I hear that my friends and colleagues in the USA are having a cold winter. Could we swap? We've got enough heat to spare this summer.
I've started pining for the cold season -- April to September in Sydney.
I remember the "cold season" from my childhood having sport cancelled a little bit more regularly than it is for my children. By the way if anyone else from my soccer team is reading this, do any of you remember us ever scoring a goal or winning a game? Maybe we didn't practice enough.
Anyway, I don't remember the droughts being as bad back then either.
So how much less rain are we getting?
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eMit/L6Z9Lsf8AvgXcGKZR/5OZNYTjbgAOF4373wmumkWzW9wYpmafAK4n/GzcfQ/wpwRXoo6F60Up5tP3k33hskh/eFATWchnISKyouiYZ8GvRcc8Ouapl2OeQaB9Dq8lMtd9e6Z9eaH/J2faP35r2v7xbOCM8LkGfWoPs1KfZTswVGK51BAFjqQevQ34A6Z+wUVfSC1Fy0r9QZuP3ugXM2sjSPs8RPCH7Ifu3ln00+buf1j02JkaJx4Cus2s+A/FZoI03FpziOAPQrH5jnX6e/Fp4KtAr7t3ENTa24JHWBlzanRZZC77QPG63VaiTwXT3l8LZtDp4dT3t48g9bm3aNnmcoMLr3K9w93PBZ5JcLXwVeFYUsDqonGvcvfzwof+PcF7cYG7ryK4imRF2/20uz87HLMD7yn1OsKxHSo3PhERmTMd8ywdHfOUpmOexTvmuYeg/Gu21zJfM+3Ls/2fXMj+8R/T9o9Wd/9H4DBB76zWovWnfJYW9Pg6CyjupyQ1SIEjqTvhVYDPAv+raFkfwRfeK8wsbma/zwyN9OboSjN7tgVTZb4TuNXd9xNc/TvbzF5pZg3hz9MtaDg4l/HvJ6iH/gcLmuA9BXgNwZWOWnMTwWt9uZklzOx3gHMJ3oOFaie40jFhZpcAL6/EQE/TUWBT+FnPxZz3AXc/TJBO/G9m1hWu+9zw7s8Av2dmF1nQWPHvgdvcfe+0beQIel283cxazOxcgiadJZnZL5nZBWG69wmC1Od8OJZvA/9iZqvMLGZBc8goNbudIKV62Mw2An9ZtM0dZvbL4TgnCK5s5Ytex1vNbI0FzRL/jtrcn0VE6oqOeZaUjnlK0zHP4h3z3ERR6WK517LA7Zbcl+fwf/IosNXM5honuJ6gBO6K8PuoyYIm4ZvcfR9B2do7zCxpZs/m1NLPSwhKIWfKKpMaoMCR1KtrCRrdFfsDgi/9fuA8gi/F0/Fpgit9AwTN6V4BEKZ2Xk5QI32IIHXzPQS10HP1MoJGe4cI6u/f5u7fOc3xVpy79xNc7Xgjwfv6JuDX3P34aWz2j4BrzWyE4I/t5057oKfve8D9wBEzm/W1LWAfeCXBH/+HgGME6c+En/nfEvQKOExw4P/SMtv4Y4K04CMETSw/PsMQ1wNfIDjoeJBgxo7/CO97FZAkaKo4GK53RnjfOwiaVg4TNLf8YtE2G4F/JGhseYQg1fst4X3vIjgwuAe4F/h5uExERE6fjnmWgI55StMxz6Ie83wNOKeoDG6m1zJnc9iXZ/o/+fnw334z+/kcnms/cBXBbGx9BBlIf8lknOHlwKUE3y1vI2jiXexqgkw8qXHmPt9sNBERERERERE5HWZ2DcEMdX9a7bEsNTNbSxAce6pPa6wvtUeBIxERERERERERKUmlaiIiIiIiIiIiUpICRyIiIiIiIiIiUpICRyIiIiIiIiIiUpICRyIiIiJ1xsw6zewLZvaQmT1oZs8Ip7m+1czuMrNd4fTfWOD9ZrbHzO4xs4urPX4RERGpH4lqD2Amq1ev9q1bt1Z7GCIiIrKI7rzzzuPuvqba46gz7wO+6e6/aWZJoIVgqu93uPs3zOxK4J+A5wMvBraHP5cCHwz/LUvHYCIiIsvbfI6/ajpwtHXrVnbt2lXtYYiIiMgiMrN91R5DPTGzDuC5wO8CuHsaSJuZA6vC1TqAQ+HvVwGf8mAq3VvDbKUz3P1wuefQMZiIiMjyNp/jr5oOHImIiIjIKbYBfcDHzexC4E7gT4A/Bb5lZv+boB3BM8P1NwL7ix5/IFxWNnAkIiIiElGPIxEREZH6kgAuBj7o7k8FxoA3A38I/Jm79wJ/BnxsPhs1s2vC3ki7+vr6Kj1mERERqVMKHImIiIjUlwPAAXe/Lbz9BYJA0quBL4bLPg9cEv5+EOgtevymcNkU7v5hd9/p7jvXrFHLKREREQkocCQiIiJSR9z9CLDfzHaEi14APEDQ0+h54bJfBnaHv38VeFU4u9plwPBM/Y1EREREiqnHkYiIiEj9eQNwQzij2mPA7wFfAd5nZglgArgmXPcm4EpgD3AyXFdERERkThQ4EhEREakz7n4XsHPa4h8DTyuxrgOvX4pxiYiIyPKjUjURERERERERESlJgSMRERERERERESlJgSMRERERERERESlJgSMRERERERERESlJgSMRERERERERESlJgSMRkTLS2Tx7j49VexgiIiLL3qN9o6Sz+WoPQ0RESlDgSESkjC/fdZDL33sLY6lstYciIiKybE1kclz5vh/xge/vqfZQRESkBAWORETK6B9Nk87mGUsrcCQiIrJY+kZSpLJ5vnb3Idy92sMREZFpFDgSESkjSpnP5HQQKyIislj6x9IAPHZ8jIePjlR5NCIiMp0CRyIiZaSyOQAy6rkgIiKyaAbGUoXfb7rncBVHIiIipShwJCJSRpRxlM0rcCQiIrJYjo8GGUebu1v4+r2HVa4mIlJjFDgSESkjFQaO0lkdwIqIiCyWgbBU7RWXbebRvjF2Hxut8ohERKSYAkciImVM9jhSxpGIiMhi6R9N0dQQ4yVP3YgZfF3laiIiNUWBIxGRMtI5BY5EREQWW/9Ymp7WRta2N3HJ1m5uuleBIxGRWqLAkYhIGVFz7LQCRyIiIoumfzRNT1sSgCsvOIPdx0bZrdnVRERqhgJHIiJlTJaqqceRiIjIYhkYS9PTGgSOXnz+eszgpnuPVHlUIiISUeBIRKSMqDl2JquMIxERkcXSP5qiu7URgLWrmtjW08ojyjgSEakZChyJiJSRUnNsERGRReXu9I+lWR2WqgGsbmvk+GiqiqMSEZFiChyJiJQRBY7U40hERGRxjKVzpLJ5uluLAkftSQWORERqiAJHIiJlqMeRiIjI4hoYTQPQ09ZYWNbT2sjxcLmIiFSfAkciImVEs6qpVE1ERGRxHB8LMot6WqeWqg2PZwoXcEREpLoUOBIRKSM6YM0qcCQiIrIoJjOOJgNH0e8DY8o6EhGpBbMGjszsOjM7Zmb3lbjvjWbmZrY6vG1m9n4z22Nm95jZxUXrvtrMdoc/r67syxARqbzJHkcqVRMREVkM/WHGUfe0jCNAfY5ERGrEXDKOPgG8aPpCM+sFLgeeKFr8YmB7+HMN8MFw3W7gbcClwCXA28ys63QGLiKy2NKaVU1ERGRR9YdZRT2tkz2O1rQHQSQFjkREasOsgSN3vwUYKHHXvwJvAoovxV8FfMoDtwKdZnYGcAVws7sPuPsgcDMlglEiIrWk0ONIPRZEREQWRf9ompZknOZkvLAsCiKpQbaISG1YUI8jM7sKOOjud0+7ayOwv+j2gXBZueUiIjVLGUciIiKLa2AsPaW/EcDq9iBw1K+MIxGRmpCY7wPMrAX4a4IytYozs2sIytzYvHnzYjyFiMissrk8+TCfUj2OREREFsfx0RTdRWVqAK3JOE0NMZWqiYjUiIVkHJ0JbAPuNrO9wCbg52a2HjgI9BatuylcVm75Kdz9w+6+0913rlmzZgHDExE5fami8jRlHImIiCyO/tE0q1unZhyZGT2tjXMuVXN3HjpyYjGGJyIiLCBw5O73uvtad9/q7lsJys4udvcjwFeBV4Wzq10GDLv7YeBbwOVm1hU2xb48XCYiUpPSChyJiIgsuoGx9JQZ1SKr2xvnnHH0s8f6edF7f8Td+4cqMqaox6GIiARmDRyZ2WeAnwE7zOyAmb1mhtVvAh4D9gAfAf4IwN0HgHcCd4Q/14bLRERqkjKOREREFpe70z+WorutROCoNTnnjKPH+sYAuOdA+cDRwFiaV3z0Nv7f93bPuK2bHzjKRe+4mWMnJub03CIiK8GsPY7c/WWz3L+16HcHXl9mveuA6+Y5PhGRqijOOEpn1eNIRESk0kZSWTI5Z/W0HkcAq9sauffg8Jy2c2Q4CPI8dGSk5P3HRiZ45Udv5+GjI/SNpPjjX95edlvfe+gY45kctz4+wK9fuGFOzy8istwtaFY1EZHlrjhNXRlHIiIildcfZhSVLlVL0j+WJp+f/eLN4TBw9HCJwNHh4XFe+u+38sTASZ6zfTW7j40wni5finbnvqAo4s69MxdHZHVsICIriAJHIiIlFJeqZfM6OBQREam0gbGgh1FPiVK1ntZGcnlnaDwz63aOnBgH4OGjIwQFEIF83rn6o7dxbCTFf7zmEl5x2RbyTtlG2kMn0zxydBSAXfsGyz6fu3Pl+3/EKz92G6Op7KzjExGpdwociYiUkFKpmoiIyKKKehj1lCpVaw+W9c+hQfbhoQnMYGQiy6Hhyd5Ej/aN8ljfGH/zq09m59Zuzt/YAcB9ZUrgfv5EECy6dFs3Dx4+UTYodHh4gkeOjvKj3cd56Yd/Nucm3iIi9UqBIxGREjSrmoiIyOIaGAsDR2WaYwP0zRKUcXcOD0/wlE2dADxclE0UZQ1duq0bgA0dTXS1NHDfwdIZR7v2DpKIGb//7G3kHe56onSz7XsOBIGnP3nBdvYcG+U3P/hT9g+cnHGcIiL1TIEjEZESoh5H8ZgpcCQiIrIIomyi0j2OooyjmWdWOzGeZTyT43lnrwGmNsi+Y+8APa1Jtq1uBcDMOH9jB/cdKp1xtGvvIOdt7OAZZ/ZgBrv2le5zdN/BYeIx4w+ffyY3vPYyBsbSvP2r98/yakVE6pcCRyIiJUQZR63JuAJHIiIii6B/LE1bY4Kmhvgp961uCwJHs5WBHRoO+hvtWNfOho6mKQ2y79w3yNO2dGFmhWXnb+zgkaMjUybBgODv/t0Hhnj6li5WNTWwY107d5bpc3TvwWG2r22jqSHO07Z08dyz17Cnb3RuL1pEpA4pcCQiUkLU46itMUE6px5HIiIildY/mi6ZbQTQ2dxAPGazBo6OhD2N1nc0sWN9eyFw1DeSYl//SXZu7Zqy/vkbOsjknN1HpwZ67js0TCqbL6y/c2sXv3hiiNy0Wd3cnfsODnNB2C8JoLe7hUND46esKyKyXChwJCJSQpRx1NaUIJNVxpGIiEilDYylS/Y3AojFjO7W5KylaofDwNGGziZ2rF/Fo32jZHJ57gzLzHZu7Z6y/vkbVwFB1lCxXXuD9Z+2JVh/55ZuRlPZU2ZgOzQ8Qf9Ymgs2FQWOulrI5JwjJyYQEVmOFDgSESkhyjhqbUyoVE0WxVGdYIjICnd8NEVPmYwjCMrVZss4Ojw8TsxgTVsj56xvJ5NzHusb4469gzQmYpy/oWPK+pu7W2hvSpwys9quvYNs7WlhTdhb6Wlbgsyj6eVq94aNsadmHDUDqEG2iCxbChyJiJSQDnsftClwJItg/8BJLvuH7xaucIuIrEQDY2l6WhvL3r+6LcnxOWQcrW1vIhGPsWN9OwAPHTnBrn2DXLipk2Ri6umOmXHehlXcd2gyk8jdw35Ik9lJm7qaWbeqkV17pwaOosbYTz5jVWFZb1cLoMCRiCxfChyJiJSQzk32OMqox5FU2PHRFO5wbGTmK+kiIsuVuzMwlqa7TKkazC3j6MjwBGd0NgFw5po2EjHj7v3D3H9w+JT+RpELNnbw4OEThQtDjx8fo38sPWV9M2Pnlu5TMo7uKWqMHdnQ2YwZ7B8cn/lFi4jUKQWORERKSGWKm2Mr40gqKwpGptU/S0RWqBPjWbJ5n7FUrac1GQbay1/AOTQ8zhkdQeAomYjxpDWtfPmug2TzXjZwdP7GDtLZPHuOBQ2yb3s87Ie0Zer6T9vSxcGhcQ4NBQGhqDH2UzZNLX9LJmKcsaqJA8o4EpFlSoEjEZES0rk8ZtCcjJNV4EgqLNqnFJQUkZXq+FiQSVSuOTbA6vZGJjJ5TqZzJe93d44MT7B+VXNh2Y71qxgYC8rbLt5cOnB0Xtj36L6Dw3zzviNc+7UH2La6lTPXtE1Z79nbVwPwyZ/tBYLG2ANj6Sn9jSKbulvYP6jAkYgsTwociYiUkMrmaUzEaIjHVKomFRcFjJRxJCIr2bPPWs3m7tay969uC/oflStXOzGR5WQ6V8g4Ajgn7HO0fW0bnS2lg1LbVrfSkozzge/v4XXX38mO9e189prLiMVsynpnr2vnd3b28rEfPc5DR04UGmOfXyJw1NvVwv4BlaqJyPKkwJGISAnpbJ5kPAgcKStEKi0bBiPVeF0Wysw6zewLZvaQmT1oZs8Il78hXHYyNTBRAAAgAElEQVS/mf1T0fpvMbM9ZvawmV1RvZGLBM5c08b1r720MHtZKVE2UrkG2UeGg9kpox5HADvWBYGjnVu7Sz4GIB4zzj1jFXv7T/KSizZw4zWXsXZVU8l13/zic1jV3MBff/Fe7j4wdEpj7EhvdzNHRyZIZUtnR4mI1LNEtQcgIlKLUtkcjQ1xknEjk8vj7pjZ7A8UmYNsXhlHctreB3zT3X/TzJJAi5n9EnAVcKG7p8xsLYCZnQu8FDgP2AB8x8zOdned4UpNWzNLxtGh4SDDpzjj6CmbOkgmYjzv7DUzbvuvXnwOjx8f47eetmnGv+9drUn++son8xefv5uHj4xw9rr2KY2xI71dLbjDwcFxnjSt5E1EpN4p40hEpIRUUcaRO+TyKleTykmrObacBjPrAJ4LfAzA3dPuPgT8IfCP7p4Klx8LH3IVcKO7p9z9cWAPcMnSj1xkfmYrVYsyjtZ3TPY4WruqiTvf+iu86Pz1M2776Vu7+e2dvXO6KPQbF2/ksid1M5bOccHGU7ONAHq7WwDNrCYiy5MCRyIiJaSyeRobYjQkgq9J9TmSSoqaY6tUTRZoG9AHfNzMfmFmHzWzVuBs4DlmdpuZ/dDMnh6uvxHYX/T4A+GyKczsGjPbZWa7+vr6Fvs1iMyqO5xxrb9Mqdrh4QliBmvbG6csb29qqOg4zIx3veQCWpJxnnFmT8l1eruD4NV+zawmIsuQAkciIiUU9zgCzX4llRUFjFLar2RhEsDFwAfd/anAGPDmcHk3cBnwl8DnbB41tu7+YXff6e4716yZucxHZCkkEzE6mhvKZhwdHhpnTXtj4W/1YjprbRt3vvWFvOSiU2KuAKxrbyIZj2lmNRFZlhQ4EhEpIcg4CnocgTJDpLKiDLZMVplssiAHgAPuflt4+wsEgaQDwBc9cDuQB1YDB4HeosdvCpeJ1LyetmTZjKMjJyamlKkttuZkvGxpWyxmbOxq5oBmVhORZUiBIxGREtLZHI1FGUcKHEklRftTOqfexDJ/7n4E2G9mO8JFLwAeAL4M/BKAmZ0NJIHjwFeBl5pZo5ltA7YDty/5wEUWYHVbI30jZTKOhifY0FF6NrRq2NTVrIwjEVmWFDgSESkhlc2TTBQFjpQZIhWUVcaRnL43ADeY2T3ARcDfA9cBTzKz+4AbgVeH2Uf3A58jCC59E3i9ZlSTerGho4nDJ07N4nF3Dg+Ns76GAke93S1Tehw9cOgE//tbD+Ou73oRqW+Jag9ARKQWpbN5ulsmm2Orx5FUUrqQcaT9ShbG3e8Cdpa46xVl1n838O5FHZTIItjQ2cx/3XOYXN6JxybLxEZSWcbSOc6opcBRVwuDJzOMprK0NSa49r/u59bHBvj9Z28rNPoWEalHyjgSESkhyjiKehxl8zrBl8qJMo4UOBIRmdmGzmayeT+lXO3I8ATAkvY4mk3xzGr3HBji1scGgMmxiojUKwWORERKSGfzNCZiJGIqVZPKK/Q4yipwJCIyk42dQTDm4NDUcrVD4e1a6nHU29UCBIGjf7/lscLyoycUOBKR+qbAkYhICemox5FK1WQRZPIKHImIzMWGMHB0aFrgaDLjqIYCR91B4Oinj/bzjXsP8+sXbgCC2d9EROqZAkciIiWksjkaE3EawlI1zaomlVRojq39SkRkRhs6g8DQ9MDREwMnScSM9atqJ3DU1dJAazLO9bfuIx4z3vSiHZipVE1E6p8CRyIiJaQLPY7CUjWd4EsFqVRNRGRu2psaaG9KnBI4evz4GJu7W0jEa+d0xszo7W4hm3euumgjm7pa6GltVKmaiNS92vmmFRGpIamwx1GDAkeyCDLKOBIRmbONnc2n9Dh6/PgY21a3VmlE5W0K+xxd89wnAbC+o1GlaiJS9xLVHoCISK3J5Z1s3oMeR2HgKK3m2FJBUcAopYwjEZFZBYGjyeBLPu/s7R/jWWetruKoSnvFZZt52pYuzl7XDsD6VU0cGByf5VEiIrVNGUciItNE5UONiTjJhHocSeVlw/1J+5WIyOw2dDZPKVU7OjLBRCZfkxlHz9+xlj98/pmF2+tWNalUTUTqngJHIiLTRIGjpErVZJFEpWqarU9EZHYbOpsZHs8wmsoC8HjfGEBNBo6mO6OjicGTGSYyuWoPRURkwRQ4EhGZJpUNDu7U40gWS7Q/ZVQCKSIyq2hmtcNh1tHj/fUTOFoXzvqmrCMRqWezBo7M7DozO2Zm9xUt+2cze8jM7jGzL5lZZ9F9bzGzPWb2sJldUbT8ReGyPWb25sq/FBGRykiVzDjSCb5UTmFWNQUkRURmtbGzGaDQIPvxvjEaEzHWh0GZWra+IxjjkWEFjkSkfs0l4+gTwIumLbsZON/dnwI8ArwFwMzOBV4KnBc+5t/MLG5mceADwIuBc4GXheuKiNScVKHHUYyGuHocSeVl82Gpmppji4jMasP0wFE4o1osZtUc1pxEwS3NrCYi9WzWwJG73wIMTFv2bXfPhjdvBTaFv18F3OjuKXd/HNgDXBL+7HH3x9w9DdwYrrsgT/SfVJ2wiCya9JTAkUrVpPKifUwZRyIis1u3qol4zAoNsh/vH6uLMjWAdR0qVROR+leJHke/D3wj/H0jsL/ovgPhsnLL5y2fd658/4+47iePL+ThIiKzinocqVRNFktxxpG79i0RkZnEY8b6VU0cGpogm8vzRP9JttZJ4Ki9MUFLMs6R4VS1hyIismCnFTgys78BssANlRkOmNk1ZrbLzHb19fWdcn8mn2c0leXRY2OVekoRkSkmM47ihVI1lRRJJRVnsEVBJBERKW9jZzMHh8Y5ODRONu91k3FkFgS9lHEkIvVswYEjM/td4NeAq33yculBoLdotU3hsnLLT+HuH3b3ne6+c82aNafcH131j1JVRUQqrbg5tpnREDeVqklFFWewKSgpIjK7DZ1NHBoa57Hj9TOjWmTdqib1OBKRuragwJGZvQh4E/Dr7n6y6K6vAi81s0Yz2wZsB24H7gC2m9k2M0sSNND+6kKeOxMeYB8aVuBIRBZHcY8jgIZ4TIEjqahs0f6kfUtEZHYbOps5MjzBo8dGgfoKHK3vaNKsaiJS12YNHJnZZ4CfATvM7ICZvQb4f0A7cLOZ3WVmHwJw9/uBzwEPAN8EXu/uubCR9h8D3wIeBD4XrjtvmXxwgH14aIK80vtXlDv3DXB8VPXhsviihsXJKYEjfd9I5RQHi5RxJCIyuw2dzWTzzu2PD9DemKCnNVntIc3ZulVNHBvRuYuI1K/EbCu4+8tKLP7YDOu/G3h3ieU3ATfNa3QlRCdv6Vye42Mp1rY3ne4mpQ5kc3le/pHbuOa5T+KNl++o9nBkmYuaYzcm4kAQONLsV1JJU0rVtG+JiMxqY2czAD97rJ9ta1oxsyqPaO7O6Ggik3MGTqZZ3dZY7eGIiMxbJWZVW1KZoiuzh4aU8rlSHB1JkcoGjdFFFls6OzXjKBm3Kd89Iqcrk8vTkgwCk8o4EhGZ3cauIHA0MpFla0/9lKlBkHEEqFxNROpW/QWOcsWBI/U5WikODASttHSCJUshNb3HUUI9jqSysnmnJRkk/aoMUkRkdmd0TFYZ1FN/Iwh6HAGaWU1E6lbdBY7SChytSAfDz1qBI1kK0zOOGuIxMupLIBWUySrjSERkPtqbGljVFATcn7SmzgJHYcbRYWUciUidqrvAUfGVWZWqrRwHB8PAkbI+ZAlMzzhKxFSqJpWVyRcFjnK5Ko9GRKQ+bAj7HNVbqdrqtiQxU8aRiNSvOgwcrayMI3fniz8/wNgK7+2jjCNZSlHgKBkPexypVE0qLJNzWhuDK+fprLLZRETmImqQvbXOStUS8Rhr2hvV40hE6lb9BY7CE7qmhhiHhpd/4OjA4Dh//rm7+fYDR6o9lKo6EGYc6eRdlkIqmyOZiBVmbGmIx9SHRiomn3dyeS/KONL3mojIXJy7YRXbVrfS0dxQ7aHM2/pVTRxRxpGI1KlEtQcwX9EB9pbu1hWRcTSeCUoYUpmVfWIRZRyllHEkSyCdzdMYn4yrN8RNJ/dSMZl8sC+1Rs2x9b0mIjIn/+sF23nd886s9jAWZN2qJvb2j1V7GCIiC1J/GUfhVf8tPS0cH00zkVnevSGi0qzsCm7Mm8973ZSqPXTkxIovK1wOUtk8jQ3FgSOVqknlZMO/Yy2NyjgSEZmPhnisUOZbb9Z3NKlUTUTqVh0GjoID7Ki2ebnPThBl2GRX8InF8dFUIWBUyydYubzzkg/8hBtu21ftochpSmfzhf5GEPQ6UuBIKiUKHLWFJz/at0RElr91q5o4MZFlPL28L3qLyPJUt4GjLT0twPJvkB293pWccXQg/IwTMavpjKNUNsdEJs/gyUy1hyKnKZXNk0xMyzhSA2OpkCgA3hKWqqkEV0Rk+TujowlgRfRoFZHlpw4DR8HJWzQN58FlHjiKAiUruTHvwbAx9uaeltoOHIV9qFZ6P6rlIJ3N0ZiIF243aFY1qaBsocdRsI9p3xIRWf52rG8H4N4Dw1UeiYjI/NVh4Cg4wO7tasFs5WQc5fIr98QiCg5u62mt6ROsKIsglVUKcr07NeNIzbGlcqLstZawVK2WA+IiIlIZ56xfRXtjgtv3DlR7KCIi81a3gaOWxjhr2hqXfeBIGUdwYPAknS0NdLUma/oEq5BxVMNjlLlJZ/M0JtTjSBZHZlrGUS1/r4mISGXEY8bOrV3c/rgCRyJSf+oucBQdYDfEY2zobObQ0PJujp0u9DhauScWBwfH2djZTDIRq+msjyjTSIGj+pcu0eMou4KDt1JZURCyWaVqIiIryiXbethzbJT+0VS1hyIiMi91FziKMm+S8RgbO5uXfYO5KFC2kptjHxwKA0fxWE0HZaKxpTIqVat3qWkZRwmVqkkFRUHI5gZlHImIrCSXbOsC4I69g/N+7FfuOsgff/rn5FfwOYGIVE8dBo6ijCPjjI4mDg2N4758v0ALGUcrNNvB3TkwOM7GrmYaE7GaPsEqBI5qeIwyN9MzjlSqJpUUfa83JGJhJuXK/H4XEVlpLtjYSWMitqBytU/f9gT/dc9h/uvew2XXSWfzvPc7j3BkeHlXZIjI0qvLwJFZUCe8obN52U9/Xsg4qtJJaz7vVXtugKGTGU6mc2zqaqEhHpSq1WqgMF0IHCnjqN6lps+qFo+t6D5jUlnZoszZZLy2A+IiIlI5yUSMp27u5I55NsgeT+f4xRNDAPzrzY+UPTa/8Y4neO93dvOVuw6e9lhFRIrVXeAoncvTEI9hFgSOYHnPrJbJVbdU7V9ufpjf+fCtVXlumJxRLepx5F67ZXvqcbR8lOpxlMs7uRrd96S+RN/riZiRTCibTURkJblkWw/3HxpmZGLuF77v3DdIOpfn6ks38/jxMf7z5wdOWWcsleX9390NwJ5joxUbr4gI1GHgKJN1kvFg2BvDwNHBZRw4msw4qs4J64HBcXYfHanKc0fPD7Cpq7lwIl+rJ1mFjKNMbY5P5m56j6OGhAG1u+/Jwnzklsf4h288uOTPmykqVWuImzKORERWkEu3dZP3IBg0Vz999DiJmPGWK5/Mhb2dvO87u0/JcP/Yjx/n+Gia9aua2NOnwJGIVFb9BY5yeRriwUnchs4mYHlnHEW9LzJVmlUtm3dGUtmqNeI7MHgSoNAcG2q3kWxKpWrLRqkeR6DA0XLzoz3H+fb9R5f8eaMLAQ2xmDKORERWmKdu7iQRs3mVq/3ssX4u7O2krTHBm67YwaHhCT592xOF+/tHU3z4lse44rx1XH7eOvYcHa3Z1g4iUp/qLnCUzQelagDdrUkaE7HlHTgKgxHVKpHJ5vK4w8hEtirPf3BonJZknM6WhsKJfO0HjmpzfDJ3QcbR1B5HQE32Ofrx7uO86rrbNcvKAqSzOQZPppf8eSczjiyYLVKBIxGRFaMlmeD8jR1zbpA9MpHhngPDPPPMHgCeddZqnvGkHt733d188AePsn/gJP/v+3s4mc7yl1ecw/a1bYykshw9kVrMlyEiK0zdBY7SWS+cxJkZ61Y1LesvxmqXqkUBq+Hx6jQgPzg4zqauZsysEDiq1cBMWoGjZcHdSedO7XEEtZlxtGvfALc80sdYujrB3XqWyTnD45klnwAgE36vJmKxoOm/vjNERFaUS7Z1c/f+Ye7YO8Bbv3wvl/79d/j6PaVnS7tj7wC5vPOMMHAEcO