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6006CEM-Machine-Learning/knn_regression.ipynb
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"#importing libraries\n", | |
"import pandas as pd\n", | |
"from sklearn.model_selection import train_test_split\n", | |
"from sklearn.metrics import mean_squared_error, r2_score\n", | |
"from sklearn.neighbors import KNeighborsRegressor\n", | |
"import matplotlib.pyplot as plt\n", | |
"import seaborn as sns" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"#loads the dataset from a csv file\n", | |
"file_data = pd.read_csv('processed_data.csv')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
" SquareFeet Bedrooms Bathrooms Neighborhood YearBuilt Price Age\n", | |
"0 2126 4 1 Rural 1969 215355.283618 54\n", | |
"1 2459 3 2 Rural 1980 195014.221626 43\n", | |
"2 1860 2 1 Suburb 1970 306891.012076 53\n", | |
"3 2294 2 1 Urban 1996 206786.787153 27\n", | |
"4 2130 5 2 Suburb 2001 272436.239065 22\n" | |
] | |
} | |
], | |
"source": [ | |
"#gets a snippet from the top of the dataset\n", | |
"file_data.head()\n", | |
"print(file_data.head())" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"#chooses the numerical features for correlation matrix\n", | |
"numerical_features = file_data[['SquareFeet', 'Bedrooms', 'Bathrooms', 'YearBuilt', 'Price', 'Age']]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Correlation Matrix:\n", | |
" SquareFeet Bedrooms Bathrooms YearBuilt Price Age\n", | |
"SquareFeet 1.000000 -0.002638 -0.003275 0.000482 0.750720 -0.000482\n", | |
"Bedrooms -0.002638 1.000000 0.007405 0.003147 0.072624 -0.003147\n", | |
"Bathrooms -0.003275 0.007405 1.000000 0.003748 0.028418 -0.003748\n", | |
"YearBuilt 0.000482 0.003147 0.003748 1.000000 -0.002288 -1.000000\n", | |
"Price 0.750720 0.072624 0.028418 -0.002288 1.000000 0.002288\n", | |
"Age -0.000482 -0.003147 -0.003748 -1.000000 0.002288 1.000000\n" | |
] | |
} | |
], | |
"source": [ | |
"#creates a correlation matrix\n", | |
"correlation_matrix = numerical_features.corr()\n", | |
"print(\"Correlation Matrix:\")\n", | |
"print(correlation_matrix)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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qZSkpKTA3N0e1atVgYGAAAwODYuvY2dmVW1wcE0FERERElZrISFRhS3nz8/PDoUOHVMoOHDgAPz8/AICxsTF8fX1V6igUChw6dEhZpzwwiSAiIiIi0pHMzEzExMQgJiYGwNNHuMbExODevXsAnnaPGjhwoLL+yJEjcfv2bUyePBlxcXH4/vvv8fvvv2PChAnKOkFBQVi9ejXWr1+P2NhYfP7558jKysKQIUPK7TjYnYmIiIiIKjWxYfm3CGjLuXPn8N577ylfPxtPMWjQIKxbtw73799XJhQA4OLigj179mDChAn47rvvUKdOHfz4448IDAxU1unTpw8ePnyI6dOnIzk5GT4+Pti3b1+RwdbapDfzRPDpTPqLT2ci0gyfzqTH+HQmvcWnM+k3fX060z7z+hX23h0zYivsvSsSWyKIiIiIqFITGbGHvq7xjBMRERERkVqYRBARERERkVrYnYmIiIiIKrXKNLC6qmBLBBERERERqYUtEURERERUqeli0jdSxZYIIiIiIiJSi0ZJxIYNG5Cbm1ukPC8vDxs2bHjtoIiIiIiISH9plEQMGTIE6enpRcofP35crtNrExERERG9TGwoqrDlTaVREiEIAkSioictKSkJFhYWrx0UERERERHpL7UGVjdp0gQikQgikQjt2rWDoeHzzQsLC5GQkICOHTtqPUgiIiIiopJwYLXuqZVEdOvWDQAQExODwMBAVK9eXbnO2NgYzs7O6Nmzp1YDJCIiIiIi/aJWEhESEgIAcHZ2Rp8+fWBiYlIuQRERERERkf7SaJ6IQYMGQS6XY9OmTbh16xa+/PJLWFlZ4cKFC7C1tYWDg4O24yQiIiIiKtabPMC5omiURFy+fBnt27eHhYUF7ty5g2HDhsHKygrbt2/HvXv3+JhXIiIiIqIqTKOnM02YMAGDBw9GfHy8SpemDz74AMeOHdNacEREREREryIyEFXY8qbSqCXi3LlzWLVqVZFyBwcHJCcnv3ZQRERERESkvzRKIiQSCTIyMoqU//3336hZs+ZrB0VEREREVFbiN7hFoKJo1J2pS5cuCA0NRX5+PgBAJBLh3r17+Oqrr/iIVyIiIiKiKk6jJGLhwoXIzMxErVq18OTJE/j7+8Pd3R01atTAN998o+0YiYiIiIhIj2jUncnCwgIHDhzAiRMncPnyZWRmZqJp06Zo3769tuMjIiIiIiqVSMzuTLqmURLxTJs2bdCsWTNIJBKIRLx4RERERERvAo26MykUCoSFhcHBwQHVq1dHQkICAGDatGlYs2aNVgMkIiIiIiqNyEBcYcubSqMjnzVrFtatW4d58+bB2NhYWd6wYUP8+OOPWguOiIiIiIj0j0ZJxIYNG7Bq1Sr0798fBgYGyvLGjRsjLi5Oa8EREREREZH+0WhMxD///AN3d/ci5QqFQvnYVyIiIiIiXeA8EbqnUUuEt7c3jh8/XqR869ataNKkyWsHRURERERE+kujlojp06dj0KBB+Oeff6BQKLB9+3bcuHEDGzZswB9//KHtGImIiIiISsRHvOqeRi0RXbt2RUREBA4ePAgzMzNMnz4dsbGxiIiIQIcOHbQdIxERERER6RG1WiJu374NFxcXiEQitG3bFgcOHCivuIiIiIiIyoRjInRPrZYIDw8PPHz4UPm6T58+SElJ0XpQRERERESkv9RKIgRBUHm9d+9eZGVlaTUgIiIiIiLSbxoNrCYiIiIi0hcidmfSObVaIkQiEUQiUZEyIiIiIiJ6c6jVEiEIAgYPHgyJRAIAyMnJwciRI2FmZqZSb/v27dqLkIiIiIioFCKxRg8cpdegVhIxaNAgldcDBgzQajBERERERKT/1Eoi1q5dW15xEBERERFRJfFaA6tv3ryJW7du4Z133kG1atUgCALHSBARERGRTnHGat3TqANZamoq2rVrh3r16uGDDz7A/fv3AQBDhw7FxIkTtRogERERERHpF41aIiZMmAAjIyPcu3cP9evXV5b36dMHQUFBWLhwodYCrGhWbZrBdeJQWDRtCBP7WjjXcxRSdh8qfZt3WsB7wRRU9/ZATuJ93Jz9A5I27FCp4/R5P7gGDYXEriYyLsfh2hdhSD97pTwPpcoSBAGbNm7Evn37kJWVBW9vb4weMwYODg6lbhcREYFtW7dCJpPBxdUVn3/+OTw9PZXr8/LysHr1ahw7ehT5+flo6uuL0aNHQyqVlvchVRm8NvorIiICW7dtg0wmg6uLS5Fz/LLjx49jw8aNSElJgYO9PYZ8+ilaNG+uXC8IAjZu2qRyrceMHv3Ka01FmbfrDItOPWBgIUXevQSkblqJ3IS/i61be8psVPNqVKQ8+9JZJC+eCQCo+dkXqNGmver6K+eRvDBE+8G/Afi5pp84Y7XuadQSERkZiblz56JOnToq5R4eHrh7965WAtMXBmamyLh8A1fHzSxT/WrOddB890qkHjmNE826IiF8PRqtnAWbDm2UdWr37oT684MRP2s5TrTojseX49ByzxoY17Qqr8Oo0rZu2YLdu3djzNixWLxkCUxMTDBt6lTk5eWVuM3Ro0exetUq9OvfH+Hh4XB1ccG0qVMhl8uVdVatXIkzp08j+OuvMXfePKSlpmLWrFk6OKKqg9dGPx09ehSrVq9G/379EB4eDhdXV0ydNk3lHL/o+vXrmDN3LgIDArAsPBx+fn4ICwvDnTt3lHW2bN2K3bt3Y+yYMViyeDFMTEwwddq0Uq81FWXWoi2s+34G2c5f8U/IeOQlJsBuUijENSyKrZ8S/g3ujh+gXBK/HgWhsBCZZ0+o1Mu+fE6l3oMf5unicKokfq4RPaVREpGVlQVTU9Mi5WlpacrHv1YVD/cfw98hS5Cy62CZ6jsN74snCUmInTwXmXG3cff7n5G8bT9cxg9W1nH5YggS1/yOpPXbkRl7C1dGhaAwOwd1B/csp6OougRBwM6dO9G3b1/4+fnBxcUFEydNQmpqKqJPnixxux07dqBjp04ICAiAo5MTxowdC4lEgsjISABP/8YjIyMxbNgw+Pj4wMPDAxOCghB7/TriYmN1dXiVGq+N/tqxYwc6deyIgIAAODk6YuyYMSrn+GW7du1CM19f9OrVC46Ojhg4cCDc3NwQEREBoPhrPWniRKSmpuJkdLQuD63Sswjshoyj+5F54iDy/03Eo/XLIeTlosY7HYqtr8jKRGG6XLlUa+gDIS8XWWdUkwihIF+lniI7SxeHU+Xwc01/icSiClveVBolEW3btsWGDRuUr0UiERQKBebNm4f33ntPa8FVRpatfPAoSvUfzYcHTkDaygcAIDIygkXTBnh06IUPG0HAo6iTsGzVRIeRVg3JycmQyWTwafL83JmZmcHT0xOxcXHFbpOfn4+b8fHw8fFRlonFYvj4+Cg/rOPj41FQUKCy37p166JmrVol7pdU8drop/z8fMTfvFnsOS7p/MXGxamcbwDw9fVV1n92rZu8sM9n15pfgNRgYAiJszueXI95XiYIeHItBiZuXmXahXnbAGSePgYhL1el3MSrEZyWbkKd2StgM3AUxGY1tBj4m4Ofa0TPaTQmYt68eWjXrh3OnTuHvLw8TJ48GdeuXUNaWhr++usvbcdYqUhsbZCb8kilLDflEYwsakBsIoGR1AJiQ0PkPkh9qU4qzDxddRlqlSCTyQCgSJ9RS6lUue5lGRkZUCgUxW6TmJSk3K+hoSGqV6+uUkdqaQlZWpq2wq/SeG30U0nnWGppiaTExGK3kclkkFpaFqn/7DqWdK1frEOvZlDDHCIDAxSmy1XKCzPkMKpdp/iNXiBxqQfjus54+NNSlfLsKxeQde4k8h+lwKhWbVj1HAi7iTPxb9gkQFBo8xCqPH6uET2nURLRsGFD/P3331i2bBlq1KiBzMxM9OjRA6NHj0bt2rVfuX1ubi5yc1V/JckXFDAScbZBKt3hqCiEh4crX8+cWbaxKlT+eG2IKlaNdzogNzGhyCDsrNPHlP+fn3QXeYkJcJy/BiZejZATe0nXYVYq/FyrPDhjte6pnUTk5+ejY8eOWLFiBf73v/9p9KazZ88uciN+IrJCfwMbjfanT3JTHkFiq3ocElsb5Kc/hiInF3mPZFAUFEBSy/qlOtbITVZtwaCiWrZqBU+v5836+fn5AJ7+imNl9Xxgulwmg6ubW7H7MDc3h1gsLvKrkVwmg9V/vxRJpVIUFBQgMzNT5ZchmVwOqRUHwBeH16ZyKOkcl3b+pFIpZC8NupbJ5cpfVp/99+VrLZPL4ebKFtayKnycAaGwEAYWlirlBuaWKEwvvUVHZCxB9ZbvIG3Hz698n4KHKSjMSIeRbW0mEa/AzzWikqmdthkZGeHy5cuv9abBwcFIT09XWT4WV42bRH4qBtbvt1Ips2nXGrJTMQAAIT8f6ReuweZ9v+cVRCJYv+cH+amLOoy0cjI1NYW9vb1ycXR0hFQqxaWYGGWd7Kws3LhxA/W9iu9DbGRkBHcPD5VtFAoFYmJi4PXfI4s9PDxgaGiImBfqJCUl4eGDByXu903Ha1M5GBkZwcPdHTGXnn95fHaOSzp/9b28VM43AFy8eFFZ387ODlKpVGWfWdnZuHHjhvK6URkUFiD3zk1U8278vEwkQjXvxsi5VXq/eLMWbQAjI2SePPzKtzGQWkNcvQYK5ewm8yr8XKs8OLBa9zTqzjRgwACsWbMGc+bM0ehNJRJJkac46WtXJgMzU5i5Oypfm7rUgXljL+SlpSMn8T48ZwXBxMEWl4Z8BQC4u2oznEb1h9fsL5G4bhts3muF2r074WyXEcp9JCxZi8Y/zYX8/FWkn70M53GDYGhWDYnrt+v8+Co7kUiEbt26YfPmzbB3cICtrS02btwIa2tr+LVurawXPGUKWrdujY+6dAEAdO/eHYsWLoSHhwfqeXpi186dyM3NRYcOT5+AYmZmhoCAAKxevRo1atSAqakpVvzwA+rXr88vRWXEa6O/unfvjoWLFsHDwwOe9eph565dKud4wYIFsLa2xpAhQwAAXbt2xeSvvsK27dvRonlzHD16FPHx8Rg3diwA1WvtYG+vcq1b+/mVGAcVlb5/J2oOm4DchHjk3v4bFgFdIZKYIPP40ycE1hwWhAJZKmRb16tsV6NtALIvnIIi67FKuUhiAmm3T5B17iQK02UwrFkb1n2GIP/BfWRfvaCz46oq+LlG9JxGSURBQQF++uknHDx4EL6+vjAzM1NZv2jRIq0Epw8sfBvC79BG5WvvBV8DABI3bMflocGQ1K6JanWfjwN5cicJZ7uMgPfCYDiPHYicpGRcGTEVjw48f9ze/S1/wrimFeqFjHs62dylWJz58DPkvTTYmsqmV+/eyMnJQfjSpcjMzESDBg0QGhYGY2NjZZ379+8jPSND+drf3x8Z6enYuGkTZGlpcHVzQ2hYmMrAt+EjRkAkFuObWbOQn58PX19fjBo9WqfHVtnx2ugnf39/pGdkYNPGjUiTyeDm6oqw0FDlOX7w8KFK/2Jvb298NXky1m/YgHXr1sHBwQHTpk2Ds7Ozsk7vXr2Qk5ODpeHhymsdFhqqcq3p1bLOHIdBDQtIuw+AoYUUufduI3nhdBRmyAEAhtY1iwyGNrJzQDXPBrg/f2rRHSoUMK7jghpvt4PY1AwF8jQ8uXoRsu2bgIICHRxR1cPPNaKnRIIgCOpuVNpjXEUiEaKiotQOZI9RyTOlUsXyuvFnRYdAVCmJ1P94JV0JG1/REVAJhOlLX12JKoy+jnO61vX9CnvvBrvU/95bFWjUEnH48Kv7XBIRERERUdWkURJBRERERKQv3uQBzhVF4yTi3Llz+P3333Hv3j3k5eWprNu+nQOEiYiIiIiqKo0eibR582a0bt0asbGx2LFjB/Lz83Ht2jVERUXBwsJC2zESEREREZVIJBZX2PKm0ujIv/32WyxevBgREREwNjbGd999h7i4OHz88cdwdHR89Q6IiIiIiKjS0iiJuHXrFjp37gwAMDY2RlZWFkQiESZMmIBVq1ZpNUAiIiIiItIvGiURUqkUjx8/ndDGwcEBV69eBQDI5XJkZ2drLzoiIiIiolfgjNW6p9HA6nfeeQcHDhxAo0aN0Lt3b4wfPx5RUVE4cOAA2rVrp+0YiYiIiIhIj2iURCxbtgw5OTkAgP/9738wMjLCyZMn0bNnT0ydWsyMmURERERE5eRNbhGoKBolEVZWVsr/F4vFmDJlitYCIiIiIiIi/aZREnHv3r1S1/MJTUREREREVZdGSYSzszNEopKbjQoLCzUOiIiIiIhIHezOpHsaJREXL15UeZ2fn4+LFy9i0aJF+Oabb7QSGBERERER6SeNkojGjRsXKWvWrBns7e0xf/589OjR47UDIyIiIiIqizd55uiKotUz7unpibNnz2pzl0REREREpGc0aonIyMhQeS0IAu7fv48ZM2bAw8NDK4EREREREZWF2IBjInRNo5YIS0tLSKVS5WJlZQVvb29ER0fjhx9+0HaMRERERERVxvLly+Hs7AwTExO0bNkSZ86cKbHuu+++C5FIVGTp3Lmzss7gwYOLrO/YsWO5HoNGLRGHDx9WeS0Wi1GzZk24u7vD0FCjXRIRERERVXm//fYbgoKCsGLFCrRs2RJLlixBYGAgbty4gVq1ahWpv337duTl5Slfp6amonHjxujdu7dKvY4dO2Lt2rXK1xKJpPwOAhomEf7+/tqOg4iIiIhII5XpEa+LFi3CsGHDMGTIEADAihUrsGfPHvz000/FTuD84iTPALB582aYmpoWSSIkEgns7OzKL/CXaJRE7N69u8x1u3TposlbEBERERHpvdzcXOTm5qqUSSSSYlsC8vLycP78eQQHByvLxGIx2rdvj+jo6DK935o1a9C3b1+YmZmplB85cgS1atWCVCrF+++/j1mzZsHa2lqDIyobjZKIbt26QSQSQRAElfKXy0QiESeeIyIiIqJyVZGPeJ09ezZmzpypUhYSEoIZM2YUqfvo0SMUFhbC1tZWpdzW1hZxcXGvfK8zZ87g6tWrWLNmjUp5x44d0aNHD7i4uODWrVv4+uuv0alTJ0RHR8PAwED9gyoDjc54ZGQkfHx88Oeff0Iul0Mul+PPP/9E06ZNsX//figUCigUCiYQRERERFSlBQcHIz09XWV5saVBm9asWYNGjRqhRYsWKuV9+/ZFly5d0KhRI3Tr1g1//PEHzp49iyNHjpRLHICGLRFffPEFVqxYgTZt2ijLAgMDYWpqiuHDhyM2NlZrARIRERER6auSui4Vx8bGBgYGBkhJSVEpT0lJeeV4hqysLGzevBmhoaGvfB9XV1fY2Njg5s2baNeuXZliU5dGLRG3bt2CpaVlkXILCwvcuXPnNUMiIiIiIio7kVhUYYs6jI2N4evri0OHDinLFAoFDh06BD8/v1K33bJlC3JzczFgwIBXvk9SUhJSU1NRu3ZtteJTh0ZJRPPmzREUFKSSRaWkpODLL78s0rxCRERERERPBQUFYfXq1Vi/fj1iY2Px+eefIysrS/m0poEDBxbbHWrNmjXo1q1bkcHSmZmZ+PLLL3Hq1CncuXMHhw4dQteuXeHu7o7AwMByOw6NujP99NNP6N69OxwdHVG3bl0AwL1791CvXj3s3LlTm/EREREREZWqMj3itU+fPnj48CGmT5+O5ORk+Pj4YN++fcrB1vfu3YP4pYHiN27cwIkTJxAZGVlkfwYGBrh8+TLWr18PuVwOe3t7BAQEICwsrFznihAJLz9iqYwEQcCBAweUI8m9vb3Rrl07iESaXcQ9Rp4abUflz+vGnxUdAlGlJNLs45V0IWx8RUdAJRCmL63oEKgUbq6uFR1Cse4O71Zh7+20ameFvXdFUqslIjo6Gqmpqfjwww8hEokQEBCA+/fvIyQkBNnZ2ejWrRvCw8PLfYY8IiIiIqJnKvIRr28qtc54aGgorl27pnx95coVDBs2DB06dMCUKVMQERGB2bNnaz1IIiIiIiLSH2olETExMSqPidq8eTNatGiB1atXIygoCEuXLsXvv/+u9SCJiIiIiEh/qNWdSSaTqcywd/ToUXTq1En5unnz5khMTNRedEREREREr1CZBlZXFWq1RNja2iIhIQEAkJeXhwsXLqBVq1bK9Y8fP4aRkZF2IyQiIiIiIr2iVkvEBx98gClTpmDu3LnYuXMnTE1N0bZtW+X6y5cvw83NTetBEhERERGVhAOrdU+tJCIsLAw9evSAv78/qlevjvXr18PY2Fi5/qeffkJAQIDWgyQiIiIiIv2hVhJhY2ODY8eOIT09HdWrV4eBgYHK+i1btqB69epaDZCIiIiIiPSLRjNWW1hYFFtuZWX1WsEQEREREalNw8mOSXPsQEZERERERGrRqCWCiIiIiEhf8BGvuseWCCIiIiIiUguTCCIiIiIiUgu7MxERERFRpcZ5InSPZ5yIiIiIiNTClggiIiIiqtQ4sFr32BJBRERERERqYUsEEREREVVqHBOhezzjRERERESkFr1pifC68WdFh0AliPPsVNEhUAnqx+2t6BCIKqVqU2ZVdAhUguyKDoCIykRvkggiIiIiIk1wYLXusTsTERERERGphS0RRERERFSpsSVC99gSQUREREREamESQUREREREamF3JiIiIiKq3DhPhM7xjBMRERERkVrYEkFERERElZpIxIHVusaWCCIiIiIiUgtbIoiIiIioUhNxTITO8YwTEREREZFamEQQEREREZFa2J2JiIiIiCo1zlite2yJICIiIiIitbAlgoiIiIgqNw6s1jmecSIiIiIiUguTCCIiIiIiUgu7MxERERFRpcaB1bqnUUvEkydPkJ2drXx99+5dLFmyBJGRkVoLjIiIiIiI9JNGLRFdu3ZFjx49MHLkSMjlcrRs2RJGRkZ49OgRFi1ahM8//1zbcRIRERERFUskYg99XdPojF+4cAFt27YFAGzduhW2tra4e/cuNmzYgKVLl2o1QCIiIiIi0i8atURkZ2ejRo0aAIDIyEj06NEDYrEYrVq1wt27d7UaIBERERFRqTgmQuc0aolwd3fHzp07kZiYiP379yMgIAAA8ODBA5ibm2s1QCIiIiIi0i8aJRHTp0/HpEmT4OzsjJYtW8LPzw/A01aJJk2aaDVAIiIiIiLSLxp1Z+rVqxfatGmD+/fvo3Hjxsrydu3aoXv37loLjoiIiIjoVUScsVrnNJ4nws7ODnZ2diplLVq0eO2AiIiIiIhIv2mUROTk5CA8PByHDx/GgwcPoFAoVNZfuHBBK8EREREREb0KJ5vTPY2SiKFDhyIyMhK9evVCixYtIBLxwhERERERvSk0SiL++OMP7N27F2+//ba24yEiIiIiIj2nURLh4OCgnCeCiIiIiKhCccZqndPojC9cuBBfffUVJ5YjIiIiInoDadQS0axZM+Tk5MDV1RWmpqYwMjJSWZ+WlqaV4IiIiIiIXoUDq3VPoyTik08+wT///INvv/0Wtra2HFhNRERERPQG0SiJOHnyJKKjo1UmmiMiIiIiqhCcbE7nNDrjXl5eePLkibZjISIiIiKiSkCjJGLOnDmYOHEijhw5gtTUVGRkZKgsRERERERUdWnUnaljx44AgHbt2qmUC4IAkUiEwsLC14+MiIiIiKgMOD5X9zRKIg4fPqztOIiIiIiIqJLQKInw9/fXdhxERERERJrhwGqd0yiJAAC5XI41a9YgNjYWANCgQQN8+umnsLCw0FpwRERERESkfzRK286dOwc3NzcsXrwYaWlpSEtLw6JFi+Dm5oYLFy5oO0YiIiIiItIjGrVETJgwAV26dMHq1athaPh0FwUFBfjss8/wxRdf4NixY1oNkoiIiIioJJyxWvc0SiLOnTunkkAAgKGhISZPnoxmzZppLTgiIiIiItI/GnVnMjc3x71794qUJyYmokaNGq8dFBERERFRmYnEFbe8oTRqiejTpw+GDh2KBQsWoHXr1gCAv/76C19++SU++eQTrQaoDwRBwKaNG7Fv3z5kZWXB29sbo8eMgYODQ6nbRUREYNvWrZDJZHBxdcXnn38OT09P5fq8vDysXr0ax44eRX5+Ppr6+mL06NGQSqXlfUhVglWbZnCdOBQWTRvCxL4WzvUchZTdh0rf5p0W8F4wBdW9PZCTeB83Z/+ApA07VOo4fd4PrkFDIbGriYzLcbj2RRjSz14pz0OpsiIiIrB12zbIZDK4urgUuQdedvz4cWzYuBEpKSlwsLfHkE8/RYvmzZXr//rrL+zZuxc3b97E48ePsSw8HG5ubro4lCpH29dGEARs3LRJ5XNyzOjRr/ycpKJ27NmPzTsjkCaTw93ZCeOGD0H9eu4l1j/yVzTW/Pw7kh88RB17O4wY2B+tmjVRrn+3a59itxs5qD/69uii9firOn4nIHpKo/RpwYIF6NGjBwYOHAhnZ2c4Oztj8ODB6NWrF+bOnavtGCvc1i1bsHv3bowZOxaLlyyBiYkJpk2diry8vBK3OXr0KFavWoV+/fsjPDwcri4umDZ1KuRyubLOqpUrceb0aQR//TXmzpuHtNRUzJo1SwdHVDUYmJki4/INXB03s0z1qznXQfPdK5F65DRONOuKhPD1aLRyFmw6tFHWqd27E+rPD0b8rOU40aI7Hl+OQ8s9a2Bc06q8DqPKOnr0KFatXo3+/fohPDwcLq6umDptmso98KLr169jzty5CAwIwLLwcPj5+SEsLAx37txR1snJyXn6JLghQ3RzEFVUeVybLVu3Yvfu3Rg7ZgyWLF4MExMTTJ02rdTPSSoq6vhJfP/TBgzu0xOrF82Bm4sTvpzxLWTy9GLrX429gdAFS9G5/Xv4cfEctGnZHFNnz8ftu897C2xbt1Jl+WrsSIhEIrzTuqWuDqtK4XcCPSUWVdzyhtIoiTA2NsZ3330HmUyGmJgYxMTEIC0tDYsXL4ZEItF2jBVKEATs3LkTffv2hZ+fH1xcXDBx0iSkpqYi+uTJErfbsWMHOnbqhICAADg6OWHM2LGQSCSIjIwEAGRlZSEyMhLDhg2Dj48PPDw8MCEoCLHXryPuv8fmUuke7j+Gv0OWIGXXwTLVdxreF08SkhA7eS4y427j7vc/I3nbfriMH6ys4/LFECSu+R1J67cjM/YWrowKQWF2DuoO7llOR1F17dixA506dkRAQACcHB0xdswYlXvgZbt27UIzX1/06tULjo6OGDhwINzc3BAREaGs065dO/Tv1w9NmjQpdh9UNtq+NsV9Tk6aOBGpqak4GR2ty0Or9Lbs2oPOAe3Qqf17cHasg6DPP4OJxBh7DxY/yeu2iD/RoqkP+vboAqe6dTC0fx94uLpgx579yjrWUkuV5cSZc2jSqAHs7Wx1dVhVBr8TkLYsX74czs7OMDExQcuWLXHmzJkS665btw4ikUhlMTExUakjCAKmT5+O2rVro1q1amjfvj3i4+PL9RheqyOXqakppFIppFIpTE1NtRWTXklOToZMJoPPC19azMzM4Onpidi4uGK3yc/Px834ePj4+CjLxGIxfHx8lB8G8fHxKCgoUNlv3bp1UbNWrRL3S6/HspUPHkWpfqF5eOAEpK18AAAiIyNYNG2AR4de+IdAEPAo6iQsW/FLqzry8/MRf/NmsfdASX/fsXFxKvcDAPj6+vJ+0LLyuDbPPiebvLDPZ5+T/AJUdvn5Bbhx6zZ8GzdSlonFYvg2boTrN4r/MnDtxt/wbdxQpaxFk8a4fuPvYuunyeU4de4iPmj/nvYCf4PwOwFpw2+//YagoCCEhITgwoULaNy4MQIDA/HgwYMStzE3N8f9+/eVy927d1XWz5s3D0uXLsWKFStw+vRpmJmZITAwEDk5OeV2HBolEQqFAqGhobCwsICTkxOcnJxgaWmJsLAwKBQKbcdYoWQyGQAU6ZNoKZUq170sIyMDCoWi2G3S/ttGJpPB0NAQ1atXV6kjtbSELC1NW+HTCyS2NshNeaRSlpvyCEYWNSA2kcDYRgqxoSFyH6S+VCcVEjsbXYZa6ZV0D5T29y2TySC1tCxav4T7jDRTHtempM9JXj/1pP93bawsVSdtlVpaIE0mL3abNLkcVkWujQXSZMV3f9ofdRSm1UzQ1q+FNkJ+4/A7gf4SicQVtqhr0aJFGDZsGIYMGQJvb2+sWLECpqam+Omnn0o5PhHs7OyUi63t85ZEQRCwZMkSTJ06FV27dsVbb72FDRs24N9//8XOnTs1OZ1lolES8b///Q/Lli3DnDlzcPHiRVy8eBHffvstwsPDMW3atFdun5ubi4yMDJUlNzdXk1C07nBUFHp0765cCgsKKjokIiIirdh78Aja+7eBxNi4okOpFPidgMpCne+1eXl5OH/+PNq3b68sE4vFaN++PaJL6f6ZmZkJJycn1K1bF127dsW1a9eU6xISEpCcnKyyTwsLC7Rs2bLUfb4ujZ7OtH79evz444/o0uX5Ux3eeustODg4YNSoUfjmm29K3X727NmYOVN1MOzYceMwfvx4TcLRqpatWsHTy0v5Oj8/H8DTXwmsrJ4PrpXLZHAt4akw5ubmEIvFRX6VkMtksPrvlwipVIqCggJkZmaq/PIgk8shteIg3vKQm/IIElvVFgWJrQ3y0x9DkZOLvEcyKAoKIKll/VIda+Qmq7ZgUOlKugdK+/uWSqWQvTSwVyaX88kkWlYe1+bZf1/+nJTJ5XBzddVi9FWbxX/XJu2lQdQyeTqspJbFbmNlaYm0ItcmHVZSiyJ1L1+LReI//yLky4r/t7ay4HeCSqQCBzgX9702JCQEM2bMKFL30aNHKCwsVGlJAABbW1vEldB1zdPTEz/99BPeeustpKenK5+Oeu3aNdSpUwfJycnKfby8z2fryoNGLRFpaWnweuGmesbLywtpZWh2Cw4ORnp6usoycuRITULROlNTU9jb2ysXR0dHSKVSXIqJUdbJzsrCjRs3UL+YcwAARkZGcPfwUNlGoVAgJiYGXvXrAwA8PDxgaGiImBfqJCUl4eGDByXul16P/FQMrN9vpVJm0641ZKdiAABCfj7SL1yDzft+zyuIRLB+zw/yUxd1GGnlZ2RkBA93d8RcuqQse3YPlPT3Xd/LS+V+AICLFy/yftCy8rg2dnZ2kEqlKvvMys7GjRs3lJ959GpGRobwdHPFhcvPHymtUChw/vJVeHt6FLtNA896uHD5qkrZuZgr8PasV6TunoOHUc/NFe4uzlqNuyrjdwIqi+K+1wYHB2tt/35+fhg4cCB8fHzg7++P7du3o2bNmli5cqXW3kMTGiURjRs3xrJly4qUL1u