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CyclingDataScience/Encoding Time Series as Images.ipynb
{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# Creating artistic images from Strava rides\nRequirements:\n- You may need to pip install pyts\n- The assumption is that the data files are available in CSV format, stored in a subdirectory called data/\n - One way to obtain a CSV file is to load the FIT file into Golden Cheetah, then export it as a CSV file\n - Or you can use to stravalib library to download the file from Strava\n - Or you can use download a GPX file from Strava and use the gpx2csv function below to convert it to CSV format, However, this CSV will only include longitude, latitude and altitude. So you would need to edit the \"selected\" list in cell 8 to run this notebook."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "from scipy import signal\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pylab as plt\n%matplotlib inline\nfrom collections import Counter\nfrom scipy.sparse import coo_matrix\n\nimport pyts\nfrom mpl_toolkits.mplot3d import Axes3D",
"execution_count": 1,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": ""
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import gpxpy as gp\ndef gpx2csv(gpx_name='satx.gpx', dt=1, smoothing=5):\n \"\"\"Load a gpx file from data/ subdirectory , assuming that data recording every dt seconds\n convert to a csv file, including longitude, latitude and altitude indexed in seconds\n resulting csv file stored in the data/ subdirectory\"\"\"\n gpx_file=open(f'data/{gpx_name}','r')\n\n [lat,lon,elev]=[[],[],[]]\n gpx = gp.parse(gpx_file)\n gpx_file.close()\n\n for track in gpx.tracks: \n for segment in track.segments:\n for point in segment.points:\n lat.append(point.latitude)\n lon.append(point.longitude)\n elev.append(point.elevation)\n\n course = pd.DataFrame({'lat': lat , 'lon':lon, 'altitude': elev})\n course.to_csv(f'data/{gpx_name.split(\".\")[0]}.csv')",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "#gpx2csv('satx.gpx')\n",
"execution_count": 3,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Spectrograms of cycling data\n\n- reference https://www.oreilly.com/library/view/elegant-scipy/9781491922927/ch04.html\n- tried adjusting window size (nperseg) independently of spectrum (nfft)\nhttps://www.coursera.org/lecture/audio-signal-processing/analyzing-a-sound-3b4L9\n- Conclusion: this type of data not particularly conducive to FFT analysis"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df = pd.read_csv('data/sat2.csv')\ndf.columns = [c.strip() for c in df.columns]\nstream = df.watts.values\nN, rate = len(stream), 1",
"execution_count": 4,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def plotSpectrogram(stream, fs, \n nperseg, overlap,\n detrend, window, scaling, nfft):\n\n freqs, times, Sx = signal.spectrogram(stream, fs=rate, window=window,\n nperseg=nperseg, noverlap= nperseg - overlap,\n detrend=False, scaling=scaling, nfft=nfft, )\n\n f, ax = plt.subplots(2,1,figsize=(12, 6))\n ax[0].plot(np.arange(N) / rate, stream)\n ax[0].set_xlim(0,N)\n ax[0].set_xlabel('Time [s]')\n ax[0].set_ylabel('watts');\n ax[1].pcolormesh(times/rate, 1/freqs[2:] , 10 * np.log10(Sx[2:]), cmap='viridis')\n ax[1].set_ylabel('Frequency [Hz]')\n ax[1].set_xlabel('Time [s]');\n plt.show()\n return freqs, times, Sx",
"execution_count": 5,
"outputs": []
},
{
"metadata": {
"scrolled": true,
"trusted": true
},
"cell_type": "code",
"source": "rate = 1\nnperseg, nfft = 64, 64\nfreqs, times, Sx = plotSpectrogram(stream, rate, nperseg, overlap=nperseg//4,\n detrend=False, window='hanning', \n scaling='spectrum', nfft=nfft)",
"execution_count": 6,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 864x432 with 2 Axes>",
"image/png": 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lfHa0u9BNKd0CYAMh5HBr0xAAywB8AeB6a9v1AEZYn78AcJ0VxeRUALXMDEWjaW9akmncOKwUa7e7Ncppg+LbVVWejpK0s8FHLkwPOpI3plXglEfGuyKQRMVlXhLwOPK9ApEN/IDN16pkDlSdUQU3J2RgYQ249a0pjFyU/+GgtimJR0Ytj2RPnA38OxZfVb60txtrmnNSt9qToGfR0eYlfuVj8+ip5dtd+9uOlIXV1DQ5IpTQTQi5ghDS0/p8DyFkeJah+24B8C4hZBGA4wA8AuAxAOcSQsoAnGt9B4BRANYAKAfwKoCbsriuRpMV01dvxzfLtuL+L9zJSt6fvR7XvTEbX7aDAOBH0HJroTPNGoAqtmcehYUXpIOEy1zGT79vxBK8Pb0iZ+dzOdNx95ELwSiyptsuR/Rr1TS14aLnpngmqp2Jp8etwivfrsFn8yvb5XpJPmGKx6Y799era0ni9McmtGvmxlyQ8jHfADpe0+13faaQSbvaeWEmx+Ep0GJ1GsIGvLyXUvoxIeQMAD8G8BTM0H2nZHJRSukCAIMlPw2R7EsB3JzJdTSaXGNr/ISep8qyqS7fmrmGNhe0dHJNdywXjo0ZmJfkgmEz1gEAzh+0F055ZHzW50sJg7Fse6ZENQvPxpHym2VbsXRTHV6YWI6nrjg28vGFAJub1bfkP+5zdUMrVm9rsL+LrzsfwhiLZz1x5baAPQuLoGfR4TbdIZLj8Lijl+SrVJqOJKx5CVOfXQTTAXIEgGKf/TWaXRKVOQLrH1Wa0/bqPwfu0a2drpR7apuSGLfcHPSzGXB4k56gQTcf5iXz1+/MyXn4svMas1zIXJEdKXOQkTLXsmJ7mkJ0LYoDAJrb8r+SdNLD43DdG7Pt76KJRD60t6zNdAYt5pmH7mF/DpqA5vN+Ntc24/f/K0VTm3oiFqSJF0lTzrykwEy5GIVZqs5DWKF7IyHkvwCuBDCKEFIS4ViNZpchbgkfYmfaXpkngzhkzx4dev1seHjUMvtzNk5EmThS5pJcZYzky55WmJpEhc0x2tORMl8tYl07RuphjqztYa4QpNnO1sFuxIKNrtTjQOeKw+5uF/5tLZ+v6/GvV2DM0q0YvWSLch/fON2SCT9vXtIZJkCa6IQVnK8EMAbA+VYim74A7shbqTSaAkfsTNlAECOmfaRIvkXxfj1LAIQzPWhNpfHfyasLzmmq1RWxIfPzuDTEASfiB767P1uc+UU5khG1WwCwbFOdR5hKKe4jm7GYafYzdaTMxrQh15q78m3tJ3THYh0XMtErhGd+rtZUGrd+sABXvTLTtb1Qo9PI4NtCkCY5n3bRTltS7+MbvUSxnbWT9rDpfuzrFXh2XFmkYwo1qkpnIazQ/V9K6XBKaRlgJ6+5Nn/F0mgKE9YhirGSWd/6ydxKHPPANyjnbDLN4/ILE6D94sIyXpm8Bo9+vQLvzVqf8fUqdzZhOud1nwviERwg/WjiTACaAswBePOSbJ4HT9SICeOWbcWFz03Bp/M2Ks+jsu+OCnvGmTpSlgn1OtSxeYoQU1WfXWjJKNgCVgdI3d443VlMfKxDN9e4n51jklX4ApVhOCtUQc8in3djT8R8yuCv6fZuo5S2q6b75cmr8fS4aOFSC7+GFDZhhe7v8V8IIXEAJ+a+OBpNYcM6wnnra4Tt5g8V1WbUDRbyrr0i0jGNTxhNd02zqYnPJvzZuf/+Fr98bVZOtR68cJbNWfkJUV2A41terIEinnOVVVfKhDCJak13FqY3Me/5wsBezey1OzK+di5H6/qWJO4dsTR4xxwRj2Wv6c8UsY1lUwbHjER+js6gxDQoRVHcrMhB/V0+35c9gfW5xtJNtcrf5EK300zClH1rXUvkfrxieyMmdTKH2V0JX6GbEHIXIaQewDGEkDrrXz3MxDVftEsJNZoCQtUNikJMew9eTNMdpqN+3Uqgk439ebOVwfGLhZ48VRnDCxdRSjalrMrl4JaIOd1afbPX1KfQYJqyhPA+DJXQnUXdyti8JAsDqXzMaxpa8x9FhMe2he8AqVS0AhPNmNtSBh78cil2NrYFnkvlMNmeJg3ZkqYUxZbQHajpzqd5SSx41ahHSZH6eJlNt/1f8By1LWXglEfG42+fLAzY080PnpqE//fmHNe2KKaGnaCKFDS+Qjel9FFKaU8AT1JKe1n/elJKd6eU+qVu12h2KdIGxZcLN7kyxfGI/ZDne547KtbxRwknVxTPXhyq44TaddWNqM1CyOXLHnaFoHxbA659fTbu4eILdyuO25+rGlrb3QYx6lNl9x3nJgvJtOF6lgalvs5u174+CyMWbJT84iZT85JcrAjk8i2IAkvYd9zclsaLk8qRiujPEC8g8xLx+9dLNuPNaRV4ZNTywHMx4dpzFyEFvVzwwsRyzFpTnfHxhkFRnAin6c5n07fkft+65zeJkTUpU9NtHhOU9Imt6I1ZutW/oCEYuyz7c2jCEda85GRxAyEk+0C0Gk0n4YM563HL+/Px2Xy5YKOSSdrDvIRSag8+zKZ7xIKN+MtH/hoQXsjLlF5dHU3O2U9Owo+f/jbjc/HDU1jNKhNMV1c5tsYlRZymuyXlMQXiycf7iWrDzAQ5XrC9cVgp3rbifgOm+RAT/GSD/JSy7bj1gwWB14plaCZRaIk7xfJ8MGeD6/uSjbX4qNS9DQCem1CGJ0avxPB5wRMUnniHOlL6C91+pmWtqTRueX8+lm+uc233mqyw7dmWNpgnx6zELwRHziikqSN0B4XnzPX74p9bLMQENmo7o6Cud9CSDA5RmQsH5SjlLNRQhtlCKcVz48s8/li5Jsi8pAshZHcAexBCdiOE9LX+DQSwT15LptEUEGzptiJkmLL2VK7yfT4beG/9YAE+nVfpmwVQNGfIhN27m1FTVm4x7ZG31GXu3OYyLwldNCrZ333wz16annGZMkEsetDASYQoCIsqazBxZZVrH4NSe5DPpmo5DmjB+747ax0GDh2JHSHMFjqasq3ugfLi56fib58s8uzHksAs31Ln+c0PkuEKQS4Q+xKVXb2syayvbsKXCzfhdmsCbjvpidewtmSzUtVeGAZsofvFSat99426yvXUmJUYOHSk8j3zm8NEL/GtL6qQgdx3P5twJ3Ol+hJh0SYjwNrtjfj32FV4emw0x9KoBKm6fg+gFMARAOZy/0YAeCGvJdNoCoiShGmyEEbzALSvNoDv2EWNxc4mtcCUi5ji7Hq5EMzcmm4zEsxrU9b4H0Od/eVn6nhkISR5YoIG+5b353v2SRnUdoLMxlyGrW6EER4/mG1qijfsaMpqUHbC0eXwvQinOrR/tPj0b06riLR/R4bf57MUAl5B0++pst9EcxqPTXdhNRlfDEqxT++uIfeNdu5XvjX7G5WNs6wO+13CT4Msq1NUOKZXF7VNeIeluO9EdSUKTGG1Ks9ZpYNsup+llB4I4K+U0oMopQda/46llP4nryXTaAqIhGX/3KbojEWlhcpRKR+44tYKo4xfBr1EBJvu5rY0vl7stTFkV8u1UEII8NePF+Khkf52qtTen4t8ksWjzoVgKNaFugDtIbMNdWK9ex9m2uDNS6KVh7dDjkeIXsLbkGfzVHJlmnLpC9MwcOhIAF5hKqwGOtsMpB0Rozht0HDvPItb6wwOlIy0QdGnm1oY5Yna7wZVD76ahZlM+oYMlG2k7nftV60pG4pyoem2/s5dtxMVPqujuzKsDeTblC6UUSel9HlCyCBCyJWEkOvYv/wWTaMpPMLaGtvCYN7T4rhD5IkZ2vziVMs03VPLtmPg0JH43dtu7/YHvliK/3t3HhZskIdKjGUpdafShuA4FPI5SzTdUQQI0f46k8Q2QQQt2YvmJbJOP21w5iUeLaW6zHcNX4yD7h5la29sO9QQz4hwGvhcCGXZnoGve2J5wq5AZUpQbcynMG5Q/zrtd+2wxepEMjfSlCIWI9irVxcA/s6tUe+LtT3V8+a3h+nb/a1LwhwfbC+eC4UOWwn52UvT8YOnJvnu24mqSiTYo852Yh5EKKGbEHI/gOetfz8E8ASAn+axXBpNQeHYQobrctpTI8bL2WKGNr8oDeXbGjBw6EhXzNZrXp8FABi33B3HtbLGjD9e35J0mUuwq2Ub1WGVYJMbtt+jEu2wrChnPjEh1PnEpEeZ4NV0+4e3Ewd6laabbRZXW/we/fuzzYQ/Cy2BNYzzl10u7vxZmZfkeOKZNryTANWKjnifUcbTVNrAsBkVLlMD1WNgxcmH8G9OesLs593W0aFMcw2lFGuqGjFy0Wbbf+TLReqwpZGFbkVIxUzx6xdFPQUh3voVRuhWXeLDOesxY3W4KDFRol4Vah3aWteCJRvVNvBBOJruAhC6AfwcwBAAWyilvwZwLICSvJVKo+kE1DapNZiixtSvo/rNW3Pwm7fmqHcIwK3pdl8o6dOZPmOl/w0TcoofjMp4mzfr9GGiEWyra8F9I5ZI7SU9wpHiHMNmVGB7Q6t4edcBsoFqw47mwPIBQDKV2YjiN8kK0nSLZiOyRYOUYdjCtuggGEYLzRzP2OrGq9+uQX2Arbkz9uTGOCpXg3UybdgTzTvPPwKJGLHjxsv2zZQP5mzAfSOW4tUpazitv3xfCrNdHHHv6Mhxk4MI0nSz32SRlcKuUEQRujoS2WTRr31lGqVHdZRL022bl6gTjfmtKImTUQJvef2Kz85NKcXn8zdi4NCRtqMwANz56WJc/aq6X+b7rN27F6sv1Ek44/EJuPj5qRkf79f/5pKwQncLpdQAkCKE9IKZHOeg/BVLoylMeOFt9XZHOyvOjpntbJhJ84QV2zBhReYZwviOPU2pS9AIF484mn0vr4n99VtzQmkXNtU04+RHxmPYjHWue63c2YStdS2ewUmm7S3fVo/7RizFLe85joayQSnKOCteJpmhppsXBsTBNKxwy7RiLUnZpMSZyImJYcIIFux5MqF79NItuC8goyO7C0qRlcSca8VRW9qw73mv3iXoWhSXPjPAK0xGWTqut7KZ1jYlQ9j6UlRZk8GPSitDXyMMBvW36fYziWLPqTEgmdDfP1ucUdnaG5kQ6/dsotZaZ3VHfiS/2W4foBi9dIt0/yjRbgghHq21v1mR8/m5CaYCZXOtV7mgWn3hy7apphmVO5tClbNQQwZmaxpYUDbdAOYQQvoAeBVm9JJ5AGbnrVQaTSfAr212LUq0WzlcjpRpigYu9blobgJ4k+KEkTN5+17RFlyVlZJSaguSv+Q0Lvyk4IzHJ+KUR8aHGpxYpyqNlMIdno39sex5hcGv+G0B5xRDj63f4R38DMlzZ4S53a5FcetazjZ+xcCvXBTu+1unCJv59eLN2OYTMjJXQ3UyZbhMcboUx5WabnHSOS8grjNPTKL19EufziIc7dc3XGSNsBgScxr3tc3fjt+/j/dY67BNteZ7UZV/ekgzhGzJ1uxO1ldlmpxGht3PKfpElaZbNRZ85ZfgRjQvgbe89S3qyZJj0w2lvwcAXPnfGdLj+QnMvSOW4ozHJ6rL2gmJavJYUDbdAHoCuALAJADnArjeMjPRaL6z+Nl+eZYJ81gOXlBMpg1XRx1GcxtGcxHjBhixU1J1bk99sxIH3T0KbSkDG2scDYxsyV/UxsgGS3bZTTVebc7sCid2cTYr5ZmaI8gG47Dn9EvNzs6VShvKZU8/wWI3K8oDG2B5wT2oXLwGnhdszn5ykmfflmQa//fuPPzqtVm+58wFybRj40wIQZeimFKbt7nWmQSkDYr5PomSROz3YlC31l+CQakdpaa5LXu/APe53e/4wqP3cv3OJqxxSX8UFDkndBkM6kpAlfF5suwIZXXd95zcb7XNSd9oTkAYR0p+X+d5Z5LzQGrTbZ2fpbm/a7h6BYJPaBQj7m08iyrlK5GZuq8Uqk03z6aaZhx09yh8LEmQpcLWdOerUBZhhe43AewN05FyPID7CSG35q1UGk2BIetniOIzEH5ZkRcWMtUC8QNEMm24HB1laevFywQVtbqhFVss4UWmcVXNPYZNXwcAaEmlXSYXMrvpv37stoOVFYkJQfXcUjk/Ydha55QxLKIpiEwQHbN0C1pT/oO13zWDTHz8Qo/1tjJ++jkz+tm0Ek5wBNwTJnE59ouFm/DpXNMBEi23AAAgAElEQVQ0YsnGWseOH8GTRlbfN0omRLkmmTY4B1pTi68Spt6Zuc7+HNVvgvCCTID2i1LT1ArIvTOlIThSeia91NlP5MEv3SZEYZqGrB7+Z2I5hvxrctYxjDNZhbrp3bl4d5b5Htnk8eqT97d/9zuja7Ly7BQced9o3/cjMy9x9QkyczaEz3nQ2JrCS5NWm47RHptuYrdT5r+xpVa9csQrO9i5ojzfzhQmMgqptGEnsftkbnhTr4JypKSUTgDwMIB7AbwGYDCA/8vmwoSQOCFkPiHkK+v7gYSQWYSQMkLIh4SQYmt7ifW93Pp9YDbXDUtDawp/fG8eqgOWYDXRmVOxAy9P9s8k1h5srWvJarnTr216owbIr8NnjMw0myNvt5oyqEvoljlIiVuCOt+THh6HFVbGSZmmO6iTohSuWYks1vlmYXCRFUl2FX4/lhI6m3cqCqKz1+7A7/83F4+OWuF7nN8kK6p5Cc/vzjgQgDqqSkNrCt9/NDgyi0zTLU4G/vT+fPzl44UYuWgzLn5+qr16QH0Efgb7OV/DFRWEIPasYoSga3EC9a3yiUdR3BniJq+qku6jwjY14FqM6jHw+6hMXTLF4My02Hfxd/Ov99jagMg5MmR1eY5VF/yEwDDI+pptdS14fnyZ57pzKnZg4NCRGLV4C/7+2RLzeGufQ/d0kiGFDZnIJoRV9eoxXQzfCbjv2R0y0LlGWKH7ns+X4PHRKzBm6Rbv+EG875DVq+a2tMd3RmXqEpZMk+sUuqjemjJsU69WhYOrDKdPyUepHMKGDBwPYBqAXwBYCeAkSukRWV77VgB85ovHATxNKT0UwE4Av7W2/xbATkrpIQCetvbLOx+XbsBXizbj+Qnl7XG57xQ3DCvFY1+v8HSW4Zz+TGasrsatH8zPWMBaU9WAUx4ZjwPvGhVqf9l1/Gy/PEK3Yj9eKPgkAwesW96fjyH/mmx/T6ap27wkjI1ywC78rZhaHffvLIsbYxRLoqN4POFMOMItI/MDD8vkmE3Uvz9/uMD1nWX0rNzp1eBSSrG+uslTNrGqBDkosRjnskHwoH6mcKES6ht8bD55bBOEECPKSkGbSREcpzuMXW02kyH+/k3zEkfTvU/vLh5hsEuRWUm/f/DuGV+TN6niBaxZa6oxcOhIl+KAfz1pg2LEAm8kkUyhgnmJ6Hfg93wHDejlPleI60V1VoyC7DxPfbMS/xq7CsPnufu/ccu8UZVk9dhvwis3R1HvH5TwxnWsbfOv9rcA3BppFmGmLWV4hG7eplsUov/6yUJc/PxUlz+LPCV9BE13hrY+HZEgKgptKQMlVrSmKEI3q0eFYtO9CEAbgEEAjgEwiBCSsbcIIWRfABfB1JqDmNPLcwB8Yu3yNoBLrc+XWN9h/T6E5Fv/j2AvZk3m1Fih9vg2v2xTHQ75+9fSjlbGNa/PwogFmyJ5h/P8/n9zMzpOiVAjPQOX9XXG6mpX7NRiToL9YE54+zPGl5wTY4x4bbplExmx04xSxymlgZ3STe/O82zjj2BOW1GTWjBtL395URgDsmuzyzfXSbfLbvmdmetw1pMTsXBDjRDL2X394fMyF8DYWJ425Jb3YSMJyJZOl22uw4QV3vY2eonb+Uv6LsRY4dZXWdfMfsumJ0253rPhup+SRMwzuRzQxxyeshko+DGAD5/4bZmpMX/sa2f1Q2xTt37gnrxlgxmX3PnuXaky/y6srPWUY8iR/QE4ISPDsHSTvA3kArFtfj5/ox3t5Y5PFmHg0JH2BEqWcIv1q/xvfuEOZb/wu1/1ygzczk20iWQf1fn4MKp+QrdM8CuKx7zmJcSpR3FBiGZx9vlJtkzTHSX049pdNPNka8qwsy2LyeL8KKjoJZTS2yilZwG4DEA1TBvv8B4pXp4B8DcA7InsDqCGUspqVCWAAdbnAQA2WOVIAai19s8rrFF/F2XuzbXNuGv4oqxi3IaBXzKfv8E0DRgvEQJk2MJIhi+obFv2TkG+jZOyfdxL1Fe/OtMVO5U/x8aaZqmTYFi6FMWRShvYzDsthjAvifIEacT92UH8fY61JlZ+7072CxOw+cNkp4gyD5MJrW47e/Wxc9eZdXZ1VYNL2y/r5zPVKsmWuyMdb/1l2lE+cE0yTfGbt0o9x4iJimTmJWJUBfYuZU2CDWYy/wIV01dvd4U/402S2rg43TFCUJyIefqqKEmAVKjGgC7W0jVPPsNcmyEDnQuI5eHvUTShSVvPpWdJwjo2uKCXvzg9MMxlVJiGln9OhkE9K0uA065ksOLzTqOqGNnm/v6a7plrdmA4F9+cSDTGfN+l2u6niOD7k+P2MyPMdCuOS8cP3mwKcPrBhGQ1jL83tn+U1eLLXpweel+eQpeJUobha7Knwk9xkEvCmpf8kRDyIYAFMDXQbwC4IJMLEkIuBrCNUsqrGqXmmiF+4897IyGklBBSWlUVzXZPWk7r73dR033PZ0vw/uwN+DaiDWRUshoQrYaxrS57m/vNtc1SjV8Qfpn2RGEubDUKipc7d51p57h0k9cjvUtRHMk0RWNbGsWJGBIxEqoTjiSkSgQw+X7UrSmUPCu/88g13c7Gt6dXAJDXIX4wOveo/gHl9G6TaaZkbzoei9llYGYmgHzC0OLniGmbB3h/ClpVCHoXYjSGsLanrmtIzEtEu2X7PUhOzw6V2fKr+OWrs3D+M1Ps7xu4MIrukIGm1lAUutl9+iWHCoINvv+buc41yZBqjfMqdANNLkdRim11LSi3FAd8fRfDabI2I9Ma+yFOqljkEt4xNSyLK2txwj/H4rP5la56tE4SGhOAraWUwZ6D+d6td+xTr2Tt4/nxZfhKkcUyJrQXQBDCFO/ZV+jm2j5b2ZSVmYDY1z18r54ATNv1o+4bjQqrf+H7c/4UrNzZxqreFUhz0YaiKDsKLXpJVwD/BnAEpXQIpfRBy7kyE04H8FNCSAWAD2CalTwDoA8hhAU33hcAaxWVAPYDAOv33gB2QIBS+gqldDCldHC/fv0yLJoDEWaa7c0LE8tx9pMTO+Ta7XXP2WRBY4PqmU9k9oyO3Nuxdbzw2SlSjR+P1LGPa52iUHnnp4vxzLhVyuNZghNRmAnqMyevNCdCsiySXSyNX2sqjZJEDIk48TzjTTXNkugl0cxLwtSQxZzTjzLRhM95xN+21rVgMRf66mvLBEI8d4ozPQCAn5+4b2BZRZjm7KtFmzB+uXoyZmufDOoqr+x+G1vVQje/91bBmZa3n5eFhAuauG5vaLP2M79nYq9oUO8bF4VuvwGL/TZpZZXtkBcGPioL/0hdNt0xgqJ4zDNRcjTdma/W8XIqc2KjVL7ClU/lDKUUD49azn0HTn5kPH7078nWtZ19xfcrhhMMW8qtdS1YuskxV2GOztPKt9v71DYnMXdd8PtkJlvTyqtd8a+Zv4RIry5mxB5ZXXrUeg5Tyrfb/jB+QreseXy+YBP+yCXYcuNd3eDLoWpufnMaPnGTNU9HMk09GlXCOVKeP8gMC/mTY/ZxTbj4/vy/3zo+BQutvlHlcN3RjF6yGaOXyBMI5RreFC/KSrhtulQImm5K6ZOU0lmc+UfGUErvopTuSykdCOAqABMopb8CMBFmunkAuB7ACOvzF9Z3WL9PoO1gyR/kUJFvnhyzEuuqw2WI6qykOQnTT2ssQyaAROHEA5xEEjt90rn7EVSEN6dVcFnL3Fz4rKnF85h+B9S3rsXmvLQlmfYkIulSFEfKoJb3dgxFMbcGkFKK0x6TzJUjVPF3Zq3D1hCrC26hW/6s/G5VHNzOeHwC7v/CCX82c80OVNW3eoSdd2aucx3LQu5FgWlk//jefHzsE3KKaQ9bkml3eSX31dSm7jr5WxDDmSViThd95qF7AABO45wD/YRuPtoBG1D6ZpDu2YzT7d4mhuhj5WCCBG+ewBfxipfliTp4gkwCxOglJRLzEjYpzzTZEeDuk4LSwOdD6P7npYOsc7szDYpXcmVDFdqZremO2F1e9uJ0XPTcVMxY406aU1LkmNb88b15+NlLM5TZLmubk3h96lp7Qso7CgJqLaTfiggT/pvb0vYqll8bj5o9URanW2lewq5B/R0p+TZtr8BI4u4TOHWfafHF1QC+Tct8RUorwid/8iOXpqXz1+/EH96Zhz+8k2M/KgVprr+KsppuhyEN7/6QEXk+fSTuBHA7IaQcps3269b21wHsbm2/HcDQ9iiMX4an7wr5vndpOLuQ1+SXSzOZGLUq0karkHXeMUIwe+0O5Qy+tjmJMisSxA3DSnHw3U6kFJZ1UBX+SwVb2m5LGXjTMrFglBTF0ZYyLO/tuKnp5oSOSSvl5kJRBIZp5dX4Qwgn1L9/tgR11hK17P0EdYaihlK2bLqossYjnD/w5TLX/fQo8c8MKiubLKuibNLAtNLvzlrvqrf89a8+eT8AjrZr8qoq/ODJia64387+1GO6wEe3ScQJDtmzB3br5gjOfqtFvDaaCTiy5/H1Yp+sefBq8s37kQvdtc1JLKqswdEPfGOf15tlz3+SKxO6REdKPk63aV7ivgbvgJopvFAUJLPmo6t0YrRTl5+AWGf577d+sACvcv4FrP1n6qM0b91OnPrIePs7v3K0psp0xJNmiAVw7+dL8M+vltmO46Ym1ymAavLuZ6PtTCII7vjx4QCA3XuUKPeP+vpljpT85Is/nSsjpU8F4QVYZpKWTBueOmWmgXdrW8U403d8sggjfbJcdiny+htkwlWvzFT+FqUOra5qcNmOP/DF0oz9W8Ly0/9Ms/urKGXNZjUwCh0qdFNKJ1FKL7Y+r6GUnkwpPYRSegWltNXa3mJ9P8T6fY3/WXPDd9mmO982TYxcDYiZvKIWSccetTMgMFPs+s3gNwkZ8TzXFE09AuYCTCj7bP5GjwDVoySO1lTa1nQn4jHXcuOvFclBvl6yBQOHjvSYNqioV2i2VBjUW6dMwUl9TBgNJW9mwON33ndnrcNrU9b47jv0U3+7esYx+/YGYIal48vBn3LDDlNDyX5/4IulqKhuwkYuBCFfBrHD54VwAoJEjLgG8bBtKGVror2/TeFMBmSkqVfTvUkI0cffP4u0MG21eV5RSHxtylrf682QpCSfzE0Y+YyUMUKQphRpg7qEv1gObLr5d8E+zt+wE49IYrZnMk6Ub6t31UURZr5kJseR1y/Au4T+NGfWlpZE/InCU9+scuUPqG5wnrETIUJ+7+x98O+A3/WRUcvFQwCohe5nxq2yTVXiMadt+LWBqAqZQE23JCHNv8aukgr3cclEh5mrJ9NeNU5Da0o5geHxS1CUSWZMGX7OrFEQM6K+Nb0i7wm0mpPpjDTd7SXrFZKmu6DIxPs1H+R7VtiRZGN/5tLiZaTp9trY+p0nrMNaVPzC97WlDLw5ba3LeYaZ1dQ2J7F/326uY7uXJJBMUzS1plCciKEoRiI51pRtbcCpB/XN5DZ8kT3XZNrwXfoNY++fNqinU71g0F729f52/uGe9/L3z5bgoZHywf6io/cGoLY1FWFa6O4lCUxYsc3ezt9vtTWIsk0yTRp/B+Kz4kNKEmIO5Pw9hx1UpvsI1kF1W0wDD5iJdL5dVWVr7PlyPPWNKfSpIoiUB6QTl60cPTu+zP7sDhno2BnzQhxrJ2mfZfKgZydr02JkF5sMuunLXpyOh0YuV/bxvNDNl9Xrk+H+LrMBzpWp76dcLO2g2NCi1paAuOqRSvhSTf6fGefUgXiMoMjSGt/z+RLbR0Yk6tDghAFUP2973wDFjxj2D3Cbl8he+7jlZj/il2XWjyjOypkSxWRHtmejj6ldrmDtJZO45WE13TcMK8VN70Y3mdFCtwLZjLcjSHagY0QybWDFlvzFbJXZIoZ93LxzSiZhA7+RxAOP6tiZi9BCfpd8a/paPPjlMlfEAH6iItrddbfsvetako6mO2InzHc4ufJnSBtep6Fk2qs95blruKNtVpUjZXi15WwJ++QD++KmHxziXhqWacW5z0U+mrsoPgf8Zdg1bbtW+zTUs494LOCO5EAIsVYvogvd47lJgaTEvsfymu7fn32Qvf26N2bjkZHLUba1HudwCZqYwFBmCahiEYPqJH9PMlOUtrThEujYE9rOZQ9mmm6/Nu1nxsDOHZa/fboo9L4MJiiq+nj27g3DPQ7xpj3rqhs9Y5Qsjr1dx7hd21JGVmndVWPkZ/MrMXDoSDsCCq98Vb2OxQ+cZ39+x0r57vf4Y4SgF2fLrYq0FdWmm5WV90kJcpIG5H0Lsw2WObryJlIy/JLyPTu+TGlHH1Snc0GUYUG2YpnNCndY2OTD70rDZlRg4NCR9jjqrJ6591tcWSuNaT522VaMWhzdOVQL3QrsDreDFc3ZOAJlCrv1h0Yux/nPTHGF68ol/ICYjfgaVTa8WxGWzy+JiewSuTD9EgcF3oa3uc3sDF6dstbWKLJO9aSBu3k6WJaFq7E1bdt0R1lejxH3s8xV3/j1Eq8NYn1LMnTTUml9Hh653NOBj1q8BWmD2h0n/47qJNkb+fsdsJuZUCWssyEbNMVqwA+mzPHM1nRLVtBseYh6B3V3hBxT+8nfc9TVIllbCWo/fDSAa045wPXbmu2NSgGBhUoT7ylo9YW/P5ZllKct5Uy2YoSgmzXZ5KPbMC2jn+YvUOiOMDoyf4lTDuyL/3faQPTs4u9LAHhjqE8v327HsAcc+19DMO/hTRDOfnISDIOia1EcM+8aAgC49lTnHdmabskjv/+LJTjv6W+lPgxhcFYy3NtZfWA5B9h9ijbdjESMoGeXIjx71XEAgPOOMiN3bK9XrzglYsTlvKh63lF1Vqx93vbhQkxaaU5UVX0i3+5lNdqOGMOdIGGHOcyuc/3e/WOk2/OdWyMMlFIMn1dp+xf5MXfdTpz4z7EZa/ZVsJwAfn3bU2NWAoA9gVFFL/nJf6bih09NylnZtNCtoFA03R0hdDPY8l91CDuzTOAHV/YxqmbCPDbaMe/NWi/dzmvKNuxowjdLw89iM5W/xUGB12yWWKmsN9Y048R/jgMA2zSCEOIJk8YGoeZkGiVFZvSSSJpuYVDMlab7g9kbPMLx0k11oc+v6ri3SaKXAMCcip3Okjb3YlSTLcY1lrBy0oFeExtCmFe8RAsuvHx+j18MNh0pKRXix7psdNWabn4AiFnmJZnYdPsRaF7C2RR3K3Y7arH7knHi/rtJz79sUx1O/OdY1CkcKnk79sWVtR5t7Lb6VluYjscIulplqm5ss5eIWRr4J0avRHWD3GGvNe0TOx3RIyoB5vtKxEgos0A7oYm17y9fm4UbhjmhS4s4m2B+Nc8brtF8Dnv17oLduhW5nnfK1vi5V1wAYNYaM9xfVB8Np/zmX/H9szGLCbB8W5S1V9ZvXXLcAMRjBPGYObH4sFSdoVeMO961KI60QXHTu3OxqNLJ25fN+M0mcco+0bUqqC6jTNNd09SWl0AFKqG7tGIHPoqY8VilTQ8q9tdLtuD2jxbiPxPLAycBz44vQ3VjG+atz40NOcOZbKtLGxfeT9B49OCXS31/D8t3Uuh+d9Y6TC3bjjkVO/DG1LXSfcSMUGFoTaUjL+cHwS89Ti3bjvk5rpxy3B2a2Kk+PnoFDrxrZMZnl4XzYgJRJh1RrjSy/FL2hc9NwY0BUTpcZgQZXtPPhpd3imloTbkG8q11LR5hlNXZxtYUShJxrNxaL43n7Qdfmlw91zXbGz2CQq8uRaGfmSxZDeOOT+TL+mw85AWncRKTIl4IKbEyDaomZQffPQr3jljiHKu4Af49MQFyU20zDr57lJ0JlZ9sybTe9n3wnwlBnBCX/arYNl+bsibnS8xpwylXV0Honlq+HSMV0U/YyoFYx7fUtaC6sQ0j5stXlk4/ZA/7c31LyuXUVZyI4b1Z62yHvj16FLue0a1WhkP+itvqo0fJADJbyYrFzP4tjKmanbpbMWbsZ/lspAVHSlnkGHaueMztPO2n6RZtrqOisulmddLuvgJsn/nVvTgheGHiarzq42AKuPtJds3KnU0YtXiLKwa331vghSwn5KXzO1slDKfpVk8m2POpa0naKe7XbG/0VTA98bNjfErupm/3YhzUrzsAdZ3++cszIptA8X4UUWCT3OqG1kAbc5plHVQhmozIEH1OnNVIZx9+FejNaRXYVp/ZqpDrulmfoRPy98+W4JrXZ+GKl2fgH18tk+7jaLq9v137+iycLol3fPg9o3H5S5mlVlXBzxSveX1Wxqlbo+CJ9So0nJcmrQalUDqvBBG3NTzeBpmJnJcrG7EGLoFJvRDuTjZYTClz7AgzmWwNfmgcLn5+qmtbER+tQngRa7Y32gPZuuomjy0oHze6RJY1L4CyrQ2ugSifqzxi9BI/p/tWv2yOCmSa7vO+t5dnP74M3UscgfKa12a59mM+AO/MXI9k2sCFz06xU26LGlH+qbH7GjajQtjHq92m1Dt4i+YlM9ZUu1YJxLr/0MjleG2qWmCRvdGg1SWDMy+RpUBXHkfdf0XiCvsNlzNx2sA/vnT66LaUge0NbfbSf0ki7gpj9+XCTZ5rFsXl1+EFlCtfnoEvFrqzFGbisxEjBLEYCdV2WL2RCejXnLq/3YbFkIFijHQ+TnRR3O08Ldp0ywTIqAEvmtpSuOPjhXZkisdHu6O5sDErJmi635+9QW5e4vJbMP++NGm1Zz+eS44bAMDM2Aiobff9tJd822FRUcT2Jjmjp6zCZhvRkfK8f3+LUmsC2bNLwlfB9H0uFn8YWPjGthyujG+ulQuYsme6ams9hltOtuxdJGJEOglw+7yYf3MrcgM7G5PKsjJs5Z/BBHS2r1Oak7lwmUBuLA++k0J3GJxkCN6HPKVsOzbWNOOD2V6N2KJKb3rubEilKbbVt9hpePNJSzKNBRtqPNtVmka/hB9+OJXd+2yrFFopP3JlBiGLaOKnZX2QEwYysdHbLln2LuEEhH8KE8LmtjQGH+CYPoi3vU/vLgDMMvulUlZx/xdLUdMkzwLIc1j/HspzDL/pNEwbek7gtRZsqHENVP16qmPttkSMqQ7wS9vOtn36dLE/M9MG/hbjhNia6alCtA9+gK5uaMOyzXX2ACrCV2tW1yt3uiM1uFdJvAK4eB/iZ9Z2ZG2orjl6SMfLX5ym/N10pDS1qVHSibN2qRJAnxjjDb0HeAe20yQCCItwEY8RXGBFnZFdG1DbvX9UWonXpqwBpRSzK3bgTxL78agw85IwigD23lWOu7z9P/8MZeYlTLDdXNuCT+ZW2s8nH5ru92dvwMdzK+2wkVPK5G1F9t5l5eATQIUpyze3nWULpY9ZGmG10K0+D38Ma/fuhEjec6he67LN3oADYshAPvQipd6y/fW8w+zPzLQwDLyN/6w11Tlb6Zqzdgd2hjQtPe/pb3H7RwsBOO8/EfcmrRJhbSDXmu6/fLzQOr8accU9jBiRCwWfFroVsCrQ1JbGNa/NwhqJ0Luw0iug5ppk2sApj4zHEC46QL649/MluPSFabYDDKOpTa5pjJpghmE7k0g6h7COYRcf4wy0Qe3gkVHL8Yv/ejPhiYO5zBmnTbCJVJErB5ZEnGDg0JEYONRrvpM0DNu2s5dQ1kUPnIf+vTihOxbDbT8yO/EoHQUzfwDU96wMmwaz3YTJFvrs+DIhKoB630w03UTyiR+MHpXEWiZErpkRCVpF4AU+JjiJ2WVl2h5A4kjpKp/z+ckxK1G5syk3gwAB5q1X92V3DV+M+paUXZbzJSsGMhwNvryMNYpMsE2CUCmLvMLekyousduu2X39351xIADg5cmr8dDI5Z4JEUM0YQhDjJgChEGDlQGOH4sXQpwJYzJluLSO4itPU+rRVjN/FNumm2m6uX1UxfvVKfv7l1tS59yTHPdkwpWFUuFIyQgzpzusf0/PsW9NW2tv40N++vcrnBkOSyLEXZ+FKFRFL+EFdFkYUtG8hCdteHMM8BPaRCyGQQN6qQuvYM32RmX886hsqWvBz1/2rqwH9TjsvYv+J4zmZBrTrRj+bLjPVz4avybILpkyKD4u3WBPXggx240shn4uxnktdMN8wKLWls28ppRVYWr5dmlF3r9v9/yXzfAPrZZLRlsd9dJN7ll7c1KuOctEGAKc5V6Zdjistzm/ZBy0lPvKt2swa+0OUEpdTlVPXnGsa78aiQc1m1gEvYNcCd1+p0kb1B7Q2tKGa/Dr1aUIa7iwRkVxYjuTiTagYVENWH7CiLm8Hu78bsFT/YB5s5+wyKKX8AK1bb/PXTfTvBIeR8qQ9yXu48376NZu83X+lW/X4P/emedrOyyrk7LihHEYHLl4s7N6EPL9GpSiuS3tqpdBfDK3Evd+viRwv4XWimLcmsBffbJbUOT9M0S7UjHr55lPTAQgE+Cjd7xxLqqGLXQaVOqUxvotqXMunDFIZQJpn8egHk3hvSOW4pulW+z6sbMp6TFLUfWb4rMMA18N2X2zawe1h6IEJ3RHbITsvieurLLLUM9FKfJTlvCZHdlYJjMpUk2QgwRFv1wfBvWWjK9/cULww8P39L+AgremV2R0nIzVVd62G9SlpTihW9Z3X/HyDPzy1Vko39Zgy11hhO73Z6+PHGmntjmJz+ZXSn9jt1FR3Yg7PlmEhy0ZjwAYNmOddCKVNiiWbKzFJS+oVwaD0EI3gD99MB9H3ecOwcPqP+tAZbZSs9d6M6flmsuyeLlRqZeEVAOApRvlsbozWfYHnM5FKhSEHOj4Rjr4oXEYscB0yvrNW3NcWg+eA+8ahVs/MB2tDurXHQP6dHX9PmLBJs8xrDMOEp5ytaTnN4FIpamdYa41ZXie1DfLnGgrRfGYnRI4c6FbXha/MhISTtMNhNO6AUD5tuimVWzw5EvCazxZ3aWSY2Tw4ck8gjGcdO8x4n4+ocwMfIQSXgYRNezNybTy/De/O88OiZULWpJpuyw/O2Ff/50tKICb3p3rG4qTZ8SCjfirtSwcFtaX8KtWLcm0LZQDXgiB8MUAACAASURBVE23Sjsu2n5nouyg1Gs+9/Co5fje/WM87ZC35RchhIRech+3fKt037emV7icSN+dtU7qs8HX1+euPh6DBvQOdV0e/hxstZLVzWWcEkdWXYv4WVzEZ86PF2lOY8OEs7AraKz/Fp/irR/M901e5YefptswHTiE/TmH0ngmsXMKA9u8JEY8JpI8v3t7jt1OV2z2jxe/ta4Fdw1fjN++Xarc54Ddu0m33/ahvE9hr0W2Yl+jSJCWTFM8PnqFnXU3E7TQDdgBzmXLwszeLJU2MHfdThx572h7n4kr5QH5/ViwoSbSC2tUmHbkGpn5TBDZarplns1h+zSxS3p67CrUtyQxYcU2PMDZWotLobbNuM91ePt5tgQZJDvlKhOY33nMDIzmZ0q9gv5JnL13gtd0ZzghoIrD/JIRxYg7fq7v+Xnh1OecmaQ2djTdzrH8JC9q3eW1+34TMEMYS1X1xpXNjtvujV7Ca7rdz0HMVMh4efJqjFy82ddkJCqtScMuy5Aj+6PisYsCj6HUv4/83j7u5fPp5W4lxuGcGYEKVtd4oVP0CxGdnFUOnKIfRCYLjCmD2nWF1bdP5pqaNtXkVy50AyTk6Ly9oU26SjN9dTVmr92hPC7I0VXFcEnUGZfQnXabl6zkQj76hQxU/c7j50/Cr/qwCCZ+bfXAPZyVarvfFZ7jiAWblMmrgsYqx6ZbvqIrKphETXe+QvVmy8aaZkxYoY6KxWu6/ajgTO6CVnPYOVXhPwGzDxBXsfxgz1/WLlUrLinDQK8uRdLfwqKFbg5e4HFCMDla2Zcnr/Y4sUTl0hemhVqaCKPkWF3VgDERYkn7cY6PzbiskwVyYNMtETBn+QwSPGKbqKhuwtEPfOPZ76XJbi94JtyJHcJlxw+wNd/zOWElrHlJWyo7G6DPbjoNfboVeezcT9i/D575hZk0ImkYLm2O2Fnc+qND7c9F8ZgdAk/mIBoG1apD0LMIG/XBJZxGNJMIxqvp5hMFOdFpwp2NF2492UyJ23EuyIZVvK57f8+pbTxROGgGyXEk7zTM6pJBac5DDCzdVOeqw6Lz2FOC+ZcMphRxhXoT6ouYIEplHSWaTWWi6TYotQf+X785B6UVO5yU9cp4GDLzEhLp+mHMMmKESCd4bjvlYJZLnAZdNvSCTTePrLryfXFQdmE/fxJ+RaPKEs78+pXtDY5Q6zeWqSbFQRMEdluyexYTHgHudxiPEbyrCF0ahnxmfbz+jdn4zVtyjTOlTi6DXDtHAv4TYYNS7B4ysRngvEsxTr3fam0yTdGra3DiKz+00M3Baw7FkGPtkbqUJ0i7t2BDDYb8azJ+HxBLOhfsUMy4WzLUdPPmJbXNSU/H+Oy4Mtw/wt+uM2yD5lcVBvTpaneUCWGALY478W15jWKrIqueSLY23fvu1g27dy/22NPPW19jx2BNp6lLm8Oe/4S/nA0A6ME5VyZijqZ7c21LRhFeMqny0TTd4a4ls60Lwo7TzRWF13g2t6XNASKkPpMXBvgU9Qy+/K76rDh9JiEDxVOpNN1RCVM1KKLbvId5tnzUB7EcYkxwGaxMfNlEO/dkynC1T5WmW9SSZZKoK5Wm9uSodN1O3DCs1Hm/ivPJXiEhQO+u4TVqzBn0zV+fpNxHfH8selIuoj99JlHMyATommbvWOLSdGfRjfIrHCxtt1/z4E0ImMJNVsVVgnbQU7Nt+xXmJeLWhCB0Z4NqJS9Xkb5U/G/mOi4qTrRjBw4diXMUmR/ZqfyKT2m4PsPe3/q7XRIxTTWJTRsUPQVN9xUvT49kAqmFbo7WlIGxy7aiuqHVm9oZmWk+MiWo0V3KacuzbUhLNgaHOXTivDrXylTTzQal1qSBYx/8Bn/9xG1z9fS4VXh7xjrfc4Rx5ho4dKRLK7mxptkTt9YuU4JgZ1MSTW0pVwgrNhELesJRNY4ixfEY4jFiZwHlYXWhdN1Ol5DVmjRACHBQP3PJtVuR0+Ek4jH7Of/qtVkZhTQ0OK1FWKLZdHPmJVkKjycPdGeRlDWfKWXb7YFt5dZ6vGNpkhIxEmgu4Vc+AtGO2/lNNVnjw6yxPT6eW4kZq90mFvyqwfrqJvz7ymNdx+VC6A5zCkqpR1PLVmByhfisggbQRMwJq6cyIwLMtslrQVWaKjGJTpSqf9VJpk1/2qAu4b2xNW23oba0IW1Psm2fW0IsCwMaFj/nu3hMrj1fucUrMPDC+x49SjD8ptN8r3vX8MV48MulLiWHrG7+8tVZnm2JCJpukb16Oc/n12/N8fzupyyp43yYWJ2Rr9IpBO1ATTdR7iaLbsOP+TECHLKn2pQmCJW/Vb51hw+PXM4lmYk+cVizvVGa8yLMqQxKlSZp8og75l9RqUigVhztaGzzTIbnVOzEixPLgwtoscsL3U1tqdCCw47GNtwwrBS/ebvUI9SZp2g/qTus4AJkb0+8RRIEv3fXIjx39fH2d9aB8mGWMtZ0W5pkFoowrKMVTyYNGnBCt4mNKhGLoS1l4OSHx7saOLOHDqpDySzNS2IxtfaeCc8vT17tGsja0oZLDOK19ws31Lhm6/d/ERwRQoTS6J20Gcs57AWcj1EHW5F3bzjFXQ54B7yG1pTrGX8ytzJnE2m+U+fvRfX8nuScHPm69XGp29PercE1XPW2NWngsa/lsa4ZfGjJtGhwzq4fol+j8A58lx4/wPeYMG2Cd94Wl9O7BNhn8hptPoycKHAk0+4VjeP32016PlFIDFs17vjx4TjxAPOcaeoWupOG4/D8wycn4S8feZ26ZNdh9rzxDOLtq1D1mW/PqMD+VvbLk6zJ6w8P3xMj/3QGAFMoPmF/+TPjeXNaBa6QhGYNgu+ngiaRd11whOv7nr38JyV+7fs5LuOiypFSPEcUTbfT18g13eKt8pMPQgge+Mn3Aq6gRqXpzkQ5JAtfC8gF2daUwSVdIp5gBWFQBXQA1H2VmZG0Wek3IR9fqPQ3UXF0zalONJ8/fzgf3STKgCjyyC4tdLck0zjqvjH499hVofZnL3t9daM3y5zEBsvctwlPjF6BM5/wZqj0o1YRo5Yh2iH6kW2WJFl9iccIfnrsPvb3G4aZNly8gL+tLloiG8OguPb1WVhiRUPJVGgHgpeugrJlikvJ7Lt4HLOhptR/tp3txCcRiymF7rgwKLEoFm0pQ3nM5FVVro7j/dkbIpdpc21zRprUsBNGPpRctqs14nNggr94Vn63hRtqpMJkVAiRm5fEAzITsqgOLucs8dxcP5SIx1yrMCydun/Z1Bpg5UVlu9DoJt1Pjwvud+/53Guqw0iEnr2ZTnF/tnwafiZkBU6mDVc9PmqfcPGPVQ50IoQ4/YfpSOk8KXPiah7c2JbG8Pkb8e9v3FFlfLPm5dAuVtVXlCRiOOPQPbBHjxLsxWnWe5aYGr0opg6ZtOMo93jjWQdFOjcTqL657Sy8/ZuTlfvZ5iWSovCKprB1AuCjl0jKZXjFR/E5R6j+AICu3EqnUtOdG39/AGpFCR8CNZNgC7KxVKZE4WHJzFSO27JxzPZpkPzGTwQfuvRoPHr50QDUzzWKKc0uLXSz2KjPTwin+p+7znTiI4R4slFRyMems56ciBcnrcaGHfIECyo+X7ARA4eOxP9mys0oogg7ssr/5w/m42XBiTAKrIO+yEpCM3FlFZraUkKs42iZ7xraUq5l9aCQg9kIYoPuH+P7u+g0xWsZXE5B1oTGoNR3cMjWppuP78tz+fEDXIPl5toWOxRgW8pQCowv/uqErB1Zhs1YF2jLLkJp+EGanwxnayYhXtLppL1aDB5TmMxesOHbIPtc/vAFvs9vxEJzhUcW9uyZXxyH+fee6ypvcTwWOdMo/1xUdTTsk5fVpxE3nx6pPCJbrYm7LPNd2OgdjD4KG+hU2qtVjIrf4QTEXo0yBPMSwNvPPTehHLPWOGZEfk0satxqPxIxItUUnjywr7QMfXuYTmm/tZIJhSGT53zWYf1C7xt1hZO1v/37dvNt5Ulb0+3d6+Lnp9qf3RPkIPMS7zGu8/iYl6jK4sefOUf6ZNqQ+gRkawbJo+qz2TOft64mo7DCMrPVbOeeUqHb5zexm2UKyJ8cu4+0jkcZa3dpoZsfCKcJaZ1lPGJlqYsRp3E7NsC5LduGHaaZA7/ExRNFCJHN1D5fsClw6RkA/vjePGnsSyaTnnKgYyv7t08WuWb9mYYMZExe5R9y0a/BZvs+2MA4/KbTMO72s1yRIW5+b5792U5gAf+Gla3QGI8R6QD7+M+P8di4MQdJ07xEXqZD9uyRtTOOuQQa7b4ICT8w8hO4bIUizzXZgCfsJ32HOZBrXPGPrZshhPiuQrH9ZIlFenZJYLfuxa7BJhEjkcMnujXdcjEh9DuWXPrY/fpEKo/Ib884EI2tKazb0eT5LeqkMa4IS5I0nERSAxWxfBmqiX7QM2L9R9qgKI4HO3P9jutzZWd+73emuVQm4TJVqAR40yeEegSbHiUJVDx2EX4TQejOpB+85ZxDIh8TFvbaYoT4Cpx+SaZ4DAp8OGc9lmysDeyzYramW25eIm4V33VUQfP3Zx+M/157IgB13ohcarpVz4xtHrd8a0YywkuTV6MiQkItACgKaCeysrK2Liotv16yxbN/95IE+vUsQY+SuLSPiLIqsWsL3dyDixaH2hFlmLkBRXSnMj9Y0XLRpQZ1dA98sVQZWvArLisXD9Pq8ku8Xy3a7GrMrRHjP4v3GhSv3M9EJOqbEB0sWDi9E/bfDYfs2dMTA5nB5N2gkGlRhVORGAE2CU6Ux+7XxxX6j8E03cm0WtPdu2sRjtgrOM6xH4YRXUPIL3EGkauEQjIcJyZB0819Prhfd2W0kCP3Dp+CmYC4BrO04QgwP+FMtET4mOsMu18gzrkZMULsdx+WMJpuPinUEz87RnmuMH3VFSeGS5zDeGnSahz/j7Eux/Ao1+PZIBHcAabpNh/sr0/3FyBdgWdcn9UNgRAn4lHaoMq+xFWmgLFpH8sWNpPVKt7Zloea4XE83P7RAkxfXd0hyVhKErGM/XMYT/xcXWfZZCtGgDMPVWvU0/ZE2f9ab8+owJ2fLsbFz08NVPzYfZDieuLx4spxJk+FKZOSCqfdfGm6e5aYviP79O7i2s478O8VYH/PeH/2eo9vgNo63kSMRuZXVgD4YuEm7LRMfGVKy/dme8M1liRiaE0aymRWYWl3oZsQsh8hZCIhZDkhZCkh5FZre19CyFhCSJn1dzdrOyGEPEcIKSeELCKEnBD2Wq5IDxEG+O2SAOxmMPvcYcduVbyrPXuWKI9dLXTSQU5ob02viBxakM3S00IjdQndEZeOonaufpkUo8q4gwe6HYHE7H6qRmt3UtTfbitbTTchxBXyao8eJXjbiiCwv6CdY8uGybRXO8Xvs1uEmKUy0jT6fXUvCR/DNNuVEj/sTloofowQezLSkjQbNZEcF0Zwso8hXvMSdnQ/n3bsrKLw5iWOllz8LRbzP5+8bM59+E1yjtuvD045sC9+PGivUOdScbHPJEOFyh8iRggeu/xo/OHsg/F/PzjYkxhF7CPF+7vhTFPAbk2lHeeuQI0YZ78rCesog8AxV0sZBopCJOjg8z384Z15niQ2bJUqk9WqyxUZQ+8bsVS6vTVlYF11U9ZL+JkQ9pqH9+/pcgrmuXLwfvbnQ/fsgd+cfqD9Pli7jBHTBEiliKhvCRdwgU8dH2ReEldM/M1t3uPFyFWZTEbYfavaek2zvy8ZzwU+fQHgHhtOsByJkwZVTu5vO/dQ6XYZDaLpqo+pDhDcTsRx7BEuDK1siGOyzfH7Oyt5LM69TMFW6DbdKQB/oZQeCeBUADcTQo4CMBTAeErpoQDGW98B4AIAh1r/bgTwUtgLqWZcQZx56B6ebcs212FShAyUDa0pX6FxgaXlVZkHDNy9u3Q7AE+qZMMwo7T85aOFypjaYbnkOHPQrLFmgV8KmnBX6twcZWFU4a89jiYM3il4vXuEbkWr4VMl+9nYra6KthwWxAWD9kKfbo7QzNKMA47QnUp7HSl/ecr+GNCna2SNqIxFlTWRVndOPagv9ugRXiiMulLC+PuFR+LogFTVtk+GZPt53zMHEzbI8Y/wlnPMgSHKsj6lXvOSMBrKFOeky7CFbus732/1KElE1nwSANeeeoB1Lrn2i1GciHl8HXjCPBLVMm8mwiMhwFUn74+hFxyBO88/At/cdrbr916CzapYny45zoyu0pI0QscO5scMVdQKGUzQNqjXXyQMYsIZNjkQ3zebSGRCczIdaJve3oStz2NuOwsL7z8vcL812xvRtThmC9thJ1v/mViOw+8ZHW31LdC8xNpNsl9aEpghW/MSwHmeikBFkfywghIB8hNU1j6SaUNpUudJ7pXFtb3njiZ0G4KSRITd239+6eh4Y0Qedcb8rYA13ZTSzZTSedbnegDLAQwAcAmAt63d3gZwqfX5EgDDqMlMAH0IIXv7X8O0yy3jslfJGtOzV8njzB7cr0dWWu20QTHo/jH4oSLQO+AI3WrnJnUJ5gvpnWubk/h0biU+nVeJf491e8ZHXcKvs2bCzLRDFG7asrDpjmqe46dl5U/FBOhfDN4Pu3WTO1OJqVvvuvBI13eVUMCbALSnJkgMS8R3WOy3tjT1DJMPXzoIU+/8YU7KsK66KZKm+8KjfZulB1ndfPW6wYHH3XDWQfjyljPs7+9a9q89OU2Y7QAtFJ8QgluHOBoX8e5uO/cwVDx2UaTIGRTuJDUpQ70C4TrOLiMv6DmaOcBtrnPbuYdFTjgRIwTfP3h3AP6KBwrz2fg5aobRvKnaUSZNJ2ggaxLMz64/7QDX9y5F5iSiqS1tD7JBkTJSCqF7zFJ12mvTvMTRdEdJRc0QFTSsnOLj5ONwDzlCHZPb7zcVHaLp9vlNdAQMU//Shunwzudj4J+hX51qSxuuiEpBBPWM8QCbboMCZxziKPh+d6Y7MkuY1yGOd47zprx0Yc0gH7ns6EAlo2hSZ17X9KGQkUm78CIvf1BfIZrVKJOZWbBxnw9bSgiBQeXPMErT6VCbbkLIQADHA5gFoD+ldDNgCuYAWK8xAAAf76zS2qakqS2FkYs242+fLrK3yYTbUw/aXXp8tqYC91rZFDdL4l+HxaDOUnJQOuSnx67CTGt58p2Z61220ofd83Wk64raotvPPQx3/Phw+zsvKEX1TI76VP06CEqB/r1KUPHYRbj8BLM63HDWQZh377mhzi0u06uFbic5Tq7T2v7oSPnAOPSCI/DnHx3m2sYL3czGO20YnoHIjLyTm3KefVi/SPGzo171AIlTW0/FErIfp1sD1+y7f2RvU2k2KaWudy1L+gJEc4wxO2L+Ow31DlhcalnIQHZ4X85EqFtxsKb74H7uFTJeIPSNsGMJJ2bCGflqX5j3qxLaxWJ/X9H38gRNMPYQ2vBBe7jNTxKxGLoUxdCSTNt9Ont+gwY4Nvv8xIYfgKP0V7ZNN5eRMgqiZq+PJUyJ9Yg3g3uaUxrxK2Gy4xhBZjLtjV87qY1gCsE476j+jgOjYdry823m7MPDR0oJwi/FPOBOjjNp5Tb3sdbqGJ8AqktRHKP+dCZesZwhw3Tje/fuav3tYh3jaLplFTiozIzLAmLwA25BlrUvWXp7RibtwkahRJHxi8H7ebZ5ZTqvSR8Puze+7hCiThhX0DbdDEJIDwCfAvgzpbTOb1fJNs9dE0JuJISUEkJKa2vNDIu89kBmCtElIV+CTysebFjeE5I8ZAKlZnaliscuwgn7+0cIqKxpctmaXSJxSgKAy16Ub+c5X7Dj6l6SwM0/dLzL37UcDIoTMTskY1iiPlJfGQGOsDT0giPx6nWDcXC/7hkLnNUNcrMc3pEy20Hp8Z8d7fqu6oT+cPbBnmx8/L62Vs3HpltFkJ0ez/f26RXtnUUszElCFkkgu4GfNxliQvche/bAn4YcaidpqBOWV1UrGCzLZyiEKC9pI3xdeWL0Cqnznkq4DhK6ZTbsTMPUmjKUgqRBzWdPCMHaRy/C4xKHSlXbOpsL+aZaIRAnNo9cfrR0vzDXA4AHfnKUZ1XEk/AqTtCtOGElSDO3MYHsyz+egfOO6g/AHWotZVBMKavCm9PWhh4DCIjLhjiKPwCjJWm4zFKYeZg48eAnNbzW/pA93bbKmQQ9ydVkPdI1c3y+nl2K7OeStrTJfJv563mHY/xfzlYdHomg2uGYelC8ONEdvteOcCQcc9Q+vWzztzBPJxYz6zJb+bM13YrSGdQ0U5M5vPOOjmGqAi+s8ppulbIsE7MrRtCz5q8p64I8ia9cShLJ/mn3JN3+TOX7F7R5CQAQQopgCtzvUkqHW5u3MrMR6y+bGlYC4Kcu+wLYBAFK6SuU0sGU0sF9+phCKq+1lS1llxTJbz+dZbKZKKjeFeV+C3qhLNlMEKJZiig0n3tU/0ATASbc9+tREjlOd1RVd5B5CXssvbsW4dyj+tuDxjkZLK1+uchTpcwyUKczyXZMEt9jlJk/b+9XnDA/ixkpg1jxz/Px0jUnYvSfzwzct2tR3JNUJNfIzu038F998v64crA6OoYssx0hBLefe5iv1kx2xfsuPspOiBAEhTcNfNhO+MVJq10DpO1gze3DO38FnVYc8KrqW+3Vg7oW9TMQtfOy8quufTdnqhXWdjtMlBu/U11y3AD0F6IhiPsXxWPoWhx3mZewfQghONBaFUgLE6ZrX5+NB79cFrq74lcTzJCB0YfVZNrAof29Ez3xPfD9AP9bUDx6e792zKrsB1vlypWcz7IGFsUJFwSAwhBMveIx4usvFZaeJYkQ0UvMv83JtKftMY2w3/2HeTYxQnD0vr1tXxpe080X78GfmtktzagpFL88ZX/xVJ7nFATff89dv9O6rjriVTbmJbYpnvW9JZnG02NX2Sau7Pdfnz5QOoZsF5RqfD8pmyQwMzM+V4Bj0+3dv6AdKYn5RF4HsJxS+m/upy8AXG99vh7ACG77dVYUk1MB1DIzFBXMHllMmS1SkojZcS15UpJsUflie0Mbapq8Wlb+veZLAfHpPHfK6SgJVfp2Lw7M+igS9anylbu2KYlrX59lR5ahUOsB+Hf6q1P2x2c3nQbAWTKThjVTFC2ddtLAZ6sJEjsyUeie/fchmHHXOdJj67lOmzcXiFImJgzs3cubmvcgwSwhESdIpqPF6Y76dORCt3r/Ry8/Gk/83N/UiiGeWmWipbq7LkVxXHWSd5lSeg7qtm80BdhQh9rHe8rDHT/ij6dj6YM/BhDsENZT8F1oSxvYzXLIlfUzjKWb6lwDR6+uXjMf1ZX545T3LWxXDeqH7ukInn51Wz4p8AqoXYviUvMS/jP//F3xeSN0V0VcRspMltEJ5Bo0MeMov5LQtTiO7taKmNhO+fs8+UDvipK0DO2o6O7f020OkS1MAdTQmsKUMtMW+e3pFWZSMzHTYw4umaYUFP4TLHbd+0YsxYot9a7fTKHY3zk/TDF/cow7WhC7N7E+sEnZ1a/OVI6d/LYwcgDffzOh3y+3Q1bmJRbsPl79dg2eHV+G/81YZ18XMBMtyUp+pRCCUJYbgUdqXgIzw3BQBssgOkLTfTqAawGcQwhZYP27EMBjAM4lhJQBONf6DgCjAKwBUA7gVQA3BV1ga53Xllqe5YjgkD292oWJK7dh6cbasPeTNZcLaYsBtw1xrm2JGWJlK4rHQndIu/codgmCAFC2tR4TV25TOm9GNy9xDvjlazMxpWw7rn5lpn0uVYfNN+5rv38Ajt/fDGf09C+Ow6S//gAPXTbIey1F4diih/k+opVfROz8mcaasWfPLraNnsg2Lpwgu7+tda3RZti2ms+9fdztZ+OO8w53bSuOx5AyjMBkCv17leAkKxxj2Go6++4hAOQJC6I84qMH9PbYsjLEjrGvInyiXz0KKxBQeM1LMm2zMvOSkkTcDsXo975v/uHBLlMwBsvUuLMxGdAGnZN3K05g+T/Od/+quHaQhtx9ZhNVdJiHLwu3uhCmoiTiMXSzNd1W+bjr7m7VCd6PgF/lrI+gVGCnLY7HQoUMlCEzZxFT1os287dYTsHiZIt/D/+64lgM6NMVx+7XJzCdfXvBrpWra7JY818t2oxVVgCFjTXNHvMS85rENi3KFKap9vP98Os/DCOMptv/4Sz/x/n4nRDNhs9PwNcnXkFmltt/0hpmXJE5HYuRnHgyMbuyzy/MgJPWtZm5IJ/3JEzfy698+mm6RYWC6L/D/xaWjoheMpVSSiilx1BKj7P+jaKUVlNKh1BKD7X+7rD2p5TSmymlB1NKj6aUetMnhoAJ4vaM72RzeUW2zLmjsQ1PfbPKsz1frJGEm6OctozViX16d8HlIRwcZFxx4r7Yp7d7OVY2w1PN2MRkIXtY5iXseX46txLnPv0tfv3mHDw/QZ5lM0jmFrUGvCDM7H9Z3MywWnMxhN3APbp7ks0APiltOQeRbLUy4vFRZv6/4LSuxYJHtR9/F6K0mMe4vx+yZw/PSlAiTpBM+Wu6zzuqP96/4VTpxNWPYju8WjRNt8iXt5yBRy+XJ8YQzy1Gg3FdM/wlFdfyhqCKck53Wb3mJTz8gMIPYqsfuRB3/PgI6cDmaGH9Z1Disxf9CpQCdYhlafHQuGIADpvmPowJR1GcoGtxHM1Jr3kJAPy/0wbi4csG4VenHGAnlOGfUdiEaoQQdCsyBfdLjx+QlXAhIo5P4pl/e8aBePiyQa5Y1YDbaTYRJzhy7552qnMV7RkykNWTXF+xOBHDv6x3eXC/HspVp1euG4zSe36EUX8KNrWTwRwh/aLh+K0spanXyVPEE6taoGtxXOJIb5VPeNXFgr9L0HMPGymGPyfgXfU78QAnP0Y2mm7RvKSESwLE/xIjRDlhGLN0CwYOHenJwyJNES9RfsQIAaVyBV3B23R3BMw7nD2v/r1MYcxvMO5IKHU6JCYQdSmO4wDLHi1q3NvmZBqbaltc8WAf4gLEE98VUgAAIABJREFUL37AjIGqqjxi+uS9e3dByqB2XPCvlzgWP7LkQoB8BsxHRhG1Bry2ci9rwmDHrg5pYx02brTKq5vNeCnNXtMthgWL0gn9gAsVxh8XVKaLj/Xa6MsOEVcnErEYkobhG73kDz84GAf162G3qbCDNpvYyTTdvboU4frvHxDqPH6IbhmiAMnIhSEZFbQfoh1pmOPFz6rJL3/esocvtD+z/kCWdc92LAtYtZBdcj4XDSjMRCDsbSdixBMSjm0Pg8o+dMTNp3PniqEkEUNbyonTzQtJiXgMvzrlAMRjxG5T/AQoSvSp3t2KUHrPj3Dn+UegKEToG+bYy/j/7L13mCRXdbD/ng7Tk+PubJjNQRulDdpVzkggiSABAoGxyQiMMcZgY4EBg/HnD3424Ai2AGObD5PBCJANEhISUdIqx9VqVyttzjM7eaa77++Pe6u7urqqw8y0dnZ13ueZZ7qrq24Op84991yR8JXAcr6bk748+PHvZ4qLkErEGU2X8dP9PGq6J+K3vRKuXDOb9fPyjgdMiKbbY0ZzqmgloVKMsSNHKbOCUqfa5o6BL1EM1XiO8vCfgmmw5fGxl62mqyk/D0bFW67ZBu3AC9ykusElaF7i91Lk77P1EfvpyuEF7b3Yei+S/pN8o14YvAMCtwZMfUrtW/IHFYvZeg81L5nOmu4TxdBYhkU3/pg/+Y49WMZrnN7A/9IqfQxXyqH+0aptn8HZe7k0epsF6uKxnCaoPhFj56deGvps2MR137N2o8M/3/F06DPe8mRU4wkOLp52c8fhQf76licKBKiGZLjbt7CmPaetnp//ySUu3YXN0d+2vdg9wd1QepL4xQcvregwBY/gqY+e/fdXfvWMLy2TmyiCLyPVvvm/7AzbRgsHrNJpCtPEhE14wYmpLhHje/fv4Zv37iq6t7KYo/Hi+lZI2CLwiWuKzX8q5XPXWy1X8CTVKM1o1nPbMQmCfrrtMfCVB1puI6WfchqVukSsaEXL61bl7PPDXprafX6Ao/JUiU13MOx4zJ42GaRS/+hRQpvfjCgZ94TNvJlUtEmavT6WzpfR7U8eDL03iBfijOYU8ZhUZN/5kjWFXoSMCX8BLM5nZe3KX9fxmPVgU+4ws3IhR+03mQgFru1KsGlhR4F3nCj+6x1n09VUx2deu67gpd6aek06uUUIVutZ6uUh6kUfnKBXZuip5oCuXLo8Tber//mdDbz1gsWF/dKE9/VyY8slgXrwvxR49RjcSOkP0j8GN1dxcjEUyw518UJNt18zXW7oDcpApYbFUJvusBXaKiaRF4zQ7Wl4v3f/HiDf2EWEJz95JZ++LnyZerJs/j+38ZLP3VX1c35Nt6fdfv8Vp+Umh6jBqqMxWSTM/fPvbMwNAGEN7MfvzR80EtXxPvrS1YF47OT2lz98nJvu2lHgSD/qLbbS3d4efkEmuOkpyr+yx/zOxlBNWhTvfVHhEbXeYJq3pZ784N03VGgDX1flMrR3At9cn913uQEmTMhorAvZJOe77XfPWZAr2Zvu2hEZdrBOKpUzvReBME33ZCXguBPagsurxRrCfD+a9JwcsGO0y8bFt739gsWhj4ft3YsWcMunNliqeU13ab1+WNDim8QqEajbGsJt54vKPxYLzWM5mdt/mEgYfvMUESGViLlj4IvNS/x4WriJnLI7EQ1x2MQdNj5OdBOgf+yLxySn8S9FuRfFqP0mE8GrpnIvgt/5/fP4j7eeVTa885bO4L6PXkEyHssJq5lsNnQj5VRhKG0eUmrFI50xuQOpquGsEDerfgptusPvyUSMTzERPnz1ytxeh3Xz2op+Lwin4ECwvMbZPxaKSE4J4O+bQW8i5cgp29z/ZKC/+pUV5cbIX28/UpiPEm2w0LzEjq1hQ4RquivAr42oT8YLTh6aKlrdBh3vuOlq8G/wak4l2Pmpl/LiNbNzmqCwhtLVVMfanraigxZE8raB9+48WvTcmrn5zhXVYGcHtGfNLm/HQuzWPv/z7UXXIFyTc9qsllxYwV322YLO613zwpra5dDTZhX6uQ3aZWazk49v3Xy77OmZvFSr6f7w1av4zGvW5Q6DgfKdPWrCWRHIr8crN/TwyWvWVnQyW7A8Ki2e0puHKgwkgtyEG+gfwXLwDh+ayBJuEEPxbvhwgTI8c2HmJVHlUMngHsyS319wKaLi9IT26I2U+c9dTXX89kMvKjL/CD4ai5XXSIXxpTdZW9wogvWcSsYY9R0DH9UfvL5Y7Qm+pShlXhDm4i/cFZkE7qus0D7iU5LEPE13OlvS93g11RF2eFI15E5rrIFL0rhP05011Qu2lWBNDUqXWSlh33PdV+r5sKr61rvOLZ2uwAqCl3f/S1gmwvwtGRduuGgp9zmTsr9/3YaC34PPFNh0+0+n9M/bwHfffR43/d6ZU+O9JJdWr78aBkbTfOBbD7k0Rtt0R1HKvKRwFa/EiZRq0109iSloEEEmM5xEbQDJaegCDeVPXnwaP37vhaED/br57fzD620H8jS3UYNvpQ3WWx6q6oAcX5QXLp/Blo9cztoe62P0lvdeyN8E3MGFbnAgb2M9lUPpjGZ7umVLbtkrH7px7qH8E+DZFbjhCi4PXn36HLZ85HLOWWKfrdbLQXMqwavPnFfgzq3cslbURh/v8ievLTTlqMY1ohd3tXbRpSajydapF3awfQfLIb/haHIbZBuScYwJmJcE7P/PWtTJeUu7IoVMvylM8Bj4IJWkNVgfsQoFnEjtem7TW+nfvc+z2+qLzHnCwp5Iqdcn4yX3aQTr2TMvCXMZ6Ce4XF0NYSH++L0X8JU3b458JqwqyvWi/3rH2RWXmV9JkojZw3uCpw0XUUWFeCudEyUoHE4luRfvjCk6Bn6qSCXiZTXVpcxDMsaUVRxNZL+J32Wg//ng2RWC8LGXrc6dfuld8zO/s/jEYD9hmu7gdRG7QmIVhvnwX7KmOu8xQXHFkz++e/9u1v7FT3KKzZhU7+2tlDIi6NHFRJiXVBNn9WcunyLUyg2fn4kM4H7CUpgIbPh54i+vJBmX3PXXn7WgwCTgoy9bXbRpB6KXUb1yKWdz1ZQTujMl7/MTbKr+yXP13NaijYbPHB7kooAdmX8Xcy00GJ5XBX/QGU9jQn7DUyVeFmLWm37BtRnNqdxb+kTf/P3eV8qal5SJ4swF1bn7KwjbPVOteUmpvjfZOs0vLQc1iYXhemmI0vpUilfFhS4Ds/h7r6ed+vT/PhkaRoHrLS+9JeIrR5SZQrmTdsvFGVVOoccil0mjDW/q+2/QJjxvXmK/R6025MxLJqDpDsuHf/UwjNCJPuSSv6+ct3QGzx4pvwIVFkYqaYXuUosd1dRGpfbG5y3tKlrO99IE5VdfJoJf0z0Z952laG9MFngYC01HiTki47kMLBHHRIrGS4+3h0ty14uVDm+NMHfzCCpHojTdxtlxx2NCJmtCzUKhUMlUX8HhWKEKIJ/tdhgiUvXbfFQbDDZxq+k2JTXjlXBKa7r9njGC1MjMq4CREN/glWLNS4qve4OdV+8NdfECLX1Q03PJivBNKL3OvjjoUi4WE/7rHWdz6/svKpk+Tyj3C+/zOkrb/PnbdthEFRzI/+Lmx0qENflj2cPwysUf9njG86kqJX2nrwnshI/SMnuD2WTa4CbniqnchFLKpRUUa1MmM5xU7L2kxG1TpekOjotRtrHlbLr9Lq/CEJGio4+jNm9F5btgEC9rXlKJpruYuEhZ7yVRQnC8RJuHyg45EkImsZCwJisgBc1o6xJW2KzUprusNniKqFTTHSyOiZRPPCa01CfJZE2R6WFhXJWH7X95uWrt7Mj7orzM5FekKo6yYkQkJwCG+emeKsoJzaVturNlXQZG8cU3buLzb9gY+pvXfr/yq51T9oKVf6bwKa/fe/8TvpedsHj85VHJhulS76WlVuqrLdOocTEYTkyKPVXl01V5Qz6lhW7/8cnr5rUV2KFNth9GbdKLOt746OAY6Uy24k0dUadVldOOBtty2DLg/c8d43O3Wj/kPwo5/vy8pTPKbpppCtmZXe7t1d8ww0qhVNn4N1DasCICmSL87eOBXcdyWg0viWFpXTG70E66XF1PxqSp0nbkaeQ9e3IPb4Kt1t1fYRj2f7XzZqnJffI23eE+wIPFVamm7WtvP7ukKZGAOxwnfy3K/j9qMkj7/BvmhcPwe4PXz17cWbSSFZYlu0JTOq/lPBdFVc3CkGO1i+pYKPKPH5bF5VX6fA8SnMzr4jGMyWuwo15CPb+/9+486jMxq4yJtNlim24JrR+vTt44CTeacRE6nBeao4PVbWArFSbAh65aycrZ0bbrUfNVzuSpFlI3VhD8pzuetuYlNZByKjnGvdQYbTccUnIOiyqZK1bP4uoIb2tFR9xHhD8Vq0w5odvb3OjqOmhe4uHfJxU8GC4Mf9sInf9D8M/RlRJldhe2nyLqRMpqlN+ntNDt789fffvZvPOipbnvk337jToA4c3nLwq9vvGTt/LRHzxacfjGhO/kL2fW4O/ov3fOwtCT+F71+V/nNLqlNB9BLl+Vt8NKxGNFLxhPHyx9mEShprv495IneAU72xTbdBelBeEvr1kDwO988e6c/Z2XxrDJO9imogZdr9OmJrF5N3e4RJlCSCXifP4NG/mn1wc2xUw4Zn8YAW3VBAP15yFK+L+tzMqLh9c/0gFH3VFmBfc8c7Rku6tPxgvc5hWR0374bbrDNVhR8fjtIb1QKjmIBuCb7zyXX90YdOUWshfCwL/etaPgZNOisCOu59pxFfUbptVeH3jxC+ZxyYymSQsDYZpuyPvIjwrfW5X88i+fqfiAnskQJmyGn3Rn0zLXvVhNpHhiMcmZAz5a4qTlaoL2TCcMUEp3EKXp3uDaQq2Ebo9KtMkTcc2XzUYrxjxKHZLk9flSz0+kbJpSCS5f1c3qOa0Veyp618VWLiqrrQ0k1dNov+gzdwK+sbdA6M4/VKhkKgzsP0M81BQuAJrAb+Fp9a9GV0rUZvriVSabptD7q6irU1ro9hNzS06l+Orbol0TvWpjT8FEEvUG35CMc9nK7tDjqX/00L6CpvbFN26KjC8b4RKv3LKMXxjsiDj6GvIbbao5TfCz1xdudCzlhzRMa+O/Uu0w5z277cBAbmNjLWxCPUQKTwpNZw2JWCyX7rC25L/SUp+IbG/eoDSZk+vyJirlw7j69DlFm2KC9tge3vfrzpxXNtwwEwKPP7tyZdnnPfxtNiw7K2e3sKw73NtKkESEBi34kuQtw+7pHS7bFkuNpzmNuc+kJJMNN32qxLwk5/oqSutciXlJSHo9M7B7nin2XuRRzrykVMzXrJ9b8D1MS/SvbzyTT7xiDV/wlsYDAU6FJ5kiTXdO6M66dIU/t3yWHQc3LexgVmt9+E0RVNOL2xqSzHUHi/nxxrSisAP9dKLKosUzrAY0uG8mLK5K8PqZVQ5FPxilWGhxHqtqsZHSTyXmJUHPXJWFa8oemBYvMVfnvJeUStoEy8Y7CAmihXr/9VLmQR5b/+rKomveWLX7mN3EmFtljNB0+znuO4b9b647I3QvRaimO/A9iADPHhkK/zGCijXdSORGStV0O/zlEJNCLXFYRww7zc3j3Zcs5bFP5Bte5LKZwL+9eTOXrSzenRusLG8gDCPKfKKcoOYX9ErdeY47KerdlywrGZ6fxoBmu9RLTNhGzaD/znJcsTpfhl7Z/WbHEb5+z64p914SRID9vhPpMllrGuQlu9QBMx2NSW7/wCWR5eMJF979Ue77SlGppjuKIoHZm9zd91Jts/iZ4hEneHpZKcodJlLNy1U8QugO9vdqXJWV2hQnkj8Qwr/JOdxbR3g+xjPFk0ulmu4wwv2flycqbC8vpYSXv7t+Pdv/On9CZtitrfVJ3nTeIq5yS+PBW7w6C/oHroZgU/KEbm9FL6pPphJxZrWmWDqzufqX+Sru/52zFxCLSUGdg8/cIBg0he15ov291R1+VtKmu5oDPjzzNEofhR4ldEfVw69vvIzTZk3OxMhPppxgWyItJcOtwB1hKQ162vnMLy1z2zpfObu6+SHlHYRUyqZbij+Xqv9UIl70a3CcqQvRdEeNGf454zWb5kfICyHPBYTvIDGRsodaBVfcol72i0wSnZvIsLlDbbpDCGq6o/rK9ZuKNdTuiYKlyyjh1+uEYctq7hAqwB7GUu4tN+zncnbA/jwGG7x/06QnAFezlBqMu9SgErYhqcC8pIL4vIki+OxDu3rL2tNNFhHJbUJd0NnIeMaQiOWXrsLclnntY9WcVma2pEqfgojVDPzkfReV9b0aRqIKTXcpijZSeu2igokoN0i7IPwTkOejvhLKabqryWHeprvwelDp5PcsVK4I33nxksjfBNs2M1lTcAhNuE134ff3XLosd79HuU22ldS3p+WqBL+GOmrS9ZrxMyV8t0vR+BrUdIc/48ezsvnmO8/loY9VfppsMMz5nQ28zXlm8PpgOfMSsG0nXaMTDP3EY5I7NtvD05wGKTbTqTxxa3vyttae8Ds8VhjvJ69Zk2vfE9V0lxJao/b5RD0zt72BJTOmTug2FZiXTGQMtXN5YYV97GWFB8iV26MU5RY4yJwqNfGeb3ootWLm/5x/gaqGoPCZUzpEbKT0E2zrZTXdRc9Ha6fL9d+gkivae4kUfc8aQybkdtV0Owo1q4WCRFS9/HXI0cRgG6lfOIjSdHu3hAlc3hGi771sGe+/4rSC34IeAKwNcXEqk2VaVIHP3MCt77hoCRsXtHN6T1veeX6V+uL3X3Ea3/19KySWEti9SW77oYFwl2IVROv5L85kDU/u789dt1qC0vZ0U8H1m+ezZGYTC7saSWeyJOOxXEcMM605PpzOpRfgX30+UP14v8djdvNlNSdnenjpmGgJBO2xg22tEu1PKfMSEWFGc6oif6zBAwiKfq9ilIo6dCM4gI4X/F46r6U2CIsIBrtU7HdXGDaRBzX63a32xc1v053XaIanqRKBcGZLtB/rIOVeeCDfRqrRoAeDCgs6StNdn4zTVsqOvgw//5NL+agTgII23aXadSIupLPZql/mq7ndOHOHoDvZqJUXLy3e79Wk7Rs3nMvP/+QSAFKuDQ+PF56rkErGJ2TTXEq542deR7iv51qdEhkkmy3vwWkiSckaq0HzB71ufuEKTTmFVjpT+oVgotZWnm/6UkJ0udXFMIJjUnA8yNt059t2lE1/kPmdds+CX1lTaF5iP/vP6QhPY3nFZDDdwdOL/WEVfo8+HKeaujqlhW4/QqEmJqrTx2PCB68sdjUY1ORENSZPmAnbnZvf8VwsMKUDNR/l1L+sptvXUsI61pHBMR7Z08e+vrwz+Wp474uWc+ZC680haD/5Np/fz/GM4ZfbDvOiz9zJZ52nlMKGWT5i741yxUf+hx8+lPey8t37d9dM032p026LOMGxKcV4JmttuuPCR1+2imRcQgXlHz+yD4C7nd3skpnhJhovW2e1i6vnTHwZPTegT7AM/vAyq2WNSmMl2h+v7USNN3f+6SX80+9sLHuMc6zMy3BVBw+4cik6kTI4YVSh6fbzoz+8oOC7p+m25iXepBOuwQpey50u6z9YJ3eIS3j8lZg+fOOGc0N985cLLyrkiWzoquQkxeClqdpU5x+nUwGhu9R4l4gJ6Uz1L/MTsUYJmpdkImxF8wdQVR9XcyrBImcmltd0F66CtDckfSeOVh6412eNKX3Men0yfL4qJehP5FCYIN3uxbMSbfJEXgDs4TNBM43CcMrtvxrPlH7Bi1KIlMM7fRSi+3SBnFBh+EHHCcEXxXY3J2ayhpWzW7h+03yuWd8TGlY+b/b/mQs7ue39F/Om8xblwy9hXhK9kbJ8foKyVpTf7aD8ZMf6cO8l5TxDFYRb8Z0nIUU23b5OUOpN71UbijeRxaSw8UcNGl5jqIsXa8fSOQ2nfdbvaivobSHKf3A13kvC8DYZ/OwJa/c0mc2I/rg+8tJVfOSlefOVdCbLrY/vB+Afb3+ae545GhhMyzdST9MdpmHrH6niJMwq8DbVeJNdIm4n4rQzL7l+8wK2/Z+rQ10mBonq/K9YN5cdf301C7pKn/hVSdgTNS958ZrZ9gTO+sKXB6+kK5mIcsuSEfamTakEyXiMC5eVPjK6XFwTsekuPhyn8L6g0FNt+P60GazQ5LnEG89kwzXdRZOyFKUlnRO6J94ve9obKtoIC4WeJ6rxw12OYJUGhT2ofpVtIhRvpCyh6Y7FSGezUyb8h+GdbFuk6Y6w6c692E5wZdIjFbBt97h0ZXduw181gkNu70FMymyktH0iWOy10PD6ee2m+TlvE7UwL/E2QvqfLTa3KCf8lbbqXuXOfbjuzHl844Zz+PvXra8obalEjJF0pmQ5VmJqC/DqjfN41QYrOAfNXILz8tqettz12W31fPq6M0K9p0H+xcpvkrOsu7mgNPzt0R9TNmt4vzv2PYhVrkbnJyzd0TbdEvhu0xGq6S4dZQEvmBMpgzbdpZacwj1TSO63TNZEaro94Tns9/wmqXw8H3vZav7yR48XCd1R3jlKOdy3YVf3BjuZVT7/i8dbzl9ckN7xTOFBDK/9199wh1vqhMpsoEpN9r/ZcSRSSzsZghsU4zFhPGsQyRa8tKUqOFGrVPFPZHnPz+CofemYKgEhmJpKhO5yJ5aVu+7hb6eTt+m2dwcnwGBfKrDpriL8sDwbYyfgevciNjqepTHkpSyqjAtcBubGiMm1j1SEhjFIJZOvN0lVKsjbsAoDC9vAF2xirfUTNymJwlN+DOc03SWEbveCXe07RrWCcExClCzZcO8lXqVMdiOliFCXiDHke/lZ29NKMh7j8IB1I1mJ+dDy7ma2HRzIrRQlYlJmLnXxUyiYlBJIp2JEq0vEyBr3AlymK0ykr3mrW4J1srCsu5nBwItlVLnUJ2OMjGftqkqJqHvaG9j5qZdWnbbGugTGQNpn8hakUqH7M6/NeywLyjQf/v4j/OPt23LfvbM9qjkFNJg+/7hR4DLQfTaU3gwci5VfYcgEZa1KN1J6Nt0h5ijVbMw/pTXdp/kM5kUCdmglhIqwTZJeW/AEwSg7T28CLeWD2R93mB0UEOmdoxpNdym5ycvPZCb3Qm8whb8d7B8p2hwRtoxeinL3+L2LTBXeQOmVYzIeI53J2o2Ufuf+FRxsU6uT0ADu2HoIKHRrOBlWzbFalRc7jzFVabrL3FdOU10gdIe0+okUY7mXGr/QU034MZGCZdZD/aN8/Z5dZE1eqzeazoSGGSwnr4yHwrTAk2w6wYNooigwL4mI05uTNpU5ndNP2EtHceSFX1snsLehHEGb7lLz8WN7j/OzJw8WbXIsR1V15TSvQW8N5TZS5sxLqkpZIfWJWIHLQK+vPXfUrn5WcsT8l960ia+8ebNv1TZWUrMY5TavlmMj5PdcjaYzZW26KzUv8c/pmayx/vhjwgevXMmrNs7jjJ62ghNso46Bv9G5Ux3LZGuy1uM3ffSPg6/xvTRPxKQmTKbZ1zfC7NZ6LlvZnXMDWclmZK+tB9uHv6pCFUqm9HwjAYcXYRRpuiP3UxS/EGSz4ekqtck8yCkpdNcn4lyyYmaB2zMRKXirqlbTHbwWJVR7g2kpTZN/wPHeyor9tkZspCwjdIftSi59/8S7vb/DBNP62Z8+VTSxhPkjLkU5oTtMWJksXp68tuLZeWayhVoDr37LnVZ4srCsu5mtf3Vlzgav3EQF+T7xgStWcO6SroLDk6L4u+uLl0j9k3ZYtNVs9PI02OU2ExYeVVx5+ImY8IP3nF90PZM1OfvV0XQ2tO8Gm7w3IQ6PZdiwoL1g5WayKyGVbqYst4kVfMc8V3GCaiVCd7Dcm6s8CbISvPEy5zKwgnbtaX4rpUqZGwkxL4ny8Jbf8Dx5s6NUMh6qJfTce1airFvY1cSlK7tzbSIZL30YSVR5V3L68GTwmxWVe+mvtEhvfk9+P0fWGDIZU7Dy3NFUx3d//7zc97BV6RuvWlng/cKL+6LTot0VV0tTKt/3/GPnecu6cp/LKTrCiFrdzxpDd0uq4MyCcmXubSLvCGyY9qelUEbwKexKmAYGzYjDyFRq0x3IgohNU9iK0M/KuCksCLfiO08wInKliGwVkadF5MZS9xpM6KBfyUZKCK+0oIY5StPtNYhSmiZ/1F6n8E6I9BMugJSusko0V5AXOiajcPDSHnZi32Wrurnlkf2BOPONvRJN90T9DU8Gr54TPk33eDbLeCZbIHR49evlw9t97afW2pypxt9mKxH6vPwt6Grk6zecU2Qf7ucfX7+Bn7zvIq7dULyxxt+XvFj9vmnLtXk/S2c28ycvPo0vvCHcc4yHvy1WU03xmBSsoHmHYGWyJmdyNDSWCdX0BM0HPIFkaCxDfSIeMA0rnQ5vZSKKl58Rfkx0EL8Xpqgo88c8V15QjXWFAnRwExYUl3slh3RUiycofO/+PS7O8nmo5pReiPZkFUVMKBK6o2xwi2y6JzGkpALmJV5YXt1UY7u/YYH1dby8u6XkXBpVNKWeCa76TgTPZ/RoOlux1rUcfkXbaDrL/z62v2Q+gsPWoq5G3nXx0kKvagg7P/XS0BMZJ4p/PPUrxgqVffnPlW5cjVrdPdg/SiKed9WXjjgczM8fX34af3PdGVwZ6PP+4vzCz7fnvZbkzEtMyfYhImVPei7yXhKR/TCbbqDqlbCicCf19POEiMSBfwauAlYDrxeR1aWeCRN4/A2tlFAR1pGCb63Bij1jXn4TAUTv2g6mzYvrDV+6m7P+z228/qbfAt6JlMVU41f7wPFo84vH9x4HJjeIe2lfNbtYAPi727YVXavWvKTWRwSH4RWHJ2DnNlJmTYHQ4U3mMRE+dNVKPv87xULeSSZzF1CJHFGNK7+Xr5vLiohDHi7wb7R0ZbbcJ9hW0+ZFhPdctrzsKXP+gbfUKX1BguPGgk6rnR4YTdPi09SGaY8vHMrbAAAgAElEQVSCzdkr46GxNPXJWMETpbRPt3/gYr75znNKplNEOGtRZ1k7bP9EGtVeszmtZuUV7te2Afzyzy4tTqPv859duZLXnVX5gUqVEhyn53WU9+ribbqslGSFbtGAnK//oE334Gg6J2Dc5HM16tWJNxZ6zbYaP/geqUSMEb/Q7f6XcokZxSs39PDrGy/j3KVdpQVPlwH/y87X3n52yRWHYNlMBG98fmLf8bKbpiudZxJx4fvvPi93foN3LYpg2/PKwB9dLTwnNhQI3cXxw8RW0kqtdCVieXe6ldh01yfjvGbT/KKX4Mt9B+J95Vc7eXh3H1B4EmWpk2tF4AMvLvY+B+Q2df5i2+GC69Ga7qDQLTy5v59fbz8SGX8lnBRCN3AW8LQxZocxZgz4BnBN1M3GhC9JV7qRMuzZYOfytILzOhr4nz+6kNe4Q3U8k4pSNr/+yvQa0OGBUQ72j/KbHUdyeQhLYjUT390hRz57PrYH3Ea8Sdl0l9B0hzm79ws6ldiUpTOGPt9xsZesmFngIaUWeCn00peIxchkDelMYCOlG1BHM1neefFSTg85Ra+Wx9TXmkraRSVL9ZXQXF8srH761afntMgT8SNcjs7G/K76ajSbwbT4V9S8JVMI77vBDTteGY9nDPXJeMEzpbK8ZGZzRZsOv/nOc/ib684AovubfzyJ9F5iqhe6g/NYV8hhUv5buiK8HEwWvxep5d3NExIwy8cRXVn3/PmLClZtrK//vGncS0+fw+o5rVboBn73nAW8eE1e+5cT1Nz3ppRtJx97+Zqq01kfNC9xYZdSEEUhIsx1binLbU6FfPtbP7+d85fNKCmsdjVPvi34V+0e2dNX8t5KFfwt9Uk2LOjgjJ78WF9qbAqudnt3+oX8WswR/jMk/Jpu/3hduLpYXRrOCjGpjMckl8F0tvzm1ajxaNWcVj796vxZKZ7DAD+lFHYxES5cHu4t61UbekLTHiXEB6tmqqrqZBG6e4Bdvu+73bVQxjLZ0A0cfqGp1PwR9hYYnHBmtaZ418VL+fe3bGbVnNbcoTW5Xd0lIvA3uLC3+g9//xH6hsdDO0M1Asi/vXlz0bXgsvTkNlLaPIYJ3WF84efbc5/LLQEB7Dg8yLpP/DT3fV5HA92t1Z3OVS0msJSejAtHB8c4cHw0t1EE8pqUanYtn0xMxHtJNfi1MX4NsScANNYluGj5TBfP1A9TH7p6Ze5zNZpNr7/c+scX8dW3nVUwwc30CZZhAqo3tl902kz+8po1Rf6k/RNh2OFL1SIiuUm9PWKT4rhvqTbyyGaX7mrMSzYvyk9uP/iDYht4gCMDYxWHN1H8dqiVjlPVUuplpLulnu+/O5//lvoEInZMAXjt5vnMba9n+6FBBkbTRWP+DCeAev0llYjzzP99aVWeZDxSiViBq1Vvzprsi0ipccBbiffs9VO+FcIo/uratbz3smUF3q6qpZpTHIMp2bignX/53Y0F1647c15udaHAEUKJsanoZcYzFfJdqsU+Bv/YWrC678uo3+Wtd312W/lVoF988NKClRgP/8FxYxF7WvyUkmP8z77r/93Hu792H3/vVs7TWcOn/ufJ6GeJbo91iVioaUjQ1MujkrMGJsLJInSH5bZA2hGRG0Rki4hsiWHYuNDanL3n0mVc64469i95LusufdTsBctmsLanlb+6di2bF3XkBguvQZ8+r50br1rJsm6rxdi0qJMlM5sKbFYvXVG8OWJOW32B4LtpUbFHgJ8+doDm+kTObs5Pa0OSM+a1ldT4Xr6qm5edMSf0qPL6RJzNvjgnMxGdtaiDrqY6zlmS36Bxy3svpKupLtep/RtEHniuN/f55evyx0/7ecv5i5jf2cBrzpxXtBy/aWFnQdrfcv6iCac9irMXdzGnrZ61c602Y+PCDprrE7TUJwryubCzkSUzm3jXxUtz1z7zGute6S9enrd8On9ZF++4cDEPfuyKKU2npw3wDrmZas5fmtcWrO1ppae9gVVzWrn1jy/i2vVzOb2nbVITxr+/ZTNz2upZOrOJK9fOYenMJs5d0lVgF76su5n5nQ1cd2bk+3VVvGTNLP70JXbpsbEuwZ85LwL+Q52i+PjLV7NmbmvOM8DyWS1cuHwma+bm+/KlK7tzn8M2lZ6ztIsFnY38/sVLeeO5i1g6s5kFnY10t6S4ZEU3f3DpMrpbUpy3tKukffxE+OS1awE72XqrcGct7uSadfmyvSDCn/o7LlzMvI4Gls6s/Hjui12/f9WGHtbNLx7HAC5f3c0Fy2Ywr6OBc5d2hd4zWfx+gi9YVnqz2hvPXQjYg1W8Mtq4oD33svHKDT2ctaiT9fPbec+ltt/1tJcvl1QixtqeVmICv3fuQs5e3ElrQ5JFXY0s727m3KUziIk9cGt9oKyuXDuHd1+ylDdPwVh37tIu2n0rPC9ybXRuewPLu5tDD4WrhOXdzfS0N/Bm38EmzakEb7tgMStmtbBkZhOfvGYtL1rZnVv6X9DZyKKuxtDxq6U+yftfvKLAEUK1rPL1yxsuWlLy3vdctiw3lve0N/B312/gkhXduXq/YvUs/vY163JC1xm+Vc0wzekHr1zBsu5mZrc15LSubQ3JXJ/w97Ow+X+yzPedAuqXNfwyj39fypKZzbzr4qUF81Zk2J2NtDUkOWdJYb4vXD6DlbNb6GlvoLMpxZkLwvP1Z1eu5IrVs0oqJVfObsnJWcdH0tzyyP6CVftfPV1s3nHW4k7W9rTS3ZoiEbOmdSJWUffaTfOY3VrP+vntoRtWu5qK5aQZzakiJwl+70097Q3MbEkxt4qXOw+pxiH+iUJEzgU+box5ifv+IQBjzP8Nu3/Tpk1my5Ytz2MKFUVRFEVRlBciInKfMWZTuftOFk33vcByEVksInXA64CbT3CaFEVRFEVRFKUiTooTKY0xaRF5D/ATIA78mzHmsROcLEVRFEVRFEWpiJNC6AYwxtwC3HKi06EoiqIoiqIo1XKymJcoiqIoiqIoykmLCt2KoiiKoiiKUmNOCu8l1SIi/cDWE50OpSpmAIfL3qVMF7S+Ti60vk4+tM5OLrS+Tj6mss4WGmNK+yXlJLLprpKtlbhuUaYPIrJF6+zkQevr5ELr6+RD6+zkQuvr5ONE1JmalyiKoiiKoihKjVGhW1EURVEURVFqzKkqdN90ohOgVI3W2cmF1tfJhdbXyYfW2cmF1tfJx/NeZ6fkRkpFURRFURRFmU6cqppuRVEURVEURZk2nHJCt4hcKSJbReRpEbnxRKfnhYqI/JuIHBSRR33XOkXkVhHZ5v53uOsiIv/g6uxhEdnoe+ZN7v5tIvKmE5GXFwIiMl9E7hCRJ0TkMRH5I3dd62yaIiL1InKPiDzk6uwT7vpiEbnblf83RaTOXU+570+73xf5wvqQu75VRF5yYnL0wkBE4iLygIj8yH3X+pqmiMhOEXlERB4UkS3umo6J0xgRaReR74jIk24+O3da1Zkx5pT5A+LAdmAJUAc8BKw+0el6If4BFwEbgUd91/4/4Eb3+Ubg0+7z1cD/AAKcA9ztrncCO9z/Dve540Tn7VT8A+YAG93nFuApYLXW2fT9c2Xf7D4ngbtdXXwLeJ27/i/A77vP7wb+xX1+HfBN93m1GytTwGI3hsZPdP5O1T/g/cB/AT9y37W+pukfsBOYEbimY+I0/gP+A3i7+1wHtE+nOjvVNN1nAU8bY3YYY8aAbwDXnOA0vSAxxtwFHA1cvgbbIXD/r/Vd/09j+S3QLiJzgJcAtxpjjhpjjgG3AlfWPvUvPIwx+4wx97vP/cATQA9aZ9MWV/YD7mvS/RngMuA77nqwzry6/A7wIhERd/0bxphRY8wzwNPYsVSZYkRkHvBS4Evuu6D1dbKhY+I0RURasQq/LwMYY8aMMb1Mozo71YTuHmCX7/tud02ZHswyxuwDK+QB3e56VL1pfZ4A3DL2BqzmVOtsGuNMFR4EDmInhu1ArzEm7W7xl3+ubtzvfUAXWmfPJ38HfBDIuu9daH1NZwzwUxG5T0RucNd0TJy+LAEOAV9xJlxfEpEmplGdnWpCt4RcU/cs05+oetP6fJ4RkWbgu8D7jDHHS90ack3r7HnGGJMxxqwH5mG1navCbnP/tc5OICLyMuCgMeY+/+WQW7W+pg/nG2M2AlcBfyAiF5W4V+vrxJPAmrV+wRizARjEmpNE8bzX2akmdO8G5vu+zwP2nqC0KMUccEs3uP8H3fWoetP6fB4RkSRW4P6aMeZ77rLW2UmAW0L9OdYusV1EEu4nf/nn6sb93oY1AdM6e344H3iFiOzEmj5ehtV8a31NU4wxe93/g8D3sS+2OiZOX3YDu40xd7vv38EK4dOmzk41ofteYLnbDV6H3Xxy8wlOk5LnZsDbBfwm4Ae+6290O4nPAfrcEtBPgBeLSIfbbfxid02ZYpyt6JeBJ4wxn/X9pHU2TRGRmSLS7j43AJdjbfHvAK5ztwXrzKvL64Dbjd01dDPwOuctYzGwHLjn+cnFCwdjzIeMMfOMMYuwc9Ptxpg3oPU1LRGRJhFp8T5jx7JH0TFx2mKM2Q/sEpEV7tKLgMeZTnX2fOwmfT7/sLtRn8LaNv75iU7PC/UP+DqwDxjHvjW+DWuP+DNgm/vf6e4V4J9dnT0CbPKF81bsRqGngbec6Hydqn/ABdjls4eBB93f1Vpn0/cPOAN4wNXZo8DH3PUlWCHsaeDbQMpdr3ffn3a/L/GF9eeuLrcCV53ovJ3qf8Al5L2XaH1Nwz9XLw+5v8c8eULHxOn9B6wHtrhx8b+x3kemTZ3piZSKoiiKoiiKUmNONfMSRVEURVEURZl2qNCtKIqiKIqiKDVGhW5FURRFURRFqTEqdCuKoiiKoihKjVGhW1EURVEURVFqjArdiqIoiqIoilJjVOhWFEU5SRGRLhF50P3tF5E9vu+/rkF8bxaRQyLypRL3NLj4x0RkxlSnQVEU5WQlUf4WRVEUZTpijDmCPQwCEfk4MGCM+dsaR/tNY8x7SqRpGFjvjjtXFEVRHKrpVhRFOQURkQH3/xIRuVNEviUiT4nIp0TkDSJyj4g8IiJL3X0zReS7InKv+zu/gjjWuHAeFJGHRWR5rfOlKIpysqKabkVRlFOfdcAq4CiwA/iSMeYsEfkj4A+B9wF/D3zOGPNLEVkA/MQ9U4p3AX9vjPmaiNQB8ZrlQFEU5SRHhW5FUZRTn3uNMfsARGQ78FN3/RHgUvf5cmC1iHjPtIpIizGmv0S4vwH+XETmAd8zxmyb+qQriqKcGqh5iaIoyqnPqO9z1vc9S175EgPONcasd389ZQRujDH/BbwCGAZ+IiKXTXG6FUVRThlU6FYURVHAar9zGyRFZH25B0RkCbDDGPMPwM3AGbVLnqIoysmNCt2KoigKwHuBTW5D5ONYe+1yXA88KiIPAiuB/6xlAhVFUU5mxBhzotMw5cRbmkxiRgcIzGgYACAhGQAGMvUADKeTCDbvqbj9rSkxAsBINslIJglAc8KuwjbF7P9xE+foeJP9nLZ7hlLJNAAxDPXxcQCODtt72uuH7G9i6B9PuXjGABjN2lXdkYEUs9p7C/JwZKzZxRFjRsMgAF5NDWXqAEhnY3jml23JYQDGXJh9o/WkEmn3nBTEKxiODtjw6+pteuvj6VzcIxkbxtiY/T+j0ZZhfWw8V2b9Xjm6cmpMjDOeteUxno3l0geQSceZ29ybKz+AQ32tAMxsOw5Ag4wxkK0vSG/vaIMNOzmGZ2XambBpGTG2DA4OtcC4/TXZYPPilUkmK9S7uo1J1v236c8aIWNs+lIu714dxzCMmkTBtb5MIwAt8eFcOXnXGmJjuWvH0zbNyZiNd9SVZRYh5sou63LTlRzIpWUoa9tG35B9vi5l05SKpWmM2/BTMu7+27DHieWea46NFISdNcKIsXUzmLH3jKRtWjrqhhlz+esftb91N1grgsbYWK5cxt3/4xmbps7EICmx6Rpy5Z929Rknw/G0K6NEvowABBBX7nFsPdS7cGJiEJfmMWP/e+k+nm6gKW7L/0Bfmw272YadMTGaXX/12nxDbNyVxagLL87+MdvOuuv6XZ5seg1CR3zEXbPpPJK2feL4WD3GpcVreB0p24/7x1NkXLvuru8viC+ZM4WGEfe8Vz5eGdr02msNbqxojw8Rd23Da599rn81xUap84ULMOrC3tE/k9YGWx5e2+odsONOc9MIM5I2fUlX5umcjsUwkrX1542LCdc/xk2c3YMdANS5ca0nZftuSrIMZG3d7Blut0EN2zDb2gZJxez93rjW4sp3z3A7cxv6bN5du8u6PMTE0Dfu8urGp+Puu1c+NsX2/mYXpmBIurRnXb56XfuLS5ZW10+9fHljpwAjLn1jrp0dc+NMV/1gLswB12eaXftLksmlJePi8+5pzbWjGBm3j7TOtW+v3o+PpGirt/fVx7x+nHbpF9Kur3n1740j7Ykhmtz4knFl5rWHMQPH3BhUlysL++PRsSbiMZt3b5zx4hs38Vy6vDrzxvXG2Cjjro5293Xa35I2nEQ8Q0tyNFfGAINpWwYtiZHctWHXtsZz7Tw/Pnr936sXb0wDOJaxbdfrM6nYeO7+Q6MtADQl82XRlRgsyPPh8WYXX/65Ope/1lwZwrb+blvWcXtPa52tl5b4SG7s8cZAr3/EMLl688rq8LhN04zkQO5a8PmW2AgNYj8Pm2xBPptiozS69GVcA/X6aKPk5bIM3phgy/WIL59pV8ZJF04895zJtaUWNzd4fe/oeBPddXbeTbhy8sbzJJnc3Hd41MaTdnJAe9Mgba5ftcacHOCiG8qm6B23bWqWF7Yru4yJ5drbuOt7Kde3G2JjufbiyVxDo/Z7Q2qMOjePenJG5pj9n23N5vLnzd/e97SJMSt53JWHzZ9XL73jjbn7vTHIuycu2dw46slYLW6OqZN0Lp3efOqNr15db390+LAxZiZlOCU3UiZmdDDnE+9B4oa3rPsNALOSdtD/Za/1aPXQwbk5oXRR2zEAzuvYDsDWoVk83jsbgAtn2mtnNe8AYM94B9/esxGA3Ufs5HTarIMA1CfSLG+2n7/58JkAvGLNw4DtIL88uASAzTOeA+Dpfls/T/5qCX/8ypsL8vCfO88B4NCxFt56uj3jwhMY7ju2AICjI4054e4lcx4HYO+ITdMt21azqPsIkG9cm7tsvEnJ8LXfnAfA4uX7AFjeetjei/BUn03Xc3vsuRZv3fgrAFbU7yPpBu47j68E4PE+W07rOvayb8QKOAeHbWc9MmQHl6OHW/j4uT+w6Ru3k/UXf3I5AO96ya0ArG3Yxa/6TyvI5w+2nw7Axrm7c4P067t/a+Md6QHgn++/hNgB2wnmnLEfyA/ox0frWdpuy6A5aTtPs5sABjJ19I7ZCWtps8375iZbx42xUXaM2YH5vManAbi5bwMAl7bYcga4pc+uvq9rfNaVXYzbjq4GYJYTyLYP2DIcySRyLzZjGZu/N8y92/6WTbJlYJEN8yG7Or9gwSEAFrccZXPrMwAsSdm2tTRxFIA9mRbuH7bPXdy0FYB+J4SPmCRbR+YCcE+fvWfrUZunaxc8zG7XTu54xvaH95z+c1vW9TvpzdpyOZS29Xmry9NrZt7L0qQtq4dHbfkfSFthuDM+yP8ctvV1eZctI084qZN0TphpidlBe2XdQfc9S9JNms+6CfypsVkA/PToWs5us3XyuVteBsBFFz4CQO9YIxd12j17O0e6ADi9aTcAFzbYPvtcuo1P7bwKgD9YcEdBnkZMkte4utzvXoy+etT2idueW8HouL3mvSy8cpntx784sJSjA7Z83rf6dgDOa7TxzY4bYi4vW8ftAL3flc9tfWtygvXOQSvMrGmzfe+VbffR4oSCFico3TJg+8LmhmdYmLDXsu75HS7s6+98F1eueRTIC6g/uPMsAM495wneNusuly4rdB1xE19csjzu6q/T/TYzbtvr3nQHN/72VQAsnGP7zieX/jcAy5ND/GJkDgAfeegaAMyTVvC46qp7WNJg2+zOEdvmL2yxbfIjj1zDJ07/IQDPjtnfhtzE1Rgf5X/2r7F5dePT7Xtt3ld1Hsi9LHvCxbnttqzrZZzZSfsyMOja/H8ftuNyZ3KIy9sfs59jNn/jThhOkmHbmB2znhm149z3dqwD4HeX38O8pO1bvzpu+8X5rbaNzU7Y+QPI9Y9f99t7Lmu17ehQupWjTqCa78L5Wa/tOz97egUvOc3et7pxry3fOtuXRkwy1y69/vG/R21fekXXg5zXsNvFa/MwP+71F/j+cZvneXU2vhH3UvT/nj2bjgb7ovh7c+2YubzuAAC7xju4o8+ma2GDTYPXPzc37GDXuO1PN/7v6+xvs2043e39XNBt+2Nbwl7b0rsIgIs6n6I9bq89NmTb1r4R2/ZPb9mTKzvvpWlmwgpFS5OHcr99q9e23aNjtgwXNx7KCXn/8tSFAJw1x7aR/vF6fnfWr3PlB/Dve6yHyzVt+2hzL/5euVzRuNOVoXD1HX9oy7rdpvey+U/Z/21P8LgbM/vcC5wnvKVi46xJ7XFlZcfxLx68GIC3zvwF9U7ofXLUtq2jGTsHXtK4ldPrbL97bHzI5XOzzUvTds5MHc6lC/J9dGPK9ucYMfqy9kXnlkErP3x199kArGo/wKER2//mNti+0OqExLhkaXRjyqXNTwCwY8y2928cOIs/7LkNgJlx++Ly4Mg8wLZzr398Zce5ABx6zo5Xrzx7C1e22XHwigab35+P2HTfP7yIH+9bC8AfLrw9F5bNWyO39tnfdg/ZeWdps633Mxp35drLkwM23vu2W/nm9EV7WNRk6++hY7Ze+r9r/w9f3p9TCizttONUo3tp7x1t4L3zbf46XZt8fNQ+d/Oh9SxusvcPOUHeK7POxCCNToFy7/HFAFzeYceRnuQxHhmZD8A9ffa3G2bdmcsfwLVLH7KCQBnUvERRFEVRFEVRaowK3YqiKIqiKIpSY1ToVhRFURRFUZQaM62EbhGpd0cKPyQij4nIJ9z1xSJyt4hsE5FvupPPFEVRFEVRFOWkYFoJ3dgDGy4zxqwD1gNXisg5wKexxxMvB44BbzuBaVQURVEURVGUqphWQrexDLivSfdngMuA77jr/wFcewKSpyiKoiiKoigTYloJ3QAiEncHLRwEbgW2A73GGM+R9G6g50SlT1EURVEURVGqZdoJ3caYjDFmPTAPOAtYFXZb8IKI3CAiW0RkS6Z/sNbJVBRFURRFUZSKmXZCt4cxphf4OXAO0C4i3kE+84C9IfffZIzZZIzZFG9pev4SqiiKoiiKoihlmFZCt4jMFJF297kBuBx4ArgDuM7d9ibgBycmhYqiKIqiKIpSPdPtGPg5wH+ISBz7QvAtY8yPRORx4Bsi8lfAA8CXT2QiFUVRFEVRFKUappXQbYx5GNgQcn0H1r5bURRFURRFUU46ppV5iaIoiqIoiqKciqjQrSiKoiiKoig1RoVuRVEURVEURakxKnQriqIoiqIoSo1RoVtRFEVRFEVRaowK3YqiKIqiKIpSY1ToVhRFURRFUZQao0K3oiiKoiiKotQYFboVRVEURVEUpcao0K0oiqIoiqIoNUaFbkVRFEVRFEWpMSp0K4qiKIqiKEqNUaFbURRFURRFUWqMCt2KoiiKoiiKUmNU6FYURVEURVGUGqNCt6IoiqIoiqLUmGkjdIvIfBG5Q0SeEJHHROSP3PWPi8geEXnQ/V19otOqKIqiKIqiKNWQONEJ8JEGPmCMuV9EWoD7RORW99vnjDF/ewLTpiiKoiiKoigTZtoI3caYfcA+97lfRJ4Aek5sqhRFURRFURRl8kwb8xI/IrII2ADc7S69R0QeFpF/E5GOE5YwRVEURVEURZkA007oFpFm4LvA+4wxx4EvAEuB9VhN+GcinrtBRLaIyJZM/+Dzll5FURRFURRFKce0ErpFJIkVuL9mjPkegDHmgDEmY4zJAl8Ezgp71hhzkzFmkzFmU7yl6flLtKIoiqIoiqKUYdoI3SIiwJeBJ4wxn/Vdn+O77ZXAo8932hRFURRFURRlMkzpRkoReX8Ftw0aY/415Pr5wO8Bj4jIg+7ah4HXi8h6wAA7gXdORVoVRVEURVEU5fliqr2X/CnWBltK3PMuoEjoNsb8MuK5W6YmaYqiKIqiKIpyYphqofurxpi/LHWDiKjBtaIoiqIoivKCYkptuo0xH5yKexRFURRFURTlVKImGylFJCMin3KbI71r99ciLkVRFEVRFEWZ7tTKe8ljLuyfikinu1bKzltRFEVRFEVRTllqJXSnnRnJF4FfiMiZWO8jiqIoiqIoivKCY6o3UnoIgDHmWyLyGPB1YEGN4lIURVEURVGUaU2thO63ex+MMY+JyAXAtTWKS1EURVEURVGmNVN9OM6rfJ8XBn4emMq4FEVRFEVRFOVkYao13S8PfP6h77sBvjfF8SmKoiiKoijKtGdKhW5jzFu8zyLygP+7oiiKoiiKorxQqZX3ElBvJYqiKIqiKIoC1FboVhRFURRFURSFqd9I+UPyGu4lInKz/3djzCumMj5FURRFURRFORmY6o2Uf+v7/JkpDrtiJG5INY8Rj2UZN3EAto90A/B03wwAVnQdIusOydx6ZCYAS5sPAbCh+TlGs7ZoGuNjAMTIAjA70cuZXbsBuGr24wDsGW0HYDCT4tkhewBn/VP1ABxfYf93JQfpaToOwPfv3gRA61z7veEgPDfaBcCspL22vN2mpaelj750A0AuL4880wNAvC4LYt9xDna12vjSNr70YJKRz9v7dl+Zsek8ZtNZXzdOvM3ma9fhDgDO6Nhrwxlt4chAk03zTJuW2w+cBsCxrkYe7Z0DwIz6QXv/QDMA39u3juy4TV9bp3VUMzBo0xJLZDiatve1xYdt/jY+Z/PSb9PYmRjgjMZdANzau8bmL2bLfGA8xdGRRvUWDU8AACAASURBVAC2NC2xaUnb77EDKTIzbF52b7N1HO8cBSCVGuf+XfMAyB50aRm3db7szOdyeXiibxYArS5tQ9k67j3i3Mrb7HJu8zYAejON7Bq3dbW5aQcAq1P7bBxG6G+rd2Gk7P+GJACN8XHGs3ZhqSfVC0DG2LTc07+YR47Otb/NO2LLta8FgOGxJM/22zq6ZJZNw6GUrevG2CgzE/0A3D1ky+XBAZvuwXQdv316sU38sToArjj3YQBmJfuYlewDYO4qm5Z9Y7Zt/GD0TI6M2bJd1bQfgKu77HOH0q3MTx4DoD9r2+RjAzbdc1N9NCZsPWwbmW3zUmfvfXS4hwcO23roG7Ll886VvwTgwsanyLgFt+/22n7RXWfb3Stn3McPj64H4BWX3WPjde07IVl+fWwpAIdd2+hIDgHww4z9fsehFcyoH3JpmA9AXGyb2jXSwb11h12+bFn/8KdnA7D07GdZ2GTTPitl0zKnzpbTmo4mHjG2URzN2H7ypcMXAvC7Xb+h39X7T4+fbstiwLbJufV9LGyw8cVcGvYM2zLf3tjNSNa2kxFj/y+qs/1/MFvH3swIAA+O2DwcTtv6X7FwH3c+twyA2W02nZvPegqPPeO23dw1sBKA2/avAOBPl/yUtrgtl/1pm4bvHz4TgFQ8zRUrnwRgZp1tW/ePLAKgTrbz9KjtK+kxOz5mW2xesibGUNa2s8G0LQOvn/zF2h/Tn7Ht5fMPXAzA5adtBeAXu5Zw2kyb1yeO23aTjNvxavvxLo70u7GoxfbVRY22f9y6dyVru2y/u2efbfOdjTZPu2hnbr2tv5t3nwHA6Pdtus9/xxYeOWbrb36zrdPBPtumfnt0CQcG1wFwyRzb1+pj4wD0Zhtpj9nw424uODjagp/nxrpy9fjfe2w4F3TbMeKCJdtpjNuwPv/kRQC8btn9NjzJ8uWHzwPg9Wu2ALCuxc4xvZlGdo7bMrhr0NbjK1oftOk2ddx3zI1Ttqpz8R880kKmw44v9w7YceBAqg2ALz11Hn+w8k4AWmJ2zPt/e88BYMn8g4y5eaZxvq3/ppQbX5/q5oGk/dyZsmVxbsd2W+ajXcRTtlzOb7FlN9Lkxr7YKK0x24b3p20aPv/sJQB8ePEt9GZtf73vqG3fWTcuPni4h8vm2vZ8cc/2grLOJIQ7+1cBsH3AzunP9dpCGEon2d9n+8jQMdvu6i/6NgCnp/bysXOsf4eHBm18Xj0eSTfnxtODY/b57++19Xi4v4nXLnsAgLOabFrOabV1+8jofLrids57aMg6betK2nBGTII9Gfv5wRH7283PrgWgZclIrk21x235tMbs3PXQWDKX118P2bHk8LhN54q2gwDcfvOZLH+RTYM373tzy1NDs3LPe21iXt1RG0dyhB8c2wjABa22fOsk4+IfoV5sOz10yNZV+zw7V+wc7OJgky2XYWP73uqkvfeO/kYyxo7j9wzacXlZ/QEAUjLOjKQtn96krY8DrsyH6utYkLJ9+ulBO1bWNdow9w+08PheOyaYjG0TTfW5bDE8YsebQ8NujKjPH3p+//AiAL6+3c4pn1prfXic3f5Mbvz9ylPnAjC71Y6dnalh3jj7VwCs67byyc5x27Zu6VtP77hNe8I9/8O+De57xsX6EJUw1Rsp75zK8BRFURRFURTlVGBKbbpF5KapuEdRFEVRFEVRTiWm2rzkWhEZKfG7AJeG/iAyH/hPYDaQBW4yxvy9iHQC3wQWATuB1xpjjk1lohVFURRFURSllky10P2nFdzzi4jraeADxpj7RaQFuE9EbgXeDPzMGPMpEbkRuBH4sylJraIoiqIoiqI8D0y1Tfd/TOLZfcA+97lfRJ4AeoBrgEvcbf8B/BwVuhVFURRFUZSTiGnpp1tEFgEbgLuBWU4g9wTz7hOXMkVRFEVRFEWpnmkndItIM/Bd4H3GmONVPHeDiGwRkS2ZvsHaJVBRFEVRFEVRqqQmQreIrJ3gc0mswP01Y8z33OUDIjLH/T4HOBj2rDHmJmPMJmPMpnhb00SiVxRFURRFUZSaUCtN97+IyD0i8m4Raa/kARER4MvAE8aYz/p+uhl4k/v8JuAHU5tURVEURVEURaktNRG6jTEXAG8A5gNbROS/ROSKMo+dD/wecJmIPOj+rgY+BVwhItuAK9x3RVEURVEURTlpmGqXgTmMMdtE5CPAFuAfgA1Om/1hn+mI//5fAhK87nhRrdKpKIqiKIqiKLWmVjbdZ4jI54AngMuAlxtjVrnPn6tFnIqiKIqiKIoyXamVpvufgC9itdrD3kVjzF6n/VYURVEURVGUFwy1ErqvBoaNMRkAEYkB9caYIWPMV2sUp6IoiqIoiqJMS2rlveQ2oMH3vdFdUxRFURRFUZQXHLUSuuuNMQPeF/e5sUZxKYqiKIqiKMq0plZC96CIbPS+iMiZwHCJ+xVFURRFURTllKVWNt3vA74tInvd9znA9TWKS1EURVEURVGmNTURuo0x94rISmAF1vf2k8aY8VrEpSiKoiiKoijTnZodjgNsBha5ODaICMaY/6xhfIqiKIqiKIoyLamJ0C0iXwWWAg8CGXfZACp0K4qiKIqiKC84aqXp3gSsNsaYGoWvKIqiKIqiKCcNtfJe8igwu0ZhK4qiKIqiKMpJRa003TOAx0XkHmDUu2iMeUWN4lMURVEURVGUaUuthO6P1yhcRVEURVEURTnpqJXLwDtFZCGw3Bhzm4g0AvFaxBVGMp5hbnsfxgiPHp8LwJyGvtxvAI8emE1Lg1XCr+u27sTrY9ar4dFMEyOZJABPDc4C4JnhGQCsbNrH2c1PAzCUTQHwwPH59t5jM2mqGwNgfO0gADv7OwFoTw6TNtaaZ/aiIwAcPNJi09QOh8eaAUgbW0x3PXoaAInmcdI99rnlLYcAOH3xHgCe3D+LlqYRAHrHGwAYSNs0pfYmOXyGK4/D9vmxjABgOoT0gM1f11xbLjsHu2w664bparZp39/batOUsc//5sBihsdtkzky1ATAyJgNJzOUIFZvy3bUXfPiWLjoEN/fu45X9zzAwXEb5q5j7TaOhC2D3rEGLuyy5XpszB5eKja5NCbGOWo/stXVRzpry6lucT/JhI13sK4egHg8C8BQXwNy3Ka343Gbh6On23u37elmq8vXigX7C8L+1ePLIWa3Iwx02zB/dGw9AK2JER7rmwPArIZ+W74daQCW1x3iaNrW48LUYQDmJI8B8I/bL+OSOdsA+PJ3XwzAG155BwAz6wbIGpvZkf+2achcausgi3BowIb57YENAMxr7wVgdkM/24934Wf3Hvu9vmWU2d22bo802LqKiS2Xo5km7jm2GIB1bbsBuPfIAgD2HGtndttxAM5p3eHSYMtp91gncRdGU8z2nbu2Lwdgdc8+nuuzddrZOATAbzKLAGhPDbNhho1n33AbAL/tXQLAbYdW0dPYmytbgL60rf+uhkFOazoAwLPDNl+HRmxZDIzX0fe1eQAcvsj2ue4GW2anNdtnxrJxHtxn+39dzNbRrHpbZ3c8u5yFDbYfzkrY/HaecShXjp11NqwZSXv/aNa25WWNB3nwcE/Bta6kvfehkfl8c+8mAK6fuwWArf22Pn99YBErFu8ruP+Hd20GYMGlR+lw1w6O2f5x59EVubwcGLXXnhmwY8l4xrb9xa1HqIvZ9jyj3h4A7I1bCcmyZcDW8X1H7Ph0cbftX2Mmzr/vOR+A87q8Orbtb9dgO7Ndu864et86ZC0FO+MDxLH9oi5lx8rhlvywPpSxY8+Wgza+efW27e8cmcHKBpv3V615yIZ5vNuW4XCSXcdtu5nVbOONx2wba0mOYpptuma6uu0dt23jgtk7cmH099mxL/3bDgDmXL6Lx/ttvXc32nLJ/o59PhVPs6HLtsWHj7m20Wjzsru/jfqEbSdeHz8wasenrjrbppfX72fbiC2P+Q02f11xG8f5TU9x18BKANZ22Px69V8fH6c1bs+He8WSRwH4zjN2THnxgq2cuXAXAMfTNi9L6w/adCM8NGL75qp6O+7fPmjj2Do0m/XtNi8P9Noy9/rSjM4BRtxYPezaxL4x2/dSyXRuHH5izJbBy2c9DMCISdKXcf3PzQPHR+wYuGrtLo6P2s/DaRtmd8q2yd7xRmLYets5OtOmpc6WTwZhIGOf607avvbquQ8A8A+7L+eMNpuv0YxN76wGW56Xz3qSvSO2Th/ttWXu9fHn+tvJZG37PPicvYc6G39b4zBz2+3Ydzhp67M/a+PfPt7F9hHX9rI2vuNj7reRbg6N2fo+v82O1ZubnwHg2bEujozb33aN2bHo07dcY8vlzJ1cOnMrAEtcvZ3TsB2AufE0Pxmy/fDnvbZPXzH/KQA6EwN8dPu1ALx+3r0AfObRy228856zWYqlOaPZlk9jzI5zjSn7/4KXPURT3I7D3XW273iyyP6hFjrrw88jfOTwHNrcb95z3vh6YdtWkmLL7MIVtgwePGDHu/r4ONtHbXs+0PAsAL1uDNw51JWTFx5J2jb1U9cXNnXvyrXBmLh51ckph9ItPDlg+9ruAds+V82y4/fM+gGebbB1u+0Ze0+2Lp+PpKvbUdfOsyk7ViRiWZJix8W3LPstABkne53duJ17h219zG61bfHwoJ0fz+jYy32urs5vsnXkzX3j2Ri7Bp3M0m/bwXonNy5tzM8blVATm24ReQfwHeBf3aUe4L9rEZdycvDqngdOdBIURVEmzPL6/Sc6CYqinOTUaiPlHwDnA8cBjDHbgO5yD4nIv4nIQRF51Hft4yKyR0QedH9X1yjNiqIoiqIoilITaiV0jxpjxrwvIpIAKnEf+O/AlSHXP2eMWe/+bpmiNCqKoiiKoijK80KthO47ReTDQIOIXAF8G/hhuYeMMXdBznxXURRFURRFUU4JaiV03wgcAh4B3gncAnxkEuG9R0QeduYnHVORQEVRFEVRFEV5vqiJ0G2MyRpjvmiMeY0x5jr3eaKnU34Be6T8emAf8Jmwm0TkBhHZIiJbxnuHJhiVoiiKoiiKokw9NXEZKCLPEGLDbYxZUm1YxpgDvnC/CPwo4r6bgJsAWlbM1uPnFUVRFEVRlGlDrQ7H2eT7XA+8BuicSEAiMscYs899fSX2iHlFURRFURRFOWmo1eE4RwKX/k5Efgl8rNRzIvJ14BJghojsBv4CuERE1mM15zuxNuKKoiiKoiiKctJQK/OSjb6vMazmu6Xcc8aY14dc/vJUpUtRFEVRFEVRTgS1Mi/xb3ZMYzXUr61RXIqiKIqiKIoyramVecmltQhXURRFURRFUU5GamVe8v5SvxtjPluLeBVFURRFURRlOlJL7yWbgZvd95cDdwG7ahSfoiiKoiiKokxbaiV0zwA2GmP6AUTk48C3jTFvr1F8iqIoiqIoijJtqZXQvQAY830fAxbVKK4ikrEM3Q2DPNffzjO91j348bEUAM8+OxMAiRu6WgYLnnvs+FwAHtk/h6UzDgPQO9oAwMBoHQD9XfXsabAn0aezcQCaEjarvX1NHB5qs+FnBIDxTnvP3uF2HvzNMgDaV1uPitm0/S2WhsG0DT9j7HNNXfZUzXQ6TiKWBWBbv037gUHrCGZ8OMlxdwzQozLHht0wDIBZMUh6b6MNa5cNc2BeGoCG+jFamkbg/2fvTWM0za7zsOddv32tfa/q6n2mZ+1ZyOFwuGi4QYslWkkcJVBkx0ISwIh+BIiTIBEQILARxD+S/LIMC5YSy7bMhLJCS6JEiiZFamY4e0/39F5VXetXX31fffv2rvlxnvtWFzVFDKVpkTN+D9Co6nq3u5x77r3nPuc5AFodqZ/nS3LSfGqI2vfkXaN5FwCQeDcLAKg904NhSlkyfyxl8D4l39MCDYk7SQDAcEW+p5lSOEML0PXlWmWUBwD0O/L/ifE2AMA2fLzTmQMAbLaK8v2RqKcX6pjOdKTN2D5v7UlfhYGGQUf61rClbE5d6qQPdAQJ+Vv9stRF4z1BIwHdk3fd7MzLdy7sAgAePbMJW/el7ro8t5yUPlsbjCNpSDuO210AQNPPAABeHWRg6XLN0uT5MUPK/aX5a7jbk/574YtvAQCud6elXYcZFJPSjjcuSvk0V/qjvllCckJ0QaceqDYY+hb8QO477EpfmykpbxBoCHmf0vOUIdeSmof5VBMA8K/vPg4AeGRqN3p3rSv9/WZ3EQDw5fJr8g0zi3d60lZjlrzz06dvSV3+4cMw/ra8c68pY2BlXNosbw+RYLvsdaX/l/INKa8e4E++LWX46U+/CgB4MrPBcrqYMKX9fr/+CACgemVSnjvVRfhFjt+a9HfbFT0Yt+SZFydv4BV7BQCQYJ9t9WXsZpIOCoa0uaFJu54pHQAAvnflLHBWXj3IWwCAG+0pAMCXpq7iY1PrAIC6I+3khtIH28MS/vP57wIALE2+d7l4T9rAkvEGAP1Axnr+tLRByepF+vJ7d6Sen1mWdu36CbRcqd8O29W25N67GMfzE3cBAAVT6vJqcxmA6EbblTHWGUq7pA2xU2NGF786/x0AwD9afxEA8Oy4tPlGu4yqJuO268lzU0kZo99unUfRku8MaqJvRk50ahBYGGM7/uziOwCA3ZGUN2s6OOQY+cr3JYXDhXPbAADdDOAHoqebDemb+aLo0Xiyh7u1cQDAfkPszU17ImqDjC310Qwpr0t+LFMP8Pqe6GnSln6wDWmzoj3Adk/KVfua3DP5JUkDcdhNo92Vtl5ckL6ZSogunU1WkKQtSGjy82yqIu2pS9/eGM3ijcYCAGAmLW12/1jdHMpcZLKvv7B4HQAwl2hgjDrb9aTPvt8Rvf325mkMWkmWSeakh0tS3p6XQI991HVFp3b6Yjub3RQWxhrRfQBwryffXyo04FNnB4Ho992hjKuXWqvQmddOlb3VlL7udFJ4dkV0/25T+mUUmNG939o9AwCYzkpd/Jw83/GSuNWSfmsNpC4vLoh+n8rW0PWlfPVuhm0nzyc1D0VLbN9iVnTi3bqMw8Pr4/Cz0o5mS+bRgPNVvZOBRh3WXpa+3l6Wut8bjeNf3RBytVJO3n26JO36RnMBJnXYzcs7c/qAP4coJ8XepPURAODvfv4b0bV3+zIfZQ259mxKxuWal4QbyruUDfy9m5cAAL/yUA9/Z1HsxSiUfnhoWnSqOhDbciZ/gK9VHgYAjCelvGlTvvHS1goen5VxdLUpc/Ys9W4208ZWV3RBjfu326LvC/kmirbUS+nBVEKe+1+vfx5fXHoXgMy7AGAY0iaVfg4O+3srK4Ot4kn7/tnNM7C3RQev9aUuZxb2o3orPVH9eT4rOlx18qgM5F2XxzcBACXe03DT6HLdptnS105B3m0A0dwXQPQsb8s4nEx0ovXGK4fLUs8JuWfKbOGr249FbSTPSXvO2C3c6ot+fc2Ve57Iiv0OQh0DT77dpY1oFuVnLndk29+PPKhF9/8F4Puapn0Vwq/98wB++wF9K5ZYYoklllhiiSWWWH6i5UGxl/wvmqb9IYDn+adfCcPwzQfxrVhiiSWWWGKJJZZYYvlJF/0BvjsNoB2G4f8OYFvTtJUH+K1YYoklllhiiSWWWGL5iZUHsujWNO3XAfy3AP47/skC8H8/iG/FEkssscQSSyyxxBLLT7o8KE/3zwP4WQA9AAjDcBfvIw18LLHEEkssscQSSyyxfBTlQS26nTAMQ0gQJTRNyzyg78QSSyyxxBJLLLHEEstPvDyoRffvapr2jwEUNU37uwC+AeCfPKBvxRJLLLHEEkssscQSy0+0PCj2kv9N07QXAbQBnAPwP4Vh+CcP4luxxBJLLLHEEkssscTyky4f+KJb0zQDwNfDMPwpAPFCO5ZYYoklllhiiSWWf+/lA190h2Hoa5rW1zStEIZh60d5VtO03wTw0wCqYRg+zL+VAfwrSEbLDQD/QRiGjR/2HkMLkbOGmM50cHVXMjWVUszmVJJMTMXMIMp8da8rmdDaQ8li9PjsdpRtcuMPhOmw95BkLXrbsfA2ZmGZPgppedeZgmSyMywfRsEHbmThjPlsD2aDdG2cf2oDm80SDg8l2xT6BhsNeOvfXsD5L9yJMiH2qwKDT+ybuHr9DJY/eQ+NgWQGazIjEkY6vFECVs3EQUnK3puWLIn69Qx0AG4+BJNkIRjK99rMCggthOYIwih3TrIzOZ6J/DMHaL88gURFMjD1FiW7l31NyjRcdZBm0f0Rf7ECDJcclF+24eQlM5XVlbrv5gr47ebTeGHxLga+vDORkSxZPWb63GwV0Xfk916L9WNmtEovh4O2tNlzi2sAgPOTVemP9XmAGe38gaiz2WamqkQI+5DlO8/MYmnJHjXIWXAcud+Qx6NMkwDw6p1lAMDKo5Kt7LncbQDAvH0YZRTMMRPdlivZzr62ewlLOVHNZE7epTKM6gijDGHqnr2e9MOQma5KqT7SC6KTvT2pr9ky4DVz8OeGYOItdFLJqLzjqR5uH0zAv80MoTPs7J6JykEKqele1FZpXdp8GJqYTTZQdfI4PSb1yzHLmZ31sZht4o3KPCxmZzvwpZynExWcTlTwen8Fv/ntFwAALzwl2csu/P2rAICGk46yui2kpZ7rvTFs9su4mNuLstyZ1POS3cOLL7yJNw4WoiyXKvPfDWcGlubjtc4K9val7coXDwEAhxvy/5Xzexgy46anMpQxk1rNzSLPDIrzSSnLLor8foAaUxjWGOP95p5kREUIrFUl416RWc5enJTsgTf703jjQLIO2iYzvJpS3rTp4uZQ7M2UJabv3a7839Y9bDuiJzc7kvXMcY2ovBOWZNz7xTOSzuB3vv0cAODhxzawkJGyPzQpGd4OmSW32snBHZd3DJlZ8EpFvnd+soo0M+U+NinZRn/3H38WAPDIr21CR4C8PowyWqqsgMt5tu9IbA0ApJnJ1NJ8uIGOzX4Zoc6shQfy3JXiLK5gFgv5ZvTcncMxAMAXF6+j5aWxmKjjl555CQDwVlOy49m2B9czcGmqEmUUTbM9vVDHk3NbeHVrEV5NdN5jlttB2kMLaaRzI5SK0v8dZq3TtRBL5QZ0hNhuS8a8vYrYeJc6Uq8UkP+0tGubWRJHQxnXhuVHOqT09Z9sfAIA8PdOfQvbQ3nXZ/PXpB98aat+YGP9UPpYZdJMJ6UPDC3Am/uS4bU4ITbaZxbgn11+B5sDeW69Iz+rLdHJMNAiEGjlFcl6mHpO2sfWfdxrSlkempBMhpW+POfUUsjPyN+u1SXzbeOQc0raxeOFLQBH4+J3bkqmUG9kIJenrUyKTQiZHTc4NNFfkDb61IzYQ5VpsD7KYrnQwJXKDGyTY7skc25lmMdcpoVbjQmcLkuW2q/ekMyrP3/+CgAgawwxnZc5SGXX3BiK/rxSXcYjY6LDJrMj+pkACDVoGRdeUv6Gpjw3COWnFmjIflz0UWVCBoCfWr2JP3r5MahFxEtr5+R+Zne+/MQd3BhIW6sMtspebbTL+Ok5ybhap/2450k5l1J1rPcl8+af9SWlbcsT3ej6CTQcaf9nliTL4dawhK1hCR0viV+alHHx4rjY07c6oit//M0nkDontmSnIbZr0BB9ffjMdpS5crMmejMsih2wDQ87B8y+a4kODly5VkgM8WcvPQQAmPqUfPfPD2Sdk08NsTMsRnUFgDbn42Y9g+zKjvweSL102vrluQNU81KWckr0ZpwZPNe6Y7jzbXn/7HOSQfNdXXSy6yQwm5V+VxmT32wu8N0h9ipSFqh5Y8D/QqbDEECzLWXZsWWsf+/WKgBgdV7mPeD+fkjixZkb+EblHO61pX1UhuEpq4WpgrT1tf4c7pemm8JStoF73RLsd6U9btiSxVXp6/v1MT8oTPcQwDuapv1TTdP+D/XvfTz3zwB84Qf+9vcBfDMMwzMAvsn//1jFolF5T7mRPfHSJg3ke8n5L9w58dryJ++dXJbayfsmNx+eeC2yMO8h7ZcnTrw2XHVOvFZ+2T7x2guLd08uSyzRpvC9xJ87Oc3s7YOT+yo13TvxWtXJn3jtjcr8idde759Mt99w0ideu5jbO/l7XMS+l7zWOfl7K+dPfmcsP1zy+sk6df+C+wdls18+8dr9C+4flMVE/cRrl6YqJ157dWvxxGvp3OjEayqV+XtJvVI48ZphnWzb/96pb514LZajDd97ya3GyXYqa5ysi69Ul0+8pmXck6/REfNe8kcvP3bitctPnDwPq0Xoe8lS6mT9Vhva95KOlzzxWiw/XH7I6ubYgvsH5RuVc3+p7ynn7F9VHlQa+H/Lfz+ShGH4HU3Tln/gzz8H4FP8/bcA/DsIB3gsscQSSyyxxBJLLLF8KOQDXXRrmrYYhuFmGIa/9QG+dioMwz0ACMNwT9O0yQ/w3bHEEkssscQSSyyxxPLA5YOGl/ye+kXTtP/nA373DxVN035V07TXNE17bdA4+bgqllhiiSWWWGKJJZZY/rrlg1503w+kOvUBvXNf07QZAODP9wTrhGH4G2EYXg7D8HKqFOOkYoklllhiiSWWWGL5yZEPetEdnvD7X0V+H8Av8/dfBvBvPqD3xhJLLLHEEkssscQSy1+LfNCBlI9qmtaGeLxT/B38fxiG4cmUCQA0TfsXkKDJcU3TtgH8OoB/CMlw+XcAbAL4xQ+4zLHEEkssscQSSyyxxPJA5QNddIdhaPwVn/9bJ1z67I/yHh0BMsYI99wSSjmhYisnheDxXkU4Nb3kCO8eCF+uogA8Vxa+7YVUA21S+Yy9KPygbkP2C852BsO88PNenBDe3OpA+Dp9T4c/L5R6NnmoHU+apOpl4b4pnJMJ0oo6ZXLd2kCfXM15S/DoZ87yu6tGxBWraOV00v0daoA7JL0XgT2Kx3R0ro+gJRR+3UUpg0a+VYSA0T/eVa4v/8/YI1RXpOzZq/L8aFrqO0xpEdVg8+PDY2UJPAOHj0k75u7IuwZTck2/nsPWuNRd1cXdMuATywAAIABJREFUJmfsBnlzlwNMviJlCU7J30itiW7ZxmxR+DMVd7R6D9oW9LJQhwVdaUPNl2t2QwPY1iNyeDuW/BwObCTfEb7NwqekH3c6QiXWH9qwUkJHtU9+19u26IobGhHd3jY5XD9eEjrEL81cwx9WLgIAzmbknTVP7t0clvH5GeFgvdIWSr7tN4QLNv/QIdZqopfDpuhdqiJtWLoVoELKUI3cyIrbHMjCv0l+7nlpg8WvyHObXzxqo7c25HuNaalvvZfBeFa4gtfvCF/qly6/zfrpMKhDtzpC81Ujv+y57H7EB52alefzpujBbLKBf7b5LADgc8s3AQDTtlDIXUpvRc9NpOU5RUv3aG4biSnRr3lbOKK/ciCcwV0vEfEsT07I/n0uJ3qQP3cUt3G+JG3dJGVhx5c23BsWUB0KheeQ/PBNhxzXlQIOJjluOXgmfkOe3/wlD8EPUI7tjKSvd/pFaNT5i0WhunvnUPoxbbr4ravSBp8/K32teJP3WnkUyBHf6Mp3RgMp0/XeNMpm99j3Tl8SPtv13z+F4GeER3Yu3WK7SP/7gYa9obSPQ77k0+PCu+4FOl556TwA4PFnhAbtsf9EuNQP/Sxcmuo7PYlLV7rS9ywMPXnXQlr6L0V+96wR4KojtHCZdSn74ILUqTu08fr+EgBgcV7K8PmFGwCAnDHEV/eEpu1TE8LvPPTlGyvlQxTIpX7zUPQt5BnpbL4NdyT32U0przNBbvTsCGNZocRs9qVP3aHce7syEXEh6wXaq33yV7smipOdY23dbsvzQcdCMBJ6t3ctGe9p8t6/MH0HTfJx/8cTwm3cCeS5f3D7iwCAz87cxLkJmUOaI9HB9W1S5fk6njq3HrUxcMTlfaU1h/0edZH9sFAWFunOKImaJzrMboBDW521HBSZK+K1b10AAExeFp0cW2pE9ixliS0bcE5aLDfQoHF9tyXjX+UvMDIh0uR1rnxXDI9xXuYdz9OxxxwPU0kZj69Xhe5zNtfG5bktlk/6oUI7WbAGuFiWMZrj/PbsspRpvTeGtOFE9QGArfYRl/6ZorRnzxedrxyQ7jHpI/Q4nzHXhNmRdvGKHkA6Qf1P5V33fkHo/hbSTWgF+Y7H8YeM6NT0bANJckW3Xem/Z4uSF6If2DiVFr3+l2tPAgC6zJdxeWkTl3MbAIBRUt6peKGXEjXsu1LmfUPawyLntxcaUU6Dpi82dsES6sHbpuhfuDCM1iedPdGR+VPSJpOpDq7Vj9M07myITtnlIfy2lGV6VfpqoiA25s8PVvDcs2Kf1Pw9l5F71lvlyBaMaAdmJsTuHLSzaDnSLgeelOXQO6JIdl25f4o2qE871XKScE5Jv9uG1KXSkedNI4jszTvN2eh+QPjF52dlTti+LXYquyXl7TwGGLq0XchEGxs7UncMDdzd4vgl5/wBOcQbTgbVpnxb53z6/QOxW8vJOq71pAwfz4vNnDClXZ7Ib+LdQ3nngLTJighS5dl4v/KgeLpjiSWWWGKJJZZYYoklFkq86I4lllhiiSWWWGKJJZYHLPGiO5ZYYoklllhiiSWWWB6wxIvuWGKJJZZYYoklllhiecASL7pjiSWWWGKJJZZYYonlAcsHTRn4EyEBNIwCE6YeRJHYWVOi0JemJTq43stgeFeiiUeeRL9WL0uUdt+zogjaqZRE/CYMiXBeDzQEPYnK1RWTBtkPQl+Dbkt0rk/WksYViV7XV7twpuSaPjhiEQEAswcMGAFbG0oU873vLgIAZj+2g83vyO/GIxJF3D+Qe7SUB2Mo37bmpZyZhNS33cggUSFjR0nKOfMduXfvE+HRt/sa6yJ/aA1TUTv2H5fIX9tiPTfTUXS9lpfvaLvSTmYAkEAB3WW5X2O7etMjZE3nWFslatIG7cekX6ABB09KuxZuyZ8OH5f2Spg+7u0Ju8dSTqL6izbLNtVHeEcikyevSh0qz8lzbjKI2FashPyt25byagcJeE8eZ4wYOVKBwNdgmlKHCplp3qo+DQA4W65hoyVMFhoJLtKmRPA/kb+HT0xItPtKQiLMDdKnbBhjUUS7iupO1OQFg5GFkO2qk1VGMbccPK4hJJNG4Mi1ZFHKPZdrIfm0RNvvHEqU/v5lxlQn3ChT1TSjz6sdaadyto/xpOj69CPCJvHqvujYYqGJMyWJPn/11jIA4KmzGwCAP90/i8fLwqrxc6vvAADGLWGCcEMDF6eEocBkdP5Xt4Wx4m/OvwlLk/Fzh4wNz84Lu8QwsHAxLUw9w1DGQJFsFgE09B1pq1Kmz7YWPToIM+gOpa7TaSnDuZx8/25fxtw7tZmI8efNXWFwmSELjpl2I9YSg4Oh8V9Ku577HwJU/oFcu9MUvasOZMyt35zBc08IO0uKTAdni5KvKwh1vHjmOgDgZkui7bcb0i/huznsZ8TeBBlpHyTlpxOYuDGQqPmvXHkcALA6L+8cPtWLWCi2WvIuJUnbw+t7Uq9ejTaBY+65x2/ihU9IH2335DnFqPH73mNYzYh+lmxhAHm1Kv1fr+WAgehZbVr0RbG1XBivIm1KnUeXpF0nCvK8H2rwsvJczpIxndDJehRYWMo2ot8BYJH/9wIDIxqOZl2+Z6elj2tGBiGZiDKidrA6cm8vyKJCG6sYTvR96v58H11XfldMDNlxKW+bthMAtKE8b4wLs4JVGkEnc0+nRTtIcohDJ4P9kdiCNVv6dplj/OcWhPnnu7XTaI7kuUZPfhbHpH3mci0sZYSJwQ3IzhSSdUMP0OqTsSHpHCt3q5/EGMd74hPCJlMl80PeHqFgS9nrFznGycwQbqQjFifznDAwOGty7dZ2FpNPyzsVE8rhIRlSzADJcTJ/PCrv1MlKkaia2B/I+N1KSb2yCenrvmchyTny+9dXAABnV/cAALevz+HSwzLe1zvCIqLYMrbaRWRseUeb+tm8Jfc0J9P43DkZTx2yiSnGkvQtGxqHUarG8XtefoZGCPhyX0CSrp5r8z0JPLYiyqSYWA5fl/4MZ7SjMZ0RFpicIbYIAO7QrigGDvtdsl+dHkR63SVz0h+sC5vMf3r2+7jaERaYW2TnmcyQ+cke4lZD/jaVkPYoWdKulaGULZcbYIL3z7GPywnR5a6bhG1Km5+eEl1sF+X7OxvjKM7JOxXjlxqPBXuIrifjQ429PbIsdb43ge7nxJ5eGFPsbKIbqYSDGdraeyPRg6ttsVub1TIC1zjWroqFKICGyyubAI6Ye8YzUk83MFCnbc3/urRn678nC1pxhEMyPVlkL+rdR9bicfx7OxzTihbOCJEpSL89Nr0jZeBYe+X2MuZmxPbUO/Jclvq3NphAj3PzraGw+iiWp5v9KfgctxjJz0RZ2rNy+EOZsP+CxJ7uWGKJJZZYYoklllhiecASL7pjiSWWWGKJJZZYYonlAUu86I4lllhiiSWWWGKJJZYHLB9JTLcf6mg4GbRHySjTosLRdplxbDC0kTglmKfhgNmuWoLNGVQyKCwIfkphmBSW0a+mMH9+/9g7FZZNM0JY1wWD5OYE0FR4RPCxQ8fCyBbMkT0pmKxhTTBMfsLE0BWsk0H8lXZRvtsYpJB/SvBahy3BVimstpcy4E1JuVIqEyWzO6FnwFKJ1zTZW+1+Vu5FqCG1Lni/7sPEgA+kXQw9jLJbKgmIj/OzAcw2f3fkfrvD7FVjAYw+sYpJZopixqd0bohr1Sk8M3cvyho4Oi+Yq0TSi74zYgat3hwLkJJruhZielL6Q2EdVYbBUTMJlZ9x/xn5njkmOMdU0sVwxAyKxEqGCXm+07bgEJsfZqU/gneYbe1jlSiTqMICfnJ2LSqnygh4+6VlAMCr5+T/KcPBwxnBkCks2K4neNpvbZ/BuTHpR4dAw97DxLN3kiiUibHMMV6A2URHMx6y16WtCReEMcd6akGEC3WZXU0rqhScOkZ9xgn4ojdPzAuWcSldx4AZ3r6+JlkLFaa83sxisiyKc2ZZcI2rWSn3Y4UtVB3B/r1aFwzwuYJgj9OGiyvbzMy4LG399ITgODt+MsqAt8hMe2rs/On+WUwQHzqflmt/+E3J+PaxT76LhycrvF/qonCRrX4qylJ69SuCn8TfFPznZkcw991rZRSfFD17ak4whbt94qp30hisyDuVLrUOpJ0G/6MD0xFc4aApY7STk8ZfPb8b3a8yme1U5HsPLe3CCeT99w4El+pX5XlLB/ycvLM0I3YnY0s7Xa9PoZuXPn5qVdpsrSXPe30LQ8YX5FKi1y71p9VOI0G9zk5IG6osjUPfivDFferwdEb6tTlK4m1XcKYqC+CA42RivI2DA6lDn3YxkRC7sd0tRNkflVSrcu/cTAOOxbiXQym7wnY+MbmN13/zUQDA5/+L7wE4yqAJHGFNQby2Q4x9Ww+RvCvt0rxIm8JswBjpcKjfyTW5Z7gq48nSgLVDweIPhswWty74zaQDjJgBFTmpl8KNuy0biX0pQ/pS61g5T2cFn6xrAd5oSr8fjDiu8tJnFwr7eK0m8R2jocoaKt9yMgbqtH1dZjtUGObJZBdPzMrYvF6XrHcms+09PF2JshaOJcRGHKRlDNqGF2U87e0QDz8l+u7bgDErupBLSbs456UsxeQgipvYBrNWZuSelfIhKsyO2SeuXaP+GVYImhskiSVWtixpeLjdEJyvyQyPeWJlX3jyeoQhVrjYzf/zDADA+pWjOIGeo3L8ieTyA+wNCmx30YniuLSBe6Mc3debkf7zU1LO8usWGg8zhucJZk4eSFvf25jA+dMSQ5Ki7nvL0haVSjHK9jualn6/05I6lZN9vLMu8RNmhePiSdGRlpvCq23BsasMuCmOmaqTj+yFGreqzd7cnccZZjD93TeeAgA8f1ECmt6uiC1dKR9Gbd1m+6j3bXcLaLNeKzmJF/AU7jjho08dfI1ZQ5+fkczJWcvBlT84J+3yxfDY82Nf6Eft+uq22PjJgtiN1nYBb3Cd0JyU76q+M8wA2o78rdqXvpk/LXNDKTHAVkfmwb0dsZVmWupk3k4he1nWSDd/lfFWh1KmquVh2OfcKk2N+3Oem8zUOWKMjM71QjLtRDFAt4mZP1OSdn7u3F187+Zp+Q7H2O26tLV5LoDNeKQ/3pZ58fKk2I3vbq/AtuSa2WBcSV7K6zs/mu869nTH8tciz8zd+3EXIZZYYonlLy0qcD6WWGKJ5S8r8aI7llhiiSWWWGKJJZZYHrDEi+5YYoklllhiiSWWWGJ5wPKRxHSHoQYnMNBz7Igr8tahYLNae+RUNENoxF0HXcFI+cTsPPXoXSTJ16l4mhU+be78fsSFur0v+LvF84I79XoWfHJx2xOCE1N4rGJygBFxRop7eGAIJqh8I0DrCYVMFvHWBBvWXRjAJw+t4q8dzd+HRSQvr8Ige8RfF68Z6AqUC+4YsdHkBQ6GBjoXiO/m84Mt1nOlCSvF9xMH6U3Kd6GHMHvEWwdHWG5AuIdDk5zY5NTUFBf4QhBhuRXO074peMHgEWL0hibyd6XsCjc4Io9uo5fCiPjrfEIweopf1uga8FPEOHeJby5Ke/m2B/MdqUP3AnlbyXWNnAf05b4BeWjnn9+S5wIdDeJhFe42Q573rUEJOy3BGT7+vODvFMY7oXv4w+rDAICFDHmICULTtDDCte3XpA0UNtBPhXDzRtTGAJAWCCmc+RCDS6JLFvHvitf2dmMczTuCkYMtzylcvRYAblr6O5WU59eJEy7ZvYiPtpgdHHvnfjsXtUfKknflDGlzAPg3VwWb+7kLgp8eEF+40y8imZR33jgU3tvdhNQzazm415RytpuiBzpxovn8ACWW7/W6KOzEo4IFXGuPRd8dMOZh8LL8zT07hFaSOo99UXD0V/YFm5cn9lk/1Y04pg9H8t0OcbTa7ACHI9ENhRfViM1zexZcg9zPTeKMea2ZGUY4RlWmC0vSWYfDNPbuip2ZWRWc4igrZWl1UkjRvszkBNO935Ux535jDLc/Kd9ZKAkXc70iOmZVLOSnBdDY7IpOjuUFq4scYBGDqGTzltikrbyLBMexS/75/TeFe/b5T19B25V3KbzwZxeFr32zX8JBVb4dkBO5PyAu3fTRI8+9URXdtQdiB5qFFALaBIVnVWPVDzU89bffkjKQ61rxaM+kWhGme/m8tGOTuQK6vQRAvvrQon4niMe2Nfi0Dw71IBzRBmohlMaqeJTc7lEbjRYYN2Mct/+n/rWP9Z+jDdoX+3sjIbpctvpIGWIL1NzwZ3dXAQBTF6U/13tjOOxLgf0O5xSbPNh/tIjqz9Km94gFbUgbzD/SinRQ4ehXp0V/tnoldNzjWGclzVEKlbaMsclTgsmtN+UbgR1AY38UOL52abfqvQwS49KOj5Vl7DRz7GMtwNAXfal5BTai1CFcHGBlQr6j7K/iXx/4FtZcGZum7bF8Uk9b96I2U3EezV8TjO3bB7NRrIF6Jyal9+bzLWzQbigxGbvUmgsQMkZKJzYfrvRdZzmBye/L79XnpC6tnrSTlgxw0JM2UpjnoHM093Y75AovS3vMZxW238Al8nubq8Gx8r6zP43JnMxjY8wL8NlZmRvaXhK7nPPG0uQ2J5Z8utBGjRzVP/OocL3nTemrw7Lo0WazhDFyWm9WxX73x6VMhy9PofysxJfVaMvqfXJWhxoSjLFQuQqUfe2OElBIKVWHMss2k2xFc1ZyTtpVcYlPLB1GuRFu3hB8++pZGVhu10YEt+Y6Q/Fg7x4UkctJvRR3vBq7Y08dRLlUmsR5q2v1gzw09ndvkTk7apxPAXgs++q/kGtrX5Yx5+wn0FiV8dStk+eb3OqXyrt4aFl0XuU/aHblZ2OQRi5xZK8BYCsrc/ZK+TDKMeFNSXkVxrv0DcYL4P1J7OmOJZZYYoklllhiiSWWBywfSU+3G+g4GGTQrGeRuEeGiguyEw3p3dCMEE5ddjNGT/Yec6viZSrYA9S5c7z7tuwOx8+J58E2PThkilCeGZVlUdMAi9nN0inZDe1dpTf8kV3svS2eJvuU7OyNtjR/Z06DS091S1FUcDvk15JRlL3BXZ/yhmoDHdaEeCizjFA36DGpPjOKPKlGRp4P2owE3mMmt2yIkB5Sc052wx3u8OwbKQwnyRhAj4kWAsNZD3rPiLzaIZlKjK68s3RVB5OHRSwo3VNJXOnNIZsdoMXMZxm6ojzufBECPh06wwl5d+4G2+dxGyG9GLe2pT3zBTKOFDzkryjWE7rWlQdbSwBnmW3urtRLOQaHyw5Celt7fflwip6BejsDt8so9rQ8/05TvKinsnU8PSNMGN/fI4MHWUleqS5jtSh6orx3ytOWtl3U2/SsVuR7Xpr9WHCiKG29Lj+d+5IPJnnC4dIDrTLSOZ4RnQokDqT9E+KIQuuSi1RWdELpVpL1C0I9YoEZ8Zrji0cgm3RQ3RLvkjcp16ol+V7bS+ILF6/JNXpDNrty7521aZSmRa/rZL+o9+SaUZLy6xsplB+RjLA9epnat0t4GyUsXtpFo0dvdJ3t1JL6agHgl+jhXHHZJi72mgVMFjqoNOV71quiW73nyOTTTqCXlba+97awdQRj8ry1a8OZkTpMJpmZlB6a4us2mk8xq+Ky1MlipLyOMGLGeGRKvDyKLaXWyiIxJXqpTpxmsuIFHUv3sNMsHPueYhq4s1JCmsOgRk9VsiB6l5tuRt4oxcCjMqhl7RHW3hD7tPColEVbEQUYOBYKaZ6QUOndceqI7kUZehX7TdtTzANZZIryXLcm/WEz+2zC9JHOSbmG1FOdTsZB30Yype6TvlrJS183nTTWGuKlU1lcW2ui4K2LexF7jfISt/ZF36z8KHq/PqQHusITMtodzdUQMBOdYtkIRgackYHSdCdiL+rNy1jzkyG0jgl9cgjjjnzPKUn73P2PdAA+xl610Hhe6qns6de+9wQAoLTawCEzZ16ix0wxAfU9K/pebkr6WGXA7S4AWdrvCWaYbNEjbOp+5Al+dFb6UWUKDKBFjFYqO6pDO6AYGgDAIBOD8hIi7SNLI9sl68WANsYwg4h5RXnvKwMZQzpCjOjpXvwaT3dW5Z32Z1so02t+qybezyyzj2ZMJ9J5NV8or+u9gzJ8njD+9MWr8u6U6Gl5rhdlX/T5PMm20PcszOZl/FTpnVa2Rfc0hBnpG6V3A04gmV3g4MkQ90uec4kxArwvyAeGLWZTbhnRNUz0j9VLMYUoRpcXpu+gRyaWG205Bbk0JSfdY4kupm0p70pCTuu23TKW5ut4o7mEq/uc/8ek7oYeIK072Hh9Hv5nxIvuc+JXp2mnynWsc+yokyc1nk99agPrtaPTwGOiAZ0GT13YH4qlTTcClD4hc9ZWW8ahsgPrtTF88dS7AICSzZN52uqJfBdPTsppsL4k7ftmTTzecHR4tNHqxHC4zYy2Y6OoWAZtiToVHbpmxBhzalrKpLJzD1wLOpmMmjZPSCuiUyGOdH7z81w40O5gbhCddhoTck+S7Xm7PYEivdlF6nKLDGOaFkZsdwV65iO9qxRg51kPrr/Umiv8Mhcz/xTvSz40i25N0zYAdAD4ALwwDC//eEv04RY3G554zb6ROvGa3jNOvFa6evLBSTY7OPFaLB990TdO1qnFS7snXvthhBGKyiqWfz9Fc7UTr6kN4HuJPjk88drYq9bJ71xtvL+CxfKRlBem75x4TdE5vpcoisn3ko3X5/9KZYrlwycfmkU35dNhGNZ+3IWIJZZYYoklllhiiSWWH0U+bIvu9yWeb6BymAe0MEqEUODRbI5HbvVKIfKUmMuyS1VBj3++vYzxnBx5BmUGL/IYXtdC5Ity7KKON/oqOKtnwAnlqEQRt89ekqOnnD3C5CU5ctpjMo10Tb6fPgjRHTJwi/AXqy3XvAUPpTEpi4IJqGPUMKXB35Zjl3pJPDSZkniU7ZQLZ4qeIEIzFIzGKYRRYJLGQEqPQUh+30JhjdARk8d9PPazOkfHtOrISK8wsGqooSNoi4jAXgU4Bo6B/lUmM5gmVOJpafNxJqbpDBPorUgbmAxe6/EIy067GLXkCClsMZEJk5wkd0y0L/BYiXXKXpd7+vMaiKKAyr8xZKAr7nP0+/vihd3nEWi+2EerLvXa25DjuxqTVgTPaRE8QB1hqWQHE+ludBz5/924BAB4fvXu0XsIX0CGAUADBncGOkKeIJRuMVEH42Hg6OjziNrakTbo5JlkqaUjZECUwpmMVM6I8L7j2lvysvSzchyet4a41pKjzta2QB5ys+IZXCrVMHVefrcZfLLWlQCSd9bnsboggTsqgMthkN7pUxXstX4gQDQt5cxmBzAekX5WOrzMI1av1IyOUlXQo5KOkY7eZWYYzLshdXESHu415YhbJVpwThHWwMCjM2M1dJkYpkOYSP9Q+jp5sYmVrMAfLE3qWZ5kEoiVMjQmakpw7Km27AySGM/TXhASoKA67sBE6o70Uf2CtMvBgbTvynwVS0wMpI70i7bojzY2ioIQazty1PnYeQnLaY2SqH1doDGpT8vxq0qcstfJR7CSqbSU6a09gUFlaO8AwFGBcS9Ln3tfrKLpMHEOj3JVUohaKxvZSIdHweMFebcf6BEMyuyzznmO8aaNJCFfKjBunYGw6xuTEdRMG/H4fJ+BbgvZKHAy/JbYRe1R+a7vGvBKUtfCbUIdLkmbJ4qjKDmOrmB3Ksa7c+SttgmpGtEW2bO9KPfXcJJjh8fhpekO/J+WP+kMWj24LXXIrzSjdyr42uGQR97U27XaGDzaEAVBLJREf8LHBkdJTpjQRHtNxsvOZ7rRMfpBV46zXZfH3JlBFLw2lZd2vXeHAdEX+9H4U3AROytt5xwm0bkr7dmflX6xbkud3DODKInL/j9flud+QeamlOXAYYK12qcJKyRkatRLYtdgUCDHWG0o43E838PHF9YBANcPRc9qLQbitxJYWZV58Du7pwAAZ8viOzsYZCI4i0pkpMgP1jamkB8/Pvehz6DO8RHAMTnoMbEbk7M0H3Fh7zMhTUHa3PukBB/qlo8EdT2k2gSEWOqnenA6hP7Rpk8lBS4CAOs9sYPK3m9/Uya87SfauDwrsItvrEvSmV97+E8BAEntKPmbSubVIdxnv5EH5mWsHQwFvtIypI/eqcwAAC5M7UeJy1TyKAXDWio2MF2Q8il4yGFN+rX4qo2emA2MEiRQIDwlkXQxzv7bqIsu3diSPhsvd/DWoTyoYBgFQix3akU8XhYYzKmU2CKvzKDHTgbOIXGltorSPIILqaBH85aUvbck64d8qR8l9FI26G5V7PrSdD0qg4LYJTcIQXvsKKFbxNhAyJlfS6I4I/o8S3jfkDp97d4s7LTLenGtxCRSYahh84rYz5mHZZ7rkfTCzo3g9GhvGiTCyJ18KvbD5MMUSBkC+GNN017XNO1Xf9yFiSWWWGKJJZZYYokllvcrHyZP93NhGO5qmjYJ4E80TbsRhuF31EUuxH8VAMzxAsJQg9a0oDPQUFENKU+SlR/BpzdD0dG1meo5lXBRbTHVLmm3pnPiZbizNwmfKbp7RdmxqoAVzdUiKj3lUVNpb0uTg8gjAm4EDeLyu/NaFHwCerE9BomY2aNU5qNd8Rwk6kfUeiqbcvElKVP9aXlP5q6FMMe2URvPBXqnzSDy9mi7UufwgB5rAO2V41hJVZbQ0BAw1a6hAj3HpX3sO3YUxNeXTTpSe2yLiQCZS3JRBS+o1NSRl9A1YJWYrlhtBRmwkNADpIrSxgO2q2ZJOQYLbkRDBJ5cOIoVsquDWdnRPC/3p7dkx9xfAKZelg+pNMJYZDCqHiLk+1VQj3FO+v/mW4swH98AAGzflkCaqUclRXzWHOEeg+qeOyV/y5tS7snFBhpvyg4+SqUsjlb0TDM6cejytECdEkx+z0DtUSmz8sgYw6PgU+XKH42LlyC5z6CgngEvSa/QmFxTu/aRb0bexfwtuWcwJjqWNh2kTfGWvfx1oT/0z4knYG62PZSJAAAgAElEQVTmEO2h6EmPKaIvLIun1dQC9JkyPc2UvX1Scg4dK/KWNLviqQjyUu7GIA03Ie2+ucWUy/Q4T0y0MCrx9IPjt3uKAXGVdOQtdfNyz+Sl48iz+iD9F/RM6cpkroM6vYNpBhWOGKCm+UCiJu/uTqoxLveUMn2s5uU7NXoLlScSPRODefFshfSKJMui7/VeBu1DGb/5s6RnHMjzpu1HXv75pdrx8mohOudljHXpNVeUo/2tHFJn5ZryvpWzR6dwKjA1acs9lz8nAVIj38S9lujpakmU8PVbgju9tLqNa69JSuuph8RbVG2IIfGbCRhFjtEZBqTSo+gDqO9K+VTgVoKnfZoRIrXGMi+RbnFa7km+UcDwMenv4OPiUdd46hcGWmTrWg+R/oxY7aTpYX9P9CVgUHfkTXe0yGaqE4ow70btMtzgiQw9wHnSOhaSA9ToaQ5/IJag00lFYzoxKd6+DtO5v/sV8W4az7egkdZzRE/3gEFo7tCMvLXFjOjEHmnQXN+I5oZMgicUVCnb9CKvZJbjEhclgH+/nYNLb79KZa8pm1kxMZpmYBvbwF12ovoqz7rycFdIE/mxM2sYKqrHM/JOFUxaO8yiwfHrsI9MelGzlhOlKVe6myC94/RKGwOOwzR1cZcUfo1eCgHnSOW5VB7Z7Fg/0iXru6TXfJpp7gcmZv9I2nP3U1I+ryzfM1IePLatalcVhD5XbGGtInZYZ9kTHKPFzADjU9IeOUvaYIvB4F6oY68jZZ7LiYEbnmNsQN+OqIU/syxUgVfpZr7dnsDavuhp1Ec8HQ7sELojf3vbFA/r43MyYV2YEk/rvVYJ7huyZpn+WPXY9/f72WiMR0GShwzELxwFOZcYuKto8xzPiOhO1YnjfkLKP53tRKdfijpSeYn9kYmrTZncz6Xl5GLC5tj1NdgHvG9VxlVoM2267WHIUwyDY9TeZHBvyosCrxOG/FTUuOvXZ/H4YzLmlP1vLx2tTdS5aEDGR0UnWhjvRJ7xG2/LhHrqYWnXQqmH1L+UPq18jg/ylNlZcrD0qNynThPaGwyyHBtB4yl7qCudIiFF+70pPU+SD42nOwzDXf6sAvgqgKd/4PpvhGF4OQzDy3o+816viCWWWGKJJZZYYokllh+LfCg83ZqmZQDoYRh2+PvnAPzPJz7g6giqSdhNHYll2Y0qOiOFo/XcJDTitRNrxILlmXwi24u8EmqHlSeF0PJUDev7EnHsN7nDoafbXOxBOV0UNkzhDvd7OdTf5Y63SOo2QoLyGwF6Z4nvVXSA3IQFIwPhHhMXEEepdrDJOtA8x+Qfn5C6KE+e4QA6g+27qyqBxl+M9g9mSHvTPsInOQW2FXfhVoce5GIY4cID0iZB0XX5QLJByi4mVRkxr0G+0Me5smDAasRBDr8u3obeM/Rc1BMwFE6cfaSKOzCSKL4mDZL5kngCFT5yZ3sMWl9hzuXn5JtS3/aigeYFlomJYvpnmSjI9lH9DHGC7LMCPQG9oY3UphXVGQD8LJMOnW5EnoAn6eFWSSCuVaYjD9fCacGAFi3Z9Y+le6gtixdNYVA74/RO9I0jisi0akP5bmvVQEqcHugxqYeikNT27Si5keqrtDhDMJw8oh+MEotQtwaBhcWclO/dT0k/WvQoeaGOqvLAPiIeldE+Ey+YAc5NygcmM8ej9YNQQ6iSqSxQ39h/Tt+CoxKmFKS/FX3esG/DLEu9VhaZFGdd8PMz8w106FHP5ofRuwBA9zW4l4gFJPVau0/au7uCw9WCo5gFu0nP6qPimal2ctj5d0K3t/QZwU8rr1hgA4HKHXUg31c5oTK2gz51/91dwUEqL7U+1JHZIT0XmbzCkvy/c6+AiVXxKqsxsHlb6mnXDPSZiEKdFtToOAh8PfJeKhndlLbTEiH6jrRHg1jQ6hU5fbFOdZFkm48z8cV1xiU8O72B52foQVIcmmflRxBqeOiyYHMVTrRpy7vn/jlw+5flewqbrWyR0dMRcjYZsUyK2k6zAvhMgpWh91vFKbi9BNLEXUfeLJVkJ+mis0j9VrjU4OgEQJ8QnZj+iryr8oxcCy1gWJE2NmmvEkziYz3Rg0t6VJdxGxrpwTYPylFf2vS2lc4JJjQMNewyjuTZsQ0AkvQHAJznRKe8O3nkLojRVVjy1gFPU0oDnB6vHWvXFmkF650M3IG0VTonNvDsuNjLaj8b4W4v0vupnvev5aEViHm/e/xEwCkF0Ymaz5ie0D3SxfQT8v4+E5OoE7O+d5Qopn4g3s9CmZjXegKumO3IW6sxHmq9WUaDVI+lKWmPXJL2XAuxtyV1OHVKPKTK892rZbCwLGXZ3mVACuOL8lPDyPtdfYrsV/s8kfWB5KGUPbSPUw2GtQTSi1IGddKh+kPXQqTTUi5FqadzfO3dG4M3Ty875/t9UgUWkoPolPYHJQw0rFfH+JyUqc4xXnllFsHSMLoPADQVTxUgmnvcPbm/P8WYJUfq2WqnkX5CbLVKYLaYFu+0rXuRpztQdo5zdeFugMpz8m6V8EXFzlz/81M4mJFypkgBqrDh5UQfUykZaw0mtHPo0UUAjCdl7HRJbbw5kD5zu7ZaCgjNMYDyyhHbT5Pt4VJfwzxPBFsJ1BhTpZ0W+6iw78NsP6JVVYiB8L4Va0STOeKah8lqNC3ETkM81KkFeuLV6YvpY/8Z2mvaInOCMSSBFs0B6kSmlZF70m+n0Lsg9xnqhISeda2AH0k+FItuAFMAvqoJyasJ4HfCMPyjk27WHSCzqWM4cRSAoXh2lVhNA26WR4ETck1lftzcnUJmVoxJ75Z0Xvuy/D9rOUgti4KqAd0lTEVfT8Et8zuJIwUAxEBr8wxoUZkeyaLm5HSEAYM7aHAyB5y8NSta9JpMRDeYOQqCDBi0kGCgmeeobIz30a0pXsmrYui6SwGyGwwM49G1yYVrODuEn2Hg5ZYsLsauchCeMeASsmKoSYxZIPtzAQxOxJkKlZpGXtdD3G6M41y5Gh33T39PBsPdZ6S8iZkeRpwoozUGNxDp6zaal6Sv5i0pb4oGJFkYYsiGNKry/dRXX5F6/lcfj4Jl1SJBLUDNnAOH/acCVKJMcfUEDEIjsluEfUxzs+bruHtHjthWT8sxr+LNHvWt6LhVBVR2yR3bHKYiA6sGqzqWmv9mgK3PHYc/mG3Rg1E5wGia0JgJUQAF1WgXksAtYmlo0HuE9mgBkF2nfi5zY/a6LMgOPtmJgvHGs0d6DQB3m+Oo7IsVSTIoy+DRvLOVRYM0fep4WmVJW5muwSKPqcej5wSf9+9mMaJ+jjYIVchxfJhBFKQ8Q17x05yYbcNHv0CeZXKp64T9mD0tMrLqSL5+Sza1xrRMjqF/BNtyZ2mgu/KeUdtE+VlZBPXUAoDXEADOmNo48Oia/NAHNzOY/LS02eVFCZ66wqCnQSpAR5IUIrXL7IhqATnfgc9V0DYnhMwMbUwqhVO/zWC8X2AAmFpkdi1k1hhYfJ5ByDxGhxZGGykVjJY4fbRIVIGwivu7O+CRrm/hdFoWOi2OnbsNWTQEgRYFCKsx5hCqcedXTGgMZCte52TI2KnRghst3PLUz4MajUXDRuH08ayDRo0bztVutNhWE+NUSe7tjmykbzFoif2nvUxI4OfrCLiY9BMqWlp+BAUXWlfaw2PQscuN3XjCieAa9bS0i5oj/IEJO0dHDCfdU4U6yy3v63sWXmvIkbVaxCgd88c8tLlJVIvSxKJ86/xkNYJtfffqGWkDBgAH3tHGSmXQq2flp6aF0dx1vSrjt89vYMKHXSeETJ1ZsyxBxofO433dVHOQ3JKf6kQLd7Wo1ciJ7wV6ZAvypeO5G4yhhkCliuBcpr0jfTy81InartOVurdpy8ZKXcwuSjvucbPtcYN+8ex2NP5ULgaDTpfDbhq24sffIj+7pYL8Q6z9DW4A2Veq7pqnRfC3KMiOh9+NQTrK+nn+H4meXf+vCTfKO6jdkXGQYHD+SkEWuE0nGcHzclz8qj4LHR0B7cNVTWzB6SkZX/5qHyHXFWqeURJqiOCahcXWsWstBtsuTByi3uMGnH2leMIPR2n4b0h7hqeZk4GBzfpR/GaUhVfpq3W2jYBwD7U+2fszcSTqnwwj6KFyVCr9S67bsNkuNVc2k29XBRajOXpkM/UibT033b1qBiazVHtFZuyO1isGAm70BtysqwyVjZemkHye/OXKaUpIbgDAU+OWbairOfCVcTgc7wqS2eBcYehB1OZJbqy9DalLa8KK4CRTZ2RuyDGQvn06C539FxACPGK/Gjd/NGTFh2LRHYbhGoBH3+/9QSpE95ERtKaFQGHrmPzBbjN6fg9oKixvhlgildZz+RAuMZLmOdmtqQQD6+2xaPGkdsgeo9lPf32AnU8zEl/nommJhqivMsYACQbCKzx2aBwRyoM7qwEXWtPfAw6eoAfOonHnPb0FHckDlQr5CAcphYvmwGjx2qGX12oY6F4ifpmLmECliGddtJEOhxuI1grbYiT/Ossh/CzxYWRbgaehcy5AomLCt7mrpB1Rg7c6yGKvIkp98N8Qx8U0673DNIo35DtDelNM5n4YlY6S73RHXDgQk4Z3ctCYil5lK2/+Zx+TOgSA1eWiS6eHnjsRp2+h9LK8q3WWxlNhw7M+DBqJwpqUc/Axea6YHkDjpufulkyCytjPz9ejKG3lDb/TmYjKq7y8yiOU3JO2rjwDJIjvVglzlJc4e09H7xEyEnBDNbDk3aVMH9vTTPBAlo9knRjvRQ9tjhiLyZGSZLQIQg0bxPQOFPaVbD37t8aRnJPf1cSoUvi2K0nUu2JglCEuFeXeaicXscAotQv53fT5ZtR2icfldzWe9vaLaDUyCB0de3ynSpesI8RCoYlKL4eAMQdhjoYyFcLbyCEou0izXmNnxVCqheh+jRsSHOFElbcvt9hG45ZMsOEZmVhTnAisuyk0n6Qhp2EOkjT6c04UZa+8xMr4my0jwpUOZrhopwdzptzC5g498MQGZsj73NOA6hNc8HPjks9LmzcdI2KyMRlfAq4n9FsZDMr0dDfIUHOFdu6Th1H6b4VhVR7PzW4pYhYp0AumGCMG10rocWFTuCDtEnBc2PkRXGJ6Ey25p/IY9WCii3ySiXM4NkN6p+yOfpTim+KRVcI/SKFZZPutScWa81z0lXsYzNAzxj4dvkBMd6BFi8nDC4q2hLjo0gAoCZa9SQaNxBV5d3siiTaSOFWuw2efbuzIZs3KuAgDDdbbGWi0XYe/KJuYszlin4cFvLEtC5SI1eWefENLhNAOaYeV15+sS/psiDa9l3luntWiJDACuExFbnLxWx+Tdw4HNgy2i06ntKX2hlYY2fjOKa6GuZDXW5YKHcL4mIw5tbk5eHMK/WelHdVmDTz1zdvDyNvdroid0ml7AxPIcGOsNrqNSxwnWhjhy5P01tssS3W3iFSJcU9c5CkcfXuURLOvktQd30AEN3MYnqaXfYnJ0DietI4ZxbaEXAyb3OA4PSNa4NoNMpzMMmFLOwFrT+7f+LLostHlpsTVYRPnrzacr9yW+Ia5mUPYpo/l/GHUPoHyAI8MBIkQmqvBbbC/p+SdF2fFgXCjMgWHtic9xg2LOsnt2yin5W/KGaJiAdK2iyxPDFS8QWMg5c7YTpTAztwj6wqZsXa+5EdjuquS2zADVxBqmCzzNILj/+CyjOM769NYWRJdVxszFd+mGfcl0SGTi9JhGGGE6U7MSXnV5iZ3w0TpjujC1otkUGPyudSajf7ycTYRxeDjXaCXEUcbjvA+M6LWax5PyBVzUNIFAjp1Ekwy1lqXdcfE6XrU/ur0oz3FlXzbimI/KmtkLZqX8a95GspvMzaCsX+dFcbfTd+3w3kf8qHBdMfy1yfKK/xe0lk+OalOonLyHm4ie3LygFg++lJMn5wcKXRO1jeVCe69JCi7f6UyxfLRFRU8+l5yqlw/8Zr19sleq8rwRzxHjuUjJcv5wxOv/bBETTcqUydeU1lCY/n3Rz4Unu4fVTQjRCLjYOjosO9xF80xMf0KISUFA2DKXHtCFgTq2N42PVTvMWrVU+wQcs+olUCiQu85eV41HuO1VpNwc0fHXwCiNPRO0YxS0Hsr8lxqS5o/t+mieZ5dwQWIT+jL7me1+zwAPGLlutdq61A0oBE3LetZuhnAyRGiMnF8UaN5WnRMr3brGt9tpDwEBr/nqeNbec7XBLsNHKWWV+wnfjKMvLQKVqJ4u3XHinidNeP4or3flv4xD020z7B+KmKdsBov7x/hg1len4B4ZyxAdo3HYFzXdRjhHJhH5dWVV0Qn/qti4/BxRruTt9NkP3q1BBxiz3Y+Qw85cWqZqQPkiPfL0ttTTMiHy4k+aiOZtK9dl8rnZ2Wn7HpGpF/qVOP+XbvC9yvYheI6HRhW1A8ud/IKX5yy3OgUQ3mHWucVD7kW7fIVDnoA0cVKNxfBQ/pVKW+P+N+li3sR37ZKYT9B/Hbx0iA66tR/X2AlPTldhHu+D4MQJW+WpyhvEc/6iWr0vd2WLFwWSzxBKiTQ7UjbKm+oYglIWW6EHe/MyD36FXmnc24A0MPcJrxLYXSTk+LJKJV6kWdNpTIekHFi5JiYuSgYWZVWebPJOj165Lnw6VnL3KX31kigVmJcAk8zXHrhkfeRf5dQJbIsjJek/CnTjbCA1tzRiQMAGLZ/BA/g37JkdHEKBnx6DlM8CegQ920kQ3iD4+wVvYfl3mnTQ5UeI79O71tZrt3dnEJik96+BSnL4oKcEozOduASZtMlpCdHr7vjmggLoieNc+RG5tjJJ4fY3BXvUIb4e3DzPpr0MOLpTqLAo3nagTARIJUmNvchunLVsXGgI8wqg0MYDSFZIz1xxNlMu+Pnj3C7P8jhO+TJoXGtiHuPkOfeOA45dAcWAsZwqNM2m9CcilXAO0zjnWd23Yhx5CxPb+4Uo3cFxMUqLPrhMIXNA9GvBMeayo0QdC3oPG1Vp65KEldSkbdfiTbOOJxAg8c5TEFVQtoIs6sjJJ69xVilCXrmJx7fj06aai3RkYkx8th7NnbV+OP8VLoh399/9gh6ZJNponFNTvtST9YxxhOybZ7oeCn5/thMO9J15XHUibXtvjUWzRsKsugSEqSf62CCnPjqBNH9hnyvs3J0H0qEXXGs2pMDOPsyRpVbUc3jRtuMnnM5R+u0W/pQj1J7K4/zxIQceezslOFQL1Pc0I1Nim3vvjaO0k2euvwNaR8FmUlZbmSDlO6n2P/tbio6mVbQD3WKpvR3r1KCwXnJuCv9qFjIjIkggpAq5jA1v2HMg690gSccCieesLyIkcTQmVOBtr401YHiNqu1RTfUSZf+UBcBDZViS1JzBFwNzgRjM1gngzCMziUHvXnaqSw3w9R9Jx9GtqBDFqgEPdBBoEWIA3VanlXxTThiDwkaKrZOnuudcpEt8+SAY9yY58mOZ0TsQYqJJ2wS6uZoCHgakJ45notjOGGhw5gsp0S7QduUvvGjbZw+kovuMNDg9C1odhAF+mQFfonGGVIdDQGDeGRHZyAOqQML5W6U7jyzSVq5NPFGpQGGNPb6UIH7SUf4dACNSqXwpiObx/8dPRoQ/gSxkgVRtvaydbSg9o7vmDUzQOkag2wOuBB8gYO/eoTdCnXS+/BYu/qkHsEzkgyuy+7w2P2TLmyWOWgTT8cVoF50ooV/mkb3fqOvAhI1KnxY4P8DwGhwgbLLCZX1rU8m4DHhDUjhqPDMc38s39r9ohclQFHXVJ1ghtA4qYwIh9DXOGCKRwvyvsyJcDNH1HozL9HALctz7RW14A1hdFgHYghdHrFCA1R8mQpstGkwq71sFJimFms39higtrxxBHtJSXnVsWHGcrDRkElXZ9IRlUhp5fd8rH9Z8QgehyVYXQ1+kkeq3Ii5VTG+DSOIkmFoWxz4NIrZGwa6HyfmNEreImWr7Y8hOSdGxWSfHWbEoGSmHbjEqtmJ4wuAjpOAQQN++JwC16nGt4ApKYsKFB2QGi/hmdExpjJi+11ZhPXWClGMRAQrUQGNoYbtpkzSCkISPiWzi9NOwSLcwuemxD4kPEknXWdJRykn7Z9gsOWAEItRK4EhA6CVEVabLsfXkXtLdFAlXuqtEqJTHEaYx0MmKQkVpjDpYfBxwjU4qfRG0i+W4WOSWGUFsVK0awDQ44IzyeP7Q04IKkkXAGzeJZxJJZ/QAJ/vUJSaLiFI9XYGLjeKKpFNwMDm6elmhGdO07M7YABXMTNASy1UtznpTkn7eK1EFFcwSvKInZNhz7ExNn489brFDWe7nQIOpD1dUnHlGFPSuzxAmhAzRb2YTsn/hyMLuatSrs5pTp5cSHpFP1pwKAeHiofo7GehKdvMTUJ2m/ENSwFaDKALacNsbmqC9UwUCNuiA6C6JY0WhkdwgB6x8Y17srhUCdC6U8MoLkjRlybuSB90xxIRtWy7ySBPLsiRcyP4U5nH/mrhsXvJhlYltIrH6Goj1xkkEKzJAnlIqKQ6bSzcDZHZk7pv2tLHNUJ0rJdzSH+GyU2op4drsssYPWRgQJ2duiJlGJaMqJ3VwlPZufDi0QlmtSljOkcsuBL3T8eQ+in53gSD5RTkwc0FsJu0v1nOG7SBw8MUdMaQqKC56meOTswUvEA5FbLvcLP4yAghNz3Zq8SHkxzATwewqc/uUEFV5DltsY+OiutRgeUqqcu+jQNGzBkH/N55cRyEF7o4IBFChgvq7TfEGxHMD7E4KTZLQXn2bpOy0NOQOJTvbBfk3bN5GTNqXCXu2XCYICrziHyvqIJ0+0lYhMP0Neo0N55wdcz/HpP4fFbe3c7yFKdnCDcwgAbXAXkmlBt+vINmXca9RjseQVY7Ju6kRecfGReqWIVdv96di+iOR+zbzPcJtf1YDx7hPiqxn8JKO64Jvy73DYnpVrSnjbslVAkLUn01EFQLgKMEhG6BcwMdj3rejcZP8zZttIp9cTW0CMFR6zY1rybyw2ghr8owl5H+6AwTcGmKnUVuLjg/9s+ffPr/XvKRXHQjENYPo21GHI6Hj3JipMdTC488ssrfUeak0eqkEDK70eBJMXTlgrR4p5eEMUlPB3doSiFCV4e5yah8tQtnh3p6CKvOIEe1qEgeLU4jHBsHjcFAID/roUnMceMCva7EQ7ZPG1FAk8q0qPilkwfGMU8qgMjzndqyYFFBXYUFVLzUW0kU73HyWj7OC62PNAT0CqgJTwUqeCUPo1kXZtPE4SOcBFVSPDNAMO6gWO5FeGbFs73/Zd40OFJFNTB7K6yTBhS+z3b9tHgeUo+JZ65ezaNLXvGoTKy3FgJbP8UAIbZZtKkJEfUNOOFZW/KN4q0QB08TK5c9ni2xXs2jwUlMTZSr87KreW1nIQr8eebMBgAJwAGA9a+voHydWPyfYrNw0b/xM9p9Ua8sntoUWUakp2kGwvaW5Nqwmo4WHBb1PE1u9M5KGAUmqQVgaUYMyJnTtYgntzaSn+oUxg90ZIm37GyIsd7gBJDPDtAkG4Py4EXMGjspmMTPq0lCBbag3IsCaHc3xWirk5LUShs9em7v7hBKomIsiL10p11k6Lno0TOPhC/t3zdhlslQtMwMYxvMOjnTiRhNhtzI2fuiD86EH3k6Oy6ZhphRzT4w0Tl/FP8A3Hfi5WkYBcSCjhQzirzTPe1GAZfpHWJJZ7gQyKWhsa8Un6xaNIz6VoQ1H+1I/Wx6De/dm4gWk2qTb/PUbWiEMKvSRh4nSp8ZSgPbP7I9bDKbfeYHGubHZAKvP8MF70uMPTjtwEweh2YobHZibID+Pk8vGmS7GOcitZM6wnC/K20wWJV32xkHAdvKp81TzEbmegoHBXq4ZqTOzboUOPtOAr1FFQjHuiS4qbxlobfEhdW6WlBxQ1UOEU6LTgS0zeokqXBTR+txLiLZrg4ZajDpojUJhJ4WMWEoB8TBukzeM6dryHMDeYt91SImOfB1zPwJnRcOA9SeZ4DkMBExMGjkUjYPuFBrAs0LjKlheyocbVhPHGGX96WdqtxE62aAhOoqxaDDyczJaejO0yhwkRllUJ4LMZeS8VSYl2u3B7JIbDUyER66+iS9kUUuUnIeRoqzmXVxGPzenQaKPAFo8uRJLYqCj3fgUr/S9FQOHubia7kV4Zet69KeoUl7tdqIYki8t8UWBcsjVWF4KvyFtqu7zIDz6wmMyvI3dRKnMbjPSniY/J3Usfp5zIkQVlIIFaMZTxwjBp4QkYPBz9FT/pLohDPvQyOj1PBtUWz9vGxGdA3YbRYQBhpSfy51MRZoayccDMtinx2e+NZV4CgXvG4hiDaOCqJZ5+mLu52JyhutSW4zY+/CCFtf4tyQV3h6aQt3YGBmReZPdbrYZOCuCWDhq+Q//w+pTBV6kucHWMzLqY7KP1HTOB90DCRqPFHluG8/xrJtpaNs0Sbn2K7aACa9KMhyFEobtKinVkuHy82EsqfKiRrgyJkUdskBTudZ6fUEap+gLZoXm6IcKwPHik4KNcav6XS+2mNdDHjNK3AzOuIpqmegd5prAc77efZn/fKPBnP8iC66NegDA3Zbi3bPFnfTyvi6Ey4sKokKAPBmaATTI3Q5eaoFechkHqbpY7AtBtFjQGNim7vEORfOJIPHNqgI6lh7KjyKKB4owyzvLN100D7FgDaeVE+8Lj/3P6ZHCWjUJJFTac5nwyOMNY86FB7bcICZ/1dowbb/1ikAQpgPAJndI+hHepeLA3qJA+soBblaVFjMhOtl5YQAAIZkfEmo6PlZD0HThp8KoLMMQYID7X6PqdoUqqNhLjxCXzs6quKRafSekvv/t/elMZJd13nfea9ebd3Ve88+nI0jkkOKy3jESGSiSLIkm0wiOYCAKBBgSUkQZBMtBEFgQ7CT/AiQBEEsGwhiBHKCGLBjOZKSKAoSWY4VKVrMTZzRcBlqZjhLz0z39N7VXd1V9d6rmx/3O/d1U/KQStjT3e6+tBQAACAASURBVMPzAYWufl1d9erd++49y3e+g+a7GCnVRYlvFJVzxCzKUCpJzs/tlYAhtlVvssV8zQelsHx3Dln013H/N/3rJ55k4c+YL4oDgJwNZnJ2AxocXSkWYt3oVKEmi9B9yc+NFx/kfKFh175/DddPFGouAJCVVGy/mIPpIFNzmprfkyJu8vM0sqeGbj0PzUnU+Vll69+8P0fMzX38jH/PhQ/7yTVfr4VzjykLOKKKKGtVLE/SMeKCnlIac2B0AQmzHuNsOz6z6hfd6akaBi7795zZrTpY/JHFWKRKxrEvsrX8L0bh2sW8DzUDpAaEO9ZCuZwhQVEprpqcEjnfRKGeFjKCdFSGKIfWyeJgxAYtTyJuRbg55x2OPja+0Y1h5OUeZstUPaLqhhbdLDdrIbqcs4DXaRbHIdAh1vZq4Q/vARbpAcV9HJ/21znpBzKuUzEjVxpp6dY6mJ30N+7oCzTI+inXVuqFcQ9QxaD5SnDW1KHPqv46zZRrWCYFRyPjvV06uYDkLClED/kx1uubvNoAxRyCMRPPc0Gtp+in0bXK4roqDYdqJUX