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@phsamuel
Created January 23, 2020 20:42
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Capture a video "
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"import cv2\n",
"\n",
"cap = cv2.VideoCapture(0)\n",
"window_name='camera'\n",
"\n",
"# cv2.namedWindow(window_name,cv2.WND_PROP_FULLSCREEN)\n",
"# cv2.setWindowProperty(window_name,cv2.WND_PROP_FULLSCREEN,cv2.WINDOW_FULLSCREEN)\n",
"\n",
"while (True):\n",
" ret, frame = cap.read()\n",
" \n",
" cv2.imshow(window_name,frame)\n",
" if cv2.waitKey(1) & 0xFF == ord('q'): # btw, you need to click the screen first. And then \n",
" # press q to quit\n",
" break\n",
" \n",
"cap.release()\n",
"cv2.destroyAllWindows()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Get the size of the frame"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(480, 640, 3)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"frame.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Show the frame with matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fb0ac042a58>"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"\n",
"plt.imshow(frame)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### There is some problems with color. B let's fix it"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fb09b798ac8>"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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mW2JxWADxKgV8ycotclwE7wGGx/8cs8D76pTGNDPKYmGIikbCw0cobD3MWNqFQbNBCqpOkUpvjeUywkqtw/PUOaMZ1/FM9JTwKr3R8xBRh3F222ydI9uqqkgLqotpXzEB1Cke+JpqwBPWmSlXc2jrRi0lvYnxHSKMHaFovpywjyuvJPDBYauDaVAyaTBDFioZfmtMpRbKFMugmbDsRq2aDr+Ay5onmp6eOqKVMjxYH1nenO9cA2HoA8sVTSOSkIiLoLWA15izolD30WVBk4nW9rHbKzs7O1xz1ZV89VfsY1I4xMNvGC80nvPsq3nHh+7m9L1HaO1+Su1B0ZGknFlETnO03CVgq0zmFOlh9Dy+s/qUyVFJzDcfoySHMxOB9I5YxYloLg65Sk+WQfERkUFzA6/hsLggHjj55xuXjqFcwUZ/6uNIgb/xtddwVq7hp37ud5F+gAOLBgvFS5B7agvOXWcHU49QzxyKDUILkZVUxIWuUHCkxsnfPEFlj8yqmOC9B7juThWlZ+Z1zvgmCO4G6h7hZM/F0pO7mVkeVaWUwFFV8gRN8FscPHG0CJcHhpiUIiRwpR6LS0phYUIrhAeF09zSibM5++5KZOWHsc2ETgHaujcJYSABCKoLXVjm+4qXzH538IJJeFOR5MnEkgYTwcLXgkExkvDAITLyILj4zOfTPCBW3JD0NNNjjc1DeqLpnTCSeYqKZRIhnlspYD0yuZH0y9CxDm89EkvB4ErqVymRRHCjFF2bFQ2ay5zoU9RrOptx+JTMXkdWf5PuE27HuO/kGfYfXfCUp17D068XDsrqK/5JQ+ovZEwOX/PiJ/Kzb76N1iem2pGB+wqBOSVx0aWCdtzjUHVXOobg+bsnni+zkVOHbuFlCwTU4Y5LwRDUnSJOV8AauNKlECyQeD5KJNCw1XoJjvBDj0vHUF4iRhKYF9OWw3d8YxQVfey2B/iNt3+IxcF9qO2gpSN0pGUIYOl99JHVzA2pRpHwItUFLHh5hYJIR/MBo7Ep3JeBFY7soPuM6WAepHBTmgtmQejWuqBMQpElbpLeh8/elafnMrLaMzHeSRpFZqlb4kgavrCUwPkwx9N7mYDeG8vWYbmkbtTg/1HC6Gqc8CUXvhL4oPoKzwTmbOww7J70pHOGxHfRkmGVBWMqkqESHp+U8OJyAXU8aFQZyo7PqqXgtqIdSWQVZrK/qMxYqCBrCbFcEurp4Sc8kgZXxFkUp7WW/MWClhVLYMZaLbLrg9/I5OAlwvmigUUTmV3J8LpoRdjAWCC6wXZfcP+pJbtL5dCBgzzjyx7N9U+Aq5N3+SCD+AgbxQuN4vCMq7Z47tMmbnv/fjY2t1mIU0rF3PDaE9pxxJ2iFfeGaQ9oAsW8o8OJcMdlmfQoC9ZHiRPNXJAez8ulRBI2CwjKCKgF1I2e5OOu6Z23FpEYmfj5YtOD/qyOJz7uENc//nn82Btv5vDGhPpZvO9iRbBlUvvFoIYPFZUsihQQX0ao1zuuJT0tKKXS6ZBeZFRvRXmYdQ3wzqF7z9Ba0oMMfK7UTDpkeCx4lEeSYaSHobFuGJ0qZS3ZHGVmjs9GXjUW4JyUIQ1aVrPMZqNE9rcvHe9B5lYFSmBn2oMgH85wUNzVy2w8Oo3AbAUdobN4sg0SpkgYYlCOwsJVShqd2QgISXzPUNt9psA4kt6hzxxTN0HLMKA1d1LimAM6WwvD5u/vLRN1mvOUFTYIXgIW6L3FJo/UyOr9rpQiMf8QlS4keiKCTCUSfloos/e8oPdjIPs4cXKHHdll/1UHefnLHsU1W5GAKaxlqP+UDOOFRnF4wZc9jls//El2+wNM7CY2G+tQu5CnQdDBpGd2MzxzsQI61oXGOrTEw0vCtB6YZ2fAwgFXRXi/en6DOiZJHItSS5LG5nOCzi+SztkzlF/AUIdve9XTeOf77+UTH76NuhG4i5QIHZhJ5k6pZc56Bt0mOWLpjJhZ8LiSbqS5oc2MFvFthHMORWpSSrJ6QgiuJg6ZWY6KhRoYnudj15HkyU0qhlqE/ZpZVM/weQ5ZLU7yMDTn7ryZtzfzBoXeOjTPlWRBr4l4NN6UWOm5oxAe7UD30/hgmYFco0Dlwkbr/PkyOI2D4yEJFeCJ/0VWrWQ4jGviFQVNXiMa7uMgipek+NhcZRPGcPXdKyKaZH/CAxRNSCM+e1KlW4Pke6pGxl4lwmXPDV2lJEW2YrpAtCJTwWQfzsSZ1jm9bVx5xVGe8CXHeOxj4aisNusjjTM+HOMxByunl4rofhZ0Fnkw01bVUp48C6Em/c4o9FkLoSStzUeVmmRJohMRWAsqXydx6Uj7Z3GDUYpDN6wJWsNzHYf/HMFmou1iEe2eofwCx6bDi555jGuvOcZ/fvN7OHJkP0WXIEuKRnjrgyRbwwBiBdeOjel2QFpW4kTpleN0t/QYJUPsGtSSalQ8wGp3yiBCS9SpAxQtwY0kgG4Z3o73Oapwc5YStdGjIC5oGJLhH2FwLAyWNFuzFTpfb3hLtShSCstlp7eOJzaoUyYd1mCfUVs8czTXaT1zHbjPddCSxGwZNA6v4YSMO++DtqOMmvXgoWbIqwHGqvsK1/TIgoqWzPgTvDzxuXxQknDkgFZJIytrtewxr1LK7EkH6yi+c1Wn9UgUWInwedRwj4RUmYKQY8sDuB+k1y3uP71NWQhPuP4xPPlLCo/aB5vkkXK+t3gJGsbzhxrsO7RgeeYQO+UMhYSeNFkCuX7ncktvmAWcgqyiAJ2fZyDdQsUtEqgKQXJYLwsGpBreNKqdXDMK6QzkdxzIAzPXAUV9nrFnKP8Yozg86Sj83b95Az/zlk/Sl43JdyM7TsM0Nr9lqRvp+RkhdGEQWW8B86g0sPQg0YlSnDq8pmB2J6FahjJAZEiJzKq7Im6oRobdfVTBCGaD/rNW2TLwdBUsccCshp5hAVr+7szvGxUQIzESfzemqWAGtswQOe8N1o3L8EIjttdhqTLkDRpNhGOdLOlkeGEOMioropZkkLxVo0JjnuaSVU6MGui8jwx3bQ75MvmTSTcfBHXXDJ1JCxibT9Pbnq/H2FyRqR+llm6bUJyW7AWtdU7MiG7gMnFGDnN6Z2LXKlcc2+RLn3oFT7w2DOMED85OXwaG8ULjq190Lb/85g/SSqXXTOCUMd89M9aOlyj9VE8Dp4P2kzhx8iKhJs48SsEyD0AciDbw+TxknRUtyEaZatrDnt5qMpEe7KWfN/YM5Z9gHHb4e193HbsO//GtH+JTDxzkysNO7WepWum9Y9ZQ69jS0B5kIafRe+B7UiQy4yUpNZnsoaRRokMfpG6DGiV+7iH1MItKoHTp6VEp4i0I2aVglgkEc8Q6VhxZCNbBW+CUdSQzRuldhuqW2Klr1DubRp36SMRoRtHqFSnG7k6jLwVKVIWYEqVyQ+Uos4vhRWrYY9HgZZZITvm4X3FUkzpCJAHUNdABHRSRQf2JTdOHGIcIVWpmTuOQ0eSMioRxm/VE0gAr6d2r50EWXocWMCuMKmopIXDiNp6dBt7pkZAzg42ywZk20TjAbq3cfeY0Pu3jCY+7mpc9b5NNYIPzMMb1n38GxjOvgXceO8DuKWPHd9mYGmhwkcdaBA9Jgy6riiiioKF7kn00hUwGrSqxedvxRImcboOEB05FQgqJriuaGxoOhWUpsSBID85uv2yy3pfxWAh800ufylngDb9xM2dPbnHggMK0TbFtfDt5k0QlRUEpGplSLQV1C4qJChToy06ReIDFhKaDiBwPXU0RdzpZ0wrgTsnyLiASGRaVCjJXRgiidQa7g88ZFOshyDGXhlkJqooGBUkITqPTVxUNpIxXJlBEhDpNtGUPGKGQ2NCQlIv3mjCLi9QsKdQSIZT7UPexNGAxImQXpIB1SW6kzN+XPrzX4cmm66CJX7pnNj6vMV85X+c1xCFkeLgDf9QMCCqiI3SPZE0tBUokYIpWXCdcjuK9ctoXPNB2OH5sHy944aM4VuEAEUpPlwHG+HCM6vCqv/o4/u2PfYCjmwtKMaoXimUmWgpKp2sBb2kME6MUS8goEzzjoiXy2dY7tvAZejIJzQQb5PF5LYN5MlR6rDE1wUoaxkzkqZyPo5/3XR6B+fnjjfXFchFg9VIdW8A3f9XT2BX42bfcjvoGG1PBa0Fo+KKCOcUNpKN1GWGsl6iEHZUGZXiGqfMYZgqpWQJo4EsP1RmPMEZVEQ/v0ejoCEkA86jJRqBnkgMIzGx9rtWyTGbUOBNhTlbszEzuOexMb2w21pkYWRRsGVweowWdg7KqLIFUKypQfFaH0aypLxoSW26BT6qnVJcEOVh1Rv1CGcmSYaASYX/CFO6kSozPgJYJK8xQS7qmWdEiEnNSNKukwqlUHTXCUwhhoJE4K5vUMoFucZYtTpzYpexXvvrFj+eKI7EeNvmzE0p/oaMCxwrUUtjZXVB1m8WkQf4m1pa5oNaiBtwNVQ/lqUH3GiWtPsxCeJq2VgwAq8TeLC6yXsaIgGbF/TKYIavEeM+w/PM/lEvHUF6mxvFCY+Hw2pdfy6dOwG+/4xb27zuMtx3K7jbNHHpItInGf8/k6hQznUqEqGaWpJyVJxY2y4P87p5iwCHTVaQEX8IFkwC+QxCWCKOH+bQo24qQI0Ly+d/m0j0/NzuYH+5pgCJgT4m5WWgWqkaSQ0Sw5rTeESshRkx4hXHaR3gt5knrLlmDm0ioBUQYrJ44ENSU3iOzia84majG3WvUuMsosykr4z6Mo8/8ysQiS3z/UsKDjdyNo6WGB69xWFUNMjgoWg7QZT8nthdMZYOjjznMc591iGtLiErIhTCvPyfG8ZzhsCVw5JBw6v6JvhNEfC+xtsUHymuzvGgnE5FdEmJytJRI1rRM5A091Ob5MUqRKHyQ5DSXTPIM0azAsJVefA2zjxGyp5drCWPkMC7bURyuOwyPefmX8LZ338Odt+9wZP8m9J0kwkZCxFsQwKsoVjqqZcZiPGxkhNUYwhSYTFbhOG0OT1VJTCcrZigZXozs3hC9CAVvzMJoZ5WKEorPhSl4nMUGRAdEyZ5qJmuymmYQhAuk+Eac1q6WXMXK1DttaSwlDXmShT1rlV1WCSJRQUxnLuiAAroLIhVLatS8LjS5jGnQIgE0lo4w10jJymMYgh6hPF8inK668jJd0GkjiPgpjNsAqwdoukFr+7j/5JK6NfHXX/ME9hOe45ydHuPPo2G8wCjAk598Ne+96Q7a9gaNEVEJOoUHaE3DcwQ0o6iwdCEO0jP8jkShhnDygIN6Huqez9gkcfssnJCx9kPDwHskJbstcSuBbdqqQOChxiVhKE+cMu6XlHgiF9yAweDyNZgeAkRfe8MV2A1X8NNvfh+LegQp27hs482g7oAtV5u7MxPHiwRdpesyarc9vMLw2JJPliK3g9A7aC5k6BjZ9JIcz6DYaAo8FLc5w9x7z2ohQUqc3OZDgNZnPU4dNbtJY6LbqgQyydkSTHamkr8XWC473pe4F2pZZD7S048dEXlKaJF4rUfrhaHL6TbC4VV4pSMr7gQOWVYtF0RXuJOJzIrnIjW8TQEtm7FJdBPzA8AWrhPL3cpZF2RLOX7llXzFl+/n2OLi2ox749yhBi997mHKvsP89ltvZuoPsFEeoKRivxewkk6DJ72rD0YCuFdkTtTUFIUZWe2QCBRaeKgShi/c1BYhere5XFfMKRZEdsmqqCoVmfrlYSjPnDnF//6//jJffuOX86IXXsGWJuC9SmOtxmVqNBX41m94Fr/8zo/xobsqx+oRpo3dyIajOEugUbB46CnCqpLCrgKewqeR+JDEMVNd3ZI0q0b0y9E0gmETkBqhjFjiPgSJNxds0G0inI6yrxGvEIC3e6TIIYywJhEcZWgRq6x0AsM3kPgOKky1YtZp3XBfhq5jfjcg+Zwr0rcmXarUKH2LF8W/F7K6Ym1+Z6WlQSeRsmqLI3Wuthl6jVFOWBGOILLJbttkWyZOmfD0pz6B6x4HjzkSGOMFcUbYM45/xDEZPO+p8La3wZnlFiqnUvFnYO5RihjFNolNkuWoGCHYolHZJlGogZIVPoZ5p3nDdpOClO07IJOApN5rtfQcQlZQhtJ6Wem1PtS4JAylqnPwsPOxj9zEe2/qPO8vfhUvfU7JjroAACAASURBVP7mijqxbjAv45BcHV7xF57IjaeNn33rB5imIxydwPsusA3tLEDKg6XQgo/+NoGvDfkxmmBk6aJEmaLOrwuPsHiq5xBZRBtVN4k/el+nREQY1FOgIIQ+QszDjfx9heP0VOlWZK4vD1f33AUXPVJAJfAhV4tqHoOQmbNzTnPRVc13GQT2+ZIjQz14i1HeZknkllQuCsOdUndJSifxRZcCuoHbBs0Pc3+b2Dx8kKc+6Thf/tQFU37KnyU+46UwDgEv+oqn8Vvv+BCTFKYpOjZ6B7WK9RYRkDBDQxDFEkI2tnMHbIaezDuyTIpQZrOH+oZptnOREK+RlEIM/8CzWCDZGq4ZkT30uCQMJQKlGm5LDh1SPvCHv81HbjnCa/7KjVy5j3MN5mVuLAEetV/5h69+Jrc8YPzar97B/n37KWxDrYhvY2UHWbYZpJS+UlIJYDpO4ilxRRULA+ARng4yuxAVLJALMEnTAWwHr9Cz81N0LQzlFg8ljaxa0Rl/HKKnwIyPaCZaILPvhGdnEsT60Nn0LLk0phoJF2+OewMWSQUZD3fNaAq4N4bILWTjMonvHUTzwKVcwmtYtazQtI+KswWyyU5bQDnAzq5x71K58tpr+ZavPcIVegHhWtgzjA/jKAbPfxq89RdP0bcUDhg+hVHrrMIDp4eNTE/Rmwdm3w2h0T1aB1u3VHOKZmGaOgsBrJeotpGAdkzCA5WMpBww64NJyRCa/nzjkjCUQrZ8VQc6G8VYnjnF//2jb+P4kYN8/V+9gasOzxXCf2bGlxxSrv7Gx/K295/h1g9/lqMHjlI5FRxGllHG6JLC3hE2mKUcWIXeVhUKIsl3HPJTAFjqPmoqaUe5Xk+jYwYj/TF0JkqWkI1mTsBK/DSViX2ohEd9JlktCJrAe4LwEIIeq/uJer8qYMVYLjtL3wnVbh3CtmHk4tIW18mkTtXgNI7GDGHYhtqORc00laimKezaBn06zKmdCdMNim7wrBuv46lPgOMl1tPmHtb4RRuHFfTsA5xt22xWZ0H004mSwmhh223Udzf6MnD4wfstqUQu1AgUJBDuaIur2Rcp4aFBQ7MeySFJiUJPDD9r7yO491nl/qHGJWEo3QmJr0Ky52Hf5pIDG9Dlft705t9kuZx4zNWP4atf8ngOTecZzct4cR9weOUz9mHPvJ6zwP/7js/RH9hGNrbxdhp8iSx3QJaUUqji7PYEdIpl+4QQYvA6TlNLWfwQgogwvme5n2CpBaklRTmG4KUPovboNjmM5ao2tnvJGtx4y2hZi0YGX0Y9mDB7ij6cYzS4k+6U4qh2Gs5ObxSDaXMDzOgaVB/Rkq0yKqJCd9BaMI+KmJEnBaV3xWwLk31sc4B7XPkLL3waNzxp4ggrtZ3Zazz/59542IfFucaZDrfcs8uv/NxvsbF1EvdtdpeVuhBcQxmr9zCK0Z001lNJytjs7c1dRwMXjxRoJDFVUpVqCE5jmK7V/mdTnJBCNChj1Ud01rkcKnPc8N4wKmbGVCoqRqnRT9uKI7LL5z77CX78R2/hiiuv5Bte/WU8avMC2Ue4LMNy9cj6v+oFj+JtN93Bx++sbE2H8X4S720GtV2jB7NZeHnRUkKhR39wt1HrLBhtVbEyCd07aqMzX2eUKEJ4jVU1M93MLS1AZzpN6xaJFa84YQSLpXBGlgoyQughADz/aWRWAgYoGv1O1Cwk27qz3N1hmmpyPcMwh/iEZMfH/G/ZwNjEa2XH99O7srN07jvbOXrVVbzyG57I1YfgKOc1yoI9w/hID4GTwKldeMsv3czHPnELrrvs27+JSGffPmMqG0wFui3BW+7h8Ah1UaJNR+9hz0xCN2HQwDzwS8sigr6WuHEMegFK4PkJFxVkpsaNsluTNUZHhvSfb1wahhKQ1gMD01Ab7qUQ9NPguumkUJzDC2Wn3cXrfurXeNaXPp0Xv+DRbOpceHHZD3X4S8++hqdev+Qt7/w4Cz2ElrOMxIWn0pCPNptEEkVE6BJLIuahZLVKiwoFC8MUlStZ2SCp1pM12IN1uc47HF7lIOxqZrmxaDfrWeJnPsLwNaLjkJnTHu0wXOfXDYKmilBrZKKXyx6exUYkrvDIwbg7XQImcNvHffVaHjgbHugVxzZ5+lMfx9OeomwAhwlK1l4S5osw8tBrDvcu4Vfe9kE+dcvdqDkHD010O8Pxw1M0mesNn4S6saB4qF5ZF8i+5lrHqmkrPDzqblmSjecGFlkiQRkMkbUEpjOr9It0ukM1gxoN5NzbzCCZ14SFpvrFfKtLw1B6hH/FJbEpAYJzN8gmFGcqClMSoxdw22238UMf/CjPfMr1vPRFj2Vz7XrAZelZjvGYwxPf8jVP4cf/43vYv+8wRU4g2qNzo7Vs2dlSECOoFLKGs3QS0+vRpa7L6F4XCSIdyZ/UpAxQPEUwLGplhic5Dw0xiZ5hf58NYUx0ROGDgk7SmOI1BZlDHYCVurnP4qrTlLjlbqPWKcLt3mhudCpLP8SSK/krr3oWj3nUuSWC4/PPGXsG8uEfAmeAEyfgHe+6nY9++ja873L08H6WrXH0aAi74GcR2SEahO6mJouAd4oR+gNJAVONvkaWgjCDqSMitNG+WeKAbWbM6hlm1DzQu4/+9FF04e5IVif0lk0AZWTPdeZpQuUiUfd41aUwnM4yazxjEqO0rqI6QdHM5vpM3ahV6L7N8YNwx52f5Ef+r4/y3BufzgtvvPpBMrGX69is8J1//Qb+t//wQQ5sHWSSM0y6G8CzEvp97igV0ZYZ656NsyILnaYoEz7ZB5mSKj6RHbRstWsSHmLoK8Y9rFfCiDtGZ8ihob4KkSWFOxI3ilApjvtZak6iuZZ7tOENQ51cOonVWmulNWg70U/87NkzfPZzp+nTAWTjED/wz5/HIfaM4hdlSPT+2t6FD992kvf8wUe5764ztOpccahCbRzcr6GT2k8zeXQq1SxkQDriUSjhGoIjtmxzr3TVTu9Gt9Cq1CG0jKEp/CzZp9YStxxtV8YIgKclq0KyLbHOUM/QPR0MibCr59aJ67oz8BDjkjGUmGOyizWl1oJahdoxN8QakfqUJEsrdCi6oGZ/ks3jhY994uPc/KFb2Nw4wite/gyO748o8XLGMNXhu1/zdLYF3ncn/Mqb38O1xw6itoNIA9nJzGCjswQElx5ZcAOq4Imqm1iwCyz6s7j3VDMqcS3X6EOS2I14iQqI1Ld0GWWFPeu7a7YT9fMMVyaZknyua5a3r6nAD4PqHXy51glds1+1LZlK5eChiZPLxn0n7+AdN8Ernr32UXsG8mEZprALvP+TS97/8Vu54/a72CwTxRv7Nhc4wfE9eDQg8eJnAhc3D+gn9QOshWkSj9YeSmqj9hYJE89iCk02hDWshdLUrARFhNKhhZCltBmGdzNE+rwemzcEy26KQUNyX4YMnozzN8NyYKSAg5oWn2F/BHtwiRhKUFtmWZlipkmQjhR+2w6vo0wTVkIJvKqitVGkhooOjSpQNxT0Ad7w5rdzeOswX/mCZ3DNleclfVZ5hstmbDo8/9HwrG+/gd94/0ne93u3cMXBfWg9kfL4yXfpzIrbUizZEokf5v+6B94n2cI2uJSjSjo5ZSpRxEBEPT2xzBhZS+tOdZI3ueblrTqIRdaSbP9jEc4Pr8Hd6W1V/qilUEYLViJT2YsxTQfY6J2yWPKmN76eZzzutVx7BaPTxd74QkceeGeBD955ils/9lnuvP1+fFGZpjCIxw8LYsswQnYKfAmE9yUWHt+qTr9nuawFfUwID7D3qL7JyCGShLLi6hLivUMYplgN+TyNKEe6s27FLPm8EcOE0pX7wMUjtDe1rOpeIpk19x4c5Lnhm/e5p73b6GH/+b3KS8ZQegptxsm0S0tFGOuaWnM1GnVJwTRUZqT3aJEqExBJAxKjOLihLPsJfvXX3snRq6/ka1/8JWzJBYRSx7hMDOemw8uecZCnXPMMfuLnf5fHHD1GqfehxaBrtEJ1T2K5zuWHsaZrKhVJGDGLxWeZlR4hdaj3ZDMzmEsLSY6bJbcRWUlPuM+SG0Eyh8A886/NWKkO9cCZCkqdop/MXJaJzs9Ga0V6eL0HS2HzcOXk9i7/4l/9Ije88Ev5tldcFzzIuOzeeKghsC1w/2n4yKdO86Fbb+fuu+7j4MaCugEbJuzb6FA6vS+zlsBScSIqvoLHC2o95T3beKAMNiJmcxfMaAgXh7Blv96og/BZFah7ZzS2c5Po4Y5AG+mVKNM17xG2WxjOwRIKTlCIZERtv2XkBBHJeCoDOdF2YiRDh6pQ1oGPZOXnGZeGocw6Yltmky6PJlsulaJRnqaTgbTEGTTVQmISmxlKxapGu09xVCOrO0nj/vvu5HU/dxdbm0d55SueypWVFY55/ka7TAzmdUcn/tl3fCU/9Ss3cfsdm1y5f4MNORm0CNPoaS1EeKRJ0jYCyFaSBiRJzk5sEgKDBOaqW19rMaZBdlcfykIWyz692O6Cdp/7nLRZNbrPPEp1kBq0o7npWAoijE58kMR5EXQKkdzSO8UaZQHt8Cne996b+MG77uFbXn0D1x15CIjlz+vINXxK4P23neIPb7qV06dOYeywb2sLxHjUQQXbRZZB+FaApaLJkojuyJl+s4700T/bQ7nfJRXKSe8s5fL7enJNaRlFRKVYMh56B+8ITilK7zOmQzQY0xlbXInvxuEfZTvn/ttMd8POAdUtjSOzilBGNZkc0t7nwgi/CEx5SRhKB9j1rHFWpHREp0gWqAfnTpzeojheasCU0W2NkIInZJPEPBplaap/i1ObsH9htN37+ZnX/w66b4O/85rnzD1KzrmRy8jTnBz+ztc+h5s/s82/+4V38fjjSh0yZkS5olie9okXimiGVGR1QnZ39NSfdBK/jOfBENtIPCeMra0y5jgugR1Zd3Clt+ESxrVLHY3ufW4tuurMGH7n+Ss1BIOVofWmRZimSinGUZZMvXHPnR/jn/3Ax/jKF9/Aa1/xRA6dc4FHdOovqWEaLZAMuOV2eM+HPs4dt36affs32dgMnG//VkO9ANsByyQmHBVPsJtN8Wg9VKq8rehdY+14n3vJF4nTcQiWdJKCZivMrweJF0/1n76cK1/prhkBJrRjHtlvK7RkXIyhafDivTL3zBlb0/Lgj8TRKG1NAZmk0lke1OAU6WseZJbpXmSO5WKqGV+Mce01j/fv+offFz2xNegsUWZU8dJXXqVO0YclRRBUSijDxO6bZfqlZiOhEpp0mpsw2osqXZTlzsS9J3Z47nNv5AXP2c+mnEdOvtC0XMJGE+CNH9zh13/xPVx9VNi/7xSTLPHlkpqJnI4h/dzMoYjPWXKIr6g+kix5CksIAFoffZOdlpijWptPdiWlzKrmwl2nFnm0YZCBiwYWNT7aJD4zQrY4v1UDq2Z+fvH3ZsED3enCA2eVe08Lu3YF//3/9DKuZW439GdumMJph9Mdbr75Xj740c9ytu0g20u2DixYiDDpLo2ztKxOUYciTml+Hg0mqreEgTNm6WBfTd7oiT76DkGUC8oyMMChFTqoOCsM0NObi7WifTxkP+d5dnoomvfOstuc/CvZHyeEoxtKZM1lLm8Mis8I2yVblqyqaxL46ZZ731Zf3YbFJbKIWBRwuPM9//h73+PuN15o7i8JjxIZJOfYMEU0N1kAuuqek76LScFVMSv4ZEFeNaVWzTro0YkrBSE6eKmJYQhVjGJO0SXHDzkf++i7ecdvn+ZFL3wJL3rOxiqEu8SN4oXGq56+wQu/9AW8/o2f4o4PfpKrr57YrKczhBKKKa5RCxvKLeEZFoa0Wi4+iXBbk8fWmyGe/cYhOyiGkVVqqPxk21eR4EtG24bYrK4DbIfiocZOyqGF/kEkjyhDZ5JZPzBI9TkyfKq1YNmY6tCGsTFt8rkTd/N93/Nz/MC/fA2PXoTK/OXuVVqQO7inwW/9/uf4+AduYXsHjhxboAU2F5XN2rHagF3EG60bhQaWkmPZ9VMyTezDcxxcQ4mDU13pPZq4ia8nU20un6Z4Kj+FQQtjRrbJ6LTmKXYs2adp1FCPyMXSi+xJK/PIkieu2DpUt6SRCeqd8JWBnmpBQ4uUDCdh9h4RonneyHeMsNNb0oU0SySJRna+0qGcxV4eYlwahhII1ZBoquWDJ6UaQGuJ/jDxECMFawreSyYFwsOZlUBGf+CxU2KHhhHQCQjqwkINa2e56ojyhzf9Fr9/0zFe+43P5cjB8xpAXUbh+FGH/+pVj+XTr3wsP/xvfo/Di8L+coKFWMhOjTIwHB2cRrFoBkYPfNyi100H2gijLUsWc6EWDJUEe80xjYMu8zVAbs7Ir5+DOVkaWYdsHCWrN6EUyQ2IQ+pykhlK9yhpc9VITRUoss3xrcbWwvjH3/d6/t53vpbnXg/7LzdDKbAUOOlw333wM296F2LC5hYsyg779xUOHHAKu5QeXT0rHiTsZDRI4r06hCUsyP6W0n1CmdswQCAbhs3sA4oFBNZ8TtzN702cUHrK/UkQveMwbOmRRoKF3KsiJZMwcQBj0aCOvr6JjGIlPcoWYXY+fXyoWaUtWB2bs5DLnDhyAv8c60vCA/ZlyAGaDOM6DvxIHDa/TIR7BYdU7PZu2YWPTBYQ2ovW0TqFEbVsU2+RCRMBtWxkT8VYK4b3wDelFxDFdTc/NE6qKk6tHSlLtN3DT//7t3GmGX/5v/hLPPnRUQ53uY3icK3Cv/jO5/EdP/DzXLn/So5t3s/RSsgyjlBEOm42VzX0DLWwPrfBXfXPtqjBJVvLzqhY4MH02HBxyIVHYEm5UI/3evbnKazA9UgQxSKv8x4YC1rAeoruWoZ5RJkjAaXUGmTlAygbyyXT8cKP/8jruOErX8Y/ePVjLqwFcCkMWdmKUw3e86kT/OEHbuX0584AcOjwgqMHEifUXcqgsaQx1IwgXQTp6T32FsmKmi1YeyRhupBCyz531YxGXgWzlk2+okWvEDQgHyri3tKTd7wnni1t9gLJEJuMAqIlxyrGd++hYKWgffUgLBrL51wkBkmo5XtzyhQRZWiyEoa/eBhTD46kKVgX6mgc1ns6VykI46GhHwdzz5LIJJ9LQyj0HoIvclm0q5XhfZDJBsdoqGb/Xk9F6zxdihIbNXmWlJrvjXDN3PJ6gWOyWOLW8B49l6NhUZySJR/4REe0o/uEuiv80pvewk/fbXz3P/p69m1EudwF64cvVe/So7zvh7/vG/me7/9PbC53aLrLgf2VxcD+RtuF1LscJ3cdnEpd1cBqrekZJLIxVHtGH+2snjqHNGyBS0LOeTYUgwgpM9eWoHtk5sdiRiwig0inxz2kCK8Np0AMkcjqT0URVQ6qcd2VlY/+wdv51Nd9I9duXEIZcYGzAnedgre//dN8+I5PoN1ZLCoHD2ywkCXTYcXbDrQdCsv4jm6JBQu+2xK7DcaHm6zw5tFrqUcyxmeMLg2CGLaMHjFKQaSn1zkywo1hL0TIJnRAlhvGodPnRIvb0CyVOYwNCg5zeN4JbFtLJgg9Q2XzLFaAwR2L87YnkyIhHUJAGveAAEq8303wkpSgccCm0Y7OpnEAt0zDz5QnFaztppJWI2Fv7CJljJeGoRypf6JJlEH2ThmgrWRhPYDTPPu7ELiH94aJABUlAFrHoJY4OXdWxNjY3J22E4uqiCe/i+yb7WwVYZIlW8crr/vJN3DyNBzauoZvfu3zePTBVeZudf/58xIwml2iFvf2e+D22+7jd37zd7n+2IQvtyP8WDo72mLzaYqQJEYMJTswKtR2jli5t+xPg7HqWGdzI7DRe1lzAwOUdRKvZEP7VImZldppseg1atGbG8UFb4XR27mPZFH3yLbn/cYzD6xsoU4twkKczbrkwEL4wR96Azu2yd/+my/n2dfAvvON5SNlPDOEfgC45Q7jnb/1Ye655wT7tmBjn1J8F8E4vmVUdYrswPJkkvhHciwSbqqB4zHCy9ZCbm4anngo7UTmtg1JV6wlNxGjyDLeKzOqh2FhHNYSLKs2HuvGLj2zFHwemGbwD4Nd4RLeruVz6Ql7KUvEQh9A+srA6kggD8Mef8S9U9PR6R6iGZJ91lUFby1YHBKAjnbDbBlUn2wa5y5JbAsbIKlvMJgfMooukqzug3N8kfKcS8NQQtYak7Jq2XgoJcEiBEscJoHeqHFueE8aUIkGWquHnWCyOK656bwnVWE1MV2CKDs2n+aiKUg0HeqdzYPC2e2P8aP/xyd57gv/Ii994WNXHuZDYZmPsNHsAjv5kadOwO2f3eV3P3Iz93/6JFOvsOhsbTqHDht9t2NSKVlSBoE9enM8VKnmygTJcCp+sZkqVFIgY5B2SU+FEmFf2EvFrVPmZjWrmtroAeQrjCkTBmP4kPH3Id4RFtHSoEZJYwL22ZYiooM1zIlUPdJCqc7jOc3JvuTnXvdGfmFrP9/xt17Ck45d4Ln9SZ+FwpIoAXznh3b45O2f5jOfuoMD+/azYIfqxvEjLcv5ltmFsCESMEQZBG2YGQXjkDIbHlJwHcfmXm4vKVM0iwtPLapoDOY5d+I5xTyFwMzgIo8hGcaSIX3fzQqcZG9pGhwlebe2yoRHxNGjYiY4aUkXGvScFY3H0xC798C58xZ8Dt/DYIuG92yzMlWBkSBUSay8z2+et9m4BqNvUyZ+0oMNdSyD3XSa1jxmpVy0jPGihlJEfgJ4JfA5d39G/u0Y8B+A64BPAq9x9/skrNoPA68gHJtvc/f3XuwzQObWpPOXncFVW20wl9RZKBkyJjZDNCdqeLZJDZrRuK7QYt/lYrSUkw/aga9kl6yvPNnUSixGVJAsnANHGx95/+/x3ne8lyc+8Ym84lXP4MgiEz+PZGgX65Nd4ESHj37yLL/+tndx92fvZjE1NhdbLDb2s2/LOLAhFD+LaHQ9VDNQo5oNobYMQTJEaz1Ek2s2+VIFWur4eSan4yDxYLiFsYKZq+k2spQ5jcZcBtnnMGgFvkOGdqkWFR5IJ+pyUsGoRHA/zKDRQTSv6+GdyshmQkOSKRH3LSWSRod8m7pYcvrsDt//L1/P9/+r1/JoWcOev9Dnlt9jF/jDzy35+Idv546P38t9u0u29gv7tyawzhUHBLUTLOhBpZk97z6vx1Fc4d2zN1L0rzbrVI3OmKrZqlgU7z0KLazT3Wi7DiUOdfc8bLK3eSQ14zNMyjlJkJmgbYHhzcnTIjO30cwpmXCTHlll8Uj+Bb68Lpm3ZpyjrAvy+YbHGqtlSP15rhORgtvyHKfCXXCtgYcmBEPisTPUNgy9k9Q3WTs0HVt2hixvQBN9zRAWVOK7zaWyLsjD0DPnJ4H/E/iptb99L/Br7v4/i8j35u//HfBy4En5v+cD/yZ/XnR4hmuShFKXKW9e0vGI8MxGUmC49yJRIkXiD53EVMIshISXpXpyepEWza1EBcs600jQ6gxSi/UkRsdCUnUosJ8dFgd3uOvTH+QHf+j9HD16DX//776ITTmvjen5G/CP6WHuCrz9fffwtne9n5P33kOVDdwbh/ZtcM3hiamW5GWfSSpVUjAsys2kG0WylDAXgwgBgI862G70ZXplU1ZH6ZIOFI9DyZL4PSqinOxpkgLALkKXMJwBYci8eTIVkCVnq4l5kAJQvjIg0thgbjL6oWUmM0vZyDnO7OYqFI+5VhsdF53NaRdkl6sOKf/jd7+e7/1fXst1FRZ/FL5lhtG7wGfvhnfefA+3fPTjnDhxkqNHJg7UCJ8fdcCgdGQXppQTU4uQuSQA1jWSMdZyPQ6j1LNWXrJs1KIe31JSTKzPHEM8avTVhKU3fLneHz24VHPhQF7LB8UmD70x1wLhYeZ7PEPx4bC0fEbD67QEKqNEQDFbZk4higPMEiojw2tLCT1Z4ac2IIA8USMQib45mpuvEwkcaaODomVoPu69pqq/01rOmQe0Mw7aotnlMVsmD4WgAQaJxr3GXpcLrMVzx0UNpbv/pohcd96fXw28OP/73wFvIwzlq4Gf8tghvyMiR0Tk0e7+6c/7GXjIuKNoH19liUw1XY+0/Ob0PA3iATiWfaRdwjCYaNY8R1H84FOKp2YdodgdnymZ8Qovyc1y0eRr3ILkHCsK4g5ZTFB1l6uLs3v6Tv7pP/lJXvTib+AlL72C/QJV1ozA+T8vZDBl9RoTuHsbPnD7XXzgpk/wmVs/R904g1bh6AGlyJIJp8gZVDqlCDXcPYoFFO5tZUistdlAqhnmIzMZwrsrwxSbc7lsgSnVND4pg2aZyY5Id3gRPbPoldEi1EgSsGbLWZnX0TlGcm4KpnGaD4oH5EZf0eRys8Y9YPm8s+pjFAuFYW2zkYjKHqGW9KAFyv6O0vjn/+in+a7/4Vt59tHzaGD5ebsCdxn8/kfv5rYPfY47b3+AUrdRXXJgo3CIzqErBOUspRtFOtoJaMcj0xzedXht4qMGOjxjbWWev3kuHBqKenjS1sJzGwm00aQt6QWMnuatN0yJSCqn0BmGKZ/dbJxkhjxiDyTmbEnVEoU2stErInYUecSeme2x7cSBBIkF2ow9hvNsqUIV4fIcMRJJPZ0rdgIvjMM5n3eTJMBLtqcNz8NnwrnP+KYlQV501Zq5DqnAgW93m3u8h0PaqB28WG6NwsXOzD8uRnnVmvH7DHBV/vc1wKfWXnd7/u3zGkpwzBqFEg/dxsMMMqon7SA8h4JowS37YZvRJZtQqUdG0EIizHqAyd6gF59DjsB3hdbCayyDjoSuvBXIPtXL9DajqH9U+agoRY3FYskTHm184gNv4Ed+X/nsXY0Xveyv8eqXHIseLXLO12QkKe9bwq+950P8zq/+HotJwCtSlhw/foxFjUUl3jl2ZBvxpDTlCV1ktSAlPWe3qF4wj4W/KqXw+b1uA2ZIwYysiy1qefiEmo+ZY9vBV5SaVTJdMmG9WpiqHnW6adUkPy5bzMeJnuD8mIj16g1PPuYcOe3LAQAAIABJREFU+mUybw7XPJIOKimv56lpSM+v5efQ8VQET6qIaxCNlcjiF3E21dnQzsHFktf/4I/y7zeu4r/8p3+Zj9x8gvf8+h9w3313U8s2Vxw7wJRhaK1weMvYtIJrKN0oQMtEYHp+rcFEKtt0w1wzYRWeTvSoTsgiv2+f58WintoUl5rJCgv5uWxDbJDiJCPjHNeq0rDkl0tJhRzvuY515jt6J8PvWL+mLZgK3qFkjsB7YJPWInvcl7gKrQuqBbRFEqgJSO7XnuLREga5juQQhhdZZZOdOSFFHm4yN/kKWpM1x1usS7dlHNRqeMvrSTgxIo5OoRvgZSQIZTbQLkmndEAtNG3zgNCkuEEkh2L+OxcrYvwTJ3Pc3eVivR4vMETk24FvBzhy+HAqygQHaoQYPnhR4gPnx0VoZhQKS4/OjTNTP915Fcc0rmPJ6/Ps2CbjdOqZpMiaY8vTLn+JHwaqSldLAF4gFZc9TAElidy1KrUseexVwkfe/Z/5J+94LP/gv/kartofOMopgfd+4DO8/TfezR13fo6yKBw4WDl8EBYbxqRGnRZUPYO0noZJqOzSGYRfYy4BGyVefYW/+DL+fWzEiGBHOGor2KJnYixDj5GlBIMqKV8WlRC+Y8mdk+ylzWqOXBidw8ccxs8spylRA66UuXxuZEZxm2t4yfpgzfBPROdrqfi6Tmt4OCrzZ56rwj48BBgoKt5RNaREuV01Y3OD/5+6dw3WbLuqw8aca3/n9Ol3q+/7SkK3JEGAWFhIKRw7CsTYYMmVCAgoKFR4ynI5JhW/UsEpV4htmcIpnCAbbBAkMQQcIMGVGBMCDsJJJUXCM7IFsoQsLPRA9+rqPvp1zvn2XnPmxxhz7X2avhKpxKnWLlD3Pf2d79vf2mvNx5hjjokHrxnm+AR+9Dv/HiZ3HOWCi9eBNjm83SKEMWAfwLoEQZCDQhNQKt1Te5OrEYqQAgmoIo1OVXmWFFKc35X4XbheYCF+LkcBcOnCAJeYhFtF9pq9njRslhPPioscjo6oDK0q6AW/RAIxazJhIDGxRbDuBTTMaVUj6LLWIm+jquTrfrAwlEgz74d7L4jhcP0yBdvQ8S3LguhO55qLyKUy+EY5NG+a0Kl025QlphxVWsgwBkwmzQGkN7JiQjQiBHpQdCM9OU9cQtT/vOZ6P1kptZk9CuAp/fwjAF6yed2L9bPfcWXmOwC8AwAef+zxjJkhdjopIa25wH1TqsGDaiLyWS7IRteUkLHUAaLmnWGJvqbAPUZ4HaqUthq/KqA5z4R/4z7F69Qh7CbwV2bVQ4UhYLdzNCR20x5oH8F//u3fj/l0wpEdIg/2uPTAAXax4DMeIA5o0x7NwX5XBLw3GjEZQ3IMOzEaQBGg5oak+qWtDgVQVefxLcwQy6rXR7Cfo3AB0LMmkGgC4TknmZ6XBqgDI2roTim2pspiByPcAZRXJbtIyFKSWc0YBm+SKZzSUQPLOAmwUiQjmUwehzFs5cDIZmDDQdeeUelHrXd1X2PExYy1gm6Jwx0w5R676RNwHQOOLTD2iivttYXQhAX3VfUc1/dJWxhHhqvDSZCCWmW1+QDj6Aymk4soLCveyqo+D7OtfSn8b+kVRGja4KYfO5zV6ojEsswSvVbkJdwvgxMJI6HiTYzoH8afYT0d44yEWlAnBfg6iDwvuj0iMatz5vvzXwbqlIGcE4gu8QxbHT3IZTZLYHLYbp03v6httjWHexuUsgwXjEAjzvMsgGjjOJ2ALUOvhPYPx4s0TMxeEtK+/OdDOP97AL4OwLfrz/9h8/NvNrMfAYs4z38qfBJghNEacYIMVjMz22iOd2uMHBOwXjOljQTmGkUwGSrOD4X0BmJyZilYjZo1CdGDshPb6Uzps2OlH1VPqANI8jgx04tVcOne0ZesLY+qBDmA87sTPHyNKQQi0NzR/AQ2dco7mVFfU9EXM8kcEaHGwvPyHAbbtNnNkjzSTi5pgBMZGaAlD7M5hXWRQ3CCw+ZVRZVB44wRwgmISpx5NaexWXoHFnYwpKJLIWYYUlVYRAWJum09YEWwQyh4jUyzFTS4OfybKMs02zsr+kQZVaaUZpzUyV2wrMyG0ERKYxdShNHomqE10y8kPI/RdrsBCRBMM0ZAoo8MNkoaMC/oMsAWK4xDIydMXI6tV3dTykgbq748lGrkvquKUNSWyIT3hE1YSeDpwMYRMpOiI2AKmeixqD/eZXDKcfFJaQjHqguRZz8fVRFPQ82ciUHOLBEKpfXBKH3MPgLQMdOQp683rrbH8NS+SZRozTp22hSosDBowjgxokUoKlSwBBerQmfS6GC5Jqvifi4skoXp/joNdffgiAoq2wLu+GTX74Ye9N+AhZsHzOzDAL4VNJA/ZmbfBOCDAN6kl/+PIDXo/SA96Bs+1fvX1RpxR7MCuvnQOygE67sEPDFZY0lTwD6Q8hSL0kqjYel12HMjPsmocCKjjd50VNJcnQEyPhJuMEUKrodFjI+YaUQ15/NzunT7uHCOZoHcaZocjykmuJ4J6R9Df/EubLRvH/Zpik62csQKU4kQ2dg6Uql0fdfMUk1ZKSAGsgSiBbHgMGQLrQWG1uT2+JgZptaw9BmWbHV0UGikmalbogo8mjGerJQ3qPoYsabf2pMNDs5XqfSoxIPPpkHpJGIrhF+LEUNJPVg4yrXFjStAD+SodA6YdjtUPr2zQA8g9orsWxusheEquvR1LIDge1nm4PwawJbBNKTNqKrzkPwzpoZMx4nHjQhb0Z55OV8TfpwSFenI7iLxM6wj7LPAgwYnW+HCgnYjmV5OoOwdwGJZ7R3+HzqgNd8YyyB2XdxUUuUw7p0HgFKIpQxewe2qzxOj/bXpfmEJ27mwxIokXSmDnH8Y0CfuFScRzdI5aVE6Ag5odg4A9BGNc+81wQiJ7J12w/XZbgh09rjDgUZIzkjO5AP/f5t6Z+abX+Cfvvger00Af/JTvee9rojA5OSN9xE6JHXzzNBnQy4ipCoFszbxYUdq1zISIGCcXCzRjQobW8popcQCmq2VNKzRjdffrDoQBJ/0wqEIVC+RA2ButZkajdzOG7E4VYSzM0pchLvAHTFTa9EwDyNhYOTF1A4sUiVTjnSmgpGszHd5YVI2JqVCK9UKYJS+xTbhdBgpvI+pMNV4YFzPVMRgnqMyfTA5IQxz5MIiTWj8bXVsrNigq1LdRd0BKnYYxQzhRoM7GxI+kYfgHSVhlignUZVPG9GSuaICPe9Ksat90tP1HYDMvaJw0pmaA0vvmJeE9RnTpFlAJR/Gd1gTYRniBMZ9ouuw3m2QTMW/VHIrGZ6oyKm4hwl+F5SjI44WgqHYkBYjYjet00gdhfFS44HBwnzaRzbAdFkGUY58CNlWdw6oVRpR2UADYmFxrPfNmdR3XCC+LIMGN1OQQ8NjqpQzC/YBb8FtdXCKUJcw1foWZXt0cCmqWXRg9nX/EMPZwGqpqBqJHkYtWwUKWnAUbxcRWLKwTZdQBwY744Wu+6Yzx+QNNWgA4eRQQbSHQZbOPnC3qIXLkuZa0wJAUZpXVFE/5oZuSsLpMmkIavQBLLHYrMigIrfUxlhG11C6wXc8GM1sYInjEKmX1XsNbFd0kpKrwgxTFFjpBu+7KDl6LyiVgiLtDihvQ0llVbrOVGg1ciR5M+IKW3X8hCmMFLPea0QXBlEulC6r4loyV5gS1h1zF1TgAW8l2aZqa/DwlPrMKoi4GkxGsQIvlOOe1SeQsrY6UkrPF6oqmzFKLuZC1XVMxabQESp4oTpKQim2eceuCeOLxDwbRVIGJ1NthTIw5ilS/mZ8QFbxIkZZrIzoNtKqKywHp7cGt5GeJnjJGDXWv4+ojBuQfNFkS++6zupEAw3CotdmpjKoSk/qnmlcUlHjSM07Seg9F8AWWI+xZvw94vrWHNPOpPnI+zEuPBCb98VImrjvRDqvdWBHTpfj33yO5tikBxBdXGkDGrFKJWVylloPJ26ZPdHauuarWAsgeSxA8I13w+KxrssLXPeJocxh0beLGhPTVBJnVc2zCWkd0QPLMquYIcFY+lt4dqXWXQZ0HTHR5eqX1KRAK2/TkclOEojWYuKf9QTTuwRsmlhBN8BaRWzgdENdHK5g4pYFShi35Mk6RHA1EmtzIf6SgAQP1qfG26YhYeAlI0PeFH/mtfm4acbBU7TByKq+r/CdMuqbNrA1GnIWqQDBBq4IFKpcMrqFByajx89M9EW/+v9gXrC5aDMqdIzvtvlzvNYMrRFHdisxWUWAo/OlKtAQxkjnkOoUQhlLrGsCQFQlGsxeHS+tDMh2Yxqg2rV1G9iZ6bPlfs5Uj3HX3y3KIWmEcDnIipbD9W/k+vrghtL4UPyFbNIQId9RrAFCBM3kUC0x0xtxrWWIHWDFOSsTqJnuhrRGST4wUzNUBF2RcKW4qXs2Fq4ajdT4xsoAXJiiGWTwVIwzVrF94URQfg+ddSPmDA9mCAvQneENIQUGBCUcXNmMN+7bPowlSxdWxEpL1iNAvdT6znfDPXdf94mhBG8aGKE9oMgnpgFNjS8KZ5vx1BC9IzrImZzKGE3iaCkCQKJ0EEe3iNkYmGSemu2hzZvsCzelE02K6sUXA4SnVbXHDVUcgKq3UVGhpZykOhdc/rQoN0ZMKRd+9yW7lNvXogDJxhhV+RQ26qw+8WfZmV7KQhbdYdBsx3vJ0Hp1YACZNaGu8El2NlE1mg6GdDyX8+nDYDdLRv0VkfYcBhXmI/qBKu28GxmvzDXNDlaFARaVnJWaYQDrkAIVcamRQKVb4qY8tBWlswgmQyDrNWhHivar6s61ajDvxC0XFhRdqUhpPaLwyTIiVk5MUbkUl6KMcRW2ZJiDdhYFUSRWB0tHJucnPL3YGPU5JIezYAH9r6BDQFSYer1FYukBbxLmXRR1BrBkkl+sPUP4hybRJq2RvkP1b4cgdc7P1vNQoLGOB/CBvVb0k1YUvMqAuD42swDJ/cuzHYI7SvgisaizzBCz4CQ39N74/Cd15ViiBWEhCFZaYrNu2gOkMAkq0X/zDH3y3Pv+MJSJQUup0L5ZilWxhxlTP7MGw0JuWh6ABWv1hRt4SCOxBwnaTQatoWOZDNYaX9ND/LCAhbOTZ5pUyDCEgGfP9cEMqbeJBY8eVvpFWHMwGx0hgKKbJmDaylitNBamGsJxxBWNdCzqQGjOAVwp7lxF3umNhHrrylN9JZLXPJHNc68pdvwPdni4IhIAg7KTm6jJIWJxkzEsQWWCvZtn55hch9N36LlD5gFO53M42V+Bu2Oa7mDyDwHR12jOaDTYamhwnzDZasgYAKhinIkmyk3ooOnJc82zjC3vHcJas56ZjPESBPbFLBrXiKmNSjduJNLP80J4pb6/877r9ZlrJjRI4tozTdnJyHTLouk7VWGwC89tAz4BzBbyW9PQZIB6fZAHzozYiJTUGSOtHtjwPDu72ToAn6Rib0MazQ/Igy3DDADRHLtUnaBk0ORsHA59EGqAXMElM2R05BKoe2mckqhCZGHnReFJ23y2QwVMfZ9wdgoVbt8cEWwSSaNTg9XNEzvvkKizdbQmen0Sdth2ynmaqHUGa9yHsaFc3eu6PwylaX7GoqqgN1gjJlN0mEymsmkx1E54OfGxTMCAmEzehBws2xva5MA8kb+mh+Zm7K45VEEok/p2qQFFW+qG0nBDIvemw0Mv2MHgEElwOZPp28BAuwGT8J865EatwIYdq9Ad8B3Tw4ZkZGUka2cHi1deOEyCnRc2gHIAq/rO4CASbujy0q7qMxRpKdEHVqR3vBeFFHxETNxwQWwuyL20inLiHHo/Avp5zO0Qs1/CM7cNr33dH8AX/X7gn33wFO/4np/FZz50Be7PDRzW0VR3K8yPz9QrwlS0W6/O7T12ZyTmIVYEgE4KV5MzIbdPVV0VgqzVPB1GnkjOEPcxHqHgjYBNjsnJWYxlgU+HZwzkoP1ssL/U2qEbuiKVKkApC1Z1fnAW6DYzaFRkwHrWm5E54LqniIB1purb+eieULQoA6AONXfiw5GcJ3MW1alsojiRNoqQRQ8bVeVyOlImp3FTwXBUFVhENDmHUnJKwVNRkxfr+2TI+OvfS3xXMI8tEMauIpHliEc8ADQyZAh75RpobfaQ6+w61qyBaSb/SKlf8jttPOc9rvvDUAIC6toQ60RbK2Y9yKmK2kAwhg/F5QBxDAu16YFph1siGkb3gZm8fZNqsu8YgUXXJvcRkKxn10cKzArrBG4yssZGyxD0MBrjsSVnOBrJ5Ll2CJl19c6y1xUyqNFR8eloO7Nu7EIRoG7Gbodq8I+sQlKq0suKPNdzLSMUe3T0RQszIu4r+lNWwEMRDO61NiIvG4elIIiG6If40POPYD64gIdedAmPf/Yj+OxXPYLPvA5cAbOxh584xKv+0zfgT/z7fxef9RnXMbWbmHKRwQyto5a6jNV2X5R6euq5CrAnZtdUiBjHjeIK4eTghVI8pcwG0xLpv42ajOV8HACFEhKkYNEh9Ejs93uSub2N9klUeyB8RK0WNnDDbVXKAD13jKKZhcOiq5MGgLEIY9WqGIkwKiXl0jeHueATGppUK6QLbqr9wdSYa7r0zoDDbK3WFwxjelk31LwkYuPESmvs6/jemytHZuIVyNOIg5F6GWIiVuJmjiKODHEmkJwEWh12NiCltaHCa0xETuKmEjjPBLolTJlXyDESypCzT2U9WYUhrk+6qEWfLhilJ+DZByaTC2k0FQUNRZTqRmkA0hBBXb9Ykqoslkg0djO0Cc0oq1Q9p4mOWLoMQkdVctEgReiGrBm2otUMfEwdCKnUD1CikclImJUGRCzarDG4bSP1zUT6IhyLWJpLL7Na2qiAQp4Z59jYEFQADNE1okFFBMBGO2LxESudcNtubNFnWHqn4YjCOX3ADJaHMJzjprSJGz+ByIbIc1jSAFzA7TyPP/eX/lUcgWrqJV12F4caRwG8+Zu/At//vT+Jl147hwcPbmDX7hDaROF8PPhbw2lOZaOhmagGgygqmKhh4VWw4gGkSRBNJQI5tQEXDIdUn4kOLA4H5/5wQfnsCsP11hDLguU0MO067GA39gczHhpx73yPlZSNUQxKAD2qEFcY4loRD6hVM10OlFFi0drKWGSjM20Sbhl7EMQ3x541R49EzWlvaIi5o09s52uo/S9eqmoCLsy2RK4tOyYz2bFESerlxq6ULkEZSW1zfvdYe7ArMoQtGs9dQQg/x8YDsuHkrSrW0mqIYL+526QIX9FgZ+PE0mgomfzYgDgiErlQ9CY70/fS5rQNf/uFrvvGUELimU3tdATVO5+jCRdzQ+/EtHos7AWH0xsBcEywBj5YZw+CQ2K1W+05sFOhz3uUgfBsnAljFCcAIOXoCSvRQdEUtz2J0DBieOH0+tb0bwaoaGG6u1UuX2mJOGUR83gSNDK+wZYJeFtjdT8AZC6YGZAxvZoqjcbArJDEdOHsqIiw0cq4vVxSDhRjOIJjB8tzOI4H8fGbp4O/Nh06js4l7NwRrj56CY9dv4ZXvOwxPAAGaXcbRy72+tc/9Erg877jj+K7f+i9eM97/wlecfUSzuMWHHt580WHzIZv95rWiE3KmIyyxpA0Iz0lIYxVDAFRjgGNIIgUfKACU02MtGyCuIzsinI9rjZCRYAHBxOWIKST8ylsaqpGV/QHDLh68El5mSKo0ZECR3ondpzA0nOApqm+YxM0NImiRYe1yElz/wE5qEP85U4nko3Rl3BvC0I66Y5lmQnLMJzQexnCKajLnAHievK+6Fc3VLm7Rtqa9bFO5QT4j6FmBBlTZXpqhQOwcpQzk2wJr8q/jbWzEntxh0VDLDHYG12fU8W0vtj4PEJffcOkGU3R6NmpkmUOa+3TZxREpoYd6cDEoE4A87w2wLs1pg/W4Dtjh0Lszj4csMpnOlQw0NvXMTDwobTGSZaZ2O8psDG5o/Wg53YDCcpKPdUhwkPElJ24YXUTmQRHi1MpodlQkQc1CY43QX3FhXp56vMFQF1H0XxqeDsn6SV33SQyUHTEkpzo6caNZKYpeVBkkiPlCwAeBxixX07o/Qj76Qri0kvxqtd8Ll7yBPDgizAM4BlWzPaRBXCrA+8+Dtw+ZQo7peHc1PAZVzlj6JytBrQl8AiAv/w1n4UT+yz8+pPAr/zib+E9P/9hPH45YLv3I+14pJdVwQZU/a/OIjOlUp3Zb8gQNcEuAeImQwquFIg0xU/fI5d1Ml9iwRDWyA6pz60kZGHDzRXBzollWWBuIqj7BsvlOtcsoVLmp8FJpvYMU/k9xaNsTcUMA7ycqnPEgcWadutroyrclopiQ218irA6ZLSDo51917EDg4n9zDZUa2vXj+fmnrnQKkZRjq8aFMj7dJL8q1g1EIFcUbEAuox8DvdDcea0iee0soUAzInB0qGvEFL1v8Ma+89l6Pap89EXbPCh0fvOKHFCtEbKkeoD/NMx+aw7AmB9DNF7oev+MJTA0LsrXUMs06g2A8IWzQfuR2/R5A8XpARN1yKPqt4AlLNjqk1hhZAJW0oahZ6kqRSeyaJNG3xCi0WVOL2lbbw5oEr6+MeB82SRZ9UGV6/NLJC507C74takEYTe34Itl2lrRJrJds50w5KcphgZ6p91GpAiPWcic4LhKm4fH+HErqAjsOSCPDiATYf4s2/9XFzGC6fP94JwLjlwbefI2bDPQHTH7ZPAP/po4sKlhkcvAQ8Y37Nt3u9cAp//IPD5f/Sl+NV/8Qr+6nf973jl9c/BlcN3wWxRKmibrjJjh0gqNR57gsaMEQmNRBgFPaD+95QeWYg3O2ovKScFOiNrnOmS2egIDSOzWCNE8mLRDBZkJ8z7xOSgWrYFOIsmNnJ9FBEh9aXw5YrmAENbO81yU3hIVZh7MmU3NlkUgltVW2TFgHlGcQnipZoeZkSIHUJJvZ6MqiBWRQnFWG+CvphKE2fEunBad1cW10vRarNRyDlv5IPqM6lZyXNREZ93QlWmWfMDDpEIiw28kffKmUlcxwSdP1tobZ3PpGzBKzO1hh50ipy8WA6M999QzUr3SonW674xlH0huE59OS6Ip7G327qwM+E61QKXIepKAdTiaeUq2ADvbIzfQBCWAMUr6tSwsFGbF3AsMz16uMaresIjyD9cCFaPCYOYubEz4ehwc/RkumvZAZuYOiSIa00EwEtajoZ74fczpZTaVHqlQOdNNwhUM/XCbRld9AWYs/O7TE5cagGuPPhyPPF7X4trDz1KSbgdcPEcsDsHHFygHdyDwemSpEaeB6pIfjai1D24AS9x4KFLhtvZ8LwBTz6dyDlw64bh+JLfy76uezKBV7/0Cr73r7wB/8l3/yym08dwYfccWjtG5AyzkNoMq/CJchSMXFSa5b1wKdFM7XaGgfWNzwvo0EL9v1gpOaEUFF1ZAA1QgyLV2l9sjha+JQ5fkpY10kdICi6kjK/+QidYiAk2Xo9R2FOlOUWrcWmthslxUyZl22pXTQeMOG0Y2SEYkupgqz55pafWDC2DFX1PTLYGGKw0a5IpxCnGhhSvLC87I+AQ3OFmo7ecGpCVEaSMPngWsrqpypFrb3dDXxYqJJXmK9ZMzUENykyKZER2NDm1ZtW5te5TZh3azKlou84WNj1iur17RgKb674wlAkar+ZG7+jYVBeNVJXUZk6Snm0CmpS8ScnBKFyMKnUoVXWG92T8sGJrAquZCm8pKgWeG3HMJTAnUFSO1nxAiLSTNGDVx5sNCF8ATNxkkXoQLk8YaJuB696ZP3JsZq6dDdsJhoo4Q2C52TRSuEopaGBnIBwehkX4zOnJjHlv+Mitj+Ar/tgbcXXHwstgPhnwbAIfO5nx4cUxn8xYThva+R0uHQIPXwAuGnCITVS4OawtgfMGHBojxYvXHft0nCzABb0mUFHI7/x9JHBlB/y1P/PF+ON/8R9iejbw8OVLuHDuOcBvK7KvA1YpWdGYTNGdxhsLnmmgqEj2gHvXaFKMXNobceTYYKDlfJsaCboKXqXhFHOcjUYzKcvWYxQ2rDVh6hPvg5iNPpYwDLmNun/X3ghGvdltUzgE5eMgQjf4PpURQZ1qGPQnfRfhoa49G0OxqRoB1PrpanRIzhsqKbXuFdFSxKUEMujjc1BvohwGqmipNemmmShdTBWG/SVasnZdxUpMi2VsB3KlXULBNgjo9bwZJSd8SbZwAqP6H5A4igfto6m5I0m1IzQgfjQIXXTtzW0R8V7XfWEoaXTofWjh5aEK/DXHKIq42PedOBavGNhQNeengG1XiC5ON9LbMMzbymSxRraH0Iw4Jzeis20tACj67B6jTaqoFrzfFSYv6ShGZkrVI6nm27jRwgxTQIxp9WgnQLNa0U15/CblosAZCT1bO1+sYRRuDg54ePHs8/jB7/5lfO2/+xo8eDDMAzyBSwkct4Z9D9yOCXMa5hvA8wA+/LEZL7pqePnVCdfa2RR6XIIuLgG4ZExl+g64vQDHzpkzB8YRGdVoerfR9ADe/q1fhP/tfcCP/e2fR791hCeuneJo+iigaKGyBhW8+RyDmYinjIuwbU/KjRX9id6XakYZiw6gCjFj/4nYve84I+QMlYJBaMMkApEGoDWm2R3ImJHLjql0ai+l0bFXh1GIyYCKIoVLdwwRaVPXlCnNhwRQIFZIeIlI1P7FuM/U50Z0Ap+p6Y0V3CXbBlmYCRWZSQMzJ5skFYmm9l0PskjScnTkGNYCDvnDfeD/mYZlYftlZsLmGIpyYRi92k3P0Wyn+5KhVJdcBKvTIw0HDZrLfY1Iv6AYdazVYEJitSzqWbOxTh2JZmuBtzrCPtlln4po+f/H9fhjj+Y3f+PX0xi6SdK+KBx1pNUGBQWJCdRwJiCGkRtjVwvMd9Z1aVYV0gsjAQBaKLV4ZVk9H5QEt1TPcE3Ii5FusUpPg9qsqn2biuDkOKPLZ6IBVWGCN8j7HNHpeo22y2ikbsgij9IpAAAgAElEQVSJ1OYZ2JBtKrCFd8kHpvC56EDPhnnZ4d2/fQEPvfwRvPXrXo8nHmS0aAmcBnAngRv7jqef77iljo6pLXjtwwe4gGHXPmWVe/2CekIGzAnsk38eOHBkdxnezd9nB37zFvC2v/S/4sUP3MZF/xgaTgALTLkH+/Lr+7NYUpXiyBjUmzqY4z46jd54/unYAgS5ifab2BMdVMPmnpOhcDrQ2BiL3sGZ805K2pZfWbErn2GOPVjKSn1RNNxcZPtq3yy2hihmMqLoXDxyYFm8IoTL596RI2DgGvW1swqxcRESBM7YiKiwhbROHg1lYtXZDLhGgAQWwliVocCHrOFoDQ3uV8eOsECbUcUogKlzhMSxjdxNxCLIRYaSgKQeN2GLuXMtmvvY//WZd4M+bPQrPBdgn3ms5yoTf/E73v7Lmfla3OO6byJKnxoiGhCm+c3qi24BwwTP6sdm62CDi1eox63Ac6NjziXpIDaBJG4SNs4jtSeh6rYOT0pKPg196ezWQRFkZajC4U0bKYiPzEF8qjZ/86Z0LpUmMZVf0zeGRCxIOHHPKrzmQrggg6DzOPQOn6Cq40r3qZ5+T7DKaRubkzpqO27+aXeC3/OSwHz7FH/tW78bePARfMkXvg7/+h98COca0/IXTQ0vO99wJ4E7BtyJAzzXgf0mO9kZizSHeOGUemv4PJmenxpwK7nxDlDwxV04aAK7AD7zAvCFX3wBf/9nnsYTVx7H1YObOJhuAAiYSYosA7EwWqxUud6mgyyEMqKMwjuLgnVvbR01wdSOlCrXHJZUVsKIJsn1NRtGsn6PwWXysKorjKmz8d7o8diQIBJ5ryxK+GqGDTmzdbrKhj0ByPDJeIbJD1droHBcp9AD8UWIcmRjj6QgIPfU51FNvHQkPRPZODqkmjhK7ZwL25E4ACzl6Hg2yFRi+m+W8EhYRYrg2AUBscMBAcGirFWVW8RxBQmFKadNmKDiUYnBwJCd0mzdwUh+wZCWQ1Xd5XhQkonVsSUoYIEDny48SjP2aSILUFb7VQQaZlYwYUBQMAK+Prjh+UpgdADzmw6FUPVQWGTDKriAdETvSOxAPBCM0rLCd516HebqGgCoJbl0qXdDEQscuev0yUqhW8bwZpEG6yAhtq+V/lj6eLiwUH87OD9ncKaZDjFyKtJ7Q4hOE9rsxUdbvz8XqhlwdBA4bMd4xWPA6clT+F9+6mfwj9/1Cvy5P/37cBnADoz0DgBcBos8e2fEeZrAsYk2YsBlRYZHeddmKuxhe+VaVb+TwNOCsxpIJbpwD4P7TV/yGrzpS16D7/o7v4hf/MVjPPHAE3jk8L1w26MC+DI82ROwHC2JPUQLMnWFJ9sSBz7suQpU1PODk3+pykDN6KmRx5EbHWhsUs+6dYmeLMU7VLWApnRSNkF8NOHqpqmKuyrCtUdVpGB3qjiYoeeJBk54NMDawCg7OiYEsUpBVoNKRayCzjloMBxagsYOOGKJM9eyCNvYURlJQPM0TTKwhLksA2nO1Lc8kIW0UlR3gA0sMj3IBEnhjJajSLWGMexaEl6GMHJY69lFGFrxIr0iTXJpDcn9b0DmJNyffMqewe4pLOO9RkPDJ7nuG0MJgGEw9ICRSimYkhTO1KwPQPnMr27+TjxmQnUopBMjcndGGZGimyybyG6C9xjAe2JW+1rnJvAVX2pg73nhv1NblzFbkpvZSYlAOrwFKQipFKPL8+aasphpJtCIFEtNKVUg2A5zyuGd67WuSNkT2iBdBHrx7aIPnJNCHIHDneHAb+Ho/DFufPRp/Pm3vguvef1X4PVf/iBeqrTYk0bswFi0OQVwCMOzvePWDNzoDRcvAA+0tW1xXPcwlucMeNhYQJrFulkAnCjaPAA35W7zXpcA/Pl/+1/CJ74K+L6/+6v46Lsex/XLz6K1m8jQpM6KbLCqj7utEA7nzkDV40qHDdWTDBUKABYgWkW6ql7X1cxG1lL94gCr80gffcMUEAb6PtGaRmcEZNT4fl53kb9jmbSpGQGNmUh9NSNWIyHcRPMBGENzgBaAjUCK9pMMbtfZ6r2MSYwiETHICW6J5vyOHBFCI2lec37qxBkzIiP2z3iiy2kBK1G9r1nSknCfkI2jGJBBPVelx+vgMh8Lww5dPl9CXUBOnOvtYfAGIpdpWAA6pgSj48hVCT4ZPPbWpTE6SWHs06DqDQCxUEjCzBC9Y6p+VxVUGEqLBKs0oHo2feCZ8hBmCFWAS22F9BodKuTYRJS5ZxU8KRGN3ipdENIhHKqBbH4PiniwYkgjNgjvbrBmVCwMIKOjqUIZwo1YpOPrmMqxkh4bt8ZiAgFqTwC96BZ80CX0UHilY8WxDOusmIpoWRwwhqWxjKp9tsSBG65eS1y5eoyPvvuH8RfeOeMLXvcVePOXvxxXdsCBNpgbCzIHBWdMHc/PidPOFrdaK8M90vHVxuMQwCOm3hID9h24kYknhdedB3DZ+P/budvXd8C3/Fuvxk9+zqvxoz/wU3jJxQs4OvgErB3DnetIGa1Obt24gRiUlC68WqsMeKJrLLJQRJ7vXI1CVX5hjJyiqrtgE0BX6ukIdmZZDZ8QracTTpncgZQD3eKiXplSpf8ido9aUFW06XgzV02AYbQV8ZLqxkVP0ZYK9hkV54XYpjVOKTSQh2hmWGaJqHjTvg7ErBa/YJsgMy1W+8OnsZa2sCmjvn9qb3tWWl2GnzhjRKoAw98P4hJyDPWcaAcoHKIW5VRPuhvQOvpiABrcJ8CLgL5DzYrn4DZQD6GpSNcbcc80jei9p6sa131RzHnxY4/ln3rLW8ZYBtJz7lJWFlewujSGUkpFCE7+5DbaNGsyrMlI1BKJCRhel6mJK+Io5ZWRpw71cW4QVrplkFAbOlEK3inPVpELgJXjaBrQtf08T9T4B/fcNOuvfbzVbdNgLOpAUStzNL4kMagbnH++oToJPiizUQo1nIFtEt01tMae7g5+j+P9hOP5PD7w8QkvfuKz8A1f9wfw2Y/SaPImuJWfA4cjnSYIrnuJ6zJtP+JKnqUXYX2Puk4CeE8Cx6d0COfPGR7YAQ+CUebdScTegH/0MeBvfs//hN3JTTx29QTenuFArhSYr6opQKPiuRb9uG6iteg1JeBQ+6oKAlVQYNEDowDDtHs9yFTqbor+NxFKuqg4qQ6r1YjyRioF3PxKkeYjRxGo7mW8RucgdE4qe6gRuUOoQ/e4trD6+J1REK2iYorPmB2TN2GW2k+eqMJZ1jA1rOvJKro+E4C1agnOzTpOY23qO2174wmXrI0mBJa2jmq9V+SMjsSyp1F1Z7ce18bWMwtpPYRGpmzep4M9+i0Df/mvf9cLFnPuG0P57731GyUmW3p9NaCKr6mosYuQWhXB2uRD6TiEUfmKOwFgUagMRvWGdgOMAgfmK5BeD7BjrWSTftTPdApl58FrXmMJFOHq/pStoDZSHSBGo6kD2c787rhUgWfDSYd7G4ZyiEWYobQJ3dWZUZXLSj+zjvtqPJut5PrSObSScTNVB4P9r6fLOdxezuPDT3V87R9/C/7l1zLi2xqvDqbkx6DhfOqY/NPJdjg6z8LPgwCu+z2q5ZvI82kAzyWr4mVmzjca2/NY44stD/SOAT/3j2f88H/53+PF1ydcnD6OhhMaLgmmYHzEvdMrFtkk3cblBuBoE8azKgZG4Xor04LRUU2YXIuJMjw1oiIkd7bQKIxmBV8NQnEf60yOGdyFWSdhnWqFHJJ1GoMwllJGs956GLqN4f+da6BAwyob6sglNCJ6NW7mgGdHWBvvu2Uf1KRQ4uREQGv9En3Tw70Ww7Z7omCD4ZACA76qoGR8H1uQ2TF3voYtn6ysU1qQDqP3RQ6wjfPc0QeGyye74Nu+82/e31XvRGqBCiNSoRBQQ79h8YQLIC7xBIrW6XWmVDlkQDOGojhTa8lB2aJIysWjklivWt0AbaROS7OUYVwqAlhlu7xx0hvbK7v+bUKGuGuh9HlU1EhSbplKBRjFZi/SOAU2mIp3FqNCROOoirlSPxPSlk0HQylFBnPzSNSAmZUKwquLI1itdeyjTcr5qxiRjcrYmO5gt+xx8THHz/7I38Df+S/O49Wv+8P4N7/6pXjAycFskPE0IDuw3zme6cD+NLA/deQEXL7KotDBPQ6HlgYPGHAR5F2m0fDeWhLPALihg2UGXAfT8oMEzifw+t+zw4ve8q/hO37of8aV9iAeOjjG+ekmJj9GCaDoI1BE7YooPMinZOYhfQEPpYaQyhuLEaXJmImRUtY9jW6h4Tyq0Mb9auB75S4pPhvOlK8iqR6imLEzjc5KqXLtQb23GfVatZIalrYOJiO+v0bIgTUzKzwuo2FI9G26k8JNhoN/j84um7UXfn1kq26BjOgQ9uDx5GRQVr9T2GLBWKNPHFCxRVEv1oyNvfm5fvHGrqXVcUEzolgtz1g47SBT1CJGtJ6SUXMWIUOshzDAWlX7N5SOe1z3haGsqygXTE9Y9nd1AKwHS9W0Soz0cFx4kllj5cvVOx2cjxypLggHjY+qpQANNQBYr6ocK3XD6Kri5+5ozYd0U102jDxQ81PqPjsSCM4m8RZMWbWTGgj4l7RlhHT8LBRlMr0ZUX/v/DfpDwJA2ELgOrBuoM42ynAf0RLUBkf+HyPP1B4MVRYZZReRGKxwtkD3Dp8MV91w6dwev/ULP47/4J1HeOI1vx//8Z94FS7wpZgSuObAAQyXDg13DgxzAsdz4um94fkGXG4szpjRwB7ozzr354wRYxhwmMA+E8/PiZOFgq4+GQ4u8jU1ntsT+ILPfQB/+21fjR/7+7+Kn/65d+Pa+Wt4/NJeXImVK5kSiDVUlLZ1IjGMIM/Npr+8V/EETHOHnNhKpk7X5ElhiFUoIXOC8A2xOyBiZulps5GItQHFj02r8bm5KTiQCuWt4KfQ8wsuKtY2XquUFTwHVbbnmmjmPdZcIwGgz+M8uTmWkg1sq3Gh2N/WsEgvdWROUnjqiTHpEBhGsrKy0golcyolHUd8tpvwXEFhFCPxQVOqSnlNjUydHwr6FhdbDQaZsDKWSsfhlI/j9NKzsnH3uu4LQ1nrOIR5jcAt/3GtMFo3dDOp6CU4g2ONTgoYrr3dVF1IiesmgaVBpal0KjpjBhdVwcyQjbQQDhhLHUptVF3D03up+agiOHiZwlrBTVok4mYUEqVuXnCMrU5W8TlNIDSpPcKbXFL50YFwYrrO19bhqKIXxSCqo0MczqK9yBCumn9cZ0IPNOalis6BWYyozBNtt+DBK4HLF2fc/uDP4c1/7Nfx1W9+Pb78D17BEWjwLjtwwZ1GMoDbk+HZBJ671fFcskvi8AC4cMDPvmjAi4wUo7o8iWu+CI6+63guA10N+zdPgWUHXHBtYBnbwwZ8zRtfjS/7I6/G9/zIO/HU+wMXDm/gyE5g2Oub+prGbg43gNJQBndInC2scIdKH0NFCVW2ASCWEL9wsze0V0MKQa4uGZcWQWYgZu6z1pwRk5yoGecAkUsoLq8B3g3Vp1WUIkedGd4To8O+4veZsEnOL6rjTa2dvSCExqc8fqfC45Rhp0Me84hwVsiCODn3GGef86ysRb2zIs0Ay2YZ2vvuWHpjJG+JjD3XvEtMo7dVEd2lXuQ5FOqpmrUblfE1klGVvTYJFhUdlf6YKdS/O8U5e90nGOWj+Se/8euB6nWt7gPJOQGQlJlI5tXZUkQ6PZBi+qdmxBBvW1QdFsZnd7uOGLjo5IH0SRxLpXqjGLOmFUPlJJPN+c3HfQBQa6GKNrrHs+tcKJeruCLTzzBuc0D7oEpUQchlPFelGFsrdt7WyqdVd4adSXMtMbpK+IMAbKLCirozWLw6QI81/RsOQlAD3NGjo8chej/A7dOL+I2nFnz+F/4+/Olv+DxcgFp+ZZCfSVKCbp4Cp3cSc6e46m4HXLxELPIhrNSgihTrmjtw4sQvbzjw1DFw5ziwwNDMcOkCcOFwFRA+BLAP4Ad++Jfwnl/+v/DoJcPB7iamdjqiS0RBOavMmsUGe3QCFBwzvbYhNmO1tmhDFN1lJTxLik09/p5Am9ZOoOIyIh2LbmOdCZ6gwao4L9bntLmKN1h8UXYf6ZzEtkhSIisbMo8DQB+cx3Vf+ugaWncpf2uOmfPn1X8NiLZnhIWaonMgWE02Fj25xKrGYy14Fj90kZdxmxGzCoyTjxZO7lcfNK9l4JuAo7NyPxlyYaQcYqO03BHHnEAZRkEQfHgc/5AKCkyGMjPxbf/Z37rPMUoVVloC6NXfTPa8JYcDWTDNqDGlK1+QYXOgs6+3d9jCfs9sfWNwNedmaEdWIz47EcqjkHjO1JbAMNCGegw9/BiDKUC4C1MBtpXrusgVi9x00iRbqcI6GyMTSrON2KMBkQ3QTJCik3Upe9CoK9oIFYV0eEoggamaDKluqaCEFsUlFBRQROAEleIt0RDjUHhFWG5A4VWemGDY5YKYAkfTCS6++ACf+PVfwld90y/hTV/7NfgjX3gO15VKXwP/vHII3DlnOJ6BG3c65nA8c8NwYwLunAcOVLw5BCPNKtzsGg3oaQLPK9jJ4GTA/Qlw+3kRti1w+UrDhavASx345n/ntXjmy16Lt3/fT+MDH/ineMWDhzhqz+i7b2TLdJgNK4RBKIgZAYU3tF+ryV5FlIqgDAlo1CxZMnmGdrJmPtyPbSq8jr3RAJhhgLQc7vyqLgt3B7/7luTuPYBsNPh65sQdEzAfWL85lYRKYMXQ5KTXgGpboa7IezJHn5iV02HzDERgkLjRNJ1TUE+AUxJrLxKrJD96ASl7rugQtmA6EPbuxOshY8YzQ66luYNS6ySsewOyG6SZAqTBqmmj0TtUZpqoAMcBzKyAJ0jl+xSDxYD7xFACNhok2Hy/4mRkSRCzhJeXFVTend4+i0xOXcadxr1Sel6xXttGajmMh6fDWg7xigZhPkj0vhd2NwEBNG/IRt4dB2Nx02Td/1Az54NZskZCEKcpSkaqwOCdeBNUXKiKqXUK/4aiy8J2oM9AJOZFqbmi3Yw1srBSigF1NswMc8/R3dE7vaiV4GsGox5BBm4TU3+9CXHjgPlO3jjEdWsSEaZDOvLAo7tjXG0N7/nJ78c/+KGOP/yVb8YbvvQhPGbABaOi0JzAnR1w+VLDk6eBG8cLTueGm8eOwwmYdsC5Q+D6AfHMA1sr3rcTuLkHYuk4PHRNZwRu3O6I7pi8YT4BTm4Bty7T0D58CXjbn/lSvO8m8La3fSdeOu1wfpqxG1Jg5TyB9E4qT1RnVgEulcUo6hfdpgQYPCtbYWGtVM0L7bj7KoaCTjjbCSMQs1FjwBvCAz6ZuJwqNspzhq3VZPdy/C48VIVLN3QsNJZenT0qSMERfeF+kUPsqKmMNP6JWO+99FIXMUqEnZOfGUNg16W/SgeyDO3XEpmpdXYVdiIXmE8DLstkgXao/EToDNKxdDl1d69DtsnEwO+cwWzBHblra5FJheLSI4pGj7stDr3QdV8YSmIunTOtxWVsRlWW0tYLgH2dm13HlMnGl7QwtHaAjEBzeisuQkEujOQg/M9F/uVepVFl9ZneuzL7+swlZ4WxUn5RWpOo7o9e8ojCilbDXGkKNmk0CneyhqwJdrkaRhMxXPCzokOl0o10pp5J3UFnZTFLF7OUtAGkc1wCzEb0WZ0qsLOkGZOToLSLohxgFI+aIptMts1ZsNWyWugsDUeHiV2/iaPriXf9xPfiv/vBhr/wbf8Rfu9n0FAeQoSDTFw7MCzRcOeE0my3TxPTZLh5C/gEgIMJuHQRODok2R0qCF05aNgn0+t+CTh/MOH2Hc0oks3ag7SlOgIPXQL+hc95FO/7hffi6gHw8KUGDhMuGCXQNHKDxqjw52IxrIe9VKkqAuXyKtXItSWRkwLJkAhQG5WSesTOgEJOJ76Xim2hVsSOlZNZfdhW93aPw53liIc50N430Yfc1DVWcI+NqIu7bBG27drLthZM5ID7PuHWV5k4Z5OD206wj3BSMEKcOpA+wRrPY0uxNDTKZRDk1VOT6pQghmng6FSgdwlZuKHDoAFIKxYvyhbNpqOnijXGURhRHUa6QmLIUXWwT3LdF4aSGeRMb5iApaEvhVX0M+IDgDPsV9rpqjQqHB3hdAI0jElZtuz0TlwQB4KbBMKnuhF7CupMif5BI5OulDwTWIQvmqk6reqi7jNiTVcLz6s0rrApiBfHiI5CDfUdqjunUmt2MawHiuXxFaupyYXLUp0Lld7zN9zY8RRN5rDawDbVdA/qb8bGZMbWevILA+iDDDxEcTWlku8lonMzNFtw1CYcHhiuXVnwfX/l7Xh2fw5vestX4g3/ynVcBLAHncfRIQAEjsJx2g37UxUQFraj3ToGlgAunaexvADikN2oMtQTmK8ZTi82HM/AnVOg7zve+c7fxPM3b+EjH3gKzz39LI6fexpHeYrHz53DZCfI/Uxo/8y8IvC5ldNyUrog5Z0u6k2HCRCEcNxV3HZ4XNS/sRgCgEZEYik135qFQBWMzNGNGUf0jSK/VXQFwJahpMNtLrOUAhIYYqIEfzFgA8eUttKkJDjB90jNDUpkzjBjPzfnc/O58/6a5uCo2GVdzBRFeBueqVPqHMBEGMFypIkZHXA5W2H0TR1QkaLEyQiiWixbotxKFlw2uNKN1KYgx7i3lOuBzl+gx7xyKa2yBVGDPh30KDOT3iLYgseoh5y2xsQOTF9pYGJT2DCFi7QvpVVZeI+2Qe+julkPJrOho5NGEItU0R2IWdGBr5EmkmpB2Si8EYnwmRiZaEbehMkYU4AMKixbGeDkJqfys+ueF0YcIyIxePBwLLGmbGxDU7V0o+KSNsmhav6KrQdmnIBW3tfWwg4HoEB2YETV5i7BgkQVhKqIYwK/lxLdKNK/hXpmuf5FuWHglZgSmBrwmY88jyWex6/9xPfjp/7rHZ7cN3zl130tvvCLruECDNcPeBDvBHACw60TYD5J2LLgwHeYFCkcgKT20xvABz54E7/2nt/EB3/jN/Hxpz+C8+0AB5hx/jBx2IDmxwCAq+h40Q7wh/qQX6vIJjPYzw9VXka3CdWJEIHe19StncloEtlX2MYTK5yhzIjakzJgckhrQbExIxkTDPU+DqQ1qlcNS0a0u3rIkdIMcEaZhSny1h3blkWkjw6tedjXHD3k1Z4agntqoqUXiWK3FiuLBdGXVNcQ8dPqaCOuSH2FxAEA0tnCJASMBEdENAxqlHrBO+W/eG8gQZ0Ru402RL6fvoG5CtYqhpX6UUtmn5MDvcnZFAjL6n1kR7GqlBfgk133haEEgIaJ3SfZYVNRYxJwPgoL4kGLej6ZShDobmgrtaUlvXbWmov/pnVg55XTi1kIIKfxc9/rbmSQNMO7DgFAbKXbTGOx6RGN3qWKvWAyH50xJgL5BCjiZMcAABZ4RtGk0j+l+lmcMkWTSTWlSvzSmdrTc7MM4TJOEbU2/NDMBexuSETLtQc2C3kTny0TQxKufj0pOTZ25+gAKYOKTSp49t492ftcLWq7Bng7xssfOMVj+x1+/oe/Bz/9317BH3rjl+GNX/IYrvLR4BwYPT7XDO9///P4p+/7DXzkg0/jxo1bePbp53Fpdx6OBc1PcfEQuOiJ65cXOE4YbQVTrfoSpoNU/z2qwvomjJKDRi+JD7LQIMaEDrRntdrJaFg9m3o/VN2BqToAlLIOjKnlMIj6nWrV5TuNIkv2Gqkco5vHnFBLQ6ndQxl8rpViGR0mFDWsq1LY+lR1ko2UPkZEZRubsXbUFNUN6kxKeAspIJmiSVLo0jhb3ao/HkBqnlCC+4rRuL6xetOJODFrGZ8NqJWzJAfrl2J0nBVOOgIBMIq3ZI86nI6p6zn0LlZHdUw5sMq2vfB1XxhKM0M7oPfOnghvcN9UqyBg2x2tm4YBqdqcq6IxwB5UpgSM2qiPF6PFr/rIkRgRKm8iVlGKkTnVwPU1RekS7lin+sV4YFSopuFFtVFik36VA9X/mnh2uVSKoOq+FVZKA1mVQ6Ai57qEyxAjGJEDsXl5fBOlNmcs3dY0vrBIXW6xSmsBiKzeYJ7G1fFoFrlUjWK8X1FgXPdu60YXdmrigR54YncYOH89cDKf4Fd+/L/Cz/zoJXz5V70ex8uC9/yT9+HZp57D7Zs3cPHChAsTcDgB173j+rUFh3ZjnHkawQW75LwbVHaWVDkf9qHEJDbPPEVdMSgycTC67J36jUqNOXN64v4kaRGZJGZX1M0MZBG0wrUyiOMH4o58rh1r8YjPr+6rFLJCc6GyhprJQHpnpbezYC8joZXoclzCn5GkM7VmOhMTX1s0nnpmmNUXvZ7FwNrgUXxQyKmaCPvIFSOtNLij5AC196oNecijsURUbbPULzhroc7s79Eto3WwHdclgW6UhOs9keo8sA7u4axp5tA4EOOnNUc7SN1TwSoGC3ZofbLrvjCUdVGZXX0DgdFtQya4iOFq1yLUx8PRhmYdgCzVR1FyUkPA1BqG4UGUnq59YYCm8tEw10EyxAa/sHUHDS/kAMImSbdB3r5rP1bB5+xlvkYqNox1In23YpHqSx+RmvQBgXVtWFDR60MdRbo/9/LcXC9iYeSacduXmrfSTfHJsmvUQNYU5EK46AZY2QRo7FexjSK2NxSpWwRldFG+BC/IAO8a0FrHbjrB9fkUv/ATPwI/OMTR+UM8fi7hRx2WxwA4RM6NjhGS5WK6CYL6rla5WLmrPKCKIIqRkKtxByBVKcCCUYt7ovfYcPY07iNiFD7CBBFagATuXB17VbMBnlz3s9sskl1nuUnPDWIO0NhmEFekCjf0XCUj1n0UISBWhCX3r08YgijsRFF0JSwcqI4vRlDUDSIJCSUTJ4hrQWdxy1d9AW0roBt7vd2ArEmWJue8A2ccUVQ7E2wfLqeb5UgdyGXNymqryphzMBuQTgpYdkhFaZygFVPPCkJS1XAHNOI3nVmpqXopib4AACAASURBVD2Vv1P4esF2/VNBlPeRoUxnZJ25YjHCK9gxkDR2xql1RiljsNKq6FC5SA8bs61L5QdOLIkVtkRxxAzrweI1cRN1sB8XQOUso2PGUhgzo9BQx00XBoNKnyFji0Cp96SpiCc8kRFHhZrEzEpIYVT1nevD7GMlJpcRrday6vVdCdWqf2Zx07hBWwZiAcJJoWDkrAORfA8eblGK2hqJ0NjmiLYK64SMdqahmyI75aKkZVQfECeeeFaaF5ha4sAdRwcBYIbFbT73MZBIaVnSARWH0FDrHCPlZ/Ra3xWoQdgleKE3GwdypHqobrASglWHVPC5NnVWhe5Zdd6xP+v7ZWGb4970c1P2MZKflIGBqtwhYzaS9jUybzXxs6EvEnvAxG2McmCgIS9jRDIud0IP+EbBe3RpFasEQKlUZeTop2axpTjC+l2A9CXw2ZLfSCk5D0NNVKT4MSEzFjVzrA/T46o8ECayLMCgnlcycl5Wh5CtqtfcR2ye2Ex/BHFWmKiBvVPstzWtUcrZqQ8pV0X4LdH+Xtd9YShJGtfQL08cWGLJPdPGgLAReeyJXr6isYjqPEm5eerM+Y4pdgifYgBkAxNyx4i4WEwxIHa6I/VGWKlk07DCghzEHii6enpRQDTgauIWapBwMBzRfTWOnphroH1wED0NnQ+FJE8awi4sDPvONKy1seHqYFoEljSYTai2spBh5drqTrttPKrDd+uYT6BhnpeRljJyU29smrhzmygsAbOmWdE8LDWFDwB83qhOWxnSnQB1pbOSeyPpXs/Mq7gyU9ygky/noraYrVFhXRWNZw8W5SwHHxSAKtQ51p5pl1LLjboULDnjCKJkpY12QXT2apealDUNLCsFp41STwcVcFrQIIUVtjaNSJMFPBmJAfM0+LRi1oM9IUwgko0I7YBnImZ2XJvlSAgyKUYb0dH3osokU/LpcII3wltbQQ/CEixYVuDgEC5oajHU2rMQUu9pbN4wlaqcjJXU/rJMVu8Fdbk8RGTWNiVlSoUpBIulaInuC2o8SwsVZ4wZYiKwCyfmKMUmqgbpWS5gENQosuazijytD66mNRrzGjuOxeDzp4Gh5OUDh+vYC0MAbBLGFqxUUTRXcbK6JjKn0QRPmoUUiCAKjlW/ch0S9on3vgH2nZ6a6uda9ASxnw0Ww8CF8545G5r3MokWk5VyCmTkxDlu/lQXxCg+ebDtDXQWHVIPUhthCUUMz1v0JmP3BoaEmrpxDCIUG1wVXTcQuG704p5qXUOXahFTmKaJdJHEwHqqJ13RhHcbBYOuqNOiy1GYmE9VdSwjXYfZ4Bvdw8SypnzkeY0DJg/FqD2h51nKQam2UL2VVQRM5aawFEnZVRZYx81ugjtmKFSb2CjebCZ3eupg27il6K75LEprzVSUM1aZy+aOtkZhgRXdKNOoAfMmqoxVaKznGKq0e+GaajUc723OSrOz4MNotNIFzV3KACYOtchgO2FEnMEnYVVZdknSydFpJpCVAYTOSC7Ixi4c70YDmQkLwSo6H5wKy9ENtf/HOo5MpHGPeDlqnp0hdaeOKLY0T3CR/qdg5BribTKwNGZ+hfO68MzOM7AYSTCu70FnboIguH5ujpwqSLr3dX8YSmtIvwTzU2TONALe6PUCiJrDHUy7XaF+ywkdJf1Pz49chQlCYNI2cFgTGwALsGAR5SGAaVJ6tVIQqvfcEyjqMUUtWJV0KOJFZ/SVkiwbPEgeECqqqMEfSqdH2o81NYlUS1WH+8SIqRV+laJG0eiZVaomr1m4Z89h3CtVNFXiqyd2EN6TmxdgYr3l5M1se2L0aHRWnlSfCWPlfUyfLKJ2RX8JbEn2I53U31LRDmTsUvdZ+GFzuv9Uu5plQUqNh7yxyDXelQ8BPQ2tnvD2uZdNBqPG0NAxgI4rW0XoyXR49I5WVdoxGZ0P6Q2BcB+Gu4pZVFpfxW67cPJsayZQExqJXwt3xUgC6Iy29y8HbeY1Z07Op6FHR+RMxwKKXSSSKldVYBOEFUtwLzcMpSNEl6ycPAICvShg23upxwjh3ANjhfYD2JYYhHmImqyak3xGM7HVCZw3XjgoagYPu8ocjrCJPmhRZ4+XMAwLqX3TfmqipFG8GFSfF7MDUITfBeUUm0TjnU3tluUwX+i6LwxlO3cO/drDuHPzWfjJjKnt0fyU6WW6vsSOYH1jq1pTIYfnSxtpANU5CgmcpmmDoEuHUuTcGiRmMNvBtPjZS1VEKaSxIOEp7+pqX/Nkq5tg8QLJy3PxT7VW6aHe3Qq+CpGq5cocMdcDZsTGlKcNK0OcXN0e1te2T0VBkQbOkq6qooypaDCFAZkbxoTHwlaNXDluDFKyanpkFavMCAF4tZRWjTGLII0RYZVYxKq2TeOcE1YMDQAkGuseQ4WpVHXCRN9Kdqz0brA+r5E/yvBTz7q0AFg5LgPF5xyx6DmNOAxLhmAZKe5EB5IjZ6vwyvSu8XnK2S2hFHUyjJHEUrSqyrqr2l+tthxXwfVh9MVoq6KzRGfgsNknY7CXMNhS4mHwrRQ5sWLa1uC+02d0QlBUwGVQGox4U87ShblGXyPssDKWG6V3YAi9GAo7VUEpVn5zomPpNGDbolPh4AG2BDtsCEiThG6D28uzSkSzFW3I+Tz78CLOICLEbU4DFu5tMg8CDkPXvw2lJQiOyTIIZzv+7nV9SkNpZi8B8IMAHuZTwjsy8+1m9iIAPwrgZQD+GYA3ZeazxtV9O4A3gFMCvj4zf+WTfcb5i5fwun/jS3F6eoo7zzyHJz/6IXzg3b8GLB1HDZiUbJsH0halFxujE+BGzRj4CWCYdUimXJAxUTBDTP+q8LmbPFHAM9GSc1eIXWrztAYDox+0lVqQXTiJUgGgBso7gW0TwLoNaUv3sdZXNCe4wGwz5A5rCpdADXavDdesZLY0H1L0Is4rASDS/iqnX+lniXOQxuSKIIvKA1Mb22hJo2CAqzJLByS6Uq6G3w0yyMJbM0XH6gMKgNTZK963ks7ZrE1kakiaDmbx/EYFmhGtEJFh2MwM0MHkZ5mKI6ncXI0IFa17DfjRLei7kLjPCAcqRqzMAPAgJ6Rm4zDs2fGxkH5jJa4D4YOjx5H7sfDU0FpW2sLtWhAMaW3Zy2Iwok8+wGGAR5cXgMl26Hmq3+dzyFCUX1XxSEQn5t4FbbSKSs3G85wKWwbQah5OzozkqkBpIUeirIQWm4NRPbEqJCbHVo1HXBqv65mIYqnICZyhJQHsRQe1XLemjKwBF3RA0GJE+sYsNBMcRx2EizwXOQdmCT1Ilr97Bvi9rt9NRLkA+LOZ+StmdgnAL5vZPwDw9QB+NjO/3cy+BcC3APgPAbwewCv1/18A4G/pzxe8zByHFx9EO9dh02W87IEX46WvfBUmJBIz7jz7LD72W0/iQx/9APL4GAeRaDYjl0XpKPe0dUYAbOwnJSQrBQZgNgm3lBQUEj1JPqfRaYyOWhsdFqweskOiY0E678qTOI6ptTGBUYXPyi9D0vXyftXDajjLh5wc6NZkCgPNOsI7263AyDjr4CVxoj6q4ywCuSViYfQ4xtgWmKefuTmaszvEnL9HAYEi3/J9liS2JkgMZVVWQVsgERqelpiTc3JMYhBui9CvBNyBALqgCr5RKMU1IDA6Wxhj2CArm6rM7FWv1Ur+t9KrDhaz3FmGMDnLhgndfPTBU9OsRtHy+wEYDgKACl4Ts4EGxIb87JoknyD8AQTnDDXqE2RSiqw3h2NCNzENYh1/QPX6II42nNjay13/Pa7CTwvvRIlaBzIX8okLKwQAtd8uEXDsGZF7U/TOQklrq9Rg3UGzSrt9/LBVPzofvLDUYkaEPoqYbfSKPHnP4x4DgoHI90xVy8OY1XB+egLRVR3nXsxkZsEokwYyYlIzCRhB84GpM4o/j96BXpUtRbMt4bvEsjDa9mkCYGiY0AYn6F7yi2evT2koM/O3Afy2/n7TzN4D4HEAbwTwRXrZDwD4h6ChfCOAH0y6hP/DzK6a2aN6n3tfBnhLHE4Nly5fx3x6gpNbR7h9usfSOy4/dhkPvuzl+Jz58/DUhz6Cj3zgQ3jumWdx86ln0dqCaQpMvgOJ5aeIvsBzJ2/VdChE2jYXvmgo3p9nqakwTeqiK1R0pu8Oi8K6xJes1j3NtKmuCG7+PjwtX7e+j8IfpkhR2pIJNFYZuwozWd0MABA+2t+yqFMZMO/Ci5hqmB3Ax/cFoYsxoW/FnRCJ3tQ6p7S85qVYGf7EiKYGbUjV6sFFNQqQsBeZ35H1CuGlVX3WChATtXIXup81ahtzydWHnBUZJkYEVSINdbmzkINSSPJEeAyaTwQwBmL4GmlXGjmc1gb/K3bA2ai00jpTBT+HYfFGx9n7grRkcUJFDGaO6wiCLcm6BJaH8nw5JXe1WwYiB+qKpaf69YtTyzRz8CctsGvE5dAN8IbWDNHYA11QU+9FBJ+0hq70Xp9UxbuiNBnW9k9lTlDxjF3urrUdT4VtjLFiuL6hcpk15MJ9zXybnN3BnlBkHckmCZIHgnCYsSlghKpBHdaGA+Ruhd9ce8fahAjtg1iZI9vr/1P1IDN7GYBXA/g/ATy8MX4fA1NzgEb0Q5tf+7B+dsZQmtlbAbwVAB567MU4vnWMw8MLSCzwaYdlmnHQJpzLA7QkUnHaHRceeQle8dDjmI9vIE/2OD25g1tPP41nPv4snnzqaZy3IzTc5rlqIq5mUTNolGx48UqpIB3ApoKG+Avb1i43wJp4lGq1dILykQ2RXa2WKgL4jg+8Nqd4eyMy7DxwBbckEjnHoLAYDEuuAhhVECF5fhlgPeef8D0iA5l7blrrQE7cnLqHMAlpFd0pioYCjdkpR8KqKz92s6ka15CKNqsiNp2IeLDWEQskLwcQG22rEZBwQWkW5SAbJwLLKKIxEtVrRksoI2bkNCLbMQPdaXDY1QKleLNS5I0CTyTWO1MkJuNlXjQkG/cWqXEC+jmzTanzWPFyXfQ1E25rKoiE1sEAW+ePK+Hm73FDEDkaRooRJIsXiijllLnnZHj0PoP+BIcY3Gg+EWaYZ7Q2YfIOBKXVwhLmDTlz3vzRhfPY7/cslDZ2F6Uc1dBICOGbBH3O6AAU2XyLZ3C/8ec1CK9aiw3C901cy0yK72q/kYFSz5fRrk2GaSrYKggrOJDRMHg/RFrJctE+g4pWkzMQygAZMr59fjhz7/e6fteG0swuAvhxAH8qM29sLXBmpt3LTH+SKzPfAeAdAPDKz3117k+B/elt3AYrageHjuYTjnaATY4eO1w4OsJFu4ql38Z+fx4nNxecW/a4/vATeFmbkX2PD7z3N/Dkhz+E5c4JTu/cxuHkBP5zATtvhHeOXmp6ekvT7IjOKC9ykHRDB5Rnkj3V3W08NKb6isz4GwL61Z1gkwoR1MorXMUjQBnTbbqldFeRlyeQNoHKSDQehfvUBMZ6FE3zrEOCCIYFkdRV7NaBaEhX4cUM6DYikZFmlgCEqVCzwTkLx+I0y5XkbVgnWFpndNltLW4QvXGwAbQNgQaA3Sb5f1P37j+3btd912eMOZ+11nvbt3OO7WOf40tsEidp6jRt0vRGg9tQWmgSIrW0hYJQKxUJ/gJ+QUJCQkIUCSQkQJQ2JaQlItCaXtKmDTUpJATSpi5NL3GOL+di++yzL+9+L2utZ84x+GGM+ax1LNupVAntPFLis/e733V5njnHHOM7vt/vsCMp21jAPbZpQZYNpSPNl2NruAh2mhnvwJy9BQWM0VmXILrL2NOQGuij7C4lgD6kkBZZjrpiergXESwjAIbvZDbwdAQrkgfo9Oy+alYDib4A2VA6zvQjLU/NPpkxZVauUbrDIFwfZ0B21DTMX9VygGoaTLVAdboErSl4pfE61kLp1E1iTvdRGaomiCSdy8nvp4t1yLEDux0dqmOE87g6DR2w9HFMTdWRlLLo1yPmJxTTBYpS6rFw4sAYiOrDD5/Dgyo07vHAQ8tIgEyTrzvcnmK9YN84FP5TBUoRmYgg+aPu/hP5118eJbWIvAx8Jf/+DeDVo19/Jf/u615TLbx0/w77vmN3E0Tz7X7PbDNbKUylsl4bJ5uJ9Tns5/Mw6rVOkfOQNarT2syr36x88Fs+ju9vuXr0hP3lLZ//3C/z7NETJt8xTR7DkjDIxe+pehHtaPgvkxamUb47S3ZjqewRK0cbRxmrO/ZDBEB8VDJtoVjYkn0EP7QwjFfHa5WgamC5yQOwPowcjfIh3kuG7jMaNUSTYtAm4vMGk3BYWIXeN40uFGwA2i0+HWSDZpD1D6/EgtJnUbz8PSwNl/xDMhGcqNGyvMKCqaC+lL0xk2hwL2Phihw2/XBXiqzckcwcR2OBTDLHsykyNNVKMXIOu72LTzmoNkvD7DjAjG81OKgih2zRD42YA7tiBK/ADRdNuZHeAcGicBE0D4GDAYUtGa1KpWv6MXIEdYxGEAAFOwpiI5GTdOJZNONdGbOfxhUYcQ7Hk0JrOeXTYypkKYmhkvJGiWBvrR9VB4fn3PPeDPjksDY0+LQaYMuBkB+d9zrleOhRHjvJFY3740uAk+U7FnxJasooz/OwWL5jZAOJVbJENncNPDVhBe9zVEM+Leunu4P/M2aU2cX+b4Ffcvc/efSjvwj8W8B/nP/7F47+/t8TkT9HNHGefkN8Eph3O05VuH93g9/fcHu952a/YteF7W0Dddqu8fR6z/zQsNaZiqObVcSJdWEzFUq54MX3vMjt9RXXT7ZMqxfYv9g4/dBHmPyGyfc8e3TJm68/4a03X2O327FaG3XeRwfQRkU8midtWaLY6E62d2dAvUQcUPJkSmyupNRRwGUV3fjeIovogY16UVrJndslG01gnvJMMfBOaxXxniNx89KQi/mcvMHUM48F7ibvwvvITT1s7zvpgMRh8uRCyHWw1BQDjHkxUSZqBpr4fma2ZFIHSk7keUrw+boL4vPy+xFAOkUVzWx54S1ySGishFlyjW7EUWkc3ydyupKvl8YWWAZMSQJ8vNZ4fe85NVGS+xcgbcjc8vNHClriPlgPQ5Ye5bc6dLV3BaFDeqSHkhNd+JxeBtwTGWYVPZiVlFhLfcnWCCNkAWQ+QBEp8R0E/3hbBy/LwRAYoURv4qswN/MwtO4467WwntYYt0Hgph+9Dws0Yvk9uyXFa5FBHp6VV9IZfYqg7fk5tKXRhMFUcKuoeczeqQriKZ8NoxFxyXnqQ6LLoTGj5P0cxjWh9om5PNlALJGK+oixlmstuf6K4rLCtLN3ONE0pJFYv8derF/r+qfJKH8b8EeBz4jI382/+/eJAPk/isgfAz4P/MH82V8mqEG/TNCD/u1f7Q0uHz/iP/8P/hNsM/HqN32Aj3/7x/nOT3wHq1PYy4rbmwDwbW/sbM/t1um7Pbura3YAU+WmKBenM3pxxnZuWHFajbR6bWtUVkjdc356wUff8z4++J0fwm3m9vElfX/Lw7fe5J3Pv4XuDMocWJN4MvOyMZNlph2fnvSglQzTAAEG3cKj9xsUkwO9YYDk7p1+NPxIDKQ3pISm1zCwjtktY2EWixNYpxKEb5VQoHVndCOOGxQj8Tosgyzz3DlkRKTy6QifS+XIUCPFgTxsu5RBXRnvF1m2HL57RJ/IEQXGHBdKqqxsZGa21GIja86qNzJIH0HOFnMSPfpOYSYBHMEk7k4XzZGr4QUa2GxHFHqaMgaVaQSUTvOY6yKJC0a/IhtEyZiwpA+9m5+c5PfMjgeuN15ZlsPLU1broZKalhqb0UcJRYwtn0+RdIfKf8cqCOolzGMwCRbHUi0oLlPMCacEQV8FY+K6bTFm2rayWs1QDSGDsUZVMtLUwXE00hhDD1lgGEwYwYMtS0JgiTcP7M+Xhl5iqiWUc2ZBTYv6XbMsDo6vuIYD/AKD5HVseiOCa6WIhcQ4bd5IyGq4IYkGH3g840GHajbTWw/ITQ6mxt/o+qfpev/M0TP/6ut3fY1/78C/+6u97vFVpPO+O2/TWXH7xhP+n9df46d/4ifh7j2+7RPfwQc/9DIf+tirvPBC5emtUdfO7qqzb4HFtX34SD6+2fL4zauYn116THQrSj2trFeK9jXqsN3dMG2NlUyclRWmW87uF9544w3samY9x3sEaG1L1uEIRUEzSwIym2zLKRiuR5JTDaP8MM0yvKWNQlKGmufAdiPGaWd5321HF40FZTvGPBSSZOyWbs5So2SqQpVCrenMowdmmKSDu2WgV009eC448xZl22hyeMyDkTJlwB2gd7x3VWEBm5I5fVA1ZOc8M87FfAHDy0H/jQ74wLDWApelYGOS4MCeDhqbheI1rk5kPoexshGMNRP0xSXGycDdFoPh8HXMRp21RZoZ9mQWB6QISI2TKRkGJqG+Cv+Amp8jTDAkMd0FMhgWe/mFPTNirEaZDkFPLEPSKIcurg+6f0k9cpSm0ZzTJSBTFNfKnjU042rX0FpYbU7oxSl14s69e7zy0Vf4yDd9jPPzU0SEn/s//jY//+lP894HF+i0A98jOgfkUzjAGgTE4Tr4jUNCG6T5MNf2NMjOtam+VLE+eHIygrhTqtCb53cczdbB6xWowTRYeLwcOufRDIwmXHSzB+zk0ElH9gySchjmN7it2T+NoJdrFDQmNR55GXyt67lQ5kBsKmWHyh7Y8+Bkos87Pv9/fYV/8Ld27GTD2Qvv58MffIVf94lvZ3Ou3LmY2O06q4sTvHemqcDcubq5ZrfrFG/srHHBHdYCUo399S2P33iLz/ydz7C/aTx+5x1ubnbUKty70ymbSliWxQNR8VT3xCcNVCkwq2zLRDmKRRMFx5umKmIQjxPoboHZGT1UN+7MplgzYlzayLYiO3P3yCaIBagprWx4TMTr0dUtIpRSKKtC1dDNSs3NZ45I4K4jQ8s9HjnTUWd/4K8qGsaxGmVN5HtTlLPekwElLGmrDApP8FLj70Z2CSplwU1D75tdbJUow9C4L4OeMzBb79HMITqfY3TCMAs5SBINlR6uUQv3cGzUo6zaY/NUkRy3ECoiIQwcMh2KrC7x1UHiDwI9MGg0DD3S4P8EHnZw2nl3KScj+AmUkf2Kh32Yg0yC6Cpxv5quVJWmhrPherdn14W6OkEnZSqCyprzi7v8lt/yCd7zvvdyeu+U6rFYb9uebVNEK33eYaLcSKhcfvvv+n5+3bd8G3/2T/85HpxvKDxLmejAcf1dn1v8OIikD6xE4PvqA8wt+Mll2SdjOURNXIjldpDq5r0SIyH2YDl4uMl7wip9wcUzcZGjz7kwU2xpqjmaY2VifaqkvrsL3XMapaVdnPvgP3zd67kIlD7KCvEEzoP6LewpBdanhrPFbp/wlX/wWf7iZz7NdZs4v3PGR77ln+Nj3/6tfPSbXuXsZMXN/gqvyv6dHW9+/iFvv/kmb772Orura/o847bl/p1VcMrMeVDhxRc8m6NbloFkBJYkiXWRJZiNDJORXYyaKU4nl7YobBrxfdzDtr/PM33eM8+B1wVf74isspSs2b1dGjwpx/TIPIMqk6Vej6557x1aBE0thk6KqsZ3SH1slBm6lEJxz2PRqXNwoRkZgeVEOwCdIXG8qARHQ8IhJXbDRPaAofXoj8ohQI5tpQ4xRiazDg6lnUd6GHigRdtr8e70YVVmhww126WydITJezuaHSOT1OVuF5SuLYg/5ox51OLQhmQQXxo4o7F1IPHHZxnjNyJYa7h5w9L0GDQa7av4/lqwbHIUE7oUuipPr3eUaaLWFVomZCOw2vC+D7/Ciy/e50Mf/iAP7t9nvYpDZu7G9X6m6Brb3+J14qY51Ve4d3a+YdrEuJO5V6ZSIzhRuepw8vKr/O4f+L381R//C7z84CLWhWyZzIKAnn6uQd06BFDJw8XjxsbTG+szg1iRpK3N6W40pJfxYBbJ5IiTKp3jGeO+mGLrQWhQxnAwX55DN0eYkrNK+EGkXnxIe9/9fAgVklTcZqRAlcMB8Y2u5yJQApDT/CwNIQ5WL3kTyJGptXFXnLtVsdsnPPzFL/HwF36Wv3JrdKlgt1Scs5MNMRTeONPO+dphTVqLzQF4T7kE0losWnkzg/PlTlhtaXAkY/5MkM0dzawwydo2ckyhmWeXPDvLLTqizTuzOyaV7i1pSn3p/i5b0KFn4I2srhzMZgt50oJVT0ehNHztFuWHEUoUV1SnCJg1Mk4RofZ60A4bUGOx2ygfj23KRmhxg5bSSRHoMUfdPW35VZYAG5hcfP6hqY2fBf/ThuCYYzmnDbbKgkUNZxvLklhElmbVgksRjoaoR1a+2MuNEjXKMU0mQScPhWHzhqcb1MBHEw/07JN7uCSN7LUTGz8wyxVCWRos5oXZhf3e6KwQPaE7NHFe+sAr3Lk44cG9e7z4wZc5XUcZfHJ2wcmdExRnWscc+d28Z7/fs9mcZBMwvQUK7LWGIQnO5nSNu3O5W2G3xuywFmOaAoqhV3yGdtNCZFGiA+2rwrSZ+Obf9F38xk9+F3//7/9jPvWn/iwPTs+p5ZrmFuWwznGfIGzsRlZ8pOYae3O46ctQywBTSejpiIWBBFboyVzo3bJaimze8sDTJOGHKi5ljItblianM3BoG8f24JgGEzAEHIOVkR+hFugag9Ra69RakePP93Wu5yRQRvDyXg90nDJE68NXL3GJ5WA6DG9HlXvnS+s5N991lDTqywMHEish/13mM4mJ2MDevKd0Ud7lwvOugU1qCy4VLjbhuhLOKrJkXr1H08ZS3THKkZKT7KKLLElFGc0Tpfiggvhyii7vbRJlW1pnBUfUwlCDGE0b5VKnz0EQb01hLhStTMWYSmScIoL0EotqyYwzeuYlPoLn4EYSQHvq6rtalmhx2In1cJIp+dwEPAfOW3ZCw02n41Izk1S8ZCE7qEUYlKCgBK0ny7kueT/jw+gA+UeW6/FMbTRG8vXCoi8OQCmHLCeqBkW8HV6PYcibNK14k8ToNuztxBRKZwAAIABJREFUjAbYNOFS2EwryrTiYx//MB/6yDdxdnGfaTMhUijrDWVaU9UCEsF4dhUuWataEQljDjNLvDlea1NjnV8+3bE32O9njB2qE6uVUqpQtKJMILAukcl1UdabwnqtTGXNPVuzfRYSvpOThAc0xgAb8K0ffYXL3/U9/NRP/hSv3NlQtGDSBiQI5pR084k/Dver2EdxD5Ph4X5Eg7Ll/lp6YMYaK+khENln60dKKgk3p6hU+nKguVg0plwOFb0YZovmKjQKkrN0NAMvse6W6aG5Tno2yLqPk/kbX89JoAzEJzC02DRiaVbr9i5rKcsmqehYvIGVCDNOnOrLA7VOSamVpwY4JFsZ4DiA7r3PjIeuuTFtdNKWzNw4KDxqvGZSVWxsRo9TLIaWRekYipfo0Lk7RRSzKG/U00eTkMWlqRSRJI1yxqNpIsK78KNMqsLDr8b8ECeCi43fHQ0ii6ydCFqtRNOJCWqdqLXEUK2S9ysPoRA3RJk18rdwGvLl50GV2meM1cQvOyXVFgQPfumOx0S+A5Y3oJfMCbN7maqVxFnx1N+nLndhHoyGE1GWqQ9NURxKhcBSR1xVyQzEBeuR3XQ3xkgG91gToTRKxxrXJYPqHfZd+eh3f5zv+U3fiugJVivb3ulemKaC1gmYmDHqSigrZzdv2ZogtXBxVlmfVbb7OFi6OVfXt5jdBgZrIb09O9ngJbIua4HBtzzchxH0tBJekImujdPTidadee6cnSq1wvUM7arx6Itv87lf+Txvv/0W7dkzHl1e8/blE7QVzlbOunTed34P2AZEk9p5o8YBJOP+5LoQ0KTzkCObh9J0rJUiEq7xrgz/TfI1dAz3klAz9fTEXJpgcTKmLF9AK05ncQXLa/yXu2BWUZ1DDJKwGVZwMWZ3qlYYw+5KOElhkWAMPvLXu56PQOke7XrvWSKBTJFuiyRNYWA9ymJzFRssM5Qsw1R6urx4SAq1hzoica5g8EfZaL0n1SGxmKFlzc2jHnI+1wh6ooL3aNLg7bC5spERnJfAkLqN7DFUP4NeNDp9o8u6EIoz4DhBjwgKRfxfuKDHoWASHDXIA3vwxXoQhwGa9QNWJAE9jq4lzHGi47HpZqHtZ2pZxfClCbQGZ65oOMS0FtiplLSqlcz8Mms2MnPMZxmPaphHcJBPDlbRgF9dF+jiALeMysDBhnRwzL7OjLLEITnuu3eQLLujC5sf7rjZlFvqQB+Kt4hBXYI3zaojN1d2zXXQUnKoHB6Y6S/87Ge4OH+JT/ymX0/fGKXtwwneamTJDsLE7lbZO/S9cbuboTtffss53axYbwr1ZBOVgTmrOjFNKV3toLVRSmWqE9ac6XSKMt87p+sV++7cPLvlK19+zGuvfYG33/gy10+uuLp5yvXlM7wb63XYrXnvnJ2sKN4o7LgjysUdwX1L8HejoSpSF/ghmiqxN46nT8aNjDUYdKYBl7B05YdiJrjFo/TVQxWY1CF3pxSwPqzvJPdIGJ0M6pBb+iN4rIXFv1VivQRMKZDNp+K52HLBiRegJPdSkC4UVVoekvrPaorx/891JKYfLswWG8+lpj5eF+nbwQsyDWtl5CcWjQoCa5IS/yYSlGwkZEUwytZg5XMw+2QgWSHDU9WlO2fN8aHIsTaiT46LKCyNCSfKocxIqFn29yj9Y9sm7SRleT4eqEWprZkR5dbNK2SE2sec5JE9xX25vt0xd4sZ5KpMk1Bq0IZKljKqielF7KNlnthtH+5LcxicFo3SXEsJgvTxiSu+TH5U8aSvCa5DrWT5KCSxQwJjGm7xTt7r7DYO96BwXY0oqunJ6D1VLkcUjg4M9U76GFrPQFvCODm+VhwIUconLWowFYYrucShcFBGHVnFyYRIzwZ+dLq0GJup8WJp/Oxf/yv8zU/9Tb7r+34Hv+X3/GZW6z2PHm8xoO2MtnPqauL8/h0U52RS9LSwWUVGuCqF09KpKrzv3gWt5yG3Kuys0y6fcf14x9OnO77y5Ud89vXXeP31N3m2ndnNW+6uTjlTOFFjta70Hn6WG2Y2d1Kazy4w+N6B2yxWWi7VsBgbwgJJ7mJMnByNk/Ab7Z4uQ0fYtY2maxZePUdDHyqfJY3nMPQtnnX8XBYIR4kOtDWJcdI69oRnw6gEHOb5uUaDDnDpS1M0yuxkFQRXL8r3QSpfYJ3Derb27plCX+t6LgKl5512bxEYrMRCTg5X2JlF6SgQmlQhXFHckZ6nW0n8JB9Kz4dlZlgPoXxPfW3QBWSZuueijHnbzSMgRiRrqXwYZNvEPWs2Iyw7oWXMFI7vJPgyPwcEs3RUlhEMCAy0dsRaZrZJu3CysQKxqAYfMRsONU98S+ggccrdtvP0ehtDw1aBX4kIVQtVjc1qYrNSTldh+uvZAS/ScZlxz7LPlrmJKAWRiVo1XjO5msO891hWtzguZXBKe1Ri4BRE+2os0oQSDIpF9uHFF8svs3kpk43AxzQhjNjtSa73ODBkqlneRWZp+NIoMyMaGRq0lQNhfRjKxviQCJpRyuuCW6Xjj86pWIkseFXghQt48eyGL//iT/Hn/+7P8Pqzxh/4N/81PvE934a4UeawX7thZteV3RPjy5//Im9+4U0u33nKl954k6ubLbs5u/1iPLh/TtHGSp1TyaFmKqDK5c3Mwy99hburu6yYmdo1dXKmM8I3lVzXRaBFsBGPQGd0bvcxmvZ0swp8fTG+qIfv7YHvSRlQl9FaA5+zgdLzQATk0Lkm6W1dgiAlqggp6bQ41GxRNOWh4ywBU2p2sl1o1pk01tew5xvZrZcUEZiFcXUn7Aglh+0RVLUuiujR2hwEfI9DO5RtYSDcjmfCfJ3ruQiUBzuNkHZRdNG6hia3H5RlOSEuFBfRXMleZpRJltK6cuDUSYLAlpmkD2JxltGjSSDZeIinBuJCKTVJrxkQRwmSp1X0cwRvkt3PBDWT02UDx8yyQ1K65ZKnYkmjhgHEoqmmCMdo9ch+AkvL+6VCn1swlEa32SulGOtNZ7aZ1pxOkM1niWbP7dw43VXWL6zjQPbBCexLANfhZuNhY2WuiDV2W8mhYZ1aKlJnVAvTVHOwk+L5/Tw5cZp6ebfFUC2/47Cii6zUSmSFYiOXBxC6J258PPJCspMtZTm8lDxsiUZAFA4Z6HLjxwZ592aIrD42th1hY5KcuyAy5+GUm3D8ZlyBMap2NtzyoQfKT/34X+RH/7sf5+TeHXa7WzYajui1w0sn55Qi6HSDe+ekdM7PD1hdvNajxNZyvpETtCO/4OX3f4gXP/Ein/nfP8u5NVo3bnFWGRSLTuioSsiKyyMQ9qqs65p5Z4hulveMDC1YFVaEPkFvTpuNbYN1rSjCbvuMzcZRmcHHkdc4eFQGH7GP/eMsuDKFfJZGDG8KlVSCNpR8Ws2MQviY+tyRWtCh7nIDWUdSlAcI1ikCXQuecJML4VtJPMMEb8BzIqnEczOvCdUEPLXQ4L7O9VwESs8MIpducpnnyGmk4u04Xc6NYY6X3HqeGt60c2pqKWHORdhHhkhkqNHuijILS81vYYxfjfkjscCGLZuUJCYspq/RuRs646992SK2CFVA4dhJJ5zE0qg2Z6pIj8AfcXhsIhL/yfklTSl9FT8zo+dpenIxMe07+wbXO2HfcgBYM6zEDJw9PfTLTlBIACiJz2aamhQYs7FJHe1hYeZq9LaDObLKWTp145QaA96qHpqIg/DkLagtuuCREVR7D2mgJFkxJmEegAb1kn/0NA5peehlkNU0Z45PHA0YTaVIKo26p9GDZBPVs3IXT8A/1skylfAIuhllmogcnNoRsHmRvy20SjcmVe6cXHG6qqBXyOTUNIlWDO1PqEpajBnHLj2jVcbRfo1yE8QqUoTtqvD7vveT/NLP/RLajKpCnRRjRbGCa8wC0F4pU0IqLvRZuPI9cyqTblpBamG1XrOq57x4/w4vvP8Fzs5P2XnhffdeQlYT9WRNqSWmgO6u+LH/4c9RUdZ+g8iTCEIew3PFI/ZpLthB9Vr8PyXUXdGMyamMGve/iS33ORCowmzQWw1xlBM8yowHYi2x05wcSu7JhbWkhwRowNQkE0Q8fWl9wVld/Vfz7X0+AiWJCcXYFwsrMO0YYQG1dLYt0vA+MMR0VpaxuDPILcmZNQoVl/A6dDIrNBhB1yU0BEViCmJk5bkxzBcbMj8qxcIRPU7CUoTWDqXnMgUmNySpphknl0jQQQLnTI6hDKMJyc0fdCHLNDo+W5yOhaBTDLML96waVDk/U1itaVa5Y8p+35h7p+0a+9ZplvOM+4TolNkvseAsF4/n3B4y20zM1CQaKDYw5F4J9yWj3xDOS1VDUllCYWJlUD4OPe7iRKMHRaos921w4AZPsRw1goKjOEalLqfGaKIuzbjIJGwYPcWJm2m4ErI/S+glXibe64ByJE8Uz72nScuMw3IQIIKXaUm6dtRKGCy4MUljqo0l4lnNploCeZJKI48ScRyGKpJQgSYVbVinrXCpdHPm6yteefllVn3HerVGPVzWd3slzDFOWE93qStFTiZWpye85+WXeM97X+GVj7zI+nRF38/MMyAFU2NTonratU7bbbm9mbFe2Tdld7tHxKmyRlbn/JE/8Sf41P/yF/jSP3mLV883oDcBGZkk1qwU7emkFIPGvOUseI3nEdr5cZKObDSeTaJR8XeSdDTX4BR3GM21ZQ14DdmrSP48IqX1YM+Y+PIew0tVc6hcH56zGQmOLeK+1vV8BMqlJIqOsLiEZdLi+Th8HfNfZWbibRB9E6BPzFJLAvjJo3PNEUYe0ww1sTgpqSW27JSWzGwG2blKSgmjDFqer+XICGKT19GBTYyr41hPZciYd5JbUDVMb0HR0lLimHjn0lBwPLOoxXACjWR0dL00ZyJbUGDinxkyVYoVVmqcrCdaV/qJ4H1Na3HfqlSKD+f3vFTGao7PoH74XOIRqFUpPtgGloe4J5Qr9CbMKKo7yiobQlOFEuN8GTw4z2xzYIJ5H0tGME8Hop6fY2waU0dkTm2w5FpwcE/OZs9GH5ERp1GyHJk0W8