2DI0bN37l9hKJBObm5iqLvj7VSSQSoVu3bti8eTNOnTqFhIQELFi4ENbW1vD7b44MAAieMgURu3crX3fv3h379u3DwQMHcO/ePSxftgy5ubno0KEDgKcDsQICArB69WpcunQJ8fHxWLxoEerXr89/dMvIwMwU5o29YN746QesqUsdmDf2gknd2gAAz1lBaLz2+SOH767aDFOXuvCa/SXMPF3hNLIfavfuhITv1inrJCxZi7pDP4bD/3VDdS9XNFw+A4Zm1ZC4frtOj60qeHYPHDh4EPfu3cOy5ctV7oEFCxZg7dq1yvpdu3bF+fPnsW37diQmJmLTpk2Ij4/HRx99pKzz+PFj3Lp1C3f/m+wyKSkJt27dKtOPF/Sctq9NcZ+TCxcsgLW1NVr7+RUbAxWvd9fO+CMyCvuijuJuYhIWr/gROTm56NT+XQDAt4uXYdWGX5T1e37UCWcuXMJvOyNwN+kfrP11C27cuoXunQNV9puVnY2jf51C5w7v6/Jwqhx+J6DiqPO91sbGBgYGBkhJSVEpT0lJgZ2dXZnez8jICE2aNMHNmzcBQLnd6+xTExp1Z5o3bx46d+6MgwcPwu+/fyCio6ORmJiIvXv3ajVAfdCrd2/k5OQgfOlSZGZmokGDBggNC4PxC31K79+/j/SMDOVrf39/ZKSnY+OmTZClpcHVzQ2hYWEqXTOGjxgBkViMb2bNQn5+Pnx9fTFq9GidHltlZuHbEH6HNipfey/4GgCQuGE7Lg8NhqR2TVT7L6EAgCd3knC2ywh4LwyG89iByElKxpURU/HowAllnftb/oRxTSvUCxn3dLK5S7E48+FnyHtpsDW9mr+/P9IzMrBp40akyWRwc3VFWGio8h548PAhROLnv2N4e3vjq8mTsX7DBqxbtw4ODg6YNm0anJ2dlXVOnTqFRYsXK1/P+W9emv79+mHAgAG6ObAqoDyuTe9evZCTk4Ol4eHKz8mw0FCVz0l6tffbtoY8IwNrf/n96WRzLs6YFxKsHDyd8ihV5do0rO+JaRPHYs2m3/Djxs1wsLfDrOAv4erkqLLfqOMnIQgC2r3zti4Pp0ridwL99OJ9oc+MjY3h6+uLQ4cOoVu3bgCetkwdOnQIY8aMKdM+CgsLceXKFXzwwQcAABcXF9jZ2eHQoUPKp4BlZGTg9OnT+Pzzz8vjMAAAIkEQBE02/Pfff7F8+XJl/6369etj1KhRsLe31yiQW7dva7Qdlb84z04VHQKVoH5c1UvaiXShWv7jig6BSpBtbF7RIVAp9HWcU/aa6RX23qZDQ9Wq/9tvv2HQoEFYuXIlWrRogSVLluD3339HXFwcbG1tMXDgQDg4OGD27NkAgNDQULRq1Qru7u6Qy+WYP38+du7cifPnz8Pb2xsAMHfuXMyZMwfr16+Hi4sLpk2bhsuXL+P69etF5pTQFrVbIvLz89GxY0esWLHilQOoiYiIiIjKnajyzBzdp08fPHz4ENOnT0dycjJ8fHywb98+5cDoe/fuQfxCy4pMJsOwYcOQnJwMqVQKX19fnDx5UplAAMDkyZORlZWF4cOHQy6Xo02bNti3b1+5JRCAhi0RNWvWxMmTJ+HhUfxAL02wJUJ/sSVCf7ElgkgzbInQX2yJ0G962xLxU0iFvbfppzNfXakK0qgD2YABA7BmzRptx0JEREREpD6xuOKWN5RGA6sLCgrw008/4eDBg/D19YWZmZnK+kWLFmklOCIiIiIi0j8aJRFXr15F06ZNAQB///23yjpRJeqTRkRERERE6tMoiTh8+LC24yAiIiIi0gx/xNa5N7cjFxERERERaaTMLRE9evQo8063b+fsvkRERESkG5VlsrmqpMxn3MLCQrmYm5vj0KFDOHfunHL9+fPncejQIVhYWJRLoEREREREpB/K3BKxdu1a5f9/9dVX+Pjjj7FixQoYGBgAeDoF96hRo2Buzuc7ExERERFVZRoNrP7pp59w4sQJZQIBAAYGBggKCkLr1q0xf/58rQVIRERERFQqEbsz6ZpGZ7ygoABxcXFFyuPi4qBQKF47KCIiIiIi0l8atUQMGTIEQ4cOxa1bt9CiRQsAwOnTpzFnzhwMGTJEqwESEREREZVKzEe86ppGScSCBQtgZ2eHhQsX4v79+wCA2rVr48svv8TEiRO1GiAREREREekXjZIIsViMyZMnY/LkycjIyAAADqgmIiIiInpDaDwKpaCgAAcPHsSvv/4K0X+zBP7777/IzMzUWnBERERERK8iEokrbHlTadQScffuXXTs2BH37t1Dbm4uOnTogBo1amDu3LnIzc3FihUrtB0nERERERHpCY3Sp/Hjx6NZs2aQyWSoVq2asrx79+44dOiQ1oIjIiIiInolsajiljeURi0Rx48fx8mTJ2FsbKxS7uzsjH/++UcrgRERERERkX7SKIlQKBQoLCwsUp6UlIQaNWq8dlBERERERGX2Bo9NqCganfGAgAAsWbJE+VokEiEzMxMhISH44IMPtBUbERERERHpIY1aIhYuXIjAwEB4e3sjJycH/fr1Q3x8PKytrfHrr79qO0YiIiIiItIjGiURderUwaVLl7B582ZcvnwZmZmZGDp0KPr3768y0JqIiIiIqNyJ3twBzhVFo+5MqampMDQ0xIABAzB27FjY2Njgxo0bOHfunLbjIyIiIiIiPaNWS8SVK1fw0UcfITExER4eHti8eTM6duyIrKwsiMViLF68GFu3bkW3bt3KKVwiIiIiopeIObBa19Q645MnT0ajRo1w7NgxvPvuu/jwww/RuXNnpKenQyaTYcSIEZgzZ055xUpERERERHpArZaIs2fPIioqCm+99RYaN26MVatWYdSoURD/l/2NHTsWrVq1KpdAiYiIiIhIP6iVRKSlpcHOzg4AUL16dZiZmUEqlSrXS6VSPH78WLsREhERERGVhvNE6JzaZ1z00uj3l18TEREREVHVpvYjXgcPHgyJRAIAyMnJwciRI2FmZgYAyM3N1W50RERERESvIuaP2rqmVhIxaNAgldcDBgwoUmfgwIGvFxEREREREek1tZKItWvXllccRERERESa4ZgIneMZJyIiIiIitTCJICIiIiIitag9sJqIiIiISK/waaE6x5YIIiIiIiJSC1siiIiIiKhyE/N3cV3jGSciIiIiIrUwiSAiIiIiIrWwOxMRERERVW4cWK1zbIkgIiIiIiK1sCWCiIiIiCo3zlitczzjRERERESkFrZEEBEREVHlxke86hzPOBERERERqYVJBBERERERqYXdmYiIiIiocuMjXnWOSQS9Uv24vRUdApUg1uuDig6BSsF7R3/lGVar6BCIiCo1JhFEREREVLnxEa86xzNORERERERqYRJBRERERERqYXcmIiIiIqrcOLBa59gSQUREREREamFLBBERERFVbpyxWud4xomIiIiISC1siSAiIiKiSk3gmAidY0sEERERERGphUkEERERERGphd2ZiIiIiKhy44zVOsczTkREREREamFLBBERERFVbmyJ0DmecSIiIiIiUguTCCIiIiIiUgu7MxERERFRpcZ5InRPo5aI9evXY8+ePcrXkydPhqWlJVq3bo27d+9qLTgiIiIiItI/GiUR3377LapVqwYAiI6OxvLlyzFv3jzY2NhgwoQJWg2QiIiIiKhUInHFLW8ojbozJSYmwt3dHQCwc+dO9OzZE8OHD8fbb7+Nd999V5vxERERERGRntEofapevTpSU1MBAJGRkejQoQMAwMTEBE+ePNFedEREREREryISVdzyhtIoiejQoQM+++wzfPbZZ/j777/xwQcfAACuXbsGZ2dnbcZHRERERFSlLF++HM7OzjAxMUHLli1x5syZEuuuXr0abdu2hVQqhVQqRfv27YvUHzx4MEQikcrSsWPHcj0GjZKI5cuXw8/PDw8fPsS2bdtgbW0NADh//jw++eQTrQZIRERERFRV/PbbbwgKCkJISAguXLiAxo0bIzAwEA8ePCi2/pEjR/DJJ5/g8OHDiI6ORt26dREQEIB//vlHpV7Hjh1x//595fLrr7+W63GIBEEQyvUdyujW7dsVHQKVQKQffyJUjFivDyo6BCpF/bi9FR0ClcBAKKjoEKgEBWKjig6BSuHm6lrRIRQr+69tFfbepm/3VKt+y5Yt0bx5cyxbtgwAoFAoULduXYwdOxZTpkx55faFhYWQSqVYtmwZBg4cCOBpS4RcLsfOnTvVjl9TGs8TkZOTg8uXL+PBgwdQKBTKcpFIhI8++kgrwRERERER6bPc3Fzk5uaqlEkkEkgkkiJ18/LycP78eQQHByvLxGIx2rdvj+jo6DK9X3Z2NvLz82FlZaVSfuTIEdSqVQtSqRTvv/8+Zs2apewtVB40SiL27duH//u//1MOrn6RSCRCYWHhawdGRERERFQWFTnZ3OzZszFz5kyVspCQEMyYMaNI3UePHqGwsBC2trYq5ba2toiLiyvT+3311Vewt7dH+/btlWUdO3ZEjx494OLiglu3buHrr79Gp06dEB0dDQMDA/UPqgw0SiLGjh2Ljz/+GNOnTy9yEoiIiIiI3hTBwcEICgpSKSuuFUIb5syZg82bN+PIkSMwMTFRlvft21f5/40aNcJbb70FNzc3HDlyBO3atSuXWDQaWJ2SkoKgoCAmEERERET0RpNIJDA3N1dZSkoibGxsYGBggJSUFJXylJQU2NnZlfo+CxYswJw5cxAZGYm33nqr1Lqurq6wsbHBzZs31TsYNWiURPTq1QtHjhzRcihERERERBqoJDNWGxsbw9fXF4cOHVKWKRQKHDp0CH5+fiVuN2/ePISFhWHfvn1o1qzZK98nKSkJqampqF27tlrxqUOj7kzLli1D7969cfz4cTRq1AhGRqpPUhg3bpxWgiMiIiIiqkqCgoIwaNAgNGvWDC1atMCSJUuQlZWFIUOGAAAGDhwIBwcHzJ49GwAwd+5cTJ8+Hb/88gucnZ2RnJwM4Onkz9WrV0dmZiZmzpyJnj17ws7ODrdu3cLkyZPh7u6OwMDAcjsOjZKIX3/9FZGRkTAxMcGRI0cgemEwi0gkYhJBRERERDojqNkiUJH69OmDhw8fYvr06UhOToaPjw/27dunHCZw7949iMXPj+eHH35AXl4eevXqpbKfZ4O3DQwMcPnyZaxfvx5yuRz29vYICAhAWFhYuY3NADScJ8LOzg7jxo3DlClTVA7ydXCeCP3FeSL0F+eJ0G+cJ0J/cZ4I/cV5IvSbvs4TkXlqd4W9d/VWXSrsvSuSRi0ReXl56NOnj9YSCCIiIiIijVXgI17fVBplAYMGDcJvv/2m7ViIiIiIiKgS0KglorCwEPPmzcP+/fvx1ltvFRlYvWjRIq0ER0RERERE+kejJOLKlSto0qQJAODq1asq60RsTiIiIiIiHapMA6urCo2SiMOHD2s7DiIiIiIiqiQ0SiJelJSUBACoU6fOawdDRERERKQ29oTROY3afhQKBUJDQ2FhYQEnJyc4OTnB0tISYWFhUCgU2o6RiIiIiIj0iEYtEf/73/+wZs0azJkzB2+//TYA4MSJE5gxYwZycnLwzTffaDVIIiIiIiLSHxolEevXr8ePP/6ILl2eT67x1ltvwcHBAaNGjWISQURERES6w4HVOqfRGU9LS4OXl1eRci8vL6Slpb12UEREREREpL80SiIaN26MZcuWFSlftmwZGjdu/NpBERERERGVlSASVdjyptKoO9O8efPQuXNnHDx4EH5+fgCA6OhoJCYmYu/evVoNkIiIiIiI9ItGLRH+/v74+++/0b17d8jlcsjlcvTo0QM3btxA27ZttR0jERERERHpEY3nibC3t39jBlALgoBNGzdi3759yMrKgre3N0aPGQMHB4dSt4uIiMC2rVshk8ng4uqKzz//HJ6ensr1eXl5WL16NY4dPYr8/Hw09fXF6NGjIZVKy/uQqoyIiAhs3bYNMpkMri4uRc7xy44fP44NGzciJSUFDvb2GPLpp2jRvLly/V9//YU9e/fi5s2bePz4MZaFh8PNzU0Xh1KlWLVpBteJQ2HRtCFM7GvhXM9RSNl9qPRt3mkB7wVTUN3bAzmJ93Fz9g9I2rBDpY7T5/3gGjQUEruayLgch2tfhCH97JXyPJQqS9v3jiAI2Lhpk8rn5JjRo1/5OUlF7f5jD7Zs24G0/67N6JHD4eVZr8T6x46fwLpNPyMl5QEc7O3x2ZBBaNG8mXL9hp9/wZFjx/Hw4SMYGRrCw90dgwcOQH2vkq83lYzfCfQUB1brnMZnXC6XY+HChfjss8/w2WefYfHixUhPT9dmbHpj65Yt2L17N8aMHYvFS5bAxMQE06ZORV5eXonbHD16FKtXrUK//v0RHh4OVxcXTJs6FXK5XFln1cqVOHP6NIK//hpz581DWmoqZs2apYMjqhqOHj2KVatXo3+/fggPD4eLqyumTpumco5fdP36dcyZOxeBAQFYFh4OPz8/hIWF4c6dO8o6OTk5aNCgAT4dMkQ3B1FFGZiZIuPyDVwdN7NM9as510Hz3SuReuQ0TjTrioTw9Wi0chZsOrRR1qnduxPqzw9G/KzlONGiOx5fjkPLPWtgXNOqvA6jyiqPe2fL1q3YvXs3xo4ZgyWLF8PExARTp00r9XOSijpy7DhWrl6DAf364vuli+Hq4oyvp4VAVsK1uXY9Ft/OW4COAR3ww9IlaO3XEjNmfYuEO3eVdeo4OGDMyBFYtTwci+bPha1tLQRPC4G8iv6bXd74nYDoKY2SiHPnzsHNzQ2LFy9GWloa0tLSsGjRIri5ueHChQvajrFCCYKAnTt3om/fvvDz84OLiwsmTpqE1NRURJ88WeJ2O3bsQMdOnRAQEABHJyeMGTsWEokEkZGRAICsrCxERkZi2LBh8PHxgYeHByYEBSH2+nXExcbq6vAqtR07dqBTx44ICAiAk6Mjxo4Zo3KOX7Zr1y408/VFr1694OjoiIEDB8LNzQ0RERHKOu3atUP/fv3QpEkTXR1GlfRw/zH8HbIEKbsOlqm+0/C+eJKQhNjJc5EZdxt3v/8Zydv2w2X8YGUdly+GIHHN70havx2ZsbdwZVQICrNzUHdwz3I6iqpL2/dOcZ+TkyZORGpqKk5GR+vy0Cq9bTt2oVPHAAR2aA8nR0eMHzMKEhMJ9kcWfy/t3B2B5r5N8XHPHnB0rIvB/zcA7m6u2P3HHmWd99/1R9MmPqhd2w7OTo4YMWwosrOzkZBwR0dHVXXwO4H+EiCqsOVNpVESMWHCBHTp0gV37tzB9u3bsX37diQkJODDDz/EF198oeUQK1ZycjJkMhl8XvhSaWZmBk9PT8TGxRW7TX5+Pm7Gx8PHx0dZJhaL4ePjo/wwiI+PR0FBgcp+69ati5q1apW4X3ouPz8f8TdvFnuOSzp/sXFxKucbAHx9fXm+9YBlKx88ilL9svnwwAlIW/kAAERGRrBo2gCPDr3wj7Qg4FHUSVi2YsKnjvK4d559TjZ5YZ/PPif5Bajsnl2bJi9dmyY+jUu8Ntfj4tDER/WpiM2aNi3136e9f+6HmZkZXF1ctBb7m4LfCYie02hMxLlz57B69WoYGj7f3NDQEJMnT0azZs1K2bLykclkAFCkT6KlVKpc97KMjAwoFIpit0lMSlLu19DQENWrV1epI7W0hIxzbbxSSedYammJpMTEYreRyWSQWloWqV/SdSTdkdjaIDflkUpZbsojGFnUgNhEAiOpBcSGhsh9kPpSnVSYebrqMtRKrzzunZI+J3l/qUd5bYo514mJ/xS7jUwmL1Lf0tISaS+d91NnzuLbufORm5sLKysp5swKhYWFuTbDfyPwO4H+EjgmQuc0OuPm5ua4d+9ekfLExETUqFHjldvn5uYiIyNDZcnNzdUkFK07HBWFHt27K5fCgoKKDomIiOi1NH6rEX4IX4IlC+aiWdOmmDVnbonjLOg5ficgKplGLRF9+vTB0KFDsWDBArRu3RrA06fafPnll/jkk09euf3s2bMxc6bqgMux48Zh/PjxmoSjVS1btYLnC7Nx5+fnA3j6K4GV1fMBnHKZDK4lPLXH3NwcYrG4yK8ScpkMVv/9EiGVSlFQUIDMzEyVXx5kcjmkVhwo+iolnePSzp9UKi3yj6ZMLueTL/RAbsojSGxtVMoktjbIT38MRU4u8h7JoCgogKSW9Ut1rJGbrNqCQaUrj3vn2X9f/pyUyeVwc2VLUVkpr00x59pKalnsNlKpZZH6crlc+W/NM9VMTOBgbw8He3vU9/LC4GEjsC/yAD75uLcWj6Dq4XcCopJp1BKxYMEC9OjRAwMHDoSzszOcnZ0xePBg9OrVC3Pnzn3l9sHBwUhPT1dZRo4cqUkoWmdqagp7e3vl4ujoCKlUiksxMco62VlZuHHjBuq/8MHyIiMjI7h7eKhso1AoEBMTA6/69QEAHh4eMDQ0RMwLdZKSkvDwwYMS90vPGRkZwcPdHTGXLinLnp3jks5ffS8vlfMNABcvXuT51gPyUzGwfr+VSplNu9aQnYoBAAj5+Ui/cA027/s9ryASwfo9P8hPXdRhpJVfedw7dnZ2kEqlKvvMys7GjRs3lJ959GrKaxPz8rW5XOK18fbywsVLl1XKLlws+Vo+IygE5RdiKhm/E1QiInHFLW8otVsiCgsLcerUKcyYMQOzZ8/GrVu3AABubm4wNTUt0z4kEgkkEolq2SP9/DVRJBKhW7du2Lx5M+wdHGBra4uNGzfC2toafv+1wgBA8JQpaN26NT7q0gUA0L17dyxauBAeHh6o5+mJXTt3Ijc3Fx06dADwdCBWQEAAVq9ejRo1asDU1BQrfvgB9evX5z+6ZdS9e3csXLQIHh4e8KxXDzt37VI5xwsWLIC1tTWG/Pe41q5du2LyV19h2/btaNG8OY4ePYr4+HiMGztWuc/Hjx/jwYMHSP2vD2rSf/1VpVKpyq9OVDoDM1OYuTsqX5u61IF5Yy/kpaUjJ/E+PGcFwcTBFpeGfAUAuLtqM5xG9YfX7C+RuG4bbN5rhdq9O+FslxHKfSQsWYvGP82F/PxVpJ+9DOdxg2BoVg2J67fr/PgqO23fOy9+TjrY26t8Trb28ysxDiqqZ/eumL9oCTw83OFVrx6279qNnJwcBHZoBwCYt3AxrK2tMHTwIABAty4fYdKUr7F1+w60aN4cR44dw983b2L82NEAgCc5Ofj1t9/h17IFrKyskJ6egYg9e/AoNRXvtGlTYhxUPH4nIHpO7STCwMAAAQEBiI2NhYuLCxo1alQecemVXr17IycnB+FLlyIzMxMNGjRAaFgYjI2NlXXu37+P9IwM5Wt/f39kpKdj46ZNkKWlwdXNDaFhYSpdZ4aPGAGRWIxvZs1Cfn4+fH19MWr0aJ0eW2Xm7++P9IwMbNq4EWkyGdxcXREWGqo8xw8ePoRI/PwXAm9vb3w1eTLWb9iAdevWwcHBAdOmTYOzs7OyzqlTp7Bo8WLl6zn/taz179cPAwYM0M2BVQEWvg3hd2ij8rX3gq8BAIkbtuPy0GBIatdEtbq1leuf3EnC2S4j4L0wGM5jByInKRlXRkzFowMnlHXub/kTxjWtUC9k3NPJ5i7F4syHnyHvpcHW9Grlce/07tULOTk5WBoervycDAsNVfmcpFd79522SE9Px4ZNvzydCNDVFd+EzlC9NqLnj5Rs4F0fwV9OxLqNP2Pt+o2wd7DHjKlfw8XZCQBgIBYjMTEJBw5FISM9AzXMzeHp4Y5F8+bA2cmxuBDoFfidQD8JL9wXpBsiQRAEdTdq1qwZ5s6di3bt2mktkFu3b2ttX6RdIvX/REhHYr0+qOgQqBT14/ZWdAhUAgOBA2T1VYHYqKJDoFLo6zgn2aWjFfbe0sb+FfbeFUmjjlyzZs3CpEmT8Mcff+D+/ftFnrRERERERERVl0ZPZ/rgg6e/fnbp0kWlWVUQBIhEIhQWFmonOiIiIiKiV+A8EbqnURJx+PBhbcdBRERERESVhEZJhL//m9n3i4iIiIj0EAdW65xGSQTwdDKbM2fO4MGDB1AoFCrrBg4c+NqBERERERGRftIoiYiIiED//v2RmZkJc3NzlXERIpGISQQRERER6QzHROieRmd84sSJ+PTTT5GZmQm5XA6ZTKZc0v6bpIuIiIiIiKomjZKIf/75B+PGjSvzDNVERERERFR1aJREBAYG4ty5c9qOhYiIiIhIbQJEFba8qco8JmL37t3K/+/cuTO+/PJLXL9+HY0aNYKRkerskl26dNFehEREREREpFfKnER069atSFloaGiRMk42R0RERES6xIHVulfmJOLlx7gSEREREdGbSaO0bcOGDcjNzS1SnpeXhw0bNrx2UEREREREpL80SiKGDBmC9PT0IuWPHz/GkCFDXjsoIiIiIqIyE4kqbnlDaZRECIKgMsHcM0lJSbCwsHjtoIiIiIiISH+pNWN1kyZNIBKJIBKJ0K5dOxgaPt+8sLAQCQkJ6Nixo9aDJCIiIiIqiaDZ7+L0GtRKIp49oSkmJgaBgYGoXr26cp2xsTGcnZ3Rs2dPrQZIRERERET6Ra0kIiQkBADg7OyMPn36wMTEpFyCIiIiIiIqK+ENHptQUdRKIp4ZNGiQtuMgIiIiIqJKQqMkorCwEIsXL8bvv/+Oe/fuIS8vT2V9WlqaVoIjIiIiIiL9o9EolJkzZ2LRokXo06cP0tPTERQUhB49ekAsFmPGjBlaDpGIiIiIqGSCSFxhy5tKoyP/+eefsXr1akycOBGGhob45JNP8OOPP2L69Ok4deqUtmMkIiIiIiI9olESkZycjEaNGgEAqlevrpx47sMPP8SePXu0Fx0RERER0SsIEFXY8qbSKImoU6cO7t+/DwBwc3NDZGQkAODs2bOQSCTai46IiIiIiPSORklE9+7dcejQIQDA2LFjMW3aNHh4eGDgwIH49NNPtRogERERERHpF42ezjRnzhzl//fp0wdOTk44efIkPDw88NFHH2ktOCIiIiKiV3mTBzhXFI3OeGpqqvL/ExMTsXfvXty/fx8WFhZaC4yIiIiIiPSTWknElStX4OzsjFq1asHLywsxMTFo3rw5Fi9ejFWrVuH999/Hzp07yylUIiIiIqKiBJGowpY3lVpJxOTJk9GoUSMcO3YM7777Lj788EN07twZ6enpkMlkGDFihEpXJyIiIiIiqnrUGhNx9uxZREVF4a233kLjxo2xatUqjBo1CmLx01xk7NixaNWqVbkESkRERERUnDf5UasVRa2WiLS0NNjZ2QF4Oj+EmZkZpFKpcr1UKsXjx4+1GyEREREREekVtQdWi17q+/XyayIiIiIiqtrUfsTr4MGDlRPK5eTkYOTIkTAzMwMA5Obmajc6IiIiIqJX4CNedU+tJGLQoEEqrwcMGFCkzsCBA18vIiIiIiIi0mtqJRFr164trziIiIiIiDTCgdW6x7YfIiIiIiJSC5MIIiIiIiJSi9oDq4mIiIiI9AkHVusezzgREREREamFLRFEREREVKlxYLXusSWCiIiIiIjUwpYIIiIiIqrUOCZC93jGiYiIiIh0aPny5XB2doaJiQlatmyJM2fOlFp/y5Yt8PLygomJCRo1aoS9e/eqrBcEAdOnT0ft2rVRrVo1tG/fHvHx8eV5CEwiiIiIiIh05bfffkNQUBBCQkJw4cIFNG7cGIGBgXjw4EGx9U+ePIlPPvkEQ4cOxcWLF9GtWzd069YNV69eVdaZN28eli5dihUrVuD06dMwMzNDYGAgcnJyyu04RIIgCOW2dzXcun27okOgEoj040+EihHr9UFFh0ClqB+399WVqEIYCAUVHQKVoEBsVNEhUCncXF0rOoRi3b51q8Le29XNTa36LVu2RPPmzbFs2TIAgEKhQN26dTF27FhMmTKlSP0+ffogKysLf/zxh7KsVatW8PHxwYoVKyAIAuzt7TFx4kRMmjQJAJCeng5bW1usW7cOffv2fY2jKxlbIoiIiIiINJSbm4uMjAyVJTc3t9i6eXl5OH/+PNq3b68sE4vFaN++PaKjo4vdJjo6WqU+AAQGBirrJyQkIDk5WaWOhYUFWrZsWeI+tUFvBlbz124i9fGXbv3GliL95XXjz4oOgUowaHxiRYdApTgRoZ8tEYKo4h7xOnv2bMycOVOlLCQkBDNmzChS99GjRygsLIStra1Kua2tLeLi4ordf3JycrH1k5OTleuflZVUpzzoTRJBRERERFTZBAcHIygoSKVMIpFUUDS6wySCiIiIiEhDEomkzEmDjY0NDAwMkJKSolKekpICOzu7Yrexs7Mrtf6z/6akpKB27doqdXx8fMp6GGrjmAgiIiIiqtQEQVRhizqMjY3h6+uLQ4cOKcsUCgUOHToEPz+/Yrfx8/NTqQ8ABw4cUNZ3cXGBnZ2dSp2MjAycPn26xH1qA1siiIiIiIh0JCgoCIMGDUKzZs3QokULLFmyBFlZWRgyZAgAYODAgXBwcMDs2bMBAOPHj4e/vz8WLlyIzp07Y/PmzTh37hxWrVoFABCJRPjiiy8wa9YseHh4wMXFBdOmTYO9vT26detWbsfBJIKIiIiIKjWhEnWu6dOnDx4+fIjp06cjOTkZPj4+2Ldvn3Jg9L179yAWPz+e1q1b45dffsHUqVPx9ddfw8PDAzt37kTDhg2VdSZPnoysrCwMHz4ccrkcbdq0wb59+2BiYlJux6E380RU5PN9iYjKA5/OpL/4dCb9xacz6bcTEf4VHUKx4m/drbD39nBzqrD3rkhsiSAiIiKiSk1AxT3i9U1Vedp+iIiIiIhILzCJICIiIiIitbA7ExERERFVauzOpHtsiSAiIiIiIrWwJYKIiIiIKjW2ROgeWyKIiIiIiEgtTCKIiIiIiEgt7M5ERERERJUauzPpHlsiiIiIiIhILWyJICIiIqJKTRDYEqFrbIkgIiIiIiK1MIkgIiIiIiK1sDsTEREREVVqHFite2yJICIiIiIitaidRHz66ad4/PhxkfKsrCx8+umnWgmKiIiIiKisBIgqbHlTqZ1ErF+/Hk+ePClS/uTJE2zYsEErQRERERERkf4q85iIjIwMCIIAQRDw+PFjmJiYKNcVFhZi7969qFWrVrkESURERERUkje5RaCilDmJsLS0hEgkgkgkQr169YqsF4lEmDlzplaDIyIiIiIi/VPmJOLw4cMQBAHvv/8+tm3bBisrK+U6Y2NjODk5wd7evlyCJCIiIiIi/VHmJMLf3x8AkJCQAEdHR4hEbDYiIiIioorHGat1r0xJxOXLl1VeX7lypcS6b7311utFREREREREeq1MSYSPjw9EIhEEQSi1nkgkQmFhoVYCIyIiIiIqCwUHVutcmZKIhISE8o6DiIiIiIgqiTIlEU5OTuUdBxERERERVRJlSiJ2796NTp06wcjICLt37y61bpcuXbQSGBERERFRWXCeCN0rUxLRrVs3JCcno1atWujWrVuJ9TgmgoiIiIio6itTEqFQKIr9fyIiIiKiisZHvOqeuKIDICIiIiKiyqXMk809ExoaWur66dOnaxwMEREREZG6OCZC99ROInbs2KHyOj8/HwkJCTA0NISbmxuTCCIiIiKiKk7tJOLixYtFyjIyMjB48GB0795dK0EREREREZH+0sqYCHNzc8ycORPTpk3Txu6IiIiIiMpMEEQVtryptDawOj09Henp6draHRERERER6Sm1uzMtXbpU5bUgCLh//z42btyITp06aS0wIiIiIqKy4MBq3VM7iVi8eLHKa7FYjJo1a2LQoEEIDg7WWmBERERERKSf1E4iEhISyiMOIiIiIiKqJNROIoiIiIiI9MmbPMC5oqg1sPrw4cNYuHAh/vrrLwDAypUr4ejoiJo1a2LYsGF48uRJuQRJRERERET6o8wtEatXr8bnn38OFxcX/O9//0NISAi++eYb/N///R/EYjE2bdoEa2trzJkzpzzjrRARERHYum0bZDIZXF1c8Pnnn8PT07PE+sePH8eGjRuRkpICB3t7DPn0U7Ro3ly5XhAEbNy0Cfv27UNWVha8vb0xZvRoODg46OJwqhReG/3G66OfrNo0g+vEobBo2hAm9rVwrucopOw+VPo277SA94IpqO7tgZzE+7g5+wckbVCdfNTp835wDRoKiV1NZFyOw7UvwpB+9kp5HkqVJQgCNm3cqPK3PnrMmFf+rUdERGDb1q2QyWRwcXUtcs/l5eVh9erVOHb0KPLz89HU1xejR4+GVCot70OqMt7xs0G3TrXh6VYDFuZGGDzuHG4mZL1yu/fetsFnA1xgV8sESf9m44d1CTh1Pk2lztD+zvgowA41zAxxJTYDC76PR9J9/kBbFoqKDuANVOaWiO+++w6LFy9GfHw8du7cienTp2P58uX44YcfsHz5cvz444/YunVrecZaIY4ePYpVq1ejf79+CA8Ph4urK6ZOmwa5XF5s/evXr2PO3LkIDAjAsvBw+Pn5ISwsDHfu3FHW2bJ1K3bv3o2xY8ZgyeLFMDExwdRp05CXl6ebg6oieG30G6+P/jIwM0XG5Ru4Om5mmepXc66D5rtXIvXIaZxo1hUJ4evRaOUs2HRoo6xTu3cn1J8fjPhZy3GiRXc8vhyHlnvWwLimVXkdRpW2dcsW7N69G2PGjsXiJUtgYmKCaVOnlvq3fvToUaxetQr9+vdHeHg4XF1cMG3qVJV7btXKlThz+jSCv/4ac+fNQ1pqKmbNmqWDI6o6qpmIcfl6Bn5Yf7vM2zT0MkfIl974I/I+Ph1/HsdPpWL2/xrAxdFUWad/z7ro9aEDFnwfj+GTLuJJTiEWhTaCsRG76ZB+KnMScfv2bXTp0gUA0LFjR4hEIrRo0UK5vmXLlkhMTNR+hBVsx44d6NSxIwICAuDk6IixY8ZAIpEgMjKy2Pq7du1CM19f9OrVC46Ojhg4cCDc3NwQEREB4OmvSzt37kTfvn3h5+cHFxcXTJo4EampqTgZHa3LQ6v0eG30G6+P/nq4/xj+DlmClF0Hy1TfaXhfPElIQuzkuciMu4273/+M5G374TJ+sLKOyxdDkLjmdySt347M2Fu4MioEhdk5qDu4ZzkdRdVV3N/6xEmTkJqaiuiTJ0vcbseOHejYqRMCAgLg6OSEMWPHqtxzWVlZiIyMxLBhw+Dj4wMPDw9MCApC7PXriIuN1dXhVXr7Dz/Aus13cS5GVuZtendxwOkLafh1RxLuJmXjx5/v4O9bmej5oYNKnQ2/38WJ06m4dScLsxbHwdpKgratbMrjMKocTjane2VOInJyclCtWjXla4lEAolEovK6oKBAu9FVsPz8fMTfvAkfHx9lmVgsho+PD2Lj4ordJjYuDj5NmqiU+fr6KusnJydDJpOhyQv7NDMzg6enJz/E1cBro994faoWy1Y+eBSlmqg9PHAC0lY+AACRkREsmjbAo0MvfMEVBDyKOgnLVqrXlF7t2d/6i/fDs7/1ku6f/Px83IyPL/aee3Z/xMfHo6CgQGW/devWRc1atUrcL2lHQy/zIknH6YtpaOhlDgCwtzWBjZUEZ1+ok5VdiOt/ZyjrEOmbMicRIpEIjx8/RkZGBtLT0yESiZCZmYmMjAzlUtVkZGRAoVAU6SsqtbSELC2t2G1kMhmklpZF68tkyvUAit+nrOy/arzpeG30G69P1SKxtUFuyiOVstyURzCyqAGxiQTGNlKIDQ2R+yD1pTqpkNjxV1R1lfS3bimVlvi3XtI9ZymVIu2Fe8jQ0BDVq1dXqVPafUnaYWVpDJlctSuaTJ4PK0vjp+ulxsoy1Tp5ynVE+qbMA6sFQUC9evVUXjd54dcMQRAgEpWtSSc3Nxe5ublFyl5s2SAiInoTHI6KQnh4uPL1zJllG6tC5a+Dfy18Ofr5d59JM67g8vX0CoyISsIZq3WvzEnE4cOHtfams2fPLvIhOW7sWIwfP15r76EN5ubmEIvFRX75kcnlkFoVP1hQKpVC9tLAUZlcrvx16Nl/ZTIZrF7Yh0wuh5urqxajr9p4bfQbr0/VkpvyCBJb1RYFia0N8tMfQ5GTi7xHMigKCiCpZf1SHWvkJqu2YFBRLVu1gqeXl/J1fv7TX6Nf/luXy2RwdXMrdh8l3XNymQxWL9xDBQUFyMzMVGmNKO2+fNOdOJOK63+fU75+mKrZQxzS5HmQWqq2KEgtjZD2X+tEmixPWZYqy3uhjjFu3s7U6D2JyluZuzP5+/vj7bffxt27d+Hl5QV/f/9il7IIDg5Genq6yjJy5EiND6K8GBkZwcPdHTGXLinLFAoFYmJiUP+FD/wX1ffyQkxMjErZxYsXlfXt7OwglUpV9pmVnY0bN27Aq3597R9EFcVro994faoW+akYWL/fSqXMpl1ryE7FAACE/HykX7gGm/f9nlcQiWD9nh/kpy7qMNLKydTUFPb29srF0dERUqkUl164H7KzsnDjxo0S7x8jIyO4e3iobPPsnnt2f3h4eMDQ0FDlPktKSsLDBw9K3O+b7smTQvxzP0e55OVp9iDRq3EZaNZYtatZcx8prsY97Qr+b0oOHqXlqtQxrWYA73rmyjpUOg6s1j21JpszNDTEyJEjkZOT81pvKpFIYG5urrLoa1em7t27Y9++fThw8CDu3buHZcuXIzc3Fx06dAAALFiwAGvXrlXW79q1K86fP49t27cjMTERmzZtQnx8PD766CMAT8eWdOvWDZs3b8apU6eQkJCAhQsWwNraGq39/IqNgYrHa6PfeH30l4GZKcwbe8G88dMvjqYudWDe2AsmdWsDADxnBaHx2rnK+ndXbYapS114zf4SZp6ucBrZD7V7d0LCd+uUdRKWrEXdoR/D4f+6obqXKxounwFDs2pIXL9dp8dWFRT3t75g4UJYW1vDr3VrZb3gKVMQsXu38vWze+7ggQO4d+8eli9bpnLPmZmZISAgAKtXr8alS5cQHx+PxYsWoX79+kzE1VCjuiHcXczgXNcMAODoYAp3FzNYWRop60yd4IkRA12Ur7fs/gctm0rRt1sdONaphk8/cYKXew1s++MflTqD+jji7RbWcHUyw9QgL6Sm5eL4KbbmkX4qc3emZ1q0aIGLFy/CycmpPOLRO/7+/kjPyMCmjRuRJpPBzdUVYaGhyq4VDx4+hEj8PBfz9vbGV5MnY/2GDVi3bh0cHBwwbdo0ODs7K+v07tULOTk5WBoejszMTDRo0ABhoaEwNubgKXXw2ug3Xh/9ZeHbEH6HNipfey/4GgCQuGE7Lg8NhqR2TVT7L6EAgCd3knC2ywh4LwyG89iByElKxpURU/HowAllnftb/oRxTSvUCxn3dLK5S7E48+FnyHtpsDWVTa/evZGTk4PwpUuVf+uhYWEqf+v3799H+gsPNfH390dGejo2btoEWVoaXN3cEBoWpjLYeviIERCJxfhm1izk5+fD19cXo0aP1umxVXZtWlrjf188b7kJ/cobAPDTL3fw0693AQC2NU2gEJ5vczUuAzMXxGLYABcMH+iCpH+fIPiba0i4l62s8/O2RJiYGGDymHqobmaIK9fTMTHkCvLyX9gRkR4RCYKg1l/n77//juDgYEyYMAG+vr4wMzNTWf/WW29pFMjtW7c02o6ISF/Fen1Q0SFQCbxu/FnRIVAJBo2venNOVSUnIsrWdV3XTlx/9azh5aWNt9mrK1VBardE9O3bFwAwbtw4ZZlIJFI+namwsFB70RERERERkd5RO4lISEgojziIiIiIiDSiYK8vnVM7iXhTxkIQEREREVHx1E4inrl+/Tru3buHvDzVZyZ36dLltYMiIiIiIiorTjane2onEbdv30b37t1x5coV5VgIAMrZqjkmgoiIiIioalNrnggAGD9+PFxcXPDgwQOYmpri2rVrOHbsGJo1a4YjR46UQ4hERERERKRP1G6JiI6ORlRUFGxsbCAWiyEWi9GmTRvMnj0b48aNw8WLnJ2UiIiIiHTnTZ45uqKo3RJRWFiIGjVqAABsbGzw77//Ang64PrGjRvajY6IiIiIiPSO2i0RDRs2xKVLl+Di4oKWLVti3rx5MDY2xqpVq+Dq6loeMRIRERERlUi9qZNJG9ROIqZOnYqsrKezAoaGhuLDDz9E27ZtYW1tjd9++03rARIRERERkX5RO4kIDAxU/r+7uzvi4uKQlpYGqVSqfEITERERERFVXRrPE3Hz5k3cunUL77zzDqysrJSPeiUiIiIi0iUF54nQObUHVqempqJdu3aoV68ePvjgA9y/fx8AMHToUEycOFHrARIRERERkX5RO4mYMGECjIyMcO/ePZiamirL+/Tpg3379mk1OCIiIiKiVxEEUYUtbyq1uzNFRkZi//79qFOnjkq5h4cH7t69q7XAiIiIiIhIP6mdRGRlZam0QDyTlpYGiUSilaCIiIiIiMqKQ3N1r8zdmZ5NKte2bVts2LBBWS4SiaBQKDBv3jy899572o+QiIiIiOgNk5aWhv79+8Pc3ByWlpYYOnQoMjMzS60/duxYeHp6olq1anB0dMS4ceOQnp6uUk8kEhVZNm/erHZ8ZW6JaNCgAZYvX4758+fj/fffx7lz55CXl4fJkyfj2rVrSEtLw19//aV2AEREREREpKp///64f/8+Dhw4gPz8fAwZMgTDhw/HL7/8Umz9f//9F//++y8WLFgAb29v3L17FyNHjsS///6LrVu3qtRdu3YtOnbsqHxtaWmpdnxlTiK++eYbjBgxAh07dsT169exYsUK1KhRA5mZmejRowdGjx6N2rVrqx0AEREREdHrEKrYI15jY2Oxb98+nD17Fs2aNQMAhIeH44MPPsCCBQtgb29fZJuGDRti27Ztytdubm745ptvMGDAABQUFMDQ8PnXfktLS9jZ2b1WjGXuzjRq1ChcvnwZqampaNCgARo1aoTff/8de/fuxaxZs5hAEBEREdEbJzc3FxkZGSpLbm7ua+0zOjoalpaWygQCANq3bw+xWIzTp0+XeT/p6ekwNzdXSSAAYPTo0bCxsUGLFi3w008/aTTfm1oDq11cXBAVFYVly5ahZ8+eqF+/fpGgLly4oHYQRERERESaUlTgwOrZs2dj5syZKmUhISGYMWOGxvtMTk5GrVq1VMoMDQ1hZWWF5OTkMu3j0aNHCAsLw/Dhw1XKQ0ND8f7778PU1BSRkZEYNWoUMjMzMW7cOLViVPvpTHfv3sX27dshlUrRtWvXIkkEEREREdGbIjg4GEFBQSplJT2xdMqUKZg7d26p+4uNjX3tmDIyMtC5c2d4e3sXSWamTZum/P8mTZogKysL8+fPL98kYvXq1Zg4cSLat2+Pa9euoWbNmmq9GRERERFRVSKRSMo8zcHEiRMxePDgUuu4urrCzs4ODx48UCkvKChAWlraK8cyPH78GB07dkSNGjWwY8cOGBkZlVq/ZcuWCAsLQ25urlrTNZQ5iejYsSPOnDmDZcuWYeDAgWV+AyIiIiKi8lRZZo6uWbNmmX6E9/Pzg1wux/nz5+Hr6wsAiIqKgkKhQMuWLUvcLiMjA4GBgZBIJNi9ezdMTExe+V4xMTGQSqVqz/dW5iSisLAQly9fLjJTNRERERERaU/9+vXRsWNHDBs2DCtWrEB+fj7GjBmDvn37Kp/M9M8//6Bdu3bYsGEDWrRogYyMDAQEBCA7OxubNm1SDvIGniYvBgYGiIiIQEpKClq1agUTExMcOHAA3377LSZNmqR2jGVOIg4cOKD2zomIiIiIyltVnLH6559/xpgxY9CuXTuIxWL07NkTS5cuVa7Pz8/HjRs3kJ2dDeDpw42ePbnJ3d1dZV8JCQlwdnaGkZERli9fjgkTJkAQBLi7u2PRokUYNmyY2vFxVDQRERERkZ6xsrIqcWI5AHB2dlZ5NOu77777yke1duzYUWWSudfBJIKIiIiIKjVFFZtsrjIo82RzREREREREAJMIIiIiIiJSE7szEREREVGlVhUHVus7tkQQEREREZFa2BJBRERERJVaZZlsriphSwQREREREamFSQQREREREamF3ZmIiIiIqFJTcGC1zrElgoiIiIiI1MKWCCIiIiKq1PiIV91jSwQREREREamFSQQREREREamF3ZmIiIiIqFITwHkidI0tEUREREREpBa2RBARERFRpcZHvOoeWyKIiIiIiEgtbIkgIiIiokqNj3jVPbZEEBERERGRWvSnJSJsfEVHQCWoNmVWRYdAJcgzrFbRIVApvG78WdEhUAniPDtVdAhUgg1xeys6BCIqA/1JIoiIiIiINMDuTLrH7kxERERERKQWtkQQERERUaWmEDjZnK6xJYKIiIiIiNTCJIKIiIiIiNTC7kxEREREVKlxYLXusSWCiIiIiIjUwpYIIiIiIqrU2BKhe2yJICIiIiIitbAlgoiIiIgqNQVbInSOLRFERERERKQWJhFERERERKQWdmciIiIiokpN4IzVOseWCCIiIiIiUgtbIoiIiIioUuMjXnWPLRFERERERKQWJhFERERERKQWdmciIiIiokqN80ToHlsiiIiIiIhILWyJICIiIqJKjQOrdY8tEUREREREpBa2RBARERFRpcaWCN1jSwQREREREamFSQQREREREamF3ZmIiIiIqFLjI151jy0RRERERESkFrZEEBEREVGlxoHVuseWCCIiIiIiUguTCCIiIiIiUgu7MxERERFRpaZQVHQEbx62RBARERERkVrYEkFERERElRoHVuseWyKIiIiIiEgtbIkgIiIiokqNLRG6x5YIIiIiIiJSC5MIIiIiIiJSy2t1Z8rLy0NCQgLc3NxgaMieUURERESkewp2Z9I5jVoisrOzMXToUJiamqJBgwa4d+8eAGDs2LGYM2eOVgMkIiIiIiL9olESERwcjEuXLuHIkSMwMTFRlrdv3x6//fab1oIjIiIiInoVQRAqbHlTadQHaefOnfjtt9/QqlUriEQiZXmDBg1w69YtrQVHRERERET6R6OWiIcPH6JWrVpFyrOyslSSCiIiIiIiqno0SiKaNWuGPXv2KF8/Sxx+/PFH+Pn5aScyIiIiIqIyEISKW95UGnVn+vbbb9GpUydcv34dBQUF+O6773D9+nWcPHkSR48e1XaMRERERESkRzRqiWjTpg1iYmJQUFCARo0aITIyErVq1UJ0dDR8fX21HSMRERERUYkUiopb3lQaT+7g5uaG1atXazMWvWXerjMsOvWAgYUUefcSkLppJXIT/i62bu0ps1HNq1GR8uxLZ5G8eCYAoOZnX6BGm/aq66+cR/LCEO0HX8Xt2LMfm3dGIE0mh7uzE8YNH4L69dxLrH/kr2is+fl3JD94iDr2dhgxsD9aNWuiXP9u1z7FbjdyUH/07dFF6/FXdbv/2IMt23YgTSaDq4sLRo8cDi/PeiXWP3b8BNZt+hkpKQ/gYG+Pz4YMQovmzZTrN/z8C44cO46HDx/ByNAQHu7uGDxwAOp7eericKoUQRCwaeNG7Nu3D1lZWfD29sboMWPg4OBQ6nYRERHYtnUrZDIZXFxd8fnnn8PT8/n5z8vLw+rVq3Hs6FHk5+ejqa8vRo8eDalUWt6HVCVYtWkG14lDYdG0IUzsa+Fcz1FI2X2o9G3eaQHvBVNQ3dsDOYn3cXP2D0jasEOljtPn/eAaNBQSu5rIuByHa1+EIf3slfI8lCorIiICW7dtg+y/z7WX74GXHT9+HBs2bkRKSgoc7O0x5NNP0aJ5c+V6QRCwcdMmlXtxzOjRr7wXiSqaRi0Re/fuxf79+4uU79+/H3/++edrB6VPzFq0hXXfzyDb+Sv+CRmPvMQE2E0KhbiGRbH1U8K/wd3xA5RL4tejIBQWIvPsCZV62ZfPqdR78MM8XRxOlRJ1/CS+/2kDBvfpidWL5sDNxQlfzvgWMnl6sfWvxt5A6IKl6Nz+Pfy4eA7atGyOqbPn4/bde8o629atVFm+GjsSIpEI77RuqavDqjKOHDuOlavXYEC/vvh+6WK4ujjj62khkMnlxda/dj0W385bgI4BHfDD0iVo7dcSM2Z9i4Q7d5V16jg4YMzIEVi1PByL5s+FrW0tBE8LgTy9+GtOJdu6ZQt2796NMWPHYvGSJTAxMcG0qVORl5dX4jZHjx7F6lWr0K9/f4SHh8PVxQXTpk6F/IVrumrlSpw5fRrBX3+NufPmIS01FbNmzdLBEVUNBmamyLh8A1fHzSxT/WrOddB890qkHjmNE826IiF8PRqtnAWbDm2UdWr37oT684MRP2s5TrTojseX49ByzxoY17Qqr8Ooso4ePYpVq1ejf79+CA8Ph4urK6ZOm6ZyD7zo+vXrmDN3LgIDArAsPBx+fn4ICwvDnTt3lHW2bN2K3bt3Y+yYMViyeDFMTEwwddq0Uu9FKopjInRPoyRiypQpKCwsLFIuCAKmTJny2kHpE4vAbsg4uh+ZJw4i/99EPFq/HEJeLmq806HY+oqsTBSmy5VLtYY+EPJykXVGNYkQCvJV6imys3RxOFXKll170DmgHTq1fw/OjnUQ9PlnMJEYY+/Bw8XW3xbxJ1o09UHfHl3gVLcOhvbvAw9XF+zY8zwhtpZaqiwnzpxDk0YNYG9nq6vDqjK27diFTh0DENihPZwcHTF+zChITCTYH3mw2Po7d0eguW9TfNyzBxwd62Lw/w2Au5srdv/x/CEO77/rj6ZNfFC7th2cnRwxYthQZGdnIyHhjo6OqmoQBAE7d+5E37594efnBxcXF0ycNAmpqamIPnmyxO127NiBjp06ISAgAI5OThgzdiwkEgkiIyMBPH1CX2RkJIYNGwYfHx94eHhgQlAQYq9fR1xsrK4Or1J7uP8Y/g5ZgpRdxd8nL3Ma3hdPEpIQO3kuMuNu4+73PyN52364jB+srOPyxRAkrvkdSeu3IzP2Fq6MCkFhdg7qDu5ZTkdRde3YsQOdOnZEQEAAnBwdMXbMGJV74GW7du1CM19f9OrVC46Ojhg4cCDc3NwQEREBoPh7cdLEiUhNTcXJ6GhdHhrpobS0NPTv3x/m5uawtLTE0KFDkZmZWeo27777LkQikcoycuRIlTr37t1D586dYWpqilq1auHLL79EQUGB2vFplETEx8fD29u7SLmXlxdu3rypyS71k4EhJM7ueHI95nmZIODJtRiYuHmVaRfmbQOQefoYhLxclXITr0ZwWroJdWavgM3AURCb1dBi4FVffn4Bbty6Dd/Gz7uOicVi+DZuhOs34ovd5tqNv+HbuKFKWYsmjXH9RvFd09Lkcpw6dxEftH9Pe4G/IfLz8xF/8yaa+Pgoy8RiMZr