6DlK3eI93GtzI23Eo/uu8jhJQm3PQNNbKUKFMAXAd4utWD/hrMPQKo5M1QcbosDAzV2XfpMUTLhTHOtJuapMMXIxHYU3WosWssXFcFlu10GRk/LiP2k5T7SdaSLB4jIZZKHbkfJjuC5lVxzHrjHEdqAsSrjda2KzrpCs5T68DcOAb/tj19/Oe78+xdpDBBAYxNMvnIglKFhoc0ELs0oFWMJ6VIhWCLktJ+GxVy0q5943+nwTNJzeen8q0ZiMxmkKaGHnKlSF/zdprJbC2Hgv383MYte+mpSAD6XjNSrxOrXY53DNdLVbTxksTZbT3MausKjCMkGf9ERxPs8z1vs3AQ1RLce2j3CuXimCSXjOwxXc+6o+tMQoel13I5A6eJ22TjqMr90KRfMqMVWeCWaKSCw3Llk/REdQsZiVD1vYZed37ZubobCnFcjVC46gfCA1cdDiObrSLynlec2bN3d3MMiyVceLX/c366q/69+ynPGBvKArUCpW4VWO4M5Lh5ie0AdHGhjbuZhXXBqhsFVNSj0GlZCkK91j7HgZduB6XF8tBXEHtL1kfsFR2BjN4ITN7pB0yRdpIbo20L6Cg5w2qAANlWmceS8M86c76fWeZhny3k+CuL/vXX/0FdSbpMHUTJMwcT17zgztLRZ5spoaY62lv1B+bP8l776esjBTn3Bu/aoehcviA2/OrT/nnk36UVToqcGDHO3Cc6NVLvNHu95O7l0dIztHophGcjvKmLzkc+G/+/66/n+9FRYXyjXJQ/AjcPBrY8UCKnMakGpwlVoUPXCwMqrnH6ZEzEpi2S0GZQrsUFotiVHSbJJ9KJ255oozGFX9I1Tm0Q6RGwNtjQEZ6SP9rVAdhFDXuCLT8XTcJ5exGKX6Mu+7ogJQnE9RIZ9HOkJ1hLv61XthgVcFBPdjWvd2wiQ7+gNE7BqBWjmWBN683U8T/r8wVdJygGMFziWeT8J1bd22MJPf68kJiStUZGEHsrpQxcNqfw9IDfhx27/ce/sGBRcytbeT01ihxtNSuofki+Yy7NurfSpJjmHq3urF2KNvUS2Ogrdw4Gvfn/c/VPcXcqHBR0+hf0pQwDj1mZqJ1+sm6wOl86fG6NPasIOIitEQtXl0GqteSsHgunfIbY52RkvalARx7xPO0Lt7wq19V+biq8ztXR98YKQh0OPOOph5QfE+er0bVSuNryNobT1glB+PnGyFam1LzVnnGlVIWOjSqfnWdWsntToLsGqNnyiEe1M0biOh06fXVYqjKItA64b97g5upXi/nCl6rauSqPNnw02UsPOrPef8+v+Fdn+LOvFIKPEFVfphvMvJ1sR7ktqqUGgT1xNM0Dk6aKiOoc5BMJaG+o3uAPF/yOPsul9A6wsgM55RG4z50z7mgvPKtibsBAKtX/Tzo9eWoUEFFNyzlU5eH20F1YOw7pH1QRzuru2DoqBGjSgrxmiAf2BgU0DWlPBujS467zn2VW43myuH75Sya1XNTbne0lKC8oJ9HJ7hbnJMGDnROd97NrpeRg5yh1OcYz5Pr277vZZj9tJ/DB4f9fd+k7Nrk9RHUSZ+okrK0REk9N1ULxnr9Bp0FDYqMt4P2d5vXsHKFGZahHobO+c9e/vP+c0NUcjUJtQB6MVQq0a2VsOu7frxnfob3zDzrME7nWKTqlAZUlPfbuq+LCik18fP+GqwyihfXMkTMFA1eoCO/m1mYEYfe7o19HRJqpXebZez6DusZDtIoZcfGUjkPlLiRs0qy9j/mH8zhyhtreXS9qt4oFdJvmrXV+zjpFXUBdCpUZrU6LUHaVjPOGi2WZuFU6DypaNaGdLiB4dXgHAaFkSu8P4ZTlFnHoM6oUtFWH10NDrlTDrnKzA2nga6hmQ7ZRVpTJj9mi7SPFnSzNg1/tRv0Pi7XU3RWNvKJ4xlmDVYE7bsKWV2gMFI7S5XgpGlEvdfSmhUXpCZl1n+uKpVJJUedhrsGHhOqwZVaQHs334t0u9pVUkKOd1FlR1odz7EfMBh2WML9l+zx91UWuNpl1LkeaiBQje/0seUQOEq+7Q2NpXdyjZhKUPVxFzQf8ddRs3f1Wjcormgn8hDka8UoMTI+yMj43KJ3nga+W8PiA7RxSGMMwT3+vPyZf/C8c+4U3gB3ZqTbeUNKulEQYw9/4oTAaqngbXt6Ehbu8ROoVu+itZc3BukFVfJH0zTGtQ+SAzagKSumokbiIpLbojHR1BRWHjZ5LRhRzvXo2RaW3sEoDw2UfEG5wb2Qkg0V0ly3kmWgM8qJN8tI6R4W6fQ5tPZtTOm2d5GmcMMbtJV5IO/j5nCs4ExWp+lp+vkWov1914CMp+l0NeLPlOeX1Ryy2kavNhSzpBJ4V2rorhxPw9voQpXyM9qMmEbVLKSJK6QHZEzxRamgPc7rQ7mfXqegBKQqY63t61tFQxzd0LUZjxoU8UwSvnuJUczZuj8wWm8FbWrlw6uRUO7vBmkrbQM+ttdHkuduDoSFXAsqp9ggpHGmjIEJ8vU/xOITUmYqcxKiZuG70Ojq7M3DHK5fp3OnnYn3OfRfpfFBx1Ej9K1GBQmzDxGj6EoNSRsOrqSODI+ptNlYN6Q2x0a88TJ91RuVpaEOosihMtQOvPtcC1TaUUgLKv1FoxK4dwXufD+w3Ac56E9eaVuuJ97wO5hj8BUuvof8vzWnGogbKVooioBD0Rw/v7tQDfJMoSBvRa9ThL5rG89FC5Sy3YLkOjdSpW+wodWRw9O4e9BbcOmAf6/TsQ/7zp9sBEdB+f66QUcXKogveqdg9mGme8lzzuqumIOjuglSArKviw4399q4n1trLHRMVhDoc0rzKVOabbVcDlHv+gTXoJPkrkc56oxUqcqHm2LK9DIw9TiNbc6z6nVunlEFQgNp9hH/tzo50NX5giLXfISScbUicFBmjYMWZeU0wrq7MlRpSAcKEAMOeSVHvsRszbf8NZh+nMZQJYfrxMj7crQppVomFaj/ql+7KvOCtT3+PPsY8VzN4tAcpf0A5eh4r/byBHl/jit/CaiRPnFh0vPox8nHj2tZaOzToYGTs7nG8I8E5ab/vPkT/vO0jwJWEuQ0dOrnOLcOFT0dFt7NwIYW177KRXA8R8ZrNvZ9av8zS5nVXZBLVMdRnfDWrhhd+nsZ537G4MfI98uIP+rXpfL72GKeNIPmahUpx707oEEJ/z6SSbhWDRamjVLzfLFew8wHKJ2oc5Hj35mrhSZF849sLF5FPYOo493SgIH/3D1Pp4EeGJqw0VBunE8CBWz8TyjTuqfYd9QgSpbICQaNykaG0k2uS1oPN8HvO1hGNp6iOdcXDLHGPtYpOAF2tREB6FLeUdfO5aM9T+Vql4JhrftitG8V2VIF6EYosVlZultpCoLkShUxEBzP7ATTC9zvsgsN1I6zGL/G7BuzJ3keof4qC4uHNwZPJSsy8Nk091xGzPtHV7F2icIGpGFpUEJyQY+Oe0KHtcf9vNrXDXtXcpjiEZQqTV6shGvd1mzfnsL2ah9hM56L/hrMnlRnymGEvPvFUQYhGVBZLedoVehc0+Ho0sESFE7EqvamYIAzbfTgKBGsVD7V/o+jXpBujej8ONaZoT9F8jxlGR/hOsWsxOKDWah/0sJfrW/T428Wd2yke+8/egpRsxTUPaqzvIjcpKIMWN3Pu44Xr6G80ZUK6i8wLcHmMRqxrF8thYiqisDn5AbVJhJ0jnMSc6EcfI4LLCdGOlgsOn3cDAcucyN7MArGpKJ6k1GNCFg7xA2cE7B2o6CSaEReIy2r1JKuTQsSrhvq/a8c40WJXIiCaUca3fzLC1HoxqiTSzfxUisKEeT6jH/NzT9Ho30lxthpfg6N/hA1HFrDsvI1X+YGcrdGsFE0rmGqVQvA0oYLSiYapVdHIlmSIjW/ttHYj7vr0lmvW+vThgtdCpUPv+e73Bjuk+BRt/bxc44y1d4uYXi4KAIBiuYa7Zt1lMmtq1WU0O7RXKqH1KWmT9UQ7Q71MPwSI100KkMEcyQPGQedg33c8FQre3G6EaIgOo7KF3clF6KEaoHWuag5J2HhUuNrcdpPkqEzSaGE0rfx4rlMUJsgpeMhv3nrYjw9X2hja4S7cbaIxjToXNx4gsUrE8XfOkwhN9ipTykdc1eHA7c6VOlrBGr/uvuFkTKNVqhGMoBgLA4944+19hX3ojAK5ugoR6txcGxAR05lDcszSTBwdGNXPev+SidoVM/OM72caUFUBZ3dzPKo0oQ6oAMpxlhAN8O0Zuj42JZQ3Nd8kOPIezRpxsVmqQ4rNXKTGxVkdGL0c8qz3Lj2p6GQSeeQqruo4VuZKKND/mzCCG1KgyuuZcj4PGSe2sW6kR5jdoDpZVzxBmQ2lqGi80a/CukRqOWIGGgIkXKOT3mmhBLr53Qj19qcyqKEudAdLjJAAFBeAkZfYrr4MY0gUkGi0QnUAa190LWw1IwDhSs+woj3CDtNxnnokpfSUL16k8Vac5VAt1AHJChWDeUoTzPCtpfqF8/47zt3KguF2krlUrpHPJegTBrEGiOJYU6mEUafZm0OgwTL99CZbsVhPVVqpWZ7e4NZscCsbjQYktF2iH5q0xDNZvYaOSQ4rVyP79JMkEPOzsmgukpv/RzhqSvvNlA6jvnrm6dxWB+V7reec600Ki2Q1D2wMhMFR0M18jVQEq8K6nS2Fu//8SxoOCd+l7xe7Cm6jx/c6+/t2eWiP8HhIT8XVOVF+f4H/giYv5cOwF2qIuV/DJyP0fozpI4N+O+shcPta/1FdPgag0ts5rj0cIrakL/Gykue47lUv9MfMikV2jeq2+1KDo0LLOb+Gf9/qrHenO4PPOrqcW2m5T9vdaofMe0aFYPIJhhm3tUOa8Gp/T7jGWqDvnZgQwYdALJd2jwKaJyjY8vprfexa2SI55SNwPVY17SVoihNsxJVNg3MHy2KtoOzTiqI1hlUZyO093C8WWyZtQpbTemQ0+/ivU7Kk7tZLVThmNmJpnnirlhfdO3Suq/X/urn3lSk+441uvf82lMoTydFlFiVp3Sxngf6J/3AT7Jdqhoz65sqqOGgUVhJo6A+UWXBUJvR5vKihEmlaS2NTsdtCTeStvPWiTTyErCyfyP/UjeQ3kgaiqxUak75f0kTIcqrBpVuRuUmQvMdNTyDcdoWpJzgGs3SRczFDiVuHBqJ1xtEegiV5mp4KLc7GuqGLmya7s214ya9+NJUGTFt0T7faCo4I3m1eE9Vmpl/iDfMUDdQc7S4TiO6yQow9Jp/3c13+dfsfpYKLifjcPOoUxJ433UXnuv5to7yJmrGGD3j/9Y8zO/CqFiplGN1noUY2oFzf1HBrwU/7QNMAXIh6E3UQ+esUChYK7juKYv4Rp9nUQnVx3rlwsDUqGZwJO4uPlfbCPdfoUHQB3TGaWiy2Hb+JJ22al5EoTR1qVrZDgW3TrnHjET1H1sM8lNt8gq1O14yWdCZsif9RFeDbmm5hhrTe9r1scHOgmvvXUGNyiTDtY1a3vOr9VDMqenoEF2Y10LjXpFdItTxSdsl1F4h55G+QOhe1hVkw/76a/2FGjWumiOubeTrZesda0ajaypDRYO1VM4KDirHEzQSkEWBL6hNRAZfYGHsYy2MDPib7aYa3fqdyr0w55WuoWn40rKgQ16rFh9XL3Ej35ehNsZ0rXblpRNzz/hMaFOtrej1ns/G05B61pR3pJ0/+zpYYZR34Dl+P10HxhCui85v7QoZtyJke6iyw+hgoOQ1umH8ugssZD7D6NIDeTgvdag1Pe0qPVQmXxdh4hxJmkCZt0bKNah/yv/f1GNFSjxlgEMLMfsne1g8rn/zJ6WUvoiGZN6Jg5E+tMcbLKpw0fnRQDB+dD1uHSkcrXhSid50VNTpPtQJhq7SE0KBcuQKGUCuJXpf9loJov6NXTEjfsboWaC05t9j7p0c2z6loAjW7mNrcBpioTlSq4Ie11qN4OlcrE9KUIjSg7Up/7nL92SoqKyuOjPabKwnIUIds05E5eyiJA8qSarm02MkGbUsOG49zuGINQTV2fUZQI5VQ6W8gMarNORC1pQGXSMN9A5dV9UB6J+Q4Lxo/dPuZ/3nr316IdAZFl9i91Y63dIT9IZIz9H6lP4i+6aN3dR5OfTf/Xle/RDPcTjDKIvctbj75gwL3FcKOozScNSAXTmRhmCLGoyaGareiEODJnefvxlC4XanFChres9pA6She+bDOcyQWjFKEYnm0+Po3U/5WNZvhELMq4OhO6pCncu4noWIcULll1Trd1xRmBgaO3HMS0keinF1n1EJZnlgOSz7nZl6eC+9TsGeoYOq2bNusxIojkonU+d01zMSssLNn/ffWfem9HsjaO/yr2tc4pw/SkeQ1/LyU29neknkEFczOEmCB6kciR5bBqcDwOjL/uAQCxMXaqzE7knYeMJCPl+kFhLqZa5SRqxEakdpDVgmjypoTS8VEk6aklV+mWO6qT6Th0I/XUA0CovFcjDAFbpYuBjrvh83YhroyUpR7KQqKWqQx2tAhbwk5TrrgiUlh5QKASVKBh78I3JK64K5B/x71siZirlAr3WrwdNVo1CN/ho5waP75zDFSKjQe9ZNNO/Pg8zXCt+ofo0R/edrYbFPmH1LuKm29gPXPqBpUH+eE39ZF988pC7v/ae+qPTiZzyHNa+4QhFhYKNCRV5xaB7lQqCB1AvsENfoBUMqGHfcELqtMkbf5akHmp5enKcaxaEW6jR6Wi2/Wwz+Tz/flo5LUCHQ4pzQtTQB1thboXGFm4sWpdzoxwr53T2219Uue3G3cGJ0IZF1xYQpC336SbFYOcGuYOPLWKUkmkrOqWdfKWUYomF8IyV/mpznrL+LhQOUjPy2/xKLp7zRV691A+VDU5fL7/H/15uroVvzf1tapSQXIy1ypYayFrTRYCgvFMWnAJAsx0hZRNR3fBHr0VmoYvVQsREDwH2f9w7BK58dDoZq6ZT/v/iC//wcMXpaAEl6SKx83MMOCY+1WTAWX6VaymSxEIMqRFqsW9qzFgwbXVNadDiz2SqmufnVpshn5L1UXioyVCzkD5AeQs8Ajcwf/oqPzF362AjyaW7cjBLmx/xNc315EDevsw+BFvVqVCoTOH64Rpx0zKJGDxXlsw748x07y1Ty7jjMtzKzF6Nn/YGFe4GIxzJGwR2Ng3y2D3IXvXtSCNRBrszEQTkjoypLiZt2+UaELh1T5W+GDEQN6DtPHWlKxLb2MFiQO+Ad5HWTO5pRvWT+REFH1Cxii/dF6TxVDfZmOHDI3+NqhE1c9aG9viUJhrTSxXoJqTm7I2RqaDANHhyyVgkRaYiOEqVqCABhugTD5fBB/4XnV+to3vBjrPSrNapKpn0F314dCN1TJEMwrFs9Xmyuk31XY4ycY6vvdyo3ni850gsa4Sqvudzw16XvUgmrXRbgUg8+4t6UpzEcN4Oczr1qTyfnaiH7UL7Ggu2L/nxX7qoUXZt1OVa1rBqCNvYaFV+6g5Tym3BoHuV1oGNV0SxPIw3qX6ojv+v7/ufk+/Ki1oRjNPMw/+/mQIi8ipaoZEq/6IV1sMS6neZVv5YMvxRj6V7OhWE//lc+xd/pUCbzJczH/iYv36BRSSWmXsmFLFJpdmN2uH4+QXaSXVG5B2mQL+sD+q7781xibUaHNk1pqYQKs2fdh/wC28fs4uqzo+id8muI6sl3+N5453LQL5+e9DefFpeOviLBUdFIt3ZXda04CD3ovFYqiKvlQV5X12hlDqBVAfZvlJ/UfbGLoo5ogIWUA1foLDySYORlBlSf4PdkNLzvXIKMjlWHdTRKS5v9iC/cB4AR6rWP1vx4Xno0RnzOf8EQKKQ6lNFLAIjIDIArW30ehjfEGIDZrT4Jw08NG7edBxuznQkbt50JG7edh//fMTvknBt/oxfdkUa3YWdARJ57M+kYw/aCjdvOg43ZzoSN286EjdvOw+0as59SYdBgMBgMBoPBYDD8tDCj22AwGAwGg8Fg2GSY0W3YSvzbrT4Bw/8TbNx2HmzMdiZs3HYmbNx2Hm7LmBmn22AwGAwGg8Fg2GRYpNtgMBgMBoPBYNhkmNFteEshIv9ORKZF5MV1x0ZE5Bsicp4/h3lcROQ3ReSCiPxQRE6u+59P8vXnReSTW/Fd3i4QkYMi8k0ReUVEXhKRX+JxG7dtDBGpisgzInKG4/ZPePyIiDzNMfiiiJR5vMLfL/Dvh9e916/w+Ksi8nNb843ePhCRWEReEJGv8Xcbs20OEbksImdF5LSIPMdjtkZuY4jIkIh8SUTOcX97z5aPmXPOHvZ4yx4A3gvgJIAX1x37FwB+mc9/GcA/5/MnAfwP+P4P7wbwNI+PAHiNP4f5fHirv9ud+gCwF8BJPm8A+BGAEzZu2/vB69/P5wmApzkefwDg4zz+WwD+Np//HQC/xecfB/BFPj8B4AyACoAjAC4CiLf6+93JDwB/H8DvAfgaf7cx2+YPAJcBjL3umK2R2/gB4D8A+Bt8XgYwtNVjZpFuw1sK59y3Acy/7vBH4Sc/+PMX1h3/HefxJwCGRGQvgJ8D8A3n3LxzbgHANwD8/Oaf/dsTzrlJ59wP+HwZwCsA9sPGbVuD15+9WZHw4QB8AMCXePz146bj+SUAPysiwuO/75zrOOcuAbgA4NHb8BXelhCRAwD+AoAv8HeBjdlOha2R2xQiMgAfBPxtAHDOdZ1zi9jiMTOj23A7sNs5Nwl4Aw8AmxVjP4CJda+7xmN/2nHDJoPp60fgo6Y2btscpCmcBjANvxlcBLDonGNv5Q1jEMaHf18CMAobt9uNzwP4hwDYcxyjsDHbCXAA/lBEnheRv8ljtkZuXxwFMAPg35PK9QUR6cMWj5kZ3YathPyEY+4Wxw2bCBHpB/BlAJ91zjVv9dKfcMzGbQvgnMudcw8DOAAf6bzvJ72MP23cthgi8hcBTDvnnl9/+Ce81MZs++Fx59xJAE8A+Lsi8t5bvNbGbetRgqe6/hvn3CMAWvB0kj8Nt2XMzOg23A7cZJoG/DnN49cAHFz3ugMAbtziuGGTICIJvMH9u865r/CwjdsOAdOm/xueizgkIiX+af0YhPHh3wfhqWA2brcPjwP4iIhcBvD78LSSz8PGbNvDOXeDP6cB/Gd4J9fWyO2LawCuOeee5u9fgjfCt3TMzOg23A58FYBW/H4SwH9dd/wXWTX8bgBLTPd8HcCHRWSYlcUf5jHDJoAc0d8G8Ipz7l+t+5ON2zaGiIyLyBCf1wB8EJ6P/00AH+PLXj9uOp4fA/DHzlcKfRXAx6mUcQTAcQDP3J5v8faCc+5XnHMHnHOH4Qsj/9g59wnYmG1riEifiDT0Ofza9iJsjdy2cM5NAZgQkXt46GcBvIytHrOtqiq1x535APAfAUwCSOE9xL8Oz0H8XwDO8+cIXysA/jU8D/UsgFPr3uevwRcHXQDw6a3+XnfyA8CfhU+X/RDAaT6etHHb3g8ADwJ4geP2IoBf4/Gj8AbYBQD/CUCFx6v8/QL/fnTde32O4/kqgCe2+ru9HR4A3odCvcTGbBs/OD5n+HgJwOd43NbIbfwA8DCA57hG/hd49ZEtHTPrSGkwGAwGg8FgMGwyjF5iMBgMBoPBYDBsMszoNhgMBoPBYDAYNhlmdBsMBoPBYDAYDJsMM7oNBoPBYDAYDIZNhhndBoPBYDAYDAbDJsOMboPBYDAYDAaDYZNhRrfBYDDsUIjIqIic5mNKRK6v+/17m/B5nxKRGRH5wi1eU+Pnd0Vk7K0+B4PBYNipKL3xSwwGg8GwHeGcm4NvAAER+ccAVpxz/3KTP/aLzrm/d4tzWgPwMFudGwwGg4GwSLfBYDDcgRCRFf58n4h8S0T+QER+JCL/TEQ+ISLPiMhZETnG142LyJdF5Fk+Hn8Tn3E/3+e0iPxQRI5v9vcyGAyGnQqLdBsMBsOdj4cA3AdgHsBrAL7gnHtURH4JwGcAfBbAbwD4defcd0TkLgBf5//cCn8LwG84535XRMoA4k37BgaDwbDDYUa3wWAw3Pl41jk3CQAichHAH/L4WQDv5/MPAjghIvo/AyLScM4t3+J9vw/gcyJyAMBXnHPn3/pTNxgMhjsDRi8xGAyGOx+ddc97637voQi+RADe45x7mI/9b2Bwwzn3ewA+AmANwNdF5ANv8XkbDAbDHQMzug0Gg8EA+Oh3KJAUkYff6B9E5CiA15xzvwngqwAe3LzTMxgMhp0NM7oNBoPBAABPATjFgsiX4fnab4S/AuBFETkN4F4Av7OZJ2gwGAw7GeKc2+pzMBgMBsMOgIh8CsCpW0kGrnvtZb52drPPy2AwGHYCLNJtMBgMhjeLNQBPvJnmOAASeM64wWAwGGCRboPBYDAYDAaDYdNhkW6DwWAwGAwGg2GTYUa3SSeDSwAAADdJREFUwWAwGAwGg8GwyTCj22AwGAwGg8Fg2GSY0W0wGAwGg8FgMGwyzOg2GAwGg8FgMBg2Gf8Xk/2EUFTare4AAAAASUVORK5CYII=\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Creating images using the pyts library\n- The package has the advantage of mapping all the features in one go\n- A range of alternative approaches is investigated here"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import pyts",
"execution_count": 7,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df = pd.read_csv('data/sat2.csv')\ndf.columns = [c.strip() for c in df.columns]\nif 'altitude' in df.columns: df['alt'] = df['altitude']\n \nselected = ['watts','hr','cad', 'lon','lat', 'alt',]\nnames = {'watts':'Power', 'hr':'Heart Rate', 'cad':'Cadence', 'lon':'Longitude','lat':'Latitdue', 'alt':'Altitude',}\ndata = df[selected].values\n",
"execution_count": 8,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def plotIms(x, selected=selected):\n fig,ax = plt.subplots(2,len(selected)//2,figsize=(20, 12))\n for i,sel in enumerate(selected):\n fig.axes[i].imshow(x[i], cmap='rainbow', origin='lower')\n fig.axes[i].set_title(names[sel])\n",
"execution_count": 9,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "x = data\n\ngasf = pyts.image.GASF(len(x))\ngadf = pyts.image.GADF(len(x))\nmtf = pyts.image.MTF(len(x),n_bins=8)\nrp = pyts.image.RecurrencePlots(dimension=1,\n epsilon=None,\n percentage=10)\n\nx_gasf = gasf.fit_transform(x.T)\nx_gadf = gadf.fit_transform(x.T)\nx_mtf = mtf.fit_transform(x.T)\nx_rp = rp.fit_transform(x.T)\n",
"execution_count": 10,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "fig,ax = plt.subplots(2,len(selected)//2,figsize=(20, 12))\nfor i,sel in enumerate(selected):\n fig.axes[i].plot(x[:,i])\n fig.axes[i].set_title(names[sel])",
"execution_count": 11,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1440x864 with 6 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "plotIms(x_gasf)",
"execution_count": 12,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1440x864 with 6 Axes>",
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