I2S/tvZIpi2ckP3HaUcQfd+QiSEYyX7Ffk4AAOCIFFL5ZsovQxZhgo5dAV1jHKgynI3FaxEgdGM2fLCTt1fBZWF3d43wvv53SauP/iffy2UdygFH7wD/5RTu7do56fcLo+pSts5z3WYXe7B1dmN+bbHk5OJXLw3bM9NzIjrGJOExvqZsPDJzex4rpQVShr4vdvOj/4Qz/Mw7ff4qf/zI+wOVktjlaSOH1wLoUuPeCQElWTUlNo0HNON8uBJkcxasDcpXDEXR7/LtbigNxcQHq6MiUpv7ghvWNewulekivZcn3ka/mUeGwjaEK/NrrekbENEkd0UGMDBE0xTwONzqeqhoNOydKnJxUlsywG8XqUvVqyO67pLBJg9VAdyAh7w1U1aSvFko/lPcX2uhjUjiosDHnTDcXDRs0zsJWWtmcVXAsVTbjEw23ZJ0Rajl71pDBMuO9DKZQmGJE4D4fsMTNZl454W+zUam7y/Il2VlKh1oNfoA/7tH28VoBggGSQOQqewMCJC4EJHQ85w6CSw9aWstFpvdHmGGIvRal1oqwnrBZmkaBmkdP/lkw65xclx000mnGRLHsGxNAqN0n7u+H0SoxI0JKHVFI+pEXQL9mwQT3pcpJ8vTyY6HnQBecuSu4k5I+MchyGEFilamJcGjWnZAbqmbVLZioWNmJF47nHIdAxE7Zz4Vs/+Tt4cH7O+ekZVleUaQ1SuHN+H59KUJ9KcC4HTeqbvulb+fLrn4ddR5hY3X+Rd7a3MbDNd4gEnzOeR6f5DK1QJALfelqzXjknD2LKZd8Hh7euhLPTNa984IzLh40vfOELPL5+xptvvsGjJ9fsL7f402fcPrni3qnTd4KvKkU6WiL7c42mUEXpaSFXSjTOsgMU2CaaHW8/VBwLjJFzfpzF13TQ21o3pAwlmGBzW+539xmbg7zvGD53emLkEAPmxmvJbVaBMubl/FoIlE6Sq3UpVRc3l0J0zdJ4QiwBW7FsgM5Yi1Dl7jQjXHRSbigieHKm1MlGQAS4pSDULG09A7YPPmXFLecGaqphPA7Ogf1GySVLAIRsHEhQQGKUbJ52Jcuukc26LRMUwReZopYJT/uwQzaaZckoOS2csIeNG0f/DvKzJEYUErjEwMQZBloMNQU+2DoDKs1O6zHkMMqhd+OxlhmnDD9Jjxk9lvdMslTqLim3DGMEGd8n8aViR2YUifOPcbhRtZbIqsMnLTwEB0ThTkl61eLNmO8fz3zg0ONTh/IpmjEQNmm+KJDIRkgIUg/uSRD3Y5Cig+OawfMIdlmcmsYtjz8Csqxft4Jq5W/8pb/Ft37nr+df+r2f5Or2mv2u0bzw9GpP17gH603eW5uBM3w27m0ecGtPcXOaN6R6jDOxGehoLdw9u0u3GemN1dmatjOunu145523sd2Wt197g8dPv8L11Q2Pnlzy6Pqa2pxVEdZacTGqKKvNhFtj40ZZzZy/2LMXo0sgMtIgl8CNybJXh5pr3ARJRodFAw9Vmh1aeBEQxyA6RSwt8hhjXMYU0Oj0awZF60k5auTwvcw63ZM7m8SwhJUihIQ6KKq8r04Q3n09H4FS0vJ/mBaYh8RonPgptQseYpLEif+mD0zSMkuJxk4EN8+uYWyE1nvOPxkSq+yDJrDu3ZeHGR/jEA2tG1bSQXsEcgnS7CiVRwkpUsLmTWQpX/GwfNMSs3SsNdSU4pFduLDgcmMc6GJvpQq+P5SpkguSbEZoGgGMTA9yQR1hpvkZTMNt+l3/PX5PSHI7cdAcWEwRRKQu7ueDwblk2AGqjrsQ3wMw5pQuhj6azO68atxv1Qy+IVUUlyijYZl5MpyHyHWQrgxZMQy384xK6MKZlGJphxeHYtDGCt39YHJRSKMTTbw6Mk/L4sTneO1SxqztAynal0xcc5kkzUwkK7kI9CYDnoyDvwg5EbHx4bri4T/6LP/F3/0sv/33fD8f/44PcrPb41jYB5aCa1Qs83bGgQcv3WO72mJvCNtuXKwqpyhvf+WSN77yJW6urnny5DHz1S3b6xtuLrf4trE6m/BiqN9gs3O6PkVLjHO+a3BxGmMiwnx5zxgtjEEZdfKY55OHyHC4cjEkBQ8qWVP5QeU9fE1xCeMQd/BObwdYZGEaADbmR6mg43liecIecOeA5MahlmuKA4Rjiyov+ZiEy5dq4pc9XuNXu56PQJk3zbunjIT4fymKHzK0468TBNXI0OoU/9Z7GAhUDbDcLNJzl/3SubTEEIcuXMSD5wdoHx3K0bSAQXCXJZAFGBylQpSKbrHZxrD3SO8TsHdBNWY+T1MAy92h1pBAApFUpbwxAOz4hprBODZ6Ra3TvaMjA1x8IRXLEbEs7IBv8PD9UIJ48k41wW6cKJdz9rdAOlUXMGc6whSHM87SeRx0LsnyP9I9ZNB6NCWUIpFpZPYWssOg/Liy6LgVWCYpHuG3KvWQvSWeWTVGbHiPdaEZtBiflZHtB4xidsSLXYD/NMMdgCMw8JuQbUbjIbrdCX3I0YGa98MkcHI/mhbZXTKPiXUhaogqk+64M3VON8rf+Ruf4qd/svAbfutv5ft+92/jdn/Ll958hDwx+jxTe0X4ANb3EUR9D7PxZ/7L/wq3CWnG2UlQhMI8YM9KG9OpU04a7lsgxzJMBtYQ9+Ue4iwTLsMzMyEJy9eLhcrCTU2C+ihdR5DrKVEdqp1YcwQ0Jck+UE3KFYEtlVHdhGqmp9WhCIllB3eyWRxu6pHRMxWsl6QLOtISDlsqEhmI0AK1qafEV6KZ+6tZrMHzEijJ7NCgDU3z6LhSsrTzBTyPzCqyosUxBKWqYL0weHrSB28qS1GTHGaXmJUPcD5lbShqA7sQdAplsy0nUgTQkvZP4RwmS8kcjQKLoJ5vbAkTFIGproFw/2me/otesdYJtLkxRP8qo6w2hq1pIBPpo6hxuI/ABJpcs7wvia0igfcGoG7p70h24eNkj3tt2SwJ04Alyyo5qGyM5vXOGCzW3UHWjGwutO+dmPMTY29j2NeUWN8IHCHd1OX3WgL1Saw3WZo4fchCfVCqlF58gTqEgFnAAs4QX56he4vZLQ5YS1pQxbvQraFS6Ieqj1KOsm/iNpbR9BlMCEn3IyVb8sObrhwC6ciBR/D1wRXM15UBacT3F5xajBfuOHfFeeszf5s//fd+nlqVbqGOOj054+Zq4of/xV8HfsvNdstuf4shnKwLYjt00xf4SAy8gticSVhUPzrO0sV7UjFryzTOCHijiWp02uEwzbUcLrnTQqVi+c2KWUcyqyurEBwMOaNkLj4qhAGRBFRjyxk/Pp5J5gIqaKkgc/YlJA1ygmMZbu8d74KvOvT0mMyyXHoc/u4SdnqqhAlEVme/StkNz0ugFOie+toeIO9g34PhNR58c8e7hyJHchJc6rE1uY1aI1iMgxAJHNBG4ybpA1onpPjSWSNbOjtvOJVKQVqPgfH5GZ3EUjNjHW0cUQVpydOLruIgH4xSWBFWJ+fR++57SptptEigJea+dIsxuL03yLJBjGWLeZZxshh86BLwA89xXGss8jkbEOODZ0ehdwM11LIxJeBk42XpUMVnd21x2o/SWDwzOYtpfloCC5IYJzxm2bi0vNeO6JQpgHCYuQLuRpszc5S6NG0kKU+Y0HRk9AkzGDh9gWRl8PVa+hmOQJyf39zRFr6Ky/AqGiI16TjR+JNSo7ua5fIgnA+vzUFql6TymIR0tu1jo8mg/2RV4XNkWq7KYiLhQDbCxoEhmbXjhCqpxKG4XqV5NIbUkjDAFd1O+NwXH/KRj3yE++8950tvKA/ffAe/EbZPLyMjhFyTAvuxCg/Vk+VzMclGk/syKjYszWTJKnvun9GV7uPVpSA+5wFLBrJCFWgiqB9GYwQerahPmOYYiNF6ljC8ca3gLYULAT2FZiG5qsHfQeqEWGeoT3oGOXFj5VF1WAncWAy8QzGndaeZodTod2gAdctsHtF3rc2vdT0XgdKzjBOveLF84PEl3GL+8DA7aBoD4XGja5bni0+dZVYWrxsLfsKrLf6L3rKTjAX2ggQO5B2nRklAZTxi9yndSpRaQxrVOnjSQNwbRYalV5QObi0pGBCcwLA3K1Nw30zjPSfZhasJSYsiTnixQlehioUhbyccmVVZUiAL8D4aPDV9hGMTqnsMVdJsV7kTnMeewTWNHrLrOMDycXVLOZo57jEV0kyC9yhhLqAai08kqVgcyLsL/9I1MtEei7gsChtg4KtwKNmOQH0AzWBsi5FCcvY0B4hxKPmHxdpXO2ZJLWH1n5lRvF8IBcYkShaJaH5/xneK3tEY2jYidMAIB6dzP2JmeHpfhoLTDrPQ8zs6nuVr2L6ZOVJjXnzPrF0lDoyADGLwV+/Gqjh/8j/8T1lvCvdeucsH3n/O2cV9im/ZPjnyJMj7qLkGYzTNMa6XsAZhNmGk32YBPNziY545B9tD4rMEFzUVXMT+cQdNs5VpUTgFxGTZwEOzWJIROG15VuF/H+Yxor4w4EL4ESNm44AsjDxccr8YkmM7YiSKEE1ctTRw6cEs0aFgk5YHasFszsax4T7zja7nIlDCAedR1zhd0TixdNBmADeqTAg5A1hywcPSCQt45qs3jeKlhLyt1FS4eHQyPdZyd/AQnFIkVC/ru+fUkzWbswtAmYoz7wRdKdt2wzuPHzMh7G9vafuZTSk0n1HmzIyy9JOCysRUhGYlKBMKfWVUM1pL81JLRxWL4s3S0MNKDmAaJaUQWRoc3HskLeSSyBzrOA6AgbJBJIeetJnRL+sMbXM0UszBdlGaRrkV2HEQ92sElvScHONh3cLPUwjc1lwoVpFSch71CCZZdmWn+QCsK8yHTvgyJ2b57JFTB28WYMjlPGWtC2oR2bGmuzpkVhT3Zuibx6se5xE+2tR+1KRb8DlYSnIbWeT46/GK8ew6HgoriQMuPsIhmxxTHCV/pnNDi4bNXT5PocTIjqMPqzJz74EAjd2TJ/zy00fce/El7t0947FeZoAc/o0RlBcGCSRkJZndx88oE1WjumhuQENLNG8WgcKAOWTRD3Go4UuajvTIUKUuvpLkvio2pK2SkxejFCZ14TTJQObRsDVNittRo3HAUDlulx4uSzLYKyX2tLTolPcei90VfE4cVTveO73Bs8sbrHWKONOq5giYr389N4ESOGAePTANt47XkiUv4FMYZpBloSSgO44ZQKlLbuRdI63XNaHUVfp+j6PoyRmn53c4OdugmxXrOnH59IrT8xVaVty5f8Z0focyrVlt1kzrM9z22LaFJvVsxTRVbi9v6dtb3nn7CU8fvc3Dh4/AhN31Y4obZ6VianiZ0NVEsY7bFGC4lKAMpZEpSKiPSlBufA48RW1eeKVBd8kgslB1WnhTmqFdlkxSsFS2RBMrJO25UGUQxzMDTIAogHZHNZaGSVi9iYQczmVMipkwsmGR/Fak0CXBcgQ0sE5Nqkxk8n353Jou14G8J7Zq0awRJNxwLIZPjYZRzybR6H43D5WMjU0YKXQE7kJogF3RNFcYSpwicbgWyeaRJ/xGj851FC1oKk+GSckwV46GzyEL9/RSHJQU7+HMbaO8TOwdE3rNw8IUTeOKspooOlRc0a3QVhK1CNjATLKyEkxm1IRnDx9x/SgyrBLOtWFAncF+YKVqAvUAE0SwG5G+RiAwoyeW7URFgwXlLg4FoaTckNTvd4lgQ0/8X+M+x/eolAric/glICDKjU1s9531eqJMyp1pTZkmTs8vOL04ZX/V+fzrX8TtGUUDG5aMyzFbaw7FjytzN5rEGN79Lm0JPcZbe2+YllCy2T7ML1okZY+e7vF55mSqbM4Km83FN4xNz02gVFG0SJZFZFod/EmznjQfz0bCAYdUWDItqQV0opaw2S/1LnWz5uzOObJas15PnD84Q0pFZR1sDy74AAAgAElEQVSnmgrrO/cQN1qb2btxfnaP9dlEb439tmNNqatKKRv6BDXRRRNhupgo5xd88MWXQF9lt7tF9p0VndubHXr5hM/98mdhnllpwVTRdWeeo0PXy0yRzhQFOE2EcFjv1FqQZohNNGzBPf1IJRS8xJB1Hkx/9V2bWCTkhtZSHjk4h1kOFiM8O3PjDKPU4QCE5NCmUbSUmluJbEgltpmBmXRvck0nH4FR7A1enVtjaAe7W3QhM1+xxAQjh4hMIURTEdDiII1NPH4roAKCwpXZcUCzmqKjg2tQJI45Iydt1NyzzNS0uOsRoAatpafBw+CB4ge/TTLw2DCjGGX2uA/dgAh0wbg4ZMqjyWZbo2vo5aOr3litnN7AS6FmZu6LxjzI/LgEZljjnnjvMQYkPhZD2RWQSDyLAgznp7FWRDzew4W+t8jUs6KwDD5Z88USWzr6TkucVbXGfUmmyjCNPp5Q6tPE7/xXf4hpDXY7c/n6ZYxg1oZqVH3bU+Mffu51xCrsd/i8R12ZfA8YtQQctc3seU6Zamud293Ms5tLtturXNuVi7Pz0NibMJXKtClMV1tsZ2Ftagq73deNTfCcBMqBZ3R60LQ8yu7wigzsoOCYHHAm6eFM0waPj+gPb87u8eLL7+f84g6n53eQ9Smrlx5QxNnvd9nxq9SyimlspbB3ZyoTtTrVI6u6vY2sqerE+o6wn7dor6zPI6s1c663N2wfP+XRkyvazRWXT9/iyeU1V09umOyGTSkUUzalcLp2TlYTcw/36oLiWtiJ0MygxOhW7x2RmdoVaPTqeFHKvIoOsHagguWBYUNTHgHDRweYMX8kfALpSZcwTzNaY9jKicqSWS1yvU4EAAdQ3ApFE0ftbel2yjBIleCnFfHIMLOjr/ma1j1duZPoHahT0lJq8BRyNrloIJ4iIZkciLUPf8Q0axXNhpoMUjLorLThbk3KXotSSqFm1iwi0OcoOUWzyRMBwdKH8eBSlMFFBmwQ1Q5ktjms9DRhEg8Ho2EeHca0fSlN1ZXWwn2nD9MGJbNnDWMJBcRonRgS16MQKKspJaGaEEfNxrtG40gM3+9Ch360L3zRs4fVGFqSQiV5GMV8mppNLFZgXWnNsd6ZxFK/7dB7ULVWcaD0YQpjydxI2pCNjU1CQ54wxu0lf/u//xF2NnH3pQ/yno9+DHqhqHE+Ced3Tnjx3hk/8MM/wJPLd/ipv/xXuX//bjZAYxBYVUOrca4C0ph7o887ttfO1cMdxYW1ngVvGUNp1Oy599bwXeM9dwp+oQd5s/0aCJRAUmTiVA/OVOIXQcEnjBTilEOiQx6PKOVtKEpjvnzMW8+2dJvoonitlPML7r1wzsVLDzi9OOd0c8Hm3hknpeAlByb1PTONVamIFWbg5tkzrh4/o8+Np88e8eTZJY/feYenjy5xFypBnVmrsGKmalhVnbbOysF6AuXMoBusRBNEgGIFk0Ixw3wGhJ75UaFCbVg2kbrtclgX8Y0Tzy2ZyPUAWJPqxLgrmRm25WQfnW/3Hrjs6PrZwIIOGVEQxCUyYB+letRgEWjTuaUACegXVUJPn1MfCTliOC61aMylSia68cFiCNbXAQsc7xP0lAPtyQhMeuj/vTnaPYnR4WxfMmCaBH7ak1JUVGmlRFmvQi2V2T1mwLuEAW1KEEl9/kgY1eIwUNUw3vDhyanpuaHLfG7tPZkJshw6AbEHXlzdqTtNl/xOqFA0p26SzjahNGnSmLzQJRxvpBbKVDHd0JqirNnT0Copt4zBZnUqWN/y1dMFXWTp3Ltn46nEWDXLg7bUOFD3uxied3p2ituOtphIGNb84K86mG3lUA2MoDiEHarD7QlqQlEnqlw++xLf9+t/gKdPH7O/vkVap+E82d5SdI+s1nzv932S//vT/yf3T9eI76OyrEEpa2ZoCR/S3pXr25l6MlG8Lh36sGLzpdCy1rG5MU353ExRWRPTyL7+9ZwESicmJuYHCgfepVNYigblZGmT9qWsEbHETQz3ArIPswCN7houtJtLHl2v+PKvfC7MY/tEOT/lwYO7PHjhPl3h0TuPuby+YXdzS9/umdueU61MKZgffoGT73mxdtxbLoiSp1WD2dCWM12GVrsUvBbkpOJVMqPL296NaoJZuHKXmrigG+6jDAtkL4aZlaOOJknjiPfAjKK6eGdCYJQ+iPNp5yYdqFkO56I+ePsMzDPA96h/JalIFvw4I/FRko6UzQcfg7yypE0MLwj0KQ4wX7BkTyrUsCBzE5qMqtRgPmREcUgE1teS96VuGSA1lVkDQ0xKmUdXXBykdrpCKQWRPVoLViuqlZI6eddYZ8t7OgupXrJj6iUzaEmQQ4JWRso0FwMTUbxko8bBCMpWzYy+rgNHrC3W0RL8PecRCagWSDMS8xYl7Sy8970f5JWPf5yTkxN68wyQkURM04r9zQ2/8toXePzWG/j+lkw3FkqOiGRQj/skyfNcaF9esLnzx//YH2J/6/zoj34q13rPwG7Y3HNonhHxM57FooAZ5X52fix9Mam6DPAza1xU5X/+r/8b/si/88f58j4crvosePqT9u6s12u+95//Xn7+05/m3kag9zj8YqNkpiu02Wg7o+gcnNDMdM2CYuXacWacHRCTUKvXECmUvnBcv971nATKw+XmuHbSnStdZJTicdobxyL5dKMRj05Xsj0afdmQ5oTbjCtrr6whmgw3z7i6eZunX7TEfSrFjVMsupGlhRFEjZLSrUDPSXJZqEV51SLLEk+vyzQTzixMzdGyYj1N4SouBZUeQR2QWgNWmCspVCdOQs8Z3olHDT6mh/IBDhpk97Dpj0yMHDrWMivSbPbm+w2n6Bg0E8esZ/A74vclihllaPIQF+9Ng2E6FuqWgUEJKjWbFwR2JkI3hZZlKyM7TSPiYURCOsp43l3JQOypnslRxjHoKzemBAzAUfm/dH1TfeEqSEuzeWtIXdFnoTNTaPQSAVW1IlOh1BKZpATLQJZRAko4NUhm62GksngUpL7ZUyFUBvNCWbLP8fwAvBtlpZhXhlnGjCHzyAIDJ4xRMcIsHbXOm1/4Ir/y2ht85OPfzisfepmbZzd86e1bdrOxWcXh1FFO7r0Xt5l2dU3FEbsJp//cYzo4s2K01pnnnqYzne/+jZ/g0aOnXJzf45VXXuHv/cLf4eLeKr7fKOnNsrQOEEXMmYe/oxBQiM/hk5lwmXZBpzgUqihShHsb5X/6Uz/G7/3DP8DN6cSzd65CKeXGalqjk2Ar5zt++3fz+s//faQ0xHOqqgh0jUaarVCtuNxG0ysri6rgA2M1B8LmUN2hxOwsdMb910jX27qBVxbCawYIlwgWXQ7kXSSwESGdQEQX3mXrfcGnlgU8TrGUMoaJ6hY42F55P8xEcWLhmne0RAOEYRo7uqUlkMAxMuAIElrk4poY4dQqa5+YPOgZjXD1Lpmdaa2oz2HJtQ99q0iLBUhK/LJjC6RKJlUOI0geld0j4EHiTxhjzrbhi4WaD//FtN1fvoSUyGb9CMS3Ayk3yNUR0JdGiLBkWmjgX9FMCRqNWzlkuhrUEJMhHpuimZP+lstICBq9pSooTWEtA7x5iYbQaEYoGfxjJQSlsKA9FcE11UJp6OxdsRpyuapKLU5NvLFouF9biYmdkQgOQn6ojyQP5ZCuRqAe7kJRURzEAGbjsAvsvYjn2NqgqhXCaEPmPdt5vwSjeMoW0dY0XeOj0nnzH32Gt/7xLzHpxLf85u/h/MFZeFPeFq62M6XGwXZ9veW1z/4j6rWxXjkq++AwWkwllNLB99HAMuPug/dS1itO76xZV+WFey/w6CtP+MrDHR/+6Kus1krf3dLd6W7hFLXfIRi77UxZVbSuUOkpTDK0HSzrHCha6EWQ7qjuWLvw43/qx/j4d30vD+7dYe6d7XVj3u9odY8Qe/X++z/A5VtfiHXmt4ntBhVNashCe4v7f5whLqy0PFADccqMQgaz49dA6e3u7PctPAsBl0Ybtk0SH1E1TBokO6iDO4mGQagJSLclTIiUg0ysx+xpjc7Gu4LawRQvaCTWEg/CcuMOn8jMwkpkYK31ILpG6sSQqo2KdShRigq+FlbnMdfZRNNXEqwW3ApGo2o4oehKkNZzoDwsMpSW5VOJUtnzOyO6zAEKg99Bio5MU0fU9iRmp8nq6IgO+V80Hg6mGonKI4unY76uCc4YwxDPAnLzS8IlJS3zXKkyMa1PODk/Df6rGpQJLPAqV2Fu8yL5nElIpcdN6q3FeF9vmBl9P2Oth6N9U2brzPOM7fc4+6B4zp3aczCbaHRPJ2V1vmG1CRXOvu2Zb2U5QFQr69bR1cR3/47fwNnde2F5luvszS895PZqy6OvXHK7v8Wa0Xd71CqCsfJYQ+4zzWfafst8s8+1W5hWcHp+yuakInWilBXrzUkcKjpxut4w77e89iufYzcJ+Mx8CXdON0xTBBVrjbaL6Z9SxjOo/L2f+TQ3PnH/1Q/ye37o93Fy94yVbnjvvUp46v9OHj664fP/5A1e+8Vf5Gb7iLZ7xvlqww/+K9/HvH8cQowSdBuZLthsHrA+ueCl9z1ife8C55wvvn0Fqtz6LdPsVAWhIQ6XD2+wubOqhfVmZnNnhU5K6bLwWa2T2mpH+oz6DKUgpfFgVXn4D3+W/3dr/NAf+WEeP77i+looBqVuQBr6nhO+5Ts/xv/2v/41TjaKzzOWCqGW66aswuiiJ1c4cHgNZyX2eN/hKFVCHko2xOyr8Nyvvp6LQAnZKcx5v6KefDyWxoXZCIGpKfbo9IlJdEgjwU5aQk7SWza9ULAMFnqwacuTZZx2+GgoeICA3bMMO5QpQgsqogvd5DCEqUcWVUrSTCT06przf7RsUF0jya3TUsIGTo1iwVvsiVeNznCYRUQgGpYgQzcbqXSUoYU4FTFbfPu6spTVmtkZhI+fWGTjriXdVsgTN7mAmnQdIQOzLd3yIAnbop746ivoWgM/FspUuffgBV76wHs5XW9gKmw2G1arTUAXZYV3o4lzs+/h0tS3DJv63W5H391wc3WJWGB2+5trbq/3PHr8lHceXbHf7wkCfGeqRnXJ0ipw4sAh14g1mGUxZsDbYu7QVdii+Gx86if+OkXPYIpNdH5+zke+7cNMU+HlV1/i5Ow8Ms595+bqGU+fXMO8xW3PfveE6o4xcXl5E2yBk1hTu92Ouc1hhludk71wev8B03qirisvvXiXn/uZn+XxbOxuZoqt+Ng3v49VzVJSnd48z7AZGbQw3bOWytVr/4Qf+Y/+M+Y7F3z/v/z7efbKB3jzSw95ennDajJEO/ff9z5Ot6fcbp9wZ7Wi06nTBOt4j0kLzob1es1qM8FGuG176mpDN8LtxxRXo1TorXO2WXFVnNZgZ4bvO367Q54Yd+9dUDdjH4bpiY4MOjFh0THp8pqXTk74iR/5Mf7Av/Gv43JJ2wo25xTFWXj76Q2/9ZOf5Gf+5qc50XBWshbZK+rBHkiHooDww7NSaYEpO7R5x8wUyiiE7ivSufjrXs9NoPQpcTk6XgrSe5w87ktHsaNYl+AFYrhBV8mAEg0U05jqN+y1XFPjLeUoAwIYWs+BgU1RcuvA5iw7dukwMvJ3jdGogR2lDbPIUj5ZYieqEiWsVqwIuq556mk2QwQpQimhbe5FkFkRepSDUmkVhgsSWhZGQE8sj4EzwlHnmqTPjIAVinTJ7NolLLCGp2IcPJEGD1mapGRMLbvTImiO6XU93L/hw6klSt/g+8DwuRQVZnEefOBVXv3Qe6hnFxRdUadgLgzMfe8gRXnPtGE37+n7hvQo5043FXZ7lD3XTy+5evyMpzdXvP6Fhzz88lU6VAdmi0Dpjnijp8+nJH/Qe2NuFuwqr9mJJw6OounQ2cAqd9cTeKO4w1Sp/Ybt9or3vPwqL730EpuLO1jbc3l1zUU748WdcLvd0re3/PxP/bXoHNsWK6B0VptTus1J/6rU0sCNuVf2Zeb8/IyTszPO7mxYrydeqoVHN4+Y3bh++ymyX7O6u+akTJTiCWPEWnUTVAyXCAZ3zieaXPOTf/5HKScv8Lt///fz/pfX7HY7tnPh6npG613O7mwodc/J2SnMg3FSEFbItI6hcbXQzDk/W7G3IOfLes26Obu+o+339OZc95nNZkVOZKJLY24V3TW0KjL1CPRJ74oJoMkx9TjMXA3Rgs87XjoR/tKf/VF+6A//Id6eb7jc7aJROgmq8LDP/Mbv+xf46U/9ZV44X6E2U6YN5XRm93SPSEGmVcylp9Fuo9oSNfo8sbsVSp0od+8xSc4POh7H/DWu5yZQIo2WILB4SM5GcIqhUqOrGXrsTAXid0fnh3Ik38tgYkIVsgGTDueaYxY0bNnckzvAgXwrS3tW0wXHs5M9RWNpdJMF6mpKDqAGFOCWnnz5d14pYYMSjj9kfMVj6JZokMGrUq3jJRiOZZS41gLr6wL7OPlVNeVx8brDFs1TFla8JDWGvE/jpgSNRIbzdo7PCL1yjic4xnjcwSpG2ocNMjWHlDIWezTUSMdoz6aPzwJzdL/3+z3n9y4otbKzFveqTpzrirKqtOZsdM2NdXZ95u03v8TDt77I1dMbdu2Wtt/y/1H3nsGWZed53rPCTiff2Ol2mJmePAiDQRhQAEmABEBSDBKLBGWXXZRNSma5yi5b9h+LPySXJZoOksuyJJOUKYpJAkGABCCBCQJAYJAGaTABE3ump6dz9+3bN5y099prLf/41jk9YBEgXbRd4K5CoXv63nPvCXutb33f+z6vn7fU0x3cfEbTOHQmmlStNblRxLaGejE4SlW4dugcsjwjK8UVNR+3NG3EFhq7cEIBsXVyGggRp4BoaJ3h0tPPcubpl5js1VhbceyOLd7z7rdjBuB8JJsZrO6grU3Hu4jGE7RBaY9FEYNFK01mwGQalVlQLeujAbrQDHt9CmuhLNneVlSlIs9zGSI1nqDBWgO6JQQjvVIl94m8xfJ5UG3NepWj9Q6PvP83WVkf8X0//l7o5+xUlvm4oakDvUqqKKvLNDnXyJKQDA0hUgX4r/6Ln6bsZpgoRgvXznjhmVd45PNf4NkzL9PJK0KZo9oGvPTytZGiYff6DnZoGK0MxGWzsH5G0UXLZ0kGrm2IaFoiil6p+I1//ou892/+FLoKzGqPybXoSqOmsgWvf9ubOff4E+gMlDd0Sg2NYTabooGik2GUZd4KBd0H0K1DhxytM4oqF/OJCaKU+RbXt8dCqRZ9RfmAapeOvwupQZCJptF26QUOSprCUp35VBXKxFKKmpgIxosAozSNS2PHGFOVpMytr1FWqooosqOopYIVv4CYIIPSGCvHz4XrRLKUF1VnEnorAyZHY8mMxXgFoUUjvlppK4gclsgCwUEwslHoGGVR1ZFoIXj5t4BFRZewZPI6LYTjC6ZgXAq3wamEykf6i0alIdAyy4cllksIPdJmiItjkZLvSwY0lElMx+UmkCrYRTWZkhGFGym6vHp/H90O8D5y6cZNrl7b4drelFZb6rmjcQ0zF4hieyLLeuS2oFtYdFdxaGuTY0dX6fYqbG4wpiWOb/Lh9/8+7uIM5RULSBHRYCqDVUYGc6GFJqCMBZtLEnGMTOsp1JUUopWX3qVnOcjzCFwltBFo0W3EqBmDVG3unr3IL/+zX6FFsXV0i/tecwdV6TGxBeUQsX56QwBrxD2jtdj2TJZhMoEIW5VT5TnD4ZCqVzHXHWbBMrQ5eTej06nIbKB1LY2PeB+pqhyT+KahTTDkRIS3EVRoUERGXU2s93nfL/4rqpUBDz78IEduP870oMVNDmQz1mnTQtoQLZ44nXDt+g517aiiw9UtbQyo6GnnjrvuPsnnH/0CRabxuqUaddjfH6Oj3B9ZDjNVU7eGdqLRKx2UFjkOasECTcoAtMRVsHi5RKlx5EiXj3/kfTRNju72UJUimowss2S6lIKmU9HWEdQM7Q29XoGOMPNTmNbyqfUyzNMqR+mAzj3BF7Qzh7UtbWjwyzbdn359eyyUUaFDKcJbBdjFsVgvKcsSVxqXfDqfjrBKR7RfyEHSzZsWNW01cicnr7AKSRgrPU+tBJEWY8BGjY+tVFJaprV4lXzXhhYjdiclSHqbJuCw6KMuJsAqLV0K6xUmB9pAVZUJbeWXmjulIxmCwo9KPN8GiMoTM4VqFS5I3zVLz0HZJJFR8jvHKJUFcbEAi8hbFqvArbc4vRbpzyFVfY6URSTPZKkQiKknqRK9WicvM8uKeCGJkZaJyHYkp0Utj9WKth3z+Ncf5aOf+jRFUXDi6CFOHN3gxNqQo0c36fYzur0MaAmNx/mAJydmJdrmjGtPCAZbBPLcUeaWug58+N9+kem+o6wsIcsJIWn9rPiessygs0hoBZ6gq4Ksk0uFHSHXAVVquoMButTkheXG1ZvU4zm5yTG5kTaKXvjlRSsboyOGGY0XoncGXHlxlytnnqc0Ob3VgLVZ0rAKZScjpyxTTpC2lGUpdkFjyGzO+kYPMoO1FaubXca+T6krss0BK3dtMLkxITc5NBllVnLjxg2q0tIxBQ5JnZQsKTnayhUIrRO1hPIM+hHT7vHM5x7hmS/kjGvNmx5+kMtnL+FdTRuEVj9zgfFsyjve9gY2Vgc899Tz9EZDerm0XbwXJ9PeZMpg2KO/0sfrgO0PUGpKRkDHhpNbJ3hp/iJh7ogzOPfUVdo20Ol3MJ2M4aibWNCKGGoW6Z46kqJbDLnVYCOlqcEEbNkj1Dmh8dSMMSia2RxtYDZv8XVDnDha45k2kWuXt0Ebch05tNGRNpduMVmLoqadeBolxZT5y3D0VkqTmwqQxVDE5+nYFKWEX7i9SGJmtZBjxJAoQ0m8kQYvUUXMqxZOcSWo5eMpQSTLMR/BrimVE7xHhzah1xLVPC7yu5MeTKkloy8qsVWFZe8zJkmPkam5FvdHXdeYXKa8JGmOTOBleCMSxSDDk2CJ0aG1VLPBahzi+ljcgIufjVKoYFLP51Uty6hkgzBCdpHiL9WBy0InEclfLW1Knu+oFmyS5Ls2i+k/xIQYEnFxmp4TpVIgbWCAsDUd83qKbwKTuuGZ/QO+9tRTBBU4tbXFaNjnyOYRjh0/TK9XYDMoc093oCF4esGgrZVFKgDOkOeaup6hg0SBqOQqSirW9JlSkifuJRPbFJFMg9UZMUQ61ZBISXelA8bQ61VcuXAN7z1ZL/XEvQIfyDPZPA3yPtWtJ7Qe1zpuydDEbqoSkQolGxbRYI0lywy+beSIr4IU4NHhGsNXv/J0slJa1taP425s43XLfQ/exfW9MUaVdGyOKjXzpiUrC9H95pq6gVk9I68M48kMpS1VkUl1bVJ7B0XEEaLIo5Sp6WeGZ770OZ79rGyYZ1++zLxVRJdz6p4VfugHv4f9vSnBK5qmwTUZyibIrwIdIoXt0O0NmMWGTtEhz0uypuXhtz7EuL5J2evj44TGNURvqcc1aIcNLZ1uSVtLlHJeyObqk5YxM0r0kVqTWSCJzTomZ+XkBqfvO810XhOdoq4ddfD4COfPn+flzz9D27bU0xZrjehVE2hbK08wGuWKxOT0WJ10zN9sOpmub4uFUmsoylf7Y82SOhOTEl8thiUxafbEQEpKNErDmsW0W/5u0tTTR6k4SQxDo4UsgxL6cYxqyXWwVrPIAvakBYeQ/KthCey5JTRWMshQt8TEAiwArWWXzAt7S6IY5NjtF57rlFWujReOYfjGXolerMj21dIfUQgsJDUqHVeUutWf1WmSH5dfn6qNKDG30gIIiZiu0mIjE/WYnkNQUejQKvVwY7z12rMQvC+yuhUoURQYLX3K1gdCbIltFOvYgiFjDHlWcWN3wrXtKU89dQkdcjbXcoINHD++wvd/39tpXE2eFXSyCl1a8pgT2pp63GBn40Q/lwpkkZBpEOJO8AnVJxMVYjBopIoLaIpBwXC0IVIeFFm3R7QZnWFG2atEQ+tEhiS0oYjKFdFq2rFDxXrZAtFRnlvrwauc4GNKT0xuaiPBW7O6Zjx2TK86XBAZWrfTpZ5d5bWvuYthZVG2Qz2b0VvvsNFd47nHL7A6GnDH6ZO8fPkq66M1GjcXqlS3j7Zz5ts3Cbml9g7dtEz393BuTrdXsrIyAjyhIbEkZVApts4cU+UUecWJ+w7zykvXyFTBrHF4FtZQTXATCAU+kYSC95gYGK2u0dnbxdqCUb/HtTyjU+XcuLHDaLOk2x8yrcG1mjwLzEybWjeRquqgKoPVShirXuFR0IZl7IdRCmvT0EdplHPcOH+Bo6dvo1EKHzV11LgQaFEcOX6Ki4+fRfmaQVYy7OcpP8uRWblPg3cQLUoFtLZoI8NiHf8SVJSg0qRK7nKJWyjkJvaKLAmdY1REu+ghaUKbcrGX9jVZDIwSCUPQCqtvicRV0mQKXtFDNIQl0DSJhlVCh6UXbkFJMVolnWFcvpHL40JaJH2Qm/MWn1AWWEMU3NSSyyjpb9KusYBQUZSWECtMoE3aRgH/KrSXFoP0KQPBa4mdkJdPquPUhDcqSl83CH5YYi4UJIqQSvpPo0RCoRYvCpK/7BGOpgBfwy35unq12fFV1Hill4xIQiQkZ5S4IxK6LS5uvVa86TbQ+IAOkGWRyhiGpUaZnKuX9/js555ka3NEb2XIdX8AQL/qYkyLrR0VgVkmdJ2g5JaWdz9paZUsnjqTDU3bDGVztM1R2lDmls0jG+xO9oimYH1jFZPllHlGWRmi1zgtG5fg6yJZYVFKsT+ridOaEkkpDErToPDRcTBuMYmCAx5lHHmZYfKIcTnrq+ucuP0eVlZGrA4H9IYZP/9z/5LPfvU5wnTMkZUOR48e5vu++350ptjYXMGi0KVibW2EsV3M5Yyy6LC+usru/g0uNw0rRZ+DnTFFloOHyaSR3l97PWlJc0qjBRJsRLyeWUXjcxrlKTpd7nrdHVSmx9HNdeb7M/ABj6PxBpMXaN+ID+Ge3XYAACAASURBVFwrxvMxxrWsb4xoTOD45mHOfvkljMn52pPPMlpd54HXneBGXnLm6TP0eyVqs0f0LdF4mjinoAtKNq+ooyyYuci5SO6zkDZkYsA1c0yu+ezHPsE9b3oTZX8ERPIgKhlddGQ4540Mu6IiOg1aYdIp1XqS6iMVBtGIquQvSjhXSpXAp4Eiff0HYox/Tyl1G/A+YA34CvAfxxgbpVQB/BrwEHAD+IkY48t/xk+R41Vy4kgam9jmjLViDdQxCbUToDO2tOmlVCDOnlu/M9pYjNbirzVmGYmpFtzANKDQQQYvSkXhRopVJdHC5RhltXiLlda0yskQackfTFIfZbAmrTdm4XcVCrZrRHh8i+gijbIoZFcii29cHG1F6ygwAUMWDc5bjE6BZIFkQRPIxJKDqGTiLo8vIVox8RDFey2LoUoBXErLYhlDJJo0/EIEwm1Ix/WUwaPUrc1jYc+7laFyizAuoMeEV1v0OZWwCtvglwuqaluMFbG9DoqYzVHGonyDdpqvffU5vuJbXKsYrIy449g6x7cO0x9kPFDBapxwaTpBW4VvGxb4veAjtQJjE5FIafKsJGDBavJeRvAaNQc3aRgOh0SbMeh2qcoueZ7R72cwm1NHT5OcXL6JFNZIRRQieW6xRDneKYsxloPWMWscNkYyI5GxJoqNzhiDaxWnT50kK2DWTNgbW7QuWV0dcmU6JTMVey5y89mXKK5tc2TU5/ajKxRVyWRcUxQZShvWjh0mDxnDlRW6PcMzj59hdWWF7e0d8rIQdUQUy6Jz4gc3KLyRCIzMCufUOc9b3vYwf/WHvhOsVF5uKm2VqavRKmK045FPfoJAzmQ8Zj6d0QZNPb2K9zDaGPDwu76TrGM5/eBJrr+0y/333sPLF8/zxJe/zj13HuUND93JtWvXCLojkJlWoaiYzBzdoiS3XnTTxkBoiTYs75cQxf0mpCiHd4auMbzw5a9At8cb3vgQ432Zch9c3iHXGYGMgLAYfJZaeIv7xWQE1SZ8XCoOwquOg9/k+vNUlDXwzhjjWCmVAZ9RSv0+8HeA/y3G+D6l1C8APwX8n+n/b8YYTyul/gbwPwE/8S1/glLoPEcpTWZkgWyJGAqiL9KE1iVvpiWLntbXRN0Sm7ksWqYGJTIirS3WZBRFRlFm6FJjTKLWLJ1KEgsRQqCpW6lO41xu8FboLSHhuqSdqZbtgJB6onpBh4kiBTKpto0LDaUyAkvNBOlmWSyWqddJkOpLwSIfeREtoa3sdNGDtzlOzSCkST2CoBOhrgypxL0Skv954WpKGTs29R4Xx32dYlnxaWBhxQ++XKhbzGIiqW9V84ZbfY9gxOG0ONanpVO+J+ZCNrIy5VeFZFgbl9BwKIKOtG1L9AHXgveOSTXHWk3Tepp5SyskWOY7N3lpPuWVF89z59bt/MSP3cexH/xOvvTMRX7nE1+g9pG8r1A2Csi11eQaSqMwJidTisxbpjfg4IZMPbtVRhvmHNk4QjXsk1nPidPH0NGyOhhQ5Y5rl6/T6pxKGyazOXmhKUrD9vY+BnGmmCCb6txCPW8w85LWtzgveDSMxqqC0hYMOjC9so+1jmAUO2qH7L5TfNe7vgOfd5hvv4KNhtfc9wBXr13g+Y89yZf/+AXi6gjTKRmUlsObmxzfOkXXKkprybub2KxHOVijOxozHPZp5zOuTadEJRHNRbQoq1JOuCK3GXVdM520vOtdf4XJwRRdZOmeiAQvmlRXOzCKZ599lv3dAF6O7NpEsnyGxrB9cMDv/cJvUofIe3/yxxgVhjvvfR1PPP0cX33kS3zlyQu0zZzV9S53PXCc2WzGtXM3iFnJ2kaP3bPXqA4XyD6u8U6WpRCcnHaiaKtbH7BNu8QTamPxkymvvf8oJ07eQ4ElB/6b//rncbMGrQI+2ZSXi6T3mBCwuTx/HRqMjQSdEdq/oDwoyp