{ "cells": [ { "cell_type": "markdown", "id": "167c790b-052d-4a79-b199-94e74ebb3045", "metadata": {}, "source": [ "# Example Usage Applied to Venus Lineaments - Ganiki Planitia\n", "\n", "*Data from [Ganiki Planitia Quadrangle (V–14)](https://pubs.usgs.gov/sim/3121/)*\n", "\n", "Radial lineaments on Venus are intriguing geological features indicative of the planet's dynamic surface and internal processes. These lineaments are essentially long, linear structures that radiate outward from a central point. The presence of radial lineaments on Venus provides valuable insights into the planet's geological history and its current geodynamic behavior. They can indicate the locations of past volcanic activity, the movement of tectonic plates (if applicable, given Venus's thick lithosphere and unique tectonic regime), or the impact of asteroids and comets. These features are also important for understanding the crustal stress patterns and may help to map out the subsurface structures of the planet.\n", "\n", "1. Load in a shape file with multiple features.\n", "2. Find the lines you want.\n", "3. Perform the [Hough Transform](https://en.wikipedia.org/wiki/Hough_transform)\n", "4. Visualize the Results\n", "5. Radial Feature extraction\n", "6. Save features\n", "\n", "![Venus Ganiki Map](venusMap.png)\n", "\n", "*Grosfils, E. B., Long, S. M., Venechuk, E. M., Hurwitz, D. M., Richards, J. W., Kastl, B., ... & Hardin, J. S. (2011). Geologic map of the ganiki planitia quadrangle (v–14), venus.*" ] }, { "cell_type": "code", "execution_count": 43, "id": "003754b5-bbbe-4b41-9215-75199b76b43d", "metadata": {}, "outputs": [], "source": [ "#Let's begin by loading the module\n", "import linkinglines as ll\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 44, "id": "d2aa7c5e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "22 dropped for not being straight\n", "0 dropped for not being straight\n" ] } ], "source": [ "\n", "# Load the example dataset \n", "dikeset=ll.readFile('../data/exampleGanikiSegments.shp', preprocess=True)\n", "\n", "\n" ] }, { "cell_type": "markdown", "id": "aabee921-26ae-45b2-96cb-01d4ef54d7af", "metadata": {}, "source": [ "The next step is to perform the Hough Transform\n", "\n", "Besides the data the input in the hough transform code is the center (xc,yc)\n", "which is assumed to be the mean of the X and Y coordinates. It can be set arbitrarily. You may wish to set this to investigate structures in your dataset. But most people will use the default settings.\n" ] }, { "cell_type": "code", "execution_count": 45, "id": "b5b83bb8-0b39-4c7b-9303-56debe7936b4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-85099.97178645834 -5451850.508986442\n", "Index(['WKT', 'v14_gt_LWM', 'Type', 'Shape_Leng', 'geometry', 'Xstart',\n", " 'Ystart', 'Xend', 'Yend', 'seg_length', 'HashID', 'Xmid', 'Ymid',\n", " 'theta', 'rho', 'xc', 'yc', 'PerpOffsetDist', 'PerpIntX', 'PerpIntY',\n", " 'Date Changed'],\n", " dtype='object')\n" ] } ], "source": [ "\n", "dikeset, xc, yc=ll.HoughTransform(dikeset)\n", "print(xc,yc) \n", "\n", "print(dikeset.columns)" ] }, { "cell_type": "markdown", "id": "82258a48-d0d8-456f-98e2-91527c11e56e", "metadata": {}, "source": [ "Visualize the hough transform data." ] }, { "cell_type": "code", "execution_count": 46, "id": "c014b968-ab31-4988-97b2-d653e2d6b8d6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, [ax_main, ax_xDist, ax_yDist]=ll.plotScatterHist(dikeset, \"theta\", \n", " \"rho\", hue='Ymid', palette=\"icefire\")" ] }, { "cell_type": "markdown", "id": "96d2e0e6-475d-40b4-8b1d-fd4cd9ec064c", "metadata": {}, "source": [ "Now we will apply the radial feature extraction. The 'tol' feature is the radius of the area of intersection and this is set to 15km. Then save the features." ] }, { "cell_type": "code", "execution_count": 47, "id": "37771076-4383-4d2c-ba7e-c16dcc0d73cb", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CenterStd ErrorRSqSpacingExpandingRAngleRangenDikesgeometry
0[-80280.397841859, -5493100.957091977][5533.63948925587, 9042.67306613744]0.171472(8.193225176241935, 2.839983294061625, 0.02250...[0.0, 0.020833333333333332, 0.03125, 0.6666666...332.67188342POINT (-80280.397841859 -5493100.957091977)
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" ], "text/plain": [ " Center \\\n", "0 [-80280.397841859, -5493100.957091977] \n", "\n", " Std Error RSq \\\n", "0 [5533.63948925587, 9042.67306613744] 0.171472 \n", "\n", " Spacing \\\n", "0 (8.193225176241935, 2.839983294061625, 0.02250... \n", "\n", " ExpandingR AngleRange nDikes \\\n", "0 [0.0, 0.020833333333333332, 0.03125, 0.6666666... 332.671883 42 \n", "\n", " geometry \n", "0 POINT (-80280.397841859 -5493100.957091977) " ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rad=ll.RadialFit(dikeset)\n", "\n", "close, rad=ll.NearCenters(dikeset, rad, tol=15000)\n", "ll.writeCenterWKT(rad, 'VenusGanikiRadialFitsCenters.csv')\n" ] }, { "cell_type": "code", "execution_count": 48, "id": "f8ee862a-8297-4647-bede-ea5db7c4d872", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "km scale label\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/akh/myprojects/Dikes_Linking_Project/linkinglines/src/linkinglines/PlotUtils.py:1428: UserWarning: The figure layout has changed to tight\n", " plt.tight_layout()\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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N1q1b+frXv86DDz44pmuCIAgzldjDJwij8LQ0AaBPFjN8c9Hy5cuHfK2jo4Py8nKeffZZIJAU/uxnP6Ourg6z2TzitYyMjGHvsWHDhhHvb7VaSUpKCsJ3IgiCMDqR8AnCKNznWrKIJd3Lh9VqJS4uDo0m8PIoSRJJSUk0NzcTHh4+4rWREj5hcvx+P2fPnqW2thafz0dMTAzz5s3DbDaHOjRhCokaueATCZ8wJTpraui12chYsybUoUyKx9qIymBAY4kOdSjCLLV9+/YRr402+yeA3W5n8+a3OFPdiqSKQK3W4nafYteuA9x44zUUFRWFOkRhCkgEL+ETeeMFIuETpsTBP/ye/u6eWZ/wuW0N6JNES5bLSVJSEm1tbfh8PjQaDYqiYLVaSU5Oxmw2j3hNCC5ZlnnzzXc5VdVDcckGwsMtAPj9Pk6dPMobb35AREQEqalif60gjIUo2hCCTlEUrKWlxM+bF+pQJs1tbUSXkHLpBwpzRkxMDPPnz+fNN98EYOvWrSQkJJCRkTHqNSG46urqOFNtpah4zUCyB6BWayiav5x+t5GjR4+FLD5haklB+j/hApHwCUHXa7PR19ZO0qKFoQ5l0jy2RnGk2hz26KOPctVVV2Gz2fjqV7/KddddB8BPfvITXnrpJTZu3MgzzzzDL3/5y4HnjHZNCJ76+nr8ipHIyOG3UyQmZnLyVC2yLE9zZMJ0kKTg/BEuEEu6QtC1lJUCkFi8IMSRTI7s8eBtt6ETCd+c9dOf/nTYr2dnZ/PSSy+N+5oQPLIso1ZpR7yu0WhRFAVZllGpxNyFIFyK+C0Rgs5aWoolPY2wqKhQhzIpnjYriqyIHnyCEAKxsbF4vT243a5hr7e1NpGcFDtQMS3MMVKQ/ggDxG+KEHS20jISF8zu2T0InKELiBk+QQiB/Px8EuP3cPLEIRYsXDNoFq+1tQm3q4VFi64LYYSCAE899RQvvPACCQkJAOTm5vLEE08MeZzb7eY73/kO1dXV6PV6YmJi+PGPfzyt+39FwicElcfppL3qNPPvuCPUoUya29aISqdFGxUb6lAE4bKj1+vZtGkjr772Lgf2vUtsfAY6rZ72dht+bztrVheJtixzVTD3303DLN+mTZt4+OGHL/m4e+65h6uuugpJknj++ed55JFH+Mtf/jL1AZ4jEj4hKBo++ZiUVatprahAkRWSFs6Bgg1rA7qEVCSxP0gQQiIzM5MvffFujh8/zokTZ+h3+CjITWDhwhvIz88Xe/fmsGAWXFit1lF7Xo7WKzNY9Ho969atG/jvhQsXDpzYM11EwidMWk9dLTt+8F1u/sNz2MrK0JtNWDIzQx3WpLltjeiSxP49QQil2NhYNmzYIJpUCzPWli1b2L9/PxaLhQceeIBVq1Zd8jn/8z//w/r166chugtEwidMmr2hHgBjbBy20lISF5TMiU/eHmsDESuvDnUYgiAIl51grsQmJSVNeBbvnnvuoba2dthrmzdv5t577+X+++9Hq9Vy+PBhvvnNb/LKK6+QkjJy/9bf/e531NfX89xzz00opokSCZ8wab1NTai0OvRRUdjKy1j4uftCHdKkKT4fntZm0YNPEAQhBGZKD73xtGBaunQpRUVFlJeXj5jw/fGPf+T999/nueeeIywsLFhhjklQp2GeeuopVq1axW233cZtt93Gd7/73REf+/Of/5z169dTUFBAZWVlMMMQpllvUxPhKSn01Nfj7nWQVFIS6pAm7XxLFl2iOGVDEIJFlmU6Ozvp6uoSDZOFOcFmsw38vba2lsrKSvLz84d97J/+9Cfeeecd/vSnPxERETFdIQ4I+gzfWKtVNm7cyNe+9jXuu2/2zwZd7nqbmwhPTsFaWoqkkoifPz/UIU2a+1xLFn2imOEThMmSZZkjR45QVn6Ivv5WAMJNSSwsWc7ChQvFWdXCULPk38RvfvMbKioqUKvVqNVqHn30UbKysoBAMciOHTt47LHHsNls/OpXvyItLY0vfvGLAOh0Ol5++eVpizVkS7rLly8f1+NH27BrtVpJSkqabEjCBPU2NZKycjW2slJic/PQGY2hDmnSPLYmJK0GbWxCqEMRhFlNURTef38LVXWfkJ1vJiMrBUVWqK2xsWvfK3R0tLNhw7WhDlOYQSSCl+9Nddr4+OOPj3jt4mKjxMRETp06NcXRjC7oCd9EqlWE2UuRZRxWK+bkZKpefoW0lStDHVJQuG0N6BJSREsWQZikmpoaTp/dx5UbMkhNjxv4emJyNAnJNvbv3E1+fgFpaWI2XRCm0rgSvqmoVhmr0SpsRLl+6Djb25G9HvQRkXTXN7D8a18LdUhB4bE2iiPVBCEITlRWEJMgD0r2zsvKTqSitJHKyhMi4RMGmSUrurPKuBK+YFerCLNfb1MjAE67HYDEktnfcBkCM3wRS9aEOgxBmPW6u1tJyBx5g3pcvJnujvZpjEgQLk9BXa8aT7WKMDecT/jsVhumuFjCExNDHNHkKbKMp6UJXYKY4ROEyTIYTPT19Y94va/PjV4/+/f9CsEmBemPcF5Q9/CNtVoF4NFHH+Wjjz6ivb2dr371q5hMJrZt2xbMcIRp4GhuwhgXR+uJEyQuWDAnqu28bTYUnx+9OGVDECYtL3ceH+8vpW+ZC5PJMOiavaePliYP115VEKLohJlqDryVzDhBTfjGWq0C8NOf/jSYtxZCpLepCVNSMg3lFax64F9CHU5QuFsCs5Y60XRZECatsLCQ0rJctm8pY8XqHBKTo1EUBWtTJ/v3VBMbWUReXl6owxSEOU+ctCFMSm9zE6owEz6Pl8QFC0IdTlC4mxuQ1Cp0caLVjyBMlsFg4LZb72Lr++/w0dYqNPpqFEVB9hhJSljCxutvQqvVhjpMYaYRM3xBJxI+YVJ6m5owZmSh0WmJLZgbyzKe8y1Z1OpQhyIIs1pnZydnz57F6/VSsmAJYWFX0NHRAUBycjKJk9zzK8sydXV1nDhRSXe3nfBwE4WFBeTk5KAWv7+zlxTEJV2ROA4QCZ8wYZ6+Ptw93dDVTXzRfNRz5FO629qATrRkEYQJ8/l87Nj+ATWlB9C5etCrJRx+Fbq4NNZdfzPZ2dlBucd7723h8KFKZNmIyRhBv6uJgwcrWbAgm9tu24Rerw/CdyMIc4NI+IQJczQ3oSgKdpuNBWuvDHU4QeOxNWFesCzUYQjCrLX9g200HtzOutwEclIyUKlUOJwuDpyoYdvrL7Hpc18iOTl5UvfYv38/+/ZWkpe7jJiYCyfi2O1dHDu6l/DwD7nxxhsm+60IoSJm5oJOHCMgTFhvUyN+rxePw0HiwpJQhxMUgZYsjehFwYYgTEhHRwdnSw9yRV4ieWmJqM6dVmM2Grhm6TxivR0cOXRoUvfweDwcOnScuNisQckeQEREFGlp8zh+/CT2c/1BhdlHkqSg/BEuEAmfMGG9TY34/AqSWk3igrmR8Hk725A9XrGkKwgTdPbsWfTuHrKTh56sIUkS89LjaTxdjtvtnvA9Wltb6ezsIykpfdjrSYlp2O0urFbrhO8hCHONSPiECettbkZRq7GkpxNmsYQ6nKDwWBsAxAyfIEyQx+MhTKMamNn7NKNBD7IPr9c74XsoigIKw+7s93i9NDY20tjQxOHDh2lubp7wfYTQkaTg/BEuEHv4hAnrbWrE6/aQWDI3ZvcA3LZGJJWEVrRkEYQJsVgslPvA6XIHkrtPsXZ0ozdHERYWNuF7xMXFYbEYabE1kJVVOPB1m81GeflJmq1Wenp7OHLMypnqv1M8P5ObbroBg8EwyqiCMLeJGT5hwux1dbj7+ubMci4EZvi0sYmo5kjFsSBMt9zcXNRRKRyqPBuYibuIva+fSqud/IVLJ9U2xWAwsHjJfGyt1XR3B9q8dHZ2cvTYCfpcatQaWLXmGq5e/1nSM1dz6Eg9W7e+P6nvS5hOQZrek8TxahcTM3zChMh+Px21tUgaLUlzbIZPLOcKwqV1dnbS0NCA3+8nPj6elJQUJElCp9Nx5fU3seONl7DvLaUwPRGjQUdzexeV1h5MOYtZunTppO+/Zs0aOjq6OHp0DzptFE2NLTQ2dRIZZSY1I4GShWsAiI1LQlaWU1Z+gFWrWkhISLjEyMKMIPK0oBMJ3wwme9zU/fuDpD7wMNro2FCHM0ifzYbb0YchKgZLZmaowwkaj60RY+HcSWAFIdhcLhfbt2+jtr4USe1ApQafR09MVA7XXXsjsbGx5OfnE3bvlzl8cD8f1ZwEvwOd2UL+NRtYtmxZUJZWdTodt99+K/PnV3HsWCll5btJTc+hZNFqUlKz0WguzNLHxSVTXaWmtrZWJHzCZUskfDOY3O/EfmQPzqpyIldeHepwBultbsLd30/OupIRN2fPNoqi4LY2EHX1zaEORRBmJFmWefe9t2ntPMTqdRmkZxSiUqlobenmwN5K3nzLwd2f/QJms5m0tDTS0tJwOp14vV5MJhMaTXDfctRqNYWFhaSlpVFTayMpZQVxcUP7+0mShEajxefzBfX+wtQRBRfBNzfeqecodXgkklqFt6sj1KEMYW+ox+3sJ23VqlCHEjS+rnZktxtdkmjJIgjDqa+vp8lWyrr1+WRmXeixF59g4bobF+GR6ykrKxv0HKPRSGRkZNCTvYuFhYURHWWmo334Niz9/X34/U6io6OnLAYhuEQfvuATCd8MJqlUaCwx+LpnXsLXUlaGpFKTtHBRqEMJGvf5liyJYg+fIAynurqaSIuPhMSoIdf0ei1ZuZGcOl067XGpVCqWLC6mu7OOnp7OQddkWebUySMkJ5rJzc2d9tgEYaYQS7oznDYqFl9Xe6jDGMJWVoZaryN+/vxQhxI0HlsTSBK6hJRQhyIIM5LL1Y8pfOQKdrPJgMfjnMaILli8eDF19Y0cL92JyZyIz+ejvq4Km7WeyEg1/3DfnUOqhoUZKpjFtWKSb4BI+GY4TVQM3hmY8HXW1BCelITOaAx1KEHjtjWgi41HpdOFOhRBmJEiIy00VbmRZXnYvbttbXYiIrJDEBlotVpuv20T6WlHeO65F6ipbsNgiCYjNZ+ISBOffFxGe3snd955OyaTKSQxCuMglmODTiR8M5w2Kpb+6pOhDmMQRVHQKl7S120IdShB5bE2oBPLuYIwosLCQo6X7eRUZQPz5mcMutbe1kNjnZt1VywMUXSBpM/tdmOxpHLv5+4g2hI3kJg6nQ6Ol33CBx98wG233RayGAUhVETCN8NpLDNvhs9jt5PqbyNljn1IdlsbMeYVhToMQZixYmNjWbzwGg4f3EJHRy85uclotWoa6ts4daKT5ISlzJs3L2Txud1uDh8uIyE+h9jowe1XjEYzWRnzqag4wZVXdooCjhlMIngTfGKe8AKR8M1w2qhYfN0dKLKMNEPanyiyjF7yE5FbeOkHzxKKouCxNWC58vpQhyIIM9qaNWuIiIjg2LEDfFjTBMgYdFEsKt7E8uXLp7Qa91La29vp7nYyryAVn89LU1Mt9Q019DkcGE0mUlMz6e7up6WlRSR8wmVHJHwznCYqBkVW8Nm70VpmxguUyusiOieXyOJFoQ4laHw9Xfj7+9EnipYsgnApxcXFzJ8/n66uLmRZxmKxhDTRO0+SJCQk3G4Xh498QmODDYMuCoMhkvYWBw11u+n3WHG7bwp1qMKliD18QRf631BhVNqowAkbvq72GZPwuZvrANCnZFzikbOHx9YIgE4cqyYIYyJJ0oybJYuLiyMmxsyevdvo6fKSlbkMY1j4wHVbSz1V1Vaqq6tZtGhR6AIVLkmaGQtac4r4kc5wmnMJ33Tv41MUBUWWh73mbqpDpdOii0ua1D1a/vwb+qtPTGqMYHHbAj34pqsly0g/W0EQJk6r1TK/OJ+a6kpMxphByV5/fx9Op52iwoVUVdXT29sbwkgFYfqJhG+G00QGPkH7pvm0jY7/eYK2Pzw27DVXUx26xLRJ7SmUvR663nsRT331hMcIJo+1EW10LGpD2JTfy1l+gPr/dZvoCSYIUyA9PZ24+Bhk2Utt3Ums1jrq60/T0lpNWloMq1avpbenn9bW1lCHKoxGkoLzRxgglnRnOJVWiyY8Yvpn+HxePA3DJ2Pu5nr0yemTGt/X0QKAJnZmHGTuttajn6bl3J73/oY6Kk4c+yOMmcvlorW1FUmSiIuLw2AwhDqkGUuj0ZCdnUVq0gI6O3twOvvR600kJiYQFxeL1+sRx27NdKLx8pQQCd8soAnBaRtqSyz+nj3DXnM31RJ19c2TGt/bFjjzUjvJZeFg8diaMGRM/bFL3rZmnGX7iPvKQ1N+L2H283q97Nmzh0Ony+n09SMBURojKwoXsHr16hlRKDHTJCYmEhVlxu3po7h4aJslq60BS7SJxMTEEEQnCKEjlnRnAW1ULN5pPk9XY4nBf64dzMX8/U68HW0YUidXsOFrPzfDFxP6GT5FUaZthq9351uo9GGYV1035fcSZjdZlnnz3Xd4p+oQ/kVp5H92PXmfXY9/YQpvnTrA2++9iyz2gg5hMBhYtrwEW0sNHR2Dl207u9qwttSwdOkCjHPolKC56Pws7GT/CBeIj4ezgCYqJnDO6zRSW2JRFBl/b/fAPkIILOcC6JMnl/B5261oLLGotBM7xqzruV+iy12Aae0tk4oDwO+w4+/rQ5c0tS1ZFJ+P3p1vYb7iBlTTsFdQmN3OnDnD4eYz5N68BktC7MDXMxfOIzI+hoPv7WPB2bPk5OSEMMqZ6YorrqC7u4cjh49Rc1aPMcyM09WHSuVi5cpC1q5dG+oQhUsRuVrQiYRvFtBaYuirPD6t91RbYgDwd7d/KuE715JlsglfqxVt3MSXVFwnD6MyR04qhvPc1kCFrn6Kj1VzHvsEX3c7EdfcPqX3EeaG8pMnkJIjByV750UlxVOfGMGJk5UzLuHzeDz4/X4MBkPIZlg0Gg2bNt3CwoUlVFaepNfeS3hEKoWFBWRkZAx7DrAgzHUi4ZsFzu/hUxRl2l5ANZbAm4y/uwMuyu3czfVoLFGoTeZJje9tt6KNnfj+PcXlRDIEZ0nGcy7h001x02X7h2+gzy5Cn5E/pfcR5oZuhwNjmmXE62HRkXTZ7NMX0CXU1tZy9NhhGlrOoOAnypxEyfzFlJSUhCTBUqlUZGZmkpmZOe33FoJAJab4gk18zJkFtFExyB4PsrNv2u6pPt8OpntwsYi7qRZDSuakx/e2t0xqhk8OYsLntjUGktiwqdvTc75YI2L9HVN2D2FuiTCa6O8ZuVdcf08v4WEz40Dr0tJSNm99ng7VcYrWmVl0XSya5CZ2HHiF97aIvYaCMBOIhG8WCEXzZUmjRR1uCczwXcTdVDfpEzYUWcbX0YJmgjN8it8PXg+qYM3w2RqnfDm396M3URmMmFdeO6X3EeaOovwC/I2dODq7h1zr7ehCbuqiqCD051nb7XY+2vseaSU6rrllCVn5KaRmxrNyXTErb8ziZON+Tp48GeowhVlGtOELPpHwzQIDx6tNc6WuOjIG/0UzfIosn+vBN8kK3a42FNk/4Rk+xRWY6QzmDN9UFmwoPh/2nW9hXiOKNYSxy8/PpyQmncotu2muOovf58Pv89F0qpqTW3azKD5rRuzfO3nyJH5dN8VLh8aSmBJDXIaWsopj0x+YMLuJjC/oxB6+WSBUx6upLTGDlnS9nW3Ibvekmy5Ptgef7O4HQKUPTvLksTYQseSKoIw1HOexT/D3dBBxzW1Tdg9h7tFoNNyx6VYiP/qQY5+c5NjHgcKtSEnP+qwirll39Yzow9fR0YElUYdGox72enxKFNV11mmOShCETwv9q4VwSeowIyqDYdqPV9NYYvDaGgf+291UC4A+NXNS43rbbABoYyY4w9d/foZv8vuX/I5efPYe9FM4w2ffsRlDznxRrCGMm8Fg4KYbbmSt/QpstsDvTWJiIhERESGO7AKdToenxz/idXe/B61mYu2XhMuYmJwLOrGkO0too2Knf4YvMnbQkq67qR5Jq0EXnzypcX3tVtSmCFQTLJI4P8MXjCVdt21qK3S9bc04y/cTLlqxCJMQERFBfn4++fn5MyrZA8jMzMTRJtHVMbRi2O/3U3+6g/zsBSGITJi1grWcK5Z1BxEJ3ywRiuPVNJYYfD0dKIoCBGb49IlpSJNssTDZCl3F5QSYcMJ4Mc+5GcypKtoQxRrCXJeVlUVKVCF7tp6gzdY18PU+Rz+7t5Wh6Y+jpKQkhBEKggBiSXfW0EbF4J3mJV21JRbF60F2OlCbws8VbExu/x4EowffuSVdfRBm+KyNaCIiUZvDJz3Wp50v1gi/4kZRrCHMWSqViltuuo33tqjZ89ZJdOFVaLQqHB0ykfpUNt1wK9HR0ZceSBAuJqajgk4kfLOEJioWV33NtN7z4tM21KZwXE21RK27cdLj+tpsGBeumvDzZde5oo0gLenqpugM3b6jH+Pv6SBcFGsIc5zZbOauz9xDU1MT9fX1+P1+4hbEkZubOy2FJTabjWPHjnO6pgFZVshKS6SkpJisrKwpv7cwNcQ5uMEX1N/Ep556ihdeeIGEhAQAcnNzeeKJJ4Y8zu12853vfIfq6mr0ej0xMTH8+Mc/JiNjcu0+5jKtJWba9/BdfNqGPyYRb3vrpGf4FEU5N8M3iSXd/j5QqUGjnVQsAB5rI/op2r/Xu2Mzhtxi9Ol5UzK+IMwUVquVjo4O1Go1JSUlmM2TO4lnPCorK3njvZ04/RbikheiU6s5WlNL6amtXHvlQlavXj1tsQjCTBb0j16bNm3i4YcfvuTj7rnnHq666iokSeL555/nkUce4S9/+Uuww5kzNFEx+B29yB4PKt30VLypLef7/7XD+fNmJ9mDz9/bjexxTyrhkz39SGHGoHwCdNsaMC9cMelxPu18sUbc1y79uyAIoeTz+Whubsbr9WKxWIiJiRnzczs6Oti+fSvtbWdQ0Y+910FLaz+6MAvz588nN3seRUVFU1Zo0tPTwztbd6GJnMfKktUDrwmZuQuoq65g+yf7SElJIT198ltRhGkmJviCLiRLunq9nnXr1g3898KFC3n22WdHfc6GDRtGvGa1WklKmviesNlgoPlyVzu6hMlVyY6VyhCGymDE392OXwlsqJjsKRsXevBNZobPGZTlXH+/E19315TM8Nk/fANVmBnzquuCPrYgBIOiKBw7doyDx3Zj97SiIKMhjIz4fK5et+GS++7sdjtvvvl3DJpGrl+fQ7+rmzNnW7HEtHO2vp6qhja6+09RWr6fm2+8i5SUlKB/DydOnKC7X8fK1SuHfADMyJmPrbGK0tJykfAJAlOwLXLLli3ceuutfPGLX2Tfvn1jes7//M//sH79+mCHMqeEtvlyB572FrRR0WjMk/uk7jvXg2+ix6pBoEo3GAUb5yt0g72HT/H56N35FuFX3IBKbwjq2IIQLPv372f7gdeJKOjnmnvnc+M/LmXhxkSafMd59Y0X6e7uHvX5paWlKL56Nl6/CK1WprbhBJl5RjbduYjb7yjEHOZjzTU5mOLa2bJ1Mx6PJ+jfg9XWismSglo9fNPnmIQMGpvbgn5fYRqIlixBN64ZvnvuuYfa2tphr23evJl7772X+++/H61Wy+HDh/nmN7/JK6+8Muonu9/97nfU19fz3HPPjXrv7du3j3httNm/ueLiGb7ppLEEevFF3/R5zPOXTHo8b7sVld6AOjxywmPIbmdQWrKc78GnD3LC13f0Y/z2TsLX3x7UcYXpt379erRaLQZDIHH/xje+wU033URtbS0PPvggXV1dmM1mfvWrX5GXN3v2ajocDg6U7iJ3eTQxyeGcrjlFl6MXtUpFamEMpw9Vc/jw4VFfW0+dPEp+bgx6vZbKkw0YI/wkJgdmBdPSLZiNLdTXtrB6XRFvvVTG6dOnKS4uDur3oVGr8fm8I173+32o1aLcc1YSuVrQjSvhe+mll8b82KVLl1JUVER5efmICd8f//hH3n//fZ577jnCwkTbitGozRFIalUIWrPE4O/uQBsVgzZq7Ht7RuJts6GNS57U/julP0gzfNZG1CYz6knOWn5aoFhjAfq03KCOK4TGk08+ybx58wZ97dFHH+Xuu+/mzjvvZMuWLTz44IO8+uqrIYpw/KqqqvCoe/BrzOw9WYMcYSIsJQqX18eJNisOOtl/dCdXXXUVWu3Q4ihZlvF4+wkPNwEK3T1tJGdfKNSQJIlwswa3y4vRqCc6XoXNZgt6wpeZmc7+sr24Xf3oP9X6SJZlOqzVLF0jigEFAYK8h89ms5GYGNibVVtbS2VlJfn5wx8n9ac//Yl33nmHP/3pTzOuc/xMJKlUgUbI3dOc8EXG4q49HbTxAhW6CZMaQ3Y7g3PKhrUBfVJaUMv/va1NOMv3E//1R4I2pjCzdHR0UF5ePrDveOPGjfzsZz+jrq5u2E4DM3H/sdPpxOnt5kyng/D8DMJjogauKekpVDqOUL6/AofDQVRU1JDnq1QqTKYo2tvbycs9t6dYuXBdlhW6ur1kpwSSMEUZMkRQFBQUkL7/KMcPbKNk+QYMYYHjFr1eDxVHPyHa2B/0JFOYBhKgCtLrspgpHBDUhO83v/kNFRUVqNVq1Go1jz766EAfpO3bt7Njxw4ee+wxbDYbv/rVr0hLS+OLX/wiEDiP8eWXXw5mOHNOKI5X01hi8PcEL8n0tbdgyJvcC7DS34c6Yuib0Hh5bI3oEoO7kdz+0ZuowsyYxMkac8b3v/99ABYsWMD3vvc9rFYrcXFxA/3lJEkiKSmJ5ubmWdNaymg0Ul/bQvby3EHJHoCkkjBERtHtbaKhoWHYhA9g3rxFHD30GvOL+om2JNDRdpb4pCgkJE6dbMXl0ZOTn0yfo5+uVpllhcEvNtPr9dxx2428/sZ7HNn1ElpzIpKkxuOwEhcBt266TjR9nq1EohZ0QU34Hn/88RGvbdiwYeCTbmJiIqdOnQrmrS8LmqgYfCE4bUPu70N2u4JSgCB73OjTsic1huLuRzKYJh2L29qAad6iSY9znijWmHuef/55kpOT8Xq9PPnkk/zgBz/g29/+9rjGmIn7jzMzM+lq99Pb7h5yzefx0VLVTURKFp2dnSOOUVJSQnX1Kd569yhGg5OW9iaq65ro71ewtahYumYVhjAdu7aVER6WPmV7HOPj4/nHL32OqqoqGhoaUBSFhISlFBYWYjROfiVAEOYKcdLGLKKNisVZdWJa76keaL7cjiph8u1L0n/yDGrj5Jqyyq7Jt2Xxu/rxdrajSw5ewUbfkV2iWGOOSU4OzEpptVq+9KUvsXHjRpKSkmhra8Pn86HRaFAUBavVOvDY2SA8PJyE6CyqD3SgNZwhZV4yujAdXc3dnD3SgN8VT3y6GdUo52br9XpuuOEW/uOJ05w4W4+CCXd/J7JaIT7VjOp4JTUne4iNKGTTzXcOuxcwWHQ6HfPnz2f+/PlTdg9hms2SCtuxHjgB8JWvfIW2trZzWyJMPPLIIxQVFU1brCLhm0U0UbH4ujuQeztRum2o04b+Q1E8LpS+blRRE+9zN+ie545X83W3ow1CwqeJsEx6jEBblskV+XhamgDQJwYv4bN/KIo15hKn04nP5xvYY/zOO+9QVFRETEwM8+fP58033+TOO+9k69atJCQkzJrlXACNRsO1V1zFm6eP0HJKQ2N5FSADeiJj55G1upD2T46Rljb670dpaSn+6CxuvekbKIqCs7eHzjYbvV1NnDlZTlFiJJ/7+pcwGo34fD5qamqor69HlmViY2MHzcL5/X6AEVusDMfv99Pd3Y0kSVgsllETVGGWmR35HjD2AyeefPLJgdeTbdu28eCDD/Lmm29OdXgDRMI3i0RddQNaSwy+sh14PvwLpodeR/rUC5z36DZcHzxH+A9fCUoxwsAMX8/ISzsXkzutoDeiMk287col7+HuRxU2uSVdz7mTQ3RBarrsbWmkv/wA8f/0/wVlPCH0Ojo6+Nd//deBRCQ1NXVg28pPfvITHnroIZ5++mlMJhO//OUvQxnqhCxdtJjy5jrk3BQsSXEosowxMgK1VsPJbbsptoyexHo8Ho5UVBGfs4io+EDhSXRCMqm5gYrm4pVt1HzyOu3t7URERPDWO6/T3ltNZLyCRqui8oiP/YfjKMhZRI+9i8aWakAhKTaThSVLRl0ClmWZw4cPc+L4IVzdLQCERSdSvGgFixYtEomfMIjVah11+8Ro2y6C6eIC1d7e3mk/L1gkfLOIPikNfVIavqqD4OpF6bIixQwuOpCMESi9nSj9diTj5JMulSkcSaPD19aE3N2KZLYgaUY+2s31+q9RxWVguPVbk773cBSfD7yeSc/wuW2NqMPC0EROvvgDLirWWDH3e0JeLtLS0ti8efOw17Kzs8fVpmomysjI4PYrruHtPR/ReLYJXWI0PpcbqaWbooh47rjpllETp56eHnpcXrJG6GMZGROHV2WgpaWFnR9vx6k+zfV3zSfSEviw5vF4eelPO3j2pW2svmY+RWszQJJoqDnB29srWdl2PWvWrBkyrizLbN3yHo1lHzM/xUz2smQUBc7U2zi07WU6Ozu49lpxws2sN0uWdCFw4MT+/fuxWCw88MADrFq1asTHfv/732f//v0APPPMM9MVIiASvllJnRxodeNvPo3qUwnf+f+W2xtRpU8+4ZMkCZXixvXe06hPbUe35Hr0V9838hM0WpSe1knfdySK2xmIa5J7+AIVusFpyaL4vPTuepvwtTeKYg1hVikpKSE9PZ3KykraOtrRGDVkr19Lbm7uQBXySDQaDSpJwusZWvgBgeVWRfZhtVpp7z3Dxs/OJyLywsy8vbsPn+Sg4AoN2cVR5BQGZttzClKoOtHAwd3bSU9PJzV18Cx8TU0N9eV7uWlJBqmJF3qDJsZaSG5s4YNjn1BQUHjJ5Wjh8pGUlDThWbxgHzjx7//+7wC8/vrr/PrXv+b3v//9hOKaCJHwTSNFUYKSYEimSKTIBOSm07DgmkHXVDGBjeNyexOkB2cDszo6Ab+tEqmwGH/jyUvEZkFpbwzKfYcj9/cBTLpow21tRJ8UnOXcviOBkzUiRLGGMAtZLBZWr149oeelx0ZQV3OSmGHaG9nqqwlX+/H7/VgSGJTsAZw+0YAuwkvx6jTammzM48Ke5LyiNGpOtlBeXjYk4ausKCfZJA9K9s7LTk0g5nQjlZUnRMI3282QCb5gHzhx3h133MGPfvQjurq6Rmx9FGxio8N02vkzlJPB2aCpSs5Hbh7aEFnSG5HCo5E7m4NyH4CIGz+PLjoSSaXCb60ZPS5zFEpfT9Du/WkXZvgmuYfP1hC0M3TtO17HkLsAXWpOUMYThNlAkiRWLluM0l5NdfkR/D7fwLXWpjoaSnezpDALo9GIRje0EKOzo5v4VCNqjRrl3D7JiyWkRtLWaR3ydXtXGwnRI1f6J1hM2Ke5X6kwBWbJWbo2m23g76MdOGG322lpaRn47w8++ACLxYLFYpnyGM8TM3zTKbYAyv6KklCCFJU5qaHUKfl4Pn5p2FlDdUwKchBn2SKvuxtX4158Xe3Inc0o7pGPNpOMkch93UG796fJrn5gcjN8sseDp701KBW6is9L/4lDxP/To5MeSxAupvj9KLKMpFYPKc6aKQoLC7mlr49tuw9xqKYMbXgMvn4HBl8vV+SnsmH9NZSWlnLymBePx4tOp8Xl8lB7xkrtGRvqtm4UlQdLeNaQsT1uLxr10FYu+jAzvb0NI8bk6HejixT994TpMdYDJ3p7e/n2t7+N2+1GkiSio6N5+umnp7VwQyR802nendB0EA78F8q1v0Aa5sVsrFRJeeB2oHQ2DyncUMWm4rednWy0g8fMWQrbnwNFxt9SiyZ9+N5BkskCrj4Un2fU4o6JUlznZ/gmXrThaWkCRQnKKRuSRkvaL15AmzL0DUsQxsLbY6f0+z/E22vHZ+/F73IFZrwuOo9MpdOhMhhQGwxoLZEk3XQD8ddcDYDs9eJqaSUsKRFpHC1NgmXp0qXk5eVx6tQp7HY7en00OTk5A0fGFRYWcuBIHIf3nSYqyszO/Wdo80l06CzUl7ZRXt3MDVckIC+UB4pEPB4vzTW9rCkuGHK/3IJ5HNp6jD6nC5Nx8J7Znl4nDT1+1l419HnCLCIRvCXdKc6nxnrgREpKCq+88srUBnMJM/Nj4xwlqbWw4l/A3gCVr09qLHXKhcKNT1NFJyN3NE1q/CH3y1kGyOD1II+STEpmC8CULevKrsAevpFmGMfCbQvMDuiDsKSryD60vWUg+y79YEEYhuz10nvqFK5mKz6HI1CJ/qnDZ2WPB5/djru1FcfpKnyOvoFrfbV1HP2Xb3H4Gw8Meo6nswtFlqfle4iIiGD58uVs2LCBtWvXDjof2GQysWHdLVTs7uH//H4ntaZoLFcsIWbFAsKKl+HKWsiB+n4O7Q6cvtTn6OeTraWYpNRhm9IWFhYSlljA27vLaGoJtItSFIV6azvv7KkgIrVoyk71EKaRFKQ/wgAxwzfNpKgslHl3QuVrKCnLkaImNjMkmSxIEfGBfXyfLtyITUHp70Vx2pGMESOMMD6qpHxUxkj8bhm/rXrUuAAUZw9ExgXl3hdTgrCk67E2otLr0UTFTj6gtlNw7HlIWQYRwT2XdyZTFAWlowFVbHqoQ5n1tOFmCh/8PpqIcLTh4ajDwgLLuBo1kkqN7PMhu13Ibjc+Zz/erm6MmRd+7t6uLlR6PYbEwc3WSx/8IbLLjWXRwsCfxQvRTdPm8E/Lz88nOi4bU3gMhphUWhv9RIansv6qhdhaGmk8VcrfXz1I3Rkb9jaZ2PBM7rnrLszmoXv1DAYDm+64i/e3vMs7x06iV86iKAoetYn4rBVct/HGKT3VQxBmK5HwhcK8Oy5a2v3lhJd2VSnDF26oYgNVbf6OJjRBSvgklQp11mJ8ne8jj1K4cb73n+LoCsp9P01xOUGtQdJOfLnYbWtAnxScliz01INKA+aEyY81i/iPb8G35Un0334FKSw81OHMaiq9npjVKy/xqMEtlhobGynfupXmjjZ0Gg353/tfpGVmDlz3Ofrwdvcgu9207dxF285dAJjz84i9Yg0xa1ZhiI8P8ndygaIo1NfXc/bsWTweDwDNDjurb7me6OQkUBiYfcnIzCAmOp6PDp9lz2478ZkZoGj5YOdOrly1atjmzxEREdx1971YrdaBTfMpKSnET+H3JEynYBZciGm+80TCFwKSWouy4l/ggweh8jUovmdC46iT8/HsfnlI4cbFvfhImxeUmOHcPr49r+NvrhqxxcyFJd3uoN33Ytq0XIyrrp/UGB5rY9BO2KC7HiJSkFSXz6+S4nLg2/UcqvkbRLIXArt37+b90oM4LQbCUxLwut0cO7abzPLj3H3LbcTHx6Mxm1j5wp/pPXWa7qPH6Dp6nL7qahynq3CcrqL2T38mvCCfuGuuJu6qtWhM46967+vr49SpU3R2dqLRaMjIyCAjIwOPx8Nb777LseZGXJFm1GFGehsbOVVWxqp5uYGE76KXDofDQV1rC+7oSHLWrKVg9WqcdjvHKyqoe+ctPnfDTWRnZw8bQ1JS0qDlY2HuUESeFnSXz7vUDCNFZQaWdk+8em5pd/gXtNGokvMDJ258qnBD0huRzFHB38eXvRRJp8Pf04pib0caZslW0oWBTj9le/j0+YvQ5y+a1BhuawOWNUE6EaOnASyX17Kmb/fz4HWhvforoQ7lsnP69GneKz1A5KoFFBReOLPZu8JNxbaPef29d/jqP3wh0BRZqyWyeD6RxfPJ+MI/4OnsomPvPtp378F+opLeU6fpPXWa2mefI2bNahKuv5aIonljmvmurKzkvbdfxt/fSlqiCbVaw8njGmKSCvFJava0WDEkJeJ1u3C7+rHkZqPq62XPRzvpaW2lz+3G7fZgsUTSK/tpM+pJTEkhpaAAg9mEwWwiKimRio92se2Tj/l6ZqY4Lk0QJkn8BoVS0Z0QmQ4Hfovi94776aMWbsSkBJovB5EqKhF1fCa4+/DbRlnWNVmmbIZvsmSvF2+7bUgPPkVRUCpeRnF2jHksRVECCV/k5dPgVW6vw3/4TTRr7kMKD8IeSGFcDpcex58cTcpFyR6AVq8n/6qV1PR1UlMz/O+mLjqKpJtvZMEvfsbyZ39P5le+RFhaKrLHQ9tHOzn1H08ECkYuYffu3fzm1z+itX4PenU7HV02tBq4alkC3Y0HePH1l2noaONE01nqdDKNJjXHa8/g6u6muqmZjz/ejSMzGRbPo0Gv4khZGdade4gxhhOdetEHV0kic1EJdfYeGhpGbsMizFGiaCPoxAxfCEkqzYWl3ROvwoJ7x/f8UQo31LGp+FvrghkuAKp5V8DJQ4F9fAXD7zuSTBYUR3fQ7x0M3jYriqyg//SSrtsO5S8HEnDj0A7+w+rvBK/zskn4FEXB98HvkCLiUS+/I9ThXHa8Xi+1bTZirxj+BB1jRDhylBmr1Tps49eL6aKjSLntVpJv3YTjdBXVr79BhwTPv/w6YXodedkZRNfWk7zxOjTGCwVSp06d4pW/P01heje3blyA2aSntd1B6Yka9hxoJyXeQlfHWXRRS8m98ybUusBeW9nn4+Dmt/Bbm3CqJRSTEUNCHB6DDtlmw1t+CktU1JBZPHNUFG4Cy77nKYqC3++/5NFvgiAMJn5jQkyKykQp+gxUvIKSsgwpOvfST7rIiIUbMSl4T+wOVpgDNLnLQK0adlbxPMkUidI3NUUbk+W2BmYKhpyy0X8u3rAxJnsQ2L8HgSTxMiBX7UWuPYL2Mz+ekh6LwujGstQ6kQmNQ83NfKKJxKuLJUJJwt3txPq3d1h66ii2d95l+dO/RVKr8fl8fLzrfZKie7j1hiKS4gMFYeFmPWnJkby9rYoTpzqJidUipyYOJHsA/S4XuuJCLF09aE+eRWtto7/LjuTxkGgIQ7t2DZ2dHch+P6qLegn29zrQoBAWFkZ3dzfHjx+n6vRxvL5+TKZo5s1bRElJCXq9fgLfuTCjTWND4suFSPhmgoGq3d+iXPcrJPXY30xHLtxIDnprFgB15kI0CamoU0fuczXV5+lOhsfWiEqnRRv9qf2H/eeWcsPG0baipx40BjDN/aVNxefBt+MZVFnLUOWuCnU4lyWNRkN2QjJHa+pJyhu657ev2466q4/kZcljHrO8vJyPDlWRUrye5PQLHzZlkwlHQzXeuHg4N+t29uxZ3PZG8nJi0KgHz8TpdBqK58VRWlGGOkw3UJl7nsvlRtGo0CTEYjzbzMYNG/Cdm6U7dPQo1V2d9HbY6e/txXTRUVP15RWkhpkxGAy89trzoDRSWBCHOTyctrZ2jhx+jerqU9x++10YDIObMAuznMj3gk7s4ZsBJJUm0JC51xpY2h2Hiws3LqZOL0IVnxH0T0mS3oQmcyGKdeQZPpXJMqXn6U6G29qALiF16FFV/Z2Bn5XBMvbBuushMg1Jmvu/Rv4Dr6LYW9Fce/+0HgUkDLa0ZCE6axf15ScHfd3jcnN6516yzdEjVrR+mqIoHDpWjiE2b1CyB6BasIrWf/oFx6KSaWwMfHjrKS2jeP9ZYlq0dHY6howXE2VEo5Ho6vHT73Si+C80fZYk8Dn78Xf3EJMQj0arxWAwoNFoyM/OQddjp62uDqe9FwjM7J3aux+pppZ1y5fz0UfbCAuzcsfty1i0KIfcnGRWr5rHzTcV02svZ+/eveP6OQrC5UjM8M0QkiUDZf5dUP73QNXuGJd2VcmBmTZ/8+mBdiwQKLAI/9/PTUWoqHKW4tv7MorsR1INPcpJMlmQp6gP32S5bY3DH6nW3wWGyGG/nxH1NED0+KurZxultx3f3hdRL70NVczlsV9xpsrNzeXmjjVsPbSPIyerMaUk4HN78NTZyDFYuOOWW1CP8Xg1h8OBta2XxJIrhr0eFZ/EaU0kVquVtLQ05MNH0bj9sKudvmMqmjdpSV5+oe9dj91FZ48HpEgSLRYajx/HGBeHRqfD0d6Ou6oGja2dgtVrB90nOiaaFF0YMbKK9l27aQI0KKSGmbn6qquJioqiq+ssN27MQ6sd/JZlsZiYX5RA+YljrFmzRiztzhWz6Gi12UQkfDNJ4W3QeGBcS7sqcxRSRNywhRtTRZ29FO9Hf0ZuOok6begGcnX+CrQ9rdMSy3h5bI1ELFs79EJ/57j27ymKDPZGyFoXxOhmJu9HfwStAc0Vnw91KAKwcuVKMjIyqKiowNrehk5rIH/VegoLC6d0WbP4hz/g3cd+TGJNAyq7j9YXbLR/0kHMjbH4zfDW1krQZrCiYB4eSYsxNoHG1jY8fh9pYUYUp5fOrl5iki/0zZNlmcaKSmLsTu574F8wmUw4HA7CwsJIT09Ho9Fw/PhxNBo38fGWYeNKTY3l6PFqOjs7RU++OUT04Qs+kfDNIIGq3Qdg24NQ8TKU/MOYnqdKzkdurpri6C66X0oBksGMv/rw8AlfYjbqTd+atnjGSvH78bQ0oUscZpaqv3N8y7m9NvB753yFrtxYgVyxA82N30EyjL85rzBxnZ2dlJeXc7KuGp/fT3p8EiXFC0hPTycxMZHETx2lNl5ms5mkWDO2hhrik9Lpam/h7KnjWBsbkGWZMKMBxV5PYmLgA5LRbCbzM/dy+OPXKbL3oDpmQ67z0vqMlfoYP/bwLP7l29/CaDTy6gdbaem2k56egkqtpqe+iSXacIyFC7EfKePY2To0xjC87Z1EeWQ2LVs17Lm5AGq1Gr9fwefzo9EMnr20253s3lPBrkNnsPX/hczEJBYXzae4uBidThQWCcLFRMI3wwSWdj8L5S+hpKxEirn00q46tRDvoXemIboASaVGlbUYf/UhuPqL03bfyfK0WVH8MvqkYU7Z6O+E2IKxD9ZzrkJ3DjddVmQZ77bfIiXmoV4wudNNhPGpra3llfffplXvxZKTglqr4ZO6sxx59xTXL1rDqlWTL5yRJImli4p5det+ju7xcvZMNT4isSSWIPtlTpXtJFxuoba2lvT0wL/zZcuWIUkSR498gqQzkFLVQniHk4w2NdmyRLqsYMnN5WtRUZSXl3O6oQ6/LLM6KYsF1xWTkJBAXV0d1dXVuNxuoovSKSwsJDo6esQ409PTkbBQXWOlIP/C7257h51X3jvEnmYHmmXLCVu2gn0nT7H5z88Q73CyZvlyihYuY8GCBcOeySvMcGKGL+hEwjcTFd524azd6x+/5NKuds1dqPOWj3l4RVGgrw3JPPFzJ9XZS/Fs/iX+dx9GfdNjEx5nOnnOtWTRDzvD1zW+liw9DaAPB33kpR87AkWRz/3/YWaew+sv3YrScgbd538ztMhFmDJOp5PXt72HPc3E0mtWXehNt3g+9RWn2bJ/D4mJiWRedHbuRC1YsIDaunp+99yLaGNXkFm8CNnnxdPfzuJFq0iIMbBz72HS0tLIysoCYOnSpSxYsIC6ujpcLhfa2np6X38DT0cHFT/6KXFXryPrq19m3bp1DLfhISsra2CssYiIiCAvfykHD+3AoNeRkRGPoii8t+M4R/olIhYvI69gKa0tVtQmHwVrC2g/XIG76TinHQ1UVR5n0x33EBV16Qp8WZbp6OhAlmUsFovYExhCiigOCzqR8M1AkkodWNp9/wdQ/ndYOPreKUmrR508eqPVQVzd8M43Ua5+BCmhZEIxqnOWgSKj1B5C8TiRdMZLPynE3NZGJI0abdzgpTDF7wF37/hasnQ3QGT65CpWS19GObMd6TPPTHyMKaK4HPh2/gnV/A2oUodfahOmxsmTJ7HRx6Ir1w5pRJw+P5+jNU0cKysNSsInSRKJCfHk5hWTmL2YflcnWoOahPQMEhMT0Wq1HGxvoLS0fFCSptPpyMs715ppwQJ8G9ZT/8Jfsb7zHm0f7aTryFEKvvcdLAsn9vryaevWXY3b7WLnrqMYTbW4XU7eOVxP5JVXkZO7mH6nE09XI+kxZjp6oTMygu3HTvDlq2JptVawfdtW7rp79Mb2paWlHDh4BKvNjiIrhIfrWbJ4HqtWrRKJnzAniIRvhpIi084t7b6IkrICKXYcCd2lGCwQmQo1O2CCCZ8qKhHDl/8d9vxnoJ1MTE7w4psinpZGdAkpw7Rk6Q78b9jIy0pD9NRD4oIJx6L4PCgn30PKGqaAZAaQ646B7BPn5YZAS0sLmkQLmhH2oMVkJXP2cPD6XNpaWklIKWDRokXD3y8+g/qm46OOoTGGkf31rxJ31ZWc+a//xmW1oY8NXn9KrVbLzTdvwmZbzpkzZ6ioqMCSZuaqjbei0WjY//GHqLxujlpdeMJNaBbk0mFt4d22bqL6nBiP7cV21dUj7nvcu3cvW7cdIMyURlbOIjQaLW1tTWz9oJTm5hY+85nbxZ7A6SYm+IJOrNPMZIW3QlQ2HPxtYBYqSCRJgqxroPEAirt3wuOo0hcHxrJbgxbbVHJbG4ZfznV1Bv53jAmf4vcEktzJnLBR8xF4emHeLRMfYwqp8q9A/89/EeflhoAkSSArI16X/TLqIC6xq1Uq/KOc5e33e9FqxtbqJbwgn4VP/Dvzf/ZjwlIuNIB2NgbnXO/ExETWrl3LFVdcQWJcPHqdDmefE3t3B80eL/rMZFILM4mIiiQ6zsL8jauQ5+dQdrZ6xPN4Ozs7+WjXIeISF1C8YBVR0fGER0SRnVPMwkUbqDhpo7y8PCjxC0IoiYRvBpNUaljxADhaA0u7wZRxJSBD/ScTHkLSmwP72HpnScJna0Q3XMGGc3wJH/ZmUOQJJ3yKIqOceAvSViKFT67ScqpIkiSqckMkNTUVv60bV59zyDVFUeiobiQ/dex74C4lIyMdb58NV3/fkGuyLNNurSY/d2z/1js7O6lrbMQREY4sBxov91Sc4Oi//i9qnvkDit8/6PFOp5Pe3t6Bx45VWloakYqKlrO1SCqJrt4+vBFmIuMC2zK6zzYSbdQTER1J7uJCuk0G6uqGP1v85MmTOJxq0tOHrqKYwy2ER6Ry/HjFuOIThJlILOnOcFJkGkrx3VD210BD5vFUko42rsGCkrwManag5N4w8b1oEckoduuws++K7IczmyFn07iOi5sKiizjaWkaoWCjEzQ60I5xH+L5Ct3IYZLHsWg6AvYmpDX/MrHnC3Nafn4+mYf2c2L7PoqvW4MuLNBbT/b7Ob3/OBHdfhauC87euPP3S0s8wvGDH1CybANhxkBFq9frofL4HiLDnJSUjH6/trY2Ptr1Maca2nD5FDQqSIk2sXblMsJPngJZxt/fj3SuKfTZs2c5cugA7Y1nQJYxRMQwb+EylixZgkZz6belyMhIlufms+3gMVKuWEm/pMao06DIMh2n61DONpCzOA9Jkuh0OFGlpAzZD3leb28vel3kiNcjI2Pp6LAOOb5SmFqiD1/wiYRvNijYBI37Aw2ZN/5H8JKn7PWw61fQVQPRE9yDF5448gyfuwuqXgVLDsQvmnCYweBtb0Hx+kY4ZaMTwqLH/mLe0wDGWCTdxGbAlBNvQmw+xAUneRfmFp1Ox503beLVd96k9MX30aVGo9Jo6G9qJ9ar45arrgtqg2GdTsedt93E62+8y7Hdf0cdloBKrcHTayMmUuHWWzYQO8p+vI6ODv726pvYlEgyl1yPJTYBV5+D+tPlvLxlF3dcu4b5P3kUc35gBq2srIy9775KisnFhrwk9DotDbYOyj58leamem7ZdPuYkr4N11yD2+3m0M69uCqrabc20H+4nDgUFhWmk5qfQVePg7M2O5GRMSO2ZtHr9Xi9Q2c3z3M6ezGZDCLZE2Y9kfDNApJKjbLyXwJVu2UvwqIg9b5LWBioTD27Y8IJnxSehNJ8bPiLhmhQacFhDXnC57ada8mSNEJLFsM4K3QtE2u4rHTWgK0c6arvijcQYUTx8fH84+c+z+nTpzlbV4vPJZM8L5958+ZhsVgmPb4sy/T29iJJEuHh4cTGxvLlL36OqqoqGhoCjZcTEpZSWFiI0Tj6zPfeffux+s0su/ZW1OcSNZ3eQPGqqzl5RMeO3Qf45698IXDEmsPB3h3vMr+mjpjYSDJXxKDWa0lNiCEnrYe39h+iPCt3xAKSi2m1Wm7btIllTU2EO928e6qUyNwkLKlRuM1GDp+sw+nXYoxIJlXnIy1t+N/Z3Nxcdn18nLbWJuLiB38g9HrcdLTXctPGS8czV8myTH9/P1qtdtoKVxSCN8OnIOo/zhMJ3ywhRaQGlnZLX0BJXRmUpV1JpUbJuhqqtqIs+tLEZg4jksDVg+LpGzLjJUkqFFMy9DUPfE3pOg0RWUhq7eSCHyePrQlJJaGLG2ZmpL8TjOOp0G2A9Ik1vlVOvAXm+Ak/fyopDiu4OpFih56eIkw/g8FASUnJJZdTx0OWZY4dO8bB8lKsfT2okEiLiGb5wkXMnz+foqKiEU+8GI7T6aS8uoHUeVcNJHsXy5q3iONbKqipqaGwsJCTJ09ibmuCll46bHb6rN0U3LMaU6KF+OhIcmJ1nCg9OqaE77yUlBS++IUv4H39ZbqSozGmJOLxeQnXaUk1m2k+WEp+RAy5ucM3sU9JSWFhSRYHDu/D7V5IUnImarWGzo4Wqk4fITXZENT/H8wWbrebI0eOcKLyMC53DxIaMjPms2TJskmf8jImIksLOlG0MZsUbILovMDSrs8dnDGzrgGvExr2Tez54ecSqJEqdc3J4AgkfIqiwMGfw7H/DPx9GrmtDejik5GGWyoaxzm6ircf+lonVLCh9HVA7SdIhTcHCnJmmrI/wNn3Qh2FMEVkWWbL++/z4v6dNCaFE33taiLXr+BMlJa/7tzG7t27xz2m0+nE44dwy/C/P/owI+jC6OsLLJl2d3cTkWii+KvXoIsIw9XRS9kz22k9ehaA5Pgoejtb8H+quONSEhMT+cw11xFn7abv6Alo68Jd10zLB3vI92m486Zb0GqH/5ApSRI33XQjV64poKu9lP17XmPPJ69wtnoX+bkm7v7s7YSHh48rntnO5XLx+usvc7zsDTJznFx1TRxLVxhp797N5jf+Qm1tbahDFCZAzPDNIpKkOteQ+ftQ9jdY/OXJj2lORIkvgrMfQuZV4x8g4twnvV4rxA7zCdqcDB0nAveSJBSVFpp2wbx/BOPET/oYL7e1Ht0wy7mKoozvHN2ec60dJnKk2ql3Qa2H3A3jf+4UU3qboLMSFn0z1KEIU6S6uppPqitJuXY1MakXWqbEpCbTlFDFBwcOk5OTM679gWFhYWhV4LB3ERE9dJ+fx+0Cr4uwsDAgsAzb6fETkR7Lwgeup+rVA3RXWTnz+kF6Gzvpy45CpdGPWEAxmsLCQpKTk6msrMTW2oJGryFz3RLy8vIuuRSp1Wq54YbrWbNmFfX19ciyTGxsLMnJyaM+b646dOgQ3b3l3HhLMZGRF1Zu8vKT+ejDMj788D2+8IWvj2mv5YRIQSzaEDOFA8QM3ywjRaRA8T1Q9S5KW2VwBs1aD60VKA7b+OPRmUEfAb0jPNecDJ4eFI/j3H+nguwFR/0kAh4/j7URfeIwVbXePvB7wTjGY9V66kFSQcQwxR+jULz9KKffR8q7dmaeStKwA7ThkDj2I/qE2aX0RAW+xKhByd55yQW59Jp0VFaO7zXFZDJRlJVM4+myYWflak+WEmdUkZ2dDUB2djZdPj3Wti60Rj3z/mEtaevngwQtB6vpfreM7LScCe9vjYiIYOXKldy26VZuvukm5s+fP659ZxERERQXF1NSUnLZJns+n4/Kk4cpnBc7KNkDUKlULFueh8PZSE1NTYgiFCZKJHyzUcEtEJMPB/87OEu7qStBGxaY5ZuIiCQUe/Pw18znXjT7zi35ms8lXY7gnRRwKYGWLI3DzvDRP84efD0NYE4c/37H6g/B2w+FN4/vedNA8Xug8WNIWzfteyuF6dPa3UlEYtyw1yRJIiwhlrae7nGPu3rVSuLo5tjOd+lsaUaWZZy9dioP76av9hjrVi7BYAi0lklNTSU+p4QPjlRTb20HCdKunk/GnctRNCr0vW5Mr2zGXnlyMt+qMAkOhwOP105i0vCFbBERRkzhgeV5YXYRCd8sJEmqQENmZ0dgaXey42n0kL4WaneiKONrgAoE9vGNNMNnOrfke24fH8aEwAxZ7/TN8Hm72pE93uFn+MbbdHkCFbqKIqNUvgUZa5DMw7/hhpR1P3gdkHZNqCMRppBRZ8Dd1z/idU+fk7AR9rmNJj4+nntvv5kCs4vG/e9wcPMfqNz+IhH2aj5z7RqWLFky8FhJkrjx5k1Y8lezpbydF7Yd4e/bj/JOcw91V61Gm5KM326n/JEf0fLB9gl9n9NJURT6+vpwOoc2yZ6tAsu0alz9w5/uJMsyHpd/6pZzz1Gk4PwRLhB7+GYpKTwZZcHn4Pj/BKp24+ZNbsDsa6B6G9iOQdKSSz58UCwRSShNh4e/ptajhMVdSPjC4gAJ7GcnF+84eKyBfXfDzvCdP1ZtzHv46iH3+vEFUL8feluQrvzu+J43Xeq3Q0wxkjl4vd2EmacoN4/SI7vxLC1Bd27G7by+7h6wdpC/YeWExk5KSuLzn7sHm82G3W5Hp9ORmpo6bFJgMBi49fY7aWm5grq6Ovx+P4tjYsjOzkby+ah68ik69u7jzFO/pe9sLVlf+fJAw+aZQpZlysrKOHzoCNYmK5IkkZmTybJlS8nPD+K55yFgNptJTMjj5MnjZGYNrcatqbbh94eTlRW8016GJU1vYd/lIKgJ31NPPcULL7xAQkICEOhv9MQTTwz72K985Su0tbWhUqkwmUw88sgj42oHIAD5Nw1uyKwxXPo5I4nKCRQi1OwYd8JHeBK4e1HcjsBxa59mSrrQmsWYAGod9DWj+N1Iav3EYx4jt61xlJYsXWCIGNNSpuLqBlcPRI5zhu/Em5BQhDRcUUuIKb0N0HUaFn8r1KEIU2z+/PnkVpRRsfUjslcvIzI+UGTR2WyjbvchFkYnjti6ZKwSExPH3LIjISFh4L1igEZDwfe/S8PfX6Hhby/RsXcfqZ+9C50lclJxDUeWZaqrqymrPEFbTw9mvYGivDzmzZs3sAQ9HEVReP/99/n4w93oVQbiY+ORZZnKo6c5feI0N916IytWrAh6vNNp6ZLlvPPeafbsPsGSpbkYDDpkWaautpWDBxrJy1lHVNQ4epcKM0LQZ/g2bdrEww8/fMnHPfnkk0RERACwbds2HnzwQd58881ghzOnBap2/xm2/huU/g2W/OMkxpJQsq6B439BcfUgGcbxAhtxLpHqtYF+hErdtuOBv4fFgUp3rnCjCSKzJxzzWHmsDWhjE1ENt3nb2Tn2pss95/YdjqNCV2k7BW2nkK55cMzPmVZ120EXCYlLQx2JMMWMRiP33Ho7b255jzPv7eJsmBZFljG7ZZYnpHDLxhumfJluLCSVivR778aUkYEuNmZKkj2/38+7W7aw52w1/rhYTKmJuBwOju75hHkVFXz21lsH3p8+7cyZM+zeuZe0hAziYi5s0UiIT6S2/izbtnxAdnb2qKeTzHSZmZlsuOYz7Pp4CzXVx4iIVOPq9+P1mMjJupJrrpn6TgNiOTb4QvbbffEv0/mO76PZsGHkf2BWqzWoRw3NJgNLu8fOLe3GDz9LqigKeLqQ9KPsVcu4Co6/AHUfBwpDxup8L77e5hFasyRB3TYU2QdaM+giwNUGjoZpSfjc1gZ0w+3fg4Fj1cakpwHUWjCPo+lo87HAmbupy8b+nGmi+N3Q9AlkXIukEsUal4Po6Gi+9Ln7aGhowGazoVKpSE5OnpEVqTGrBy8vd+zdhyYinMj5k28MfujQIXbW1pC2fh3RyRfeO9x9fZS//wGm99/n3rvuGva5ZaVl4JMGJXvnpadmcKj0ICdOnOCqqybQ5moGKSwsJDMzk6qqKnp6etDpdLM+kb3cBT3h27JlC/v378disfDAAw+watXIJwp8//vfZ//+/QA888wzwQ7l8pF/EzQdgIO/Rdn46+GXdvtbUfb/Gyx6EClq+KRQ0oejpCyHsztQ8m8ec2sESWdESVkSaM8yHFMyKH5wtiKZk1GMCeC1BxK+aeBpacKYXzz8RVcXRI1xL0p3PYSnjKtpshKhhdVfDhTazDTNe8HnhPT1oY5EmEaSJJGenk56+gR6SYaIo6aG0//5f1BkmQW/+BnhBRPfJ+fz+ThYUY4pP2dQsgegN5nIXLGcEx99jM1mG3Z5urnJSmT48LOOKpUKo95Ie1v7hOObSQwGAwsWLAjJvcUMX/CNK+G75557RuywvXnzZu69917uv/9+tFothw8f5pvf/CavvPIKKSnD9yz793//dwBef/11fv3rX/P73/9+xHtv3z5yxdZos3+XA0lSoSz/Z9j6PSh9AZZ8deiDwuIhPAul5lVYMm/kZC57Pex8DDqqIHbsL6qqDY+MfPF8axZHc+DvxgTorZ2W1iyKouC2NhB11Y3DP8DZMfY9iz3141vOtVehNL6BqvCBMT9nWtXvgNgSpGlsgC0IExGWkkLU8qUoXh/m3Imd+31ed3c3Lf1OEjMzhr0elZxEvVo1YsIXFmagp9Ux4vgenxedfnrOnJ3LRMlG8I0r4XvppZfG/NilS5dSVFREeXn5iAnfeXfccQc/+tGP6OrqEhtBJ0gKT0IpuQ+O/hkldRVS/OBlD0mSIOszKKW/hs4yiBnhbMiEBWCMhbM7xpXwjUpvAU3YhcKNsDhQlGlpvuzr7kR2udAlDV3SVWQfuHvG1HRZUZTADF/K2BoTK4qCUvsykikNYmdeM2PFXgfdZ2Dpd0IdiiBcklqvp+B7/xvF5xuo2JV9PlAUVONsJSNJEhKMfryjooz4obiouIjTJ97C6/Oi1Qy+d1+fA4+vH7fbzY4dO9BoNGRnZ5OSkjLhZtKCECxBXWey2S70YqutraWysnLYEnW73U5LS8vAf3/wwQdYLBYsFksww7n85N0IcYWBql3vMP22ohdAZD7K2VdGfLGTJBVkXQ0Ne1B8rqCEJUlSYFnXca75sjEe/B5w21HcPUG5x0g8tsCysX7Yliw9gY+RYWP4kOFsB59r7BW63eUoPaeQMu+amcu5ddtBHwXxi0MdiXAZ6O/v59ixY2zbto0PPviAU6dO4fP5xjWGpFINFF4pikL1f/2OEz99DJ+jb1zjREVFkWwOp6WmdtDXZb9MZ2cnVcfL0PT1j7ivsbi4mLTsFMoqSnH0XZjp6+ru4uN9H9PQ0cb+2na219l590Qjv3/lbV55fTMuV3BeTy8Xog9f8AV1D99vfvMbKioqUKvVqNVqHn300YFePdu3b2fHjh089thj9Pb28u1vfxu3240kSURHR/P000+LT0CTNHDW7vml3aVf+9R1CbLvQjn6C2g/DHEjFBJkXg0nXoGGvZAVpGa85uSLevHFg0oDii+wj08f/Cq889zN53rwJQwzy3z+lA3DGIo2xnGGrqLIKGdfRorIg6iFYw112ii+/kCxRtYNSKrQV2UKc1ttbS3bt76B4rSRGKXB55f5qFThYEwON226g+joMRZNXcRls9G+Zy+yy0XZQw9T9KP/D33s2I5HVKlUrFhQwot7PqElIZ6EzEwaGhqoqW2gvbWb1kOHyfLIfLx7D9esu2rIqlN4eDh33/NZ3njjTarOnMTvUwCFfreTHrwU3nA381ZeifZcctrZ0syhfR+i3rKVO2+/bdzf62VLpANBF9RX+8cff3zEaxs2bBjYa5eSksIrr7wSzFsL50jmRJSSf4AjfwpU7SYM3nArWQpRouajnH0VYpcMO/skmeNR0teCZ+R9KuNmToaWI4GZxbA4UGkBfyDhixmhoCII3LZGtLHxqHTD9Pvr7wj8r3GMCZ/GEFjuvpT2gyh9dahKHp6ZH2Ka94LfLU7WEKZcR0cH2959hQyLk7VXL8JgCCRB9l4nH+w5wTtvvso9931pXOfdAoQlJbHglz/nxE8fw1nfQOn3H6LoR49gyhjbHttFixbR0dnJrj37ObZtO819PlRqE2anl5K4eZj1Zl55Zx8ff7yXb3z9yxQWFg56fnx8PF/96leoqamhtbUVlUrF8bIyjOpYSq4cvKc8OiEZeflVlO3fxpoR9gUKwnSYgWtNwqTlboS4eXDwd8Mu7UpZn4G+JmjdP+IQ0qpvIRVsCl5M5mTw9YHHDoZYkCTQRkz5EWseWwP6xBGWYfu7AjONuvBLD9QdKNi4VAKnyD7kuteQokqQImdox/36HRC3EMk4A495E8bF5/Nx4sQJXn7tFf7w/LO8/NornDhxYtzLpVOlrKyMMLmd9avnDyR7ABHhRq5fO5/+zrOcOXNmQmObs7Mo+fdfEJaaiqejg7KHHqanvGJMz1WpVFx37bX8w4br0NfYSO8LY3VkDjnmROyKm7PaPjxL5rPf5+cXz/6et955B4/HM2SM3Nxc1qxZE0gg+/0k5RYMe7+YpFScagN1dXUT+l4vO0FazlUkxEzhRUTCNwcNnLXr7oHS54dej8yFmEUoZ19DUfzTE5TpQqWupNYG9o9pwqa8NYvb2oh+mIIN4FwPvqixzcJ1149t/17LJ9BvQ8r87PgCnSZKdw301EDG5V3ZPhe4XC5e3fwaL368maqwFvrytFSFtfDix5t5dfNrM2LPWF11JXnp0ahUQ99qzKYwkqPV1NZO/JhFQ3w8C371c8LnFeLvc1Lxo5/SvnvPmJ/vdDpJylrIZ+79FnHxKTR4uzGuWErOTbeRc+UGsjduoj4qkv989w0e+Lfv8ewLL3Ds2LEhCbXP50MBNNrhZyolSUKt1eP3T9Pr7SynBPmPECASvjlKMidAyefhzDaUltKh17M+A/0tYNs9PQGZ4gHV4H18kipwxJo8NS+CiqLgsTUMf4YujLnpsiL7obcJIkdfLlL8HuT6zUhxq5DMM6/HmaLIKA1bA3sW4xaFOhxhknZ9/DFljmqK71zF4utXkb+siMXXr6L4zlWUOarZ9fHHoQ4RWfah0468c0inVeOf5GykNjyc+T95lJjVK1F8Pk79x39ifee9MT3X6XSi1UeAJHHqzHF0eVnEZOchSRIOexcNzTV0RUeiv3IVzeFGTugkXtjzMZvffmtQ0mc0Gokxh9FpbRr2Pv2OXpS+7gntVxSEYBEJ31yWez3EFw27tCuFZ0DcCpSzr6PI3ikPRVJpwZRw0Zm68SD7A0esOW2jP3mC/PZu/E4n+uEKNiCwpDuWUzYcNvB7L1mwoVg/AK8dKePOCUQ7MYriw1v7e+Sesks+1texFZdyBIq/Oq7m0cLM43A4OH62grRleYRHDy56Co+OJG1pLqVnK+jrG18Fa7DFxKdRb+0a9prP56e53UVcfMKw18dDrddT8G/fJfHGjaAo1DzzB+pe+NvorVcIJGpet52uNiudXgdRGYGTf2RZ5mxtJX0mHdF5uWSsXolkiSAuI4PM69azr7mJI0eODIyjUqlYuqAIR/1petpbB91DlmVOH95LaoT+kmcVK4qCLMsT/CnMLYqkBOWPcIFI+OYwSVLB8gfA3QvH/zL0etYd4OmC5o+mJyBT0uAZPp8z8PcpWtZ1W89V6I46wzeGliznK3RHWdJVfH0oDW8jJV6FFDb5N7Cx8jf+HbnrAGjMoz5OUWS8nR+ijlmNlCBascx2ra2t2GUniVnDtw5JzE7BLjsHtb8KheIFJdjsak7XNA+5duB4FR5NDEVFw5/8M16SWk32N75O+n33AtD491eo/q/foYyyjJqbm0u4zktD7UkUQH1uSdbe3U6Prx+tJYKYqEjUOi2KSoXs9xMRF4cxN4tDFeWDkrPFixezLCOOM7vepWLfLqxnq6irLOPIlteI7G1m0/XXjnhWcVtbG+9v28Z//u73/Md/P82f//Y3ysrKxBKwEFQi4ZvjJHM8LPw8VH+AYhu8tCuZUiB+NUrdm4FzVafaxa1ZjPHg6wdt+JQlfJ6WwEkekzlH1+drwW3fC4ZIJMPI7WOUxvdA9iKlTV/bBX/nPvxtH6BJvReVafTj4WRHBYqnHU3U1dMSmzAxPT09WK1Wuru7L/nY0ZoHy7KCBCGvEs/OzqZw8TXsPNbKux8e5URVA6WVtby69RAVjQprr7l50LnqkyVJEmn3fJacB74BKhUt2z7gzP/77YiPj4iI4MqVC+hrO0Vfi5WOumpkWaazrZnefjvhJg3RMdE4mm0YgIhzrV9iUlJodzoHzaBqNBpu23QL91y9gjRXC86yj5GqD7M+J44vffaOEY+yq62t5blXXmPbWSu+/BK0C1dRpY3grx9+wjvvvXfZJn2iD1/wiSZcl4Oc66BxPxz8b5QbnkDSGgcuSVm3o7TuhZY9kDzFbTqiC6B5X+DvYecqRA0xUzjD14g2Kga1IWzINcXbD17XJRM+h/1N/Mp+9JHzRnyM4ulBadqKlHwdkn56ToqR+xvw1T+HKno1qthLn4Xr7foIlSEdVdgYzw0WppXNZmPPvj3UtFThxYsGLdnxuaxZtYakpKQhj09MTCRSbcJa3Uhm8dBlQmt1I5Fq84xoAbJu3TqSk5MpLzvG7pO1qFRqUrPWcMXCxSM2Nx4vn89Ha2sriqIQExND4sbr0UZEUvXU/yN+/eiva6tXr0av19P7l5c4suNNehw2vD4XRq1CfEwULadOU/fBh1h6+mk4cZLUeQo+rwcJUKsHb43QaDQsWrSIRYsW4fP5UKvVoybdHo+Ht7Ztpzs6mcVXXj1Q3JKcm0+nzcqeXdtILytj0aJFk/0RCYJI+C4HkqRCWXY/vP+9wNLusm9cuBaWAPP/BYzBeeEdNY6EpSjnT3YIO3d+q9Y8dTN81ksUbMAlEz6v5wy6Xv/oy7n1b4JKg5R600RDHRfF14ev5r+Q9Ilo0r94yVkc2duFv/c4uqR/CPmMjzCU3+/n72+9iDu2j5zrMomIDqe3y0H18ZM0vl3PXTfdPeR4SqPRyJLcErYf3kdErIXoxAv9ITtt7TQfrmZD7mrCwoZ+2AmFvLw88vLyUEY5smwiZFnm8OHDHN+3B2erFUVR0EVGU7hsBWvWrGHZM79DYzYNPH64+0uSxNKlS8nPz+eP//Nnylsb0aYm09fUwNGXX8PT0UWE3kjk1es43thI5YlKIiQVN+fmYzQaPx3SgJGWby925swZGp1u5m1YOaSSOToxCVtqFofLylm4cKH43RUmTSR8lwnJHI9S8nk4/IfAWbuJF06AkOKGnvWqyC4UxY9KbRpybVJxnG/0rIsIVIsaYqCzHMXXj6QJ7puT29aIIS17+IvnE75Rmi77/T34fDbMXW7IH345RnG1odg+RMq4A0k7+j66YFAUGV/dH8DnQFv4v5FUwzSU/hRf1y4kSYsmctWUxyeMn8vVjzfeyRW3XHjTN0eaSUiPZ9+7B9n5yYfcd8/nhzxv7dq1dNt7OP7WUVSJBoxR4Ti7epFtLpYlF7F27drp/lYuKdhJy47t2zmx/T1yzXqyMhPRqFQ0tHVw4t3XaW+xcftn7hp4rLO+njP/77/J/953MMTHDxkrPDycB77+T5SXl/PJwQMc2LUPtyWSwltuIWFRCT3OfuwxsZzdsxf/rk+YL2lpbGwkNXWELSNj0N7eji/MRHtDPe7+fgxGIwmZ2WjONaKOTU3DduAsbrcbg8Ew4fvMRrLIb4NOJHyXk5zroHFfoGp346+RdCMnc66Ozfj6qwhP//+CGoLbV49GFYVaFY6y9onAPj5JBarxddof072sDUQsv2r4i/3nKgdHmeHzeqrB70Xr1IxYoavUvQZaM1LydZMNd0z8treRe0rR5nwbST/0TevTFMWPr2sXassqJPXMmO0RBvPKPvKW5gyZ4VGpVOQtyeHE22ewDXNCg1ar5bZNt7KwtoQTJyvpbXMQbkyk6Pp5ZGZmDtv7bi5pbm7mxO6dLE+KISvxwu9CUUYqSTFRbDt2kMqi+ZSUlKAoCmd++zS9p05T++xzFD74/WHH1Ol0LFmyBKfTSbUsI+XmUNfVRdne/bjQopUl4lPykEt8nLB5eeHVd7nrlg3k5ORM6Hs4c+YMx/bsp6bdjqQLQ/H0E3FgP0VLlpJRVIzX7UYtDV06viyIhC/oRMJ3GZEkCWX5P8PW7waWdpffP+JjNWEFuLvfx+9uRK2f+CfYT2t3voBaFUWi+f5AA2a1Foq+ErTxz/M57PgdveiTR1iKjUyHvI1I6pETTa+nCrVfi8rrgcihPwPFaUVp3Ysq5wtI6qn/9C33lOG3voE66VZUkSVjeo6/twzF2yWKNWY0hag4y7BXouKj8ODB4Rj+mEOVSkV2djbZ2SPMZM9hp06dwtjXQ9a8jCHXoswmUnQSlaXHKSkpQZIkCr73vzn7xz+R88/fGGa0weqtViLS08lfuhT5wEF6WvvITMnEaI7AEptIuykWS2M7vvBEtu74mH/KyBh1Cbezs5Pm5mYURSExMZG4uDiOHz9OaVMbmswi4tduJCI2AW+/k9aTZRzetx+NRkNrbTWr01LRarWT+lkJAoiE77IjmeJQFn4BDv0+cNZu0vAtOjSmBajU4XjsuwmLuydo9w/TFtLt2oqi+JCkqfvn5znXkmWkY9WkqEyI+uroY3jOoPXHIEVEDSp0GaDSICVtgMR1kw33khR3G77aZ1DCM3H6DmP2XYlKc+kegr6uj1CFZaEOG/qmKMwUEn12J5bYoVXgffY+NKjR6y+9dH+5sXd3YzGM/IEtymymuqN94L/1sTEU/uB7gx7jam0ddnlXkiRkWcbv89PT5yFr/nJiLurnKfv9gEJsUjqVuw9z6tQp5s+fP2Sc/v5+3t/+Acfr6rCjgCRhVmBeQiINtjaiF6ygRKWnrrEBrcFImDmclMUrqXW72LX5VZZkprD0mlsn8NOZ7RSUoJ2RIXrxnScSvstR9rWBpd1DT6NsfGLYpV1J0qANX4m3dy+G2LuQpOAsKZi0S+jsf51+XyVG7YKgjDmcgR58I7VkuQRF8eH11GJOuAPSrxz2MZIhDin3CxOOccyxyG68Nf+Fotbi1nSiIhJJdenzf2VPO35HGbrkL095jMLEqSU1Z0prWLZ+6Iev6tIa4sIShxRtCGA0m2nyjNw03u7sxxg/8gcd67tbOPvscxR87zvErFo56Fp2WhqHjh7B2efA45cJN11oHSP7/diOH6Kvx0ldewNnKw9RXXOI1cUl3HDDTRQXF6PT6fD5fLz+1lsc6ukk5YoVZKQHzuLuaGjk/S3v036mmVuuvpVsUzhKWRnNJ8vw6Y2oNFo8LjeujjbW3Xo9aWljONJxDhItVYJvbm/yEIYlSRIsux+8Tjj25xEfpwu/Atlvx+cc24HkY6FTp6NRxeHwHLn0gyfBY2tEY4lCbZxY0YnXWwuKF71hHpL+0snVVFEUBV/9X5DdVjzhYYCMKelbgZNLLsHXtQtJZUATuWLqAxUmzKA30H/Gy9FdpfT1BpqR9/U6Of5JGY7Tbq5YvnbO78ebiLy8POw6I7bO7iHXnC43DU43BcXDb31QFIWe0jIUr5eTj/+a1h0fDrpeVFREskpN9f4D4PPh9Qb6lMo+H4ff+CvttWdwZCXjzDARuz4Pw9os9nef4re//yV/+9uf6e7uprq6muMtVvKuvYb4c3sqJUkiNj2NrFUraHV76O51oNPpWLZkMWsXLWBBnIV5kWGsnFfAguJiMjMzg/1jEy5jYobvMhVY2v0iHHoGJW31sEu7Kn06al0KXvsetKax7Rm75H0lCZNuCQ7PARTlCxeqdoPMbW1AnzDxvYde9xmQtGi0of10Lbd/iL9zN76YLPy+BswpPxjTUq6i+PB1fYw6cvWYKnmF8autreXBBx+kq6sLs9nMr371K/Ly8sY9jlar5eYrb2XX/o/Yd/IwaBXwSsTo4rh57a3MmzdyD8jLWXp6OumLV/DJ3o8o6e8nOzEelSTR1N7J0fpmLPMWDbvMCoHXoYJ/+9+c+X//TeuOD6n6P/8PX5+T5E03A4GK3bs2buTVrVs5c+o01jP1JKTlYD9zmu5T5aRdtQ4pWiE61k9kWCoFeVn0d/dR885HNLYc4L0tBowmC0pCPOaoob05IxMS0IWHUX2ykoz0DFSSitiYWGJjAu11Whvq8Ot1QW1KPZsoBG8hVizoXiASvstZ9oYLVbs3/OeQpV1JktBFXIGr43UUfx9SkFq0mLVL6XFtxe0/i0Ezseq2S/G2t6BLmnjC5/FUodVlT+k+w0uR+xvxNf4NOTIDn7eWsPivoDGMfhbnef7e4yi+HrTRU7+/8HL16KOPcvfdd3PnnXeyZcsWHnzwQV599dUJjVVUVER+fj61tbU4nU6MRiOZmZlj6uV2uVKpVNx0yy3sNJspPbSfI8dOgqKgDreQunId127cOGofQkmtJvdfH0BtMmF9623O/uFZfA4HaffejSRJZGRk8E/33Uf+Rx/x4ub38Lf3Ea8Pg0VLceg16DwN9PXKePt8yH4PURYLcnwsRlcXHV1naO1MQJc1/AdGS0I8sdHhNJ0qR95wHaqLqnD9Ph8N5UdZlppIdPQYzvoWQuqpp57ihRdeICEhcKRmbm4uTzzxxKjPefXVV/nhD3/If/3Xf3HttddOR5iASPgua4Gq3fthy3cDS7srHhjyGG34KvrbX8HjOIg+8uqg3NegyUclhePwHJ6yhC/hc99Aa4mZ0HMVRcHrOUOYMfR9zBRLIW5/BQbL9egjxh6Pr/MjVMZcVIbZv//nzJlAWxKDwUB+fv6MmPXo6OigvLycZ599FoCNGzfys5/9jLq6OjIyBu8b27Bhw4jjWK3WgZM0NBoNubljS+iFAJ1Ox3XXX8+q1atpampClmXi4+OJjY299JMBSaUi66tfRhsRTv0Lf6Phxb/jczjI+uo/IqlUmM1mbrnlFgoLC3l/xye8s30nZ2MsSB49mTk6VNoIFL2J1l4nnb0tePr7qbO1MD/TRG+Xm/72jmHv63A4MEdG4D1Vw9H33yK5oBhTZCSO7i6aTpaRhourrxz5383lYDbt4du0aRMPP/zwmB7b2NjIyy+/HJLTU0TCd5mTjLEoi78MR55FWX7/kCVWlcaC1jgfr31P0BI+SVJh0i2mz3uYWO4OypifZi4avvp4LPz+dmR/D1pdaN98FbUGN2fRGosxxNyNo+tlJEmLyXL7qM+TPa34HRXoU0avQp7JHA4Hzz77LH//+98JCwsjJiYGj8dDfX09JSUlfP3rX2f16tUhi89qtRIXFzcwAydJEklJSTQ3Nw9J+ISpFx4eTmFh4YSeK0kSaXffhcZkpOaZP2J9+138Tie533wA6dzMW25uLmlpaezZ8zFhkoQ+MgpjZDgxqelotFr8Pi+97Q143B04nG5aWqwU5a2gs7mRtvp64s6do9vV2UVNTRXWxjN0VB6kOCoSao5ha61HbwpHr5a4OieDVStWEBMzsQ+sc0UwEz6r1TrqB6/t27cH72ajkGWZRx55hEceeYTHH398Wu55MZHwCUhZ16CkXzHifjptxBqctqfxe2yodcE5m9OsXUKvexcefzM69dQf6zYeXs8ZAHQhTPgUv5M+2/9FUkdgTPgGbudB+u3vEh5z6STO17kTSW1EHTn0BJXZ4otf/CK33347mzdvHjRbI8syhw4d4sUXX6Suro577703hFGOzWhvJqO9CQnTK+nmm1AbjVT93/+idcdH+PqcFHzvO6jOnXrR2NhIVFwmaZKGxn41Ho+E5lx/PLVGi0oKw1lTT3JuKlWljdy5qRCjycT2j/fSk9+KLiqKylPH6Hc0Edbdzh3XZbBoWQ4nyxqwN/q4dt1ajEYjLpeLtrY2wsLCRj26TZg5tmzZwv79+7FYLDzwwAOsWjX8qUZ/+tOfWLJkCcXFxdMcYYBI+ASAURsQa02LkVRGvL17UcfcEZT7hWmLkSQ9Ds9hosNmXsKn1iSgUoemOldRZPpafofit2NOeQRF7sPR+Rx600r0pitGf67sw9f9CRrLFUhTcHrJdHnxxRfR6YbGr1KpWLFiBStWrMDj8YQgsoCkpCTa2trw+XxoNBoURcFqtZKcPLP+LQvjE3/N1aiNJk79xxN07j/AiZ/9gsKHfoDGGEZXVxeR8Rmk9sucPnUYmxRHZEw0kdER9FpbaT1aRrS3l35nLA6XBYPBwPXXXUdMdDT7S0vZ/vrryLpuFhUlsnBNBotW5KHRqElJj+PNF/fwx+d+R2pBIj6VC2QJkyqKhQXLuWLNFZflSRvBLLZISkqa8CzePffcQ21t7bDXNm/ezL333sv999+PVqvl8OHDfPOb3+SVV14Z0krp9OnTvP/++zz//PMTiiMYRMInXJKk0qE1L8dj34M++ragVNaqJB1G7QL6vIeJDtsUhCiDx+OpQqcff7VlsLg6XsbXX4Ep6TuotLF02x5DpQrHHP2lS55F6u89jOLrRTPLizWGS/Ym8pipEhMTw/z583nzzTe588472bp1KwkJCWI5dw6IWbmcokcfpvKxX9FTWkbFj37Cgl/+HK1WiyJ7KVm2nurGVtrLmzlatpkwI0RqwSS76e9X6O3LJCHZy7Fjx6irq8NkMrFuxQq6Ok6ycuN8cgpS0GovvPU6evtpaWuhN7KT/HXFZBdk4PV4qTnZyL6D23C7XVx37fUh/ImEgBTEJd1JjvPSSy+N+bFLly6lqKiI8vLyIQnfoUOHaGpqYuPGjQC0tbVx5swZWltbue+++yYX5BiJhG8ETk8p3X2vEqZbgFG/HJ06PegHf88muog1eOw78fefQmMMTpsIk3YprX1P45M70ahmRjWaLLvweRsxmkKz1Oax78bdvZWw2HvRGotxdP0dn7ceS8IjqFSXPgvX17kTtSkflX5uzDQdPHiQxx9/nPr6enw+H4qiIEkSR45MbR/HsfjJT37CQw89xNNPP43JZOKXv/xlqEMSgsRSsoD4bz1A8//5L6rVMgd///+IjEnC39eKx9lD3vyV5JsTcLTX09lchUbtprvVSlJsNAZLLlX73mVfWAyGcD9tzftoa6pEVjWz4IoYPG7voISv4uhZVDE+CkuSiIgOdELQ6rQUlGRhCNNR9uEhFrcvGXMhijC9Lj7nura2lsrKSvLz84c87r777huU2H3hC1/gS1/6kqjSnQl06jR0mlR6+7fT43wTjSoOo34ZRv0y9JqcKesfN1OpDbmotAl4evcGMeFbCKjp8xwh0jB9/+hH4/VUgyKHZP+ez3UGZ9tz6CLWoou8Dk9/Gf329zBF3Y1Wn3XJ58tuG/6+k+hT/2kaop0ejzzyCN/5zncoKSmZccta2dnZ4/r0L8weR48e5cDBD4m/Mo2c7ARykKluLEXptnJ8l4vo7JV0dneQVnQFmQuupLnqCGZDOfHJKRzZs4v5+ctZetUd7Nv7Hu16PW2Z+bR3Kfxl+ynyjzdy7VUF5M1LRZZlztTUEV9gRla0Q87MTctJonJ/HVVVVZddwjdb+uf95je/oaKiArVajVqt5tFHHyUrK/B6vX37dnbs2MFjjz0W4igDRMI3Ao06itjwr6OYfbi8J+lzH8Th3oO9/z3UqiiMuqUY9cswaAuCduzYTCZJErrw1bi7t6DE/UNQmvmqVWbCtIU4vDMp4TuDpDKi1iRN631lXyd91qdQ67MIi/0Cimynt+MP6MKKCQvfOKYxfF0fIWnMqCOWTnG008dsNnPDDTeEOgzhMtLa2sqBXe+xNEvP0uKiga8XpSeReKyZHXIt9nYDPa1OGso+QFH8mA0qUpKTqNi7jdToRK7eeC+ffPwG9RoPqTfcQpY5nIN73sQf00qf2cR7H50kItJIVGw4Xr+Pvj4vsdEJREQObjmkUqkIi9Dicrmm+8cQcrOlLcto1bYbNmwYsTDrL3/5y1SFNCKR8F2CJGkI0xUTpitGUb6E21dFn/sQTvchel0foJLCMeqXYNQvJ0xbFNJGvVNNF7EaV+dmvI7D6CLWBGVMs3Ypbc4X8MsO1CpzUMacDI/nDFrd9M7gKrKbPuv/BUmDKfGbIKmxtz0DSITHfG1MsSiyF1/XbjRRa8d07NpssXHjRjZv3sxNN90U0j17wuWjoqKCCLWdJfMHV7nXvX0MpdnOWqOW7o0F3J6YSFVVFbbWdozhkcg+D76YCK65/at0dVhpcnaScNU1KGoJr9dDRvYiqiq3krDYSK8+gorSWpaszMda24lJ0bFiad6QbUM+nx9nlxdzUuhfG4XZb+5mJ1NAklQYtAUYtAVEm+7D46sJJH+egzhcO5EkI0bdYoz6ZYTpFqCS5tYblEobhyasAE/vnqAlfCbdEtqc/4PTW0q4PjhjTpSiyHg9ZzCZb5zGeyo4W5/F77URnvJDVJoInD3v4HVVEhn/XVTqyDGN47cfRPH3oYma3cUan5adnc2//du/8dBDDwEM7OGrrKwMcWTCXNVqbSA9IWJI8pWxaTGeXhddmRG4XQ7WrFnDmjUXXrOqqqpo69mO0RhO+ZFdNPd30Gc9BvgANQZdPFpVNNZqLw6bj79sO0zbWZlY3TwUtwOzcWhXgDPltWjd4RQUFAx8raGhgROVFXT0tKPXGsjLzqewsHCOfSCSUCZbbXHRWEKASPgmSJIk9Noc9NocopS78fobzs38HaTPvRtJ0hOmK8GkW06YbhEqlSHUIQeFLnwNztbnkL2dqLSTL7TQqKLRa7JweA+HPOHz+6wocv+0Nlx2d72N13EQY+IDqPXpeN1n6Ot+FWPEjejChj8HdDi+7t2ozfNQ6YPTJ3Gm+OUvf8lvf/tbFixYgEp1ee2bFUJDrdHi9fqHfF0TpmPeV9ex60AFKlXgrdPd0Yk+JvA6GB0djVEP1aePUVH6AUqKitS8YsLCDPQ7XZQfPkhrZx+a2Hl4THH4/Ga87mj+8Yu3sffgJ+x64yh5i1NJSI3F7fJw9mQjbSedXLXwRiIiIlAUhY92fsSh07vRxvqISonA4XRTdeA4R8uzuf3mO4mMHNsHROHyJBK+IJAkCZ0mHZ0mnSjTnXh9Vvo8gWXftt7fIqHFoCvGpF9GmG7xjFi6nCht+HKktr/i6d2DIfqWoIxp0i6jy/UmsuIJ6ayox1MFkgqtLnt67uc4jKvzdQzRt6IzL0OW+7C3P41Gn43RMr5+h+qIZfj1EbT0/YE445dQSXNjWTcmJiakJ2oIl5/0zBwqdh9njdc3qJoWwOv1UWPrY/4VufRUVHDixz8n/fOfI+W2W4mJiaEgO5GX3vwbMckuJKMZszkMjV6HtbGVfoOWiAUZ6JNSManVRF99Jd3xCbyxYzt3bbyBU6eTOLm7jNOKDQk1McZEblh9IwsWLACgrKyMA1U7KVqfTnruhSp8p6Ofve8e49333+beu+6bE90kFIJXtDFbij+mg0j4poBWk4RFswmLcRNefxtO92GcnoO09/4BUGHQzsOkX45RvwS1anZ9IpNUBrTmJXjtu9FH3RyUFxezbgmd/S/T763ApJv4kWiT5fWcQaNNm5bZWL+7AWfrH9Cal6KPuhVFUXB0/BlF7iMi4fvj3guqsqykufcngITE3CkiWr9+Pc8//zw33ngjev2FQiGzefZ+aBJmtqKiIsqO7GXb7jKuWVVEmCHw787l9vDhvgrksCSKioroeOMtZI+H2mf/jLe7h4wvfp5FCxfw5tYXSM6KoL+2k5o9h4kqyKC2qRlLbgaxKYk0HjtLeK2NgvXXkJSXy/G33uHkqVNsvH4ja51X0tXVhUajIS4ubmBWW1EUjpYfJibPOCjZAzCaw1h4VQFH3qymqamJ1NTUaf+ZTYXZUrQxm4iEb4pp1XFEGm8g0ngDPn83znMzfx2OP9PheA69tgDTuYpfjXp2nJ2ojbgCT+9e/K4aNGE5kx5Pp05Bq07C4T0c0oTP465Cb5j6I28U2YPD9n//f/buPDyq8mz8+PecM/tMksm+h2yQAGHfEQHZRBRxR61Vu1lr7dvN1rb2tVVr39q3Lf5q37Zqra3V1gUVrQpqQUVl37dAIBCy7+vMZNZzfn8MBGMWEpjsz+e6ckHmPHPmmcks9zzLfaPo47DEBTdleJw78Lh2Eh7zDRRdbO/Op6lUOf9MQG0iJfznwypl0OOPPw7AL37xCyRJEmv4hD5ns9m44uobefft13lhwwGS7AqSJFFW70MJT2b5yuuw2WxYb70ZxWzm9N//Qdlr6/A1NiGvuJxx40cxdXYUEZZCtu7ZxbGj+XjjUogPBGjYuR/H7gLGT5pNUs4YJEkidsxo9h04zGL/IiwWS6fl1FpaWqh1VDAmOZ5j+09SXVaLpkFsYhTpuSnEJEQhWY9SXl4+bAK+kW7RokXdDqhcSOUQEfD1I51iJ9y8hHDzEgJqCy7vXlyendQ7X6Le+QIGXeaZkb/p6JX4ge5ul3TmXPTWyYRysNyqn0qzZzOaRR2QgEUNNBPwV6E3hKZ0XPcC6M1jMUWuaktvI+uisUV9AaN1Zq/PVu9eh8u3n0Tb9zAow2sN39GjRwe6C8IIlJSUxK23f5Vjx45RXl4OwKzpSYwZMwaTKTgDIEkSKdddgz48jBP/92eqN32AuaoKS5KZhPgkxq7O4bLLGln30idsLChCNkFsmBFrTgbjFsxr+zA32Ww4AiperxedLviRHAgEUFW1XV6+psZmNvy7CJfFhJIYBbJMYOdxYvecYNGyqf38CPU9daA7MMCefPJJAN5++23KyspYvXo1AK+88soFl3AUAd8AUeQwwkzzCTPNR1VduLz7cHl20eh8nQbnS+h1aVgN07EYZ6BXkgbVugxJkrEm/VdIz2kzTKfR/TZufwFmfW5Iz90TXm8hQL8kXJZkM5a4L7e7TG/MQm88N1rqV5tx+A9iN3RfO9fh3U1D6zqizDdgNUzqk/4OpI8//phLL7203WXPP/88t9122wD1SBgpjEYjEydOZOLEid22i1+yGH14OMf+93e0Hj7C2IoICtIlZi+fTFxCJJcsyKPKWELO9YsoPl1Da30YkZHnNrw119YSZTJjMpmoqKhgz759HCw6iapBQkQE0/ImkJ6ezsnTNTSNNTN79QL0puBaZ7/Xx6nNh3jj1U9IlGNInN+/+UP71CD6zBsIo0cHy3t+/PHHvPrqq22XT5s2jRtuuIFvf/vbvT6nCPgGAVm2YDPNxWaai6q5afUexOXZSVPrOzS6XkOnJGI1TsdimI5Blz6ogr9QMSoZKLIdh2/3gAR8Pu9xZMWOPEim1avc/8QVKOg24PMGyqhyPonVMJ1I0+CqRxwqv/71r4mNjSU3N/iceO2111i3bp0I+IaRuro68vPzqa2qQm8wkJ6ZyejRoy86zYjT6eTw4cMcP3wQj8tJZFwiYydMYMyYMSHf8R01cwbjH/k5+b/4Jeb6JqR/utmtSoxdkEPmmCQiPj3Org07MUSlkZudjSwH38PdDifNx0+ydMIkCgsLeeU/71MXZiZm8gQMRiMnyss5+slmEj7YhJwYR0RGDA5HK5FnAj6dQU/aJWP5cEs+8ZYEMZ07DDkcDlwuV9tUv8vlwuFwXNC5RMA3yMiSCatxBlbjDDTNR6v3EC7vLlpaN9Hk+veZEm/TzpR4yx4267UkScaqn4rTu4cYc//vNAsmXM4eFMG0J1BOk28rCaaug5qA6qTC8f/QyzHEW+8aFP3uC2vWrOE73/kOzzzzDHv27OFvf/sbf//73we6W0KI7Nmzh60b3sLQXEu8xYjL72fTlg/Ykz2OldffgN1uv6Dz1tXV8e9XXsJz+hjp4SasJiPVR4r4z4EdFM6cz/IVKy64VJ/D4eDIkSMUnzxBwO8jNimVvLw84nJzmPA/j3LkoUegphbl+WN8cNSBN9aAWuuj+eAp4mbGY8qGlvp6GsorqMs/xsSwCMaOHcuzr7yMMzWRSZfMbXs9x2dm0JhdxcY/P0XMmESSknIpzj9JTVgD1ggTPo8PR50Xe1I2cZbUYfU+MNKndM+66qqrWL16dVvFoQ0bNrBy5YV9wRcB3yAmSXosxilYjFPOlHg7hsuzE4dnK82tG1Bk+5kSbzOGTIm3o97HSFCWY1c6Tj/aDNNo9mzCGyjGqBvVb33SND8+7ynCIm7ot9vsTo1nHTrZjt2wsNPj5zZptJAa/nNkaXjkeOxMdnY2Dz74IF/60peQZZm//e1vREZGDnS3hBA4deoUW956nfEWmDA9r23UzdHqZtOh/by9TuGW2+/o9Wicpmm8+9a/0ZUeZcXUsZgM59bBVdQ3smnbB+xJSGDGjBmdXt/n81FXVwdATExM27o6gPLycta//grUnGaU3YRep1Bych8Fuz5l1tKrmDJlChMe+yVHHn4UV9Fpxu8sx3jjdSz5wgT8fj97Dh7k5IefENBUwvR6rswew5w5czh+/Djlfi9jp09rC9q8Xg/Nzc1oioyaFE91WRWLcscSGxtHRWU5jloHZp2e9LQEnHIVxorhVX5NpFMJ+ta3vsWECRPYtm0bAPfddx8LFlxYgn0R8A0RwRJv4zEbxhOl3Y7Hf+JMkuddtLg3Iku2YIk3wwzMhnFIgzYPm0a5f12nAZ9ZNxZZsuD07enXgM/nKwbN16cJlwOaGwkd8nnSrXgCpTT7tpFovrPLXHr1ra/h8h0gMez7g3pzz8X4n//5n3a/63Q6Ro0axdNPPw3QVnlDGLr27dlNjLeFSXntd8bbzCYuzc1m/YmjFBUVkZnZu7yYJSUlNJw6xvLR6e2CPYDEKDvZ4bUc3r2TqVOnthvl8/v97Nixg6MHd+FzBgM+Q1gs4ybOYMaMGfh8Pja8+RrRjhKWXJKH4UyOvtmaxt6CIra/+wbR0dGkpaUx4X9+wdFf/S9N+w/g+dfL5EyZQlhuLuPHj6ehoQG/3094eHjbBpD6+nqkSDsGk4lAwB8MAGuK8WmtqKpKVXMtVbv2EvfBu0RGxpKYkMT4sXm4mpopPnyM7eveo84Wy7rwN5k4Pq/Xj5kwuC1cuJCFCxde9HlEwDcEBUu8jcGkH0Ok9Va8/lM4PTtxeXfhcG9GksxnSrxNw2yYiCwZz3/SfhKvLOO473EcaiE2uX1KF0nSYdFPwuHdTZS5P3bLBvm8x0HSo9f3TZAZ0NwUtP43kbo5JBiu67Ztjed19HI0Efr5nR53eHfS4H6TaPNNWPXdLyYfysLC2peZWrZs2QD1ROgLfr+fihPHmBYf0+nxyDArYQE3paWlvQ5eqqurMfpaibWHd3p8VFwMBaWVtLS0tE0Zq6rKhvXvUHV8KxMzIslMzUTToLC4kgMfv059XS1JySn4Kk9x2ZyxbcEeBHfrTs3JoHTLfg7u309aWho6i4Vx//0TTvzhTwDYsrPa2kZFdaxQpCgKqseDqqkcOLifGlcx8Vl2wux2SstKMRW7CbTWUnBgJ7mLplB1vBTLQQstxTUU1zdhSs8gLG8inzY1s+udt1iSN5EFCxYM2SneYOLl0PR9qI4U/upXv+JHP/oR3/zmNzv9O/7hD3/o9TlFwDfEBUu8ZWLUZ54p8VaKy7MLp2cnTs+WYIk3/QQsxhlYDJORZfOA9tcuT8YoxVLlfw+b4RsdjtsM06h0bMUXqEGv9C4f3YXyeo6jN2T0OtlxT1V6X8Wr1WHXdV86zh0optm3k0TzVzodCfT4S6lyPoXNMAu76co+6etgce+99w50F4Q+pKoqmqahdDNdq0jB6dnekiQJVTtXd/nzAqoKstTuWGFhIWUFO7hqdhZJ8ecCsujIMBJia9iwawc1tXUkmCXMxs43k2TER7LnVEHb77Jez+jvfAstEGi7rYDHgyRJyJ/bkJKeno75wD4Kj+RT01xK5pREbGEWThefxqdzEhMmM3plBseOFVIbZiEyI4FPXv8PSnI2Y6bOYHJ2DmlpaQBUFp7kva07SEoKppERhqaZM4MpupYsWRKyc4b0E+6JJ57ghRdeID4+OM2UnZ3Nb3/7226v8+qrr/KTn/yE//u//wvpHRuJgiXeUjHoUrFbr8XnrzxT4m0ntS1/AnSYDXlYjNOxGKYOSIk3SZKJV5ZS4n+JVO0WDJK93XGLfiISepy+3diV5X3eH03T8HlPYLb0vo6vUy3CJCWgdLOGzhEooMb3LkmGmzHJ3efIq/G8jkGOxa7vuDM3oDqodDyOXo4jzvqVIfvNvafeeecdVqxY0eXxqqoqysrKmDp1+OUfGwkMBgMxqemUnNhHZmJch+MtrW7qNR3T43u/ZCElJYVt5jDKahtIie04mlZYUYM9ZSzh4edGAI8eOUyyXWoX7J2VlhRLnOU0h08XMaGXG4clSUI6swZQU1UKfvf/8Dc3k/vjH6L/zO2npqaSl5DEi+9swDojHltYBm63m6bmOlorq4horWfJFyYT88FJGo834KtrQvapJCQkMnfSFGKiz42UJmRlUltUxJ4DB4Z0wBeqEb6hatGiRQBce23oZrtCPqSxcuVKHnjggR61LS0t5ZVXXmHy5Mmh7oYA6HUJ2HVXYbdchT9Qi9OzC5d3J3Utz1DHXzHpx2IxzsBqnIoi2/utXzHKpZT6X6UmsIlkXfspTlkyYdaPx+Hdg93U9wGfGqhDDTSiN4zu1fVcahkHvT9njP6/iFI6DzpUzUuJ52ksShax+u7vS2ugiBbfbpLMX+sw0hjcpPEnApqT1LAfDutNGmcdPHiQP/7xjyxbtoxJkyYRHR2Nx+Ph1KlTfPzxx5SVlfHwww8PdDeFizBhylQ2Hj3AqcpqMhLOBX3+QIBtRwuxpWaTnd37dbXx8fEk5U5ky57NLDEZiQqzAsEvd8dKKyjyyiycPrPdl6aWpjqy7F1/AY6NtGFqgspWjVaPt9NRvlNV9SRNuKzLc7SWV9B08CCqx0treUW7gE+SJK5esYIt2z6mdPse8hvrcfq81J4+RnaaiTlL04hODCcpK4pw2URMXAyutFZ00bGdpq+JSk2laPc+VFUNeQqa/iJKqwVVV1fz97//ndOnT+P3+9su//Of/9zrcw3YlK6qqvz0pz/lpz/9KY899th52y9evLjLYxUVFSQmDqOEk31Ap8R8rsTbblyeXdQ7nqPe8XeM+tFYDNOxGqejUzpfV3M+bq0KA9Hn3Zigk6zEKPOo9m8iUVnZYXOC1TCVGuffCKjNKHLn63BCxes9AYDB0LsScWWBNzBIkdjlCV22qfS+hlerI8f0nfOmz6l1v45BjidC33GkMbhJ4zBJYfehVzqOhgxH999/P3feeSevvvoqzz77LJWVlZjNZnJycrjmmmtYuHDhsB/lHO7Gjh1L5cLL2bp5IwXl1STaw/H4fBQ1OpGT0rly1bXtdsj2xrIVK3jL6+Gt/H3EyX6sBj3VLi8uq53Jy1aS97mNIkazlWZncdvvfn+A02U1OFvdWMxG6pscZGZPobE6jA/3H2XJ1HHoz47caRr7jp+mVg5nxaSuk59bUpKZ+Ktf0lpWTnhuTsfjFgtLFiziUM2HpGaGUVVZTWW2woKb8jCZg0Gdo8GNxRIdLDPoDwB0Og6mBgLIIF4jw8C3vvUtxo8fz5IlSy46eA95wLdhwwa2b9+O3W7nnnvuYfbs2Z22e/bZZ5k6dWqHF57Q94Il3hYTbl78mRJvu2hwvkyD858YdBnBkT/DdPS6npfqOuL7DRHyOLJ0Xzpv23hlKdWBjdSrO4hR2k9hWvVTqOFZnL59hBs737wQKj7vcRRdPLLS88DSpZZRF9hOhv6OLnfSOgOFVPvWk2i4AZOc3O35WgMnafHvJdl8d6epdXxqNbGW27DoR9ZrJT4+nnvuuYd77rlnoLsi9AFJkrhs0SLSMzI4fPAAp8pK0RuNTFgwnry8vHZTrr1ltVq54eZbKCycSeGJE3jdrWRERTN27Ni2JUefNTpnHNvf209zi4vy6nq27zmEx9GIXlZpafVzqNTNyltns3zV9ax//WVe/OTQubQs9Q4cxkhmLru6bR1dVyxpqVjSUtt+d54qovnoURKvCM4AjM0dx7Hy3aSPSWLs1HS27HHT6mzFZDbQVOukodjD+IVpSLKE4/0jxNhHY7V1HJmsO3mK+amjhnTAN9KndM9yuVw8+OCDITlXrwK+1atXU1RU1OmxdevWcfPNN3P33Xej1+vZvXs39957L2vXriU5uf0HXkFBAe+99x7PP/98j2+7u0LB3Y3+Cd3rWOJtf7DKh3Mdjc6X0SupRFpvwmI8f9muRGUZp/zPEy8vwCZ3v7POLCdhlbI44fszUdJsZPlcoKOTIzDpRuPw7u7zgO9swuXu+LRgVnO9FHxjLQuswyBFESt33jdV81Hi+QtmZRRx+q7XoZ1V434No5xEuL7zL0cJNhHwCMOTJElkZmb2SRoRRVEYM2ZMj9ax5ebmcvhALn959SP8jhqmZ1qZOiUVn9fLwcIqLBYLZQW7yc7OZvUdX+XIkSOcLixA9ftJHBtMvNxZINkdv8PJkV/8D97aWlxFp4m66QacTieyM4wNz29jxtJc7KZYig6fpsLcSEV+Mwmxo0jNTqT0ZCWmeheB01V4na2YbMFpazUQ4NTefYQ3tjBl/qILetwGi6G6uzbU8vLyKCoqIj09/aLP1auA76WXXupx22nTpjFu3DgOHTrUIeDbtWsXZWVlXH755QDU1NRw4sQJqqurufXWW3vTJSGEgiXe5mAzzflMibc9qFrPyrgkyIuolj7ipP/vTND/7LzTmFHKHKq8/6Ek8Aqj5JvbHbMaplPvegVVc/fZmjVVdeP3lWCxdr3uBuBQYA02KZXRyp241BLqAjvI0N/Z5dR1lW8dHq2SMaaHz5sM2+U/jsN/gGTLN4dN1RRBGGoMBgNXrbqOh3fvJEFzY1CsHDxRiaaYiEnNYd7ScWzbf4KdWz8iJ+cuZs6c2baL8kIpVguJV17B6eeep3LDexRu3UL5mBgiDTL1JQ7+/cQnxGXFU1PnpLG5gsRR8WSm2vjo9R346/XcuvwWappaKFj3b6SEWBSDAU9FFTEBjZXzF5Camnr+TgiD3p133snNN99Menp6u/Wazz33XK/PFdIp3crKShISglOARUVF5Ofnd/rt6tZbb20X2H3xi1/kjjvuELt0B5HPlnjrKUlSyNDdziHfL6hSPyJB6T6QSlCWcFJ6kuLAS6TorkORzj2Zbfqp1PFPXL6D2Aw970Nv+LwnQVMxdLNhw6EV06ydIFW+AoDSwOsYpRhi5Us7be8KFFHlfYsEwzWY5fO/4dZ4XsWoJBOu65v7KAj9yefzcezYMQpOFOJyeYiKDGf8uLGkpaUN+ulFh8NBdmoMSyfmYNQFx5ciIuxYrcHRs4k5ozj64XHKysrOO3XbE5IkEXvlFXx65DCJu/dibXIwviBA7hfm0To7h4/3HOWkw8INt9yBXq+npKwYV7OLzMgocmfnkpKSgtfr5fjx45wsKsIf8BM/YTLjxo274JJ0g4mY0g36wQ9+wC233EJeXt4FlwM8K6QB35o1azh8+DCKoqAoCg8++CAZGRlAcEp206ZNPProo6G8SWGQCZfHEKdcSnHgZaLl6eilsC7bSpJMmm41x31/oDjwOhm61W3H9EocBiUNp3dPHwZ8J5BkM4qu6w0/FepHGIggSpqMUz1NfWAXmfqvdjq6p2p+ij1PY5ZTidefv9ahV63C6T9CiuVbYnTvPM7mYxvsQcNI5nA4eG3dvzle0oIpPBWjOZLj+dXsOrCe2VOzWLJ48aDeMep2uyHgJTE+BlMnu3DDbWZQfcF2F0lVVbZv387mLe9xLP8Dlo0NI/mUCW9TKwef2kjWNTO4euE0Xtm0l+bmZi677DImTuyYaN1gMDB+/HjGjx9/0X0abETAd863v/3tkJwnpAFfd7ttFy9e3OVau3/84x+h7IYwwNKUm6gL7KY48ApZui932zZJt5LT/hco8b9EirKiXYBoNUylyf0+mubvk6TIXu9x9IbsLoOtgOahWt1CkrwIWdJR6n8DoxRHjNx5zr5q379xq2WMMf+8rb8n1NewkkiiPKdDe50UTZr1fqzKuNDdqWGmurqaBx54gG3btiFJEnPmzOGRRx4hLm5k7FYeStZveI+CsgCT596AxXZuw0Vl2Sk+2f0BMdH7BnXexLCwMNCZqKlvJjWxY6aC6rom0JmwdbJJorc++GATBwo3IYc1MX1CJIsuH0NjZQtVr1cjV6mcWLud+OJacrIi2Xtkn9iVPoJNnTqV/Px8xo4de9HnGrxft4QhyyBFkKa7nqrAR7Sohd22VSQzScpKAlojxf517Y7Z9NNQNSet/mMh76Omqfi8hRi62bBRo+3Ej4sEeQFO9TQNgV0k61Z1OrrXqpZQ5XuTeMNVWJR0AKrV3ZxS30Lq4puqLOmw6caLN/JuPPjgg0ybNo1PP/2UTz75hGnTpoVsx5oQOlVVVRw7Vc2YCfPaBXsACckZhMWOYdfeQ6iqOkA9PL+YmBiiU8aw50gRgUCg3TFVVdlz5BThcRkXnQKspqaGw8e3MXVeMqkZ8djDDOgUhZhkO6O/loF/dPBjuWpHIf6Nx5Bbmjr0Z7jTAFWSQvIz1Dd/7N69mxtvvJEVK1Zw7bXXtv1cCFFaTegTZzdwnPI/d94NHEm6qygPvElZ4A2SdcsxScGSagYlDZ0cg9O7C4s+9FMWOl0SRnPXIw6V6odESuMxS3Ec8z+OSYontovRPWfgGGZ5FPH6VQB4tWbyteeIlSYRL80Ked9HioqKinYJRu+66y5WrVo1gD0SOlNeXo47YCQ6rvMURIkp2Zw+cJTGxsZOa8kOFvMuXchbr1Xw5gd7mZyTSpTdRmOzi/3Hiqn2R7F8+aKL/oJ2/PhxFKuDjNHjaGlycsrhx+9X0elkDEY99vkRNNk1jIdc+KtbyG48Ssv+A0ROG7yjo0LoPfvss3zpS1/iv//7v0N2TjHCJ/QJSVLI1N2BQztFlfpRt21NcgIx8iVompNT/lc+cw4Jq2EaDt9eNC20IwOSJBMd91P0+s43Vji1Mpq04yTIC3Cop2gI7CFZd02Xu26jdYsZbXoQWdKjaRr56j/QCDBWvlOM4F0ETdOoqalp+72mpuaC6qsKfasnayyHwl8tISGBldffipI0g/cPNvDShyd4d18tgdgpXHndrSHZ+epyubBF6IMpaXKSadVbOVRQ1XbcbDHgj4K0L87FbTWieH0cefhRGg8cvOjbHjoktBD9dJ6aevDbtm0bt912G8nJyW27wj/7cyHECJ/QZ8Lk0cQp83u0gSNRdwV13m3UqB+Sol5BmBzc7GPTT6PJ/S6eQBEmXehzdXWlUv0IPeHESNMo8P0ek5RAjNx5njw4+0EXfGOp0nZQre1mgvx1jFJEP/V4ePryl7/Mtddey6WXBndFf/zxx/zwhz8c4F4Jn5eYmIhR2UFtdRkxnYzyVZadJNZuJiJi8L8e4uPjWXXNdTQ1NeF0OrFYLCHd9Wq1Wmkp96GqKmHhFsZfMpHdH+2mqaWI0enR1FQ0UlThp8RVgnnFcqa0tOKtrCIib3BszPB6vRw9epT8giM43Q4iw6IZlzuO0aNHh3RTjjpEA7VQefLJJ3nllVe45ZZb+Na3vsWNN9540ecUAZ/Qp9KUG6lXd1MceJks3Ve6bBcu5xEmZdOsnaIo8DJ50g+RJAmTbjSyZMPp3d1vAZ+q+ahSPyFBno9LK6ZR3UeWvvMqGJ/n0Zo4qv2DeGk6CbKYyr1Y11xzDePGjWPHjh1AMAAcPbp3dY+FvpeYmMiYUTEcOvgp1jkrMFvObWyoriymqfIoC5dNvei0Ev0pIiKiTwLUMWPGsHN/GIXHyhk9NoWJ07KwWI0c2XOc/J2VnDxaSWLCFJbOvIqZM2diMplQfT6kM8FUwO2mce9+ouf0//uLw+Hg9X+/RrGjkMjMcKzhZoprjnHkwwOMPzaJq1ZcdcHl8ISObrzxRmbOnMkNN9zAY489hizLaJqGJElt74m9If4yQp8ySBGkKddz0v8ccfICwuTON0lIkky87nKcvidpVA/QoB0kSpqIJClYDVNw+HYTzcV/w+mJWm0XPpwkyAsp9r2ASUrqdnTvrOBU7t+QUMiVv9gPPR0ZelotQRhYVyxfhuv1f7Pn45exRqZjslhpaahGc1cxZ0r6oN6h2x9qa2s5ePAgpUUFVJ6qo/D0EWZelsHkabmkpMchSRI7WyUmz57Lbbfe2W5UUdafK+FY9OzfqdzwHknXXE3Gl+7o1/vw/sb3KdNOMXf1dKxhlrbL66oa2PPOXmK2xTBv3ryQ3JZIywKHDh3ixz/+MStWrOCrX/3q4KulKwifFy8vokr6iJP+55io/3mXGzhilHmU+l9G1gKcDrxMpJSHJMnY9NNo8XyMN1CBQbm4HXI9UaF+gF3KIaA5aVT3k62/p0d58iq0LdRo+5kk34uhm+nrzwpoXuopJFa6+C33w9Hhw4f53e9+R2lpKX6/v+3y7kotCgMjPDycW2++gWPHjpF/9Dgudx2js8MZP24ZGRkZI2Yta3NzM5WVlUBwTWB4eDgFBQV8+N46bNQzJiWKnDkJbNrWwH/+eYBD22qIi4tFwcrY1CUsXHBZl6lfNE1Db7cjKUq/b+Koq6vjROUxcpdltwv2AKLjI0mdlMj+fXuZOXNmu4oQF2qkT+muWbOGf//73zz00ENtS1oulgj4hD4nSTKZujs46HuYY4Hn0ClpZEsd6zwqkolYZQGVgfdxqKepVrcQr8zDrM9Dkow4vbsxmK/q0766tEoatWOMVe7Gq9UTLo8nWj7/Alm3Vs8x9Z8kSnOIk3v2RuzUqtmlPYmTKpbxG3R9VEJuKPvRj37EF77wBSZPnjykpgNHKqPRyMSJEztNEjzcud1uPvrwA4ry94KnKXihMYK4UTmUFxeQlxjg0hkz2wLfGZNGs2NfAZv21zJ3ykrGjh1LeHh4N7cQXCucdstq4pcsxhh7Lldg0+Ej2DIzUMzmPrt/lZWVeGQXCWmd58BMykhg166D1NXVXXTqGgHKyspYt27deZ8TvSECPqFfhMnZxCkLKAu8S50cholwUqTpHdrFKUuoDLyLVUrktPoqMfJMFMmART8Bh283kX0c8AU3a1iJkaYjy3qilfNX+dA0jSPq31AkIzlyz2pBV2r72Ks9iwEbl0j3i2CvC7Isc/PNN5+/oSAMIL/fz1tvrsN5ejcLcpPJTEkH4GRpNW9+uI6S+ma+svzWDqOcMyeP4XRlE01Njb36YP9ssOeuqubIw4+ijwgn+957sE+cEJL79HmSJCEhdblLPni5FJKRXI3QTekOhd3hnfnNb34T8nOKtCxCvxml3ESLrEPGwh6ep0Wr6tDGJMcTIU9G0iR8WhN12m4ArPppePyF+NWGPu1jlfopcfIlyJL+/I3PKNM2U6cdYpz8JfSStdu2qhYgX3uNndofiSGH+dIDREiiyHlXpk6dysGDIykdhTAUHT9+nLpT+7lyTi45GUno9Tr0eh05GUnMyI4igiZOlVZ3et2MpEiqyoou+LZ9jY3ow2x4qqo5/N8/58Qf/4zf4bjg83UlKSkJo2qh/FRlp8dLT5RjN0QRE9OxSsmFCF1aFuEsMcIn9Bu9FMZY/b18qr2AFT/beZKF2v3oJGO7dgb9DPbxAvO1bxB5Zm2bVT8JkHF69xJh6jgdHCpp8tXEyj2v3duq1VCgvkiSfCkxUvffrN1aE3u0v1DPccZK15PFshGzrqm3rrnmGiRJwu/388orr5CWlobReO558vrrrw9g7wShvYJjR0izy0TbO67djQyzkGrXUVBYSm5WSofjAVVt24F7IcJyxjD592s4/fd/ULnhParefZ/6bTtI//IdxC6YH7L3GLvdTm7qeA5s3UV4pI2I6HM7mCtOV1F+oJolE1eIXbqDmPjLCP0qi1k0S7Uc0N4mQDH7+BfTtDvavSmlSDM4zEYOSx+zmGkAKLINs34sDt/uPg34kpUlPW6raSqH1WfRS1ZypO6nHeu04+zWngJgjvQ9oiWx67Q7P/nJTwa6C4LQY62OFuJsna+fi4yKBk2ipaXjqJuqqhSWNpAy4eJSrOgsFrK+8XViLp1H4Z+eorW0lONrfk/1xg/I/NpXsKSFZhZhyaIlON9ysuPVg1iTDVgizDTXOPDXwNRRs5kxo+dfls9H1cSX4VATAZ/Q7yZzBQ6pllPaJ5xkMzFkk865rfx6TMzii2zicY6ykbEsBcCqn0qt658EVBeKbOnq9P2mVPuABu0oU5X70Emdv9lrmsZJ3idfe40ospkqfQ2TSMZ8Xt1lkj9y5Eg/9kQQzs8aZqeu/HinxxISEmj0GqgoqcHj8WE0BpeL+P0BPtmVj1OKYsKE0Ky7i8gbz+THf0P5G/+m5KVXaDpwkL3f/h6JVywn9Zab0If1LHtAV0wmEzdcewOFhYUcLTiKu9pFms3OuOnjSE1NFTMWg5wI+IR+JyEzh1txSA3UaPvZwwvYtVHYP7OWLZYsclnMId4mkfHYSSLMMBuP/xSSNPBP24Dm5bj6CinyQqKlcZ228Wku9ml/p5K9ZEmXk8s1yD1I3iwEHTx4kPLycmbOnElkZCTHjx9nzZo17Nmzh23btg109wShTe648Ww6tpPK2kYSYuztjtU3u9BFZ2E0RPDC+r2kxRiRZZniahd+YyyLlq8iOjo6ZH2R9XpSbriOmHlzOfXXv1G/fScVb79DzUebSb1lNQmXL22X16+3FEXpl9yYIz0tS18Y+E9OYUTSoWchX2E9v8XBcbbyZ5ZoP2WH9BqxZDCGueRxJeUcZjvPsYT7UOQw4m13DXTXAZDRMVa+kzhpSqfHm7QSdmtP4qGFGdI9JEiT+7eDQ9xTTz3FU089RWZmJr/73e+47bbb+M1vfsOtt97Kr371q4HunjAC+Hw+jh8/Tnl5OZqmER8fT05OTru1pGdlZWVxZMw01u/YxpTMGLJS4wEoLKli78lasqctZPGSZRQUFFBaUoymqYybm9yjVCwXypSQwNif/IjG/Qc49cyzuE4Xc+rpZ2jaf4CxD/yoT24zdCS0kO0pFYHjWSLgEwaMmTAWSXfzjvZrajjBLv6GRUtju/QyMgrZzGIWt/MffsMRNjCBvk3J0huSJJModV59o0TbwgHtBWwkMF/6L6xS53mrhK69/vrrvP3228THx1NYWMjKlSt55plnmDNnzkB3TRgBqqureWfda7jLConTB5AkKPRI7IwfxbKrryU1tf2aOFmWWXHlSrZERrP70C52nCwAQLFGMXrWlcydOxe9Xs/UqVP7veKIfdJEJq/5DZXv/YeSF18m/vKlbcdUnw9JUS5q04gwdIiATxhQdhK4TPo672m/5QQfMouvMYZ5bOVFFHRkMI1xLOcw60kij2jSB7rL3WrRytmn/Y1U6RImcAuKdPEZ50cio9FIfHxwlCQrK4v09HQR7An9wu128/ZrrxBWW8hV08dgMwdzZLZ6vHx8oIANr7/MTXd8tUOdXb1ez4IFC5g1axbV1cEULHFxcZhMA59jU1IUEq+4nLhFC5E/UwWj7PU3qPnoY9K/dDtR06cNYA/b0wjdlO5QzcPXF0RYLwy4RHK4RPoyfvTs4u9kaZPJYgaf8jzFHGAcy4gkle38gwDege5ut2wkslD6OZOlO0SwdxE8Hg/Hjh3j6NGjHD16FE3T2v0uCH3l6NGjeCsKWTJ1bFuwB2A2Glg0dSy6ulIOHz7c5fVNJhNpaWmkpaUNimDvsxSjsW1jhaaqVG/6gNbSUgJO1wD3rCORhy/0xAifMChkM5smqtjHP9jM46zQHsUvefmYv3MZX2UWX+Q9HmM//2Yq1w90d7skSRJhJA10N4Y8j8fDN77xjXaXnf1dkiRRS1cIKYfDgcPhwGQycfpUIalWBZOh48YGnaKQHmXh1LF85s6dOwA9DR1Jlpn0219TvelDYuaduy/lb71Da0kJCSuuwDoqbQB7KISaCPiEQWOqtJJGrZwi3mUbf2E+3+Ej/sqHPMNi7mYiK9nH6yQzgXhEHrvhbNOmTQPdBWEEqKurY+unn1J6dD+atxVJZ+BUdT2zwgNdXseg0xHwD+6Zhp7SWa0krbyy7XctEKB83Rt4amqp3PAeYTk5xF62gJh5cy86pUtvqWICMuTEIyoMGhIyC6SvEsNkyjhBK83M505iyeQDniaSdGLJZgcv4MM90N0VBGEIq6urY92Lz+PY9wGXxuu5bkIKi9PCCHdUsmXP/rZ1eJ9XWt9CXMqofu5tP5FlRn/7W0TPmQ2yTMuxY5z881PsvPOrHP3Vr6nZ/DF+p7NfuqJqUkh+hHPECJ8wqOjQs0z6Puv5HR/wNJfzXyzkK2ziST7gaS7hNrbzLHt5lZl8YaC7KwjCELXlk4+x1hVx1azx6M+UA7PbLNxx+TweeeoFXnxzPatXLicmOhrlzPEjRWXUK2HMzeuYKLmxsZFDhw5x+nQBmqoSF59KXt4EkpKGzhIPSZKImJBHxIQ8vA0N1Gz+mJoPPsJ5qoi6rdup27odSacjIm88UTOnEzFhAubUFJFweYgQAd8I9qr2FF7cxJFCHEnEkUI0CegGOLGxmTAW8XU28Dibz6zhu4y7+A//xxb+SS4LyeddUphEEnkD2ldBEIae5uZmyo4eZH56QluwB1BR18gn+w5jsxr49NhJ6ppfIjslkYTkUfh0JqqwMHnRlR3SshQVFfHehtfQSzVkjLKjUxSKS0/xxvFdzJh1OdOnT+/vu3jRDJGRJK+6muRVV+M8VUTNx59Qv30nraWlNO7bT+O+/QDo7XamPLEG/Zl8gtpF1gYOCuWGCxGMniUCvhFsGvMp4ijVlHGMvWioSMhEa/HEkUIsScSRTDTxKP0cBNpJYAFfYiN/ZhevM4PrWcw3eI8nKGAHkaSzk3+ynAcwYu3XvgmCMLQ5HA40r4tYe0zbZTWNzWzYsp04g4tvX57DjuNhNBhiKS6rYevuo4y9ZCnX37iazMzMdudyuVy8/946UuIcLJg3A0UJVtOZPhX2HzzJzm0biI+P7xAkDiXWjHSsGemk334brWXl1G3fQePefbQcPYZs0KP7zPq+/F/8D56aGjLvvouI8Z1XIRIGhgj4hilN0/DgphUnThy04qQVBy6cuM78q0PH5dyAJEn4NT91VFJNGdWUUUUJ+exCQ0NGIUZLODMSmEwsSUQRjyz17RLQRHKYyY1s52XCiGUsC1jCPbzHE7TQjESAcg6RwcUVHhcEYWQxGo2gGGhpdRNuDdbB3nPsFHbZwRVT0gkEVGLsVubNmk58XBz7jhaxs5K23JCflZ+fj+arYt6caW3B3lmTJmRyumQXBw/uH9IB32eZk5NIue4aUq67BtXnw1Ndcy7Vi6bhOHECX1Mzsu7Cw4tgHr7QfL6IPHzniIBvCAloAVpx4vpc8Nb6mX/PBXdOAqjtrq8gY8aKGStWbEQQiYaGhIRO0hFPCvGktLX3aV5qqaTmTBBYxikOsQPQUNATqyWeGQUMTgnbiQ15EDiGubRQwy7WYSOaVPJYyjcp4zCjmIKewZXnShCEwS86OpqoUdkcPrWf5JhI3F4fJRVlXJphR5FlSqrqUKwRREdFATAuK4U9RQcoLCxk4sSJ7c5VWVlBUrwRQydpXABGpUZxuPBUn9+ngSDr9ZiTz61RlCSJSWt+i/PUKSxpFxfgihx6oScCvgGkaRo+vB2CtXNBXPuAzt3JzlQDBizYsGDFjI0EUrBgw4y17V/rmX+NmHq1uFYvGUgkjUTO5WLyah5qqWgbCSzmBAcJFrLXYSBWS2pbDxhHMuFEXXQQOJWVtFDHJzzH5fwXUaQwmqGdA0sQhIE165JL2fBSER/szScrMRZUP1aDldOVtZS7VDIm5KA7M0pl0Ouw6KC1tbXDeSRJIqB2uLiNqmqMpHVkxugojNFRA90NoRMi4Osjfs1HOcVtwdrng7ezo3R+2ud7kpEwYWkL4sKIII6ktoDOciaQO/t7f2+wMEhGkkgn6TMlzjyamxrKqaaUaso4ST772RJsj+lMEJhMLMnEk0K4FNmr25SQmcdtvMcTbOJpruC7WLGH8F4JgjDSpKens+T6W/hk43scP3qSgyV1WGQH2ZlpZEzIIS3t3Bddt8eLwwdWa8f1wsnJKWz9+FPcbi8mU8fqOqdO15GSOr9P78twFKrSasI5IuDrI7v4mO18CIAe/ZkRt2CwFktCu+DN/Jkgzoi5z9fGhZpRMpFCJimcW8zs1lxto4A1lHGcA+zlYwCu0+4iUepdHisdBhbyVdaz5ky6lm+J6VxBEC5KdnY2GRkZnD59GuP779NavJPJs+dhs5jbtdt37DRSWDzZ2dkdzpGTk8PuXSls2nyQxQsmYjQGp3ZVVWX7rgKaXTYWTZzUL/dnONG0ofU5OBSIgK+PzGQhY5mCBSv6EVhT1SRZSGM0aYxuu8ylOWiklliSL+icFiJYxF28y/+jkB3kIr41C4JwcRRFITMzk9U338zrL/l5Z8thpo5JITHWjrPVw6ETJZxoUpizbEmntXFNJhNXrLiW9e+8xkuv7yE1yYROUSgpd+AN2Jl/2SoSEhIG4J4JQnsi4OsjsiQTQe+mLoc7i2TDgu2izhFJEqt4AD3m8zcWBEHooYiICFbdeCuffvIxm44fhCNVIOuxxaWz4KpLyM3N7fK6iYmJ3HzLlzh69CjFp0/R6guQMyGZcePGERkpPgcuxFCZ0n3iiSd44YUX2nZwZ2dn89vf/rbTtosWLUKv17d9cfj617/OihUr+q2vIuAThhwz4QPdBUEQhqHIyEiuWnk1zc0LaWpqQq/XExcXh9yDRMIWi4WpU6cyderUfujp8KaFMPFyf+z2XblyJQ888ECP2j7++OOMHTu2j3vUORHwCYIgCMJnhIeHEx4uvlgOFxUVFSxevLjL4xs3buzH3gwcEfAJQ5IWCNB8JB9vQwOGyEjCx41F+lzSU0G4UN1N06iqyqOPPspHH32EJEnccccd3HbbbQPZXUEYdtQhtGljw4YNbN++Hbvdzj333MPs2bO7bPvDH/4QgAkTJnDfffcRFdV/KWxEwCcMOXVbt3Hy6b/iratru8wQHU3m175M9JyuX2iC0BtdTdO8+eabnDhxgnfffZeWlhauvfZaZs2axejRozs5iyAIAy0xMfGCR/FWr15NUVFRp8fWrVvHzTffzN13341er2f37t3ce++9rF27luTkjpsTn3/+eZKSkvD5fDz++OPcf//9PP300xfUrwshAj5hSKnbuo2jv/rfDpd76+o4+qv/JfdHPxBBn9Cn3nnnHW666SYURcFut3PFFVfw1ltv8d3vfrfT9t1NJVVUVJCYmNhXXRWEIWuwVNp46aWXetx22rRpjBs3jkOHDnUa8CUlBauS6PV67rjjDi6//PKQ9bMnhs6YqdDvWjUvnwbyWeN7gz/53hno7qAFApx8+q/dtjn5l7+iBQLdthGEntiwYQNXX301t99+O9u2bWu7vKKiou2NGyA5OZmKioqB6KIgDFtnN25c7E9fq6ysbPt/UVER+fn5jBkzpkM7l8tFc3Nz2+9vv/0248aN6/P+fZYY4RPaUTWN41o5O9Rj7FeLCBAgR05hkTzx/FfuY81H8ttN43bGW1tH85F8Iibk9VOvhKEolNM059PdVFJ3o3+CIAx+a9as4fDhwyiKgqIoPPjgg2RkZADB1/6mTZt49NFHqaur41vf+haBMwMSKSkpPPbYY/3a15AGfEMpH43QXp3Wwg71GDvU49RrLcRKEVyuTGWGPBq71LGc0EDwNjSEtJ0wcl3MNE1iYiLl5eVMmTIFgLKyMjEtKwghNlQ2bXQXtC1evLjtS11qairr1q3rp151LuQjfEMlH40AHs3HfvUU29VjnNAqMKJnqpzFLCWHdCkOSRocayjOMvQwgWlP2wlCVyorK9uqI3x+mmb58uW8/PLLLF++nJaWFtavX8+f//zngeyuIAwzoZyOHVyfYwNpyEzpioXPoaFpGqe0Krarx9irnsSDj2wpkS8oC5kkZ2CU9APdxS6FjxuLITq622ldQ0w04ePElwjh4nQ3TbNq1SoOHjzIsmXLkCSJO++8k5ycnAHusSAIQvdCHvANlXw0I5FPC/C4/w1KtVoiJRuXKROYIY8hRhoaCUYlRSHza1/udJfuWZlf/bLIxydctO6maRRF4Wc/+1k/9kYQRhZNA00LUaUNDTHId0avAr6BzEcjFj5fPB0y0+QsrpZmMVpKQh5kU7Y9ET1nNrk/+kHHPHwx0WR+VeThEwRBGA5UkUQk5HoV8A2nfDQjkSRJLFIm9dn5fZrKAX8j+3z1LDMmkqr0zWaP6DmziZo5Q1TaEARBEIQeCumUbncLnT/L5XLh9/vbahUORD4aITTcWoA9vnq2eWvZ7qvFpQWIl03MN8T16e1KiiJSrwiCIAxTgyXx8nAS0oBvKOWjES6cQ/Wx01fPNl8Nu3z1eDWVNMXK1aYU5uhjyVCsg26HryAIgiCMZCEN+IZSPhqhdxpVL9t8tWzz1rLP10AAjdG6MG4xpTPHEEOyYhnoLgqCIAjDRKg2bQjnDJm0LEOBpmnDamSrOuBmq6+Wbd4ajvibABins/MVSxazDTHEyqYB7qEgCIIwHIkp3dATAd8FUDWNas3JabWZ04FmitVmTqvNeAjwf5al6KWhu7uoNOBii7eGbb5ajvtb0CExSR/JN605zNJHEyEbBrqLgiAIgiD0kgj4zsOl+doCuuJA8N8StQU3fgDCJSOj5HBm6hIZq0QPuWBP0zROBhxs8dayzVdDccCFSVKYpo9ilTWF6fporHL/PE1aNT8nA00UBBooUBsoDDRxrSGLKwwZvTrPWmc5C0zRxCrGXl3vX62nCJN0XGVK7dX1BEEQhNASU7qhJwK+M1RNo+ozo3bBwK6Zas0FBHPYJcs20uRwZukSSZPDSZcjiJB7F1QMBqqmcdTfzBZfDdu8tVSpbmySjpn6aG43ZzJZH4lR6tsUJ6qmUaE6KVAbOB5o5HiggWK1BQ0woZCt2LlMn8J0XUKvzutSA/zFUUyMYmBhLwM+k6TwVGsBIHGVKaVX1xUEYejyer2cOnUKh8OB2WwmMzOzrc670P80JLQQ5eETU8PnjMiAz6F5KVabKQ60cFptovjMqJ2H4K5hu2RklBzBbF0SqXIY6XIEibJtyI3efZb/TI68rd4atvnqaFS92GUDc/QxzDXEkqeLQNeH98+heTlxZvTueKCB42ojLi04Spoi28hW7CzXpzNaicSEDrOkI0zufZm3etULQNQFTD1fY0ylTnXzVOsxrJLCZUZRrk8QhrvDhw+zdeP7tFaVYNICeJD5OCaB6QsWM23atIHuniCEzIgL+P7s3scH/mIgOGqXIocxSg5nri6ZNDmcNDl8SI7adcatBdjrq2ert5Ydvjqcmp942cRCQxxzDbHkKOG9qrbRovowS0qvAsNd/iqe9+RTrjoBsEp6xsh2rtJnMkaxk6XYMaPjleMqoxNlCgwV/Ml1jNWmDG4yp/f2LlOv+gCIuoBgUZIkvmIejUsL8LgrH4ukY5YhttfnEQRhaCgoKODD114kQ/YyYXwmVpMRt9fHkeJStr7xCrIsM2XKlIHu5oikaQPdg+FnxAV8l+nTmKDEkqaEkyhZ+3RUayA4VT87fXVs9dWw21ePR1NJUyxcZUpm7gXmyAtoGmtdZTzvLOF74dlcZup5EGREYYISw7WGbEYrdhKljre/oUjlndMBjscUsMNfzlJDEteY0ro9b4nPTYsaYJyxfTWPixnhg2DQd68lF6fm59fOQ/xMmsxEfeQFnUsQhMFL0zR2fPIxSQEXs8ePbbvcZNAzNTuDQEEhuz/+iLy8PPT63n+BFC7W8PpsHgxGXMCXo0SRM8wqcDWqXrb7atn6uRx5q02jmGOIJeUicuSV+Vv5TctxCnwOrrckcYkxulfXn6CLYYIupuvzOzT+VdSKY+xh9khOvmnJ5XJjx1J8AF5N5Zmmcq63xfKL+lNk6s0dAr66gBezJGORL/yPLEsS37eO5xeO/fzCeYBf2KYwRhd+wecTBGHwqa6uprH4JNPTOn+/GZuaTEH+aUpKSsjMzOzn3glC6I24gG+4qFHdbPXWsrVdjrwIvmzJYrY+hjjl4hYcq5rGm60V/NV5mjjZyP9G5jFOH9qgx69q/LKgloKMfHJsMj+xTes2sHrfVc8bzhpSdEaKfG6+Ze+4m7ZO9RGtXHzqGIMk8xPbRB507OXnjn38T9hURim2iz6vIAiDg8fjQfP7sJk7X8JjM5vQfF48Hk8/90wAsUu3L4iAbwgpO5Mjb+uZHHkKEpP1kdxjHcMsfQz2EOXIqwy4+V3zCQ76mlhlTuRO2yhMId61q2kaD5YU8XHUSS6zRfJweF6HHH8bW2uZbAgnWjEQ0DRebqlinsnO+6568ow28owdA7B61XvB07mfZ5IUHrRO4gHHXh5s2cdjYdNIUMwhObcgCAMrPDwc2WyhuqGZ9ISOy1SqG5uRzda2mu+CMNSJgG8QO5sjb6svOJJXHHBhlGSm6aP7JEeepmmsd1fxF0cRYbKOX9nzmGSICNn5z2rV/DxUn887VLFUHsWvo7JRPreub6u7gUcaCnnIPpoFlig+bG2g0u/lRlscTzSW8ouYrE4rm9SpXmJCmBzaJut5yDaZH7Xs5qeOvTwWNo3oYbKpRxBGMrvdTvLYCRza+SHJMZHodefeS1VVZf/JYqJGTyYpKWkAezmSiRG+UBMB3yDTWY4865kceV80ZzKlj3Lk1QY8PN5SyG5vA8vN8dxlzcB8EevgulIacPKLloPsdriZ2zieX09I6BDsubUAv286TaNPo9LnR9U0/tVSyUxTOJ+4m8gymGkNqHy94gRPJY1uu96DtYUU+FvJsYZ26tUuG3jYNpn7Hbt50LGX/7FNI/wCdgELgjC4zJu/gHVlJbyz5zBjk+KIDrfR5Gwlv6wSZ3QyVy1eMqzKZQ4lYpdu6ImAbxDwayoH/Y1nql3UBnPkSXpmG2KZa4hhgs7eZ7uJNU1jo6eGP7ecwiTJPBwxjhnGvtmVusVbzeOufJwOAzlFU3lwehiK3PHN9EVHBUe9LkbJ4aywRfGpu5ESn4drrbH8vrGUn0ans66pnhjlXNDl0VR2eJpplXxEhWAN3+fFKWYesU3hRy27+bljH4+GTcEsiZePIAxlMTExXPeF29m+dSu7D+5Fa6hD0htInXkZS2fPISGhd4nfBWEwE59YA8SjBdjra2CLt4advjocZ3LkLTDEMVcfS66udznyLkSD6uX3LYVs89SzyBTL3baMC0p2fD6qpvGcu5DX3KcZ7Y+lOn8Mt+cYSLJ2vH8l/lb+1lKGouq5NzoZm6zwr+YqJhtt7PS0kKIzkqlYOOQp44cx56phlPs9BDQNpGAOvoaAn9XFR7ksLIwfx4wKyf1IUaw8ZJvMTxx7+YXjAD+zTcYwzNL6CMJIExUVxRVXXonrsstwOp2YzWZsNrFBa2BJoIXqvVWM0J4lAr5+5NL87PTWscVXy25fXVuOvBXGZOYaYshUbP02fbDZXcsfHCeRgZ9G5PY63UpvHA008bq7mJsNWew4mExepMzi1I73U9M0nmg6TaNfZYEhhsVWOzs8zRT6WvlOZCqPN5Tw/cg0NrmaMMsyl5jPLaYu9bsJoKGXgzn43KpKoxrgA2cT19tc3F91mvtikrnE2n4BtkdVMco9f2PJ0oXzoHUSDzr28mvnQR6wTkSSJMp9HhJ1BjH9IwhDlMViwWK58BRWgjDYiYCvjzWpXrb76tjirWG/rwH/mRx5N5lGMccQQ6piPf9JQqhZ9fF/LSfZ7KnlEmM094ZlYe/j9WhjlQj+EXEpLx2R8fg1vjpe7nT08iN3PR+2NhCumfh2dDIS8GJzFeMMVva7W4jTGbjMHMnXGo8z3xKO6TOBWqnPg0GS0IBo2YBNUtBLEk4twDFvKwVeN2+31LcFfB5V5f6KYo55XTyVnEWqwchGRyMAl1kjeKS2mFvC4xhj7Lgrd7zezk9sE3nGdRwXAZx+lS+VH+eG8Bi+ao8XQZ8gCIIw6IiArw/UqG62eWvZ4q3liL8RDRivi+BOSxZzQpAj70Jt99Tz/1oK8Wkq94ePYYExpl+CE0mSKKhW+LRc5Wt5MtHmjrfpVP080XQaX0Dmy+EJZBpM7PO0cMTr5DuRqfy+sYRvRKRwzNtKhd/H96zt1xmW+j1EyDqaJC9Rih4jMgZJpszv4Yi7Fasss73VgVdTMUgykgQVfh8tAZXnGqt5IC6VEp+XN5rrmWUOoz7g55e1JfwxMavTJM7T9NFMiwiOilp18I3IRP7UUEGL6ufbUckdNqIIgiAIPSfy8IWeCPhCpCzgYqu3li2+mnY58r5hHcPsEObIuxBO1c9TjlO8565mhiGSb4dlEa30X2qRJo/G3/JVpsVJzE3s/EX8D0c5p3xuMuQIvhgRB8C/mivJMpg55nESLuu43BrNH+srSNDpyTO2n3op9buxyDI+ScF8ZhezXVYo8cNxrxu7rKNR9XPI7WKq2YZBkrkmPJI/1lWxydnEzd5YVoZF8mpzLf9uqeeH0Sl8s7KQP9ZXcN9n1gp+lkfVWFvl5OpYC9eERxMmK/ymrhSHqvKjmBSxvk8QBOFCaECoAj4NsYzvDBHwXSBN0zgVcLLVV8MWby3FAScGSWa6PoqV1hRmhjhH3oXa623kd80ncGp+vhuWzVJTXL9OOWqaxrNHVGTgjnFyp7dd6HPxz5YKdKqee2OSscoKRzxO9nkc/Jc9hT81lfHF8ETQYLOriWvCottNCWuaRqnfQ4xOJvozO3ftig6TJHPK52GC0cy2Vgc7Wh1MNQcXZF8VHsmLjXU4NT9/b6jm4fg0ltkieb25nmvCo7k3MpH/rStjutnGQqu9k/sG62tbqfAEuC89gsU2OxZZ5pe1Jfx39Wl+Fpt2USXeBEEQBCFUxBBEL6iaRr6/iWdcJ/ha03a+3byLN92lZCk2fmwbzwv2S/ixLY/LjPEDHuy1qgH+r6WQnzQeJlln4k9Rk1lm7v/1ZR+Xa+yr0bhznEy4oeNtq5rG/2sqoiWgcqkxmssswUTP/2qpJE1vosTvwSDJXGWNYWtrMy5VZcnngq9G1Y9DDaCc2bBxVpisECbrqAt4SdMbMUoSO12Oc8cVhRXhdtAktrqayXe7uDE8mhY1wAZHA4utdhZYI/h9fTmVfm+HvpsUia8lh/FJo4etjcHyS3Ms4Twal06Bt5X7q4poCvhD8CgKgiCMNFKIfoSzRMB3Hn5NZZ+vgT86C7izaSs/bN7Lh54qpugjeShsIs/bL+F7trHMNcSGvPzYxfhp0xHed9fwDVsmv4wYT/wArBusadX45zGVeUkSU+M6f6q921rLVncjEZqJ/4pKQpIkTnhd7HA3c7U1hvWuOq62xmCVFf7jbGSc0UKyvv10dJk/GGypqER3CPgUvKhYJIWABsU+NxW+c8HbtRFR6CUZIwp/a6wmQW9gkTWCtU11+NH4r6gkbLLCr2tLg2lfPmd+pJFZEUb+XNpCk18FYKLJyq/jM6gOeLmv6hS1ft9FP5aCIHTP5/NRWFjIoUOHKCoqQlXVge6SIAwqAz/nOAh5tAD7zuTI23EmR16cbGS+IY45+hjG6iL6PEfexbrFkkKSzkTSANV+VTWNvxwKYNXBrTmdB3tNqo8/NRWjBhRuC09klCEYlL7YUkWCzkB9wIemwTW2WOoCPna3Org3qmOZo1K/B0kKVuiI+syOY5uiYJMV/KhoSJhlGb+msrPVwdX6KADidHous4Wz2dnM3lYHe1sdrI6IYaOzkY2OJpaHRXJ/TAr3VZ7iX0013GaPa3fbkiRxd4qNbx2t56nSFn6QHhyhHG0w89v4TH5cXcR3q07yP3HppOhFSTZB6AsHDx5kx4ebcFaUIAX8aHoD4akZXLpkGVlZWQPdPeFCiE0bISdG+M5waX42e6r5leMwtzVu4ReOQxwPtLDCmMSa8Gn8JWI2X7VkM15vH/TBHsB0Y+SABXsA7xdrHGuAr+bJWPSdP17PNJdS5veQJYdxa0SweHmxz80n7kauscbyb2ctK6zR2BU9m5yN6CSJBdaOtX1L/W7iFAONWvsqG+GyggToJKj2+zHJEjE6PTtbHe2uf0NEFH5NI0LW87eGalL1Bi6xhPNSUy2qpjHeaOXWiDheaKrmsMfZ4fYj9QpfTwnj00YPnza62y5P0RtZE5+JUZL4ftVJTnhbL+ShFAShGwcPHuSjV/9FQlM5V48dxS0zxrMiO4mwsuNseOkFioqKBrqLwoXQ5ND8CG1G9KPRpHp531PBQy0H+ELDp/yv8whVgVZuNKXxx4gZ/DFiJl+0ZJKtCxO51XqhzKGx9rjKslESY6M6f4od8Tp4zVmFTjVwb1Ry2+aGl1qqiJb1uDWVVk3lelscmqbxH0cjs81h2DrZBFHi95CoGHBravsRPllB1cAkyxzzuMjQm7DJCvvdTrzauemeTKOJ6RYbCjL5HhfbWh3cFBFDud/LZlczALdGxJJrtPBYbSlONdChD/PsRuZEGHmyxEGj79y5Y3R6fhufSZxi4AdVpzjg7hgwCoJwYfx+Pzs++oB0xc+s3Gxs5uAsgd1mZf6EXKKd9Wz7ePMA91IQBocRGfCVBVz8pHkftzdu4QnnMVq1AHdaMnkmYjZrIqZzk3lUvydEHi78qsbThwLEmOGG7K6fXn9pLsEV0LjMGMWllmAy5Aq/h02t9Vxji+UNZw2LLVHE6gwU+twU+TwstXVe47fM78auBFcnfH4Nnx8NoyRR7PeQbjDi0zQ8msoBt6vdOW6MiKIx4CdRZ+S5hmpGG0xMM9l4qbEWTdNQJIn7Y1JoUQP8vr4c7XPr+SRJ4uspYQA8WdrS7niEouOx+HTGGMw8UF3EtjNBpCAIF6e4uBhneQl56akdjkmSxPi0JGpPFlBbWzsAvROEwWVEBnwOzU+YrOMbljE8Z5/Lr8KnsMqUOmAJkYeTt05pFLfAXXkKBqXrUdEwjERrFr4Zndw2evpySxXhsg4dEk2qn5vCguvl/uNoxK4oTDN1rG8Z0DQq/F5sZ6pufDbgC1cUvJpGtKzDq6mESTrqAj6iZR07XS3tzjPRZGGM0YwRhZM+N5tdzdxsj+Gkz832M1PACToD/xWVxIfOJjY5m9qu+38nXWyt92LXy9yVYmNrk4dPzuzaPcsiKzwSN4oZ5jAeqiluq+ohCMKFc7vdSAFf28je54VZzKg+L62tYjnF0CIhaXJIfsRO3XNGZMCXowvnx7Y8lpuSBjQh8nBzqknjzZMqV2fKZER0/SIr93nY42rlCxEJpJ7ZyFAb8PK+q55rrLGsc9ZwqTmSFJ0Jv6bxgauRRVZ7p9UrKgIe/JqG6cyxqM/k4bOemf5N0RnxowISKpBhMHVYxydJEjdERFHs85KtN/FcQzXjDGbGGy282FTbNmJ3mdXOEqudJxrKKfedC+qeLGql0acyL9LEXLuRp0rbT+0CGCSZB2JSWWqz8+u6UtY11/X8wRUEoQObzQYGI/Utjk6P17c4kI3mYDtBGOFGZMAnhJ43oPHkoQCjwuCqjK6DPU3T+GNDBXZFx+rw2LbL17ZUY5RkwmUdlX4vq23B0b2drS00BgIstXY+nVt6JuhSZLBKSrvUOOFnAr4YnQGDAi0BFR0SkYqOMr+XMl/7Ubh51jASdHosUvD4RmcTN0fEkO9xccBzbgr4m1GJ2GWFx+pK8Wsat6WakIC/FQdHEb6eEoYswZ8/N7ULoEgS341K5vrwaP7UUME/Gqs7tBEEoWdSUlIIT8tk/8mSDq+jQEDlUEkFSWPziIzs/P1DGMQ0KTQ/QhsR8Akh8cpxlbpW+Fqegk7u+kW2tbWFna0OvhGZiPnMNGxDwMc7zmC+vTecNcw0hZNlCJZO+4+zkSyDiUxD51M2zaqfMFnBIEkk6dq3CTsT8EXIOkDjlDe4ji+Ahh6JXZ8b5ZMliRvsURx2tzLZaOWFxhommSxkGUy82HhuDZBFVvhRTCoFnlaeb6omQi9ze5qZT+p87G3yEaGTuTsljG1NHjZ/bmoXgqOJX7Mn8CV7PM83VfOPpurzP8CCIHQgyzLzlyyj2hLJf/YdpryuAUerm9NVtby77zDuuFHMm79goLspXBCReDnURMAnXLQjdSrvF2vcMFomydb1C8ytqvypoYIZZhtzzGFtl69z1CBJkKQzctrn5pawBABaAn62t7Z0qKzxWQstkfwxLpfrLEk8bM9tdyxMCQZ8aTojo/QmTnk8ZOpNnPZ5yDNZOkzrAiy1RRCmBCt0VAd8vOtoYnVEDHvcDo55zq0DyjVauN0ex6vNwdQtC6P15IXreLqoFU9AY47dyDy7kadLW6j3ddzVK0kSN0fE8oPoZFFzVxAuQkZGBiu/cAfK+FlsrmrhzYJStjZ4CJs+n2u+8EXi4uLOfxJBGAFE4mXhorh8Gn85rJIbKbE0rftvUy8219AY8PNYXHrbRo0W1c8bzhqussTwprOWCUYb44zBHdIfuZoIaBqXdRPwGSSZOF1wHaaF9ilb2jZy6Aw8GJPOfWUl2GUdRV4Pd9jjeL6pGreqYpLPBVxGWebqMzV2L7GE88+mGv6alE2yzsCLTTX8LC6tre3N4bEst0W15WW8K93M9w+18Eq5m9tSzdyVEsa3jtbzp5IWfpIR0WlqnyVd7DwWBKHn0tLSSLv1Vurq6mhtbcVms2G32we6W8LFENOxISeGFoSL8sIxFZc/mGC5u4TUJT4PrzTXcFN4LEmfqTjxpqOWgKYxxmChwOvilrD4tmPvOxuZbg4jUrmw7yV6ScYkyTQHAmQajMEBfkkmgEaCTo9X0zrNi7cyPBIZiFT0NAcC7HIHq29scbW0K5MmSVK7viWZFK5PMvFmpYdTrgDhZ6Z2dzZ7+aih49SuIAihFR0dTUpKigj2BKETIuATLtjuapVPyzW+kCMTYz7PRo36cmIVPTeFx7Q71qz6WR0WTwCN2eYIphqDU70lPg9HPa0s7WZ0ryfCZIUWNYBZlknWG3AGVBZYIxhjNJGgM7C3k4AvXFFYHmbnI0czaxLSmWkOY7HNzu22RCrOkzd5VYKRZJPMk6dcqFpwavdSu5Gny1qo62RqVxAEQehI0qSQ/AjniIBPuCBNHo2/HVGZEisxL6nrF5WqaWxxtbDH7eQbUUkY5fZPuW/YU7gtPJFFligeis5sm/bc6GzEJsvMtoR1dtoei9edS9OSaTRS5PXyk9gUEvVGvhOdyAJreKfXu94eRaxOT7ROj0mW0UkSeqeNPxz14VO73lWrlyXuSrdwwhng3WovAHelhKGTJP5U0nHXriAIgvA5WggDPvGW20YEfEKvaVow2AO4c5zcZdk5VdP4390qW4plvmSPZ5a558HbIY+TRVb7RW9o+HlcGqsjgqOK2UYjJ70e1DNB1xSzjVyjpdPrxen0/DElg5jPBIxzY3U0+zT21Hc/Ujc2TMfSOAMvlLZS51UJ08nckxrGrmYvH4qpXUEQBGEAiIBP6LVPKzT21mjcOVYmwtj16N7bpzSONWhcnWDl5ojYLtt15mcxaXw9MvFiu0qYorRtysg2mHCrKhU+X7s2PR11S7HIjAlT2FjpP2/b21JMmGSJv54O7uydFWFkYaSJp0tbqPOKqV1BEIRuiTx8IScCPqFXals1XjiqckmSxLT4rp8+hY0arxeqXJkhkRPZ+xddmKJD180mkAsx3mTilsgoYnTnNlrUOjXufxcaWnsW9C1O0HGwMUCVW+22nVUn86U0M9sbfOxoCAaYX0m2YZAl/iimdgVBELoRomBPE7n4PksEfEKPqZrGM4dVzDr4Qk7XTx23P1h1Iz0cVmUOnqeYQZa5PSqm3TpCqwFaPLCnvGfnmB2jYFEkNvVglG9ulJ6pETr+ctpFa0Brm9rd3eJlY737Qu+GIAiCIPRaSD+Nn3jiCWbPns2qVatYtWoV3//+97ts6/V6efjhh1m2bBkrV67kvvvuC2VXhD7wn2KN/HqNr4yXsei7/tb0wjGVJg98fUL3VTcGA7NeIicW9lX0rL1Bkbg0TseHVf5uN29AMG3LV9PNOP0a/yoNTu3OPDO1+0yZQ0ztCoIgdEHs0g29kCdeXrlyJQ888MB52/3mN79BkiTeffddJEmipqYm1F0RQqjcofHKcZWlaRLjo7v+nrCjUuXjMo0vj5eJtwyNF9vkRPjXAXB6NayG8/d5UYKOdyt87KkPMCum+5dQnFFhdbKJf5S4uTTawGibjq8k2zjg8PKHkhYezOw8IbMgCMJIFZyIDc37onh3PWdAKm24XC7Wrl3L5s2b2z7sYmO7X9S/ePHiLo9VVFSQmHjxC/yFzvlVjacPBYg2ww2juw726twaf8tXmR4vcWk3qVoGm0kJ8M/9cLAKZqeev32aVWZ0mMzGSv95Az6AKxOMfFzn48miVn41zkaYTuabqWE8crKJ/9S7WRptDsG9EARBEISuhXyB1YYNG7j66qu5/fbb2bZtW6dtiouLsdvt/PnPf+a6667j1ltvZevWraHuihAib53SON0Cd+UpGJWuU7A8fVDFqMCXuknVMhhFmiVG2Xs+rQuwKEHPwcYA1efZvAGgSBJfTzdT3BrgrapgWpZp4UYWRZn4a5mDGjG1KwiC0J4qheZHaNOrEb7Vq1dTVFTU6bF169Zx8803c/fdd6PX69m9ezf33nsva9euJTk5uV3bQCBAWVkZ2dnZ3HfffRw5coQvfelLvP3228TExHR6/o0bN3bZr+5G/4SLc6pJ482TKiszJDIjun7xbCgKpmD54XQZazfr+waTk/WwrRhunRyc1l1fAL6Ahr6LoPaz5sQo/OOkxAeVflanG87bPtumY0W8kZfL3MyN0hNnVPhyko39LcGp3Z+LqV1BEAShD/Uq4HvppZd63HbatGmMGzeOQ4cOdQj4EhMTkWWZlStXAjBu3DhSUlIoKCjoMuAT+p83EJzKTQ2Dld3stj3VrPHqCZUr0iXGRg2eXbnnU++Cj07ClbkwJRHeyIejNTAh4fzXNSoS8+IUPqjyc32avkebU1Ynm9ha7+XpolZ+MsaK7czU7sMnm3ivzs3lMWJqVxAEAUK3hk84J6SfzpWVlW3/LyoqIj8/nzFjxnRoFxUVxZw5c/jkk08AKCkpobS0lKysrFB2R7hIa0+o1LQGp3K7Cmjcfo0/HwiQEgbXZQ+dYA8gKzr4b2EdJIZBrLV307qXxetp6kHljbPMisRXR1nY2+RnS30wN9/UcCNLokz8rdxBtZjaFQRBAIbOLt2hlJ0kpJs21qxZw+HDh1EUBUVRePDBB8nIyACCU7KbNm3i0UcfBeChhx7iJz/5Sdtu3Ycffpj4+PhQdke4CPn1Ku+d1rh5jEyyresXzYsFKvVueHjO4E/B8nmRZoixwIk6mJosMTlRY3sJfEHTkHswvZpuk8kOk9lU5WdmDzZvAMyI1DMrUs9fi1uZFKHDppP5UrKNvS1e/lDcwkNZYmpXEARhKBkq2UlCGvA99thjXR5bvHhxu7V2qamp/OMf/wjlzQsh0urX+MshlZxIWDaq6+Bjd7XKh6Uad4yTSbQOzSAlKwY+PqnR6oI52fD+CTjVAFlRPbv+4gQ9Tx33UO1WiTP1bITzK6PMfPtgM8+XuLk7w4JVkbk3NZyHTjbybp2b5WJqVxCEkS6Eo3MVFRXdrvXvbo9AqFxIdpJQG1pzcEK/+OcxFacfvpqndDnS1eDWePawypRYiYXJQzPYA8iOhvpW2Hka0iLAZujdtO7smODO5Q+rzl9546wog8wXUsz8p8bLkZbg9aaEG1gWbeZv5Q6qPGJqVxCEEUwL4ZRuP1SxHCrZSQYkD58weO2tPpc4OdbcdQqWvxxWUWT48vihlYLl87KjwagDpxdO1sLEBNhfAdeP79n1TYrEvNhzmzeUHj4Wy+IMbK7z8uQpF/+bF4ZBlrgzycreZg9/KGnmoSx7j6aVBUEQhO4lJiZe8CjeQGYnCTUR8Altmr0azx5RmRzbfeLk94s1Dtdp3DdVJqwHlSkGs4QwiDBBsx+OVAR3624phsoWjYSwnt23xQl6/lPpZ299gOnRPXtJyZLE19Mt/PBwC+sqPNyUbMKiyNybFs7PChvZUOdmhZjaFQRhhJL6YWSuJ4ZTdhIxpTtINLvhic3w+oGBuX1N0/j7ERWV7hMnF7cES6wtGyWRFzP0nz6yBNnREgYDHKmE3FjQy7Cv8vzXPSvdJpNlC1be6I1RFoWrE4y8Vu6mrDU4jTspzMDl0Wb+Xu6gUkztCoIwIknBNXyh+Onj9C5DKTvJ0P/EHgZKGuBX/4GSRpiSfN7mVDSo+AKh/fqztUJjd7XGnWNlIoydv0C8AY0nDwZItMKNQywFS3eyosGjQkUTuLwwLq536/gAFifo2N8QwKf27u9yY7KJGIPMU0WtaFrwuncmWQlXZJ4obkbVBsnXXEEQBKGDNWvWcNVVV7Fq1Sq+973vdchO8tnduw899BB/+ctfWLlyJd/85jf7PTuJmNIdYLuK4bmdkBgOX78Eoizdty+tU/n1617uXKRnaqYSkj7UuTX+cVRlbqLE9PiuA7mXClSqXfDz2UqPqlEMFdnRoMjgVSG/Mlh14+97odmtEW7q2f1cEK8j2SKj72VqGoMscVe6mYePOdnX5GeKXY9ZkflWWhgPFjayvraVK2PP86QQBEEYZvojh14oDKXsJMNnmGaIUTVYdwCe2QZTUuD7i84f7AVUjX9u9hNvl5k4KjR/OlXTeOaQikkHX8jt+pz7alQ2lmisPk9evqFoVCQYFAmbJRjwTUwASYL9vZjWlSWJMeEXFoBPjNDzw9EWMqznrj8xzMCVMWb+U+++oHMK5/fhhx9y3XXXkZeX15Yf9CxVVXnkkUdYsmQJS5cu5fnnn+/RMWHo83g8HD58mG3btrF3716am5vRNA2fz9c2Ci8IQ5EY4RsArV54Zntwzdh1k2DJmGCAcT6bDgYoqVX5/ioDuhCNsG0s0ThSr3HftK5r4DZ5NJ45rDIxRmJx6vAK9gD0SjDoq20JBnxWA2RHBad1L03vnz7MjOxYj/eryTbcvZwiFnpu1KhR/PKXv2T9+vW4XK52x958801OnDjBu+++S0tLC9deey2zZs1i9OjR3R4ThrYjR46wZeMGArVlWBWod7byfLMXg8lEWlICRlsEYydPZ9KkSVgsYuS9Lw2WTRvDiQj4+llVM/zpU2j2wDcvhfE9qNsKUN2k8vauAJfl6UiPC83oXrlT4+UClcWpEnnRnZ9TO5OCRQK+MsRTsHQnKzq4htLvgZL64LTu60eCpeNMuoG5z5IkYR5GU+eDzdl1Nu+//36HY++88w433XQTiqJgt9u54ooreOutt/jud7/b7bHOdJfwtaKigsTExNDcIeGiFBYW8tGbLzPG5GXqzBxaPV7e/GgbCXVFWHUS6VEqYRYvRza8zMmjR1h142psNttAd3tYkgjdlK54Bz1HTOn2o0MV8KuNwdG8+xf3PNhTteBUboQVrpwemnV7AVXj6YMBokxw05iunwYbSzQO1mp8ZXzXmzmGCodbw+vv/GtjdjR4A6AowZHXSYngV+FIdT93UhgUKioqSEpKavs9OTmZioqK8x4Thq5d27aQrDm4JG8MZqOBj/YextZay1fm5rIkJxG9q57JWalcN3MsgdMH+XjzRwPdZUHoFTHC1w80Dd49Cm8egrxE+NIsMOt7fv0tR1VOVKh860oDxi6mXXvrrVMap1vggRnBShGdKXNovHRmBHBS7ND/bvCXD1Qy4iRWTet4f7OiASSiwzSOVMIV4yWSwjT2VsDUpA7NhSHgfAlT+2tkrbuEr92N/gn9p6GhgfriEywZFXxOVDc0U1dVwdK0aIx6hfjICE6frKC2ro6kxEQmp8ez5fA+HPMXiFG+PjJUNm0MJSLg62Nef3AX7u4SWDEOrhwfzP3WU41OjXXb/czNVchJDk3QVdSs8cZJlSszJLLsnXfGF9D488EAcRZY3c0I4FCiU6C6qfMRPpshuFNap8GpWmj1aUxKhI9OBUdDlV7uvhUGXm8Spn5eYmIi5eXlTJkyBYCysrK2ALG7Y8LQ5PP5IODHajIC0NDiBJ+bZHscADpFRpEg4A/m2kyNjUYrLqS+vl4EfH1BI3Ql0cRawDbD45N8kKpzwv9ugoMV8LU5sDKvd8Gepmm89IkPgw6umRWa2NwX0Hj6UIAUG6zK7PrP/8oJlQonfH2CgmGYrCOzWyQaXV0fz44GVyC4g7qgKlh1w+WD43X910dhcFi+fDkvv/wygUCAxsZG1q9fz4oVK857TBiawsLCkM02KuubAIJf8CQZjz+Y/Nzp9uCXFMxnNmp4fD6QFXQ6MWYiDB0i4OsjBTXBZMqtPvjBIpia2vtz7DmpcvC0yup5OiwhWj/36olgLr2vT1DQdRF9HqxVee+0xo2jZdJ6WF5sMKpqVGl0nvt6Z7fSbcCXFQ11Lgm7JbiOb5Qd7KZgbd3ONDo03trpQxU7aYekrVu3Mn/+fJ599lnWrl3L/Pnz26ZfV61aRWZmJsuWLeOGG27gzjvvJCcn57zHhKHJbDaTkTeVgyU1uNweUuKikc1hFFQ1omkapyvrMEbGEhUVBcDR4grMsSn9mjR3pJG00PwI54ivJyGmabC5EF7eC9mxwZE9m7H353G4NV7Z4mdKpsKk9NBs1Dhar/HuaY2busml1+wN7srNi5ZYmjZ0gz2Av2/0MjpJ4do5wQWTdgs0t2pdTtFmRwf/jQ0PpmeRJInJicF1fDdN0DrsUG5u1diw209GvMz4tND8jYT+M2fOHDZv3tzpMUVR+NnPftbrY8LQNfeSS3it9DRv7DzCuMQoYmLj2HT4AEWVtUQnJDJh7Hg0VeNwcRn5jT5mr5yDoojXfZ8Ra/hCTgR8IeQPwEt74ZOTcNlouH5SsILDhXh1qx9VhRsvCc2fqNWv8ZfDAUZHwuWjOn8haZrGXw+rBFT4ap6MPIRTsGiaRnWjxpTPlCm0WyQ0DVpag6N9nxdjgQgT6HRQ64CaluA6vg9PQWkzpEa0b58aI5EcLfHxYb8I+ARhiLPZbFy3+lZ27drFgf278OojqYnMpN7vIUsNw3G8lEZPMV5LFJOWrGLy5MkD3WVB6BUR8IVIsxue3AKn6+GLM2BuxoWf63BJgJ3HA9y2UE+4OTRB17+OqTh88MNpSpeB3PZKjX01Gv81WcY+xFOwuDzg9kF02LmI+2yQ1+jqPOCTpOAoX50ruNYyvxLmZoFJB3srOgZ8kiQxf7yOFzf7qGtR292WIAhDj81mY+HChVxyySW4XC6MRiMOh4Pjx4/T2tpKstVKTk4Odrt9oLs67Inp2NATAV8IlDbC/30cXOz/vcsgM/rCz+X2abz4sZ/cFJlZo0MTQOytVtlcpvGlcTJxlq4DuSiTxG25MlNDlNh5INW1BN8toj+zBtF+JjF+o1OD2M4fh6xo2F8hkREdTM8yf7REXrzG/gq4Ordj++mjFV7f6mNLfoCVM4f+4yYIAuj1eiIigt/wTCYTMTExA9wjQbh44hMqBA6WQ6wNfrTk4oI9gDd3+HF64JZL9SGpatHs1Xj2iMqkGIn5yd2fb0ykxJK04fGUqO8k4LMag6lZGs6zU9evBtfxHasKpmSZkgglTVDn6viV06iXmJWjsCXfjz8gvpIKgiCEhBaiH6HN8Ph0H0CqqmH1e7lxfIDIiyyteKJCZfPhAFfPUNoFKhdK0zT+nq+iavDlYVwWrTP1LRoGHVhN5y6TJAm7RaKpm4AvJQKMuuA6Po8fTtbC+HhQpK53684bp6OlFfafCoT2TgiCIIxQkiaF5Ec4RwR8F8Hr03hmg5tXNntp7mT0pzd8AY1/bvaRES8zf3xoNgBsrdTYXaVxx7ihXxatt2qbVaLCpA5Brt0CDc6u/1aKDBlR0OAGqyGYnsWil8iJhX2VnV8nMUpmdJLM5sMi4BMEQRAGJxHwXaAmp8r/e72VoyUB7rrSxPj0i1sOuWFPgHqHxhfm60KyO7berfGPfJU5iRIz4kfen7neoRET3vFxtFvpdoQPgtO6J+slcuKDGzcAJifCsVpwejsPFueN01FYoVJer15s1wVBEEY8kYcv9EZeJBACpTUBfvNKK81Oje9cZ2ZCxsUFe6V1Ku/t87N8io6EyIv/k6iaxl8OqZh0cFvuyPwT1zZrRHWSa9BukWhwdn/dMTHg9EJaNBTXg8OjMSkhmGPxYFXn15mUIRNuDqZoEQRBEC6SWMMXciMzGrgIh4v8PP5aKzaTxPdvNJMae3HTrwFV4/mP/CRFySyZFJqp3E0lGkfqNb4yTsaqH1lTuRBcu1jfohEd3vHpbbdAU6uGpnX9TjAmBu6bD9PPVEc5WgmRZolRdtjXxTo+nSIxZ6zCjoIA7i5GAQVBEARhoIiArxc2H/Dy5NtuRicrfPs6M3bbxT98mw4EKKtTuXW+Dl0IatZWOjVeKlBZlCqRFzMy/7xON3j9dLrxxW4JJsh2erq+viTB6BiIskokRkDRmVq6kxPhcHVwBLUz88bp8Pph53Gxlk8QBOGCaQSnVELyM9B3ZvAQefh6QFU1Xv3Ey+YDPi6brOeauQbkLurQ9kZ1k8rbuwMsmqBjVOzFB2cBVeOpQwGiTHBTiHL4DUVnc/BFdRLwZSVIzMySMOl7dq67LjlXLeXSURDQ6HKNZaRNIm+UzCdH/Mwbp4yoXdGCIAihJNbfhd7IjQp6yO3VeOptNx8f9HHTAiPXzTOGJNhTNY1/bvZjt8KV00MzlftOkUZRM3w1T8GkG7nBRmdJl88KM0ncfqnS49HU+HCJmDNrAcNNElfndn+9+eN1lNVpnKwSmzcEQRCEwUMEfN1oaFF5/LVWTpQHuPsqE5dO6OGwUA98mq9yokLl1vl6DCEIzk43a7xeqLIiXWK0feQGewB1LSomPViM/X/bOckyMeESn4gULYIgCBdObNoIORHwdaG4OrgT1+XW+N