4NEZsXFyx21yPi0MTn8YqZc2aNi2xfn5+Pvb+uR9mZmZwdXHRWuxvguTkZMhkMvg0ed6Vz8zMDJ6enqWe75vx8fB56Zr6+PgoE4T4+HgUFBSo7Ldu3bqoWatWiful12PZygePolS/bD48cALSVj4AAJGRESyaNsCjQy8kh4KAR1EnYdmqCajsnn2uFXcPlPT3HRsXp3I/AICvr6+y/rN78cXPymf3IhNv6t+/P65du4YDBw7gjz/+wLFjxzB8+PBXbjds2DDcv39fucyb97y3S2FhITp37oy8vDycPHkS69evx7p16zB9+nS149NoTISFhQVu374NZ2dnlfKbN2/CzMxMk13qJYMa5hAZGKAwXa5SXpghh1HtOq/cXuJSD8Z1nfHwp6Uq5dlXLiDr3EnkP0qBUa3asOo5EHYTZ+LfsEmA8AaP0FFDekYGFAoFrCxVu5VJLS1wL+nfYrdJk8thZWlZpH6arPiuMPujjsK0mgna+rXQSsxvkoz/ro+0yPm2RGLiP8VuI5PJi9S3tLREmkymUnbqzFl8O3c+cnNzYWUlxZxZobCwMNdm+FWe7L9z+vI4BUupVLnuZcprWsw2iUlJyv0aGhqievXqKnWklpaQpaVpK3x6gcTWBrkpj1TKclMewciiBsQmEhhJLSA2NETug9SX6qTCzNNVl6FWeiXdA1JLSyQlJha7jUwmK/Zz8Nl9VtK9+GIdKhtFFetWFBsbi3379uHs2bNo1uzp2MDw8HB88MEHWLBgAezt7Uvc1tTUFHZ2dsWui4yMxPXr13Hw4EHY2trCx8cHYWFh+OqrrzBjxgwYGxuXOUaNWiK6du2KL774QmV26ps3b2LixIno0uXVg09zc3ORkZGhsuQW0z2qsqvxTgfkJiYUGYSddfoYsmPOID/pLrIvnELykpkwca0Hk2IGZFPF2XvwCNr7t4FEjRuKyl/jtxrhh/AlWLJgLpo1bYpZc+aWOM6CnjocFYUe3bsrl0INmq2JiKh4xX6vzc199YaliI6OhqWlpTKBAID27dtDLBbj9OnTpW77888/w8bGBg0bNkRwcDCys7NV9tuoUSPY2j7vph0YGIiMjAxcu3ZNrRg1SiLmzZsHMzMzeHl5wcXFBS4uLqhfvz6sra2xYMGCV24/e/ZsWFhYqCwrrtx65Xa6Vvg4A0JhIQwsLFXKDcwtUZhe+i8EImMJqrd8B4+PHXjl+xQ8TEFhRjqMbGu/TrhvFAtzc4jFYqS9NIhaJk+HldSy2G2sLC2R9tKXzaf1iw6Sv3wtFon//IvOHd7XVshvFPP/rs/LX+5lcnmJ10cqtSxSXy6Xw+qlX+iqmZjAwd4e9b28MPGLcTAwMMC+yFffZ2+ylq1aYdny5crF3OLp3/zLv3TKZbISn6KkvKbFbPPsGkmlUhQUFBTpsyuTyyG14iDe8pCb8ggSWxuVMomtDfLTH0ORk4u8RzIoCgogqWX9Uh1r5CartmBQ6Uq6B0r7+5ZKpcV+DkpfuGeAovfii3WobCpyYHVx32tnz579WseTnJyMWrVqqZQZGhrCysoKycnJJW7Xr18/bNq0CYcPH0ZwcDA2btyIAQMGqOz3xQQCgPJ1afstjkZJhIWFBU6ePIk9e/Zg1KhRmDhxIg4dOoSoqChYvtRsV5zg4GCkp6erLCMbuWkSSvkqLEDunZuo5v1CP22RCNW8GyPnVun9e81atAGMjJB5svhBvi8ykFpDXL0GCuVs7i8rIyNDeLq54sLl548oVCgUOH/5Krw9PYrdpoFnPVy4fFWl7FzMFXgX88jRPQcPo56bK9xdnLUa95vCyMgIHu7uiIm5pCxTKBSIibmM+l7Fjyfy9vLCxUuXVcouXIwpsf4zgkJAfn7+6wddhZmamsLe3l65ODo6QiqV4lJMjLJOdlYWbty4UeL5NjIygruHh8o2T69pDLzq1wcAeHh4wNDQEDEv1ElKSsLDBw9eeR1JM/JTMbB+v5VKmU271pCdigEACPn5SL9wDTbv+z2vIBLB+j0/yE9d1GGklZ/yc+3Sy59rJX9O1ffyUrkfAODixYvK+nZ2dpBKpSr7zMrOxo0bN5T3Fem/4r7XBgcHF1t3ypQpRQY+v7zEvcYYsuHDhyMwMBCNGjVC//79sWHDBuzYsUOl95C2aDxPhEgkQkBAAAICAtTeViKRQCKRqJQ9MjDQNJRylb5/J2oOm4DchHjk3v4bFgFdIZKYIPP40ydn1BwWhAJZKmRb16tsV6NtALIvnIIi67FKuUhiAmm3T5B17iQK02UwrFkb1n2GIP/BfWRfvaCz46oKenftjNnffQ9PdzfU93DD1oi9yMnJRaf27wIAvl28DDbWVhg+sB8AoOdHnTD+fzPx284ItGrWFFHHT+LGrVuYOHqYyn6zsrNx9K9T+HzI/+n6kKqUnt27Yv6iJfDwcIdXvXrYvms3cnJyENihHQBg3sLFsLa2wtDBgwAA3bp8hElTvsbW7TvQonlzHDl2DH/fvInxY0cDAJ7k5ODX336HX8sWsLKyQnp6BiL27MGj1FS806ZNiXFQUSKRCN26dcPmzZth7+AAW1tbbNy4EdbW1vBr3VpZL3jKFLRu3Rof/ddNtXv37li0cCE8PDxQz9MTu3buRG5uLjp0ePq0OjMzMwQEBGD16tWoUaMGTE1NseKHH1C/fn1+ISojAzNTmLk7Kl+butSBeWMv5KWlIyfxPjxnBcHEwRaXhnwFALi7ajOcRvWH1+wvkbhuG2zea4XavTvhbJcRyn0kLFmLxj/Nhfz8VaSfvQzncYNgaFYNieu36/z4Krvu3btj4aJF8PDwgGe9eti5a5fKPbBgwQJYW1tjyJAhAJ52/5781VfYtn07WjRvjqNHjyI+Ph7jxo4FoHovOtjbq9yLrf38SoyD9Etx32tLMnHiRAwePLjUOq6urrCzs8ODBw9UygsKCpCWllbieIfitGz59BH1N2/ehJubG+zs7HDmzBmVOikpKQCg1n4BNZKIpUuXYvjw4TAxMcHSpUtLrTtu3Di1gtBnWWeOw6CGBaTdB8DQQorce7eRvHA6CjPkAABD65pFBkMb2TmgmmcD3J8/tegOFQoY13FBjbfbQWxqhgJ5Gp5cvQjZ9k0A+ymr5f22rSHPyMDaX35/OtmcizPmhQQrB0+nPEqFSPy8sa1hfU9MmzgWazb9hh83boaDvR1mBX8JVydHlf1GHT8JQRDQ7p23dXk4Vc6777RFeno6Nmz65emkTK6u+CZ0hrKJ/sHDhxCJRMr6DbzrI/jLiVi38WesXb8R9g72mDH1a7g4OwEADMRiJCYm4cChKGSkZ6CGuTk8PdyxaN4cOL90DenVevXujZycHIQvXYrMzEw0aNAAoWFhKoPq7t+/j/SMDOVrf39/ZKSnY+OmTZClpcHVzQ2hYWEq3S6GjxgBkViMb2bNQn5+Pnx9fTFq9GidHltlZuHbEH6HNipfey/4GgCQuGE7Lg8NhqR2TVSr+7zr65M7STjbZQS8FwbDeexA5CQl48qIqXh04Pljxe9v+RPGNa1QL2Tc08nmLsXizIefIe+lwdb0av7+/kjPyMCmjRuRJpPBzdUVYaGhqp9rL/y74+3tja8mT8b6DRuwbt06ODg4YNq0aSoPpundqxdycnKwNDxceS+GhYaqNcCVnrZKVxzRq6v8p2bNmqhZs+Yr6/n5+UEul+P8+fPw9fUFAERFRUGhUCgTg7J41hJWu3Zt5X6/+eYbPHjwQNld6sCBAzA3Ny/2yaulEQlC2abJcHFxwblz52BtbQ2XUh6nKBKJcPv2bbWCAIDbgz9UexvSjWpTOFGUvsozrFbRIVApCsT/396dh1VR9XEA/7JekH1VUFQURVxKxV3LDHczMdzKEs2U1wQtLZfcd3N5M+nNLRTXLDNxSVFeU8MlUAu0QFTCUANU1lCBi/e8f/gycQWEQbgLfj/PM4/cmTMzZ+6ZGe+Z3zlnTLSdBSrDFc9+2s4ClcHrymFtZ4GeolFjHWx+DmDV99ob3fKjNyrVO6Bc/fr1Q1paGtavXw+lUokxY8agXbt22LVrFwDg9u3b8PHxwbZt29ChQwckJiZi165d6N+/PxwcHHDp0iV8+OGHqFevHk6dOgXg8RCvrVu3hqurK1asWIHU1FS88847eO+997B06VJZ+atwJCIpKanUv4mIiIiItKmmDfEKPB5lKTAwED4+PjA0NISfn59aayClUomEhARp9CVTU1P897//xZo1a3D//n24ubnBz88Ps2f/0zLGyMgIhw4dwoQJE9C5c2dYWFjA398fCxculJ0/2X0ilEolmjVrhkOHDsGLbVyJiIiIiKqcvb29FHUoTcOGDVG8QZGbm5sUcXiaBg0a4PDhZ4/4ya5EmJiYIC8v75l3TERERERUFSrWOJ+qUqUacU2cOBGffvopCtkRmIiIiIjouVOpIV7Pnz+P48eP49ixY2jVqhUsLCzUln//PYeNIyIiIiKqqSpVibC1tYWfn19V54WIiIiISDZVTexZreNkVSJUKhVWrlyJq1evoqCgAK+++irmz58Pc3MOM0lERERE9LyQ1SdiyZIl+OSTT2BpaYm6deti7dq1mMiXCBERERGRFgmhvel5JasSsW3bNnz55Zc4evQowsLCcPDgQezcuRMqlfZe8EFERERERJolqxKRnJyM/v37S5979uwJAwMD/PXXX1WeMSIiIiIi0k2y+kQUFhbCzMxMbZ6JiQmUSmWVZoqIiIiIqKKe52ZF2iKrEiGEwOjRo6FQKKR5eXl5+Ne//qU2zCuHeCUiIiIiqrlkVSL8/f1LzHv77berLDNERERERHKpGIrQOFmViC1btlRXPoiIiIiISE/I6lhNRERERERUqTdWExERERHpCsG3DWgcIxFERERERCQLIxFEREREpNcEO1ZrHCMRREREREQkCyMRRERERKTXVOwToXGMRBARERERkSysRBARERERkSxszkREREREeo0dqzWPkQgiIiIiIpKFkQgiIiIi0msqBiI0jpEIIiIiIiKShZUIIiIiIiKShc2ZiIiIiEivCbZn0jhGIoiIiIiISBZGIoiIiIhIr3GEV81jJIKIiIiIiGRhJIKIiIiI9JqKfSI0jpEIIiIiIiKShZUIIiIiIiKShc2ZiIiIiEivCfas1jhGIoiIiIiISBZGIoiIiIhIrwmVtnPw/GEkgoiIiIiIZGElgoiIiIiIZGFzJiIiIiLSayp2rNY4RiKIiIiIiEgWRiKIiIiISK9xiFfNYySCiIiIiIhkYSSCiIiIiPSaSsVIhKYxEkFERERERLKwEkFERERERLKwORMRERER6TX2q9Y8nalEiLlrtZ0FKsMDbWeASE/5T76p7SxQGbZdOaztLFAZ4pv113YW6CkaKRO0nQXSETpTiSAiIiIiqgzBjtUaxz4RREREREQkCysRREREREQkC5szEREREZFeU7FntcYxEkFERERERLIwEkFEREREeo0dqzWPkQgiIiIiIpKFkQgiIiIi0muMRGgeIxFERERERCQLKxFERERERCQLmzMRERERkV5jaybNYySCiIiIiIhkYSSCiIiIiPQaO1ZrHiMRREREREQkCysRREREREQkC5szEREREZFeE4LNmTSNkQgiIiIiIpKFkQgiIiIi0msqdqzWOEYiiIiIiIhIFkYiiIiIiEivsU+E5jESQURERESkYzIyMjBy5EhYW1vD1tYWY8eORW5ubpnpb9y4AQMDg1KnPXv2SOlKW757927Z+WMkgoiIiIhIx4wcORIpKSmIiIiAUqnEmDFjMH78eOzatavU9G5ubkhJSVGbt3HjRqxcuRL9+vVTm79lyxb07dtX+mxrays7f6xEEBEREZFeq2lvrI6Pj0d4eDjOnz+Pdu3aAQCCg4PRv39/rFq1Cq6uriXWMTIyQp06ddTm7du3D8OGDYOlpaXafFtb2xJp5WJzJiIiIiKiSsrPz0dOTo7alJ+f/0zbPHfuHGxtbaUKBAD07NkThoaGiIqKqtA2Ll68iJiYGIwdO7bEsokTJ8LR0REdOnTA5s2bK9WnhJUIIiIiItJrQiW0Ni1btgw2NjZq07Jly57peFJTU+Hs7Kw2z9jYGPb29khNTa3QNkJCQuDl5YUuXbqozV+4cCG+/fZbREREwM/PD++//z6Cg4Nl55HNmYiIiIiIKmnmzJmYMmWK2jyFQlFq2hkzZuDTTz996vbi4+OfOU8PHz7Erl27MGfOnBLLis9r06YN7t+/j5UrV2LSpEmy9sFKBBERERFRJSkUijIrDU+aOnUqRo8e/dQ0jRo1Qp06dXDnzh21+YWFhcjIyKhQX4bvvvsODx48wKhRo8pN27FjRyxatAj5+fkVPg6AlQgiIiIi0nMqPXlPhJOTE5ycnMpN17lzZ2RlZeHixYvw9vYGAPz4449QqVTo2LFjueuHhITg9ddfr9C+YmJiYGdnJ6sCAbASQURERESkU7y8vNC3b1+MGzcO69evh1KpRGBgIEaMGCGNzHT79m34+Phg27Zt6NChg7Tu9evX8dNPP+Hw4cMltnvw4EGkpaWhU6dOMDMzQ0REBJYuXYqPPvpIdh5ZiSAiIiIivVbThngFgJ07dyIwMBA+Pj4wNDSEn58f1q5dKy1XKpVISEjAgwcP1NbbvHkz6tWrh969e5fYpomJCf7zn//gww8/hBACHh4e+Pe//41x48bJzp+B0JH3hCf+8Ye2s0BEVKX8J9/UdhaoDNvW1NN2FqgM8c36azsL9BQDlAnazkKp/OdWbMSi6rB14bO9b0FfMRJBRERERHpNR56JP1f4nggiIiIiIpKFlQgiIiIiIpKFzZmIiIiISK+pamDHal3HSAQREREREcnCSAQRERER6bWaOMSrrmMkgoiIiIiIZKl0JaKgoAAJCQkoLCysyvwQEREREZGOk12JePDgAcaOHYtatWqhRYsWSE5OBgAEBQVh+fLlVZ5BIiIiIqKnEUJobXpeya5EzJw5E7GxsTh58iTMzMyk+T179sQ333xTpZkjIiIiIiLdI7tjdVhYGL755ht06tQJBgYG0vwWLVogMTGxSjNHRERERFQeoVJpOwvPHdmRiLt378LZ2bnE/Pv376tVKoiIiIiIqGaSXYlo164dfvjhB+lzUcXhq6++QufOnasuZ0REREREpJNkN2daunQp+vXrh7i4OBQWFuLzzz9HXFwczp49i1OnTlVHHrVOCIEd27cjPDwc9+/fR/PmzTExMBB169Z96noHDx7E3u++Q2ZmJtwbNcKECRPg6ekpLS8oKMCmTZvw06lTUCqVaOvtjYkTJ8LOzq66D6lGYfnoLpaN7nq5syN8+7nAs7EVbKxNMHrSBVxPul/uej26OuK9t91Rx9kMt/56gHWhSfj5YoZamrEjG2Jg7zqwsjDG5fgcrPryGm6lPKyuQ6lxDh48iO/27kVmZiYaubuXOP+fFBkZiW3btyMtLQ11XV0x5t130aF9e2m5EALbd+xQuw4DJ04s9zokdfbd2qHR1LGwadsSZq7OuOD3PtIOHH/6Oi93QPNVM2DZvAnybqbg+rJ1uLVtn1qaBhPeQqMpY6Go44ScS1fw+weLkH3+cnUeSo3EN1ZrnuxIRLdu3RATE4PCwkK0atUKx44dg7OzM86dOwdvb+/qyKPWfbdnDw4cOIDAoCB8tmYNzMzMMGf2bBQUFJS5zqlTp7Bp40a8NXIkgoOD0cjdHXNmz0ZWVpaUZuOGDYiOisLMTz7BpytWICM9HYsXL9bAEdUsLB/dxbLRXeZmhrgUl4N1W/+o8Dotm1lj3sfNcehYCt6dfBGRP6dj2awWcK9fS0oz0s8NQ16ri1VfXsP4j37Fw7xH+PfCVjA1YXPXijh16hQ2btqEkW+9heDgYLg3aoTZc+aonf/FxcXFYfmnn6JP7974IjgYnTt3xqJFi3Djxg0pzZ7vvsOBAwcQFBiINZ99BjMzM8yeM+ep1yGVZGRRCzmXEvDbpAUVSm/esB7aH9iA9JNRON1uEJKCt6LVhsVw7NVNSuMytB+8Vs7EtcX/wekOg/H3pSvo+EMITJ3sq+swiKpMpd4T0bhxY2zatAnR0dGIi4vDjh070KpVq6rOm04QQiAsLAwjRoxA586d4e7ujqkffYT09HScO3u2zPX27duHvv36oXfv3qjfoAECg4KgUChw7NgxAI/7kBw7dgzjxo1D69at0aRJE3w4ZQri4+JwJT5eU4en91g+uotlo9uOnriD0N1/4kJMZoXXGfp6XUT9koGv993Cn7ce4KudN3A1MRd+r9VVS7Pt2z9xOiodiTfuY/FnV+Bgr8BLnRyr4zBqnH379qFf377o3bs3GtSvj6DAQLXz/0n79+9HO29vDBkyBPXr18eoUaPQuHFjHDx4EEDp1+FHU6ciPT0dZ8+d0+Sh6b27R3/C1XlrkLb/vxVK32D8CDxMuoX4aZ8i98of+PPLnUjdexTuk0dLadw/GIObId/i1tbvkRufiMvvz8OjB3lwG+1XTUdRc3GIV82TXYnIyckpdfr7779r5FON1NRUZGZmonWbNtI8CwsLeHp6Iv7KlVLXUSqVuH7tGlq3bi3NMzQ0ROvWraUfOdeuXUNhYaHadt3c3ODk7Fzmdqkklo/uYtnUPC2bWZeodET9moGWzawBAK61zeBor8D5YmnuP3iEuKs5Uhoqm1KpxLXr10s9/8s6t+OvXFG7FgDA29tbSl90HbYpts2i65CV7upl26k17v2oXlG7G3Eadp1aAwAMTExg07YF7h0v9lBFCNz78SxsO6mXKZEukt0nwtbW9qmjMNWrVw+jR4/GvHnzYGhY6Rdi64zMzMf/GT7Z1trWzk5a9qScnByoVKpS17l565a0XWNjY1haWqqlsbO1RWaGevtiKhvLR3exbGoee1tTZGapPyzKzFLC3tb08XI7U2meepoCaRmVrazz387WFrdu3ix1nczMTNjZ2pZIX3SNlXUdFk9D1UNR2xH5affU5uWn3YOJjRUMzRQwsbOBobEx8u+kP5EmHRaejTSZ1RpBsE+ExsmuRISGhmLWrFkYPXo0OnToAACIjo7G1q1bMXv2bNy9exerVq2CQqHAJ598Uuo28vPzkZ+fX2KeQqGoxCFUrRM//ojg4GDp84IFFWv7SJrB8tFdLBvd1au7Mz6e2FT6/NH8y7gUl63FHBERkb6TXYnYunUrVq9ejWHDhknzBg4ciFatWmHDhg04fvw46tevjyVLlpRZiVi2bFmJHxhBkyZh8uTJcrNT5Tp26gTPZs2kz0rl4ydqmZmZsLf/p6NTVmYmGjVuXOo2rK2tYWhoWOIpT1ZmJuz//zTIzs4OhYWFyM3NVXuimpmVBTt7dqgqC8tHd7FsdNfp6HTEXb0gfb6bXrmmpxlZBbCzVY8o2NmaIOP/0YmMzAJpXnpmQbE0prj+R26l9vk8Kev8f9q5bWdnh8wnOl1nZmVJkYeif5+8DjOzstC4EZ92V6f8tHtQ1FbvC6So7Qhl9t9Q5eWj4F4mVIWFUDg7PJHGAfmp6hEMIl0ku73R2bNn0aZNybZ6bdq0wbn/d9Lq1q0bkpOTy9zGzJkzkZ2drTb961//kpuValGrVi24urpKU/369WFnZ4fYmBgpzYP795GQkACvYj+YijMxMYFHkyZq66hUKsTExKCZlxcAoEmTJjA2NkZMsTS3bt3C3Tt3ytwusXx0GctGdz18+Ai3U/KkqaCgcm92/e1KDtq9qN4spn1rO/x2JQcA8FdaHu5l5KulqWVuhOZNraU0VDYTExM08fBATGysNK/o/C/r3PZq1kztWgCAX3/9VUpfp04d2NnZqW3z/oMHSEhIkK4pqh5ZP8fA4dVOavMcfbog8+cYAIBQKpH9y+9wfLXYO7YMDODQozOyfv5VgzmtGYRKaG16XsmORLi5uSEkJATLly9Xmx8SEgI3NzcAQHp6+lPHa1coFCWaLinu6Wat28DAAL6+vti9ezdc69ZF7dq1sX37djg4OKBzly5SupkzZqBLly4Y+PrrAIDBgwfj36tXo0mTJmjq6Yn9YWHIz89Hr169ADzu2Na7d29s2rQJVlZWqFWrFtavWwcvLy/e2GVg+egulo1us7I0Rm0nBRztH9+L69d9PExrRmYBMv7fp2H2h564m16ADduSAAB7DtzGF8texAjfejh7IR09X3JGMw8rrPjiqrTdPQduw394fdz86yFS0vLw3tsNkZ6Rj8ifdfMer2sGDx6M1f/+N5o0aQLPpk0Rtn+/2vm/atUqODg4YMyYMQCAQYMGYdr06dj7/ffo0L49Tp06hWvXrmFSUBAA9euwrqur2nXYhS+IlcXIohYsPOpLn2u514P1i81QkJGNvJsp8Fw8BWZ1ayN2zHQAwJ8bd6PB+yPRbNnHuBm6F449OsFlaD+cfz1A2kbSmi14cfOnyLr4G7LPX0LDSf4wtjDHza3fa/z4iOSSXYlYtWoVhg4diiNHjqD9/19mc+HCBcTHx2Pv3r0AgPPnz2P48OFVm1MtGjJ0KPLy8hC8di1yc3PRokULLFy0CKam/4T1U1JSkJ3zz5O27t27Iyc7G9t37EBmRgYaNW6MhYsWqVWuxgcEwMDQEEsWL4ZSqYS3tzfenzhRo8dWE7B8dBfLRnd16+iAWR/883R74fTmAIDNu25g89d/AgBqO5mh+EO2367kYMGqeIx72x3jR7nj1l8PMXPJ70hKfiCl2bn3JszMjDAtsCksLYxxOS4bU+ddRoHy+X1aJ0f37t2RnZODHdu3IyMzE40bNcKihQul8//O3bswKDZoSfPmzTF92jRs3bYNoaGhqFu3LubMmYOGDRtKaYYOGYK8vDysDQ6WrsNFCxeqXYdUPhvvluh8fLv0ufmqx022b277HpfGzoTCxQnmbi7S8oc3buH86wFovnomGgaNQt6tVFwOmI17EaelNCl7jsDUyR5N5016/LK52HhEv/YeCp7obE3lU4nKRVip8gxEJQa4vXHjBtavX4+rVx8/ffL09ERAQAByc3PRsmXLSmUk8Y+Kv/CIiEgf+E8ufUQd0r5ta+ppOwtUhvhm/bWdBXqKAcoEbWehVG9Muq61fX+/1kNr+9Ym2ZEIAGjYsKHUnCknJwdff/01hg8fjgsXLuDRo0dVmkEiIiIiItItlX6Rw08//QR/f3+4urpi9erV6NGjB37++eeqzBsRERERUbnYsVrzZEUiUlNTERoaipCQEOTk5GDYsGHIz89HWFgYmjdvXl15JCIiIiIiHVLhSMTAgQPh6emJS5cuYc2aNfjrr7/UXixFRERERKQNjERoXoUjEUeOHMGkSZMwYcIENGnSpDrzREREREREOqzCkYjTp0/j77//hre3Nzp27IgvvvgC93T03Q5ERERE9PwQQmhtel5VuBLRqVMnbNq0CSkpKQgICHj8AilXV6hUKkRERODvv/+uznwSEREREZGOkD06k4WFBd59912cPn0aly9fxtSpU7F8+XI4Ozvj9f+/cZaIiIiIiGquSg/xCjx+ydyKFStw69YtfP3111WVJyIiIiKiClOpVFqbnlfPVIkoYmRkBF9fXxw4cKAqNkdERERERDqsUm+sJiIiIiLSFc/zUKvaUiWRCCIiIiIien6wEkFERERERLKwORMRERER6TUhnt8OztrCSAQREREREcnCSAQRERER6TV2rNY8RiKIiIiIiEgWRiKIiIiISK8xEqF5jEQQEREREZEsrEQQEREREZEsbM5ERERERHpNxSFeNY6RCCIiIiIikoWRCCIiIiLSa+xYrXmMRBARERERkSysRBARERERkSxszkREREREek2o2LFa0xiJICIiIiIiWRiJICIiIiK9xo7VmsdIBBERERERycJIBBERERHpNcGXzWkcIxFERERERCQLKxFERERERCQLmzMRERERkV5TsWO1xjESQUREREREsjASQURERER6jS+b0zxGIoiIiIiISBZWIoiIiIiISBY2ZyIiIiIivcY3VmseIxFERERERCQLIxFEREREpNf4xmrNYySCiIiIiIhkYSSCiIiIiPQa+0RoHiMRREREREQ6ZsmSJejSpQtq1aoFW1vbCq0jhMDcuXPh4uICc3Nz9OzZE9euXVNLk5GRgZEjR8La2hq2trYYO3YscnNzZeePlQgiIiIiIh1TUFCAoUOHYsKECRVeZ8WKFVi7di3Wr1+PqKgoWFhYoE+fPsjLy5PSjBw5Er///jsiIiJw6NAh/PTTTxg/frzs/LE5ExERERHptZr4xuoFCxYAAEJDQyuUXgiBNWvWYPbs2Rg0aBAAYNu2bahduzbCwsIwYsQIxMfHIzw8HOfPn0e7du0AAMHBwejfvz9WrVoFV1fXCuePkQgiIiIiokrKz89HTk6O2pSfn6/xfCQlJSE1NRU9e/aU5tnY2KBjx444d+4cAODcuXOwtbWVKhAA0LNnTxgaGiIqKkrW/nQmEtG4USNtZ6FK5OfnY9myZZg5cyYUCoW2s0NPYPnorppYNqcP8r5G1a+mlU8jZYK2s1BlalrZ6LLTB7trbd/z58+XogZF5s2bh/nz52s0H6mpqQCA2rVrq82vXbu2tCw1NRXOzs5qy42NjWFvby+lqShGIqpYfn4+FixYoJUaKJWP5aO7WDa6i2Wj21g+uotl83yYOXMmsrOz1aaZM2eWmnbGjBkwMDB46nTlyhUNH0Hl6EwkgoiIiIhI3ygUigpHmqZOnYrRo0c/NU2jSrbOqVOnDgAgLS0NLi4u0vy0tDS0bt1aSnPnzh219QoLC5GRkSGtX1GsRBARERERaYCTkxOcnJyqZdvu7u6oU6cOjh8/LlUacnJyEBUVJY3w1LlzZ2RlZeHixYvw9vYGAPz4449QqVTo2LGjrP2xORMRERERkY5JTk5GTEwMkpOT8ejRI8TExCAmJkbtnQ7NmjXDvn37AAAGBgb44IMPsHjxYhw4cACXL1/GqFGj4OrqCl9fXwCAl5cX+vbti3HjxiE6OhpnzpxBYGAgRowYIWtkJoCRiCqnUCgwb948dqDSUSwf3cWy0V0sG93G8tFdLBt6FnPnzsXWrVulz23atAEAnDhxAq+88goAICEhAdnZ2VKaadOm4f79+xg/fjyysrLQrVs3hIeHw8zMTEqzc+dOBAYGwsfHB4aGhvDz88PatWtl589ACMH3hBMRERERUYWxORMREREREcnCSgQREREREcnCSgQREREREcnCSgTpvdGjR0ujDpDuMDAwQFhYmLazQTqo+Llx48YNGBgYICYmRqt50kcNGzbEmjVrtJ0NInpO6X0l4u7du5gwYQLq168PhUKBOnXqoE+fPjhz5oy2s1Yho0ePLvVthdevX6+S7c+fP18aK1jbnjxWBwcH9O3bF5cuXdJ21p5bVVEmunSOPQ+EEOjZsyf69OlTYtmXX34JW1tb3Lp1q8r3e/LkSbVzxdzcHC1atMDGjRtlbyslJQX9+vV76n6ysrKeMcf6pfi1aGpqCg8PDyxcuBCFhYVlrnP+/HmMHz9eg7mk4s6dOwcjIyMMGDBA21kh0gq9r0T4+fnh119/xdatW3H16lUcOHAAr7zyCtLT07War4KCggqn7du3L1JSUtQmd3f3asyd9hQ/1uPHj8PY2BivvfZate5TTlk8j7RRJqURQjz1BxM9ZmBggC1btiAqKgobNmyQ5iclJWHatGkIDg5GvXr1qnSfSqVS+jshIQEpKSmIi4tDQEAAJkyYgOPHj8vaXp06dTjkZSmKrsVr165h6tSpmD9/PlauXFkiXdE9zcnJCbVq1dJ0Nun/QkJCEBQUhJ9++gl//fWXtrNDpHlCj2VmZgoA4uTJk2WmuXr1qnjppZeEQqEQXl5e4tixYwKA2LdvnxBCiBMnTggAIjMzU1rn119/FQBEUlKSEEKIe/fuiREjRghXV1dhbm4uWrZsKXbt2qW2n+7du4uJEyeKyZMnCwcHB/HKK68IIYS4fPmy6Nu3r7CwsBDOzs7i7bffFnfv3pXW8/f3F4MGDSoz/2FhYaJNmzZCoVAId3d3MX/+fKFUKtW+g7FjxwpHR0dhZWUlevToIWJiYoQQQmzZskUAUJu2bNlSgW+2epR2rJGRkQKAuHPnjhBCiOTkZDF06FBhY2Mj7OzsxOuvvy6VgxBCFBYWig8//FDY2NgIe3t78fHHH4tRo0apbbessjh58qRo3769MDU1FXXq1BHTp09X+y7z8vJEUFCQcHJyEgqFQnTt2lVER0dLy4vOlfDwcNG6dWthZmYmevToIdLS0sThw4dFs2bNhJWVlXjzzTfF/fv3pfX27NkjWrZsKczMzIS9vb3w8fERubm5VfjNVl5FymTatGmiSZMmwtzcXLi7u4vZs2eLgoICIcTTzzEAYtOmTcLX11eYm5sLDw8PsX//fmk/Rd/n4cOHRdu2bYWJiYk4ceJEueUgRPll2b17dxEYGCgmT54sbG1thbOzs9i4caPIzc0Vo0ePFpaWlqJx48bi8OHD0joZGRnirbfeEo6OjsLMzEx4eHiIzZs3V+XXXaVCQ0OFpaWl+OOPP4RKpRI9evQQgwcPLveec+TIEdG1a1fpGhowYIC4fv26tDwpKUkAELt37xYvv/yyUCgUYsuWLaXeK4UQonHjxmLFihXS5wYNGojPPvtMLc2LL74o5s2bJ30ufg8u2t+vv/4q/V188vf3r6qvTKeVdi326tVLdOrUSVq2ePFi4eLiIho2bCiEKPldZ2ZmivHjxwtnZ2ehUChEixYtxMGDB6XlkZGRolu3bsLMzEzUq1dPBAUF6cy9SN/8/fffwtLSUly5ckUMHz5cLFmyRG35/v37hYeHh1AoFOKVV14RoaGhJa4flgfpO72ORFhaWsLS0hJhYWHIz88vsVylUuGNN96AqakpoqKisH79ekyfPl32fvLy8uDt7Y0ffvgBv/32G8aPH4933nkH0dHRaum2bt0KU1NTnDlzBuvXr0dWVhZeffVVtGnTBhcuXEB4eDjS0tIwbNiwCu03MjISo0aNwuTJkxEXF4cNGzYgNDQUS5YskdIMHToUd+7cwZEjR3Dx4kW0bdsWPj4+yMjIwPDhwzF16lS0aNFCetI8fPhw2cdfXXJzc7Fjxw54eHjAwcEBSqUSffr0gZWVFSIjI3HmzBlYWlqib9++0pO31atXIzQ0FJs3b8bp06eRkZEhvamxuCfL4vbt2+jfvz/at2+P2NhYrFu3DiEhIVi8eLG0zrRp07B3715s3boVv/zyCzw8PNCnTx9kZGSobXv+/Pn44osvcPbsWdy8eRPDhg3DmjVrsGvXLvzwww84duwYgoODATxutvHmm2/i3XffRXx8PE6ePIk33ngDQkdfz/JkmQCAlZUVQkNDERcXh88//xybNm3CZ599BgDlnmMLFizAsGHDcOnSJfTv3x8jR44s8X3OmDEDy5cvR3x8PF544YVyy6EiZQk8PgccHR0RHR2NoKAgTJgwAUOHDkWXLl3wyy+/oHfv3njnnXfw