{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "fw0J1rEbFb5A" }, "source": [ "# Compositional Pattern Producing Networks in Visual\n", "\n", "This guide will cover the CPPNImage class in visual. This is a simple implementation of a Compositional Pattern Producing Network (CPPN) based on the tensorflow version from the lucid tutorial [xy2rgb](https://colab.research.google.com/github/tensorflow/lucid/blob/master/notebooks/differentiable-parameterizations/xy2rgb.ipynb).\n", "\n", "**Note**: The easiest way to use this tutorial is as a colab notebook, which allows you to dive in with no setup. We recommend you enable a free GPU with\n", "\n", "> **Runtime** → **Change runtime type** → **Hardware Accelerator: GPU**\n", "\n", "## Install Visual\n", "\n", "First we install visual if needed. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 68 }, "colab_type": "code", "id": "EH3yCF-TGaPd", "outputId": "a4189c85-2b02-4668-b885-a9e0cdaac065" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.2.0.dev\n" ] } ], "source": [ "try:\n", " import visual\n", "except:\n", " !pip install -q git+https://github.com/pytorchbearer/visual\n", " import visual\n", " \n", "print(visual.__version__)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "r8j38AkoGmkv" }, "source": [ "## Load the Inception Network\n", "\n", "We first load a model, for more info about this step have a look at the [quickstart guide](https://colab.research.google.com/github/pytorchbearer/visual/blob/master/docs/_static/notebooks/quickstart.ipynb)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 88 }, "colab_type": "code", "id": "c8FV7feEHgvD", "outputId": "e73da575-7dcd-4ef6-b58c-971d24b56de2" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['model', 'model_conv1', 'model_bn1', 'model_relu', 'model_relu_redirected_module', 'model_relu_old_module', 'model_maxpool', 'model_layer1', 'model_layer1_0', 'model_layer1_0_conv1', 'model_layer1_0_bn1', 'model_layer1_0_relu', 'model_layer1_0_conv2', 'model_layer1_0_bn2', 'model_layer1_1', 'model_layer1_1_conv1', 'model_layer1_1_bn1', 'model_layer1_1_relu', 'model_layer1_1_conv2', 'model_layer1_1_bn2', 'model_layer2', 'model_layer2_0', 'model_layer2_0_conv1', 'model_layer2_0_bn1', 'model_layer2_0_relu', 'model_layer2_0_conv2', 'model_layer2_0_bn2', 'model_layer2_0_downsample', 'model_layer2_0_downsample_0', 'model_layer2_0_downsample_1', 'model_layer2_1', 'model_layer2_1_conv1', 'model_layer2_1_bn1', 'model_layer2_1_relu', 'model_layer2_1_conv2', 'model_layer2_1_bn2', 'model_layer3', 'model_layer3_0', 'model_layer3_0_conv1', 'model_layer3_0_bn1', 'model_layer3_0_relu', 'model_layer3_0_conv2', 'model_layer3_0_bn2', 'model_layer3_0_downsample', 'model_layer3_0_downsample_0', 'model_layer3_0_downsample_1', 'model_layer3_1', 'model_layer3_1_conv1', 'model_layer3_1_bn1', 'model_layer3_1_relu', 'model_layer3_1_conv2', 'model_layer3_1_bn2', 'model_layer4', 'model_layer4_0', 'model_layer4_0_conv1', 'model_layer4_0_bn1', 'model_layer4_0_relu', 'model_layer4_0_conv2', 'model_layer4_0_bn2', 'model_layer4_0_downsample', 'model_layer4_0_downsample_0', 'model_layer4_0_downsample_1', 'model_layer4_1', 'model_layer4_1_conv1', 'model_layer4_1_bn1', 'model_layer4_1_relu', 'model_layer4_1_conv2', 'model_layer4_1_bn2', 'model_avgpool', 'model_fc']\n" ] } ], "source": [ "from visual.models import IntermediateLayerGetter\n", "from visual import RedirectReLUs\n", "from torchvision.models import resnet18\n", "\n", "model = IntermediateLayerGetter(RedirectReLUs(resnet18(pretrained=True)))\n", "print(model.layer_names)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "MNjE17KHSdOP" }, "source": [ "## A simple CPPNImage\n", "\n", "Now that we have a model, we can define and generate a CPPNImage. A CPPN is a network which maps a grid of co-ordinates to an image. The CPPNImage in visual is a network of $1 \\times 1$ convolutions which can be controlled by setting the number of layers, the number of filters per layer and the activation function. We include a few normalised activation functions following those defined in [xy2rgb](https://colab.research.google.com/github/tensorflow/lucid/blob/master/notebooks/differentiable-parameterizations/xy2rgb.ipynb). First we'll generate an imgae using the defaults, then have a look at what happens when we change the activation function." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 269 }, "colab_type": "code", "id": "YmriVejOSv6p", "outputId": "31461f71-ba7e-4b14-82e5-901047ba1255" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from torch import optim\n", "\n", "from visual import CPPNImage, Channel, Ascent\n", "from visual import transforms\n", "\n", "transform = transforms.Compose([\n", " transforms.SpatialJitter(2),\n", " transforms.RandomScale([1.1 ** (n / 10.) for n in range(-10, 11)]),\n", " transforms.RandomRotate(list(range(-5, 6)))\n", "])\n", "\n", "image = CPPNImage((3, 224, 224), transform=transform, correlate=True).sigmoid()\n", "\n", "optimizer = optim.Adam(filter(lambda x: x.requires_grad, image.parameters()), lr=0.005)\n", "\n", "criterion = Channel(15, 'model_layer4_0_conv1')\n", "Ascent(image, criterion, optimizer=optimizer, steps=512).to_pyplot().run(model, device='cuda', verbose=0)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "Qq3D9MWfa6_K" }, "source": [ "### Unbiased Activation\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 269 }, "colab_type": "code", "id": "j6LLQpBAbqe1", "outputId": "d5a64855-355c-4400-bb89-96d6335a1d01" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image = CPPNImage((3, 224, 224), transform=transform, correlate=True, activation=CPPNImage.UnbiasedComposite()).sigmoid()\n", "\n", "optimizer = optim.Adam(filter(lambda x: x.requires_grad, image.parameters()), lr=0.005)\n", "\n", "criterion = Channel(15, 'model_layer4_0_conv1')\n", "Ascent(image, criterion, optimizer=optimizer, steps=512).to_file('out.png').to_pyplot().run(model, device='cuda', verbose=0)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "alKGZ-BzcBEG" }, "source": [ "### Normalised ReLU" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 269 }, "colab_type": "code", "id": "peqiJow3cDhS", "outputId": "f69243ef-3832-473c-8138-0545b6423ed7" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image = CPPNImage((3, 224, 224), transform=transform, correlate=True, activation=CPPNImage.NormalisedReLU()).sigmoid()\n", "\n", "optimizer = optim.Adam(filter(lambda x: x.requires_grad, image.parameters()), lr=0.005)\n", "\n", "criterion = Channel(15, 'model_layer4_0_conv1')\n", "Ascent(image, criterion, optimizer=optimizer, steps=512).to_pyplot().run(model, device='cuda', verbose=0)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "vPDxp90d0ubU" }, "source": [ "### Normalised Leaky ReLU" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 269 }, "colab_type": "code", "id": "8Y2eP3lS0w2q", "outputId": "27d1e5e9-ed15-4bf0-f77e-abba8049bb91" }, "outputs": [ { "data": { "image/png": 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/6dd575d/g93ljuPhlvR4JB6OTIcD037PdHhg/OwVh9+9ey383hwSOAf8WvrXCS2rZCJZP08V/Cs/kzxDArJ+rb68Hq+OCdgPliGX3OsM6Mbsea4wqf8AegV8jvkIPmLRBpJdpxbw+6oNVElfyMG2YhrArA3I/HWdiqVQFPW+wWz2DlekvpulfyOeFk9DoJFAQ0OQlpYdrewIRW03qC7/i1SnSsazwdHhaE9IgJkA6tidbE9JoTD1Ceifvs9kvdldWnpWISMWhdWhSHMhqYE3aXXWZVKu0lxniZ5Vy7aq8ImUE1NKDCkzlm1Mi3ofUybGTD/YNsZMSlqeB0EIponBkq79jGCRYr6Amu+iaO9zQtYz4zhlxikz9ImBjOREPEQGMfXABETxQYiw+eiay1/5Jjd/6Tf42vd/k4vLHY/7Vwx3e6aHPdPhQHzcE/d7hh/d0f/eK8bff3wt/N48ElgTwPo5Wj1PsorJ41fgd08BX0lAVoSwBrrIGQFw+h4VyKWnbLY8W9AL0EvMhLks+69APwH9EPQFZjJ4k+SCEUHLYhoYyIuqj4Hbn5GAV4OYPTSCaFXa7UsWGYEWQHs8XgINAaOAljD3DRveXcAvKxIoDhX77m0hgQ6hLVqASWxZ/RgiC7AXA2MhgFMtYGFrmy2WilTvi2Q30GdVEomojqSepJ6okaQG5Fy2MSdSAXfOiZgjKUfGlBhTIlb7PacV2K1PMc+gz7kAHQP6xrW4RnCtWEhTpJCAlOenvLsmK9XXKAbVDG45TZMux3PWmZxyIajJJRwJyRFSYuojbTsRwkQIDvJIHjMpQvu1ay5+8C1e/tpv8P4v/ZNc7Dru717xcHvL4fM7xv090/6eeHig/6PPGX74OeMfP5Dux9fC780igUoAa5v/7DlaA36t+ldieE7qz8c4Bb5bjV/XwdT2DEjx8tNa2O8kgrExEuAnoH+MJQh9ZCQgzhJtNmIx+LWrrGFR+9fE4ASkxNBzeahYSw8xMgkiJBzZWVc8ikPF44rtHujwssGzoeElXi5nIqihurVRYNK/K71FypTCEwI4se1P3Y8LGbgC+NnAmu33jCMjRJ1MkpNIamp9VEhZiGqpsTGbKh7zREoTY+oZ48QQYyGECvB0sp2iFi3MiMmJoxFH5wXxDuns+1ZCFdaAX2UnPAH/8nqlD+ZxOaNATCs/RF75HgqBxZQYpgnyRHSRiYkUR1KEFC3iAKA5kSbwlxu2H3/I9Xe+zzvf+nUuNjse727Z395z/Oye/tU90+MDuX+k/+PPGH74GdOPH0j3Azqm18LvzSABwYBUpf+5BrCW+M+o/5UIXIkOnBPACdCF5ZH9IgJYJdkoNjFDHMssu84SgXJxYuoFNrW3aAP5BtL3IDoD7LYtfk01276mrs5548zmJVpIQYo5YuoIaC5/GIVcgK54sni8b/CuKdsW7zoa19JIR3YeVHDS4mSH5xLPVZH4a8defYgbnLQzCSygd8/0NV2e0qeWY0vizsqeJ5PUgJ5K3L0CP2Ul5sSUJmIeiXFgSkeOU89hGunHSD8lYszlmhsDuli8IohDLKuJE6ldxidgno8VOJfQ5jkpzFoBDtbnKw/afAfKIObIFCNTmphSJJac3jzPAU7kPFkGYRI0O1KUki8AJPBO8E7I04Tbdey++xE33/8V3v2F3+DFi/c47u/Zf37P8dUD/aePTHd78nBk+ORzxt/7jOmTB+LDQJ4SGt90EvCYWl29/xtOogFyphnMBSxW2kHN0puBLYukP1MenozPj63/DuxgzhA9TA1M2yKdosV3c8kT0Hts6vA/NPCOH0PzDcv5ZwfaCbtVZt+cAa0yz/qSMhYVnAo5mYMxR4EoSBIkCsfoOGShwdER6EPLhd8xhgtSuCKFC3LYkZqOHDZomXDQ+hc4eZcgLwhc4dniZEsN6S1EUFX3pZ1MQX7tVopDjDmuP0tDxOx4jeQ8kXRiShMp235ME2Oc6KfMcYL9IIxTY2Ql1wWsygZlGxTXrIBaALqM5emYUwHxRVuz6RdS1nID1vszuenyN1kzMUXGAv4pBqYYGeNkpFD6OCn9AMOgHPaZwz5y3EcLK/aBODhIDWnw7L77ES9/9dd4/we/yQff+AZTPPDZp59w++mn7D/9nONnt8SHPfmzTzn83o8YPrklPh7JYyTHhOaazPx8ezNIoIRL5vDfSguQMwE0A7+aAas+yyZZ7O71sSdA5/ljTp/KtlQ+Q8XMAxrQdfJSVzIDFXMWfgb6OUwXloobPfQovhXU2fmylDwCLZpHFhtnwZXuswGfJGWeqJh6MTp88vjkcdqQXcPoPOIc0jpoOly4xreX+G6Db7b4sGHkEi3piCplZpJ2OPNtA6eAfgJyQ8PZ8ZX9y/KCuRlrWK6E5rKQ1ZGyN5t48owp00+efgpGAGPGyZYgW5qGeSKS1PkIIuU3L96R1wG6/HeynV/XU2CXC8517+QLrr35JzcCtBo6llOQc7LoQ7KUg3WPURnGyDBkhiExDInDIXHYJ477zDQIYw/TYFmD/R6mIfDeb/0GX/vBP8GH3/iYlA/s7+843t4xvLpjuntEHw/w2ef0v/cJ0yd3pIcjGhM52hxkWb70s+3NIAFhIYB12awzzXMN/LUGMJPAuq/+dA3sOV7PM+/heeWW1fvma6kh7g4LHXZmIhCw7K47yJ9CvoS0MfwmhFFLpMFXh6MsocF82oMKbXKE7GiSR5KD5JHobTt5fGrwscVrS+t3NO4C7XeMoQWfmcLE1LXEzhG7FnexpfVbJg+NG2jFl7TgDZ6OKr9PCGCW7DpLvtkDXt6wnlVn2xLjL3awFhLQnOe8+ik57o+OPjqm6EAbvDRctRcllKork05n4M/pzsVuO1fFT6W5Lte6CtnpDOynuoy+Bvgnx8/ZrnzXlOMcdkyp+DJiIk4wjdAfM30fGYbEcUUAFfxjL0yD0O+VYZ9p3n2Pj37wW3z08cdkPXJ/f8/h9o7jqzvi/R4e9vDpLf0PP2H88S3x4YBGU//n27DODX+m/ZlJQES+CfyXWIW9DPyOqv7HIvLvAv8G8JPy1r9Ragt8wcl4SgDPOQTPNIHntACHAaoqt47lHtTXngW/nJLAqXVrbTY1HPOce1rQjZEApZoLj6C3pgnkl+Yf0CAmzBV8gKmQQCpmQQW+z2KRgWSagGZBssdlT5MafAr43BC0RVODiw2MLbkPpNQwSsOQM95ZxpJjj3e3dJuOm8tr3v9gYru5ZNNesGku6EKk9ROtRIKLeGlmrcAmy6yy8HWZeDOn4apSy9bX8UkvXvBcvPhTSowxMURT/Y/jkeAc3nv7bCfWZ4mvK5LXE7IXWRKF/zQgLxc7S3AA0YXQTt9+vs9y3iJYaiZiSomU1ByTkZIebPP9pwmOvQG/P1YCyEUDWMA/9dAfMsM+4y5fcPOLv8K3v/ktVHte3d9zuLvj+OqWeP8I9w/w2Sv6H/6I4ZNXxHsjAFJetB8xMpfZtn3afhZNIAL/tqr+nyJyBfwfIvI/ldf+I1X993/qM1USKBVtZsfgT0MAnEl/XcXjeR74J6Rw9p5z8M/7FazOwCrFWakl/Ve3NpaAJRaVQiJ6B/mxEEUw0Mds037XDO1U8GUCUS35FcrUU83mOCI7XA40auE+cS0iLUqHugaiR6NnHITbh4H9Y7S55Xi6pmG3eeRH7++5ennF5c0Vl5dXXOyu2G0u2bWXbMIljbfEInCz3ftsDL54uzWX2XjZxjVsl5Jl700x0Y8Tx3GiHweGcaQfB8ZpInjHbtMRgqcJniYEgvc03hO8x3tn8xJc6QLOlbkKM1ms9BbRWb0/tYEXQhCYSetMxH+x6n/21koiufxYKU0n4F8mCRUCKMDvD5n9o4H/uM8MRQOIgzL2meGQGPYJbXZcffMX+dr3fo2GkdvHe/Z3dxxe3RHvH5G7O/jslsPvVgLYo1OEnHFSollFm6ua8+van5kEVPVHwI/K+EFE/j5WavxP34S5WOV5WLD6BNaRgLX6f6IFaDmWT7UAdz7Wp8cq55TLeW23B5Glrl9nyUNaIgTamd+ABPkW0iuIdUqxN+dfStjkD1+/kzmtchakdAr4c3EUpmwZbi4LMTlc9rTaEbhApUXx4O3GNa1n8pFJIkO0h+/TxwNpeuD6nZ7N7nM2Fxuuby65fHnN1Ysrrm6uuby4ouu2tKFFxFtYsqSpmpTLpJgYx4lpnIgxEmNkiolxSoxTZBhtPMWJnCwePsXI0A/0xxHvhdB4msYTGs9u19E0wUigbleE4L3Hu6WHEPBVc3DeSME5vBOcOLxzswMRVt6LlZZwpi/MyF4rDst07HNSqJpPmVeAzNODZ/AXDaD2YchmBhyUw0Nm/5DpCyFMg1rvM8MxMx4yKTdcfPNbvPdLv85HH3/Mcf9gBHB7hz4+4O7vkbsHhj/8CcNP7pgej2iR/j44VLXkk5RWpdtr2s/FJyAi3wF+C/jfgL8M/HUR+deA/x3TFl596UnOwoJrc2AmgDP7fy3N55CePgNcCnh1Gc+Khp6SQJX6z51DpKTB1EiEV2ggbSFfQb7Gsgc32CSiW8ivIN3AtDPp70vBiAnzC/jyXaWQ1xISNOmv6sjZeh2nJKS0kIFLgSAd4hpQj3rHi10mHo/E44imhCYYjpnf+3s/YUyZtmvY7Dq2lxtu3rnm5XvXvHj3mt31Jd12g/eeFC0PPo6ZaZgYhonjcaI/Ro79xDhE4hSZJtvGaNs0RWJM5JQRL/jg8MFAHxpPaP1MBNuLrowDoSmgLz14jw8e78O83zYNTRNsGwJtaAihEkLRHpxbknxW3ZUoQbEDVqbEihZms+DsmDKDfwnwOnLOTEkLAehiAkQhRmEc1QjgmDnsE4/3kcNjpN+nGfzTkBn7zHiwY91HX+edX/p1vv7tb9JI5O7VLcf7B3x/xB8PuMc98cevOH7yiulhDynZsxxMQzKtrZhj1XfyFZkDYMC4BP4W8G+p6r2I/CfA3yx3628C/wHwrz/zd8u6Ax9yCv4VIZyEAdeawFp9X0n2E/CemwUUAjgDfjUfTghFYJ1Csz5/IyXV14up/1tzAOZrtUpCVzb3O9+Dvio5AxcQG3DJTiBFZcv1uwYjGV9qfqk6MwNU0OyNEHJAcwO5IaeGnD0pChKNINCSjisOxSSDZrUstXlyipInZX/fc5cOpJxx/hPabcvFzSW764sCzGDq7KhMJY99tvGrH0AqqIyhxYkBfNOxaT2biw2biy27yy27iy2bTVekZ5kNqJn+0DOOI4fjxHR3ZBomNCs+eNxMArYNwdO2DU3b0LYNbVvIoGlomzBv29Dgvcc5yx2wHIIVGZyQA+WYWxFEdYAujsWTfP9V6HOKmalkIU5RSzcTYBjheMwcCwHs7yOH+8jxMTEcM9OQmIbM1CfGY2LqM827H/Die7/OB9/5Fl0Dj/f3HO/vaaae3O9x+z351R37P/qU4dUjOhkB+MabQJF1JaNCVrNX+/n2M5GA2DzQvwX8V6r632E365PV6/8p8D8897cn6w78qpXHlBWCz8fzbvGiVyJYS27ghADm969AfjJ9RZ4kJDJPfp2J4NyfYOmtQUyyu1D8AhdKvhH0BvSFWt7AEfQB8ishXULqICYhh1NNRjtwW8F7ixZYrL0SwUIAOXs0B0gdkjtILSkLJCVpsnnt2TzRx30kJQsRaZkKq1lt+mqpZuSzI/gNEgKSPcdHJevEFD2bnceFlmbb0F61OG/hx9AE2q6l23Sz9J57AWpoTKXfbDq2mw3brmPTdbRNiyoMsdrPkUN/ZJrMSTiOk43LdhpHGw927OG+ZzjeEppCBl1D04YTUmjahrYp+02gCWFlOth3MBJwFk6VRWuoz2BdEEvKfwKI0yXULEYKU0k9nqIyzgSgTGUuwOEwcdhP7B8n7u8mHm8nHu8mhn1kGjJxyExjNm3gmPFX73D17R/w/ne/xXYbONzd0R8eCcMBPx7whz1y98DjP/oJ/Wf36DQRnBBCIAShCVLmStjWZ/PniJOVKfS0/SzRAQH+M+Dvq+p/uDr+9eIvAPgXgf/7pzofzEw73/y1I5Cn0v8J4Dk9Vn0G59J8Df55tp48n/z6dF4clvRStYEaat+JaQLvKtwJ9BB/X9E96B3xZtUAACAASURBVB7yg4UKGS2yMPsivBBbIY5LvvpSgceR1OE1kLJFBXJuSamF7EzdThmXknnus2McR/o+0z9Gxn1k2CfGPhUiUL7z/Y/Zdls23ZbQbQhdh286XNPh247QtbgihRFnM/OysNm0bLqOTdfQdQ3dDDIDfPCe4F2x3e17VLXcObuzNexo2YGZKScO48gYI2MsE4FyTa3NTHFinKIRwzQxDAN931s/Wn94ODIcHxAgtA1NF2ZtoanaQtucmBkLKSxOx5N04IJ0ew519gPVZDTnKHMY4pz+G1MixVjITY0ADkYAD7cjj3cjj69G9q9G4hCJUyKNycZjQrpLth99j3d/4dtcXm043t0zHh/J44HL6QGZjrjHPfc//ITDj2/RYaL1zsDfWHeOMgXaekpSTAKrdPS69rNoAn8Z+FeBvysi/1c59jeAvyoiv4lB+ofAv/mlZxKWzMBVgtC5hH+OAKqtf2L7szgJK9ADBv46IdFh4J/r5HEaVqwZ8svY9u3BMBJoRAjOrjtvIV0qfKDIiFWg+RNshZgeGAWGkmGodi4VkI2QOyMBvzHJZJlvtUBHIOIRbXC5Q1Igp4xLGZ+KlzFlVB3jZBlo/T4xHBLjwdRMh2d3vePlBy/5xoff4HJ7xWa7o93saDvrTbehaTe07QbnPDFl5rssUmzy4oArXvnTLUjdFymAcTOjm0ptRGAELebok0BqV1ODSwWfGkqcUrQc/JxPJg1NMdIPg/VCCkPf0x+PHI89t5/fk2IkVO2ga3D+FPjOObw/3Q8h2HFn5o0dL9/Ri5mlaImARFKeiCnaOE2klOj7keFojtB+Hzk8TDy+Gnl81TM8TqQxkQoJpCmBb9i99x1efudbXL285Hh3TxoO5HFPqyN6fEDHAw+//2MOf/IKPQ50jSuOUhMkTWPaidUaWYigEqr7KpKFVPV/ZcHouv10aw2ctXPAA3P5bNZSnxUhrEyC9f65139NBFbkoxbIPHUQ+vlvnp8qU2vmSNEEkgiNE3wAOnAvIaSML3Xm4u8m8iNzj758seI1DhtBO0G2gr9wpKGmvpYpu1Kn7dpU3pyUMUVcEiSCTglNzuoWZscUMQfTMZuNecxsdlsuXlxxdXPDi5sXfPThx1ztrgz87bb0jc058A3e+QLGMhW2/CIm2WUGRJX2NWznZtu6/BAWnJrDjFJID0yzyoi510pBRKkrcDhBVBEcwQVSbufrsdl3yhAjU0psujRPE64SOaVoYciiMRz3B477A4fHA8fHe6ZhXKR/Bf+KCELTzPs+eHxwhOrYDK5oNYWsUiGlmQAi4zgy9j3j0NMfIv3jSP84Me4nhv3EdIxGAFOynH6F7v0Pufr4Y66/9pL+7p48HdFCAMQjeX/P3Sef8fhHnxIfj3RNmfjlrHxdU9aBSLWisaqVik8UB7IUUn++vRkZg8pSabccqhK/hn/n7MD6mvAktn+ixp9pAUu3qbtr9X4JMcqsLTxHBEvxLIciJBGiCI13+A4210KblaAZnyLDu8rUK/poTsKxL99vKte9EfMytoJuBb0oBbtyreHjCCp4VVwekZxw2SFpstBCciXt0EES4qiMgxKHTBrh4vqSbndBt7lmt33J5eV7vLj5OldXN3RtSxMaQmhK2K3BOV9mLFK8yzWyXgD+rORnDnGWn/Ls/4XdjRrkhLTJivOgTonZnGwoS3Xwk60Dp3ShpfGloEjOZcKRhSJjSjRtZLMp0YoXtu37nsPByKDfHxj7geEwcNz3jIeBqR8Q7/Ah4JzHBVeiGkYALjhC8FASqHIqMwNLGDSnZJGSYWQaBqZhJI4T43FiOk6kIdnMwAgpFgLI0Ny8z+6jb3D90dcY7u4h9eiwp2VE45E8Hnj80ac8/PGnHG7v6YIUAWHAbxrrRkxGArGELB3gneK94OJXoAn8XJtiqbZ18cuqAfhT6Q+Lrb/21j913j3VAqpMnRc3WmsEc19XxFtPnpWZAGolPcRZDrzYFN5t29CrY3OtNBrxaWD/YUb3mekzZfiH2ApCjUlOvBAPgraCNs6292LqaXK4SUoWYcKpQnY237wAXnKJBmhxZarMhSoFx8WNSftuc8Vme81u9w6X23fZbW9ofEcTzFHXNkYE3vuTiTE5r5PjitR3zOp+JeSTlJwaRz/7aetr6+Sjuo2a5/Cblt9ApZBQWmUnZvvj2Utf2aoqECoEF2ZNykmDcwkfMj5GfNjQbi65vJpWeQs9w6G3CMVxYDj0PH5+R+yPTMMAms2ECKYt1Ky7nPIqE9LGKSbiOJHGqYRJzUeQYyRPiZzU1hVIhVgV/MVLuvc+4PpbHzPtH5hij5sOZgLEIzodyNOR23/0Y8bHI23wJvWdOS+Dr2tOFIdgzgZ+ycXhaffROZ0dn8+1N4MEErDHcu8j85Tik8U3QvXSPmMWrMZPnH6U0lysCAApZQvkjDSer4y3LqVpY6OCJI5cJuK0fkvqOi7F0egRn/bcfz0SfxwZ/yBZuejPwG2huRKkczanvXFIEFJZ2SM7D6NDJtApozFbmqEuSUQGfqhLCAklo1CF0DTsrndI2CLhAt9esd29w8XuXXYX75ClQ8UmOkhZ3lgkmMpe1XkEdbpIcpZQ2ioPZwXwJYxm5b9XacYl3q51vCIAVZPg5g9g/rs5/VexwpxJZ5/BYhpoKcxhGkHKted535yhZipBsfVDQFxGXEdotnTbyO56yXfY3twy9gPTsWcaeqZ+IPYDYz8QB9MY4jBatKXMhdCcSVMsoE+mJaSMFl8Gha/IdV6CI1y+R3P1Dhff+Nim/x56XDzQ6YjGnjwdIfWMt3fE/UDX+LnSdCWC0Fj5eRElZktSWqbHqy1p4cw09V9lnsDPpWWsSOeEzcirRFBTideJQDWxZuX5P08brrZ+Bb9nqdbbipRTW3nutQNwXRxriQqsi2ZX+BsdKJ5EwElLxyWNv2Fqt7S7R1z8nE/fG3hsbbZMflSz3XuQCeTK4behSHGHRkGDR50jHSD3SjomW6ugFjytoJ892eXKnDeVzzlcaMnakXWLcoGTa5y7IbTXTDkwpIDPweYghIAkR1Zd8vVrKq642QkKLIA+Afw6ueaZ4wXMT8G/kMCUaiqyLu9hGdfzpbQGfdnmU5MgrYkhl+Pl3HMvpGK1GazQSGgC4hIuJNx7wWz8aJJ87Aez8Y9GCOOxZzz0jIeDEcWxt6Kex5HpeCBN00wMui4WQXGKIrj2Etdt2XzwdVzIDA/3+HikZUJ1JA97Gh2Z7u54/MnndE0o4Jey2IwRQdeaKZA0M04r4aiAFm0gK9l9ddGBn1/LWLXeEkKrU3Olzswrq/NIKL6DlS0g7jScV236qspXZ2AtkNUUn0CLzL2GBxepD3MdPl0q8Z1W4wmINCQJNOxo5QWtvk/gA7r2galtaOVziAM6CXooUgmBzqr+hNDRbmzSjBULKanDahNnfGuElqM5P7RoBBY6KalM6mbTBPXEyTMcHa4RmtZx7BzjdeBhb/V6203JRRBHRnGSLdbsF6efEzevKDw7+GaJfgrOLycDG+d6bJbolsgUCwmkCtLV5KM8b2uyTtEccp3LsDgLnyWF+XhetuX6a+Kf1K7l9/e+mD7OTAHvCV1Hu90Rp4k4RrP1h5Hx0HO8f6S/f6C/u0cJ5PxIjkfSOKKl0qyFHG0thrqMVLi4wW8bxocHfD7idAJJaDzi08B0d8fhs1e0Xtg0oSw2Y6tNbTph00HT2JdIedbX5kI0WcGJ4sTu43qlqfP25pBAj5XdLqW3a6rjidSXhemkTOKpTsMawz116FVSWBEARgA2tkq9DW5lDqzh7kp9/SL9dam1b7QTUGlpuKHRd/B6TdYNjba0eo+OHRKPMMXiwQdpHe3Nhhe/+JLtzQXdzrLzpC5AkpV4zMQ+kY6ZPFrXCXKpXT8N2ca1SA0OcR4tFVGdd/ij0HeO8bLheHQ4b1N5260yqtLHSOszrXfWgyM4V8jANAIppsHs6Fur7c+SwDMEcSLdn5oDaS21V8BVfUoK63Pm1euzlNczLWBNDjnP/oVF06jfp5BrFjRJMSFs34xAy+3w6sq8D8sPCS2ELuLbiGtGXBfxUyYnU8HzNMxZlqayOsQ1+M0l/vKK6fGOxkXcahkql0b621dM9/fsWk/bODatp22ga2DTCbutszoLLqFq+QAishButt8tZcWlTK54ek17M0hAQUqZ7rWnr174rPZTwF8n3njOcgZkNg2e+gMq8GWu1tvi5m5VeBd7/3RreoWT4rNXO4sijCqIbsnaohqISZiSJ+gL4mODDh6ZLChmqrwntBsu3nmXD3/xW1zeXLJpO5s9mJQ4RKZ+YjxE4jEx7SPxODE9DowPA/3DCBqZshWN0Nk34EliRCCDxzcN0+CJo2f/EMmaiETCbmKTPcch4cWA3wZHFzybxrMJp/kAi9//FPw5Pw/6fGYOnEvzNYlktTp8VVLnfKoRrE2EJ1qILhGI+W9nQsjLdnVM6z81wjglhWq3y0nXUtmprvjrCHgnNjXcK0go5cEKeRTHpKmt5Y9wxanpwLWI74j9HhkjrhWCyzY1ferp725hOLJrG9rG0TWObeuMADZGAG0DPpizL2dLGwbI3vwguYSiTRNwpKwE/6Y7BjO2sEdV8WU1ZjlG9QlUIqAcY6URcKoBVEdglf5mAriyb0trNNhCHbbIRnUBhhUBBBwNc/ltaVB1eDqQRNTWKuUkq1U/ToqkS6bHhvxo0tlvhDwoThqa7orN7j3e/+BbfPvj73Kzu0RzJk6RcRoZhomxn9jf7dm/sn5s9xzkCPmI5h5yhByZciRnC6VI9VNEX+YZBPo+o35iYmSUFn8RCUOPF6ENjjZ4m8/vhC4Ey/lvAl1wZSpvra3HCajXUv7JlnPgL4SQz0BuiUDF+Xeiwi/ve2JirMaU5wNYnbuOl2P1H7omgzxvF7Kq120aQk5i/pq6tdtOGpUcBe83iBwKCZhZNxeFncUTizngLNdcj49kl9EouNahcaR/uKPJkV3XzgTQNY5tJ+w2jt1WbD3KoPhgZlqKzGXtsy+5Y96cuDGZOeAchC+wB94IEpCMLdrhQEZOl/4u9hqJpeZgYCnJ5etDIcuswxIyalwxA6QsrrnIdJx6vHicWkVeT0Nb6uyXCD0yj9tiSAQUm6zjaAhcgCiRRKJjTI5+zByPibuHRHwIMDaEbcaLEF3G+UB3+Q67i69xsf2Ay/YF721f0oUWEFJS9v2Bx/2BfbPnsd2z76zfNXtCcyA0e473R5wbESkhqZgtucgtwdCkDftDZGJkkpZJRtymt0QZhCY42sbTBU/beNoQy9a6KyTgRWhKkswcoquGdY0UVIDmUw1Ac1VR9dltLfv9LAGkFYD1FPxrDQRY5RWU5cafmApLxKFSyXpbtYPFbKi+hLxcS1lFOI1qfcikIeOkwYcd4noUV6IBq/skHvEtEjb2G2lC+xEC5mCOiXH/wEZgu+lm8LeNp2tM+l9sHU1QQlBCAHFGaGKpC+AgeyF48ysZcRsJeKALVWo+bW8ECcwSP1Lm2NpY6rLdkZOogXTY4g9VhasEUBKOcCXEpzYnwFfnXl0484wARGvOshXrcKV8py+197WCv3rycTRc4uWSrAlHZFQhaccn+57Hu4HDqwFhg9/u6F5uyAdwPkN2bK8+oG1ucLkl5AantkZAcJ6M0mwCHRt2csGF7zk0PffNkeAP+LDH+Udc2CP+gIQeP0yWiz5FQFDxRG3p+0SwKv5ERiIt2R9LWqzgvD1o9rAF2sabJtAGuiYs7ytEYKBeaQFZlweeZawrAmC1f/o68zlmaX22zZnl2BPTA9bksH6WTAgbK8yhxQrmFeird3Ahg4Vo5jkMSa2OQulxSsTJ1gaYhkQasxWBzQ7vNzg/kOgXspkJYItvt/jNJUxHIJrWKYnx+EhLZnt5QdeYH8B+E0/Xwnbj8V7xwcwA7yz2Pxd1tceS4ITGgfo6Kcp8E07kHxMS2LA4BlPRCGrq+WpNwOpDyQ024SZgawPWRKMsxWlYwmkn3n0/O/tEA1L/WBqsLJCFJWwFng0QSDQoAbRB8WRcee0S0UsgE8Qu8CEmHseBV7ePDK9G2t07bF46YhDiXcY3GY2O6dhAbnHakaMnTaDOgpCd8zQorvG41iHRIZNn6Bq2u5Zh7JjijpgOZA7g97h2wo3LXH7NyjgqWRKRRNTEpJFJJyL9TADOOYJ3NI2nbT1tE+gaz6YLbLpgMwKdIzgjgQriXKXlmbTVlW2vK+CdAH0tIc+3cHoMG2tR62eiYXm/bXT589l+XJ6tZTXjMpNybRKsSEGxOQF10VKtqxilkhmYLN03jtHy/gfL/9cpWxJQFkQaxJWeE+IDEjb4dmcOwcbDdMRpwmVI+yMuTmwvL9i0rd3/tvhnWjMFnDcrwgqrmmosolgZ+RoiF7xLhKIZ++xwKRMdtN79Y0ACAdw7mH1fSKAu0EnEIge1anLCFvtsQEfDrjZmp9HZgyp12aBqk7kaUrMw2jxL6ZwA1JZBStKR8Gh5r2kC3j6IDidXzCuoqmXBZwaOestxHDjsB4b7Cc0dYXNFPkacn3BbT84bhsfA4bGj7z1jn4kdqJdi0gidb/DBWyJR60iNt1l7nafdeJrO02xg6DPiIxI8TiOuruozRdJkDi+nmagZr5lJJ5IeSyiw5syLlfdqAm27bDddU2YHWsQgOIfMHvkF3HONgRnkq9fm11cmwIoMtKjZ83uK5lBQzko0z8dqdWGBpR5AGVcmqHUB5uDGOSkopQz6KQnkUii0jpc8g0SMNmkp1aIpU50ElMlTJsdsBT5TskCzNLjG4XyD7y4Im0t810LsLT1ZPUwTsT9yfXHBttvQNh2bzjSxbevZtqYJBJ+MAOb4uJGYrMqseQeaIXiLFKTsEMkEhE3wtOH12UJvBAmIB3dTfiddxW4jMJZxAqnr+0UgyZyGmaeC5R3U+cO1HIhKzbCrq+HU7IFmRQC1XPCGTEfSAvpCBFqJQAONXIBeAzcglwg2Z7/Xz+lzYkiR/hgZHiLjo+JCZ2ALDuc34G5IecvhLnD7Srm/hJdbtfkDLL1xjZUjC2ISuhuNBDpP2wmhU0KX8EMm5rE4CpORQk5ojkwlgcQLeJdJEonpuJoZVyfQCKEJVt6rVPxp28ZKgHmbGgxA1QKKt32t6qsq5DxL5uput+OvMRFOSIDnyaP4GBZKF2rOQLXxl/DxOrOxpjfXlOeSZOXqJKcS/JydgUYKU0rzuM7As+XCCvBjnHuu+2NGp0SeChFkxTUXNiU7OML2knZ3BfEAKlZQNSrT0NM2G7q2EEC7YdMGdhvPtg10jaNpFCcTbp5cY7FxraubYt9HizbQODX/kzicZLwzLaD9gpTBN4IEcJZXb4zOPHfAKeYj6IEBuwep/Hojs2kgRRPIvd0McxNYQoxV2Snr39Uc5DmBuGXJTNqgumFkBfoTbcCbn0B3ZNmhXKB6BSiZPb2ODHlg1Do/PhIHweUG3wT8pcO7K9S9ZJoCx3vl7nPl9lp5ZwfXLYRmIQHnPB4tRVFs1t48d7xT2k2i2UTCBFMOaBohJdRHS1LJ0QBDIKkjj5lp6k+myNZZdOIsScbq/oVCCKNpIzVzEAzbuarJFeT5TKXXZQvl2zCPF6fZIumrKr92qK21guW0y/7ik6hkcOqXWHsKKi/NGoIslYXW+7msG5C1ajTLsmF1slAuMxZzjORU0oRjJI0RjRHN5qANmyuabUfYtLS7HY6IDpYYJnEijQNt6NhtNrSho2s3bNrOTLE20LWBrnU4SYXYUtEEapeiDZTv4GTOlVG81aLMOod+wxeUG35zSOCCuZKPxfxLBCDJvBS4DtZJK/ZP2A/fW62/qFavP6ugBVS27p1HnRGAAbxBZxLYoGwZqK8XItBlnNWzkR0qO/JMBBuy9kw60aeBQUfGHBmmkSllhA7U0253hG6DhHdQeQH7TH/f8/B55tW1cncFN11JS1Fnsxm9kLOtUVTJ0eK+Ce8C3reEdkPohBADMTXEqTCjS0iwtDEVb5JKIwCpakpzXxFBIQBfIgO1PBcs04f1BPgr9AKoLkQOs7Sd+3qNAApY8wLSc9BTHIjL6U+Jo1ZMysUkWaIOSxXkWRupjrr1FSsnZkJ9pfoD6mIiWnIKFk0ozROHVMscgWT3RFTw7SXtxQt2N9dsry5wLuPSgewdjCOI0CNstpdc7bbWtxs2bVMctEYCwYMQiw/AJLsTC5nVMm1F/1meESc4CcRss083TWATAqdrSZ22N4IExIHfLiSwzBI0Jx+daes6YoQwFjKoU4+jxWfTozBlWS3gYZGBUDz7ikedmQJKW3qHsmXUlfQ/36rHy47MjqxbIwBtrGKLJvo8MuSRIU9EjcQcUedwXaDxOzquaP0LpHmXmHbEODJ4YX+XuHuV+fxaebGF1pnpYiugutnpJhIKMWaLajhvmYzSlAejaAvBkVMstKfEPFBLmNusvGSuEhb1mUIEpiqvtQOHb4KlzRZi8N6dAP+JuX2WllZ8V0tbg46i2otagVVV84noElaspsAs8U8UjUXqn/snTsjgPKJRcmrXiU9rraH6DFStTkBOsaol5TssIURLAS0QLEtT+bAh7N5hc/Ue2xcvuH7/JTo+0r9SmsYZQIeJbdNxvdtxfbHlYtOy27RsuzBXbLKELQwFYjNDTRtwlPWb7fthx6pGE5xlj0qp5mTzDnyJHD3ffh6FRn8IPFB8+Kr6T4nIO8B/A3wHqy70L+kXVRwuKdV1jrkrdo7HTKCqvWtrPgCtRHAUdE8RK5D3NbooTAlcLL6ELPjG0YRA1mA1+qWxUt3SMWolibpsdtEc8GiZc+goJCA7O4cw25KH1HM/7K3abM62TFlwbF5eseUFO32B03dwzbsc76EPHt9Af594vE28ulFur+CidbM9Y2aALwkvxa6XVMDvcc7mLogaCdR57zknMpGURlR8kWT2kKoKOVoYURbkFo8zmMR3RjLe27TlxpFQK/SRdeVwk/m+sxoCJ2A/JQJDmMjyXplPuFoMZHYO6XKSquqvHIaVFKT8tYFXVo7HlcYwk8Cp1bLWFsxBmE8/JzFLf5sLoChF6q/MCVUDnW9vaHYf0F59jfbygna7Qxoh9SOqByQKKQpde8mm23Cx6bjYdGy7UEggzEVSbf6GMyku0YiAhOAM/BYPRy13vJC3RXRqclKN+BzjV68J/HOq+ulq/7eB/1lV/z0R+e2y/++87o9FsMkylNRfViXAFZtKW0x5TVQnPbms+JMfxQp3ZCGpLesVyzp+o5Z1/ZIgreAaT0szT6eNEorcNALIuNkZmPF42dDIpREA20IOSiYTMcn/MO2JSUlRiSmCF/xFw+7qJRe84EXzPj6/x/G+ZXQR763Yw+Fhz/4ucn8Xub3JvNiVWZDYJKLG2xThnEzCOaw2nqiFOL1kSx5pnNmt2pDSiEQF8VihUiteoWXl28wGxSOnSDAycELONo8i+Pr3li2XwaIucqoBSBGC1SFHeW3u8EQDoDjzFiIof1sJxRUHoiugLUX01bHSCNaaQY06LE7LnJcQ32w2zKHNkhugeb48BFuFqJoR5WJqubdKDjkncppOHJDGqB7X3OA3N4TtC3x3g9/sCNsdjNB0E8PjRBxhGjPdtkNch/dbNl3LbmP5Gk1Y1lSwUzucKBQCQCKqRgSQUDJ1RinkUna9aIvO0TUW5ellei14vypz4K8A/2wZ/xfA/8KXkEBonhJABUQxleeEoPmh9pYqmYOQW4ifCqks0JGys8U6cEzqLGFInRFC4xBv1XRGHKkAP5dswIxJzeA2iLtA5QJ1HYlM0pEkVgA0I9zFPXfjIzEpY6m3Hy5aNpfXXMkNL+UddrzEpxtaDUz7nr0HCQnxE8eHkYe7kdv7yN2l4lTmFYkdBkpzxhnaRD2Nb2gbZWqEqRFSDlb+ehqKyujnbjdLzCHqPRoDKZodayV9MuI9LgRcCLakd+4Lzdl8CZUlU/LESC9WtqwBvyYFVuRQsbJyGMzvqedwK66Y3Q4rZ1+V4tVMePKaFuednpDAmhzWjk1dkYKRhRUOsVJntf3/1L3Lj2xZlub1W/txHvZwv/dGREZGvquyKukGiWomTBi2QGKCxAAJBoAAISbMGMGAAT1BCMQQIeYgMSmBEELwJ/AYMQDRVFV2dkZGZNyHu73OOfu1GOx9zMwjM7KrqUoU2I0Tx8yuu11zt7O/vR7f+j7b3rdSpG4TiKWUiKq27oPBGIf1e4zf1aPf4oY9tuuAgvWRogeWKYF0iOlR01NaNCrG4J25zm1cUzSxVRQEc40GSskoGcVU9uE1VeAKAiK1ruNc17a33y9PQIH/UapO83+uVUr8U22Kw6r6KxH5zte/6d53wH6/VsZfqPzo7fEVBEpzv201ETVCkZtenXkwlAXyWUgIptSFb9WS1BLV4tSxqEOs4axxxXtajblWvSl429VhDyMYkzElYYwhG1NluVEWTTzHCgAxFZaYSEtk2D+y8Xse2fOKHU73uLLDYtmHnufJoocCLnM5LxyPiedT5jRleufqLl3qz55zBQLUYkTp2iRZjKYeyZBKYlkWUPMCAMR0VbgEpYqIeDRXGqbmSJkWxFSBuuI9Rj2+GzDjI1Iqq01btXntWqwh+4vzWrCDu8XOrTrYdnh9USWsx9quq8NV15e4eeetO/3d4ke+BgLlFh0YMS/5CnoHCPfgcBUFqc+ZUihy8/Bb/21BKG1su7RDWlpTNFYwFQUzgHRYv8f2O1y/w3ZbTNX+QmxAzIYwZ7om7KL0ZDpCdsRsKdoAAO68EQzWKCJtEImMkFFtxwoI7XudrToR1w9CPDFF4u9ZXuyfUtXP20L/n0Tk//jLfJPe+Q4MfyLqXYsA9KWyj2iVsqogQL2SChUQ1g9GhawGs7U1RQgCQchqyWpJGKK6Ss9Vjy2eKK2DoNp+kZWMYaTHu6HWEmzC2c3y+gAAIABJREFUmEQ2kWykHRBM4VgSS8k8hSMhK1OMnA4XpKn+WDHsdg9szQNOd7iyBQy7pOwXw3kSpksmnRfOp8jTMfLVueB7QazgitDnOrjsbOX552xIzuA7wzDaKhISDTLPVAaVAeMQJ4h2GApFcu2giK/MNjVoWtCotfgYF8RqbbWaDSX3FNNj+y1CBA1Usm2qtYU1X7+LBm5rpoLXNVGH6/mWMtwdcDWVqb//Kx5wTwpalXJvgYjUhb9CkWkFxfa8mLpZCBUETFvIRgrFmDvy0kuZMFMyRcztx2upUqWb11QzI9dSRf03I2J7xG0Rt0H8Djc+4rYP+M0G21XZNrETIiM5GYr3lY/SACBky5IdPtafeeOb+MgVCHwzR6n5v5rUUjWDGnO9X/0HqlWbriGa8cSUifPvsSagqp+3869F5E+BfxL4cvUfEJHPgF//rtcQgc42UQddJwHlKiVeUyK5gYAC2VC0et2XvubyKXrUC8ULJRpIBpJHL9WxN5eeqB2abM11r7tMrfJWZpxCii1EthUArNTDCItkLlIjjalELilxjonztJBDQZrmgBXBeYN3Hb0ZsaUnZ0tKwuNiOE6Gean205dn5flD4e2+MPbVdzDnOsG28YaQhZiFiKFYi1pHMYlUlJgsMVoyPeL9lVlmTKGYgrEFjYkSFaTUXnbW+tFrUz2KZ8zg69cFyMFi+x7XGQyp9qpLghJqJKHpLi1Y6+vNVaBefTVUbp0EuS7we6txeZECXKOAa7agt6+7e/6uFvn1q+j6NzWuM/Xn1UoeNcrVBr4WdSu4lKbF1+Z+kBVpyhob1p/OuqrnSFwJO01YoBsRO2D7B/zwSLd9hd/u6fZ7Nh/tm/y3RWRG2dJtP6WEEzFZ5lgHtWZn8bZGG2uku+lWcZd6rqYpdTcs2sDgLiJACs5WELDW1QKp1jpZiFWA9ptuf1UHoi1gtBqSboF/BvgPgP8W+FeB/7Cd/5vf+TpQpbtZowFp/gArELSFb9q5rBGAaUft45u+g2Ip3lGiQaOB7DDSY8oAS08uHVlanl0vW1zncdZfx4WtdIi4CiK2XnrrB3QhExXmklhUOcXMnBJhDkhpIiSthWebCKlYMNYybHtSFvbR8rAIlwtcjsLhz95yfHA8nSy7yVLEUsS0CMYQkhKSNGcbYVrgMmcuwRGio9gN0mt1yYkFYxWbCviCToGcl9oqSblqFmoLF8mtziCQE2RFl0TxSu4tpe+xXR1EEc1ICUhOUGIFg3bWktoSFK50J709XndlmmJS/Y2WrxUV2+d8X0uAbwSD623tDmjbLFYsaNePtsf1bFApDQCgaK2zF2r9pXaG2uI3a9F0/XcU2w2s5Kesih12dTLQDUi3od99XFPBhz27xw3jpmvlvIBxW0R2jI8/gjwj+ULIE1OymKX+RKWJmWgbR96sUbG7pXmQsZKvIFBaSmCMVtVoW4+ioFmZlqX6UPweI4FPgT9tVWEH/Jeq+j+IyP8M/Nci8m8Afw/4F37Xi4is6r9tKl6qFsAKAmt6sGrs1bHtVpzTWsUvuMrNLh4tnuwc6js0+woEdoORDVI8pSRyCDjvcV1PZ0a8G/C2w7kOb1eLbIc3Fm88zvg6PKSGVAKXlOpixZBSISdq3m48znQ44yhiSVgCtefre8e4tcTkeD0b5kmYZ8vlbeHyNnH6xDKFyt2XxZC18h6KCjEqKQnLkpku9ftC6WCwWFPwnUJSJJZKSQ0JvcSaGljQWcnzQoXXugxVA4gH66tpaUpoKmhIlKWQB4MbBqSrBShTYgOLVCODvA7XJ7REKKmCguYGBHrbm7WCg5bbIhbVyhO4AsEKEDQwuKsTXP9O7gCivZDW/+n9da4rdNev07Uu0VKasqYJrCBX34SaVkjVO3RpqUHRgjd9XZT9K7A9YnvwI/gR1+8ZNw9stlsetgMb50nngEuCCYK3A24wlBQgjZBmpuVCjJFUTPORkWtbuDS+hHProJCrLFhsrQuY3AqDqc2A+GskIAopRS6HxOWYmM6/J56Aqv4Z8Ce/5fl3wN/+y76OABtZ/XbkpdS33Kv91k89K7VAZy3ZOopzFOuJukV0QHQAHcm5J8wQzoZ4MJxPE+SJzevX7B6/x9Bt6fzI2G0Yuw3eOjrrb4vf9njT48QTKRzSzJwnQplw8kChoOktKRwge7wf6G3P4Aa825PNjmQ2BGpRbnCWh93Am8HyZpv56PUO012YPnie/+wD738eKVr4/h9t+agRRnpXNRFz01QTFC8F7QomFHxW+lTHXWMsXC6J6ZTIKYIa8pSIz5XfLsXXiyYvaAwIPeKH2weRQecFlY4igYTHFId53OB2G3xfVSs0FTTnBgi5AUFuYJCuQHGV5WlzDWshC81I3fbILYqAu/ShpRoNqq6pw2+kEu3quecoyfXV4IoKa1TS6glVi6KGy4KpJrCsdYK7NLGURrQqGOPouk21bu82NSrwA+p6su/QbiBhSCo8fx64fPmezlb9qeVwxubEYAfEdOAzJY5oCqS4kNPC03HmfbogZWY3OHajYT9aHrfCdx8KXSeMvaHrasqHVPIYUsBkvLcMfYdzDhHDfAm8+9WR53cXLodLvfa/4fatYAwaqu6fuzvMHQCsILC6BBeqgEJG2rlGBMbV0WDRqiGEHTGlIAnKBJoE6KCBhDV7er9n6DZs/IbOOrxxdMbhTI8zHoNFVDjlmTk5cvHtPStZA0Y3SOkZ+gfIyuBGvBsppWsRSg3vEUdWR2ctO+dwWEIQhrHDDQN2HEnnyPwcOX5IeGPw1jL0tvEFCpoNRQrZGNQUjGsjsSlXa+yglCiUCOmSCYeFeF4osVRYVeoCTrmmOzfG0O2k1IggZjTkqnG4FLItFGvphq5OXOc2OZfzdXruBSCUBgrtuTrPkJFVGLGsXxPa44K2/q9Wcf76ltouL7pGDHKrLbRtfu1GrL2LrxEXGwjciEJXAmA7avu1Pn8VRSk3slE/PDIMe/p+Q9cP2K56OBrfY8aRZBxLgcuSOb07MR0OaI54K1gKvXdsxp7eChZbhWV9o/0opNYSzmrI6jiczkwTTIPlcjbY4nnYe1IRNo0/Yu0KhjXesaar3R/p0FI5KNMpMl8Sl0viOIVvXH/fChAQquSXk5cgcB8B3P5Qwzag2FoQzFgyFuMd5CYBpl0N1wpITuSxUHYbcmzjxOowZsDZLb3d07sNg+3wYnGmu0qLC4ZziszZUYqvmm7iAa1W36Fn3/0E09VKcSmhFga1pg9FDEidV+hMjTBGa8hO6b1j6D3d6DHeMX/+nrDbMD1HyoPn/dtAuDge95YUlaW52JZcKKlO4OW0+tsnwpyJS2I5BObnmXCcyVOjDreFqjnV3PJFPM0LQNAYKTZQXEfxieIT2ViSMZhMnTp0gvcO0/sa5udaZNTrka8Hd/e15FZPaPfTcgMEvTvrGg/X+8rK2OMWMdwVG+tjuf0o15Sh/eV9q3FlDr7Y9Vs9sPFQwNF3G8bNA8NYIwDf97h+pNts8JsNxjuKMZxD5nJauBwn5sOZ5XAgzkeEjBPDdv+qbmJjV3UBEKxYnO9JWmtgSdfOWGO8ppl3zxfmqcPmwuVc2G89+71nv+9wueCsVq0Ha1E6irZU+DxzOUSmc2K6JE5T4Lz8f08W+oe6CdDLar31NbMPaYWr9pXNxLxivtShoBUIrHMUqQBQgcAj1pCdMIygSclLlZDGgKx5lO3wZmSwGxyOKu9R8/9LTszJkourzrllQyxwiTNL9Fg+wloHxtdcsY3pFo3MZUDKBpERqx0qVefei8GL0lll31v63mG9g6LMv35meTNy2Dj63nJ5SkwPvvazU2lONvUouZBjIadSAWCu3nfTcSIcZ+J5qvMC9wCgUvUVrr95fmtEoHGhhI6yBLJvHoVirtX2JDRrLsE6wRnBdO6W0+vtPZYWNZScfwMgSlyuUQK5jkDfA4Je79+e16+d7zf+F9HB7Se6Vfp1/QFfLv6V9mukirRutg9sNtW4dRhHunFDt93ghg41lSgWiiIGxsERYmJyQvCWZA0xZ+L8DH4k+oXoO+g6xk1PLwmPoLGQjGERw6w1zV3BIClkFS5h5qtnZZ4L06WCwfmo7LaOrpc6bThYbO5QPCyGdEqcj4nTOfJ8Xni6zJgGoL/t9q0AgZoOGJys8p638L867EAFgHbvjnUirTdeVhBoix86tDjUVYswSkYTJGvw3UjXdY3tBc46Ols1hw2+tYmEd1NgzpCK4xgLU4KQC3NKFB1QGVHryOIRLCpVnjo3I88pJGbTszjPLLXT4J0wQgsNQYM2h9ma7CxffMkH5yHBR98dyVGZnhNdb9oCWkGg7rg5V3DIMbOcA9NhIpwuhMsFTYmyhualIDljTP3IbzW0r1fZuIKChoC6QHGeYm11QCuOdc6piFCaqIXzBuubeadt5qXeVJeMGo9XAElNpSdVl560xBswtChBr4DwMpVYaw5S1kLky+hBNdXX4u6C1/ufdq05CDfySXOAboSg7e4jdrta3Bu3I8N2S78ZKqFKhKTVMAWj+EbCUy28GgTZGuQkSF+vu4kAWZG8wZURlxNePY/bno1VwhzJAYLpWARmgQVlKQWVRBXT9BwuR2LoWK5AoFw2hc3G0XUwDkIYlc4LRpV4DDw/TzwdJj6cL0whsDflG9fftwIEBKFvWr+rsv86dXJtD67JQAMFc6UROlBbNfqsJ2sTCtGuugM5j8PXi2SVW+p6fDfinb9SM+eUWPICMZGD4XSJxKLEAlOInJdAMY5iHbFYIr5RbdsOSRMtaXpPKgJlyyKW6ApBFJxis+KLshdIpW7KOSr5GCjzTHr6BZdc0JCZ3z+wfT0wbBxlEeKcav/6Luxed9m4JMJ5Jpwn4nShpHgNOzFVZQZjW1+57oLlRTn9t0QFJVPC0kDA1VpM1up3InV+XUUqc3OuY6zRyBUMnLdY31SLXRUvwZkrIKgqKeQbMOTSbLxa1JBWYLiLCnJ60Z6kAYLmiGgFDFmZdG3c9soFoRYCxXiMcRjjK71WHGIsfT/y6WffY7fbMu5GXO9QY9rC10q6SQVnFKd1/sNQMFqqtoAmklfUQbIF6TtiOGFzR6c9e9vxynZ83Hn2g8VuLXGKxAWWGS4XOE3CSYSLwIKwaKGIIcSFGGdCHJjmzGVKbC8d42AZe8vUZ4YuM8rC+fnM89PE4TxzmOcqc8a3PBIQoJOb4PfKL61h5bUxVAuD1/SguQDdaQKI2VLsBtUtRUdUmlSYrOOHkUVyU3IZsMZzOp95fnvGlB6bO5ZzIUzCbnyNiGeaAqfzxDzXxbCIJ2Lw+y0qiVzqBFlpk4im5cnG1yk/Z2u7MggUq9iuYBNEY5iiVoKdaeFqrjJJ6enPuMSZ+OEj4mff4fG7D/QbR7wkwiWQl7iuIgQhx0KcZlIIlBCQIng/tuiiVsFknT/XfHX/KdfcuKrxonrT6IMKCDmjIVCsI1MVeKWJj9YNtQKeNEAoRigLJGkaBN5WW2/fQMHdg4LBD+ZFXl6uaU8Fh5xv98vXUpu1JblGCNpamFpiG5xKDQzWXnpd+NZ4rG33raPrBrbbHfuHLd/57HVNIalRX4xVWzCGhJHCYJriRCrVWbi5EWvK9DmxE2XSyK6z2OyYsyEv7ymTw+89D+J55Rz7rmM7ONgY4mSIs2Hu4dLDpYPzDMdZOC3C2xLJOZJyYF7OhOXCsvRMc892HNkOwuKVwWUCZ46nM4fTxGmaKDnjqVyWb7p9S0BA8Hr1++V+1199AG9/1kTBttC9AwaEAdiA2VHKBmVEzZasHVl6cAVDordaBTmcJ0Y4Pz3x4c+/IJ9g/hBYPkT6zceMm48YxlekolwuM8sSuCzKMimy2WJ3G/AD4nswDkwHtkNcwfT1EOewxhA3Hb0D8YVygUmUR1PlqudQe9fGGMQ5EEeZfw7U4Z6LKrpEHr/3uurbhQKl5q5ipDrehlRl15ouo/Ue20ZRTWPE1Um0gmhuOgW8OOt61tXBZv1wDORECQuZ6iJsTAOAdfKwRQWlPV5ty0WEtNSzsXXU2Tl7BQPXBE6lCZbQXhfbFJ3WFn1T/F2BILf0p6RMTmsKsQLC3eK/AwKDYo2rmn/G4ZxnHAb2uw273cD+YcR5Q4T6b2mplmMx1oUkiikZSeXu321pVuteGC30FF6NHpsrPd0Uz7RMXKZ3nI6OaRBkZ9g+OPY9jHtPGoU0CXnrmE+Wy2i4nA2nyXCeha1ELiFyCZZoHCEtXJYTMc2UFClLILiO4CyBM4fLicPlQkgRr8rOGOb0/4NIwDYHoBd/5A4E1vytee4ZPEY7DH3jBWwQ3aO6RWUD7BCpIJC0wwmMPpNKwZieooYv3r/n8vYd8+fv+PX/+nPmL89Yt8ENj3TDa4zfAo5lSUxTIUwZugGz2SH9Bum3mKHet+O2gYDHDB3SF+ymQ1MhDLDZ9OjgSM4SMYTOMDohpTpncKVKNSF5zSfK0pFtR+h6Snrk0+8/1jDb1kJcjsrbX505fHUgz9WQxDtXVYGk+s9ZAefqhJrIPQhUk8rqA8gL0461RbYO04kx17C3hpay1tZW0mElBbX+fbmamsoVKESEJEJogOBahDCMXSW4OHONMK7n1gXCCE4s6lax11ttIaUGCqmBwtUROF+BwKhihcr/cI5h6NnvB3bbnqEz9L1hFRfVXKXCYojEECkxIS0CKbmmAvXTasYetg25tRxnGCyuONwdCJjiWcIzp5PlOFqenw2vNo6dBz/0PDw6ygglFNJGWE7CNBouZ+E8CRuTuYTIcXYcpsA5GLwIlzRzPD9R4pbseoyzpHLgMB+IKfGJG/nI9IhOHL/96YC0VMDcwv77e3pTCq73PUarJ4DRAaMD6BZ0i7JF2GHMHsOeTEeWro4btD/WdIQMJj1jo8WqQ5LAlFEC+XIkuAIcSVmZL0qMQk4ZxGE2D4jfI36D+CPSjZh+i9k8YsYd0mekV8zOUyYluELaJPRhwOw9trfMncF0hmUutRScCpoimhcANH0A/4jdPLL/wXf59Mev+Bt/vOP1tvIGyMov/v5MvkTiwbI8LUiqI8BqzFWhxQ09vTV0jiYaWrnxWWkefXfnFgXkO0Ao2lpvzaTUUBfUi+r79X7dumWVDONaiqv/XQdihDTXCbk0x5Yu2CsYmKsketsI7s5t2qjWF5ouIut7LbduRG4gIao4qbT0sXc8PPSVxOPWfrvWgmIp5JRYzhPzFFjOM+RaTPUGnBN6K+3X2ipAIlegNVJbi2KETi2+tGhgBQM1TPMHjkfPobc8j55dJ0QPLgmdrS7DbvSUjRBOhnkUprPQS+E0BY7OsbeOp0l4MoaQZmIOLAu4nAlRkHLC5sBP/cCnXc+jSTwHeNZveYsQaF6AKwjczqi9A4DKKXwJACOiI0Y3KDuULZYHLPtqDiI9av0LEFBRcohs7J6LP3PiA3qKmFRNHYyAyTV8NmrZvHoD/RuKVBfKIpacFKQpFZsOzRZ9nolPGRm2SFeQQdAAboC0LYSgTHPB7jzSW+gM4ZCI72b0cELnZ6qQYpVOEjfgNhs2b0a+89nAT3/Y86M3jhSVX/xyoRfFk7ElsBks0m+voaloJueI1YhT6G3H4A2dq2SbuuhrcTLr7fGL8xoNtEmfGmEArPN7NZeHBgDcU37vAODanmtdgutXwxRjNTlxrXbgmpSZuykhX9WR7TpM07oPxtz+vYZ7Kga1BvU3S/rOwuDrovdW8Q68rdr9JSZSqmF/DIn3v3oix0hnpR5uPVe9qav8XUuxrNwk8aTNG4zi8NnhS4crHbZ4rPaclxOn6ZnDeeB4Gjlve3a9xRUwtjFCRfDW4neG3TAwDwajyrlz7DvH0Vl6EXIuvFNtszYFcsRqoSsVAH40bPhs3BDyzLYEdrr8jrX3LbgJjUl190cwbdHXxc8LAKi7/7r4DWOtCegOkT1WKgBYdug6DISQNV81AAuOrVMu/ozTHr0EjNiK/loP33k2u4/Zfu8P6F5/Rra1IzBdEufDTJhrG6dkQ0l18k+1IyXI5xP10+2qh50qS8zoOaGnjrLrYHQsHyLh3Rk9H5B0qhd2/120VPcV4yy+hazbXtj1wpwKgyidFDpTGDph89Ee0/LSWiEv5BRJMWA040n0tkqYWalTdLfFbmpfugUl9+dc1kjgthirPkFjb7bi4ur0s4LClZDTHt9BBLc4gTY1lykhUwKVkGSbBZptKjlXILiLEmwV4LhKia8DRrQZQoHOCr2vrjzeFLwVnAEn2uTCIylG5ikynRYuxwtOMxtfI6fOcj0byt3ib5Oud48rTGotQJPxveCywWWHLT1OI04jIS08n555GgdebQb2vcGNFuMUY5UsitWqDmxE2T/0SC5se8uut4zGYBWO04WtNcSkjEbYGmHQyIMoP+k8Pxk8ey9E27MtA096Rw//2u1bAwLumhDcA4C7SmnV+80d6G73F8YKCIwI+xoBsMOwq+Ag1eaLdnFEMqFUmaaNhU46yiWioUBMrdhYWyqj7/neT/6Q7/7sZzx851OKMVyWzPtD4Ol54fA0M50jKUJOQklCWqihPYb4dEDsQAmBNM3QdWRxpK4j7UbirqdMifD+iM4Hhu0DuRvJKVByRCkYqX33vhMGL5wumTIXeqP0poLAx29GJBdMViSv0hdKybly02Mkx4grwmAstolnKBUIilbFuhoZSAMHaUCwxv6t2r+KlLC24KWxb29Gnqup59VX8MrWu9Ub1u/XrwNCLuSc6nu4gkAFhFXFZ60xWLuO2sqVpFV3UsF3Bi8Vhx2K1ZrLk5UlJcISOJ0WLqeZ+VxbqoO37DeO3kPvTAUBWzn6NwFcxbZOsH2RDqxRQW3hZhFcMRANqbUMg4UQA6f5mXfPnn3fsesMBMOrrav1ZddqE03u3Ujh9ZuRsa+ekV5rMfiVs7iS2ApsRXgQ2CB83zk+6wwPTrEacJqxVvHunlL18vYtAYG1MNhYAvcAsPoKq8Oyweqm7f5bhLr4TTs7Xl8BoBYLPU6q2zAIoWQkmypjnsAVg4TC8uvnRuooaFrImnC94XG740effcof/+FnfPTJGy6x8DxlXm8j77aBX9kz78uFYJUwZeY5oktE5wyhUM5njF0oqRb4cF0VD8WSXUfcjEjMmBT4+NPv1Jx0iYRQd/D59ERnlIFqh/rVIRGMkE6JfEmYJTMUZTt4rNbdTVYKHAWKIUUlBgi2EOaJc57qxKYUXNfhbJMVM9WnoTQwuIFC/YSuKsTS4EN5wceHa9dyHbprmo+3wmPW6j6cCtXjr5QqzKovr4YVoErM5NgoYXeAsAJBglvxsR3OCsWZKkHvqkNvsuANUArLEpjOM5fzxHK5oDkxesvG10Lt3iuDV0av9A7sXYHVCFcAqKDQOgMArWi6ypdZTewc0FtM7qCMzacgMsWJ0+WZp+PI602PK44Ojx0MtijOuzpd6Sp71VrL7tVQxWVEmM8zGyk4jeyMsBfYSeEPesenDnYmsSwBe+0GZWz5lrcIQa5UIdHmHaxVYrhGAc0gtC1+y7Yt/rEBQQWGjj2WLUZHVDuMOKxatBhiLlUGLBdiUkJI6JIIzyemL95j2q6Vl6WpFjl2nePN2PHoLa96z+No2HYFJ4EwC8cuczaRHALMGeaEzhGdQ40KU0LDhZL6akppq6+h0ghGp47Hxwd2jyPbjceJMi2Jaa7H4WmDNYWtKczvA19kJW4M8Rgp54iZE697U4d9YsZ4mvBEaV0USMYSxTKpYS6G8+mJKPXi9ovFdz3WeezdLLo1FrFVUqxIkxUzt0hgDeev6r31wQsAuKYB+rUaw1qIbBHBHEsDhlKfz/VzgCtfrEYLpaZxkiogfH3oCSrxSp3FeqH4yvrUUoU9LyGxzAvz+UKOC6RIZ01z+7FsO8umM3y0EUZfo677IuCqNlDHjrX9jhtv9UqrKKhkikZKSfQaUVuQ3iNlQFOosm65OkYty8Q8T8zGs9jMaD2Oyiep2gu2gozUIuT21YBkZddZJAe0BHpxDFL4fuf52U7YaiKEM5e0YKlzF0VXn4LffvtWgIAgGH1pCS73Z3UYBlajUNPcgoW+pQT1cGyw2iN4VC2aDakoOWfC6iWXE5oC+XJiefee8P5IOk2tSrbSa5VdPzAKSAjYmLE5450jCoxi2VrHaByj9Uw5oEupALAs6DxXQ8o8UZYjJg0U29XnmsNx1w303rKx8Gbf8ebVwG4wzCFzmTPnOfNh2/H+/ZF8nHj+HMqpJ+896RRIxxnmhde9gZJrKHnNV1dSVQWBBYMrFpcNpxQ4h4nOObTryCnVsNpanPMY57HOI80FU0wTSbF1lsIZuzq9VdNX1vvmth7vowQqD0Lh2pZcOxOlQMg1XVjrD6noFRRSVlKu4JByuToDrZTjore0xkiVYLsqRiOkJMwxkkIkxwA5Qop4Cpves+0dG18X/abt/q98offV5GVd/CJ1aKnu+G3EudVGtOY99flGSpKckByhRDpNJI2MJvNm8Jjc0xnDcZlxZKb5wmJ7FlsIptCJpURF+u6a6phGbzcCvTeUMJPSgtPExhh+4A1/8jjw6RAoS+KUAqFcOKcZXS3Vfh8gICL/CNVbYL39IfDvA6+AfxP4qj3/76nqf/8Pej3b5gdN4/6bBgDgMHS/AQK3VKDWBywjjh5DR8m2jbRncqYOasRATnV2O8WZ47t3vPvFFxx+/ivC4VxVd3LGIDzsH/no4ZE4XwiHA+Fwwnz0Cuf7mmNmYRTDzjuO3nM2jiBCBExuvfRcIB4gPtfJRbsBcVjT0Q17Rtuxd8JIYiiJN6Pho1dV1eiyFE5z5t3GMR1OPH/xjjLtyMeRZetZzgvpeGGQTDTw2WNX3YNb4cu2swJqDUEcg2Q6PMt2UwddYkCa/c9K000xIGKw1uF8V0ezvwYEmuzV7GSNDky7QqsoZrtom85fUWrbUhufwK7dAWnFSbkWKdchxf6FAAAgAElEQVT1lAukXIgNBGoUZ0i5NDDPxJKJOZFyrsIbBoqaKqhppBbYKDdtgxyQHNl0nk1n2fjC6CIbZ9g4YXQ1Hdhae5W1uy/6sZZGKt2S1cBEytXcoKViBbkKrESsJnoSxSSwBXrbJHA6SpyIs2NyhY3NzDYxWE+xHiFXDoLQujK1OzLPAYeieWFnhe96wz/+MPAHH/eYGJiLMERhNpmzBt6HCa260d+49v5fg4Cq/p/A3wKQynD5JfCnwL8G/Keq+h//ZV+rtgNXEPjNaGDd+U1b5Ia1M1DTgQoQI4aOFG3Tdk+UkMkhVrZbCizLzDSduUwnvvzFF3z+f/09vvrzz9GV9ul7Xr95zaevP6E3jt4Iy/Mzy+HEcpxYFsOSLTYqPgsba9k6x8k5pjb81DmP6WGZzkg8IOlISRfEjFj/iB8eGUxiZ4W9Ux5dYUfCh4XXfcd+MMRiWZJna+CXG8/Pf/4L8uUjwmakHzrmy0yYzmysIPuR2RU+3vcMzuGdwbs6b25tpfOW4lhmy+likLwwBc+0BOaw1N47t5y6XuOJOCcUwfkaFZimZY9zVybib5B77ncuI7cagTZ5yLvHtSgorel2TwxrStMGOgG1lqwVAJYoBANBlCAQDMQEOUVKTuRUqlWaFMqqQZ0j5EBvhY23bHxm62B0hY2zbDvYdJbeKp0FT2nvoe34TcfghRjB9Yda7cluANCmpOo0ZHOKdrbUzo2jhUH1F3KKEzlalikzmZHRJBaTGDuhTkeW6gTVhrIohTwHwnSBvLA1wo+Gjs8eOrZbS7xYumShd4RoOUUlkzjmiLt2Zn7z9teVDvxt4P9W1Z9/3YrqL3cTrhN83LT+aEBQF75vrcFNW/xrFLCCQEcIlrgoYQrkaSFfzuR5YjmfmKapHsvC89MTv/y7v+DXf/ErTm+fkKzs9498/OpjPvvkUz55eA1LpMSMTQvzhye+/IueYPfYfktQR04GnQu2cH3XnXVIpzgRbDwzx2fIJ0wJCAlbLL44Nmx5cPDolFdOee0LDyTcvPD6ccQ6w9Mh8T4FdlJ5AIe3f4+529B1Q1UNKhk79MROyMHQq2FA6Y2rluLe1p3EVNpV7jq2g8Fq4rL0TEtgWhamJbRFqayLca3wryF8Hc6pk205RUr7jG8knlvF3txV6W/1ga8VDO8e1/S/DVzRJh309r3VA6Jp+mklh3sr9GLJ1lCctM1eK606LWgOqGYKGUdmdIaNs2w87DrDtoNtbxmcZXBCb+tEoNUMcZUd1/XSvOb9q3rxvfjAzZfxBgJGC0JGpVwPsaVGDVbB3YbAwnwkm8wsidmMBFcoqcq9Qa4+Ak6xttaCwunMfKnX1Kfe8oON581Dh3VCacBvrFRVKmsYrOF9yoSX1dcXt78uEPgXgf/q7vG/LSL/CvC/AP/O77QgA24g4K4g8BuRgNbOwNcXvzQAoPTMUyFcFvJlopxPTM9PnN+9ZXo+Ms0Ll8vE+Xzhq8+/4vntAZPgk08+ZehHtpsdP/j0M/7g+z/EIxAzeY5czjPh+I6vlsIlHyh2h7gNyXRMUSCAzdBJ9SSwzpJzzT89CW8tmL5Wk/MBFw0+bPDzwDB6tnTs8TyYzFYTdgks7xYuHxbCuxkbJmy+cH76OYt/hfMbhn7H2A+QF0q05GiJCzz4DpsK1licaTqJrrbWcjH01uE+2THNkWkOTHPPZQktpL7l84U1Z1/z8VUlWF4Kd7QVUp9pDb9S6gusO8967d2dDTdguL2m1KnGq7fArTV5BQlpNCULaqXOEZBJJZEkEiWSCCSdyTnQG2XrHdvese1rS27sLKMzdfE76KxicsTkfM3/QV8s/vUxtBmMOwBYi4T1J77VEFSqj4FKQU3BUYEA1yKBdj6GQFiUJIl5KsQOUuygJEQKprlVkRPpcGI+HpmmI0u88I/ud3z20DM8jBhiFSwx2sbjK4/CS+0onPT3SBsWkQ7454B/tz31nwF/p33sfwf4T4B//bd839V85PUP++vuf5MWWWXC+hbqV1LQLQoYEO0R7dEyEoJlPpzr7n8+cXn/jvO790zPBy6HE+fThdPpTCrQu44f//iHbDd7tts9++2e3XbP9z/9jFfbLZIy8/HM5elA5+H9+xPv3p655B3Z7MFtEbclqScWz2A9sfPkJaKamcMEy8THmzeIJozW1p3mhOYZHw+YxWLOde7Ibww+WOLbmbdfRi5L4TBlzseESam2nvLMnD5nlO9hhy29FTpTyGkiRUtYFO1LnZBLDmOqe7ExFtc5OicUa3DWsx0cMXUVCJbI3FRnXlT3qW28FQhqlECLFGp7r7RJxNLkuVflh/vbfWFQkFuvX+6iiJZwr8/loleOQW6aCamdc6lnbRphajLqtfoJeN/Uen39vZOxImw6x8bfFv/g6u/O5ojEiKHUuQp4EQHcL/6vRwa1QHjTQUR48VhNlUtTmuuRVDKQrCCQ14hAuSwXsgX1hrAYUuxbfao0Z65MusyEpwPT4QPnyzM/6B0/fOh5/Xqk2/fkU2jvUUH0Gpmt8xzx99wd+GeB/01Vv6y/m3oGEJH/Avjvfts33ZuP/PCf2OtNSeC+JtBjVlZgSwPq4q9RALqpYqKLsFwW4uGJeDxwfv+Oy7v3TM9Hzs9HzocTiOE73/2EzW7P4+5VXfibPbvNjt24YzNsGPsBSZnldGE20FuQHHn/1Qee3z9zmD+QeEDcDrE7xO8Yd2/Y7Hpk8EhwnOczsixsxNH7B0ar9JJxJUJK5Bbm6fyOJIHEwtP5LZdfGnpvGDc71Dik6+hF2JrM49BxHh45XL5ENOJE8QZ6o0gJxHBpEmOFncsVCLLDptIMTAumjfC63rahIWEcLCl3zHNsC5kXEYHSIoKsdZGuRUC4gcB66OoBeHts1vTgjv+/sg/XyMJU180Xvf66GKuxaMqtbXgFgxZttN24NH2B9VyViWpRbs3VpQ0Q9U7wZHwOSKqaBPICALhW4a9nWpuwvd8X6YE09iQvAWCNHopU7QWlBkerSpYmpRilmEKxldQVw0TpauE1xWqOZ61iHZTjmXycmN6/53T8wLwc+JuPez55PTK+3iKyehAU1r6l+drxu25/HSDwL3GXCqymI+3hPw/87/+gF3hRGNSqESDatZ1+bIt/bJ2BNjZctsTomWclXGbKeWZ692vO795xef+By9OB8/OJ8+GE9Z4//ht/yA+/90MeH1/x+uE1j7tHxn6k81UeXBRyTKR5YW4VXRtnoneM1qJh4undW5IewW4x7oFx952qTjx29KOnKz3Lu8De91gsffR4DXiN9GLpbGawhqEKzXGcjpw/vMd0HZvtht12h5kT0m8oMeJLx94bPnv1SEyBmKZaWTaKN1qJREaJYSIGJYZCCpneFGzOWFNTA5urUSViEeuqsIfxdVcthqG3N8LOGnLDFQiq+Mj9Ql6FOO8igRdgoFcnIGmsuvtdSVpUcV381+11XWR3CUaLtlcwWs1FKVUwtaREaa3fkiKaEuSIFouU0gAiVlUlAlYL1TylRgB2tXavb6cNR9WFvD4nd9fpC14Acl38vPi6+j9jmjqWNTdOQecYTWGUzMUYNiKMxnKOCeKMLZ7RCd4ozhSsLaRpYnl65vz0nqfje17bzHffjOw/eaD/aEu+TMANAG6RQAOz9ff9Dbe/qvnIBvingX/r7un/SET+VvsM/+Jrf/dNr9QIQnX3X8N8o/1tRmAFAB0peUOMlsslE88RvUzk05HnLz7n8u6Jy4dnzs8nTocj3TDw05/9hJ/+6Ef84Y//gNePbxj7kd4PdL6rJhk5k1Oqhh/i8dLhc6BYYbHKgzdsjaLhzHE6ImZD3890xqJDj04d/XaPSOann35EuQTiOZBOz3SasBrZW9g6w2DAS8STcQ8eo4GSA94ZhsFiB4sMdWy2z5CdIcrAad5xnF4xxQVvDZ2pEmUba0AXchJaaxrbgS1a2Wfqsa0eVStycg1lnb+BQSl3oe/9FX23IFcQQOoTvzEncGUQNvS4vozcLZzf/vl//b62yPYaldxVFbWsoqYCubomaxZK0KavUIVJNMWqzW9b9b4kNNX2nZjGrmy3lb5s2y6+GpmI3gOXvPh5botfr9GOFVr3RF5kFFKjdFQFbzydZHrJDJLZ2MLFGpJWgtGuF5wtSKmpYL5cmD8cOD4/Mc0n/ubrPfvXW4ZP9tjRoylguybjdnWN1gbAcjX6/abbX9V34AJ89LXn/uV/+FeSVgS8RQB18fdXABBq7p9zzf/P50g6BfRyoZxOnN++5fDFl5zfrQBwYtxtGgD8gB//4Pt8/Po1rx5eM3RDxfRG8UTrzH0xihOLLQ51wmiFxQp7b9gZoddAmA6ImSrD0PfotIGhGlLsSqHvDCkZjlPhi+VCKImNFYbtIx+/2rL10JtMJwknCS+JMp+J07nSRkeD33lM3zME0EkJKrza9DxttoTDpU3GSasLNGHKtJDa/ILmm2Cr1WrtZgs1ElChCgTadqEorpIL7lj88GLruAvR1zAYbsq97XO/ntcFfH2Ju929PfyGC+pWP7wvJCp8beKpGm6otqMklIhKQE1AXURJIAVx5ao2JCVTTG5qxdV5egWt3wCx68+9+h606KD9Dsw6P3AX7axiKitXorI3M6i5eh7m3NqFUuchvDFkgYHEUpQcZiRMmBzQMJPOhnA4cfrwga+eP7B3yutXW4aP9th9jwB28JShw/WeuFCt3Nt7sysw/Y5Q4FvCGAS0q5HAi6ORg7SnlJGSB0IwXE6BeJyuAHD89Vdc3n3g+VdfcXo6cj6e2D0+8Ec/+zE//fEP+OH3vsfHr1/zsNsz9kM1aV7152otHG2GGEKu8lJW6J1htMLGFB6csBXodGEKgWIsZRnJlxEdB/pO2Pc96ZKYLhMfnp+Z52cMmdf71+xGz8O+59XO0/s6nWZJSJxh6UhTT86F8cHj9x7pHS7A4fjEQxEeOmHfe86+QyTjrNCZOubqsKguxBiIyVCyw4vDSQ13LblansM1EqgMt1V+vT22tWd/H9deW75yv/vp7XO7VvBvN20r99pBWFe0vviielL92v2220Nl4ynX8J+ckVU4lYyYKi6KSagJYAJqImoSuFyfz9Wnr7GWsN1qE0eNYNa300KOKyCo/iawrYup/R5WAo9tI8/XgSazah/UF171E3POmFSw3mGdx88LfbfQLwvzEjiez5xORz7/+18yjAO+s6TTwuGrJ3719gNfnE/8Y6/29PstdA4Z/XVs3AaPn3tS7IlhQhe90q5vEcxvv30rQKCK7N0EQtdjJQPlMlByTwiWyzESnk+U8wk9nTl8+RXnd+85f/WBp1+/43y68OqjR/7oZz/ipz/5IT/47FM+efOGx90Dg+8qm2ttU60Clo0uTMqQMpIyXmq4PVhh0MLeGrYWttaQcqDEI3kZyPOIm3r6QYmzEFPHcpkgPhOXX/DYPbCRAV9O+Gxw0dR2lFFcVyv3brOj7DpSTKSYoQT6zpIz7FzmKS08qrB3cPCWFM5Y+wproTOK09pgDSkQk6WUDrROjjlXL1SxVLtvuasSXxv4toFCW7lX92FpYbHcwtr7C+q3XVl3cX8Fnbt/b00jfgsa6LU9qM0cpFFym2mqlHJVFa7EnHZfMmJze+nm0itU09UCYgUrBivuunsb0btFz/qmWg1Cb+CgL3/G69e2/98To4y9TTiutQ6kmsZIUUxRbLlZoeeU6caBOC9084I9ngkhcF4WvvzwhPtzR5gizlg+/+WX/N337+iaKhLWgDOobf+2OjT12HnAzx1+6XDBotUji0K1e/um27cEBKTKhLejpgS1FVjKQMkjMXqmUyIczuTzkXI8cvzyLadfv+X4xTvOHw4cng68+eQ1P/3pD/jRD7/Lp5+84eM3b3i1f6B3rhWM1hCwqsZc7bNyQdIKBAWLUgXMW+5G5KPe89x35ByY8pkcPTI7+rhBQofKQLmcKdOR+fI5JX6F90qnHV0xmFgoiyOTqwhGdkgwYEG0VGHQzpBi4PBVwlph6zJ9OtEn4Y0znDvHu+kD8FmVDTNKpwanhpxrzz/n2sN2BpwF6wTxgnHSVIfMrfxtpF0g6/ShuSW7ehcJrEUx7iOA33K7rwXctxngxc77YgvWddfX2/mOlXdb9OVWzTdV819UakRjKoCVNbfvbA3LpbQW4H00oi/e1osr8Rq9rF/+Mkf5Rs7NWoVbAWAlTBXFlKqPKDmTS27+F4UUE2IsXddzkRnFsKTCh+nM2/OFL94+8zBu+cWv37N1hld9j/UOtbaKuqaEGarggekdduywY4efPV3n6do0orZ495tu3w4Q0P+HujeJkWRb87x+3zk2ubl7ROR433u3Xs1VC0AIiUXvaKTeIATqDSCxaho2LcGeLoGExKoRKyS2IGgJgZBaAhYsaCEh2NSCYQmILop69747ZUZG+GTzOYfFd46ZeWTkfUW/KinxlKV7mE/mZuf7f/9vlo9YgFDhfUVwG6appL14+tOF8XwgnM407+45v3uvQPDhyOnhyN3LPb/3uz/jyy/f8JO3r3jzShmAFQiTnmSlmR4fCz2Yxjg9R21OmbSZJKPDhgmZBuw0UPiRN5uCYb+FMPG+bcl9xz4LyNTQHn8gl4zD4cD96Z53x2+5zTYU4UDuM6wXxBn8aBWdrTA5bQeWWTvLVBDwxkJWcOwD3flC7nvKaWTjLK8LwzgZXH+m2L6gzIQaT+Ezgs/AT/hpwA0ZMmlDEoihQiNI/gQEJCbiLGpyuS5Xch5mj/d1VuinNQwr7SPxt80vX1sJQR1aV/doUrF22wmIRQUrCr3g42NRjS8aTpPSasqv6PPBoVWhc4k1XAFdvFsiFJ/+RT/ySzVGcEVwItC4ENPXJ6ZhYhwmnRLVjQz9iCfQdj3vHg58fzzyy/ORh6GhcxPu/h37rOSvfvnb3GSa52CK2PXZxVbqeGV5ucVUObYqsGUec0MyyujrCT9y9J8HCLCAQGIBIWwIboObKpqLpz82DMcD4XSku3/g9MN7zt/fc7k/cH44cjk3/P4f/Aav39zx5vULXr+8Y7/dYYMjDK1Onw3MtFK8Q8YBptTLf0nlxHlkdMjQI+0Z6Rs2NvCyzgncIGJ5uXF0zrOxhnE44IdH3rcNh+bAD+d7TmPD72+/5HU9cVeP7OuJm33g5m5HiAlAVpaZi8E5jbO7AN4xNA1Mjq7r6S4H2ktPaSvqUHJrPb59YLd5w856dgKZ88iUQXC4MWYSDoZsY6LzyhCCICZDMvkICJK3K2Xm6WW51vYr98AVQ3hWPEJ6bh1fWD8XH/p4+RP1DtEaiaaJTkyK3vmgmp/kvfdaEq1NP6MH3gXCFOLYNT/PaRAXR6TPLvv4hujpXwvJU44Tfmz/yoQJ8+Nw9XjqJ8Yo9EM/0jRDTNseuL+c+dA1fHc58Tg0XNxAMw30fmRjc3ZGuNlvqY1QCJAZxJrFdDGivy8zSGExRY4tcrJc08dLaymt4UdaDH5OIBAnB4USwgbvNrhpQ9dAf2oYTgf8+cjw8Mjph3vOP9xzfv/I6fHI+XwhL3LefnHH69e3vHqpyUC5ES0gSRdmikklXjPxGHut9lvP0Zs8bphw/YjrJmhPWDfwYl9pC6jMUxY1npx2DLw7n8hkou1auv7MsXvgQ3/gNzc3bEvhduO53Xrubgw3d5bNFspqhxGrsXSisynA0PR0p5YwjBQE+raB4YT3E0N/5DAdsOUtWwrO/QfM2LHb1eyNaGLQFAhji3cjbuhwg8H1saAoV7vVBRcbYoIYi8w9shZQCGvhD9f3yQ+YFGlK+f00T16u8VNiMZsHK+FXcyKOCjdhJfQxMSdqf2sES4gVm6OaetOk7dcnP29+dEzdgJ/8/ANmyr+6X4jB9f4r/8AcEWGZ2+Cvt/U+H4FgHCb6bqDrtFajHQZOXcdx6Kirirc3t7y82XMZBs5Dx2XoOA0tx6Fjm5dIZhFrlMeKIQ7I0rCuEj0FSmtmELB5TlEUVFlGbS2F/CVUEf7F3tZMYAGAvhW6U8dwPOKOB9zhOAPA6d0Dp8cjl1MDwE++eMGrV7e8fvmC/U4BQFzU8j7E6bmDxomnAdd3yDjGTpsT4iZ8P+IGxzQ4XD8xTQFrhGpbIbkgBWQlvDAlgZx39weOzYGub+iHhnN34H37yKui4HW9Y1dmvNjVvHp5w4s3eza7jGojFBtLVpQYm8Ux3x7fO4yBLM8Y+5HmcKEsLIwtZryQi8eNFy5jjyluKKSg+fAd1dvfZVtYzKQZgmQ6NWjse1xvcZ36GURHGlBmGXEIr2phAyJWnYZzx8yVTXztPp8FaAaDWXqeMILVw2e9B0n1x9yFdCzqoIz+CB+ZRJo6ZbTdljiHTD0yC/5IiMLvu5Hh0jNcOsa2p297pnFcmMkV9V+ZNlfMJh3i4kdY+zJU0P2cGKVJUrFcOjGAsLzfB41Dacqzwxrhy7ev+IN9zea2ptiWDKN2lTo3HV9/+z0/HA58f3yknQb6caTOq+WER7YWPHHwi4ADyZQJJCDIi5wyz9nYjNr8/wAEUkjQuxo/beg7S3ceGI8HpuMj/qQAcPrhPafvP6gJcGoYx4mf/OQlP/niBa9f3XFzs6PMrHZgHbp4BQKMQwSBAYYehphdNo76XN9r59leB3z4YAnBELyl2tXYySCVsKXEkTF2E+eDIzeOixvohgvvmgcyAl/u7ripSl7d7Hj58pbbl7eUdUFRZdjCYHNPVgRsbjCmwPUTzoxXTSRsbjGZUN2/h6nFuI6CiWbqaSIQPH74mvOHW17+xisKY8gyi5gMjGO4NIxdx1Roe+8sBxnBhBybAUYUDGQFBpgFDBKJX7vJA1cmwZI/wPLEE0LwKQCYswK9me3nWfAjSzCxx54gasa5EZl6vV7jiO+j5h8dw+FCf2zoTg3dpeXStJyajm6c5vj/fEyrpJ/5kOZDW7z/T3yaq9euw4jK5DIRcmNimNDM3ZBT2vSmKinrimpfU+wrsl2J3eSq5XODd5721FGeWnxsBDK5ie9OB5ph4MWu1m8Wruo1gtPsQIxAbpFCJ2DZIqcoC6qioM5zdtmnRf3zAIHoGHSuxk81Y5/Tn0fG44nh+Ig/Hbi8e+D4/XtO395zejhxPl3o2oFXr2/46U/uePl6z+3tnjLPsQQYupmWMY4KAAkIhkEL0UcFgdB3+Dhowo8O7w3eO3ywSJ5j8wLyDFNleDKc084wNoxkfsJNA5f+wmXq+Vm957aq2FcZr1/ecvfqhmpbkUcAyCpLVhVkZYGxVuXHZNjMMNlRQ00GzAjyYs+bn7zlfDlwf3nE+gHrHN4L56mjnzq++mpLHka+eHtHGRzWTbGpZuD+wz1ZuNFec3jKEKDOQQKmCNgsI5hYtisaNcGL2goxzq36YyXgV6aAPlhSBZbWY+n2EQhcmRdhJhBzxiurx3H2IF479YRhwHcDvh/x3ch4bukPF9rHE+254XxuOTYdp77n2PdcxonRe+YmqOuQ4Op4kjtibh6qv2pJJ06PRbAibKxlk+dUWUaR5xR5QZGr5k1bVi6bydVzb6oMU+VIbpA8Nj5M598HSP0fUAAYxpFuHGmHYb5GfsVEQlAQ0E4ymnxvyhy7qcjqiryvqKqCbZGzyz9zEAgI41Tjpy1jaxhOLePxzHg44I4H+vsDp+8+KAA8HjmfGppLy81NzU/f3vLy1Z5Xr26pipzCGGUAqVWNmwhDrymk44AfFQBkdBEAevww4McJN04QbXUQTJ4jeQ5ZAd5iyPAhxzUDU98TpoGMiWFquYwtpRFe1zuqwrLfbnj5+o7NrlL6XxryKievCrKqiGmeMqelIgaTlTirWmTqJ8QIt29f8pPzT2jaM5f+W8T3atqElsep5RffG6zvCePPePPyBjtqZ+PL+cKlaXg4X/it7gWvhhu2w4Tklqx2iBRaGFNoQ0uVfzubCYG1829lM699anFf8rUtwLC8dn4v6xz7lRPOpEhAILV6x8duQCHOGRxGfDMwNT3TpdO+kA8nLo8nzueGU9Nx6FTwD0PPeRyps5w6s9yUFdssWzovSepQzJJSKynrbyl4krnwaRk3byTOTyxysjwnK3Jskak3vsx1BmXU7GLUgUdu1GlXZir4RnSO7kx+FlZRoqaE94G7/obj8cKpbWmGAec85Hp9tAOTn0e/W2sJOhcO2RaYcUPWd+R9S7kpqcqcTfu5g0Aw9MOe6QLD6cJ0PDM+HnCHA939gcdf3nP45gPnhxOXc0vb9FRVzhdvEgDccHu7o8wyQt8yN63zQQFg7CMLGAmjiyCg4OC7AT+OOugyhY6sweQFkheQF0heIkFZwNA58DAOA8M4MIwjzdBwHFtuiw11WVBXBft9rQxgY8kqG4VfF4stsrmkFgDHLEBmm2PSSC4jeDbcvX3JTy9vmdyAu/+O09jgfQt0fHMcMUy4sWXov6QsCprziUvT0Pcto+u5bxp+53jm51+8wmSWoqvItxNZrZTUbhQMzFzxFgiiY9HiFZrv5iKgJwJ/5RqIOyWq9OVl4QoEUv09ROFPrcDGSPOjxh8OZ4bHM10U/OPjmVPTcup6HruOx76nmSbeVBW/c3PDbVVQFUlLa8w8L3LtVGzSuV0eJ4EVI3Pn5VmIJZU/q/NUjAq1yaJwx34NqsWjRo7JPJIZLR6KI5uCSSZE+Mh3EEIgo6CYdHrSbqh58eKGw+nM+8eWbhioy61Ofnae0TkmN2GdxU5GuxZ55S12X+H7CttU5GWhfoHP3RwIwdIdHOPpwnRsmB4PjI+PdO8OfPj6nsO3Hzg/XmguHV07UOSWNy+33N1V3N5tqHcVVbkGgEiXxhGGCABxsGRiAX4Y8F2vADBOBM3YASORwuVQRAAoSozkjL1TJ5oYbTPnAu3QchpaPIFX2y1lkbGtK7b7Otr/hizPNDOwyLF5psITbe/ZSaXZyyBCVkVPfqae4JsvXjI0DcPQMUwDU5j4ttdATToAACAASURBVGv4bmxxYeDhAjb0jFPP3e1bLn3H4XJmmkYm1/PV+ZF3zZn35zP/uAvsb/dU+w3lfkOxq8hHp4kmlVfHUhxDvib2SzORsABArCFYvO1h5SdYh9zC/N7l78gMvDplwzgRhgnfjfh2wJ07xnND+/5A86CCfzhdeLg0SveHnmGaeFtv+Ede3vFit2G3rSmqQicOZ5qbbzKLiXMPZ2FPYBAF9woI0uuinS2xx/j8dxL0+V6ioEeBzyIARHo0hxF9cibGa50qlFZn2eZCVhcUk2Mzbbh9uefF455vHt7TDAOv8xtsZnCiQODiYFTnLKa0c9mjkGPqErspyaqSosipcsunbp8FCLh+5PB//QnucGJ8OHD85gP3v3jP4fsjzbmnbQeGdsQYeP1yx5vXO15/seXl6w3VBrLQ0d1/y8O777TUKEA5OfJxJHcOE7SKzviATF7pZT/ipykuRQvGY6sNWVVjqxpb7zHVFslrguRMvaZ/4jxTPzGME4fmyPvmwLvuzG/dvORuu+XFzY67F3vq25qitlR1SVGX5GWhE3y900WXRq7buJh8UMUb+Z7JDFmVkd+UlPuS6nbD7tUNL76644vvX/LN/Q/88vTAh77jh+GBvu0ZpCXLHX/w+udwd8Px3HJsLhz7M49dwx9fDvwf777jtqx5Ve94tdvzar/j7nZPva8XYNhXFLsKsykw8bhNWvgQM48Dq8A7z4beYsbfnIo7V/85Qj8Q+oH+3YHx1NAfGtpzS9f0NG3Hw+nC/fnCY9dQSuDtpuLtbsPvv76h3tZUu01kVZGCx1Hn10L+ZFvtmwXbJoFPTtEl9Tdl/SXH5+yAM6IswKbn0kpO6bnJuamyHqyes+DNXAUZvIl2PQsbIJDVIEVFts8JuTBMI3/27nveNxdedTu2b19QlhnOCr3zmGHETAbjDdkmA9T0sGFH8CNle6Zuz+y75pPy91mAQJgmhvv3jA9HHv7sB+6/euD47kx76enakb6fMMDtbkO9sZSbjDwXzY4bey4PI45A4WNlmA+EUevMp8BcUZcFCKOCQPAesZluBrX7Ysttkxe62QyMUVPBqRPG9SPTMNB1Lc3QcR46bouSu01NXZSUpfbw19FZ0ca0hpB6vwc/X3CdiRTmNFOAOAFUU4k9GAy2sFRSsv/JC6ahw8Ue/FNwTMGRGYMl8CozvCktryuhKCreVDl9W/F4KXjsCh6HBvzEub/w0J75/nzg9nHH64cdr/Z7XtzuqXcbNjMgRDAoMs0UTAKTCo7SBUwAkNJmIbKbmLQzaSNXnIu9HzumdmBseg7fP9A0HZem49T2Gj/vWmyY+Pmu5g/vXrGtN2y2G6pdTV4VmNzqMWUZJrc/IuyyEvrl7zRR9UrAReYQacr7n6MewpIKbBPjCXqBVt18ko8HlnZo+lT0A5BY0MKaFCiZCYGeXo8poLwt2b6oNf13muh1hLWmRGcWrNEIT1DnJ8mEQeYogSkzbKE9Jz91+yxAwE+O7vt3vP/T77n/+pHT+4a2GRi6iWHQltLbXUlZWqpNRlEImQXB4bsWJ8QesVbP7eQwzkXnc/oHflRwCM5pc410k0QLDWJj442UTutjBprTIaZuGhmHjrZvaIaOzo282e652dTs6krn52XL/DyJU4DVAeQXMPCBYFLRTlgWnYlJMT4dV5y95wzVTc32xQ1D39INLe3Y0boe2gv7vNYpOoXR2YS7EkqHLwyvKks7VhzaC+/OBwbnaCZHO/V8c2h4aI58f9xy+2HHq/2OV7d76l1NvdtQ7WvKbakdb6MtvFJfc/ZgGkG+yrHBD6MmXfUDw1nj9kM7MHQ9bdvTdT3vjidOXc80jWQ4XpUFv/fmhpv9TgV/vyErC2yeqeDnFpNH4c+eA4CFns+JUKtjW2ttWYckklkzZ1CyYgQsTs9V4475Pq6h5cPiigvMYDCz/+RVjclQGo1ZYpGaCo12QyqFrM4wFoIXHdSaq3mTlWrykPwMQBADcUozuUHKHFNk2CL79UFARP5j4J8Dfggh/GNx30t07sBvo81D/qUQwoOo8fgfAP8s0AD/Sgjhf/2xzw/jyLt/8I0CwIeWrhkZeqdtw11gV+ds65z9vmC3LdjWOfUmZ2Og8BM5QoGQh0A2OTI3LScz/ks53EyTev2vLhoLCBgzO27EewLKAvyorazcONB3LU3X0I49AXhZ77nbbtlsKsqy0E6/kW6qCeB1UOg6w8zolKCw1qgmUu208CIYSBzAab2hut1SnWrtRFTX3HQ13aRNJl/f3FAVhrIQNtsC4wIut/jcUk0Z+01ObkbwgXacOA8Tx2GkmSY+XB44tCceLzU/HHbc1jte3u7ZRTDIi0ybV2ZRpXmPn1w0CVbre84X8IzdSNfoyK+m7Wjajm4Oe41MbuLWBt4UOS9vttztam5e3GheRly8tsgxRdT8a+FfAcCsoZ8V+OSPWHs5wuoxzD8gOvgWZvNknSY/xpxAsJhChBV70A+bWdHSnmDFGnz6jAgmKSITQjRL1LQwSkbxRnR0ex63wmILg1jmobCAnpcAZFYjEqWC518EE/hPgP8Q+LurfX8b+O9DCH9HRP52/PvfRHsO/kHc/graePSv/NiHu9Hx+N2R5rGjb0bGwWlZ7eSpq4ztJme/zdnvFAB225zKBIrgyF2IzckN2TiQTeoD0LGmzAAQRk0j1RFW6aIsAH4FAFcC62LzSm1g4V2Pcz0Bhw+et9sb7uoNu+2GqiqpNqo1xWiGm3cebxzeOUzqPrv6fBFlBPOCYTGzk9aQSMWNNxR1xeZmx+a8ZXuu2TYVVd9QFzU3uxvqektZVxR1TuaBQkEgTA435WSZ59xc2DvP7TDycpy4DBPNOHEeJ879mcf2xKHZ8njesq933Oz31FVBbrUyT0thJ6ZJ+9oJS6+BdOzjOHG8NJy7jnOvwp8FRyGBfZ7xOsvY1yU/f33HZrthe7ubIyemzGbNL3mmIJBriG12wNknAp+EKUUb5sezil3dh0XAzQq4VkIfkEV7p4+Kjj5htXCSEpnZXHKD+vl5ic1LCNE5FQue1PTT+zCPNwsJPwh4gkHNVWFmYrZQE9GWZq6mDMTq2OTbyI3mtiQmUPyaIBBC+B9F5Lef7P7rwD8dH/+nwP+AgsBfB/5u0NSrPxaRuyd9Bz+6udFx+dDSXQYFgMExjZ4yNwoC25z9vmS7iQBghVI8WQSAAsiDJ+sHdQCuGMBM5yed8PscwgsyA8CcvQYKHt7jnba3Dt4RYi+3IteW3q/Lirv9jpttTbkpyauMvMxmYXBuwhqLFwUDY+w8tDKYWNSSnIJ6MEm5rtjlyizILNXNjvq0oz5t2Z43bNuS3aam3u7YbLdUuy3WCFnq5ItoSq2zmGxHWeWMQ88wjGyHiZthpBsnmkEB4TJNXMaebx4vbJsT+8uRm8121oPOeybntGw5Alq6ee8Z3MjgJpwbKQXu8pw3Vc5tUXG3KdhuSjabSk2Ouy02CX++aHxJ9ynOnux6wyLsqTeCLMIus33OJ+4/ZgPq35QlawhYeiqk67JmCMlMSPsSC0hgnjoPRtYUIv0PKSS6VEqmYgSJGYDE6EsqAA54jFVFkViAmkSCKYy2GReZi4qQ6PPIrKaLR5MgK/NPid+v5RP4Igl2COFbEXkb938JfLV63ddx36dBYPILAIy6WSMKAHXOzb5gu8nYbTMdFike6wJ50B+QB8gnh40sIPkAtAxdQcBIGm2dVP/1NttVaQso5Y29LHzqQxj8YvMLvNjtuLvZsa3L2CTEkOdCUWSMTifBaott7WjjxSEmi0xgAYLkaZePzs5CTdPyNdZS1TXb3Zb6VLNtNlRFwWZTU+22akMbHfIuRhcEkhpfePLc4KucaRxxk2OMeet9P9ANI+2wsIPLNPFw/sCxOZFFP4oPAecmJu/mGXcpddaKUFnLi9xyu91yV+Xcbiq2m5J6u6Habshjco0tM7K6VJpfPKH6WQrPETVjAJlW2n6l+ef7pKlXmn4GhfXGk8dR8z857/pZK4fALPzMAK2gtLCA+NbI6vxsJogPsUAqxMKo+P1e/w7ovhCfJ4FA8IjR9ndZZjG5weQmZh0KJjMYDFJkIEbXUqbPh2gSmFLP7adufxmOwY/X8bUBpi9azR3IM8PQTYyDYxwdgUBdZmw3GTe7nO0mY1tn1KWlMgHrJjUBgm7ZNJE5j3HM/hrSQBgfhRBWXV/WRC4laxBNvag5kxPPCz61vJ4mpfXR6ZdZy4ubHXWZU8QuPnlm5yQV56YF6ZnJIUvffROjBUbZgFkW0UdsYH0WQ4h+AouNqatlWVJUJdV+R2YtVowCotUyMzEWgsEYzzTGPndGmOxEllvKMsdNFeMwMowTQz/SDSPNMHIZ1FTo3DBrzSwTrMkpraUwKvhVZtlklqrI2RQ5db2h3m40USpqo5RhZ8tc4/dlvmj65NE3UXDFrQAAZq88fHx/ZQ6k+2tte/2a+YKvTnS6RXteUrMSVgIft/m4rlnAvAVN410EX1TIRcugg0/CDviAmAgA0UQIkhiDDiAxwSwsoBDdMgUEIxaiuaSfq91kJPYfkFz9B5+6/Tog8H2i+SLyU+CHuP9r4Oer1/0G8M3TN6/nDmzKLIyjAoBznl2VUVfZ7BDcbjK2G8vGBDLvVPiB3AeyaSJ3HusDxkd7LTIAtd3sEoK7Cv9EBuCTTRUZW7xPWR0+GLxTm36aJrz3IGAzy6vZVtbRWEVmKaJQ5pmGHyfvGOYqNkhaRYtYDCKqsZXKycIG1kCwuKNmX4J65peU1229I69K8qLQApYEAjEEqWsq9itIXyDaJMQHiTPvQKQgzzOqsmDrPLfjxDhNyhbGiWFyqLIRcmt5dbOlzHPyPFPHlbWaUpvbOXc+OflMsdD+FI/XJJco+PhF2GcN+4n7ZSXxVNuH1X5ZC/wMCKzes74uQGwHLxK9tEIss07HtWYEsjquFRDMiKH+kjD3dWR1URcWMD8mRACEZBCE4FWmsxUIJDaQScyPUCZFZFFKHeKW29hn4C+HCfw3wN8A/k68/69X+/8NEfkvUIfg4cf8AaALexwd0+TZlJZNZdnVGbttAoCM2kIWPNkUHYEpEjBNGB8BOzqAQ8y80+w+ZhawDL7QzUeHjGEBgES7g9cP8yFEU0A37z3DMADCdlORWyis0WKSTIUhzzLyLCeIYDPDOE30Q39ta6RFsVJABsBa4AkQLJTlqlnFHJYDNvWWsq7J8iyCYVynNnpHgmY4woq1Jl8DBhGPF4OIjgyfJw4bIcsMRZ5RxW42qdLxZldTbzdx7qGNjqsYIs2j4MfHJi5QkyWhl9j3cCX4ksJ0URBWWnjW4mvN/+fQ9msjb1H4YTnhSWZnyh9YTqAh5QPM4cKZBXANCjwFgnQBVyPb18c9C3/MNTBaOxFi6/eAn0edGatjxWxhMIWdTYEEApJb3TIFgiCCWBt9AxKjK79+iPA/R52Ar0Xka+DfQYX/vxSRfw34BfAvxpf/t2h48B+gIcK/+as+PwSYJk+RCZvCsttk7Hc5243VrYgAEP0AswkwOWwIq776CgAST8JMv80i+BJXgo/U7JoBSCzVjLnsosKWTIFpmpjcRNf3OO/JY2WWFR1GWkbhz7Mcay0ufq7JC8ZppBu6K02eutKkcNG8dIy9Yqlaep8MTX2tgoD+VmsM1WZDvqmwRrPS5qEf0U2FiyfIsMT6JYA3MQoC4nRqjrLZ5fO9CCJOOyBFBrKtK+ptRbVXqm8yGx2XmmthbErkybRaMkux+ygjJjr1zCIE1yyAleaHj4T+x7Y5XrZOaFp/3vpkJ+UQz3hsGDqzgBlNnzKAp2bA6hqJuToGvdaJ0y2JYnoOIlAlxbACOzVH3dzR2BaJBaxMgVTDEEFArF1Kwa2oiZX/BYBACOFf/sRTf+2Z1wbgX//zfO7qPRiBTaFCv9/m1JWCwa4U9fw7njAANw/YSBGBMCWNH5OGjMwLeUn8iN1oZbVsovDPbMCrV1ZMUO3vHNPkcN7Tx/bQbd/r6G+YAcYYQ261rVPKRks6SLICQRiGPqaL+rlwZJluW2LzAm/V+Ze0R2IyIEsBCrpmiiJnv9tRbWotkhGDTrNNpgJIEHyY1E618bOCOt2Mj5/p1TTyk4+O0AQCITICcEZfUxQZ1SbX4qhSE1dSLoOxS/xeAQFMbGgiyQaep+Uk4Y+acBa6tdYPEXieaPyPnH1hOVl6pp4X/CSs8bUKtCstPlN8mV8vHwn+p4AgsYAIIKjPByQmBrEAeWqDLtEf4Fe/wygI++h41WYzEQSKxAAiC1hvuVVzBqeMMhU2FWoSfOr2WWQMEmCTGxX8OpsBYFsKOZ7MS2QAKRkoAYBO2jEhtp+Kzhh1vslyH8NrpN5saYsabwaCtN8vKb3eOVys2PLB03Q6d6AZOvZ1pVmBkkpSzfJ9iXHE7xExSJ4jwDD1tH2YQ4Vzfn1kBjYvADR3gcVM4SplV6LSEHb7PdV2iy0sRV4QslgvYeP7JzefH01hVoERF1bJUfrZxsbchklDo+I83nk0hikEEyiKnCw3ZIXFlrotGZfaSEOsLlQTi2okJT/Jskmy4Wb7/1r4SbP1ngLBVe/ctVbniRNxdQ+z8M+dh9cMIAnw2pZag8ZK8OVTQIAknyAzYAnR3l9dvyuTwD9xDKbfnxzT2kg0y3WOpCkEyRMLWAGBlSUt2nkFgVzXPLn5S/MJ/IXdjIG6jJo/+QBKoTSB3EOOjyaA01Bg0v4+aAONuF6MzWL6d4QCibQp2qFh/rekaycBE5i7tkicIktIpoA6Badpou07unFQu9As8+DXk3ZT9lf0Mc2Tuo0YJNc6/mEcafvmmgms7vGFVjKaJbchVbstlFETRLxzeD8hBCQTsryA0WvvQue1P31s0SXBxKQUZqoaYgpzerzY4CuPctRoRgxZJmSl0YlJldqqS5WdzMeZgGD+mNm7nwAgUmKTUnifXJmVGXCVbbd26v2Y4D8n/LK64KvzmIBgiQCsQeCpYzD+ncCLBA76t2DUpk+LyhDNgXTMCSBWv9X7mb2EeC5CcNEnIGSFnmspBLP2B2QyAwCWOEctAlRmVMItSJFOxse3zwIERITtxrKrLXVl2ZbCJoPMezKB3DMzAOPBhkAW1D9gY/swE7WmkeR0SvaSAsDcSoun7qI1K2AODSaKlljANDnarqPpB9pxWBpTmGUCTWIFCdElCq6dWUa8YFIoIxgnur5Z7Md0PlYPjFUgAGYBUxKQpgDHxJ2x11JpCYgVjMkIo1OtZJgXh0ndf0JAvNXmqhKTomIm2yzIPswVjwp0FmsCWSVklSGrDLZUGzVFXpQJaSqviYtUbytBXwm8mLB4dZ8KBjwj/IspscToV/frEzj7gH5M+Fnt+5gJLCZKFHRDPIY1C0gAk16crmf6HStzYLVfR5ivgM8vv2UdIhSjcyOTKUAmSK7XNAEBCRSMstoUlsQSk2k+cxCwArs6Y1ta6lLYFpB7Ty4sDMD5WfDzFQCISwCwVOwlB5XRKqN5PPSVsMvCCBKFCxBDgEvihnOeaZpw3tH0PZ0b6MaBTZnPPfiNlfl7kaVpZvK9KTAvXXyNzWdTZZwmhrGLAyz1X1qwKZ3VkCFm1Qw0minTNDL5iXEamKZBbUjiAsqMap9khxqYPeBpHmESHO2EiYkOQuPTDwAdz6bvMxayLKavJjpqBYk9C5MppFWZaT/MWXyJBchTYU7VlGsAeF7wMf4JmHAt/LPWh4+Ef20G8ORviQ5Uo6E9BQSWz59NALPaxxMASMeSzt/sBNDnTLwe6belDEJZmNj8fgl4P2nzmmlQ30udzTkCmijEUi2ZiQpSTIMODgWAXKA06lD7xO2zAAFjhG1p2ZSGXSFkPpCZoM5A5yh8IA+BYgUCawAw6PDFrNBYqs00Oy/E0lD42IWktnqIgBD72/jktY0JHcHPTGAcR7phYJg0JbaWfPHAR6egdqKJP+rpF6ZDEU0pLbKcNLl2co5+6PRFs4KRRbFADGMGCB4fHJ6JceyZ3Eg/Doxjj3ej1jiInRmBd8mRqAtMnYKKCmJiXbvzBDFa1yBmroVZfojulxBiX4EIVilWNof7WABAJ6Evgv7EHzCDgQkQHLIW/AQGa6B4AgRrc0Dvk/CvBTs99yPCn96TTraJgitmlbQUFlZgrlnAkoGaPjfZPkvtwHKg4dovkMwCNG3Yx/U4+Ymh62jODefTkdH1bHYl2TbDFCA5GiLM4/cnv0sWvyPhjhVNHc7l8zcHjBHq0rAtoEAFPp+g9J4yeIrANQC4CACi/eezzMzeU5tbTOyhn2rHQxS8WdvznCmgPoMlqYM4DEQTmLTp48DgJzxhFtK1sBpzfaKvHNmwME6jSz43OcYK4zgyOcfges2MnTUMyxoi2ppBh3CG4PBhoht7mqGj7RqmcdDec+kHWBQIluzVeCzRgeU1FKadkhQQvPfgFMw0lB3rGyRgTCArZGUGmDjnUGbHIKlJyqyVrgVfBXr9t1sJfbw6smIFV6xhBQQLYbo+ufO+JywAngUDSX+n96TW3DPgpO9NJ3DxB8zff2UKRBaQzACRlT9AmM2A+Zj1PCSgnoIqne7S0JwuHI9H6m1BeaMgIPnCBBIIpPZmM3NJSUjWKBMoBCk/dxAQbYJbxYSgIkDlPaW/1v5ZYAYAG8tas9zEbKoYQrGxaCadGLuWputNAWBB9RR6S+vTx0myzjv6caSfRibvtbX3CgCuQpDr2zoOefWUMhgAYzTDz0xjZB0jTKwSUlbvsVkEgTiNVwLjNHJoz7xqLgxDx8ZNJK+HRkSAKSQqoYkkgeibYGYAxNi4iU4tNV3UplFnpyfLURAoDLa0mEIdVSmHfe7Bl0B4PtUrR2DS8LMz0PEUAD66XwHAklEXb2skeMoO5n1J4z/Z99zrUuPThJgSrq/FDAjJnFpd95kFrs2AyJRisxv93sQAmG3GIB4vQVlA29KeL5xOFx7OR3725S3lTYHd2MgE1CcgWWQjJjlgE7QEZXkZMwv4/JlABIGcQCVQuYUB5B6yCADGqa1uM4O1ctXowqb2UnM+QAKBJwnfV8bc8vq5gnB1887jvGcYlHJ308joHLk1Swx+vieGc+w11qTbTDsCc0VZCi8a9S9MbmKKKcrD2C4UOh1bFlYgoMVHzju6ceDUXmi7ht04MsdA7Oo8rI8hCUBSerNArOxhMRi8+g6MCkVegC30vJvCYkoTbdRY0CIRAOLnJW/5oi1DzBBMQh23BAzP3M/+g+RATLcrLR+usODqeVjA4dnXPLmJjwCwShaaQ4GLP0BmMFizgCebRCWwAgMNA+sx6b3mpCQAmPxE1zRcTg2n85FDc+b3bt5Q7HNMZRcWkJyBEiNTqdUZKAhlaKgwE8iFYAOfun02IJBLoBQovKfwXrV+SJEABQCNfcsVACxAEEdqPWUB5hMXJz1O+QMr4E7C4rzHxdz/bhwZJhXSPDaSlOgtTl5xLf0ULeiY18zynUv4TFaJTMTn8jlVdzION3n6oWX2GvtYDaXjKPFBC62CCYzecWwvNF3D0PeU3mGtUY0QnUbrCeFXdvTaqWWSBoxgEERz1H3ARhZg83juSxNBwCCFmgZXGjd67mVtw69pPU6/Q/xi73+KAZiwSjSKPyAK/9XvmR//mPA/89z6I9NLVmbMFQswKnSz+bH2PYTV++ePX9HAkOAqmgOpv4RXP4/zE0PTxhkKDY+nI95MVDclxa7AxvCgiSxA2VxSesznRGLX2uAdGI/3A/3n3mPQiDowy6BOwKT5sxDIUkIQaPrkDACCzZSG2tzERh7xpKxAIKwFflmd85Y60yBqGiRHT0B9As47RjcpC/Ce0Tu2EptvGmIHIaKHWwUnIBhj5xTZ+RBmxxmL/2jGrQgE8RiMaK1CP7Sr9tQhApT6A3wMJbngOXcNl/ZC217Y9PuY0ux1sXh1HIXJJTFdhEiePE5PGz1gCdqOfAGAuBBLwZQRAIqoieb3hhUIPAEAHGsAUJ/AWvDXtH+1pXNFPNarv9PjRRqvLLP1H1eftQaEleQmYZqPZ2EBksBgdrCsLnBYravUaxCZ09mvjyEQxEUWQIzyjPRNw+V84Xg68XA+4WSi2pfku/zaIZgctHPUJ5lJek6DnwiuZerPjH1D37V86vZZgIAABV7Dgn4FAJEJJGdaZgVrEwCYK3NgRkWzaPd53PZTM2C9JRYQNXuYLyoKAOPE6EZGP+GCY/IOiR+dLoIxyZzw0e2j29zzjmXNJXZ45UiON4P2vU+HLaINV/qhmZOIrC117l2MsRtryKyhGXsOpwMvmjP7rqfcbvBBG1GIN5hgtPY/Zgbq5F9dPCEd3AwGzNrFCOoDKARbaFtsk0fBTwsyJ2progCnRbnS5nNP9TUARBBYRwpW94sfIR7XEzKwPF6pYnnyvDwV7uf262O5+iyuPmtONLpKfFp/YASEFRDModj1tRdIzUIUBMB5DUEPXUt7aTifGh5PB05DS54HdQrWeWQBsrCAVfQrAV8IOrHJjw3TcGJsT/TdhcfDiU/dPhsQKIP6AdYAoGFmHQo6M4C1LyClT8ZU1SsbeNVz7mPhX3l6zHKlA0Rn2ZI27II2z0jdfT1hyQ9YAQEkAPCEEMtHn2jYZcksq/kqHBeF0RirqC8yv2cYOgjaRUlWefbqILWc25ZL13Bpz3TthWraYrNoEmS6GAWDH/S75xoXL6vFvnKYReETm4QeTIV2s4lRAZODFCB5mFnOcnqTAK+FfwUAKwfhleCvweAqrPLxudMD/DEhj8exXmg/Yg4sz613r9bRE9aUPjvMALD6vDkUFRZcMLFGA08wmqSlfqeRcRzp2zaygDMPpxODH6iKnHJXagVhAt1MQ7AkJpAckQJh6PBjgxuOTN2Jvj1xenzk/eNnDgIG9QVkPnYL8oFMVgCQRRaQJTBYbNMUtzYrwZfV43Al/GtQUE6eWjot4ahVHhaz4AAAIABJREFU3QBqDkxBAcAFpwkyayYQBUYzDUUvsqzaR60XDsyLbWYEKwBIICRxTpWxARtiHN/AOHZRTgPrvnNZZmjHgXboObcXmubMtrshr3JM0PyF4D2CgfHJF6fTAat9IXq0iQuPq80UcfHFmDVZmPMEFm35jPZnFQlItN+uBD46/2QNAFfCugYDnnl+3nm9X35sfwKRp2xgDY5p09etCUBYf4Fc7YyaX3/T3NkgKpkg6gdQZ6CygK5RFvBwPHLqWoJx7G5qil2h4JstLACbFJBEW0MIY48fz/ihYepPDO2R5vzIh8cD3x4+c5+AEMiD1gfkAoWNtQGiQp9lH5sBJm0JANIJWbOA5BQUQfO59e+Z9qckGhYtFFbOqUAEgGgKeDwJ+z1hpuUhhFh+LDMLUEDwC1A8t1BEKW5ySi7LcVllJk66DT6Gj8aOzBQkh1UyBwC6caDpG5rmTN+2lLdbbPAx2zBKp1mPAV+uwHV422hPNYIKeQKAlK6ahZiNFpA8aIWgjcAhsAaAENZOwHSeV95++4z2/5UA8JwWh0VAV0wrvSDuv8IQWc74fH8FACsgSC9fhRw/gp8k5bI0Gw0mWQhRU4cIAkz4SZ2B49jTdy2Xc8PheOHhfOIydoj1bG8K8lpBQAuyJFZkypI2HTzBjbjpghvPuOHC2B1pL48cDg/88Hjkl58/CEAhgSJTuhtrHrDynBkgMwCIXVKFVS1+DALC4hxcPyYy1TDn9q4TVq6ZwawFBJxz2osgsYX0OPhrAAgy7xNi+vLsG47LbmFx0S5fluOsfoLa2NYK3hvc6HB+mD3mYhYgaMeefhw4dxfa5sKm25Fta2UW0WeSHIThSRx/BgAvuqiSTV6Ea9s/C0gWv9vqYw3jpDh12lT4hdTzbaH+sjYB7Erzz++HTwr9s5qfa7Y1/x0B9aP3rJA4pOcTACzX5Pot6aqtAWBNCZLwr00EmNVMzOkPHjzTzALGaVQW0LbRF3Di3LX0bqTIYXdbkG20FVtiAqz9AWEk+AE/dbjxxDSemYaGrj1wOHzg/eOBbx7PfHPqnz9vfCYgYASKTFlARtCJQbHwJpMlEmATI8hlZgBzXoC93iRFBiSluAqBVODDbKutmQAspsBSSMMqHyQweR9ZwJLlFdB58vIRG4jlwiKkEV6L3lk0yqyFFwRYmboS/1YgCF5w4zgX3ogwJ061g5oEbd9yac9s2xuKutJ+gvF8SCb4YKKQiwp9inh5CMbFbjceyXxs4iBalpqhQp+h5zkmciymwBoAkuPvidDPAu+X8OE6DXj+yc/R+Wdu82vlyb4n+jruC+uTnF4uT79gzQ4+PoCnPCO9ZMn/CTOoB0JKC9GCNPH4oAVpQzfQnlouhwuHD0fuPxy4Px65DB3BevY3JfVtqbMx53JhlnRsJkIYCaFXABhOjMOZYWg4nu65Pzzw7eORrx4avjkOnzyFvxIEPjF45N8H/nlgAP4E+JshhMfYlvx/B/7P+PY/DiH8rV/9HYE8D8oCJHatNUaZQASDKxZgFxAwJi5iI5oYkYbpJkcVyeMfL2taozOoL9orRDYgeAX2mAOwDi44H9tsR5NgbvIxMwG9J2h/fhHwsvQXeLq0QlJCLI7kxShYio5UUenvDesUUaPJU5k1nPqWbuhpx5amu9C1DeVYx8xBqwvSKgvyKcqV5h+GNBPBzQAguY/ZZiBFQEofBT9mB+YGbeoAQaJQE65zBNbOv3W4cAaG5CdYL4gfB4CPZDads0+Bhcz/XTsKZ5awaPjrx/GCxIsUrsBjeZ8Kf2DR/qtNQsz1cqhBqWnofdvRHluaQ8uHdyd++csP/Nk373l/PPLQNNS14e5FyfauXFhABIEUVdGIcU/wLdN4ZByODEPD+fzAw/ED3x+OfPXhzC8eOr4//RogwPODR/4+8EchhElE/j3gj9CZAwB/EkL4J/4cnzvfJDEBQwSAKPixYaY1BhtLU41hiZEmYViXTKbH2gNDPz/+H2Bp2iBETbgS/uQLEAWCj5hAjMmvzYEQfQMeHxuGRi4RAsG5qORj5MGYawBIJyAEmJPRiaGeCBlhtbIlHYtQlnmMEoSYP2Fop5FL33HuGo7NkfJxQ1YVmMJSuBwtqQ4RbDyOFOlInY1c3DxYR7COkAshN4QcQp4y0BQEgg0xFBsQnA7enAHzWutfg4A+Dgko4BOC/7xgPzkln/gjnbBnFls69zMwR8GfjyFSo3RdCCuEXoFEWBkvgVj+y6L50VZ1Prh4r2noXdPSHjsuh5bj+wu//OUHfvHtvQLA5UJewOtXJa/ebti+qNQ5a0Cs5hYkH0sIDkLLNJ0ZhwN9d+JyOfLh8QPffnjkF/cn/p/7hm8OPY/d9PGJjLdfCQLPDR4JIfx3qz//GPgXftXn/NhNBIoysoAIAFqnLzMbMCal6qbSXeaKtbX2n+/jth6MEY8+fStp+GeYfQKRBicgsEtWXwIDY4TJO8LTf7N5sPgGvPfLDxR1dMZv/hgMfCzkeXbRxiYV8e+U81RtCjjoseW5xVrD/eVMsSnILgedP/CQQ2HY3d2SYfBMBDOCqMCntAo1PyIIGAUBMo/PAyEXfB4wmVdAiCPAgnGIsVp7YP1qFBgQPeCyEvprx1+Ir1k56/4/AMFKDp+crqcIsfy9nNsr7cDaYbxckeQkiY8TZUvAHGR26K4pv37e4jj20aHsCUzTSH9RBnB+7Dh+aPj2mwe+/u4DH04nTm2Lx7PfZrx6u+H1T/dsbzdaFGcDyEhao5o63uF9yzge6boj5/bA4Xzgu4dHvro/8Yv7lq8+9NyfRy79Olvp+vYX4RP4V9GZhOn2OyLyvwFH4N8OIfxPz71pPXfgzVYoymuBn00BYzASowBBUXsuV00AsA5NPdnSdVf/X1xQKdtL1JkVwpK8EqJxLMSkoBSWXG1jqttfMQENKGqmmASPD4LxXkXXubi0JE6KUYdUWm6LWeCZq9jmE7Va2CEeutXmIPV2Q7XJyVqhqDKqMuPrxyPOwCieKW3G4a2nvt0hZiCEEcKI4BVejJZiG4FA9AVknpB5vHX4UrMGQwEUBownpJoLY9XmT36C+dwmIX9S/8/6Mfqa9W9NPzT+vdyeAYNnADOsn3wq9E/fc/V8TPBKCDsDAcvj2JhiLfyJMIR4DVOkKLFDT9Ap0v1Ifxlojx3nx5bDhws/fHvkl98/cLhcOLcd525gWxtev6n44mc7Xv3khu3tVouzRIE7SEod7wFlAcNw4twceDw/8u5w5OsPZ37xoeXrh54fjiPn3tGN67zx69uvBQIi8m+hNW//Wdz1LfCbIYR7Efkngf9KRP7REMLx6XvXcwf+8G0WsnLR/HO3nggGRpJwLfL+nMDrFq5BQb8tRVJWVFVIU2HD7ChQ4deTrMVAWezoam0CJWGK6cTXJoH2OgwRAPBx7JhPXgZAlv4DelTz4enNx/9MBAhRsqrNOwUfh5mEoEkmWZ7x8uUNp76l6Do2dUHZWn55ODAaTy+OyUIoAlIKLnfUu4wQBrwfkKC00gK5zfT35ULInAKB9ZBN+NwTygCFaDFKGtSAgsASHZBYrLQS9FnbPxH+tVCvGECi6Wtx/tX+gqe0X57Zn7T/U+7AakGlvJI1AFwfgHbtkUXzr6m/j1o/hHivVaFjN9CdR9rTwOWx4/G+4f79mXf3J85tGxO9evICbu9yfvrlli9+4479yz31fh/Dry76Tzw+DECrLGA60bQKAO9PJ776oCbAL+57vvkwcOoUADzP/O54+4cGARH5G6jD8K/FDsOEEHqgj4//FxH5E+APgf/5xz8LskqFfQYBSc07Y7/AAHMz0ZhJl8pKwxoErhjByhccWzet6X0aC50y/ojpnAkMxFhsbshzjdWn2gXNHoxcQFZMIB4f3qvi8B6v6jVGzJSSGbssMEknIF4kZToyhz+XYqMM0PFlbnBzk9Kbu1teNGfeXU5Udc7mkvPQ9XzzeGQSFVxbCVIZpBKy3R3IRBAdsAoe8QHnR/LMkOeWrJRI7536BjKnsdvCQB7NER8jH5mZ+xYEY2anoP6YVeccSX+nH/2Mtn8GDJbzsnrts9o8ncf1E59gAFesYmWYzddhbVsugKD5XwsAJEagAr9ofi0GGpnGgb4d6C4DzXHk9NhxuO84PrQ8PF44Xs6cmpZz2zMFx662/OzLmp/8/Jbb1zdsb3ZkVYGYCTHqsFUA6AhBAaDrjzycHnh3PvHN4cyf3Tf84n3Ptx9GBYDJz+lan7r9Q4GAiPwzqCPwr4YQmtX+N8CHEIITkd9FJxP/37/yA42WqKYmISZqTBNt8AQAV9mk6RpLiCmUXPsDrDKCZHOGOSQACb6jJYgEbe8MDiQV81tEXCxOWmUrGqGflgjB2iRIIAXo4ggeEyfSzqnEMYdUYrtyIiCJWQn93KgjbamLsS5KW2b4QUeD7+wtN+cDt8cND13Lps4pW8u7U8OEJ99k5JUli1txsRS1/jYvE4L6QJwDH383xpAXAlkM3+UpVIgygQgcEPQ1NjrFDCwZkqpX5867MzDIIqxrIf8V1D+sLt2yEJ9n/MvzT3deC/9ToAF1kn7kWMISgiXEkFOYgSDllS7OYecHJjcy9D1929OeRy7HgfY8cXzsOV96js2FY3vh1DUcu47eT+xuDT//jQ2/8bt73nx5y/amIq+y2KdhinUGDmgJtLjQ0E8nHi8PvG+O/NA2fHVs+PrQ8/1p5Dw62skzEZTXfiq/gj9fiPC5wSN/BJTA34/UNoUC/yng3xWRCQWfvxVC+PCrvwNMSdT+i/DbpPHDEyYQYMn5jwvQEpNPWEyCVNSSxmcThV4C4kXJnzB3fglM6Pw4R+rsYbLYSCNTZ6SxMHSxoCgmwvjkD0j/ovJP6aFLxpj+OG2CGrRMNwn50zJja54AwPI4hIAfA2HMkG5kd7Pj7qamOh+p6pzqkpF3lvtzw+Yxp9xm2NgduDoWlJOlqDOyXAhhQoKPjielUTqSzGDzgMk9YiMIZHFLTgzvVmkGPlpZS77jYu2vO/gs4ZZlNsDKNHqqvJ8xGa4Yw9q8ePL+Z5HhSujXn6WaJTwHAsFq85Wg8xwDpHkxsxPQhUm1vxsYhp6u62manq4dadqJSzPRjgOXvuHcnzl3Lae+YwgTNy8Nr17l/NYfbPnpb9+yucnINoItBbEjmEG/JVyAjkDDMJ05dffcNwfeDw3fDS3fdT0/tBON97TeM0rktRII2a8BAp8YPPIffeK1fw/4e7/qM5/exECxiwwgOQIlzg9YA4CPAJCcT9FyTBZ20D7kEUXivSgDEB8dil60tNaH+JlgvHI75x1Bek0fjkkuphTK2pAVkGUBmwWMhXYa6P2AMxPBZgQj6jcyAW+MpuqWGt/V5pxxy9GagDzMQGCyJPQqILPTM4FDjIoQ78Wok8pNDtsJb+++hH2AbcB/HTA1FDvL9x/OfPt44NC3/LQ98WE40ectVVWQl5bNJqfcWMraUmRCIUJphJBrvLbcxIYhyfGXOYINMdciZljGkKkyinidkhGW7tbHvnq8LrgDVuHCuJ6ehA9n0OB6/0fM4UeBQOAjrbj+Xi1bU4gyhGCW5C8MsTG4Uv7g8N7phGbncFNgHCeGcaR3E12Y6PD0ZqSTnrNreBwb7vuWD11P/dLw9i7j7Rclv/nbd7x8tWe/s9S1YbMR8qLHFB5njgRpCKEn+I5zf+S+P/DDeOErafhTWv506Lh3E4+Z41w6pm38TWWAllgz8vzts8gYxKAdatamANcM4Mqv9Mx1nUs0Vs7BkNJQ48KZ2UDsqyerUV4SS5a9jyZBLPoXY7GFzKwi9Q4Y/VJUFGKzidT33SSBr5hr8Jf+B6LDYbK0JTCIOfjJxBHQWvu0LwlRiudpI5VgNXlo//qGV/0tX/QnWj/Qhw19mBiD43DpsPdgC3hxqahcRulyzqOhngrKYNhiqXODBIv1BovFSIYgZOJx4mODongeTRyDHdT7H8eszNPEZgBIJkK8UGEGgAQIzLQ+XIHAxwI/w/6zQMDqvauHH5kEcv3+1b3ql1iMQ6L9QoI4P9v/qvm9d3E8u+aPODQj0MmENz4qhBFnBibpGKRjkJ5RRrYvYbuD+gb2byzlHooaijqQbzym6LUuw454uYCMBDPQhYazHLnYC6e84Vh0HLOBceuQFzqno8wFX4CvAu6sIuGfM5fi7bMAARG0VDWZArMZcL3xBAQWLhB3RjBAmHPSky9AzKJ5lLZGIIjCT2AGBI9DIhAEo8IqxmuufASDMQIARuvCJbfYXM2GLFU5VjIzABV4WR7bFQDEHHyTrQqOZDk3rLY0WSlgMN7G3gmBSjbcjbe87Y8chpYBxyg1k0xM4rg/tthSuDtVbFxO5TKKMuPkhJ1kjHlOqDKCE9wgUAphMjrpNrY797EgS3sOrvz3sVtw8gHMhxtzBpY6hfSkrLb0W5846z6xL5kYMgvyc2ZAfMdH++Qj38MTV+SsKkIELB0hEQfTBo/zIW5u8QOEEDeNKwWrpcLeOLwZcGZkkoExAkAoHNutkBcB2Xhs7THlBHmvORiZQaxH7BTnZbSImfCMDHJmtA191tJmPU020BUT1B76WIlrYLLgN+BycBauOzNd3z4LEECIlVGrtRGe32YkT4Z33HV1T0rh9LPWBOaGMFehwhQh8NFXIKAptIkRSBT8AOJT4idicrABHy+25B5TWmzODAb2/6XuXWKs2Zb8rl+sla+9q+p7neftdtvuNm43bowsWWIGQog5ggGPCbKEEJZATBiBGCAszzAMGSCmGJAsIYSQkJgxACEhJrzBL7r7vs75XlW1H5nrEQwiVmZWfefc2753ctjn5Je5s3ZV7dqZ8V//iPhHxGRgsDIDN/i98bfn4sfSshWyu9lle7+y/2NrRKq5HH0M3JSRz/NLHvOFiyZSKORwJEuhSOXn7068/jBxqz1j6RhLpK+Bue/Qm5FYOst0BCVogBqQEqFGggxUV2hJtVVRq/oA2OrXzTtAOZC1GIkVMDrC7w1/F0TUPeVn+/tXQ3/2XNfjX3BPfcdp/eTss9/jrzHKbynfouqr/aYYbcqQorp1SxCTZStQQ6aEbABAYmZh1oW5JuKhwiCWvh2hdokaF2oI7laKuV5htr87JAiZogs5nFjihTnOXLrE0mUYC3K0hjwlKFmU3Ct5UmK0rX7/FLIfCAiAdawVb9QhPAsGsvqaK8WTlp+V9YJXFPELB7BJPTc1XpMIPGUDu98p6rMijQmIBIomlpqsHbRa92GJuso41cYiEQYl9BB6O45HiyF8AgDx6bHE6v0JdANB59UrtZZnfq8CWowNaECjMNHzok58WW55yBdyKOSQSeFAkUr+tvLTb+55Ew4cNNBr4NgHKh1SLgQ6pAs2Hb0IlIBU60wUdSAyohJp5L9WqNmBS2yobOw8oNuyOWJU2rK3LXDqwVPZs55nxv0cBFYw2J9jd27/wezuq+84+vSx/fx271TV3VbN+HmaSF6NX9scC1eKUihkCpmsiVkTsy5ca+KcE+PBAIAA3UFQB4Hm2kknELKNig8goVgqmispXFjClTku5JhJXYGpErMyBMgBYlS6QyUOujbZKj94EBDMeIKvInwPAKzN820TdWfA921qkN0/1WWcgqi11RY1P1ZkYwVrpmB3rg2hUSmoBHKdWcriEeBC1rqCQJHiRTQOBKNuIDBaADCuK39dMwwNCIwBhC3ewPa+aHv/jBqVNTBTi83ViGgg1MBw03NTR17XA1+XI6d6ZYk9SxhIkklS+PnPL9DDbYgcRjNQE0VFPiB0YhOVlYiUiJRA0EinCcpCKJFahJoFTUJNlhsIwRrAtAKw4NQ7qCs9/Tquwi9nCmHNzT/z9b/H6FeG114jO/bA7vvthvj0XvtERs6z32GBz7pb/as2VuBdJsQAsKh1c29lZyuDIFEkUySTNDsDyJxygrFSeyGrcrwJhENF+0KNiRqdEUcxabfHtiQoRQuJK4kLM1eKFGMbsSCjFd/Vzof2DEq4+D0WfPsFrOmHAQLu0gcvEd6yAvIEAFqSry2Puvb19z+w2g/T9d7xG0cbjXaAaEavEOyfJ001tJpBaq0QCqkk6y+421o9faWYD+hAYG5BsEDfUNe+cGscYDX+4L0AWItD9gCwptI9GCJPmIAdiC/HotEzJ8J0N3KrE5/pgccykWIix0SOPTkM/OxnFx7uF8JNR3xlq/4lJoYxMh6ExyigQiVSi7kbsUZiTVyvgmiEEgwIkqDJ2FYI0AWhr4FeTVMR1JuxtuOm+gzbwNjY2EC7XrIZo12MZvjfwwi03UC7T6YZ/7Ov7T66/afoL7H7o6k/qxv/Bgjb3mICQq6NjeLGL6gUrF4wkzUza2bWxGPKnJZMGGHG3Im7gxDHShwrNSYv1RbTXazRcQOeJIlFF2ZmMolMoToL7XtbGGqAFG3xCb2aliOr1fpev9/8fhggAGsBTlv9NpWgfd1sQFf6v3p3VbYrsbv4ikX8m9+gLeTjrxN11XAQH7zJakgrEwjebLQuW69BLZRqpbCV5go0iW2BLhBGN/6hbj3hmt/fBdPjrAVQ3pxD2uqoK0VejxsI0CLkfvs6akitBLF0Vh8Cx9sDL+qBL+qBh3whdR2pi6Qu8uKLyLtvE3MqHESpI9QJ5qGwTEKahLkTm0akAV1sqGsh+qhyYx3UgBZjAqJCDNBFoa9CX4K5QCvr8YxIKwF3xheC0DljkL1u4AnV/9RnR54av6yv3b10b/yy26nsTjVX0n9CW/FXNvApAFRVchVybSKwdvu5bEgqVcwZSA4Cp2zinRw2V2O6EeJUCVMDguIDR6GEQhtxh2A/i8yVxEz2oG8hiy0ofe/FsRW0OEXp1JQ8E3DQHz4I2DXbo/zuaoqsPju0lXEP50pr6qiuAmx6TtVGFTfKGZDWM8M7XnnzkAoh2M9qTCAopDmRyrJjApWsBgJFjAGoF9ysW2x1+N7yuw2ObGOiVzdAXSi0YwA8/1s3IFiZDPYnBRHvVVCpah2FUWE8jtzqkdflzNd1InUzKXYsIfL6N3rOi8me6wAcQG5AjsBBCDdAEEouPCYhJUFS5JSEnARSoCfSe+CwZNNgdJ1VgA7FtjUrEvHx7axbdHYQg9DpBgprnHDHhDb6vqP+fkk/qS/Q7zhHwxH5TsNfFZ7+vPp90/JKlhnAXQNTfuciVFeCVt0WMPXy3lwrqRSuOfG4ZB6uhcdLIQf/OcDNAcKkxLHSTcJwgDAoxErZayoCZCpJC8k7EmibVyDQRaWoUNQBwIZ1+CRf3w+YXuB7Hj8MEKjKnKxWXUIw9VoDg7bC77tvrKgvK27gsQB71c5SmvHQmkIoQY3+NzAI1VyC6qAQQljdznLd9ABWOFTJ1dp9V6kbE+gKdNFLcN3w++gAwNqHT5or0BqftLTjJwDAs5VRdzd5y2nvxDceF1AVogSmw8hdOfK6nrhfTiwhssTI7YNwtwTmUoh3SryD4RUML2C8VaZb4RAUXUAXWGbh54+FkiBdhVCEKURGIp0Gag5QhK6HYRRGB4G+F2Jh1UTEuDGDGCFUM/7e3YPWIX5jQQ0Y26XcAHBN6bbz7SNqtwfbSi/rv+318iko+DO/jUyRyacsIFfb6loqvr1em4Gq3R9zzjwumcfZAOB0VmqnVMEMfoJ4UPqDMh6VYVKGQZFYzAacKYkIVbP9dK8irFLX4KQxMGVRzPg7RRsT6NWl3vrDn0qcCzw+FAusqDXi6DshigU1WiBpo4NPmcKTag7YGnKsrGFzB+yprs1tqI0ZqJe8N/fAbpZCpo2JKs4EijMBDXXNCWusiLsDdvcL0pdnABDW9lCrGxBMkWc3vT4xgNXl2VPhJ4ygrRZCqAZKxgYqQ4gcdeKluwUpzqQYOT7AC4R3HyC8qPQvheEVjC9guIF+sjohX+i5ZOWbbyuXR5BFCFUYqIxSOEj0LILQDdYTYjoGDkehLzulpIPBxgzwsmy7N22OqTyZt/CdkoKV1m+f0xOq7+f2QUma5oS92T9zCXbn1jiAM4IWGCwVUoFaGwPY3IHqDVUVSyHOuXBKmcel8HAt3J8qWbznQIT+BsZbYToqN7cwHZRpUKa+RfOrfx5tllB5Up+w9i8Qtc8OW0iJagK5qGbZewAYvt/+fhggkJW3bwspw90LmNSCc11vLr81EPJI8p4J+AVeF8rmDqzRA/EComZKLX5rN1ytZozBBNae/9kYSK2uDFv/s4scOlOO0QKC3oqLzoDAXIBC6DtCrBsb8Poc2bkB7FyBRoNb5d3m9OxAYEd51aPttQYQm9LcAFFVGA8Dt/XAqzpyqgMpLkz3cNsLp6CEoxBulDhBN0E3uNEKaAda4JyV+5NyuYd0Vlgg1sokgYNUYg1oFvpRGSZhuoHjrXC4MWDoenMNnkinGwh0MDS2ENxtePJ5fAoCjnl2lXcA0ARmVnVqLGnb71wN3R1/AgsNBGQFgapK1ucAgLWW1xZD8K7TqM2urIWlVNuykrJRcnHjHG+F8ajc3BkQjIMy9Epw4289NRq/SFq8EKiSW8ES6m6UA5FYjUARz16IdZDSuG3f9/hBgEAq8I2DQMpwV+B49HZ2DgQBi+QHfPClwKpRDXbzy2ri+ziAA4Lsz5mhSLASgyq+Mlfx3iKKFEFrJeX8TCCixE5M0tk0Ab1aVsD35hoIoa/eBamumQETHjUBUvV6gc3fbSnBdf+EBbAdr5kRZwNqOUbR4Dn6QB+Ew3HghR641DNXuXB8AZcejiqo+4symKS4G4QYDUxsWJFyXZTrrFxPWE1VFnSBx6VySkpXFbIQOqWfYDoKxzs43gn9BP1gg0y73uomuv4pMAxTixH4FvBipmfGH1izJm0YrLUvaDLzveRcVhDYg4OtG7JKLp4EWP3ZlhHAmYDdk02Tsl4J90nMjdMNBIrFjpIWllpZipKxe0UjjDcw3cLtCzjcKNNoINA3tegKAIVZ0BPHAAAgAElEQVQCzFpZqCS1asDV+/V7xBSFrMZf/Dj7vvqt8WSY67PHDwIEcoafvK1cFrjMyuWq3NxWjsfKOFWGMTL0gRgjAfVtGwqKV9c19LZQgcsCBW+CUf3KB19l1XUHfqp6ulDEu0cry/Vq6UHXh7fi4WEI681qdN9Vf10LBAZvylGsX3+U1eBDrF4N2C66dyZcGU6ruNu7ArZf+Ux7377ii4MBEl3p53eGCsPQc6MTL+rAuwKHF3Ac4CBwUbXegV1TOVpxlGCuQFZlqUrObfXdgrSdFzepd7wqM6RFuV4qj49wPAvDaO5FPwr9CMPgbKMXBwPoZ5NPP5FTt+yJ7Oo1ZIsZxIB3nvK9mDsRaVWoGwA8ZwgrGOB/j/AkRtCMHzbavwqaVP0zb3GALSBod1y11VorS1XmoizZAKCVto8H4XgL060yHcRYQKfe4k23+xhIKAtKpvrYlvafsbU+CCGYXqSsLEBbB8IVAGqw7lHf9/hBgEDKyt/7WeXdg3L3sXJ3U7m7KdzdBm5vI8dj5DBFxjHS95G+sy2GPRj4pB3M3lftmVTfOwsQ/xjFKgUtFeaBHg1eGSbMqXBZrlxT4rIk6yFQlVyU47jz7V33v+1x3bcgoXg6sPUJcBbgbcSsItAjkDvj3wy+PX/KCNqNuAqmFC+ysrymSDB/WC36Po49xxq5rXA4wWGCYwenjw0ELIUZOwvSGcWFpSpLMWANBJ/WLXQhMHSB6BkJycFdpUKqleVSuM/VBGCdGX4/bmDQj9CNDgJHjxX4a5vL0PUbM5Cgq97AGycTw6aGewIIKzDsgaAxBXv/bb/GCp7FDRT7DPDYklHuJyHZ9TptWS1r8mIAUJmdBSzFA3TOaKYbZTrC4SBMgzL20K9TmGi1mBSUpFhESpths76HXlg33ajNxpoCWzbKr+/3PX4QICCW2eK0wDUr7x4rfVe5OwYDhNvC3W3kxsFgGiNDHxk6A4UuRroIfdciS42+7Xy29SJW9/nM8EuFWmxfqlD8+HTNPFwWvv1w5cffnvnx25lv32dUhTdvemLoCNIRpEdrRPGmE+uVAJsLUD0WILQZCY0JtChYo5QrQ1kR4HviAr6C6VoRhbkFDgQ2fBR3C4Q+KJPCbRUOt3BIMAXrFaIdVmvuaboWdc7A4innpmTssa7PPZ4mJNJJJPYdUQJVCykXFs3MWG/9UpSSlHyFS6hrU9gGDocXjR345q5DO9f3rL0cTAffQGBLN67AID62LqjFZx0UwjNAeM4Mmry5SZtXntAo/+4q2OdeV2NsjMAaitjU6mUHAKnawgDQTaYPGCaPkUR1dtPmWDZDNwBI4EVJFqDM7p60dyP+fp64TkFWRtGK3Z5Mwf6Ox686d+DfAf5l4Bt/2b+lqv+1f+3fBP4l7L3/66r63/yy39F3wm9+1W0Bo9CixzaDMFfh/lw5zYpIoYvCNAbGPjB2GyAcx54+mAQ2dGFF9Np8PGTbY4HBXCz3WwrkKpQCc1Ie58zbjws//fbCz94tvLvPzFn50RcHXryYOBxGYjBHT2tnWzFAoEbj09pZPfo+Hi3ftccAQPZy2GdxAGcKT1WvDiLK2vsON/5Vcg1EEv2gHFU4HGHKBgJThRqNKqqYlLVzAM0KyX9X9MDmoQvEGuhrZNDIOHTEGhlkpI8dIkoumTktzCmRiqnn1hJbrZSi1KoWc8jKKWOZFmdWjSU0xjAMVm3XDzwLLG4Zhhh0yzo0AAhC16TMYQcODgQqLdbUhGkWC+nE3UL2AOBCM/F+lKsorR1bzUGqlcVdqKWaK4AYXa/AODjbCeozclrPSZyhijMqWNSAuCgkdVag5qK1+7kRkbK7j7XRBT4Fie97/KpzBwD+A1X9957ckiJ/Hvjngd8HfgP4b0Xkd1WfTGf/5DEMwp/8rd6jw62vAFt/AT/HLmCjCkuG61LQWqgVelk49JGp6xi7aDQ8+sobZTN+B4L24eVifm+uAJHHlHl7n/j2w8w37xPv7gvXpHz95YEfffWC2+NE10VC6K2akJ5aOrQ6K6jRjL/2a1MKVtpuBidO541dOp1U9VWhrQu+NrSv05aB5hlCcxTWFtj4Les3eCt56aNyAKaDMwGFscBjhrlgQb5g+BU98t1Wkegr8dgFDnQMEhlCpA8dIyNDnBjiiATPk5fEdb4yJ4un5FJWfUXxqrwiVn8/p2IgVECDkhOkM5yD+dLDqPSTxxc8rrC6DHtQ6FymsQeDKM9A4ek+ikmdgytU14wSdm4PAO1z3wOAyDaAJtdKciCYizInZb7AMpuR0m16iTUA6sS1elC7utBlAQ8EQlExQK6mBcjOzpowsFahFl0Xsupb6x6/plZ/HRD4rrkDv+DxTwH/qTcc/Tsi8v8A/wjw3/+ib+o74cvPR/9Q5Inxt0zAE4nmMzBQdXc4m7GlCnmp1FzJSUnF6JENL9mAQTEQsFBj9GIheP+x8LN3V94+JN5+zJznytdfHvnRV7d8/cVr+hDcVwyodisTMCDoHAgCqoMfe9xOtkCeOgA0yqlajQmogg8DEVeHrRNEzdrZRTxWn1SdJqwDMBwARCpBlB5l6gKHXjiIMBVhyvDuvXJZ4GF2f3iAQS1tWgHE8/29MAThLnb0EuljxxAGpnBg7I/08QDYiK1SEtOxI+XFhrmWBgS+L5VcDBQuOZC1kkolF/UgllKDoEW5LnA9qwcYLZvQDxZYbBWa+/TjCgSdZTq6uAlqNlZgxt8934tljJrfv+tgxzr3oT3Er4G7A0XtPluyA8AVTo/KMtu1ae8p+Puwe129bKXdA7b6J1VLxKjFBpZqrKztnwDB6sbqCgC1QM2g2YBgf5991+PXiQn8ayLyL2KdhP8NVX0P/CY2jKQ9/tDPffLYzx348k3kszeTRW4dAMSHjSifAsD3bsVAwGoALNCQs5KzXaC2T0k99WfyzzbxOITA+/uFb94mvn2feX/KnK6VH311w2/86I4fffWalzd3azFTF60LcalCykLKSkzqUe5ALR01BqxZja0z5prJGnCqVbZgoXct9ng2thZ4iHe9gI1+6nrcbqD1uYL/UhqtDURiiDsQgDEL4wT39w1I7edMAoMr4lpKtO9t8NDYBwYHgCEMHPoDY39DH29QCuq99krpSeVKqZlSbMvV23A5KORS6WYh5UrKFlAzya0BQXHBUi3KUmC+eJBxcvegpRy9bZuBgaz+9ifsIBo76BwUOgeFvu2joC5/tk9TtwiBbK5Yo9b7SsNcDcTmrMwznM/K+VHJxYKe/Z4JBItfBPEMhDjFB2YHAgMBcw3m2gDAFrhU4eoajkt2Jvvc+J9tzzFs//hVQeA/BP6q33V/Ffjr2BCS7yId3wk/+7kD/+CfGfX2brK23j5voP2ovZGjT0GhLYTtXHXFHzV4mbGtvDlXp/xKasdFUQJVjbpXDVwX5bzMPFwLH06F81X58qsjX351yxdfv+L1Zy8ZuxGqBdy6GFe1mwRYEoTF8v+EQndJ9FXohkCnNk/R226sMYIQ7O/CA4vrSDB8YMkKAOr/7+IG2twC3T2H1urL7d9X9B7RnilYlV+n4u00hQ8/ruTPIL+Acivc9HBACdlu0ohXCCL0nXAYeweBiWk4MvV3dDsQqHUm146+RAOBmhwYHAy8J18uhRAh50rKhTEHA4Pi1Dpbyqu6sKsEo715Vq674OGqO3B2sAJDtwOGuAXjutjAwYCgdwDoo6VfDRzcbWh0Wnc+9uoRGEzn6iygKPMCl6tyeoTrxQyf0twWHxkXdHV5V1ESrMHArFtQMCtcirBUA4VUYSkOAskUnZdkafZazDVY3YGMpXAbEHzP41cCAVX9WTsWkf8I+K/86R8Cv7V76Z8AfvzLf6K3qVRv7EjcBdK2KrMticN63BweMxg/53v1n1mrGv0sSsm20hhAmOHlHChFyB+vxLGjGwLTMfKn/oEXfPXVS7766jNevXjBYTqY71aUnAu1VNaKBKexl5RZaiZpRAZl0GDltTXQ1UjXRVTVZw+0ePQW0d3yAX63aYsXN0MPrO7Ajg1oQ0Sp+1j2LlPSEeg5hsggQqdYw5oLyAXe/S1IX0J+rSy3cBVhSErMVgMwiDD6XIJpHBjjxBCPjP0NY39LdHdAydQ60NWeUjpqXSg1URsYlEwuyYEgE4KSciHn4HthyELOgSVbvt1cB6PxGzuAZVFv/6ZrduEpM9jchs4BoXN2YIAgxggi9J0yRAO9PlgWogst5Whq8KYpaKEcA2WP5BdMHZggLTBflJLsVtSwS4G2jIYHII2NWhQ9tZ/V2IBaufIpq9UtqAHACgKLA0FSrsmAsnU6aa7A6g78Auv7lUBARH6kqj/xp/808L/48X8J/Cci8u9jgcE/C/yPv+znuffKatjKjoh5RndX7SU747c/sAFCsHz2moM3Qwti2vrO+8P1VQnRemibPxVYFuX+YnMGiPBnf+81X331mjefv+Hu5o7jdGQYB1tZqwGA7YtPI7KJM2AFHpecCBcla2CokVIjQ63UWokOBrVC7Cynv6ni2mXZG/4mSFljAI327wEAy57sgdFeYUedDBxDZ6PfsyAXgTPIWTj9gVLuIX8F6TO4GZRhEV4Uq0TtGwh0gbEfGLuJsb9h6G/ouyMxHhGUqhnVxQGgo+pCdSZggGAxg1ISuSRElL5YOjE7E8i5kHJlcBcrZbF0WwPyBgQNFIqa4YmnHvtnrOA5MKyAoCsgdJ1R9lobUzAXYY0phG3/JFbgADAXM8TLrFwukK7QOL5Nk96Cge06q8LC1p5scQDYZwKWCpdsLkCusBQxEMhwWSyec10so9ViBVoEqgU7YzQtSP11Coi+Z+7APy4if9Ht9+8C/4p9IPq/ish/DvxvGJj9q78sM9A+yLq2eRaKbgCgu+OVGcC62u9BwToIBVwtjlS7YrLGyTfVX/VBEtL1iAiXhzMPl8TH08J41/Pqsxteff6K27sX3BzvGMeeYYxm+F6BWKtaZLZ6Gqj4Cu2R5EtKjuaRorYNtaOrliaLnVKrNxdpDUbtE9kCf58833lXsudFAlJWQGyfJQitOWkvEwMdXRHCIsgF5CTIWZEz3H+j5Hsh38NyB1NRhlF4OZgoZeyEoQ/0XWQcDozDLX13pIsHAwERqiZq7Qmxo5RArZGqHVE7au2pmql1IZeFrnRIsEGduRRyzisraC6C7YUhKzk5GNTmKphhNoksQFkgi+Xmu9bvcQ8CvbOCfscMGjD05m40gOgjHj/wrVU7eqCvuaXXZAZ5uiqnMzw8KKePcH4PcYJjVEoWasFTpJa6XqqYzFeNBbTU4KLGAhr1P2cLYC8FDz46CMwOAIuyLFuXoyAGaPb+LK35a4HA38/cAX/9XwP+2i/7uU8eYrSHRod3MbDtln8KChsbYGUKpnZrEGCswOizeF7YoudV1LMOlpxelszDaeb9/YX3jzNf//YtLz97ye2LF9zevOAwTYzHQIg74183iDtQaBfZov1QqFyXSq6ZaxLGITIOA+PQ09XuScno3thbk5GWndryvbIGqtYMo8gzN8A/PLsgK6NQlL52DCUSkhBmgROEs7kE8x9AvTdGUL4SaoTrC5gPdjN3Uei7SNd1TOOtM4AbunggxMmAuDoTK/bGxfsUVo2IJPu6WNYnePeWrovuJsQdK9i7CBY4zMnAICVhXiwVt6TqeX9zzIJYNKWIMQaCrm7C3l3oelmDiV2/ZRlSNgPas4MWXFyViw4EfbQLMC9wf1FOF3h4VB7vTY15+WDip+mFBexK9tiGB/eS5/z3DKBtJju29O0lOQvw2polGfBcF7jOMM8wu+sh0d0PEfpONyDovzM0B/xAFIMgVOlMrFJ3zH/v27dT/vpts+eCFc0ECVRMzlrxLjguOm+zgkyfFRGJzNfE42nm3f2Ft/cXXn4x8fLzO169ec3NzQuON7eMR5uajFQzfLW0X7ugjRHUWgnVEL/63gzYomsSrOx0KQt1zsTc0cWwgsDaXWgPAO0c7OIjPAUI/xNN11ss0yA2u07EFCQqmVozXe0Zc0e3BMJVCBcxNnBRZIbT/wX5PegHJX4hXNVuwiQQbqCLgT5Gum6k646EMBHiQIgdIh3VGVnLrVu8w+YZ1BqNpWlYr1+NZQUFaUNoQ6brLFbTlWBZhKWwBP/b1lBJNZDJprFoQNA+r1ZCUWdIgR072FyF+MRVgGXZiZJ2OoStuGkX4Q9KL0IucH+C+wd4cAC4foTrR+iOkGcTRtUi3pREScUWvieG7/u5ZQCyrf6XpcUcICUDgXnx7WogUNUL4eIGBBIs5qEVar+LaD57/DBAQASNPVUruYX7PzF8O6efrHcbIEQNtP+qxweqbkBgE2Ta0LBAmjOn08LbD2fe3p9ZUL7+8sirN+4G3N4xHTuGSekGp1VVbKX3fahC8eP2vNZgAJEqtfg7XKdy+KoskVoryQ3GmElTkO0BgWfGL09AwGY1Wq25OaDlKRCwAUKtmeUKcYmMKRBnIVwBDw5ygXJvN+AMLD1cO+WalWWw1GoQXUErhJ4gAxI6QuiQYEXrtZq4CNHtb6v2d1bEpXrupoVCWf/+bfpUqDYSziokMzUoXVRqVLSzz1/X8m9B3C+vaxDMAKHoSgZRgUUsiCuhgcGuJXzvVY39trWvrfv4FAiCg87pBO/ew/0HOH2A+RGuH5RDFNJsLKBkE/QsGZaiXLO4LsBSgIv6yu8MoLZ4Q9qMvwHA0kDg7K6og4BJssX+5mj3R/f/i5bjIkg/QrH2TLUU57nPV/6nWKbPfoY1yNwBAU+ZgWKruUolpcrjaeHhceGbDye+/Xjh1ZcHXn15x8tXb7h98YKbm8F03r33ble15h1qroCNMrMF2NwB783n+p4SwsoS1KsYFcuLl1JWAwki2zFNN7ABAs+Mv402D16SbKW3zejLdrw7p1opNbFclMtJ4RzoZjE2cAW5Cnq2BGa9QHmE5SPMveWul4NVCS5LQaeK1gJEgtdQ4FOT9+o0EXUwYKMvLSpWzTJD8NkOzhIsNuTl4mQLxIp10a1h20dP47XjrCCeEsvZdfYeUS80UqkrGCANHNTqJnoz8t5BIPi2AsF+Hzf2Jc52coaP75T7txYLmB9hPkF/a0wgza53WIQl2+oegouDqq3+16JcPeh3za2L0VMASAv2M2ZlmaEurB2OqricuAmZnBEQrMrz+x4/CBAQCcRhQl33KBRyXnxIyHe7AnsGsI8RCK33+xYXCLubS4lUzVyXzOM58e3HC998ODPe9Lz88obXn33Gi1cvHQCEfqjErnirbFfy1UpQi/TX3V4rzhAC6s1LLXfrb74qS872NX/XwRnAeoyLpWQrlV6r3DwY0M6HVsUopkvYjL94zn6/Wfbielauj3C+V/KDAUCYBS4KSQhqVlNPxgqWEeYOrhfl9FiZp8o8VvqQCJJgKCa91YC0OWqrl+bgh40qC4IxgAZ6CBrKFkeweDZND1JRAoUYIjVUolRKkLVKMDuraLnx6qmxutiq29JqRV3Y47fPllh1QNgxhWb8ocP6RXiFYxycBTgbkLXCEYu7KJwf4PIBlkdYHpW6QF6UPBsbWK4mIz5fLM4gQddCrXln/NdsPv+Szaizs4jc0o+LslztuRaozhSS1w6s8nFnBkRjIN/3+EGAABIIwwFKRmshxEKdA3lJVmwCzSkGPmUDzaBQ1wuIrKo+qxewGyz4WOllSVyvlctV+fgw8+5h5nd+7w0vPr/j9ZvPuLmdmKbOmmF0lRjNuW+DTUStbFRUEa2EWlexku6YAgIam5TTtAVaqs2vy7oaQlgNPSC7/0J7vq7+OzYQhdipuxllG10t2QDJh2Xq7rjWyuOpcL5XLh/h/EGZ74GzGX2o3ntCoF5BL+ZPlyucH5THQ+V8KNxOhT5kYpiRkEEyHRZstWtTsZ5WJprfcjKe7nTpnbkUTvurf2+tnvsTD/tbV2PNsu5rlhVcTSFnEmPd6eZr2uh3YwXuMG05lueA0L7uwCCtxLkZvRdStecNCBRnfgkuH2F+UNLZV+cF8mKs4PwI41F9PqV9/+LUv+2vHvSb2+rvxl+S/Zy08MS9yMliAkvaagf2f1f1v+UXCAZ/KCAghP4A0a6axkJHtGk3Ka+R+H2oQJ98+5Y2fGJYzgrWVYdAWirnufJ4UT48Ft49JN58fsOL17e8/vwNdy9uGKfoAKDErhCDwagZlxm+BgcArU7HFKmNKZjbIKgJirwoKKgStBKp1FLJWVepM4iXAn8KAh5h89iCrC282xxElbyu/LXW3b6uxm9b4fGUON0rpw9GWx+/hdM7yCcDgDYHQDC3IJ8g98I8CedHePhYeHlT6EMihgXpsrOPbKPbsBHexj6aICs6GDWANBCtNZBSoORKzl5jsGYGKjlVzwxYCmxZ3DAWEwqlBZYkLMkyBqvfnaF4StFUopCyUKpuDZnaJhsgSEsm7c63BiLt3Ho54gYI7ZxWSBdYHiBfzCDT2Z7P9/Z5j5OxN8WChAWYPQA4ZzP+67Lz/WcvQnIQKIsdl7zt02xMoDSlIA5m6u7B7u/6rscPAwQQJA5IHFYgQAwEqixoLrbC1rqBAY0FbP+xGo/53kahTeLbWMHjeeZ8TTyeEu8fFt49Jn7/T37Oi1cveP36C8YpMI7BU0SFECohFlBdmYDdzBlpY7mDM4NgXwt+k0Ox6DyFgAmKImaUBB9oWe1CapEtaq6y3oVtwIoxAo8XtCVbPOrvxq5175pshl9KXYHgfMk8Pipvf1J5+4fK+58r53tdQwld2PxdnYV6FtII81mYH+FyEB4/JjrJhDAT4oyJjAulLuYSgAdRQWs1MZWDkvo1rKVSSma+zqYTyJmcdunBVEjJgDIl9XjEFhRbFtlAoQXOPHre2tTl/T6pF4ttHzHftW2K9RUEzD3RTaDp53ciVkqB68mNNNteqwFB/63SH2Xt4VgKVtiWBAnOBPz9z+vfqCsAXE9m8NXvk5I2AKjJmYIHErUFCV3DsILcL7D0HwQIqCqZQB87QgOC0FHFmlaoLNZTvSpU6/DTyoH3/iXwyeof8HZhKpRl4XRJPJwSD+fE+8eF6Tjx5rNX3L18xfEwMQyRvg/mBoRKCMWMTq2ltEFtJfgKsQKDOCtQ9Z7wxdRzFEQLAVuhS938d1MZmgtRCkZznY+uN9+uDDkXM3wJLnhyw94MfotRtHOl2JZzZb5W7j8k7j8Wvvm28OG9kv0G0wxTbyxgpczJXIHlDNcBzj2cJng8KH1cEJmRcIWQqZo8JtA0Dmqre06UYqpB1UwpCznPlDyT08z1crJqw5TWLaVCTpmUs4NBJqXCshSWVFiWSlqqMYC2b4ViWdfScJsU1FZzoRWaVF1teVvFdxkXYG1erbQPQ9YCIn/F9ly8viJBvjoLcPeQCzwCFDVXJrmgabFAazd6tiDtWc7GANIVro+bm6NVfQycn2sXa+/n7M6tybb0/fb3gwCBqiYJlQB97IlhQEJGpUPpjE7mZNmDGtcb3C5Si86YWhDxGID72EqLD8DjOfFwXvj4uPDhYeHDw8yf/tMvuXv5ipu7O8ZhpO+CuQExE0IxEBC7gYMWqtR1DEK7sRoIrPECKVTJhJqNFkeXFAfP20v1noPmJlT/DLI6jc26drNVFafFas032o28N/zGkprBFzOS+eLbXLleKterWv/7qixJyIsQJXJ3CMRbQHQtrsquTksXuEQ4BThE4dDDcVBiWKh6otSJwpHY+ijK4CBQUXXDLsmMPl/JaSbnZd1fzhc3/GRMwI0+px0bSCYWSqmSkporkFo1qK3+m2bDavDtM7G0bqnNmLcVfaXKbLHnnTJ9e+yBYP/QnYsmJh46RPvM4u5H1ALlAuefgxalLkKZDViXi7V6bwKgVneQFjvOs63y9bxlALTuAEDXNWkrqKvb8+fb9z1+MCBwXRYIlmKSzvLOgcYEIlVmCE4rSyH6IBCcESBiILADBbu69jzNmdPVGMD9KfH+IVEUPv/sjmEauLm9Zeh7+i543/eFEA0AYAGxUKwPKVqbfOKMoAXg0IL6rAIJ2dnBLm8fvG+Ab+tMA89pZweDtFRb8fxmV+/GA0axc962tFSWuZJmXVfJ+WpdgudZWdKut5EIY98zBuhuO2KHZw6sXXYulcX98HmunK/K5QHGoDx21ht/GgrBV/9cz2R98Lx5RSRvpdFSKGXhej45ACykNJPTQs4LKS1czrMbf35i/Ovmxm9/qwFkceZUWmagtmMHglXPod4/UrcVsQVX2WoAZG/0a9OQzfhb8Hn/kN33NhGRmFzR+ggk8yxyXC815QSnn1ocSFtQs5q/3oKcNYEuFpCti7ExXczYW+q5MYCVHah3h26fS96AoDp5rcvzv2B7/CBAoNTKOTUQ6JDQ08cecVmm9EIkoGkxEAiep/YVsDl6rUx3k9M5MyjKdU4rCDxeMvfnxGdvbnj58pZxGjkebum7znsELNZ8RCrICS/sRKwaZO0KtFF2PBBmEF1DJVCQ4OFaT+Htjd8GVhauJZOSmgz2oixXZb4o81VZrpVlVnLyGoUEJbmhz0aF02JGvq6O2aiwPZqLFEzp1wVubgamqWOaOorHDKr6VitLLsxL5nK1WEbOlfOpcu5g6JSxr4x9IXbF4hokUnqkG6KDQFlBQKSQ0pnL+URKBgIGBIsbfeJ69uNcHAzqGheouSk0N4l2XcVY1Y2+HZvB76lwa8okztj2xi77A+XTr3kgbTV2Pyf7c6EpCX2a0gBffCl8fK+mGfhoqeBaPfOCiZryI1xdUtyN0B12XYEWc8E02W23gkCGmowFlDUr4sCRfUBK3oFJYwMFNHlX6O95/CBA4HpN/J3/92d89vlrXtxkbg6Fw3jDOByRMCFhQcKMhMWjIBlRtS7ODvEWrDPQqB7hEQloVq7nK+8+nvnJtxe+eXfh/f3M7W3P7/6Zz7h7fcuLz+4YJyH2BcKZIvcU3gPvgHtovep3yJsAACAASURBVF7bKCwJvrK0/3wlVfPJi6/U52tm8VX6cq6cT4WHD4X7t5WPbwsfv7H9h/d1M/wW+U5m/M2nbdOaDe8s+9H3gXHoOB56DseOV2PHNPZMU890GGw/jXZ8GBmGnn4YrElqjMQYUZTrfOJ8eeD+40c+3j9y/3Dm4eHC4+PC+/dmuO/eFtISSEtmvibO14X7xysvXg30/ZkYK7UOSBgZx4EYlVKvlDJTy0zOM8s8s8wLy5Io2QqG5mumZG80krf+g603Y0spqlrFTquDCF4kFKOxpNr59zbAWL9P17iL6q4p207LsMs+P5VkO2Pw1NOTr7X5in1vbcSng3A4CodjYPzzwtufZ37248LPf1r48FZZTuCZZsAEQo8nuP4chpfeIaiwruS5ZQGSuQ41iwUdd9mBBgJl5xKs7oDfsibTqJ94M/vHDwIEUq58+/605l1auy9CRx9HJI4rogvBQ5519Y/XNE7FRSetEEnIZeEyJ05XEwc9XjIfHmbefD5Bb1QsDgJhRlGKPAIfgQ8YAFzBW321JUa1rMZeq9W6t34FOduqfpkr795mzo+V84NyeqicPij3bysfvlXu3yr37ysPH23lz07hVt+2sKoExyFymDrGoePmZuB4M3BzMzJNPePYM02DG70Z+ziNTNPIeBgZx4nYdQSJSIjEbkD8WEIkSGCeTzw8vuVw+5bp7gOH+48c7h+ZHi5UziwJcl7WVlbzopzPagHOkBmGQoxN17+QM8RQKWWh1Bk0OW3u6HqAQA7ZQFqF2pmCsq+tEWn1Uu1dRsgdW/PpdQcOFisJ1ZSEDQQ2AND1/mhuwergr6u8bkbfgoM7wMABvz3a7IIowtALYy+MgzAOgXEIdAFevwlcz4nrBeZLIX1U5rMZ7dhovq/y5epqP3dn2oresgz5ylqAZECglGWnidjHBNiChftsxi96/CBAICflJz8/ITGiwWMAWH55GoW+H5Fu8li/dw3KC9BWYyzCu0ZsnQmEgEpkzpX3DwvffJj59v2V0zVb49EoxAOEIfkUl0TlAQOBe7LeI5oBdX1+pmj2XnnWF29Otl1n5Tpb8O18rpwflZ/+QeX0UX2D0wfl4b0F2/Is5BlKMjem77f0YC3KOHTc3Y68fDnx4uWB27uJm5uJ6TAwjAPjODBOI+M4MowDwzDQjyPDMNIPI30/EmLcDF6iyZLjQKugFDEqfSyZ8eYF080d091bDnc3HO4+MH68J5WwpeVmpVTZZHQyUupAyj25WDhsHAZKjhRRQujpuuDB1WKDMnRb+WvJLMtCcRl19f6Dxfct0NmyHGsg1IFiBQHUdRvqKVrdGf1TEKj7KNlutV/rN3cLS2sYQztWVwliku6hD7atAGBDchCbLPT6tXA9w3yGNBfOZ1P6VRczNXVjnDFRWd1AYNUCZLtXajZXcE0NNgBoAcKdsX+X8f/gmUDOys9/NhOHk0f4I/WNSX2LwlCVvpucEVg+XSRQc35y0Xgi8LAnRYVUA9cEj5fC+48zh5vIMAXohDgJdDNVMpkLoh/I9T1ZPrDoozOOSiqZVApLLiypMi/FpyVVLhdbGR/uldODcvJKsvd/aCheZiiLUBcYNDJNHXHq6ENPFzq6riN2HWBFSOPU8eLFkVevb7l7ecs0jfSDG/ow0Pe+d2O3cyNdP9J3ozdV2Qwf34tEYugQicZpVkFRpZ9uGA63TCsY3NIf3jEvkXkWUoq8//YKIVA0oKGHMIHcIGGi6w5Az/H2BePYg6Qtu+L7IN55qGQ3+MyyzA4K2Y3fwcCBwsBgA4dajIE1kGgAofUpA2h6ju/cPMX8JPrXdvsldd3bI1iHWARh6AKDr/xWHm5bDB5koPLmzcD1dOZ6mrmeIafKvFSyr+Il2RDYOEMYNwDIO5pfCuSrei+Czd9fg4SuCmrZj/bQTw6+//Grzh34z4A/5y95BXxQ1b/oXYn/d+D/9K/9D6r6V37Z71Dg7bcLdILE6MYfqK+tP8BYYBiUoT8YEEjnN3hGSzbJKFCDrICgHrArWkk1sJTAkoXrXImjUILSTZH+CMSFIoWsD6T6lsQHHusHrmkh5cKcCrNH65dZma+V00l5vLft/Kic793YE4QidBr54magO0Y67Yh0dIz0caDrBvpuIHY9XTfQxQFCTymBGDuOt0eONxPTcWKaJvp+oOvN+LvOjrtupO8GL+kd6LrePpNWfNMMvzVPke38J4ZSK2V6yTDeMky3KxjE/oZ56VmWnpQ+kPMDJQvQU+uAcgC5AbFZ28JIP77k9sUtSCaIZRFkBQMTUKm3GzMmcDUAWIHAASJvoLDf6jNweJ4ibcd7BlHyM9fCuzpvLgbP9rra/+oqwOo+9D70Zugjfd/Z3Iuho+8jIpvbIqK8eRO4PBojWOZsbdFqtRRgNi3AMFlwUHXHBFoAsDgoNMNfRUG6zR6g7f8YFv8dj19p7oCq/nPtWET+Osaf2+Nvqepf/Pt6F14M8u03C1VO6wz4qtZl6FBgrMpQYBgOVsLa9bRimUJCa7HcenuPHkTTUMnasdRAKoFlqRxqb4yjE0pILDpTyplcP3LhHfflI+frwvsPi63058rlVLmelMtj5fJoE3U6CUyx4xgjr+8i08ueMfaMMjKEkU5viWEwXzgOdPGAhIEQBkR878e1RkoRxsNkTUx867ueruvpuo4u9sTYEWNPFwdi6K2E1wcErGW7+wyJfcD+r2zBsXbT7G6evj8wDEeG4YZ+uoNwR0pHlnQgpYlSBt5/e6Ebbqg6UnQi5QHVSK1eAhxuOBw/I3a6YwHZXQJLG2q13ga1JnK6rsZvhm/g8BwYijOHkstq/KWBwM5VsO8xGXLO1QOQxaXJjVFUaC6I7j6D1b1gdRXW+Rfe/SlE6LpAP3T0Q8cw9gxjxzAMNhUapU2Sgsrt3cTrN4HLSZgvV9KMz7io1lwkKcssdB4Sa/qF1ejVA3/KLsC50f91v/7z9//4teYOiFW1/LPAP/Gr/Xp7xD4Qb3s0Vd5+s9g0nOrzA1R4/SawaGDUjlF6hr43g+ii5eIlU7MJegwc7aZXoEqlhIFCb91cFpDQUbTjfM08zhd0PkN94MpHPpYHPj7O/NEfzLz7cWF+rEgVpiCMXeQ2Rj479kx3PVMcGMPEFCf6ONHHA303rdsw3Ll4pnejHx0ExvU5RJbFRDHTeOAwHRjHiaEf6KK16YohEoJR+efdmP067K/KdxxvOlgVv9GluVBbsKyPE9q7vFfhOsHNXeHVa+wmvgby8pGSO6r2LFcFzZZWDZFh6MkpUHLkcJzoeqHrxaTXzgREqqkHHQhKvtq+pB0TyJ8Aw8oQihdDrbGDvGYaSt7ciOxqQwODsgMDi+esYJE2WbVqM3p8OvDO+FtrMR+QYyDQu1vW0/W9Zxz2ETnbXr7u+PhWGXsliAWZGyBXhTJbg9IQ1su06hrWXH879x2eyi8SAv1xHr9uTOAfBX6mqv/37txvi8j/jIXW/21V/e9+2Q+JfeDu6xsuH2fynHn3LpH1wjUJc4kkOl5/NpAkkyQzSmUkMHaD+aKSiZLI5bQxAACs3rzIQJGeVIWchctFeX9fub+vXJbC4+kDZ+65T4/87O2Fn//dxHHu+PJ4y/SqY4o9U9eM/mDGHg703cF67HUjXZzouonYTcQwEsJI1936at0TGhD4lEj1Qu9SlDwpXewZ+tFW/K6ni52VFrc5DH4s32nkz4/teTuj7V+BNkcPdJPG+uQbiUrPwdKdBQ5D5Tglbm4W7l4kzo/GiD68nSlZWIBask2LloTqxHKtlBypOdJPg/Xo62WdBxCiWHalWoC1FAMBrZlSnwLAk+PqLkK2LsUl74zfn5uRb+e3eoTteAWDsiusKjZS/EnmALw9uINB3O8bG/BYzTg6MLc7b6vbSHMiLT0xjoRwpYsRfMi40jT+VgEpZb10T1b47zT8Z89/ncevCwL/AvA3ds9/AvxJVX0rIn8J+C9E5PdV9f75N+6HjxxfD7z8jVf0t1cuDwvz/czDuZLqlaVErrnjWjs++6JfgcD6BQpjNCAIkmw6bl5WNtCYQJaRTM/plLhcEv1jz8ePhY+PhZ++/cjl+sC78wN/9OMzD39Q+O03r/mHf+N3uJsmxui+dxi8oaYZe9dNdrzbYhiJsRl9Rwyjdd2RiOBlZ57iNHVXIeXM0EMXO2LsbN91xLB12kFav4S9aT91VPf/7j5lYKO4Lccuvvrv5+w2RtB52+3SwdhVbg6F4zFxc5O4uU3c3mUupwfmq1HTTCHGjGClzfNcrKItB2qJhD7ShWDtvX1llTYZGkW59eajxV0E23L+DjbwBADyuuJ/Cg7N6NNanVjL80DjU5fCfOxW+GWPBgrCxgAaEMQgBtb9SIjDKhhrQc+0JNKiLupSYjwQw4XYJUR2kr7d6l6fWbQ+22/v6dPzv87jVwYBsXKxfwb4S+2cjx+b/fh/EpG/BfwuNqXoyWM/fOTz336pt5+/YbhZmF4uXB6unD9cWE6Jb98vzOXEtXRcc8/nX/YcZaRKNtGOCKP0dHEi9AGV5A1JdB1zdX9Vvvlw4vFhIc2Fyynz7psLf+fvVb7lzHX4wLffXMnfKr/3m7/JP/T6L/Bbr/8cw9BZQVEXt9X+icG78EbMNw/N4Hdbg/U16OTIj1arto+BGOMKAjFES+25vLU5p3vZ7+4qfOdxe20z/VXh1lZ9tjiAiqfWMOMUtR7buYNxqByGyt0xc7oxIDgeE4ejcnp4xBqDZf+NyjAq81JWIKg5oCWCRroQrV23T81dB3lKBYYtSImawe/Hl62AUHagUFZjfxpP2FdPbqnIJ5mH3fFabKXVC7myqVDbp6Rt72wp2LCZEIUQA103UrIaeHn5shm/qTltq073B0SuBIms06UaG9OnYb0/jo8vv/wlf6zHr8ME/kng/1DVP2wnROQL4J2qFhH5HWzuwN/+ZT8odj13n3/JckkMl5n+9srw4srl45nz+wsf7heW/MicOy65482XkS9eHwmhoGK9A4fYE/s7ss4sWTgvZ5aU+XhJvD0tvP9w4fy4kLNyeVj4yd9+z+na0f/0DIfEsPT87p/4LX7n5i/w9We/x+evfssUdl3vcuKBEHti8LHke6MPkdDmTwPt5mm+NaLPrqqvLtLRd9GDfZ7HD61Jp5vyDgD22tZf7hb4FONdPKDFu+1HafMQWi0MKzSEwNDB2CnToBzGzO0x8XCTON4kjsdC32dOj1czf69bPRyrV78Vq5JLauPLSkBLIHSRzqc1qbYqyrIF49zpDWKftY0Gq5ToQb9qq3iba7gvotJ1FsReT1Dc5cjfYfxPAaAdNxBoMyVWFuVZlK0c2grecjKXqGRr+ZWXrX4jLcU2L4qqap1EhnEACVYdmbPFKKpXlNJYGlvKe7utPjH8/ZV/3n/zjwsRv9LcAVX9j7Hpw3/j2cv/MeDfFZGMaW3/iqq++2W/I3QdLz77mvmSGK8Lw+XKcHOhP54ZXlw4vz/x8LMTSzEgOM2B69zz5ecDL28m5q5jCJmh65lr4Vw6LqXnNC98uCTefzjz+PHKfF5I14VyTZScWBZleFV4fXvg66//FD86/j5ff/V7fP3Zn+Xl3ecMXUfXRWLs1+CcReNl255dhs2v3Axub/x2kSsQ6fveA33RI+sW8Gur/b6b0Pf7/8/fwdPXyPqe2ms/zSmv5/xnBbGpvF0cGbrCNCSOU+L2uPBws3A4LozjlfdvH+27XbGSFhvAOc917QGQO9tKB7UTqgSfL2XCKHtzXkWjur5zw04liloTDlFiqGhUhr0suNH4vVLQz21pwR2I1OKv2wNGWYEk5/SJC1JK3gGAfW9jIWlZWOZiPf+uhWVJLEsyd2AtjTa3RFDu7u4Y+mV93fU62+uzg5vKLmOxgYL6B/Ndd1W7lp+c/2NyhV917gCq+pe/49zfBP7mL/2tzx4xRl5/+TVlhvmSuV5mLtcLl8uZy+nM8dWZw5sT9z/5wB/9vbf89A8/8kev3/Pmy2/5/KsvuLt9yWG64cXNK+s9l4WlRi41cinw4cOZh29PXD6cqdkCYiEpyylzEyfuxq/54s2f4csvf5uvPvtTvLz9krE70Pe9jSBvK7S09uBhXaV3fz02WtxWjZWQ71iApaHshreAkwHAygA2QfsuqSfPruNztP/+y7yZ1NPvF93cgf3vW1dkTJ5trGegjzZ+fOpt7Ngw3DCOp/+vvTcLtW1Z7/t+X1WNMWaz1trdObc790pXEgrYL46FcQwOfgkkkV5u8pDgF0cOhrzYEEMCUeIXPzqBGBwIBgcb5GCiBOJgPSQQYxJCHqxEVq9cyequ7j39blYzu9FVfXmoqjFqzrXWvkft2oe7azN2jTnmmGvWrFHf/2vqa3CuYb/rYnJV71PMf0xGOiUDGRQ3KJVTRjtnhkyyEIKLNgIJxVAn0aRY2Dr7/2d34FCcJ049Zy6ageDICDjdV+RdyJ/RwDgMs9oxqQ/Z/jDgx5Fh6KO7+JCDuELMdZCPbqTvY4DU0A9YKyyXi2hMrCzBB7q2oz20tIfYHxIY9D7lyyhyZviUSGcG86S+5VV2Nxco1svrgeCN8Bg0xnBxtkLWDUYb/CBcbfdsd1sOhz37/Z6zJ3uWFxtunl2z+fiSFx9ccfnJnk8/3PL4nacslkvOLx7TLBoEZRx6uq6lPRx4/p1Lbj66IgwhJS8Fo461LFjZc979ytf5wrtf553HX2ZZr3HGzam9goAtM+CmfzJz7GOrcpICiu2iSPyS1AOT/OhNSjJqpgSjGf1zoNAUMDS12wDwuvZ6vfJIATj++6qIWIyE6N9gmrjl6ZYs6hVNvaJZrKirJVfdJoW2Grq2ZxgCh8NI1w3UtZuKzDprqFIZMKaCrJqANNeBmIdxZAjNgGCZdPdQEP1E8JLOJZ6HEPM1WMmSQtmHY4kg/b0BizeeYDyjDAwMqA8M48DYDbTtga5t6bqOoe/o+z72XT+/TpGSlbM059XkXNQ0luWioq4tXTuy3x3Yb/fsdzvaw4Hd9sC+jQ5qU8m1EBhIvgOkZKknnoFHEoAUfOfWurl7MbwRIGANrBuHaIWhRpqGR6undIPn5rBns9+y2W5Znt2wfLRh9XTD4slLbj58wauPXrG72lNVjma1pl4sqOpYM7BrDxz2LVcf3yR/67gIrNQ8bp5yfr7kyRee8ezZe5wtzqldHW0LYhMAJIk1aMp8G3ckJOYCZ+LUyZ30uI96b8YEVZ38vI1JBTgkxkHMYclMe/hQPOtSKby3fReAuKVSlJzluEWX1Jzbn+imrRaDi7skJrori6nwPtAddiCOw2HLYX+g70YOh5HKDVgTy5aNhQecWikCddKJzBKPnP6WYqUbDJiY7l1NyuuYXhuTCssU5yoFWCQfCTV6AgJJxPeeMER7wTiM9F1kJH3fTgyl67p4revouo6+76JK0PcMfU/wI66ynJ2tkyehZdFUMdJzkSI8m0h2+33Pzc2OzfUNu82G3WrHbrtjt+/p+pFu8PRjykilKb19AoPTpZCn6H4guL+9GSCA5UIaxCxBVqjWoI6VczxePMM/gnbouTnsuNze8PLyklfvvOLll15w+f6n7J/fMPQ94+bA7vqAKox9tBTvty19GwipHI2VmkfrL/HFL/wQq8eG9ZmjcVU8bPTlD8mZJEvvKWaZnK5AlVREdE4LniyAkxVZYfJnn7aifMCY6LevhrSQBQoxN5np7zbx3CnqnZ7KPXekJXIvVsxvxBTecf9cxzQmL2gy8EVAsMkld6Ttt1hTcdjfsN9u6NqBcYhpv5ZFYZbgY+9DdLzJOb3k9HfotJznywUQCJFxxLTuIfU6vTbEeTcpqlDldixBTgMXNODx0cI/BrpDR9dnIo8A0LYtXXug66IEUAJAJn7VQOUc1TJmp6qqyPVXy5r1Kod1Vyyaiia5GB/anovzM27O19xcNmyuK7aNY7k4sN/3HNqBth8R+pjoJcSEKkJOm1DMkZ4Awcn569obAQIGy9JcIFRRLDQWdImwiC6pxnLuhHcWCo/BfyVwddjxcrPh+dU1n3z0nI9+63e5fvmSse8Z+x72B/r9Ads4FheC9A3t4RPWiy/yQ1/5U6ye1kh9ybJZUNsKUfDDyND19G1LGKPF3lqLSR5xxtpYJsua2Xkn1w1IRxm5Vu5Ne+9TIZRASlVPMCYu2KOwaD3ZBryPY98PAHfCwD0gMd827yJkj7qQ/O79kHztEyhoSpQZfLTuex9jAbr2hv1+w267YxiepWQe5ggANJjk3p3SwQpRuspDu3fV3rZwGIFYxaiUDGJvMtc/Jf5iNyFmZeoTMcdjs7mh7yLn79pDFP8TIGQAyMRvTAwnrpYNuVhMVRmWi5rlsmaVjkXjaJIEUFURAKrKcrZes162nK2WrJc1q2XDatGwvL5hv+zZ7Tr2hx5U6IaRdohqwpAK3+SMwpn7z0CQHcFerwbk9kaAgGCpdQFiExBUyfLuU1CMw1JB1tNVeVpd8PXzLzN8Sbn+esuHf+KGX/z5/4/rl5d0fcfhsGe73RJaZbxoeX7zOxzWji9efB/vfvGraHUFbkVdObrDgW4fj75taa3BurR37+wEBhkQjEl180RSxF727It93h4chzFxSx+JzFAAQMyA6EPahip8CCSrB2Urlb9i5o5f3kXgckL/d9+TOw164nPv8UPM8pMd2jVorAnhj+sadP2Ww+Ga/W6DH3x6XimWQQ0hxPwBmutDomiuFZFsIkfJPk7NFaVaNBk3JdZ/yIbZnGE/q1Yqaf8/AvEwDPSZ8DNBp77rWm6ur5Lef6DtDkdcXzVEZyGB1aJOzzz5ejiLc4baWVarSPzLZR05/8LR1BVVFe+p0r3OWZbNgmXTsVosWS9XXC2WrBYN282O9apjv+9AhUPb47qBdvDYbDMIYZIIVKP5CkBVTubsc2ATMFgWPIocEcHgEhi4ZKDSGI+OweCwWZcmBhk9qda8d/aULy6f8vJ6y8cvrtlsdhz2HVWwfPjz77OvXlGvha995Ye5eLRmtB3gqW3MG9gdDjHAo23ZhZDcd9MWoXMFEMyFMycwOAUFEw1fQ9dP7qjG2LwNHlWAlI0o+g2dqAPAkbCXVITjVnD9e94rbnjNe/Ekn/qg+CHn/s/++NH7jpw63I+MQ4+mRKokAhzGPV27oWv39F0fs9tMQCDpmZniSMbPZA+Zf3POiVgu2hPD6y1jLAW3Tzp+CCmNWZ8Iv7+T8PuupU1c//rqkq6L3H/0Q9ouhaZ28dxIImCDszMxV6l3zrBoqhkAGpeI//ge5yJwmKVhuVhy2PesFivWyxWvlkuWi0v2u5b9soVg2G4PNPuObdtz6IdoL/ARDILGHJUm2wvKZcN9pD+3NwIEBKHSJUqqVaM6W84xGLWxFyIYiMGITRleIndZKPwrz54xPH5K957n1bZFfeC3f+1jNvVLKlOxXj7j2bN3WT0ydKHCyhpnPE0lhHGkOxzYbXZUrsNVbgICm8pxT5JAUgumPX57AgoSrfo55t1YO63deEh8YIXqUG53nVD/0UzdJdbfBoLXSQjF5+4AjxhUM+f8G4aRsU/HELNZjH2PH3q8H4gl2GM+Ru87hrGl7w+0h30Cjiiy5yxC3se4/Ik3ZWScWhL75ZjAj1ycKT+Trk+vA8O0V9/PXL/v6bNBr++OCH8W+1u67hDzBVpDUzVYG3c2XMG9J25uDe6Iu8dzaw1N42J4cUn46e/YBCA2eYsu6uiduag7ls2S1WLF5WLF5mbDYXdAcKxXB1Y3O5rtge2+Y9f1tMNIP45JRYigl0xT9xp972pvBAigEgtSCshUsiqg2kejjihKzIcnOGBMliIX+UkKpbWVUFtYOcujpuZm2/Jy1VBpQIeW9eopT995hFntacIaZ2oq47EysmgqhrZlc3VDVQBABIMSBGza9joGBFsAgxIX9ziG9PkYCozL1l2mIhzZuWXiYEGZZQA5JvU79fr7gEFOsCCLiPdLBYJMOf8zAAx9SgWeHGDC6Bm6jnEYCH5ANZUWNxZEGMeWvtvTHvbzZwfP0KdIQpGpZmNUPwBKh6ZI1FKcI8cEP50X+n7ez49781ncL8X+2cA3i/vx9TB0KUpQuFgvj4jdOYuzBRevMucvQcHGnINmDjiy1hz9HZsBIIHKbGuKa6lygdotqKuepl6yqJcsm1dslweCr1jUOxbNmsVix+JmR7M/sGs7Dt1AN450Y0x6M4aoJsxu4cWU3dPeDBBAos+6xnp2SctBCaAjQQJQpao7RH0xgUMQmwJ00t62iVqhCbBwhqUTbBgRP/D44jHvfOGCw7hHZEFtF1RmxJkRZ2DRVKj3tMOABo0+/VWhFkx2gQQEp6+NRUQm5xMREx2OqpQTIP0tY+2UFKIEgJwUo7QvZK/BearuI+ITwLjv/qQe3DIeJu4xE/84eb0N3QwE7eEQd2KGtB1mo0elBI+Iw/ueYTjQttG/Y7tdgGSX28UEAiFEw14IWZRPfH7eK53Wwawv5PeiJpxde7Nzz1Bw/aEg/GNuHzl+8CMmBTUtz1bRWOcsi0V1ROCVs/dye2vNHEdgZNopyrkKp7iQ6X4biT591pgMAgbnYgnxKgNBFX0yNssN6isWzS4e9Zplc2Bxs6XZ7dgdWvZdh+t7umGk8wPGBzo/4k88MO9rbwwIGGryw49BLXNJlagk9GioUoUuJYiSygDFRJNiEsOI4vio0f583ljsOLBeLHnvvfd4/KRhMSxp3JrKClYGLCPB9yyaCiClq0pOJMNI20UPsczxrbWYewyGsdhFJOgmZQXK8ebRA9FFI052cknc3/tZMshqRSzYeXI+GSNngj79/06gOLr39jWIBJm5f+77rnCD7Qf2uwPt4cA49IBSuYrR1Yx+xJi4nIahZbe95ub6iqaOz1ULR526TqBq5CQlWFIPToi9BAINKW4gBQbFEONhsu5HR56WvstOPYWYL2CdsGwqtHQ7AgAAIABJREFU6mo5WenrKhJ65aJlv5QCqspOXD1zcZOIXxLhG5ieR34suWScNTNg5J2lsp9USTE4C94FKregrwfqesmiOUNDzWqxY5OAYNkcWCwOrLY7rjcbNrsddXtg33XYvqMdOnySjj43W4SCYGmALMZocR7mxaABlaEo1SfRIuoVTLIRJJ07itkei7Kq4emTx7z7pccslnBx8YTaCZUVnPEYRtR3OGfnZBXjHHAyDDHk13vP0Pe0KVDlCASSGhBSxlwRYX22nkAg5gGMsQKhIP4Yyz57vinMeQQyAJjZXTley4BQnhc7FafqwXeVBuI1PyZ9OnH/7N/edz1jN9AdWg67PYf9AQ2eRV0zDDWjD3EXJ0VU9v2O7fYqgUDDBAIhLsyxiYRm7CkI5F0SncFAs0PPnJcwSgAx38Aw9EfE3ue+bxmGbiLyR+dnKR2YTaXm3PQ6Enuy1i/qqLMnHd66kohzboc8pXMhEwriz1MuMBG6PelNeqYzCFiqShit4mygcg11NVJXiwQCe9aLLdvlnt2yZbnYsVjsWS33rDYbrm6ucbst1hwQ9qkIy8AQ/LxteA/9vTEgUEk1KQGTKlD0pIKeOan6XE022gqCxjBVhZS/WQmjR/3IciG8++wJj54uWK8sj87XVA6qGDWLZQQdigSYx9lvh2FOSjGMSVxOenM/dHgfA0dy6qoQAnXTMPZjzAackoS6qiry4c3bVtFDb06PPRkdy52IwuYw705IMkRmsJiBI+9UZNDI/gx5xm/bESQFxMzcP9cI6Lqeru047A6pbFiPM5amqunrhnGMYbFGqvR3OvaHK7bbK5omgkAuk5698bJ65f39CUFjtF+ZVWhIAT0xAGxI1v2uP9B3B/q+BZS6sjR1xfl6QVO7FBLuYjbg5Kgzc/8kridjXdO4dD4T/uQQBidELxO+ztflFijMnF+OjMimeI7GWMQYrAVvA35UXKUxcaw2rBYXrJZ71qsd+3XLerFnUW+p3AZjVxi7xNhrjN0S1DL4EKsy6cDIyHGAwXF7M0BABCcuC36zYTBzggwGkkp9kb35YpmRXEwy7jkrqibVaPOMY0/f9Tx6fMHqHC4uljy6WFFlScAmfwRiirKh65kq+fqclmqctsxyppohpa4ahpGu67Fi6LoegkaOjzC2PWHw9LaLhT7yFmGyB+RceN5rAQKaohXNsU+CKQxJ5e6EtQVgHH/uVKLI6kwJGKWUcMz9h+gk0/a0bUfXdux3e/quw6XkJ4tmiTGOyjVsdnvGcSRo5DqHdsNme0XlGsgEnXIADIsmhmdXDj/6I8LP5cnnXAFDKmoaz8M44H0W/w94HwN06spxvl4nYo95IGYAKM4bS10VhF4QvHUmxjtMthhOiFwK4p7X7uvuQ1JU5qkEcLTNLDOQOxMLt4yKH6JEINTUtaduVqyWF+xXBxbNDletsG6FdZvUn2HsFaM3MSu2D3glOmrhua+9ESAAYFM8/gQCmfhz8okMCqKoepTkiC8QwghYrBhicRDLOHj6oeXq1UsuL1/x7NljLi5WnJ0tWa8XUfxLGWKsiRJGGEeGqp3jzXMuugIEfC6XlQCg7wdq52iqiqEZIT9wY3GuOtLpS45/VIY7l+LOaa9Gj9dxAoUsIQC3if/o3Ba65t1A4Vx1LGGkRQgylQbLUkDXdrTp2O8P7Hd7KueoXY1bu6h3BmXfdhi55npzRT/0oDD0B7bbS5yp0k5JnL++7VmtYoRmVbn4nvcp9VdOBTYUmYKGJAlEr0QRJYQBZw1NVVGvl5HwU8bfDAB1U5zn5DBVFvtnS/18RC4tiZOXRH2X2H/K8eOlk2vFvceEP6t2RyAg+bmAMYq1ShgVkQrnPM55KldT1wvqZklVL6nqFVW1orJbnF1j3Rn9ILS9pxs9YwCrAsHgtb2T9t4IEIg2gZkrTf7e+d/kGJJkBXEJJLKziiXmdRsQlSRy9vSHLR9/+DHPP/2Yd9/5Ao1dsnQrFlVD1RisIyWPjNwrjAPOWca+T8FGYSbKQirI/dAP1NVA7yrGOiY5zVxcTCS4TGwxm1QqpjkWlXezVJFVjNHPKsMRCJR59WMw1DCMt+6dfBfuAYKqqhJHmo2Z1lpC0OQHn6WBFPM+ZJWgQ8RytlqzXKyKUFfYHzpCiPkSb7ZX9GOPotxsX8S/m+sPjkl/b9e4KmZRGvpuzgE4xe/H+HtNtiBBcc6wWixSUM6aujrm8FnUj8RvC6I/Jf7opJMlgEj4hTHvxIxyi7C5m/vfeX36XAKRO0DgeCco23QkFik1gWB0AoTKBQbnqeyIkQorMbVeXa9p6jPqaouzW9qWWAJv8PSjErRDdcTr5k76+yxJRb5GTDf+JeIW999T1b8jIk+B/xH4OvAt4N9X1cuUgfjvAD8G7IG/rKo/99ovUTAhV3ucpq/Y6zx2FImRdgpYAgFNVYJUx5hhZgyEsac/HNhebjlbPuJi9ZRal9SypDILKmNjZlmbsstKQOjjNqONQICCy6GmJZfOjjRuYHARCFQpHmwUza11iImecaoxQCXbDabMtzkjbi7JnUEgR7eVefXzVmIIMcY8A8R07TgH/zBGkPDJKKcwJzIpAMJay+j9MQgMA3ljqXIVF2fnMQty0wASQ1sTqG22e4ypUqBQ4GZ7Rdsf6IYtGogSQN/RtgfWyzWb6npKpTaO/ZQiLBsD8xJo6oZF3bBcNKyWTcHp3THxN4njJ2KvKktVp739qvDQmwx92ZhabOllgr0lCdxP2CXHn++5RxpApgzGZV6KbNeJ4yjyShqJodFGMeKxFoJVnFOcGRBxGEkFfLGYlGKvrta0nWG7H2j7QDsGgu5R3TPM6ROP2meRBEbgP1HVnxORc+BfiMg/Bf4y8M9U9W+JyE8APwH8Z8CPEtOK/TDwrwF/N/X3NkEmEJgmVSA6ikxOoen/BAB5XxlFxaKEVIhWAE9FxbCB0Alf/coP8tX3vs66fkZt11SmnpJeTlHBBHItRIzBVYL6qGaoKuo0pZ+KvvTODTjnqJwjhMUkys2GOsFYByLJKj5XzYlSRVFeKwfqJH04E/HtElwzCJRAcXQtF9zI6owev5f17aEfpuvZ2y5vczlrqN0S6yx1VcUaCE1D3cSyZ9a5BAIwDCPr1YH1ao0GS67S3A0dwY/sDi8Yxpau37HfX7NoVqwWZ2lHJSZUBXDGUlU1dd3QVDVN07BoahZNw2JR05SE38y6/hHhV5Hos6XfVbPePyUJLbb2Jg5dgsHvh/jTjacSw12qwxxvcryrY6SUBDIYRPVR1KNWCVZTCXiXQMBGINAYXwMO1PKFp3DoTKweNVrG8ILxNItp0T5LZqGPiFmEUdWNiHwTeA/4BjHtGMBPAv8nEQS+AfxDjSvrn4vIYxH5cvo793wJmJEUp58mTxJPyN5iR08jg0N2GU3qAKDi8RIYRoHOYfqGr37fD/HFd7/Mk7M1TeVwxmIlhrOKmdUMg0kgYEFdFKP8EJ2YUkowawRxOclI5PZIieTxoUY9sKj2c+IVOGW/CTn7TSqicUTwp9V1bpffmojez/vwmftnIJnOQ2AYhvnaBCZ6bMlOTjFVXbNcRu6fj+z8FL0ioesGVquWs/UKtEIwsSLzIVrtD+1VAoEtdbWi68/xfuB89Zi6qThfXVBXcfekSUddVzRNzaKpaZrovDMRf2Uily/E/KNtvspM1n5rzG3Cl7sJf9bd83KTebndIvr7gGB+79Zn09+P31dIAkdbuwUQENdZCBp3w1QxNkoGOSjLSMzxEBO2WcCiwbA/KPsnhsEvGHzDoR/phu5e8vs92QRSEZI/DfwM8MVM2Kr6kYh8Id32HvCd4mPvp2uvBQH6NLEptmRCZTPradMux4naEEFhjkzzQekw1HrG4/Ov8tWvfh/P3nnE2bKmqQzOxU+a6UEmQp3KdznEVAkI+lgAjlxCK+5MGAGsYG2dOOhxWHF0Zc4egcREFiFgJFbPNYm4TeLk1gSCnQtmls4zWUwuA2SOq/ZmItcJSI5AINfw8yFuZZ4ASFAlurrO/uxVXaUKxwtcXc2ej1X0fDTGEhTatqdZxHJp1jaght2uY7Pb0/Ut49gz+BbB4MyCplqzqs85Wz7ifH3Gu0/foWmqCABl31RUdZQU8p59VZ8SfuoLzp9F/ZL4TZLvS4Kf9P8TlUCK9XYsBdwtGcSuIPyJ4m+rB9PSzQbAE8aRc1ZO27kiWAHRDAaavGfn6MyoCkQAEBzqY+3ItnccOsv1dcur5oZDd7iX/D4zCIjIGTF/4F9X1ZvbwSfzrXdcuyWLlHUH3vvy16AFbNruKwPNZO4zbc3Qnbuo38Wtwah7OxpWzTnvPvky737xCeePFyxrS+XSokBzzqYIOmgyQSVpQByIQ0yN1xhxqCFuJQpxdyJKErP1n+lBJgBQRU2YvOU063ghpr+KgDADgUk2gBx7UOYYmHZMEgtWl3dQynuPgWPi9AUoDIU/w1SSC5IXZNSbq7qibmZPR1elWgjTET0mQ1Caw5BE94a6ahh75dWrHdebPfvDIXKg3lK5JXW1YlGdsVpccLF+zMXZOe88fcp61bBcNjRNNe3p1ylqL+vRWayf9PwqntsqG/juIn6Z100p7p+oAtwBAkeEe5dUUEoDzAQ/n+f1eZdkkCWTEwmyOCD1JoVKJ0YlGohb2gUQ5BT3WDQ4ht7StY7rS7hYPGXpXmLN+j56/WwgICIVEQD+kar+43T5kyzmi8iXgU/T9feBrxUf/yrw4enf1KLuwJ/6Ez+iEQRkzt5jCjCQ+dDpwWU/qPjWVE0nCBIMNjgat+CL777Do0cLFgtH3UTXTJnuTebtELdisihicmScsYhG/cv7HmFE1QGxzPbkyTc55Mi0AmSSAjIQzIAQJJbjUlFMQneTXKHVnHjOUQDBJBHMr7M+f5fr7ak0UQJDaXA82kKsXHRxrt1E/CaFU2d/hQx8fgxYSUVTXEVV1ew2I196910uL7dstjvaLkoBtVuzqM5Y1mesm3MuVo+4WJ9xsT5nsUihtzn7zqKKXD1JAJmbW5u3OQ3WyeS+WwLAsdh/h9FvfkQn0kABAhkgjsT+u4AgXi+53v1gcHxhGp/J4zTFd85rSRDUKZK2l6NvjIAGpM4EEjDJOIhWDJ1h8wrOnGddeRbuCYY/AAgka//fB76pqn+7eOungR8H/lbq/0lx/a+JyE8RDYLXr7UHQPQM3pPSeKXJeo00oCZ/MBNuAgwb3YbVC6FTfGtZNEsqFx1ATNL5TKoJElElEon0Shg0Zs7JEgERDGKRE4v6PgIEMcjn1iHE/HfpWU857UKYzyVgTLYJxCNn2zUSjtUBOFINSpUgG0b15P5TADmSJortxmynCHlb0UZXWtck0b92qdajLfwK7GTv0KCINQQHzgvBCd4J52dnPDq/4Nnjd3l1uWWz2xECNNWKZXVOU53RVGuW9Zr14oxls4zx93VKvdVUkdsXe/jOyWTcsy4b+rLoX1rdC+++UzH/SCqY1vYxsQupqOhtL8G7xHruu37Pe/Pl/HdPuP8ESlKMSRCVIpo2oZaNNQ2pBJG4jWhMIIyWvYGlVVZWafBYOcfI2b3k91kkgT8P/CXgl0XkF9K1/4JI/P+TiPwV4NvAv5fe+1+J24O/Sdwi/A+/6zcoMEisx1YQfpYGNLsQmFISKCeNWeFQ0DHuCvi9UFUuCk0qU1zBhB3zKbYWjFNCnw6vGBFCSmVCMrwEHVPkcgkAzECU+tnH4Vif15QR1yTCV1Ny5oCZUo0px9z+dQDA7F15jySQX2fdch4b0aehqqL4nyWAyt3yWBRjkhaVAEfiToJaQZ0QKuHsbMWjs3OePXrCi4sNV5sNow8sqjWrxQXny8esmjOWzYplvWRZL1g0EQAWdUVd2cl5J6oAMhGCqKBeUI0VpTWXXScD/LEkMBERzOdZHL8HCCYVIr5JXmoUn8mfm18c0fkk8t///gwutwCgIP7pO41MaeKDSlqPPr1vEgDEpKsWobaBpYkgYEOHYYmR83vJ77PsDvzfnPyGov0bd9yvwF/9bn/3VvMSCzIWIHBkGzghtGnSDCmakLTgBR0gtMKwM5w9tlgVJAiE+dFIAQRktULAJGSVQfFdFNdnNmGwUpHTvk4AUIBUvDURiQmv5di3AEGOCX8m7Pz6DoA4vedEPTj+/uiAUkoHiEzEbys3hTtHKeBY3cmfE5KUA4hNBOkNoYL1Gs7Pz3h0duDZo2e8utrQ9QPL5oyzxQXnqyc8Wj9mWa9SzPyCRR0z8DQpRblzaTuP9MyMpHyF8TmqCj4azVEf7cEhSXjGMhsHbRHmawowyMR1B5Hfdhg6Boz5+ty+GyCkv3L0ejqdQKAArvwlGUxM4lYoBiHG00hUKUNKrTaEZCYER6AxytIGJFRIaDD8wSSBP/omklx+iT+2dHPWgvALQJCj8yzzgR9g2EP/Uth/Ijx77DDeIF6Q6EgwTXb6arKQldUQsRIVAoEwJDVBY6DSMcEnghOdr6VBR+xIIr0tiZEiuzCRgJM3IYEJJDhSB4q/OXFxClA5EftvgU6pAsw1/0ySAFyVub+djH4mzevxGEBN8T0af3tVKxUDNQ01I3yhgn0NhwV6WDC0jncu3uFidcaTiwueXJzx5PGa8/MFj8+W1E1yd0YwQTDDqZif9tdPqC+HlgU5rhoc8mfzNSfJKUwmYCCDQ7qeAd06M62LfFIw6CMuTro+d6cIwPTZ17VJmi2+6/Q8gsXMQCTZscIQoAvQKuwCbAV7EGQP+8uBzY1jf7D0Y3Pv978RIDCj8UmbrH7pSJb86OoH2ESHAXJV3TAI407pr+FwBQwF8QdihGHeC06FSPLiymCg+Vq2HwQBozEbTibYLDqIJgPPrJFAUYlImABhKgia0pZPAJCyj+YaB/m3azYKTj1J3CmundoOyvMTO4Jqkk5gCiCK3D+60Zp82AIk05jzY8ghqUIBaobof+0M6oX1Ch6tR56sB5xeUskaCTWPF495vDjj8XLNo+WKi3XDWdPgnJm58lQcJnL9aYvvaLWk/7PUQwSCaFieCTyUhmYrxZGeq42AP7uHCMEV1xIwTPaeklOnQZTAcPcCPlnLHH/++JcV816+6eO6I0iMnYtBr/HoDNoBraJ7CDvDuA2Me2GzCexbaIeYbei+9kaAAJyIVHnuyknKQOCJE2LT60lVEMIAvoNhoxyuQAYDQxIp40rJ2/23dh3yGKaFnlUFI9iGnNIgRzInMCjGqXeh/sw1ouh9TFQkKW/m4vGH6jQHBQfOFwswmO67JT3cBodSEpk4rJHE/U3klk6SFEQxhvnFBJB6DJigYAW1BpyFpeX8LFDR4lhhdIn4GhtqHi/PebRacbFasG5qVnWNsTIRkxTfK8R5zhmYjq6XTTMQMIFAJuw7QSGDQZIQsDIRPrFWaATCzHDy38lSZ5YGT0GhGExcR8Wbp31+ebpeyuetaYKTm0pcdwIDaJ+ODrQ1hENg3MBwDcNW2V0pm21g23m6URn95wAEcpPTWT1ajelSlgMNaJYGBEIP4xaGGzhcKowGzX4+k+yYHlAGkAIElHSe02CLxoWUCEeVHLKQ8uSlB1MOb2bkx4YkckmxmEk3b2nGCr0lCMxcHu4i/nz9LomBE1C4LUXMOxlJNC6J38ptAiNz/5kDxyrG6TsCsb7jqEiQmIffGSoTcKypeIzRp5jQYMKamiWPlmvWdc2qrlhWLkUxntBH/nl5a8ykftoq05Sf8Pj+ABPRZtWAJP7nHSSSGoABdbNkoFZgjMAQkge5mKLP9uFkoCapgZrXbCFVQgbIYh5PJ1eOn+npb0ET0xpiSrZZEhC0U7SHcAj4vTLslP5a6a6Uy088Hz/vebEZ2HSezivj/RjwBoGAZpE8Njl9r+BKkghGSjAAfAvjjdJdwe4KVCV6ImYEVSKqGqKbNfODuZVzQRMgGSgoKjYjk3qhcSdxAoMsLMvETucfNHFOnbUcOJZA4m854Qi3QKH4rpP7jt9Pb5RDt4UF3c1AUGLvBJLT30nW6YkISfkaYlmxMESnyljqzeBHsNQ4XeL0HBMeo77ChBXGL6lZsm4alo1lsbDHz7aYf80qkqTvPfqXXgdOwCEBQd4yzpw86f5hkhJKMBDUpWjSMX0uqQpZUshSQVk1bSL8lPtShJhOflITjp///Ly53UqpK0sAxHWmw7yGsyoQWvCtMh6EcQ/jTjg8F168H3j/g4HffX7g4+2OV+0Nh3HP+Jri4G8GCExcsOSX83u3Jqj8jGeqat1fKodXyua5cvlJ4OzCETpmaSAt3EzY4griP3lgt/uSsHU2AhZGRrxG/S195uSXpMUxvz/ZC8gAEWXtLNnMxCgTIcuRZHA3WBxLDPmFzGKuZA5XWM3zGDLIZmIPOhG8BknnSvDxPJYsE8IY7TGx2IrBaIVlgeMMy2PwBh1XhL6GvqKxNYva0lSWQgSaWuR8WQK4TegEjRWRMkhMvca8DV4nwI/h9JJsPEJIgKCJuION/iPBCjLIZCuQJB3IJP5roQokySAD6rRLpLOreyFllqBwZ2GgfDEDQNn3accr2wEGCF1iegehvVZ2r+DTj5TvfDTyO88Hfueq5dPDlpthR+uvGMP9rjpvBggQF1gUjUvZ/KQvuWIGAU0To9A+h5uPlE+/HfjgQ8/3G0e/Ab8DXaYMt4krpBQExZZj+p6yL4/TB5aJNxnconSSiNVrBB5hhn2JnEtO/u6kW5KNbzJ9n0yfY+Yu6UU0McxEfwoW+b+4CyjzYi2KgU6gluwbM+FzD+GTCF+Se3bKWuOVMEqUCnwMIMIbHDUVSxznqAffrfCHBaGtCAeLe+xwttgVmuZXJ0aoIRI3wkToR+dHAHEKFrMIJBoNxEKU4Ga/k7TukkQQBpn8U458QNL9UhxMhkOKXaPimsz99PMmALhjnR8BQDoPEPYFAKRQFn+A9gr2V4HtVeDmKvDt557fejnym9cd39n3PO969n7HED5Eec597Y0AAdXIrY8W+ylaFhMzG02YiG7Yws2HgRfvBz780PP+y4GnZ00EgS34BVGXr5LYB5PxKOt64jjyTJyINQNFydQnEEqictrim6y4CqEt2Hz6UXnYt8GgkChOuAhp4Rf4UGjoWYoo3tD5opScSyAnZKIErQwEEwBE7h8yGEyEnzh/Jv6RCQD8GG0D3ktUCRSsOpw2WF3jvTL2C/pDRb91jFuD3xvc06NtlTietEMwEXzItxTgcBcgFOcziERQmLBY51mbwECZdiUYZEpkWza5BQAJJGz5Oh15q7nczp7+XkHkR+uaCQA0raNp7hMI+C6u836rdFtlv1GurwKXN4EX28C3rpTf2irfPng+7QY2vqPzW4JeovoJ97U3AwQ8DBsmIwzMD+0uVUBProUe+hu4/kT5+CPP+88HPrzp+P7rNd01DFcwxkLHcw4BmJDaVCCLBAgV5NDsifjzYjlZGDPRc4TgkgKTJOlwYZyJmPS9oVwIdxB/6Xw0OUbdAg69+7PlvOVdjETs6gvCL6SAvOiCn7l/SBJN8MUxygwEI/hR8Om1H4VxiEDgveAPFt/XjEPD6AN9V9MdKvqtpd9Yxq2gveCWcjzezOHTj5uEnOl6uSx0uqe87wgsKIAgze2RI1AJ+idrbna+IklVFIZCOQaA4nopBZTAMBG5vub8CHyhu9SJ8A87Zb+F7U7Z7ODVTnm+V563yvt75f3O82Lo2foDXbhh1I8JfIxyzX3tzQCBMf5Q44rJhPnhlMR/B4KOLdEq+kr59MrzwWbg+aHl8iawv4T9x3HnymgCAUgOKJH7mxrMYu6lTkeVQClFN95SD8qj8EXQbNUtwCAM8XfOyzYTZcEITwDgyAuxUFuOvCZPtzoF0j7kPG/lQssGzHDSF4supL3oKOpHEIt9fM+Pgh+IyTBH8EOUBMZRGQdhHMEHw9hD6B1DX9GNga6r6A+Ow8ZyuBK6pTA+EegEt0jznSWmgoijj0b8vUfXMzAUwkRUH+IcTBw9va/5ecgJ8ZdrMaTFlYEyq1g6XSa7cmRbgJTP7FSFOAFnLdburWdQSGJ+gLFVhgPcvAoz4e/h+qDctHDdKde98qIPvBhGnvcD135g5we6cM0YPsLrtwj6bWB3m/BSeyNAIHhoXyqmytbreP30QU2TWqoCCsMu+gW8uAx8svG8aHte9S2/9nLgK7/RUAv4g1I3MvmTGAHnwNaR+MWCXcbDLNLRgDQFIJTSwTT49BCz/4Ivz4WYzVyhJxp0+qRjF/p8trLHH8kRAExAcNe1E24zqS6FVHK0W1CI/Udi5ykIjEWfOHzsM9ETCX1MBD8q4wBjej2OyhiEMRiGznLoHLtx5HpvuHGWa2c4rwzrytBdCHoGugRTS1wD6ZiIHZmI+ggATHxvVh8o7jsGjOm9vJMjx48xz9GRyjldU24RbibavByEeXtQyj/IDAT5avqsH5IENcxzGEZl9HGnpe+VtoXnV8pNq1wnwr8Z0jEqGx/Y+8A2jGz9wN6PdOGGIXyLUX8V1V8BngN/SElF/qiaH+DmE8Umfd1MulWBthSgAEdSQnsDN88D33k58v6255Nux9a3/O6+4xc+WHJWGdqNsFori6VQVbHmgHPg6vidtgbbgGvArsCtwJSgUIABjmmfOasL5SLRMR2J8LUXdEj7uvnoIpfNDjyqWRTnDgNUcS7FtTsA4oj47zo/UQ8yKIQCBNSD9/O233wUHH+kOCLxD14ZRugHYRiV3gvXG2E/WLaj5/IgPHbChREunHBWQ3sOYSdUq/QMEijbKoFznQChkA5mcOAOyaAADJjmNhs5Jds8TvfN9Y55meZMjjl1uR2ZQTWvzzzV6XmGaX7jrsUEkonYh9SPozJ4jo7eK7sePt0r15noR2UzBtqgdBroVRk0sPcje39DG36XMfw8Xn+WwK8AL4nJOu53FHhDQEC5+lSxjhgNJUlsT6KVORG7JlFe4mRknMjLAAALHklEQVTfvFRevFC+vRn4pOt4MbyiD4GbceDXbgbe+dBxdQPrRrhYK+drWC6FOtkIqjoerjyWUCUwsKsEBssEBi5JBQkMJIcmZwDIxN/NVt3QCaEH7ZXQR89G34PvJcYmkETNYsfiiOMXUsBkOzkBBH0NAOhdIJDA60jnTws3n/vUj2M8n4i+WMD9GI9uENpeOQzQjnER3xyE/ShsRqVCOTPwyAmPdsL5tbD7VBiX0KzivB8BQQIAU0tU1ZI0FndjZu5cqmMkm4ZkQPVEo98knSmT040v5qaUiMI8TyXRZ5CeANEn6Shx7pjWLc6fD6nMezoffTzvvca58krvlc5DH5TewxCUXmEI8XxQaIPyole2viD8EAm/10AfOrqwpQ+fMuhv4vXXCPqrKN8EXgE9vKbmALwhIDCM8Py5x9noJ54BwIhOUsGUC+AECLyHl68CH18GPjp0vOz37PwnKGt2oedq9PziK8+rg+VRDY8aeLQQHq2UykJdCcsF1DXU1QwI07GaD7tiWox5QZbHpKpkkXFSASIYTBJAD6HTuNfbg++EsY/cAE6kgFMbwcn5FHd1F8Hf0Z9KAlkK8In4M9H7MPfHCzs+r36Etod2iMdhUNoR2lHZjbAblYNXBlWuxsDGjwQdMVQ4USqgETivYLWEcZ+AuIpSgK0l9bNUcHRU2YuO497rZFibQOHokJPXSRXTSOhjd1sKGhOhT0DoI1GPiWOPPv7uzkfCHxXGAGM6HzSeDxpBoAsaCV8pzpUhKKMWn1FlRDmEwJA4/qCBLhH+GK4Y9SVBnxP4kKC/jfLbKB8A18DA6ySA3N4MEPDKR688TmQCApsCRyZQkAIgJIMEdL3y6VXg/RvPi77lanxJpx9geI8u9GzwfNiPXI3Kl2vL+UE4r2B9HcuYr52ybmBZw6oRlg00DTQZEFJfLwtOVR2LrEegUNgspgI/IYFABoI+2gZ8PwPB2MHYR7E6u/1OXD8D4V2gwG0AmIg7JCNWtqgXIDCpIK8h9pmLJU4/Qjdo7H167ZXWR6LfeWXnYe914lqjBnY+0AWP6oghYPdKnebFBjhrYN3AoklAXEFdK1UDrhaqJs67a6LKZpssIUSJqCRo0taljonA03mMuCvtHBT6eNLJPXRdJvJE6GEWz+O5MgToQ+TYffr9hxD7PoOAzr1P/aAwaCJ41XRN0z2KJ6WVJxXfS+e9BgaNhD+Ea/xE+K9QrlC9QvkY+CT1l0QbQEK379LeGBD44HrEiVAbE9OBJwCwJ8Q/vZYIDNsu8PE28MFu4Hrcsw8f4/U7KI8YaDmEDsHRBWEf4NwYzq3BGWVhhJWBlRPWDs4qZV3DsoJFJTQ1LKoICpUDayOnci71mWtVCSAqMG4m/lPJBYiAkBZf6JOVvU/W4HSQLdJw0uuxnaRUAbgHDBKh5370ERiyNO0T9x/Te0Nx3nvoEoebD6ULsPPKwcM+RIKPRD9ztZHM1QKtBgYGglaI9wiBah8IaiDARQXntbCqYOHSnFcREOpKk4QmuATKR2pDVslMJvbY+zGCbjRkRoNmnt8xnQ9jtGFkbj6MsB80ieOJyIMW55GIh8Akqndh7vPvHzVWzvS3+kTgqqmyZsr0FKtnxBTyxNdePV57gvYM+hKvlwR9QeByIny4QrkCblBeEbn/FjjwWQEA3hAQ6IPywa6jEkttDJUkIGAmdiuFNMB87VUb+LQd+ajr2PgX9Po+gQ+BrzOyodPHaKgZRGjVsvXKJ2NgKYbGCI0ICwNLAwsDCyssbUzPtHRpUTqoLTgj0aBoIyjUVeoLicFlsHBQp/Ns1DwChELfHAfBD9E67EdOIgfLXqbXExcPM1HfDRzHwDCUomwi9jEv+kz4SUftQiL8oOwDHLxyCJHrdap0Cn3ibKNGkTUu9pAWeeZsJhHAgDAiwfHJYBlUERXOLZw7Ze2EhYWFhcZC4+a+dkrtZJYUMgin4J8sLUWreyT0YYgGzCEZMPt0PiS9vE+/t8+6eoDtEMX0PhF61s3nIxJ5l8T5/Puz+D4krh6nvOw1aYoxn4PXEc9I0IHAENPb0xG0RTnEQ3fp/BLlGtVrIuFfAzdE4t/BdLREFSAW4/ms7Y0AgTEEPmlbnNgIBGKpjIlcn0z4MgHCBA4IL7qRl8PIq6Gj1Y8IfBtlT+AS9AqRZ6hWeKBPefENhg0BK4ZaDLUIlUAlQi1KLUJjoEnA0BihMlCJUhlwhql3JgJEbaFxkhZsfL2s070JOFyqgjzlQEl9FN2jE84w3p6f08c5Ef+JCH/cJyOVMvUwn/ukt0Y9NRN8JIQ2RA6fCf6QuFwm+iGLsYnb+8TJvIbM06bFzvRaETyDBiQor9RzCADChRXWFtZGIzCXc2/TuYXGKo2N81vZCMjkeRQ9MhwHTUSfDZeFAa7LhJ84fR/i7+9DVGcGnQl/nAic9Huzrk4S4UmcnYLLhzgXGjK/JxDVISUSvSaiV1o0ET7sUXYoe2AHuk1E/gplS+Tym3SeCb8jGv9Gfi/cv2wyhaQ+YBOR58Rf9OKhx/IHaO/w+R4/fP5/w+d9/PBH+xu+X1XfPb34RoAAgIj8rKr+mYcex++3fd7HD5//3/B5Hz88zG8wf5xf9ra9bW/bm9fegsDb9rZ9j7c3CQT+3kMP4A/YPu/jh8//b/i8jx8e4De8MTaBt+1te9sepr1JksDb9ra9bQ/QHhwEROTfFpFfF5HfFJGfeOjxfNYmIt8SkV8WkV8QkZ9N156KyD8Vkd9I/ZOHHmfZROQfiMinIvIrxbU7xyyx/TfpufySiPzIw418Gutd4/+bIvJBeg6/ICI/Vrz3n6fx/7qI/FsPM+q5icjXROT/EJFvisivish/nK4/7DM4Knv1x3wQM/39FvCDQA38IvAnH3JMv4exfwt45+TafwX8RDr/CeC/fOhxnozvLwA/AvzKdxszsZ7k/0b0Z/pzwM+8oeP/m8B/ese9fzKtpwb4gbTO7AOP/8vAj6Tzc+BfpnE+6DN4aEngzwK/qaq/rao98FPANx54TH+Q9g3gJ9P5TwL/zgOO5VZT1f+LGF9atvvG/A3gH2ps/xx4nErQP1i7Z/z3tW8AP6Wqnar+DrFA7p/9IxvcZ2iq+pGq/lw63wDfBN7jgZ/BQ4PAe8B3itfvp2ufh6bA/y4i/0JE/qN07YuayrCn/gsPNrrP3u4b8+fp2fy1JC7/g0IFe6PHLyJfB/408DM88DN4aBC4leGJ34/z88O0P6+qPwL8KPBXReQvPPSA/pDb5+XZ/F3gh4B/FfgI+K/T9Td2/CJyBvzPwF9X1ZvX3XrHtT/03/DQIPA+8LXi9VeBDx9oLL+npqofpv5T4H8hipqfZHEt9Z8+3Ag/c7tvzJ+LZ6Oqn6iqV9UA/HfMIv8bOX4RqYgA8I9U9R+nyw/6DB4aBP5f4IdF5AdEpAb+IvDTDzym79pEZC0i5/kc+DeBXyGO/cfTbT8O/JOHGeHvqd035p8G/oNkof5zwHUWWd+kdqIj/7vE5wBx/H9RRBoR+QHgh4H/5497fGWTmIn07wPfVNW/Xbz1sM/gIa2lhQX0XxKtt3/jocfzGcf8g0TL8y8Cv5rHDTwD/hnwG6l/+tBjPRn3/0AUmQcil/kr942ZKIr+t+m5/DLwZ97Q8f/3aXy/lIjmy8X9fyON/9eBH30Dxv+vE8X5XwJ+IR0/9tDP4K3H4Nv2tn2Pt4dWB962t+1te+D2FgTetrfte7y9BYG37W37Hm9vQeBte9u+x9tbEHjb3rbv8fYWBN62t+17vL0Fgbftbfseb29B4G17277H2/8Pe7oQdTMKSA0AAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image = CPPNImage((3, 224, 224), transform=transform, correlate=True, activation=CPPNImage.NormalisedLeakyReLU()).sigmoid()\n", "\n", "optimizer = optim.Adam(filter(lambda x: x.requires_grad, image.parameters()), lr=0.005)\n", "\n", "criterion = Channel(15, 'model_layer4_0_conv1')\n", "Ascent(image, criterion, optimizer=optimizer, steps=512).to_pyplot().run(model, device='cuda', verbose=0)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "_3MaJR4pcRKl" }, "source": [ "## Arbitrary Resolution\n", "\n", "In this section we'll have a look at generating images at an arbitrary resolution using a trained CPPN. Specifically, we'll generate a hummingbird image like the one in the [torchbearer website](http://www.pytorchbearer.org/). Let's first create a hummingbird (class 94, find more [here](https://gist.github.com/yrevar/942d3a0ac09ec9e5eb3a)) at the right aspect ratio but scaled down:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 146 }, "colab_type": "code", "id": "cL4wzRaHg-aS", "outputId": "fe340d1d-1e1e-42fc-a8a5-38a63cd4c122" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image = CPPNImage((3, int(1080 / 8.), int(1920 / 4.)), transform=transform, correlate=True).sigmoid()\n", "\n", "optimizer = optim.Adam(filter(lambda x: x.requires_grad, image.parameters()), lr=0.005)\n", "\n", "criterion = Channel(94, 'model')\n", "Ascent(image, criterion, optimizer=optimizer, steps=512).to_pyplot().run(model, device='cuda', verbose=0)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 287 }, "colab_type": "code", "id": "Wnv1kndThr2g", "outputId": "2ae7ac2d-27dd-460a-e732-d2f64ba68df7" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x1080 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "plt.figure(figsize=(15,15))\n", "_ = image.resize(int(1080 / 2.), 1920).to_file('hummingbird.png').to_pyplot()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "accelerator": "GPU", "colab": { "name": "Copy of Untitled3.ipynb", "provenance": [], "toc_visible": true }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 1 }