4NZsaNCt3sd4NDY912P5eMVRiTdPF/Al8gOJWbYoNrssSftL5ZIzq8Yw6+/iDLEvPGKewtDNDSKt5tBEEQLkio1vAJbUR00ImDp4I7cSNtEvfdaCYpOjRTrhDcQfriJz5MBrhmVmiCyNcKVapc8LU8BV0IppuHOo+fkKS3uVBzcnXIMhSUiVE+QRAEYXAQmzY68f4eL3npOm5bbMQQ4rQmuwtVDherfP1yPWbDxZ/7WIPGhiKNG0fLpIagHNtwcNO80E29XwirSeKBm4yEW8TfQxAE4UKITRuhJwK+TnznWnNINmZ8Xkurxitb/EzNUpgw6uJHDd1+jacPBci2w/J0EVycZQpBIH2xOssBKAiCIAgDRXwqdaIvgj2AV7f60TS4YW5o4ux/Fai0eINTuaEoxyYEeX0qTqeomCEIgjBgxKaNkBMBXz85eDrArhMBbpirI9x88cHZvhqVj0o1bs6RiRNThyG1aXMVT/zl+EB3QxAEYeQSmzZCTgR8/cDt1XjpEz/jUmVmZF/8Q97i1fjrYZUJMRILk0WwF2oGvUxFZWu35dcEQRAEYSgRa/j6wUeHA7R6YfU8/UWnCtE0jb/nqwQ0+Mp4WVRz6AFN03r1OEVGGvD5VRxOP2G2gd0AIgiCMOKcLa0WqnMJgBjh6xfTshT+6yp9p5UfemtbpcauKo3bx8rYjSLYO5/tO6v5zf872G0btzvAo/+7l5raVgCiIg0A1Dd4+7x/giAIQifElG7IiRG+fhATLhHDxQdn9W6NfxxVmZUgMStBxOo9sWtvLQZD949VTV0rpWVOnE4/sTEQfTbga/QyKtXaH90UBOEiuN1uTp48idPpxGw2k52djclkGuhuCcKgEtKA74knnuCFF14gPj4egOzsbH772992aNfQ0MCdd97Z9rvb7aakpIQtW7Zgt9tD2aVhQ9OC6/YMMtw+VgR7PREIqBwvbGL5kpRu27W0+ACwnZm+tVp0GPQy9fVihE8QBrv9+/fz8fvv4ygvQ6ep+CQJW3wic5csYdq0aQPdPeGChHJ0ToMQDLgMByEf4Vu5ciUPPPBAt20iIyN544032n5/5pln2Llzpwj2uvFBqcahOo3vTZWxhjgZ9HBVVOzA4wmQO8bebbuWFh9qQMVsCgbSkiQRFWmkvsHTD70UBOFCHTlyhPdeeZl4NcD00VmYDAY8Ph8nSsv4z9pX0Ol0TJo0aaC7KVwIMRsbcoNiSnft2rV8//vf77bN4sWLuzxWUVFBYmJiqLs1aFQ6NV4sULksRWJijBjd66mjBU2YTDpSU2zdtmt2+KirrObd9ce47oYJQHBat06s4ROEQUtVVbZt3kyk18PEnDFtlxv1esZnpOM7Uci2jz5i/Pjx6HSD4qNOEAZUyKOHDRs2cPXVV3P77bezbdu287bfs2cPzc3NLFy4MNRdGRYCqsZfDgewG2H1GBHs9caxgkZGZ4WjKN2PiLa0+NDUAH6/2nZZpN1AfaMI+ARhsKqoqKD29Gmyk5M6PZ6VlERjaSmlpaX93DMhJMSmjZDr1dee1atXU1RU1OmxdevWcfPNN3P33Xej1+vZvXs39957L2vXriU5ObnLc65du5ZVq1ad9xvYxo0buzzW3ejfULe+SONkE/x4uoJJJ6Zye8rrDXCyqIXrrk5vu0xVNf71wj6WXj6auLhzo34Ohw8ZDYvlXAqWqEgDew809GeXBUHoBa/Xi+rzYjYaOz1uMRkJ+H14veKLmyBALwO+l156qcdtp02bxrhx4zh06FCXAZ/T6WT9+vWsXbu2N90YMYpbNF4vVLkiXWJ0pAj2eqPwVAuBgEpujr3tsoZ6Fx99eJKJkxLaBXzNLV40TcVsPhfwRUcacLb6cXsCmIwXX/dYEITQioiIQG+1UdfcTFJ0dIfjdU1N6C1WIiIiBqB3wkUTo3MhF9I5wsrKyrb/FxUVkZ+fz5gxY7ps/84775Cbm0tWVlYouzEs+AIaTx4MkGSDazLFVG5vHS1oJDzMQGK8ue2yqioHAPEJYe3aNjV70NRAuxrKUZHBUQORi08QBqeoqCjS8/LILymloq6eyvp6nG43AP5AgPySUlJyc9uyRghDjJjSDbmQrmRds2YNhw8fRlEUFEXhwQcfJCMjAwhOyW7atIlHH320rf2rr77KjTfeGMouDBtvF2lUOuFnsxX051mDJnR0rKCJnDER7SpsVFW2oCgS0dGWdm0bGzy0trTw8Qf5XLY4G/hs8mUPSQlmBEEYfOISEninpoY9u7ZjNxkxWW1YImMwWa1EjsnlsiVLBrqLgjBohDTge+yxx7o8tnjx4g5r7V588cVQ3vywEmeGuybIpIWgOsdI43T5KC51cOklCe0ur6pyEBdnQ1HOjZhqmkZTswdVU9uN8EWE61FkSezUFYRBavfu3ex9/x2WjIpDnxhBY1Ul9c0tFJUUYpkwjVuvvZaEhITzn0gYnMToXMiJveqD1NwkMY17oY6faEbTNHJGt1+7U1XlID6+fYqW1tYAfp8fNA2r1dB2uSxL2CMMYkpXEAYhp9PJ9v+8R45ZYdL4YJ49n9eLz+fDr2lszD9JSUlJ2wyTMMRogKqet1mPzyUAopauMAwdLWgkJtpETHT70kpVlS0d1u+1OIJJlwGstva7/aIiRcAnCIPR8ePHCdRVMS7t3IZAvcGAxWol3GYjKyaCo7t34ff7B7CXgjC4iIBPGHaOHW/qUF3D5wtQV+ci7nMjfM0tXlRVDY7wiYBPEIYEh8OBVQZ9F+m8osJseJ3NeDyiWs7QpYXoRzhLBHzCsNLY5KGyytVhOrem2omm0WFK13FmhE/TNMLC2o8IRkUaaBDJlwVh0DGZTLSqGoEupv1aXK0oJjMGg6HT48Jgp4Eaoh8R9LURAZ8wrBwraAJgTIf1ey1Ax5QszS0+NE1FkrR2efgAoiONNDX7CATEG4YgDCbZ2dloEdGcKK/scMwfCHC8qp7sSVPR6/WdXFsQRiaxaUMYVmw2PXNmxRMe1v6bfVWVA7NZR3h4+2nbFocP3ZkKJkZT+w+HKRPsqKp23tJsgiD0L7vdzoR5Cziw4U08Ph+jkxMxGwxU1jeyr6gEKS2LadOmDXQ3hYsivmiHmgj4hGFl/NhIxo+N7HB5VWUL8fFh7fLyQbCOrk4OpmQxmdq/HMxmHfNmx/ZpfwVBuDCXXnopRqORfZ9+TP6hwmDydIuNuAkzWLHscqKionp8LofDQUFBAS6XC7PZzOjRowkPD+/D3gtC/xMBnzAiVFU5OmzYAJiYF8WhvUaqiqQOI3yCIAxesiwze/ZsJk+eTElJCT6fj8jISBITE3t1nh07drDrg/cJ1FVjkyWcAY2tkTFMWbCIuXPndviSKPSTUKVlEdqIgE8YEaqrHIwdG9fh8vFjI4kI03U6wicIwuBnMpkYPXr0BV13//79bH3zVcbZDIydPBadogTXAJZVsPvtdRgMBmbMmBHiHgs9oYnEyyEnNm0Iw57L5aW52dNhw8ZZTocHWZYwGMUInyCMFIFAgN2ffkKGASZkpKFTFAB0isLYtBRGW/Xs/eRjvF6xU18YHkTAJwx71VUOoGNKlrOcTi+yLHXYpdsXNE3jk/9sxecTCWEFYSBVVFTgKC9mdHLnU8BjUhJprSmnrKysn3smBFPoqSH6Geg7M3iIOSxh2KuqPBPwJXQe8LlcXmRJwmjs+5eDu9XDH3/5FzRV49Jlc/v89gRB6Jzf70cLBDB3kavPbDCg+f34fL5+7pkAWghr6YqI7ywR8AnDXmVVCxERJkxdbMpodQVH+Ppj04bZYiIrN4M9W/aJgE8QBpDdbkex2qisbyA9oeP63vL6BhRrGJGRHXf9C8JZTzzxBC+88ALx8fFAMEfkb3/72w7tGhoauPPOO9t+d7vdlJSUsGXLFux2e7/0VQR8wrBXXeXocjpXVTU8Hn8w4OuHET6AqXMn8+8X1+Pz+dHrxUtQEAaC3W4nLW8yhz7dSEJUJCbDuS98Xr+fg8XlJE6dS2ysSM00ILShs0t35cqVPPDAA922iYyM5I033mj7/ZlnnmHnzp39FuyBCPiEESAiwkRqmr3TY263j0BAxWDQoSj9s6R16uyJvPLX1zm6/xgTpo/vl9sUBKGj+QsX8lplORsO5JMdE4ndZqHZ2crx6np06WO4bMnSge7iyBXCXboVFRUsXry4y+MbN24M2W311Nq1a/n+97/fr7cpAj5h2Lvp5kldHnO5fGiqhsnafy+FtKxUouOi2LN1vwj4BGEA2e12brj1Nvbs2cPRPbvwNzhQTFbGXDGfadOm9evoizB0bdiwge3bt2O327nnnnuYPXt2t+337NlDc3MzCxcu7J8OniECPmHEU1UNq814/oYhIkkSU+dMYs+2/dx+7y0isasgDKDw8HAWLlzIvHnz8Hg8GI1GdDrx0TjgQjilm5iYeMGjeKtXr6aoqKjTY+vWrePmm2/m7rvvRq/Xs3v3bu69917Wrl1LcnJyl+dcu3Ytq1at6vfnmXhWCyNaTIyVZZePpqy0vl9vd8qcSbz/xgeUFpWTmtH1G4MgCP1Dp9OJQE/o4KWXXupx22nTpjFu3DgOHTrUZcDndDpZv349a9euDVUXe0zk4RNGPL1e7nIHb18ZPzkXk9nIni37+vV2BUEQhgJNU0Py09cqKyvb/l9UVER+fj5jxozpsv0777xDbm4uWVlZfd63zxNfZ4QRT5YlwiPM/XqbeoOeCdPHs3fbflZ94cp+vW1BEITBTQvhlG7f5uFbs2YNhw8fRlEUFEXhwQcfJCMjAwhuBtm0aROPPvpoW/tXX32VG2+8sU/71BUR8Akj3o23TEdV+z8555TZk3j6N3+jqaGZiMjwfr99QRAE4eI89thjXR5bvHhxh93BL774Yl93qUtiSlcY8SxWI7YwU7/f7pTZEwHYt/1Av9+2IAjCoBaq0mpCGxHwCcIAiYgMJ3tsJnu3iYBPEAShjail2ydEwCcIA2jKnIkc2HUYn1fU6xQEQRD6jgj4BGEATZ0zGbfLzZH9xwa6K4IgCIOEBqoamh8xxNdGBHyCMIBSM5KJTYhm79b9A92VEefDDz/kuuuuIy8vr90uOggWRJ89ezarVq1i1apV7UogqarKI488wpIlS1i6dCnPP/98f3ddEIa9oZKWZSgRu3QFYQBJksSU2ZPYs3U/d3zrVlF1ox+NGjWKX/7yl6xfvx6Xy9XheFcF0d98801OnDjBu+++S0tLC9deey2zZs1i9OjR/dFtQRCECyICPkEYYFPnTOK9dZsoPlnKqKzUge7OiHE2V9b777/fq+u988473HTTTSiKgt1u54orruCtt97iu9/9bqftuyvaXlFRQWJiYq9uXxBGBDE6F3JiSlcQBtjYSTmYLCb2bhPTuoPJhg0buPrqq7n99tvZtm1b2+UVFRUkJSW1/Z6cnExFRcVAdFEQBKHHxAifIAwwvUHPxOnj2bNlP9d84aqB7s6wcb6i592NrF1IQfSudFe0vbvRP6E9p9PJwYMHyT9wAJfDQXR8PHmTJpGbmytq4A5HYoQv5MSrRBAGgalzJvHkr58VVTdCqDdFzz8vNja27f+fL4iemJhIeXk5U6ZMAaCsrExMy/ax+vp6Xn3xRWqOHiXOYiHSaKSurIw39+yhYM4cVq5ahV7fv/Wwhb6khXDDhdile5aY0hWEQWDyrAkAIgnzINFdQfTly5fz8ssvEwgEaGxsZP369axYsWKgujrsaZrGhrffpunoUS7NzWViVhbZKSnMyM1lalISRz/5hJ07dw50NwVh0BMjfIIwCITbwxk9Pos9W/ex8Ip5A92dEWHr1q3cf//9OBwONE3j3Xff5Wc/+xmLFy/utiD6qlWrOHjwIMuWLUOSJO68805ycnIG+N4MX+Xl5ZTk5zMxLQ3j50bxosLDSbJa2b9jBzNmzBCjfMOJFhjoHgw7IuAThEFi6pzJrHv+36iqiiyLwfe+NmfOHDZv3tzpse4KoiuKws9+9rO+6pbwOTU1NQRcLqLPBNyflxgdzb6aGpqamoiJienn3gl94mxptVCdSwBEwCcIg8aiK+djMOpFsCcInyFJEpqmdflFKBAIIMmyeN0IwnmIV4ggDBK2cCvLr1sy0N0QhEElNTUVY2QkFXV1nR4vrqoiNi0Nu93evx0T+pCGpqoh+RFDfOeIgE8QBEEYtKKiosiZNo38ykrqmpvbLtc0jZPl5dTLMtNmzRIjfMNOIEQ/wlliSlcQBEEY1JYuXYqntZV9u3djOH0ao6LgDARQIiOZf/XVTJgwYaC7KAiDXkgDvieeeIIXXniB+Ph4ALKzs/ntb3/baduPPvqIxx9/HFVVCQQCfOUrX+Haa68NZXcEQRCEYcBkMnHdDTdwesYMCgsLcblc2O12cnNziYuLG+juCX0gOB0rhFLIR/i6Kjj+WZqm8YMf/IDnnnuO3NxcSktLueKKK1i6dCk2my3UXRIEQRCGOFmWycjIaEuPIwhC7wzYlK4kSbS0tADgcDiw2+0YDIYu24sC5IIgCIIwEmghzMMnNm2cFfKAb8OGDWzfvh273c4999zD7NmzO7SRJIk1a9Zw7733YrFYaGpq4g9/+EO3AZ8gCIIgCCOESLwccr0K+M5XjLynBcf9fj9/+tOf+MMf/sCMGTM4cOAA99xzD2+++SZRUVGdnl8UIBcEQRAEQbgwvQr4elOM/PMFxz8rPz+f6upqZsyYAcDEiROJj48nPz+fSy65pDddEgRBEARhONFAE5U2Qi6kiYu6Kzj+WYmJiVRXV1NYWAjA6dOnKSkpEYtxBUEQBGHEO7OGLxQ/IuJrE9I1fN0VHN+4cSObNm3i0UcfJSYmhkceeYTvfOc7bWVz/vu//5ukpKRQdkcQBEEQBEEgxAFfdwXHFy9e3G6t3VVXXcVVV10VypsXBEEQBGGI0wBNDc2mDTG+d46otCEIgiAIwuAidumGnCg+KAiCIAiCMMyJET5BEARBEAYRkXi5L4gRPkEQBEEQhGFuWIzwVVdXEwgERAJmQRiEKioqUBRloLsxKIn3LmG4u5DXf1NTI7/+v0dDcvtNTY1YbZaQnGuoGxYBn9FoxOv1DnQ3OqioqAAYtHV+Rf8ujuhfz+h0OlE2sQuD9b3rswbL8yhUhtP9GQr3pbev/1DfF6vNMqgfn/4kaZomJrj7yNlv7d2VhRtIon8XR/RPGAmG2/NoON2f4XRfhL4n1vAJgiAIgiAMcyLgEwRBEARBGOZEwCcIgiAIgjDMiYBPEARBEARhmBMBnyAIgiAIwjAnAj5BEARBEIRhTqRlEQRBEARBGObECJ8gCIIgCMIwJwI+QRAEQRCEYU4EfIIgCIIgCMOcCPgEQRAEQRCGORHwCYIgCIIgDHMi4DuPF154gZUrV7Jq1SquuuoqnnvuubZjqqryyCOPsGTJEpYuXcrzzz/f78eee+45rrrqKlauXMnKlSt544032vX/j3/8I0uWLGHJkiWsWbOm3499+OGHXHfddeTl5fHoo4+2azsYHr8LVVRUxM0338zll1/O9ddfz/Hjxy/4XJ/1i1/8gkWLFpGTk0N+fn6Pbq+/jwkjxxNPPMHs2bNZtWoVq1at4vvf/37bsVC+nvrLUH9eL1q0iMsvv7zt7/HOO+8AQ/9+Cf1EE7rV3Nzc9v+WlhZtwYIF2uHDhzVN07TXX39du/322zW/3681NDRoCxcu1AoKCvr12Msvv9zWx/Lycm3mzJna6dOnNU3TtB07dmgrVqzQnE6n5vF4tGuvvVb74IMP+vXYiy++qOXn52u/+93vtF/84hftHtvB8PidPdZbX/ziF7VXX31V0zRNW79+vXbddddd0Hk+b8eOHVpFRYV22WWXaUeOHOnR7fX3MWHk+P3vf9/hdXtWKF9PDktWNAAACC9JREFU/WWoP68//75w1lC/X0L/ECN85xEWFtb2f5fLhd/vb/v9nXfe4aabbkJRFOx2O1dccQVvvfVWvx4rLS1t62NiYiKxsbFUVFS0tV+1ahUWiwWDwcD111/f7lz9cWznzp3k5uai0+k6PLaD4fE7e6w36urqOHToEFdffTUAl19+OZWVlZw+fbrX5/q8GTNmkJCQ0OPb6+9jgnBWqF5P/WW4Pq+H6/0SQk8EfD2wYcMGrrzyShYtWsSXv/xlxo0bB0BFRQVJSUlt7ZKTk9uCrf4+BrBlyxaampqYMGFCp+1TUlK6PFdfH+vMYHv8eqqiooLY2Ni2IFaSJBITEykvL+/1uS729vr7mDDybNiwgauvvprbb7+dbdu2tV0eqtdTfxkuz+sf/vCHrFy5kp/85CfU19cPm/sl9L2Owy4jzOrVqykqKur02Lp160hMTGT58uUsX76c0tJS7r33XhYuXEhmZma/9O+ZZ56hpqaGjz76iObmZr72ta+hKAoAd9xxR1u7Y8eO8eMf/5g1a9ZgsVj6pW8Av/rVryguLmbWrFk4nU62b9/OI488AsCPfvSjfuuHIAi9d773v5tvvpm7774bvV7P7t27uffee1m7di3Jycn921EBgOeff56kpCR8Ph+PP/44999/P9/+9rcHulvCEDHiA76XXnqpx21TUlKYOHEiH374IZmZmW3foqZMmQJAWVkZiYmJACE7tnz5cvR6Pd/97ne56667WLVqFVdeeSUAv/71r0lMTOTEiRPcfffd/PKXv2T69Olt/f38t7zS0tIOt3Oxx2677Tb27t3Lb37zGx566CESExO56667gOCGl7PX60x/PH49PdYbiYmJ1NTU4Pf70el0aJrWYbQjlLq7PZvN1q/HhOGlN+9/06ZNY9y4cRw6dIjk5OSQvZ76S3+/bvvC2b7q9XruuOMOLr/88mFxv4T+IaZ0z+PEiRNt/6+vr2f79u3k5OQAwWDs5ZdfJhAI0NjY+P/bu5fQJrY4juO/vnwN1WpsiyAUERvrY6FLpVhxYQxqxAeKQZCC7cIHgkLRSoSgCBI3tgvtQhBRElCkiki1haDgogaEohQXbYVkkUUt0tZAou3chRhuaLx0+ojJ3O9nNTlnzjn/CQn8MkNm9PLlS7nd7pz2bd68WU1NTfL7/dq+fXtG7S6XS52dnUokEkqlUnry5Ek6LOa6L5t8eP9+91nhcDi0ceNGPXv2TJLU1dWl6upq1dTUWJ5rtuvlug//L/F4PL395csX9ff3q7a2VtLcfZ9ypdA/14lEQqOjo+nXL1680IYNGwr+uJA7RaZpmn+7iHzm8/kUiURUVlYm0zR19OhReb1eSdLExISuXbumN2/eqKioSCdOnEhfZs1VXzgc1sePHzN+zV28eFH19fWSpPb2dj19+lSS5Ha7M26rkIu+bdu2qaWlRePj4zJNU+Xl5bp69ap27dqVF+/fvy+LWzE4OKhLly7p27dvMgxDN27cSP8QmA2fz6dwOKzh4WFVVFTIMAy9fv36P9fLdR/+P1paWvTp0yeVlJSopKRETU1Ncrlckub2+5Qrhfy5jkajOnv2rCYmJiT9uuLU2tqq1atXF/RxIXcIfAAAADbHJV0AAACbI/ABAADYHIEPAADA5gh8AAAANkfgAwAAsDkCHwAAgM0R+AAAAGyOwAcAgAU9PT1qbm5WX1/f3y4FmDYCHwAgL3g8Hnk8HrndbtXV1aVfnz9/Xk6nM+PRYtPV1tamZDI545rOnTunDx8+ZLT19vaqvb1dXV1dU/Y/fvy4otHojNcD5gtP2gAA5JVYLKYDBw4oEomk25xOp96/f6+lS5dammum4ySpr69Pt27d0v379zPaw+GwgsGgzpw5o02bNmX0dXd369WrV7p586bl9YD5VPq3CwAAYDoePXqk7u5ujYyM6PTp0zp06JCkX8EsEAhofHxck5OTam5u1p49e+Tz+SRJXq9XxcXFunfvnhwOhy5cuKChoSH9+PFDq1at0vXr11VZWTllvWAwqL17905pb2hoUENDQ9Yad+zYoStXrmhsbEzl5eVzd/DALBH4AAAFYcGCBXr8+LEGBgZ0+PBheTweJRIJ+Xw+dXR0qKqqSiMjIzp48KC2bt0qv9+vUCikhw8fZpzha21t1YoVKyRJHR0damtrk9/vn7Jeb2+vTp48aanGsrIy1dbWKhKJaOfOnbM6XmAuEfgAAAVh3759kqS1a9eqtLRUw8PD+vz5s6LRqE6dOpWx7+DgoKqrq7PO8/z5c3V2diqVSimZTGr58uVZ94vH41q5cqXlOisrKxWPxy2PA+YTgQ8AUBAWLlyY3i4uLtbPnz9lmqbWrVunYDA4rTkikYgePHigUCgkh8Ohnp4e3b59O+u+ixcvntEfPpLJpBYtWmR5HDCf+JcuAKBgbdmyRbFYTO/evUu39ff3K5VKSZIMw9DY2Fi6b3R0VIZhqKKiQqlUSqFQ6I9zO51ODQ0NWa5pYGBA69evtzwOmE8EPgBAwVq2bJnu3r2rO3fuaP/+/XK73QoEAvp9A4rGxkY1NjbK4/Ho69evqq+v15o1a+RyueT1elVXV/fHuXfv3q23b99aqicWi2lycpLAh7zDbVkAAMji+/fvOnbsmEKhkJYsWTKtMYFAQDU1NTpy5Mg8VwdYwxk+AACyMAxDly9fViwWm/aYqqqq9O1igHzCGT4AAACb4wwfAACAzRH4AAAAbI7ABwAAYHMEPgAAAJsj8AEAANgcgQ8AAMDmCHwAAAA2R+ADAACwOQIfAACAzRH4AAAAbO4fbM73h9AYydYAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, [axCart, axHough] = ll.DotsLines(dikeset, ColorBy='Ymid') # Plot the lines and the dots\n", "axCart.plot(rad['Center'][0][0], rad['Center'][0][1], 'ro') #plot the center of the radial fit\n", "\n", "#Plot the fit onto the data\n", "\n", "angles=np.linspace(-90,90) #make an array of angles from -90,90 for plotting\n", "rhorad=ll.CenterFunc(angles,rad['Center'][0][0], rad['Center'][0][1], xc,yc)/1000 #calculate rho values, convert to kilometers\n", "axHough.plot(angles, rhorad, 'r-.', label='Radial Fit') #plot the radial fit\n", "axHough.legend() #add a legend\n" ] }, { "cell_type": "code", "execution_count": null, "id": "50ed59f2", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }