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@physicshinzui
Created January 25, 2022 01:36
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{
"cells": [
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import matplotlib.pyplot as plt\nimport numpy as np\nplt.style.available",
"execution_count": 1,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 1,
"data": {
"text/plain": "['Solarize_Light2',\n '_classic_test_patch',\n '_mpl-gallery',\n '_mpl-gallery-nogrid',\n 'bmh',\n 'classic',\n 'dark_background',\n 'fast',\n 'fivethirtyeight',\n 'ggplot',\n 'grayscale',\n 'seaborn',\n 'seaborn-bright',\n 'seaborn-colorblind',\n 'seaborn-dark',\n 'seaborn-dark-palette',\n 'seaborn-darkgrid',\n 'seaborn-deep',\n 'seaborn-muted',\n 'seaborn-notebook',\n 'seaborn-paper',\n 'seaborn-pastel',\n 'seaborn-poster',\n 'seaborn-talk',\n 'seaborn-ticks',\n 'seaborn-white',\n 'seaborn-whitegrid',\n 'tableau-colorblind10']"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "for i, st in enumerate(plt.style.available):\n plt.style.use(st)\n plt.plot(np.random.rand(10), marker=\"o\")\n plt.title(st, fontsize=20)\n plt.show()",
"execution_count": 2,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 144x144 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 144x144 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 144x144 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 640x440 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 640x440 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 640x440 with 1 Axes>",
"image/png": 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v6RNgQ3Xr1g1Xr17FuHHjMGjQICiVSpw7dw4KhQLvv/++PpE2pWHDhuH555/Hf//7X0yfPh1Dhw6FRCLBsWPH0Lt3bxQVFZk8BiJrx5krIjMZN24cVq5cidGjRyMnJwf79u3DtWvXMHr0aKxZswaPPfaY/rbz5s3D+vXrMW7cOOTl5eHAgQOorq7GpEmTsGnTJkycOFF/2759++Krr77C6NGjUV5ejp9++glKpRLjxo3Dhg0b9N3ZDxw40Cym3//+9/jDH/4ApVKJAwcOwMvLC8uWLcPKlSubFXTPnz8f69atQ3x8PG7duoX9+/dDq9Vi4cKF2L59O/r372+iV84wb731Fv7xj38gKioKp0+fxtGjRxEaGoo//elPeOutt5rc9uWXX8a///1vDBkyBOnp6Th48CBcXV3xwgsvYMuWLejWrVurzzdgwABs2bIFjz32GOrq6rBv3z5kZ2cjISEBGzZswJNPPtnmMQQFBeGrr75CdHQ0Dh8+jKtXr2LMmDH45ptv9O0YzOF3v/sdPvzwQ/1rmZKSgmnTpuHzzz83WmE8kS2TCC3tzyYiIiKidjFo5io5ORkJCQkYP3481q1b1+z6tLQ0zJ49G4mJiXj++ecfuDuJiIiIyJa1mlzl5+dj+fLlWL9+PbZu3YqNGzciIyOjyW3efvtt/PrXv0ZycjK6deuGlStXmixgIiIiIkvWanJ19OhRDB06FN7e3nBxccGECROabcfWaDSoqqoC0LAjqaXOvkRERET2oNXkqqCgQN8wD2honvfzYyFefvllvPbaaxg5ciQOHz6MOXPmGD9SIiIiIivQanKl1Wqb7A4RBKHJz3V1dfjjH/+IL7/8EocPH8bjjz+Ol19+2aAnX33yDo7eLG5H2ERERESWqdU+V0FBQU1OYlcqlU1msjIyMvQdkgFg7ty5+Pjjjw168qe+uQAAiA1yw5czoxHqafvLiRIJ4OvrjqKiCtjTPk2Om+O2dfY4ZoDj5rjtg27chmo1udKdV1ZUVARnZ2fs2rUL77zzjv76Ll26ICcnB1evXkWvXr2wf/9+REVFtSnolLxKLNx8CXufGtSm+1kzQYBdfTB1OG77Yo/jtscxAxy3vbHXcRuq1eQqMDAQy5Ytw4IFC6BWqzF79mzExsZi8eLFWLp0KWJiYvD+++/rGxX6+Pjg3XffbXMgKfmVOJlVhrhQz7aPgoiIiMhCGHT8TWJiIhITE5tc9tlnn+n/+6GHHsJDDz3U4WBulNQwuSIiIiKrZlHH33T3dhY7BCIiIqIOsZjkqm+QG2etiIiIyOpZRHLl76rAqhnRYodBRERE1GGiJld/mRgBAHCQSRHs4ShmKERERERGIWpy9fq4cPTxd0V2eR1OZJaJGQoRERGRUYi+LDg7KhAAsOlyvsiREBEREXWc6MnVzMiGbu/b05WoU2tFjoaIiIioY0RPrkI9nTA8zBNldWrsu1EkdjhEREREHSJ6cgUAs7g0SERERDbCIpKrxN7+cJBJsOdaEcpqVWKHQ0RERNRuFpFceTkp8EgPX9RpBOzIKBQ7HCIiIqJ2s4jkCri7a3AzlwaJiIjIillMcvVIDx94OMpw5E4pcsprxQ6HiIiIqF0sJrlyksswtXcABABJaQVih0NERETULhaTXAHArMaeV5sucWmQiIiIrJNFJVfDOnsh2N0RqcoqpBZUih0OERERUZtZVHIllUj0Hds3p3L2ioiIiKyPRSVXwN2GokmpBdAKgsjREBEREbWNxSVXUQFu6OPviuzyOhzPLBM7HCIiIqI2sbjkCrg7e8WeV0RERGRtLDO5aqy72p6uRJ1aK3I0RERERIazyOQqxMMJw8M8UVanxt7rRWKHQ0RERGQwi0yuAGB2dOPSIHcNEhERkRWx2OQqMcIfDjIJfrhWhLJaldjhEBERERnEYpMrTycFxvXwRb1GwI6MQrHDISIiIjKIxSZXwN1dg5u4a5CIiIishEUnV4/08IGnoxxH75Qiu7xW7HCIiIiIWmXRyZWTXIbE3v4Q0NCxnYiIiMjSWXRyBdztecWGokRERGQNLD65GtbZC8HujkhVViG1oFLscIiIiIgeyOKTK6lEgpm62Sv2vCIiIiILZ/HJFQDMbtw1mJRaAK0giBwNERER0f1ZRXIVGeCGPv6uyC6vw/HMMrHDISIiIrovq0iugLuzVyxsJyIiIktmNcnVzMgASABsT1eiTq0VOxwiIiKiFllNchXi4YThnb1QVqfG3utFYodDRERE1CK5ITdKTk7Gp59+CrVajQULFmDevHn66y5evIjXX39d/3NpaSkA4McffzRupABmRQXgyJ1SbLqcj8kR/kZ/fCIiIqKOajW5ys/Px/Lly5GUlARHR0fMmTMHgwcPRkREBAAgJiYG27ZtAwDU1dXh0UcfxYsvvmiSYBMj/PHKD1ex53oRympV8HRSmOR5iIiIiNqr1WXBo0ePYujQofD29oaLiwsmTJiA3bt3t3jblStXIioqCqNGjTJ6oADg6aTAuB6+qNcISM5QmuQ5iIiIiDqi1eSqoKAAAQEB+p8DAgKgVDZPbCorK7Fu3Tr89re/NWqAP3d31yDPGiQiIiLL0+qyoFarhUQi0f8sCEKTn3WSk5MxevRoBAYGtimAFh7qgcb19IWnkxxH7pQip6IWIR5ObXsAkenG29ZxWzuOW9w4zM0ex22PYwY4bo7bPrR1vK0mV0FBQTh9+rT+Z6VS2WQmS2fv3r146qmn2vbsAHx93dt8n0f7BuPzE3ew+1YZXoq3zsL29ozbFnDc9sUex22PYwY4bntjr+M2VKvJ1fDhw7FixQoUFRXB2dkZu3btwjvvvNPkNoIg4OLFixg4cGCbAygqqkBbT7SZ0tMHn5+4gy9P3sHTsW2bKRObRNLwoWzPuK0Zx81x2zp7HDPAcXPc9kE3bkO1mlwFBgZi2bJlWLBgAdRqNWbPno3Y2FgsXrwYS5cuRUxMDIqLi6FQKODs7NzmgAUBbX6DhoZ6IsTDEanKKlzOr0RkgFubn1ds7Rm3LeC47Ys9jtsexwxw3PbGXsdtKIP6XCUmJiIxMbHJZZ999pn+v319fXHkyBHjRvYAUokEMyMDsOJ4Jjan5ltlckVERES2yWo6tP/crMiG5cCk1AJomT4TERGRhbDa5CoywA2R/q7ILq/D8cwyscMhonuczCrDl6cycTKL/zaJyP4YtCxoqWZFBSL14A1supyP4Z29xA6HyO5lldViUdIlpORX6i+LDXTD6pnRCPW0rrYpRETtZbUzVwAwMzIAEgDb0wtQq9aIHQ6R3ft5YgUAKfmVWJR0SaSIiIjMz6qTqxAPJwzv7IXyOg32Xi8WOxwiu3Yyq6xZYqWTkl/JJUIishtWnVwB9x6Hky9yJET27UZJTYeuJyKyFVafXE2J8IODTII914tQWqsSOxwiu9Xd+8F97pLTC5BdXmumaIiIxGP1yZWnkwLjeviiXiNgR0bzA6WJyDziQj0R5ObQ4nUSAHuuF2Pof0/gT/uvobiGX4SIyHZZfXIF3F0a3HSJS4NEYtFoBbR0tmlsoBt2LRiAhf2DodYK+PRkFgb/5ziWH7mFynq12eMkIjI1q27FoPNID194OspxNLMMWWW13PJNJIKDN4uRW1mPqABXvD++FwrVgL9CgsEhngCA/sEeeGFwKN4/dAtb0grw3qFbWHk2G78b3hXz+3WCg8wmvusREdnGzJWjXIqpvf0BAElpBSJHQ2SfvjyXAwBY0C8YQ8K8sHBwGOJCPZvcpruPC/47LRJ7Fw3EmG7eUFap8Oqeqxj+v5PYdDmfpy0QkU2wieQKaGgoCnDXIJEYcspr8cP1IrgopPpl+geJDXLHN4/3RdLcvhgY7I47ZbX4ZXIa4r84jb3XiyAwySIiK2YzydXQME+EeDgiTVmFywUt99ohItNYn5IHrQDMjAyEu6Ph1QYju3jju/kDsGpGFMJ9XZCqrMIT317EtPXn2ReLiKyWzSRXUokEMyMDAHD2isic1Fot1l/IBQAs6NepzfeXSCSYHOGPg88MwkcJEQjxcMTxrDJMWXcOCzZdRJqSX5aIyLrYTHIF3N01mJRawNoNIjPZd70YORV1iA10Q79OHu1+HLlUirmxnXDsuTi8Fd8DPs5y7LpWhIdXnsaSHWm4U8ompERkHWwquerj74ZIf1fkVNTh2J1SscMhsgtrzjcWsvcPNsrjOclleCEuDCefH4rfDe8CZ4UUGy/lY/hnJ/H63qtQVtUb5XmIiEzFppIrAJgd3VjYnspdg0SmllVWi303iuHmIMPMPgFGfWwPJzleGd0NJ38xFM8MCIEgAP87nY24/57A3w7dREUde2QRkWWyueRqZp8ASABsTy9ArVojdjhENm3dhVxohYbdum5tKGRviwBXB7w7vheOPBeH2VGBqK7X4B9HbiPuPyfw31OZqFNrTfK8RETtZXPJVbCHE0Z09kJ5nQZ7rxeLHQ6RzVJrtfgqpf2F7G3V1csZ/07sg/1PD8K4Hj4oqlHhjX3XMex/J7DhYh40WtZZEpFlsLnkCrjb82oTdw0SmcwP14qQV1mPAZ3cERPobrbnjQpww/pHY7H9yX6IC/VAVnkdlu5Mx8NfnML3VwrZI4uIRGeTydWUCD84yCTYe70IpbU8IJbIFNac181aGaeQva2Ghnkh+cn+WDc7Gn38XZFRWI2FSZcwed05bmghIlHZZHLl6aTA+J6+qNcISE5Xih0Okc25U1qDAzeK4e4owzQjF7K3hUQiwfieftj/1CB8MqU3Ons64XR2OaZ9dR5zN6bgYn6FaLERkf2yyeQKAGZF8jgcIlNZdyEXAoBHowLh6iATOxzIpBI8Gh2EI4vj8NdHesLPRYF9N4oxdtUZ/GJ7Km6WsEcWEZmPzSZXj/TwhaejHEczy5BVVit2OEQ2Q6XR4quUPADiLQnej6NcimcHheLk80Pw8qiucHOQISm1ACM+O4mXf7iC/Mo6sUMksmons8rw5alMHk/VCptNrhzlUkzt7Q8ASEpjzysiY9l1tQgFVfUYFOKByAA3scNpkZujHL8f0RWnfjEEzw8OhVQCrDqbgyH/PYG//ngD5bXskUXUFllltXhk1WlMXnsOizacx+S15/DIqtOcvLgPm02ugLvH4XBpkMh49B3ZLWzWqiW+Lg74y9ieOP7cEMyNCUKtWosPj93B4P8cxycn7qBGxV54RIZYlHQJKflNz/lMya/EoqRLIkVk2Ww6uRoS5okQD0ekKatwuYCHvxJ11M2SGvx4qwSejnJMa5wZtgahnk74aHJv/PjMYEzq5YeSWjXeOnADQ/93Ausu5ECtZSNSovs5mVXWLLHSScmv5BJhC2w6uZJKJCxsJzKitY2zVo9FB8JZIX4he1tF+Lniy1nR+G5+fwwP80RuRT1+9/0VjP78FJLTleyRRdSCG61sCGntentk08kVAMyKatgmnpRaAC1/cRK1W71Giw0XGwvZjXRIs1gGhXhiyxP9sOGxWEQHuOFacQ2e2XoZE9ecxU+3SsQOj8iidPd27tD19sjmk6s+/m6ICnBFTkUdGwsSdcB3VwpRWK3CkFBPRPi5ih1Oh0kkEsR398Hepwbiv1P7oKuXE87lVmD2hguYveECzueWix0ikUWIC/VEdGDLm1f6BrkhLtTTzBFZPptPrgAeh0NkDGvO6QrZTX+OoDlJJRLMiAzEkcVx+NuEXghwdcBPt0ow/suzeHbrZVwrqhY7RCLR6TaI3Ss20A2rZkSLEI3ls4vkamafAEgAJGcoUavm7iCitrpeXI3Dd0rh7SRHohUVsreFQibFov4hOPH8ELz2UDd4OMqwPV2JUZ+fxO+/z0BuBXtkkf3a1tjS6LWHuiHE0wkA8NHk3ght/G9qyi6Sq2APJ4zo7IXyOg32XCsWOxwiq6Nrv/BYTBCc5NZXyN4Wrg4y/GZYF5z6xVAsGRIGhUyKtRdyMeS/J/DnA9dRUsPzSsm+nM0px7ncCoR4OGLJ0DDMiA4CABy5XSpuYBbMLpIr4O7S4OZULg0StUWtWoNvdIXsNrYk+CDezgr8cUwPHH8uDvP7doJKo8XHJzIx+D/H8dGx26iq5yw42YeVZ7IBAAv7BUMulWJMTz8AwOE73PxxP3aTXE2J8IOjTIK914tQWstvnkSG2plRiOIaNUZ09kIvX+svZG+rYA8n/HNSBA49G4epvf1RXqfBOz/exJD/nsDqc9lQaRp6ZPFYELJFhdX12JZeAAeZBE/2bfhy9VAPXwDAsTtl0Gi5C78lcrEDMBdPJwXG9fTFjoxCJKcrMd8KuksTWYK7HdntZ9aqJT19XfD59Ciczy3HOz/exI+3SvDS7qv417E7kEokuHPPMSCxgW5YPTOa9Shk9dZfyEW9RsDsqED4uzoAAHxdHRAV4IrLBVVILahETJC7yFFaHruZuQJ4HA5RW10prMKxzDL4OiuQEG6bhext1a+TB76d0xeb5vRFvyB3ZJXXNUmsAB4LQrZBrdVideMu4WcGhjS5bkRnLwDAYbY4apFByVVycjISEhIwfvx4rFu3rtn1N27cwPz58zF16lQ888wzKCuzzGnxsd194ekox9HMMh42SWSAtedzAQBzYoPgKLer72KtGt3VG2+P7XHf63ksCFm73VeLkF1eh35B7hjQqens1Mgu3gBY1H4/rf62zM/Px/Lly7F+/Xps3boVGzduREZGhv56QRDwwgsvYPHixdi+fTuioqLwn//8x6RBt5ejXIqpfRq+fSc1bislopbVqDT45lJDIft8O18SvJ8bpQ/+ksZjQciafXG2oZD96QHBkEgkTa4bFuYJCYBjWaWsu2pBq8nV0aNHMXToUHh7e8PFxQUTJkzA7t279ddfvnwZLi4uGD16NADgueeew7x580wXcQfN5lmDRAZJzlCitFaNUV280N3bRexwLBKPBSFbdaWwCodul8LHWY5pfQKaXe/lrEB0oBsq6jS4mF8hQoSWrdWC9oKCAgQE3H1hAwICkJKSov/5zp078Pf3x+uvv47Lly+je/fueOONNwwO4GfJsMkN7eyJUA9HpCmrkKqsRFRAyy39TUU3XnOPW2wct7hxtIeukH1h/+A2x2/N426LIWGeiA1yQ0peZbPr+ga5YUiY7R8LYi/v9c/Z+rh1s1ZP9u0EF4e7ve3uHffILl64mF+JI3dK0T/YQ4wwzaat73OryZVWq20yHSgIQpOf1Wo1jh07hvXr1yM2NhYffvgh3nvvPbz33nsGBeDra/5dBvMGheG9/dew83oJHooUZ7lDjHFbAo7bOlzOq8DJrHIEuDlg/rBucGhnvZW1jbs9kp8dghmrT+PsPfVVrg4ybH92CPzsaMbPHt7rltjiuMtrVdh4OR9SCfC7seHw82n+Ofb1dUdCTDA+PZmFk7mV8POzvdehI1pNroKCgnD69Gn9z0qlsslMlr+/Pzp37ozY2FgAwJQpU7B06VKDAygqqoBg5uXayd298d5+YN2ZTPxhaCikZvzqIZE0fCjFGLeYOG7rGveH+68CAObEBKG8tKrN97fWcbeHC4Dd8/vjVHYZcmq1WLb1EirqNSgqroKLxvYbjdrTe30vWx73yjPZqKzTYGIvX7hpNSgsvLvsd++4Iz0cIJUAP90oQl5BGeRS2930ohu3oVpNroYPH44VK1agqKgIzs7O2LVrF9555x399f3790dpaSkuXbqE6Oho/Pjjj4iMjDQ4AEGA2T+YEX6u+h4dR26X6nc9mJMY47YEHLflq1ZpsLGxkH1e304dituaxt1Rg0M84efnjh+vFGDt+VxsTSvAkiGdxQ7LbOzpvb6XrY1bEAR9R/anB4Tcd2yCALg7yhEb6I7zeRU4n1uJgTa+NNgWraaZgYGBWLZsGRYsWIAZM2Zg6tSpiI2NxeLFi3Hx4kU4OTnh3//+N958801MnjwZhw8fxiuvvGKO2DtkFnteEbVoW1oByus0eLibN7p6sSC7rWY0Fv9u445kskKHbpfialE1evo4Y3TX1iceRnTxAgAcuc2jcO5lUIf2xMREJCYmNrnss88+0/933759sWnTJuNGZmIz+wTgLwduYHuGEu+O72Xzh9ESGepuR3aeYtAewzt7wd9VgQt5lbhRUs2dlmRVdIXsTw0IMahkZmRnL3xyIhNH7pRi6bAupg7PatjuAmkrgj2cMKKzFyrqNNhzrVjscIgswqX8SpzJqUCAqwMm9PQVOxyrJJNKMDVCN3ulFDkaIsNlldVi19VCuCikeDw6yKD7DAn1hEwCnMgq05+zSXacXAF3j8PZxKVBIgB3Z62e7BsEhcyufz10yLTGZsVbuTRIVuTL8znQCsBj0UHwcDLs6GE3Rzn6dXJHtUqLc7nsd6Vj1789p0T4w1Emwb4bRSitVYkdDpGoKuvV2HQ5HxIA8/pySbAj4kI9Eeze0E8vXdn23ZZE5lar1mBd43FXTw8IaeXWTY3o3HgUDs8Z1LPr5MrDSY7xPf1QrxGQnM7pe7JvW9MKUFmvQXx3H4R5OokdjlWTSiSY2puzV2Q9tqcrUVSjwojOXujt79qm+w5vPMSZydVddp1cAcCsqIbaCC4Nkr1bc67hWysL2Y1jRmRj3VV6AQRb2qtPNumLe9ovtFVcqAfkUglOZZWhTs26K4DJFcZ294WXkxzHMsuQVfbgQ1iJbFVKXgXO51Wgk7sDxvX0ETscm9AvyB1dvJxwvbgGl/KbH49DZCnO5ZbjbG4Fgt0dMSm87RtZ3Bzk6N/JHTVqLc7llpsgQutj98mVo1yKxMbp+6RUzl6RffpSV8ge28mmuyybk0QiwfTGnldb07k0SJZLN2u1oF/7//2P1PW74tIgACZXAIBH79k1yOl7sjeVdWokpRZAKmnoyE7GM6333ZYM/N1Clqiwuh5b0wqgkEowrwMlAfq6q9ulxgnMyjG5QsPOnlAPR6QXVuNyAXf2kH3ZnFqAqnoNxvXwRbAHC9mNKSrAFb18XXCnrBZnuU2dLNBXF3JRpxEwtY8/Alwd2v04g0M8oZBKcCq7DLVq2z9TszVMrtCws0d/HA6XBsmOCILAjuwmJJFIME23azCVS4NkWTRaAavPNfz7b08h+71cFDIMDPZAnUbAmWzWXTG5ajQrsiG5SkrNh0bL6XuyD+fzKnAxvxKhHo6I785CdlPQ1V1tSy+AlkuDZEF+uFaErPI6xAa6YZARDl0ewborPSZXjXr7uyIqwBW5FfU4llkqdjhEZrHmnK4jeyfIpK2fI0ZtF+7nikh/V+RV1uNEZpnY4RDprWw8R/CZgSGQGHCOYGtGsN+VHpOre/A4HLIn5bVqbEkrgEzSsEuQTEfX84q7BslSXC2qwk+3SuDtJNfPrnbUoBAPOMokOJNTjhqVfdddMbm6x8zIQEgAJGcoWZBHNm9Taj6qVVqM7+mHIHdHscOxadMa/3glpyuh1rLJIolv1dmGWesn+naCs0JmlMd0ksswKMQT9RoBp+y87orJ1T06uTtiZBcvVNRpsOdasdjhEJmMIAj4snFJcGF/zlqZWlcvZ/Tv5I7CahWXTEh0lXVqbLiYBwmARf2Nu5FF15LhqJ1/zplc/YyusJ1Lg2TLTueUI01Zhc6eTni4GwvZzUHX84q7BklsGy/no7Jeg/E9fdHFy9mojz2yMbk6fKfEqI9rbZhc/cyUCH84yiTYd6MIJTUqscMhMgldIfu8vp0gNUIhK7VuWp+Glgw7rxSiXsOlQRKHIAhY1VjI/lQH2y+0ZECwB5zkUpzLqUBVvf2W1zC5+hkPJznG9/RDvUZAcoZS7HCIjK60VoVt6UrIpRLMjQ0SOxy7EeLhhLhQD5TWqvHjTfv+Vk/iOXKnFBmF1eju7YyHu3kb/fEd5VIMDvGASivgVLb97o5lctUC3a7BzVwaJBv07aV81Kq1mNjLF4FuLGQ3pxm6swbTuDRI4ljZeI7g0wNCTDZrzZYMTK5aNLaHD7yc5DiWWYbMslqxwyEyGnZkF9eUCH9IJcD3Vwu5I5nMLru8Ft9fLYSLQorHYwJN9jwjujTMiB2243MGmVy1wEEmxdTGIyu28DgcsiEnssqQUViNLl5OGN3V+EsC9GCBbo4Y0dkLlfUa7LvOHclkXmvO50ArNKzOeDopTPY8/Tu5w0UhxfncclTWqU32PJaMydV93NtQlKfZk61Ycz4XADC/XzAL2UUyjUuDJII6tRZrG//9d/QcwdY4yKQYHOIJjQCctNO6KyZX9xEX6olQD0ekF1bjckGV2OEQdVhxjQrJ6QVQSCWYG8NCdrFMDveDXCrBnutFdr2bisxre3oBCqtVGB7micgAN5M/38jGcwbtdWmQydV9SCUSzOJxOGRDNl7MQ51GQEK4H/xdHcQOx275ujhgdFdvVKu0+OFaodjhkJ34orEj+9MDTTtrpWPvRe1Mrh5A11B0S1o+NFouDZL1ureQfaGROzJT203XLw2y3QuZ3vnccpzJKUeQmwMm9fIzy3P2DXKHq4MMF/IqUGGHdVdMrh6gt78rogPckFtRb/et/Mm6Hcssw7XiGvTwcdZ/oyTxJPTyg0Njs+LyWvv7w0PmpZu1Wtg/GAqZef7sK2RSDAn1hFYAjmfaX90Vk6tWzIpq+Ia5mbsGyYrpZq3m9w2GhIXsovNwkiO+uw/qNQK+v8qlQTKdoup6bEnNh0Iqwby+5j1HdIQdH4XD5KoVMyMDIQGQnKFkXxqySkXV9diRoYSDTGLS3jbUNtO5a5DM4KuUhlrLxN7+Zm8arCtqP2KHRe1MrlrRyd0RI7t4oaJOgz3XisQOh6jNNlzMQ71GwJQIf/i6sJDdUozv6QtnuRQ/3ipBMc8xJRPQaAWsPnu3I7u5xQS6wc1Bhov5lSirta/POJMrA9ztecVvmGRdBEHQ97ZZyI7sFsXNQY5xPX2h1grYyXNMyQT2XC9CZnkdYgLdMDjEw+zPL5dKMSzMEwIa6j7tCZMrA0wO94ejTIK914tQwm+YZEUO3y7FjZIahPu6YGiYp9jh0M9waZBM6Yt7Zq3EqrUc0bnhJAh7WxpkcmUADyc5JvTyg0orIJnfMMmKfKkrZO/XiYXsFmhsdx+4Oshw5E4pCqrqxQ6HbMi1omocvFkCLyc5ZkQGiBaHvu7KznbcM7kykK7n1aZL3DVI1qGgqh7fXSmEo0yCx6LZkd0SOStkmNTLD1oBSE7nFzcynlWNs1ZPxHaCi0ImWhxRAW7wdJTjckGlXa38MLky0NgePvB2kuN4Vhkyy2rFDoeoVRtScqHWCpjaOwDezqY7pJU6ZnqfhkPiuTRIxlJZr8aGS3mQAFg0QNxaS5lUoq+7sqd+kUyuDOQgkyKxd8MvwST2vCILpxUErL3QUMi+gB3ZLdrD3Xzg6SjHiawy5JTzixt13KbL+aio0+CRHj7o6uUsdjgYYYdLg0yu2mD2PWcNCgKPw2mLk1ll+PJUJk5m2deOEbH8eKsEt0tr0dvPBXEi7BIiwznIpJgc0XAkyTYuDVIHCYKAL840LAk+Y6ZzBFsz3A7PGZSLHYA1iQv1RJiHIzIKq3GpoBIxge5ih2TxsspqsSjpElLyK/WXxQa6YfXMaIR6OokYmW1bc66hkH1BP3ZktwbT+wTgq5Q8bEsrwAtxYWKHQ1bs6J1SpBdWo5u3Mx7u5iN2OAAa6q68neRIU1ahsLoefnbQb8+gmavk5GQkJCRg/PjxWLduXbPrN2zYgJEjR2LatGmYNm0aPvjgA6MHagmkEglmNs5ebWbPK4P8PLECgJT8SixKuiRSRLYvv7IOu64WwlkuxaPR7MhuDUZ28YKfiwJncytwq7RG7HDIiunOEXyqfzCkFvLFSiqRYFjj7NUxO5m9ajW5ys/Px/