1V57G1p5X3fPMhnvNP3+cTP93Lb+/s5ay1bZy5tg1QnyMRqay6Cxxlpp3QNS7zNP/otVXrNWarHTgaGi/0sop6zqRr9PMuNMfOqFStnkWBvyk9jsLy2Fo8wZ8Ie2qNa7+bt3Q2yKhc6u+3TLgfJeOxZf83TERETnXJ1m7SuTy/9aGf8fldB+gfTXPrY/0l1/3pnn6SiRgXb+4qLNu+rp0vv/5Z/OhNv8Rfvegcrjh3PX/+wrOD+9a2A7D7WPV6lIrI8pOo9gDmK5PLk4hZ4XY8ZjU7y1YlVL9UrbqBowOD4zx1cydAzfc4UsbR8hAFJosDR7XcmH0iDBhNpGtvbLUu+j87eDJNT1vjkj1vNuxZl4ibMo5ERFagZ29fzdWXbua8DR386lPO4OUfuZX9YV/P6X76aD87t3TR1BA/5b7e7hb+8PlnTlm2ui1JZ0sDu5VxJCIVVJeBo6hsBIISkqUuM1hK0UlsplqBo/AEZ2h86fuAjKayDI9n2NjZAkyWC9XqSVZxjyN3x8xmeYTUomhWvFKlarUYpI4y3SbUlH3eokDg4MmlDYxHkx4k4qbm2CIiK1BTQ5x3//cLCrd7u1pKZggNjqV54PAJ3hhmE82FmXHWmjaVqolIRdVdqVo65zQUndAt+4yjXNTjqEqlalXMOOofDXpXrW0PMgFqOesDps6mVqvldDK7UhlHUZZjLQYto0DXeFqBo/mKgr0DY0sbGI++z5Nx9TiShTOzTjP7gpk9ZGYPmtkziu57o5m5ma0Ob5uZvd/M9pjZPWZ2cfVGLiLT9XY3c2Bw/JSZ0KLytWee1VPqYWVtX6fAkYhUVt0FjjLZPMn4ZCZHQ9yq1jh6KRSaY1ct46h6gaOoZ0tLMkjNrfVZ1YrHpXK1+hX1qJqScVTDQcso02hCPY7mLQoSDi5x4CjajxLxGMlErJCBJDJP7wO+6e7nABcCDwKYWS9wOfBE0bovBraHP9cAH1zaoYrITHq7W0hl8/SNTJ3w56eP9tOSjPOUTZ3z2t5Za9sZGEsXLsKKiJyu+gscTStVS8RiVev/sxQmZ1WrVnPs4HmrETg6GWZQNE0LHNXq1NXFwaIoC0Tqz2TG0WQvgWRhVrXa+65Rc+yFiwI4AyeXOnAU7EcNcSMZj5FWmaHMk5l1AM8FPgbg7ml3Hwrv/lfgTUDxF9ZVwKc8cCvQaWZnLOWYRaS83q6gLcP0Pkd3Hxjiot7OKec+c3GWZlYTkQqr/8BR3MjkK3OS/pFbHuMXTwxWZFuVEp3YVC3jKDzBOVGFwNFEGDhqDpsB1ktzbJhatib1JV0041WkIV7DGUcZZRwtVPRZDy1xj6NoP2qIxcIeR7UXkJSatw3oAz5uZr8ws4+aWauZXQUcdPe7p62/EdhfdPtAuGwKM7vGzHaZ2a6+vr5FG7yITNXbHcwgvH9gvLAsn3f2HBvl7HXt897e9jBwpAbZIlIpdRc4Sud8WsaRVSzj6P/c/AhfuetQRbZVKZMZRypVa6zxUrWUStWWheiza2woDhyFPY5qOnBUe2OrdYWMoyXvceTEY0YsZjTErWa/06SmJYCLgQ+6+1OBMeDtwF8Df7fQjbr7h919p7vvXLNmTUUGKiKz2xRlHA1MZhwdGh7nZDq3oMDRGR1NtCbjyjgSkYqpu8BRNpcnmZjscRSPVe5qbTqXr7mMgsmMo+qMK1cDgaNCxlHNB44mMz5Uqla/Zsw4qsF9T6VqC5PPe+FvRzV6HEUN1zWrmizQAeCAu98W3v4CQSBpG3C3me0FNgE/N7P1wEGgt+jxm8JlIlIDmhrirGlvnFKqFmULbV/XNu/tmRlnrVWDbBGpnLoLHE0vVQuaY5/+QXcu7+TyXnNBiVSVM46iE5qq9jgKA0fR516LWR+gUrXlIvrsGhuKehwlarjHkZpjL0jx98hgFXocRYHJZDxec393pPa5+xFgv5ntCBe9APi5u691963uvpUguHRxuO5XgVeFs6tdBgy7++GqDF5ESurtap5Sqrb76AgAZ62Zf+AIggbZu4+NVGRsIiJ1GDiaWqoWr1CpWnTgXmtXftNV7nEUvbdL3QMEJk+Em6c1x661zyiiUrXlod56HKWUcbQgmSmBo6X9fsvm8yTC8seGhNVsw3+peW8AbjCze4CLgL+fYd2bgMeAPcBHgD9a/OGJyHz0drdMzTg6Osrqtka6WpML2t72dW0cPZHixMTSH8OLyPIza+DIzK4zs2Nmdl/Rsm4zu9nMdof/doXLzczeb2Z7zOweM7u46DGvDtffbWavXuiA06dkHMUq0hw7OlmstWyWQqla1WZVq2KpWnpqj6PaL1XLT878VqNjlNnVW4+jKEMqaiYvcxN9j8Rs6XscFWfONsaDUjX32stmk9rm7neF/Yie4u4vcffBafdvdffj4e/u7q939zPd/QJ331WdUYtIOb1dLRwenigc8+8+NsrZCyhTi2yf48xqR09M8P2Hji34eURkZZhLxtEngBdNW/Zm4Lvuvh34bngb4MXA9vDnGuCDEASagLcBlwKXAG+Lgk3zFRxwF/c4MnIVKB9J5YKTrnS2tg7eC5lQVZtVLXj+kYlsxZqQz1WhVC0xdVa1Wg3KpLJ5VjU1ACobevtX7+dTP9tb7WEsSKpExlGyhjOOoh5HEzX6/6JWRWWHa9obGR7PLGlwvjhztiEew716WaUiIlIberubyeWdw8MTuAczqkXBn4U4KwocHZ05cPSB7+/htZ/aVbWL1CJSH2YNHLn7LcDAtMVXAZ8Mf/8k8JKi5Z8Kr2zdCnSa2RnAFcDN7j4QXhG7mVODUXOSyZ7a46gSQZVazTiKxrXUQZtINu+EPVwZWeJU14lMjsZEjFjURDZe2xlH6WyeVU0JoHaDW0vluw8d5dbH+qs9jAUplXGUCPe94l5jx05M1ESWSBSkHFfG0bxE3yPrVzUBS5tVmclNlqrVegmuiIgsjd6imdUOD08wmspy1gJmVIts6mqhJRln177pp3FT3bV/iFzel7xsW0Tqy0J7HK0raqp4BFgX/r4R2F+03oFwWbnl87boPY5q7IQ/uiperZOKbM7paglqq5e6XG08kyv0NwImp66u0ROsVDZHe3OQcZRa4RlHqUy+5rL35ir6LmiMT+57UZZj9P/w2MgEz3rP9/jug9VN7c7m8oVMFfU4mp90mGW6NgwcLWWD7Oy0jCOo3YC4iIgsjd7uIHB0YHB8cka108g4iseMX3vKGXzt7sNl+xxNZHI8ePgEAP1jqQU/l4gsf6fdHNuDS+4VO0M0s2vMbJeZ7err65v+XKRzeZJFpWqJ2OxTGZ+YyPClXxyYcZ0oGFFrQYl0lWdVy+WdnrYqBY7SOVqKZraCIOuoVk+wUhllHEUmMjmyFeg9Vg2Ts6qd2hw7+n7YPzBOJuccHZlY+gEWKS5PW+nlkfMVBTajjKOBsaX7fkvn8iRiUzOOau1vj4iILK31HU3EDPYPnizMqHb2aWQcAVx96RbGMzm+/IuDJe9/4PCJwkXqgdGl7fcnIvVloYGjo2EJGuG/0WX3g0Bv0XqbwmXllp/C3T8cNnvcuWbNmin3RVfWp5eqzZZx9PV7DvNnn72boyfKn+QVStVq6IQ/CpQBVTsJz+Tz9LQ2AksfODqZydGUnBo4akjUbuAonZvscbTSA0epbL5uS29mnFUtDDb0hQGjaEazainObFPgaH6i79Z1q4Lvt6VskJ3NTTbSr/USXBERWRoN8RhndDSzf+Ake46N0tOapHuBM6pFLuzt5IKNHVx/676S5fV3PTFU+L1/iSeKEJH6stDA0VeBaGa0VwNfKVr+qnB2tcuA4bCk7VvA5WbWFTbFvjxcNi/RiWhDorhULTZrNs5YKgvMfGIVbbuWTnajKwAxq07j1HzecaeQcTS0xLXPE+kczSUyjmrpMyqWyuRY1RxlHK3ck3h3DwNH9VmqlsoG2SBRby0I0r3jMSvse30jQTr3RJU/56kZR7X5/6JWRZ9lVKo2tISlapmcn5JxVK//X0REpHJ6u5vZPzjOI0dHCs2tT9crLtvMI0dHuWPv4Cn33X1giNbwIu1SzzAqIvVl1sCRmX0G+Bmww8wOmNlrgH8EXmhmu4FfCW8D3AQ8BuwBPgL8EYC7DwDvBO4If64Nl81LdLV/esbRbNk4UdPYmQIOqRrMOIquiLckE7gvfYPsTPi+9rRWr8dRy7SMo2SNZxy1NYaBoxV8Eh/9X6rVAN9s0tk8jYlTvxob4qcGjqr9ORcHw9XjaH6i75F1UanakgaO8upxJCIip+jtamH/wEl2Hxtl+7rKBI7+24UbaG9KcP2t+0657679QzzzrNWYKeNIRGaWmG0Fd39ZmbteUGJdB15fZjvXAdfNa3TTRIGM4h5H8ZiR9yA7pjhDoFh0QjVTs95anFUtatTdkowzmsqSyeWJx+KzPKpyokBVT1t1StXGM7lCICaSTMRI1dBnFImybJoa4sEYV/BJYKrKfblOVzo7WUZUrCEeK3w/9I2GgaMqf85TAkeaVW1eou/8VU0JmhpiDBYdMPeNpPjyLw7y2udsw6z035XTkcnlaUkG322FHkcr+DtDREQCvd0tHAsvTp1uf6NISzLBb1y8iRtu28fx0XNZHR7XD46l2dd/kpddspk79w3SP6rm2CJS3mk3x15KhVK1Ur1HZsg6igJHM2VA1GKPo8mMoyBYtOQZR+GJf2tjgmQixokqNMcuVapWS59RJJMLyvoaEzEaE7EVXaqWmrpCMCoAACAASURBVMP/t1qWyuZoTJwaoC0ukyyUqlU5yycqT2tvTFS9bK7eRN+vyUSM7pbklGmIP7drP+++6UEODS9O8/Ns3gsz9ak5toiIRHq7mwu/V6pUDeDqSzeTyTmf2zU5yfVdB4L+Rhdu6qS7NalSNRGZUX0FjkqUqsXDLKOZgirRyd1MB+bpGuxxFAVImsMr00udwRG9p4mY0dncUJWMo+ZppWqNNVqqVnwS2piIVz0TpZqWQ6lauYyjyebYtZFxFAXpOloamFDG0bxE3yONiRhdrckpGUcPHQlms4n641VaJuckCqVqNmU8IiKycvV2tRR+3762MhlHANvXtfOss3q47sePF/623b1/iJjBUzZ10N2aVKmaiMyorgJH6RLNsaMGozM1Fo2uymdmODCvdsZRNpfnif6TU5ZFrzdqWjdTVtWijCl8vkTc6KhG4ChdPz2OohP4xkQ8yDhawT2OokBtNRq6V0KqXI+jRIkeR1Vvjh08f1dLckqjbJldcQZrd2tySo+jhw6fAGB00QJH+cJsao2F5tiL//l96IeP8rW7Dy3684iIyML0dgeBo86WBla3nd6MatO98fIdHB9N89EfPQ4E/Y22r22ntTFBjzKORGQWdRU4KhzoF/UySswh4yjq/TFjxlEhS6I6J7ufvv0JXvivP+RkevJEZTLjqDqlalGGUyJWvcBR07RSteI+M7VkSsZRwwovVcvOHqitZbP1OHL3yR5HVQ4QRs/f2dKgHkfzFH2/JhMxOlsmM44mMjkeOz4GwMnU4ryn2VyeRJhptJTNsW+4bZ8CRyIiNWxNWyPJRIyz17ZXvMfexZu7uOK8dXz4lkc5Ppri7v1DXNTbCRBkHKnHkYjMoD4DR0WlalG6f3aGYMJkj6MZmmPnJptjBz2+l9ZdTwyRyuYZmZgMHGWm9Tha6tKfyVK1GB3NDQydrEKp2vQeR4lYTZZARSfwjSpVK2QcZZZbxlEsRjbnDI9nCt8l1Q4QRhlHnS1JxjO5qnx31at0ccZRS0Ohx9GeY6OF777FyzhyErFgH0suYcbRyVRuRX83iYjUuljMeOGT1/GCJ69dlO3/5RXnMJ7J8eb/vIfBkxkuDANHPW2NDI1nlvwitYjUj1lnVaslmRlK1WYqi5lPc+xgPSeZqPxMOjOJemoUZw1EY2qtUo+j6P2KStWiMS7Vc2fzXjfNsaOT0EKpWg2Ocaks2x5HYalaVKYG1e9xFJXhdrU0ABRm9pPZFWccdbUmGR7PkM3lp3zPFWeAVlImly/8jSlkHC3B/5exdLbqDd1FRGRmH7j64kXb9llr2/jtnb3ceEfQJDvKOOppTeIOgyfThVnXRESK1VXGUbrQHLuoVK2QcTSH5tgznOQVnwAudSlUNpdnz7FRYDLIBaeWqi11z5joqkM8ZqxqbljSWdWi92F6c+za7XFU3Bw7Vuh5tBIVehxVqezzdJWbVS0qVYsCR4mYVf0kPHr+zuaGKbdldoXy0rDHEcDQeKbQ3wgWszl2fjLjaIlK1XJ5ZyKTr3qwU0REqutPf+VsGhMxmhvinL0umLkt+juoPkciUk5dBY4yRQf6kSiIlJ2hcfR8ehzB0vdmefz4WGFsUwJH00rVZnqNiyGTmyxV62xpYCSVXbIU1ugzKxU4qsUTn6hkqTERo7FhZZeq1XvGUWqmWdVy+UJ/ow2dzVX/nKOMo46W5JTbMrtCxlE86HEEMHQyzUNHRgpTII8tUt+obM4LmUbRvrbYFyyi7CkFF0VEVrb1HU289dfO5bXP2Va4AN8TBo6Oq8+RiJRRl4Gj4h5H8TmUqkV9QGYsVcstXsbRn974C264bV/Z+4tLIyZKZBy1VKlUbbLHUVCqBixZ1lEhcDSt7KYxUaPNsbPTMo5WcOBoYg6lobUsXabHUTIeI5Nzjp0IDqp6u5ur3hx7esbRuIICcxZk/RixmNHdEl1pzfDQkRM8tbcTs8XLOErn8oWLHkuVcTSWmj3zVkREVoZXXraFN16+o3C7JyxPU8bR/2fvvOPkuOu7/5m6s+32mqS7k2xVq1i2cZFlXHGjhDjUBEwSCIGQQHjiBJ4AAZInhJKEhAdDyhNim44DmF5tbIMbsiVhg5tk9XrS9ba3derzx8xvdmZ2Zndmd+/2Vvq9Xy+/rLvbMrs7uzu/z3w+ny+FQgmi44UjYvevJaoU5fpTnpwH0608sDYMA/ftGcXjh6YCL7M/SDiqchwtcseR7u44ArBok9XIAjjhdRwt0Y4jIhTFbOHo7F3Ak+dCNxZ/EmArCHYcMbbjKMaz6E/FbFG6XZRVc6x7Mma+T+hktfDIqm5/l/Qkzc+3A2PzmMzJ2DLYhaTIL1g5tqpXHEfCIpVj56njiEKhUCgB0KgahUKpR4cJR+Yi1FlcXSnHDj7otjuOahyYKwvkOMqWVJQUveYH8b7RefvsMxG5nNtkC0dtnqoGLJ5wVLAWwN6iX2HJC0ecOVXtLI4MORemneg6MqeqBXQcqWbH0bJ0DNISeJ1LioaYYMYjAbRdyOokzCEI5lcgOWB+4rAp8G8eTCMZ41Aot/751HUDmm6AX2THEXksZ7MbkkKhUCj+kCEbUzkqHFEoFH86TDjycRxxtaNqhmE4pqoFux/cU9Vad2A9MV8CYE4pCGLfaBbnD2UA+Jdjk6hare1fCLxT1YDFE46I+FA1VY1nl6QYQRxGIs8iJpzdUTXnY19sl1wrkFXNN6omWPseEY5iAtt2oaasapAEzn6flKjjKDROZ1mPFVXbecQSjga6kIzxyC3AVDXi5LQdR9Z3mLzAn+/UcUShUCiUIHjO7DOdytOOIwqF4k/nC0d1omqKZtjOmVpndBcqqjZm9aEECUe5sorhmSIuscZh+gtH5qJwsWM/fh1Hs4vdceRTjq3qBvQlJkjQqFoFl+OoAwW0oKga6TiamC9jWSpmTc9rt+NIhySwtnBEO47CI1sxPwC2+DaVl7GiK4bepIikyKOwAFE18l1FBCOGYRYlgkvKsc9mUZtCoVAowfQmRRpVo1AogXSUcCTbB9w+jqMAF0oxZGymrC2M42jcdhwpMIxqsYP0G11sCUdOxwB5vEQ8URZ5qhpZ4PAci0xiiXQcLdIEoqjILuGITlUjLPY+2yyGYUDW/MuxnR1Hy9IxSAKHsqr5vq8Xi5KiIcZzdqSTTlULj6K5BUISV9s00AUASMY4u1C61fcLuL/HFsNJmbMei6obix57plAoFMrSpz8Zo1E1CoUSSEcJR8S9QM7UAs6OI//FW9i+FefZ3lYu+onjSFZ1u7fHyb7RLICKcFQrqrbYU9XUJTBVzdtxRBwCS02YcXYcSYLpHminoNBOnO+5xd5nm0XVDRhGZT9zInAsCrKG6bxsRtV4Frqx+BFSJyVFo46jBjHLsSvfJaQge8tAGgCQFHk73tVKFIcgTxA4ZhE6jiqPZal9flIoFAql/XSK40jRdPzq2DQOjs1jruh/Yp5CobSezhKOfDuOrKhagLPBb7y9H+6Oo9Z9AJHR3YB/XG3/6DxSMR6r+xIQOdbXIVWJqkU/2D84No8//cqTDUWnNMdUNSKIEMfRMydnccu/P4a5wsIIScWAjiPiBFlqBdlke0TLcQQ0tzgzDAP/9vODGMuWWrJ9i4nLcdRhzgZbABT8hSOy/y9PS47XuX1iTUnRIVnvTfNnKhyFxes4Ij1Hmwct4SjGI78AUTX7e4ytiFaL4TjKO05c0P2EQqFQKF56U50hHH3v16fwe597Ai+9/VG86B/ux6UfewDHp/Lt3iwK5Yyn84Uj4jgKEHtcDp465dhEpGilKEGiagAwk68WWfaNzmPjihQYhoEksK5x2rKqg2UqYkkjgtbOo9O4f+8YTk4XI1/XPjNuPceZuGALRbc/eADPn8ri6AJ9UNvCUYdE1Vzl2HzzrqjTcyV8+oEDeGDvWEu2bzFxu/w66yyQLQD6Oo4qC30zqtZ+9xspx5ZEElWjgkBYZE13vc62cOSMqi1A2bjqE7lejGmRTsdRaYkJ7xQKhUJpP31JEdMFedE7VaNyYGweMZ7Fv73pErzr+vWYKSh4/lS23ZtFoZzxdJRwJHtKRYH6U9WcQkzNqJqmIyXxdS8XlfFs2RY7pj2OI8MwsH90HpsHzYVKXOTcDinrjHg9V1UtyGIhW4ruDCJfHJxVQJ6JC5grKtg3msXD+ycAAPMN3G4Y7KiaZyy6sEijq6NStmIvHMvYbpVyE4t48viX2uMMQ2c7jsznPeZxugHuhb4ZVWu/WFNVjk2nqoXGfM9WXtP+VAwix2L9shQAK6q2AI4j2TGtkiDy7IKL4U4RrJnPJgqFQqGcmfQlRRgGMFtjEvRS4Ph0Aef2JvCqFw3hz65bBwAYmYt+gpxCoUSjo4QjRTMX5wwTvuMobDm2rOpIxXj7361ifL6E85abCxHvB/FotoS5ooLNVqdGXOCqOo4Ejq3rqqoFWSw00k1Eni+X46io4I5Hj9iXyZVav7ACzNdNEliwjjgHUHEcLTVBwjmhqRVRNSJGLDVnVRjKS6jjSNMN/OdDh5ALKQDUdhx5hKMl4DgqqRpiAgeBY8GxDEpn8TS/qHijau+4bi2++MeX279LxHgUZK3lExzJCQDnPrYYU9WcIhgtUadQKBSKl95UDACWfFzt5HQBq/sSAMy1iSSwGJ3rvGoHCqXT6CzhyHOGGAB4yw0TNCUmSsdRq4UjwzAwli1jkyUMeT+I91kT1TatMP8uCdWOoxjP1nVV1YI4jhqZhkYcR+T+M3ERhydy+OHTp3HzlhUAgPkFOCMPmM4Jb78RUFlsLTUnTtlawANwRNUaX8TbwtESe5xhcAop7Ra+XhjJ4l9/th+PHpgIdflaHUdOkaE/JVYEwjYuwstKZQJcXOBQlDtvf2kXTrEXAAYzcVy9od/+ORUzX99Ci905ilpdjr04jiNnOTYVGCkUCoXips+aLjq1hIUjwzBwYrqAc3pN4YhhGAxm4hjpwE5QCqXT6CjhSNWNauGoblSt4pqpF1VLWguFVh3A58oqioqG85anwTDAjKdIer8lHJFODUngUHQsQsnCpp44Vguy6MnWcQZ95sED2HFo0vU7xZ6qVomqjc+XYQD4q5vPMx/jAjqOyDQ5J2IL+oMWArfjiBQVN76NxQ4WjtxT1dq7/WSSYdjIUZiOo0xcQIznbHGpnS4fc6qa+bklCSx1HEXA6zjykrROJLQ6rqbo1dNBBW7hy7ELZWc5dud9rlAoFAplYeklwlFu6QpHkzkZBVnDaks4AoDBjEQdRxTKItBRwpGs1XIc+QtHZBGbiQt1y7Fb7TgasyaqDWYkdMcFzHgU/MPjOSxPx5BJmGOg4wKHkqeTSeBZe4HRjOOoXlTtrseO4r7nR12/03yiagBwy0WDtosqbAQoKkVZs8uHnYhLdKpaWdVtIYE4j5oRt+yOo06MqjneS43ss62ECHCFkN0/YTqOlqVNK7ftLGvjIrykaHYPmOT5/KDURlbrCEfiAglHavWQh0WJqskqSMqbOo4oFAqF4oU4jqbz5TqXbB8nps2hPKv7kvbvBjISRmZpxxGFstB0lHCkqDpEzt15QxxHQaPqycIxLfH2AbsfZVW3zzC36swvmai2vCuGnoSIGZ+Oo6HuuP1zXKzuOBKt7hJgYTuOyqpW9bhVT1StL2V+ofzpdesgcCwkgV044UjRqiaqAZXF+lITVGS1EhlqSVTN2ldbsZgsKRr+zw+eX7Syw5KiVUTYNr9ORIALLxzV7zhaZnUASLZA2L5FeFnVbYHV25FGqY3sE312UnEctfY5JZ+rQlVUbWFF1nxZtSfHUccRhUKhULz0dEBU7fhUAQDsqBpgnqAfmy8v+WlwFEqn01nCkeXAcULcMEFjv4njqCsu1BSEFK31jqNxy3G0PC2hJ1ktHI3MlTCYkeyfvQs/xXJYkQWG0shUNbn+VDVNN6BoRtUiX/VE1d60/Vx8+W3bsXUoAwBIxQTML1RULbDjyIoTLkHHkVglHDVRjm0JHa2I5O0dyeIrTxzHrqPTTd9WGMpqZULhYpVj//yFMdx6xxNVRcZE1CnK4fbTmh1HAY6jdi3CVU2HqhuOqBrX1glvnYasGXUcR+bzmg+574S/3+qpasIiOI4KsoYey91KHUcUCoVC8SJwLDJxYUmXY5+YLoBhgHN6KyfeBzJxaLqBydzSdUpRKGcCHSYc+XUc1R5VTxwHXZJQ0/0gqzoSIgeGWSjHkYCZvFu8GZ0rYcAhHEkC5xqnTcQIIo5pjTiOysRxFLz4IYsIr/imehY4vUkRL9m4zP57WuIX2HFU3XEk8EQoXGrCkWaXJbeiNJl01bTEcSS37rZC3Z/DcbRYr9MzJ2ex88h0VcdPVMdRzY4ja9+rCEftdRwRVxp1HDWGrGq+rzNhoTqOiJjqvO8Yv/AdR3lZRV/S3HfbGa+kUCgUytKlLyku6Y6jE1MFDHZJ9jEYAAxZa6mRkD1HJUWjJ9oolAboKOFI1nRbRCHYo+qDyrEVDTzLICFytaeqWUWpAsei3KID+LFsGXGBQzrGV0XV5ksKcmXV7TgS2aopcCJfiaopjXQcyfWnqpFFhLfIuOI4YqquA1jCUQ0nUzOYjqNg18dScxy5yrGF5qNqrew4Wuyi7bKqIy0trnBEYj5Fj0BkdxyFPECwHUc+ThRvx5EkNO8sawbyWWE7jkR3uT6lNko9x1GMOI5aHFXzdRwxC+84KmvoSVLHEYVCoVCC6U2KmFrCHUfHHRPVCOQk/OhccM9RSdHwsz2juO3rv8GlH3sAb7xj54JuJ4VyJlJt6VjC+E3B4ev0/xQVM/Ik1Dijq+kGNN2AyHGIcaw9LrlZxufLWN4VA8MwVVE10v4/kHF0HPlE1RIiD4ZhwLNMQxOqbMdRDYGnZDuO3Lev6QY4lgHD+AtHqdgCO478ompLuBw7mTTfTi2Jqimk46j5BZ4tHC2SiFNWdIfjaHGiamR/KMga+hy/J8+jV1CqdzvOM1kEEtkkHUcVZ1mbHEfW/ZL9TeJZjNMzaKGRNb0tjiM7qsa6O44WxXFk7bu044hCoVAofvSlRBydzLd7MwI5MV3ADZuWuX43aK2lTs8GO47e+sXd2HlkGj0JAef0JPDc8KxrMi2FQqlPRzmOSOePE66O46ik6JBEDiLHBi5i7XgKz0LgWchaaxZfY9kSVqRNFbwnIaKk6PYCltgpB7qqO44Mw9xO2SGU8RzT2FQ1uf5UNeI48pazKpphP79+pGL8wnUcBZRjk+ejVa6wVuEux27BVLUWuoSKixhVMwwDJVWzF92NiJ2NQN6zXutxZapa2I4j8/J+ThTRG1Vru+OIRNXM/c1brk8JhpwsCFeOvfBRtYXuOFI1HSVFtyfmhHUcTedlvOULu+3YNYVCoVDObHqTsSXbcVSQVUzMl10T1QCgJyFA5FmMZv2/q5626gzec/NG7P7wzfjLm8+DbgAHx3KLsdkUyhlDZwlHqmGPpifUc+OYajJbMwrgFI7EFjqOJubLWNZlLjJJKSlxHRHHkTOqJokcDKOyEHXGn3iWbW6qWg2Bh9yfd+qcpldHA52kFrLjSNYQF6oNcbElXY5tdRwRQaGJRXyphS6h0iJG1RTNgGGg4jhapAkX5D3rFU5KtnAU1XFU/dF48Tk9eM3FQ7jk3G4AgNQCgbAZKo4jzt4emtkPB3H31IqqJSxBrtVT1RSfqJrIL6xwRKKaXZIAlgnvONp7OotHD0zgueG5Bds2CoVCoSwd+pIipvNy1bCRpcCJ6eqJaoC5FhzMSIEdR195/BhSMR5vv3YtBI7F5oE0AGDfaHZhN5hCOcPoKOFI9nEcAabrKGgEI5nOVSsKUNYqLgNzLHKrOo4cjiPrTC9R8cmH23JLWAIcC1HroF7RDHuKnOk4irZdqqZDVnUwjNlxRJxMXsoBUTVFM2oKR+kFchwZhmE5jvxcH0s0qqZoDsdRK6JqLSzHth1lC/+ckdij3XG0SK8TeWxegajhcmwfQaE3KeIzt16CtGSKwALHgGGqXU6LBdm/7HJskQsdyVsoDozN46R1YLeUIc+d90SEE55jIQlsaLdaWIiY6vwuE7nWfe/4UbDEr2SMhyRwoR1H5MTAQp0goFAoFMrSojcpQjeA2RpJhXZxYso8vljtEY4A80S8X8fRZK6MHz87gtdfutI+qbm6LwlJYLF/dH5hN5hCOcPoKOFICeikEGrE0OyOoxoH5rbLgLOcSS04gM+VVRRkzRaGehKmcDRbMD+IR7NF9KdEV5cKiWY