09Tn/N0v8i8E7gP0z//VeBv48slD+S/gzwAeCfKqVUfDUg709cvoXrV3OyXoXNS1oUsa/wIWNlZYjqdljtrHB0tA5odrcvcfnmFaaXn6dXDWmbueSyUMsioXSaZOUiJs0FxWStJRTittAL3JQPTOqWuq7BaXwIBKvSUVqqJdGp2eVjywqR/i1NzpVaSIYWAyAZOmVK0e0VxBgFjbWE7krltSSXB00b5YPYxlTZaTC5Ej2wSlGfLNwxCw2aVL7ey+RcJYG4IK4W/VuVbK2LnuYigyYt9IRlVSzH67icCqm02YaITL3N4jiapvBBpEILAo80MULqbgktxmhNlhkshlalPqyR1wzVSuViRI8YDCLQ1wjpiEAbI5N5QFGwT8762+9n5Es++co1rs5mVHlBFiQ3KEPTqXLKDhRFhdEd1gZ9bAh4pfFll/3ZhDZ4Ll66ztlzO8ynMzpFyW133c7q1pB+vw+TMeWJnFbBbG/GaK2Px1NllsJUKDKKHOJ8ji279AcdJtevsbrWJ8syjBGtazOp5ZXQGaujkbhyBiW9Xofcavb3d1k7fILL24577rmHCy+/QtAZG5srXBnm+BImKvLQww/xY+94mJ/72Z/nsa9doD8oWBkVbB3b4Pa7DzONM+68+zjYHN94nn3+DDbrENwMHRVlB6qRhdZQViKFmvrFZ6gmBIn5UCmOxCdXWp4bhlnJDjO5N2pHZiPzAL51dFUgMwplMn75n/463/ND76HIIpPxnHe+5wf41X/zR0y356gm8ukzT3DHA8e5940PLE0KF597kf0zBzjfEj0MV3vSF44OH4VIpLFYU1BlgHZE3aDIKSz84ft+i162QdXdIs86xDhFaZeiNwzKRklnjB6jFdpktHVL20oEcK1dCrX7f0EepMRT9xXgNPDPgBeB3RiX9dkF4Fj68zHgPECMsVVK7SHH8+0/8Zh/G/jbAMdOnODnf/UfMvRJ7poML9/4SwhcJwJWvwYF7DPj1//5v+TFZ88td6Rl9og1ZEZR5WLFWr4QqRehteygwQWytiUYoaOb1hGtkIHEGNNK1eUDtFo0W23EqyTmTjgsrQQiKzni0su0WqVJhyyeAtpIercogw8VlNDFRWpPCEF2zdQZ1CqKtjFqVCYfXsnCupVtnZ4QWqXQNAWyiAeMFyF6CnSQZVW1iRYkm4b3OqVNLkT8mRybCUuW3zIrGmQjiuKOEiDErcoa0qQ/QlAG33qCU0JMyjS5jrQe8SobjbIKU0rDviWmqFPIclGWFkUmwzwlH/IDB3XSfHqbgcoweSaPFaTqjT7QziLMHback22uUioZqJ14w0MUpeLMM0+RTT31xHHOe2ZoHnvmFaaPewptWet1GIw0o7WctcGITr8kzy29SjEYKVxt6fcr7rn7dTx75hU6gyGXxruMRiNWVnoUZYZzDZPdOdEblLHYLGO0tk7v2CaFtugQmfjIyqDPk8+d5f7776R3sEMbHWsr63R6A4wx5FXJvIHBsVX+2g+9h9e++TsYbA24dPYxfv4f/gsefOhu2jpABio2eNUSaVjbPM7B5esYoyjLjPX1o5x/+Qy3nTzO+fom03DAeObEaho9QYnrx3svlHIVmddQjVY5NexgCkXRqVBWssHb/TnnnnwS5z3Ge0bDIZ/77Bd53ZseYvXwBrfdd5LfeP//yH/7M/89x7YOsTbI+NKXvsjL56/T6xScvucYq50hO35KwFKtZmSFIc49cebx9US4nFh0N8OuFstoE2XklLK717DLVcL1a0wmDb5xaOWkkNBp2BcBRAHiowBJnPfMZlMEf5ea/N/i+nMtlFGwPa9XSo2A3wXu+fN835/xmL8E/BLAQ298YxyKqWV56y+HBqkOdYDTMvaYB2hr+NwnH2N7Z05ZWZEgxGzpLglK47yCuUJbca7oTIG2GJ2hVI6OBU6LdtDamqZthTROJMQ5moYYaoiOgJMUuGSFMokEtABvBCMCY+EsWrGKa4NzFqOKpLWR5xK8fI/S4h4KS2GyvGEyUJJkwMXUPRj9KseRaCmVzpHFTVidESfDpISkWzxkjBYVfVrP9HICH2MkKAmxiouJ+jJWQy0tZwsWpxyzHRCXJHOVEspCik6QB5afu9ic2plnVqdjkEqa11YGV9aSNhNpvjetxBm0qSJwzmGMwuSK3ASY73DhlR3++FOf4d//4Ze4/fYj1HVNaOdSFaVERRsUwVhuHLR8/xtez/UXz3Gw4xgN1zmylfPcE4+xUqxThgu8929+DyEfsrGywSOPvsjdd99Dq29y6dw5NkYV169c4ZGvniNHszksuXPrdoq2xjjP67cOk9nATus4xSZ4S2fUIxhNFjOKGHGzkLJvpL9e2AKrLNpCnE4ZlDk7Ny+zcvjt7F47z3w6Q62u0F9Z541veD3TbkXRHzEoOti8pBx1QUdO3nYHzrcc2jjJxetnueutb+G3fuEDjHoZ99/zAL1+iZnugbF0+pZybUh7ccBw4zAHPuPC9X32Jg15XmOtkfZSEPK6b1tMbCl7Q0y3hDH4kHEwCdQhkIUDKuNQleW+B+/imS8+yWjzCOvH1jl77iLdXpeYlfT7qxw+cgRVwY/85I/y/e/9AT76kY9i6PLk81+ns4dMpwuNyi0d2+WFp18kuhnRtxgarFG0+2OqskfZWRFGQZDWjSDshCKV2ZZmMqMNYnldzCKE1p+oYCYSc00wEWXl9BRQSwzhN7v+H029Y4y7SqlPAm8FRkopm6rKLeBi+rKLwHHggpKR7hAZ6nzTa+bgsUswHTdM9/fZ3b3JxQtXmV07YL49o53D3DfUdU2RN7RhgsMxGGnR0jHC2AEqi8usYhxcvTYhMzl5lWPpUtouWvcohxa73qGzmlENSlaripXRCitbaxR5zuTmPs888SyvvPAY8eAaMTYEn4TsyqapqsxGggpoa5LLBmkILnqbOkdREYNNukYgxUAElSJM0zBIJ+nGAqQbSfxFwSJJ5ReTH3kRHpbAGyhFVIIGCSE5LBbDKBWIfjGwSq4arZLsyIgtE52cQlG86QvvtNUQFGGhOpB6XviTaSWWPrhOA7dUWYZUBYdEArfynngvi5jIh8R2aBNxPCYaPEGkREJrV6hENfJBXEYez4svXOLRL36dQ4fXCKrFFprJxOFdS4Ymz3PKvCDLBrg5DFdGbKuLGOsJsQFlOXxsE7UboR3wzne/h7FzXHhlm0vbe7z7r9/G2ugQz5cBq6HSkY3Tr+Gzv/91Lp+/QL8KbMYpVjluW+vx1RfOUw2OcmxtyPbNGYSWEHKpxLWSXmwKq1FKYV2L6Vi8c1y/dolTp9bp9nLyzoCqUzC/GjAUjKdzykzC8o5urqCAKi8w2mK1oYwledZB24xOb8Tp06cYdAZ0tWX76g2aPU/VGZB3NaZvsZ1Ip5dTrq/Snc5RKufm9i5HDudkeY7IUsVV1MxbdGioCoPJCg6aGjetaVvZOAcd4bbmg4o7Th/HX77J3Q++gUvbV9jfu8GRtZP0uz0aB0Ux4u57DlP1e8xDxKxW9IsNtmab7Iwv0okQMASV0a0qRoMeN7cdBk8m+haMh3rawdBiCi3yPiI+NMt1xKMgt7j9KW42RZuQhsRJElYuUIUa6yO6sqysD6iyLtZ2+YPPfv6brlF/nqn3BuDSIlkB70IGNJ8EfgyZfP8k8OH0LR9Jf/98+vdPfKv+JMDOlQv89v/ys0s5SesKpqrLoL/ObbfdzdETm3SOlayulHR6PbpdRVlCjlj/OkhAFoDXcJAet0z//uqi+tUn+lcPurwiUe8gDAe8/tSbuXD5Pn7z136J+fZcFpugib6Smxwtk1SlCb6QCjL5tCOeaajIlWRZb5Qdgs6IYZEdLPa4mITxMcbUj/FLWpJHjvAx7XQ+1iJfMlaquHiLbB2jBnKU8ulJhaU9zKf4B3libWo5sPw5MpVOsQkqDWhQZBiCF2vbwkUUo0+wEaT8hySAv3UqX7zICpXycowQpLUc5Xz0wifGUhQZ3Y4l70mrpDIKFzx7N+fMxi1+HlB5wcahQ2xs9rh87iJuts+v/OtP0O3nBFtLb9iJZEtFaSF0ul3pw2mJB7GFlaOvCcwmLXlZ0oSGQnV46N3vJlddVvPIhfkOa2UPZpb1zQ6XyoJut+TgxjbvecdbOHJoi8mNy5z73U8wGjvy6Og0Nc8/9xyXpwdEHzh6YsT1SSuWwtAwa2aM+gOINcFr9q5cYH/7GkZriqIieM+1yze4+8iI6YVXyDJDd2uNtRPrHL/zOOfPn8faDrkqcIAtMrKUn21Cji3EqdPvlRytVumvb3LvqTUyczs4xWc+8SjjOmNydZdz5/Y4emyNy69coqwsr3nNYT7/yId47uwVdm8qWtXFROkd/t2f/SncpEVHS1WWvPVtp4izCcFLDIObzql3J9R7c/wY8k6XarUkHkT29sd85933snnbSa5dv8lozfLOdz3E41/+Im9620MM+yNU2eO+172OP3rhMiudLnlhuLLXcjDbY/3QOpOxowgWGk2pAlUeaX2i/tuUoeVJMGe1VG5Yrcj7FTv7u8z2DpjP5oQ2UJRdilMjtFUUNuVWqYqy6JMXFdr+xSvKI8Cvpj6lBt4fY/x3Sqmngfcppf4B8Bjwy+nrfxn4daXUGWAH+Bt/1g8QWcdBSkcsicrwd/7xf8lKBhW3FkT5Whkw/MnL61ThIQvelaszrl7YR5UF/UElhO7W4+a1oLuigtozvTLm+vaM7YsHvHx9wsxdJ7ht3GyMCRNW+4rCRJyHpla0DMlNH9XtENZ6bGyscGhzk2p9ldXBOmVH0SsKjjjPysAwjpHf+6N/S3DTVDF6kfcYqbykq3FLJb4IpFqenU3Eq4ymzYBaBiVRJ4mUVIOLs7RWCdjpEygh6cREphRTyA4QIupVb70QhhZVKsk9EjHLPHWS1kyGURJOhTTIMSzhJMndoJL4PASPbQ3KkZ5nwChLUB5Fg1eGvWlDe7PFRkV/mKGtZT5v8I2wP7MsY304olQu9Tktpqdp2lpE20rhXYsK0jOOWuF8i2qAKEM6r2qqocWPA22rcI2nN+iyfW1K1lkQ5R2z2ZhulQnmLZZ0qgptoCgyMnr4Bo5vHuaayeiWFuUtNjP8lbe9jY8/tcOPfu/38rsf/ijWRFxoaNycxgW6Q03EEb3i7NnzbE9gVku+dF6VfOHLz3Hy2GGm1+c8cN9RNo50sK3n8Ike168rJiFirKdOVX8VA1nUNG4OtuBgUtPpWgwtRbdHa0uybMbtd93P4NQWzz7+LCfv3KKdT2ibMS54XnzhIs3OBNPNGfuArnqpHSIyvd3rjiJzFLZkNFrj3ttvJ9ZjyctGIpSV1zzxyy+wO6sJmabILDpqzp27woCcCsUTz57h4PoeftDh+s0pudIcG65wvbVUVcbDb34LnH+RsqPptTUuRsrOEDvYp4dFTTKy0NLJI43OCMETvMZYsR36JAlTQOtanHNU3YzRxpALZ8Y4F/E+oNwco8TcEWnJiwKlI+3Mo9rpUmP9za4/z9T7CeDBP+W/vwS8+U/573Pgx/+sx/2TlwutjBtMxEfDL/3vH+Keu1/DPafuoAqesjCMp3MOXGSnrpn7lu1L55kc3OTGjV1u7N8gmzbM5g02tnSrjHtf+wDZisVqmaiWSmHIyLOcqpPh2pbxZJsrl84SalgzE1pdE8sZqivHRBXBmpxBt8OP/vR/wH2njgukdfF8/7RFG5YhVxrF9/7oD/Px9/8OOsjkUCfLVFzk8iaLZmwFoyai7cUiuhgGRaliE4tyEb+w4D5qgbjJ75RgtHBrg4GEeIuymMrw/k+UgklrKkd76Ykuqm6rk35VS6KfinI0XlzfMOwBSPTyoBOdCRG36yTCR1taF3DOCWwXxWRWo1QjmcwxYrOSzHouvHKOup3iYyT4mlmTUVotgxsTZfK+gJ04z3waaGtDiIrWOfx0gtI1MXPU7ZhGrXPbHXdy+fkvcmP3Jp6I0ZaDgylRt0zdBK9yFsM+qzsYREic2wLfeKzJiCoDlbN14hjr1z3H1g5z29GjvPzyNo6cmfO4tkY5oVYtwtHaqo/tW4zRKN8w35nw0kvbPPXMJb7wSY2pDOVghe/77tdz8s6j1NHSWc/JQ8C1E0yRKEmuppOBaxp8bdBoep2cwWBAp99jphXVaITJB2xurrNzuUYXXYLO+Km/9d188Fc/xFeeeg7tK0LU2IQJbJuG2fQGWS+iSwHD3HHX3bj6AOe9VG5Tw6Vz5wk64+DmhOgift7SNi37V67y9/+7/4G3vfOtdIYjxjuX+OIH/5icMZZIv99hdmBYGfa4qF6ik+dkuaUoArPxjKMnj/HUuYsUVU90ofWcrvVkw4IDbZkc1HR7HbSJTKdzvAsE75nWDY1X9AIUqiIWI/IsZ393j7IsiaqTFClN8ntbaXFpu8yx/2bXt4UzJ8RA08zl6KQlrvXgzJd59Pmv8BUtNGLXGkxuaKNDkF0B084JSqrJTFmM8oyKnKIoiEQefMNpbDWTStI3icymycsKW2jyLHLhhYvcuDLD5RGjZzgvrh6xBBqKomC4soYpI7He57EXblCO1ugOgJigOTWMpzCZRW5O57imoZ4Z9i5MuXzpJfT0DIfXZHCDkklc8ALuiCCLZQjLyAC/8LkncpIPTqocJVPoRX90kUVivnH+nYYoYgN9dfWtkg4yWNkAFHpZeRoUIVHl0Sn4K7VQjZKBkomKkBZDrVSSmS/I77dE9gtJlRzMNUFnZFkm/WMfko4/LqnlClA2MvdeoMItKbsmgmppXYMPLbWPzGeBunY0mZbUSyWbSK+TC8AkSuyvi5Ho58Rp4MKLN5jVjjE1s5uXaQ7WOfPU15mPayZTlyRWjsneLhC48MJzPHj3wygamoljddDFhJZTh3q4uRP5UK3RXhPmDt0pOHz0KLQ1m5vrnLt4wNbxdfbHe1w5fzkdZ5VwN4dDVmKB1WBzxcr6OnefuIvPfPpJTK65eeMaVd7l2vVL/JNfeBob4fipE9z34OtxjUNn8PIr55nNbxDaPXodmTgTLQ2KUZnTyQp6/ZKy02Uw7PD5g0dQ+ja6/QK0ReUV2Iy3vvvtHDu1xh/98VchFrSzGlPkHD10iNbt41zObB4I6oBBt2Q3ztFZh2giVdVj9vTLaDLmswblDfO5oTNY4eG3vo6z587z6Oe/yP7NXapOxqAzoz8YoeMM3WlRs0iWKaxGrIQoql6OLyOj246hHi2pOhVF1zMPNVMaNk8N6OkeTz/2PHrsMAGuvnKFei5WU9Or0MNKpGtWcejkJlp7jnIEwSfqZElVKOuwWUExGpCXBUXxlwDcG31IejPQ2iV5j6NjMzTSZM6iwrQaY6LouWJDVE2aoMqCJVPZHGUyQh44enSDEA6YNI6owDmPMoEsE4SX1YGLFPR6G8yam4Q2w3h5fKPF/mazLIEtDP/61z7AZLZJ40san9EZrJPbVU6vHmXrxIjBVo+im1OtFowGmuqhHkxH/MFvPY22Bu+dLAzJKx2VwDGUWsAx5Li9qOJC0pEpMnTM0XGWFta0AIZbFZ9Wiqjt0vZIlLTHBYRhYRlXWiUhUpLzGBI8RPo2KGhVWOpM1bJ6Fk2mLIMLepFUgovhlOiTFpuMbAhaKaqqog6OeRCmZIwRo0xigkoEB9FJHEE0qQ1wK5RK8lmEAuTx1M7TehlAGRWpMk1M9kIVpaURvMO1gSwr+dBHPkVZFvSGPY6chE997HMUCIeyrVvOvXwOY+fMZlcpdeDS81f4B3/3EQaDEXfedZyTp07h5wesjvqce+5p6MO4tPhZwZndmrm2DPI+7cwzHHWZNDWnNzvkHcfXH7vJ8a0Ngvd4RHN4R4zoTFOYjLLXZ3BkjfWja/zgX/+rbF98ht/67Y9x/2vv4rOf+gohWF58+SqjI1fYvHSVj370Ebrmi7zmznU6nYZuBrdtjeiWfVrmDFYLht2STidjHiL9Tkm3X9IvKkyni48Kk+VMa8NgMOANDzyIG0NvZYXcGozzzMMUZRShjTQ1uFbhY4YPBuUisQ1gFa1pyQpx+GQK6vEUv/SJe45ujLh9c4OvP/Es/+L/eD+jQYd3v3iT02++l545IM4O6FmNLjPa0GIw5LpLs7PPd7zhXuJkn1mzz5GTJ3j6xReZhQ7bO2O2Th9n7/oBV89exs0lnVRZ+UyXlWVtWKGVQHYyowitw+NoW5cm6RnGl2hjKI2lsCX2L3r0/v/jUkoRprVEKNgCrxxZRwsFJbk7xFrYoHXEFIboWyY3xgIgSJNTp21aICCqnM3NLtNpJHPgfAPRo3WGNRmd0mIsmFwTS7DKUvXyFPqeqqZMkFhZZgjeMx8fYHWL1prT95/ix/7WOxiqAlFkyiHZi4ucJgAN3Lig6THAz2+KPEFHEa4DsBjgLF6IVCkqmf6qIFZGmgRmXfjNIXnXhRgUtWhMRe9oBOeVjtryuAafbIVAoq+DStN0laDCCwKSMYuqNKSpN0n4a2RhVgBmyfvUyO8aogYlu3kIToZIFryXCAQdZYmOaCwRQoPFg/LyQc1yQlQEB9oadCIfhYQDES2lBt8mZJkoDQIarEblemmZDHhc6/F+ji46+EyzO67R2zMyO0a1snk89wd/yP/1wY9C7ejnjtMnjhHwvPv7v4+d7bN86N89wrt+oMtv/ebH2T7Yo2r3ueuOI1wvLdGWTMZ7DPorRB84mIx54eWXqQYlZ1+4gI77nDw+pJnPiF2L1Yr1ToZDYZXiIEauXNnhyP2RO+67C1TgntN3UGV/xP13nuLDH/kUnapLd9Bl52CPd73nzbzzHffzj/7e/8wbH3oLH/jwv+LKdsalm4ZDawPqf/NxbK4YF1P8YESxknOQ1Qz6kY3+gJ2mZu4dRlmm9Zx+0eXKhSuMjhzlvtfdL1ZNIkoXPPmFR4nBM52OMdHxK7/4C6yujFAqE7anasi0Y+1oB4CyqtjZu04sA42bs7+/z4//9I9w9kvP8bUnAl2b846/9t288NJZfu9Tn+Hahm3JHAAAIABJREFUzpgq6/LGB+4g4DjS74E3lBYe//JXOXPuGnreMlw1TJ94gXnjGD28im4Ur5x5iWN3Had7753o1tFf7fPZzz2OLjQlmhNbx9BW3HBJl4Vr5lw/d4FgwAWHaRxeNcQ4xE1rOU19i+vbYqG0meXInYcw4ZaVrw1gjEUrs5TN6Ci51XWsOdiXDBWJRHBEUvwCkg2SZR1yA9OE+ceUAqiwGmsyjFFYI4tA3slRLqc1bSKrgDKWTFsym5FpRZYVuNlYIivygmcfe46f+8//EV4NcXUuODTdUoeGDE1oaqydsrWm2To+YCH7RomkSKUepdIkLaYcVENMg5V46/gqAx0SAESenwpC9jEIkMIkYrEykt2zkOaEGAUKQMr+NhITK7MiiY5QCZsmriJZ8n2MaC2aVM8teRGLvipSweOD0IiMkbTKJHbXCaLsvaWZOxrnk1ZT4V3NHIVVRoKylPjuJSxKfu+Y8GVRixe30CnWwnq00pRVTqE1NgpVymi9rH5FkpTT6VjGjUIrjW8D3geayRTbLShMwaGjm7znR97G40+f53c/+Em07fHi+T3e+b1vZ21Y0SlGrB7OybsV7/1P38lnPv4o9594kNF6xYc+8mkO9jzHjt9GfzjgwvVrtEaxfW2HPMtRoRaykoLYerzPsSqmSNiIQ5QBpdUo7ejkmmZ6QFxbRdsccst995xgNKooioxx2zJrHaudnFN3HWeQZ/zwu76LX3n/Z/jPfuY/YbBWUPVKPvvpJ3n26bOc+/1LtLHltW+4m0ObR3FxH8oZ8aCV9olzqKLAaY0xlkjNrAWbyzE0hozGgGsDsY1sDvuY0iC2gIB3NbVz3LZ1hJ0bNzEWpqqWbHqt6ZQlzWxOd61LWeaoJhL298h0yXe/+zv5nQ9+EN9EHn/yGYaDitX772XzyIjx7IB8VlAHKSDaXU9ucsoyx9dTjhwq2dq4h739OUdvO8b08k22Th3j33/mi/RZF+CKTiAUnawWRohhMUTRc6gWlXl8bLixc4WiqP5yVJQohbGVVCwAKpCphFpIk77FYmmiRTdBpm8hSlTMIi84ZeVEbSj7PdoISpeoELDaiQ5wUXEsFoQEoDW5xTSWGBK+TAm0V2cGm2lyE9nbn1J0IM7HsvD4KSZuY5UiI+K8olBa+i6Vp8gjuc4gWKK2kmCoAB0JOibQ8EJ6E5d2QxbH57RwtkGO4aIKSvgJLVFqS4F+lMl2VHG5CGNSCmQMou3U0s00SkkbNkVNqJhiIRZebRVRUZyqC92lvE0ijJfjfupPWhnWBBVkchQWccEAEgXrdQCdkWkrAVU64n0LSovW3DepdyuRE6JLDTgfUW2NCVKHZgg8Ns8y+t2c0iYuaJuYnguAslbY3NKphhxZHfJd73yzRKjajNnBmL0rBzx95jwmy3DzGSe2NhiNVshDQ3SBta6lOZiydWKLd79VsbI+YN6MMV3F8dPHuHzhPBNXM3dgy4rd/SmZibS6JrSSExORvpnGoL04WXQSN/u0QRk0bdA0DvQ84GYO30jedxNzDq33GfQL+mXBgc8JU09rYPXYMaKCG1f36A76hDayfXVCXweO3XuImR+znlkufPU6j33pcTyOXved5EUkzhS94YjGWproCLpl4vaw0dBEGSRWmZaZgTF4r8myDr/4K7/JOGSUztJahXUNITQEBaOh5a577+SB++9mVo/RpiErCuY7U8qoGR7u0Ssrrt2YECOEesrP/Mx/xKCCvZ09fvsDX+MzX3oa56fccf9tBBf5rnd/B3sH+1x/6TxxWjPaGMrGr1ruuPsenn7yAiujFfT+hN6gYG1zjaB6aLfHdP+AzmAo9CQVcFMHtUepjBBriJpgI62LqASsafmLy4P+P7+U0ti8JzdlYi0SBRFGynbRiMQk+iDUZjSuLqWXaJJbxWtMmxGxFB1L48Aqx9zXCR6BaA9VK1VGdMznU/GAmxxj5hJqn1IEbSHyD50FbGaZO4c/mIo3dCHQTouCDl4OvFELfb2Aps2pilGSzciiKDLHxbw4PVcWvcCQhiiykMW0QAqoQJw4SrWEyC04RxRFp1agER1kJC6P5fL6KjHwKCNuICWv+eI5iJ3x1tTHhORXSBuGDGwS69Kk4+3C3ZP6kQZDWvex1hBCSsTTCofYMrNSkylDmMxSCFggEJKAXfJetLKEFgiaaCJ1jOjYkutMHFZaJCxWyYahc4VXKjmZpOkQQwQXaRtPU9fL529LzUo14NrL57BaBmPG5Mz392mbBkugW5Tc3B2zNqwYdo4S2nPYqJmOHU3UuOgFvxYjDs+HP/YIw+MrQODxrz1PryyZulrexyCuq6jF8x6UJyojzzcsVAWRdhbZu36T1UNrFFVJHjXTG47pJLI6yHEoyqpkMpsyGHWJ2uCDpw4tm2srKJ3T1mNuXjhgriNF2eGtb3kjF9deYr+Z0O/3+Cf/629grObQ+og777mDO++6k/sfvJeb0cFklz/+2CfJewPyqsBaQ1PvUhRFSuNsCW1Dt+yjCku/kxHGY2bjQNSKZqo58/QrfO3R51hfXeH1b7qL4XCF2WRGQaTsd+kNS1SeM90ZUzhFRwFuztFjm9iyS6dQFFZTz+ZMppHB3g0e/uG38qXPzFjJh8wu7YNxhC50Dq+xteO4/Y6TPHv2PKeObbFxaJPdugMHUy5fu0z3YEfmAtHg5g5mEscbjQKtcbliPnG0B3NaNZMj+re4vj0WShQZdpnwF7RODf+UOkhMHzpNEyNXpzDt3MmhrU1me9vMdi/TSX21LMtpQ2DYH6A8NM1MEFPJQxzbmuAtrgFlNb6VfBVHCybDyjw2iazTMTBGvHdkRHCegCQnSvRAqtha0tReC9ShSeDgIFPhKOfiW8MWALwAYpVaAnvV4mi+yD/WMim3NuXWpD5siHGZb6OiEfugatPRWC1F5mrB2TOil0Rbkpz9G7RNiwU/Rjnqm0VOuRYg7qI1Kf2/5F2PnhBNop/75Wu1oEXLkMpjY6QmonNP20a8T3Df2MoClzLMM2NT7Ib0S61OC782UFnKSjOby+TOB8BI71riPdJ7luRUoleNjA9qyWo3AV8ritKyN3eEINKd8WzCxetXyEpDoTSjfs74YI/pfEgbAuO9CSujRiJHIsxmLQfjlpXRgOGg4LbXPcTt9x/lwx/+XUYbG0yvvQKwjEtWKibtnyEalQDGiz5qS4ia7es72E6OM4GmrRkMO9DRlMMuKAG6qCib6WQ6BTdn+8Y+Wd6h6IFrG3zryWzka194hrvuO4mxosHNlWaz0+G2Uxtcu7rPpZ0Jlz/7FH/wySexWY/bj3V47f2HgZZ2MsXPhuBbgQBbTXDgfcPdd53k0NZhhht9gp8zHKww7Fd85tFniLPI2toqe7sH3Lx+hTPPnGOwOmD3xh5HNlbJy/+bujd7tuy+7vs+6zfsvc90p749A90AAZAACYWWNZKSLNlRJJdVdhJVBucpFb0nb8n/kJc8uFKVSqXykKTKFSdxnES2LJMiLYoWRVEUSZCYBBAE0A10N7r79p3OtPdvysP6nXOhKolPqRR4HlAN4PY95+yzz/qttb7TCMRR8pqyHrBZRV9gSH3h0FsudZ6Dm7ucDcJ3H9zHyjXyMjAb77AjHUHmZAqXDve5smd5f31M6RKT/YadZsJPf+Fn+cafvE08n7GOkbTKlGGl1y0XUrJquTe1FFtIZJZDYn6+1LVM+EkolEaQxlQPRv3+JjbdWjXiLYbWTTBml//qP/8dnr8meOCDfsn3v/Mmjx8ecXTvDsOqsFpHrj51yNFyoQUoblQolQxtlGJ0vFrgcfQ5YKTgrFWtsLF4r/QgY1Qdc3TyBOsbrS3ZVAceLSIYi7QFdatQ0MSYBm8NXad8PMWHN2mHVTlTi2DKm/jYvI1wUC65qJompW0HqDGrCpwYVzvVTeEtgjhUTZM3EQXKKtgUQuECATd24135MSL6hr8uWaMMECTrqGgqxJ6zVORb/7YaFbh6uImS2avFWyoWL2oHXCIQNV44ZoOVBusaJCc9TKSaW1DTHnPBe/WA9A1qoGFAkipGcpHqiJ1x1tXXlpUsbxNOBkLJrJZrmokSqmPJhLwmp55+HTj66IgP77zP7qzQlISYwKzzlCFyfJJY97BczgmSmDDi9OScxcmcvckusXhiSHR07E8P+NQzn+bNozsY27BerRkorIaEtJ4QEtkUVqc9OTYUI5TSE8k8nq957tYtdh60nFjh+sGMqxO4OzGMxq1aKWd47ZU3+OznnqYzE3KY0E1vE+6/Tx8GkIhzwvL8ESdPphzOpqxjIgyJ1fGSF166za/9uzc5PLjE9f1r/O6/+irnw5J//s++T3fjgLdff4V40hPNSAUFec1/8Pd/A4mBxaqn251xfLpgsVjjc+TInJGTJ64Ko90RfemZXp5y84Wf5i++/T29l3OEsWF/Z5e4Gig5cenaAYu8ZLEa0TSRFHq6JpOjZTqa8nDxmOduHWCHngd3H9GlET57wmB4/CTwyne+h+9njPcO+Ef/zT9md3eXP3zjf+X40TlXru9zdnBIIXB9f4L3hq/+n19hOu7IkvEucf3GLqXx+ORojMFlQ+4L0n+MHP1XPD4RhRLAuovxT/9kqsGBxYhTwMGNiGnC/kTFjhZ4thnz3Bf+JktgVRK/9y//iHCeuNTuUs7PaqpDlfPVf4jRbuJ8fqSywJLYqCw3oew5C3YjTCmF87MFXTtjzaISs5WraMxFvG1OYIqrnn2AsTjbVLrOxoyirhTqLlIjKvQ1apeh47epfpKlglXWhOo+VNMN7YZAXrZjuhM18rWyCQtDyez2omOEWmwqWGSqlDGLQXM/K6+xUIv6hugOFNm6uyuVaAOeGTafnqnYv75FvYbWgisWlyqgVHT/61wh56imrQWsVfRDStGojAsXEVzyuOwYxBPLQJ8NMXjtuHOidV473E2ESCwkG2icZ7HqwTc0vsMVIcahUoc8Tx6dMj/VLkf0qchBVy+nZ2c8Pn7EwaWnGO1k9vdGzLqWD0KsgoJCOl8QlhEJkELg5Zef5cEHj9l96Wm++53XGPrMpDGYZDEZ7t+/x3LVUUZ6T0jruXFjlwePHvLlL3+TGC370ylXrn3EU09fY2+k8RhDKLz32us8f32XHd+xWs4JNtIKjNvEfLHE2hESllgGSBpi147G5FBgyLz7F3fY+RsT7EGglMALTx9yc1p4/nCHP13OafyYHCLkSN+vmYw8y7Mlhqgc3uJZLSJLtahh6Jf48USd0IekTUWISCuE3DOaTMkYpiKsjVCKpXGeBkNeJkKdlHJMRAwnpwPGjmBcp4S+h5hJDqQRnrl9yNmjJ/zhV7/FaDpitNvxwd0HjLyjs4a2TlUJw2IB4x3Hlc8+y9H7d0kkWgfJG6ygr0MMu+OW5z//PN14xrf+2z/7a+vTJ6JQioCvzPit1rl4dTyW2k2JRRD2u4b/6X/8Mjc//RL/4d97iqbWmb5AWsO4aRmmYE1PLAM5QY9++U0lkm9iG87nAyHkbZG0tlGQob4oQcOJINCHc9UrW1MzuT9G8a7O4a4WdGOt7k6N2r6VbOsrAO0atTvLRbQ7xVTqj5r4aiiVvrFcbduMqWhuVt/LkjNUz8NSNNzLiLoBmaIacoVeFNUuG7ljfQ1UowCh7iy3e8pNUH19a3aj8Kld+cdpR/X3iZEL3fx2mq+IepVNaoJjwQpYn7GoiYaKAOohZVL1zdwYC1fOU/F6DWMih8R6lQnrAVD3mMYLY4+Om6mCfwFEIsN6jS2RYR44X56RF147iBTpRoZeerrJiBwHyjCQU+adO+/z7p13OXh9ymg04ujJPboVLJYLfDgn54BtMxKEvVnL2flDjAmcn55gZMnR0UNWyfD2K3cZt2P2piOl1GBYhcTf/4//HYpTxdes22Eybbl75y5vv/UeyY65evOQz//0p/i9L3+L/ugMEWhGQucH3nnn+7TNjEuH17h9+zbTUeG9N15jFQfCfMXIOGZikJhxRRgWK4ZRiwlgJWPiwGoeWawGLu3v89mXrxJWc5royEYQEtZYQpXX5hwhJ565eoUrVw7JCIHEEAYkJv7ijXdVLpodxSVWi7muiZaJP/rSN3j2+dvcPLxCt6NS0VSE/f1DrAucnc45Oz7FOkGSVSDLWxoKo0lH6yyDKaxTQBpLTIHZLPHiZ55j57nrfO3ffJdf/rd/jqNHj9lxHsKAO7zCnXefcPeDhxgPvYXVbkuOA9HDgsLYJpwzNM6STSbE5SZ89K99fCIKJYhmmtTwIgBHRXDYFCaLM5aY4At/95fZORhx5ySwOl3ReOHalRnn81NGoxESerrGsYqKaKWqSAF0LC4qrVstlkhMkNNWY61E56IdLApgxJw4XS8R22snZzQATTmFGmyPetFqjIOtUbiiIv5cWTOyGW0r1SdvKD2Stg46SDXMKKZyFzWzJouOpFLBFMjbt2RqQdmmH2Ylj+v70D5vI4VUByE1yrBZyfWmdrKbTB+socTa9AJslEJGEw//sm7TQtK96JZ7udmPpgyxUKQh2zWp2pdq+Jd+Ft40RKv69WzQ0CwckhKCouDO2hrNoeN4jKpW2kQaSxlRRPeaKQ2kGPXw6PWQ/cZXX2E83mE09ownjqYIcbmsipbAbFcI86TRIll49NFjSm949/1HRHHMmnfJaUnIA84Io1YYj6e03Q63X/wMoV9gjSGsA9GBMZ6v/O436PyEYT4gse7YU1KqloQa7jWQ8yknj6ubU2v5j/7hPyAPT7hx85D/8mf+E37vn32LP/nWGzQOfuEXn+bZ61NeefVDvv/Wj3jj7fcruAld4xk1I8I68Oqfv80v/9rPs39tjG0ifQfYROqXuGzo14l+nTAywtsJTz465tp4xBAjyYF3ltmNpzk/P4eq3sIIfRiwTn1PW2cIJfPUjevcu3+kDU6y5JgJQ8E6y0cfHXP3zndpMcR1T7aF8c4+6zAw22m5/cwNDq9cgvGKJgp5tWJnPGaxzvzwjQ+YH2du3DxkZ2dKNxux+OABo1HD3u6E4+MzYg8hLtiZTImLFSfHkdlkzd7BGJMKJ+dnrJabGqDb6z5HRmIpUtVibSQOa2T5EzJ6A/oFE3RXWWMqS9kEdmmy4WI58PKLIzpggifseZ5EOD1dsliuaRrHqiyIAvMQNJiLauYAlDJoNG3OxFUgDzrqlpqOmI0mP5acyVZqRFRiCEkpBDKgl11jUEtUyg6mAjySodqVOYMW4Rxq91e7q6oeqRJo5U9WupMRQ0qV5sLFCC2ixNnNclrHfqmdov69si10aIUrqe7CMlAziUCbtKqksfUgMnWM33aGNm+70GI2UkcARas3md4Zp6tQubBukyoS1++XYxl6ztfzOsbrPkM+thIxHigW8S3OGTU9qOO70pMU4IobU2RbHVCMZp47p9c1J4h9ZL2KqnyXjDWO9XCMsWsMkdHU65gowrf++FVk5BjvOXYnas0mIhxe3uH+g2PWRhj5jq5rIcJTT19ld5T43g/u8PBsSRlbvPMkMzDuOuIA09kOw/AuhwdTQow09fCIUTmsO9MJH33wWBFv2zHbn3E+P+bywS7GwnA+Z372kFtPXWE5P2M0mWCbKWYcWAxrbj/9HM++/Dl+9n5CTMf/80/+JT/64Ijz8wh5SUmKtv8f//RfkF2ipMjVg0M+/bnr3Lh+maEUTlcn9cbzBDSy4G++/Flmex1pCPjOE3KCFLdeAmySTOtnVrJmlNu2JRULCVzKhJDV57FAiurEnUlY77EoD7qZdMQkPD6ec/fuY64fNMxuXqXbnZJI+Kbjvbfe5MP3z/hWXjCse8azlp/5qRcQO0ZyBzFQVhq/OwxrsoHT3HPy5ofY3RGutUyDI5xpYF52Gj/SiNfvtNG4lW7cqJlvv82I+Ssfn4hCqVpjS5GCt9pxpEq23gaOiaXkyPVL8Du/+V+Q3CXoW6RLvPTyFX71b32evctjlvM5IWlesDhDrPs+63QkCzlqoRp6+jAwlJ4YkybA5bI15aUU/XKWiJB4dOdD+lVDP5yp3DBZhi2SPigRtxSa0jEajelGmbZtMVa7ByOaF6O2abWolY2b+JbHo7JEka2dWcmyjbhV1AS9x8VAcaSccCJgctVoK/dS/7rZItX1CZBqfKEUI2qsbkWiq4QRMtmBFKlxDIVi5UJBZM1WT27KRSd6YTClz4VRbbgdBMOYlBOxRCX7U4gVZDLG4JqO8WjCMAzkYUUcBoxTZVTOicWZchRFhG7cMW6Vd+uqi5zzWrtDDysMgwjWWLpJw3SvwxjL8889g6dw550jZrNdslnz7tt3OTkaeDSKjDpH5zpe/NyL/Nxv/yLvvH+HV77zDt14xK//+s/yw7dehRBUXVQSZb3kf/hH/zNu5Ll0uMferOXYDog13H7+MolIHxLBFpwzOGO5ff0S87MneijjOT46IkvmxqVdXAqE1YKwXCMxs+oXTGcDL790Cd8knhzdp09CWi40XjcWPvvSC9x/cspk6tg79Lz3w/vstnscP8qYkSfFyGq14Ft/9n3+0//st4nJ0XUjzc3B4NuGiW/pGqV0uUZqFrZSyaBQIiQxxKD3ShGU9lRgPN5l0d9n1ArZWJJNFGcow5JJY9m5fZn54yXpZE7JA0hhNGnJLvHpn/oUP/izV7n+4rO8+mfvsFgvuf3iDa7e3Oe3fufv0rmO0bjjm1/7Y06Pznn19Q+4dX2f+/fexR4c8tS1Q3w7YnG6ohmN6ck0s5bF6RleMm3TcPNwVC1fI1nUN0LIeIkMxhBFeb72/4Nwsf9fHpvESFNQEvnH3TxKrpy/geXJfU4fvY1rTgjSME6OxePC9/78O/zqb/w8q8UZQ4wM2VOyfqFtMeR4wQUswDr2bHiLOSfFpQVKjhXF1aKTciJhufdkQTw9w5SV7tAqRw5XLcxSJMaCscL+lWv85m98nvM+M58vKWRKtTsrplRE+oJC85diL3INrP+YOxBO/S/Lpr8sZktOt1v+V1VhSzWlMJrlszkA9OcLGx9Ju9lDVmNctwHOsxbAjdP59nVW7qdyLrWDVS/aspnMyaUoILN51N2nNw1NCyFlQlTaijGuyhczIh5rC8ZFJAX6MhCSOgmVpNG8Q5/U0FeE6RTG7uK9i0kYk8nEKiiwugaxI0IpvPjpT3Hv3iPNbE8946nj4NIeuel5/917gK5fYp+J4jifZ3I0ChANIC0s1wvm8yU+Bu08fcPk8i6LkDg67en2Jjx5eJ/dvYl2YU2DLRabgzoHVTmdCigq20CCHkbRgO+IWSeLkR3TLyMhFXbalkuTgojB+H1ICZ8N9AGbhUlj2duZYqxmzjx/6yb9ShjWCfGGWALD0JNDx//yj3+X/b2rUBomfsSw1iwa8SCdyj5LVvZGSWCc0ZWQSZSkrlGqr1IGRsoJnxMSI8lbIgM2QicNpIA1hvFsTOwjptll/2DMw/tHWGOYjmd0ZsK1y1eQkSNPCs+8dAtrDKPZjOX6HJGBbuT46S/+DD/4zqvMp0t8axh3jnUeEAtt52l3HFkGbj61z9G9NQ7NYPJN0iSC4kj1npYiePQ9iThKiCTjSaX5sfXpE1EoNXhrrVxEkzTi4GMFXkpGJFJyRJpEMSeaa42Bfpe4XGJiz+rkCevlAiMeykCI2tW0pUWLYmYTdxtXPTEFchyQqHGq6g+JFjMSJRu9YSQzLOfIYClmAFMwYjW21hQdr2SgBMBOsY2hTwus6xDjNYe8xipYYyib6IWkcbJU2aaQL2SH245Sx8Sk6c4qxxTlO2bYksrVabxarpVSpaBgakayBmjCxjvS2E0++UUXWEomS02XLGguycYJqLjtmF+kaoIrbUgVPk7BGwpI3BZ6YzOp1NC3EhQQMx5jDCH05JxxJhNtZhionEN1GLJW6PsVORlVXBV9tU4CzmftjpVpTxbNgG9NQ3aCeM3UGUTY2e04eWzJccBKxrYNbiSMp54hrbHVyd1UdVJOSvSzzhEDzBeJEAJN0XyjbjaiazrGu2NuzHaxdx7wt3/1i7z32mu8+949vN8wAiwiCpmVSiW7sK7TYumcIQjYKhUNMWIyrHshM7A7nfGIE0zOlDRGisNkh8WSBPpcmE2nxLCidYb9SzNOjpe44zW3P/U079z5EQR48fZVHjy6z8/90r/FO299hC2Z1177AdNZx2eevcFoBEjUHT0GcReO9ZItxWTd0YYM0pCjMISMbQujtscYQ5s9pVg619I3ieJ0epu0DcVljPNMZlPOh8y4HTNfLphdmhKWA9PxhLEkHp+vef177/Hsc7dYyZorVxqKZE5PVqxOl6xKZtpOGaeCoeEPvvxnXL9xifnxOQeHl3ChJxu1BRRyxQMNpqj0VYoClGYLxlb2wcdttv6KxyeiUIZ14P7bD3HG0seEaSy+qPmEBkehvMOUeXz8hOuXniYHiLHHeEspkdOzOW//4C2aUUe2hauHI5gLuDGYXmkfLgBmG540DJE+ZlwxqkLemOZGyCYhkiFEnE3kxZI2j8BErBGsqNu3Vc452UTECk2jdm+ZhJQeEaU4sZH+5aIndNY9X4mBYmoHlGr40WYHl6SaP1isK5TsLlyAhK0n5cZOTZDtB+63aYeeLXoM+lok6m1SfzZvuhyFnFHxNmzqda5dJEkwogTwUiLWFGQTeSBS//vGx1NllCkIxXqKKI9S9bbayZMyklW3k7OlxHowWYNzLdYXlosFuXhlPphKKq90J43hVXWPRRBracfgO6u0E7GsUyGuV3Q1PdI5wXv94ttJy6TTdM1SCt4aRq3FeYujwRmYHewR16IHs2sY+ozrHMUZTLVD2dvfYQiZ2e4Oxj6BHJU8IBfddU3GUHNpk7fc1422P4nBNdDnAVsCHz1+xGSs9nGWogdsEUpqoThiEFaDIZqW6aRlcdJjsUx2JjTTfR4fRw6uXeHOo4eUHDA2M25HHEyn3Js8ZLK3y6de+gzyJj5mAAAgAElEQVTv3X2dYBKSCtYKFE293Mj2jSh4OYSBN994DxVlNtvd5jIF+pNTnBgu7+8z3d9hJQPdyHP3w3NMdjTOI16gGJquJfQLsrUcXNvlwQdz0nnPjm9Yzdd4MyZiOHp4xs60YzQa8d7d97B9ZmIsR/d6/vzBu5wvT7j9+ec4C6ccv/oQEy3nHy7Yf3qCcZprZUyB4qsYQ7/zUlRVZWJd6xX9nmICP+7xiSiUvnVce3oPiYG+kplLScQ1xBQg9AieIQQmkwkvflolY1kSMUZEMk2/5vSDIx4vF+we7PDeax8w5KgmGE7oZmN2dse8+NKzWoNCIIUeE4UkddzIsapdtPEqpmjH6YT1sMLiaL0Spq1kNQwvyqGMKWHEIzHQeSW0p1TqL8rVfkxjZDUQydbO0dTOUj+4XNQ0FxLFZNWHG83R0WKqhQiArEtzDVOr+0xdfillZ7svNNtrXUrZICn1keuIfvEzYtiCOlK0ozaoE1ApRknwmkhW98dSZaUqaTPFY0zWFax1DFn15WrGsemsM5L6LfpdYsHUHO9WGgWKUsTQ1C5nk3Kp+Tklxep9oOR0U6pph0l4q9nTxhY6O6KkzOlywaWdEcV5vC3kPjPKHWHQnGtjCl3T4FxDWa/VoCILT9+6yuJsQbZClpbxrif3AylnilVlVRHNZ29bj3F+a1xCiXXtnLZAWS4q7bSiFC29KJbz5cDl/cuEdU/XFWJcYZkQ1kON/tAVTYgeolSHK4O1MJGWaDxGCtPplFQM7RgiCd+NyL3GBe9c2iX0C2RIkCyffekZHt1/kxwLIVpMKRoZLImcChGL955QCr5r+ff/4W/RNK5mgOuk1/gx/91//d9z+mDN6aOHWB5RStEDq3Gswopp43WdVaBtHKmogm5vMuM4RXJUF6uTJ2t2rx0gdqCknlXMrOk5Wy0oybN/SdjdGXP8+Jiru7dJ1vC3fvkLWNNjEnz3Gz9gHld0rlFdvRjdqZK3VBNT4cQhW1X+paC+B+UnwBTDWMvk4BBMYVxP4VK5ebL9Iir3UcUkFak1un+zCEVU4/1UYUuQTWLwVjCjFucadcLJ2pX0K1VmbHeiKHgBWTu6rFK8kBNh0SMlk2pXhFM5pYiCEpCRZHEFJi7QSEMWQ/yYlM+6OibmKvPbxNUildkNiBqZFilViZPIrmDSReyDON2l5Jww1myzcYwpJCO6W7TVpFRyHa/zX1LVlPo+67vmIvjWXHhh1n2aupZvmPeV6lTH+K3aR7aMTWUoSFZ1kFIYEJMoQfNsWuNpjcGUTK4EcSmxxgh5hJrsaPRgUXwoU5JeJikQ14ZlDhibNPZWBO8dxtY1QynYmmcU4oCYRCrQjjpdbxilHBkE2yjv1I9H2LHKT49OHvPlL30NP3EM80AOlu8cP2bv0h7TidMibzN5WCONR+qhO7Ai5Z52oof6aqmRFt46XNHjb7FY8uTBqTYCWE6XS2IyvP76B8xmO9xd3cE7vWdMk5hOO7qmxdmWvg98/Zuv8uynn2EIQgiZxhgO9jvCAAXLwWyXENYcXt5lvphzsDdjToCcefzRE2Y/P8XFgeWTBe10xuTSdZaPlhzevkZp59y/c0osjnd+9Da3rl/nyuXLdF2nrl19T4kB+h5rXN1TRq4fHDItC07mS/aeucTj83PCkwVP3TpgtVrRdZqOakWz7S97y1Ozhm5nytJ1uDjXHKXk6KynTyuuXrtMkJ7l+ZK92R7H/iHOeTJr9q6MKM5CEVpgKXD2ZM7hU7eYr0/p133FNjPOqNY/pepVSgRbQUbvCSFy/uBc46p/zOMTUSipOxwtGPVLnJXirN+XuqAvCer4VSgU2SRgGxCjuuGif5ZNGEMx+ruqtjuWhBjdQ9lgSPmCFlA2VSLVIlIKJUXmi1PEtpQoKl4xUCRtNoZVkqhjiht5Qh50KY4hp7hFi0vMW+21Iat/I1zwF7eFxarJBxvTCANbxyN9HvXv+rixBYDy3STXDlN/eaVGlYvnFVM7QBTp/5iBxsUObSMhVW3sxsXJiBrqStV1Yy863LpV1c+zglQxqwImpKhUrJQRX2lPZpOxri1sLFENN/Lm/0Os7IBSCjFnbIZ+Veh7lYsam/HeMB0bjE2Uoj2DBsE5JeKXzP7emJF3LE8XmNLp3jf0DDHQeI+zRRF0yczXPXfuLxA8k7Zh1nS0i8TdJ3Menp7RWMFUi74v/srP0XaFPqyJJSONZzSZ0CTL+XyFcYIT1AG+QCue60ldk86BBR3Tg10u37jOZ196mW4S+cpX/pSnbz/DrVsrMoXlovCl33+FxXxgf3fC1/74dYgG22baiWc2HjHqVBP+h3/wdcaTEbYZ4zvDwdgys1OkwPzuR8RQ6LzlyTAwnezSuo7H6zkrCs47rJvw+uvvsTxacW/4kKtXriDiyFH31KGPuM6TotLajC1M9kas5ismtmEVBuXhknj86IyRd6zPAq61iBeaxnLj5lXEFP7oD/6QSbdDHgKSMrbtmEzGPDo64ejxKeNxx/GHR7gcOLw0ZUgRcKQUMVYFHX3f00506mh8oStjFstEWqm1nyUqHtEPgMN7yzPXDuoaDlIWlkNhFX4CRu9SCpkAWWV+YpSeow+peG9Up25Ttp1aLlK/2IkS1HLNbHdrmwKgYEGqFk0bx58+rgkSAI08UH10JZ6j3Z4aPCQW8zW+TCEPaEaXgj4UlV6ph6MaHBjbakRmMcSct7r1jTVZKdWTsBTtGLdiGVW8ZMqFhLAWUms2wEvZFkcrm9wbNcfQV61BX6WuGrUQ6bhqitm2zjXNRq+uqD2dlbrJzKWO7cq5VImltnJbHmb19rOoqzpQDwZ9mKIkeVMyUmoYfRgwSRH2kDYE9hZvSq2XyiSo4iSQKglNel0iCgw4Y4glkmNlEWSNC8bon3MqpBKqu1BUL0Jn2Z20uARhkbHNwGx2wGTiuHplRhkirVXwyFjD7s6U3UXg3r1zdrtDDvY7braW3VuHmMmEb3/3bU4eL1kPPa5t2G08cdWTo6UbNYycJRnDtBHm80AypXbGQlOE1lm9nsUQV5EXfuY5js+Oafc8k6kjN5mI8NSNQ9567W0O9q8zObzCb/7WL/DKt/6U1eMepgbTwZXLu+TVinsfHtFOPb5ruX/vQ0bThidnK0zp9B6ykfHOhCEsMWPPlYNddcZq13iv64CR6UjDgifvfsDIO4YRFAwxCyTPu2/fZ+Izq5Ig6n5vOm6ZzmY8Mse4dhMoVzSfZh2xOBaLJSkFkIHp/ozLt29RfMfx4zO+9/ZdLu9knn7+JmsXOQ9zxPS8+fr7hNDSGqEfFoDh6sEBTevxE0fTduSQSSGw001xJZO94LNOo31QVN6GROojq/lADD3eGq7t7GEmupLDO4JriKH/sTXqE1IoM8NywHiLMVY7uazqipS04xKx5BwwdpNUqCAMOWM6TzKZEIxqrz/GiSpZ3bbFWvq14H2NZl0HpAzkAkNf910bk98aB0vWBLfFPFJKh82ChICUglTTB506jfJAC7S+o21HhAS5WNRSWNQIt3ZppSjKrQ5EsZLJa0edURv+WtCNMSQLtkRs2RQls0Wvs1FVTfU9r+ZBdSSG2mHVf6nX7uL/qj2bVDqSBfD1uYENDxMU8JFcqguSnkgFtaTbXgfJCluVi4POiYF1IfRKBbIGQtADK5WyLczWGpKtdHSbKl8+KbJuVQ3i/cZ1Rqo1W/XSJJCICIUhDizPByTrje/bhj/+yvew7YTRqMM3evg8ePiQxjrGZaC4QtM4BRxSwTctv/4rn8f4Na9+50c429M2Y2LqIRaiFQYs3XjMv/7q1zk82IP+bUxrESyL2USLYQrYEgHNnxdjVNI58vr5R0PXRsQVXnj+JjH1nC8dv/K3v8CbP3iD3Z0D7h49pr10g/0bVzGTMbeevcV373+fz7zwAnuHI6ZtIvf73L37GNu1vPSZZ3nzh6/zG3/nl/nqH36bRZyQxg3Dj35EI4X37tzDlpayGPjOH32DxaMekxZ8/Q++hncdxJaxc+SYyYMGv9lGSDGRYiEaQ2NE1VV4Qh/IQScNqpGJzQY7aZm1GsUwutzwzo+eYP2IndGEUDSo7fDKJd586z5Hp5az137IqHO8+9pbBCnsHVwiW6E3jtJMyOuB+x+c0jp44fO31NYPsN7jvGW5OAHTUsoK7xImFzpnyKtCP+8hqilHxLEKmU4seKfep94Th58Ah/P+bMV7f/o27aUdbKPopDUZZxuNerCFuDjn7o8+xOLVgZlATkmT47JK3Hrnuf3c89iRo5hIyQXXNgzLc04/OiGuz2mqFrjznY63dWdIazl49hbdVLM0QP0RSyn04Zh1esLUdIgNujMTHbudMdgMA+CdwyJ6I4r+ChvQL7RUp3B0JtYO0Kixbf3CG1PH6Q35u2iYmrWGlJrt+KYyQrctTMbEi12kQpUAW+s2/XOVLkrWzs4YkLRZjdY2XDO+xaqWXIs6tcuvSw6pKilBkeuifE3JF1JLg24GFGAKYAO+K3QjHbUXi8R6iErTKhmzKnhT8NUdO5XMOgSGPmOtqe5Ppio7dO+swIvDW2E8dXjTAJlhvWRxDkUizhtiVYL41tLngUcP55ik7uphHbCs9XO2BWvULOHmTauGuEOh7TONTcRpj9hW97+2p23gU8/e5PDmjDtvvctiaRgNlp2bVldANtE2Db7zlJBJydB1ljwVgp/plAG8aC5RztbsXD8gGCEUg82Gy1NPzMKwWtNZy81Zw3q54ubNW3yX7/HMrVu0corNsNwJyK6h0DO65Lg1fxqfZzz48CHT65/iiz/1HP/irR/yCy98midPHvPZzz7FV/7gm7z5yquMuo7ZQcvB1OB9IQ6Fg8kVna4mCVjQuUIqERMMuAaxFcRD2Rvr9RpyqsmcClJaEyk5KGgVPd54TpeZpyctWdTBaffKlJdevsK7bz7gxkvP0raeBz+8Q1ovlYLmIafC7v6E8WiX/a7l3vuP+cGb9/HFYnJgd/8hw7ci54s1sXhG44Hd/Zapd0gMMPSUPjDEQhoSYsH2C0za0YLeWLqukMLH+Ih/xeMTUShzDpzdv0O5qylptjGI0fzenAznaY2zEZcBZxh6tnyoVDu/4pRC9Pa3H5OtJa4zktRwdCiR/dEeIxcRXzBeWFqvSpmUMc5hQoNzt7WbqmglJSKmcPLRERNnYFhfAMhJoQuxqigqOGI2xAziskarlho/K7rHK/mCpiOify8VjTLFiRpnSFWrFFPzr1VE6RykTZbPxrdz0+4Vu9Vtb69pHaU/zmbXTlMotvIri7+gqmw9Mje8ss3vquN6UYqK7h+V1K7ADVVoudkx5wsmUhK88+SYsEbRflN0DZBLpUjlrCsEJ/RrwZRU5Y/qrBSSRlJ4C95ajHGMpxP29hy+HkYiauWWSUgSjFflQtu0dOMxftzhWkdOhb39GaNWWC/nPLmv3dztT93mgwePiWvt/oYMQ0yk4ojJ0lQwq4jGopakudAxrsi9ZzrrWB8vmO6OabtYr6VRH0TURs+aerAgmNZj6ueRMazWC12Z2IA3Ts18syEEyBjCaomNa4bTI9yVq1iTKCXoxyYGN2RuzMa4kYdBI1OKyZQ0Z73owXo+97mX8K3j8uGMfljwW7/xRf7V//01TA7QC7c+9xRiwYvHZM3NLjgoBo86MilQFpBs621VKCVwsDfl0d3Hig1YEF8oQ6IUPQwphunemCeP1vQxYmLU7Joh0nhL21nWizWNc+y0U0KxdLbBF1ijMSxd57FN4bmXrvLkUc+j43P2J4lnn79GMA3f/uZbzBiRUmF93OMnypl2E8/IzpgUg/NgmowbKSPCFUtnhEsTy67/SUhhJJHzMcbq2JtFsLaQg2EYCrYkUlSUl7pEVvDEIMYhToBE7pMCF1losEiJFOlxxkBaEdEx0RpDCaLa6mKgWMTtbLXTqp5MUBIpRvqVJhqKUQf0kgwSBevrbi4r/uOsQVzGtaYWKB2fs+jJqCsBvXEMG6f2iuxKqU5Dio4KSg2SOk4DFTqiaqp1JVEquVykdqEGNg5Mm8IoRneLKW86s7rDJSPFVrBMnyPLxueojuniKkJd6l5Nr71m6OSqbVda0sYJffMwxUBw2Kzv19qsqH/KmCGDRKwxWF9Bu6T7XGf0GnRGsNaB0UiJ6dhTjGUslqbq1PGmHia5clT1HhIDbWdpnKPBYYonmcJk0jEbg7s0YXHyPs+88By7+/s04x3ee+19JEQkjQiDI4YldFYlpkVpSTlpAW/qCB9T3B7stlVFSM56H4oTiIbKqlX5aq4Ru1Z3aVZg1GnSaPEZ7zJ5EPp1Ile5a+s7TDwnuxXqAeDAGdYh0xpLjpHGtpjccv54QEIF16ywmC+Z2pm6fOeka6dloNvr8J0G+UVA3AzrIrayTKRUEn6BEhM2b+6rek/Fyh3OhfWQ8a0jlsho3OLFMT8KpErQT0VopjPiR0vCOjDuBkwWRsYwMcLzz15naDSjKlhPO3V0rWMdBtYxkYNmTEnM9H3EdIbRzNE1FhFLzJlnX7jN4vESZ0as4xrXKjjXOqmu/Cj9TwrOOYpRYYPxMB57mt3ux9aoT0ShhEIwSywO4wwhRWxUEniyiv2WUhjISG+QsNHOZqT4mvkSwCTl7m18IhtUZZELA0Ksvro+erVBK6h7djZIjCyGBZ2Zob9BSDkT4sB6vdauz4hGdhqnFCGTqyLQVOBCs7ptJSLnqIh32u4btegkESV1Cyh1pxLFc/64IOliQ7hhAmwYDHmTsVNjGIrCXRqmpI45FzSfUpU9Sa3d8mZPmWvBNVt+o8gme6YgOV2ASmJwG9K6pqEp66AqT5BMncXrmkEpSKUUUlR9e7aVXWAUmS/J6w1sUm3ANOytpEgWcMaCA2t0Z2odumoogt1yWdUq7uKCiaZ0OpVkNniu7o8ZlkLfK7DmnWPkhOISN24c0o7GOO9IIahCB0fKaxpbmM97mlEHQ0JcldfWp7INCBFnHSVlklFPRn0zm5Z6E9tbubLGbo1LFLRTxsZG128CSCMaYUAh5Y6cRnrPFqNFgogz6rqE11VDKIHsnEYy50ixws50hs2GIWe8h2xhGQKtLQQi0VqibRDnMJOmgpNOu16xuqYpDlCxQzJnmJJIMqIUT8GSciHnzFAg1gwaG1Wo0TQGgpoqr2OheKFJGg+chkQ70s/VuwZjMhNnMSPP0hh8a3DOMRLNuG+kQOlVipgTUhIteogOOZGswzaWZtThWJJTRpKh6QTnlT5mRZTMEut9jh4a1reEVUBtwP/6xyeiUOacODk+IucWY5yGk4qnpEwsgZwjkh05FCyWbjyiodCVCE5NGVJKrIae1TLoHS1RAZWsI0TKUdFdFAGdTTuKNWSJCL66zTg20Lnuz5T72A8rUir1A1TXHnF6szoKrfOs0EJgjcfaRik8Su7B1LztkgWsr2j3hoJUP4L0seAxwEplN2a1bVOAZEMnUtmjdoHaQZWkXMpNFvbmy2q0X6i7Te1ek8I3FcS56BKgot5o4VMXdu0wywYgKoI4W99P2b43fV3AxvpMAOtUCme1MGQxiqJaITdOZegYTAbr3bYKmTq66v5YZZ3kgoleDxtL5XTWIikZcTomtq3HWl2ntOMRzdjgQ6KcR4amUYBIGtqu5fIVRywWI4UYh6q2yQRZcHR+xLAaKH0hSWQVC+kYsrd4Y3EUmqYhRDVU9lYt4WJVT2WxNV/c1WtrtqmhYupBkgpqcmyR7HDOYUXwneN8eUKInth7Ru0uxpxiC7RWmO54vAtqMJIS54MluYItovrsnBmGgfF0xsHla4hPGDLLkxVur8FNOmLI9LEw9g1NsUjosVaddbYZT1L5nL6Qc+D4JDDOHc4lvLGqcsmeYd5z9vgccZlhNWAlYTBIKlvLhhIikpU3mwzEmBFrWWFoKk86hojxesg5J4hzjHzCmoRJgM8YUQ9Sk0O1MdCD2VpopkIJ4Hvl4lqr33fJ1CgPpcVl1LvVknDFIuIp7mMH7l/x+IQUSnhyNrAeIiW1Oobkud5MWQgUhqy+cpORZ9+1jESQUSbT40ToQ2S+ijw+W5AThKQ5JRRHn5SfZ4xjZ+zxzuGdjnfO6c+4Rpn6xmi3lGIhZ0NaR2SZYTBE5+imBUfBSdEvpdMPKUUh9x2FEWYyJqaAuNrRVr6OrXrfLA4ppZLLN5GyaKEuG0S7jji2OglVkKQQK1NR5YS5VIqMEepGCF2kXuhyYv6YmqfqyQWrz51V/qimwB/jc1pT+aQXKLgRTY/MSdRL026s1LTV1fehdnOSdae5ihE32aEZtEPPNSPHVktxBdAr+CTKFFA7OdE9sNTI2tJQrCMaIaRAI4BUf8uNlZ6AmTTb9+p9Zn52gszXGBwuj/HSqNyxKqFsUgAqpUDXKNd2vljwx1/6EwpB9e8p07Oxv1MAr7Utd63hF/7OF1l5yASshZiqnV1Wc+AcBlISgve4FMkEYt5wVPUwkBR46413SDGzWAWstQzzni/9718lrQ1f/9p3GbWePkbeff8OOzs7fP+VV1WSJwbXWjoMMUVOHpxSYuH3f//rXL56nWIH/vTffJMuD/Shpw+7xD6Sh540nNHtXtZ1QHTkPpHVG5CNgUwWTxqEFBvOzs84efSQqZwxMYlSLGfnmQ8/WlPaCas0J8fAOmhTsjNtuXZ9gs2RHM+YzXSpHFLA02Ex7O7uspzPEVsYTSyzw4YcAzEsufP+A1IveBGcL1y7doVu0mEstGN1BFsvzrFuROoT9++dMgxr9nY7Rl4BTOq0QlIXsVQMORUwbosJFLFV6fTXPz4RhbIUYaAlNDBENUTwEUAIITEk0ShNU2ik0IeB1kwZWoc6nWho1TqoD2EQtdlSmlEiZleNUjNUMs0QhaYWISlgQo27TYUtNlES3luC9Hqxi2V+qqOPRVhaJamaVCB5RuMRpRGKzyQSuTqfK/VGSFJ3VzVtckMClw0pfJPIuAV8NtQb/TldnToFoYBUIywUIQcF1EstrJkiesKKKL9Sx3EhW73mGy3NBkAqG16mVANgIwqOQP2Z+nkpp6juRTeWePowtevVMTBrtz6sMUkISr/byh6tBXGbqV1znLOtmm6joFIsRSN3PQRRpHi+7hnW80pU93SNp911CsptxljUHTiHjMFRminGtgoAItii4XWKEKr00nqHEIlJx1SMmpmE9UDOqTIFLNmrm/fYt7z7/o84Xxxh15Z+FTi4us9q6MlJgclRY2nbFt+m6qbd89qbjzA5MOl2aJxjNPW0U3VJunP/DotlYdbO+NxnrvHBD97gw3uDvkxr8a1lPTMs1ucAzM9WzBdxu99u25bppCGs5qSsIWGpCFO/Znplj5d39zk5W9IvH3KwP6VpEtNxR2GgFFtz3DUnfegr+8EUxGWms4Yv/srfwOcTTE4YsYhzfP+1B9z5aMX7DwNFWgyF49Nz+lw4mwe8WVGK6A4/rAkry9B2NDUcT82YIyerSD/UPWyO7Ozvkc4KuaxIfc8HP3zAEArrCJef2sM5YT5/QDIjsI756Qmtb2gE7EwzcYzXUGdbO8YcMioHVTxBVX+GH+9G+UkplEAUwzqoaF3qmIZYsvUaJF+Jy85kTFbXn5wgSUM2iUSgSCDFRIzqs1MoKvAvChx4cdtUyowQjXY+lIahR3eERZUgpExJkVJ6YgwY6xAKaRCsVVPfUrS1jyljMkjW3YrquAMb0+HCBiCS6vKDRrVuACnZoN2KaGhGdw3w+ktbS6oRr1P+JRp9KrYWxmonJEWoGMvGXGdTRysSvhmrRO+AioyX2qHacqEv13hfoA7rlIJBg9I2DuO1IawSscpBrXP0dDrlC1/8Gdbrh0gW3rnzmB/e/ZCYCqSk3axVJL/Ixg9T378RKBG16Q+JJJFIIK8Wuq/GYxhj9zuyaeq9VLs1ayAYfePW40czQpWBOlPJ8NS8I5NoRx3DIgDClWv7PPOZ51isl7z16g8pfSKgenzfebx3tN5z5dIeEjOLkwDrRGwU/GgmXT1YDesoSCNMnCER8a5htXYY10LyRNOwPi9c251w5XDCL/3ST/G//ZP/i9Y23HzqgHX/FO+89R6L9Yov/NovMukMDx4csXN4g8Z3fPlLX+OXfv2X+Of/9GuMul0Obl3j8qHj6KNIPFtiBnWZck6Iy1O+98q3CSvltU5GLeerBWR1wNrZ2ePsJGr0glFu6b/3279OCsp3HbmGIahCamQEXKKYxP6lET96cAZti/Ww0xmOnjzkbMj0qzXTVu/xIRbio2MEz3T3KjIeYVyjUR1D3ooWcunZmbUcXjkg7A70fYv0md3LU1575T2mydE0jqbzDCWzGgx7l6a88Ll91mcD7W5HP19TRA+PZHT1szGiFklb4LZxVhudH69g/GQUShHwjTDCkZK65YjvFClOaolgASsWi8GJ2wZ/xaxUlxCU7Oo2X2YREIuIDqsex6hpaZuRGulicVmw3lYDW4tsOs4CoDShsO7JWfDF6TiJCu2bxnDl6gFZMvNFIM0VPUs5MfSZxmlcRNXZaFdmNiOfjvcqs8vgLrrIzUPNd4N2ibkupOv6f+M0LUCp/o9Z1BxY/yXV7k9HZSoyn0vRLrc41MGHqqu21dVHx2u94lHR43rtM4ZcR2HqjtRsgKptMd/sDKNePyLzxQmvvvYhsjpm3Qfmg5AHIBVEGqwtW1R+sxorGXJUGwy9FokSEsMqUViDWwEGWyyNa/Guw4gCEVKk4vqq9be+wTUG75IWZymUZNUJqUBpajRITFhvMMXRNjPl9B19xGQypaFhMAq8jCd6TzmEg0uXcCZzdrqmmzicZLqS6VohekNyDbZtkJIVHY8QJSHjEe7KDlhPlJauGcFOy0DGSMcLzz3POo7BBybTjsnOhNFOh0jBNw2jcYvxQiyBq9eucuP6ge6BPYzGhksHY8K6Y7XWBsKPG2IaePGnrvLqOw+IvebevxeS8AoAACAASURBVPDsNaKFs+MFN2/8v9S9Taxt25Xf9RtjzrnW2vucc+99776Psl12pUhhFOdLSgENkCCiCRF0QIkCiAZSukgIgdKjAQ1agIQEipQG0CkJOtAnSgskRCnko5JKlR1M2S6X33t+797zsfdea845Bo0x1z7XoeyqUqokezfs994995x91l5rzDH+4//xNR5PJ/jOA+fvfY5R+ex8T8XoXjEXVBYeH5XWBCwWSzd3C4fbD5iXE+3Nmdydy8k46Ct6Nmw789QMVNjWlW1rqHeeTp+Q5xu+WJ/oOC8ON/zcVz6O+1wzPinLIaNSo2HCeTy95ctfu+MXv/ZlHrYL60Z4lzZnssRtPrC8cjQLL7/8ivtP3nKq61XkoQ70RNGZKV/w5mRTUnPq0/kn1qifikLp3kkXOOSJ/PKOeTmyPZ25rCfK4lzOG0iYgN4ebvnqB6/Ic+eH3/8M8zW2455C1tYL8zyxvLzh9sUdx+MxxritReeCkYG7mzk2lU8NupKy0Xu7GmK4d7oZTw/3fO2r7yN1i3FybLk9zZzzgTJncjbKXWaTRHfj1775Hb7x9Q9DlTKKh+fonKQzTCUCYriuUa//oFeJYBTHnT8eRU5QIivaGRbUoVH3KE67Dvu6MPfgZ+4SRknpusBR0cESiO+/L3HcHLE88s1sbPT3hY9fMdcweI9cH1zfiRiOGzMrrOvKaXW2+0StxtYbokLWFIFpc2DD66Wzth70FIc2inDglONG7x4BYstEKTP4zHFZWOYSxdagb50mI0bC4gBZ5mPICKXTrHF/hgMZM0Ga8Pj2MZbxRSkIy2GiHA780i99nfXDjX/4m98KypbvssxtGByDF3j9+lVkunMhv30gtx6W6wLUkdZSAkt169zcGTkJmkMT7wLpcCCXymrO+196n9/+zglPC8vxwMvbOzx15qUgIuTpiFiiGXzp57/E+68Sv/gLB37uyx+yHBNt2/jw7gM+fTBaqdy+vOXN/YbOL7m//BZlnvhT3/ineX+5pcvEev4e8/FIOU6oHPn2N7/HMmek9Vi6+G7ootzfnxCUxoSSuX80Wn+gblssDi0juSCSOBwTphfaukU31xo5QG2yNOa8Mq2Vcwf3LaJV3FiWWGyJB1w0pUxPgW9LEi6XR3LOmE4kLySpEWF8FspUkBYmKQC1wePjhac3jzx88UC/QNqUf/Zf/oVB+TL65tx/8TNQKCE8AplA1UhT4aMPDhxuPqJJp/eOqFNyYUkHsgu2XqBleuskU2RtJMtMU7hgy7nRUuOpXTguOXAWC9ldBd48VkqJpYaJwLby6W9+EjJJLaEzHiP2i+kl6BNbPdH6hbMVLvUlP/xkhlzwoVd2c9SMaYKPH+H9o1FSWM9jHnkvyLOLOA3PsbDRkWnTB3aoDF7kKF7AM19RYnnTPfDU6DBH8R1js9qQSVr0qtFg72mMzzz0a6CijyxtsYi/fWfLvtNXksRG3gcNaB+ZbaSnKcHP9D6WcOfOMd+Q7NNB4Da6D8GlOrTOUhNlCoK0DYmjDIMMW43ag8yvmkgFZJ75ypde8dHLV3RPYaKhQQK3vvHw5sTlZDy2c6h+LJIw5xIabMkximxtZavgPdROpBok5OnAi4+/QkmhZGq9clym6Ag1ME/bQlN8enrCN6G1MJqYJJOWmeP7d/hUcA1aVr001DKQSSnxJ7/8CggfATdofmHeOiShqzEdjky3hmniMCfuXsyca+PzT97w5S99wNvHz/l4+TKunZvjHeVwy4sXL7iZhKkQlnMqHF8e2NZGV+N4+5If/OCE+CvcJt483PPxq9doueFxLfzOd9/wlZ+74YP3lL/87/x5agsPSzs/oSXUZ4F5ZqYy8pq64bmFtr7MaEvD3s5YpqD0aBrRI90pWXj54fvUw8Sbz86kpLy6m3lPCzevXxEkPigpUzLUzWgWW/xEoYtTkvD45JRjDju5siB3E0zGk5247YntskEJ78tTXXn75oHHLx7ZzhdojWWO6SOpIxk4TNTpZ8DhHILqYQQZtl0eqI/hIL67hKhDkc5ZVpLGDfzw2RpuNG5B9NWMt408ZyRFseuXirV2fehDky0c8oQVJ2uQK1ernL75LRKCpugo22qxobROY6NTacuJrRxZu3Mx8LlDCXJxQsNOy2Cygg6ML1kabItwBg8YIbYhV/2LEL6KV4xt7zFjcWSiYys9MEMZD7j50FfHSG4OyRmO6k5K0YF6jz+/5o+JDLxz0JaufM+dghRb804fxXS4Q0uglRGpEZa5e4738+gd719SofZYNsVhMrTrtQ9/jjD2QMIKrRRlmiayGuctArlmTZD1ygzQKfHqdkZyWIzZnlskAZs0bzydK5e+hfyTkZduDfQA2+4hYLQ6yPM+jGunCbxQzx15EfeSdJjzwpxOiEcBT5JJbRSKlOJ7j2VcnhYkZTSFM7e4D6xsQCAlNvRuz6FoaqHl9y483T+NjBfDPNEk4+qUHAIIax21DYacdNb4fY63N+RSxtISZFLmeUbsCWi0lJEqqC2staNpwZLQvDEdFm6ON7DApAXrl3HdxuHdxqLToXaHOQ7Va5CeCObt6v+oGEkbtiVgJqeKY6Qcv3PKDrKRUkEnIc8z06yxnJRRCzyWi0wOFgmb2mIaMTTC7JKHm1cymhlba/ihcDpVvv/t3wZXju8tpFZZLDjPnqLY1t7QPOPayNOOt//4109FoVRNLC9ek5eZREF1wnRD3aiXlX4eHLwMYo0iyuVy4kycZLc3M/NcuJ3DlqvWDSfz4Vc+YpqVT7/1A9atklKMBFNSplwo6tCf6Fa5rMH+12TkLnivWBW8Q1Oj6RZW/qvgtQwda43URsmhOBGB0nDtzCUcd7A0OsjgRKaxuGEsB4QYEXWvQnFFfiQR9rpVHljec+72wNzcrkhobJD1Oq5GR+rszuOhOhzmFn08xPTn5Y7vW3AdO58hS7MhTXQf3LWds+lXkjk6TIe1RwyNbujU2fyC5bF1d8fn6DC0O5oLlle6bSAFSUoeaGwqu1M5tC1Q2XnkhGuK3zUJmEWB9+RIMtZ+pvZOJ7rjTKFroqqy29xJKSQ90S89yPdF0SLknJhtvDc3ujrLBGtNYVye50jjTeGwjmwIQdKOD3IiEvKiI9ehcInuUkasicWWekwEoobTyZbRHpEUQuMw39L1CciIVlSceTpcg+BcOuk4oUrQ3kqKg1mclCbmuTCVV/h2Zm1GcyNJJc2J0yrUvtAUUjIynTLYF5qCfB0OXLEIaRoGGYhGuuLAdnz48qVFmabCJIJqY54OXNTxekZqQ00iXdULVoXjfAyyeXGmMjOJ0FQxLeRUItqDiMpwd/rWgoaWQmnW+zbcyldSCz7q05vG59/5lNWcdV3RBHdNeDkn7MUNrSfMYo+gVuJxKBJeBIefAXrQcnvkl/+lPxsKCYt8F9d4GBUjlTJOmTFSbi22oOPD995GJ6gsyxQ3vWaqbajAn/izX2cexO7mjcv9ifV84fNPfsD973xGP23QZJg7OGZtwIdCT4anCIG3ZqR0y2Eq3N7MoOEi3bUGtjn0K4nONIWUo0t8sOHAHUVPXejDskwlHp6IDVCShnP4tRhqeHXG4jm2zR4EypFbA+KhWxd5jrfdXzJ009cHU4VkSh1O6e+Gz7kH4ogzlkY+DEIY4zKDsB0cn8F+HH83Tn73vTBHJ5nEWfuFrEFzau543V1plrCh80RFSD38JjXn8DTvnTQH2wCNALjybv7P/juO38E8KGJomDg7oVKRspCXI+l4gxIH5QcvDky3zv/z976Dc4lupwjJjdYvKMeAGQpMx4np7JgGkyEPpoKn4ahTnUvy0K6rU3CkMyhfCbfhB2A+iOYjZmTYCZpsyKBo7X6qbkLRzDwfmKcDdR2mKZPz8vX7EdDmAUc1N5YyIVmCDaGZMkG9ZFQ7tRzAH1nPG4cDEbLmlZSF1k7cHkNBZOaoTKHuch3G/M+rujCzjkC0PvT+eKQ00gs3h5ABikxwq/jW6Cen6QY5kdME8wHDSTiTlRizp3FIIXiGMkwqtkvl7ZtH3r45Q0+8OgqtN7a20utI5FwmDrcHpjmBCdNxZsnCiUI/rxSdeP3xy+uzJCmoftJHk+JOysLN7c+Ace+YJPHah2ohxhTNQhLFWgcdIeY9wtVdQqIoBuphC6Wi2AQ6Tcw3N0hf2bYNzweqw+PjGc/G9PKOy1o5t0tgSO0cpz9TJPsJQXpXwQf/MJg3BW+d7ivaHknpHFEbFiOBpwktd2RdsB6NhezjaPKx/OBqSyaesaGcSfJO+68xCuOBadrOcpHhAOTC7lvpOkZw18i2abt3JaHyEdChsjCLAK5QPz7fGLKbYg4OUZC8B7XIoRNF3N2uhXdfZgRv+hnPBGAn77rSO0yegvPrMT3Maaa2FgoXFXpP0JTwq45rr24sKUK0ApIYpE0Nf9KExiFhFs9rN5JlVBamY2QGIRuqiTxPiGaWJXCoUoWXZaL5A6UoIjehL0+JLIVt2zi9fRo0r7gss2YoHp+1hcVePze2y0qtynpqnKUz58zNhxHR4L5no8f9LcbQb49r3eP3MXeSdZqGGYcnY8ngzZhkZhATEIcf/OAHSFIubx84ny9svfHtf/AbbE8nau+srXJeN55OFe0Jqy2imydjmhI6J5ZjJ9eVxx/8Dp4F6oaljvs8Dl8DOtLT1f0fQsThW+RF5Z1h0Y3WnFxmsAda7VfaGLVTSuH24y+RSii4zEBbi3ukOdOrjOaOitNpWHP6o7FeOvefVt6+ObN5R+YElwu1Gn2rTNPEdDtTE1gzbkqhiHJzENqSUDIXFY7HmXLMyDvTWsStjGkIyGkilz8k416JmeX/Ar7n7n9BRH4R+BXgNfCrwL/r7puIzMD/APwy8EPgL7r7t3/S9748nPiNv/F/g5SrJfs0aC+9Nbo1ko6HZslUhZSU7S1cTk9BY8nhjN3cQBKJxOWp00zJS+BbJkTx6BdKMo43G9k61RKW9uVEuB5DWPHToW+ONSGLYKmyvd24/PAtmpSUD7x8+ZpJCps7F19pfUVzI430OoaOOw33HNmxSa/o3hx5mBZ3iU0vrlcc82pYMUbtIcB+jj61oBuZhUkI7zygetWUR/dqQy4W1Xp0g+NwkhRgvFkbSs6h+mEnhe+LnXD4doukx50HyvXrDKkdaUZbG7MUMmGXt8jIOkrR9cxZEM3YdAP5lizKlBNJbhAS06GMX9eueeJLTqTd+ENT2M9JyEU//uB2wAyg+Sa8LjWTp2ngwMqsiTkZxpFf+sYfCyqUhRpLJFFmQW1FS+DO03EYaaRpdH0rvW8jYjmTxwTkAt52LJmRhe6UEpCLEhZqNRiw7DbN0qE9PGBPZz7xHyIKtW/85t/9W4ER9joGjA4VWg+1kJnFYnMTlvmWQmd24YOPEqfHe4oc0ZIoU+bX//63ubTKQTNyznzntz/lu9/6IXc3M1qCk/jP3H6FZQrKXXCEPTrecdjXWvm7f+fv8ObBmPKEVpjbSmtnlrsX1BZZV0lCfZUX5cXrO25eHMPAhNCib6sgL1+QkyFHQ3Sm1s7jQ+OLz05oEkQ7uQnv3WZaznRRbpeGps7Ny9fcv4maUJZCkx4m2b2GPLFPHFRZ5oKmUIjtHgbeBLXwjvUOOKhX8jikf9zrD9JR/gfAPwBejH//L4D/0t1/RUT+O+DfB/7b8f9fuPsvichfGl/3F3/SNzY3ns4nRDWaETFWl+egL4k421IKtsXoublzelPDTWhOobs9XyizkKa4aedFmFCqNGpdadZDMWMNX4R5S3GyeI4bQocutCeMHny/MTqnJKPedawxHNU75B6AOIWcUoyM0uhbw+aESnSLICQfWOTOydGxAdfRrTnD99FHcZKhYhndowyiIbBTgfYjXzUhvkfYKkiLH+ND2e1RBFQGxqhR+Bg/Z3wSMX67jYeasRY33EO7IKqgivg+Ou4xwEP54B1vDeuVfjoj543XxwPiU4w9NK7WwfsyQybIKQ4HnaKT1sGnzft73PXlMKU+Douwa9Od/J4CaojlipJSRG9kGfnjIpSsZAmYRd1ZktMpWDdiIa5MRZjKiGsdFnQpMTql8enoTE6xUY9sJ71OCubxsZj1KxShmq7O8QETxc9KEiqYPM1QMjlLfEa9IGnARRbdXFaCCiWJogs5pYBsWsgXt+0ysqGgHCeyJk5bJUvml77xpwPXk/iZxyVjFapVLluLqcougeFWD+PeYROYp8LNVMCcf+7P/SlM4Fw79NHp24a508Ktmu1xxbuzaSWnzORKlsDdUypMx4LcZdKiOJXtLNQvHjjkBflo4fF04fZ4h1ZjLpCOh5hqng543rj74D20VNZTGxNGwHRIRpLHYCRxAEvfoaF3jHm9IR5pV4lEthm2n6zN+X0VShH5eeBfA/5z4D+UeLL+FeAvjy/574H/lCiU/8b4Z4D/GfhvRET8Xf+tf+ylKXH36hjttxrbttKbULfo5qgbh6Uw3wRY7eYsxzv+5J9+TUI4rx1rFfGwm+++RuQsE9va+OxReTp3Hk6nMJItnZImJp1IDlV2cHqoTDQ2jkJEFxhOs0bKe8HRiHsYHeLWKs0TSY700c3GqEoU+7STxX3oS6P4BOa6b3QHFmgWQn55PiSQoF7LoALtyx3XWMZcu9TagzQvoTpB7Uo3ipF9dJnjk3DfFzgjc3r8eZLM82QyRuqQEcV7ij1QbIvHIsnHSC7d