Lly7F+/Xps3boVGzduREZGRpPbpKSk4E9/+hO2bduGbdu2YdmyZSYLWGy6pcGk1HxotFwafJCTWWXNEiudlPxKLhGayFcpedAIwLQ+AfB0YiG7NZBLpZgS0VDTuZ2F7dROOeW1+O6KEi4KKebEWtYO4ZF2tjTYanJ19OhRDB06FN7e3nBxccGECROwe/fuJre5ePEivvnmGyQmJuKll15CeXm5yQIWW4SfK6ID3JBXWW9XOx/a40bJg7+Bt3Y9tZ1GK2Dded2SoHkPaaWO0TUU3cLkitppzflcaARgVlQgvCzsi5W91V21WnNVUFCAgIC7DcgCAgKQkpKi/1mr1aJTp0745S9/ib59++KDDz7A22+/jb/97W8GBWAhs5Zt8mh0IC7tr8Tm1HyM7ubdpvvqxmuN426LGpUGB28WP/A2PXycbf51MPf7ffBWMTLL6xAV4IpBIR6ivb728jm/V0fHPDTME0FuDrhcUIVrxVXo5etqvOBMyB7fa8Dyxl2n1mJt4xerZwaGmCyu9o67T4ArfJ0VyCishrK6HgGu1lV31dbxtppcabXaJgWxgiA0+VkqleJ///uf/udnn30WjzzyiMEB+PpaX1H4MyO74c0D17HjSiFWPuECp3Y0aLPGcRvqxO0SLNpwHukFlZAAaGnxNLaTOxL6hZo7NNGY6/3esD0NAPDLkd3h7y/+LkFb/pzfT0fG/Hj/EHx06CZ+uFWGYRGWtazTGnt8rwHLGfdXZ7OgrFZhVHcfPBRp+lnr9ox7TC8/bErJxcXiWjzexdcEUVmOVpOroKAgnD59Wv+zUqlsMpNVXFyMnTt3Yv78+QAAjUYDmczwZKOoqALW1tXAEcCoLl746VYpvjpxC1N7G360gETS8KG0xnG3pk6txd8O38LHx+9AKwD9O7nj9Ye74a0DN5CS17T2StBokZlbCmcROwebgznf79yKOuxIzYeLQoqJXTxRWFhh2id8AFv+nN+PMcY8sZsXPjoErD+ThV8OsI4ji+zxvQYsb9wfHrwOAFgQG2TSf/sdGfegIDdsSgF2Xc7D2DDxv/y1hW7chmo1uRo+fDhWrFiBoqIiODs7Y9euXXjnnXf017u6uuKTTz5B//79ER0djbVr12LcuHEGByAIsIgPZlvNigzET7dK8e2lfCRGtP3cJmsd9/2czy3H0p3pSC+shoNMgpdGdsUvh4RBLpVi7yIfnMoug1IlwEXQ4o1913CxoApLd6bjv1MjreIPSEeZ4/1e11hvMTMyEO6Ocov4fNna59wQHRnzgE4eCPNwxNWialwuqEJUgJtxgzMhe3yvAcsYd0peBU5llyPQzQEJvfzMEk97xj2ise7q8O0S0V8zU2u1oD0wMBDLli3DggULMGPGDEydOhWxsbFYvHgxLl68CEdHR3zwwQd4/fXXMXHiRKSnp+PFF180R+yimhzuDye5FPuuF9vVeUk/V6/R4r2fbmLSmrNIL6xGbKAb9iwaiKXDukAuvfvxigv1xMLBYRjT3QfrZsfAz0WBrWlK/O3wLfGCtyEarYD1KY0d2VnIbrUkEgmmNRa2b2NhOxnoi8ZzBBf0C4ZCZrm9wcN9XeDvqsC14hrkVdSJHY5JGdRENDExEYmJiU0u++yzz/T/PWzYMGzdutWogVk6Dyc5xvf0xfZ0JbanK7HQDo8YuZhXgSU705GmrIJCKsGLI7vg10M7t/qPu4uXM1bPjMbMr8/jn0duo4ePi77FBbXPvhtFyC6vQ2ygG/p1sq7pdmpqep8AfHwiE1vSCvDq6G52MbNL7Vdco0JSagHkUonFf7GSSCQY0dkLW9OUOJpZipmRtvt733JTXCswK1LXUNS+zhpUabT4++FbmLDmLNKUVYgKcMXuhQPxuxFdDf7WFBfqiQ8TegMAfvtdOnteddCaczxH0FbEBLqhu7czbpfW4kKeeHVzZB2+SslFrVqLxAh/BLo5ih1Oq/QtGW6XihqHqTG56oCxPXzg7STH8awyZJbZx4GrlwsqMeHLs/h743LeH0Z0we6FAxEd2PbakNlRgfjd8C6o1whYlHQJt9mZul2yymqx90YRXB1kmNmn7fV/ZFkkEom+59XWNJ41SPen0QpYrevIPsA6vliN7NzQvuiwjfe7YnLVAQ4yKRJ7N3RVTkq17dkrtVaLD47exvjVZ3CpoBJ9/F2xa8EAvDSqGxw6sMb/8qiumN7HH4XVKszbdBHltWojRm0f1l3IhVYAZkUGwM2Rx4XaAl1ytS29AFpbr/yldtt3owh3ymoRFeCKIaGeYodjkB4+zgh0c8DNkhrklNvupASTqw7S1QptupwPwUZ/CaYrqzBpzVm8+9NNaAUBy4Z3xg8LByI2qOP9XSQSCT5K6I0BndyRUViN57anQq3VGiFq+6DWavFVYyH7wn7W8c2VWtfb3xW9/VyQXV6H09m2e+IFdczKMw2F7A1NQ62jNk9XdwXYdrd2JlcdFBfqiTAPR2QUVuNSQcvn6FkrtVaLfx27jUdWn8aFvEpE+LnguwUD8Oro7nCUG++j46yQ4ctZ0Qj1cMT+G8V4Y+91oz22rfvhWhHyKuvRv5M7YoyQ7JLluLs0yF2D1Nz14mocuFkCT0e51RWGM7miVkklEsyK0hW2284vwSuFVZiy9hze/vEm1FoBvx4ahj2LBqK/iXaiBbo5Yu3sGLg6yLDybDZWnskyyfPYmjXnde0XOGtla3TJ1fZ0JQ+Jp2Z0tVZzY4PgYmXNmEd08QIAHLbhonYmV0agS66SUvOt/pegRivgkxN3MHbVaZzNrUBPH2fsmNcfbzzcA05y0/4Djgpww/+mRkIqAV7bew37bxSZ9Pms3Z3SGhy4UQx3R5n+DzHZju4+LogNdENBVT2OZZaKHQ5ZkMp6Nb6+mAsJgEVWUsh+r25ezgh2d8Sdslqb3QzG5MoIIvxcERPohrzKehy14mnO68XVSFx/Dm8duIF6jYAX4kKx76lBGBRivkLJcT198VZ8D2gFYPG2VKQrq8z23NZm3YVcCGio+3N1sK5vrmSYaVwapBZsvlyA8joNxvbwQXdvF7HDaTOJRHK3JYMV/818ECZXRqLrebXJCnteaQUB/z2ViTFfnMbp7HJ093bG9nn98VZ8T1HO/ntuUCgW9g9GRZ0G8zZdhLKq3uwxWDqVRouvUvIAcEnQlk1r3I28I0MJlYYbPQgQBEHfkf3pASEiR9N+I/X9rkrEDcREmFwZyczIAEgA7LiiRI1KI3Y4BrtRUo3p68/jjX3XUafW4vlBodj/9CBRt/VKJBL89ZGeGN3VG3fKarEo6RJq1dbzmprDrqtFKKiqx8BgD6s6f47aprOXMwYGe6C4Ro1DNlyfQoY7nlmGNGUVung5Ib67j9jhtJuu7urInVKb3GnP5MpIgtwdMbKLFyrqNNhz3fJrhbSCgJVnshD/xWkczypDFy8nbH2iH/7ySE+LKI5UyKRYOT0SvXxdcCq7HL/9LsMm/wG215rzDcWsCy38uAvquBlcGqR7rLxn1kpqJe0XWtLFyxlhHo7IKq/DHRusu2JyZUSPRlnH0uDt0hrM+voCXt1zDdUqLZ4ZEIKDTw/GsMZpWkvh6aTAutkx8HGWIym1AMuP3hY7JItws6QGP94qgYejDFNZyG7zpvb2hwTAd1eUqFNzadCe5VbUYWeGEs5yKebGBokdTofZ8lE4TK6MaHKEP5zkUuy7XoySGpXY4TSjFQSsOpuNh1aewpE7pejs6YSkuX3x7vheFlsQ3c274ZBnhVSC9w/d4rd3AOsuNMxaPRZtfVuwqe2C3B0xLMwT5XUaHLhZLHY4JKI153OgERp2qHs5KcQOp8NGdLHdo3CYXBmRu6Mc43v6QqUVsD3dss4EyyyrxaMbLuDlH66iWqXFwv7BOPj0IIxs/HBbsqFhXlg+KQIAsHRnOs7k2G/H6nqNFl+zkN3ucNcg1Wu0+nIAazlHsDV3m4mW2FzZB5MrI5ttYUuDgiBg7fkcPLTyFA7dLkWIhyM2Ph6Lv08It6pz6B6PCcJvh3VGrVqL+Zsu2mxvlNZ8f6UQhdUqxIV6oLe/q9jhkJlMifCHTALsulqIaivaMEPGsyNDCWWVCkNCPRETaBunMYR5OqGzpxNyK+pxs7RG7HCMismVkcV394G3kxwnsspwR+QPS3Z5LeZsTMHvd11BZb0G8/p2wk/PDMbD3axzh8kro7thSoSf/pDnyjr7O+T5biG7bXxzJcP4uzpgZBdvVKu02GcFG2bI+HTnCD5tI7NWOiN1uwZtrO6KyZWROcik+iLjpFRxpvAFQcDXKbkYvfIUDtwsQSd3B2x4LAbLJ0XA3Ypmq35OKpHg4yl90C/IHWnKKjy/PdXqO+K3xY3iahy6XQpvJzkSG/sfkf3Q7RrcwqVBu3MxrwKnsssR4OqAyRG29W/fVs8ZZHJlArMiG34Jbk7NN/s6cl5FHZ7cdBG/+S4DFXUazIkJwk/PDEZ8d1+zxmEqLgoZ1s6ORrC7I/ZcL8ab++3nkGfdOYKPxQSZ/CgisjwJEX5QSCXYe73YLmdt7ZmuaeiCfp3gILOtP9v3Jle2VHdlW++ShYgL9URnTydkFFbjUkGlWZ5TEARsvJSHUZ+fwt7rxQh0c8C62dH41+Te8LSBXSX3ajjkORouCin+ezoLq89lix2SydWptdhwUXdIM3tb2SMvJwXGdPNBrVqLXde4NGgvSmpU2JxaALlUYpObWII9nNDN2xn5lfW4Xmw7dVdMrkxAKpFgZuPslTkK2/Mr67Bw8yUs2ZGOsjo1ZkcF4qdnBmN8Tz+TP7dYYgLd8WliJCQAXv3hKg7a+Bb1HRlKFNeoMTzME718Wchur6b1aVgS2salQbvxdUoeatVaTA73Q5C7o9jhmITuKJzDd2znKBwmVyYyq3HX4JbUApPVBQmCgKTUfIz+/BR2XSuCv6sCX86Mxr8T+8Db2bZmq1oyKdwPfxzTHRoBeHbrZVwptN1DnnWF7Av62943VzLcxF5+cJJLsf9GMUprLa+XHhmXRitgVePM/DMDrfccwdaMsMGidiZXJhLh54qYQDfkVdabpFBPWVWPp7dcxi+2p6GkVo2ZkQE49GwcJoXb7mxVS34ZF4Z5fTuhvE6DJzddRFG17R3yfKWwCscyy+DrrMDkcNsqZqW2cXeUY2x3H6i0Ar6/Uih2OGRi+28U43ZpLSL9XUU979XUbLHuismVCel6Xm028tLg9vQCjP78FHZeKYSfiwIrp0fhP1Mj4WMHs1U/J5FI8N74XhjZ2Qu3S2vxVNJlmzsiZG1jIfvjMUFwlPOfrL2bEcldg/ZCf47gwBBIrPgcwdYEujmip48zCqtVuFJULXY4RsHf1CY0o08AJACSM5SoMULjv6LqeizeehnPbk1FUY0KiRH++OnZwXa/Ld9BJsXKGVHo4eOM41ll+P0u2znkuUalwTeXdB3ZWchOwCM9fOGikOLQrRIU2uBMLTW4UVKN/TeK4eEow6zIQLHDMTn9UTg2sjTI5MqEgtwdMbKLFyrrNdjTwcZ/OzOUGPX5KWxLV8LHWY7PpkVi5Ywo+Lk4GCla6+btrMD62THwcpJj46V8/Ov4HbFDMorkDCVKa9UY1cUL3X1cxA6HLICLQoaJvfygERo2OpBtWnW2oc5ybmwniz371Zh0Re1HbaTfFZMrE3tUdxzOpfYtDRbXqPCL7al4astlFFarkBDuh5+ejdOfNUZ3dfdxwaoZUZBLJXjnx5tItrDzHdtDX8hug1uwqf2m9W74978tzfo/49RcVb0GX6c0lAM8ZSebWIbdk1xpbWDlgcmViU2O8IeTXIp9N4pRXNO23T27rhZi1OcnkZRaAC8nOT5N7INVM6IQ4MrZqvsZ0cUb/5gQDgBYsiMN53Ot95DndGUVTmaVw89FYXcbFejB4rv7wMNRhqN3SpFXUSd2OGRkSan5KK/TIL67j93MWAe4OiDCzwVFNSqkK61/5zeTKxNzd5RjQk9fqLQCtqcbVoBaWqvCr5LTsGDzJSirVJjQ0xeHnh2MWVGBNl3UaCxP9O2EJUPCUKPWYt6mS8gut85DnnWzVnNjg2yuKzN1jKNcikm9/CCgYemYbIcgCPpzBJ8ZYLvtF1piS0fh8De2GczS7xpsPbnac60Ioz8/hW8v58PDUYYVk3tjzaxoBLrZZvM4U3n94e6Y1MsPBVX1mL/pEirrreu4kGqVBhsbC9nn9bWPZQFqG+4atE0nssqQqqxCZ08nxHf3ETscs2JyRW0S390H3k5ynMgqw53Sltv7l9eq8Zud6Xhy00XkVdZjbHcfHHo2Do/HBHG2qh2kEgn+ndgHMYFuuFRQiV9uT7OqQ563pxWgvE6Dh7p6o5u3s9jhkAUa1cUbPs5ynM4uR2aZdc7OUnO6WaunBgRDJrWv3/3DG5OrYzZQd8XkygwcZFJM7aM7zLn5t8z9N4oxeuUpfH0xD+6OMnw4KQJfPRqDTjZ61IG5uDrIsG52DILcHLDrWhH+cvCG2CEZ7MvzunMEOWtFLVPIpJgc0XgcjoElB2TZ8irqsPNKIZzkUjwRa3+tV3xdHNDH3xUltWpcNtO5vKbC5MpMdA1F157LweqTd3AyqwwVdWr8/vsMzNmYgpyKOjzczRs/PTMYT/TtxNkqI+nk7oi1s2PgLJfi3yczse5CjtghtepyQSXO5JQjwNUBE3v5ih0OWbDp+l2DTK5swZrzOVBrBcyKDLCLI8xaYistGZhcmUmwuwMUUgkyy+vw1DcXMHntOfT+6AjWXsiFq4MM/5wYjm8ei0WIh5PYodqcvkHu+CSxDwDgpd1XceiWZR8OqitkfyI2CAoWstMDDO/sBX9XBS7kVeJGiW10trZX9Rot1jTOWD9tZ4Xs99ItDVr7OYP8zW0mTyVdhupnNT8qrQA3Bxl+emYw5vcL5myVCU2J8MfrD3eHWivg6S2Xcb3YMv8QVdVrsOlyPiQA5vW1v2UBahuZVIKpEex5ZQu+u1KIgqp6DA7xQEyQu9jhiGZ4Zy9IABzNLLWqOtmfY3JlBiezypCS3/L6cWW9BrnsU2MWvx4ShjkxQSirU+OJby+2ue+YOWxNK0BFY3+bzl4sZKfWTW/cNbiVS4NWTd9+YaD9zloBDadtRAW4obxOg0tWXHfF5MoMbpS0vEPQ0OvJOCQSCf4xMRzDwjxxs6QGTyddQr3Gsg55Zkd2aqvBIR4IdndEmrLKJpov2qOL+RU4kVUGf1cFpkTY91mxADCiixcA614aNCi5Sk5ORkJCAsaPH49169bd93YHDx5EfHy80YKzFd1b2Urf2vVkPA4yKVbNjEZXLycczSzDS7uvWMwhzyl5FTiXW4FO7g4Y19O++ttQ+0klEkzr0/AHmbNX1kl3juD8vsFsGIx7+11Zdn3sg7T6Lubn52P58uVYv349tm7dio0bNyIjI6PZ7QoLC/H++++bJEhrFxfqidhAtxav6xvkhrhQTzNHZN98nBVY/2gMPB3l+ColD5+czBQ7JADAl/pC9k6QS/kLlgw3vbHVy7b0Aov5skCGKa1VYfPlfMgkwEI7OUewNcPCPCGVAMcyy6DWWtbqgqFa/Q1+9OhRDB06FN7e3nBxccGECROwe/fuZrd7/fXXsWTJEpMEaQtWz4xulmDFBrph1YxokSKyb718XbGy8ZDnvxy4ge+uiFsMXFmnRlJqAaQSFrJT2/ULckcXLydcL67BpfvUd5Jl+jolDzVqLSZH+LO3YSNPJwViAt1QWa9BSp51fp5bTa4KCgoQEBCg/zkgIABKZdM/RGvWrEFkZCT69u1r/AhtRKinE/Y+NQg75/fH6jn9sHN+f+x9ahBCPdl6QSyju3rj/fG9IAD4ZXIaUvIqRItlc2oBquo1eKS7L9txUJtJJBL97NVWNhS1GlpBwKqzDYXs9tx+oSXDrfwoHHlrN9BqtU1aBAiC0OTnK1eu4IcffsDq1auRl5fX5gDsrfvAkDBP+Pq6o6ioAvY0e697ny3t/V7QPxjXiqvx6ckszNt0ET8sGmjUb4+GjFsQBH0h+8L+nSzuNWoPS32/TUnsMc+IDMBHx+5gW5oSbzzc3WytXcQet1iMMe4DN4pxq7QWffxdMbyzp1W8huZ6v0d28canJ7Nw5E4plg7rbNonM0Bbx9tqchUUFITTp0/rf1YqlU1msnbt2gWlUolZs2ZBpVKhoKAAc+bMwYYNGwwKwNfXPvt5cNyWY8Wj/ZBZqcKO1Hws2pqKn345HK6Orf7TaJMHjfvUnVJczK9EmJcTHh/S1abOE7PE99vUxBrzaF839A5wQ3pBJW5UazCki7dZn98e32ugY+NeuzUVAPCbh7rD39/DWCGZhanf7yluTpBtvoQTWWXw9Ha1uobKrf4FGT58OFasWIGioiI4Oztj165deOedd/TXL126FEuXLgUAZGVlYcGCBQYnVgDscgbHXmeuLHncKyb2ws3CSpzNKsPjq0/hi5lRkBrhq5kh4/7o4FUAwBMxQSgpts76gp+z9PfbFCxhzFPD/ZBeUIlVx26hh6txvyDcjyWMWwwdHfeN4mp8n1YAd0cZJnTxRGGheGUJbWHO97tvoBvO5lZg36UcDAoRd+OXbtyGajUVDAwMxLJly7BgwQLMmDEDU6dORWxsLBYvXoyLFy92KFgAEAT7+x/HbXn/c3WQY93sGAS4OmDnlUK8c/CmWcZdVqPGltQCyCQNuwTFfh3s5f221THrWjJsSyuARivYzbit8f1edTYHAoC5MUFwVchFH4slvt+6uqvDt0tFH7Nu3IYyaJ4tMTERO3fuxO7du7F48WIAwGeffYaYmJgmtwsNDcX+/fvbFgGRhQjxcMKaWdFwkkvxr+N38HVKrsmfc1NqPqpVWozr6cudQtRhvXxdERXgirzKepzILBM7HLqPapUGX6c01Cg/xUL2+xrZ2Ez0sBU2E7WuRUwiExsQ7IGPp/QGAPxh1xWTnswuCALWnGssZGdHdjIS7hq0fEmp+SirU2NMN2/08HEROxyLFRfqCZkEOJVdZnGnabSGyRXRz0ztHYBXR3eDSivgqaRLuFFimkOez+SUI1VZhTAPRzzcjR3ZyTimNSZXyelKq23AaMsEQdCfI8j2Cw/m5iBHv04eqFZpcS7XOmrSdJhcEbXgt8M6Y3ZUIEpq1Xjy24sorTX+Ic9rzjcsO87rF2xTOwRJXF29nNG/kzsKq1VW2yPIlp3MLsflgip09nTCIz18xQ7H4o3UnzNYIm4gbcTkiqgFEokEH0yKQFyoB64X1+CZLZehMuK0dFmtCtvSCiCXSvBEbJDRHpcIuGdpMJVLg5bmi8ZZq0UD+KXKECOstJkokyui+3CUS7F6ZjQ6ezrh0O1SvLLnKox1btu3l/JRo9ZiQk9fBLqxkJ2Ma2rvhl2DO68UWl2tii3Lr6xDcoYSTnIpnojlMVeGGBziCYVUglPZ5ahTW89nmckV0QP4uThg/aMxcHeUYe35XPznVFaHH/PejuwLeFArmUCIhxOGhHqitFaNH29a13KKLVtzPhdqrYAZfQLg46wQOxyr4OogQ/9gd9SqtTibUy52OAZjckXUigg/V3w+PQoyCfDm/uvYfbWwQ493Mrsc6YXV6OLlhIe6mreLNtmP6Y09r7amcWnQEqg0Wv2XqmcGspC9LUZ2bvg9ediKlgaZXBEZYEw3H/x1XMMhz89vT8Wl/PZ3Uv+ysf3C/H7BRukCT9SSKRH+kEqA768WolatETscu/fdlULkV9ZjYLAHYoPs86ig9tLXXVlRUTuTKyIDPTUgBIsHhqBapcX8zReRX1nX5scorlEhOb0ACqkEc2NYyE6mE+jmiBGdvVBZr8G+68Vih2P3dO0XOGvVdoNCPOAgk+BMTrnVfFFgckXUBm+N7YGx3X2QXV6HBZsvoVrVtn/oGy/moU4jICHcD/6uDiaKkqiBrucVlwbFdbmgEsezyuDnokBihL/Y4VgdZ4UMA4M9UKcRcDrbOuqumFwRtYFcKsX/pkWij78rzuVW4Nc70qE1cAdhk0J2dmQnM5gc7ge5VII914tQVW8d3/ht0RdnG2atFvQLhqOcf3bbY8Q95wxaA77LRG3k7ijH2lnR8HNRIDlDib8dumXQ/Y5lluFacQ26ezvrG+MRmZKviwNGd/VGtUqLH651bCMGtU9prQqbL+dDJgEW9GP7hfYa2aWhqN2UR5IZE5Mronbo7OWML2dFw1EmwfKjt7HxUl6r99HNWs3v1wkSFrKTmegbiqYpRY7EPm1IyUO1SotJ4X4I9nASOxyrNSDYHY6NdVdtLccQA5MronYaHOKJf01uOOT5d99n4Hhm6X1vW1Rdjx0ZSjjIJJjDQnYyo4RefnCQSbDvRhHKa9Vih2NXtIKAVY27g5/hOYId4iSXYXCIJ1RaAaeyy8QOp1VMrog6YEZkIF4c2RX1GgFPJV3GrdKaFm+34WIe6jUCpkT4w9eFhexkPh5OcsR390G9RsD3HezRRm1z8GYxbpbUoLefC4Y31gxR+43QnzNYKmochmByRdRBfxjRBTMjA1BUo8K8by+i7GeHPAuCgDXnGg5pZiE7iWE6dw2KQtd+4akBISwFMAJrOmeQyRVRB0kkEnyYEIFBIR64UlSNZ7emQq29ewbWgWtFuFFSg16+LhgW5ilipGSvxvf0hbNcih9vlaC4RtX6HajDbpXWYO/1Yrg7yvBodKDY4diE/p084CyX4lxuBSrrLXuJm8kVkRE4yWVYPTMaYR6O+PFWCf5vzzX9Ic//PXYbADC/LwvZSRxuDnKM6+kLtVbAzgwWtpvD6rM5EADMiQ6Cm4Nc7HBsgqNcisGhnlBrBZzMsux+V0yuiIwkwNUB6x6NgZuDDKvP5eDzM9n44VohNqfkQCEFHmchO4mIS4PmU63S4KuUhlKAp1jIblQjG5cGLb0lA5MrIiPq4++Gz6ZFQgLgtb3X8OS3l6ARAJUWeHTDBWSV1YodItmpsd194Oogw5E7pSioqhc7HJu2JbUApbVqPNTVGz19XcQOx6YM19ddWfY5g0yuiIxsbA9fdHJ3bHZ5Sn4lFiVdEiEiooYjRCb18oNWAJLTuTRoKoIg8BxBE+rfyR0uCinO51agss5y666YXBEZ2cmsMuRUtHyoc0p+JU5mWX6PFrJN0/s0nGvHpUHTOZVdjksFlQjzcMS4Hr5ih2NzFDIphoR6QiMAxy34dymTKyIju1HScq8rQ68nMpWHu/nA01GOE1llyCnnErUp6M4RXDggBDIpN7CYgjW0ZGByRWRk3b2dO3Q9kak4yKSYHOEHANjGpUGjy6+sQ3K6Eo4yCZ6M5QYWUxnReM6gJTcTZXJFZGRxoZ6IDXRr8bq+QW6IC2WvKxKPbtfgNi4NGt26C7lQaQVM7xPAkxhMqG+QG9wcZEjJr7DYI52YXBGZwOqZ0c0SrNhAN6yaES1SREQNRnbxgp+LAmdzK+57XBO1nUqjxZe6cwRZyG5ScqkUQ8M8oRWA41mlYofTInY2IzKBUE8n7H1qEE5ll0GpEuCvkGBwCGesSHxyqRRTIvyx+lwOtqcVYOmwLmKHZBO+v1qIvMp6DAx2R79OHmKHY/OGd/bC3uvFOHy7FON7+okdTjOcuSIyobhQTywcHMalQLIouqXBLVwaNJovGtsvPM2moWYx0sKL2plcERHZmSGhnghyc8DlgipcLaoSOxyrl1pQiaOZZfBzUWBq7wCxw7ELMYHu8HCU4VJ+JUos8LxMJldERHZGJpVgam9dzyvuGuwoXfuFeX07wVHOP6vmIJNKMCzMCwKA45mW1++KnwIiIjt071mDukPGqe3KalXYdDkfUgmwsH+w2OHYFUs+CofJFRGRHRoY7IEwD0dcLapGqpJLg+214WI+qlVaTOzlhxAPJ7HDsSu6uqvDFtjviskVEZEdkkgkmMaeVx2i1Qr6QvZnWMhudlGBbvBykiNVWYWiass6jJzJFRGRnbp31yCXBtvmZFYZXtqRihslNQj3dcHILl5ih2R3pBIJhoY17MQ+ZmF1V0yuiIjsVEygG7p7O+N2aS0u5FWIHY5VyCqrxSOrTmPy2nP45483AABV9Rpkl7d8WDuZ1sjOlnkUDpMrIiI7JZFI2POqjRYlXUJKfmWTy7Ir6rAo6ZJIEdm3EY0zhpZW1M7kiojIjumSq+3pSmi5NPhAJ7PKmiVWOin5lTiZZVlLU/agj78rfJzlSC+shrLKcuquDEqukpOTkZCQgPHjx2PdunXNrv/uu+8wZcoUTJ48Ga+88grq6y1ngEREdH+9/V3R288F2eV1OJVdLnY4Fu1GyYPPYmztejI+qaSh3xUAHMssFTWWe7WaXOXn52P58uVYv349tm7dio0bNyIjI0N/fVlZGf76179i9erV2LlzJ2pra7FlyxaTBk1ERMYznbsGDZJf+eC6qu7ezmaKhO6l20xgSS0ZWk2ujh49iqFDh8Lb2xsuLi6YMGECdu/erb/e09MTBw4cgJ+fH6qrq1FSUgIPDx5aSURkLe5dGtRouTT4c9UqDV7cfQXv/HjzvrfpG+TGM0RFMkJX1G5B5wzKW7tBQUEBAgLunpUUEBCAlJSUJrdRKBTYv38/Xn31VQQEBGDkyJEGByCRtCFaG6AbL8dtHzhuceMwJ2secw9fF8QGuSElrxLHs0oxsou3wfe15nEb4nJBJZ7floqMwmq4Osjw8qiu2HQpv0ntVWyQG1bPjLbZ1+Belvh+9/Z3gZ+LAleLqlFQVYdAN0ejP0dbx9tqcqXVaiG551EFQWjys058fDxOnDiB5cuX480338Q///lPgwLw9XVvQ7i2g+O2Lxy3/bDWMT85MAwpO9Pw/Y0STB/Yuc33t9Zx348gCPj48C28uCMVdWotBoV54ut5A9HTzxVvJETi6M1iXC2sQi8/Vwzv5iN2uGZnae/3mF5++PZCLi6W1CGqq5/Y4bSeXAUFBeH06dP6n5VKZZOZrOLiYmRkZGDYsGEAgMTERCxbtszgAIqKKmBPG1QkkoYPJcdtHzhu+xm3tY/5kc4N5RybLuTgzdFdoZAZtpnc2sfdksLqeizdkY4914shAfDroWF4ZXQ3OECLwsKGfmARHgoM7xaGoqIK/WX2wFLf78FBbvj2AvD9pVw8Emb80iTduA3VanI1fPhwrFixAkVFRXB2dsauXbvwzjvv6K9XqVT4/e9/j6SkJAQFBWHHjh0YNGiQwQEIAizqDTIXjtu+cNz2w1rHHObpjIHBHjiTU46fbpUgvrtvm+5vreP+uYM3i7FkRzoKquoR6OaAT6b0weiuDcukLY3PVsbdVpY27hH6Q5xLLSKuVpOrwMBALFu2DAsWLIBarcbs2bMRGxuLxYsXY+nSpYiJicHrr7+OxYsXQyKRoFevXnjrrbfMETsRERnRjD4BOJNTjq1pyjYnV9auXqPFX3+8iX+fzAQATOjpiw8TIuDr4iByZGSInj4uCHB1wPXiGuRV1CHI3fh1V20hEUQ+UKqw0LKmFk1NIgH8/Nw5bjvBcdvPuG1hzHkVdej7yTG4O8pw+dcj4ChvfWnQFsZ9vbgav9ieigt5lXCUSfBmfE88PSC4xfpiHVsYd3tY8rif35aKLWkF+HdiH8yOCjTqY+vGbSh2aCciIgBAkLsjhoV5orxOgwM3i8UOx+QEQcDXKbkYu+o0LuRVorefC35YNBDPDAx5YGJFlkl/FM5t8Y/CYXJFRER60xp7Xm218YaiZbUqPL89Fb/5LgPVKi2eHhCM3QsHoo+/m9ihUTvdW3clNiZXRESkNyXCHzIJsOtqIapVGrHDMYkTWWWI/+I0tqYp4eMsx5pZ0XhvfDicFTKxQ6MO6O7tjCA3B9wqrUV2ea2osTC5IiIiPX9XB4zs4o1qlRZ7rxeJHY5RqbVa/OPwLUxbfw6Z5XUY1cULB54ejIm9xO+LRB0nkUj0S4NiH4XD5IqIiJqYYYNLg1lltZjx1QX87fAtSCUSvP5wd3w7py86ibyrjIxrZONROEdFXhpkckVERE0kRPhBIZVg7/ViVNapxQ6nw5LTCzDmi9M4kVWGrl5O2Dm/P5YO7Qwpi9ZtznALqbtickVERE14OSkwppsPatVa7LpmvUuDVfUaLPsuHc9sTUVZnRqPRQdi/1OD0L+T8Tt4k2Xo6uWEEA9H3CmrxZ3SGtHiYHJFRETNTOvjDwDYmmqdS4MpeRV4ZPVprE/Jg7ujDJ8m9sHHU/rAzbHV3tlkxSQSiUXsGmRyRUREzUzs5QcnuRQHbhajtFYldjgG0woCPj2ZiUlrzuJ6cQ0GBntg/1ODMMvITSXJcjG5IiIii+TuKMfY7j5QaQV8l1EodjgGya+sw9yNKfjT/utQawX8bngXbH+yH7p4OYsdGplR03MGxWkjz+SKiIhaNCOycddguuUvDe67XoQxX5zGgZslCHZ3xJYn+uGV0d2gkPHPnL3p7OWMzp5OyC6vw61Scfpd8VNHREQteqSHL1wUUhy6VYLC6nqxw2lRnVqL1/dexdxvL6KwWoXJ4X448PQg/a4xsk+62SuxWjIwuSIioha5KGSY2MsPGgHYkaEUO5xmrhRWYeKaM/jf6Ww4y6X458RwfDEjCt7OCrFDI5HpkuvDd8Q5Z5DJFRER3de03o1Lgxa0a1AQBKw5n4Nxq8/gckEVogJcsWfRQMzvF8wDlwkAMFJ/iLM4dVfck0pERPcV390HHo4yHMssQ15FHYJE7mheUqPC777PwM4rDUX2zw8KxWsPd4OTnOcC0l0hHk7o6uWEW6W1uFFSgx4+LmZ9fs5cERHRfTnKpZjUyw8CgO3p4i4NHr1TijFfnMbOK4Xwc1Hgq0dj8JdHejKxohaN7NJwFI4YLRmYXBER0QOJvWtQpdHivZ9uYsZX55FTUYeHu3njwNOD8EgPX1HiIeugPwpHhEOcuSxIREQPNKqLN3yc5TidXY7MslqEeTqZ7blvl9bgF9vTcCanHAppw4HLzw8O5bmA1KqR9xS1C4Jg1no8zlwREdEDKWRSTI5oOA5nmxlnrzZfzkf8qtM4k1OOnj7O2LVgAF6IC2NiRQYJcndEDx9nKKtUuFpUbdbnZnJFREStmt64a3BbmumTq8o6NZbsSMMLyWmoqNPgydgg7Fk0CDFB7iZ/brItw0U6CofJFRERtWp4Zy/4uypwIa8SN0pMNwtwLrcc8atOY+OlfHg6yvH59Eh8kNAbrg4sWqe2G8nkioiILJVMKsHUCN3slfF3DWoFAf86fgeT157DrdJaDAn1xIGnB2Fq44wZUXsMv6dTuzn7XTG5IiIig0zX7Ro08tJgXkUdHt1wAW8fvAGtIOClkV2x5Ym+CDVj4TzZpkA3R4T7uqCwWoWMQvPVXTG5IiIigwwO8UCwuyPSlFVIV1YZ5TF3XS3Ew1+cwqHbpQjzcMS2J/vjDyO7Qi7lnycyjrt1V+Y7CoefXiIiMohUIsG0Pg27Bjs6e1Wj0uDlH65gweZLKK5RY3off+x/ehCGhHoaI1QiPd1ROIfN2O+KyRURERlsep/Guqv0gnbXsKQpKzFxzVmsOpsDF4UU/0qIwH+nRsLTiQcuk/ENC/MC0FB3pTVT3RWTKyIiMli/IHd08XLC9eIaXMqvbNN9BUHAyjPZGL/6DNKUVegb5IZ9Tw3CnNhOPHCZTMbf1QG9/VxQUqtGmpGWs1vD5IqIiAwmkUj0s1dtOQ6nqLoeCzZfwqt7rqJOI+BXQ8Kwc/4Asx+oS/ZpROfGcwbNtDTI5IqIiNpEvzSYpjRoafCnWyV4+IvT2H2tCAGuDtj4eCz+NKYHHGT8E0TmMUJXd2WmonaeLUhERG0S6e+KXr4uuFpUjbM5FZjg79Hi7eo1Wrx/6CY+Pp4JAcC4Hj74aHJv+Lk4mDdgsnu6HYPHM8ugFQSTH6HErw1ERNQm9y4NbrnPrsEbJdWYsvYcVhzPhINMgr8+0hPrZscwsSJR+DgrEOnvitJaNS63sVawPZhcERFRm01vbMmwLa0AWu3dpUFBELDhYh7GrjqD83kViPBzwa6FA/HsoFAWrZOo9C0ZzHAUDpMrIiJqs16+rogKcEVeZT1e/z4dJ7PKUF6rxgvJaVi6Mx1V9Ros7B+M3QsHIirATexwicxa1M6aKyIiarOssloUVasAAO/uvwYAUEglUGkFeDvJ8UFCBBLC/cUMkaiJYZ09IQFwLKsUGq0AmdR0M6mcuSIiojZblHQJeZX1TS5TaQW4KmQ48PQgJlZkcbycFIgOdENFnQYX8ytM+lxMroiIqE1OZpUh5T5FwVUqDbLK68wcEZFhRjTuGjR13ZVByVVycjISEhIwfvx4rFu3rtn1R44cwcyZMzFt2jQsXLgQ2dnZRg+UiIgsw42Smg5dTyQWXVH7UbGTq/z8fCxfvhzr16/H1q1bsXHjRmRkZOivr6+vx0svvYR//vOf2LZtGyZPnoy3337bpEETEZF4uns7d+h6IrEMDfWCVNLQ70qt1ZrseVpNro4ePYqhQ4fC29sbLi4umDBhAnbv3q2/vr6+Hq+99hq6desGAOjTpw9yc3NNFjAREYkrLtQTsYEt7wDsG+SGuFBPM0dEZBgPJzliA91RWa/BhTzT9btqNbkqKChAQECA/ueAgAAolUr9z25ubkhISAAAaDQafPzxx4iPjzdBqEREZClWz4xulmDFBrph1YxokSIiMozuKJwjt013FE6rrRi0Wm2Txm+CILTYCK62thYvvvgitFotXnjhBYMDsLeecrrxctz2geMWNw5zsrcxh3k5Yd/Tg3AquwwF9QICHCQYHGI/M1b29n7r2MK4R3T2wicnMnHkTil+M7yLQfdp63hbTa6CgoJw+vRp/c9KpbLJTBYAlJWV4fnnn0doaCiWL18OhUJhcAC+vu5tCNd2cNz2heO2H/Y25kl+9jXen7O391vHmsc9xc0Zss2XcDK7HJ7erlCY4ADxVpOr4cOHY8WKFSgqKoKzszN27dqFd955p8ltlixZgtjYWLz66qttPt6gqKgCBhyqbjMkkoYPJcdtHzhu+xm3PY4Z4Lg5buvUL8gNZ3IqsOdijkE1grpxG6rV5CowMBDLli3DggULoFarMXv2bMTGxmLx4sVYunQpysvLcfLkSZSWlmL69OkAAD8/P6xcudKgAAQBVv0GtRfHbV84bvthj2MGOG57Y+3jHtHZG2dyKnDkdqlJlrMNOv4mMTERiYmJTS777LPP9P99b2sGIiIiIks2vLMX/nX8Dg7fKcVvDay7agt2aCciIiK7EhfqAblUglNZZahTG7/fFZMrIiIisituDnL07+SOGrUW53LLjf74TK6IiIjI7ujOGTxigqNwmFwRERGR3bnbTLTU6I/N5IqIiIjszuAQTyikEpzKLkOtWmPUx2ZyRURERHbHRSHDwGAP1GkEnM2pMOpjM7kiIiIiuzS8se7qsJHPGWRyRURERHZppK7uyshF7UyuiIiIyC4NCvGAo0yCMznlqFEZr+6KyRURERHZJSe5DINCPFGvEXA623j9rphcERERkd0aboJ+V0yuiIiIyG6N1BW13zFeUTuTKyIiIrJbA4I94CSX4lxOBarqjVN3xeSKiIiI7JajXIrBIR5QaQWcyi4zymMyuSIiIiK7ZuxzBplcERERkV0b0cUbAHDYSOcMMrkiIiIiu9a/kztcFFKczy1HZb26w4/H5IqIiIjsmoNMisEhntAIwMmsjtddMbkiIiIiu6c7CscYS4NMroiIiMjuGbOonckVERER2b2+QQ11VxfyKlBR17G6KyZXREREZPcUMimGhnlBKwDHMztWd8XkioiIiAh3lwY7ehQOkysiIiIi3C1qP9rBuismV0REREQAYgLd4OYgw8X8SpTVqtr9OEyuiIiIiADIpVIMC/OEVgCOdaDuiskVERERUaMRnRuOwjnSgX5XTK6IiIiIGo1orLvqSL8rJldEREREjaID3ODpKMflgkqU1LSv7orJFREREVEjmVSCYWGeEND+XYNMroiIiIjuMaKDLRmYXBERERHdY7i+mWhpu+7P5IqIiIjoHlEBbvB2kiNNWYXC6vo235/JFREREdE9pBIJhjXOXh1rx+wVkysiIiKin9GdM9ielgxMroiIiIh+hskVERERkRH19neFr7MCGYXVKKhqW92VQclVcnIyEhISMH78eKxbt+6+t3vllVeQlJTUpgCIiIiILI1UItHvGmxrS4ZWk6v8/HwsX74c69evx9atW7Fx40ZkZGQ0u80LL7yA77//vk1PTkRERGSpdMlVW88ZlLd2g6NHj2Lo0KHw9m44yHDChAnYvXs3IiIi9LfZtm0b4uPj4enp2aYnJyIiIrJUIxubiR6+XdKm+7U6c1VQUICAgAD9zwEBAVAqlU1u89xzz+HRRx9t0xMTERERWbJwXxf4uShwrbgGX57KNPh+rc5cabVaSCQS/c+CIDT5uaOM+FBWQTdejts+cNzixmFO9jhmgOPmuG1bdnkdVFoBALBow3ksHBxm0P1aTa6CgoJw+vRp/c9KpbLJTFZH+fq6G+2xrAnHbV84bvthj2MGOG57Yy/jnrD2HMpq1W2+X6vJ1fDhw7FixQoUFRXB2dkZu3btwjvvvNOuIFtSVFQBQTDaw1k8iaThQ8lx2weO237GbY9jBjhujtt2ncwqw9mssnbdt9XkKjAwEMuWLcOCBQugVqsxe/ZsxMbGYvHixVi6dCliYmLa9cQ6ggCbf4NawnHbF47bftjjmAGO297Yw7ivF9e0+76tJlcAkJiYiMTExCaXffbZZ81u995777U7ECIiIiJL0d3bud33ZYd2IiIiop+JC/VEbKBbu+7L5IqIiIioBatnRrcrwTJoWZCIiIjI3oR6OmHvU4NwKrsMSpXhRWZMroiIiIgeIC7UE35+href4LIgERERkRExuSIiIiIyIiZXREREREbE5IqIiIjIiJhcERERERkRkysiIiIiI2JyRURERGRETK6IiIiIjIjJFREREZERMbkiIiIiMiImV0RERERGxOSKiIiIyIiYXBEREREZEZMrIiIiIiNickVERERkREyuiIiIiIyIyRURERGRETG5IiIiIjIiJldERERERsTkioiIiMiImFwRERERGRGTKyIiIiIjYnJFREREZERMroiIiIiMiMkVERERkRExuSIiIiIyIiZXREREREbE5IqIiIjIiJhcERERERkRkysiIiIiI2JyRURERGRETK6IiIiIjIjJFREREZERGZRcJScnIyEhAePHj8e6deuaXZ+WloaZM2diwoQJ+L//+z+oVCqjB0pERERkDVpNrvLz87F8+XKsX78eW7duxcaNG5GRkdHkNi+++CJee+017N69GwCwYcMG00RLREREZOFaTa6OHj2KoUOHwtvbGy4uLpgwYYI+iQKA7Oxs1NTUYODAgQCAmTNnNrmeiIiIyJ7IW7tBQUEBAgIC9D8HBAQgJSXlvtf7+/tDqVQaHIBEYvBNbYJuvBy3feC4xY3DnOxxzADHzXHbh7aOt9XkSqvVQnLPowqC0OTn1q5vja+vu8G3tSUct33huO2HPY4Z4Ljtjb2O21CtLgsGBQU1mYlSKpVNZqp+fn1hYWGT64mIiIjsSavJ1fDhw3Hs2DEUFRWhuroau3btwujRo/XXh4SEwNHREadPnwYAJCUlNbmeiIiIyJ5IBEEQWrtRcnIy/vOf/0CtVmP27NlYvHgxFi9ejKVLlyImJgbp6el47bXXUFVVhaioKLz77rtwcHAwR/xEREREFsWg5IqIiIiIDMMO7URERERGxOSKiIiIyIiYXBEREREZEZMrIiIiIiMSLblq7TBoW1VZWYnExERkZWWJHYrZrFq1CpMnT0ZiYiJeffVV1NfXix2SWfzzn//EpEmTkJCQgFWrVokdjtm9//77eOWVV8QOw2x+97vfYcKECZg2bRqmTZuGPXv2iB2SWezfvx8zZ87EpEmT8Pbbb4sdjll8/fXX+vd52rRpGDx4MF588UWxwzKLHTt2YPLkyZg8eTLef/99scMxi//973+YMGECEhMT8emnnxp2J0EEeXl5wsMPPywUFxcLVVVVQmJiopCeni5GKGZ1/vx5YerUqUJUVJSQmZkpdjhmceHCBWHKlClCVVWVoNVqhT/84Q/CqlWrxA7L5A4ePCg88cQTgkqlEqqrq4UxY8YI169fFzssszl69KgwZMgQ4eWXXxY7FLMZN26cUFJSInYYZnXnzh1h5MiRQm5urqBSqYQnnnhCOHDggNhhmdWNGzeEMWPGCHl5eWKHYnI1NTVCXFycUFhYKKhUKmH27NnCkSNHxA7LpI4ePSpMnjxZKC8vF9RqtfD8888Lu3fvbvV+osxctXYYtK3asGED3njjDbvqYO/h4YE33ngDLi4ukEgk6N27N3JycsQOy+QeeughrF69GnK5HMXFxdBqtXBxcRE7LLMoLS3FBx98gF/84hdih2I2paWlKC4uxu9//3skJibi448/hmAHXW727NmDhIQEBAUFQS6XY/ny5ejbt6/YYZnVn//8ZyxduhSBgYFih2JyarUaarUatbW10Gg00Gg0cHR0FDssk7p8+TJGjRoFd3d3yGQyjBo1Cvv27Wv1fqIkVy0dBt2Ww56t1bvvvotBgwaJHYZZde3aFXFxcQCAoqIirF+/HvHx8SJHZR4KhQIffPABEhISMHToULv45QsAf/zjH7Fs2TJ4eHiIHYrZFBYWYtiwYXjvvfewceNGnD59Gps3bxY7LJO7ffs2tFotfvnLX2Lq1Kn46quv4OXlJXZYZnPy5EkUFhZi2rRpYodiFm5ubvjtb3+LSZMmYfTo0QgODsaAAQPEDsukoqKicPjwYZSWlqKurg779+83KF8RJbnq6GHPZH2ysrKwYMECPProoxg6dKjY4ZjNsmXLcPz4ceTl5WHjxo1ih2Ny3377LTp16oRhw4aJHYpZ9ezZEytWrIC/vz+cnZ0xb948HDx4UOywTE6j0eDQoUP4y1/+go0bNyIlJQVbtmwROyyz+frrr/HUU0/Zzd+vjIwMJCUl4cCBAzh06BAkEglWrlwpdlgmNWzYMMycORPz58/Hs88+i4EDB0KhULR6P1GSq9YOgybbkpaWhrlz52LOnDl44YUXxA7HLK5evYqMjAwAgLOzM8aNG6f/2ZZ99913OHLkCKZNm4Z//etf2L9/v10UOV+8eLHJUoFGo4FMJhMxIvPw8/PDsGHD4OvrCycnJzzyyCNISUkROyyzqK+vx7FjxzB+/HixQzGbQ4cOYciQIfD19YWDgwNmzpyJkydPih2WSVVWVmLcuHFITk7G2rVrIZfLERYW1ur9REmuWjsMmmxHcXExnn32WbzxxhuYP3++2OGYzfXr1/GnP/0J9fX1qK+vxw8//GAXS8KrVq3Cjh07sG3bNixduhTx8fF4/fXXxQ7L5LRaLd555x1UVFRApVJhw4YNGDdunNhhmdyYMWNw5MgRlJWVQaPR4PDhw4iKihI7LLO4cuUKunbtCjc3N7FDMZvevXvj8OHDqKyshCAIOHDggM2/39nZ2XjhhRegUqlQVlaGzZs3Y+LEia3eT26G2JoJDAzEsmXLsGDBAv1h0LGxsWKEQib25ZdforKyEp988gk++eQTAMDDDz+MZcuWiRyZaU2cOBGpqamYPn06ZDIZJk6ciISEBLHDIhPp27cvFixYgMceewwajQbjx4/HlClTxA7L5Pr27YvnnnsOTz75JFQqlX4JxR7cuXMHnTp1EjsMsxo5ciSmTp2KWbNmwcHBAdHR0XjuuefEDsukIiIiMGXKFEybNg0ajQaLFi0y6IsyD24mIiIiMiJ2aCciIiIyIiZXREREREbE5IqIiIjIiJhcERERERkRkysiIiIiI2JyRURERGRETK6IiIiIjIjJFREREZER/T/VMcIOYeiH0wAAAABJRU5ErkJggg==\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 640x440 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 640x440 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 640x440 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 640x440 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 640x440 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 640x440 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 512x352 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 512x352 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1024x704 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 832x572 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 832x572 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 832x572 with 1 Axes>",
"image/png": 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ajz/+eNoSFQDIBI81hgLIcDisv//7v9cPfvADrV69Wh/72MdGPO+rX/2qnn/+ef3TP/2TBgcHdeedd+pP//RPhzd4AQAAAJA9kl4p2Llzp6677jr99re/PenM6oGBAT355JO64447dP7552vp0qW66667tH79evX396ckaAAAAACpk3RSsGnTJi1evFhPP/20ysvLRz2vublZwWBweFqDJC1dulR9fX1qbm6eWLQAAAAAUi7pRuPrrrsuqfOOHDkin8+nqqqq4efKysoUCASGd/kEAAAAkD1SPn0oGAyOuMOm3+9Putm4vb1dGzdu1LRp00bdrRMAAADAyAYGBnTgwAFdfPHFw6OvTyblSUFxcfGIF/+hUEiBQCCpj7Fx40bdfvvtqQ4NAAAAyCtf+9rX9IEPfOCU56U8KZgyZYpCoZC6urpUUVEhSerp6VEwGFR9fX1SH2PatGmSzF9izpw5qQ4RAAAAWciypD+8I+1ok4bi5mMWeKSzqqXzTpPYIzA5u3bt0u233z58XX0qKU8KGhsbVVJSok2bNmnFihWSpFdffVUlJSVqbGxM6mPYJUNz5szR2WefneoQAQAAkIV+vUfqKJNqRthHsUPmbZfMynBQLpdsKX5KkoLOzk5JUmVlpYqLi3Xttdfq3nvvVUVFhSzLUlNTk1atWkV/AAAAAEbUG5I2n2ImzebD0gWnSyX+k5+HsUtJUnDzzTdLktatWydJuu2229Tf368bb7xRXq9XK1eu1K233pqKTwUAAIAc9FZrYsnQSIYsaXurtOj0zMSUT8aVFGzYsCHhsZ0M2Px+v9asWaM1a9aMPzIAAADkjb5was/D2CS9eRkAAACQLiW+1J6HsSEpAAAAgOMaasyUoZMp8EhzazITT74hKQAAAIDjSv3SwiknP2fhFJqM04WkAAAAAFnh4plS9Qh73RZ4zB4FF8/MfEz5IuX7FAAAAADj4fFIPm/ic/4C6aOLWCFIN1YKAAAAkBUsS2rrS3wuNORMLPmGpAAAAABZoatfCkeTgBkVsedbep2JJ5+QFAAAACArtMatEjTWxo5b+k48F6lFUgAAAICsEF86NKNSCkT3JGjpcSScvEJSAAAAgKxgrxSU+k1CUFtqHlM+lH4kBQAAAMgKrdGL/5oS8387KegakAYGnYkpX5AUAAAAwHGhiHRswBzbSUFdaeztrawWpBVJAQAAABwX309QE00GauOSApqN04ukAAAAAI6LXwmojq4UTCqS/NHNzI7SbJxWJAUAAABwnL1SUOCRqgLm2OOJrRZQPpReJAUAAABwnD15qLrEJAY2OyloD0qDkczHlS9ICgAAAOAoy0pMCuLZSYGlxM3NkFokBQAAAHDUsQEpHF0FqBklKZBICtKJpAAAAACOGmnykK0qIHmj5UQ0G6cPSQEAAAAcFb8CcPxKQYEnliiws3H6kBQAAADAUW3Ri/0SnxTwnfh2u4SorU+KDGUurnxCUgAAAABH2SsFx68S2OykIGJJHcHMxJRvSAoAAADgmHBE6uw3x8f3E9jY2Tj9SAoAAADgmPgm4+PHkcY/b29d0EKzcVqQFAAAAMAxbSdpMrYVFkiTo2+j2Tg9SAoAAADgGLufoMBjxo+Oxi4haukzm50htUgKAAAA4JjW6J3/qoDkPcmVqZ0UhCNSV3/648o3JAUAAABwhGXFyodGKx2y0WycXiQFAAAAcERPSBqImONTJgVxb6fZOPVICgAAAOCIhJ2MRxlHavMXShXF5phm49QjKQAAAIAjWuMu7kcbRxpvuNm4l2bjVCMpAAAAgCPsfoJAoVTiO/X5dlIQHJR6Q+mLKx+RFAAAAMARdvlQdank8Zz8XIlm43QiKQAAAEDGDUakzqA5PlWTsS0hKaDZOKVICgAAAJBx7UHJbgtINiko8UmlfnNMs3FqkRQAAAAg48YyeShefLMxUoekAAAAABlnTx7yyOxmnCw7KegOScFwysPKWyQFAAAAyDh78lBVQCocwxVpfF9BK83GKUNSAAAAgIyyrNgFfbL9BDaajdODpAAAAAAZ1RuW+gfNcfUY+gkkqdwvFReaY/oKUoekAAAAABkVv5PxWFcKPJ5YY/JRkoKUISkAAABARrXFTx4aY1IgSXXRpKCzXwpFUhNTviMpAAAAQEbZ/QTFhbF9B8Yivq+gjWbjlCApAAAAQEa1Rct+qktMOdBYxe9rcJRm45QgKQAAAEDGRIakjn5zPJ7SIUmqLJZ80avYVvoKUoKkAAAAABnTHpSGLHM8lp2M4xXQbJxyJAUAAADImPgNx6rHuVIgxfoK2oNm9QETQ1IAAACAjLH7CTySqgPj/zh2UjBkmcQAE0NSAAAAgIyxVwoqA1Khd/wfp5Zm45QiKQAAAEDG2EnBREqHJGlywPQWSOxsnAokBQAAAMiIvpAUDJvj8U4esnkLYokFScHEkRQAAAAgI1onuJPx8ewSota+2EQjjA9JAQAAADIiISkY5zjSeHZSMDgkdfZP/OPlM5ICAAAAZIS90ZjfK5X5J/7x4puNW2g2nhCSAgAAAGREW3SloKZE8ngm/vHiS5DoK5gYkgIAAACkXWQotp9AKkqHJMnnlaqiex2QFEwMSQEAAADSriMYawae6DjSeHYJUUuvZNFsPG4kBQAAAEi7thRPHrLZScFAROoOpe7j5huSAgAAAKRd/OShdKwUSDQbTwRJAQAAANLOnjxUWWx6AVKllmbjlCApAAAAQNrZ5UOpXCWQpGKfVF5kjkkKxo+kAAAAAGkVDEu9YXOcyn4CW3yzMcaHpAAAAABpldBPkKJxpPHspKA3LPXRbDwuJAUAAABIq9a4O/jpXCmQWC0YL5ICAAAApJXdT+DzSpOKUv/xE5KCvtHPw+hICgAAAJBWdvlQTYnk8aT+45f6pIDPHDOWdHxICgAAAJA2Q5bUnqbJQzaPh2bjiSIpAAAAQNp0BqWIZY7T0U9gs5OCrgFpYDB9nydXkRQAAAAgbeInD9WkYfKQrS7uY7eyWjBmJAUAAABIm4RxpIH0fR6ajSeGpAAAAABp0xa9az+pSPIXpu/zTCqS/F5zfJRm4zEjKQAAAEDaxE8eSqf4ZmPKh8aOpAAAAABp0R+WeqI7DKdjJ+Pj2UlBe1AajKT/8+USkgIAAACkRVt8k3GaVwqkWFJgKbGXAadGUgAAAIC0aHUoKTj+c+PUSAoAAACQFvaFeWGBVFGc/s9XFZC80R2TaTYeG5ICAAAApIXd8FtdYhqB063AE9sLgZ2Nx4akAAAAACk3ZJmGXykzpUM2u4SorU+KDGXu87odSQEAAABSrqtfGoxelKdzJ+Pj2UlBxJI6gpn7vG5HUgAAAICUS9jJ2IGVAomdjceCpAAAAAAp1xZX05/J8qHqEsluX2ih2ThpJAUAAABIOXuloNwvFRVm7vMWFkiTo0kIzcbJIykAAABAytlJQSb7CWx2CVFLn2RZmf/8bpR0UhAOh9XU1KTly5dryZIlampqUigUGvHcYDCor3zlK7rooou0bNky3X777ero6EhZ0AAAAMheA4NS94A5zmQ/gc1OCsIR0/CMU0s6KXjwwQf14osv6pFHHtHatWu1YcMGPfTQQyOe+8ADD2jTpk36t3/7Nz322GPatWuX7r777pQFDQAAgOzVluGdjI9Hs/HYJZUUDAwM6Mknn9Qdd9yh888/X0uXLtVdd92l9evXq7//xPTrxRdf1F/8xV9o4cKFmj9/vj7+8Y/rpZdeSnnwAAAAyD4Jk4ecKB+KS0RoNk5OUklBc3OzgsGglixZMvzc0qVL1dfXp+bm5hPOr6qq0s9+9jN1dHSop6dHzz77rBYsWJC6qAEAAJC17J2MvR6psjjzn99fKFVEPy/NxslJKik4cuSIfD6fqqqqhp8rKytTIBDQ4cOHTzj/rrvu0qFDh3ThhRdqyZIl2rlzpx588MHURQ0AAICsZZcPVZdIBZ6Tn5suw83GvTQbJyOppCAYDKqoqOiE5/1+/4jNxjt37tSMGTP0+OOP6/HHH9ekSZP0hS98QRb/IgAAADnNsmJJgRP9BDY7KQgOSr0jz8ZBnKSmxhYXF4948R8KhRQIBBKe279/v+6++279+Mc/1pw5cyRJDz/8sFasWKFXXnlFF110UQrCBgAAQDY6NiCFh8yxE+NIbcc3G5edeH8bcZJaKZgyZYpCoZC6urqGn+vp6VEwGFR9