4MEDAMCcOXMQFxeHI0eOID4+HuvWrYOjo2O1fdfPyt/fHz4+Pnj33XfxxRdf4LfffsOGDRvKvefcv38fU6ZMwYULF3D8+HEYGhpi8ODBUKlUatufMWMGJk+ejPj4+FKbTgkhEB4ejuTkZHTs2LFKjsnNzQ179+4F8E/E4/PPP6+Sbesjc3Nz6d53/PhxJCQkICIiAocOHSqRVqVSoV+/fjhz5gx27NiBuLg4LF++HEZGRgCAxMRE9O3bF35+frh06RK++eYbnD59GoGBgRo9ppri22+/RbNmzeDp6Ym3334bmzdvlu7rSUlJGDJkCHx9fREbG4uAgADMmjVLbX2WB9UIWq7EPLPvvvtO2NnZCTMzM9GlSxcxc+ZMERsbK4QQ4ujRo8LY2Fjcvn1bSn/kyBHZkYjSDBgwQEydOlX63L17d9GmTRu1NIsWLRK9e/dWm3fz5k0BQCQkJAghHj99MjIyEhYWFtI0ZMgQIYQQPj4+YunSpWrrb9++Xbi4uAghHj/FsLa2Fnl5eWppGjduLDZs2CCEEGLevHnixRdfLPM4NOnJYwUgXFxcxMWLF4UQj4/N09NTqFQqaZ38/Hxhbm4ujh49KoQQwsXFRe2pp1KpFPXq1SsRiXiyLD755JMS2/7Pf/4jLC0txaNHj0Rubq4wMTERO3fulJYXFBQIV1dXaX9F58p///tfKc2yZcsEAJGYmCjNCwgIEH369BFCCHHx4kUBQNy4caPS31t1Kq9MSrNy5Urh7e0tfS7rHAMgZs+eLX3Ozc0VAMSRI0eEEP98n2FhYWppyiuH8spSiMfnQLdu3aTlhYWFwsLCQrzzzjvSvJSUFAFAnDt3TgghxMCBA8WYMWOe/oXpmLS0NOHo6CgMDQ3Fvn37KnTPedLdu3cFAHH58mUhxD+RgTVr1qilKyqvonPF2NhYGBoaisWLF6ule5ZIRPH9PBnxqOmKRyJUKpWIiIgQCoVCfPTRR8Lf31/Url1b5Ofnq61T/Ls+evSoMDQ0LLOcx44dK8aPH682LzIyUhgaGoqHDx9W+fHUdF26dJGuEaVSKRwdHcWJEyeEEEJMnz5dtGzZUi39rFmz1M5rlgfVBMYarbFUAz8/PwwYMACRkZH4+eefceTIEaxYsQJfffUVsrOz4ebmBldXVyl9586dZe/j0aNHWLp0Kb799lvcvn0bBQUFyM/PL9EW1dvbW+1zbGwsTpw4AUtLyxLbTExMRNOmTQEAPXr0wLp166RlFhYW0vpnzpxRizw8evQIeXl5ePDgAWJjY5Gbmys9MS7y8OFDJCYmyj5OTSh+rJmZmfjyyy/Rr18/REdHIzY2FtevX4eVlZXaOnl5eUhMTER2djZSUlLUnnoaGxujXbt2JZ7sP1kW8fHx6Ny5MwwMDKR5Xbt2RW5uLm7duoWsrCwolUp07dpVWm5iYoIOHTogPj5ebVsvvPCC9Hft2rVRq1YtNGrUSG1eUZTqxRdfhI+PD1q1aoU+ffqgd+/eGDJkCOzs7GR9b9XpaWXSoEEDfPPNN1i7di0SExORm5uLwsJCWFtbV2jbxb8rCwsLWFtb486dO2pp2rVrJ/2dmJhYbjmUV5b169cvsW8jIyM4ODigVatW0rzatWsDgJSfCRMmwM/PT4pS+Pr6okuXLhU6Tm1xdnZGQEAAwsLC4Ovri507d5Z7z7l27Rrmzp2LqKgo3Lt3T4pAJCcno2XLllL64uVSXGRkJKysrJCfn4/o6GgEBgbC3t4eEyZMqJ6DfI4cOnQIlpaWUCqVUKlUeOuttzB//nxMnDgRrVq1gqmpaZnrxsTEoF69etL/K0+KjY3FpUuXsHPnTmmeEAIqlQpJSUnw8vKq8uOpqRISEhAdHS1FwY2NjTF8+HCEhITglVdeQUJCAtq3b6+2TocOHdQ+szyoJtD7SgQAmJmZoVevXujVqxfmzJmD9957D/PmzcOUKVPKXdfQ8HGLruI/Qot3IgSAlStX4vPPP8eaNWvQqlUrWFhY4IMPPijRYbfox3+R3NxcDBw4EJ9++mmJ/bq4uKit5+HhUSJNbm4uFixYgDfeeKPUY87NzYWLiwtOnjxZYrmtrW3Jg9UBTx7rV199BRsbG2zatAm5ubnw9vZWu6kWcXJykr2f6mJiYiL9bWBgoPa5aF7RDzMjIyNERETg7NmzUjOnWbNmISoqSmc6zz+tTAYMGICRI0diwYIF6NOnD2xsbLB7926sXr26Qtt+2ndTfP/VobR9P1l2AKT89OvXD3/++ScOHz6MiIgI+Pj4YOLEiVi1alW15K+qGBsbw9j48a28IvecgQMHokGDBti0aRNcXV2hUqnQsmXLcu9nRdzd3aX7S4sWLRAVFYUlS5ZIlQhDQ8MSlfon76lUuqIKvampKVxdXaVyBcq/TszNzZ+6PDc3FwEBAZg0aVKJZUUVb6qYkJAQFBYWqj2gFEJAoVDgiy++qNA2WB5UE9SISsSTmjdvjrCwMHh5eeHmzZtISUmR/gP9+eef1dIW/ThNSUmRng4/OV75mTNnMGjQILz99tsAHv/ouHr1Kpo3b/7UfLRt2xZ79+5Fw4YN1f4zqKi2bdsiISGh1ApG0fLU1FQYGxujYcOGpaYxNTXFo0ePZO9bUwwMDGBoaIiHDx+ibdu2+Oabb+Ds7Fzmk24XFxdERUXh5ZdfBgAUFhZKfUGexsvLC3v37oUQQvrxeObMGVhZWaFevXpwcHCQ+lA0aNAAwOMfPufPn8cHH3zwzMfYtWtXdO3aFXPnzkWDBg2wb9++ClVytaF4mZw9exYNGjRQa8/7559/qqWvynOscePG5ZZDeWX5LJycnODv7w9/f3+89NJL+Pjjj3W+ElFcefec9PR0JCQkYNOmTXjppZcAAKdPn36mfRoZGeHhw4fSZycnJ6SkpEifc3JykJSUVOHtFT1t1+X7VnUp64FSRbzwwgu4desWrl69Wmo0om3btoiLi6v09umxwsJCbNu2DatXr0bv3r3Vlvn6+uLrr7+Gp6cnDh8+rLbs/Pnzap9ZHlQT6HXH6vT0dLz66qvYsWMHLl26hKSkJOzZswcrVqzAoEGD0LNnTzRt2hT+/v6IjY1FZGRkic5NHh4ecHNzw/z583Ht2jX88MMPJZ6yNmnSRHqaHB8fj4CAAKSlpZWbv4kTJyIjIwNvvvkmzp8/j8TERBw9ehRjxoyp0H+Qc+fOxbZt27BgwQL8/vvviI+Px+7duzF79mwAQM+ePdG5c2f4+vri2LFjuHHjBs6ePYtZs2bhwoULAB6/jCgpKQkxMTG4d+9eqR3QNSk/Px+pqalITU1FfHw8goKCpKenI0eOhKOjIwYNGoTIyEgkJSXh5MmTmDRpkjTu/eTJk7F8+XKEhYXhypUreP/99ys0nvz777+PmzdvIigoCFeuXMH+/fulaJWhoSEsLCwwYcIEfPzxxwgPD0dcXBzGjRuHBw8eYOzYsZU+3qioKCxduhQXLlxAcnIyvv/+e9y9e1enQtVPK5MmTZogOTkZu3fvRmJiItauXVuiI3tVnmMVKYfyyrKy5s6di/379+P69ev4/fffcejQIZ0qp4oo755jZ2cHBwcHbNy4EdevX8ePP/4ouzJ7584dpKam4s8//8SePXuwfft2DBo0SFr+6quvYvv27YiMjMTly5fh7+8vde6tiAYNGsDAwACHDh3C3bt3kZubKyt/z6vu3bvj5Zdfhp+fHyIiIpCUlIQjR44gPDwcADB9+nScPXsWgYGBiImJwbVr17B//3525JXp0KFDyMzMxNixY9GyZUu1yc/PDyEhIQgICMCVK1cwffp0XL16Fd9++y1CQ0MB/BMBZXlQjaC97hjPLi8vT8yYMUO0bdtW2NjYiFq1aglPT08xe/Zs8eDBAyGEEAkJCaJbt27C1NRUNG3aVISHh6t16hNCiNOnT4tWrVoJMzMz8dJLL4k9e/aodaxOT08XgwYNEpaWlsLZ2VnMnj271GFFJ0+eXCKPV69eFYMHDxa2trbC3NxcNGvWTHzwwQdSp9DyhngNDw8XXbp0Eebm5sLa2lp06NBBbNy4UVqek5MjgoKChKurqzAxMRFubm5i5MiRIjk5WfqO/Pz8hK2trU4M8YpiQzdaWVmJ9u3bi++++05Kk5KSIkaNGiUcHR2FQqEQjRo1EuPGjRPZ2dlCiMcd2CZPniysra2Fra2tmDJlSoXLorxhQR8+fCiCgoKkfZc1xGvxDp9btmwRNjY2avsp3tE4Li5O9OnTRxqutGnTpiI4OLjyX2IVq0iZfPzxx8LBwUFYWlqK4cOHi88++0ztmMs6x568zoQQwsbGRlpeVgfa8spBiIoN8frkOVBah9/ieVy0aJHw8vIS5ubmwt7eXgwaNEj88ccfFfoetenJju3l3XMiIiKEl5eXUCgU4oUXXhAnT558akfnIkXlVTQZGxsLd3d38dFHH6kNS5mdnS2GDx8urK2thZubmwgNDZXVsVoIIRYuXCjq1KkjDAwMnushXstb9uQ5nZ6eLsaMGSMcHByEmZmZaNmypTh06JC0PDo6WvTq1UtYWloKCwsL8cILL5QYmpSe7rXXXhP9+/cvdVlUVJQAIGJjY0sM8bpu3ToBQK3TNMuD9J2BEDo61mQ1MjAwwL59++Dr66vtrBAREVENt2TJEqxfvx43b97UdlaIqkyN7BNBREREpC1ffvkl2rdvDwcHB5w5cwYrV65kUyWqcViJICIiIqpC165dw+LFi5GRkYH69etj6tSpmDlzprazRVSlnsvmTEREREREVHl6PToTERERERFpHisRREREREQkCysRREREREQkCysRREREREQkCysRREREREQkCysRREREREQkCysRREREREQkCysRREREREQkCysRREREREQky/8A4TEiqh4FuUUAAAAASUVORK5CYII=", | |
"text/plain": [ | |
"<Figure size 1000x800 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#displays the correlation matrix as a heatmap\n", | |
"plt.figure(figsize=(10, 8))\n", | |
"sns.heatmap(correlation_matrix, annot=True, cmap=\"coolwarm\", fmt=\".2f\")\n", | |
"plt.title(\"Correlation Matrix\")\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"#chooses features and target variables\n", | |
"x = file_data[['SquareFeet', 'Bedrooms', 'Bathrooms', 'Age']] #independant variables\n", | |
"y = file_data['Price'] #dependent variable\n", | |
"\n", | |
"#splits the data into training and testing sets\n", | |
"x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.25, random_state=0)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KNeighborsRegressor(n_neighbors=50)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KNeighborsRegressor</label><div class=\"sk-toggleable__content\"><pre>KNeighborsRegressor(n_neighbors=50)</pre></div></div></div></div></div>" | |
], | |
"text/plain": [ | |
"KNeighborsRegressor(n_neighbors=50)" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"#creates the KNN regression model\n", | |
"model = KNeighborsRegressor(n_neighbors=50)\n", | |
"\n", | |
"#trains the model\n", | |
"model.fit(x_train, y_train)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Model Evaluation:\n", | |
"Mean Squared Error: 2590426747.84571\n", | |
"R^2 Score: 0.5562861327017394\n", | |
"\n", | |
"Train Score: 0.5727925981529733\n", | |
"Test Score: 0.5562861327017394\n" | |
] | |
} | |
], | |
"source": [ | |
"#makes predictions on the test set\n", | |
"y_train_pred = model.predict(x_train)\n", | |
"y_test_pred = model.predict(x_test)\n", | |
"\n", | |
"#evaluates the model\n", | |
"mse = mean_squared_error(y_test, y_test_pred)\n", | |
"r2 = r2_score(y_test, y_test_pred)\n", | |
"\n", | |
"train_score = model.score(x_train, y_train)\n", | |
"test_score = model.score(x_test, y_test)\n", | |
"\n", | |
"print(\"Model Evaluation:\")\n", | |
"print(\"Mean Squared Error:\", mse)\n", | |
"print(\"R^2 Score:\", r2)\n", | |
"print(\"\\nTrain Score: \", train_score)\n", | |
"print(\"Test Score: \", test_score)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1000x600 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# shows the regression line for SquareFeet vs Price\n", | |
"plt.figure(figsize=(10, 6))\n", | |
"plt.scatter(x_test['SquareFeet'], y_test, color='blue', label='Actual Prices')\n", | |
"plt.scatter(x_test['SquareFeet'], y_test_pred, color='red', label='Predicted Prices')\n", | |
"plt.title(\"KNN Regression: SquareFeet vs Price\")\n", | |
"plt.xlabel(\"SquareFeet\")\n", | |
"plt.ylabel(\"Price\")\n", | |
"plt.legend()\n", | |
"plt.show()" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.11.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |