny/6VSCcFgkPUxVYyJ\nRCIMaGn9SuKLQGIgEEC73Ua1WuULsQwGA+s10ouqAaFlUKjGgATtqpeBxpnGSYarSSKj136ndUR7\nWWXCjUYj7wWfz8dMuBoDT+uNwrAkS6vuT7lmVL2vBfip/4Q3gAe3pso+kodZtkmLRZdy7OoQXq8X\nX/7yl/Huu+9yaZloNIrNzU2Ew2EAB1ngkjlMJpN8bfDDCrnvjyPlcplv+KEb2LREMj/0Dhk3QwpS\nZS7UQ1CNYdECa8CB0pLA1mw+uKPe4XA8VBkqYieHhoY4KYmC1Xsx7bJWo1RMpICMRiNqtRrcbjeC\nwSCXJaOKDRTXTMwNJb4RyAkEAnC5XBzfp4LgeDyOWCyGdruNXC4Ho/EgXvQoEEztpD80vjTG5I50\nu92IRCKo1WoPVeWCNro8qOkQJ8VoNpvZCCiVSseqVgCADwpiXU6cOIFGowGfz8excNFoFNPT09jZ\n2eHELgDsQotEIgiFQgCAzc1N3aoRv62oAI/mGgArG0o27BVzL4HhUdUlTCYTgsEgnE4n1812u91Y\nW1s79A6KX6f9TMrtuEJ7FegGTfLgdbvdnNShlz38+ywfpd4m3al1ONHPiLVTr5lWgaI8NCm5TIu1\nUkUebFLUw450Ov1b/i3bq7LO+/v7HOJQr9c5qYdYQvU9KniVYNBqtSISicBsNnPioFY4DX1Pr7/0\nHgLse3t78Pv9MJlMrMcdDgeHccjLb9TENa/Xy0SEmkNhNB5cEEJAh85Aeo/0BEjARe2T80bkkgRD\nBsPBNeTAgZ6gfBq5PmisJBDTMnJIJAC0WCyIRqOsg2W+jnq203fpjG+1WuydoP7abDb4fD5OsGs0\nGhx+RgYCgeBgMMjtKBaLmjkXcm3QXOsxvbQmJNbQM/akgU9sOIXt0M9pbLXWMP1bnrnSSDCZTLy+\nwuEwYxAyNOQeoNvwyGiSgJ7GW3oe5O/ketdjiI3Ggwpa1Edi8klobAkzSGNdT3qC4FwuxxmkjUYD\nv/jFL/Av//Iv+OpXv4rvfe97+Kd/+id873vfw9e//nUAwFe/+lV861vfwj/+4z9iY2MD8/PzeOyx\nxzSfHQwGkc/nYTAYMD4+DpfLhVKphJWVFQDA2bNnMT09jUqlgldeeeUQsD1//jz8fj+KxSLm5uaw\ns7MDm82GL33pSzh//jzcbjc6nQ7K5TLef/99zM7OolKpoFwud1lkWi4odbLoZyotTxvPbrcjHA6j\nWq0ilUrpukv39/c5C95kMqFarXKskMpqEfAlF1yr1WJm1el0YmFhQfMdfX198Hg8XdcFUlvJRSCB\nsN/vx8jICBKJBM6dO4disYhmswmLxYLp6Wmui7u9vY35+XkOPSAXycDAAIaHhxGNRvH973+f23H2\n7Fk899xzsFgsuHXrFi/ekydPcjIN9cHhcODSpUswGo1cHWR/f5/DKcbHx2GxWJDNZnH79m12d8Xj\ncVy8eBGpVAr/8R//wQcvramhoSHcvXuX3b70O5XNAQ6Ucl9fHzMnZrMZiUQC09PTGBsbw3/913/x\nM2w2G86fP4+9vT28++67mvNst9sxPDyMP/3TP+Vwl62tLTSbTZw4cQKnTp3C9vY27t69i8XFRa7G\nQFUPJicnceLECWxubna1n4TiyHd3dzEwMAC3241yuaxpFIXDYdjtdqyurnb9XAuwErNESZuRSATT\n09N48cUXeY9EIhFcuHABjUYDxWKRAaweQJHy+OOPY2RkhBnB8fFxAECxWMR7773HoNXj8eDxxx+H\n0WhEPp9HvV5HOBxGPB7nny0sLKBaraKvrw9jY2OIxWJsYJH7Wh7AwANgTAfCwMAAj/fPfvazLj1D\nhqfH48H29jbm5uZ0+/W7JB+X3o5Go2yMORwOWK1WZiaNRiOi0SgGBwexu7uLO3fuIJvN8lhbrVYM\nDw/D6XSiWq1yjK3FYsGFCxfw9NNPw+/3o9FoYHNzE6+99hpWVlY4XlPqaNLFUmdrHZ5axITB8CAR\nyOv1cnLp9vb2obMAAOshj8fDwJGIAEoIJKBAYJ4Alc1mw8TEBGKxGCKRCF588cUudlKCFsmyq4aG\nyrjX63WcOXMG/f39AMCJ0C6XC4lEAiaTCdlsFrlcDnfu3MHm5iazyFarFUNDQ0gkEpifn8e1a9c4\nvnV4eBhPPPEELBYL5ubmUKvVGFj29fXh/v372NjY4DCtRCKBvr4+ZDIZZLNZjv232+2cOCbLcBoM\nBsRiMVy6dAmpVAq/+tWvOKbf4/HA7/cjHA5ja2uLb1KVY6IaLHLu6UxPJBKYmZnB4uIiXn75ZQ4X\n83q9iMfj2Nvbw7a0SwgAACAASURBVNraGrPbkqWl0LOpqSkUi0UOVaTwwMnJSeTzedy6dQtra2vc\nJpPJhMHBQUxMTCCfz+OnP/0pkslkl8EgQytp7VksFuzs7DAzTgaHxWKBz+eDyWTi9all/Ktr3mQ6\nqFAUCARgMBiwsLDAe9PlcmFkZIQNn83Nza4wNC2mmNZnJBLhGurBYBChUAg7Ozuo1+scjmixWOB2\nu3H69GmYzWZsb29zGAl5liuVCtLpNPb29mAymRCJRODxeNBsNpFOp7nAgda+laA/EAhwtYfZ2Vmu\nCEV6JhwOs55Jp9NHhkX0BMGbm5v4m7/5G154f/3Xf41nn30WFy5cwDe+8Q3853/+JxL/V2oHAE6e\nPIlvfOMbOHnyJMxmM/793/9dl4L/+7//e/zqV79Co9HAzMwMxsbGMDIywiAyHo/jzJkzMBqNuH79\nOv73f/8Xm5ubMBqNGBwcxNe+9jXE43FsbW3h+eefx+3bt9HX14doNIqrV69iYGAAe3t7WF1dxebm\nJh9gWspFHWzVRSO/J1kEmsh4PM6lw3K5HN58802srq52sSvj4+O4evUqPB4Pstksx7xOTEygr68P\nH3zwAd58803U63UMDQ3xoZBMJnHz5k10Oh1kMhl4PB48+eST8Hg8WFpawu3bt9ltPDY2hmaziRs3\nbuD27dtdwe6qxU4KYHd3lzf/yMgIV30oFArw+XyIx+PY2dnB2toaPvjgA87Gb7VamJubw+7uLi5d\nuoSLFy+i1WphcXERHo8Hzz77LPr7+5FKpbC5uYlqtQqPxwOv14vh4WFcvHgRS0tLaDabiMfjOHHi\nBEwmE27duoUXX3wRmUyGQfZf/MVfYGhoCNlsFs8//zzu3LkDs9mMcrmMRx55BBMTE/D5fFhcXMTG\nxgYeffRRTE1NYWJiAh988AHm5+fx5ptvslKjeDlVaEzK5TKMRiNWV1fxxBNPIBaLIRwO4/79+zAY\nDDhz5gzOnTsHAPj5z3+Ot956q6tcHB2ORqMRw8PDDOIKhQIsFgtOnDiBeDyOXC6HW7ducSkmm82G\nvb09LC8vY3R0FBMTE/iHf/gH/PznP+dEx6GhIdjtdj4k/H4/nnrqKcTjcXa1rqysIJVKIRwOI5FI\n4Mtf/jICgQBWVlbwy1/+Eul0mpWDWs6JlLbT6UQ0GsXU1BTOnz+Pq1evIp/Pw263IxaLYXp6mkue\nPf/881hYWGBFQ/tGKh6TyYRz587hT/7kTzjWPJVKwWazIRaL4ZlnnsGJEydw9+5dDA8PY3x8HKdP\nn8bKygrW1taYWX/66ad53//iF79AJpOB3+/HM888g0QigWKxiBdeeAFLS0tcaUaCG+ofxXA3Gg3Y\nbDZcuXIFMzMzSKfTDCL7+vpw8uRJTE5Oolqt4uWXX8bKygpKpZJuqbffBfm49PY3v/lNXLt2Da1W\nC+Pj45iYmOAxB8BJQPv7+3j11Vfxox/9CIVCgUOrvv71rzMb/ZOf/AQrKyswm80YHBzEc889h3A4\njHa7jXQ6jXw+j1QqdSg3QsvA0jO6tNyqRC709/fjySefhM1mQyaTwfXr1znGnhg+r9eLqakpDj0g\ncBsKhdBut3Hv3j2srq5ymNeZM2dYv1NSMYGQ5557Dh6PBwsLC1haWkK73Wamsd1uI5VKdZWL0uoH\ngbWdnR2YzWYMDAxgdHQUs7OzSKVSDGYpNJDOMlm5Y3FxEe12G5/73Odw7tw57O8f1Jl3OBx45JFH\nEIvFkM1mkc/nUSgUYLPZ4Pf7MTo6iscff5wz7CcmJnDy5EkAwCuvvIKXXnqJE/ACgQC+8pWvYGRk\nBJlMBs8//zxWVlaYYR0fH8f09DQcDgefNefOncPJkydx+vRp3Lp1C3fu3MHrr7/eFYvda1zq9Tpy\nuRySySSeeeYZDA8PIxAIYH5+HgaDAefPn8djjz2Gvb09/Pd//zc++OADLC0tsf4j5nhnZ4fLn9Vq\nNWQyGfT19TFABx6E5JF+a7fbWFtbw5kzZ3D27Fm43W786le/QqFQQK1WY3ae1mEoFMLly5cRjUZR\nLBbx0ksvMZiksql/9md/hv7+fiwuLuLXv/41CoUCG2qqviZwaDKZ0N/fj5mZGTz66KPIZDKoVCrw\ner2IxWJIJBJYWlrCzZs38eMf/7grwVMmzRNe8Hg8CIVCePzxx/kCoYWFBTSbTQSDQVy6dAlbW1vY\n3NxEKBTCwMAAzp07h7W1NaTTaY6pvnLlCvr7+5HNZvHqq68il8vB7Xbj6tWrGBkZQT6fx09+8hOs\nra11VbKSQuSVzJV5/PHH8cgjjyCdTvMZ4Xa7cenSJcRiMRQKBbzyyiucQ6N3kVlPEHzmzBnNerWB\nQEC3WPx3vvMdfOc73+n1WAAHC4HipQAwk0DWOQCOdZqYmMDk5CRsNhszol6vl5OuPB4PM3ilUgnJ\nZJLdWuvr68hmswxMgAdskLTIJeClv2Xms4x7VF1CVCuPyr6dOXMGiUQCa2traLVacLlcmJ6e5lIp\nm5ubsNlsCAQCGBsbg8PhgMFgYGAzMjKCkydPcgLY1tYWisUiCoUCNjc3MTo6iosXL2Jqagpnz55l\ndoPCL9QkNZkUIMNBgAPgR26edrvNrp5yucxKcGdnB8ViEdvb25wh3+l0sLW1BYPBgKGhIQQCAczM\nzCAUCrHiLBQKvLnpuaVSCYFAAAMDAzh16hR2d3e5jp/ZfHCTFwXX0/harVYO0RgZGcHGxgbq9Toy\nmQxvwHg8zlbg8PAw+vv7EQgEMDo6CuAg+YesTb1YJADM8ADAysoKRkdH0d/fj+HhYU78oXXa19eH\n6elpVKvVLhBMcWFUz5NYYLKYi8UiF+/O5/PY3t7uWpNbW1vY2Nhgy/6pp57imEKj0cjhJw6HA6FQ\niJkmj8fD9YybzSYGBgYwNDSEeDyOQCCAvr4+JJNJWK1Wnkstka6wVqsFm82Gqakprszg8Xjgdrvh\n9XqZ0SDvCfAgRtjj8TADcvbsWUxOTsLr9WJtbQ3lchlbW1u8p4lx9/v98Pv9CAQCDFZV5owSBynJ\niy498Hq93F4KBdICFfQzWtf5fB7tdhsTExOIRCJIJpMoFoswmUzw+XwcvkEsW6VS+Z0GwR+X3o7H\n43C73VzL2e12Y2hoCJFIBK1WC36/n+Pgx8bGMDo6yjdWRqNRhEIhBINB7O/vcznF/f195HI5rK2t\nsbGyvr6Ora2tLiNNz02qR7JI0TLyqI4sxafv7Oxga2sLqVQK7XabQebQ0BCAA3ad2N6JiQkOkSBj\nKhKJ4OzZs/D7/VhbW0OpVEKj0UA2m4XT6cTo6CgeeeQRJBIJLC4uotFocCgUAX49t63qXWm322zQ\nN5tN9nAWCgXY7Xbe/5TUK0MS8vk8+vr6sLW1xWyuz+eDzWZDMBjkfVkqlRgkUUIXJawbjUYu/bW/\nv49gMAibzcbhcGRoBAIBJoqoZnomk0EqlUIwGEQ8Hud42omJCQwPDyMcDmN0dBQ7Ozu4e/cuVyE5\nSuhzy8vLSKVSCIVCGB0d5eTkiYkJxONxAAf7Y3t7G+vr613VTgg7LCwsoFAo8DqktdJsNpHNZjms\nhSoP0FgvLy/zPnn00UeRy+WQzWbZGCEvCuX3xGIx+Hw+hMNhThYkEJxIJBAOh2G1WrGwsID9/X1d\nllSubQkSKb6ZsAbFjFOpR3V/EI6gvwcGBpBIJBCNRjE3N4dyucxhja1WC8PDwxgeHobP5+OLhGj9\nUeKl9KS0Wi309/ej1WrB6/UyBiTjUsVXWp4eikculUrsrQ0EAnA6ndje3uYax5FIBC6XC2NjYxyf\n/6FA8Mcpv/nNb7C+vs5UNhWqNxqNnOR1/fp1OJ1OtpTJPbK1tYWXX34ZBsNBFuzS0hJv9vfeew+5\nXA5Op5PjjpaXl1EsFrtcKvJwpMVD7A9NgFYSnpT9/YOSYel0Gjdv3uTMVEqqePrpp3kTlstlzM7O\nolQqIZVKsQJcWVmB0+lEs9nkyXQ4HBy2sbe3x1fJLi0tYWNjA/l8HqdPn4bL5eIi75lMBnNzc9jc\n3OTNSLFi1BdiJykJ0GAwsEueNj0VVCeARlnSpVIJ6+vrrJD29/exubnJ7SRLkEDCm2++ifX1deTz\nea6fWa/X8cYbb+D+/ftYWFiAx+PhTT07Owuz2czMfbFY5M324osv8pXT5NprNBqYnZ1FoVCA1+vl\nJKtW66A28927d5mxoZhWAo8yjknLfU+uslu3bqFSqXDfiN1cW1vD4uIinE4n9vb22BAi8NxqtXD3\n7l2k02msrKywUVEul3neXS4XKpUK5ubm+P0UFkNsSzAYxPj4OMetWq1WZDIZbG9vc+LFzs4OM1L1\neh2pVIoZg1qtxm5HSvAhVlrWAyUGgNY6jW8ymeTPUuIHlcjz+Xyo1WrY3NxEJpM5xNhRMls8HsdT\nTz3F2fDr6+tYWFhAJpNBsVjkZ+zu7vJtkeVymX+/sbHBLkFiygcGBtBqtbC6uspg4JVXXuE6qXfv\n3sXm5mbP65fJ4FhfX+dnj42NwWAwsPFCAIDYs1QqhUql0jPc4w9Zrl27ho2NDezs7KBSqfAlQHTL\n5fb2NrxeLwOiQqHAlVVoH1Md3rW1NWb43n33XaTTab41cXt7GxsbG4dKZ6pgWPXSaX1G/T2BiVwu\nh3feeYf1BlXvOX36NCfeNBoNrK2tsRFLMeSkdzudDtc+DwQCfJATGVKr1ZDL5bCwsID19XVcvHiR\ngScZvysrK8hms6hUKl2JhLI/1AfqR6PRwN27d5HJZHD37l022qrVKhYWFthYJ+8ThQq0223ec/V6\nHYFAALFYjHXSO++8wwCeck7q9Tpu3LiBxcVFzM/PIxQKwWw2Y2FhgW/run37NnK5HM9Xs9nEiy++\niIWFBbRaLWSzWb686P79+8hms3C5XPD5fDxfzWYT8/PzSCQSqFar/H7Vi0NjoYY4EeC6f/8+J7kN\nDQ1x8m8ul0MqleKzlGrXUtIvkVMU3kUVDSiulQx2Cl+gEB3Sm5ubm3jppZcQDAYxMzPDXk+TycTG\nCIVmmM1m3L59m73eFEMswfg777wDn8/HZ5YKDrXCF3Z3d7G6uspVj2KxGPeNgO36+jrPsVqikIwX\nKu12+vRpeL1eZLNZzM/Po1gsolwuM+ap1+scM01G2GuvvYbV1VUO8+zr60O5XMbg4CAnoFYqFQ6H\n8nq9KJfLWFhYYI+oNHylB57GJ5fLsRE5OTnJYTcbGxvY399HNptlwzyZTKJSqfTEcZ8aCL5z5w5f\nP0t/aPM3Gg1G+sTw0kKhmJpcLsffI6ubynYQoAUeXGghD2k9a4picugzRyX5kKLJ5/NcXJ4sHwJF\nVI4rm81iY2MDlUoF29vbvKGoP8RK0Yana3h3dna4jE+xWGSFUa/X+fYVKom2trbWxfCpG4fco7J2\nKgFcslTJ0qUxo9rFlBBAQguS4nmo4DvdBkOHIMXvEntMCr9er3NmPjEsRqORXZLE2O7v72Nubg7Z\nbJbjDyuVStdzM5kMbDYbK0eKx/N6vTCbzdjd3eX3EghWEyWkYiHmvF6vs7uuWCzCYrGwS8btdrPB\nUqlUDiW1UNwgxTSSZUxsps1mY1ZdFWK5yV3vdrs50L9cLqNWq3HNUBpvk8nEoLdcLvPvd3Z2+N8U\nY0ZuP7nuJTNA+4aUPfWXDAqy3KkGqV7FCrLaaW1TqAfFnRPr0Gw2OVudElBoX9FnKVaZPgsceH3o\n58VikZNNybV8lNABRgZmrVZjI47AQzab5bAm2hPHTdj9Q5N79+6hWCyyO5i8a6SnKIyI1hKxiQBY\npxB7ShdQ0H5aW1vrqi5B+wXo1mOqyINSfpb+rfV5Kg+5uLiIZDIJg8HApRNDoRCD8Ww2ywc6rQ1i\nKG02G7vQ6dyYm5uDw+FgfS2ThWdnZ7kSj9VqZeMtmUx2XWsP6Jd2o5/v7+/z5RqlUon3MwEmMtRo\nbCWgoDwCAq2VSoXP2EajwV47AkidTocBDRnv5DongieXy6FarXK+SavVwvz8PPL5PJNapOv29/eR\nyWRQKBSQyWT4zKcqIbOzs+wBolsp9dzjWqGMzWaTiQLyuNF5v7y8zGcmkSySfaQzivouq3Z0Oh2+\n/U0m7pFQ4iPNg8/ng9lsRqvVQqFQYF1O8sEHH/AaIkBJ67LVauHmzZuw2Wx8ZtJlFaoxINc56Vsi\nAym/ivYSnRG0NtW9QuuFki8JV6yurvJepnGq1WpsfFFyfLPZZI+xzEeam5tDKpUCAO4fnUU0BtKw\nUNul9pPev7CwgFqtBrPZjEqlwropk8lgaWmJ+35UAYIjb4z7OMRgMPChTMH6ajYpxZ2qrC2VWjGZ\nTLxoJaNHQEMubnXB6gkFsMtnHacfQLfCokxiUniU3U8LoNPpMIAh1oCAiMVi4aoLALhUFrm+pMhx\n6OUm0esrJYLJOq/EmMq+kxWm56qjuVPHnAClzNSUC5ISBagtUknLLFVZv1G1/qWrT6uP1DZi/mSy\nI12ZK9cXgWPgcOKYzGalhMhoNMpX/M7Pzx9Z31kdO711Se2QlnBfXx8rKWqzzWbj0nsyaYcMC5kp\nTvuK3KW9hJI+TSZT1w1t0vig9h91+xwla3Q6nS4Dh67NJsVKbSSD67jVU2SbyXA6rpA+kZnu1B46\nFNR4ejW7+rMgFG9H/5bGoqpn1bFR962UXofdUeMrE5Xp81rvl5/TYtCAB3HsMpSGDnaZLU9GrHwW\nnWEEJumQJjBBbSFdR/uRgIfaf62xkuMt/w08qF8r16ccX/U56h91Luhz9H81EU22gb6nxdaq79Ca\nH722qZ+Xv5e/01sDWs+jqhUej4dLm5ZKpa469HrjpmIDrf7S7+U80ZmmdSaSyORdWSqOni8rdWit\na9lX+q5MttQClhJQq1VUyINMIFzqYrnu5FiphoPe3ErRG6Oj9q7sq/SayGeoYjQaOexQlU8NBJP0\nAlgft8iY3+Mq3ocVh8PB5TzUWF2ypmVQOpWmMhgOishTLOjvs8ibjI5zq1svobECDs/bcY2dj1Io\nznFkZIQ9GMlk8tjltogt+KiFkhLoQKeC/w8DEIHuQvekmMmgkMYCgWqK2aVQgqPaR67bWq12LHD+\nYYXWnx5Y72WQ6MlnDQRTNQiVZAAOlxqTAEWCg+O8h0Qd316gTf5fBW96h7EWQCSgJPsnAZc0TuUf\n6UEkUKUHluTf6hiqfZLgSwu8y77rrUd1XPTAth5A1hpH+f2jpFfb9QyXo56lB5R6neW0Bulad6r4\nQew5sfF660Zr7avrXauvWmBeBZMS1Mnny5CF446NlpGiNR4A2PCjcDlZjUqr//Is1wO+evOotQa0\nxkr+XAW2qqGgJZpA12Dgq61V+dTCIUgelsH8KOVhAcGHkZ2dHT48CPCrcTjExtKEE9NGjMLvu1Co\ny4cBGqqodRNpXOkecwpB+KSkXq9z7WMKc6CkmeOsL4PB8LEAYWK/ATC4/DDrnax0lZVVFTgppkgk\nguHhYQDg2F89IcNQAoePS2ht6Mlx16UWS/dZEVllRgu8Se8NoA+29ETqBxXsaukO+X+t36lAhZ6r\nskda7eh1yMrPkZBekoyd2heVvZSiGhDyeyrIk2PSS7Tmh0RNApef13uWCoqOM59az5b9IVZcD2gf\n1S76fa+1o35WlsakEAeqTyzHVX2OZEpVwK2+TwWg9Dwtg0TLuNMzoPRAo9bPjsJWBGrdbjcnDaZS\nKQ6ZUD1f6v7WI5301uVRekBr/tR3yt+rmOK4RpkqnzoI/kOXdvvgSla1KgP9jpgvSrqikAFZvuQP\nQT7KvshnEStJMWUUXqLeQPVhRZaN0eoDGSlU71MWUlefY7Va0W63u0B6p9Ph6iAU06cKJeoc1ScC\n4eQGo1rQeuwquX6NRiOHOagi16ieUMKQ1+vF5cuXOSF0dnYWCwsLeP311zkRggwXg8HAN+XRwfRx\nAsuPCmB/FsEviazSoXXgqIwXAQqZhKoFUFSDSv5ePQD13LF6QEGLZZSsnVabO51Ol8dJbW+73WZC\ng/6vB36lB0IF4/LnWvpFPkvWEdZ7hxbIkGOoJhnqgT09RlNrLGR/9MC63mdleIg0ItT+a82vasxo\ntYPGV20HhW8RASFjf2le5XvUdqnvIf2l1wZ1jLXGQTWUtMaDyAYtlrSXgajVDiLfHA4Hzp8/jy99\n6Uuw2+24desW7t27hxs3bnAStHyWWlCgl8Grta/VtdkLRNPZrr5Hho+ofdYzEnrp7T+C4E9I9ECg\nTJySmbBaQmwnfe/jlI+Ctf1tRbLnR7GY5E6nuNmPqu0U3N8r3pSyzWXiBB1awINYNIqrBR7MH4UC\n9Jr34841AUwyqPTYX6pmIa9UpQTI49RlVWV/f5+vBafnUj3VRqPBl1iQ61EmAWnJUaELDyNq5Ys/\nykcnKlAA9A8drQNRD0jT33rAiMCpHniWbdMiH7SAnnyvVmyt/C59RgUuWmyhjNHUKvemBdK1RL7v\nKHCqt29UAELP0mItj2L4tPoqP0PGj9o3WisSyPUyglSQR2Op1zfSgfRZLVBGyXtUw1kPxKoGhhZb\nrTd3vda/+nMVbGuNrTQa9OZBy9hT3y//pmcSGHa5XBgYGOCLsWSZM+q7nudEz5BS26IatFo/k8aN\n1AH0TNUQkP3SMwZ67ZnfORD8UR6Avy/S6XSOlVBFAfWUjPdRsZ16bfq0RY991RMKIfmk20FKVB7O\n0pqV7BJtYqrq8FGG5LRaLS6Hoyb8AQ+sf2J/ZTLaUeUAjxJKuisUClhYWIDNZkM+n0cmk2FlqhVr\npiXqwXhcUQFPX18fGx5H1dj8oxwtx2Gz6MCSh5PKEmo9S+vw0mIBH6ZdMjFIBVKyzVTXWn2eBE5a\n7dMDI1rjo8X8agHEXmPcawyoDfK5WmOvvk+CDhVQaYnWM7T+3auNcp2ofVYNKrU9RxlOwOEbBdXn\nqgBK711aLKd8h/o99VlawFBvTNRnqWOiAvpeOlQPlGsZIFS7+c6dO3C5XEin01zyUq4lrXXRaz8e\nZRho9UldjzKJVMub1Gt9PAx++dQT47TEZDIhHo/D6/ViZ2dH94pgKR83eKaLO1wul+bVtMDBvdnH\nBbQfRqiKBsUPUx1HPZmamsLVq1cBHJSYe//997vq0pIcN371OOJyuWAwGLim82dFKHms0+nwvel6\nQok30sL+pEQFKx/VMwlw9vf3c2WTWq3GpdaOU/D+txHaGwbDg8ozVIKt3T64nvfkyZMYGRnB2bNn\nuRbwtWvXuKj9cceDMss/S+vbYDCw54D+Lw8tisunMoKyNJEeS0uiBXi1gCIBWzVRTA88yqo1VBeb\nPDu0TmSSTy/ArXW49gKKkgGm/9OeI6NT9tFgOEg8pJvnqL4qlb2ULnvZNgnuVU8ivV/qG+lKpphQ\nmdSnBc5JtGKp9cZeD1DqjZcWwKE5kWcTEUFaIQR679EyBqj/sr1abKf63V6fVd+p9zMtgCuffdRz\nVNECq/K7EvhKZptCfmw2G4fkUfUhKn+otx709oeeaLHbatKnnBPaD4ODg4jFYpiamuLLwm7fvo16\nvY56vX4oR0gVuQ/1arz/zjHBALh2LSlUKkHVSz4OMCEtGpocukKRrgpVhQ7jj4OVJKVwHBDjcrkQ\nDocxOTnJV+qaTCa+BEN+lxThccC7wXBQDJ6UtCp0IYeeNfiHKrJU21EGxafpmv+o9wnNsyyjQ6Vo\n6NKRj8solELJl1oHNf1ts9ngdrsRCAS4fueHYQ6o9vRnTVSWDuiOSyQgTMaglp7SG2cVXGqxwL3Y\nUMl8yvbKpFlaiyooIDBIe1cvsU2OwXHXi8oc6o2DwWDgW9uefPJJRKNRZDIZvPzyy5idnT1UMlBl\nJ7VAkBwD8j7J+r9aY6cFyORcqu/X62+vz+nNrQRBev3Rek+vz6hrVjUgtMZPa+71KptorQeVcdVr\nj9qmXmPVi3WlP3rJhXrPp3VAdarpZ2SoyX2gzpVsk1Ybtf6v/ltrnNXf0Z4YHx+Hy+XqqtOuNV9a\nz9Mz1Hh8Op8CUjmOddPru+TS/bjc36qQIiVFBYAToLSEGKhOp6PJGH1SIR/9/f148skn8dhjj8Fg\nMODWrVv4zW9+w3eak8hD4jiMMDEWVHT7k5bPGsD+JIVYo09iX32SYjQa+Rry/v5+vuFsY2PjQ6+l\nz9IaNBgMcDgch5Jx1IOMDGqKMZcHpPo9KSqoVr0kKmiV35NsqmSLqS2ULNput/lSAmoD1YgmnU0x\n/Xrv7wU4ZT9UUETtot+pzLPReHBbl9PpxGOPPYbHHnsM7XYb7777Lm7cuIFarcbhb/JQJ4+gXsgH\ngV+z2cwXR8jEa8kuq6EReolXcoxV9laOgwq+6FkyzrMX2FRBXS+grs6T+m8toCrbr46f1tyq6wuA\nbl/Uvmu1Re4NaaxIoKliBK14Z/pbXo6ixWar+0bLyJNCn5HzoGWwaH1H/bzee9X5ks+VRrXb7eZw\nP7oQRDXo9AxA8lTqlUj71EBwMBjkDVmtVh/q+7ShpWX/SYnD4eCM0ocpX0YTorWwP26JxWLwer3Y\n29vjm/eoHIwcu98X4PNh2Ls/yvGEDupPonzg77t8ltafwWBAIBBghmh3d1cznEceOqqrEzh8sKpC\nh5paH1WPjdVigOiPDIuRF1moF2DI9kowpJcgp8Vkqd/TAhjSDazqXgluLBYLfD4fX+ZDF+Co8fRk\nLGjdYCbHgUAbXUxD86fmOshQA/qcCoLks2WOQy+mUs6Z7Ecvg0Hr5/JvPUOkFwhW+wCgq+2qB0Cv\nL7KuvxYI7vVdtT30b/lsCYZ7hWao/ZP1qbX6qmVgHKe9WgYEPU+dD60+qkab1rPUd/cydOT+6TVf\n9CwyiPVyqD61cAi6XvjDHCTS8qfyKqolazAYHqrQ9MO0W5bHOa70srqkNfpxSDqdRrPZ5Fhi6f6T\nro/fF/ksgY9PWj4NI+2P8vsh0ojXY8rUDHa9A0/v3/QdyUj2AqHqO+TP1HAYybbRz7UAumTotN6r\nAjv1nVrt20cvCQAAIABJREFUUd+nghl5sLdaLQ5fk+XDjstGq3KU4aGCer0YU/Xz1B+t6hB6bdBb\nN1qiZUCo7dVrG82N1u/o31qf6SXyO3pzrPV/+R69d9KzaY5Ulp2+qzVWNGd6rKheX3uB/V7jovU8\n+d5egF/rWb3eQf9W/6/3fb1+9jrTPjUQ3Os2KQA4ceIE9vb2UKlUkM1mD3W80+nwtb/Symi3210u\nhXa7zfeeA4Db7UYwGITZbEa5XEY2m32odjebTd74fr//UE1WNftXihbQlIHbAD40cKdb5jqdziF3\npLw6WFVylCH6sMDy47rpTE+kC+q3ZazD4TA8Hg8AIJ/Po1qt/t6w4L+NEDNG60Ret0376LMY6/pH\nOZ7QetFy5dPtl3TVqkz+kp/VO8hJaI9TBRyj0ch5Fu32Qc11SoiR35H6nta0jNEnYE3PkhcmSBAK\naLNaWqKyVbKvEuhqgWuLxcJJzpS8psZiytABvTaphIbK0krWToZj0FipVQBknKzKQqoMHH2WiBV1\nXrXYRK21oMZ4qn3o6+uDy+XqWgNUblHrZjM90auCId8l1w/1Wc6v7I86NjRuvRKeZd9ldRLZJokd\n1Ovc1ffS+1QiqxejftT6Vo094PDtuur4qf1SPyv3g+yv3j6RRpXW81X2ntqoJroeR37nEuMcDgfG\nxsYwODiIZrOJSqUCg8GAXC7XNcnNZpMVGlHd5GqRA0uxVoFAABaLBdFoFFNTU7Db7Ugmk3jhhRcO\ntWFwcBAmkwmrq6uabZQT5HK5YDKZ+IpjykI+rkiFrZZ4kmI2mxEKhVCv1w8lpNntdgwNDcHv9/OF\nC7FYDG63Gzs7O1hZWUG1WkWlUtFUHPId/f398Hg86O/v55quXq8XHo8HNpsNm5ubKJVKyOVyHKQ+\nMDAAn88Hm82GN99888jwFpPJhJmZGczNzR0bdMnM7qOE6h4S+Hc4HIjFYly9IxgMIhgMwufzYWNj\nA8ViEclk8lB7zp8/D7/fj93dXaytrWFjYwPtdpvrKZpMJiwsLBzqg8lkQiAQ4DUBAB6PB48++ihc\nLhfW19dx48YN3fbbbDacP38eJpMJN2/e7Aq7oTlVQbvT6cTExATu3bune7lFMBiE1WrldkkA3Msr\nMzExgenpadTrdbz//vsoFAoPbTRJiUQisNvtWFlZOdbnbTabZuz5+fPnkUql+FY6p9OJRCKB0dFR\nVCoVvPrqq4e+4/V6D90hT+5wOW4nT57EwMAAnE4n3njjDWxtbT1kL//whACw6omjGqOxWAwGw0El\nhmq1ilqt1hWnqIIfLXBHulWC6v7+fvT396PdbmNpaQnr6+uH3Pg2mw1Go7ErgUzLrUoAlIzA47RN\nZTm1CBktYEcgd39/v+tcIEBusVgQDAY5Zpf0Va1WQ7lc7qr1rQIPepfJZILdbofZbIbdbuf4Z4px\nbrVabORLj6ndbofJZMLOzg7rcjIK1DmRVQToc+o5qyUqmKL2aoEwAnsyhtnlcsFms8Hn8yEajcLh\ncKDT6SCdTqNUKmFrawvlcpnH1WQywefz8eeoOg2BdTIW5NXANB5ms5lDZujnlARvtVpRqVRQKBS6\nktNl32w2G1dGqlQqqNfrTEhJoozWLa0Pu93O+lxeRkN/yzAdCXTlOlWBu8FggMfj4f1YKBR4XxBA\nl2Qbjbs0ciSQl3H1tCb1gDSNswypabfbPL5Op5PDWFutFqxWK+x2OxwOB5rNJrLZbNfNfWQkAg9I\nRNXopTb6/X64XC5YrVZsbGxwHD19R08+NRCsxyQ6HA7s7e0hm812xS7JgaDBlfHAMqtRFVI6tAHy\n+TysVisKhYJm25LJpG67JetMyXGqFf9hRQ8A9/X1IRKJsGJTQTCxI263m+OsK5UKj1Gj0eCbw3ox\nnnSgeTweeL1eVhA2m43LqBCDQWyzxWLhSxLsdjvi8TiWl5d7voeMGj0ALC3k446RlL29PZTLZQSD\nQU5olBuS5owObGqry+VCtVqFzWZDOBzG6dOnMT4+DuDgCuDl5WVei+VyGdVqVbMPMlbOYrHA6/Ui\nGAwyW0832+lVPDEajWg0GnylJYHgRCKB6elplEolvPXWW13fqdVqWFpa0mXnJZNDSlD+rtfYDg4O\nMugfGBhAuVzG/Pw8Njc3uzKLSaampuDxeNDpdJDP5w+BXQK0x/UmaAFgn88Hp9OJcDgMk8mEUqmE\n8fFxRCIReL1eTqaoVCpd3yPFq97aJ9crVZEgsOR0OtHX1/eZ8Bb0EpVcoEOedALNpWRYpaiHpgrq\nVCBJAFp68rRurZNJcKQ7pFtZPdxVxlcFtVrtIx2ix25SmyTAtVqtHNerxu2qjCqNGXnsqO+y7Fkv\n0GG1WpmIIMbbaDQeqv9NnyfA7HK50Gw2UavV0Gg0DiVByfGlZ9JcqEzeUSyjZEult1Qy9RLgkGFg\nMBiYcCEcQEDf4XBwjXaHw4Hp6WkkEgm0222sra0hlUrxuUfvon2sMr4EOAl4Wa1W+P1+vlmTdJ0a\ndyuBNAFG6htdHrS3t4ft7e0uEE1nBAFMuj1Tsp0SEGvtH/VnNG7BYBBnz56FzWZDOp1GoVDA1tYW\nGwDymvq+vj54PB7Y7XYub0hGmDr/EuvorRWaJwne6QIlKp9JeMTlcsHlcsHn86Fer3PSm+yPGqsu\n1xOtB4vFArfbDZfLBbvdzrfd6d0uJ+VTA8E0WeohuL+/j0KhwMwvgU1axFJkhqB8rvo5GnCD4aB+\nbTqdBoBDB6QqiUQCZ86cQafTwfLyMsrlMiqVCr+3VquhVqvxQUDJIh+1kGEga2+qkkwmUalUYDQa\nUa/XsbKywhvpuCEWdNlBs9lEsVjkBel0OrksWrVa5bAPAsFkcbVaLWxvb7PFqCetVovnIBKJIBqN\nIp1Oo1KpoNlssuWsN5aksLxeL9xuN+r1OjY3Nw99Lp/P878zmQwf1sQ0EEtDRgMx2Ha7nX/ndDph\ntVoRDodRqVSwu7uLXC7Xk8Xe3d1lQ4U2X6PRwPz8PLNCpPhkCA2t23q9jlu3bvH3HQ4HnE4nBgcH\nmTnQkkqlArfbjaGhIXg8HqyurmJ7ext7e3swm82sZKUCJJGHgxSTyYRisYhUKoVQKIRTp06h1Wqx\nu5rWPF0NPjg4iHPnziEej2NwcBClUgnf//73cfv2bX5muVxGuVxGIpFAJBJBs9nEwsJCTw9CPB7H\n8PAwwuEwX8BRLBbRbDbZS9Jut5HNZpHNZhnsqntcK5lVPUza7TaKxSKP8+7uLhwOh2ZJwM+SSNc7\n6RYCDjs7O7wHVVelBD0qaCJRmc5O50GJPWKI6GfUFhWQm81mDA0NsRcrnU7zjZzUBnmO6IEKFdTq\nify8zEUhT5RMcqIwEdLDrVYLOzs7KJVKh1zNEjTrxefKMd7b2+OzjfaQrP8rgYXctwTISBfKpDUa\nU+oPPSsYDMLhcMBoNCKfz2N3d7eLrZZjo64dAud0s2a5XD50Ixn1x2QysZ4h/SPD4SSTK2v4x+Nx\nzMzM8DuJICoUCjwOxIjTWiajid5LgM1oNLInj847MgLU/rXbbZRKJX6u1+uFzWZDPB7ncqJLS0t8\nTtLa2tvbY++r0WhEJpPpuupeAk29tShBM4FVmk+LxYJz585he3sbd+7cwcbGRhe4NRqNCAQCuHjx\nIoaGhuByuZBMJvGzn/0M6+vrPFaEcQYHB9HX14dGo4FUKsXzT+Mox4/CDq1WK59DhEWkB6PdbrOB\nYLfbD3k/qA2qJ0aG4RgMBr6UqVKp8HwRsO+Ffz616hBGo5EZFuBAKVAnjmKmtERl/KTCOU5b6N9+\nvx8zMzMYGBjA5cuXMTAwgFKphBdeeAFLS0u8kKX7SD6r13D2ygru1VZpCQEPatJ+HEIbiYAsLTRy\n39DYmkwmOJ3OLhZoe3tbF8hQ2+12O+x2O0ZGRvD5z38eo6OjiMVieOONNzA7O4vr169zUWu9sSTL\n3O12Y3JykhnfQqGAN95446GqjWi5ON1uN+x2O2KxGCKRCABgcXERi4uLXd+V46EnfX19zABLV6J8\nP7FG4XAYFosFm5ubXXWoT506hf7+fvZeVKtVbG5uslVPbUkkEvjiF7+I8fFx+P1+vPbaa1hcXMTd\nu3e7wmDojwQhxEZprSuz2YxAIMCWdrPZ5EPJarXCZrPxvqVQkWAwiOHhYezt7eGtt97C22+/zWuc\nwO+VK1dw7tw5AMBbb72Fubk5vPXWW2g0GrBYLAgEAhy28sgjjyAej8NiseD111/H2toalpeXOT6U\n1mmn02HD4rh7RHWt0RogForGhbxS9LNPQXV+amIwGODz+bouf6AxUy81kIyfBMBqCINeAh2BMBm/\nLo1E+i7pRHJbh0IhXL16FcPDw8jn83jxxReRTCZRKBR4n6qEgNqG4545Wuw1tUt9pmS2ZXgIADYi\niDXTSnDSA8EqSybPCHXsAbCeoXJxBDipPWqMtAxRIB3wyCOPYHx8HMFgEK+++iqWlpawurp6yEWu\n1VaDwcBeNgJHtVoN6+vrHNYgAQ+dQwRW1XUg3fgU0uXxeODxeJhoIUZQzrV01cu5IAaTSBICqaq+\npPOP2GeTycSXNxgMBvaI0jlC5yIZ57QGDQYDvF4vHn30UUxOTiIQCODatWtIJpNIJpNd+lhL18gx\nUcdDVkUh/VytVnl8bTYbYyan04lIJIJgMIh4PI56vY733nsPq6ur3H+32w2fz4erV6/i4sWL2Nvb\n4/knzy8ZTGSQnD17FvF4HEajEW+//Ta2trbYw09CulvOu/Tq6xnMJDKnSmXO5fPb7TbK5bLmOH5q\nTLCMR5Q0fC/w00tUdwpZGzRAANjCliIt23a7DbfbjVgsxm5WukZwc3MT+Xy+6wpYLTGZtG9fI0tP\ndY1p9ZdCD9rtNluvFFdDm5Ss6Y/aRStdijIEhUCAFNpE1A49ZjQUCrHFZ7Va4fF4MDExgZGREYRC\nIezv76NarfItNfIQBLoTJmRpmkqlgkwmg76+Ply6dAmnTp3C2bNncf36dXbXHyVaa42uHiZWvNVq\nHQLAfX198Pl8bLzpsbPSoiUQpb6fLHZyC9lsNgbBDoeDDx2qbWuxWOD3++FwOJj9dzgcGBwchM/n\nQ19fH7a3t5HP51Eul5lRkweydBNLJUoi49PpYgmKsZPr22q1wuVydSXJmM3mrnisVquF/v5+Brfh\ncBiRSITb2mq1WFkHAgHs7OzAbDbD7/cjGo3C6/XCYrFgZ2cH2WwWmUwGpVKpK86t1xXitG70DBbJ\n5JE0Go1Dxjjt2ePEpf8hitRBdB016UPJ9JLu1WNcVVFdlXJ90l6XjCt5oCg8jGJBvV4vACCbzSKV\nSiGXy3H7tEClfK9KYEigr+pp+q5kxIlNpfZKg1PGnErPpmyPfO9RZIr8nJ6bVwIJabgRACYQqBJG\nNJ7EJtI49PX1IRAIIBwOw+v1dvVDBaZac0p9JY+m0+nEyZMn4fF4UCqVcP36dfbiqLGxqiEl40Cl\ngdHpdDhMjUgZYm1lmIO8GIWeT2Mm97x8r+wfzT/NK90dQJiA9JjX6+1iugmUkveMiECn0wmj0YhK\npYLt7e0uw/4464CMFUmykXFjMBj4xsFWq9W1r6gfhGdKpRIz38TK0nqhuH/ykgLgtjudTtb1FGpj\nt9sZv2xvbyObzXbNh2pA05xKw+eo0CW5B+R8At1JkEeN46d6WYbBYEA4HMaJEydgNBpx+/bth67W\nQCKTC2iRkWXi9/tht9uxt7d3KNmNkvB8Ph8KhQJu376N3d1dVgIPc52qnphMJoRCIZ54Ge/VaDR4\nsi0WC2w2GwYHBzE8PAyDwYC5ublDACwQCCCRSMDtdmNvbw8LCwsctP9hhTYkxX0ZjQ9uWOoVNnIU\nk20ymXDixAmOz1xdXUWn08HAwAAD4PX19a6rqOUhp7LnzWZTk+m9dOkSLl26hC9/+csADsJDfvzj\nH+PGjRscT2YwHMQAP2x9Z60tYjKZ4Ha72TjQS0YjZqDdbh95sYjf72dwOD8/j3q9jvHxcVy+fBlW\nqxWrq6t8uYPH44HBYMDy8jLH3FIyRKfTwdra2qH3kbKWYJhAOLEbgUCA2ZS5uTlsb28fe6xIKN6Q\n4moJ2DcaDaysrKDdPkgupDj3VquFcrmMdrsNj8cDs9mMSqXCMdjENu/u7h66qZHCVvRY3+HhYQQC\nAQBAKpXiECY9OQ4AIfmsMcE0DzabDbFYDBaLBRsbG12haxIcAN0gT2VqpCtTZXesVisnslJCL61R\nv9+PQCCAUCiERqOBjY0NJlDkgShDH0hPSXAhmTP5PQn8CMxL0kIFRWazmfee2WxGJpNBJpPpMujd\nbjcikQhsNhuzglSvnUSL9VWZcpUMkPGXNObyXFGZTmKetQwU8qaYzWb4fD54PB7s7u4yiJLx31Tf\nn84xybLKNtN4SbBN75icnMTJkyfxta99DSaTCSsrK/jhD3+IpaWlLpc99UcmZar9UceI9JqMN5bn\nCuljSUwQ8UJhDzJ8RgJkqT9lDWoyxImQcDqdnCQKgMFusVhEPp9nnUXgnAgVuT7leEqR65r0rcPh\nQKFQQL1e5/2i6ig622WIiyQQqT8+nw9WqxW7u7sc9kIMMsX1koFAceg7Ozt8D4E0ENUwG3ovXXYm\n17rVakUgEOhir2UMs5wLWkc0V2qyn7oOSUeo8qlWhyCLhWI7yRL8bZ4nASbwYDBo4qhmLsnOzg5M\nJhOCwSCAB6Xb9G6D+zBCTBVZoLJd8hCgP8SCURyiCoL39/fR39/PILJUKvFFGB9GiKUgJUGKlZiA\nXiD4KAOBDhViaUghzM3NYW5uTrc9amIALX49tvmdd95BqVSC3+9HLBZDtVqF3+9HPB7nBDayMB8G\nBOsBHRp3OadaQuz/cQyUYrF4aA6Xl5d5PIglcTgciEQicLvdDCyBg+uKe4FWeShJ15N0O9lsNng8\nHkQiEeRyuQ8FgikRU7o/Q6EQdnZ2sLi4iFKphGKxiPX19a7veTwehEIh+P1+AA/24M7Ojm487lFW\nfjgcRjQaRa1W64qH0xM6jP4o2kJjTRVj6vU6x95LdlUaxyp7I/+Wz5TfpzhPAFzxRgJQcs9Xq1Ws\nra2hVqvpMpIqc6+CJWqvZKTkXuklsr2UnU4eCzqP6B0U2kP5B9IAVeN/e/VBMuUyDIIYOnkRhgRU\nKpgnUQGswWBgz9Tu7i57XfQuppLhhHqATf6h83l1dRXVahUej4dLokajUeTzefY4GQwGTu5WGWvp\n1ZLMrdou1ehX2ypZfS0PmQSkQDdLXK/XDxFB+/v7WFtbYxaVzlK6sRIAh+js7u5yGAW9S86xnm6T\nfaK56u/v75onde2qeEP2Q/05ESLNZpOBNcVx53K5LqPC4XCw55r6o+VdVOdAi2UnrEb7SMZGSy+A\n3LcEqtW+6ukgVT71EmnNZhM+nw/j4+MYHx/nsAMpp06dQqVSQTKZ7JpYuen1rlCmA214eBjBYBCR\nSAQvvfQS/57Kx4yMjGBoaAj379/H/fv3Dz3H5XLBaDSyO5qS1bQAVSgUgsViQSqV4sEvFotwOBwA\nDitfuVll+Sqfz4dHH30US0tLnEhGMjk5iXA4jHQ6zQzycYTcFeSKBsBhCASIzGYzu722t7eRy+WO\n9Wx6PsUOyrJSo6OjMJvNKJVKuHfvnuZ3yY1CbdnZ2elicFqtVs+SagsLC/i3f/s39PX1IRqNciwt\nZfa63W54PB688sormmtleHgYNpsNyWTykBHk8/kQiUTQ6XSwsLDA63BgYABerxeZTKZrjugKVI/H\nw2EJUkZGRmCz2VAoFHoafrVaDTdv3jz087GxMYTDYZw8eRK7u7s9S66RqGy1dCeSgWCz2eD1ejEz\nM4NQKISbN29qvt/hcMBgMHD8rd1u50x+4EFyGRmf4+PjHNOsVrYgIRfc5OQkhoaGMD8/f0gXAOiy\n/nsBFbvdjjNnzjCrTaz80NAQh3hIAy+RSMDr9aLZbOL+/fu8R30+H6+jQqHAJdk+a+J0Opn5DAQC\nOHHiBGZmZvA///M/yGazaDQanPAyMjLCcXjFYlHXxa2KBNGDg4Po7+9HPp/HrVu3mA0EDtbAxMQE\nOp0ONjY2uuJ+CcwRo0cJMhR6QwlZlHhFAMVsNnNymQwlkKICVODB1cUWi4U9OcViEYVCATs7O8xw\njY6OIhQKIZ1Os26UeR4ENFSASmynrIkvQ0Sozx6PBz6fjxOoJZCkNtAZJCsRUCkyg8GAWq0Gg8HA\npUpJd1JlAcmUS8KExkZ6ZFRDgjyz9DtKrvrhD3/IYU8+nw+BQIDBJZ3xa2trqFarDIbJcxkKhTjx\nrF6vd/2eEoqp8sLe3h6MRiN7pijJmYwG8nJQRZ6dnR32plmtVq6YVKlUeA3JsBYSAoIkxFgHg0GM\njIzg9OnTnEgqw8toLLXIMXV/SKEk8QsXLiAWi2Fubg6zs7Nd5cGoDdJgovCcWq3GjKw8F0dHR2Gx\nWFCpVJDP57vIRWLogYOzYGZmBvV6HaVSqcsgJX1Ba0SNWac/1F+3243p6Wk4nU6k02kOdyMPf6PR\n4P1JoXUEmLe2trj9Xq+3q1ReqVTSrcb0qYHgb3/723jllVfYxVksFvH444/jn//5n7G0tIT3338f\ng4ODGBsbwxNPPIFKpYLFxUX89Kc/RSqVYqV7VJ1Zosmphuhzzz2HCxcuYHV1FXNzc6xU6/U6BgYG\n8Ld/+7f45S9/yVbqxMQEVyCgbPRLly4hkUjA4/Hg+vXrWFtbw71792A0GhGPx/GVr3wF0WgU2WwW\nv/jFL5BKpbC5udmVpUxClD6VY+p0DuKalpeX0el0cO7cOXzpS1/C3Nwc3nnnHVgsFnzhC19ANBpF\ns9nE8vIyKpUKrFYrrly5glgshv7+frz33ntYXl7uAqIOh4OD9SlGmdwvlIVNlQsoy9/pdCIej2Nu\nbg5LS0ucyTo1NYWpqSns7+/jvffeY4adxiYYDOLtt9/G+vo6Op2DMlPDw8OYnJzE4uIifvCDHyCd\nTsNms+GJJ55AIpFAtVrFrVu3kEwmD9XwlIqAQl+CwSBOnjzJLH4mk8GdO3fgcDgQj8cxNDSEdDrN\nZc8CgQAuX76MCxcuYGVlBXfv3mVrNhaL4dKlS/D7/VheXsa9e/fw6quv8tjS2iGGlIAhKR6DwYB7\n9+5xZRNy205MTGBrawvr6+uYnZ2FyWTCxYsXcfnyZRiNRrz55pt45ZVXOGniuPL+++/DZDJhcnIS\n3/rWt3D58mX89Kc/xebmJicl+Hw+lEol3Lp1q6susNwbklUCDhR4rVaD2WzGlStXGET++te/BnBQ\nzSMWi8Hv92Nrawv7+/sYHR3FmTNnYDAY8O677+LNN9/ke9orlQq2traYmf/KV74CAJifn0ehUIDH\n44Hf72f2l8ZgZGQE3/72t/Gb3/wG6XQajUYDHo8Hg4ODHO+8sLCgG4Zit9vxl3/5l0gkEtje3kaj\n0WDD4amnnoLVakUqlcJrr72G7e1tuFwuXLlyBfF4HO12G9euXUM6nYbJZMLTTz+NkZERmM1mrK6u\n4kc/+pGmYfCHLl/84hfx3nvvMQNWr9fxuc99DsFgEAsLC5idnUU8Hsf09DSee+45VCoVzM7O4gc/\n+AEymQxniKsMEHAYVLZaLTgcDoyOjuLP//zPcfLkSSwtLeH+/ft8sJrNZkSjUfzVX/0V/t//+38c\ndyhd1BTPeObMGST+L4Ts9ddfx/r6OpLJJDO4zz77LKLRKHK5HO/HYrGomUwq/wAHB3q9XkcymYTR\naMSZM2dw8eJFrK+vY3NzEwaDAYlEAg6HA9VqFevr61znPpFIIBqNIhQK4f333+ccFLU8lRpzTCBY\nAnWTyYRTp07B7XZjcXERqVQKyWSSPTLT09MYGxtDvV7H7Ows18s+ceIEn2fvvPMO8vk8jEYjotEo\nhoaGMD09jbm5OVy7dg3lchlGo5FDUlqtFs+tWjZLCukYqiftcrk4F4SIqHq9Dq/Xy6DNZDLB4/Hg\nwoULaDab2NjYwOzsLJePHBsbw5UrV+DxeDA/P4/5+XncunWLmdVgMIgnnngCsVgMtVoNa2trMBqN\nmJmZQSwWg8PhwI0bN5BKpZBKpeBwODihl87sdDoNg8GA8fFxXLhwAZ1OB2+//TbXb9dj7+XPaa6S\nyST6+vrw6KOP4pvf/CaWlpZw7do1lEolDpmh8o2FQuEQsUegWPWikM622Wx47rnncP78efzkJz/B\n4uJiV74FhRiYzWYG46Sz7927x4bC3t4eJ2AnEgk888wzAMCeQSJNKDSm0+nA6/VidHQU4XAYb7/9\nNoNhAtzE6soyfJLBJWLx3LlzGBsbQ6PRQDqdht/vh9frxec+9zkmFt966y3U63U4HA5cuXIFQ0ND\n2N3dxeuvv458Pg+DwYDPf/7zSPxfqbylpSW88MILuhe0fWogeGpqCgsLC8hkMshmszCbzczWzszM\nIBKJwO/3IxwOc5a5w+HA0tISbDYbarXasUMWdnd3ebPZ7XacP38eAwMDcLlcmJ2dRavVwtbWFmw2\nGyYnJ/Hss8+iUChge3sbRqORSzgBQH9/P2ZmZjhZaX9/Hz6fj+OLIpEIBgcHMTg4iGg0is3NTdhs\nNg4K1wIiMqkEOFjYdNBXKhVEo1FmcPv6+jA6OoparcYJILu7u3A6nZicnMTU1BRmZmYwMTGB5eVl\nLvRPVitZe9LVLIt1U8IDAaFwOIwvfOELfAgBB1bx9PQ0pqammFGhOn8zMzMYHR1Ff38/yuUyzGYz\n1tfXOfFtdHSUXUKZTAY2mw1DQ0N8OMqNoeXGMBoP6hZTGaJoNIpEIoFQKIRKpYKhoSFmNwjoyDhA\nOnjGxsYwNjaGbDaLnZ0duFwuDA4OIhwOs6GwubmJpaWlrqB9t9uNUCjE7EIkEkE4HGbmfGtrC3fu\n3OHSN6OjowgGgxy/DRxY2AMDA9jf3+dkA7fb3RUKQbFXdrv9UNgAAAbW6XQaY2NjmJ6ehsFwUH+Z\nKisS3XLOAAAgAElEQVTQ5S2SOZWiGhfAgTFIlv/Y2BiCwSCeeuopeL1eHier1cpza7FYMDIygkuX\nLnHh83w+33WJRalUwsbGBvr6+pBIJHDlyhWcOHEChUKBGahischu4lKpBLfbjcHBQVy9ehWFQgHF\nYpFdqcSwaTHbTqcTo6OjDMaICWg0GnC5XJwBTTWvk8kkcrkcbDYbotEoZzMPDw8z0zU8PIyBgQHe\nLwTYP2syPT2N+fl5VCoV5HI5LC0tYXR0lC8yiEQiGBgYwMjICEZHR7ke9/Xr1xk4qwlhKrNFP6NS\nR7VaDV6vF+fOneOkyc3NTezt7SGVSsFisWBoaAhPPvkk60PSZcViEXt7e3C73ZiYmMCJEycQCoXQ\narX40plOpwO/349EIoGhoSEMDAxgeXmZ3y9BMLWPRLadXMXZbBaVSgXhcLgrTre/v58Tn6h0m81m\nYzBy9uxZjI2NYXZ2Fr/+9a85ZpTOBQJTBILV8AkKuaOyXJFIBKlUCnNzc9jb24PT6cTFixeRSCTY\nXU3tmJiYwPj4OAKBAHK5HDqdDpfI3N3dxejoKK/5jY0NGAwGznEhxludQ5XNlvG2sVgMAwMD8Pv9\nqFQqWF9f5zwc8o7RHO7t7cHlcjFQ9/v9SKVSaLVaGBgY4Jh/OhvX1ta6gKPL5UI4HEZfXx/HmCcS\nCTbkaW7IexAKhTA0NMR170lnDg8PY2RkBK1WC7Ozs7BYLF2XX9C5RElqVE5TknR0McnW1hYmJyf5\n4gjKh3G5XBxeJOv0agFfGbpA+CaTyWB6ehqxWAyPP/44LBYLGwQmk4mZ1L6+PsTjcdbZRqMRW1tb\nPO7SqCMPxvnz55HJZLC1tcV6ly4iqdVqyOVycDgcmJiYgMlkQi6XQzqd5lKAmUymK0xDrgeTycS1\n9EdHR9kjUa1WeVzj8Th7LNbW1lAsFmG327nEKgCsr6+zoUj7eX//oCSp3W7X1Wum7373u9/V/e3H\nJP/6r/+K/v5+rKysIJfLcWLU+vp6V1xkpVJBOp3m5J/V1VUkk0mUSiVks1lmm44jFKdFFg4prLW1\nNS4kTRMsS6RsbGwgmUxieXkZ1WoVbrcbfr+fL2QglosUi8FgQL1ex9bWForFInK5HCdCSCtICik0\n6c6j6gfVapUXSzgcRiAQwPb2Nt555x188MEHWFhYYNB3+vRpxONxjI6OMjgjZpncgNTWWq3GSllW\nDyCgsbOzw2wKufE8Hg/29/e7FAqNAR1wZMmWSiWsr68zIMrlcvj/7F1JcKTnWX66W72v6m7tu0aj\nGWv2icf7EsdOHCjIRlUoqKISIBRUceISOHDhhKlwgQM3uFEkIZVAYgxxpbI42JOMPbZjj2fTaBlt\nrZZ6Vbd6Uy8cxPPN25++v6XxjDMTO2+VSlL3v3zr+z3vvrm5qXyWmEe2u7sbmUwGs7Oz6joJbnSG\nSpM9NZh+v1+BZ/rL+v1+tFq7uZ3n5+eVKYRmH1aTYxBLJpNRgYW5XE6NUS6XUwFb1EyTOW1tbak1\nRFMsXUfm5uaU1YABAxxzuh3k83ksLi7inXfeweXLl5Ukf+TIEfz5n/85vvrVr+LLX/4yvvjFL+I3\nfuM38OijjyKZTLa5XNAESIbY39+vKiZlMhncvHkTGxsbCgxYBY+RMfHQoUWAZqRgMIihoSGVI7JW\nq2FxcVFVjqPGiGuC80w3D5pTmfanp6cHvb29qjIjn0ftW7FYVCZ0mu3oejQ/P4/Z2Vkkk8m2vWSz\n2XD06FFMTU3h5MmTGB4eRqPRwKVLlzA7O4ulpSUlCDKHLFMRcc53dnYU815aWlJCBIOv6Cp17do1\npNNp3APWec/ob/7mb9DT06PM0ul0GolEAnNzcwqs0vzI6lrLy8tYXl5W1iryIZ1n6/6dpO3tbSST\nSaVlpIYsmUyiUCggkUjg5s2baDQaCIVCKrA3n8+rimKMQYjH48qdgJlOcrmcCviiKwR9x3lGdMor\nLD+jcoH9pIBIF6xKpYJr165hYWEBqVRKReofPnwYk5OTOH78OIaGhjAwMKB85smLeT7QHYx7WWqo\n+T3BxdTUlNIwM4MLg52q1So2NjZQKpVQq9VUcQdWF6UwkUgkVOEom82G4eFhDAwMKNCxtLTUxl/0\nMZKac+lvzHlgASFqQJ1OJzY2NrC6uqrOPvJstt3n86kzi+uJCrFisYi1tTVlLud+5xrg85innPw8\nk8lgYWEB2WxWZbBhFgvmnLXbdyv53bx5U1XNbDabCIfDGBsbwx/+4R/ir//6r/Gnf/qn+KM/+iM8\n+uijmJ6exvLyssqhDuy6pKVSKTUWg4OD6O3tRSwWU2nd8vm80jKbAr04thxr+hZTaVYoFNDT04O+\nvj6VpxiAmnPGFM3MzCiN/OLiouJ1PO9YSbVWq6G/v18JuX6/X7k2lstlde7RcsbqsnRh3NjYUH7e\nMg2f2+1GPB5Hb2+vcoFzOp24fPky5ubmkEgklMWp0Whgc3MTKysrKv89axakUikkEgksLi6qMSiV\nSlhfX8fs7CyuXLmC+fl5ZLNZI8++Z9khPB7PnrRG9M2iP6U0r1Ci5saVRRt03y1GFrtcLjSbTeUn\nxCTWBE5c5JSwu7q6lAQoE43LjALBYFCVYHa73W157oBb5gluHPpJdvJJMRGZmd/vV4m3ubAIPCll\n0h9samoK0WhURcNXq1V1ENFPTI/YtDLB03cqFAphcHBQ9ZVJrem71Gw2FVigxoG+eKVSSVXVo1Yk\nEAioWvAAVAQoN5/U/pK5M00Z1w4DBgiCKbRwYzEdG0G+9GXy+/3KFEYfb44NtYNcNzxMmWomEokg\nEAioQ42SMKvmUcPOw9XlcqnDl4JFs9lUJYppduLacrvdeOCBB/A7v/M7GB0dVX0g2J2dncXbb7+t\n/geg/LuZqoZAlpaPWq3WVnTgIOuO5jOv16t84ShJ88BheUtWM+zv74fH48HOzg4SiYTSFuq+18y/\nTA0AU6nxUGK0M9cIBR5qfglYTe3u6emB3+9HJBJR2phkMtnmNkUewAhx8pNms9m2dhldz+Tz9H8m\n7+H6/KiQzWZT5m/p0kUfYK4ZScyswHHjPtZdnKxcDPg/eR+ANl9X8gC32618P+Wccs5ZPZCaRhlf\nIPvBd7O98tDWwZ3JQkXeRCsVeQkApdkiL6KPJhUb9L8sFouYm5tT/F2CcLbVFADIv9nHnp4eFaxE\njTY1go1GQ4FL8iMqBZj2TKay4lnKnLiNRkNlIJBaaTlOndxdZLEiKniAW37RsoAQfbsJrJg5hjnX\nKSTzfCJoYnuIBQKBgBIqeA7yHvJtKlMCgYAqNiFzg1MLLy0aDEj7zd/8TTz00EMq93EymVSp3y5f\nvqz61Wq1VH5htot9J9aQuYQ7pXXU9w55FfMlS59Y+tIS6wSDQfT396tYjvX1daWokXiG889MP1Ry\n8VznPNF9hXE95JcUUmQqPZmhgvuE9/Dc4hhI1wvyE/ks6ecss0MQD7AvzHJiGst7miJNJx3U6L6z\nwK0UN3Ig5P8A1OHJ9EtbW1tKK8fFRzMCF7lcVJxQpoKRhTH4DJlKhQuQqUIYHc8FTSlb76tVQI8+\nVpS8CJ6o1ZTkcDjQ19enFiEAZdLj4uczgFtV9PYDRgSuZDYy7yHnQzIFLla73a7mRAfaBPicOzIG\n3YmeRObFw2u/9srNYlre3MycX244GUAgx4jEGud0beAck6ihkWuFOW6lcMQx4bplG+PxOPr7+3Hk\nyBE4HA5VuY/vIGORqWgokEjTq9QMSSGxUy5dSXqwHBkVAY10p+H6kLm2ue6lm41pjmTgh9x/3FPM\nhw3cCn7tlGaOCeCp2ZImRZ3k+pOkR3pzHGhylvRRA8HSpCgD2Lj+9CwMvE7yad21gEBLBgTxWglQ\nZUCNDgzk/cDeSHJ+zzZK7aQ8V/hs+bdclzrA09ugA2HJ56Q7GhUkFPgoRDMzCQGm7IN8r8lNjMTn\nkg9L9wk57lKTLMdD9k0HWlaualbnuXyOfLeeTYLjJi1S8h7yNs6h7kIo26bfz/uo2NDPI6lJZ5us\nUuPJ+ed7mZ5scHBQAUrmbic/puaaCjcZXCjHVLZbCjy6gKGTbknh+uP7eXbKXPEUHPh+ppXlNfKM\nZ1/YXtM65BqQKQelglDyTrZRngOcf55pfLZpjehrQwrOckzkZxQG7msQLAEQB4OfERDLBS5NZ1Jy\nIWMx5UwEbmmUdQZzN4hRpwQruq/UL4MIdKkt5WfykABugQqrtDf3inTTGX2CmA+WlYXuFVErAeyC\n5P1Kb/MergmdGExJ60IqlVIpz3SKRqM4efIk6vW6Mgl1KuVLpiEDTQ6ark2S3INWgoUJAB10f1Hb\nB9wqiUoik+405xR4f1lljSVY+KgQNUK61lafd/Jm/TP9Wfxc8nJ5GHbSgJlAtQRDEjDL9+jv1/PM\n6soVSfKZup8wv+dzda22Pg66wsU0jvJZJNlfExDX32U6Z40gQNMmW7VXJ7bZ1HddaJGWUr09ujCq\n932/9WS6RgeFEtTqQoF+j95+XSBgfA61rnSNlDl+qUCIxWKIRqNoNBrIZDLKL1cHkKY1o+8TK55j\nJbBY9UEfLyngyWus1pfcqxKYdmoX16NUqjgcDqVAk9mprPaVLhzL703nj84XWIlWp3ueIo0kVdpS\nIpKSgU6mg7HVailtmen7DzIHKKM8Wc3tXhA1mlJ65N8mAGQlxd8rItME0Cbdsw8ul+u23EruNjGt\nzu3eY0UE1WSWwWDQCIKdTicefvhhBAIBbG5uIp/P75vDV2oupGmRWuaDEiOKpSZA3493IlDygCLA\nkNRpH4VCITz00EMYGRlBOBzG+fPnsbS0dKBKgXdC4XD4fefk/lUm/bDWAZN+kJoOVitwaNJ2mf6W\nAFkHVtQ6yzzjVs/Q+0WlgQkwAOZof3m/6V79cDa5CFBI5f+yrVKLro+XCTxKwCCvk+/T+62TCTyb\n5ozXsl86CJbtkeMrx0pqdK2AnLxX18qa5lYHdxKodwK2pj7p18o+0peZwWzFYrFtX9A1ge6djDmg\nxrWT8KK3Xyq0ZLtN46cLlLogYeoP17QJYMpn6etBB6fye70vfFYwGMTx48cxMjICv9+PN954Axsb\nG6rgjt4+XTCW/ZVrTFqQ9XUktfImum9AMNDOTCTdzgFrOkh/mUSz870mOZY8LEzjqB8UkuhXs1+B\ngfdD3BSdNPJsF316uNkYtKhvvoMQfdruF2LAz/b2NqLRKCKRCM6ePasqxnV1dWFiYkJFVNM94v0I\nAjqYvZ1xkIBDMqa7QZLBHZSYTebs2bOYnJxEKBTC9vY2nE5nm1/hfikUb5fkgfRRI5O2xYqswCSp\nE1jTr7ECxqbvTIeoPBT16+maYFp7VuBT/t8JHOogy+pss1JEmPpjdZ0OQq1M6FZaX1N/dAClg0ir\nPvFzEzCS95hcDWSbKSDIdujvNr1Xfw9wqxqeBIlW46C3wTRnMs+0z+dDJBJRSjybzaZiNGKxmMpv\nrSv4rDTdevuthE79Oh0cm4pIdHqP1Xkqn2PVBv15OlGoCQQCeOCBB3D06FGEQiFks1nlumbqC++1\nmo+D8uJO190zEMwITDaOi4eTLoOH7gZZ+QB+GIkBS0C7+XA/pqHTfsKEx+NRc3Q74yqr0bVaLQVY\ndOJmvpsg3G6333UQTJPY+6GdnR2sr6+rKORoNIpTp07hqaeeUn5d5XJZZTe5ceOGCkq7XWo2myrH\nJt1LrKwspnZKulsWBOm/fVBimVom2OdaYtnphYUF1UbmkGZgyJ0KyM1m831V0fswUCcwB2CPNlUH\nYlZgwwQKrECKruHtJETr4M30br0/evut2i7bqvtK8jnyPLMyHRMEW4F7E+DTta2dxld+vp+riByn\nTpo/tlsKxrINEoSbnmcKJjddKzV5bJ/uL2w1LvxOtoOgWvqt7udva2pPs7kbfEkQzMxMrHDIPjYa\nu1VFmSFKxh9ZAWBd8NMFCbmGOglhHN9Oe0m/x7Tm9Hk9iPBqGj8ZXxIOhxEIBBAMBhGPx5FMJlXM\nia751/3ydSWE3ibZNn7fanVWjN4zEGxKlcOoTWkCOGgA2X5kYmj8n6aL2ymnS5OI7sN4P5A+6Z3G\n76CSlE40MbRarQNp26RPss587hagOgjt7Oy0BVjcKSCmwMa8we+HOH5Mi+Tz+VTggt1uRzqdxtbW\nlsq9exA/ZCsi4LzTffV+140kCrq32w4KRkytt7m5CZfLhcXFRVXZSlac4ljKimN3Qh8FQdqKTFqY\n97t/TcBvPyAH3NJM0Zph8lM3gQtdM9zpELfSSPFAJ8nzimvL5B6gB5VZjYXePqu26eboTu2W7ZD+\nz3rf5G/9b1N7DqKp19vcaVz1d5t8jeVz9LbIQDMT8JHA0co9wgqU6n/LjAP1el2BOioXmGmB/Eie\nkVYAWAfHukClk2nc5HNN9+t7gCTHQgpY8h0mEC7fY2qf7Fuz2USxWMSVK1eQz+cRCoWwsLCg0pPK\n4ETeK4UG3f9X7oNOgu5+GOO+CYzT6W6BXxPRzN9qtVSakuHhYdhsNty4cWNPZREOsgRMDEDTsyXc\nLs3MzGBiYgITExNYXV1FMpnEwsKCep6s+EaKxWJotVoqvdTdIJZCtdvtKs/vfsRgpoOAPwmCW632\nSHvTprwTOnnyJKanpzE5OYn19XWsra3h4sWLyOVyas7ZdlMwVX9/P6anpzE+Pq6C8X70ox9ZCklM\nq8c0UFZCAQUHlqvUXWdk2U7mMqY2QeasvN/ItFfdbjempqZUqdHl5WWVpxq4xejuRMvvcrkQDoeV\nEMIIfFmml+m7bDabypIC7Pr19vT04JFHHkFfXx88Hg8uXbqE5eVlXL58+UBr+h6wzntGNlt7dgiT\nhkjuY5OGzQpU6WDa9Fv+Tf8/ZiQpFAptOdj1IDv5DKlJ0v0LSabsEHLvxuNxVUadazqTyaBaraLR\naLSlgmNAKtOAETzJA9/kdynHSAc1si8y0NsqF7i8XmpATWBUv0efQ709/DkoX+K1ctxZlGlgYACT\nk5NYW1tTeZ6pZJLt5jhT2LDZdt0PWGCn0djNsb+2ttaWLo1jwKwIMr5BP8Ol9lmOjQ6Y+RymlGQA\nMQO+2FbTOOp/m9aAvM4qeFLXmnYCx7I/cv65lpiJymaz7UnXJt+lj8NBMB33LjMzdXV1qedLa7DE\nCvLdHo8HPp8P09PTqoz97Ows0uk00um0cpm0EgJZHEen+8onWFKnTUVT//s9QCWDYx67jY0Nla6G\nuST1wZSH/fuJstfJ4/FgYmKirQRxuVxWC6Crqwt9fX17gHCpVFLBVMVi8a6YZ7lxbweY3I7ms5PG\n9W6DCR6Shw4dwtTUlCrCsrKyoqrndSq5PT4+DrvdjqtXr6LZ3K0p/+ijjyKRSGBzc1NVQiPRP3c/\nzTIPKqsMC8w9fBAB5IMiv9+vtFpWTEMnEwN0u904fvw4xsfH4Xa7cfHiRVXcQILUO6FaraYKcgC3\nmKd8drlcNvpP8+CKRqPo6elRLiIfpPD9YSV5MOoWNwIFXbNjMgvrh6rpcKXm12azoVarKS2/zF6i\n+6/Lg1FmBuikCTUBc5p0e3t7cejQIRw9ehRXrlxRBZeYbcLr9bbl0GU/aNkhkJPgy6RI0UE8ScZT\n6C4JVsIJx17mPZYaPzmXnTTJUhurCxq6dlAH1fpZyv+dTifC4TCGh4fx3HPPoVQqYX5+Hj/4wQ9U\n8RyOjZw/gioWkgoEAuqz7u5u+P1+ZDIZxQNk7luJAfQfU/v1seF1HM9yudwWLKvPhf7b6r26FlY+\nS7af65HWLmrAZcpPCf5Nv2VbOW5jY2MYGBiA3+/HjRs3kE6nVb53GYjH++R8yr2uC0j8m9kx5LU6\nINddWCQ5HA709vZibGwMXq9X5dk3CVeSOoH0+xYEdyJKhu+XrLJKMKBG5tf7IKlWq2FlZQXNZhOZ\nTEaZc5kGjGCOEpO8r1arqXbeDU0qTRX7kd6Wu0kmjfv7ocXFRdRqNUSjUYRCIaRSKQXo+Hyrd7jd\nbhQKBVXtj1qG8fFxHD58GOPj47h58yYWFxfV5uPaOQjd79pD+pHJlGr7kalPW1tbuHbtGvL5PLxe\nr6redSdWk/3odtYNS6K//fbbuHnzprICMY3Rr2kv6aBVfi4BprxWN1dagWWduAb5t7xPAiIeznTN\nkm3S2y41Zvo1UkNm5SpALe7KygqKxSISiYTy9yR/odZX5uxmv+XeopVHBi1bHeCyHToYlqDQ5D8p\nfahNqcF0UKsDF3mdni3ABBQl4DGBbNO9zWZTZQegvyjLRpvmT+8jzyRWmqTA0d3djUOHDqnqlSwL\nLPPQ6lpNfU3K9dxpfen7wWrOrNal6Vm64KiPqZXmnvfo7gWm/rENtFwsLy9ja2sLfr8fuVxO+T7L\nyoWmNcqzVe51HZjqAppsh1XbZP/ofvLWW29hdnYWLpcLGxsbKvOGSXF5ELpv3SF+TbtE5m51wNMl\n434HV/eK+vr60Gq11EbZT8vNkss6qB0ZGcGDDz6Ivr4+NJtNvPrqq4phfJhIBvncT1k07kf6KO05\naor0whi6NtM0JvJw7ASygHYNrG6+1+/h97Iym6kdEiBaHZTyYDZpA63OLAlKmHlFtkXmFObektlt\neHjLQ3y/edB9X60025wzjp9JSJHXWml15TOpvZMCigTYVu4Y+hqQ37EtdFVwu90AoNxGdNAqzeYe\nj0fFFsiCJA6HA93d3Th+/Dji8TiKxSLee+895b4ig4IPuo+tQJpJGJD9k9dZgVD9et1txXQd9yIt\nIRwzKRzq13M9SKBqSo8m2wBg37HidXrQoWmv83odLFuNm27RsBrHTu0zjaF6/v0Cgu+31FVy4wLt\nkugvkw6SeeDXJty7QzzkO/lZ9/X1oaenB9evX//QagxvV9svfROtXD0+jPRR6Sew1wQrwdV+WiLe\nLwOe9UNXBwX6wWdys6AvuCypatL06m3sRCaQppNJs0VXCP5mWyQI5hjQR53AjW4cB1VmSBC635lk\nBR70vukCgCRd8JBgmONhKiBiaocEYtJ0fpDcufL5FDYkYJb+1hxvVp10Op3KRYXvslqDnYQz2Rcr\nwUNfp/zMCgyaxqnTPXIuTCBYrne2XWrNKUTJ98iKrPp6Jb6wElzlO3RwK6/Vx0sXiq3GRI4LgD39\nMgnYpvbpbSLdN+4Q9xoADw0NwWazYWtrS5m59XQ8ZPq/LOJi3Q8Ef9QBME33NIOxbG4ul7stMCdT\nCFlRMpk0Bit+lEkeaCwU834zZRyUfi34/fKJh0wnoGbSqErS/U95j1XAllFz8//rjVpAuhbIw6+T\ndk6+U/ZLV3zI33p79MNWHsZcmzoo0vstAZ0M0tKBgmyjfIb+bCugoPebzzVpNOWz+WMSQOQ9VnOk\nk+wvfXkJ5qUwoLso6M81AXF9rvjDQGUp3JjAmVW75VoygVsdvMnx0YE+z3G5NvX1Jitk6trO/QRF\n+TwpAOpCkN4P6eKiu1HwmSTZX/ku3Y9XF7BM2VHkvfr48reV5cL0Dl4vr5N9tzov7hsQbEV+vx9e\nr9dYpcvpdMLn86ngNgCIx+M4ffo0nE4nrl27hvn5+X3fMT4+jvHxcTSbTSSTSSwvL6NcLreBTzKq\n/TSzUqMdjUYxMTEBp9OJcrmMVms3/VUoFFK+NgyE0quEUcqVEZQHpVAoBIfDobIhkB5++GH4fD6s\nra3h2rVr+z7n0KFDKBQKewLBdPL5fPD7/QiFQqhWq9ja2rJ0E5Cmq4NSd3c3xsbGkEwm91QDi0Qi\niMfjCviGQiH09PSgXq9jYWEBKysrqFarB9KmA7ubhc+6U01vb28vfD4fNjY2lA+3zWbbE6jVCTQE\ng0EMDQ3B7/erikMul0uB/JWVFXVtT08Penp64PV6MTo6CrvdjmQyif/93//d89znn38elUoF6+vr\ne9YCmVaz2YTP58PY2BgqlQqWl5eN4yhNnT6fDz09PXA6ndjY2MDa2lrbtaFQCJFIBDs7O2ouHQ4H\nHn74YYTDYayuruKdd97Zd2ybzd2cyvRbpgZEzzkdCAQwNDSEQCCAixcv7nmOCaTwPpvN1paO7tSp\nU+jr60MsFsO//du/7dvGDxvpWirOOc3/QHtmBhnFD9wqU6zHXHg8HkQiETgcDmSzWZRKpbagTP3Q\nZpQ4I8QrlYrKnGLlP2mlnZJZAKhVY1lXanZ5H9dZtVpFtVptyzxADScFcn08TJo12S+3263SazHw\nj/mwmbGHfTSNC3ArY1Gr1WrTiMr+sk1SIwi0F4DQx0ePPenEr3gPS93X6/W2cWq1WkqA6e7uRldX\nV1uWIc6/Vall2XaZC5+fSw2v7D/9seWcSO0h28x5oEWLz6nVaor3yTGRftYyUI1BkFwTEpAzkwnn\n3e/3w+VyKb5YKBRULni20+l0YmBgAD6fD+VyWfk3c96laxCvL5VKqNVqqFQqbUKZDtSpKbfZdjMo\nMOaIfSUO4bpqtVro6upSmXm2t7dVsLMOTiXwlnPHZ3N8Od7c3+QpTEGnC1Ace94jK8ZxrhkgGQ6H\n0dfXh5dffnnPegXuQxDs8XgQCATQ29uLZnM3Y8H6+rrx2p2dHWxvb8PtdqvMDqOjo0obxUO5U9BS\nOBxGV1cXtra29vgf6cQF2QlQNRoNVVPc7/crpk8AxO/IVJvNpmK48rkMrpDmNTIFuWiZjkdStVpV\nwLRYLMLj8aC3txfhcFi1bz9ihoCDUKlUQqlUQjabRTgc7ngf+xiJRFQamU6aJQAYHR3FwMAAPB7P\nHhDMQ4kbqlgstkWKc8MwLZlMT0SGR/DEttHHsKur68ABbzodOnQIExMTOHLkCPL5PNLpNDY3N9Fq\ntVAoFHD9+nV1LZmK3W7fA7xZf97lciGbzSpmPTAwoBgcBcRsNgu/3w+fzwefz2dZhKS3txfd3d0I\nBoOYmJjA+Pg45ubmkMvlkM/nFePzeDzqeV1dXejp6dkDaoH2YCL65fGgi0QibdkumH2FGViazUV9\ng5QAACAASURBVCbC4TD8fr9a6welTCYDv9+vnme375bl3N7eRqVSgcvlwqFDhxCNRuFyueD3+/ek\nuXO73UaBh3PCAzocDmNsbAyjo6M4derURxIEE+Dp2ivyKR7AkrfZbDbFD+R9Eij4/X4FggmcpUZQ\nb4O8Vx6yViZbHpx6uWV5iLJfzO4g1xR5S6VSUf9TSJTASI6NCXDoPs4keZCTtzscDrjdbsTjcdjt\ndhSLRcWjTOCQfeD+0a/RtYEsTtVsNts0fVKTyv3JfukuELomT7YjGAwiFAopZZJJoSDnTAoIUjjh\nu+Szuc5sNtueOWQ7ZDCXaZz4m30ln43H4xgbG1O5xgnCqNiRqe+4XqTgQlAZDAaVAosCUiwWUxlt\nisVi27z7/X709vZia2ur7Vn83uPxYGxsTCkkbty4gWQyqdxA2B+uAY/Howot0dXBRFJDSp4tBUa+\nn2nlWCCLoJ3afOZClmuBz6WLEtcT1zfHymazqXOYPJx8l66J+vhy7tl3uf+4PtxuNyYmJjA2NobH\nH3/8/gPBjzzyCJaXl1GpVJTkZ7PZEA6HVQ7PZDKJQqHQUSNHBhsOh+Hz+VCr1TA7O4tqtYp8Pt/R\nv5M5gqmN5WI2mXJlvsdIJAKn04mtrS1jnllqCuiDRODMxenxeJDP51Eul5WUrANgSjWmErk+nw+B\nQACtVsuYIo3MkpJQNBqF2+3G6uqqyqm5HzWbTdy8eRPAbq5VgioCTtO41ut1pNPpfZ8NQAEjmTfX\narNms1l1KAYCgbYsFgTSZGhMmQSgjUF4PJ62MW21Wmqt1et1rKysKMBbqVQQCAQwOTmJQ4cOqewG\nP/rRj9R7PR4P+vv7VXuo7bXb7QiHwxgYGEBPTw+OHz8Oj8eDZDKJ9957T2lXu7u7cfnyZaVprNfr\nmJqaQqvVwtzcXFvfi8UiHA4HkskkSqWSsiZEIhFMTU0pEFyv17G4uIiNjQ1V/MVkQSmXy7hx4wYe\nfvhhTExM4MyZMzh//jwWFxcxOzuLer2ucvC6XC6Uy2U17yaSmn3uIc4HD1sAyrWHmRmY69XpdGJ1\ndRW1Wq0tzRDJ6/XCZrMZBZLt7W0FbL1eL/x+P3p6etTa2tnZUZaM7u7uPQdyrVZr09zJ55JCoZDS\neORyudsqqvNhorNnz2JtbU0Jnrp2xufztQFYKgB030v+zxzOXV1dynWpWq2qg1fXShIY8sDMZDIK\nxBAcmszT5DEUMguFQpuPMMGc1FCRf0stmx6FzsNYajmtNJFsg1xrMkiP5wTHkdo36eNJHka+JgEu\n7+V4RiIRAFBKEp4x0i8WQJu2kWBNaubYDwocugZZat35Pc85VnIMBAJtOc6ZSzmfz7dpZKVvMedN\nN5NTU0/tuDwzHA4HwuEwQqEQgF0hmVkmuB75w7YTTEuQ+dRTTwEA0um0yjRUKpVw5coVbGxsqLVK\nTX2r1UIul1PrXro9UBHB/NIEeIwp4flfq9XgdrtRKpVUCjG2jW2uVquIRCKIxWJ44IEH8Oqrr2J9\nfV0pV2SaRwBKm8qAcPJiXSCSwYRcP16vd0/BLSpgCDaJ3SqVSpvwJd0KmfZVZkGRa51KwVAopBRW\nUqtLq7l0UZVrVQ+alKCde4jza0X3DAR/4QtfwIsvvqgOP2oe6XMpNWXj4+NwuVxKK8zJoTaATKtW\nqyGXyykmYaWRpLuAzWZT0p2V1owkNz01F6dPn0Y2m8Xa2prR7aJeryORSMDr9apJ40ahFMnPJNH0\nYhWglM/nlT8cizTI67gwyCCo5ebBRWZC04ZO3EzhcBixWAxPPPEE+vv7Ua1W8c4776BYLMJmsyGX\ny2FzcxOrq6vGMRsZGUEoFEI6nbbU5hNwccHKpPek5eVlJRiYQLLM+sCx001fUoqkaYfJ1dkOOYfU\nbjN3ssvlQl9fHzY2NtBqtRCNRuHxePYEFHDzsxTy9vY2gsEgSqUS0uk0HA4HxsbG0NPTg1gs1mZu\nJyOQIBiAMkPRfaZWq2F9fR12ux3Dw8N7xsXlcqFSqagcijoVCgW88847qNfriMfjcDgcmJubQ6FQ\nUM/hXpJMh+48EozabLY9AhzHhIxJauwIqIHdPcWcqjw89DR9lOinpqYQDAZRLpfx7rvvGvvFfKC1\nWq1No8U1L/eLHFvTmpKBVrQ43bhxAysrK7hx48ae6z8K9LnPfQ7f/va3kUql1BzzkKPWjAcYLXOt\nVmsPWCHxYGY5a11rR54r/UepWZZATloi+L/8TW2mx+PByMiIAsLpdFqtPc41eSQBt9Re64WReKBL\nYUA+i99LoEwwLzW1vFbyEGmGN4Fd7imeI1KoDIVCOH36NGKxGLa3tzE/P69ykBeLRWW1k+nCuE85\nb81mE9vb222BZGyzfCeFAenuYbPZkM/nsbW1pfguLS4EKhxrHZDxOfJZcj59Ph/6+/vhcDiQSqXU\necF5odsZrWEEazs7O0o7CtxKM8p+7+zsYGVlBel0GslkEh6PR61rp9OJWCym7uccy3ZKHkcXEFo2\neJan02ml6COfpOWsUqlgc3NTnSXSbQDY5W3Xrl1DMplU7hObm5ttbhq0DHM8pWBC4lqSZyyxly4U\nSgGNaWmp4OB+kFpetoFANBKJKNfCTCaj1iDXEzGLtDbI55IHEJTLvSb3oOQZbA/x4LVr17CwsIB3\n330XVnTPQDBNAtJ3yQq0RqPRPaZs4NbgSca4X4RtIBBAJBJBs9lEOp0+kFZUZ2I8gLu7u3Hs2DGc\nOXMGW1tbeO+997C8vNwWOEUmRy0Y+0pGJ6VqSZTQrIgbhQvWdJDzAKd2hoc/7zONDTVz9MONxWKY\nnJxEKBTC5uamMkMEg0FMT08rP750Oo2f/OQnbQCjWq3C6XTi0UcfRbPZRD6fxxtvvLEH6OgSORma\nLlFz/DsR15EuMUqNDp8htS7xeLwNBDebTWxtbWF1dRUul0vlKOTa4tqhZob9pl8VhY9yuQyfz6dc\ne1wul/I31aVT3QwI7Go37fZbuZOlSZqaj5GRkTafcmoneA/TvtEvHdg9BBYWFrC6uopisaj2gRQS\neEhRSNEPe4633geuLwmEeZ38zb7we6s1TPeGaDSKEydO4Ny5cygUCnj33XeNfr7kE9IPUJrlmVaQ\nn5tIFuRhcZVWq6UEo48iLS4uqlgGeRhJjSY/p1aJcys1NdKMDqBNaCLp7hbUKvLQl9plab6V98s2\nEmzY7XYcO3ZMuRfNzs4il8u1FXCRzzGBVUmyz1Lg00nug07nkw6g5TplP3UtIcE6c+PG43GMjIwg\nEolgdXVV8VOfz4fx8XE4nU5kMhlsbm5icXERhUKhDcR6PB4MDQ2h0WigWCxic3NTARjZTjn2bA/b\nz/mUPFiOgZwffRytiAJEIBCA1+tFtVpVlcL43HK5jFwuh0qlos5VCh1cB/I356vRaKg6AbQA6Mo2\nvZ/SBUGeqXrAngT6wC5/DoVCCjzyfJL9lNlXuN7ZX1pRpd+uFBjk3Mh28BwxjbWJD+p7WgpqAIzP\n4liS37rdbkxPT8PpdCKfz+PatWtYXV1tS+HG5/Jc0VP5UfCT4y4xmd4PeZZw3Drx7HsGgr/2ta+p\nv2m+tvJbWVhYaHPwJlEDaKUhNBHNpZVKpS2oqBNRE8d3ckCpsTt37hw+97nPoVAoYHFxEd/85jcx\nNzenpDa32w2bzXZgV4H9yGazqQTtADq6fJhAvknY6OrqQn9/P+x2O8rlsnL1aDabOH/+PCqVCubm\n5rCwsICdnR34/X4888wzmJmZwac//Wm4XC58+tOfxr/+67+qsrMbGxvY2NhAPB7H5z//ecTjcaTT\naczOzuIb3/iG8i9l5Seal8LhMOx2O9bX141J0+nsDgAbGxttpSkBtEmmlN4JauSh0mq14PV60d/f\nj56eHqyvr2NpaUk9J5VKIZVKKaGgt7cXrVYLW1tbyOVyatyl32C9Xm/T7qbTaaURkybioaEhRKPR\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bN25gYWEBbrcbsVgM586dU0LU3NycwhqPP/44/H4/rl69iuvXr2NnZ0cFu5dKJWQyGWX1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\n8tgF8upl1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Uopy1OpVFJCknON23CVsJ0Irx3oCqJbXfg3x51utZIEJ5PJKF9XWoZNBFga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\nrkJggg==\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figsize(12,6)\n", "subplot(121); imshow(out,interpolation='nearest')\n", "subplot(122); imshow(pred,interpolation='nearest')" ] }, { "cell_type": "code", "execution_count": 13, "id": "d5a14b17", "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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M6Syt2xh6MofKdkZpgdIHw5tQ+lCWBMpPzKQV0W8nYPYycubMmaLcJLMaX7/fcccdRfn2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\necv3PnUvZPhDzh1+zjlSd59Fhkw4s8y9r+zNZl+p8aZCT7J/lEef51b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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "figsize(12,6)\n", "subplot(121); imshow(out[100:200,100:200],interpolation='nearest')\n", "subplot(122); imshow(pred[100:200,100:200],interpolation='nearest')" ] }, { "cell_type": "code", "execution_count": 93, "id": "7c4e28a5", "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "imshow(filter,interpolation='nearest')" ] }, { "cell_type": "code", "execution_count": 93, "id": "4b5ce3cf", "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": {}, "nbformat": 4, "nbformat_minor": 5 }