fX3CuVu2bFFBQYHOOOOM4eemTp2qqqoq7d+/P0VhAwAAIBvF1/A7MY7UlpAU0Gx8SkklBY2NjSopKdGmTZuGn3v11VdVUlKixsbGhHPr6uoUDof19ttvDz/X2tqqzs5OzZgxI0VhAwAAIBvFjyN1Miko8UmlfnNMs/GpJV0+dO211+ree+9VRUWFLMtSU1OTVq1apaKiInV2dkqSKisrdd5552nBggX6u7/7O911110qKCjQ/fffr3nz5mnZsmXp/LsAAADAYfY40lK/FPA5G0ttqeknICk4taSSAkm67bbb1N/frxtvvFFer1crV67UrbfeKkm6+eabJUnr1q2T1+vVt771Ld1///361Kc+JcuydNFFF+mhhx5SQUHSe6UBAADAhexxpE42GdtqS6U9HVJ3SAqGnU9SslnSSYHf79eaNWu0Zs2aE962bt26hMc1NTX6+te/PvHoAAAA4BqhiGk0lrInKbC19knTK5yLJdtx6x4AAAApEd9P4OTkIRvNxskjKQAAAEBKZEuTsa3cLxVH62LoKzg5kgIAAACkhN1PUOCRqgInPzcTPJ7YisVRkoKTIikAAABAStiTh6pLTGKQDeqiSUFnv+l5wMhICgAAADBhlpWYFGSL+L6C+PImJCIpAAAAwIR1D0jh6J34bJg8ZItveD5Ks/GoSAoAAAAwYa1ZNnnIVlks+aJXvK30FYyKpAAAAAATlpAUZNFKQQHNxkkhKQAAAMCEtUUvuEt82bdzsN1X0B6UIkPOxpKtSAoAAAAwYfZKQTatEtjspGDIMokBTkRSAAAAgAkJR8zITym7+glstTQbnxJJAQAAACYk23YyPt7kQGzfBHY2HhlJAQAAACakLUubjG3egliyQlIwMpICAAAATIjdT1DgkaoCzsYyGruEqLXP9BYgEUkBAAAAJsSe/18VMHfls5GdFAwOxfofEJOl/2wAAABwA8uKlQ9lY+mQLb7ZuIVm4xOQFAAAAGDcekLSQMQcZ3NSEB8bfQUnKnQ6AABAot6Q9Far1Bc2mwA11Eilfqejcg++fkBmJexknIXjSG0+rylv6giSFIyEpAAAsoRlSRv3SpsPJzbBvbxPWjhFunim5PE4F1+24+sHOKM17gI7G8eRxqstjSUFlsVrQjzKhwAgS2zcK/3hnROnYgxZ5vmNe52Jyy34+gHOsPsJAoVmdS6b2X0FAxGpO+RsLNmGlQIAyAK9IXOH+2T++I5UXCgVRV+57Rtc8Xe6jn/OE/cGzyjnDD8Xd85Iz3mG/3PicwnvN8o5J41vpPcbw98rGD7112/zYemC06USSomAlLLLh6pLs//O+/HNxpOKnIsl25AUAEAWeKv11HOzLUm/2Z+RcHLSkCVtb5UWne50JEDuGIxInUFznM1Nxrba45qN51Q7F0u2oXwIALJAX9jpCPIDX2cgtdqD5oaF5I6koNgnlUdXB2g2TsRKAQBkgWTrcJdOlebXm2Mr+p/4BQbLintb3DkJzx33eMT3i3vjqO9nHfd5Rnq/Ec454bnj/w7j+Hvt65R2tOmUsr3eGXAbt0weildbKnUPkBQcj6QAALJAQ42ZknOyEqICj3TOFGriRzKzUtrVfuqv39yajIUE5AW7ydgjM+7TDWpLpbfbpd6w1BfiNdVG+RAAZIFSv7Sg/uTnLCQhGFWp33x9ToavH5B69jjSqoBU6JKryoRmY1YLhrnknw8Act9o9bgFHum808ycfYzu4pnm61QwwvQTvn5A6llWrHzIDf0EtoSkoG/08/IN5UMAkCW2HjX/L/JKi6dKwUFTAz+3hjvcyfB4pEtmSeefbqY57WqX3uk2bzu7PvtHJQJu0xuW+gfNcbVL+gkkqdQnBXxmlHFLj9PRZA+SAgDIAm190uHoL6f5ddL5U52Nx81K/Wbs6LQKaf1m89yedmkyX1MgpdriSm/ctFLg8ZjVgn2dlA/Fo3wIALLAm0dix/PrnIsjl9SUSGXRFZbdHc7GAuSihMlDLkoKpFgJUdeANDDobCzZgqQAABw2OGQ21ZKk08qlyS775ZqtPB5pVpU5fqdb6mePAiCl7KSguNCs0LlJfF9BK6sFkkgKAMBxb7fH6nLPZpUgpeykwJK0r8vRUICcY5cPVZe4r2enjmbjE5AUAIDD7NIhv1c6s9rZWHLN9EmxMYmUEAGpExmSOvrNsdtKhyRpUpF5zZWkozQbSyIpAABHdQalA8fM8dwayed1Np5cU+iVpleY470dJ9/cDEDy2oOxnye37GQcz242ligfspEUAICD7DGkkhmbidSzS4gGIrERpQAmJr7JuNqFKwVSLCloD0qDEWdjyQYkBQDgkMiQ1NxijutKExvfkDqzKmPHeyghAlLC7ifwSKoOOBrKuNkrHJYSk5x8RVIAAA7Z0yn1RSfisEqQPmVFsYSLvgIgNeyL6MqAKdNzo/hmY5ICkgIAcIzdYFxYIDXQYJxW9mpBR1Dq6nc0FCAn2BfRbi0dkqSqgOSNTk2i2ZikAAAc0T1gdtOUpLOqJT/7y6fV7MmxY0qIgInpC0nB6CqnGycP2Qo8sRIidjYmKQAARzQfNXWsEqVDmVBXKpX4zDElRMDEuHkn4+PZpYVtfabPK5+RFABAhg1ZsalDkwPSlDJn48kHHk+shOjgMSk06Gg4gKslJAUuH5BgJwURy5QX5jOSAgDIsP1dUnfIHJ9d776dQN3KHk06ZLG7MTAR9lx/v1cq8zsby0TVsrPxMJICAMgwu8G4wGM2LENmTK80X3OJvgJgItqiF881Je6/qVFdYsaqSlJLnjcbkxQAQAb1hWI17XMmSwGfs/HkE79XmjbJHO/pkCx2NwbGLDJkNvuS3F86JJnpb5OjfRH53mxMUgAAGbStxZSvSDQYO8EuIQoOSkfy/K4gMB4dwdhrmJvHkcazS4ha+/L7ZgFJAQBkiGVJb0YbjCcVxe5aI3PspECihAgYj7Ycmjxks5OCUCS/9zEhKQCADDnULXVGf+HQYOyMimIz8UliNCkwHvGTh3JtpUDK72ZjkgIAyBC7wdgjaV6to6HkNXu1oLXPbCIHIHl2UlBZLPm8zsaSKrVxyU0+NxuTFABABvQPSjvbzPGsKqnU5WP83Gw2JUTAuLVFm3FzZZVAMjvKVxSb43xuNiYpAIAM2N5iNseRaDB22pRyqbjQHJMUAMkLhqXesDnOlX4Cm11C1NKbv83GJAUAkGbxDcalfmlmpaPh5L0CT+zfYH+XFI44Gg7gGgn9BDkwjjSenRQEB6XekLOxOIWkAADS7EhPbGLH/NrYBlpwjt1XELGkA8ecjQVwi1ycPGSj2ZikAADSbuvR2PH8OufiQMzMytguprvbnYwEcI/WaL29z2vGKueShKQgT5uNSQoAII1CEemtVnM8o0KaVOxsPDCKCqXT2d0YGBO7fKimJPdGKpf4YgMg8rXZmKQAANJoR6sUHjLHNBhnF7uEqDecWCsN4ERDltQe/TnJpclD8YabjfP09YCkAADSyG4wDhQmjsKE8+L/PdjIDDi5zmBsglqu9RPY7P0KugfMpKV8Q1IAAGnS2muajCWpsVby8oqbVaoCZgMmidGkwKnEr6bV5NjkIVttWew4H1cP+RUFAGkS32BM6VB2skuIjvRIfXk6hhBIRsI40oBzcaRTvjcbkxQAQBoMDknbWszx6eXmrjSyz6z43Y07HQsDyHr2TsaTiswOwLmo3B/b2DAfm41JCgAgDXa1SQPRTbFYJchep5dLfq85pq8AGF385KFc5fHESqPysdmYpAAA0sBuMPZ7pTmTnY0Fo/MWSDMqzfH+Tiky5GQ0QHbqD0s90fK6XNvJ+Hh2s3FH0IyUzickBQCQYp1B6WB0l9y5NWajH2Qvu4QoPBT7dwMQk8s7GR+vLq7ZuC3PVgtICgAgxd6kwdhVZlXGjikhAk7UmkdJQfxkpaN51mxMUgAAKRSJazCuK02cZoHsFPBJp5WbY3Y3Bk5kJwWFBVJFju/KXlks+aJXx6151mxMUgAAKbS7Q+qLbnrDKoF72CVExwZMLTGAGPviuLrENOPmsoI8bjYmKQCAFLL3JvAVSA01zsaC5FFCBIxsyJLao4lyrpcO2ey/Z1tffg0fICkAgBTpHpD2dprjs6pjoy6R/apLzIxyiaQAiNfVb/ZdkXJ3J+Pj2c3G8QlRPiApAIAUYQdj9/J4YiVEh7ulYNjZeIBskbCTcZ6sFNTmabMxSQEApMCQFUsKJgek+rKTn4/sMzuaFFiS9nU6GQmQPdrimm3zpXxocsD0Fkj5tbMxSQEApMC+ztjmPmfX534zXi6aWmGmq0iUEAE2e6Wg3C8VFTobS6Z4C2KrIq151GxMUgAAKWCvEng9UiMNxq5UWCBNrzDH+zrzq8EQGI29gVe+9BPY7J2NW3rNSnA+ICkAgAnqC8XuLM+ZLBX7nI0H42eXEA1EpHe6nY0FcNrAoBnTK+VPP4GtNloCOjgkdfY7G0umkBQAwAQ1t8TuJNFg7G4zq2LHeyghQp5ry6OdjI8X32zckifNxiQFADABliW9GS0dqiiWpk5yNh5MTJnf7EQt0VcAJEweyrPyofgkKF+ajUkKAGACDh4zc7wlaX4dDca5wB5N2tkvdebRjHLgePZKgdcjVRY7G0um+bxSVcAc58vOxiQFADABdoOxR9K8WkdDQYrMji8h6nQsDMBxrdE75NUlsRGd+WS42bjHrArnOpICABin/rC0s80cz66SSv3OxoPUqC2VSqPN4pQQIV9ZVtzkoTzrJ7DZzcYDEak75GwsmUBSAADjtL1VitBgnHM8nljD8aFjZgILkG+ODUjh6FjefBtHasu3ZmOSAgAYB8uS3jxijsv80oxKR8NBitklREOWtK/L2VgAJ8Q31+bbOFJbbZ41G5MUAMA4HOmR2qJNqPPq8rPeNpdNrzDNlRKjSZGf4seR5mtSUOyTyovMcT40G5MUAMA42GNIJTN1CLnF55WmRXc33tORPzuaAjZ7HGmpXwrk8YaM8c3GuY6kAADGKBSRdrSa4xmV0qQiR8NBmtijSfsHzcoQkE/aouUy+dpkbLObjXvDZvf6XJZ0UhAOh9XU1KTly5dryZIlampqUig08lcnEonogQce0Lve9S4tXrxYt956qzo7O1MVMwA46q3WWAPe2awS5KxZ7G6MPBWKSF0D5jjvk4L4ZuMc7ytIOil48MEH9eKLL+qRRx7R2rVrtWHDBj300EMjnvvAAw/oRz/6kb7+9a9r3bp12rNnj+65556UBQ0ATrL3Jgj4EmfaI7dMKorVUjOaFPkkvp8gXycP2RKSghzvK0gqKRgYGNCTTz6pO+64Q+eff76WLl2qu+66S+vXr1d/f3/CuT09PVq3bp2+/OUv68ILL9S8efP0xS9+UW+99ZbC4XBa/hIAkCmtvbFSknm1kpcizJxmrxa09ZkRjUA+oMk4ptQX66lgpUBSc3OzgsGglixZMvzc0qVL1dfXp+bm5oRzN23aJI/Ho8suu2z4ueXLl+vnP/+5fL487lQBkBNoMM4vsykhQh6ydzIu8EhVAWdjcZrHkz/NxkklBUeOHJHP51NVVezVsaysTIFAQIcPH044d+/evaqvr9eGDRv0gQ98QJdccolWr16tY8eOpTZyAMiwwYi0vcUcT53EL8t8UF8mFReaY5IC5At78lB1CeOWpVizcddAbm9mmFRSEAwGVVR04ngNv99/QrNxb2+vWltb9c1vflOrV6/WAw88oObmZt1yyy0pCRgAnLKz3Wx3L7FKkC8KPLESogNdUjjibDxAullWYlKAxL6C1hwuIUoqKSguLh5x0lAoFFIgkHirrLCwUH19fbrvvvt04YUXaunSpfrHf/xHvfTSS9q1a1dqogYAB9g7GBd5pTMnOxsLMsdOCiKWtJ/djZHjugdiyW++Tx6y1eVJs3FSScGUKVMUCoXU1RV7Nezp6VEwGFR9fX3CuXV15vbZnDlzhp8744wzJEmHDh2acMAA4ISOoHSo2xzPrZUKvc7Gg8yZUREroWAKEXJdK5OHTjCpSPJHX/Nzudk4qaSgsbFRJSUl2rRp0/Bzr776qkpKStTY2Jhw7gUXXCBJ2rJly/BzO3bskCRNnz59wgEDgBO2xjUYszdBfikqlE4vN8d7O0x5BZCrEpICVgokmWbjmjxoNi5M5qTi4mJde+21uvfee1VRUSHLstTU1KRVq1apqKhoeGOyyspKTZ8+XVdddZXuvvtuNTU1yefz6Z577tHFF1+sWbNmpfGvAgDpERmSmqMNxvVl3D3LR7OqpAPHzK6mLb1SXZnTEQHpYe9kXBI3ihPmZ/5Qt9QeNEMncnG1OKmkQJJuu+029ff368Ybb5TX69XKlSt16623SpJuvvlmSdK6deskSffff7+++tWv6tOf/rQikYhWrFihu+66Kw3hA0D67e6QgtFtVmgwzk+zq6SNe83x7g6SAuQue6WAVYJE9s0gS+ZrNKXc0XDSIumkwO/3a82aNVqzZs0Jb7OTAVsgENCXv/xlffnLX55wgADgNLvB2FcgNdQ4GwucURmQKoulzn4zmnQZ1bDIQeGI+R6XWBE9Xnyzca4mBezFCQAncWxA2hedsXBWTazZDPnH3sjsaK/Ue+JAPsD12Ml4dFUByRsdOJCrzcYkBQBwEjQYwzaL3Y2R49poMh5VgSeWKB3N0WZjkgIAGMWQJTVHk4LqEtNkjPx1WnlspYjRpMhFdj9BgYcd20di9xK19ZkBFLmGpAAARrGvU+qJlomcXWfG0iF/eQukmZXmeH+XNJiDFwXIb/ZuvVUB8/2ORPbOxhHL7F2Ta/gnB4BR2A3GXo80lwZjKFZCNDgkHWR3Y+QQy4qVD1E6NLLaHN/ZmKQAAEbQG4qViJxZLRUzrxsyKwX2ghElRMglPSFpIGKOSQpGVl0S+/lvzcFmY5ICABhBc4uZRy2xNwFiAr7YKMI9nexujNyRsJMx40hHVFggTY72WuRiszFJAQAcx7KkrdHSocpiaeokZ+NBdrFHk3YPJE5rAdws/s4340hHVxttNm7ty72bAiQFAHCcg8ekrgFzPJ8GYxwnYTRpp2NhACllJ7iBQqmEcslR2X0FoYjU1e9sLKlGUgAAx7EbjAs80rxaZ2NB9pkckCYVmWP2K0CusMuHqku5EXIyudxsTFIAAHGCYWlnuzmeXSWV+J2NB9nH44mtFrzTbb5nADcbHJI6oyM2aTI+udq4r0+u7WxMUgAAcba3mk3LJBqMMbrZcSVEezsdCwNIifa+2GAFkoKT8xdKFdGVwpYcazYmKQCAKMuKlQ6V+6UZlY6Ggyw2dZLki/4GZTQp3I7JQ2NjNxu39OZWszFJAQBEHemR2qNL6PPqTE8BMBJvgTS90hzv65Qi7G4MF7ObjD0yuxnj5Oy+guCg2dMmV5AUAECUvUogUTqEU7NLiEIR6VC3s7EAE2GPI60KmFn8OLlcbTbmnx4AJIUGpbfazPHMSqm8yNFw4AIzK2PHTCGCW1lWrHyIfoLkJCQFOdRsTFIAADIJwWC0BORsVgmQhFK/VBe9OCApgFv1hqX+QXNcTT9BUkp8Uml0L4dcajYmKQAAxUqHSnyJm1MBJzN7svl/Z7/UEXQ2FmA82uLudLNSkLzhZmPKhwAgd7T0Skejvxgba00TKZCM+NGkrBbAjRImD5EUJM3er6B7IHf2KuFXH4C8F99gTOkQxqKmJFZGQFIAN7KTguJCUxKH5NgrBVJiYuVmJAUA8lo4YjYsk8zs+UrG8WEM4nc3PtQtDQw6Gw8wVnb5UHWJ+X5GcnKx2ZikAEBe29VuRkpKrBJgfOwSoiGL3Y3hLpEhqaPfHFM6NDblfqnIa45zpdmYpABAXrNLh4q80pxqZ2OBO02rkLzRO6yUEMFN2oMmmZXYyXisPJ7cazYmKQCQt9qDsU2nGmvZtAfj4/NK0yvM8d7O2EUWkO3ia+GrWSkYM7vZuCMYW3F2M34FAshbW9nBGCli9xX0D0qH2d0YLmH3E3gkVdNPNWZ1cc3GbTmwWkBSACAvRYakbS3muL6MpXNMzCxGk8KF7JWCyoBU6HU2FjeqybFmY5ICAHlpd4cUjE6KocEYE1VeFGvU3E1SAJewkwJKh8ansjhWdpoLzcYkBQDykt1g7CuQzqpxNhbkBnu1oD0odfU7GwtwKn2h2KZbTB4anwJPbDRpLjQbkxQAyDvH+qV9Xea4oUbys2yOFGB3Y7gJOxmnhv21a+szZaluRlIAIO9sPRo7PrveuTiQW+rLpEChOSYpQLZLSAroqRo3u9l4yDKrhG5GUgAgrwxZ0tZog3F1iVTHL0OkSPzuxgeO5caIQuSu1mhjrN8rlfmdjcXNcmlnY5ICAHllb6fUGzLHZ9eZCzkgVWbF7W68v8vZWICTsUdo1pTwOjgRkwOmt0CSjrq82ZikAEBesRuMvR5pbq2zsSD3zKiIXSDsaXc2FmA0kaFYqQulQxPjLYhNb2p1ebMxSQGAvNEbitV6n1ktFRc6Gw9yj79QmjrJHO/plCx2N0YW6uyP7bzNONKJs3c2bul1947mJAUA8kZzi2S/XtNgjHSxS4j6wtJRl9cYIze1xn1fMnlo4mqjzcaDQybhciuSAgB5wbJipUOVxdLp5c7Gg9wVP5qUjcyQjeLLXFgpmLj4ZuNWF98IICkAkBcOHJOODZhjGoyRThXFUlXAHDOaFNnITgoqiyUf+7RMWHxi5eZmY5ICAHnBXiUo8EiNdc7Ggtxnrxa09Eo9A87GAhyvLXo3m1WC1PB7YzcC3LyzMUkBgJwXDEu7opNgZldJJT5n40HumxW/u3GnY2EAJwiGpd6wOaafIHWGm4173DtggKQAQM7b1hKbCEGDMTLhtHKpKFqWQQkRsklCPwHjSFPGbjYeiEjdIWdjGS+SAgA5zbKkrUfNcblfml7hbDzIDwUeaWalOd7fJQ2yuzGyRFtcUsBKQerkws7GJAUActrhntgmPfPrYhtLAek2e7L5/+CQaXQHsoE9HcfnlSYVORtLLqmNS7BaXNpsTFIAIKfZDcYeSfNoMEYGzagw33cSJUTIHnb5UE0JU9hSqdgnlUeTLLc2G5MUAMhZoUFpR5s5nlEZe8EGMqHYZ3oLJLNfgVubD5E7hiypPXrByuSh1ItvNnYjkgIAOWt7qyndkGgwhjPs0aQ9ocQGT8AJnUEpEk1O6SdIPbvZuDdsdjR3G5ICADnLbjAu8UmzKh0NBXkqYTQpJURwWHxiWsPkoZRze7MxSQGAnNTSKx2NvijPq5W8vNrBAVWBWDMnSQGcljCONOBcHLkqodmYpAAAsoPdYCyZqUOAEzyeWAnR4R53lhQgd9g7GU8qkvyFzsaSi0r9UiC6OSZJAQBkgXDE9BNI0rRJUiV3xOCg+BKivawWwEHxk4eQeh6Pu5uNSQoA5JydbVIoulkUDcZw2tRJki/625YSIjilP2wa3iV2Mk4nu9m4a0AaGHQ2lrEiKQCQc96MNhgXF0pnTHY2FsBbYEbiStLeLiky5Gg4yFPsZJwZ8c3Gbps4RlIAIKe090nvdJvjuTVSIa9yyAJ2X0E4Ih1kd2M4oJWkICPc3GzMr0sAOcVeJZAoHUL2mMloUjjMTgoKC6SKYmdjyWUVxZLfa45JCgDAIZEhaVuLOZ5Sxo6dyB4lPvM9KbG7MZzRGr1ArS4xDbFID48nthLjtmZjkgIAOePtdqk/2tjFKgGyjT2F6NiA1NHvbCzIL0OW1B40x5QOpV9d9AZAe1AajDgby1iQFADIGXbpkM8rnVntbCzA8djdGE7p6pcGow3u7GScfvbX2JLUFnQ0lDEhKQCQE7r6pf1d5rihOlbTCWSLmhKpzG+Od7c7GwvyS/zkIcoq08+tzcYkBQBywlYajJHlPJ7YasE73WZuPJAJrXEXppQPpd/kEskb7dsgKQCADBqypOZoUlBTItWxPI4sZScFlqR9XY6GgjxiTx4q90tFhc7Gkg8KPLEVmaMuajYmKQDgens7pN7oXdez65msgew1fVJs74zd9BUgQ+zyIfoJMsduNm7rMzeu3ICkAIDr2Q3GhQVmwzIgWxV6pekV5nhvh3suFuBeA4Nm4pVEP0Em2TsbRyypwyXNxiQFAFytZyA2yeXMapbGkf3sEqKBSGz3bSBd2tjJ2BHxX+ujLukrICkA4GrNLaY+W5Lm1zkaCpCUWZWxY0aTIt1a4ycPUT6UMTUlkl3J2kpSAADpZVmxqUOVxdLp5c7GAySjrChWWkBfAdLNXinweszrJDKj0CtNDphjtzQbkxQAcK39XbFaWRqM4Sb2akFH0OyxAaSLfZe6usRMxUHm1EabjVv7zE2sbEdSAMC17AbjAo80r9bZWICxmD05dkwJEdLFsuImD9FPkHH2imAoEruBlc1ICgC4UjAsvR3dFfaMyVLA52w8wFjUlUol0e9ZSoiQLscGpPCQOWYcaebVuqzZmKQAgCtta4mNczybBmO4jMcTKyE6eMzcSQRSLb7BlXGkmRefiLlhZ2OSAgCuY1mx0qFJRbG574Cb2KNJhyxpX6ejoSBHJUweIinIuKJCqaLIHLe4oNmYpACA67zTHdsMZn4dDcZwp+mVscZP+gqQDnZSUOqnxNIpdrNxiwuajUkKALiOvUrgEQ3GcC+/V5o2yRzv6cj+Cwa4T1u0ZIUmY+fYzcbBsNQbdjaWUyEpAOAqA4PSzjZzPLPKzHwH3MouIQoOSkdcUF4A9whFpK7oxBuSAufENxtne18BSQEAV3mrVRqMTtOgwRhuZycFEiVESK22uH4CJg85p9ZFzcYkBQBcxS4dKvUlXlABblRRHNv1lNGkSKU2moyzQonf/L6Ssr/ZmKQAgGsc7YndaZlXx+6cyA12ctvaJ/W4YIMjuIM9jrTAI1UFnI0l38U3G2czkgIArmGvEkhm6hCQC2bHrXixWoBUsScPVZdwA8Vpdl9B94DUn8XNxiQFAFwhHDH9BJI0rcKUXQC5YEq5VFxojukrQCpYVqx8iNIh5yX0FWTxagFJAQBX2NkW2/WVBmPkkgKPNLPSHO/vMgkwMBHdA7HXSyYPOc8uH5Kyu9mYpACAK9ilQ8WF0pzJzsYCpJrdVxCxpAPHnI0F7tfK5KGsUu6XirzmOJubjUkKAGS99j6zi7EkNdZKXl65kGNmVprN+CRKiDBxCeNIWSlwnMfjjmZjfrUCyHrxDcaUDiEXFRVKp0d3N97N7saYIHvyUIlPCvicjQWG3WzcEczeEkGSAgBZLTIkbWsxx6eVS5O564UcZZcQ9YYSyz+AsbK/f1glyB7xzcbZ+vNNUgAgq+1ql/oHzTGrBMhljCZFKoQjUme/OaafIHu4odk46aQgHA6rqalJy5cv15IlS9TU1KRQKHTK93vwwQd15ZVXTihIAPnLLh3ye6Uzq52NBUinyuLYqF36CjBe7GScnSqLpcLoVXe2NhsnnRQ8+OCDevHFF/XII49o7dq12rBhgx566KGTvs+WLVv06KOPTjhIAPmpq1860GWOG2okn9fZeIB08nhiqwVHeqS+U993A05Ak3F2KvDESoiytdk4qaRgYGBATz75pO644w6df/75Wrp0qe666y6tX79e/f39I75PKBTS6tWrtWjRopQGDCB/bKXBGHlmVlwJ0Z5Ox8KAi9n16gUeqSrgbCxIZCdpbX2mXy7bJJUUNDc3KxgMasmSJcPPLV26VH19fWpubh7xfdauXasZM2boqquuSk2kAPLKkCU1R5OC2lKpruzk5wO54PRyUyonUUKE8bFXCqoCjG/ONvZKwZAltQedjWUkSX27HDlyRD6fT1VVsVsYZWVlCgQCOnz48Annv/nmm/re976nL3/5yykLFEB+2dMh9YbNMasEyBfeAmlGpTne15mddxORvSwrNo6U0qHsU5flzcZJJQXBYFBFRUUnPO/3+09oNg6FQrrzzjt1xx13qLa2NjVRAsg7doNxYYHpJwDyhV1CFB6SDrK7McagJyQNRGfgkxRkn8kBU9YlSUezsNk4qaSguLh4xElDoVBIgUBiwdojjzyi+vp6XXPNNamJEEDe6RmQ9kZLJ86sNhs7AfliVmXsmNGkGIv4+feMI80+3oLYRKhs3KsgqV+1U6ZMUSgUUldXlyoqKiRJPT09CgaDqq+vTzj3mWeeUUtLy3CDcTgc1uDgoBYtWqTvfOc7Wrx4cYr/CgByTXOLZG/oSukQ8k3AZzbqe6fblNFdOstMJgJOhXGk2a+2xJQOtfaa3oKCLPrZTiopaGxsVElJiTZt2qQVK1ZIkl599VWVlJSosbEx4dx169ZpcHBw+PEzzzyj//mf/9G6detOSCAA4HiWFZs6VBUwF0dAvplVZZKCYwNSR5CdvJEcu58gUCiV+JyNBSOrKZXUYsoDO/tNSVG2SCopKC4u1rXXXqt7771XFRUVsixLTU1NWrVqlYqKitTZ2SlJqqys1NSpUxPet6qqSoWFhZo5c2bKgweQe/Z3mQshyawScIcU+WhWpfTKPnO8u4OkAMmxS1KqS3ntzFbxzcatvS5MCiTptttuU39/v2688UZ5vV6tXLlSt956qyTp5ptvlmRWCQBgIuwG4wKP1MisAuSp6hKp3C91h0xScMHUU78P8tvgkNQZHXNJk3H2ii/rOtqTXYM0kk4K/H6/1qxZozVr1pzwtpMlA9dff72uv/768UUHIK8Ew9Lb7eb4jMmmthrIRx6PKSF644h0uNv8bPDzgJNp74v1YpEUZC+/15TGdgSzb2djtrUAkDWaW0zjlUSDMWCPJrVk9iwATobJQ+5Ra08g6jV9dNmCpABAVrAs6c0j5nhSkTS9wtl4AKdNqzD7dEiMJsWp2ZOHPDJ3opG97J2N+wdNiWC2ICkAkBUOdZtJDJI0nwZjQIUFseSY3Y1xKvbkoapALJlEdqrN0p2N+bYBkBXsMaQeSfMoHQIkSbOjJUQDEdNbAIzEsmLlQ/QTZL/auH+jliza2ZikAIDjBgalnW3meFaVVOZ3Nh4gW8ysih1TQoTR9IZNKYpkxpEiuxX7pPIic5xNzcYkBQAct73VjNOTaDAG4pX5pbroRR5JAUbTFleCwkqBO9irBZQPAUBUfINxqS/xziiA2BSizv7YHHogXsLkIZICV7CbjXtDUl/Y2VhsJAUAHHW0N/YLbV6d2bQMQMzsuER5T6djYSCL2a+hxYVSKeWXrpCNzcYkBQAcZTcYS2bqEIBEtaVmFU2ihAgjs8uHqkuY3OYWCc3GJAUA8l0oYvoJJDN6saLY2XiAbOTxxMrqDh2TQoPOxoPsEhmSOqLjnCkdco9Sf2yXcpICAHlvZ5sUjphjGoyB0dklREOWtLfL2ViQXdqDsZ3g2cnYPTye7Gs2JikA4Bi7wbi4UDpjsrOxANlsWoXkjZaF7KGECHHim4yrWSlwFbvZuKvfjOZ2GkkBAEe09UmHo5u2NNZKXl6NgFH5vdLU6O7Gezpid4YBu5/AI6k64GgoGKP4ZuPWLNivgF/DABwR32BM6RBwanYJUf+gdCSLdkGFs+yLycqAVOh1NhaMTbY1G5MUAMi4wSFpW4s5Pq1cmsySN3BKs+JHk1JChKi2aFJA6ZD7VBSbVUCJpABAnnq73dztlFglAJI1qSh24cdoUkhSX9zGV0wech+PJ/bvRlIAIC/ZDcZ+r3RmtbOxAG5irxa09UnHBpyNBc5jJ2P3s5uN2/ukwYizsZAUAMiorn7pwDFzPLdG8lEDCyRtNiVEiJOQFDCO1JXsZmNLUlvQ0VBICgBk1pvxDcb1zsUBuFF9mRnhK5EUINZP4PdKZX5nY8H4ZFOzMUkBgIyJDEnN0aSgrjS2bAogOQWeWAnRga7Y5n/IT63Ri8iaElOfDveZXBLbg4SkAEDe2NMZa4qbT4MxMC52UhCxpP3sbpy3IkNmN2OJ0iE3K/DEBgiQFADIG1ujDcaFBaafAMDYzagwFxISJUT5rLM/tokd40jdzV41b+11dmNCkgIAGdEzIO3tNMdnVUv+QkfDAVyrqFA6vdwc7+mQLHY3zkutcXeVmTzkbnXRZuOIJXU42GxMUgAgI7YeNdMVJBqMgYmyS4h6w86XHMAZ8ZOHWClwt/ik7qiDP88kBQDSbsgySYEkTQ5IU8qcjQdwu/jRpGxklp/spKCymNHObldTItl94q0kBQBy2f4uqTtkjufXMSUDmKjKgLkYlOgryFdt0YtHVgncr9BrbphJzq78kRQASDu7wbjAIzXWOhsLkCvs1YKjvVJvyNlYkFnBsCkdk+gnyBX2BKmWXuf6hEgKAKRVX1h6O3onc85kKeBzNh4gV8xid+O8ldBPwDjSnGA3G4ci0rEBZ2IgKQCQVtuOxkas0WAMpM5p5WYnW4m+gnzTFpcUsFKQG2qzoNmYpABA2liW9Ga0wXhSkTRtkrPxALnEWyDNrDTH+7ukwSFHw0EG2c2oPq95bYX7xW9A51RfAUkBgLQ51G022JFoMAbSwS4hGhySDrK7cd6wy4dqSnhdzRVFhVJFNMEjKQCQc96MNhh7ZJICAKk1szI2ypASovwwZEnt0aSAyUO5pdbhZmOSAgAp1RuSXj8k/d9u6a1W89ysKqnU72xcQC4K+KQp9u7GnexunA86g2bnW4l+glxTG202jp8ulUmFmf+UAHKRZUkb90qbD8cai22e6NtZ5gZSb3aV9E631D0gtQe5e5zr4icP1TB5KKfENxu39EplGb6ZxkoBgJTYuFf6wzsnJgSSGUm6cW/mYwLywSx2N84rCeNIA87FgdSrdbjZmKQAwIT1hswKwclsPiz1scESkHKTA7EJNOxXkPvsnYwnFUl+6j1ySolfKo3u5UNSAMCV3modeYUg3pAlbW/NTDxAPvF4YqsF73SbemTkrvjJQ8g98c3GmUZSAGDC+pK8CEn2PABjMzuuhGhvp2NhIM36B6We6IorOxnnJjsp6B6Q+jP8O5OkAMCElfhSex6AsZk6SfJFf6PTV5C72uLuHrNSkJsS+gr6Rj8vHUgKAExYQ01sVvpoCjzS3JqMhAPkHW+BNL3SHO/rlCLsbpyTEiYPkRTkJHssqZT5EiKSAgAT1tonnWo8+sIppokKQHrYJUShiOktQO6xk4LCAqmi2NlYkB7lfqnIa45JCgC4yqFj0k+3xx4fv2JQ4JHOO026eGZGwwLyzszK2DElRLmpLW4nY/Z9yU0ej3PNxgyzAjBuR3ukH2+TBqOlCn9ypjStwkwj6gubHoK5NawQAJlQ6pfqSqWjvWY06SWznI4IqTRkxZICSodyW22pdOCY1BGUwhHJ583M5yUpADAubX3S082mVEGSrjhDmltrjhed7lxcQD6bPdkkBZ395oKiis2tckZXf+wGDDsZ57b4ZuPWPum08sx8XsqHAIxZV7/09FYzHk+S3jVTWlDvbEwAEkeTspFZbmmL38mYlYKc5lSzMUkBgDHpGZCe2ir1RucnL50mnc/KAJAVakpiO6KSFOSWVsaR5o3KYtNMLpEUAMhSfWHpR1ulYwPm8XmnmaQAQHaI3934ULc0MOhsPEgde/JQuV8qovg7pxV4YokfSQGArNM/aEqGOvvN4/l1ZqIQEzCA7GKXEA1Z7G6cS4abjOknyAt2X0FbX+b2HSEpAHBKoYj04+bYnaqzqk1jMQkBkH2mVUje6M8mJUS5YWAwtkJLP0F+sJOCIUtqD2bmc5IUADipwSHpJ9ukwz3m8ewq6T1nmuVNANnH55WmV5jjvZ3mogLu1sZOxnmnzoFmY5ICAKOKDEk/f8vMS5akaZOkqxokL68cQFaz+wr6B6XD7G7seq3xk4coH8oLkwOxm28kBQAcNWRJL+yM7Yw6pUx6f2NsIgKA7DWL0aQ5xV4p8HrMZBrkPm+BSQwkkgIADrIs6cW3pbfazOOaEmnlPMmfoV0VAUxMeVGszISkwP3scaTVJZRu5pO66KpQa29mygBJCgAksCxp417pzaPmcWWx9MH5UjEj8ABXsVcL2oLSsX5nY8H4WVbc5CH6CfKKPWkqPBSb/JdOJAUAErx6QPrDO+a4vEi6er5U4nM2JgBjF7+78W5WC1zr2IC5KJQYR5pv4puNWzNQQkRSAGDY64dMUiCZRODqeSYxAOA+9WVSILrCRwmRe8VfDDKONL/E/3tnoq+ApACAJGnLEVM2JJlSoavnS5UBZ2MCMH7xuxsfOGb2G4H7JEweIinIK35vrLH8KEkBgEx4q1X65dvm2OeVPjCPXz5ALpgVt7vx/i5nY8H42ElBqV8KUMqZd+Kbja00NxuTFAB57u126Rc7zHFhgbSy0ZQdAHC/GRWxaTWUELlTW/QOMU3G+cne2bh/UOoOpfdzkRQAeWx/l9mczJK5cHjfXGnqJKejApAq/sLYz/SejvTfaURqhSJS14A5JinIT7UZ3NmYpADIU+90Sz/ZJkUsySPpT8+SZlY6HRWAVLNLiPrCmalLRuq0x/UTMHkoP9VmsNmYpADIQy290jPNsTF3K86Uzqx2NiYA6cFoUveiyRjFPqncb45JCgCkVHtQenprbBLJZbOlebXOxgQgfSqKparoJDH6CtzFHkda4In9GyL/2H0FJAUAUuZYv/TUVik4aB5fOENaOMXZmACkn71a0NIr9Qw4GwuSZ68UVJfEGsaRf+ykoDdkygDThaQAyBM9IelHW82LiiQtnmr+AMh9s+JKiPZ0OhYGxsCypLa4pAD5K1PNxiQFQB4Ihk3J0LHoHcKFU6Tl052NCUDmnFYuFXnNMSVE7tA9ECvzZPJQfstUszFJAZDjBgZNU3F70DyeVytdOsvsdgogPxR4YtPF9ndJg+xunPVamTyEqFK/FCg0xyQFAMYlHJF+vC02hvDMydKVc0gIgHw0e7L5/+CQdOCYs7Hg1NrikwJWCvKax5OZZmOSAiBHRYakn243+xFI0oxK6U/OolkNyFczKsyeJBIlRG5gTx4q8UkBn7OxwHl2UtDVbyoA0oGkAMhBQ5b08x3Svi7z+PRy6X0NkpefeCBvFftMb4Fk9itgd+PsZpcPsUoAKbHZOL60LJW4RAByjGVJL+yU3m43j+tKpZWNks/rbFwAnGePJu0JJZanILuEI1JnvzmmnwBSZpqNSQqAHGJZ0v/tlra3msfVAekD8yR/obNxAcgOs9jd2BXswRAS40hhVBTHbu6RFAA4KcuSXt4nvXHEPK4olj44n1pUADFVAWlSkTmmryB7tcZd9FE+BCnabBz9XiApAHBSmw5Kvz9kjsv80tXzzRgzALB5PLESosM96d0dFeNn14wXeEwiB0ixZuP2vvSMFSYpAHLAH9+RfrPfHAd8JiGw7wYCQLz4EqK9rBZkJbvfoyrAgAjE2M3GlqS24ElPHRe+1QCX23pU+tUec1zkla6ex50lAKObOknyRX/7U0KUfSwrVj5E6RDipbvZmKQAcLEdbdKGXebYV2CaiplUAeBkvAVm3xJJ2ttl9jRB9ugJSQPR0hCSAsSrCkje6GYjJAUAhu3pkH6xwywjej3S/2uUppQ7HRUAN7D7CsIR6SC7G2eV+Bn03ORBPG9BbBoVSQEASdLBLrNb8ZBlGtHeO1eaVuF0VADcYmZl7JgSouwSv38E40hxPLvZuLXXXAOkEkkB4DKHu6Ufb5MiluSR9Cdnxu76AUAySvxSfbRpkd2Ns4vdTxAolEoYKY3j1EV/biOW1JHiZmOSAsBFWnulZ5qlcLQG+Mo50lk1zsYEwJ3smwnHBqSOfmdjQYxdPlRdakbIAvHi+0yOpriEiKQAcInOoPR0c6wB7ZJZ0vw6R0MC4GLxo0kpIcoOg0PmtV6iyRgjqykxVQJS4iZ3qUBSALhA94D01NbYRkPLp0vnneZsTADcrabEbHQokRRki/Y+MzxCIinAyAq90uTo2PFUNxsnnRSEw2E1NTVp+fLlWrJkiZqamhQKhUY8t62tTXfccYcuuugiLVu2TDfffLMOHz6csqCBfNIbMglBd/TH7fzTpcVTnY0JgPt5PLHVgkPHpP5BZ+NBYpMxk4cwGvt7o6U3tf1ASScFDz74oF588UU98sgjWrt2rTZs2KCHHnpoxHNvueUW7d+/X9/+9rf13e9+V93d3fr0pz+twUFecYCx6A+bkqHOaL3vgnrpohnUmQJIDTspsCTt63QyEkixfgKP2IQSo7ObjUMR0xOUKkklBQMDA3ryySd1xx136Pzzz9fSpUt11113af369ervT+xO2rt3r1599VU1NTVpwYIFamxs1P33369t27Zp27ZtqYscyHGhiPTMttido7k10uWzSQgApM70SVJh9EpgNyVEjrNrxKsCsX8X4Hi1aWo2Tupbrrm5WcFgUEuWLBl+bunSperr61Nzc3PCuZMnT9a3vvUtzZ49O/ZJCsyn6e7uTkXMQM4bjEjPbpOO9JjHZ1RJ7z6ThABAahV6penRPU72dqR+7jmSZ1mxlQL6CXAy8aVlqewrSCopOHLkiHw+n6qqYqMKysrKFAgETugVKC8v1+WXXz6cCEjSY489pvLyci1cuDBFYQO5KzIk/fSt2C6j0yukqxrMJmUAkGp2CdFARHqHe3eO6Q3H+jqq6SfASRQVShVF5jjjSUEwGFRRUdEJz/v9/lGbjW1PPfWUHnvsMX3+859XaSnf5cDJDFnSL3ZKezvN49PKpffPNVubA0A6zKqMHTOFyDltcRd3rBTgVGrT0Gyc1KVGcXHxiBf/oVBIgcDonTBPPPGEVq9erRtuuEGrVq0af5RAHrAsacMuaWebeVxbKq1slHxeZ+MCkNvKimIXGCQFzmmNnzxEUoBTqI02GwfDZpUpFZJKCqZMmaJQKKSurq7h53p6ehQMBlVfXz/i+3zjG9/QV77yFf3N3/yNbrvtttREC+Qoy5J+vUdqbjGPqwLSB+eZJUIASDd7taA9KHWxu7Ej7KESxYVSqd/ZWJD94puNU1VClFRS0NjYqJKSEm3atGn4uVdffVUlJSVqbGw84fzHHntMDz/8sFavXq2bb745NZECOey3+6U/RttzJhVJV8+TAj5nYwKQP9jd2Hn25KHqEoZK4NRq09BsnNR9yOLiYl177bW69957VVFRIcuy1NTUpFWrVqmoqEidnZ2SpMrKSu3Zs0cPPPCArrvuOr3//e9XS0vL8MepqKiQ30/6C8T73UHptYPmuNQnXT3fLOcDQKbUl0klPrNr+u4O6Vx2TM+oyJDUEV2hoXQIySjxm2uG3nCGkwJJuu2229Tf368bb7xRXq9XK1eu1K233ipJw6sB69at0/PPP69wOKz169dr/fr1CR9j7dq1eve7352ayIEc8MZh6eV95ri40CQEFcXOxgQg/3g8poRoa4uZfBaKSH76mTKmPRgbB8tOxkhWbanU2+lAUuD3+7VmzRqtWbPmhLetW7du+PiTn/ykPvnJT6YmOiCHbWuRXtxtjv1ekxBM5g4RAIfMqjJJwZBldjc+s9rpiPJHW1yTcTW/B5Ck2lJpT6fUPSD1h6XiCZYdM+gQcMCuNumFnea4sMBMGarl7hAAB02vjO2HQl9BZtn9BB5J1aMPdQQSJPQV9I1+XrJICoAM29cp/XyHZMn8An7/XOn0SU5HBSDf+b3StOhr0Z7O1M0+x6nZ40grA2aXaSAZqW42JikAMujQMekn283yvEfSexukGZVORwUAhj2FKBiWjvQ4G0s+scuHKB3CWJQXSUXRJJKkAHCRoz3Sj7dJg0Pm8XvOlM6Y7GxMABAvfjTpb/ZJL+2VXj8k9Z64fylSpC9kpj5JTB7C2Hg8iTsbTxRbIwEZ0N4nPd1sJnpI0hVnSHNrnY0JAI43qchMQusflPYfM38kMyVt4RTp4pnM0E81djLGRNSWSgeOSR1BKRyRfBMoP2OlAEizrn7pqa3ml6wkvWumtGDkjcABwFEb98Zeq+INWdIf3jFvR2olJAUMnMAYxfcVtE6w2ZikAEijngGTEPRGl4aXTJPOP93ZmABgJL0hafPhk5+z+bApd0Hq2P0Efq9Uxv6uGKNUNhuTFABp0heWnmqWjg2Yx+edJi2b5mxMADCat1pjG2iNZsiStrdmJp58YY8jrSmhNAtjVxkwo80lkgIgKw0MSk9vNTV+kjS/jlpcANnNbnZN1Xk4tciQ2c1YonQI41PgifWikBQAWSYUkZ5pjtX2nVVtGotJCABks5Ikd0NN9jycWmd/bHWGcaQYL7uEqK3PJJrjRVIApNDgkNmH4HB0vvesKjN6tICEAECWa6hJ7rWKvVVSpzXuzi6ThzBedlIwZMVWnsaDpCAH9YbMXGnmS2dWZEj6+VvSgS7zeNok6b1nSV5+ygC4QKnfjB09lae2Sns60h9PPoifFsNKAcarrix2PJESIvYpyCGWZcbFbT6c2CzGfOn0G7KkF3ZJu6O/KOvLpPc3sl09AHe5eKb5//G/Rwo8ZjLOsQHTU/DjbdI59WbE8kTmouc7OymoLObriPGbHDA/o0MWSQGiNu41c6SPZ8+XlqRLZmU0pLxgWdKLb5vJHZK52/OBeWa8HAC4icdjfk+cf7p5TesLmx6CuTVSwCe9eVT69R5TKvnGEWl/l/QnZ5kbIRi7tugFHKsEmAhvgUkMWvsmlhRQ2JAjmC/tDMsyZVpvHjWPK4ulq+eZHUEBwK1K/dKi081KwKLTpRK/SRgW1EvXLZTqojXMnf3S97dIrx049ThTJAqGY3vY0E+AibJ/Jlt7x/+zSFKQI5KdL/3CLmlHq8kkQ5HMxJbLXjsgvR5dhSn3S1fPN788ASBXVQWkDy8wmzF6ZH63/Ga/9MM3zQ7uSE5CPwHjSDFB9kjb8JBJ1seD+5k5Itm50Xs7zR9biU+qKDZ3uI//v5/vjpN6/ZD02wPmuMRnEoLyImdjAoBM8BZIy6dLMyulX+wwvQbvdEtPbpYumyU11tLDdiptcUkBKwWYqPhm49ZeU040Vlz25YjBcc6l7QubP+90n/i2gG/kZIGEQXrziOnhkEyp0NXzza6CAJBPTiuX/vJc02ew9agUjsSGLlxxhvk9gpHZ40h9XmkSN5QwQfF9KS29ZsTwWOX5pV1u2NUmbTlFP4FkOtOvW2hetDv7zZ+ufqkzaP4/cFw5UTBs/pAwJHqrVdrwtjn2eU1TMU1iAPKV3yutmCPNqjSvjf2D0q526XC39O4z2ddgNPZKQU0JqyqYOL/XXIN19ktHx9lsnOOXb7nvj+9Iv9qT3LkLp8QuXqeUn/j2YDiaJPTH/k/CkGh3u/T8TnPs9UgrG5m6AQCSNKfa/G55YZe0r9M00T7dLJ07RbpoBiOa4w1ZsaSAm0pIlbpSc+3W2msGoYyVyy/R8pe9J4E9atTrMWPh3ukeeb60vU/ByQR85k+yCYO9yjCmhKHQlNm4MWHY3yX97C3ztS3wSO+fK02d5HRUAJA9Sv3SBxrNuNKNe6SIJf3xcGx0aS0NtZLM785I9Pc0/QRIldpS6a02s1rXPY5pk1l+GYaRDA6Zu9U728zj4kJzx3pKuXRm9cjzpSc6EedkCUN/eIRkYbSEYVAKdo8tYagolooc/k59p1v6yTbzIu6R9KdnSTOrnI0JALKRJ3ojatok6Rc7TX1ze1D63hvShdOl8043N1byWfzkoRoSJaRI7QR3NiYpcJn+sPTs9thFdUWRqWmPb3K150tnSrFPmjLGhKGr32Sy8U6VMFQUj5w0pDph6A0lJlXVJdLP3zJjviRTO3tmdWo/JwDkmskl0rULzJS23x00q6wv7ZP2dErvOTO/p7XFTx6qZkgFUqT2uGbjES7LToqkwEWO9UvPbJM6guZxfZlZIcjm6Q4pTRh6pMM9I3yOwmgJ0gQTBrsk6/jyq3iXzpLm1SX/MQEgn3kLTD/BzEqzwt09IB08Jj3xR+ny2dLcWqcjdIY9eWhSUfaXzsI9in1mz6TuEElBTjvaI/14W2w/gtlVpoTF5+LGrVQlDP2DJlk4WcJgrzKcLGGI79EYyWnl0rmnjf3vCQD5buok6S8XSv+3W9reajbP/MVOaU+HdNkZ+bcLfGvc5CEglWpLY0nBGcVje988+zF0pz0dieUr59RLl87O7ZrMTCcMJT4zyelkjvRIfSF2LAaA8SgqNM3Gs6ukX75tes7eapMOdZtyomkVTkeYGf2DUk+0CZSdjJFqtaXS2x2mFLp/jFf5JAVZbssR6cW3Jbua5V0zTL9APs80PmnCMJi490LnOBOGkQxZ5g5XJvs1ACDXnFVjVl6f3yUd6DIXyD/aKi06Tbpwhik5ymXsZIx0im82tsvNk0VSkKUsS/rtfum1g+ZxgcfcSRnPDnX5pLhQKi4bee+AkRIG+//HJwyjscu3AADjV1YkXT3PlGy+ss9Mdnv9HWlflymNzeXZ/a1xU2FICpBq8c3GJAU5IDJkdoXc1mIeF3mjM/HzZGk1XU6WMLx6wCRhp1KSxU3dAOAmHo9ZeZ1eYfoL2vrMn/9vs3TRTLPpWS6uitv9BIUFpnwVSKVSv5nYGBwce1KQ44t07jMwaBqK7YSg3C99eAEJQbqdXXfqHo0Cj9nzAQCQOjWl0l+cY8qHJLNq8Os90lPNUs+Ao6GlRfxOxrmY9MBZHk9sk8CO/rG9L0lBFukZkH7wptn5UTLLih8+x8x6RnqV+s1mOyezcApNxgCQDt4C6eJZ0tXzpbLo6+yBLjO6dEero6Gl1JAVSwooHUK62EnBWJNqkoIs0dor/c+W2IvFjArpzxbEXhyRfhfPlM477cQVgwKPef7imc7EBQD5YnqF9JfnSmdFN4gciEg/3yH9YodZSXe7rn5pMDpJkJ2MkS61I5RJJ4Oegiywv0v66XYzt1mS5tdKl5+R+xMYso3HI10ySzr/9MQdjefWsEIAAJlSXChd1SDNbpFe3G1+N25vjY0unTrJ6QjHL2EnY1YKkCa14/zeIilw2LYW6X93xXbQXTrN/KHO0DmlfsaOAoDT5tZKp02SXthpdkHuHpB++KZ0wenSsunuvHHG5CGkm2VJbxwZ3/u68EcqN1iWtOmg2fZ9yDIlKivmmBc6EgIAAKRJRabP4KIZsdLO3x0y5bbtfSd/32xkTx4q95vN3IBU27jXjPodD5ICBwxZZkn0lX3msa9AWtkoza9zNi4AALJNgUe6YKr05+dIkwPmuZZeaf1mafNhc5PNLYabjOknQBr0hszPxHiRFGRYKCL9ZJvZqViSSn2moXhGpaNhAQCQ1Wqjo0vPjU6Ki1jS/+2WntlmLoay3cCgdCw6DYZ+AqTDW62xcvTxICnIoL6Q9KM3pT2d5vHkgHTtObHRUQAAYHSFXunS2dIH55mbapK0r9OMLt3V5mhopxTfZEw/AdKhLzyx9ycpyJCOoKmBPBptMpo6yawQlBc5GxcAAG4zo9KMLp0z2TzuH5R++pYZ3GFP8ss2rfGTh7gZiDQo8U3s/UkKMuDQMen7W2LLhg3V5i5HMU1GAACMS8AnvbdBevcc05snSVuPSk/+UXqn29nYRmKvFHg9UmWxs7EgNzXUnLjX0liQFKTZzjbpqa3mLoZkZuD/yVnuHKUGAEA28XikeXVm1eC0cvPcsQHpB1uk3+yXIkPOxhfPHkdaXTKxCzdgNKV+aeGU8b8/l6Zp9Poh6WdvmWYoj6TLZkvvmsnIUQAAUqmiWPrQ2dLy6eaC25L02gGzSt8RdDo6MyFpePIQ/QRIo4tnSuedNr7Ek6QgDSxL+vUeMytWkgoLpPfNnVj2BgAARlfgkZZMkz68IFaeczQ6unTLEWdHlx4bkMLRVQvGkSKdPB7pklnSx86XFp02tvclKUixwYhZHbA3jggUStfMl86Y7GxcAADkg/oy6bqF0jn15vHgkPTLt6WfbJ/4dJbxit/JmHGkyIRSv9kVfCxIClIoGJaeapZ2tZvHlcVm5OiUcmfjAgAgn/i80uVnSP+v0TQkS9LuDjO6dHdH5uNJmDxEUoAsRVKQIl39pnbRnngwpcwsYVYwYQAAAEfMrpJWnWv+L5mbd89uMysH4QyOLrX7CUr9sSQFyDYkBSlwpMfsQdDZbx6fMdmUDPGDDwCAs0p80vvnSlecYXr8JNNjsH6z+f2dCXb5EE3GyGYkBRO0u0P64Zvm7oNktl9/b4PZdREAADjP45EW1Et/udD0HEjmRt73t5gpRUNpbEIORaSu6D5FJAXIZiQFE7DliPSTbaaJSTJjoC6ZxfxhAACyUWXAlPYunWZGhQ9ZZj+DH2wxZcDp0B7XT8DkIWQzkoJxsCzp5X2mJtGSSQKuOktadDp7EAAAkM0KPNKy6dG+vyLz3OEesxPy1qOpH11KkzHcgqRgjCJD0vM7pd8dNI+LvNLV86WzapyNCwAAJG9KuXTdudL8OvM4PCT97y4zVjyYwtGldj9BgUeqCqTu4wKpVuh0AG4yMCj9dLt04Jh5XF4kfaBRmkzmDwCA6/i90oo5ZjrR/+6S+gfNWPF3uqV3nynNrJz457BXCqpLKC9GdmOlIEndA6bm0E4IakulaxeQEAAA4HZnTDajS+0koC8sPdMs/d9usynpeFlWbBwppUPIdiQFSWjtNSNH24Lm8cxK6UNnm3nDAADA/Ur90spG6bLZsdGlmw9L69+QWnpP/r6j6R4w04ckJg8h+5EUnMK+Tun7b0q9IfN4fp3ZIdHPyFEAAHKKxyMtnCL9xUKpLjopqCMofe8N00s41tGlrUwegouQFJxEc4v0422xXQ+XT5euPIOaQAAActnk6OjSxVNjo0tf3if96E3p2EDyH6ctPilgpQBZjqRgBJZlNjN5Yad5ISjwmIajJdMYOQoAQD7wFkgXzjDlwpOio0sPdZvRpdtakhtdaq8UlPikgC99sQKpQFJwnMiQtOFts5mJJPm8psZwXq2zcQEAgMw7fZLZCbkxeh0QipjR5M/tMNOKTsYeR8oqAdyApCBOKCI9u91sXiJJpT7pz86WZlQ6GhYAAHCQv1B6z5nSexvM/kSStKNNeuKP0v6ukd8nHJE6o7sk008ANyApiOoNST980zQWS1J1QLr2HDN6FAAA4MxqM7p0eoV53BuSntoq/XqPNDiUeG57MHbMOFK4AUmBpPY+M3LUHjk2bZL0ZwvM5mQAAAC2siLpg/OkS2ZJ3mif4R/eMROK7HKh3pD0+4Ox9ymlnwAukPc7Gh88Jv1kmzQQnTA0t8bsbuglXQIAACPweKTzTjMrBr/YYRqK2/qk9Zul08qlwz2J40uf2WZGnV48k4ElyF55fem7o9Us+9kJwQVTTc0gCQEAADiV6hLpz8+Rzj/dPLZkJhQdv5/BkGVWEzbuzXiIQNLy8vLXsqTfH5J+vsP8oHokXXGGdNEMMngAAJA8b4H0rpmmCflUNh+W+kLpjwkYj7xLCoYs6Vd7pJei2XphgfT+RmlBvaNhAQAAF+tOYlOzIUva3pr+WIDxyKuegsGI9NxO6e128zjgM3sQ1Jc5GxcAAHC3vnBqzwMyLW+SgmBYenabaf6RpMpi6QPzpIpiZ+MCAADuV5LkhKFkzwMyLS/Kh7r6pe9viSUEp5VLH15AQgAAAFKjoUYqOEVfYoHHTDkEslHOJwWHu6X/eSO2q+CcydLV80zpEAAAQCqU+s3Y0ZNZOEUq8WcmHmCscrp86O126bkdsV0GzzvNTAg4VSYPAAAwVhfPNP/ffDhxLGmBJ7ZPAZCtcjYp2HxY+tVuMzNYMjsPnneakxEBAIBc5vGY643zT5feajVNxSU+UzLECgGyXc4lBZYlvbzP7EMgmS3I/+Qs6cxqZ+MCAAD5odQvLTrd6SiAscmppCAyJL2wU3qrzTwuLpTeP1c6fZKzcQEAAADZLGeSgoFB6SfbpYPHzONJRWbkaFXA2bgAAACAbJcTSUH3gPRMs9QeNI/rSs2mZNTvAQAAAKfm+qSgpVf6cbPUG90hcFaldFWD5PM6GhYAAADgGq5OCvZ1Sj/dLoWjI0cX1EuXzWbkKAAAADAWrk0Kmo9KG96OzQG+cIZ0welmHBgAAACA5LkuKbAs6dUD5o9kVgVWzJEaa52NCwAAAHArVyUFkSHpl29LzS3msd8rvW+uNL3C2bgAAAAAN3NNUhCKSD/bLu3rMo/L/GbCUE2ps3EBAAAAbueKpKAnZCYMtfaZx9Ul0gcapbIiZ+MCAAAAckFWJwXbW6SKLrNLcXfIPDetQnpfg1SU1ZEDAAAA7lGQ7InhcFhNTU1avny5lixZoqamJoVCoQmfezKvvyP9aGssIWisNSsEJAQAAABA6iR9ef3ggw/qxRdf1COPPKLBwUHdeeed8vl8+uIXvzihc5NVXya9ew4jRwEAAIBUS2qlYGBgQE8++aTuuOMOnX/++Vq6dKnuuusurV+/Xv39/eM+dyxaeqVgeNzvDgAAAGAUSSUFzc3NCgaDWrJkyfBzS5cuVV9fn5qbm8d97lgMWdL21nG/OwAAAIBRJJUUHDlyRD6fT1VVVcPPlZWVKRAI6PDhw+M+d6z6WCkAAAAAUi6ppCAYDKqo6MT5n36//4QG4rGcO1Ylvgm9OwAAAIARJNVoXFxcPOIFfSgUUiAQGPe5oxkYGJAkdRzaNfxcgUcaCkhvdiT1IQAAAIC8tWuXuY62r6tPJamkYMqUKQqFQurq6lJFRYUkqaenR8FgUPX19eM+dzQHDhyQJD3/7dsTnl+f1HsDAAAAkMx19fnnn3/K85JKChobG1VSUqJNmzZpxYoVkqRXX31VJSUlamxsHPe5o7n44ov1ta99TdOmTRuxFAkAAADA6AYGBnTgwAFdfPHFSZ2fdPnQtddeq3vvvVcVFRWyLEtNTU1atWqVioqK1NnZKUmqrKw85bnJmDx5sj7wgQ8kdS4AAACAEyWzQmDzWJZlJXNiKBRSU1OTfvrTn8rr9WrlypW68847VVhYqI9+9KOSpHXr1p3yXAAAAADZJemkAAAAAEBuSmokKQAAAIDcRVIAAAAA5DmSAgAAACDPkRQAAAAAeY6kAAAAAMhzWZcUhMNhNTU1afny5VqyZImampoUCoWcDst1hoaG9PGPf1yPP/6406G4Sltbm+644w5ddNFFWrZsmW6++WYdPnzY6bBc5ciRI/rsZz+rxYsXa9myZbrnnnvU29vrdFiu9OCDD+rKK690OgzXee211zR37tyEP4sWLXI6LNeIRCJ64IEH9K53vUuLFy/WrbfeOrwfEU7thz/84Qnff/afp556yunwXCEYDOorX/nK8O/i22+/XR0dHU6H5SqdnZ267bbbtGzZMl1yySX6xje+oaGhoZO+T9YlBQ8++KBefPFFPfLII1q7dq02bNighx56yOmwXCUcDuuuu+7SSy+95HQornPLLbdo//79+va3v63vfve76u7u1qc//WkNDg46HZprfPazn1VPT4+eeOIJfec739Ef/vAHfeUrX3E6LNfZsmWLHn30UafDcKWdO3dq/vz52rhx4/CfF154wemwXOOBBx7Qj370I33961/XunXrtGfPHt1zzz1Oh+Ua73vf+xK+9zZu3Kirr75aM2bM0Lvf/W6nw3OFBx54QJs2bdK//du/6bHHHtOuXbt09913Ox2Wq9x0003aunWr1q5dq7Vr1+q555479fW0lUX6+/utc88913ruueeGn/vf//1f67zzzrOCwaCDkbnHjh07rA996EPWlVdeaS1evNh67LHHnA7JNfbs2WM1NDRYO3fuHH7unXfesRoaGqw33njDwcjc49ixY9att95q7du3b/i57373u9bFF1/sYFTuMzAwYP2///f/rI985CPWFVdc4XQ4rrNmzRrrtttuczoMV+ru7rYWLFhgPf/888PPvfLKK9af/umfWqFQyMHI3GvTpk3WvHnzrNdff93pUFxjxYoV1rp164Yf//jHP7bOO+88ByNyly1btlgNDQ3WH//4x+HnXn/9dWvBggVWX1/fqO+XVSsFzc3NCgaDWrJkyfBzS5cuVV9fn5qbmx2MzD02bdqkxYsX6+mnn1Z5ebnT4bjK5MmT9a1vfUuzZ88efq6gwPyIdHd3OxWWq5SXl+vBBx/U9OnTJUn79u3T008/rQsvvNDhyNxl7dq1mjFjhq666iqnQ3GlHTt26IwzznA6DFfatGmTPB6PLrvssuHnli9frp///Ofy+XwORuZe//RP/6QPfvCDOu+885wOxTWqqqr0s5/9TB0dHerp6dGzzz6rBQsWOB2Wa+zbt08+n0/nnHPO8HONjY0KhUJ64403Rn2/wkwEl6wjR47I5/Opqqpq+LmysjIFAgHqupN03XXXOR2Ca5WXl+vyyy9PeO6xxx5TeXm5Fi5c6ExQLvaJT3xCGzdu1NSpU/WFL3zB6XBc480339T3vvc9PfPMM3ruueecDseVdu7cqYqKCq1cuVJdXV1asmSJvvjFL6qurs7p0LLe3r17VV9frw0bNmjt2rXq6OjQxRdfrNWrV2vSpElOh+c6L730kt544w09+OCDTofiKnfddZduueUWXXjhhfJ4PJo6daqefPJJp8NyjdraWoXDYbW1tammpkaSdPDgQUlSe3v7qO+XVSsFwWBQRUVFJzzv9/tpNkbGPfXUU3rsscf0+c9/XqWlpU6H4zq33367nnjiCdXX1+tjH/sYP8NJCIVCuvPOO3XHHXeotrbW6XBcqaOjQ21tbQqHw7r33nv1ta99TQcPHtQnPvEJvgeT0Nvbq9bWVn3zm9/U6tWr9cADD6i5uVm33HKL06G50n/913/pqquu0tSpU50OxVV27typGTNm6PHHH9fjjz+uSZMm6Qtf+IIsy3I6NFdYuHChZs6cqXvuuUddXV3q6OjQ/fffr8LCQoXD4VHfL6uSguLi4hFftEOhkAKBgAMRIV898cQTWr16tW644QatWrXK6XBcqbGxURdccIH+9V//VXv27NGvfvUrp0PKeo888ojq6+t1zTXXOB2Ka1VVVem1117T2rVrtXDhQi1btkzf+MY3tHPnTv3mN79xOrysV1hYqL6+Pt1333268MILtXTpUv3jP/6jXnrpJe3atcvp8Fzl2LFj+tWvfqUPfehDTofiKvv379fdd9+te+65R8uXL9eyZcv08MMP69VXX9Urr7zidHiu4Pf79fDDD2vv3r1atmyZrrzySi1fvlwVFRUqKysb9f2yqnxoypQpCoVC6urqUkVFhSSpp6dHwWBQ9fX1DkeHfPGNb3xDDz/8sG666SbdfPPNTofjKh0dHXrllVf03ve+Vx6PR5JZxqysrGScXBKeeeYZtbS0DI/PDIfDGhwc1KJFi/Sd73xHixcvdjhCdzi+zKWmpkaVlZU6cuSIQxG5h11iNWfOnOHn7P6MQ4cOJTyPk9u4caNKS0u1bNkyp0NxlS1btqigoCChL2jq1KmqqqrS/v37HYzMXebOnauf/OQnamtrU1lZmSKRiP7pn/7ppKtWWbVS0NjYqJKSEm3atGn4uVdffVUlJSVqbGx0MDLki8cee0wPP/ywVq9eTUIwDh0dHbr11lu1efPm4ecOHDig9vZ2nXXWWQ5G5g7r1q3Ts88+q6eeekpPPfWUPv3pT6uurk5PPfUUTXZJ+t3vfqdFixYlJACHDh1Se3s7zcdJuOCCCySZCzPbjh07JGl4gACS8/vf/16LFi2iQXuM6urqFA6H9fbbbw8/19raqs7OTs2YMcPByNyjq6tLq1at0sGDB1VdXa2ioiL98pe/VE1Njc4888xR3y+rkoLi4mJde+21uvfee7Vp0ya99tprampq0qpVq0bsNQBSac+ePXrggQd03XXX6f3vf79aWlqG/1CLnJwzzjhDF198sf7+7/9eb7zxhjZv3qxbbrlFl1xyCZM3kjB16lTNnDlz+E9VVZUKCws1c+ZMFRcXOx2eKyxYsEB1dXX60pe+pO3bt+uPf/yjbrnlFi1dunT4ghejmz59uq666irdfffdev3117Vlyxbdc889uvjiizVr1iynw3OV7du3n/QCDCM777zztGDBAv3d3/2dtmzZoq1bt+rzn/+85s2bx6pLkioqKjQwMKD77rtPe/bs0a9//WutWbNGf/M3fzM8VXEkWVU+JEm33Xab+vv7deONN8rr9WrlypW69dZbnQ4LeeD5559XOBzW+vXrtX79+oS3rV27lk1nkvTAAw/oq1/9qj75yU9qcHBQ73nPe/SlL33J6bCQJ4qKivTv//7vuu+++3T99ddLklasWKHVq1c7HJl73H///frqV7+qT3/604pEIlqxYoXuuusup8Nynba2tuFSaCTP6/XqW9/6lu6//3596lOfkmVZuuiii/TQQw+d9IIWif75n/9ZX/7yl3XNNdeoqqpKf/u3f6uPfOQjJ30fj0UrNwAAAJDXSLkAAACAPEdSAAAAAOQ5kgIAAAAgz5EUAAAAAHmOpAAAAADIcyQFAAAAQJ4jKQAAAADyHEkBAAAAkOdICgAAAIA8R1IAAAAA5Ln/HwJOCg5KGg80AAAAAElFTkSuQmCC\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 832x572 with 1 Axes>",
"image/png": 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bb7yBYRgcd9xxfPjhh7S1tQ0Z16mnnso111zD/PnzmThxIhs3bqSzs5PFixfzta99beC82bNnc/PNN3PHHXdwxRVXMG/ePKqrq3n33XfZuXMnZWVl/Nu//duQlYqxNH36dGbMmMHOnTtxu93Mnz9/4GtLly4FzP36Z5999rBVgJI1hg8++GDg3/ib3/wm06ZN47vf/S67du3iqaee4qWXXmLOnDk4HA42b95Mb28v8+fP5/rrrx/4Of/8z//Mn/70J1588UU+/vGPs2TJEnw+H6+++iqTJ0/m4MGDQ6o2jdRXv/pVXn/9dV599VU+9rGPsWjRItra2nj99deZP3/+kC7OIiJjZcQrBeFwmC9+8Ys88sgjRzwnGAxSX1/P0qVLWbRoEfX19QP7NUVExtL555/PQw89xNlnn01TUxP/93//x44dOzj77LP55S9/yT/+4z8OnHv55Zfzn//5n5x//vk0Nzfzpz/9id7eXi688EL++7//mwsuuGDg3FNPPZVf/epXnH322Rw8eJAXXniB1tZWzj//fDZs2DDQzfhPf/rTkDHdcMMNrFq1itbWVv70pz9RVlbGypUreeihh4YkDX/uc5/jP/7jPzjvvPPYuXMnzz33HOFwmM9//vP87ne/G3QRbpePfvSjAMybN29QEnVNTc1A1R7rnFS45ZZbWLx4MW1tbbz88ssDZVAnTJjAr3/9a77+9a9TWVnJpk2bePPNNznuuOO4+eabeeSRRwYFKk6nkx//+Mdcf/31TJgwgT//+c9s376dz3/+89x9990ACQdgbrebn//859xwww2Ul5fz5z//mf3793PDDTdwww03JPSzRUQS4TCOVlLhMMFgkG9/+9v85je/4eabbx7UrCXW97//fZ599lnuvvtu+vv7uemmm/jEJz4x0CxGREQk3bz77ruUl5cPWzL02Wef5ZprruGiiy7i3nvvtWF0IiKpFfdKwY4dO7j00kt59dVXj1r/uq+vj0cffZTVq1ezYMECFi9ezJo1a9iwYQN+vz8pgxYREUm273znO5x99tlDks0PHDjA/fffD5grTyIi2SjunILNmzezcOFCrr32Wj796U8f8byGhgZ8Pt9A5QeAxYsX09vbS0NDQ1osdYuIiBzui1/8Im+++SZXXXUVc+fOZdKkSRw6dIjXX38dn8/Hpz/96YEu0iIi2SbuoODSSy+N67yWlhZcLhfl5eUDjxUXF+PxeJJS51lERCQVzj//fB599FF++ctf8uabb9LQ0IDX62XOnDn8/d//PZ/97GftHqKISMokvfqQz+cbtlun2+2OO9k4HA7T399PXl7emDW6ERERmTNnDj/4wQ+G/ZrV9VpEJBMYhkE4HCY/Pz+uzutJDwoKCwuHvfgPBAJ4PJ64fkZ/f/+wzWNERERERCR+c+bMGVLZbjhJDwqqq6sJBAJ0dXVRWloKQHd3Nz6fb9iKDsOxopnJkyenrK51tvP7/ezZs4epU6dSWFho93AyjuYvMZq/xGkOE6P5S5zmMDGav8RpDhPT29tLU1NTXKsEkIKgoK6uDq/Xy+bNm1m2bBkAGzduxOv1UldXF9fPsLYMeb3egcBCRsbpdAJQVFRka2OjTKX5S4zmL3Gaw8Ro/hKnOUyM5i9xmsPkiHcrflKCgs7OTgDKysooLCzkkksu4Y477qC0tBTDMKivr2fFihXD5hqIiIiIiIi9khIUXHvttQCsX78egFWrVuH3+7n66qtxOp0sX76clStXJuNXiYiIiIhIko0qKHjuuecGfW4FAxa3283atWtZu3bt6EcmIiIiIiJjIu6OxiIiIiIikp0UFIiIiIiI5DgFBSIiIiIiOU5BgYiIiEgS9QRga6uLnf1T2NrqomdoT1eRtJP0PgUiIiIiucgw4MVdsKUZwkYBUE1TM7zWAnOr4czpEGfJeJExp6BAREREJAle3AVv7hv6eNiIPn7WjDEdkkjctH1IREREJEE9AXOF4Gi2NEOvthJJmlJQICIiIpKg99rMFYGjCRuwrW1sxiMyUgoKRERERBLUG0zueSJjTUGBiIiISIK8ruSeJzLWFBSIiIiIJKi2AvKOUVkozwEzK8ZmPCIjpaBAREREJEFFbrPs6NHMrQave2zGIzJSCgpEREREkuDM6XB8+dDHHcC8SebXRdKV+hSIiIiIJIHDAaWFQx+fU63+BJL+tFIgIiIikiRNh8w/ywtDFOIHoMNn44BE4qSgQERERCQJAiHY320eVxeFKM7rBczHjGP0MBCxm4ICERERkSRoPgTWtX91UYhiRw8AfSHo8ts3LpF4KCgQERERSYKmg9HjKm+YYkfvwOf7e2wYkMgIKCgQERERSYK9kaCgrBA8LoMiRy+OyNpBS7eNAxOJg4ICERERkQT1h6E5cuE/ZZz5p9MRprQgDCgokPSnoEBEREQkQS3dEI4kFEweF318otcMClp7ol8XSUcKCkREREQSFJtPMCUmKJjgCQHmSoJKk0o6U1AgIiIikiArn2BcAZQURB+v8IQHjrWFSNKZggIRERGRBITCsC/StCx26xDA+MIweQ7zeL+CAkljCgpEREREEtDaY24PAphcMvhrzjyo8JrHWimQdKagQERERCQBR8onsFQVm3+29ZqrCiLpSEGBiIiISAL2RrYOFbmgtHDo1ysjQUHYMAMDkXSkoEBERERklMJGdKVg8jhwOIaeU1kUPVZegaQrBQUiIiIio9TeCwGz6uiQJGPLeC/kR664lFcg6UpBgYiIiMgoHSufACDPARMjqwX7e1I/JpHRUFAgIiIiMkpWf4LCfBjvOfJ5VrLxgV4IhlI/LpGRUlAgIiIiMgpGbD5ByfD5BBYrr8DALGEqkm4UFIiIiIiMQocPfP3m8ZHyCSzWSgEor0DSk4ICERERkVFoOhQ9PlI+gaW0EAqc5rEqEEk6UlAgIiIiMgpWPoHLCRVFRz/X4Yj2K1CysaQjBQUiIiIiI2QY0aBgcolZYehYrLyCTj/09adubCKjoaBAREREZIQO9kFPwDw+Vj6BpVJ5BZLGFBSIiIiIjFA8/QkOF5tsrC1Ekm4UFIiIiIiMkLV1KD8vui3oWIrd4HWZx1opkHSjoEBERERkhKyVgupicMZ5NTUo2VhBgaSZuIOCYDBIfX09S5cuZdGiRdTX1xMIBIY9t7Ozk1WrVrFkyRLOOuss7r//fsLhcNIGLSIiImKX7j7o6jOP480nsFirCt0B6B3+MkrEFvnxnrhu3Tqef/55HnzwQfr7+7nppptwuVzceOONQ8695pprOHDgAA888ABut5tvfetb9PX1ccMNNyR18CIiIiJjbST9CQ43qIlZDxznTs6YRBIV10pBX18fjz76KKtXr2bBggUsXryYNWvWsGHDBvx+/6Bz3377bTZt2sRdd93FwoULmTt3Lt/97nd55JFH8Pl8KflLiIiIiIwVK58gzzH4Ij8e6mws6SquoKChoQGfz8eiRYsGHlu8eDG9vb00NDQMOrexsRGXy8WcOXMGHqurqyMQCPDWW28ladgiIiIi9rDyCaqKzcZlI+FxQUmBeay8AkkncQUFLS0tuFwuysvLBx4rLi7G4/HQ3Nw86NyJEycSDAZpb28feGzv3r0AHDhwIBljFhEREbGFLwgHIhsfRppPYKmK5BXs7zaboImkg7iCAp/PR0FBwZDH3W73kGTjuXPnMn36dG677Ta6urro6OjgrrvuIj8/n2AwmJxRi4iIiNhgb2x/gpLR/QyrApGvHw4p2VjSRFyJxoWFhcNWGgoEAng8nkGPud1u7rvvPr7xjW+wZMkSPB4P11xzDW+//TbFxSPbeOf3+3E6R7guJwAD+RvK4xgdzV9iNH+J0xwmRvOXOM3h8Ha1uwE3DgxK8nroPsIWoKPNX4nTCZjXT41tPmaUhlI02sym52BiDs/7PZa4goLq6moCgQBdXV2UlpYC0N3djc/no6qqasj5M2fO5KmnnqK9vZ3i4mJCoRB33303U6ZMGdHg9uzZM6LzZajGxka7h5DRNH+J0fwlTnOYGM1f4jSHg+0KzgLceB29fLhj2zHPH27++o08YD4A2/Z00de8N8mjzC56Do6NuIKCuro6vF4vmzdvZtmyZQBs3LgRr9dLXV3doHO7urr4yle+wg9+8IOBIOCpp56ioqKCE088cUSDmzp1KkVFcbYJlEF8Ph+NjY3U1NQMWc2RY9P8JUbzlzjNYWI0f4nTHA4VCMHL75hzMWOCi5mTZh7x3GPN37b3wnT15WF4Kph5/AhLGOUIPQcT09PTM6Ib7HFvH7rkkku44447KC0txTAM6uvrWbFiBQUFBXR2dgJQVlZGaWkpfX193HnnnaxatYrdu3ezdu1arrvuOvLyRtZAubCwcMRbjmQwj8ejOUyA5i8xmr/EaQ4To/lLnOYw6sOO6PGMCW6Ki4/dZOBI81ddYjZAa/fnU1RUjMORzJFmFz0HRycUGtm2tLibl61atQq/38/VV1+N0+lk+fLlrFy5EoBrr70WgPXr1wPwr//6r9x+++1cfPHFlJeX87WvfY3LLrtsRAMTERERSSdNMUnGk0aZZGypLIZtbebqQ6cfynUjXGwWd1DgdrtZu3Yta9euHfI1KxiwTJs2jYceeijx0YmIiIikCSsomOAx+w0k4vAmZgoKxG4j288jIiIikoOCIdjfYx6Ptj9BrAovWDuG1MRM0oGCAhEREZFjaO6GcKTR2JQkBAUuJ0zwmsdWsCFiJwUFIiIiIsewtyt6nIyVAog2MWvtiQYcInZRUCAiIiJyDE2HzD/LCqHo2EWH4mLlFfSHob03OT9TZLQUFIiIiIgcRSgMzZGgIFmrBACVMa2YlFcgdlNQICIiInIULd0QSmI+gWWCF5yO6O8QsZOCAhEREZGj2BvTnyCZKwXOPKiIrBYo2VjspqBARERE5Cis/gQlbhhXkNyfbW0hau81cwtE7KKgQEREROQIwgbsS0E+gcVKNg4b0KbVArGRggIRERGRI2jtgWDkDn4qgwJQXoHYS0GBiIiIyBHE5hMkM8nYUuYBV+RqTHkFYicFBSIiIiJHYOUTeF1mj4Jky3NEm5ipLKnYSUGBiIiIyDAMIxoUTB4HDkdqfo+VbHzAB4FQan6HyLEoKBAREREZRnsv9EUu0ieXpO73VMbkFbRqtUBsoqBAREREZBipziewDEo2Vl6B2ERBgYiIiMgwmiKlSAucZvfhVBlXAIX55rEqEIldFBSIiIiIHMYwoisFqcwnAPNnW3kFSjYWuygoEBERETlMpx98QfM4Ff0JDmflFRzsi/5ekbGkoEBERETkMGOVT2CJzStQvwKxg4ICERERkcNYpUhdeTCxKPW/L7YCkbYQiR0UFIiIiIjEiM0nmFRiNhhLtWI3FLnMYyUbix0UFIiIiIjEONQH3QHzeCzyCSzqbCx2UlAgIiIiEmPvoejxWOQTWKy8gp5gNCgRGSsKCkRERERiWPkETsfgBOBUU16B2ElBgYiIiEgMKyioLgHnGF4pVcYkNCuvQMaaggIRERGRiJ6A2aMAxjafAMDjMrsbg1YKZOwpKBARERGJGOv+BIcbSDbuMasgiYwVBQUiIiIiEdbWoTwHVI9hPoHFymHw95vdjUXGioICERERkQgrKKgsApdz7H9/lfIKxCYKCkREREQAXxDafebxWOcTWCaqApHYREGBiIiICNBkU3+CWG4njPeYx/t77BmD5CYFBSIiIiJEtw4BTCqxbxyxnY3DSjaWMaKgQERERIRoUDCxCAry7RuH1a8gGIZOn33jkNyioEBERERyXqAfWiPbdezaOmSJ7aKsZGMZKwoKREREJOc1HQJrp85kG7cOAVQUmSVRQUGBjB0FBSIiIpLzYvMJ7Ko8ZMnPgwle81jJxjJWFBSIiIhIzrMqD433gMdl71ggmlfQ1gOhsL1jkdygoEBERERyWjAU3aZjdz6BxcorCBnQ3mvvWCQ3KCgQERGRnNYcU/rT7q1DlsrYJmbaQiRjQEGBiIiI5LRB+QQ2JxlbJnjBqWRjGUMKCrJQTwC2trrY2T+Fra0uegJ2j0hERCR9WUFBaQEUF9g7Fkuew+yXAGYTM5FUi7s1RzAY5Pvf/z5PPvkkoVCIz3zmM6xevRq32z3kXJ/Px913380zzzxDKBTi7LPP5pZbbqG8vDypg5fBDANe3AVbmiFsFADVNDXDay0wtxrOnA4Oh92jFBERSR+hMOyLJBmny9YhS1WxubWpvdfMe3A57R6RZLO4VwrWrVvH888/z4MPPsgDDzzAc889x7333jvsuffccw+bN2/m//2//8fDDz/M+++/z6233pq0QcvwXtwFb+4b2hI9bJiPv7jLnnGJiIikq/09ZjIvpE+SscXKKzCANiUbS4rFFRT09fXx6KOPsnr1ahYsWMDixYtZs2YNGzZswO/3Dzn/+eef55/+6Z+YO3cuJ598Ml/84hd56aWXkj54ieoJmCsER7OlGXq1lUhERGTA3jTqT3A4dTaWsRRXUNDQ0IDP52PRokUDjy1evJje3l4aGhqGnF9eXs7TTz9NR0cH3d3dPPnkk8yePTt5o5Yh3msbukJwuLAB29rGZjwiIiKZwAoKit0wLk3yCSxlheCObBlSXoGkWlxBQUtLCy6Xa1BOQHFxMR6Ph+bmoben16xZQ1NTE6effjqLFi1ix44drFu3LnmjliF6g8k9T0REJNuFjcH5BOmWd+dwRJuYaaVAUi2uoMDn81FQMDR8drvdBAJD96Ps2LGDmpoaHnnkER555BHGjRvHDTfcgGEc41a2jJo3zu6L+icQERExtfWYCbyQfvkEFiuvoNMPff32jkWyW1zVhwoLC4e9+A8EAng8nkGP7d69m1tvvZUnnniCE044AYD77ruPZcuW8corr3DGGWfEPTi/34/TqVT7eEzxOMhzeAkbR7/N8cY+6OoNMq8qQGmBIoQj8fl8g/6UkdH8JU5zmBjNX+JyYQ4/aHUB5k3PMmcP3d3Je19M1vyV5jsB81prV5uPycWhRIeWMXLhOZhKw+X9Hk1cQUF1dTWBQICuri5KS0sB6O7uxufzUVVVNejcrVu3kpeXx/HHHz/w2JQpUygvL2f37t0jGtyePXtGdH6uq3JMZZ9RdZQzDMDBB10uPujKpyqvjanOfRQ4tKfoSBobG+0eQkbT/CVOc5gYzV/isnkO3w+eABSQT5Dmne/SkoLtQ4nOn99wA3MAaGhs55CzJQmjyizZ/BxMJ3EFBXV1dXi9XjZv3syyZcsA2LhxI16vl7q6ukHnVlZWEgwG+eCDDwZWCtra2ujs7KSmpmZEg5s6dSpFRUUj+p5cVmvAhoYw/tDgXWF5DoNZE4KcWNbPG/vdNB7MBxy0hCfSZlRQNyHI3IkBCuPuWpH9fD4fjY2N1NTUDFkNk2PT/CVOc5gYzV/isn0ODQNeayiCEEwZ56Bu+syk/vxkzZ9hwDuR9/a8ompmTi9L3iDTXLY/B1Otp6dnRDfY494+dMkll3DHHXdQWlqKYRjU19ezYsUKCgoK6OzsBKCsrIx58+Yxe/ZsvvWtb7FmzRry8vK46667mDVrFkuWLBnRX6awsJDi4uJjnygABPqhL7KqWOXtx+lvY2pVOXMmF+B1uwE3NROh+RC80gh7DkLIcPB2m5v3OtwsmATzJkcrHQh4PB49BxOg+Uuc5jAxmr/EZesctvdG3zOnj89P2d8xGfNXVQK7OqG9L3XjTGfZ+hxMtVBoZFvN4r43vGrVKvx+P1dffTVOp5Ply5ezcuVKAK699loA1q9fj9Pp5Cc/+Ql33XUXX/7ylzEMgzPOOIN7772XvLy4e6XJKOw7ZG4QAji5Ikhf815mVhTjdQ9OEq8ugYtPgd1dZnDQ0m0mWr26B/7WDAunwJxqyNc/l4iIZKl07k9wuMpiMyg41Ae+IHjiLC4iMhJxBwVut5u1a9eydu3aIV9bv379oM8rKir44Q9/mPjoZESaDkWPq4rCHGsH3rRSmDobPuiAvzbCAR/4+6OdkRdPhVmVkJdmJdpEREQSZQUFBU6Y4LV3LMdyeBOzGeVHPldktHQvOIs0RV7gygrBkx9fBQWHA04YD/98KnzsxGjjlu4APPcB/OebsL1NpUxFRCR7GEb0PXPSuPS/+VUVk16pfgWSKkotzRKhcPSFYjTLoHkOmDURaifA2/th0x6z0VmnH/6wHSY2wdJpML0s/Zq7iIiIjESXP9rMc0qJvWOJh9dtdlzuDsD+HrtHI9lKKwVZoqUbQpG7+ZMTeIFz5sHcaviX+XB6jbmsCtDaA0+8C795O3p3RUREJBNlUj6BxWpitr9bq/eSGgoKskRsPkEyXuBcTjPh+F8WmH9aScf7DpmBwe8azEBBREQk01hBgSsPJmZI5XMrr6A3aK4YiBxNTwAa2keWka7tQ1nCuntf5DLzAnqS1Aq9MN9cMZhbDZv3wtYWCBtmFYRdnXDSBFgyDcpVPlhERDKEdSOtusRcIc8ElYflFZQUHPlcyV2GYRaM2dIMDqOAJe74vzdD/ivI0YQN8w4+mKsEqdjzX+SGc46Dy+dB3USwfsX2djMZ+f/eN0uliYiIpLODfdH3qykZsnUIotuHQHkFcmRWBcnwKLaYKSjIAgd6IRDpT5HqvZGlhXD+ibDiVLNqEZi9Ed7ZD+vfgL/sNGsoi4iIpKOmDMwnAHPlvrTQPN6vCkQyjJ6AuUIwWgoKskBsPsGkMaqiMN4LF82Ef5xj9jsAM9H5zX3wi9fh1d1mh2UREZF0YgUFTsfg+v+ZwCpNqmRjGc57baNbIbAoKMgC1guc24YGLFXF8NmT4eKToy+uwTBs3AO/eANeb4L+kXXZFhERSRkrybiqOFpEI1NYW4j6QmZZVZFYvQnu1Miw/w5yuEENWErsa8AytRQumQ2fnAnjI0nH/n54aRf88k0zQTkUtmdsIiIiYG6v6IxcTGdSPoHl8M7GIrG8Iys2NISCggx3sA96IpGh3XsjHQ44PtId+fyY7sg9AfjTB/CffzOXtrTkKSIidkh2+e6xNrEoWuhDycZyuNqKxG4OKyjIcIMSptKkK2Oew6xQdPk8+OhxZplUMJc6n9kOG7bAhx0KDkREZGxZ75l5jrHLwUsmlzO6Gq+VAjlckdssIT9aCgoynHXXIx0Tppx5MKcaPjcfzojpjtzWC09GuiPvVXdkEREZI9Z7zsQi8wI7E1l5Ba09iSWVSnY6czqUjKA3QSwFBRmuKSZhKl0bsLiccNoU+HykO7Irpjvyb9+GxxtUXk1ERFLLH4T2XvM4E/MJLNYNwP6wWZJcJFYoHE04Hl8wskovaXoZKfHoDUYTpjJhb2RBpDvyv8yHU6uj+94aO+H/ewuefg86fLYOUUREslSm5xNY1MRMjmbvQbNEPMCsipGVI1JQkMHSMZ8gHl43nH2cua1oVkx35B1Wd+Qd6o4sIiLJlanvmYer8EZvqmmVXQ63qzN6PKl4ZA2jFBRksH2Rux4OMjNhalwBfGy47sit8MtId+REa+6KiIhANJ+gwmuuXGcqZ575dwAlG8tQVlBQVRzN5YyXgoIMZt31qCgCdwa/wMV2R66JdEcOR7oj//J1+Gsj9Kk7soiIjFIgZCbmQmbnE1isvIK2XvUAkqguf3Rb+fSykX+/goIMFfsCl8nLoLGqiuEzke7I1THdkTftNVcOXt+r7sgiIjJy+w6ZK9GQ2fkEFiuvIGyYgYEImDmaFgUFOaQ55gVuUha8wMWaWgr/MBs+NRMmRJZI/f3wUqMZHLzVrDsjIiISv0H5BFnwnqnOxjIca+tQYf7ghPR4ZfCmk9yWLQlTR+JwwHHjYUa52QX51d3QFene/PyH8EYTLJlmdu9zJNC9T0REsp+VT1DuAa/L3rEkQ7kH8vPMsqRKNhYwb5bu6TKPp5WOrrOxVgoylFVarbTQ7GCXrRwOmDkRLpsH5x4f0x25D/53Bzy6BT48oO7IIiIyvP5Q9G56NuQTgHnBN7HIPFZQIGBukQtGdlGMZusQKCjISKGwuX0IsnOVYDjOPJhdZfY4+Mh0c2kMzEY0T26D/94ajZBFREQszd3Rzr/Z9J5pbSE64IOg8u1yXmwp0pqy0f0MBQUZqLUn2pgiG/ZGjkS+ExZMNoODRTHdkZu74X/egcff0V0TERGJyrZ8AosVFBioiZlEg4IK7+h3kCgoyEDZnk8Qj4J8WFoD/7IA5k2K6Y7cZXZH/v02tX8XERHYG1lZH1cAJQX2jiWZKouix7oZltu6+8ydEzD6rUOgROOMZOUTeF1mTkEu87rgrBlmYLBxDzTsN++avH8APjgAdRNh8TTzzUBERHJL7HbbbMknsJQWms2p+kIKCnJdY8z26USCAq0UZBjDiK4UTC5R5R1LSQEsO8FMSD5xgvmYATS0wvo34IUPoTdg5whFRGSs7e8xK/RAdm0dAvP93yo72aLtQznN2jrkckJ1AjtIFBRkmAM+864AZN8LXDKUe+DCWvinOdFEm7ABf2s2exy8ou7IIiI5I3a7bbatFEA0KOjym/18JPeEDdjdaR5PKzULs4yWgoIMk60JU8lWWQyfmQV/dwpMikTNwTBs3gu/eB1e26tqDSIi2c7qT1Dkys5tpFXKK8h5Ld3Rm8WJbB0CBQUZx8oncDuj3X7lyKaMg78/BT5VZ2bkg/mf5+VGc1vRcN2RewKwtdXFzv4pbG110aNtRyIiGSdsmLXbwbyJlo3bbWM7G6sCUW7a1RE9Hm0pUosSjTOMtVJQXTK6bnW5yOGA48phRhlsb4e/7jaXWq3uyK9HuiOfNMEMFrY0Q9goAKppaobXWmBuNZw5PTvfVEREslFbDwQid1CzcesQmKUnvS7oDUYbtElusfIJyj2Jr4YpKMggB/ugO3LXOldLkSbC4YDaCjhhvJmAvHGPuSpwsA+e3QF/2Tn8nsywAW/uM4/PmjGWIxYRkdGyVtYhe4MCK9l4Z4e2D+Wi3mB0hSjRrUOg7UMZRfkEyTHQHXne4O7Ix0rS2tKsCkYiIpnCyicozDfvomYrK6+gO4C2u+YYK8EYFBTkHCsoyHMM3kcoo2N1R/78fDNj/1jCBmxrS/24REQkMYPKd2dpPoGlMjavQKsFOcXaOpSfl5ybxQoKMoi1FFpVbD4BJDnc+TCx6NjngblUJyIi6a3DF139zdatQ5bYm4TqV5A7DAMaO83jKeOSc12oS8sM4QuaL3KgfIJU8LqSe56IiNhnb5b3J4jlcZkNPEErBblkfw/4IoFvMrYOgYKCjLEvJmFK+QTJV1tx7GpOeQ6YWTE24xERkdGzgoJcKd9t5RW0dJt3kCX7WasEoKAg58QmGU/SSkHSFbnNsqNHc1w5eN1jMx4RERmd2HyCSTlSvtvKK/D3w6E+e8ciY8PKJxhXAKWFyfmZCgoyhJVPMMELBSokmxJnTod5k478BrK7M7qFS0RE0tPBPrMPDWT/1iGL8gpyi78fmiPXhdPLkpdIr6AgAwRD0Br5T658gtRxOMw+BF9YAIsn9TE5r5nFk/o4s8b8eiAMTzSY+R0iIpKecimfwFIZUyxDeQXZb08XWLvEppcn7+cqKMgAzd1mOUxQPsFYKHLDKRVBZuTv5ZSKIPOnwPxJ5te6+uD32yAUtneMIiIyPCsoyM+Lv7JcpnPnQ1lkC4mCguxnbR3KcyQ38I07KAgGg9TX17N06VIWLVpEfX09gcDQLhm//e1vmTlz5rAfjz32WPJGnkMGNS3TSoEtzphu5hSAuZXrTx8omUtEJB1Z75nVJWazylxhbSHa36P3p2xmGNGgYPI4M5k+WeLenb5u3Tqef/55HnzwQfr7+7nppptwuVzceOONg8676KKLOOusswY99sMf/pDXX3+dj33sY8kZdY6x8gnGFUBxgb1jyVV5DvjESfCbt82tXA2tUOaBhVPsHpmIiFgO9Zk5BQBTcuwmWlWx2WAzEIIOP4zP4i7Ouay9N9q5OllVhyxxxdB9fX08+uijrF69mgULFrB48WLWrFnDhg0b8Pv9g84tLCxk4sSJAx+NjY088cQT/OAHP6C4WG14RyoUjiaTaOuQvVxO+NRMKIr0KnilEXa02zsmERGJasrBfAKLOhvnhlSUIrXEFRQ0NDTg8/lYtGjRwGOLFy+mt7eXhoaGo37v3XffzWc+8xnmzZuX0EBzVWsP9Ef2r2vrkP2KC+BTddHOgc/uMOtCi4iI/ax8gjzH4Io8uaDCC1YRGgUF2cvaOlTkTv5qUFxBQUtLCy6Xi/LyaIpzcXExHo+H5ubmI37fSy+9xFtvvcU111yT+EhzVJOalqWdymL4+InmcX8YnnxXdaFFRNKB9Z5ZVQz5SdxrnQlcMY3adLMqOwVC0ed4MkuRWuLKKfD5fBQUDN3M7na7h002tvzHf/wHF1xwAVOmjG7jtd/vx+nMsf/Vh9ndUQjkU5gfJr+/l+44/6P7fL5Bf8rIHGv+qgpgYbWLzc0F9Abhd++EuOh4H67cfroO0PMvcZrDxGj+Epdpc+jrd9DhM8sNTSwM0N195OuTMRmPDfM3vqCAtl4XrT0GBw/1ZHzjtkx7DqZa40EnYcNcHqgq9NHdHTrq+Ydv8T+WuIKCwsLCYS/+A4EAHs/waxcHDx7khRde4Cc/+cmIBhRrz549o/7ebGAY0BScC4A31MV7730w4p/R2NiY7GHllKPNn8uAyrzp7A9XcMDv5KmGfury30965J7J9PxLnOYwMZq/xGXKHLaHy4ATAAh27GJb18Gjnj9WxnL++kMVwHRChoM3322kKC87LqYz5TmYah/0TwM8gEHPvm1saz56UDBScQUF1dXVBAIBurq6KC0tBaC7uxufz0dVVdWw3/Piiy9SVFTEkiVLRj24qVOnUlSUI0WGh9Hpd9C/3cxqPbHay8yKmXF/r8/no7GxkZqamiMGbnJk8c7fSWH43539NPfk02GUcXDcHBZPtvfuVDrQ8y9xmsPEaP4Sl2lz+NcmN7SDA4PTaifhck6ydTx2zF+FL48PdpjHxVXHUzu+f0x+b6pk2nMwlQwDtmzzQhiqvGFOOeHEY35PT0/PiG6wxxUU1NXV4fV62bx5M8uWLQNg48aNeL1e6urqhv2e119/nfnz5+NyueIezOEKCwtzumLRzphW5TMqCigeRT1Sj8eT03OYqHjmb/ks+K+t0OmHt9vdVJa6mT18rJxz9PxLnOYwMZq/xGXKHLZGbopPLHJQXpo+4x3L+fN4wfk+hAzoDBaSAf9sccmU52AqdfigO2geHzfBGdd8hEIjW0mIe/vQJZdcwh133EFpaSmGYVBfX8+KFSsoKCigs7MTgLKysoHv2bZtG3Pnzh3RYGQwq7SaK4e6MmaiQhcsrzMDA38/PP+B2VOipszukYmI5AZ/P7T1mse5Voo0ljMPKorMROP9Pcc+XzJHKkuRWuJuXrZq1Sr8fj9XX301TqeT5cuXs3LlSgCuvfZaANavXz9wfnt7+8BWIxkdK8O8uoSMTxbKdmUeuKgWHmuAsAFPvweXzIbxXrtHJiKS/fapUt+AqmIzKGjvNSvk5edQV+dsZpUi9bhSd6M47qDA7Xazdu1a1q5dO+RrscGA5fe//31iI8txh/qiZS5z/QUuU0wphfOOhz++b5YNe+Jd+Mc55n9gERFJndimZbn+nmk1MQsb0NZj3liUzNYfivbgqClNfilSi+LHNDXorof+Q2eMWZVw2mTz+GAfPLXN7EotIiKpY10wTfBCYdy3O7NTVcxdZPUryA5Nh6KNbFO1dQgUFKStphzuypjpTq+BE8abx/sOwf+9b1YNEBGR5AuEoh18czmfwFLmMXMRQXkF2cLaOgSpzVdUUJCmrKCgsgg1xMowDgecf6L5bwewrQ0277V3TCIi2ar5EFj3XXJ96xCYNxOtLURaKcgOVlBQWZTaLckKCtKQPwjtkdJqeoHLTC4nfKoOit3m53/dDdvb7B2TiEg2GpRPoO22QPSmVIfPXEmRzHXQb/47Qmq3DoGCgrSkfILsUOQ2AwNrGffZHeYdLRERSR4rn6Cs0HzdlcHbjvdrtSCjNXZFj6eXp/Z3KShIQ00xF46TFBRktIlF8ImTzOOQAU9uMxOQRUQkcf3h6BYZ5RNEVcYGBcoryGi7Osw/C5ypzzFVUJCGrKXQCR6zMZZktuPGw5nTzWNfEJ5sgEBmd54XEUkLLd3mDRfQdttY4wqiVZiUV5C5QmHYHbkmnFaW+p5VCgrSTH8oGtVP0gtc1pg3CU6pNI/bffCH7WYNaRERGb3YfAKtFEQ5HNG8Am0fylz7DkEwkhOS6nwCUFCQdpq7oxeLyifIHg4HnHMcTIs0+d7VCX/ZaeeIREQyn5VPMK4ASgrsHUu6sbaaHOwzV6kl84xVKVKLgoI006RW7VnLmQcX1kK5x/x8S7P5ISIiIxcKR4s36P1yKOUVZL7GTvPPCd5oNcNUUlCQZqyl0BLd9chKBfmwvC661/OFD6NJRCIiEr/WHghGurxqZX2oSlUgymjdAWjrNY/HYusQKChIK2Ej5q6HXuCyVmkhfHKmmTBkAE9vh/Zeu0clIpJZlE9wdMVuKIoUK1GycebZ3Rk9VlCQg9pi73roBS6rTR4Hy04wj4MheOJd6A3YOyYRkUyyN3ITzesyb7bIUNZqgVYKMo+VT+DKG7vy9AoK0kiTmpbllLqJsGiKeXyoD57aZlafEhGRowsb0ZWCKePMYg4ylJVs3BOEbvXIyRhhI5pPMLXUzEkcCwoK0oj1AleYH01Gley2ZBqcOME8bu6GP74PhkqViogcVXsvBCI3UbSyfmRVSjbOSC3d0DeGpUgtCgrShBFz12NSie565AqHA84/IfrCvb0dNu6xd0wiIulO+QTxmVgUPVZeQeYY61KkFgUFaaLTD75Il1vd9cgt+U741EwoiZQb27gHtrXaOyYRkXS2N2ZlfbxW1o/I4zJ7OIDyCjKJtXWorHBs82UUFKSJ2LseyifIPV43fKoOXE7z8z++b3YyFBGRwWJX1idrZf2YrJXo/T3anpoJfMHoqs6M8rH93QoK0oSVZJyfN3i5T3JHRRFccBI4MJOMnnoXuvx2j0pEJL10+LSyPhJWBSJ/v9ndWNLb7q7o8VhuHQIFBWnDuutRXTx2WeaSfmaUw1kzzGNfPzz5LvT12zokEZG0ElupT/kExxabbKy8gvS3M9LQ1OmAKWO8c0SXn2mgOxCN3nXXQ+ZWw5wq8/iAD/7wnrlyICIi0XwCl9NcYZWji919oLyC9GYY0BhZKZhSauYcjiUFBWlgUD6BgoKc53DA2cdBTan5eWMXvPCh9oKKiBhGNCiYVGJ2hpejczujydhaKUhvrT1mTgGMbSlSi4KCNGAFBXkOc/uQSJ4DLqiNvpC/1QJ/a7Z3TCIidjvYBz2R7u/aOhQ/K6+gtUcrz+ksthSpgoIcZVWZmVgUrT4jUpBvViTy5Jufv7gTPuywdUgiIrZSf4LRsfIKgmEzUVvSk1WKdFyBWY50rCkosFlfP7T1mseTVIpUDlNaCJ+sMxOODOCZ96BNXSlFJEdZW4ecDqhUPkHcKpVXkPb6+qM3iaeX2VNqV0GBzWJr0SufQIYzqQQ+dqJ5HAzDE+9Gl89FRHJJU0w+gSr1xa+iKJp/obyC9LS7y7z5B2NfitSi/1I2U9MyiUdtBSyeah53B8xSpcGQvWMSERlL3X3QpUp9o5KfBxO85vF+rTanJSufIM8BU0vtGYOCAptZ9ZbLPWY7cpEjWTzVDA7AfFH/4w5VJBKR3KH+BImpikk2DoXtHYsMZhjRfILJJWbFKDsoKLBRfzi6jKdVAjkWhwOWnRDNPdlxAP66294xiYiMlb0xlfqqVKlvxKy8grAB7b32jkUGO+AzdwGAfVuHQEGBrVq6o6XBtBQq8cjPg4tmmpUJADbvhYZWe8ckIjIWrO22VcWq1DcalTGBlLYQpRe7S5FaFBTYSPkEMhpeFyyviy4vPvd+9A6aiEg28gXNu6mg98vRmuA1byyBko3TjbV1qMgVzf2wg4ICG1n7I4vdUFJg71gks4z3woW14MBcbfr9NuhU7WkRyVLqT5C4PIfZDwkUFKSTYCh6Y8+uUqQWBQU2CRvQHAkKJpfY+ySQzFRTBuccZx77+81Spf5+W4ckIpIS1kWTA/X0SYSVV3CgVxXs0sWeg9Gt5DXl9o5FQYFN2nshEPkPqXwCGa051XBqtXnc6Yent6mqhIhkH2tlfWIRuPPtHUsmsxK0DaKNU8VeuzrMPx3ANJtKkVoUFNhkUD6BggJJwJkzoolJew7Cnz9UqVIRyR59/WYZTdD7ZaJik421hSg9WPkE1SVQaHPAq6DAJtZdjwInjPfYOxbJbHkOuKA2mpz09n54Y5+9YxIRSZZ9Mf0JFBQkpqwwWqRiv4IC23X6og357CxFalFQYAPDiGnVPk75BJI4t9OsSOSNNMB7aRd8cMDeMYmIJMNeVepLGocjmleglQL7pUspUouCAht0+aE3aB7rBU6SpaQAPjkTnJEg85nt0SV3EZFMZd1Em+ABj8vesWQDawtRp9/cmiX2sbYOFeZHgzU7KSiwQZOWQiVFqkvg/JPM4/6wWZGou8/eMYmIjFYwFG20pffL5KhSE7O00B828wDB/lKkFgUFNrDueuTnpUdkKNnlpAmwdJp53BOAJ7ep9JyIZKbm7mi5RgUFyTGos7G2ENmm6aAZGEB65BOAggJbWElTVcXg1L+ApMDCKVA30Txu7YH/3a6KRCKSefaqaVnSlbjBE6lyo7wC+8TmE2RcUBAMBqmvr2fp0qUsWrSI+vp6AoHAsOeGQiHuuecePvKRj7Bw4UJWrlxJZ2dnssac0XoC5j4+UD6BpI7DAecdH32OfdABLzfaOyYRkZGyVtbLCqHIbe9YsoXDEV0t0EqBfax8gsqiaJEQu8UdFKxbt47nn3+eBx98kAceeIDnnnuOe++9d9hz77nnHv7nf/6HH/7wh6xfv56dO3dy2223JW3QmUyl1WSsOPPgoplQWmB+/noTvLPf3jGJiMQrFIbmyHum3i+Ty8orOBSIFj6RsXOoDw74zON0qDpkiSso6Ovr49FHH2X16tUsWLCAxYsXs2bNGjZs2IDf7x90bnd3N+vXr+f222/n9NNPZ9asWdx444289957BIN65jXFtGqv1kqBpJjHBZ+aZfbDAPjTB7Cny94xiYjEo6UbQsonSAnlFdgrHbcOQZxBQUNDAz6fj0WLFg08tnjxYnp7e2loaBh07ubNm3E4HJxzzjkDjy1dupQ//OEPuFxpsj5io0Gt2p32jkVyw3gPXDjTbHIWNuD326DDZ/eoRESOblA+gW6iJVVVTJET5RWMPSsocDvT6wZxXEFBS0sLLpeL8vLygceKi4vxeDw0NzcPOnfXrl1UVVXx3HPP8elPf5qzzjqLm2++mYMHDx7+Y3NOoB/aVFpNbDCtFM45zjzuC8GT74JfC3ciksaslfUSN4wrtHcs2cbrhuJIjoZWCsZWKAy7Iyv2NaXmDbt0kR/PST6fj4KCgiGPu93uIcnGPT09tLW18eMf/5ibb74Zp9PJ9773Pa6//nr+/d//fUSD8/v9OJ3Zczt97yEnBh4Ayl0+urtTVyfS5/MN+lNGJhvnb0YRnFLh5u02N51+eKIhxMdn+FJSASsb52+saQ4To/lLnJ1zGDag6VAR4KDSG6Q7AxuupPtzcEJhId2BfJq7wxw61JsWdfIPl+5zOBrNPXkEQ14Aqjx+urtT10Hu8C3+xxJXUFBYWDhspaFAIIDH4xn8A/Pz6e3t5c4772TWrFkAfO973+Piiy/m/fff54QTToh7cHv27In73EzQ2D8ZIkHBoX3vsa059a0EGxtVciYR2TZ/4wwod5xAh1FGc4+TPzT4OcG5K2VvBtk2f3bQHCZG85c4O+bwUNhLf3hW5JMmtm1rG/MxJEu6PgeNUBUwFX9/Hm9t+4ACR/ouH6frHI7Grv7JgBkU+Pe/x7bW9Jn3uIKC6upqAoEAXV1dlJaWAmZCsc/no6qqatC5lZWVAIMu/o8//ngAmpqaRhQUTJ06laKi7Onu9f4HHuiBce4wc2bGPw+j4fP5aGxspKamZkjgJseWzfN3Qgh+/0GIA34n+8MVTKssYe7E5L4oZfP8jRXNYWI0f4mzcw63trogsjv51BMqKC2YMKa/PxnS/TlY0u2k8UPzeNykk5hRmn5dLtN9Dkfj3e0e8EN5YYi5Jx2f0t/V09MzohvscQUFdXV1eL1eNm/ezLJlywDYuHEjXq+Xurq6QeeedtppAGzdupUFCxYAsH37dgCmTZsW98DAXKEoLi4+9okZIBSGtl7zeGpZ3pj9vTweT9bMoR2ydf4+czL8+i3oCcJrzQVUjivgxBS852br/I0lzWFiNH+Js2MO2yLXMV4XTB5flJZbW+KVrs/B6YVAJCg42O8hDYc4IF3ncKR6AnAgsqPnuPHOlP+dQqGRBXpx7SYuLCzkkksu4Y477mDz5s1s2rSJ+vp6VqxYQUFBAZ2dnQPNyaZNm8YFF1zArbfeyhtvvMHWrVu57bbbOPPMM5kxY8ZI/z5ZY1BptTTKNJfcVFwAn6qD/MgrwLM7VIFCRNKDYUSTjCePI6MDgnRWkG82hQNo6bF3LLnCalgG6VWK1BLXSgHAqlWr8Pv9XH311TidTpYvX87KlSsBuPbaawFYv349AHfddRff//73ueqqqwiFQixbtow1a9akYPiZo0lNyyTNVBbD+SfC0+9Bfxieehf+cY4ZMIiI2KW916ySBrqJlmqVxdDpNysQGYYCsFSzSpG68tLzuR13UOB2u1m7di1r164d8jUrGLB4PB5uv/12br/99oQHmC32Re56FLlgnC66JE2cOAHOqIGXG82tRE+8C38/Wz00RMQ+g/oT6CZaSlUVw3ttEAhBlx/KsmPbfloKG9FSpFNLSUnlv0Sl4ZCyj2HAvshKwSQthUqaWTAZTp5oHrf1wv9uN1+8RETsYK2sFzhhgtfesWS7SjUxGzP7u8EfKTqZjluHQEHBmNBSqKQzhwM+enz0jtyHHfDSLnvHJCK5yTCiKwXKJ0i9iUVgTfF+5RWklLV1CGB6mV2jODoFBWNA+QSS7px5cFFtNOnszX2wtcXeMYlI7un0gy9SIVnvl6nncsL4yGqMVgpSy0oyLiuE0jTt0K2gYAxYVRTcWgqVNFboguV15pI9wPMfDK6UICKSasonGHtVkS1ErT3aOpoqviA0R4KudF0lAAUFKRdbWm1SCeRpKVTSWJkHLpppPk8NzMpEB7Knu7yIpDnr/dKVZ25tkdSrjJTK7w/DgV57x5KtrARjSN98AlBQkHIH+8yqLqClUMkMU0vh3EiTxUAInmiILueLiKSSbqKNvcqY/lnKK0gNK5/A6UjvFTAFBSk2KJ9AScaSIU6uNKsSgRnYPrXN7MotIpIqB/1wKGAe6yba2KnwRgMw5RUkn2FEt+JOGWfmcaQrBQUpZt31cDrMesAimeKMGjh+vHm87xD83/vmi5uISCrsjbmJls53U7ONM88MDMAsmynJ1dYLvZHV9nTeOgQKClLOCgqqitOzUYXIkTgc8PETo/t6t7XB5r32jklEspduotnHmu+2Xq0KJ9ugUqTltg0jLrpMTaHeoFleDbQUKpnJ5YRP1UGR2/z8r7the5u9YxKR7GQFBdUluok21qygIGyYgYEkj7V1qKQAytO0FKlF/+1SaF9MaTXlE0imKnabpUrzI68Wz+6A5kNH/x4RkZHoCegmmp1ik42VV5A8gX5z+y2YpUjTvRmfgoIUspKMHZiVFEQy1cQi+MRJ5nHIMBOPD/bZOyYRyR7qT2Cvco9ZBhaUV5BMu7uivR/SPZ8AFBSklLUUOsEL7nx7xyKSqOPHw0emm8e9QXjyXfMuiIhIoqz3yzwHVCufYMzlOaL5Y1opSB4rnyDPAdMyINhVUJAigZDZHRC0FCrZY/4kOKXSPG7vhT9sVwdMEUmcFRRUFqV3ycZsZm0h6vCZ1zCSmNhSpJNKMuPmsIKCFGk+ZHaEBQUFkj0cDjjnOLPBGZh3QV7caeeIRCTT+YLQHumcrvdL+1jJxgbRm5oyeh2+aN+N6WW2DiVuCgpSpElJxpKlnHlwYS2URaoo/K0ZtjTbOyYRyVxN6k+QFiqLosfKK0hcbCnSTMgnAAUFKWNlm5cWRss5imSLwnz49CzzT4AXPhz8AigiEq/Ym2gqymGf0kIoiGzdUl5B4qz3RK8r2hwu3SkoSIFQGJoj/6G0SiDZqrQQLpppJlAZwB/eM/MMRERGwgoKJhZBQQbsu85WDkc0r0ArBYkJhqIVtTKhFKlFQUEKtPZAf6QjoPZHSjabMg7OO8E8DoTMikRtvbC11cXO/ilsbXXRE7B3jCKSvgL9MUU5dBPNdlZeQVcf+FVdbtT2HsysUqQWxeQpoHwCySWzJkKnDzbvNXsXPPo3gAKgmqZmeK0F5lbDmdMz526JiIyNppiiHMonsN/heQWZdEGbTqytQw6gptTOkYyMVgpSwEqa8rrMLRYi2W7ptGji8eHCBry5D17cNbZjEpH0N+gmmoIC21Wps3FSWKVIq4qh0GXrUEZEQUGSGUb0RW5yie6MSm7oDR67w/GWZujVViIRiWHdRBvvAU8GXTxlqyK3eUMTlFcwWl1+6PSbx5lSitSioCDJDvigL9L0Q3c9JFe813bsJmZhA7a1jc14RCT9BUPRu9F6v0wPDkd0taBFvQpGJRNLkVoUFCSZSqtJLuoNxnfejnbz/4i6IItIS3f0tUD5BOnDqkDUE0CFIkbBCgoK86NzmSmUaJxk1lKoywkVRUc/VyRbeONc9m/uht+8bdbCnlYGM8rM5VWvenmI5Jy9KsqRlg5PNj5uvH1jyTShMOzpMo9rSs2S3ZlEQUGSWSsFk4oz78kgMlq1FfByY/wrAH0hc9VgR7v5eWWRGRxMLzeXrvV/RyT7We+XpQVQXGDvWCTq8GRjBQXxazoULUlfU27vWEZDQUESHeyD7shSm/ZHSi4pcptlR9/cd+Rz5k0yP3Z1ws4O825KMPLiub/H/Ni011xyrSk1A4TpZUo+FMlGoTDsi6ys6/0yvXhcMK7AvKZRXsHI7OqIHk/PoFKkFgUFSaTSapLLzpxu/rmlefCKQZ5jcJ+C2VXmRyhs3lXZ1QE7O6HDZ57v74f32s0PMFcRZkQChEqtIohkhf09EFI+QdqqLDaDgv3dZlVFVVKMj1WKdGJRZm6LVVCQRNZdjzzH4OU3kVzgcMBZM2DBZNja1Meelg6mVpUzZ3LBsC+OzjyYVmp+nAkc9JurCLs6YXdXdAnWWkXYuMdcRZheZn7UlGkVQSRT7dVNtLRWVWRu7/T3w6E+GKeeS8d0qA/aIze3Mq0UqUVBQRJZKwVVxZCvuk6So4rccEpFkPz2vcysKMbrjm+z8LhCmFNtfvSHzf9P1lYjq+azv98sa2qVNq0ujuYiVBbpbpZIprCCgmK3uVVF0kts1ZyWHgUF8bBWCSDzSpFaFBQkiS9o9igAlSIVSVR+nvmiWlNmrj50+aMBwt6D0VWE5m7z49U95qrBwCpCaWZ1kRTJJWFjcD6Bgvn0c3gFopMm2DeWTGGVInU7zRtWmUhBQZJYL3CgpVCRZCstNPMS5lZDf8gMDHZ1mrkIXZFVBF8Q3m01PxxAdUk0SJioVQSRtNHWYzYuA+UTpCt3PpR7zFyvFnU2PqZQ2Nz2CuaWWGeG7hZRUJAkTaq3LDIm8p2RykTlcDbQ6YsGCHu7zORFAzNQ33cI/rrb7KNgbTOqKYUCvfKJ2Eb9CTJDZZEZFOzvUbLxsbR0QyAS6Gbq1iFQUJA0VtOyCV5dcIiMpTKP+XHqJPPu496D5jajXZ1m9QwwOy43tJofDswtflbJ0wqv3uxExpIVFHgid6MlPVUVm/lbwRB0+GG8/q2OyNo6BJmbZAwKCpIiGILWSC1f3fUQsY/LaZYvnVFu3tnqPCwXIRxZRWg6ZH680ghFMasI07SKIJJShvIJMkZssvH+bgUFR2MFBeM9UJLBifN6+0uC5u5oXXblE4ikB4fDvAtZ7jGbpgVDZsM0a6vRocgqQk8Q3mk1P/IckVWEMvNjglYRRJLqgM+sIgbKJ0h3E73ma2LYMLfH1E20e0TpqTcQvTGcyasEoKAgKZRPIJL+XE44brz5YRjmXtmdnWaQ0BRZRQgb5orC3oPwcqNZLtEKEKaVmVUlRGT01J8gc+Q7zTvfbb3mSoEMr7ErepzJ+QSgoCAprHyCcQVQnMHLRiK5wuGA8V7zY8FkM0FsYBWhA7oD5nndAXh7v/mR5zCDfisXYbxHqwgiI2UFBQVOcyVO0ltVsRkUtPaYFXYytapOKllbh/LzMj/QVVCQoFAYmmP2R4pI5nE74fjx5odhmFscdkWSlZsORVcR9hw0P17aBSXuaIAwtVSrCCLHYhjRlfVJ48xAW9JbZbF5UyQUeV2cWHTs78klYSPatGzquMxvXKugIEFtvdFGSto6JJL5HA7zDuYELyyYAoF+s/60tdWoJ7KKcCgAW1vMjzyHuT/aSlguL9QqgsjhuvxmJTCAKXq/zAhVsZ2NuxUUHK61J5ojM73c3rEkQ9xBQTAY5Pvf/z5PPvkkoVCIz3zmM6xevRq32z3k3E2bNnH55ZcPeszr9fLGG28kPuI006T9kSJZzZ0PJ0wwPwwD2nuj24z2HTKrGYUNM3DY3QUv7jK3EloBwtRxZj6DSK5TPkHmGe8Bp8NcKdjfDVTZPaL0sqsjepzpScYwgqBg3bp1PP/88zz44IP09/dz00034XK5uPHGG4ecu2PHDk4++WR++tOfDjyWl5fhaypH0BRTb7ms0N6xiEhqORxQUWR+nDYF+iKrCNZWo57IXdCDffBWi/nhtFYRIluNyuJYRegJwNZWF3v7pxBsdTHHDUVD77+IZBQr/86VpzvOmcIZ+bdq7lZn4+FY+QSlheZHposrKOjr6+PRRx/l7rvvZsGCBQCsWbOGG264ga9//esUFg6eiR07dnDiiScycWJ2168yjOiL3CTVWxbJOQX5cOIE88MwzO2EVuO05sgqQsgwq1M0dsFfMFcRZkQChCmHrSIYhrnSsKUZwkYBUE1TM7zWAnOr4czpep2RzGWtFFSXKGE1k1QWm0HBAR/0h8yqRAL+YDRQyoZVAogzKGhoaMDn87Fo0aKBxxYvXkxvby8NDQ3Mnz9/0Pnbt2/n9NNPT+5I01BHTL1l5ROI5DaHw7yjNrEIFk01Xxt2d5q5CI2d0b3UB/vMi/4tzZFVhFKYUWa+qbzVAm/uG/qzw0b08bNmjMXfRiS5DvZFe4OoP0FmsZqYhSM3Pqp1vQOYq8SRFlUZX4rUEldQ0NLSgsvlorw8mkVRXFyMx+Ohubl5yPk7duygtLSU5cuX09XVxaJFi7jxxhuprKxM3sjTgLVKANofKSKDFebDSRXmh2GYCWlWLkJLd8wqQme0esWxbGmG0yaDV1uJJMMo/y5zVcVs9WrpVlBgsbYO5TnM3LFsENcCns/no6BgaAF+t9tNIBAY9FhHRwft7e0Eg0HuuOMOfvCDH7B3716uuOKKIedmOutFTvsjReRoHA7zbtuiqXDJHLhiIXziJJhZYeYjxStswLa21I1TJFWs90unY3BFG0l/5Z7oNkflFZiMmFKkh28DzWRxvR0VFhYOe0EfCATweDyDHisvL2fTpk0UFRXhdJqzdP/993PWWWfx17/+lbPPPjvuwfn9/oGfkY72dnmBPCZ6++nt8ds9nEF8Pt+gP2VkNH+J0fwd2+RCmDwJTq+GNl8eG/e52d977Jfkzp4A3d3ZdYMlFfQcTFwy53BP5P2ywhvC35sb/ybZ9BycUFhIc08+zYfCdHf3jtnvTdc5PODLoydodt+r9vTR3R20eUTD8/tHdm0aV1BQXV1NIBCgq6uL0tJSALq7u/H5fFRVDa1PNW7c4HWUiooKysrKaGlpGdHg9uzZM6Lzx1Kf4aI7OBcAp28/27YNsxE4DTQ2Nto9hIym+UuM5i9+3lAlMO2Y53V3tLDt4P7UDyhL6DmYuETnMGDk0xU8FQCXbz/btjUlY1gZIxueg3n9U4BquvocvP3udvId4TH9/ek2h3tCVYAZFATbd7DtQHrdGB6tuIKCuro6vF4vmzdvZtmyZQBs3LgRr9dLXV3doHNfe+01rrzySv7whz8MBAxNTU0cOHCA448/fkSDmzp1KkVF6bkv54POfNhtHp9SU86k4vTaUObz+WhsbKSmpmbIao4cm+YvMZq/kZsWdNC4zSBsHLm8UJ7DYOlJ4/G4sqBLTorpOZi4ZM3hh11OiFzTnVxTxpSS3NiUnk3PQXdnPk27ARyMn1rHpOLQmPzedJ3DDz4ohB4ocoWZN3N62laF6+npGdEN9ri3D11yySXccccdlJaWYhgG9fX1rFixgoKCAjo7OwEoKytj9uzZVFZWcsstt7B69Wr8fj933HEHixcv5rTTThvRX6awsJDi4vTcfHggcqMuzwEzJnrSdj+Zx+NJ2znMBJq/xGj+4leMWXZ0uOpDlqoiBxPL0/NGSbrSczBxic7hgVbzTwdwXKUHd5q+X6ZKNjwHa/IZuBF6KOThpDH+66TTHAZCsD+yg2pGeR4lJekxruGEQiML3uJOcVu1ahV+v5+rr74ap9PJ8uXLWblyJQDXXnstAOvXr6egoICf//zn3HnnnQNdjZctW8bNN988ooGlOytpqrIoexJMRMReZ043/zT7FAz9+r5uM2iYN2lsxyWSCKs/QWUxORcQZItxBWZFNX8/tPTYPRp77emKvj5nSylSS9xBgdvtZu3ataxdu3bI19avXz/o82nTpvHggw8mPro05e+H9kjOi0qriUiyOBxmH4IFk2FrUx97WjqYWlXO5LICnn4P+kLwl51mxbNThqZziaQdfxDaI3dV1Z8gc1kV1Bo7YX+OVyCKLUU6rdTWoSSdegqOwr6Y/gSTcmNrpIiMoSI3nFIRZEb+Xk6pCDKtDD49ywwGAJ77AN5TaVLJAOrnkz2sfgUH+8CXnsV2Ui62FGl1sdnVPpsoKBiF2CYsCgpEZCxUl8DyOrPOO8CzO+DDA/aOSeRY9H6ZPSpjts7n6mpBh98MigCmZ2G9BwUFo2C9yI33gMdl71hEJHdMKYWLZprL1mEDnn4PdnfZPSqRI7PyCSq85p50yVyxTedyNa8gtvv89DK7RpE6CgpGqD8E+yP/GbQUKiJjbUa52Q3ZAYQMeOrdwVsaRdJFIAStkfdL5RNkviK3+QG5u1Kwq8P80+syA91so6BghJq7o1nnk7UUKiI2OHECLDvBPA6G4XcN0YsvkXSx7xBYRbR0Ey07WHkFuRgU9IeiK181ZaRtb4JEKCgYoX1KmhKRNDCrEs45zjwOhOCxd+BAr71jEokVm0+g98vsYOUV9AShu8/esYy1vQfN1VnIzq1DoKBgxKwXuRI3lBTYOxYRyW1zq+H0GvPY328GBl1+e8ckYrHuqpZ7zO0WkvlyOa/AKkUK2VeK1KKgYATCRnSlQHc9RCQdLJxifoB59+6xd3LvDp6kn/4QtES2mGirbfaojGmonmtbiKygoKo4e4vMKCgYgbYec/8uKCgQkfSxdBqcWm0eH+yDxxqgN0friEt6iM2/U5Jx9ih0QWlkl0RLDgUFXX7ojKzCZuvWIVBQMCKDmrDozoeIpAmrE/KsiebnHT54/B3o67d1WJLDlE+Qvay8gv3dZjOvXJDtpUgtCgpGwHqRK8w390iKiKQLhwPOO8GsTATQ1mtWJQqE7B2X5Ka9kZto4wqUf5dtrKCgLxRt5JXtrK1DBc7BTdyyjYKCOBlGdKVgUkl2lqISkcyW54CPnwgzyszPm7vNPgb9YVuHJTkmFIZm5d9lrUHJxjmwhSgUhj2RJpE1ZebrbLZSUBCnTj/4Int09SInIunKmQcX1sLUyOvUnoPwh/fMNzaRsdDaEw1ElU+QfSYWmc0TITeCgn2Hovmk2bx1CBQUxG3Q/kjlE4hIGst3wifroDpyR+/DDnh2RzTxUySV9sa8XyooyD5uZ3QLdS5UIIotRVpTZtcoxoaCgjhZW4fy88woWUQknbmdsHwWVHjNz7e3w58+yJ3EQLGPFRQUucycAsk+1hai1p7sv9lgBQUVXihy2zqUlFNQECdrpaC62FyeFxFJd4X58JmToazQ/Pyd/fCXnQoMJHUO7+ej/LvsZCXbBsNmtbNs1d0H7ZFO8dm+dQgUFMSlOxDNsFc+gYhkEq8LLj45esf2b83w6m57xyTZq703WvFKW4eyV640MWvsih4rKBAA9qnesohksOIC+OzJ5nYOgE174bW99o5JspPyCXLDxKJoFZ5sTja2tg65nFCdA/mkCgriYOUTOBhciktEJFOUFpqBQWG++fnLjbCl2d4xSfbZq34+OcGZF81XytagIGzA7k7zeFppbmwdz4G/YuKsfIKJRWbynohIJhrvhc/Mir6O/flDeLfV3jFJ9jCM6Pul8gmyn5VX0NabnSWPmw+ZDdogN7YOgYKCY+rrN5/woK1DIpL5Kovh07PMSmoAf9wBO9rtHZNkhw4f+PvNY20dyn5WXkHYiCbjZpPGzuhxtpcitSgoOAarigIoKBCR7DCpBD4509wTbADPbIddHXaPSjKd8glyS7Z3NrbyCco9uVNaV0HBMTTFBgU5kGQiIrmhpszsfOzAvNP31LbBF3UiI2U9f9xOmOC1dyySeuO90RXHbKtA1BuE/T3mca5sHQIFBcdk7Y8s94DHZe9YRESS6fjx8PGTzOOQAU+8m513/CT1YvMJJpVEK9NI9spzRJu5tvTYO5ZksxKMQUGBRPSHo2+QWiUQkWxUWwHnHm8eB0Pw+DvQlmVv8JJ6B/ugJ2gea+tQ7rDyCg70mq8f2cLaOpSfl1tbxxUUHEVLd7R9dy49KUQkt8yugjOnm8d9IXi8Ibu7lEry7VU/n5xk5RUYQGuW3EwwjGiS8ZRx0S1SuSCH/qoj1xT7IqeVAhHJYvMnw5Kp5nFvEB57Bw712TsmyRxWUJCfN7jbrWS3yphk4/1ZEhTs7wFfpIpWLm0dAgUFR2UlGRe7oSRHMs9FJHctmgrzJ5nH3QH4n3egJ2DvmCQzWDfRqktyo8mTmMoKo31PsiUfKbYUqYICAcxtQ82RoGByiZqwiEj2czjgI9PN7UQAXX4zx8AXtHdckt4O9Zk5BQBTtKqeUxyO6GpBtlQgsvIJxhWYneBziYKCI2jvhUAkaWaS9keKSI5wOOCjx8HMCvPzdh/8rgEC/faOS9JXk/IJcpq1XazTbzZ8zWT+/ugN4elluXdDWEHBESifQERylcMBHzvRLFkK5h7bJ97NruoikjzWVts8B1QXH/1cyT5VWZRXsKfLTJqG3Ns6BAoKjsh6kStQExYRyUF5DrjgJKgpNT9vOgS/3wahsL3jkvRjJRlXFUO+096xyNjLps7G1tahPAdMKbV1KLZQUDCMQU1YxuXe8pGICJgJoxfNjK6WNnbBH7ZHSzWL9Aaj5WvVnyA3FbujzV0zOa/AMKJBweRx0QTqXKKgYBhdfvOFDrR1SERym8sJn6qL7hv+4AD8cYf5BiqifAJxOKAq8vqQyUFBe2+02loubh0CBQXD2ncoeqwXORHJdQX58OlZMN5jfr6tDZ7/UIGBRIMCBzBJN9FyllWB6FAgelM10+RyKVKLgoJhWC9yToeasIiIgLk94LMnR0v0bW2BlxsVGOQ6K59gYlFubrcQU2UW5BVYW4eK3NEbILlGQcEwrCRjNWEREYkqcpuBQbHb/Pz1Jti8194xiX38/dDWax4rnyC3DapAlIFBQSAUvfbLxVKkFl3yHqYnYNbaBeUTiIgcblyBGRh4I4mFf90Nb+6zd0xiD221FYvXBSWRmwWZuFKwtytaQCFXtw6BgoIh9CInInJ05R74zCyzZDPAX3bC2y22DklsoH4+Emugs3FP5m0rtLYOOYBpOViK1KKg4DCxSVPVepETERlWRZGZfOyKvIs89wG812bvmGRsWfkEE7xQ6LJ3LGI/KyjwBaE7YO9YRiK2FGl1iVlYIVcpKDiMtadMSVMiIkdXXQLL68yiDADP7oAPD9g7JhkbgVB077jyCQQyt4lZpx8O9pnHubx1CEYQFASDQerr61m6dCmLFi2ivr6eQODYoeC6des477zzEhrkWAn0Q1ukRbdKq4mIHNuUUvjkTLMDaNiAp9+D3V12j0pSrfkQWDtEtNVWYHC1xkwKClSKNCruoGDdunU8//zzPPjggzzwwAM899xz3HvvvUf9nq1bt/LQQw8lPMixsq9bL3IiIiM1vRw+cZK57TJkwJPvDs7PkuyjfAI5XEE+lEVKFu/vsXcsI2FtHfK4zF0iuSyuoKCvr49HH32U1atXs2DBAhYvXsyaNWvYsGEDfr9/2O8JBALcfPPNzJ8/P6kDTiW9yImIjM6JE2DZCeZxfxh+1wCtGXRhICNj5ROUFZqlakUgJtm4OzOSjftD0edyTWnuliK1xBUUNDQ04PP5WLRo0cBjixcvpre3l4aGhmG/54EHHqCmpoYLLrggOSMdA00xL3JevciJiIzIrEo45zjzOBCCx96BA732jkmSrz8c3R6ifAKJZeUVBELR8u7pbO8h8/kM2joEcQYFLS0tuFwuysvLBx4rLi7G4/HQ3Nw85Py3336bX//619x+++1JG2iqhWJe5LR1SERkdOZWwxk15rG/3wwMujLg4kDi19JtbhMDvV/KYLF5BZnQxCw2n6CmzK5RpI+4ggKfz0dBQcGQx91u95Bk40AgwE033cTq1auZOHFickY5Bvb3xLzIaeuQiMionTYFFk4xj3uCZmDQ3WfvmCR5YrfaaqVAYk0sMnOLIDOSja18gsoiM6cg18VVjbWwsHDYSkOBQACPxzPosQcffJCqqiouvvjihAfn9/txOsemLuiHbS7ADHxKnT10d2fAZrij8Pl8g/6UkdH8JUbzl7hMn8PZ5dDjd9PQ7uZgH/z27TAXHu/Dkz82r62ZPn/p4Ehz2NhRCORT7ArjCPbSHbRhcBkgV5+DZYUeOvxO9h0M0d2d2N89lXN4KOCgw2cubUwqCtCdSc0V4nSkvN8jiSsoqK6uJhAI0NXVRWmp2eqtu7sbn89HVVXVoHN/97vf0draOpBgHAwG6e/vZ/78+fzsZz9j4cKFcQ9uz549cZ+bqA+CJwAFuAjQ9OG77MuSZJPGxka7h5DRNH+J0fwlLpPnsMyAyrzp7A9X0NWXxxPvOjglfzv5jtCYjSGT5y9dxM5h2IDm4DwAPKEOtm3bac+gMkiuPQdd/dOBCtp6Hbz77rakJO+mYg6bQxWAGRSEDnzAtk5VRogrKKirq8Pr9bJ582aWLVsGwMaNG/F6vdTV1Q06d/369fT39w98/rvf/Y7/+q//Yv369UMCiGOZOnUqRUWprw9lGLD5nSIwYEqpg7qamSn/nanm8/lobGykpqZmyGqOHJvmLzGav8RlyxzWGvDC7iAfdrnoMbx8mD+HTxznw5XiReBsmT87DTeHrb15hN83//FqJxVROz7z3y9TJVefg0Z7PvubIEweldNnMd4THvXPSuUc7tlVCAfB7TQ4rW4qeVlyMzhWT0/PiG6wx7196JJLLuGOO+6gtLQUwzCor69nxYoVFBQU0NnZCUBZWRlTpkwZ9L3l5eXk5+czffr0+P8WMb+3uLj42CcmqK0HApHnbE25i+Li7NlY5vF4xmQOs5XmLzGav8RlwxxeWAe/fw92dkCrz8nze4pZPgvy4+6UM3rZMH92i53D92Ia0x0/sZDi3LnWHbVcew7WAK80mceHwl5qkvBXT/YchsJmbyqAmjIH40qy898nFBrZqmxcQQHAqlWr8Pv9XH311TidTpYvX87KlSsBuPbaawFzlSATNcU02VElBRGR5HLmwYUnwRPvwp6D5sfT78FFtebXJHPsjbxfel1QWmjvWCQ9TfBGO5zv74FT7B7QMPYdgqBKkQ4Rd1DgdrtZu3Yta9euHfK1owUDl19+OZdffvnoRjdGrEoKbqf5ZBYRkeTKd8In6+Dxd6C521w1eHYHfPwksnLZPhuFjej75eRxavQkw3PmmVWIWrrTtyypVXUIVIo0Vs7fozGM6ErBpBK9OYmIpIrbCctnQUXk5sv2dvjTB5nR+VSgvddsSgUqRSpHZ/UraOs1t+qkG6s/wQQvFKtZ7YCcDwoO9kFPpAqVtg6JiKRWYT585mQoj+xFf2c//GWnAoNMoP4EEi+rs3HYgNY0K+rTHTCDFdDWocPlfFAwKJ9ATctERFLO64LPzoJxkZ6Yf2uGV3fbOyY5tr2RoKAwH8YrwViOojImb3d/mgUFuzujxwoKBlNQEHmRczqika2IiKRWcQF89mQoihR727QXXttr75jkyIyYfIJJJconkKMr94ArcoWZbp2Nd3aaf7ryzOeyROV8ULAvslJQVawqGCIiY6m00AwMCiMlL15uhC3N9o5JhtfhB1+kBZG2Dsmx5DnMZGNIr2TjsBFdKZhaquu+w+X0dPiC0BHpnD1JL3IiImNuvNcMDNyRZmZ//hAaWu0dkwylfAIZKWsLUYcvmqBut5Zu6IuMRVuHhsrpoCD2RU75BCIi9phYBJ+OaWb2fztgR7u9Y5LBrHwClxMqiuwdi2QGa0u2QfokG6sU6dHldlAQk2SsfWUiIvaZVAKfnGluOzCAZ7bDrg67RyVg5hPsjcknUOluiUdsnma65BVYpUjLCtV8bzi5HRREXuQqvFAQdxs3ERFJhZoyuLAWHJh7f5/aFr0YFft0Bx0Dpbu1dUjiNa4ACiLbAtMhr8AXjAYn2jo0vJwNCgKh6HKW+hOIiKSH48ebXY4BQgY88W763GXMVc09zoFjBQUSL4cjmleQDkHB7q7o8fRy+8aRznI2KGg+ZC5Rg4ICEZF0UlsB5x1vHgdD8Pg70JYme5JzUUskKHA6op1qReJhbSHq6gN/0N6x7IxsR3Q6YIq2jA8rZ4MCNS0TEUlfp1TBWTPM474QPN4QrRYnY8taKZhUohKOMjLp0sTMMKAxslIwpRTynUc/P1fl7H/vfZF9qqUFUOS2dywiIjLUvEmwZJp53BuEx96Bg332jinX9BkuDgXMSwWtqstIVcWsLNm5DbC1x8wpAOUTHE1OBgWhMDRHnpx6kRMRSV+LpsCCyeZxd8AMDKykV0m9Q+HorV69X8pIFRdEu5bbmVcQW4pUQcGR5WRQ0NoD/WHzWC9yIiLpy+GAM2pgTpX5eZffzDHw2bw/OVd0Geb+2jwHVBcf42SRYVhbiFps3D5klSIdV2CWI5Xh5WRQoKZlIiKZw+GAc46DmRXm5+0++F0DBPrtHVcuOGiYV3RVxWbjMpGRsoKCnoA9q3x9/bAvkkc6vcx8PZHh5WZQEHlyeF1qXiEikgkcDvjYiWbJUjCTFp9416xOJKnh7wef4QF0A01Gz+68gt1d0WqT6mJ8dDkXFBhGNGKcVKKIUUQkU+Q54IKToKbU/LzpEPx+m5knJsnXEtOfQFttZbQGVSCyISiw8gnyHDC1dOx/fybJuaDggM+8+wF6kRMRyTTOPLhoZvTOdWMX/GG72QFZkqcnAG+3RTJEMbQPW0bN4zL38sPY5xUYRjSfYHIJuLUF7qhyLihQPoGISGZzOWF5XbSR1gcH4I87zAsASYxhwF92wiOvQ0tvfuRRB//5N/NxzbGMRmxn47F8Dh3wmVXLQFuH4pF7QUFk65DLCRXqzCgikpHc+fDpWTDB3PLOtjZ4/kNdtCbqxV3w5r6hKy9hw3z8xV32jEsym5VX4O8f214jKkU6MjkXFFhNyyYVm/vLREQkM3lc8JmTowUjtrbAy43Q3QdbW13s7J/C1laX+hoMwzDMXAx/vzlfHT5zm8Xfmo/+fVuaoVfzKSNkV16BtXWoyAUTvGP3ezNV/rFPyR6H+uBQ5MVM+QQiIpmvyA2fPRl+s9XcJvB6E7zRBAYFQDVNzfBaC8ythjOnZ05xibBh9tPpD0EwbB4HQ5E/w4d9baTnRD4fzaJK2DBXZeZPTvpfWbJY5WEViE6qSP3vDIRgb+RGsEqRxienggLlE4iIZJ9xBXDxyfDoFvOi9/CLXWvrC8BZMxL/fYZh/szDL8AHfT7MhfpIzgml8TaoXjWOkxFy50O5x1yR2j9GycZ7D0a3wdWUj83vzHS5FRRE8gnyHGYjFhERyQ4u57ErEP1tH0wsAqfj6Bfm1uPDnpPAXfax4MqD/DzId0aPXc7In4c9PuhrTtjTZa4CHIvXdexzRA5XWRQNCgwj9Xfud3WYfzqAaSpFGpfcCgoiKwVVxeYLo4iIZIf32o4dFBjAszvGZDjDynMMc6HujLlAP9LFfDzn5JnlWhO50JpeBtvbjz6PeY5oZ2mRkagqNoPOYMgMDsaneI+/lU9QXQKFOXW1O3o5M02+oFmaCsymZSIikj2SsaXl8Avto95lj+NO/OEX7M40L+1R5DZzL6ytVsOZWw1e99iNSbJH7A6Nlp7UBgWdPuiKVDlSKdL45UxQYHUxBiUZi4hkm3i3tMypgpMrD7t4T8Jd9mxx5nTzzy3Ng1cM8hzRZG2R0ajwms+jsGFWIJo1MXW/S6VIRydngoLYJGOtFIiIZJfaCrMc6bG2viyeqjvdR+NwmMnYCybD1qY+9rR0MLWqnDmTCzRvkpB8J4z3QFtv6suSWkFBYf7gykdydGm+mJk8VpLxBK/2lomIZBtr68vRaOtL/IrccEpFkBn5ezmlIqh5k6SwthC19ph9MlKhP6xSpKOVE0FBMGQ+AUGlSEVEstWZ02HepKGNKfMc5uPa+iJiL6uJWciI5nkmW9NBMzAA5ROMVE7cM2/uji4pK59ARCQ7aeuLSHoblGzcbZYITrbYfAIFBSOTEysFalomIpI7tPVFJD2N95h9QiB1eQVWKdLKIvXUGKmcCAqsykPjCqC4wN6xiIiIiOQiZ150daAlBUHBob7otiStEoxc1gcFYQOaI0GBqg6JiIiI2MfKK2jvNbuDJ5NKkSYm64OC1h6zLT0on0BERETETlZegQG09ib3Z1tBgdtpdjKWkcn6oGBQPoGCAhERERHbVMYkGyczryAUht1d5nFN6dAqZHJsORMUePKhvNDesYiIiIjksvJCcDnN42TmFTR3myXoQfkEo5XVQYFhRJuWTRqnBhYiIiIidnI4ol2G9/ck7+cqnyBxWR0UdPjB328eqxSpiIiIiP2svIIOHwT6k/MzrVKkEzyqNDlaWR0UKJ9AREREJL0MyitIwmpBT8AsLAMwvTzxn5er4g4KgsEg9fX1LF26lEWLFlFfX08gEBj23JaWFq677joWLlzIkiVLuO222+jpSeIaUZysoMCVl5queSIiIiIyMlUx12TJyCuwVglA+QSJiDsoWLduHc8//zwPPvggDzzwAM899xz33nvvsOded911dHd386tf/Yqf/exnvPnmm3znO99J2qDjZTUtqy5RFrqIiIhIOigpgMJ88zgZKwVWPoErT9vFExFXUNDX18ejjz7K6tWrWbBgAYsXL2bNmjVs2LABv98/6NxDhw4xZcoUvvOd71BbW8vcuXP5h3/4B1555ZWU/AWOpLsPDvaZx3qCiIiIiKQHhyO6hSjRsqRhI1qKdGqp2TVZRieuqWtoaMDn87Fo0aKBxxYvXkxvby8NDQ2Dzi0pKWHdunVMmzYNgMbGRh5//HFOP/30JA772KyqQ6B8AhEREZF0Ym0hOtgHvuDof87+7mhRGW0dSkxcQUFLSwsul4vy8mj2RnFxMR6Ph+bm5iN+3xVXXMH5559PR0cHN9xwQ+KjHQErnyDPEc1yFxERERH7xV6bJZJXoFKkyZMfz0k+n4+CgqH1ndxu9xGTjQG++c1v8tWvfpUf/vCHfOELX+Dxxx/H7XbHPTi/34/T6Yz7/Fh7ujyAkwmFIfp8PvpG9VMyl8/nG/SnjIzmLzGav8RpDhOj+Uuc5jAxmr+jK3I4AHO5YM+BPipcQ5cL4pnDD9vN671x7jDO/l66k9gQLdMdvsX/WOIKCgoLC4e9+A8EAng8niN+X11dHQA/+tGPOPvss3nhhRf42Mc+Fvfg9uzZE/e5sfoNJx3BUwFw9bWybdveUf2cbNDY2Gj3EDKa5i8xmr/EaQ4To/lLnOYwMZq/I3MzhwBudrb68HS+f8TzjjSHQcNJa+R6r6i/lW3bRnfdKKa4goLq6moCgQBdXV2UlpYC0N3djc/no6qqatC5HR0dvPLKK1x44YU4Ii2EJ06cSFlZGR0dHSMa3NSpUykqGnkt0d0HnbDL/N2zppVSMy739g/5fD4aGxupqak5auAmw9P8JUbzlzjNYWI0f4nTHCZG83dse3bl0XgQ/M5x1NbOxHFYpchjzeEHnfmw2/ym2TXjmFoycyyGnTF6enpGdIM9rqCgrq4Or9fL5s2bWbZsGQAbN27E6/UOrAZYOjo6WLlyJVOmTOHUU83obc+ePRw4cICTTjop7oGBuUJRXDzyC/oD7dHj4yZ68LhG/COyhsfjGdUciknzlxjNX+I0h4nR/CVOc5gYzd+RTS6FxoPg68/D4S4+YifiI81hSySt1emAEyo9uEa34zxrhUKhEZ0f9/ahSy65hDvuuIPS0lIMw6C+vp4VK1ZQUFBAZ2cnAGVlZRx//PGceeaZfPvb3+a73/0uhmGwdu1azjrrLObNmzfSv8+oWEnG4z3kdEAgIiIikq4OTzY+UlAwHMOINi2bMg4FBEkQV1AAsGrVKvx+P1dffTVOp5Ply5ezcuVKAK699loA1q9fD8A999zD97//fb70pS/R39/P+eefzy233JKC4Q/VH4o2wlApUhEREZH0VBkTFOzvgRMmxP+9bb3QG8lNVinS5Ig7KHC73axdu5a1a9cO+ZoVDFjKysq48847Ex/dKLR0m40sQE3LRERERNJVYT6UFkBX38jLkqoUafJlXd83NS0TERERyQyxnY0NI/7v2xWpXVNSAOXK406K7AsKIvkEJW7ziSIiIiIi6cnKK+gLQVecZfX7+qE5srIwvYwhVYtkdLIqKAgbsC+yUqBVAhEREZH0dnheQTz2dEW3iiufIHmyKiho64Fg2DxWUCAiIiKS3iYWgXWjP968AiufIM8B03S9lzRZFRQMyidQkrGIiIhIWnM7ozkB++MICmJLkU4qAXfcJXPkWLIrKIjkExTmK+lEREREJBNYeQWtPdFtQUfS4YNDAfNYW4eSK2uCAsOIrhRMKlHSiYiIiEgmsPIKgmHzov9oVIo0dbImKOj0gy/SxEL5BCIiIiKZ4fDOxkdjBQVeF1R4UzaknJQ1QYG1dQiUTyAiIiKSKSq8ZtIwHD2vIBiCvZHrPZUiTb6sCQqsUqT5eWYmu4iIiIikP2de9K7/0VYK9h5UKdJUypqgwFopqC42n1wiIiIikhmsvIK2XgiFhz/H2jrkAKaVjsWocktWXD73BKCrzzyepHwCERERkYxi5RWEDTMwGI5VirSqGDyuMRlWTsmKoED5BCIiIiKZqzJm6/dweQVdfrOoDKjqUKpkR1AQySdwANUKCkREREQyynivmRcKwwcFsaVIlU+QGtkRFERWCiYWmZ3xRERERCRz5DmihWJaeoZ+3QoKCvOj+QeSXBkfFPT1R/eeqT+BiIiISGay8goO9JrlRy2hMOzpMo9rSqPlSyW5Mj4osEqRgvIJRERERDKVlVdgAK0xqwUtvU76IxWJasrHfFg5I+ODgqbYoEArBSIiIiIZKbaz8f6YoGDvoeje8OkqRZoymR8URPIJyj0qTyUiIiKSqUoLo7mhsU3M9kSCgolF4HXbMLAckdFBQX84+qTR1iERERGRzOVwRJOIrQpEfYaLzj4zKFAp0tTK6KCgpTva7lpbh0REREQyW1Ukr6DTD30h6AxHL/BUijS1MjooUJKxiIiISPaILTfa7nPSETaTCNxOqFYp0pTK6KDAyicockNJgb1jEREREZHEDE42zqPLMFcKppWCM6OvWtNfxk5v2IiuFEwuMfehiYiIiEjmKnZHC8ds63ARwswn0Nah1MvYoKC9FwKRxhbKJxARERHJfA5HNK+gNxi9TLW6HUvqZGxQYG0dAuUTiIiIiGQDwwB//9DH/3sr/GWn+XVJjcwNCiJbhwqcMMFr71hEREREJHEv7oLm7qGPhw14c5/5dUmNjAwKDAP2RVYKJo1TPoGIiIhIpusJwJbmo5+zpRl6A2MznlyTkUHBwT7oCZrH2jokIiIikvnea4v2nzqSsAHb2sZmPLkmI4OCQfkESjIWERERyXi9weSeJyOT0UGB0wGVykYXERERyXheV3LPk5HJzKAgkmRcXaJGFiIiIiLZoLYC8o6RJ5rngJkVYzOeXJNxl9S9Aej0m8fKJxARERHJDkVumFt99HPmVoPXPTbjyTX5dg9gpKxVAlA+gYiIiEg2OXO6+eeW5sFJx3kOMyCwvi7Jl3lBQSSfwAFUF9s6FBERERFJIocDzpoBCybD1qY+9rR0MLWqnDmTC7RCkGKZFxREVgoqisCdcaMXERERkWMpcsMpFUHy2/cys6IYr7vA7iFlvYzKKQj0Q1uPeax8AhERERGR5MiooGBfN1jby5RPICIiIiKSHJkVFMQ2LdNKgYiIiIhIUmRUUGDlE5QVqhyViIiIiEiyZExQEApDcyQo0CqBiIiIiEjyxB0UBINB6u
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