+fzNG+4//ZTyuEIzjqK4tJHZHptNEb92shCO5TJc7WUsv/ZEx7Bhj+wghSEK7/G1DCJ9t7iEI7EwqKXRzZsqamV0rkYVIRHeAbTYTO8QSVz38KHU4aBjkvAspJQQJTwpLTpcphIH2Fh8hRaugw+oY3fp9xhnTRUhfC9d42BTj2VbSrHhjsynKL5BwB4JnWoghbAwHpp4zVQ6npScDhGWlhU03ndJh7Foc1JegkkiToURyVyYlkT2jNkB7x1Tp+crHyPYCrnx4tUdgdzDC6u45IAhWmddK5fLKTDcQ+CyU99QUTLPGUsiQMojNliAGZ/g1d3tsKNzkia8R5qmJNg8YK8iCz604vKykZbK5elE2yIVM0umhmvgEFQYpvnaEUcC6bA77OGx2QHJY3r7Ca/fb0f5XwH/MXA3/v018Mb3NgO+C3xl/PNXgO+MN9ZE5O34+s9+3Defl4kv/fGvsV0qbTsFRrQ5NzJze7jlg49uOU4JJVb806yoTLx8vYA0TveVpzePY2sNeY5Nrpviqny5d/73//M3yfWWWTrOyl1ZOEwTrXeEipoE2CyOtR7Yp8WyCC/XriV5oeTA00RSOL5QQHJILSkck5JlJXsJw1oTpqlg1kdBimKm42HQgd0k+f8DykLgWnJdBkD2fYu6L1aM3sPHUwdN5l22Q++G2B7nOpRB+6YaAg+Wd3vV2HyHu00Y6+5GDyF8imvRCcea/eFhhIIdDwfeeOJx3chbo9cVbBvuS3qNelAb5P6xXe214Rafmwkx3ufoXE1s4GdRVEQklELAbvSLjWwascDANAjaqlFatCQ8R/ERiy5vZiy8JIp9SkJLGibBkumWERZaArNYGmbVdzTriZJjbLvmRA+Oayd+jptTs+Jpt/yKIpnGBFU1kemoRxwKrs+YqzIOysCOuoKXhGkQtAFcLSg8Ar1rRJpoOC1ZG/EhGlS1rErSRBYd5K64/uZcl03vwJJxrcbBL0nGosdCPeOjw95hq1xorUenWwJSwIK/rGmnwAmqJSwBLUQJlqLDDyu0EDDIkD2CMkt4kgYvNtNX4+H+nvPjifW80u1Mp9Nd+GwdstR1peB87Y9/FbwPSbCPeOHwE4gbyBA1TP4JO0oR+QvAJ+7+qyLy53+vr//9vkTkrwB/BeDVyxf8wp/5OllK6HA1wubdnbpdyKWHDdneSe3tNGOje2wcNCzalmXf/gXWZ2bcf//7/Ik/8w3AeHw80Z7OFJ3BKl/cf4H3yqwZqUprFsWmCDkbdnoKJuOxQOpc7o05AVp48eo98pz54KP3KLOTJLJzSlHmtw9wSBzee49XH98xy8T3v/t9kjt13SJsyQydDpAndMrXFEgZ9JywfhzxEUKMghZRGXSuTudOv46e3fxqvupDNx/6oDToSDv/7fl6ylWVM4rgvnjYMUy/kkHGcqdHuJjINTQttLTx9+d55he+/lXq5QP+4d/+dS6nlTuJUK1UQmJo3iFBSiO3JCfsvMbWLBWk+FVFFO8zXR3ce6/ULliDbduCCmQRUawDEohFzHI16ciqqIbpQ0pKVo+oCI8OnjHyVolO9iKO06PQ9Jk8Px9i7j28LTUTW8Y0Fl3QtQ3cNgfmrm3o2In3Jx0azNMN03HCs2F6RE0ph1AHVQdxJdfENI+DyIez1JyvDIZ5uqEkoMS8UreNJiHYcC80T6wtIaXRWly7LIVShp/l8MrsGg2BSmzuZfidXgEZic+9DSclHQdC1vi8vXdoDVtjnyB9dL9b3BMm+zY0Nvd7vlPss3Q45sfhp0NV5j2WtzoWly6dLz55w8MXT2xbwyx+VmsrW73w9HS5RofkXFjEKJPQthN+SeEBmwJ26vGmKGO6c/UrDPTjXr+fjvJfBP51EflXgYXAKP9r4JWI5NFV/jzwvfH13wO+CnxXRDLwkljq/MjL3f8a8NcAvvbVr/rx8F7gQDtuNpY6usSIm0dy4fXUs4rX6NB0NuaXmZwK0zRRkgyybDzx7/2xrxBRDYb0FXfnsiq9B2bpfcVto7cAyM17bPN8xa3Rt/q85WXGRMmpB9Y0ipX24G9mouOxVtHTIw3l3hr3n5+pb+5Ra+NBM1Ka6HPDjzfkFHEH8UNCQRSpCuVKpvaxTZYU9miMwuRtFNHcSS5R9LoMjqSNjXSL4kcfaYd9uJYbYpVmF+wc+dnJGznraMwiV0Q1tN5oImkQ2NUVK9G1BwVKSTIWUi40g4d1KO3ncADHhLV1sEssRSwH3WcEu4kI9BZdrAWut3sJag6lUksFR2lT5/G0cLnfqOjAfhUsMFTrSrIDmoQ+PErdOqKNkjtHgWOZCYZjjNRGFG5JRk4KyVCtmFRKEnpzuqfhqAOlFGQSbu/ew5pzkcLUIKeZb/693+Dt6ZE2AuTEHEtCHhtlZSanTNI6YJSgj5lG55Q9wRQ0K+kpPC8lGAGaB5k/FSRVUpk53BwoUxwEos57L+9wMXJJrCR6B7dxWOwu+RZbdzfHt0rtndbDoMK70do5UhA19PSKkN3QLpQp0RUk1/FsRuYScZvEIWpxVBsEH3d4CBigmmMSSz3ur306SeEn0Jrz9rzycN/wDdw2aluptXO+bJzdyamw3B05TJkXs3C4bTEJ1Rk/rbz9/AdsT0+cTp2n0zaKfcSKfO3rXyXPS9Dv9CeXwt+zULr7XwX+KsDoKP8jd/+3ReR/Av5NYvP97wH/y/gr/+v49/9j/Pnf+En45KgMsVHcuZMe78yFYXDAdfsr9MDxpGBT4DnN9oCrSOxzTaNICpCICW9gQrXQeqcHAxKrhnvG+kbrPWhB3XEavRHOKS0evP3kUwsLs4aHrMKie01pxpcMGF4avVkYsD59jhGuNWWKwtM1MDdTB21IP4eSYeCAid3gNd4nxE0X2/CgX+xjikNE+NozFcVtx/oUvA83o1B3SAuHoUSPUdEr/bLh24q0IMNvElt6TwV8RkrCayhDrG0De1PkOIdGOOfYeww5owwNuHcoWiiH+IwwG0uYCZhi7zt4qy46PEGBFuR49xjXhKFu0RRKJ4WcC+u8UXIm5wPTlLl9dSSV2EQfbm5ZT0HdmuaZUhKtrjx98YDbRpIHSlLqeffInKLWWjjB923PTwp54zagEZeB+ZbEum5Inmj351iEyESlU6uBNJo3Nt8C1B3Ji10HZ9aNcwu6DcB2xfGcJBtZEt7CpUptjOsiJHsOoiOlKPoHJS0LnAJ3IymfPHwGGJonqgnJogNufWXOJTBXSZwujWVSUhYsFzBBiwR2XxqLFKQbonU0Ko12qjy9ddYO1iqkPt63DLgjMemzB0DcvgE5vYvBa86k1MYKOq6piCA5Yqkvm9Bq6LytOlsN4Ue6LRzmO15/9JqklXV9ovXOcpzZtg1N6crYcBVkSXjXsMzDmdKAl6RhDJPqn/D6J+FR/ifAr4jIfwb8LeCvj//+14H/UUS+CXwO/KXf8zuJxEmriomNLq2FMaylZxCYQMMi1mobGSYB5nepVIJIvY8G1xHdG24Fq1EIe62YbZHC6E7vFa8jN9wZpPMoGEKk+0WwVGCNWhK5TKEEGSNxGmNp0JsC4PZ5G+OghlvNMQcGegXsw8VIpCHd6KbXQtivRO4hHzOLAulKl3dvwH0rbZAi7S9UPYaN/J3ruNxbgNZRO69dMlZHLEYhL+Mq7wuhBJ7HGEqN7iMN2ENbbKxHh8pY7MQHs+Htws9/9JLL08Z0jHwcLQ4zsQzxPt5nJEOKB9EcxptOel0UmcTmVJIyH46kUji8esUvvrhjOR5ozfn808+xfqEN+lI5HLk5HilTOM7X1Xh485bbKUG9YGmCusLtO2NXWlBV1oeNbWvU7nSriD2O9yWjw+871x5vG60P7E2c1mM0nLQxpz7c58d116AUaRd6a0zlwFQKdW10Mx5qRQl5ZrMLngOOMglCvrRYMDJHKuf96cSyHNGUWDZlOUxIT9Dsyju2Gp6tm50RcUoGqSvtlMLU2Z21BmNBdB583bCBlpQoYzsfyzJw32gpiPVPXXi6nOKeiRYyHmmHpfRwwCemEZMY36OpGNOMCKnMaBpO9uRgMgwIpRMRDuYTHUOsQ3amuxfMd68iZrhpCMoI9/NJZ8pB6DilRZea50JQ6SvrWpEc7IicpyCf/y77gXdff6BC6e5/E/ib45//EfDP/y5fcwH+rT/I9zUPydEmgnWN7aZfRmELhM36ENcT/DyxGljF+BWCviGkHCO3DrxPVYNMLJWkCcmOp0z3KMTW2xc5yAAAIABJREFUjW4ZfBoRnGGk0NxordFau8IBeWzrdqwrfnCM4OKKpoQMA1psdw8fkjXRQXvZlx8WN11tuIZrZUQFNEwEoYXudWTcOLGwiUA0rssN4FoY1QRrg9sYRykG9BHLG/1wG/y+QSIfAWZxiqew63JigQJh/ksPOzsVtIy/J/HvYhVrIF3HgiphEgl8kwgff3CgvyyYrfE52kgUEgmIY8AKeB7dCIiFcW93xjXj+hBOWkg5h/Kqdh4enjifz7TWoHWkRWqg9Q5aWdsZOdTACXtQnjwN/JIJLU/syqVg2GesK8vLA7M7FePp8cx23wOOGN4AEaM8XNJJI5q34SmUL9YnUq28vFk4tD4ilYPqc3tIfPlLX+Hu/ZdQY/nw3usPkTnFRNQDJzzeLEgRulS2h0fOb8947aRJKceF4+GW4+EVD9UhJQ6pkgnY54vP3vL2zZnT6YH7+3vWSzgvCR1NYSBiGdiiOx+GquOJjEZFewsYoxTUwoZwxy5TdiQ7c2289Y211aDq7NAZRt1OaJ7iWegyOObhI3qVf4pS1shzcvUrVzXuR0Zue8aloZIxkfAEKEKmkrwE59cjnCyroKUzHSbWTVB/ovoaGnTN5DTThkijtpXJ5gGhvUMf+l1ePxXKHG+d0xencZEDtFa2wL10AMwZUg7sJbtjnsgtBjwVZS4FyYl5DrwrgqYUyXLFDd0d6063Rq2GeaV3pfQYb5rFGC6DziE4Ohb7qmEmS4rgdUeuEQR7V+ljVvRhSCESPM1IJ5Qhy0wwtsrRNZehWJDh3kN0WqP4YUGG1mEjhoUVBT6K2I6dqmMjf+Xa6gwzX3eBsTUP1Zzhg7upOiIqlMG/fA69MnsG9N1kkLsjV8YYW8m0d7ZR8AwLaMLjAKHMZE20gad2f/bWhBmRXfHzDm1pSBTVd9s2i3thl/gNc/juEnBAbD+CND5URKD0Fg73HQseowiWHdUpvEVFYFjeXcH8IXXVFNvYxYTj+y+4m34heLPSgtd4Welb5NYsKfwJNCvneqbVSuuNm8srnIhGEAp5ztzd3VHoKIkkDVmELIV+vofteSOPGA/3EhttAhqQ6qjo4GEu3H3wEa9e3nFrwrf+/m9xujwi5w1PnTJnbl8t3LxMfPBz75HaysPlzNvP7zk9vQmtvDss42AlDFQwCSYGsVz03sNMQg3HSOO5agrCxtEaNycfvFwjexjZ3B6PzEVYe+LpIQpp0MLi7tkt8FI2EmeK57hPCUqXJx1LTCNrp0ksgCRDz1AOkImJZHfMV3VKSpRp5K9PM04jEIDMzUGZSwqPzyxMy+DpdieXPxx60B/pS5Ny+/KZYqEaeld10JxCbzyyZNxm8BhtZG2hewakaHQ8cwpSLaMoDd1x6KCd7p3aG90KfXRZ/o4RbWuR9e02NqgMU1tPkHnnxNz/B1qDpBlN9mxmoYERhlvRwDZHN3kNCfM8tnw7T3A3Wg6ZIQ5RlqKL3mmNO/9RRUfhGzxQC+4mg4YiI+pgT2wMGplcO9Gk0T420TDsHcsdjXY06CUWBSqVgZ8RhsSyFyP6GJlgL9LGwBZV8Zwhh8UYKNqfySd7iFgEXIa70IhkHF0z189Xd87n9WVIN9x1cEwVUkY1MtUjE2Ws74fbPRKcXclpdMqgWvjHHxGR4PJlff4TVwXLuE9DYz2FlmNkMe0TTPabcSAEDcypg4qkoTiR53s5IVfObcmh7tkJ7CZxgCWN5qDWHsubHOyBPC1sSfnsdMG3leWQadxgeUZKhgSzdMyf4abj8oK71x/TzivnpxO1b2yeOT2dwrgRpZSF7XJPSUKaO7V2+hZpijnPsSvIga96VZZy4KPXcdCZGLcvJpbDSm7CeSu8eVxxg7KUWJKJIh6HjaEk6dwcM1OesG5ceufSW0TkigwuqaNsYBb4IndMfkMqh8hzX4Q9WtdaZ7s8oQhLFtLxiMohtvw7n3JMMSbAmgPL95+BQrkXxytdZafEYNExxCwYF2IEVFWr9G1gczTaWpimAn1kfquG67XK1YGmbgOfxAa3MOy2bMdWbPDeCFqOuY3/D+7bTqkZrDx2a3ngqmYJ9/JBdqVf6Sn7yB1CZrmSx6/KmlEInEFAJ3Ci2EqHUe8ewtWHaa+G/upK5gV9phX5buL7fJ3DoSgcdzySvK5JhiZRksUV147w7F15/Zw03hdDW7NHXewFU8byTC2KcPdGJJY8GwFfi2p6xoRCuDQWchLFxHsA8ZoH6G5jHFMQa0CCnK44dDSUgsooikCWsZ0eB63LGLEJ9Pn6/UZAmwzJZvxOAqOj3Qu6JLsyLwS//szhCB3X2PZLNHiug0O4/6y4jul60IXOXiMBUmOZZ3l/Bp4LOtNEGgeKaZhH1EvFJRJI5aCUudCsxKSTUjwHY7ow69f7LN3Bq5RAw006dOSx8fY2Fi+tYr5GcR/k9m4N8U47V7rDJCl05CL0y8b95RHb7hEmzCzYCF8Yi0/MKSCDPBe8jRFeBMnh2TprggVmWUnnWKSFmimWOrY66+qoFjrC3c0tqUxMOZFLjiXj2kM8ME9xAKUEzYk87+HN6oSxsIVijVTIS4YXP3nf/FNRKHvtXL64p5TClDI5h4W/lhJUGwE0TpaSEmvttBWKxCPr7qh0Ui5oCrxLkhApekJdCXVNE3ytUWStIz3wN4ZKpm+BWe7bOennq/63J0M9DQHNKBbDxcdRJAUBO3KRg0gtHmocGaMye5c7xtAkHsuBd5Qh+9i9Y7Ju12fwmg8e8bVR1DDHcvxctV3PytieG731vZRzrZoeo1Z4WRo+HItsKFrEgrd2XRSF0ATVdO1GdShlQma5G4d42OvLBBJh8wyqEqIDzgisLvZSYxoY3ROjSEZHJVwVOaLhBm7j8NiJEH3/PePaJlV2ZeX++0btHrAJjpRRhDzGWPExao6I4qgaaRwK4/AahssQ22aXAaVYdJ4/chiN7yMmJI+oZBlThFt0hEnTFff2AXlYVMFx2IRqSQgVTUykcSe5hi9BlwQ7FQziv7tiyYMvK6Pr30eg8f9uTosV4nNSshPTiOo4RR2Kkn2+wkoR+RGsBymdJC3EWlro1jCc4hOmr+I9Lcr7i/Hq5zt+jgN/z28HsLbRPQ661DupxKE/+Yx6ZStO0hzwijsP7QnBWY4Tf+5f+GXkkGmtXYUTtRpeLULPUlzv2gVvUM9nxDrda1z3NaJiVOMBU3f0D3OZ80f1Oj898av/26+S2rjjJLa3XSNYfkozy/FAWWaSw2GZoEy8fv+GPA88MjWsn7FlZpoW8MQ8J9Qil5kcy9izVbLxbHZrscGlh+LANMaVXld8a+joZmkNsRmyRkZ4KqNLjJepI9soSS1s2WCnkgRPT0dxiEVIjHgi+0i5Z+HsXbKMZtNjU/iOrM98ZAIN4rNZGwsfYrzkyhSC3uPB+ZGOPTbi11evAdYLg3cpo7DvTjIAw7dyl/oRh4n7sIUTRoHTGG1iGhpdQ2g73PLI9pFxUNhzN+zDzHgU7CQ7Xrtfw4FD7rCDh3lrNOw2/tsosG5xsCbYwc+gmkmkGTIs9QLcutKtdhmbK5Cef1MdB1/g5zZGQMaBQzhcSXye7mMsHX6dlojMo70I7lPEUJ1clxbjeoVccR8RY+u7d4VBKw/KnHVFBwPURGieIl2YERWigaVjcc80H2zGMc62faxVv05RVxJF3NDRZUt0310E1xYSTEs0j8WhrT3uARSdMzrFIi8C6HrENb8Il3+RZ5ks7Li3jLE6sGQ34fh6kMs6MeXloBF5EzRP9FrBGtadNBZ+07i/RXMcAEPr3xm0uN6gbZiNeyuFsouWQTr18kdHD/pDe5k753YmdRuY23CvcaA5VR7pZx0djPLD7oge+J5usBndE7kkskJraywaUrriOZ4WelHKcebmMJMM7l4ckGwclwk9FJajYtJBVzRFJEHtRq011DZzplllsmFq6tGtalLSfkpKD5qLVHqLFDhcr8oZFx2yrniQTQTtIV90H+4zGp2KXbHH2KbGz/RrZ9B7RWTk2uw0i9Fddx8dxU4qdpBUx2k+ul3bF0zj+/noXBKAIVWvhhzxCn6HEA90Z/eyHIYUNqSZmmM0HNhYREr4FW6IujZsruJIj0MEjXwcNXR3t947aIuusg9i2FVtJjGGxxKKa/EP9sL+Cu6mSLAWRGSM+tHWRrHRd/9CFP3QbcZ7HV9/hVoUpNcBYwQ+/KzNH9d4UMpgFCONVjfOlB/tXvb0QfXwmNTRXTZ5BxPXODXMYeuBsfUWEcCrw1Y3rOV4y63jvuLeSMP41jTw42iwFTyHhtsZ9CNIZY5AP3U0dUJdZBRPJIYEsEc3fjlDLhM6MT6/YInYrp7yGvjs9VeNxWRo+X2wGTSKoMvzMrMAY7ueCB+DXSEmgy7WLawJ9y47Tte9MWn0bTyPFji2yJA2p4iAsIG1x9LMGRtPftLrp6ZQ1nri7BWsD5C+YtbZtgooZBv+lEHPsS0UHUk8bta14p7CnTl1rK+4KWktZE9YUuyNIjWsszxFV9YHlpdMKQJpHpnZ8bSQSgoeXBfoQsqNy2YkWSJbZ8iylqnQeGKSKNCilZzhcDuR8wFl5vbuJbcvbtApOpDkDZ0nrMeWWT2c20W3H5EpdokNchpF1N1pGGKXWL4Qd3rCxzYbogMEp1MtDI910FiaP3dy1juuGSEOAPEe43cehrMeOmu94sgDi9yXLDLwtV332FugBxKdb9tv4MpwkImrq5pGhKZc1TeiPbDTFLIyNwnuZFijk31ACxJ4qRBFx81HJIRfl0H4MBIRu47q3TqJvDM1MXSM9n1084A+j+SBmIzFouwCgPipLgWxNhzxdg7g/n2DzmUSpiQ64o/3BZjvB9hoMEMOmcg57OJgjOnjcIopIt7j/aXx5nLmabUhdYw8mdCHt2GDt3f7wZ90AWthim194K4paDaSEqqZ4/t3kIT37t7HeozXmiyaj3Oj98Lj6Qk4ML24YfmnXtEuZ94+vWHuFmFxRLSKJ79ykr0FtJZbp3lnezyhlxpdr0SBdclRcM2oA6ayFhzMvtPH2HFoRbVfHaI6cv1ZiRTmIx5MgZhUHF0cGnRL46hVumxoJ9zHXHhnx/i7vn46CiXxcNB4lt1porWQlLkYXlekO+YTKSU6FbNz8Bp7j5TEHKYH2QOzawY0pRQwc5yM9oSPtEUTsCrQU2BKKZHWBilwMlRIqYQErQuqE35q45Tf6B1KiW3mejJUncsYBWwCTQ19K0hXxCZUfidu4ExkyPTERAavpHmhrUbOhSKVfEiQQi8MIZksqTPNI87AM2kSplk5HucYNXOjWieXMD7AM5sNRVASPM04nfVScS7htuQzEHxNsd31yK/0H+tD6aFjfOqM0bnF0smneBp8QAxj/AaiIyQ6Xu3DbDgNTS+CW7g0YRa0nvQOpWoQ890DI4UdqohOYmcOuL9D/fIhdbyOzoMSNBzko0OK5Rw+Ch+j8xjjtwyfTxn7HNm36jszAY1Nu3W879sZfrQjZWz0dws6eMaixwSgrphVsChWlozNYxG2wzH79jt+SkQwvDldWHvwEk2GHFUaqhnRMDkeSSMYCZlnJIe+fikTaYrD7uGHj2FGMZW4xxG0wunpTHehP3buLxda78zdBk+1Is3Q/Dn9t77PJMLrL73i9Zd+jsvjhceHtwiwvLpFSVwuW/CV1bFZqLVxnpTEGkF1YmDO1J9imlSFPhaDadSBEfNB6qg9HwJK5EPtTAwVwRn3oQVkJMQSKw94oquMvcGAjlRhCiu29HtUyp+KQlnKxIfvf8jT+VMuly0kh1XweYJktLohSVGPEy6VTmbQeDycfmJxGqdgYGEZ1x6LjhoXVaSjLVxq6LEhtXHxxUONs9ZKmko8LNVJS6aljd47XkskzWF4jY1hz8SiIfVBR8oD+3RMQ42STNEuuKR4SPOgfcgzXUbWGjhXjRG6PIbSoSFBS7KAHtIgOe9elT5syLsZJRs5x0lt50yeFpQt1BoikBdITsmVJTs3t8d4f2lh2xpJjkyHhZyU1RulJPrqWG9kjYVNykFi9DQwtDZ+bxWyliigxNjezeKGtfidxRWjDemcxPKAGDkDctjNJx2vI9lSHG2hTMo5oncjJ2cstAapfxf62M6xGtbkmqIfyTnH0iKoE/FjwnI8HsTBx/LRDTpjCz3UHpJCiNA9lCzyjlrMzTDTK6MBFOujSA581bsiEmYfTgvoghw6eRiu8LsFnY17el8yRTfpyfjmr/0a0/IRrz78iJvbA+dtDRqdG5oHVSnZczpmTsPZZx4GyDEhTS9ueGiGtw6XDX+oaBEe7Q27471PCUuM2BCiYdEWE9mlczH4f7/1fX7tb/8jioASPgbdhRWhkPjg/RtefvAhaEQ72KDiZFXwwlo3bp4aL+eQBUc336/iD08Bz+B6vd59mE6r7I5GY6HY0limGlc+6s548HY9QACSl/is1envbkx/zOunolBKFsoyc6MHNDdOD05bjWqNh/uV3jrz7NzcFlTCc9FzJa8FjPDfK+B50F0aKHM8aIlIfpsyKoW2bVhu2KWiOkGe6C3kgV3O9NVw3zDJiHa2y4amSjPD6mW09+BeUFloWyM3IlsqK67RAbNtCBaON55DGZMnugWrT+fYVKoW2ALTkRTQQtCbKiIbeGz+kmaEmb5ZYKiJq2onOjEh7eYLKYVrzdMlHpK3J3JJuL4hWIXBn5T+WRBzLaO5gGekp1CfSIu40lKotYJnJiv02sLWvziilbu7l8iUKXkmIxwPM8vdC9JUOBZlWgp4Z15umY8L0zSDKxfbqFni81jDmfryGAWztTNZw2GorQ2m0AfneYqiPMxB3A3pG2i+0oRibRbLLalhYoEOOIBpUM3iz+kEpjwiM0QEr4anCcmdRKiyvMRYa0mhh+LKLXJjdHS53uK/0QOP9Gh32HFB27fTVwFID/K9WfhlDsZBPMgD25SAPXbXJ7qh1fji00/55NufgWxYEsrNgemwcLh7Qc4H7l7MHG5eRCcnyvZwYmsbL1+85uY2890ffo5bIk9x3+djqNlcBaqwJKWS2KwjtrHntafiUFJITicli0cO+vEA1lEPx6/7T39IXTsPq3B/OrF+99Nw1to2Hj5/Q0pwOZ3pZ+Pl8ZavvXRefuMjSh5u6uMaKIHFB+ugPEMzegXTA4qSOGxhdOC7z2nW4WI+vE2VYLp4nKDXHYDulm4//vVTUSg9Jd6eV/TSkBpWZSsrD9vK09rxZkgyimcmAvsqLZEE0DJspzqSoyjZyG5uGkYCh5T44Kvv8fL1+6QykVV4dXtgvTj3by88nR54un/i6f6RdTtj7ULrlaQLl6eKGZRkeBmLFtuxr43cczyEBfCGO7FlryNK97nVieVBgjY5vhJyvgLeFOtbaNs3DznmFAVbuyBlogLCGcY2UFWiy+2QauCD0QnkAYQHZ1BtmMDmIaecHLNQNTk9PBhVQxboMarEAwpIpo2TNpHYbArt7mVFVoHkPJ3exqZWPZZtXYJk7rE4sdaZBgm85g2VhcOyUPPGssyoTszpQDkIhzyTl5l5ntGlcHd3w/L+ESkz+WZhLpFwqBhcjGYnHj/7YmBRG/WyRndoKXwlTdjc8GIkLZgl0vAT6L3hmzAJcRhJxaXBFAscH78zYnTv2Fag16CA9XaFJ+DZ69MkCu++YLMen4uJDRgnoxVyDpqVYEF4F4lMewuRgKcRE5wM+jvKJeDVy4nPv7jnbFssFKvwcGoo91j+QXRPWdm6hAtQllhY5lvW86/Te+X29g4147337hA26nom39xgSTi/fSBlxapyOW/h1ekdxbg8rVx659XdC957MfH05g0PTysiASG9eXxCDhOJC8mg2kTv0XlfLflSYIyKsKD4ds/50uj6Prt9duCrwZ9kXwbSY4m2mxh7QCi7mMJU0J1at7NC4Cq4UOLe9hEqZjoOShlS3Z+FZc50OPDw/pGXbzvpkinngl/ekmvjZgmN7YsXB47zMvAtI3kbMjhi+yXT+IUFqYE31eEkXsSonz1w/za6yITyxmCaMl4aZVLeWwqvX7zA5DYWJ8UCQ4LwRVRB+oyqMs9lOJs3zpeVp/sTtRtP64W2GpeHC49zGfK6hrfAWcK9fA5H8qRhNiEdKRfSLBg5xuzcBwe00wuxKNmJw83AlFYzzTrSoO+OQq64bogIvSlSMznH3/X6GN/DBHpFLNQyLg1NibRG3+MpsqujaQs8NAx2B8dRUizWvMXWkkIbJ3MYiITRx66dVoSnbuQ53MlNTjw8KO7Curu6e1BoUt5DoIItsGePixYUaDU+ixBqKpEH7qQUhhKSMlYNZYtMHQ8aWcklOuSl0Fc4Lgs3y8x8nJinA2VaKLdGKUFyfnEXaSe1VmrbWNLC3c0RpLFeHuJzGeNo3/q47jEObjU2GDZUJFYt4BID7xt4dI9JwgyFHmour9sz+UqdKh21aXxO8TXmK+/fHvm2/A4VC/ON1qk2Ot9LfNZNekwrDn117k+J5nMcfv3/a+/tYmTLrvu+31p773Oquvt+DjlDDkmIpEzJkm3GpKnIcmTFiGEjEoI8GbaDBPFDAgOJHxIEQSAhQYA8Og9GEiCwYzgJgiCJlDgfdBQEji07D3nRh2V90KIoktaIHIozd+Z+9e2uqnP23mvlYe3qOyEoDiQEc3vgXkDPra7ue2dX1Tlrr73W/0M4PHkDVHj7rXif21ELoAuzd6TEhFxlANA9IyVOGeA82D/k7d8uMaTKcX1euLO603cW5mPqtBYtARFhpSO6RGvANuPeTWQSlo0une5BfRsosWhbjAl44IBGeCTD6N/GxihNoi/tYC0kFDUJLuuV2d6RKEA6EkuC8iq5Iv39UFG68rkf/VF+7ic/z301cjE+8ME7XNZn0U5yZVuUeUBMymAxhGydwyr4gMq4DlVslEkUS0qJlj297RFpmGayFdqh0g9R2mcFmY9YN4M5DN9DxC+Sj+aO5A1ri5tS54n79065f+clehKm7Yazs9ucpcTDi6eYdbQoJo39svD2m+e0feX8/JynT59S9xbTO+nBIe/23G4gQIAoFdeRJj1F/7QTr6dHj8abDoxmIqWA+oSqKleNa+lTHKXzEljD1vBmVAQNbTlgqAxliMmrXUGAwnNmiaqxHXUHK+r9CjgODbfoV2pOtBZogoSwWBzpj5ubd0OLX63b+lFwgnEzDe5vCt8hl+eDppxKGGyJXRF8rDo+mC3HQUhKhvTKoS8xUb5cSSI8fXrBkwFU1jxBbXgxdEOwvVrgj+a5sD2JBHM4XxCHvJ3xXql1z+2X7oFnzvKW6ayQJqEIlGyUjQyMZfTCc8qjn6x4E1Iuw7toCCUPxlAa7KFtKqDpasjW2opJ4uUP3CbTSVNIpFUgGaGlqvFZeXfox15xTIBXr+CJgmApqt1kob2p+BUW14aUn2gP5ImnEPRYOknBtMWAZtlg2aCF6O3ajVY7nhOVRmbFJdZ4FPhF98S+3Uk6c+w1JA1LiSOtqR/N2QapI8zOwurhyvvGPCbcaayVcAtVj79HYvQr47oMmBaBZLAY/FlMIKP4eJe4FonSXLiYz7j/A3+Q8//nF/iAZtI8UWUKYQMHEaWkPMDBDSX8sY8alMgwGtIM03RFX6Qbp3cTtVb2uwW8X00ZgVB8McEkkawGhMJGbwtGI9ixGjAkF0PyBKx4uuRZDshKlkxrHi3sJHhppEnp6ziGpWMvxbh7e8N82nj85o7lYgWZAld4BJ1JxlOwCJILFYmeignah2VENyZGtZtytANyDHYyxBFxiHOoJryPJKoJrS3QZykq3dZXmgcrydceoOnpCF0Zx9VusAylpByany5CH8fOsEAYl6uPRMgUMlkoto7Kym3Q8wxb1kgMZbxGnitgu4VYrRyrSplCO1ANXaaBRY1hjXSJi11LTHL9aJk6kq7HUOTIbWdMotOxokWRlrFDIBdsCHq0XlnWfXwkBBxlvdhfXbdP3nqKWeNcoo8cbBxDsqEl+mLJIvnVavE+JuGkbKMToxs225k8O2USNqeFohNiE1MS0nyHeVNClmzYFxiFSTIFZdXYKGqW6I174EJVj7RFAkrnjWkMaDIxkT96w6s3jB4V2+R4E2R4AnVvuDRcCkbgWPGGWIWjF1OLQmUcYAekaqG2A7NP8bkBljqahXyUJOyDoaTh9RSmc8NJ9Ir5NFogIsP76TnqQcarCYjlIGJwpLpqnD5Gr9JH+yngUpF0jxbOoHSb3jVHXZNE6eyXW3zvD/0Jfuarv86dh3vKekHRCZdA7Ys5oYwX0AA8xFkZ7Az3RFHl5OyUszt3mTaFNCxRXS559OScdV3pvQHhuOcuAVhVGfYG53F0lxTHCs+4lNBOJPxIPNeYnBPKNUGDTXi2sfMteHXkQPSlyPQefZ6kimbHdEHN2eY8xrJDaCKMYuiyYkM4AYZ7n8eRNHKpkjwN2wyha8etRH8s+ZWgQiT5USWXgKNkyaQyITl0IGtvWIsBWG89xGqbo3OhbCc+dP8+fXXeevA0GDYpkaSM1wzrOtRnRAOPqIPN0QVaj8SWN4FeGOLCKYWatYlCrUhLaE7P+0YeCVXFx4ZVEFlCCitBXQ3oV4k3TMYSnkMXwAffXwZnmj7EJoZFiI/BSUyz433tYXh0BdwXh5Ti5JLVop/r4T9tHsyREKBNV2rhyZQ6NrE0NtoASZcgJ4S/AethAUDzxOWzjLUWzqHZ8K5oK0hXXDIpx02tA9nQteAyU3zY/uaErG1IeyZMfAiExN8RAfXMFSh+CMa4O1Ji4t9MhiZEvB/iLa5ZBLcOc/TarQUgHne6rDiDU65BCtBmuAVrhl6YW7CE1qRITqhlZFVyihYWFljZuWRsbaHl6qGQHzRdnlt5yNAgECcNecRRExInjWMvM1JouHfGddG9h44lR+2DgHclEdqQLXy3uBaJEoTDOvPgfOKf/XN/kf/7r/9VPrluSRzcbomWAAAgAElEQVStDTpZjTRB1glxmHLm9p0TyqyUzRbRQpriIiAVSsm0fWX37BmPnjzj0FZ6GxJnHknSBt/XaAO0HPCS2NHS4AFDnhI2oCjdK90b1qPnWCTHTujEtBOiCW9OnKYC/xlajoMlYpBJzKXjU4nk7YLmDCY0D6MyZMLSMjivARaP4YGhaSIOG4NVkI7+IkYaQguJgCppKaGuBOS1sZlP6B7UyLVVnurCsm/0KtFQrzC1mY+9+jKf/fTHuTis6HaLu3P55An780v253v2beWNBwvLsgQDpDmtO9N2QhGaxeaQi7EauE4heKyJtq6ksqWnSGqWFfEaKkISsl0iHqD0nujNsT7FcbaEyn3v/Yo+qBl6q5EoWyTPxAAptx44zgphe9vDijc5ocvsIZ7gnZSVNo6MaWBHc9ZR8TaShrBusL9yJOgetLg4pGQkQRkMlKBsRu9WtKPaqesQIe57xEK9pvUwDose5hotjqRIi7bHkRXUUqV5HCYbASHLGqeDrkfBFQ0RjNGHwzX82qM3NQZ1AQqPM4AMjrwgYkOgI/5/7hmTuJZ7HmLQHtC7Yy855AkJP53eAsZGYlxNlJRp5iRP0XrwDFOG4TK5kQk7RG+V42sdbZgoZAbVs7SoTj2Gt65C9xSSAMNpQAaD6HkEWgCJ9yQNVtyRFsDxNX9nOcrrkSidxKVuaeuWms/4k//uf8BX/8pf5iMfeplbZxnrTmNFNwuSFooom82G+tjZPdvx6MEz2iGA3euzA9ZG4vOVWkPROJ3BfKJsTidcEr3l6G8dfVRM8LSNfh4lsHItYEU2yvvYjDrYGiZZLXaynI67nZE9Kqq4awb3O8WnkMgY/cqPJPfwXDn22UQ6xkwaquEQcKOY5I6JqITqJJLB2+jrKPRE3gxJKoesmdPNhg9/5KUQCajBuGl24OmycHm5crlfWc8XdG2kQ9jsSrJQy87Cutvza7/0tXAvNKGkBCk8zre3TjlL9/iuj+mYVG+Z5rtMt25xerZlUyamErqCKSllcwfZnJBSYt4Uco7e036pVMu8+fgBv/3br7PsD+yeHDh/8pj95QXrzlh2jV5rwJRqp7XLsLKYEpo3FBKajJ461hOWZUxOK+IxDAwln3jvkRywG1fY98Bixh4VyuAuYX2qBslCwdw08P+j6hWJ6t57HZJgzpzCBEySUlOO/jaQrA2Fc8FyJekSzhD7GewsEpT61STd9UglUpJUhBbsMxVqLyy6oUqm91irjSrcHVoNsHbWgk9Rc3nzoeINQ6YqkANEv1TcaTna2pKWYT/hI4EPquqgh+oA4jvxHljvpFwDSWA1tB1VyQm6yri/HNZMeLF1LIVyT7VGajNndxJ3PxhqRr0FASDgRvEemBj4/FxIJPUYgtXoseJQ99FmS9niEN+PhU9IJjZ69CKkYb4MzHOQArg6vf3OcU0SpbPk6N+4ZR6cJ279oT8E3/gyS73ED41lt7Kzc9Z2zvrsgDDHVHNtUHscjdaGNQ+dvd5YdyvNnJaFs5TJ2wnvIZkmYsNUKSiASRMmuxgqHEVgNfxB6KEuchTMDZ8cgBxCASkmn9Fz6TAsV4+Yu6DFxbSZQZmMo5gGUyWXcXSywRSpqPYApGt8wM9Fco6iCT2u2qwkCqmA6sT9ey9x7yyRN7DdnIyJX3jStAM8eu3Ao3XPblnZ1T2HekmtgAnJJnK20fR2aq0c0koeXN/qo1pxC7sBOm2fA++pF5g8BPVwAewFtxLMD11YraCiMXxwOJlnysmG09snOMrp2RmfefWjpOkk3vvURn80s4pQxcl+CG+jXafuVtq+0qSzLs/4za9+iUdvv83uvLPuQ3NUmnBYdhx8xzRN5FTCoVRCF9FahTUFTm+CJBZTakkDKxmKOT5QB05wh49Hda2GrxKnPQ2vbF+H0re2KHOtIdaCvz15iEIf5xFmuCwxPGmhgOXCuAYzxQXXBc0txFoODnkL0wQ0JJVoW7gPsYc4tnoPFs9xyObDv/pIiU4pUJ1iMZmGYWanhuoYwnSl04K3b8NbnYzZgnbDCNSFSkN9jWGQxinr0EOYONhTgq4hFLJmI3WC1ZRSDGfNefD4KZuvJ0qZKHlms9mQS9AyU55wFQ7rQhYP3yUkJvMeBAgXyAKumZ4ak+d4bX2NVksLBSjzoOGaKL1Z4K0l+uDvDwqjw0WtIVpAorrwqR/5IX7+b/wqr3CgPr1k2S2s/UBzp6+FjtP9Au0d1kts9B9b6xx6p66NQ1OWDi1vuc/KrVMLhsJk6IAbHKEpzTqSY+eXFNJpcbwO6IUxoA6WgImjCRTiA3uYaM0HeyUP5ZPRVD+CYQeuzt0HpW9Af1ziZkxx3A8WTg+xDddjLRtDAg35LgC8kz1z5+UPcu/Whk2ZUC2UKewlRLY8+PpD9pdPqYdz2qrUNfGsV/b9kkNd2V90pBWmTVARUy4g4dki1jFfsGHHYHbsfSZ0bA7NF456Xa5xIfu6xhHXCqkWeqrB5pCJIoUsSq87bFfZP3lEV9BWeP0Lr8VRVkMiD3XWBbpaeIJrqICtS0Nt4uTWFikhmXfnzqvcf/kjpJQoOpFzYvfsbW7fPuWwPuHthzte+42v8/TROd5aAM89POAN6BpCC/NmHPNTqOOoRsXfqYM2N/p/dKQmpCQsD6sSbwFyFqWNZCp9SNB5iFF4Dzqnawo/7CMEh3htRg0WSRKcDbl3xNqogAdKoIxBhBmSJvoadF3XAaQfWotX3H7rNPErmmZvfgWU78RmrqZjnNIGxmbGTXEaDUBCFoPeqC1k1Y4wHkNDci1F9edJWdqKchKDwdF3zM1IJQZ80qMf6qlzcdn52m+8TelH4Zv4DPrax9AwhH/TXMkbBUlsp5ntyXboDMzMeaJsZiw3MmGO5llY63IFORMVmjiGBMd99KRV9d2IOdcjUQJoNSyvHLJgnPBmm/iBP/dn+cWf/G/JVunSOLSGeqKRQtmnK3ijr/HhNQtFl8UrB5ydw0oGWzkVYldJQi5yNRVNkodyTsHJ4GswII6l+dHDpMWgxFMct11G/6cpmgbWzQFiAuvt+NbaAMgGkNsNdOAzk2Ymz3Rxeg+AreiQ25cpujyiMcgxI6sz3yrcvnWX22f32BRBtkGN0zHJVVEe/faOh88ah/1D+rqjHfYhxNqN2uGyL1Qqy/Ak2pRMnnUIPTjanZLCP1oGysCHMK97GVxnJ2cbKIEaRyATqCm4zDn+nvVDVMp9VMBSOAxx2VwUr/FvdM80SSGycWRWYAEvsXRVFQWbSUBXlssljnburDwLaItEBV8EkMaTNx7SaazWuX//lHa4ZN0vtG5BhdOwhDAJK4HRBAt18yk2PPHhLqghlqziwzMpYfShD6lk3QTtXTSgOrXSRVl7iDinFir8yRRvYMnIY4gSF4SPYVRwldccmEDW4CmD4LqSckO2E5Y0HEWPfjcWND9XwcRxD8/zFaK6Ow5QWkzZEcGy4G4xUGL8Tm/4MiSZNRSmmgrJhJLGazusJFW6jPsBpbIOGxUNo8C8j5ZWjsGMO2hJoCVEszWuabeVpXe6KbnH++ce9xspWk+NjrXG7mIFlPOenlNqpYBPYygTvcq1r6TJkByngzyHboO1TMrKtE3M05bN2Ungot8PepQQpldWhXWtnOVTzvQOT04T93/gh/ni//55bmumD9+aECqIJi4i6OYW2o1sB9wr67O4eXqLhrim6Fvo5hbOhFUFXcYE2YEcPQtmxMsAyTo6rYHF8jwYU4OJcZRPsxAgiN17TBXz0JW0o/XDFVQ8SP7Dr4YjuV9TQJymCa1w1BBLJFJStqdn3L63JU/jps4ZlZjwe1a20wm7y5W33zjw4PWHQdsEDr3i1ljXA+ZrKMI4kJTsRnOh5BmRTgGSVGLCHjamrBbHsdLiZTeCrz3ENkJW6x1DF1+Cu8xQ8vYGGsd0evTnIos0sJUuBVr0sI4iF25G18D8mIBJG+ISedxgIdIRcEkJvnkP2PCwNoqmv8aQy1rAPizFsVTVOTubuegGhwWygwYes4x2VRyL06D0GdklNkrxqODUj5B6HEMtcKtF81XrxVMmI9TidDpV41qkhz6jpAk0kUf2EI0+noc5zbjOYsreUUQ3eK50On3pTA3MCz7l4DvLQqsxPPMxQEoClQML0GrhtMw0hk5mMvqAtZl0chqnHgexEpVkKgNGZYETWwVvGdOMp2Vs9hPume4FyRPeD1hvAf3BKalDT6RupJyCUFE1xF6K0r3SqtKsot7orrTag9arR8O2AOmHNFqIQRt5VIA1cOh1xvoU3j4dSi6IQOvR5xBgXXsMTWsIKctTx/zJc+jV+yVR5tVIvWLA+dNH3L6/QfspL/2BH+SP3b/Hz//U/8Fm3pHZ0exAqs68ZiZNJJmwKdFKorKwL29Bf8LGYa2G5kyROWAqcwxnet9cwXHcDO8LKRGG8uI4S9DxWvhIu4ZDYVgoEMIbRwkx96tjlJhFZTpFVXDUlgwc3gpknBwshGE5mzcbvu/T3xfg80Nn7StWI73Ww8Lls4uggvVGr9A9XVHprDX6Gu3Pg60066xHVewc00DFyBOj8a1oBVmm6PF4iEWI6LgQg1vMdgyOJJGHNaP1BBb+MM0ULYQSugSp/sr+doSm6FmFXXBUiOMniFVcMtAGPEoGV5rByx0Cq3Zk6iTIgZNNHgIp8aMAdl9tSQ7UIe82OL5xnGuIN25vJooZO50wb3QqvR2zbAz6PI8WiTrMIfPXzaJXNyoXUQ8RCo+e63YqvHzvJU7nTqsLnjN1k3nW9nzzm29xcb6y7Fp8LtJIPmBfOccmMoYXltMV1CWxIqmQVDDJ6Jj00wudafCeIfmM5yBFNDdS6lH52kRRQUqJvm/v9OzoBKXbFVTKaieTKRnoU5yIJAXSYij3ByVVWeiYnFBmQXZAC3Ulq4KTQomrg6qRjrqhOT4nb4XaUmgSpBIOBubsWmJnRuqF5CXA5yVaCbQarYFkmOahKrTgFn7ouSiwoL7gKN5XxKK/aboGZMk9WGO+wfqB4gdUoheLb5AKWt4lP/1ektr/3yHuJAt0vbjSD5V2mOibzLmf8vJ3f5Lb3/0J9O0HSH2MNscmp6Q9UxvyTJsN5MRF89BRJIP24IM7lJKQ1mI30YR4Ql3pPcCsKhmzinkdk0eBGpWDSRnJMaZmeIB7XYP5ELvcmIt3IZlHJWYlxDQYF2VPIdloAQJHwgVONfHGa99gKhuonWW/x3vYOLRurNajX1M73UeyFsOo1FZZ905dnIu2pxeFbXiRaxB+yK4xsR6VUbeE5TQYCUYvjN7W6NWYgTZcCyXlwXYZHuQaXkKjORWeKjoquqagoYOeXAKkPnKnEkemIVIelU2PCiF6bwFtMo/3sLdYq8Bw/rNRuVtMNI8MKsZwRoc75RFQ3jsqoVHqPsRzPTYNTcKUO91ium0pjUSuIYk3eNuuYR0cbZXQ5xTmSNbi1LZyZy78/u/5MLduzyOBOS4XuDm1zXzzWectDY6/5T5u8ILpc5vbJHF0dQ2WlLUOpmzPwic8NnbBvKC1IrvOtHGaw0qnumBNrmCE3sJpspAId27FSydpUGanHG0dsVAGyrnEaaNHqyNNTmsWyc/BpxhEra1hbYXWaNpCs5SFJCmO4A2mnEAb4rHRHmFUMTJtTETvPaQOE5KV1RK2GLqG1oOXcPIMJbAOrZMKVN8HDE7D60qBZDk2cl+HgpDhso8NMiW8BjxMdABFvLP4SmkxqFUJX6vG4TvmqGuRKB2ntcBOucaibG0BppXC24eJH/yxP8Uvfv6nmZuHd3W9hCV6JjJl0pyCLrgmfFeRKlfCrzkp282G1gztIZgQfjwWQrUWuEmkB3i2C24T5nmAKEa5rnHz9F7pfSj15BZHRMuI5SEM26DZYDyMRjdzJJyUKBKN/kQoPEuv7B+fc/CLSIAWFVjHaW3P0ip9yVhVDKeu0bBvHLhcVvYHYd+dy6PCzbJHyzALq8402Climc3pzHaWwD2Oaa13Z7+saI8bekqCJ2FKo1pujmsenjRHWljwKr0b0gMvydGp0aIau1JYzx4AX1eQ6aof1AZ1LA8sajDwwpNGtVy1IYKBcxSQGEr0IYGOMGiA2QLkLoS4BZFs5MjAGMOzPvQmc4oRWTMjiQ3aK9ETG5Je5mGKdjTBEhuivuKcnSmf+dzn2BaltTjipV4wq6zdkJR4+uaOh994SlvD09qSU0qOQYJkUmzDAwQdx/1QRotNabNNAQvyhPWZw2Fl1YTKITCFJUM1vMuAPY3hhOdRFWqIQksf7KYYFPba45RkQX/tSSga9NnmhlVFeiInwaSFZkEKlaWpCLRKt6EDqhaK41URn/DUQNtQY2L8Z+CbbUgIliMmmKtBixlYrvio7LwH1C62XSe70HzF62Bq2TB364GQsB64UU1GkgH0t5BOtBqi340YitmyMlkJ4WxveJYrZfbfKa5HorzCh0aS6F1RylVD3/opj1l4clr4cL1N7gfq5SVaQM3JpTBvN8hUOPSO75Rt23A2N87unHH3A68wp8zZXCgZdHh7h9z96DK3sRAfJb7qSC4OBGBcNOG+CcXxKXZIkX3IqmkMUvTI+GnpylZBGQ6SdcDYYAB9G2oWjIoaAx5LTu+VtlZ67yx+YLcusbtbHIdCXd1Zu/FsbTxeOqsICwS+bEdMX83HrnuI1yKJVBfubSZun2RyDg/0WleWpQLGNiVWDK+FipNyY9ahBCQNVQ15fQ/mh/VgD8VHOGBVR68V6ZGIvZOccQSKqaqIkEsMsbpFyks6kiV9UPzi88lZw+rUo6KPe6uOG9EGDePITzYkCUUn1kMdvi+RTM0a1iqh2hOWAkGPDWC6jIrLh5ADPab8koQpb0CMVBrf+90f59UPfQC1KYYWJ7FxBV5xw1sPn/D6m29wcWEcqrAu0FYjWWaaYuqfAE2OdmNKITjNcPCsFvB21RTzL5wpd5Im1hqwHZWVlJSTskG7U5dGXRvVe8CSkGHPo8H9J6Aw5iA1PHQkOk9jQBV0QdxikGXRtG2qZKlU6cNwGDxn2mFQiGloFkyHR86oaps3Us8BXROllOhdh5K9j1OCs50LvWcqF6AdyRIGdcnIaWhFJoUs4VRgYeFgxw3Qa7SDUgzW6up0wnk1ZcjiLH0MHJvTx6Tbj2B864gf7ZR/57geiVKcaoeQ3ydM0Zs5WjslFUyUnZ7x8qe+B3/tNfLljmZPkBqN7/lkyzzPeCqsayZxiySVWyfO/XsnvPKx+0ieYwd3A+/Y7pK6PENa4BU9eRw9vOL46LcFR1QRpHlwnI2wJNCGaEOvTJjiqGdXtDg4UqggIEBgo2k+BF4l+mxG4F7a0lkuK0+fPkWq06RzwFh6VFa5GHl28gamvMUOwGXIT3UMBv3ObKiHd7syqAr2hSO9c3Lo1AIpBybNvbPYGktuTq5Ot4nscLpNoRyvo34Ti5trTD7U9WqjEwnRVC1x7O61DSqaRFUucrV5+AA9KU6XgPmrgfeRJIdIRICj4ijmMgYdcuQy1wHxKGQpmCttcM59uEC6BT8/HAIGPbHEwKjasVqLib4MUzQdmMFZcoguSGZZn/FPfeYP8onv+kjQLvW5R5F7R1Nh92zHl7/yW1z0ym4Pu0Pl8rCn9fBSUlOyKSdTiXWIIyVElY8JC4HiibWGtFkaeEQn1HDKHBhBXy/BnbzNnJ5N1DkgxZChzNy6+2Eu28KDh2+Qd0ZdGrhfcb7j/Q0LB2T0RTHSpHFPTIMd1jvNYZYVOOBW6D5Tig1+0gCEq1/B4PCEeCF5IrVC8UrRaAMVgUkzbODkdOZkO3PRDixpg5SVjKMpUBc+IFGdoDQm9+Bqi8M2oFLroZNTDuSBh4W8pjRwnA0TRwdVs7tRtES16R1quFaKgLXv3KS8FolS3FlZaV4omki5sy4eG2N3uiiTnvHKJ/8Ij55cwu7JO+ALt6DciT6MNy4enzNNmXWpWNvCMpGLkue44FKKm62WifY44+cB/Xj5Y6/y5htfY395oPoFeLjNbaaZbd4wzRs6sLY9tcWwJVzfEllD5ky94sWoUqkt021GurMsNWTZvIWSi4bHy0zi7tmGZsaT2jjs9lw8uKB5TFItjYt3wBm0KCWfcXu6RcpKrzX6WlKYt86cHT1kZBz7W47+X9Zht+DRSyq+hpRcWhDN2Nbo+yVwjyVuGtmncKjzaWAiCfCvrKAWYPwedEmTwBjS2nMlHNU4THvY9lqSK05wdsXTcRgTo8ojAEFyVHHmgy2lPqTIEknCEGs9epBLRoYoch29S2+hLO9UxMOALTCHjtICE5k7XeowgktomgZTZXxJplVHPfHp7/8DfNfv+xju55FMu6BpDvWZbjx8+Ji3v37O6jt2POHymXFoztPLyuXFEqBni0pcSyREaS2os7NAaijl+aCQefhpd7QVKKN3KkFRTSlUh5wGfY+uJTypfaXtd3QvZAtm1Omrd9i8covDkz3y6GkwZ5KT58zm7pYP3r3Pnc09NpsTdJNZ+8rTh3t2u3P8sLJ7ume/q+wvn0W7iTpOFkq386APdoceLY1und563Bs27IpnZysTt1464ex04uTklJZgvwymWO/88T/+x7j30Q2rVfrTPe1wycX5Ey6edZ4+Xji/eMZhd0G7fMZUTiApqYSVr9YFsQ1pyvRUhzBIA2k0Fdwz6oUkneKBtHAKetaQOscwFKcU+ba56RjXIlG6Q/Vozjdp7GtmlxpehZP52IsQyJmXXvkob7z+G8FdBSTNyGaDzKDeOCwX7PYrZdqMJnImpXhTUwkxA5WM7w5IgzT8RNLplnlzwpNvXHC+dqqvkBK3786c3L3D9sNnVFX8rac8+a1H7J4sdNtB7pyczJxMMVlcD53V4dFjZ60V8WWIZTjbW5lWVior3mHTtpxtJ/a18ezywOFQWTTFEMcNs4SyIfeVYoLKhsm3ZMkBfu4M6EwLTxzr5G6kAQNZ8jgSm6CeKCo4mVyElIfNlhllrZw1ZUcMRlKOye6chO1mE1JcHjCOJKHkQ29BtUyEgAORIHuP6o8jA0ZTKGN7iCrgIX6gkkcLosXBfXjToHFkDCy/IBaujlf9xgrIimNDgmwYsw3hCusWtDzJHBWGAk7mQ4ovsKwJI6VQfRLTmPKqUfsln/uBT/OxVz9OSsa6LKG4nqcrgHYbeMKvfPGL7Hedw37PWvcs3rhYjP2hcbk2qoNZivUTIHKR4ek0+mzBx16HHuLAwnpQ+MhrbB5JEZkCvmQdFcNkCkiX7/E0YcuwAGmdLo3Lw450UehD2cgHbCx5isl9j579Zd1js3KWZl595SU+/UdeIbXE1770Tb72W19jt9txeXlGqzvWdgg8LBnzRO+ENTNR+S91pVahrQfWw0KvnZK2lBL3mQ9vnmbG2jp2gAnnH3/py7xycZfbd86YUmGzvcvpnfvcrSsfkYkmQRA5SYbVhLiia2PpB5bLAw8fXXJxvkCtPL54wuF8hzUPKxN35rIheyAGrISCkFSPKnieyJ55FznKa5IogdZiGtbdkbVzriHmyZo5mWO6Wr1weusDLKtyQkFzIZ/NoUspHhPrtiAKd+/fI09BreotkacCHtVfiIEGh1aLkNLEvJ1gk/BJ8J6DmSNwuW+0fEZPJxRV+rbxbP8W+8NCtRDI0LxFyoRLpfbK0vZctg11HEtbb6AB6Vn2ho2eTVKl94Uuxuqw7+HNrB5DKJNEdyWngiJsUmE7b8hzHhWTUvKWOQewOLmSgqYeWpqEwIH48OgxB58gbQgldEH9gOwbeXVmESa9xfd9+vfx6kdfQUmcv/WIZ48fIkH9iAmsOZlQPorpIjFtthh0eK2BRBC9UvNxjwGAlnAsdBuK117G8Eqi1ejDATEKSXIOSBJkTEfz3xzzgB7hDDhXvbqejvakLsQEfPjSSANRIZPpQFHl0WMnz86nvvdjfM/3fQ937p1RlyU2YVemIugGrIV74+7Zyje/9nX2uyfU3Z5qlXUNE661G/vqHPqwDM4++DGjteMhVsaY3oc39/MeYUxlnVDH0CGQPCCoEoOryRPdQbtE/y4v1EMFi6l8t06vFxx2Z2xundFyVHttoBocRzssO6PNysEbXnf0feXh46fslkRKGx7tamh1pnX8uwWrh6EV2UNEpPPcX0cM7U5aV3zdoT6SvBxiA3XYV6FrHIG9GeY9NEUvL3n2m5VLfzjcNRMrbcCklHmeYXLKHJYlZVM4OZ1J2ZA58aGP3g+DtMOClVcJdXTw5Nw921KXmODXtrBbdhzOd1y+8YzLfWXfdgETXp5fP98urk2iLITnSw+NMIoYM6FqvRQjk1mbMp+dspxtOHk2ISbkYkMHEehG21c0b7n/6m26XtLfvGSSgjAhhLq0VcMPLZo6TShlAyi1LaxaQ7jCO6IloEYmZFN0ip7VoZ6zyhp46Z7AJmQzUWsL/qgq+ZbRV6BmevAZYU3ktqVlx9gjc8PSZQwCtFOtUzwxoXiaoGSYhCkZc1bmsmF7okyz0rpwcmtm4xfUw0gY5gEBqWOANIC0KtG/7K5QU2gCpqgSlQ1yUqEtZDbcPrvF/du3ANDs3P7gKYflEvZLvIYUBvT90GhrR0c/EEAs1IpEg1srQyLLeqXpMXEluheo46ipAfb3Ie8vduzljr9L+KZbdrIEVMgztGUBJGTlbMBr3COpaJhGJTJWexzJj4DHwfZJGp7U/8pf+rOcThsu90+4fXpGa2Btx5NnT3n04Jzdo0uWZ5eI7uhkknb6ulJbpe73uFf2/cByCBbOoWbq8N0WVWQKKwf1GCBplnCePLpIJnCdQrWKAPSrBDbWa8JxrCUogRdGBVk6mqPScneyj2pzCQFfKY3W9khfEA0XT7ejqk7oTWrv1NUQqSwTyCoUmXnydMWkxYZvFlTCkOWgpXkAylfUBLVGa0foWyQ/r4LYRFjtHsAaaw1/pSKFRglaYu8kX6ETCk6sQ9Vo9G6jppUAAAd1SURBVLy7oUnpBvVwgFU5PInecUJ45GGpm3IMd46eP5KNZekgmbxxHklgo0ueSVMOjvlc2HziHi+hNGskcc42Wz7/K1/+HXPUtUiUKnAi4d5mzchqzNLZFI+Lq42bMSsXvXHvk6/S3vgmKSWm2xnZxpGv1UxdFJbChz7+EXbyiDceX1JXZzodXiZpKEAfKqlHH2q73VLtgLUF947VSMrl3gkB4KrDPznwfXqSon960elVmW7dQqZgvvglqBde/vhH0dNbPH1wyaPX3sQX43R7j7TZYrmz8gzvF3RWSu5MU2cujiyV6eQE3W6Zbt+Hk5lSFuSikq2RssfXNLO5d8ZLn3oV2UwkEd5+e8frv/6P6YfGye1b3HrpNsuygCT2a6X2zn5x9GBIHgyawaW1JJjB6XyHMt9mO0+Ixk1y+949Lpa3kX6IqigpacpQYyrpHoIDDYLy2Tqla4iyqIczopVRLUh4PVv0LmPaOjxQWiAMrpRqSihAJZlj0JZi8OStX/0OA7YlFv+GexhKhUyKQTCUg6cuCSkZ0Zk0TZzOG776y79KW41lf8HhstLXLS6Jkp1WGxj0tWGl4ukAPVRyzIz90qgoi06sSam1s9QF9ajk7egyWWbMok3RZaG2gKOpdJJanA60QMyNYxpbRm/Vgz9vQqjuTFHZdx9MJUkUI0Q6VGLoZZ1aG60uMSSyOjb0aG+lwb/207Bc9mrsOswtw+khpsK10feVWnsclYdtsJnSq5G8X3kHxRd4i8JBrCCtQVsxLDC1zZHWSSchYo1XUnMmT3gTcBkKTjFsRSrdhyWbhWiH+Iyb0D2k7CodljZk+cI+OLWhx9kWWm10iYJg8WjDdVFkThTfUVKJk03eYKffOUfJu5nqvBchIs+AL73odfwe4gPA2y96Eb/LuFnzexfvx3X/k7zm73L3D367H1yLihL4krt/7kUv4ncbIvIL77d136z5vYv347pv1vzt493UhW7iJm7iJv6Jj5tEeRM3cRM38S5xXRLlX3/RC/g9xvtx3Tdrfu/i/bjumzV/m7gWw5ybuImbuInrHNeloryJm7iJm7i28cITpYj88yLyJRH5ioj8+ItezzFE5L8SkQci8oV3PHdfRP6OiHx5/HlvPC8i8p+N1/ArIvLZF7Tmj4nI3xeRXxORfyQi/9b7ZN0bEfk5Efnlse7/aDz/CRH52bG+nxKRaTw/j++/Mn7+8Rex7rGWJCL/UER++v2wZhF5TUR+VUR+SUR+YTx33a+PuyLyN0Xk10XkiyLyQ+/5mp8DRt/7L0JL5qvAJwl8/i8D3/8i1/SOtf0I8FngC+947j8Gfnw8/nHgL4/HPwb8nwRE+I8CP/uC1vxh4LPj8S3gN4Dvfx+sW4Cz8bgAPzvW8z8Cf348/9eAf2M8/jeBvzYe/3ngp17gdfLvAP898NPj+2u9ZuA14APf8tx1vz7+G+BfH48n4O57veYXcnG94w34IeBvv+P7nwB+4kWu6VvW9/FvSZRfAj48Hn+YwH8C/BfAv/Ttfu8Fr//zwJ96P60bOAF+EfhBAkScv/VaAf428EPjcR6/Jy9grR8Ffgb454CfHjfndV/zt0uU1/b6AO4Av/mt79V7veYXffT+CPD1d3z/+njuusYr7v7N8fgN4JXx+Nq9jnG0+wxRnV37dY8j7C8BD4C/Q5w0nrgfbcP+P2u7Wvf4+VPgpfd2xQD8J8C/x3MzoJe4/mt24P8SkX8gIn9xPHedr49PAG8B//VocfwNETnlPV7zi06U79vw2K6uJWRARM6A/xn4t939/J0/u67rdvfu7n+YqNL+aeD3v+AlfccQkX8BeODu/+BFr+V3GT/s7p8FfhT4SyLyI+/84TW8PjLRAvur7v4Z4JI4al/Fe7HmF50ovwF87B3ff3Q8d13jTRH5MMD488F4/tq8DhEpRJL879z9fxlPX/t1H8PdnwB/nzi23hWRI832nWu7Wvf4+R3g4Xu81H8G+BdF5DXgJ4nj93/K9V4z7v6N8ecD4H8lNqXrfH28Drzu7j87vv+bROJ8T9f8ohPlzwOfGpPCiWhy/60XvKbvFH8L+Avj8V8geoDH5//VMXH7o8DTdxwL3rMQEQH+S+CL7v5X3vGj677uD4rI3fF4S/RVv0gkzD8zfu1b1318PX8G+HujqnjPwt1/wt0/6u4fJ67bv+fu/zLXeM0icioit46PgT8NfIFrfH24+xvA10Xke8dTfxL4tfd8ze91M/nbNGt/jJjOfhX491/0et6xrv8B+Cahqf068K8RPaWfAb4M/F3g/vhdAf7z8Rp+FfjcC1rzDxNHkF8Bfml8/dj7YN2fBv7hWPcXgP9wPP9J4OeArwD/EzCP5zfj+6+Mn3/yBV8rf4LnU+9ru+axtl8eX//oeL+9D66PPwz8wrg+/jfg3nu95htmzk3cxE3cxLvEiz5638RN3MRNXPu4SZQ3cRM3cRPvEjeJ8iZu4iZu4l3iJlHexE3cxE28S9wkypu4iZu4iXeJm0R5EzdxEzfxLnGTKG/iJm7iJt4lbhLlTdzETdzEu8T/CyesSqQgGpLeAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(cv2.cvtColor(frame,cv2.COLOR_BGR2RGB))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Let's check out the HSV color space"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Hue')"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"frame_hsv=cv2.cvtColor(frame,cv2.COLOR_BGR2HSV)\n",
"plt.imshow(frame_hsv[:,:,0],cmap='gray')\n",
"plt.title('Hue')"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Satuaration')"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(frame_hsv[:,:,1],cmap='gray')\n",
"plt.title('Satuaration')"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Value')"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(frame_hsv[:,:,2],cmap='gray')\n",
"plt.title('Value')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Show color conversion scheme available in opencv"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['COLOR_BAYER_BG2BGR',\n",
" 'COLOR_BAYER_BG2BGRA',\n",
" 'COLOR_BAYER_BG2BGR_EA',\n",
" 'COLOR_BAYER_BG2BGR_VNG',\n",
" 'COLOR_BAYER_BG2GRAY',\n",
" 'COLOR_BAYER_BG2RGB',\n",
" 'COLOR_BAYER_BG2RGBA',\n",
" 'COLOR_BAYER_BG2RGB_EA',\n",
" 'COLOR_BAYER_BG2RGB_VNG',\n",
" 'COLOR_BAYER_GB2BGR',\n",
" 'COLOR_BAYER_GB2BGRA',\n",
" 'COLOR_BAYER_GB2BGR_EA',\n",
" 'COLOR_BAYER_GB2BGR_VNG',\n",
" 'COLOR_BAYER_GB2GRAY',\n",
" 'COLOR_BAYER_GB2RGB',\n",
" 'COLOR_BAYER_GB2RGBA',\n",
" 'COLOR_BAYER_GB2RGB_EA',\n",
" 'COLOR_BAYER_GB2RGB_VNG',\n",
" 'COLOR_BAYER_GR2BGR',\n",
" 'COLOR_BAYER_GR2BGRA',\n",
" 'COLOR_BAYER_GR2BGR_EA',\n",
" 'COLOR_BAYER_GR2BGR_VNG',\n",
" 'COLOR_BAYER_GR2GRAY',\n",
" 'COLOR_BAYER_GR2RGB',\n",
" 'COLOR_BAYER_GR2RGBA',\n",
" 'COLOR_BAYER_GR2RGB_EA',\n",
" 'COLOR_BAYER_GR2RGB_VNG',\n",
" 'COLOR_BAYER_RG2BGR',\n",
" 'COLOR_BAYER_RG2BGRA',\n",
" 'COLOR_BAYER_RG2BGR_EA',\n",
" 'COLOR_BAYER_RG2BGR_VNG',\n",
" 'COLOR_BAYER_RG2GRAY',\n",
" 'COLOR_BAYER_RG2RGB',\n",
" 'COLOR_BAYER_RG2RGBA',\n",
" 'COLOR_BAYER_RG2RGB_EA',\n",
" 'COLOR_BAYER_RG2RGB_VNG',\n",
" 'COLOR_BGR2BGR555',\n",
" 'COLOR_BGR2BGR565',\n",
" 'COLOR_BGR2BGRA',\n",
" 'COLOR_BGR2GRAY',\n",
" 'COLOR_BGR2HLS',\n",
" 'COLOR_BGR2HLS_FULL',\n",
" 'COLOR_BGR2HSV',\n",
" 'COLOR_BGR2HSV_FULL',\n",
" 'COLOR_BGR2LAB',\n",
" 'COLOR_BGR2LUV',\n",
" 'COLOR_BGR2Lab',\n",
" 'COLOR_BGR2Luv',\n",
" 'COLOR_BGR2RGB',\n",
" 'COLOR_BGR2RGBA',\n",
" 'COLOR_BGR2XYZ',\n",
" 'COLOR_BGR2YCR_CB',\n",
" 'COLOR_BGR2YCrCb',\n",
" 'COLOR_BGR2YUV',\n",
" 'COLOR_BGR2YUV_I420',\n",
" 'COLOR_BGR2YUV_IYUV',\n",
" 'COLOR_BGR2YUV_YV12',\n",
" 'COLOR_BGR5552BGR',\n",
" 'COLOR_BGR5552BGRA',\n",
" 'COLOR_BGR5552GRAY',\n",
" 'COLOR_BGR5552RGB',\n",
" 'COLOR_BGR5552RGBA',\n",
" 'COLOR_BGR5652BGR',\n",
" 'COLOR_BGR5652BGRA',\n",
" 'COLOR_BGR5652GRAY',\n",
" 'COLOR_BGR5652RGB',\n",
" 'COLOR_BGR5652RGBA',\n",
" 'COLOR_BGRA2BGR',\n",
" 'COLOR_BGRA2BGR555',\n",
" 'COLOR_BGRA2BGR565',\n",
" 'COLOR_BGRA2GRAY',\n",
" 'COLOR_BGRA2RGB',\n",
" 'COLOR_BGRA2RGBA',\n",
" 'COLOR_BGRA2YUV_I420',\n",
" 'COLOR_BGRA2YUV_IYUV',\n",
" 'COLOR_BGRA2YUV_YV12',\n",
" 'COLOR_BayerBG2BGR',\n",
" 'COLOR_BayerBG2BGRA',\n",
" 'COLOR_BayerBG2BGR_EA',\n",
" 'COLOR_BayerBG2BGR_VNG',\n",
" 'COLOR_BayerBG2GRAY',\n",
" 'COLOR_BayerBG2RGB',\n",
" 'COLOR_BayerBG2RGBA',\n",
" 'COLOR_BayerBG2RGB_EA',\n",
" 'COLOR_BayerBG2RGB_VNG',\n",
" 'COLOR_BayerGB2BGR',\n",
" 'COLOR_BayerGB2BGRA',\n",
" 'COLOR_BayerGB2BGR_EA',\n",
" 'COLOR_BayerGB2BGR_VNG',\n",
" 'COLOR_BayerGB2GRAY',\n",
" 'COLOR_BayerGB2RGB',\n",
" 'COLOR_BayerGB2RGBA',\n",
" 'COLOR_BayerGB2RGB_EA',\n",
" 'COLOR_BayerGB2RGB_VNG',\n",
" 'COLOR_BayerGR2BGR',\n",
" 'COLOR_BayerGR2BGRA',\n",
" 'COLOR_BayerGR2BGR_EA',\n",
" 'COLOR_BayerGR2BGR_VNG',\n",
" 'COLOR_BayerGR2GRAY',\n",
" 'COLOR_BayerGR2RGB',\n",
" 'COLOR_BayerGR2RGBA',\n",
" 'COLOR_BayerGR2RGB_EA',\n",
" 'COLOR_BayerGR2RGB_VNG',\n",
" 'COLOR_BayerRG2BGR',\n",
" 'COLOR_BayerRG2BGRA',\n",
" 'COLOR_BayerRG2BGR_EA',\n",
" 'COLOR_BayerRG2BGR_VNG',\n",
" 'COLOR_BayerRG2GRAY',\n",
" 'COLOR_BayerRG2RGB',\n",
" 'COLOR_BayerRG2RGBA',\n",
" 'COLOR_BayerRG2RGB_EA',\n",
" 'COLOR_BayerRG2RGB_VNG',\n",
" 'COLOR_COLORCVT_MAX',\n",
" 'COLOR_GRAY2BGR',\n",
" 'COLOR_GRAY2BGR555',\n",
" 'COLOR_GRAY2BGR565',\n",
" 'COLOR_GRAY2BGRA',\n",
" 'COLOR_GRAY2RGB',\n",
" 'COLOR_GRAY2RGBA',\n",
" 'COLOR_HLS2BGR',\n",
" 'COLOR_HLS2BGR_FULL',\n",
" 'COLOR_HLS2RGB',\n",
" 'COLOR_HLS2RGB_FULL',\n",
" 'COLOR_HSV2BGR',\n",
" 'COLOR_HSV2BGR_FULL',\n",
" 'COLOR_HSV2RGB',\n",
" 'COLOR_HSV2RGB_FULL',\n",
" 'COLOR_LAB2BGR',\n",
" 'COLOR_LAB2LBGR',\n",
" 'COLOR_LAB2LRGB',\n",
" 'COLOR_LAB2RGB',\n",
" 'COLOR_LBGR2LAB',\n",
" 'COLOR_LBGR2LUV',\n",
" 'COLOR_LBGR2Lab',\n",
" 'COLOR_LBGR2Luv',\n",
" 'COLOR_LRGB2LAB',\n",
" 'COLOR_LRGB2LUV',\n",
" 'COLOR_LRGB2Lab',\n",
" 'COLOR_LRGB2Luv',\n",
" 'COLOR_LUV2BGR',\n",
" 'COLOR_LUV2LBGR',\n",
" 'COLOR_LUV2LRGB',\n",
" 'COLOR_LUV2RGB',\n",
" 'COLOR_Lab2BGR',\n",
" 'COLOR_Lab2LBGR',\n",
" 'COLOR_Lab2LRGB',\n",
" 'COLOR_Lab2RGB',\n",
" 'COLOR_Luv2BGR',\n",
" 'COLOR_Luv2LBGR',\n",
" 'COLOR_Luv2LRGB',\n",
" 'COLOR_Luv2RGB',\n",
" 'COLOR_M_RGBA2RGBA',\n",
" 'COLOR_RGB2BGR',\n",
" 'COLOR_RGB2BGR555',\n",
" 'COLOR_RGB2BGR565',\n",
" 'COLOR_RGB2BGRA',\n",
" 'COLOR_RGB2GRAY',\n",
" 'COLOR_RGB2HLS',\n",
" 'COLOR_RGB2HLS_FULL',\n",
" 'COLOR_RGB2HSV',\n",
" 'COLOR_RGB2HSV_FULL',\n",
" 'COLOR_RGB2LAB',\n",
" 'COLOR_RGB2LUV',\n",
" 'COLOR_RGB2Lab',\n",
" 'COLOR_RGB2Luv',\n",
" 'COLOR_RGB2RGBA',\n",
" 'COLOR_RGB2XYZ',\n",
" 'COLOR_RGB2YCR_CB',\n",
" 'COLOR_RGB2YCrCb',\n",
" 'COLOR_RGB2YUV',\n",
" 'COLOR_RGB2YUV_I420',\n",
" 'COLOR_RGB2YUV_IYUV',\n",
" 'COLOR_RGB2YUV_YV12',\n",
" 'COLOR_RGBA2BGR',\n",
" 'COLOR_RGBA2BGR555',\n",
" 'COLOR_RGBA2BGR565',\n",
" 'COLOR_RGBA2BGRA',\n",
" 'COLOR_RGBA2GRAY',\n",
" 'COLOR_RGBA2M_RGBA',\n",
" 'COLOR_RGBA2RGB',\n",
" 'COLOR_RGBA2YUV_I420',\n",
" 'COLOR_RGBA2YUV_IYUV',\n",
" 'COLOR_RGBA2YUV_YV12',\n",
" 'COLOR_RGBA2mRGBA',\n",
" 'COLOR_XYZ2BGR',\n",
" 'COLOR_XYZ2RGB',\n",
" 'COLOR_YCR_CB2BGR',\n",
" 'COLOR_YCR_CB2RGB',\n",
" 'COLOR_YCrCb2BGR',\n",
" 'COLOR_YCrCb2RGB',\n",
" 'COLOR_YUV2BGR',\n",
" 'COLOR_YUV2BGRA_I420',\n",
" 'COLOR_YUV2BGRA_IYUV',\n",
" 'COLOR_YUV2BGRA_NV12',\n",
" 'COLOR_YUV2BGRA_NV21',\n",
" 'COLOR_YUV2BGRA_UYNV',\n",
" 'COLOR_YUV2BGRA_UYVY',\n",
" 'COLOR_YUV2BGRA_Y422',\n",
" 'COLOR_YUV2BGRA_YUNV',\n",
" 'COLOR_YUV2BGRA_YUY2',\n",
" 'COLOR_YUV2BGRA_YUYV',\n",
" 'COLOR_YUV2BGRA_YV12',\n",
" 'COLOR_YUV2BGRA_YVYU',\n",
" 'COLOR_YUV2BGR_I420',\n",
" 'COLOR_YUV2BGR_IYUV',\n",
" 'COLOR_YUV2BGR_NV12',\n",
" 'COLOR_YUV2BGR_NV21',\n",
" 'COLOR_YUV2BGR_UYNV',\n",
" 'COLOR_YUV2BGR_UYVY',\n",
" 'COLOR_YUV2BGR_Y422',\n",
" 'COLOR_YUV2BGR_YUNV',\n",
" 'COLOR_YUV2BGR_YUY2',\n",
" 'COLOR_YUV2BGR_YUYV',\n",
" 'COLOR_YUV2BGR_YV12',\n",
" 'COLOR_YUV2BGR_YVYU',\n",
" 'COLOR_YUV2GRAY_420',\n",
" 'COLOR_YUV2GRAY_I420',\n",
" 'COLOR_YUV2GRAY_IYUV',\n",
" 'COLOR_YUV2GRAY_NV12',\n",
" 'COLOR_YUV2GRAY_NV21',\n",
" 'COLOR_YUV2GRAY_UYNV',\n",
" 'COLOR_YUV2GRAY_UYVY',\n",
" 'COLOR_YUV2GRAY_Y422',\n",
" 'COLOR_YUV2GRAY_YUNV',\n",
" 'COLOR_YUV2GRAY_YUY2',\n",
" 'COLOR_YUV2GRAY_YUYV',\n",
" 'COLOR_YUV2GRAY_YV12',\n",
" 'COLOR_YUV2GRAY_YVYU',\n",
" 'COLOR_YUV2RGB',\n",
" 'COLOR_YUV2RGBA_I420',\n",
" 'COLOR_YUV2RGBA_IYUV',\n",
" 'COLOR_YUV2RGBA_NV12',\n",
" 'COLOR_YUV2RGBA_NV21',\n",
" 'COLOR_YUV2RGBA_UYNV',\n",
" 'COLOR_YUV2RGBA_UYVY',\n",
" 'COLOR_YUV2RGBA_Y422',\n",
" 'COLOR_YUV2RGBA_YUNV',\n",
" 'COLOR_YUV2RGBA_YUY2',\n",
" 'COLOR_YUV2RGBA_YUYV',\n",
" 'COLOR_YUV2RGBA_YV12',\n",
" 'COLOR_YUV2RGBA_YVYU',\n",
" 'COLOR_YUV2RGB_I420',\n",
" 'COLOR_YUV2RGB_IYUV',\n",
" 'COLOR_YUV2RGB_NV12',\n",
" 'COLOR_YUV2RGB_NV21',\n",
" 'COLOR_YUV2RGB_UYNV',\n",
" 'COLOR_YUV2RGB_UYVY',\n",
" 'COLOR_YUV2RGB_Y422',\n",
" 'COLOR_YUV2RGB_YUNV',\n",
" 'COLOR_YUV2RGB_YUY2',\n",
" 'COLOR_YUV2RGB_YUYV',\n",
" 'COLOR_YUV2RGB_YV12',\n",
" 'COLOR_YUV2RGB_YVYU',\n",
" 'COLOR_YUV420P2BGR',\n",
" 'COLOR_YUV420P2BGRA',\n",
" 'COLOR_YUV420P2GRAY',\n",
" 'COLOR_YUV420P2RGB',\n",
" 'COLOR_YUV420P2RGBA',\n",
" 'COLOR_YUV420SP2BGR',\n",
" 'COLOR_YUV420SP2BGRA',\n",
" 'COLOR_YUV420SP2GRAY',\n",
" 'COLOR_YUV420SP2RGB',\n",
" 'COLOR_YUV420SP2RGBA',\n",
" 'COLOR_YUV420p2BGR',\n",
" 'COLOR_YUV420p2BGRA',\n",
" 'COLOR_YUV420p2GRAY',\n",
" 'COLOR_YUV420p2RGB',\n",
" 'COLOR_YUV420p2RGBA',\n",
" 'COLOR_YUV420sp2BGR',\n",
" 'COLOR_YUV420sp2BGRA',\n",
" 'COLOR_YUV420sp2GRAY',\n",
" 'COLOR_YUV420sp2RGB',\n",
" 'COLOR_YUV420sp2RGBA',\n",
" 'COLOR_mRGBA2RGBA']"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[cmd for cmd in dir(cv2) if cmd.startswith('COLOR_')]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Convert a blue color to HSV color space"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[[ 0, 255, 255]]], dtype=uint8)"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"import cv2\n",
"\n",
"cv2.cvtColor(np.uint8([[[0,0,255]]]),cv2.COLOR_BGR2HSV)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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