5Y0pOx1HUvhhylnl5OgZNNwIXzyVbqKruOOJrRDmI4yhIkGoURTNjJJ3UceSMFZLXbMlE1azbWgxnDBE9yZdzVLGzUcjz1KzjqFY5theGYRDj2bY5joijzS7HFri2d9f873uewSd+8kJbtyEMtZxlTpJi612Vio9oRU5YtPqzlJC3xK9kjEOMZ0PvJ0Q0W6hIMoVCoVCWFkPd5gnv41NLr+eIOI7O9RWO4r6Oo2/+6iRkTcebr1xj/45jGZy3PI19VDiiUCLRUcKRqvl3UvAcAy1ggVq0is/MjqMQUTW+9vS1sIxZOdsVlnDUa02zmS5UHEcDjpgaAFsocZYZ2x1HbPBjDIKcZSY9SkEF2eTss7fjSK0XVYsJ0HSj5YtV8vjjYnVUjWMZsMziTesKS1mpdBxVBIXmo2qtECUWc6oa2e6UtMjl2Nb+UAqYqlYM6RqRVR0sg5qCqRNTrGlTObbqFY5M8SHIfbkYzBUV+zNuKRMmqgaYDp2WdxzpRDhydxwZBhbstSPfBQmRj7TPkqgzFY4oFArl7OCSc3sAAE8dn2n6tp44PIU3f36XXc/RLCemC0hLPLqt+g8nAxkJY9mSK2Knajq+tvM4rtnQjw3LU67Lbx6oFo503cDTJ2eXZEyPQlkKdJRwpGi6Hd1ywrNMYJdKySpZrlU+KjsWESLHtESUGM+aoyyXW1G1bttxVOk4GuiKu65DFoDOMmPROivNc0zkjiNylpkIVHMBttNygONIrRNVI+LAfLm1dlby+P0cRwBaGidsFWVNd7nHYjxrP6+NUGxhvGwxy7GJ0FWZqra4jiOvsyi640jznagWRLOvczMQwZYIluT90s6eo6KidYTIIKvV4o0fCZGzxZNWQcRUb8cRsHBxUuKaIo6jsIJ03o6qLb3IAoVCoVBaz4ouCef0xlsiHO04NInHDk7iTXfubIl4dHyqgNV9Cd9pz4MZCYpmYDJftn/34AtjGJkr4S1Xrq66/KaBNCZzZUzmKpf/9lPDeM1/7sDv37VzSTquKJR205RwxDDMexiG2cMwzPMMw3ydYRiJYZi1DMPsYhjmEMMw32QYRrQuG7N+PmT9fU3U+zM7jqo/LHiWhRYgqpQcUTU94Iyu7Tji2JaVlJIpNMRx1B23HEeOjqNBr+PIL6pmLSgEjo1cNEzOMpMxldmi/4KuFNBxpNaJqqUtcSDX4oVixXHkf9/iAk8giophGK7XCgBiAreEOo6Io2zhBQVyX3GBA8e2RoQNQ3BUzfp9hI6jei4UJ1H6YlpNySeq5vx9W7ZJ1jpCZAjrOEotgOOI3LfAujuOALRsMIMXEjlLRnQcFYhw1AFiIIVCoVBaw7bVvfjVsZmm49MT82UkRA7j2VJLxKMT0wXfmBpQSVc47+MrTxzHyu44btqyouryWwa7AMDVc/TAC2PIxAXsOZXFyz/zKO567Ah1H1EoDhoWjhiGWQngNgDbDMO4AAAH4FYAnwRwu2EYGwDMAHi7dZW3A5ixfn+7dblIBHUccSwDpUZUjZRjk9vwYp995lmrL6l1jqNlluOI51h0STxm8jIKsoq5ohIYVSMH9YqjDJxrIKpGHEdEoMrWcxypPsJRzaiaJRy1eGFV33HUnCjTavx6cVoVVWtlx9FiOo5iAmdNO1ykqWokquZZEJPHXlC0UAdAZVUP1W9EiNIX02rI/drl2J6oazvoFMdROazjKMYvgONINyO3js9W4qQtL5C4Sx5DZMcRiarRcmwKhUI5a9i2pgeTubLdKdQoE7ky1vQl8ZW3b7fFo0bXDJpuYHimgHN7k75/H+o2T5KTnqPxbAmPH57CG7adA85nLbPJnqxmCkdlVcPjhyZxy0WDuP+91+Hq9f34+E9ewN/+4PkF6x+kUDqNZqNqPIA4wzA8gASAEQA3Avi29fcvA3iN9e9XWz/D+vtNjJ/XsAZKQMeRUCPGVZR1xATOdir5RQEWynEkCaZYROhNipgpKLYaXuU4ckTVdN2AqhuujqPI5dieqFpwxxGJRXk6jjTdFafwQqJqC+c4qu44AszF+lJyHJF9qlo4aiKqRuJlnRZVIy4YnrV6xRa348jrLCI/a7oR6rmM6jiK8e1zHJH7JdMYJbG9jiNF06HqBnKl1hfmtxo5tOOIa33HkWZUOWdjxHG0QO8X4hxKiDxiUTqOqOOIQqFQzjq2re4FAPzqWHNxtclcGcvSMVy2uhe3v/FiHJ3MY/fRqYZua2SuCEUzsLovwHGUcTuOHnxhHADwigsGfC/fn4qhPyVi30gWAPDksRnkZQ03bFqOwUwcd/3RNvz59evxP7tO4B9/+sKSP66hUBaDhoUjwzBOAfgUgBMwBaM5AE8BmDUMgxxlDgNYaf17JYCT1nVV6/J9Ue5TUf2FDNONUzuqZjuOfBbPzkWEOX2t+Q+HsWwZy9OSK4fbnRAxU5DtD7Uqx5EVzSoqWtXCRuBYqBFFhLwnqhbUceR0ODlRdQMcWyOqZnccLbbjaGl1HJUVP+GIa6r7hsQHWxJVs4XBRXYctagvLAx2x1HAVDWgEt2sRVTHkSS0b6paxXFkCUfWdrfLAUUEX1U3lpQj0A/yPRCr4zhKirwturTsvjXDFVMDAIG3Tmws0PNmO45EviHHUatdpZTWwDBMN8Mw32YYZh/DMC8wDHMlwzD/av38LMMw32MYpttx+Q9aJkSpkQAAIABJREFUdQH7GYZ5eTu3nUKhLF3OW55Cl8TjqePTTd3OxLwpHAHAlevNJd+eU9mGbuvEVPBENQDoTYgQORan54oAgAf2juLc3gQ2rkj5Xh4ANg90Yf+Y6Th6aN84RI7FVRvM7WQYBu97+Sa89ao1uPOxo/jMgwdxcrqAHz5zGv907wt44nBjAhiF0sk0E1XrgekiWgtgCEASwCua3SCGYf6UYZgnGYZ5cmJiwvU3OSCqFhQvMwzDjKqJrO1UquU4ivHEcdT8Gfvx+RKWWx+WBNNxJNs2SiLoECRH1MQWjqzt5jkGatSOI+I4IlPVAjqOyCLC+xxqevWZcSfpmNnbtGCOoyDhiAv3Gu0+Oo1tH38wUDBrFRXHkaMcW2guqlaULbGnFcLRIjqOKr075ntOjRivbJQgx5FLOArhsiirOsRI5dhtnKpm3a9dji22N6rmnGgX5G5cKpD9xW/YgpNkjG+5aKL4ODlFznztFkw4Io6jGNdYx1EDz0FJ0fDVncdx+wMHIl+XEprPArjPMIzNAF4E4AUADwC4wDCMiwAcAPBBAGAY5nyYdQJbYR6r/T+GYcJ/2FEolLMGlmVw2eoePNmE48gwDEzmyuhPmWuhtCRgTV8Ce043KBxN1xaOWJbBikwMo3Ml5Msqdhyews1bVvgWaRM2DaRxYGwemm7g4QMTuGJdLxKOtAPDMPg/t5yP371sFT7784O49l8ewm1f/w3++5EjeMsXduHBvWMNPRZK+zk1W8TXd5+gTrKINBNVuxnAUcMwJgzDUAB8F8DVALqt6BoArAJwyvr3KQDnAID19wyAKrnWMIw7DMPYZhjGtmXLlrn+5uz8cRLkOFI0A5pumI6jGuWj7qlqrYnXjGfLWNHldhT1JETM5BWMZi3HkefvznJbOz7niKpFnqpmOSy64jxSMb5GVM3fcUS6OIKwo2qtdhzVKccW+HCxvX2jWUzmyhjPtmYMaBAkniW2MKpWdrg3mi3mI89nK1wgU7kyPvDtZwPLpit9T2SS4SJF1dTgjiMytrUo199Pzalq0TqO2uY4UjWIHGt35bS7HNs5uW6pR5sUjzAfRDLGoSCH68cKi6pXf48RgX6hHHp5WbUdtVGivrkGompFWcMdjx7Gtf/yEP7u+8/jsz8/2NbC9jMVhmEyAK4D8HkAMAxDNgxj1jCM+x2u750wj8MA80TfNwzDKBuGcRTAIQDbF3u7KRRKZ7BtTS8OjufsadBRmSsqUDTDdhwBwNahDPaMzDV0e0en8hA4xu4y8mOwK46RuRIeOzgBWdXx0vOrS7GdbB5Io6To2HFoEofGc7h+0/Kqy7Asg0++/iJ89NVb8fHXXIAf/8U1+PXfvRTnD3bhXXc/ZYtHZVXDQ/vGsePQZNVtHJvM46M/2ou5wtI+qXY28Z2nhvHB7z6H41PN9XidbTQjHJ0A8GKGYRJWV9FNAPYCeAjA71qX+SMAP7D+/UPrZ1h//4UR4Whc0w3ohn+ZKR8wcYzEfSSBs88s1+04atHErnGHPZPQkxAsx1ER3QnBdggQnB1Hzm0CzMlxUd0bRDBIiDy6JD7QeVNxHBmuBZJWpxw7GTO3t/Xl2ObtBXUchX2NSElv2FHsgPmYg2KPQfh1HElNTlUrKhrIU99sxKyV5di/2DeObz55EntO+3/xux1HzOI5jkhUzdtxpGjoTYq+fwu6nehT1dojHJUVHTGhsq3Oz4924HQ6LfWCbHsgQr1ybJFvefROVqu7+sg+53c/9zx5Et/YfaKp+yyUNSTFyvS90I6jBsqxP/3AfvzjT/dh04o0XnuJmVRvJrZLCWQtgAkAX2QY5jcMw9zFMIy3NfZtAO61/m3XBVg4qwQoFArFxbbVPQCAp4435joiY+77U6L9u/OHunByuthQEmD30WlcsDJT84T2YLeE0bkS7t9rTke7fE1PzdvcPGBOVvvcI4cBADdsWuZ7OY5l8JYr1+APX7waF6zMoDcp4itvvwJbLPHoz776JC772IP44y/9Cn9w1y78xy8O2uupY5N53HrHTnxhx1F86v79kR83ZWGYsQTRJ47QyGEUmuk42gWz5PrXAJ6zbusOAB8A8F6GYQ7B7DD6vHWVzwPos37/XgB/E+X+7BHGfPUHBh8wcYxEJ+IiB7HGGV2nu0fgmaYX6iVFQ66sVgtHSREFWcPxqUKV2whwOgb0yuNtIqqWL6sQOAYiz6IrLgROVXMuIpxOHlUzwNfoOIrxZndUqxeJoTqOQizkyOONEt35y2/8Bu/79jOhLw9UFkVVjqMGz7KTkuGuuOmUaXbR2sqi7WNTeQDBYqHTccS3aEJhGMj9OF9rwzBQUnT0RRCOGpuq1r6omuR4j0htnqrmvN+l3olTVqvfs36QyZGtLMg2HUfeqFrw1M9vPXkS9zx5sur3UcjLqm2/j9LLRSZzRnEcHZ8qYNOKNL72J1dgm3XQ3q4C+TMcHsClAP7LMIxLAOThOK5iGObDAFQAd0e50Vp1ARQK5ezhRed0Q+AYPNmgcDQ+T6ZLOx1HplCzN2Jcbb6k4NnhOVyzob/m5QYypnD00L5x3Lh5Ofg6J4fOW5ECywCPH57C6r4E1vb7T2zzIxMX8NW3XYHzhzL41bEZ/PaFg/jiWy/H6y5ZiU/dfwD/fO8+HJvM40137kRZ1fCy81fg7l3H8cJIY1E9Smsh4iXtqoqGv6UjJIZh/D2Av/f8+gh87M+GYZQA/F6j9+Xt/HESNHGMLGQkKzYD+Lsu3FE1zrdAOwpkoZ7wOIp6EuYC9oWRLC5cmam6HseaIk+xRVG1gqzZ4ktXXKg7VQ0wFy7kPlVdR0yovYukYzzmW9xnUrSEmGDhiAt1tiJrLXaiODCOTxUiOU4At1hCMKdtNbYfESEiExcwW1CadgqVWug4OjZpWjrzAUXTTsdRI5MAG8Uvqkaef+I4CrMfyFGFo7aWY2uQBKfLzXKttMnd4ew4avVnQqsh+2W915p8hhdkLdokh5r3rVcdzJLPHN/vJ1WH1mRUrlDWbIdolF4uIpgVFc2asln/vZGXVXtwAvlMXOpl6R3KMIBh6yQeYJ7I+xsAYBjmrQBuAXCTw9lt1wVYOKsEbAzDuAPmSUBs27aNlj9QKGcpksDhgpUZPHmssYLsCSIcpdxRNQDYc3rOLssOw64j09B0A1etry0cDXZJkDUdcqF+TA0wH+Oa/iSOTORx/cZlNfuQ/MgkBHzvXVcBgF0b8JKNy5CSePz3o0fw5SeOIS5wuPtPXoyhbgk3fOph/MOP9uDr73hx5PuitBZiLnjiyBQMw6CvR0iaiaotKkQ08YsWCBzrGy+qdOVUhKMwjqNyky4JPyEBAHqTpoNkMidjIOOf0Y1bMQK5ynEU3b2RL6tIWmfMuyQhuBxbcQtHBLVOVA0we44WquPIuSh2EjaqRoSyKA6MsqpFjvrY5epCaxxHZHu7JHN/WUpRtSOTxHFUW4QUObNoPuokwEYhz5HTVURex95krOpvQZRVLZJwaE7Pa4+boqzqkByfMfEl5Dg6U6JqxHHUys84RauOqtX6fiqretPv3bxc+S6I4jgqlCuR2SCx2EuuVLmvmB3Bo46jVmMYxiiAkwzDbLJ+dROAvQzDvALA+wG8yjAMZ3nDDwHcyjBMjGGYtQDOA7B7UTeaQqF0FNtW9+CZ4bmGPsMnc2YUyOk4WpaOYUVXLHJB9i8PTUISWFy6urvm5cjaSuRYXLfRP3bmZfNAGgBw/ebqfqMwsCxji0bk53941VbcdtN56E/F8LU/uQLnD3WhOyHivS/bhJ1HpnHv86MN3ReldcxafVMT82Ucnsi3eWs6h44RjrzRLSccy/guUJ2RJ7FGx5FzsRuzBJpmylCdU9qcdCcqOd/BTHVUjWyrs+OI3IbA+ReA16Iga/YZ8654cMdRyfGF4Hx+VM0AVyOqBpgLq5ZPVZNVxAUuUP2NhZx810jHUUnRXc9HGMgXqtMN14wThQh5GSuq1syi0YxrtSaqZhgGjttRtWDHEc8y4Ln6jqOT0wV85Id7Iu/XfttF7scp+hEhgwi2+RDl2LKmVwm+tYgJLEptdRwtzajaUheOFIfLtBYJSwAphNh3otx3VVStluNI05t27OTLKpJixQWk6kZdUdcwDOTlSuR6PkAs9pIrq7bgRr6/SrTjaKH4CwB3MwzzLICLAfwjgP8AkAbwAMMwTzMM8zkAMAxjD4B7YHZR3gfg3YZhUEWPQqEEctnqXsiqjudPRY9XTcyXIXCMfSxL2DqUCezJDOLxw5O4fE1v3eOzoW5zbXXVhj77e6ge29f0oi8p4sp1rfIVm9PY3vvSjfjlB260XVYA8Pvbz8XmgTQ+8ZMX2tZHSTGZKyrYMmhGJ2nPUXg6RjiqnCGuFhOEgP6finPF6TjymarmEI4EjoVhIHKfkBNbSPAsSkhkBjBzuH7ERc43qsaxbPSOI8dZ5kytqJrLceToOPLp4vCSivGRilPDUFS0quJwJyLPhhJBGuk4Kqta5KiPv+Oo8aia7TiK867bbwRZ00F2m2ZdC+PzZVuEC+p8Kau6LWAIdVxyjxyYwJceP4aT081NNHDuC84ITklxO47CRtXqTdpyEuM5yGpzQnOjlBS9qpDd/H2bhCPnVLUl3nFU6/vEScoeANC651T1cRzVOrEht8Bx5DyJQJyc9QTPkmJ+dpDpoGFf03xZsw/YyT5JHUcLg2EYT1tTaC8yDOM1hmHMGIaxwTCMcwzDuNj6752Oy3/CMIz1hmFsMgzj3lq3TaFQKJssN86xyeiOjMlcGf2pWNVJ4K1DXTg8kQ99rDI+X8KBsRyurtNvBACre5OQBBavetFQ6O18y5VrsONvbnSdiFsoOJbB//md83FqtogfPXN6we+PEsxsUcFFKzMYzEjYSXuOQtMxwlGtM8RcQP8PEQDMcmxLOAo4oytwptWQ3H4zpb7lQMdRRXUPchxJgikcKZ5onsAykbepUHY4jiQBubLqO9rdeVDvfH5U3ag5vQAA0tJCOI70wH4jwBT4lBBj3knPSimi4yiqY8PpWCOYY9obWyw5O46A5gSfkly5brOLzyMOK2fQIrKkaA6XXG3hiDxvzYoMzsflfO3Iv8lEj9Dl2AERST/sXqE2uI5Kqttx5OxIawcll+NoaXccySEdR0R4L7RQCJM1vSoCLNbq4GtxVM3uHaqznxCH3vK0JRyF/JzPlX2iatRxRKFQKB0HWauMzBUjX3fCZ7o0YApHmm5g3+h8qNt5/JC5qL+6Tr8RYHYO7f7wzfZEzzCwLLMoohHhynV96EuK2EldLm1lrqigOyHgynV9eOLIlO/6mFJNBwlHwR1HPMdC8ZmqZnccCZw9jS3ojK4t0NQ4gA8LEQxign85NlArqsZaHUdu1xLfQFQtL1fiCV1xAYbhHyEJ7DjyOTPuJW0JUq2kqKg1HUdhJ99lG4qqaZEdG36vd4znoGhGQzEs4tyodBw1LgQ43wPNLj7JRDWWqT1VreI4qj0JkDxvQU64sJDPBoZxv9ZOAY5hzAhkPRpxHAHtWRiXFL2qB0zi2bYt0slznxS5jnEc1XutyednKx+P6hhAQKicsPBxxGotcBw5yrHDOo4KlstqIEOiavWfA103423EqRUTaDk2hUKhdCqSwKEvKeLUbCnydSfmTceRF2dBdhh2HJpEd0LA+dZEtnp0ScKSLjpmGAbb1/Zi19HGSscpzVOykj2ZhIAXr+/DdF7GgfFwQubZTgcJR+aBp19ZM8/6iypkAS4JbM1xx7JaOZCvFRkIC1m4eR1HAscibZ2JDSzHFt0dR2S7OZaNPKGqIGt2R0eXNeXGb5Huchw57kML4ThKxRagHNsxDc4PkQsngsxHLMc2DANl1XQcRYke+XVaEddKIws+sqDrshxHzSy6ig7xpNnS92OTeYg8i5U98cComtNxxNcpMSfvk2b7cMh9dEmC23Fkua0SIo+4wC2I46id5b9lRasSp8nnRzsgz/2ydMwWbdvJA3vHAl8X4jKtd3BpO45a+Jz6DR2onLCovh9Zbb7jKOfpOALCO45WRHAcFRQNhmEOTTDvi5ZjUygUSicz2C015DiazJVdE9UIq3ri6JL4UAXZhmFgx6FJXLmur+56pJO4Ym0vTs0WMTzTXFUDpTFIMXYmLuAqa7rfEzSuFoqOEY7sKWM+0QKeZX2jai7HUZ0oABFoakUGwhIUVQOAnqSIdIwPLG2TeKvjyHo8ouWUMt0bDUxVs5w7JPbkV5Bddghn7qlqITqOWhBVk1UdhxxKb1GpIxzx9aeqyapuF7KGcZoAldfNMKIJh3ZUzSkcNbFgsh1HLYiqkdvKxIWmu3iOTOaxujeBLkmo2XEUC+k4Is9xq4Qj8hiJiFxyvP8TIodCnYWyqpnXFbnwlmWpjY4K71Q1sj3tLMcWeRaZuNDy+GpUDk/k8I6vPIk7Hz3i+3clpLOMRH1bKY7LavVY+7odR00MbFCtcu2EWJmqBtQvrCbv8SgdR+Q61VPVqOOIQqFQOpHBTBwjER1Hum5gKi+jPy1W/Y1hGJw/1BVKODo2VcDpuRKuCtFv1ElsX2uKFbup66gtkLVwJi5gVU8C5/TGqXAUko4Rjkj3jt/BPs/6iypk4SiJXM0ogKJVO46iunuc2NEln/b/noQQWIxNttVVjm0tYnmWhRZxm4qyZi8WiAiRDRCOiBPKG1UL4zgyp/40vlj9zq+H8fLPPIbTs+YZjaKiQwpRjl1rIeXsWAm7kHZGfJzdQHWv5+c44sMJCtN5GXfvOu76XSs7joqe22pmvz42mcfa/iSSMT5Q7PF2HNWa3ESe71yTUTWy2CaPkTzmSjk+G8qJQ26nEcdROwqpzalq7m2NC1zbyrFLllMwJUVzIS5EH9KUNQb467tP+rpRZU33PQnhJcab0wFbOVVN1Y2q77GgExa6btjia6MuWCKYkqha5bOpnuPI/PuKTHjHEXndveXY7donKRQKhdIcQxkJpyM6jmYKMjTd8HUcAWZcbd9Itu50zx2HJgEA15xhwtGmgTS6JJ4KR21itmAeI3bHTWHzynV92HV0mvYchaBzhKOaHUf+5dhkoeh2HFUfwJYdwlFrOo6CF6C3XDSE114aXNoWFziUFb2qDJznGN8epyDIKGWyWCB9OX5RtZKi2dEC2eU4MsCz9TqOrA6QJhwGxybz0HQDj1tqb1FWkajhOIqFiBM6hY2wMRPnQqoUQQgLKscG6nff/PDpU/jw95532YCrhKOmYpMe91KDt6XpBo5PF7C2P4lUjA8cbW92HFn7bJ14JXm+W+k4Airve+dUxYTAB7qkvLcTreOojeXYilYlTrfbcRQXOKRjQmgx6MRUARd/9AE8Ozzb0m0hBwWnZot4aN941d/DdlkxDIOEyCHfwqlqiqaD57xRNQYMU/2943y/NrqPka4ichIhFtJxRArB+1MiGCZcxxH5HkhRxxGFQqGcEQx2xzFfUiOdEJrIlQEAy9L+J8q3DnWhrOo4PFF7WtsTh6cwlJGwpi8RfoM7AI6lPUftxOk4AkwH2FxRwZHJXDs3qyPoIOEoeHyy6TiqXqCWVA08y0DgWPt6vuWjzqhahKlqhmHYLhkntaJq77huHf78+g2BtxkX3I4jst18wOS4IMqqOUqZlEyT0e7Zok85tqrbB/rO50f1mf7jhVyvmSjHyJxpgX38sHlmoahoNcuxw8QJnQJZ2LPdzoVUlDPkpCPL2ZcSs6dt1b6d6by5wHVGCMnCn/RShRUxf/zsabzmP3e4nFhex1Gjgujp2SJkVccaIhwFLKTLDjFD5GtPAiTbEmZBWguv44i8dkQ0i4uc6Tiq85rWEnyDaKejoqT6lGML7SvHLio64iIXKb56eq4ITTcwPBO9P6EWs9b7SRJYfM3j6APMfabeRDVCq3vc/IYOMAwDkWOrBBancOR976qajrFs/fgAEXmjOo7IY07HBKTEcK9pVVRNaF95PIVCoVCax56s5rPeCWJy3jy2JVNtvVy40izIfuZk7ZNGz52awyXn9izpsutG2b62F0cn8xgP8T1OaS1kzUWmnZPpf351LhQ3HSMc2R1HAVPV/OyOzrHu9TokKvEa88MpzBnSh/aP45pP/qKqNM6v8yYsVeXYjqJhVTdC91zYB/DWWWayqPYtx1a0inDkeNyqboCr13FkXa8Z18io9aH5+KEpGIaBoqzXHI0ZJk5ItodhwkfVnC6jKK6NsqpViYSho2qWM8Ip6BEBK6rYs/PIFJ4+OetyWNkiVDyaCOWFTFSrF1WrdhzViKoR4ajpqWruMvGCx3EUFzgkY/XLsTvJcaRYfUze90m8nY4jK6qWloL3Dy9EcGt1oTeJ5L5p+7l45MAETk67CyijTM9LxviWRtVIMbeXGO8jHKnBwtH3nz6NGz71cN3nzvtdELbjyJ6SFyPxw/rvU29UjZZjUygUSmezstsc5nMqgnA0kTOP68mC3Mv6ZSn0p0TssE4Y+5EtKTgxXQg9Ta3TsHuOjlHX0WJDBCKybiB9wK10l5+pdIxwpNpl0QFRNb+pao6pQwIbbapaGMfRCyPz0I1KnwaBOB38Oo7qQaImXqGMOH/CjncnB/2k3DUp8mAZfzW1pOp25EzxRNWEOlE1EnFrRjgay5bAswxGsyUcncyjpGj2dvsRJk5IFo59yVj4qJrLcRSt46haOAq3YJqxmv2zPo6jtBQtXjY6Z1qDna+FsxwbaEI4mqwIR6kYV2eqGinH9i+tJ5DnptkJXPZUNUscszuOrJ4qSeAQF/i6+4HdTVZDtPRSGTe+uF82dn9bleOonVE1FXGRQzrGIyerobLi5HHUKy6PymxBAcsA77h2HViGwd27Trj+rkRwHCViPHItPJhQNd33BIjIc5GEo7FsCQVZqyu8kgOhhOU4kkLusxWnEh/adeUVjniWAcvQqBqFQqF0KoOWcETSAWGYmDePR/sDhCOWZXD1hn7sODQZeKywb8QcmnP+4JkpHF0w1IWEyGHXESocLTZzRQUMA7vfl0T5W3mS8EylY4QjpZbjKCiqpmiIi+blWZYBz/pHZ5yxhShT1Ui8whtTqRVVqwdxSBFnENke0olRa0qVE+dBP2A+/rQkVJVjk0lS5ECfiBSGYUDT65djp2OmINFolMMwDIzOlXD9puUAgB2Hp1CQ1bpT1YDarxERT1Z0xUK7GVyOowgOCNOx5t7esB1HpIvF6QQrWwXTJDIVVuwZzZr747xPTK/Sl+R+XP/00xfw0+dG6t72kck8EiKH5ekYkjEeRUXzFTGdjiOBY2qKXuR90oqpfECl5M7ZcSRyLDjW7KmpN13Pr6uqHmHdG62G3J+f46iZ2Nzdu47j9+/c2dB1K44jAYaBwB4sJ1EnH4ZltigjExcw1B3HTZuX454nT7qEEln1F2/8SMU4u++nEXJlFftGK9NjFM2/O850HLlfO+d73yu+kJ/rCYXkQIg4jsJ+NuXLKljGvHzKx0WWK6tV36feqBrDMJDaWNhOoVAolOZYkY6BZSJG1XIyYjxrL8z9uGZDPyZzMvaNzvv+fe/pOQA4Yx1HPMfistU9tCC7DcwWFGTiAlhrjUui/NRxVJ+OEY7kmh1HLDSfGBdZyBAEzn+Me6MdR8S26V00NiccmdfJFhUIHGPv1LUcU37YZ5kdzp1MXKhyd5BtJe4WEv8iApXf8+2EOI7CxBj8mCsqKKs6XryuF0MZCY/sn3B1M/lRiR0Gv8GJELOiS2psqlrEcmyve6HiRKk3Vc3fcRQXOXufDHu2njiOnK+xt+PIe1v3PHkSP3j6VN3bPjaZx5q+JBiGqdlrVXaIaEFOQILdcdTiqWpkkeqcOpYQ60fVGnnfhu2LaTXk/iRvObbY3CJ9z+ksfn1ipqHrFhUzYlr5TKgvtnjdYa1irqja+8Mfvng1pvMy7nt+1P57lI6jhNhcx9GXdhzFq/5jhy3gKJoOgfePqtUqx/b+jewD9T7f8o7IGRDBcVTWkIzx9nveKxzd8m+P4b8ePuz6HekrIw5W8rio44hCoVA6E55jsTwt4XREx1F/Klazm+ja85YBAH55aML373tHsuhLilge4Fo6E3jxuj7sH5vHTF6uf2FKy5grKvYxIkAdR1HoGOHInjIW4DgCqt04ZMoPQeT9pzw5o2pRpqoNz5i9GdWOI62qLDksRDDJFlXXGXEuclTNfeYXMKM83qgaOaBPeaJq5H64elE1IiI06Boh/UYDGQlXru+3v0BqdhyFEFSyJRUMYxbzhXYcOV7HcoTFt+zbcRQuqlZxHDk7jjRIPBfJ/SarOqbyRDhyOo5q9yUVFS1UMfGxKXOiGlB5zf3iak6xRuBMQTfIhlzpOGptVI0IRCVHyTrpDgtzO9GEo3DujVZDXldvkbfE13+ctW9XQ0nRQ3epea8bFzlbNAjzupJtLSgtdhwVZGQSpgPtmg39EDkWe0ccrh/VCO0sS8XqxxxrcXyqAFnVcXDMnNahaLpvBFis13HkEcrJPlfP7VZVWM2H7ThSbZdSWnKLZyVFw7Gpgh1hdd4XxzKu91CM52g5NoVCoXQwg91SVZ9rLSZz5cB+I8JARsKG5Sk8dtC/52jvSBbnD3WdkcXYhO1rewHQnqPFZq6ooNshHNmOoxb3bZ6JdI5wZE8Z8y/HBlDVp2IuYj2Oo8CoWv0SbSeGYeAUiar5xAsacRsBFcFkrqi4zojXmgrnh5/jqMsnqkbEkspUNd31/3qOI3uR2OAZeZKZHuiScNX6PnsxU6vjKBYiqpYtKkiJvB2rCkPj5dg+jqOQpclkqprbcWROp2JZpm7cizA+XwJZ6897HEcix9oCqvM503UDJUWvW3ioaDpOTBewpt8ch5qsIRw5HUfkvaro/ttPRLVWCUd2VE2pODHI+ykhcsjLak1BpJFS+3ZNVSP3541IxkUWJbUx4QeoPAeNOERMhycbqTCfvOdKLf6ydh4UsCyD7oQmRv/0AAAgAElEQVSA2bwjDqrpEEI7joI7vcJAxPH9o/OmkGr4f4/FBM7HVeSIqlU5W8MVi5NtT9jl2OEdR6QXKRVzT1UbtT63Zwpy1XWSIlc1YZKWY1MoFErnMtQdx+nZaI6jesIRYJ7Y2X10uuoYStF0HBjNnbExNcJFqzKQBBa/DBDPKAvDbFGxi7EB86Qrw6CpWoKzhc4RjizBxO9gv+I4ch9YOx0HACByjGtqGMHsu2Csy4RzeUzkypVFlk9UrZFibKByUJ8tKa4z4rY4FrAI91JU3L0WgCUclfwdR97R7xXHUW3hKMazEDimYcfRmLUAWdEl4aoNffbvW9Fx1BUXzClTC12OrfiUY4cYQ12UNfv5d74uRbkieIgB8UovzrHc81W3xfoKouS+ZwtKVVxsZK6In78wBlnVMTxjjkxf258CgMAoUmXSl3tCYVBBdquiaoonqlZ0RNXitnDEQzdqCyIVx1GEcuw2TVWzo2o+jiNNN0ILzFW3a3cORV/oE4cnib2GeV2JYNSMo8cPrw25JyG6RI4oU9VSMT5UX1MQ5L25b3Te3ld5v6lqXJ2OI4+AXHEc1es4cp9EIIXVdZ1KsmqLgKmY4Hq/EzFs1nMiYr6k2q+//bhoVI1CoVA6mqGMhNOzxdAnpSZzZlStHtee14+yquOp4+6I/OGJHGRNP2OLsQkxnsNLNi7D/XtHQw0UobSGrOcYkWUZJASOOo5CENxathSYnQVuuw1IJHDRWBHvOJZD7I6jwLv/HGBZYM8eYGwMgwdnsWliBPrBQ0B/NzA4CMBcyAw6FoEC7+84ck7FCjPqHYAr3uN1HPkJCWGxy7GLim9UrdaUKifeSTqA1XFUdC+AyEKlElVzdxzxdRZXpP+i0Q4QsgBZ0SVB5Fms60/iyGS+dlQtxGs0X1KQlngkRA6qbpjxkDqPpeFybE2vErrCRNWcC1nn61JWK3Ev0af3xA/SbwS4nR7EdecntjkXnKdmi9g8UPkQ/fT9B/Ctp4bRn4rhstXdAIC1luMoqOOo7BFe+Dq9XOTyeVkLVcQeBHlP21PVrEU+6dwBKotmpyhXdTsNOI7aJRwFlmNbj7NkxWWjQvbXKB1fBLObi7ddiGE+E0rW87YQU9W6E5X9uTshYLZQETnMqWrh9reEyKOk6FA1ve7noR/EnbN/LFuzOy4msFXOptodR+HKsfOyCpFn7c+/sIXVhXJlumXKiqrpugGWZWwxbK7gFo7yZdW2fBNoOTaFQqF0NoOZOMqqjpmCgt6kWPOyqqZjKi+Hchy9eF0fBI7BYwcncfWGfvv3e06Z0fKtZ7jjCABeccEAfrZnDE8Pz+LSc3vavTlLFlnVcedjR7Dj0CTufMs2VxVLVGYLsusYETAn6NKOo/osbeGoUAC+9jUgn8cVsowrABiPssD/erf599tvBz7/edwC4BYA+AKAdBrImh84//urH8d1+3YC708BiQS+VDCQXzEE3PpL8/qf/CSwdy/ev2cKq37VB/zmXKSWDQBYA1nVgAcfBObngUSi8l9PD7BuHU7NFBFTZcgc71OOXd15Exay8JsrKuhJVD6chYhT1byTdAD/jiOy7akYKcc2fyYCFR9iMZ+S+MYdR9kS+pKivci9cn0fjkzma5Zj2z1UdcqxuyTBXlgXZA2ZeB3hqOFybM2lXAPhBIVpRxme13FEhKjQwlGQ44gUbfsIR84F5/B0EZsHKl/QB8dz2LA8hTV9Cdy/dwwsA9txRPYp7yLXOyJeqCPwOd1YubJa9RyGhTwm23FkFS2XZHc5NmAKFEFfy0Q0ifLe5TkWPMu0LarmFY7s6JysoUuK/nw26jjSdAOyagqoUaJq5H5aGVXTdQPZkju/3p0QcNTRxxPFcUSEkIKioSuicFSUNbu/bP/oPNQa00FFjsV0rY6joHLsOs9dwYqPOQnjAsqVVQx1SwAqI2vzsukoImKY13HkdClFuS8KhUKhLF3Id8Hp2WJd4Wg6L8MwgGWp2pcDzOqDS87tsfpNN9u/3zuShSSw9nHnmcyNm1eAZxn8bM8oFY4C2HVkCh/+/vM4NG52Rb4wksW2Nb0N3ZZhGMiWqtccSZGjU9VCsLSFo6Eh4MknAQCf+unz+MrP9+HZ918LkP6ED34QePOb8fBvjuEbj+zHP79ivWuxsGPdpUiuHMA1QwmgUMDpZ08AaYd6feAA8OijuHFiFum9MvCjIqQLLgBe+U/mYvdv/xbYtcu9TVdeCTz+OIZnivjBl9+DzZPHoXxWAlJJU1i66SaUb3i3uVB/y1tMEcspPF1+OfDmN5u39cUvmo/F8feMYLo7siUVm4w8MDcHJBK2e0MN0XcDVBxHTidMlySgqGiuMnBSAp0QObCMQziyInFhXCCpmNBwx9HoXAkDGcn++ZoN/bh71wnX6+glTJxwvqRioEuqODCUanHHi9MdFCWq5tdpVZm2FXw7xAGRlnh3obWq2dlbMcAl52V0rogYz0ISOJd7iYhQ9nOm+QtHzp4jwzBwZCKHV108hI+/5kIMzxQwMleyDxYqjiNvKbzbcSSwpJcruOOICGPzJaVx4UiruG9EnnV1HPVbBy5x0e1G8r2dBhxHQHsWxuT+qqJq1vs9SkeX+3ZJzC/a4yH3FxfZiuMojHCktD6qNl9SYRhw5dd7EiJ+XZi1f1YiTFVzlsFHFeOIM+f8wS7sHcnanW5+zqWY4DNVzRlV8/yNvEZ1HUdlterMXCjHkazavUjOeGpaEipRtYJsu5AAElXzCkdcw/sjhUKhUNrPYCYOwOwlvWBlpuZlJ3KmAz6M4wgArt3Qj08/eADTedk+ztx7OotNA10NO9E7iUxcwFUb+vGz50fxN6/YfEaXgTfC934zjPd88xms6onjH161FX//wz04MplvWDjKlVVoumH3ohISInUchWFpC0cOZHCQE0lgxYrKL9evB9avx3hyHe4b7ceHf+8GdPcm7D9/d+uN4Ledg2t+53wAwL/85w50xwVcTS7w+c8DAK740E/xzpesw/tetglqsQR89BfmYvQb3zDjcoVC5b+UqX4PzxTwrStfg/T0OK4eSuDy5RKQzwNbtpjRN4EDpqaA4WHzesWi+f9stiIc/cVfmNdxsOIP3wqs/F1omo5vfOR1wEfM3/82z+MlrAi5/G7g9n8xb+uGG9yiVCIBvP71wKteBWVuDrft/jbYfz8EJE1R64ITOZwzy2G+pKBPAHD0KDBaRE9hDnG1BJGtLMKJ46heOTZgno1ufKpaGUMO4ejlWwfw1bdvx0Wrgr+YxBBunmxJwcYV6YrTJMTC1J5UxbORHCR+5dgCx4Bhak9nm7aiaqv7Er5iDxC+42g0W8ZgRoKqG1WOI2dUzfmcOR8jmRAImGeLsiUV66wzPat6EljVU3lf2YvIkn/ROpn0FVRaT5BVHctSMZyaLTZVkG0LPlYJOBGHnB1nCaH+flARvqIJR5LALXr5r+048pZjh3ictW83nBjhhbhe4gKHpMiDYcIV5pPH0cqo2mzRfF91Oxyb3QkRswUZhmGAYRir1y5kOXaNMvh6EIHluo3LsHcki+dPzQEw+/a8iJzPVDWHqzLIcVTvsyrvmI5GCCN25mXNdlu5pmdmKoKYbpivMxF982UVg47Pc3Jf5DWhUCgUSucx1G0KR6frDFMBzGJsAKE6jgDgmvP68X8fOIDHDk7g1RevhGEY2DuSxSsvHGx8gzuMV2wdwIe+9xz2j8273P8U4N7nRrGqJ44H3vMSCByDj/9kL45M5OtfMQBy0r7KcRSjjqMwdIxwVKujJijGZS4cK9cROabK/aDpBjTdgMhxAMNAjJsHvWVVB9asCdye4Zkipl/6uzg4Po/ClWtw+Su32H8r//cT5uLzJz+p/aCOHDEFoHzeFqZKsTTw/RGwho7Pvel9eOflg0ChgGMnJvDQr4/h5q0vQj8AqCrQ22ted2ysImxdeql521PTeO9DXwIeqtzdDQBuvukdmCu+EX0nTgBbt+IKAL8BgH8H9gH4wW0fB37rw2CffQY/v/Od6PtBN9CXqQhT738/cNVVplvrC18AEgm8fs8Upg0eEPcBL3uZ6RSbnAQOH64WtlIpgKssdkfnirjk3G77Z5ZlcO15y2o+bWGmqpEz32QhHSZ6U1bMiGFcjNbJ4ddpxTAMJJ6r4zgiwlESOw5VJiqUFN0WX8Q6t0EYmythRZeE+ZLqEmHKihkfqtdx5OzsOmJFetYuS/reV9DYyrLicRyRSYCBU9V09KXElghHPMuAZRlTOAqYqgbUFlSacRxFdeg0iy1yehxHxE4+PFPElgZKJYkYUUvw9N+eSnSOZRmkRD5cOTYpMm+h44jEcbtdjiMBimYgL2tIxXiX67IeKbK/N3BAQQSWl2xchs89chh7TpsxauIgdRLjq6equaNq/g6/ulE1WXN13QHhHEf5ckVwSnmmZ5KoGmD2HJEDsFy5OqomCVzNIQEUCoVCWdr0JUWIHIvTc/WFo8mceWwb1nF00apurOyO49MPHMCNm5cjW1IxV1TO+IlqTl56/gp8+PvP4b7nR6lw5OHZ4TlsX9trnwg+tzeBo5O5hm+PHCN2eYSjhMjb6zJKMB0lHAV1UpCDcM2xQFU0HapuuKJago97w7tYZBgGIscGxmsIwzMFbFyRxsmZQtUBuKzpVQfPvixfXvUrIS8D3x+BznJ4+PrX4p1/eiUA4Pj+cXzsi7/CJS+7CqsBoKsLuPfewJs+3bUMN3/8Pjz4rsttUWn3npP40S9G8OqSaoo7X/86nt5/Gt/95QHc9uKV+M4vD0BbvREAoAoi9i5fi+0rJIDXgVzOFKiK1pfG0aNmx5Qs443kTr8FsxdqaAj4xS+AN76xesN27gSuuAK4+24Yf/3X+H4JSHZ3Af/cbTqjvvhFYPVq83a++10gHncLT297G0RewNrpU+h9fBoorXX/fdUqGAxjTlWThEpEKcRCmJSkR5nEBpivt98kLnMMdfB+NGONBz+3N4F7i4od+XBOAwsbVRvJFq1sdMklwhQVDcvSMcQssc7VcWR1ASVEziUcHbWU/PUB2fIYz5mT9LwdR6rbcUSEXr/3kqYbUHXDPiOVKzc+Wc0ZO0qIHIqOaVNEOIrbwlGwQFXpOIo2ETEmhBP3WkmQ42htvyn2mV+qK7xXq0vYwmUvlaiao0w5hBhIBLCC0jp7sH02yVOObf5NNoWjGt8nXhIBnV5hIALLBSu70JsUbceR33RQka89Vc37OVCOElXzOo7q7LO6bliCk3m9dMwdPxydKyETFzBXVDBblHEuTEdizicWF+PZhsrWKRQKhbI0YFkGAxkJI7OlupeN6jjiWAa3v/Fi3HrHE/i77z9vO43O9IlqTpalY7h8dS/ue34Uf3XzxnZvzpJhPFvCaLbkSqGs7U+5OiujYp9cTFQ7jk7N0mOVenSOcKQagY4j3u5SqTiOio4z4ASR95la4+MyEDimppvFMAycmi3ixs3LfWNNZUVHXzLa4pMQd21v5d/kMWohy7Hzig4+GTddSb1mDpQV+zG5q2S+ac5ZBtx6Kw49NYyvFJ/BO95zA74Qfxw3rDbFrMK68/AXr/4A7njzZXjZ1oHqO3j5y4FyGVBVfOSeJ/H4sydx/59tq0QJr7sO+OlPK04o4qoiLq5zz0X+pb+FXz911Iz5STD/TtxIBw8C3/lO5XpkBOitt0JM9eA1ex7CTXd+o3q75udRECR84MG78MefvhdIJLBD5dBzTwboTgNPPWX2Sv3XfwGPPWbH+JBI4IqTRfx0yy2QBA4rn38SwAG3KNXVBWyxnGWFAiAIgCCgrPhPsIr5LASdzBRkpCUevQkRulEpnnU6ZWIcW+U08GIYBsayZQxkJOTLmit2Rkak244jrdpxtGF5CienK9c5PJmDwDFY2RMPvM+kTzyRLGQl23EUHFUj7y/SQdSs44jcl+QQ/UpKZdodWcyGcRyFiWc6ifFsZIdOs5CFuLccuzshojcpNvylajuAonYcOaJqgNnbFaocm7jD5NYJb7M+jiMSW5stKFjZbZjCUUjHUZS4q5exbBlJkUNaErBpRRrPDJs9S4JPb4NffMz5s9e1Q/aBesJRQdaqDuDrxXHJbSYdQiAAe7La+HwZl67uwe6j07ZQZxgG8j6Oo5jAUscRhUKhdDiDGQkjoRxHZSRELtLUq+1re/GXN23E7Q8ewIGxHBgG2DKYbmZzO46XXzCAj/14L45N5rGm39/xf7bxzLB5su1F51SSKeuXJfHowYmGpzET4cgbVUuIPAoN9vWeTXSOcKTpEALGJ5MuFaeoQqIPktdx5FnElq0OCeciQuRrO46m8jJKio6V3XHL8u8zVU2IFnchOCNPzjPi9UabeynI1Wd+01axqzNC4pwkZT4/pBybdBzVeRw8j1h3Bsf5GWDt2srvBwaA3/qt4Otdey32rtqK9/z3E/jK27Zj1UZPPO1d7zL/A0zRqFw2xZruboiKjv+5+BVY8wevw6s39rg7qOJxZHMydp57Ia7ZuAwrOB2P//oYrl2VQCLOVYrVh4eBX/3Kdd1rYwlIF70aMZ7FdT/5GvDRh93btHo1cOyY+e/Xvha4/36A57GTE8EkEsD2y4D77jP/fttt+MwDu8GnksAPVpnC05YtwG23mX//n//Bpof34Q05HVuSJ3Dt0VEUnlqO1FXbUFI09GcngclJpDQZs1ptEXKmoEBWdQx0SZjIlt2OI9ndceQ3VW3DshSeHZ6zS3SPTuSxui9Z8wM5FeOrp6p5HEe8JcD4OabIftdnLWizzQhHDhEgLnIoKioMw7BFMyBc9w9xnEUtJowJnD1WfrFw9nF5WdufbDj/3TLHUYyvcqT5UbKFo9Z9WdsHBQl3OTZgirWabsAwEMFxVJmqFpWxrBkhBYBNA2k8cWQKQMBUNZ8Jis73TpDjqF7kLCg+li0Gu/zIe5t8hzg7jibzZai6gc0Daew+Oo0Zy9pdVDToRkVkIsRCxm0pFAqFsnQZ6o5j99HpmpcxDAOPHJjAxhXRRZ//deMG7Dg8id1Hp7FuWdJ2+54tvHzrCnzsx3vxg6dP4y9vPq/dm7MkeG54FiwDbHXEFtf2JyGrOk7PFnGOo9c4LIGOI5GrquCgVNMx70q5RscR7zO9yV7IOB08PhE0cqAe45yOo9qFxCTWs6onAYmv7oooq7rr9qLAsox95ll0CGV2j1NA0bCXgtXl4aQrXj0mu+TopTGfH/P2tUhT1XiUVT1SbwhQKY4d8JSpVsEwgCSZ/wEQOGAs3Y+TmzcCN1Z/uM6XVPxiw3a87vcvgTjQhfd9+hF89taL8eqLV1Yu9IlPmP85+MCXdyE2VUJc5PCFN/01Lv3yf7hFKWcvydvfDlx3HYx8Hvc8sBfbl8dw4aUOe2mhgDVaDrmjpyGPHoRYLgHbtlWEo498BG86eND899eBawDMT++AfO9PoBvAm297AzA1hi+Q23t/Arj1VrvQHS95CaDrQDwOnhXw2RN5rE29BscveimyRRn4+MeBeBy37DiO804vB8ccwJapCcjqBvN6e/aAPTqLZblpnJ8cwg81Fadmi9i4Io0jk3msq3O2w08Y8DqOxBqOo7LtOIpZr1njUTVZNez7igscCrIKRTO7y+xybLF+15VfyXkY2uE4Ii431uf9ubY/iUcPTDR2u2o4McKL9/M2LQmhsuL2VDVFs4uro7Dj0CT+38OH8OU/3m6fQJiz7jfj6TgCLJHV+g7wi4v5EWYiXxCjDuFo80DlQJr3cbXFeA6q1blHPnedxe9B5diNdBzVcxyRgyfSZ5aOWScdyirG5srW4zEP5MhBWM4jNjnva7HL4ykUCoXSWgYzEkazpZpOjx2HpnBoPIdP/d6LIt8+xzL47K0X45WffQwXOxwmZwurehK4ZkM/bn/wAEazJXzolZvtE/5nK88Mz1mDjirHFaSS4chkviHhKKgcOxGjU9XC0DHCUc2OI646xuU9Aw74R9D8omreXpl8WUVJ0Wx3BIkCreqNQxLYKreBOVWtMeGIbHNZdT9eLmJUrVDWsCLtFmRqOo4EFjzHQLEeCxGQ/BY4Xsj45XxZhciLdS5dYczq/yALq7AQES1I3CNn0tOSYL/+YRbCBZ2BJHCQeA5jyR5g69bgC7/hDQDMBfzH9PvwgVdsxoXXr6/8/a67kCop+J1PPYy1/Unc82dXuhfFu3bhrf/+EAYEHbee34uPfesp/P3vX4HVlvjy5Lvej+uXC/juLw8gPzuPN79oOXDhhZXr9/UBc3PA/DyYmSwuGp9BfGwYaYlHuVgCPvp3AIAPksv/O/D6K38X46+9wZzsd9FF+G0Avw0A/wn8CYAj5fdD+8w/o3D8JD75rx8CPtXtjuq9853ALbcAo6N4148/By0uAac32n/nl20CAEilHPDLZ9E1LWP91EkwJ1cCaR3IZMx4HyoiU5fEg2eZhqfyAdWOo6m8bL//iSOHfOnUdxxFj5jWc28sBGVVhxQgfKztT+LbTw37Ok1qoWi6/fkSVTgiDk9nx9FJR2Sy3vUMw3pMQrTnf8ehSew4NIWRuZJ9ADFbUBAXONdrmXF0HDnFmDCEmcgXxOhcCdvXmlHhTQ7hyO++yXeGrOr280iK3yWfvrSw7jC/jiNJqC7i9l4HqLxviICUK6m24L9pwOxAIwdhpDw8XRVVM7/PGhEGKRQKhbI0GOqOQ9MNTMyXA0/4funxY+hLirjlosYmog1m4vjZX13nWrudTdz1R9tw+wMHcOdjR/DI/nH83zdcjCvX97V7s9qCYRh4dngWLz3f3de5bpl57HF0IoeXeNMqIZgrKhA4xmUsAUzHkaIZkU0QZxsdJBwFdxxxfh1Hso/jyCeCRgQi0RMRcx5Uf+KnL+DRAxN45H03gGMZ23G0sjtuxlSqOo60hhaghLjAYRaKp3cpWlQtL6tVZ5mTIgeWQdXULaASVVMtpxFZQPpN//GSkioTdXqS4YWjkbkS4gKHLinabsgwjFkkG/BckMfXJfGRFn3mwtWcqjY+H04IKNeIDKUlAe996SZ86HvmpITfco4W7enBoVg3etf0grtsLZ56ooixNZuwwtqXTt3yeuCK1Xi4/zd4dngWb37fDe4b/+537X/+aNcJfOh7z+GJD96I9DOnIbMC5ucLSOkKtv/tD/Gn2wbxjssG8M0vPIOrVdOlhG99Cw/9+hgefOoo3nv1Knzxwb24YMtl4GYKkHUge/E29MRRcVuNjJh9UwAwPo5XPPY9CEoZ+HHlPZf+yO0AzkN6/wvAK2/GhQB+DgB3WRf4zneA170OeOABrLz1VuxQOHR9swsXlBnEv98FLLsDuOwyYPdu4M47qyfy/cEfmBHI48eB55+3f99/7CjOzQNQTMGgWFZsBxA5+JAEFgxT2zUiq9XT8cJQz72xEJQUDbEAkYW4xY5N5nHByozvZfxwChNRH0/B83nbFbLjyCm6k1hlFCZzpvtleKZiWZ4rKlUW5O54pePI7zO/FvEGO47MLqCK48hp3ef9omrW78qq5hKORJ71na5YEY6CvxM03UDZIUQR6jqOLOGICI88Zw4NyJUVWzha1ZNAKsbbwhERf/0cR4YRPESAQqFQKEsfMrX19FzRVzg6OV3Az/eN4d3Xb4j8Xe5kecSTyWcSksDhg6/cgpdfMIC/vucZ/NlXn8Rj77/RFb0/WxieKWKmoODCVW73WX9KRDrG2xOgozJXlJGJi1UnsionmKOZIM42Okg40gPdL3YJr+5c+FixGU/HUVBUzSlKeQWmk9MFDM8U8djBCVy/aTmGZwroTghISwIkgbOt+oRygwtQAll8ObeJPHY1rONI1qrOMjMMg1SMd7kjSqoZeWEYxtUBRe4njOOILC6iFhyPZUsYzEgNnYWO1YgTZkvVjqMwnS0lRUNC5E0XWcgyV+LYClqEvmHbKnz58WP4p3v34cYty10Lp5m8jO6EaEcIs0WlalqWX++Jl9FsCSwDLEvFKq4yFRBTSUwkeiCfsxrYugH/n733DpfjLMzF32nbd8+eqnMkHfXuIsu940owBHCCSSBAMAlxIDEJSeCGH8m9pAKX5CYxgTiYEnoJBBJTbDBgg42xjYxtuah36fSyZ8/2ab8/vvlmvqk7u3uKZM/7PHok7ezOzuzU7523FHpGyWAzHgduuw178gfxJe0A/uovbsE9je/j9rXrEJ8qYyrdjYm7P4W163q8v/D88/Gnn/kZ9o3O4Ud3XmGSS4f3zwEPHAN/3rnAAw/g2IlJ/L//fgrvvGQIO/IicMEF5PODgyi8+tfx6JPHcPWqFGZOTKCfVwHR2F9HRqxg9XIZkI399YYbCHF0331W/hWAD9B/vPUAkpKAX3/wa+j/y1dgDx+D9Ok00JUFl0ph5c3vJ4P/r3wF+Na3XMSUuvGVZDs+8QRw6JCbuNq1i9gmy2ViW0wkAI5YS5tto4XGbKXhktlSrO+3ZLx+xNHhyRK6kpItNJm127WdcSQxGUdhwrEbKnIJEcWagqqsorulb7Vqf08XrMDOQlV2/TYxkUcmLmK2DcVRXOTBc80tYU7MVhqQVR2DOfIbp+Mi1vSkcGKm4m1VYxRHFFRN59zHbOqwgOWi2yXlII68FEwsKEnGfi6TIPbU8bkaBJ5DXyaOrqRlSbSsam6SCmhf0RchQoQIEZYfQ12kMGW0UAPWuKd/4bHj4DkOb7rcY2KElnDhmm58/E0X4pUffRj/9pND+P9u2b7ci7Tk2EODsVfb72M5jsP6/nTbJTBzVRldSTf9Qe9dyg0V+dYdcC8ZnDXEEduc5ARVHLGkijkAl+yqnTBWNef7aPjn1588heu2DuD0bBWrjcaphMhjghlk6bpuPFltnziiZBe7TKLHOgahXFdcgwUAyCUll+KILmtM4E2rmmIQZ2KIjKMs07jTCtj8j1YRRKjQoOVcUjTCjoMHVxQ1WUNPmkdCFEIPEungy297iwKPv3jVdq4wWdEAACAASURBVPz2Z57A5x89jt+7dgMAst+VGyp60hJyBtlTrMkui6XTNgkAE/M1SDxvqrvG5qroy8QhCry5LeZrlj2FDuadSrqaoiImEKXZ6nwSp2erZqhys4yjdFxAuaFZ2VM9PSgfIcdJvL8XWH0TqqNFfPtADq+89ULsYNVW552HY3/9Ebz37kfx2bddgn/4/n4M5hL49E7DE3/rreQPhSwD1SohbwDgda8DLrzQJKzu+vYzQKWCPx4aQnLvcTw1uBnT73gX7n30EG5al8Uao7FPSCVJdsvkJFEssflVlQrqn7qFbMcvfAH42MfsKyxJQMPI7LnzTuCznyX/TqXwYSGOsXQeeM8R8toHPgA89piddFq5EvjrvybTv/UtYGzMPr2vD7jsMjJ9ZIQQVHSa5CaIRucI6eqFdb1k2x31CciuySped/ejeMU5g/jw6863XlfcxHtYmOfbmJVxVJVVUmrgc97WdR01RcVgVxrFmtKWFYzW/o4wxNFcxU0cASQIsVCRTWVqWMURx3FIx8SWl88rw23rYBYnZiqepJWlOGKII8Oy7DwPsO8JIvm8lLcAyVMKzjhyq4eycaIik1Ud/Zk4BJ4jv6kj44jmIZnfZXx3XdZIe2aECBEiRDjrsDJPxj1eNvRKQ8FXnziBV5wzaBJMETrD9qEcfu2CVfjsz47h9ivXveR+1z2nCogJvJmnyGJ9Xxq7j822NV+iSncrikzFUdSsFoizhjiSVc03YV/i3SG8XhlHXoNwr6fPRHFkzWu2TG6MH3h+HIVKA6dmq9hgPNVPOKxqskoae/xsJGFgkgYerWpKCKuaomqoK96/VzYh2Rqs2FwRSeRM6xUlqMKGYwOtBxyz+R+tIog4osuRS0jgOM4ITA5jVSP2n0RMCB3mSucbtL2v3dKPy9b34D93nzSJI/qUPp+KmWRPsaqYAz1KeMYEtzLgzi89BYHn8JU7LgcAjBXrJonAklB08Ez3p7hj/682rPa/Vd1JnJqtoDstIZcQ0dPEcpj2CMeuOXKFTHulB9nJEraZeBNbkyTZyZP+fvLHwM9OdIPngT/OZJCMCXhk5Q6c/P3fxd/826NYf/slWLNtgLzxIw8Sq9of/ZEVUk6h66h85glCJvzVXxFyiCWW6nXrvb/5m8C2bea05589gcNzMjbR6bJM8qfGxqzPDw1ZxNFddwE/+Yn9+3ftAn75S/Lv174W2L3bvv433GA19t16K/7+yf1IdmWBbw0Qcumyy4A/+zMAQOKj/4I/f3ofVox1A8e3kukbNwKXXgoAeOSbP0bPyaPgcjIwvYpMTyQ6Uxw13IojgBDYXhdoAEbuDQmuPorWFT2AZVU7PcsQR1UZ6/rcj4vyKcmmOGraGMmAtvW1gnGDOGJl99sGs3jghXEfxZFBsDiJI0NxxG6fsNvK3C6ujCN3Nh+LSp2GY1ufo4qjuaqMFcb5pjsVM89l5aaKoyggO0KECBHOVnQlJQxk4zg4XnJN+++nRlCsKXjrleuWfsFexPiTm7fgO3tGcdcPD9oe9L0U8MypArYPZT0f8m3oy+DeZ0ZQk1uPOChUZE/RAqs4iuCPs4g40s1QZCes4Gj7oBiwP2mVBM5GCAEwc3LsiiPOpTi6YkMvfn5kGvc+M4JTs1VcawRyOW1NbL19u0h6KY5aaFWjtdHOG3iAqINs4diyahvoU3sJ/Z4wgytKWhybbh6GS+HM/2gVXnlVFMWqAkngzPVKSkJIqxpRX5GmvHCKi1+eIIz3jqHg6tEL13bjkz89YiowZozBVk86BlHgkY4JKNZkl8XSywY1Pl/D8ekKTs1WsLo7hfG5Gtb2koGypTiSXfYhQrZZv0ONqatf3Z3ED0aKSMdFbOjPNLUPZuMiyg3FFnhbVzQIPGfuM/R4lT0GqNZxIiCbkGxWo1bRUDXkYpK5rrKqm6QWe0FJxQIIRI5DQ9XJPtPbS/744RWvIH8MfP/bL+A/d5/Eb9EXPvjB4AX+zneI3Y1a8SoVy6YHAP/7fxPVEUtcDQ+bk9WBFZiRTmITp5HsqUoF6GEI2A9/GO+cmiL//pzx2lveAnz+8wCAa9/yq7hJNtRTf2JM//3fR/0DHwGna3j4338X0hcywN91W6qnN74RuP12ovx63/tcNr6sNgiRj0OSG8DDj2HN8XlsmTyByr6DyK/sBfJ5sxWRghKNlKRslazSdd0ijmxWtQa6km6LHiE5ZE+VaTME7js+GDPaxwaZc9zlG3rxiZ8esVkEKdiMI4q6SjOOAhRHIaxqXoojVdOhqJpn3pJpO2Otaob9cK4qmw9OulISRuaqts84A9kTHoRYhAgRIkQ4+7B1MIsD4/Ou17/5y1PYNpjFJetaNZxHCMJwTwpvunwNPvfoMbz9mvXYNBA81nixQNN0PHe6iF/btcpz+vr+NHQdODZd9lQkBWGuKtsyJykixVE4nEXEkb/lwRygeimO2HBsgdwss1WSsofVKCZaLUk1WUWloeKqTb2Yq8r41MNHUZVVy6omCaixN/pNrEthkJACFEchrGr0abGX4ijnGKSzeUz2jCOyHmEURwO5BFblk3jqxCyA9U3fDwAzjvyPViF5KHEo5muyqTYCDLVASMVRQhKQjPGhB7GPHJrCilwcG42Ufz9sHshA0XQcny5j00DWVLHREN9cUrJlHNnIHtXeSETJvXufGcEfXLcJo3NVXLaBEAdWcx6rXvLOS6rJVgjv6u4UpssN7B0t4vqtA03XOx0XoetGlpYxUKwxJCTgnT1GwR4nuYSIfS2q1VgQOw/5bag9c9YI7GUVh0Q14r9dG6pms7aGBSGPvef72Z8dxeHJMv721nOtFzMZ8scPr3lN4Ped+tA/4a09D+Ejt52P37h42P2GiQn8zdefxA92H8XDd14GjrH5HRyfx0de/b+QlOvYnhfxzkuGCPG0cydqsgpRU/HzNTuxIc1hRX+cTCsWyd8AUCoBn/sc+b9sbbPVb/0TJNf9CiG8rr8eNwG4CQA+Y7zhX/+VqLieew64+moglUImkcR9JQ2pfBbyBbeh0rgEOHAA+NCHSIA7S0697nXA5s1ExfX440AqhRIvYcvIIVTFOCa7jHOdpqFgZIc5kU/FcHKm0nI4NkAUO7Q1LCzGijVwHNCftc5xV23qw7N/9XLPrB/PjCNqVXPYTOnxk42LgZYzWi2bjNnXle7nNUVDxuO6Sj/HXkMycREnyhWMFWu40mh5ySclKxybEkeOsgN6TljqAPkIESJEiLCw2Loiiy8+ftw2jlI1Hc+NzOGNl66JmjMXAXdevwlf330K//D9/fjEWy5e7sVZEhyZKqFUV3Deau+cThqncXSyDeLIJ86AxntEiqNgdEQccRyXB+lMOheADuB3AOwH8DUA6wAcA/Abuq7PcuRscheAVwKoALhd1/Vfhv0uWdUgBeTIAPaqemfmBkCsWHReAm+01ni2qlmKI3pTnE/F8PqLV+Ovv/0CADLQBtxWtXobT7OdoINdyUtx5DEIB4Cv7z6J8WINd96wmcmn8Mg4cgzSKVkCGBlHKs04MhRHIVrVAOCCNXk8fbIQ6r0AsakBwGCbnt3h7iT2jbmfegAk4yjLDF7CKo7qsoaEKCBhPI0PIisBwog/emgKN2xb0fRiuWmAEAWHJkqEODIUR93GADeXkAzFkYPsEUgjkaJZirt5Y4D230+dxtuuXI9iTTFzVGhDHQ0bJvOybG82q5qsmiHclAidrVhqgiBQsqhUV8x/O+vU6T7b8FDJscRRtkkD1z89cACXr+/BlZv6PKfTAGGyrgZxVG4Y/7e2XzPVSF1RfQOngxAXBSg+6o2fHJjEg/sn8XvXbMCa3oVJ2xspkGNnpd+xw3EYXtWLU78cx3TPCpu65StPnMRD267A9qEcjgF4551Xm9PqR6YhCxLe+6p344ZtA/jM7Ze4593fDxSM45xmT1UqeOSHR5A8XiHh5Q8+iOcPjuJj392D91y1GhszPCGLAKCrC3jrW4FKBbXCPI7vOYEtGQENQSREZ2kaePBBuxoLAM47jxBHTzxh5l9lAXzXWKw3v/nD0LSXQ/nSV7D/g2+GnEgCmbRFPP3Xf6E7JWHHM49i/QP/iH85XcbWY2uAwR4y/U//lORM7dkDPP20W1El6MSqVi4DqkpeF4MvnxPFGvoycdc5xC8gOu6TcRQXecQl3rQRA9b1rSslYcbY171gPUBxkjk0d0h1KYQAcuNEs5UoMgkRE/N1zNcU87xNcqMa0DQd5boCnvNSN7nXK0KECBEinH3YMphFTdZwcqaCdcbg/chkCTVZwzkrw7e4RgiP3kwcb758LT7x08NGsPOLv2HNCsbOe05f32eVwLQCVdMxX1c8f0PaRF4JaF+O0Lni6C4A9+u6fhvHcTEAKQDvB/AjXdc/zHHc+wC8D8CfA7gFwGbjz2UA7jb+DgVZ1X1bcGiAM2tdcio3AEvBI6vWANc/44i8PstYii7f0IsPfm8vZFU3B9qk1thShNDsiU7aYxJMWDUFJXCcVjuAWDb+9ceHcLpQxesuWh2oOHIO0u2KI85cb0rCCSFa1QBg13Ae390zion5Ggayze1nFnHUnlXtuq0D+MC9z+PYVNm8eFHM12TkmJNCWJtJTSGZP2wTWxBx9MJoEbMVGVdvDrA1GaCKpEMTxBvO7lcACfIuVhVPexlghcM3FA0NRcPKrgQOjJfw0P4JAJYdxlIc+aiXbKG6mkms0v0ZANb3BaunyPdYxNEK4zWX4iggl6thEkeCmZ3CqqoodF3H3Q8dwuT8sD9xZKgy2HWlg2n2+E9KImbK/pY4dj6twFSKeBBHdL/7z90n8Z5f2dryvL0waliDaDWuF+hF9ehU2SSOarKK//rlKfzKOYPQdN2VU0AH9gLPhcsbotlTuRxmxVEkY3VCqFx3HZSNBdx3OIfbfvVibNy+wvrM8DDJeAJwcrSId9z1MN53yzb8/L59eL2sAldcARw7Zr1f14FazSJprruOZEFVKnjh0Bj++d6ncdmKBPYKqzFdboDfsBlfvPINuHltljT5UatfOo18qo6ZUhGx40dxwUQBPVP7gHqNTL/jDkIcfec7wF/8hWtVe//5fow1BGJDpFZESbLIpSNHiBXvX/4FuPdeIJXCr4/XcDMvAaP/bYWt33efu7EvlwOuvx5xiUd/aQbcyZNAF4BUCg2ZtF7GBB7Fqv28DRDi+XSh6nns0G0O2JV3gF1x5IVyXTFvoiiycdE8rga74ub3azpQaiiERI6JruWwSKqIOIoQIUKEsxlbDYvPvrF58977uREyyD93VWvKjwjhcc3mPvz7Tw7jqROzuC6EK+Bsx55Tc0jFBPOhuxPpuIgVuXjLzWrUTUTdHrZ5UsVRi+rylxraJo44jusCcC2A2wFA1/UGgAbHca8FcJ3xts8BeAiEOHotgM/ruq4DeIzjuDzHcUO6ro+G+T6i/vAmMaiygVUcVWXVlrcCWNYZpxUA8GhVo8RR2VKG9KRjuHHbCtz//BhWMVY1wFJb0M91lHEUs5MG9nV033wfm67gxAx5Mv+1X5zEFRsIkZH2aFXLJiTM12RzoEEG+4K53tS6JxvfI4WwqgHArjWEFX76RAEvP2ew6fvNxqE2M46u20oyph7aP4Hb++z2uGJVtimOEiEUR0RhpCMhCmZIbU1WzbBpLzxyiOTIXLXRm9BgkY6LWJVP4qBBHFlKNsOqlpAwVqy5Mo5Y4igdtwJob7t4GP/24CH8+08OA7B+x4TEQxI4FKuKa9AYE3nz8wBpmksaA0iqoAMQTnFknmC9g9YBSzHnlctlZhxJPLIJCaqm22xv5jLKGmRVN0/2XmCVYZZVzU0cpWICCcf2QV3RTBKoFSRMK44Gp0OKboNvPHkKf3LzllDWz2agDWJBDRsbDPLvyGQJl6wjNsb7nxvDXFXGb126Bt/45SnXMUGXNZ+UbPbbMKg2VNtvnQnRtEi/n5KnnuQuxxHbGkUuR4LEARzKjOCBvQlc+IptmL5/H04Xqkhu3I5/vubN2Phbu7Dj/JW2WeVPHsV3tl2Ll/3lnXjvN/bg3juvwvnOp1l33gm84Q2uxj2MdaFabACvfCXJv2KnlctAnLHcyjIwOorBU1PYqDaAsRcs4uiLXwS+/GX7d65YAYyNISYI+OD3P47LPv64OelLHIfTQ+vxdx/+GrlW/e7vAs88gw2chM9P1ZHqzuGJeD/qyivIsXf33cD0tElKdU/XccXxClKxa8kMn30W4Dj0jBfRX5pFY2YWyEgu9VS5rprHOAVrQaPZdPSp3VxFRqmmuGxqgEWsRuHYESJEiHB2Y/MKcm9xYHwerziX3Os/f7qIuMhjU5PIhgjt44LhPASew+5jLw3i6IXRIrYNZgPvmdf3pXFk0h3UHgTaAhspjtpHJ4qj9QAmAfwHx3E7ATwJ4I8BrGDIoDHAFCSsAnCS+fwp47UWiCPvQZ2ZV8QSRw3NJZmng3BWteNtVbMIFJqV0p0mO9mf37INV23uMwkFU4Yvk0EzfarazgCUIumRcWSuo8cgnKpOtg1m8dUnTppy0ZSHBSGXFKHpxIqQiYuoKxrSafI+SbQyjtQWWtUA4JyVXZAEDk+dDEccjRdr4DmgLxPc3uWHtb1pbOhL48H9k7j9KjtxNF9TbKHbyZgQaOcA7ERGgtmmQfjZoSlsWZGxtSYFYeNAxlQczZQbSMcEk7TLJSUcmJj3VxwZ+ykdiA93J3Htln78eJ+hODKUWxzHmeSga16OXKiaopqD9v5M3LSy0Tr3ILBWNXN+DsURVQI6mwwB67elVjU6LydxNGec5IsBGUi0eQqwrKl0e7NW1VRMCPQut684ouSxe96VhopsXMRYsYafHpjE9ds6v+CPzNXQk465VCQsVnUnIQmcTcb75SdOYF1vCpdv6MV3nx11qYrovtGVlFpuOKs6mi2yjGXSDzXjO3oMtq3VDJypeRI+vXOYnO9Oz1bNPCGvmwJ6Dp8wPudpJ87lyB8H4l99CpWpKnDVtcBVV/kv1LvfTf4AeO3f/ACvPG8If/9r51nTP/1p4KMftVvxVOvc85mLX4OBN92GnT0xoFrF1x7aBz6XRUw0HkqsXAlMTECbLCBbn8XA1DzWJ2Xz+oNPfcpq5wOwC8Afrt2JpPTH5IVbbwWOHMHNAG4GgI+DZGr9z/+Q6RdcAJRK+JMGjyIvAQ8MkiD4974XmbiEv/zRJ6HyArYrjwD9eZxXVHDxKQmFytUo12Vcc+xp4GcJm6IqWY/CsSNEiBDhxYBUTMSanhT2MwHZz43MYdtQzrNoIcLCIB0XsWMoh93HZ5Z7UZYEhydKuHnHisD3bOjP4L5nQ1EIJuaCiCPjHjZSHAWjE+JIBHAhgHfpuv44x3F3gdjSTOi6rnMc1zzNmQHHcXcAuAMA1qxZY75OrTpeoJYY1ZHf4hxYSYxVjZ0v4FAcMQ02ZvuVMbhZ35c2bSCApQypKSq6IDHZLR1Y1Txa1cygYQ/i6CcHJrGhL40/vXkL7vjCk/jOnhEA/oojgFiZMnHRzPUB7BlHlKAKeyFISAJ2DOWMgOzmmCk30J2KdXShednWfnz58ROuOsZiza44SsUEnJoNPhGYSh/RblXzf7+KJ47O4E2XrQ29vJsHMnji6DQ0TcdsxR7gm0uINpVQnMklAqz9lBI12YSIW3etchFHdJpvODZ7jDRUJPNkGs9zWJlPQFb1QEKCguailJy2R1uLof8+yxK27D7pbNmjhNFcgOKIJY4oSUYVRwmRJY7EQEKkXcVRPIBorDRUXL9tAD87NIWv/uLEghBHo4Wq2WToB4HnsLY3jaOThDj6/vNjeOLoDP7yVdvB85xn7he12XalrMDjsGAb+gAgGyfbtBREHBlEW3eQ4igAU6U6RJ7DOUMGcVSomKrUfNI7HBsg2UMAWiIJkzGxpeWrySpmK7JbUZlIkD8erX1xkcfP1+7E4dfsxM4LVwMAPhv7Kdb1pZAVebJ9/vZvAQBPPD+GO77wJN502Rp86fETeEwm1x88+aQte+qbjxzA//vRYfwPPabvuQeYmcHew2P40oP78M5LBrFq1w5rIa69Fpiextje0xCqVaDRIPMCkIkLeMULP0FariL1xDcBANsAvOqiV2O28jbUShX82z3vAe6xr9fgH/8ZkLge6uQUkN7oyo/Cu99NWv8iRIgQIcIZj62DWRwwMkZ1XcfzI0W8eufKJp+K0CkuWtuNr/7iRNP81bMd06U6pssNX5saxYa+NGYrMmbLDfM+shkKxtjAy6omCjziIh8pjpqgE+LoFIBTuq5TXf03QIijcWpB4zhuCMCEMf00ALYCaLXxmg26rt8D49bz4osvNkecsqr7Bk4LZnA0qzhSXIojSXArIMwwa8GuODLDsct0J/PeKROMrYnMj2YcLUA4tkNxxHFuq1pNVvHzw9N446VrcMO2AQzmEvjOHsLAeimOrLp2BUNdVq4P+T4244j8LbZgrdm1phv/ufukrW3BD9WGm9hrFddvHcB//OwYfn5k2tYENl9TbBazhNS8VY1ut4QkmGRDkALil8dnUVe0UPlGFJsGMqjJGk4XqsaJzlrGXJKohCoNBRxn7T90n687iKNMXMJFa7uRjgngec6WZ0WII9nTqmbPOLIP9i9b3wtND8fzUktKueGvOBJ4DjxnJ2opKMkSE/hAdQoljAKJI9VNHM2UZcOqau2HJOvKO0sJoIqj1vdJljx2oiqryCVFvO6i1fjMI0cxOV+3tWy1g5FCDcM9zYO21/elcXSqjKlSHe//5rM4Z2UOv33FOgBWwxz7W9C8m3xSMjPIwqIqqxjIssccD5HnMB+gFKs2yPdl4iJiAt8ycTQ5X0dvJoaulIRsXMTp2ap5nva6KaBB9FRx1MqNVzOboxMTRfIdK1rIcHMe6wDZtyUjpNrrukXX00YCMtlTk/1lnO6at47zG28EAMwensIXC4/jVW+7HKs2Muewj34UAPChux9FQuLxpbdfbk7KJiRc8q4vIpsQ8ewHXg7UajhyfBz/9Ikn8PdVGUUF+Os//wQ+cON6m42vsW4L8MN51MAD73yn2waYbK8gIUKECBEiLD22rsjiwX0TqCsqxudIYcK5UTD2ouOSdT347KPH8PxIERcMe4dGvxhAnRnNiCMq4jg4UcKl63tCzTtIcQQQZVc5Io4C0TZxpOv6GMdxJzmO26rr+n4ANwJ4wfjzVgAfNv42NPC4F8CdHMd9FSQUey5svhFABp9+JIZXcLRzUAy41Rvsv53h2KziKBMXfUmrhGS/2bcsOO2TIk6bEoXIczY7HgA8fnQGdUXDdVv7IQo8fvOSYdz1o4MALNkdC6ruoJkxdZkNx2Za1TSqOApPHF0wnMdnHz2GA+Pz2D4UHJJXaahmHk27uHR9D5KSgIf2TZjEkaxqxB7EEEepJjXsgKU4soVjBwxkHz40BZHncOn68MTRZuMkeHBiHrMV2RzIAiTjSNOB6VIDCVEwB/N025iKo5rVmJeMCfiNS4ZxZNIeDpeNS0Rx5LCqxR3EUU22K4T+723nh14X2thXYiSddUWzKb0AY5/yyOWqKypEnoMo8MjGLTLTCbqf+mUc6bpOiCNnxlG5gaQk2AiiZEyApruzmNhlWmjFUbWhIhUT8RsXD+Oenx7Bt546hTuu3djyd7AYmavi8g3NL5Ib+tL4yf5JvP+bz2K+puDLv3eBrX1Od/wWVHGUT8VCtRCycBLBHMeZoed+YMPbExLfulWtVDeDv1d1J3GaIdRyHjcFeeO1cUNx1Aq5n4oJqDiItiCMz7ee4UavGc7rEw3HZgklNhwb8D9XVRyqQworm8/7c+W6gt60nZykKsPBXMLMnsquGsJ8PI25SgPzMjByzoXAzfa6YH6+Dvzwhygn0sA//mPALxAhQoQIEc50bBnMQtF0HJ0qm/efUTD24uPidd0AgN3HZl7UxBHNgt1sBLH74cI13UjFBHzhseOhiaOiSRx5i0FSMcEsmIrgjU61bu8C8CWO4/YAuADAB0EIo5s5jjsI4Cbj/wDwPQBHABwC8EkAfxD2SzRNN+rIgzOOWDUO2xhF4WlVM0K3eYaUIpYtQpwUKrLn02sKpzrFtKotRMaRizjiXQ1VD+2fQFzkcbkRiP2GS4dBV8XZigNYde10kF5XLJuXZKy3ruumvUjkw68HDch+6kSh6XsrsoqkR+tbK0hIAq7Y2IsH909CN5QylFhhCYxkCMUR3X4JUWjaOASQfKNda/KeVdZ+oOz5oYkSCpWGnThKkvlMzNdtA3C/jCO6fv/nV3fgc79zqe17ckkRxZpsKjpMq5pgVy047UWtwMuq5rQMAjRw3Ssc21IJsVY1J6yMI8XcxiwUTYeuW8Qv/f6ZSsPcjhSpAEJQM8LR28o4oq1Rjv1F03Qz+2fTQAYXr+3Gf+4+1XR+Dx+ctIWOs5ivyUQtmG+u0ljfl0ZD1fCDF8bxZy/fgq2D1kWY/hYsWcNmHLVK4tRkd6acs8HRCUpOJSQeqZjYsjx4qtQw1Vur8kmcLlRRqMjgOZhkJIvOFEeiSbSFQTutkZbiyL5N4iKPuGQnfel76FMzP6KPqgCdClBKmtV8ctzKDXfeGFUZsutEv79QkVGqK8jE3ddKMxy7xX0qQoQIESKceaDNavvH5vHc6TkIPIctTQb5ETrHilwCwz1J7D4WLhLkbMWhiRLSMQErm9w/dadjeOuV6/CdPSM4wGRuBYHGMPgqjmKR4qgZOiKOdF1/Wtf1i3VdP1/X9Vt1XZ/VdX1a1/UbdV3frOv6Tbquzxjv1XVd/0Nd1zfqun6eruu7w34PVSz4qX5Ej+DoWkN1KW6scGz7E13nAEISeKiaDlXTMVNumAHCXrCsaobiyLihb2cAas7TtKrZb/ZFgXOFY//kwCQu39BrLsdQVxI3bl9hPqV2wlQcGYP0GqM4YsPDqeKolRKoNT0p9KRjoXKOqg3FUxHVEQJxdgAAIABJREFUKq7f2o8TMxWzkpEOVFnFQTImoiqr0DR/GxYdECYkwfwt/cimQqWBZ0/P4epN/S0taz4VQ18mhkMTJdd+Ra1148WabQBOrVPOjCM6qPNSP5BwbAU1RUVMsAaNnla1WHv7aVISwHP2VrWGorlUHKLAQfFQHLHvNcOxAxRHqqZ7qldkR7g9Jd0aHqoiSpZUPAawZhtiO61qlGh0tpQZ5wL6vVdv7sOhiZKL/GUxOV/HWz79BL7w2HHP6aMGIdEs4wiwZLyXrOvG26/ZYJtG9zGWcKAD+1xSQk3WPIk6P3gpPDOG8s0PJlkbI+q5dqxqNsXRbAWFagNdScn2IIAimxDBc03CsX1g7jshl5GqmlZkW1EceSliyTEcNxRHdJtQdVu+SbC4V9Yf0FxxVKm7FaGULGZzyGIij3RMwKxJHHl8lw+xGiFChAgRzj6s70tD5DnsH5vH8yNFbB7IeKq4Iyw8Llnbg93HZ3zvz6oNtaV7tzMRhyZK2DSQCaXuvuOaDUhJgum0aYa5qoykJPje/6Xird+LvtRwVqRrUbLESaRQ8EaWisoQAxVZ8Q3HbjAKCDZYl4KtQC84QoydcA4aGwuoOHINwnnOto4nZyo4MlnGy7bYCYy/ee05+Pc3X+h50LGKI13XiT1HtBNVsqpBMZRYYQ5cCo7jsGs4j6dOhlAcLYBVDYBZS/nQ/kkAFiHmVBwBwQMXM5Ra5JsOqh7aPwldR0v5RhSbBjLYPzaPYk2xKdko0TUxX7ftOzEfq1qQ0okNx0445kXnI6saVE23hUe3Ao7jkI7brUheFjCJUe+xYPe7bMLfqjZXVZh/uxVJdH0kh1UNgIvIoAo3r6war6yzsPBTHNGLD10mapUKaho7NVsBADw/UvScPlIgQcWrQiiOLliTx+9ctR7//JsXuBQnXnZMqm4Jc7w4UWm4z7c0a8sPrFUtKQktqZx0Xcd0mSGO8kkUawpOz1Z9nyTxPId8KuZZiNAMdN38lGBOjM3VkJB4U0kYBqKRY8f+7jTbz9kISklJM+MowKrmRdAH2SsBojhynmMoue203+VTMRQqDZQ9WhEBGNeRSHEUIUKECC8GxEQeG/rTpuLo3FVRvtFS4aJ13ZgqNXB8uuKaNleRcfHfPYBv72mtaexMw8GJeWxskm9E0Z2O4W1Xrcd394xi35j3fTOLUaOV2A/pmBj6Pu+lirOCOKJP6IOsBaIjS6Xa8Mg4Ei1ihMKrgpsN0Z6pNNATZFVzhWN3nnF06boevOmyNTjHETYnCrxNvfHQAUKWXLfVThwNdSVxwzbvGkNWcaRoOjQdtowjwCIVmgVce+GC4TwOTZQCw4wBsn2cVsJ2MNyTwsb+NO5/fgy6rpvEERuOnTTIk2YtaQCpVnduUye++osTGO5JYtdwd8vLu2kgY5ICzowjgOS22BRHplWNLIupOAqw+WUTEkp1BeW6fTAfEwSyzQ0LFYCOAsozDuLIGY4NABLPeYdjMw1m6ZgIjvO2qhWZ14pV98ncSQKwRJhz3dLm4N+9XTsJtbdyzuzzdbbadRnnkaBjY6RAlCp7R70vgKbiKARxFBcF/J9X78DqbneQdsJLcWQSR7xt+ZtB03TUZDdpmI2LgetalVUjwJw3gsvDEwtzVRmyqltWtW7ye7wwWkRXANGfZ0ilVoL/TZtjSPJjYr6OFblEy8S7M4eMBr87LauU8GlmVavK3ufZIHJcUTXUZM0WuA8AvZkYsnERO1basyzyKQnj8zUomm7a2bzWK1IcRYgQIcKLA1sHc3ji6Aymyw2cuzLKN1oqXLKOZPn84tiMa9resSLKDRU/Pzy11Iu1YJiryhgv1rF5ILz18e3XrEc2LuKuHwarjmRVw8MHJ3HFRv+H/q3ei74UcVYQR40QxJHEc1BZq5rHQMZSHLlvzFmwloHZshxOcUTDsRegVa0rJeHvf+089/LzdqvaT/ZPYrgnaVpSwiAh8ZAEDvM1xWbPAggxBZDfRFZ1M3S8FexaQ8iUPaeCVUdV2ftJeDv4rcvW4omjM7jnp0dMcoFVHNEBUFCGivVbWIoLr4Hz0akyHjsygzdcssbTDtMMmweypg2QrY+kygRdtwfZOgPdS3XFbFLzA1WV+ZNQGmo+obmtIB23M/OeiiPRncsFkIEvXTee55CJiYGtas5/UzQcVjWe58xjz6mmSgbYjRodEL5xM+fMvp50ME9JBzrIDyJTRueIoujIZMmTuBwtVMFzwIoOm9mSHuQozagKaonzAj12nET9rjV57Bubx9d3n/T8HJuLRFvewmLSsJv1ZcgxtNIg0saLdRs55ARV6MREviVSp1Wr2mwl2OLsBzYEm9qlY4JgqdqYBxQxkW9KaFV9lJ1BGUfUypl22M7ScRG/+MubcMu5g7bX8ykJp2fJfuunhIyLQkQcRYgQIcKLBFtXZDBv3P+dEymOlgyb+jPIJUQ8edwdCUJDpZ873Vx5c6aCNqptDqk4Aojq+W1XrcN9z43hBR+1PkDItmJNwU3bvYUVQNSqFgZnBXFEyZIgG4nAc+aAHDCICccNs2fGkQdxRAmmSkNBqa4EDgDiznBss1Vt4X9aQbBb1Q6Mz2PXcHfLT7VJBo7MqGyMjCPByopSNQ1CC41qFOcPkwtIsxPXQlnVAOB3rlqHV503hP97/z5871ki0WTtKvSJe5AVxrKqBYdjf/UXJyDwHF5/0eq2lpWtl+xmrWo2hZSb7KkzVjWvp/osrLykup2EYuZFB4ydEEes4kjXdU/Fkci7c7kActyxlrysTwNXsSqD7t5BVjX23ED3K6fSghKIVbm5cqkVxH0UR06rmhUk3PCd12nDiqbpwMHxksf0GlbkEibJ2y4sq5q9qStsqyALq73PvkzveNlGXLmxF3/x3895EskkONzIpgoRYM9iskSIo37DqraaUWD5WdUAS+XXqiUxKTUnn1nMlBvoCXjg4Ie4ZBEs7D7pUhwpqs1W6Jtx5KG8BdxKWRa0UcTLdpZwNBUCQD4ZM5Vy/sQR72v9jRAhQoQIZxdoGDbHoWmLcoSFA89zuHhdj6fi6KAREL1/bN4mkABItAmNOjiTcdhsVAtPHAHA7169ATwH3P/8mO97fvjCBGIij2s29/m+J2pVa46zgzgyDoCganjJYeNy1kPT9wCwNUt5WdXoTToNUe0OIo4cjTF1RYNg1IwvNCSet5Fec9Xgxjc/0Awcy1bnsKopGmRNb6lRjSKXkJCUBEwbAzs/kO3TWasaBcdx+IfXn48tK7K495kRAA7FkdRcLcAqjqhSxTmQbSga/uvJU7hh2wAGWqjZZmEnjqz9il1eNpfIGZhb8sgecYLOy7ehTdGYwX5nxBFVHB0YL0HRdKzrtavfSMaRl1VNtal7KJnpxFxVxpDxWxc9pjsVR4C1Tk4iI0g14jwWWoEZ/utUHDXob0y2RxjF0UihalrqvOxqo3PVUMHYzZA0jwlWMUa2iZ+Cyg+Wssq+X4oCj4/91oXoz8Tx+194ElOOcwLbwteqPHiqRMg3alXry8TN83jQOZGqR1slCIMa+bwwWw7OxvMDURzZ8/LYogP6Gik1EJqSfBWPpkOAELo8551jRQncsMR+V0oyj0MvsgkghFPY/SlChAgRIpzZoC2t6/vSLbULR+gcF63txuHJMmbK9oeQ9GFjQ9VcLWO/9/ndeN83n12yZWwXByfmERN5z4iFIHSlJGzoz/jGPOi6jgf2juGqjb2+9ylApDgKg7OCODIbjwJsJALPmRXybA02i5iZ4WMPx3blshjvo8043aEyjuxPghcDomBfx/maHPh03Q/ZhIhiVTbJLroOtowjVW8pA4RFd0pCIWBwrKgaGqq2YIojgAxaP/nbF5vbir2QhVFQ1BnFEc9ziIm8y6rzo73jmCo18MZLh9tezoFs3CR2WEJSFHiTMPBSCdFjoFQLQxyR32C6bLeqxRni1Mo4an9fTccFc5D5yCHiqb7KweT7Ekey/bjL+FS3F2sKVveQC0jRY5+SFbcakSqNXOHYAQTiQiiOnPsLVTYlTcUR2d5e60ExUqjhwrXdSEoC9noE/Y3O1ULlGzWDV8YRsfcyiqOQ1jEzy8njeO5Jx/CJt1yEmXID7/7q07ZpLHHUvlWNEEc8z2FlnhBqoaxqLRL7rVvVZPSkWz83xyXLqlY3cs1iIm/uY3Q/pdcZk+T2+e1qPspOjuMMMsdDcdRonqPGgr0+RoqjCBEiRHjxY7g7hVRMwLkrI5vaUuNCIxLkGYeS++DEPC5dTzKQnh+ZM1+fmK9h39g89ocIj15uHJwoYWN/pq2M3e1DOV+r2sGJEk7OVHHTDn+bGkDu9WqyZnP3RLDjrCCO2MYrPxDFkVFV7JO54ZlxFNCqNl4kg5Mgy0HCaVXzmN9CQeCtdSw1FGi63eIUFjla1y57K44aqgZZ0wIVXkHoMlp2/FAxFQoLW9853JPCZ26/BO+7ZZtN8UUHp1417BSWdYvm4/AuBclXfnESQ10JvGzLQNvLyHGcqTpyEpK0Wa1ZxlEzqxolpnTd2/bWUDSrCr2DEHeScUTm88jBSWzoS7vavkTBbiGlcFpEs37EUVXGqnwSHOeXcUS+X2LmlfIg4NjXvQjETkLt6TZy7i9+VrVmGUeru1PYOph1PTnRdR0jhWqoRrVmSHrYN6niKGE2boUb6NeaqNfOXdWFt1+zHo8cmrKRB6yNKimJLVnVpkp1iDxnI85pQHYu0KpGpklia+e2Vux7NVlFVVYDlap+iIuCeaybuVuCpTgySSXDVkgzvYLCsf22S0Lyzh0qB1jVvJBPWuvpSxxJ7vNphM7BcVye47hvcBy3j+O4vRzHXcFxXA/HcQ9wHHfQ+LvbeC/HcdxHOY47xHHcHo7jLlzu5Y8QIcLZCZ7ncM9bLsafvXzLci/KSw7nre4CxwFPn7CIo5lyA1OlBm7aPoBsXLTFhfz88DQAMqb1ioQ4k3BwvNRSvhGLHUM5nC5UMVdx32P/cO84AOBGn+IoinSITNyXOs4K4sgc1AVU3BPFEXmfM5SWgq2bp/DKOKI36ROG4ijIciAJRPJfY+wFi6U4kgTOtOPRA6NdxRGxqlkqG4BtnSOhrB0pjjwOXApn29RCYteabrzjZRttr9H9oBZoVbMvUzJmz1w5NVvBwwcn8fqLh9tiwllsHsjYQrgpKAnoR/YApA68meKIHTh7qpcYq1onzXZZI+OooWh4/OgMrvbwDYdVHPlZ1YqGHTMbFz2VOvTcwCpI6O/n3L/oQNjrezpRHPkN3isNO6ESMzJp/IijmqxiqtTAqnwC24ey2Ds6D123SLeZcgN1RVtQqxq7j7etOAphexzsIqQOu+72cGzy+7HrG4Sp+Tr6MnFbSDwl1ILO1/k2M47CBOxTzBqkeXc7VjWmfcwr48gkjmTNJH2TMcH33FYJsATHRd5TcUTtp85wbD90MQS4H9kUhWMvGu4CcL+u69sA7ASwF8D7APxI1/XNAH5k/B8AbgGw2fhzB4C7l35xI0SI8GLB1Zv7sLY3fDlPhIVBJi5iy0DWpjii+UZbVmSxY2UOz562FEeUOAJI8cqZikpDwelCtX3iyGj381Lr//CFcZy/uguDTe6fU/HW1OUvRZwdxJHcXA0gChxkQ9ngN5DxDMcOyDiiVrWgcGwq+a/LzJPgDlQcQRAZO55ZO98WcUQG6X4ZR4qqQdH0tnOa8inJHDx5odrwJvYWC0kPW44TNVkDz1kV3QlJsFmP7n9uDLqOtkOxWfzh9Zvw0TfscoXMUhLQL5cIAOZrSlMlgD0vyVu9VGs0H+w3Q9ogjn55YhaVhoqrNnkRR97h2O6MI3c4tqrpmK8ryCUkdKUkT8LFDM4X3QozZ8ZZQhLQl4nj5Iw7ILDTNkSv5a95ENhdSX9SdXSOnG9W5pPYPpTDXFU2X2OnD3UtgOLIPCbYcGxDceSw3zaDSZAF2B6pfYx9ElSVVfNhQComQtV0W/5cECZLdfRl7edl2qwWZFWjZE5QQ6cXTKtaCDKN5g60QxzFRR4N+hBCdRNHNqsaGyzuZ1VrR3HUoBlHYRVHkVVtOcBxXBeAawF8GgB0XW/oul4A8FoAnzPe9jkAtxr/fi2Az+sEjwHIcxw3tMSLHSFChAgROsTO4S48c7JgPmyjjWpbVmRx7qou7B0tmmKKRw9PY0M/IfgOn8HE0eGJMgB7Fmwr2GGEtDvtapPzdTx1shDYpkZBFUflM1yZtZw4O4ijEIM6keegGoPIqnHj61RT+IZj+2YcEataswBqlmRY1Iwj3goAp4NoWuPeCrIJUn1uKbnsGUcNVYOiam0rjvKpWKAdx2nhWWyEySeheSuUzHG2PI3O1ZCKCRjuaS2wzQtre9N4+TmDrtfptkww+4/Ic+A4JuOoriDbAnHEDuatvCTV3F87UX2l42Sw/+N9E+A54IqNva73SAJvXrxYOC2ddJ9kQZVBXUkJXUlv4sirVc2yP7nXbV1vCsemy/7zafPYzcRFlBzLbxEq1nLkfQgwAGbjBSWOAGAf8+SENq4thFWNWjJZwoGqwMIQrSzCKAjpObRgUxyprm0V1q42Vaqb+UYU9HfpCgzHJtNaPUfHRR48F275ZstkHYOy8YK+x6U4EniTZDVb1RjFHiGO3MeYruuoNBTf86yf4ujkTAVA8AMTFqwlz89GG4VjLwrWA5gE8B8cxz3FcdynOI5LA1ih6/qo8Z4xAPRueRWAk8znTxmv2cBx3B0cx+3mOG735OTkIi5+hAgRIkRoBxcMd2O2IuOEcb0+NFFCJi5iqCuBc1flUFc0HJ4s49RsBSdmKnjDJcQtcWTSff97puDgBFFNtdqoRtGfjaMvE8cLjpiHB/dNQNcRijhqNc/ypYizhDhqXh3Okiq0Ytov44gG6gLUquatTBqfJ2RBs8F1QuStcGxZC7TUdQI2HJvadtqxquUSEkp1xSTYXK1qhlWtXUtW3lBV+NlOrNDgpWliSHjkuThRVzTbdo5LAmrM0/jJ+brZ4LRYoFY1lvDkOA4xgUdD0aDrOrGqNck4iouCuQ972d7qiuZ7jLQCSlDd/9wYdg7nPfO2RJ5Hw0Nx5LR0ZuMiGopmUyUUq2Q/ySUl5BKSi1ii8wHshI+VceQ+Dtf0pnB8uuJ6vZNWNYDmPXkTR2yOVM6HAAMsYmhlV9JsLNk7ajVjjBrTh/KdW9U4jkPSEY5cUwh5aoZ9O44XqsB0olnGEWDl4LBqK2c4NhCerJqab6DfQRy9bEs/XrNzpfnUyXM5aDh2i9uZ4zikYmKomwmqtgxLvLAgiiO3VY3ul1Z7p6XYSzhIboqGqkHT3co787t8FEf3Pz+GC4bzoZefVRylfPaBSHG0KBABXAjgbl3XdwEow7KlAQB0chFuKeVT1/V7dF2/WNf1i/v7+xdsYSNEiBAhwsJg5zAJJX/6JLGrHRifx6aBDDiOw3mryLTnTs+ZNrVrt/RjTU/qjFYcHZwoQeS5juyPO1a6A7J/8MI4VuWT2D6Ubfp56uiIFEf+OEuIoxCKIyaE18+qJvAcBJ4zA3UBcnMuOUKg6f8nivVQdgO2nWZRrWoCb9rx6KC63YwjwKq0pgNss3VO0SCr7VvVulMxKJruG8K21IqjoDYtippsV4olJd6WGzI5X3cNVBcaZji2B5FZVzTUFWIhDBNamzO2sV9eUphcmmagks4TMxVc42FTI9/J+SqO7FY1su5sQPZctbniSFbdxBEdKHsrjtIYK9ZcpMhCKI7mHft7taEgKQm2HB6/9QCA0UINHAes6Iojl5Cwujtpe3IyOldDTOTR2wYh4QVnjpdTccT+RntOFXDZB39kU0BRWA19IRRHjIWVzThq5SmPpulEceQgcgdyCXz0jbsCj492rWoAWb+WMo7a2E7NMo5MxRFDvCZj3u1ozZRgXoqjkzMVPHe6iFee51ZE+oEqvNIx+77u/K4o42jBcQrAKV3XHzf+/w0QImmcWtCMvyeM6acBsJWgq43XIkSIECHCWYStK7JISLxJHB2csEKl1/dlkJQEPGsQR73pGLYMZLGxP23awc5EHJooYX1fuq37M4odQzkcmiiZ90/FmoyfHpjEy89Z4YoH8UKkOGqOs4M4ohlHAUoeNv8naCATE3hb5kpdcYdZ0/+X6gq6Q1QqxxkZ/uJa1TioLqtae4ojwKq0pgN4SbTCwzsJx+4yB4neA2RnaPBiQxJ4SAIXnHHkUBw5M44mS0uhODLIHsd+Gxd5NFTNJFWaWdXIvNzqJVvGEW0q7EAdxw7QvfKNAKI48gzHZjJaAIvMZIkjM8crITa1qrHkL92OXgPmtb3EakjlvezyAO21qtHld1rVqrLq2pZBxNFIoYr+TNxchu1DOexjiKORuRpWdiVCXfzCwJmNQ8+FCQ/iiP5ex6bcai0zs0zy3y/pOYFd96qsmqR1K1a1uaoMRdNdVrUwoMRROwRhKiaEupmgGUdBWUt+YFvV6qpbcWRlHFnnK7+MI7+SCAqvjKP7nxsDANxybvjoG6omC1JCxkUhalVbYOi6PgbgJMdxW42XbgTwAoB7AbzVeO2tAP7H+Pe9AH7baFe7HMAcY2mLECFChAhnCUSBx3mrSM5RodLA5HwdW1YQRY3Ac9ixMofnTs/h0cPTuHxjL3iew8b+DI5Ol8/YqvkjkyUzi6ldbB/KoqFqprLqgefH0VA1vGbnylCfNxVHUauaL84K4sgc5AaGY7NWNX9iQhI48+YbABqK6g7HFqzPhVMcWTJ8LyJqoeAMx+Y5INOG3ctSHBnEkWS3qjVUDXIHGUf0N/Mjjqoe2S+LDT87B0XdoThKiPan+EtiVaOKI8m5PxL7ClVwNbOqAdY2Zo+BOKNaqMkqOK59axZgBeGmYgJ2ren2fI/oEY6taTpkVbcdd1RxVPJQHOWSEnJJybtVzUNxZFnVvBVHAHBsyv7Upd6h4ogGhbOoNNzBxIHE0VzVDHgGCHF0dKqMmqzi2FQZPz88vSAZWxQJyd4ER61jksBD5O1E66xxLFNShIXV0Of/22XjIgSes50TqrJqEputWNXoeaud4zEZExAX+fYUR1I44qhQkZFLiG0pNmOCdS1hM46crWqsQjIh8Z7ntqDrIECIrePTZdt+e99zozhnZa6l/Swm8kjHhEClV1yKrGqLhHcB+BLHcXsAXADggwA+DOBmjuMOArjJ+D8AfA/AEQCHAHwSwB8s/eJGiBAhQoSFwM7VeTw3UjStWZuYbKDzVnXhqZMFjBVruNLIH93Qn0ZD0XB61l0Qs9zQdR0jhRpWd3d2j3vOSntA9rf3jGB1dxIXDOdDfd5UHNWj+xU/nBXEUZj8EbviiGboeCiORLsCgmQcOcKxRYswCUUcMSSDV9j2QoGtNp+rysglJV9rQBAoQeFUHMUcGUei0G44Npm/X7PaUlvV6HcFEUc1RTNDwgHDxsPkicxV5cW3qhnkiVcbYEPRrJrsEGRh1mNeNquaQWp0ol6hBNZl63t89/kYQ+hSULsNqziiaiuWVCk6rGp1RilFIdNzA0P2BodjE+LImXPUacZRxiPjqNpQXft4Pimh0lA9VVinC1WsZPKLdgxloenAd/aM4jc+8XNouo733bKtreXzAmtV03XdRno7w4znjGPZ65iuySp4LrjinuM40ihXJZ/XNB0NpT2rGj1v9WXas+zlU1LbiqMwiqiZcqMtmxpAjglnxlFc5G1qQcB4QCGx28q9XF7h7Cxuv2odZisy/v2hwwCA0bkqfnmigFvODW9To8inYoFKyCgce3Gg6/rTRh7R+bqu36rr+qyu69O6rt+o6/pmXddv0nV9xnivruv6H+q6vlHX9fN0Xd+93MsfIUKECBHawwVr8mgoGr69ZwQATMURQAgUqiy6YgMhjjb2E2LpTMw5KlRkVGUVQ12dZXiu78sgIfF4YbSI2XIDjxycwq+evzL0WMdsVYsUR7548RBHAm9lHAUE/0oC71AcuYkedgAUphknLjHh2IuYcSTwnHkimKvKnmHEYeBUHCUciiNZ1SBrOkS+3Ywjd4MSC9NCEWBtWWgEVVYDRHHEtpklmG06bWRBOTNVFhq0VS3uQxxRG1criqOEH3HEBBO3C2rFuXqzf4Cql+LItJ4yx8mgcbEYmbOehDgVRwBcqiNKQrFkrzNwmUVXSkI+Jbma1bza2VpBJuHOOKp4EEdeli2AEDejhRpWdlmKo22D5MnJe77+DADga3dcjnNWdrW1fF5gmwMtMo8JXGaOF6oUoscCi0pIEpKG5gNwtfrRv8MQM5NUcdQmkXvn9Ztw20WrW/4cCccOl3EU5oGDF4jiKCDjiBJHshWO7XduaxZafuGabrxm50p88uEjOF2o4vuGTe0VLdjUKPIpqYlVjSiO/AoTIkSIECFChAjhsXM1UdF8+5lRpGMCVjKky7lGQPZgLoH1feSB6ZlMHNF7/05bgwWew9ZBEpB9//NjUDQdr94Z/p4mFY8yjpph6UbuHaCuqBB5LlD6L/KcZVULyDhiVTuqpkPT7dY0AJAYAiHMk2NWceS0PC0k2EF4sSq3FYwNWGoUOgCjg2WaE0Myjtq3qnWZDUreiiPa5raUVrVkk0akmqLZMkkSkmCGY1OFw2IrjlbliURzwEFQxYyMI2opycabb3dP4oixIrLBxO1iXV8ad7/pQly/bcD3PezxRkEtKyxhO9iVAMdZlfQAsWMKPId0TDAVScWajIGcdXH0InxSMfe6s1jbm/ZUHEkC15aCD7Ba4Vgi2ouco8fsXFW2ZfTQpy2sVW1NTwr5lIR0TMSX3n4Z1vV15v12IiEJJhlZk+3kPCFOGeKoSq1qddd8vLKcvNCVsmx69PssxZFozKs5MUND/du1jr7linVtfS4ZE0yyPQizlQYGsu09NbMpjmwZR4LtNZJxFByOHUbZ+ee3bMP3nx/DR+7fh7G5GrasyGDTQOtVuO/9la2BD0ziIg9NBxSYy2yuAAAgAElEQVRNd5VRRIgQIUKECBFaw+ruJPoyMUyVGtg5nLc9vNs0QAKyr9zUa77enY6hOyXh8KT14PTEdAU/PTiJN1++dsmXn8VIgbT2DnVIHAFErX/fc2PA08CGvnRg064TMSOqIWpV88fZQRzJzXODWKta0JNWYlUj7/NrUmIHoWEqiRMSbz5BZy0ECw2Jt2w/xKrW3uajpMLkfB1xkTdPKhLzVFtRO7eqBYVjizy3aJY+LyQld4MQi7qsIs4MRNlwbJM4WmTF0Xmru/Dw/7relS9CM45Mq1q8+SDdtL3FvBVHNSaYuBPccl4wk+9NHLkVhHFRQH8mbvNeE1WdaNqc6GssZFUDz8FGKidjFvnhhXW9KTx5fNb2WqNDpSBb4RkTyTmj2lBddiqqnHIeG6cNwowljniewzfecSV60rG2qt2bISkJ5r5thoMzNj8bcWSQwDMex3StEU69lk9KJulj5iIZ26hVq5okcG0T5+0iFQtWLVLMlmWbZLwVxEUBiqZDUTUbKUrJlrqsQlFJu2IzxZH1G/tvm1X5JN5+zXp8/MHD4DjgXTdsbmu5r9vqTx7T9QIoQXtWCJ0jRIgQIUKEMxYcx2Hn6jx+tG/CbFSjkAQeX3z7pRh2ZAZt7M/YFEd//70X8P3nx/Hyc1a0/cBrITBi3gN3vgw7hnL4yhMn8fMj0/ijGze3FMnBcVzoIpSXKs6KO7i6I3/GC6LAmVa1SkOBwHOeTzYlgTef2oYhjvKhwrGFpbGqCXarWvuKIzLIrTkIOTbjSOnAqiYJPDJxMTDjaCnVRkDzKm22pQgggzFZJQO4yQ7CeFuFVygttVfOtxSO7Z9xVF8gq1oYSIJF6FL4WU9XdSdNAgUAilXF3Mf9iKOGx0D0ojU9uH5rvynPdWJtbxojhaotrLehqh0RmTQonA0arjQUU0lDkfex3PldNDcNZBaFNAIcOV4uxZE9k6ZQaaI4CkMcpWJmxpGzKr4Vq9pUqY7edHzB2uXCIuzNxGylgZ52rWpMgD17feI4QrTXVc11/NBtpTmaUsKWELzzuk3oz8ah62gr3ygM6MOUegjiLUKECBEiRIjQHDT0ecsKt1L4orU9NoU+QAKyjxiKo5FCFQ+8MA4A2Ds6v8hLGoyRuSpiAo++dOfjrB0rLYXRq89v3Xqf9sgsjWDhLCGOmtu/RJ6HotJWNc03cyPGtKrVzApu+7x5njNtWmEGAAlJMG+Iwyxru5B4xqpWU9omjuKiYBt0mPNnMo46CccGiOpoLqBVrVObVKtISiKqAeGsNYfFkCohaopmqjJ62wzj7RSmVa3WulUt6WVVMxRHS7ENRJ5kj7HZJqa6xUGwrsonbVY1GgAPgMk4sp/M6x4ZZWt6U/iPt13qIm0o1vWmoOnAKUbdFEbVGAT6e88zrXA1WXMN2v0IsNE5ItNduQAy3bBgw57rjswhNv8IYKxqHhlHVdmd5eSFLjbjyKGGoZ8PSxwtBYnrRFISmy5fTVZRaajth2MzqsCGozEwbmSdOYkjuo/R1ynMLLkm2yYTF/GhXzsPb7x0GNsG21NKNUPCONZriv85OEKECBEiRIgQHhetI43GO4bC5V9u7M9gqlTHXEXGlx8/AXpnvne0uEhLGA4jhRoGuxJtx0Ww2DqYA8cB2waz2NyG+jtSHAXjrCCOnMoYL5CMI9qq5q9oYa0zp2ZJzomXNI6SKPmw4diKZtaML5biSBQscqyTcGzAUqSwtjqB58BxRji2qkHo4ADOpyR/xVHIgeZCgjRI+TPINYcCh/67JquYnK8jn5IWbbs2Ax0wlusKeM7fgsWCEi1JpiKd4zhie1O10Lk0ncLKzbKIo4af4iifxEihZionijW5qeJIVlsnfNaazWqWz9urXbEVmFa1hl1x5CTn/NZjpFBFTOTRu0jqIi+wAdjOjKM4Y78FWKuaB3EU1qqWkjBfU6ComstOLBm+8jBWsMn5etuNap0gZagWgwKe6Tmv7XBsRhVYV+z5XSRgWvO0FQJw/Xam4ijEtrlpxwp86NfPXzQVV6Q4ihAhQoQIERYWV2zoxX+980pctak31PtpQPa+sSK++osTuHHbAIa6EstOHI06WoU7QSYu4i2Xr8WdN2xq6/PpuBi1qgXgrCCOiIonhFWNyTjyu1kmGUfkhvzYFCGOaEW3831AyIwjUSAqDvOGfpHCsQ1yrCaraCiaSQ60A7PBy/G7Uiufqulth2MDZODk26rWUJEMUSm/kEg1a1VjwmYBu3Vmcr6+6MHYQWDDsTNxMdTg7uYdK/D+V24zLxK2eSla6MF+p6AELM3mAoKtag1Vw5Rhh2LJ0Vasas2wrpfYAdmA7E4VR6ZVrcYSR26CNOezHqcLVazKJ5fUfsXmGLlULIziSNd1FCoyJIFDTdZcls9aSBLStOnVFCscm/lcMuRTnqlS3RYsvlRIxQVoul3ZM1eRbS2ds2WyXXvS7atBAVhB64KVQUezzqit0AzH9iOOAkoilhpxhhCLECFChAgRInQOjuNw0dru0PeOG/rJePdjDx7CVKmBN1++FtuHcstOHI0UqrZW4U7xN689F796/sq2PpuKCajUo4dcfjhLiKPmgdOCYYkBgq1QhBgh7zs2XQbPAau7vXNlgHBPjukAnNpo2q30bgaa40TzUToJh6WKI6d6JSbwkBWinApqsWsG1pbiRFVWlklx5H0i0HXdsKq5FUd1RcXkMlljKOiAcb6mmNutGbqSEu64dqPrYhJj7C5LQRzRfUhWWKsarX53K44AmAHZxapiEi2SwCMVE1zZQO0ohXrSMWTioo046lRxZFrVDF+0qumoK26rmiTwSMcE17ExUqhiqGtpgwlpjpesaqYShM0cotup3FChaDrWGPlb0w67WisZRwBRL5nBzcwxlwo4Rik0Tcd0qbEsx2NKcgd433LXT/FvDx0y/08VR2Gy8bxgKY5UW0MfnWa3qhnbysfmV22o4LnFux61AjYcO0KECBEiRIiw9BjuSUESODx8cArrelO4dnM/tg9lcXiyHFggtJhQVA3j8/UljWoIQjoWKY6CsPx3lCFQlzXbAMMLksCZqoaKrJo30+738ZCNm9ejU2Ws7k55DhjjIo+ExId6WkvJF6oiWDzFEQ9V000lT0eKo4Sf4ogzMo60zhVHAeHYy0Ic+ZwUZVWHpttJtKRpVdOWTeFAEWOsamEa1QLnJViKo+Qi7af27zOsaqziyNgOMcG+LvSicbpQha4TgpRtDswlJE+rWqsDY47jsLY3hWOGVU3XdZyarSDdgQouY+RO0UC9oGbHfCrmmXG01BdNem6ryWqg4ogex1S95rSgVkJmlnXRtsWqbP0+Mfsx18yqVqjKUDR9eRRHxv5BFVeluoKRuRqeOVkw3zNTJr9Nu4HmrDLHGdgep8pW2Z7Nl2RstSzIeTacQnGxYa5XZFWLECFChAgRlgWSwJtxDW++fC14nsP2oRxUTcehiVKTTy8OJubrUDUdQwtkVesUqbgYZRwF4OwgjhS1KRkj8jxUalVrqObTYSdiImeGjh6frmBtr1ttBBACJWxOBX1KbxJHi5VxZBA5dHDSmeKIEkf235VmQClq+61qgBGOXZVdTT/AcoVjW+oKJ5zBwOTfZN2rRsbRsiqOHFa1hZhXWJVIpxCZwHUKevy5FEfdhDghjWckHJjdx7uSbuKoHasaQOypVHH00P5JHBgv4XUXrm55PhSU0KNWNXrR8SJIc471kFUN48WlJ45YO6bzGEgwGUdUHbXBII6my3biqBZA1LOgVrW5imwSROy5MhlrfrGeMhoO+5YjHNuh7BkvkkDzw5NWVlbBVBy1d25mM47Ivs3ZptUV1aU4CrKqLYWqMAxoHlMUjh0hQoQIESIsHzb1ZxAXedx2Ebnn3T5EWsheWCa72ugcbRU+UxRHQtSqFoCzhDgKEY4tcKaqIUw4tq7rODZV9q3sjol8C8SRQ3G0SK1qdBBOiaNciFp2P9DsGC/iqKFqUDpuVYtB0+0tUxTLojjyGVwB7mBgwBpAT5caqDTUZbaqEaXBfF1BpoNAdMBSLznDwBcLZsYRE47trH6nyCUkZOMiTs9WzWOJDYDvSkoo1uzEkVerWhis7U3h5EwFiqrhoz8+iFX5JG7dtarl+VBQtRK1qllV6O5jtCsp2ix348UaNB1YuQxWNYAcE85jIGFTHFHiiJwrnc1qYYlg06pWbTCKI4dVTQ6+WE8ZDYfLkTlGz1mU3Bo3mvBOzlbM9ZkxMo7aDce2tap5WdVUNhybtqoZJLfLqqbYFF3LiUhxFCFChAgRIiw/3vMrW/Dpt15i3pOt600jIfHLlnN0umC0Ci9gxlEnSIV4iPlSxplxV9kEhDhqEo7Nc1DZVjU/xZFhVZspNzBfVzyDsQEycApbv06XbbGJI/r0edp46r4QiiMneUDCw3UoHVrVqLrAq1mt0liaRi8Wpi3H42TgbCkCrEH1yRmiSln2cGzDqpZZAKsatSYtDXFE9qGG6hWO7f7+Vd1JnC7UPHO8ckkRc1U7sSC3mU20rjcNRdPx9SdP4akTBbzjuo0dZRzxPIdMXLQURwYB4kWQdiUlFKrWcXHKyHSiiqulgqmgkVXXMUAzjjRNN5d1g0Gys8d0ua6g3FBDnSvpOaFQsaxqCccx1yzjaNI49/Vnl75VLekkjubJzY6uE9szQH6bbEJsSwUHOK1qdhsmbVc0w7FFa1sB3oqjlLS0JQR+oA9XooyjCBEiRIgQYfmwaSCLqzf3mf8XeA5bB5cvIHu0QBVHZ4ZVLR0XUG7SoLtU2DtaxMd+fNDkN84EnBXEEQkubmZV4yCrOnRdD2yMkkQSjk3zTdb1eVvV3v/K7XjPy7eGWj56U1w0M44WZ0AuGETOVGkhrGp+iiMOsmIojjrJOEpbeSZOVBsKkks8oKFEUKWhQtd1PHZk2hy81syWIrdV7eSsQRydAVa1+Zq8IFY1qgJbCvKO2h1ZxVHDICm8iJpV+SROFxjFkY04ktzh2ErrGUcATIvqh763Fytycbz+ovZtahTpuCVvDapCzyftGUfUV+5swFtsJG1WNUpGWIojgAz0Zw3FEQ1VZK1qlPTyKhhwIscQR9WG/fuAcK1qk4biaDkzjqgqamyubk47PEm24Wyl0bbaCPBoVWPIVVMt6FQc+WQcVWUtlIVwKRCFY0eIECFChAhnJnYMZbF3dH5ZyJKRQhXZhBi6/GexkYqJ0HVrbLic+OJjx/GPPziAf3pg/3IviomzgjgK06pGbVyabjxp9blhJuHAKo5OEULAT3F0+YZe7BzOh1q+xBIpjlxWtQXJOHK3PtUUFbqODlvVyODJqTjSdT1w+ywW6PeV6gre/63n8IZ7HsMXHzsOAK6wWcAaOJ+YWX7iiC7XbFk2Q5jbRUzkzf00sUj7KQuqOJI9FUfu71+ZT+L0bMW0pDkzjhaiVQ0A1hnqmWJNwe9fu3FB1FeZuIiSy6rmoThKSS7iKB0TlrxVLWGzqtkVRzQ4vSarmGNye7pTMZtVjSryhkOopQSeQy4hYq4qo6aokATOdo5JSkLTVo+pUgOSwHVEmrcLl1WtWENC4sFxwOEJ8iBiptxAd5vB2ACrOFJdNsyYwKPOKI7McGzfVjXFN+tvqcGuV4QIESJEiBDhzMGOoRzmqjJGDQv+UmJkrnbG2NQAK7P0TGhW2zc2D44DPv7gYXx3z+hyLw4A4MzQsTdB3VGV7gWqxpFVozHKN+OIKJOOT5ch8FyoJ+XNQAdbi25VY8KxUzGhbTsEYGXHJCSn4og3ByBCR61qVhAui7qiQdOXRu3Cgj55f/fXnsahiRIEnsPB8ZK5TIBTcUT+TRUVy5txZOSeqFrHVrU4QxwtxTaQPMKxg4ijVd1JFGuK6Xlmc7xyCQnzdQWqplvHu6K3pTgayMaRkHhk4iLeeOmalj/vhYyxfEBwOHZXUkJNJlk1cVHAwYl5bBrILHn7la1VzSPjCCCkUqEiIxUTEBcF9KRjmGHIYKrIG+4Jdx7Nm22LMRdZlwqpOOrLxJelKYxVLQLAxHwNq/JJNFQNhwzFUaEih7Y4e4ESRVRxFGf2bao4aiUceyB7ZjzBM8Oxz4AneBEiRIgQIUIECzQge+9occlDqkcK1TPGpgYwDbp1FVhaI4ANuq5j/9g8fvPiYRwYn8d7vv4MNvSnzW21XHjRKI5YZUNQmwzJ8NFwdKqMVflkR7kmFKZVzVBJLMQ8vUAHy9PlesdP3E3FkTPjSODN5hupw3BswK04qgYMqBcTdHB1ZLKEv7v1XFy4Jo+jhl2x7qE4YjOOBD58w95igN2fMh0EogNk+5qKo6UMx2b8uXVFBc95K9roBYt6rZ2KIwA21VFD1SC1cbxxHIc/vG4T/va15y4YgZaNi5ZVTQ5uVQMsovnQRAmbBrILsgytIGUqVQgZIfCcub1YUqlQlc18op50zFQ8AsDJmSqSkoDekCqbfEpCoUoyjpw2vmSsecbRVKm+LDY1gP29yDKOzdUw2JXAxv4MDht2w5lyAz0LYFUzM46YfTsuktwpM4/Kg+RjsRxZcn6IFEcRIvz/7d13eFxnlT/w75mmGfViSZYluctxt7GdnpBi0knbkN8CKSbJkt0QIKEEki0QYEsCWdqy9AABAmwCZBNaSEiFhSQ4PY7tuBe5SJZkq05/f3+8987cGc2oTbsz+n6eR49Gd9p7594Z3XvmnPMSEdnTYkvgKN8OHB1Bi01mVAP0rGpA4TOO9veNYDAQxvLWGnzz6rWo8blx4482jnucnGu2DxwppSbUHNtp9FIZHqO3CKBPZMNRhV1HhmLlKpkyD9xjPY7GGetUmSd1PYPBhNmmpiJtjyOXYMR4s5iv6VTUWPqZWA2PcUKdSwsaK7GqvRbfuXYdrj5pDuY2VMQa2vqTpiK3Xg6Eo6iv8GSUfZWphMBRFkrVRlI0Js4Vc2a+kKW3SXCM93NrUuCoOkXgyFrmNdUeRwDwofUduGBFy5Tum0pFmTPWHNv8YE/1GlunpT82EsLh/gA6mvP/tYYvqVStLClIYV53dDiIGiMYkhw42t83jPZ634QzgGp87lhz7OTXxud2ppz10OrIYKBg2X+xb6FipWoBNFfpwNHOI4OIRpXucZRBqZr5Xg+EIilnVQtYMo7M16/Mpcvlkhv/+yc4210+xGdVY8YRERGRnVSWuTC7vhybDw7k9XlHghH0DYdix/52UF5mHusVNnC09ZDeFktaqtBU7cWnL16Kfb0jeOPAsYKOy/aBI3M2pvHKv8zsmAEj6yddYMIMvuzoHsTchszL1ID4AXzuexzFS9WylnE0qjl2PLCQSXNss5/J0VEZR/qNmI+ghVVjVRkevvlUrF/SDED3uOkeCGAwEI7PUmTJatPZF3r9CzmjGoCEwEhFprOqpciqyqVYqVpCxlH6DMI2o1fO1kMDo8oxzSCSmdkHTL3HUS5UlrljPY7MfzhmsMHKGgAzG2MvzHNjbCAxU0UH5xMbVQO6tOjocChWejoq46hvZFLlvrXlujF4qpkvyz1OhKMKwTEaKOtStcJk/5n9jIaDYUSjCl0DfjRVe7GwqRL+UBS7eoYwHIzEXqupMLdBMBIdFRTVs6rF+1GZ+72IwOsaHXQbHmN20XwTkVjgi4iIiOxlSUtV3jOODhzT7UDy3eNzLLGMo0BhM3u2HtaBo0XNuiJheWsNgPiEOoWS8RmXiDhF5GUR+bXx9zwReV5EtovI/4iIx1heZvy93bh+7kQef6x+KFZmRki/OWNUulI1p9n0NZq2MfZkmU2GY4GjccrqpsqcoapvOJhRY2wgfvKaHMCx9jhyZVCqBgB1FZ5Rs6rFe78Utr3WPCPbbPeRofgsRUlZMOZrU8j+RkBisKcqC6Vqpvz0OBqdcRQIRdO+nxsry+B2CoaDkVFZdekzjgqXDWZV5Y03xx4rs866HmaJU0EyjszgUDCCQDgxA8j8TIuVqlkCR8dGQghFolBKYX/v8IQaY5tqfW4cHQ7CH4qO6q/mi81alvqfdTSq0DMULFipmoig3K37MPUNBxGKKMysLovNhrdxdy8AZCnjKFWpmp5dMRCOwu2UhCxIn2d04GgkmP9JCMZS5nKwVI2IiMiGlrRUG1+A5S/T5qDRzzTffZXGUmFkHL11OL/ZV8k2H+xHW50vViHUWuuD1+0o/sARgFsAbLb8fTeALymlFgLoA3CDsfwGAH3G8i8ZtxtX8mw/6biNoIo51Xi6aYitfXvmZb1UTT93rkrVzAygqAKqfZkFEBqryjC3oRwdzYm9VTzWwFGG5Vm15Z7YVN6mQvU4SmZu+11HhmINW5NPZO0YOMpGqZrJm6P91MoMdoajllK1MbKEHA5BizG7QnJWXdrAkU0yjirKnBgMhKGUgj8YgUjqgLd1PbZ1DcDjcmSlSf9kmcGh4WAE/lC6jCPdHNucJdHsZdQ3HMSxkRAGAuEJN8YGdI+jYyMhDAfDKUvVgNGzg5mOjoQQiaqCvh99HheGgxEc6tcHO83VXixo1J8lf93dBwAZ9UNzOQQOsWQcJZWqBcNRo6wwRZlfMP4ei0Z1iXe+MzvH4nU72RybiIjIhhbPrIJS8Vli8+HAUZ1xZKdZ1TqaKnHCvHr8+2834+cv7i/YOLYeGsDimfFzdIdDsKCxEtuKOXAkIm0ALgLwXeNvAXA2gJ8bN7kPwGXG5UuNv2Fcv14m0BgjebafdMxvXwfHyziyHHDPKdJSNWD0SfVked1OPH3bWThjUWPCcrdTYtkSrgx6HAHx7AIr87EL3bTVzDbbfWQo1hw7OZDis2HgKKulap7cB1w8LrNpfWJz7LGCq2atc3Jw1PzbDNDqx7VP4KiyzI1IVMEfiurGxG5nyt4/iYGjQSxorCxIDy2X06EDxaHIqG2SOKta0JJxpN8LfUMh7OvV//AnE/Sq8bkRVbrkLNWsakD6uvLugQAAFCzjCNBjHAmG0dWvx9Jc40V9hQe15W68uCfzwJG1pCt53/Y4HYgqPdNH8v8Yr9sR+5IFGLs5e6Ew44iIiMie5hjnRXt68xg4OjYCEaC5prDnWVYupwM/uO54nLJgBj7+4Kv4yfN78z6GQDiCnUeGsHhm4gxqC5vik7EUSqZnXF8G8AkA5teIDQCOKqXMI//9AFqNy60A9gGAcf0x4/YJRORGEdkoIhu7u7snXKrmmnCPI307p0Mm9U35WMx+OObBeq4CRwn9XjJsjj3WcyjjHD/jUrVy96jm2HbJOPJ5nJhZ7cWunqHYLHLJJYZmBlKhexxZp+SuymbGUT6aYxvBx1BkYqVqQDxldbyMo2hUIRxVCe+LQjJnvBsIhDAcSl8mVG1pHL+9axAdTYWb79MMOOjslNH9r3oGgwhHVaxvT12F/t0zFMD+vmEAQHv9JErVjKDKoX7/qOB+utnBTEcG7RE4Ss44EtHfApnN9uszKFUDdMZq0GiCbS0tNd+7A4HQ6GytpFK1EZsE6K3K2OOIiIjIlsxz4r29w3l7zgNHR9BYWZazSp2pKve48N0N63DWcY34x4dexx/ePJzX59/eNYhIVOG4mYlVQQsbK9F5dCQ2g3MhTPmMS0TeCaBLKfViFscDpdS3lVLrlFLrGhsbY99QjneSa548xkrV0mYc6du11fmyesJpZqt4nI4JzzA0WdashEwzjtKxTm2eccZRuQd9yRlHZuDIXdgeR4AuV9MZR0apWhFkHFVm2OPIGoTKR+DI3J/CkcTm2GNlCbUaPXOSg6M+txNup8QCR2bjfLtkHFUZddFDgQhGxpgK3ekQVHldOHTMj/19I1hYwMCRz+PESDAyqvzJDKIePKYDJLWxUjX9XugdCmKfETiaVHNs43PLH4qOen2Sp7tPZgaOCluqpgM0h43AUZMxFmtz80yaYwPm7GkRY/bBxB5HgM64Sw686lI1S+BojFn9CqXM5eSsakRERDZUWebCjEoP9vbkL3B08JgfLTbqb2TldTvxrWvWweNy4K97evP63FsOxmdUszL7oe7snlhW2HM7e/DCruyOPZMzrlMBXCIiuwH8DLpE7SsAakXEPLttA9BpXO4E0A4AxvU1AHrGe5LJNsc2M47SlaqZwaI5WWqMbTJPtHKVbQQk9mfKWeDIEpzKtHymttyNAX8YYUu2SWxWtTyUSY1n7owK3eMoHIHH6YAjaX3NvlqFzHAAcliqlo/AkfGaBi37QPIJcbLWWj27QnIDeBFBtdcdm1UtFjiyScaR2VBv0B/WgaMxXt8anxsv79OlTYXMOPK5nfFZ1VJkHB0yZryosTTHBoC+oSD29Y6g2uua1GdRrSWoktxTLF6qljpwZJaqFTID0Mw4Otzvx4xKT+z/yYKm+P+T2gxK1QAjMydFc2yzzLrfHxoVLPW6nbEm/4BNS9XcLFUjIiKyq9n15XnNOOo8OhI75rcjj8uB+nIPegeD4984i7Ye1v1PkyfxMr9o3tY1fuNupRQ+9sCr+NTDb2R1bFM+41JK3aGUalNKzQXwbgBPKqWuAvAUgHcZN9sA4GHj8iPG3zCuf1IppTCOeI+j8TKOjMCRkb6V7tt+8yRzXpb6G5nM8eVqRjUgMQMo01nV0rFmYbkzLFWrTdHM2C6zqgHAvBnl6BsO4XC/P2Ugw27NsT1OR8bpnPkuVTP3J2vwcPweR/q9mWofr/G54xlHYXtlHFWWJZaq+cbYx2t8brx1WNcpFzLjyGsGjkLRlD2OzIwjs2+PGfjpMTKOJlvumxg4mlypWvdgAB6nI+OJATLhc7uMwFEATVXxgx1zZrXKMlfG+2OZy4HhYARKIXWpmj88arKI5Iwj83M2H8HhifIy44iIiMi2ZteXY0+eMo6UUjh41B+bEMeu6itGV8/k2uaD/ehoqoQr6YvxOQ0VcDlkQjOrbT08gM6jI9jeNZjVL+1yccb1SQAfFZHt0D2M7jWW3wugwVj+UQC3T+TBzJUdLyDjTJpVLQ0P/JEAACAASURBVG2PI+Pge26WZlQzeWMZR7k7UM93qVqmGUfmtNRHLYGjWO8NG5zQmJHcrYcGUs7a5zN7HBU6cGR8cGRapmZ9LI/TkZeGzGafrFBSqdqYGUexUrXR61tf4cERI/MkFjiyScZRlddaqhZG+Rj7uBlAcTkk69mPk1HuccIfisAfjiR8xrqdDrgcEivJMsfrdjpQ43PrUrXeYbRPcjY4c3Y2YHTgaNxStYEgZlR6clYKPBFmc+xDx/yYWTM6cGT2gMqEx+XEQCBkXE4VOAqNLlUztqPJfA1t1eOIGUdERES2NbuhAgePjcSOr3Op3x/GSCiCmdX2zTgC9HlH71D2A0fRaPrcma2HBkb1NwL0MfichvIJBY6e2NwFAAhHFbYdzl5D7ayccSmlnlZKvdO4vFMpdYJSaqFS6kqlVMBY7jf+Xmhcv3Mij+2f4Kxq7qRStXTZFBXGgfT8xux+y28+X25L1eKPnbPAkdOR8vJU1MSaAMffcCNBPSNQIWaRSjbfmEZ72+HBUWUzgN6mHpcjZQAjn8wTxkzL1PRj6cdItb65YO5DoWhiqdpYWRlz6svxobMX4rxlM0ddZ5YXAvGG23bJOIqVqgVCGBmjOTYQf2/MaSgv6PjNHkeBUHRUjy+v22npcRT/vGmo8KBnKIj9fSNoq5vcN0XWz63k4LEZ5Bgr42hGgYO4Zqla14AfzdXxsbTXl8Pj1CnNmSpzOWKzg1r3DWuPo1HNsd2JzbH9NgrQm9gcm4iIyL5m15cjqnQJWa51mb0iq+0zo1oqdRUe9CVN9JSp7V2DOPXuJ/GF328ZdV3vUBBdAwEsThE4AoCOpqoJBY7+sPlwLPFh04FjmQ3Ywh5nXGOIZRyNk8kT73FklKqlOWBeM7sO37hqDU5fOCOLo4wHjnJ5Emid5SxX5RoeZ/Z6HJnlLdaZ1YaDY59Q51N7fTkconvlpAr4LWysxKq2moJmOADxfaoywxnVrI+Vr0yEeKlacsZR+ud3OAQfO/e4lGVQCxor0TUQQL8/ZNtStUF/GMPBCLwTCBx1NKX+x5Av6XocAfozzTzRr7GUmNVVeLDt8AAC4eikS9U8LkcseD+6x5GZsZV6togjA4GC9xvzeZzo94dwZDCIZsu3ZE6HYNHMyoRlU+VxOWL/x1JlHKX6vPKmKVWzQ0mwqczlZOCIiIjIpuY05G9mtcP9unogG8dNuVRf7kaPMTlLNuztGcZV330OB4/58Y2nd+D1/YlBnS2H+gEAi2dWp7z/wqZK7OkdHjMr7MhgAK/sO4r3njAblWUubDrQn7Xx2+OMawwTbY7tssyq5nRI2v48DofgghUtoxohZypWqpbDb3hd+ShVs2QZubLQHBtAQqRWB47scTJT5nLGpn5PlaH2ofUdePAfTsn3sEYpc+qxmbN2ZcI8+czXbEtOh0Aknh0EGD2OppjxZGaJ7ewein02ZHN2xEyYpWqDxqxqY5Wqmf2bzBkSCiXe4yiSIhih/y73OBMCffUVHmwzvu1or598bbrZPDo5uF/tdcHrdsSynJIdGQwUtDE2YJb26f0u+WDnG1etxWcvXZ7xc5S5HOg3A0eWfds6I2LqUjXLJAR2zThKk01GREREhTXb+DJwb8/EZu3KhNkKwf6lamXo94cTzmOm6uCxEVx173MIhKN48B9ORkNlGe546LWEPrBbD+nG1+kyjhY2VSISVdg9xjZ6aksXlALOWdqMJS1V0zNwNN6JrhnkGAzo3iL5zhIxyzxyWapmBsdcDsnZCUFC4CjDE/LaWMaRpVQtFM5bmdREzDN6XeVyu2Uqq6VqxjbN5wml2+lI7HEUik65L5HZS2Zn96DtStXKXLov0GAgNG5mnRn4LWRjbCDeVDkQjqYsfwISy9QAXapmTmsw2R5HQHzdk59PRNBWV47OvtEp0tGoQs9QEDOqMi8Fy4Q16J18sNNeX57Q92iqylwODKbocWQNtiZn7PncTgQj0djBh51mrzTpmd+YcURERGRHTVVlKHM58pNxNFAcpWr1FWbblczK1YLhKK659wX0DYXww+tPwPFz63HnxcvwRmc/fvDn3QCA/X3DeOTVA6grd6ftr2ueN4xVrvbE5i7MrPZi2axqLJtVg80H+xEZo6fSZNjnqDIN8xvK8TIUzDKuAX9ozBKRXMlLjyMjOFbjc+csMGZtjp1pxlFVmQsOSVWqZo+MIyAeOMpXBs5UxErVvJlnmZXlOeMI0PttQsZRZHRZ1ETNaSiHyyHY0T0YS9Mss0nGkYigosyFQaPh31izqpllnAuy3GttsnweJ4YC4bTlTwBQk9S3p74i/nfbFAJHZiZiqn2wtdaH/UdHH7D0DQcRiaqCl6pZg4G5OtgpczlT9vbzOK2z3iVlHBmvpRmYMTOO7PRZy4wjIiIi+xKRvM2s1tUfQJXXZavjlFTMiZ4ynVltT88QtncN4p8vWoKVbbUAgAtXzMTZi5vwxcffwl2/24J3fPEZbD7Yj0+cvzjtef6CxkqIIG3D60A4gj9u68bZS5ogIlg6qxrDwQj2ZCmLzB5nXGOYcKmaMatavz9ckPT8stisarl7SZ2WwFGuWHscudKU+02UwyGoLffg6Ej8zTYcjNhqph9zZjU7B46cDoHTIbEeOpmIl6rl763vdjlimRBKKQTH6XE05mM5HZhdX46d3UMIGo/ptknGEaD7HB0b0f2XxvocOn/ZTHzqnUuxbFbqGuZ88bmdGDB6CqXKYgFGZxyZgaMZlZ4pvZfNwFGq16e1zpcy4+jIoP4MKfQMh9bAUa7q8lP1NUq+nLytvEkz0pk9jmxVquZmc2wiIiI7m9NQnqceR37b9zcCEJv0pGcws8BRlzEjtHUmZRHBZy9dBqWAbz6zA+uXNOOJj52J95wwO+3j+DxOtNb6sL07deDouZ29GApG8I4lTQCApS36PCNb5Wr2DvMhnnE0XmmLGeQY74QtV+IZRznscWS8BlU5DBxls8cRADRWluGQpWeJPxRJyFgotGIoVQN0WcxkZ7BKJdYcO4/vEZfDgaBRqjbRQPBY5jdWYoe1VM0mGUeA7nPUbTTRG6tUra7Cg+tPm5evYaXldTtjZWfJwUQzGJ48xbz5/p1KthEA1Pg8sedO1lbnQ99wCEOBcGyWOgDoNv7hFjrjyMwiczslKzOopZIuyyhd2RpgyTgy/l+OhCLw2GT2SlOZy4lwVCEciWZcBk1ERETZN7u+An/e0QOlVE7bvujAkb3L1ACgvjI7GUddaUrz2urK8eO/OwEAsHZO/YQea2FTZdpStSc2H4bX7cApC/QkYIuaq+B2CjYd6MfFq2ZNdfgxtj960zMwOcbded2O+KoUIqMlHz2OzIbfucw4SgwcZb4ucxoSUx7tNKsaoKd3B+ydcQQAv/nwaXj/6fMzfpxYj6M8bgO3U2IZR2aWUCbvkwWNFdh9ZBgjQXv1OAKAijIXuoyZIuyUWZeOdYzpMo7MQI/JDBxNdkY1UyzjKEX/nVajWX3yVLBHBu0RODIbnjdVebM+wYIpfZbRGM2xjXGZJWr+YMRW2UZAfMzBLDSYJCIiouybXe/DcDCCnqHMAiXjOdwfQHNV8WQc9Wb4epjnBk0pMufXzqmfcNAI0LN+7+weHNW3SCmFJzZ34bSFMxJme+9oqsKmA8dSPdSk2eeMKw0zcDQep6WsqqClajksAcpHqZo1cJSNb6vnzqjA3t5hRI2deyQYgc9tn0S3tjofXA6xVcPuVGrLPVkJkMRK1XKYGZfM7XQgbGz/QIreLZO1oLESwUgUO400TbvMqgboUjUz48huJ+6pWMeYrseRGegxxQJHU8yAM0vfUmVnmll1yeVqZuDILqVqufyWrGwKpWpm4/w+48DGbgF6IL4/WWd/IyIiIvswS6ly2edIKYWuAT+aiqBUzZzoqS/TwNFAAD63MyttRzqaKxEIR7G/L3Eb7egeQufREZx5XFPC8mWzqvHmgX4olXmDbPuccaURCEcmlA3itgQ5CptxlLvnNrOqqr25C7x4XPHXMRsn5HMayhEIR2Pd84eD4ZSZBoXidjrw4fUduGhF5ul7xSAWOMrje8TllFiWQSBsNLvP4H0yv1H/U9tiTFlppzLDSq8r1gzebifuqVgDRxOdVW1mjRdOh6CjeWqNvc3G4KleH7P8LfmfYfdAAB6nI6effRPhiwWOcnewY31vWMswrYGj5ED38tYaAMBLe48C0JlHdgtcmu9T8zOAiIiI7MXMJt/bm51myqn0DYcQiqiiKFXzuByo8royzsDqGgigqbosK+V/Hc1VAIA3OhP7Fj37VjcA4IxFjQnLl86qRs9QMNZnKRP2OeNKIxCa2AxM1uyYwvQ4yn1zbIfRIDmXJy1ZzzgyIte7j+gTQbvNqgYAH17fgdM6ZhR6GHkRK1XL43vE44w3x471OMogw8uciWzzIf2BaadStUrLvl18pWrJGUdGj6OkXj5NVV48esvpuGRV65Se8/wVM3HnxUtj/cWsGivL4HE6sD+pVK17MIAZlZ6c1ttPhPnZlcvP4ImVqiXuWzMqy7CwqRLP7+oBoDM77VZ+a77nA8w4IiIisqW2Oh9EgL09oycqyZbD/TqZoBiaYwM60z7jHkf9/pRlalOxsrUGdeVuPLrpUMLyZ97qxvwZFaNaSSybpb9cNMvVlFLYkaa59njsc8aVRmCCMzBZm20W4oA53hw7ty/pLz9wSk6b6loDR+4MZ1UDdMYRoKchjEQVAgVqXk6auX/mszTP5RSEjObYwXDmDa3rKjyor/Bg9xH9bYitStUsGTF2C5CmklCqlrRPmFlpNeWjS2M7mqumHFiu9rrxvlPnpQwCORyCWbXeFKVqQcwocJkaYC1Vy2XGkbU5durLqf7PnDivHht39yEciWIkZL9StfoKvf22HMrOzB5ERESUXV63EzOrvdiTw4yjeOCo8Md1E1FX7sm4x1H3QABNWerp5HI6cP7ymXhi8+HYpCj+UATP7+rB25OyjQBgSYvOUNrU2Y+Dx0Zw/Q/+ind+9U+jsvsnwj5nXGkEwpEJBWOsM4AV4oDZPBHPdfbDouaqrNRHppPtjKOWGh/cTsHunuHYzm23E5rppBCzqrmdjtgMaNnIOAKA+TMqYPaEs1XGkeW9WQwBUmvGUXLA3Sy/TS5Vy7XWOh/2JwWOth8eSJjCtFBm1nhxwfKZOPO40f+YsyVdxpGIxIJHqd4/J85vwGAgjDcP9mM4GLFdxtupCxrQXu/Dt57dmZU6eyIiIsq+2fXl2Nebux5H8UbRxZNxlHFz7IFAVvt0XriiBcPBCJ7eqsvT/rq7F/5QdFSZGgBUed2Y01COh17uxLlffBbP7ezFJ84/DrNqJt+r1D5nXGn4QxNrju1yFrjHUSzjyF4H65PlyfKsak6HoL2+HHt6hjAcZOCo0CrLXFjZVoNlRk+UfHA7LIGjUOY9joB4uRqQWfZStlV5i6tUzTtGc2xz/LU5mnY+ndZaX8Ksat0DARw45seqtvzts+m4nQ584+q1WNJSnbPnSOhxlLRNzL9TvX9OnKdn5HhhVy/8Nuxx5HI6cOPp8/Hy3qN4YVdvoYdDREREKcyuL89pc2wz4yh5anq7qq/wZNQcezgYxmAgnNX1PXl+A+rK3fjN6wcBAM9s7YbH6cCJ81PPzrZ8Vg12HhnC0lnVePTW03HdqfOmNDuw7WspdMbRBErVHIUtVTPHmMtZ1fLBbWmO7cpCqRqg+xzt7hnGiBE48hVBCU+pcjkdeOSDp+X5OSVWomY2yc40S8hskA1kp6QyWyrKrKVq9jpxTyVxVrXE8ZpBMHMWtXxpqytH90AA/pDu0/N6p274vLKtNq/jKJR0GUeADu4NBlKXmjZXezG3oRzP7ezVzbFtuP9dua4dX/7DNnzjmR04cX5DoYdDRERESeY0lKNrIKBnws7BscThAT/qyt1Fk2xRX+FBbwY9jnKRYWWWqz38ygH4QxE8u60bJ8yrT9sm4+PnHYeLVrbg/GUzpxQwMtk+yhEIT7w5ttkyo1SbY+eDNQDnykKpGqA/gPb0DGEoGAZQHCU8lD1upwMho67MbIyb6fvEzDjyOB0Fb5hsVVlsgaOEUrXEbXLp6lZ8/7rjs5paOxGttTp19oCRdfTa/mNwiJ5OdDpI1+MIGDvjCABOnNeAv+7uxVAgbMv9z+t24rpT5+Lprd148wB7HREREdmN2Vx53xR64CTbcqgfKz79+4RmzIf7A0XTGBvQPY78oWgsAWKyzNnMstUc22SWq/3shb146/Ag3r4o/URP82ZU4MIVLRkFjYBiCByForFeG+MxAx2F6XFUWqVqOhCXvYyj4WAEe416WTue0FDuVHpdOHB0BOFINN7jKNNStSYjcGSzQK21ObbdZrVKZayMo8oyF846rinfQ0JrnQ4cdVoCRwubKhOyuUqZdZ9OzqaLB45S7/cnzq/HsZEQjgwGbbv/XXPSXFR4nPjWszsKPRQiIiJKYvaUzEa52it7j2IgEMYfjaniAWOGsSIKHDUYmfc9Q1Obzr5rIDeleWa52n8+9hYA4IxFuT9mt9dZVwqBcGTC5V9mtkxhMo7yM6tarpmlatlojG0yZ1bbcnAAQHH0fqHsuXx1K7oHAvjdG4cQCJs9jjJ7n7TX6abrdipTA+IZRw4pjs8C62dlPmfaG0ubETja3zcCpRRe238MK1qnR5kaEN9vPK7R2XTmden+J1rLv+ya2VlT7sZ7T5yNX716IKfNN4mIiGjy2mPHYZn/j95j/J9/ae/R2LJD/X4022Cm3ImqMwJHfUOhKd0/V83AzXK1gUAYM6u9WNRcOf6dMmSPM4UxBMITa44NxHvyeAsQmFjYVIl3LGnG6tnFfYJjzqrmzmLgaK4Rud58UJcmMONoejl7cRPmzajAd/+4M5ZxlGmmkMvpwJyGCvtlHBmBo3KPy1YldOl4PdYp3u3xvpxZ7YXTIejsG8HBY34cGQxgVXvhG2PnSyyrKEXT9/FK1VprfbFSPzt/zt5w2nzUV5ThrcMDhR5KUROR3SLyuoi8IiIbjWWrReQ5c5mInGAsFxH5qohsF5HXRGRNYUdPRER2VF/hgc/tHDXD7VSY1SYv7ukDAESiCt0DxVWqVl+hZxeeap+jroEA3E5BXXn2Zym+cEULAOD0jhl5Oe+w11lXCjpwNLlStUJ801pZ5sJ3N6xDyxSmtrMTt6VULVta63xwOgRbDjFwNB05HILrT5uHV/cfw5939ADITjZOR1MlKmzWaN0MHNm1TCiZx+mA+Va3S4aUy+nAzGovOo+O4LX9xwAAK/I4C2Chmf/vUgVFzVLisbLDzBk17LwPzqzx4i93nI31S5oLPZRScJZSarVSap3x9+cBfEYptRrAp4y/AeACAB3Gz40AvpH3kRIRke2JCNrrfVnJODIzizuPjuBwvx89gwFEFdBcJDOqAbrHEYApz6zWNeBHY2VZTgI7J89vwN+ua8e1J8/N+mOnYo8zhTH4Q5FJZBzp2zEwMXXmiYk7i1Ocu50OtNX5sNuoleWsatPPFWtaUeNz4zevHQAAlGXhpPb2Cxbjnv+3KuPHySZzJrJi+QwSEZR7XDqAlMVgcaZa6/QBy2v7j8LlECxpmR6NsYHEUrVk42UcAcBJ83S5WrqZNewim/9jKIECYL5hagAcMC5fCuCHSnsOQK2ItBRigEREZG9tdeXY15udjCNzcpOX9vThsFm2VUQZRw0VOsjVkyZwFI2qMRtndw8E0Jij9XU5Hbj7XSuxoi0/X7Da/shtorOqAfGMIzt/02p3Zs+YbGYcAfFGa4B9e29Q7pR7XLjqxNkwJlcbNVvUVMxpqMCa2XUZP042VZQVV+AI0J+Xdsk2MrXV+tDZN4LXO4/huJlV0+ozfazAkRkwGmt7ndoxA163A+31xZ39ShOiADwmIi+KyI3GslsBfEFE9gG4B8AdxvJWAPss991vLCMiIkrQVpd5xtGxkRCODodwwfKZ8LgceHFPHw7360bRxVSqVuV1wemQlBlHSil85IFXcM6XnoFSKuX9u/oDWZ9RrVDsdbaQREHXQk64VM1ZuFK1UqFnU8v+t8FzjQbZQHGdVFP2bDhlLtxOc/+yT3ZLNrmdDpS5HEXVAN7ncUw4OJ8vbXU+HOr349V9R7Gyrbj7xk1WrFRtzB5H6bdXa60PL//LuThtYfppWalknKaUWgNdhnaziLwdwE0APqKUagfwEQD3TuYBReRGozfSxu7u7vHvQEREJae9rhz9/jCOjUytITQQL1Nb0FiJla01eGlvHw4PmIGj4gmkOBy6P1GqHkc/fn4vHn7lAPb3jaB7IPWsa10DfgaO8sGM3E10tp/YrGpFdNJmNyICt9ORs4wjKZLZpij7mqu9uGRVK+rKPUXROHqqqryuogpe+9xO2zTGNrXW+RBVQL8/jJV5Sr+1C884pWpOh8TKstPxeZwl/R4jTSnVafzuAvAQgBMAbADwS+MmDxrLAKATQLvl7m3GsuTH/LZSap1Sal1jY2Ouhk5ERDbWloWZ1czA0eyGcqydU4c3Ovuxt3cYIsCMyuIKpNSVe0ZlHL3ReQyf+9WbsQzvrSkm/AiGo+gbDmV9RrVCsfUZvFnWMtnm2MxoyYzH6Yi9ltliZhyVu3lCM53962XL8YubTin0MHKqosxVVJ9BPrfTdhlHrbXxDMXp1BgbGK9UzQEvA+8EQEQqRKTKvAzgXABvQPc0OsO42dkAthmXHwFwrTG72kkAjimlDuZ52EREVATa6vRxWCYzq5kzqrXXl2PNnDoEI1E8ubkLMyrLiq7PYX2FJ6HHUb8/hJt/8hLqKzz4/vv09zNbD40OHHUPmj2diitQlo6tu2eaGUcTzVBxssdRVridEiv7yxYz44iNsac3n8eJeTMqxr9hEbvqxNlFVbvtdTsRjKSuyy4U85suj8uB42ZWFXg0+RXLOEpxUOVzO5lRS6ZmAA8ZX8S4APxEKfWoiAwC+IqIuAD4oWdQA4DfArgQwHYAwwCuy/+QiYioGJhZNJkGjurK3aj2umM9Sbd1DWJ5a/FNeFJf4cH2rsHY3//x283Y3zeCn914EhY2VaKxqixl4KjL6OlUKqVqtj6LN3tMTfTbcDN6WUxlInakS9WyGwlur/dBhNlgVPpufPuCQg9hUhbPrMqohj0XWmp14G1pS3XRfSuVqbEyjq4/bR7WL2nK95DIhpRSOwGMmlZSKfUnAGtTLFcAbs7D0IiIqMjV+NyoLHPFys2mYm/vMGbX68ylxqoyzK4vx97eYTQXYdlWXYUHfUaPo0A4gl+9ehBXrGnF8XPrAQDHNVfhrRSlal1G36NSKVWzdeAoGss4mliwwekQOB1Sso1388XtdGT9NSxzOTGrxsfAEZHNfObS5YUewihlLieWzarGGYumX48Vl9MBR5pecAsaK7GgsbIAoyIiIqLpQkSMmdUyyziythtYO6cOe3uH0VREWfmmhgoP+oZDiEYV/ry9B4OBMC5Y0RK7flFzFX76wl5EowoOS7uXWOCoRErVbP1VbizjaIKlam6nsIdOFpgNWLNtSUtV0TVDI6LC+PWHTsOt7+go9DAKoszlTJlxRERERJQPbXXlU26OHY5E0dk3Ess4AoA1c3S5WjHNqGaqK/cgElXo94fw6BuHUFXmwikLGmLXL55ZhZFQBPuSXq/ufj9EdOCpFJRUxpHL4YCXGS0ZczsF7iyXqgHA59+1KrZNiYjGMp2/APC4HCl7HBERERHlQ1udD8/t7IFSatLHZAeP+RGOqoTA0TojcDSrxpfVceZDvRH46R4I4PHNh3HW4qaE+MQiox/n1kMDsb6+gM44aqjwjDsbbrGw9VqYIQbvBHscuZzC/kZZoHscZf+krb7Cw4wjIqJxVPtcqPK6Cz0MIiIimqba6nwYDISn1AfT7I1kDRwtaanGvRvW4eJVs7I2xnypMwJHj715GL1DQZy/fGbC9R1Nuo1AcoPsroEAGkukvxFQchlHDBxlQ2WZCxVltt41iIhK1jevXotGBtmJiIioQNrqdNBnf98IassnV2q11wgctVsCRwCwfklzdgaXZ2ap2U9f2Isyl2NUD86KMhfa633Yejg5cOQvmRnVAJsHjiY7q9qFK1pwdNheswMVo7uvWJmTjCMiIhrfslk149+IiIiIKEfa63VJ2b7eYSxvndxxyd7eYbgcglm1xVeWloqZcbS/bwTnLG1OmWBxXHP1qJnVuvoDWDKzOi9jzAebB47MjKOJBY6uXNeey+FMG3NnVIx/IyIiIiIiIio51oyjydrbO4y2Ol/JJCLUWzKuzl82M+VtjptZiae3diEYjsLjciASVTgyGCiZGdWADHociUi7iDwlIm+KyCYRucVYXi8ij4vINuN3nbFcROSrIrJdRF4TkTXjPUc0Nqsay8+IiIiIiIiIcq3G50aV1zVqprCJ2Nc7PKpMrZj5PE543Q64HIL1S5pS3mZRcxXCUYWdRwYBAD1DAUQV0FRCPY4yaY4dBvAxpdRSACcBuFlElgK4HcATSqkOAE8YfwPABQA6jJ8bAXxjvCeITjLjiIiIiIiIiIgy015XPuWMo9klFDgCgOZqL05e0JC239NioyTNbJDd1R8AAPY4AgCl1EEAB43LAyKyGUArgEsBnGnc7D4ATwP4pLH8h0rXnz0nIrUi0mI8TprnAAQT73FERERERERERJlpq/Nhd89Qyuv+sqMHCgqnLJiRsLzfH0LfcKjkAkdfe88a1FWkn/F23owKuByCtw4PIByJ4st/2AYRoKO5Mo+jzK2sRGREZC6AtwF4HkCzJRh0CIDZPr0VwD7L3fYby5If60YR2SgiGweH9I7KUjUiIiIiIiKi/GirK8e+3pFY32HT4X4/3v/DjfjXX28edZ+9Pbq0rdQCRyvaamJ9n1LxuByY31iBrYcG8OlHNuEPmw/jzouXYWFTVR5HmVsZN8cWkUoAvwBwlY/OlQAAGptJREFUq1KqXyTeBEsppUREpb1zCkqpbwP4NgC0LVqu3E4pmcZaRERERERERHbXXu/DSCiC3qEgGirjJVef+/WbGAyEsT9F/6N9vcPGfUsrcDQRi5qr8Ls3DiESVfiHMxZgwylzCz2krMoo40hE3NBBo/uVUr80Fh8WkRbj+hYAXcbyTgDWac/ajGVpKcVsIyIiIiIiIqJ8SjWz2rNvdePXrx1Ea60P/f4w+v2hhPvsNQJHsxumX+Bo8cwqRKIKl7+tFZ8477hCDyfrMplVTQDcC2CzUuqLlqseAbDBuLwBwMOW5dcas6udBODYWP2NAN0cm42xiYiIiIiIiPKnrc4HALGZ1fyhCD718BuYN6MCHz9vEQCgM6l59t7eYdSWu1HtTd8PqFT9zZo2fOL843D3FSvhKMGKqUxK1U4FcA2A10XkFWPZPwK4C8ADInIDgD0A/p9x3W8BXAhgO4BhANeN9wQ644iBIyIiIiIiIqJ8aa8vh0OAjz3wKn74lz3wuZ3Y3TOMH99wIiq9OozQ2TeCJS3Vsfvs7R3GnGlYpgYAs2p9+MCZCws9jJzJZFa1P0FPepbK+hS3VwBunsxzRJVCmZulakRERERERET5Ulnmwn3Xn4CntnTjxb19eGlPH/5mTStO65iB7gE93Xxyn6N9vcNY3lpTiOFSjmXcHDuXmHFERERERERElH+ndzTi9I5GAEAwHIXLKMGaUelBmcuBzqPxUrVIVGF/3wguXNFSkLFSbtk8cMSMIyIiIiIiIqJC8lgSOkQErXW+hMDRwWMjCEcVZk/TUrVSZ+t0nigzjoiIiIiIiIhspbXWlzDjWmxGNQaOSpKtozIKnFWNiIiIiIiIyE7a6soTZlXbZwSO2hk4Kkm2jsrojCOWqhERERERERHZRVudDz1DQYwEIwCAPT3DcDkELTXeAo+McsHWgSPd48jWQyQiIiIiIiKaVlprfQCAzqM602hv7zBa63xwOXn+XopsvVXZ44iIiIiIiIjIXlrrdODI7HO0r3eY/Y1KmK2jMkopeDmrGhEREREREZFttNWZGUc6cLSXgaOSZuvAETOOiIiIiIiIiOylqcoLl0Owv28E/f4Q+oZDDByVMFtHZZRSbI5NREREREREZCNOh6Cl1ovOvpHYjGoMHJUueweOwIwjIiIiIiIiIrtpqy1H59F44KidgaOSZfuoDGdVIyIiIiIiIrKX1jof9vcNY6+ZcdTAwFGpsn1UhqVqRERERERERPbSWutD10AAO7qGUFvuRrXXXeghUY4UQeDI9kMkIiIiIiIimlba6nxQCnhuVw/7G5U420dlvG5mHBERERERERHZSWudDwCwp2eY/Y1KnO0DR8w4IiIiIiIiIrKXttp4sIgZR6XN9lEZBo6IiIiIiIiI7GVmjRcO0ZfnMHBU0mwflSljqRoRERERERGRrXhcDjRXewEw46jU2T9wxIwjoqm5807gnntGL9+9G1i+PN+jmZyjR4Gvfz23z1FZObnbP/008M535mQoOTXZ9bTq7QXOOQfo6NC/+/pS327vXuDcc4ElS4ClS/U+RkREREQlr7VW9zlij6PSZvuoDANHRNPQWIGjcDi/Y8m2SKTQI5i4u+4C1q8Htm3Tv++6K/Xtrr0WuO02YPNm4IUXgKam/I5zMpQCotHcP0+x76dEREREE9Ba54PLIWip8RZ6KJRDto7KVJa5UFfuKfQwiOzjhz8EVq4EVq0CrrlGL9u9Gzj7bL18/Xqd/ZHsxRf1fVatAv77v+PLN20CTjgBWL1a33/bNr38xz+OL//7v48HO266CVi3Dli2DPj0p+OPc/vtOtNk5Urg4x8fe1zvex/w4Q8Dp5wCzJ8P/Pzno8d7++3Ajh36+W+7TWf7nH46cMkl+nnGGmNlJfBP/6TX9aSTgMOH9fJdu4CTTwZWrAD++Z8n9no/+iiweDGwZg3wy1/Glw8NAddfr5//bW8DHn5YL49E9PovX67X+7/+Sy+fOxf45Cf14zz4oF63888H1q7V67Vli77dr34FnHiifsx3vCM+9mee0eu5erW+bmBAL//CF4Djj9fPZd0eyT7yEb3N1q8Hurv1869ZE79+27bEv00PPwxs2KAvb9gA/O//jr7Nm2/qIMk55+i/KyuB8vL4et9xhx73unXASy8B550HLFgAfPOb+jZPPw2ccQZw6aV6f7j9duD++/Vru2KFHmuyO+/U+//JJ+tsqO98J35dqtdk927guON0gGv5cmDfvvjtn3wSuOyy+N+PPw5cfrm+/Nhj+jnWrAGuvBIYHNTLP/tZ/RzLlwM33qiDUQBw5pnArbfqdf3KV0aPm4iIiKjE/O3x7fjIOYvgcto6tECZUkrZ9mft2rWKiAxvvKFUR4dS3d36754e/fud71TqBz/Ql++9V6lLL9WXP/1ppb7wBX15xQqlnnlGX/74x5Vatkxf/uAHlfrxj/XlQECp4WGl3nxTP2YwqJffdJNS992X+JzhsFJnnKHUq68qdeSIUosWKRWN6uv6+sYe14YNSr3rXUpFIkpt2qTUggWj13XXrvgYlVLqqaeUKi9XaudO/fdYYwSUeuQRffm225T63Of05Ysvjt/ma19TqqIi/virVo0ew8iIUm1tSr31ll63K69U6qKL9HV33KHUj34UX9+ODqUGB5X6+teVuuIKpUKhxNdrzhyl7r47/thnn60fVymlnntOqbPO0pd7e+Ov43e+o9RHPxp/Lf/0J315YEA//u9/r9T7369vH4nosZnb2AqIb+PPfEapm2/Wl888U6mXX46vz1e/Ovq+NTXxy9Fo4t+mhx7Sz3355UqtXq33r3A4vt5f/7q+fOutej/s71eqq0uppia9/Kmn9OMeOKCU36/UrFlKfepT+rovf1mpW24Z/Zyf/rRSK1fq/bW7W2+nzs70r8muXUqJKPWXv4x+rGhUqeOO02NSSqn3vEfvP93dSp1+ut6uSil111369VMqvl2VUurqq+P72xln6H2RJg3ARmWD4w7+8BiMiIhoupjM8RfDgkTF4sknddbDjBn67/p6/fsvfwHe+159+ZprgD/9KfF+R4/qn7e/PX4b08knA//+78DddwN79gA+H/DEEzpD6fjjdabIE08AO3fq2z/wgM6+eNvbdLbSm28CNTWA1wvccIPOyjGzTcYa12WXAQ6Hzh4ys2rGc8IJwLx5+vJYY/R44r2I1q6N99v5v/8D3vOe0a8BALzyyujn27JFP19HByACXH11/LrHHtNlW6tX6ywTv19nVP3hDzr7yeXStzO3EQD87d/q34ODwJ//rLelmS118KC+bv9+nZGzYoXOnNm0SS8/9VTgox8FvvpVvS1dLj2Gxx7T22LNGj1eM2PMyuGIP/fVV8e3w9/9HfD97+ssqf/5n/i2SkdE/yQLh4E//lH30/rrX/V2+MEP4tdfcon+vWKFzqaqqgIaG4GyMr0ugN6OLS162YIFul+SeZ90/ZIuvVTvrzNmAGedpUvkxnpN5szRGWip1uuaa3QG29Gjer+94ALguef0/n3qqXo73Xeffo8AwFNP6XVZsUK/L83tBMRfayIiIiKiEuEq9ACIqIDe+159Avyb3wAXXgh861u67GbDBuA//iPxtrt2xYMDdXW65Mzv10GMF17QwZuf/xz42tf0yfRYysril5Wa2FgrKhLvk2qMAOB2xwMcTmdir5lUgY+pUAr4xS90+dNEmeOPRoHa2tTBqg99SAeILrlEl3DdeadefvvtwEUXAb/9rQ5k/P73egx33KEDT5NhvgZXXAF85jO6nHDtWqChYfRtm5t1UKulRf9O1buorU0HVubP139fdpkOutxwg/7b3NYOR+J2dzji2yZ5ufU+6XoFJW9LkfSvye7diftPsuuuAy6+WAdAr7xS79NK6fK7n/408bZ+P/CBDwAbNwLt7Xob+f3x68d6HiIiIiKiIsSMI6JicfbZuj9OT4/+u7dX/z7lFOBnP9OX779f98yxqq3VP2amyf33x6/buVOf8H/4wzqD47XXdB+cn/8c6OqKP8+ePUB/vz4prqnRWUK/+52+fnAQOHZMB56+9CXg1VcnNq6xVFXF+/ikkm6MYzn11MTxjGfxYh1wMHvsWAMI552n+xeZQa+XX9a/zzlHB9/MYIe5jayqq3Um04MP6r+Vir9mx44Bra368n33xe+zY4fObvnkJ3V2zpYtegzf+168705nZ/z1sIpG432kfvIT4LTT9GWvVz/GTTfpwEkql1wSH8d99+l9JNnxx+tMne5u/feTT8b7UOXSww/rgE1Pjw6yHX/8xF+TZLNm6Z9//df4a3HSSTpLbft2/ffQEPDWW/Eg0YwZ+nlS9egiIiIiIiohDBwRFYtly3TT5zPO0I2fP/pRvfy//kuXHK1cCfzoR6mb8n7/+8DNN+vMEGuGzwMP6Aa/q1cDb7yhmwcvXapPoM89Vz/mOefobJNVq3QJ0OLFOlPp1FP1YwwM6NKwlSt1UOKLX5z4uNJpaNCPv3y5bo6dLN0Yx/KVr+jG4CtW6ICC1erVo2/v9QLf/rbO9FmzJjHb5l/+BQiF9HMvW6b/BnT51+zZ8QbmP/lJ6rHcfz9w7736NsuWxZtr33mnznhZuzZekggAX/5yvOG2261Lqc49V28Hs+H3u96VOthWUaEzwpYv10GdT30qft1VV+msHrM0LNntt+tm0R0dugzv9tv18o0b9boCOqvrnnt0MG/FCr1/vf/9qR8vm1au1CVqJ52kX/9Zsyb+mqRy1VU6g2jJEv13Y6MuuXvPe/RznXyyDtjV1ur1W75cB6qOPz5nq0hEREREZAeiJlomUgDr1q1TGzduLPQwiIhK0z336Cynz32u0COZnDvv1LO3mTP4ZcMHP6gDo2aJHeWViLyolFpX6HFQHI/BiIiISttkjr/Y44iIaDq6/HJdAjdeP6rpYO1anZn1n/9Z6JEQEREREdkOA0dERNPRQw8VegRTZzYNz5YXX8zu4xERERERlRD2OCIiIiIqMiKyW0ReF5FXRGSjZfmHRGSLiGwSkc9blt8hIttFZKuInFeYURMREVExYsYRERERUXE6Syl1xPxDRM4CcCmAVUqpgIg0GcuXAng3gGUAZgH4g4gsUkpFCjFoIiIiKi7MOCIiIiIqDTcBuEspFQAApVSXsfxSAD9TSgWUUrsAbAdwQoHGSEREREWGgSMiIiKi4qMAPCYiL4rIjcayRQBOF5HnReQZETneWN4KYJ/lvvuNZQlE5EYR2SgiG7u7u3M6eCIiIioeLFUjIiIiKj6nKaU6jXK0x0VkC/RxXT2AkwAcD+ABEZk/0QdUSn0bwLcBYN26dSoHYyYiIqIixIwjIiIioiKjlOo0fncBeAi69Gw/gF8q7QUAUQAzAHQCaLfcvc1YRkRERDQuUcq+XyiJSDeAPWmungHgSJrrSh3XfXriuk9PXPfpabqt+xylVGOhB1EsRKQCgEMpNWBcfhzAZwHMBTBLKfUpEVkE4AkAswEsBfAT6ODSLGN5x1jNscc4Bptu+6bVdF53YHqvP9d9euK6T0/Tad0nfPxl61K1sVZCRDYqpdblczx2wXXnuk83XHeu+3QzndedJqQZwEMiAuhjuZ8opR4VEQ+A74nIGwCCADYo/Q3hJhF5AMCbAMIAbh5vRrV0x2DTed+czusOTO/157pz3acbrvv0XPex2DpwRERERESJlFI7AaxKsTwI4Oo09/k3AP+W46ERERFRCWKPIyIiIiIiIiIiSqmYA0ffLvQACojrPj1x3acnrvv0NJ3XnextOu+b03ndgem9/lz36YnrPj1N53VPy9bNsYmIiIiIiIiIqHCKOeOIiIiIiIiIiIhyyDaBIxH5noh0GTOBmMtWi8hzIvKKiGwUkRMs151pLN8kIs9Ylp8vIltFZLuI3J7v9ZiKyay7iNSIyK9E5FVj3a+z3GeDiGwzfjYUYl0mK826rxKRv4jI68a6Vluuu8PYtltF5DzL8lLZ7inXXUTOEZEXjeUvisjZlvusNZZvF5GvijHNjp1Ndrsb188WkUER+bhlWUlvd+O6lcZ1m4zrvcbykt7uIuIWkfuM5ZtF5A7LfYpxu7eLyFMi8qaxLW8xlteLyOPG5/bjIlJnLBdju24XkddEZI3lsYrus57sbTLHIcZ1PAbjMRiPwVD6/4st1/MYjMdg5n2KcbvzGCwblFK2+AHwdgBrALxhWfYYgAuMyxcCeNq4XAs9pexs4+8m47cTwA4A8wF4ALwKYGmh1y3L6/6PAO42LjcC6DXWtR7ATuN3nXG5rtDrNsV1/yuAM4zL1wP4nHF5qbFNywDMM7a1s8S2e7p1fxuAWcbl5QA6Lfd5AcBJAATA78z9xs4/k1l3y/U/B/AggI8bf0+H7e4C8BqAVcbfDQCc02G7A3gvgJ8Zl8sB7AYwt4i3ewuANcblKgBvGZ9pnwdwu7H8dsQ/3y80tqsY2/l5Y3lRftbzx94/ad6bPAYbve48BuMxGI/BVMm933kMNnrdeQzGY7BRP7bJOFJKPQv9DzhhMQAz6lsD4IBx+b0AfqmU2mvct8tYfgKA7UqpnUpPSfszAJfmdOBZMMl1VwCqjMh2pXG/MIDzADyulOpVSvUBeBzA+bkee6bSrPsiAM8alx8HcIVx+VLoD7GAUmoXgO3Q27yUtnvKdVdKvayUMveBTQB8IlImIi0AqpVSzyn9ifZDAJflfvSZmeR2h4hcBmAX9LqbSn67AzgXwGtKqVeN+/YopSLTZLsrABUi4gLgAxAE0I/i3e4HlVIvGZcHAGwG0Ao99vuMm92H+Ha8FMAPlfYcgFpjuxflZz3ZG4/BeAxmwWMwjcdgBh6D8RgMPAbjMRhsVKqWxq0AviAi+wDcA8BMk1sEoE5EnjZSRq81lrcC2Ge5/35jWTFKt+5fA7AE+iDmdQC3KKWiKK1134T4h9CVANqNy+nWcTqsu9UVAF5SSgWg13O/5bqSW3cRqQTwSQCfSbr9dNjuiwAoEfm9iLwkIp8wlpf8dof+dnMIwEEAewHco5TqRQlsdxGZC/0N9vMAmpVSB42rDgFoNi5Ph887sjceg/EYjMdgo/EYTJsO253HYDwGM5Xi592k2T1wdBOAjyil2gF8BMC9xnIXgLUALoKO/P2LiCwqzBBzJt26nwfgFQCzAKwG8LXkOuQScD2AD4jIi9DphMECjyefxlx3EVkG4G4Af1+AseVaunW/E8CXlFKDhRpYHqRbdxeA0wBcZfy+XETWF2aIOZNu3U8AEIH+rJsH4GMiMr8wQ8we4yD8FwBuVUr1W68zvrnkVKdkFzwG4zEYj8EseAxWsngMxmMwHoNNgKvQAxjHBgC3GJcfBPBd4/J+AD1KqSEAQyLyLIBVxnLrtwNtADrzNNZsS7fu1wG4y9i5t4vILgCLodfzTMv92wA8nZeRZplSagt0eiiMg9GLjKs6kX77lsR2H2PdISJtAB4CcK1SaoexuBN6fU2luO4nAniXiHweurdGVET8AF5E6W/3/QCeVUodMa77LXR9+o9R+tv9vQAeVUqFAHSJyP8BWAf9TU9RbncRcUMfsNyvlPqlsfiwiLQopQ4aadBm2U+6z7uS+awn2+MxmMZjMI3HYDwG4zEYj8F4DFYin/VTYfeMowMAzjAunw1gm3H5YQCniYhLRMqhP9Q2Qzf46hCReSLiAfBuAI/keczZkm7d9wJYDwAi0gzgOOjGXL8HcK6I1Bkd4c81lhUdEWkyfjsA/DOAbxpXPQLg3UZd+TwAHdDN6Upmu6dbdxGpBfAb6AZu/2fe3kiv7BeRk4yeC9dCvz+KTrp1V0qdrpSaq5SaC+DLAP5dKfU1TIPtDv0eXiEi5Uad+RkA3pwO2x36s+5s47oK6OaEW1Ck293YTvcC2KyU+qLlqkegT1Jh/H7Ysvxa0U4CcMzY7iXzWU+2x2MwjcdgGo/BeAzGYzAegxXlducxWJYoG3To1l/c4KfQdZQh6AjvDdBpgS9Cd2x/HsBay+1vg57V4w3odDNz+YXQndJ3APinQq9XttcdOmXwMeja+jcAXG15nOuhmxVuB3Bdodcrg3W/xdiGbwG4C4BYbv9PxrbdCssMBiW03VOuO/SH+RB0irz5Y85ks87YF3ZA91+QQq1Trra75X53wpjRYzpsd+P2V0PXoL8B4POW5SW93aEbzz5orPubAG4r8u1+GnQK9GuW9/CF0LO0PAF9YvoHAPXG7QXAfxvr+DqAdZbHKrrPev7Y+yfNe5PHYDwG4zGY4jGY5X53gsdg5vKS3u7gMRiPwVL8mDsHERERERERERFRAruXqhERERERERERUYEwcERERERERERERCkxcERERERERERERCkxcERERERERERERCkxcERERERERERERCkxcERERERERERERCkxcERERUlEnIUeAxEREdF0w2MwoumHgSMiyjkR+ayI3Gr5+99E5BYRuU1E/ioir4nIZyzX/6+IvCgim0TkRsvyQRH5TxF5FcDJeV4NIiIioqLCYzAiygYGjogoH74H4FoAEBEHgHcDOASgA8AJAFYDWCsibzduf71Sai2AdQA+LCINxvIKAM8rpVYppf6UzxUgIiIiKkI8BiOijLkKPQAiKn1Kqd0i0iMibwPQDOBlAMcDONe4DACV0Acxz0IfqFxuLG83lvcAiAD4RT7HTkRERFSseAxGRNnAwBER5ct3AbwPwEzob7/WA/gPpdS3rDcSkTMBvAPAyUqpYRF5GoDXuNqvlIrka8BEREREJYDHYESUEZaqEVG+PATgfOhvuX5v/FwvIpUAICKtItIEoAZAn3HAshjASYUaMBEREVEJ4DEYEWWEGUdElBdKqaCIPAXgqPGN1WMisgTAX0QEAAYBXA3gUQD/ICKbAWwF8FyhxkxERERU7HgMRkSZEqVUocdARNOA0ZDxJQBXKqW2FXo8RERERNMBj8GIKFMsVSOinBORpQC2A3iCByxERERE+cFjMCLKBmYcERERERERERFRSsw4IiIiIiIiIiKilBg4IiIiIiIiIiKilBg4IiIiIiIiIiKilBg4IiIiIiIiIiKilBg4IiIiIiIiIiKilBg4IiIiIiIiIiKilP4/9eMSA0e+nKYAAAAASUVORK5CYII=)
Looking at the left-hand graph, it's a very noisy signal, so I went with a Theil-Sen regressor to try to find a good trend line. Theil-Sen should be more robust to noise than using ordinary least squares regression. It's not super-accurate, but roughly 0.6mm per year looks about right. 30mm difference since the 1960s is roughly 5% less rain. That sounds (and looks) about right.
Normally I wouldn't want to do a 50 year rolling average on a data set that only goes back to 1859, but anything much less than that and the trend wasn't very clear. Even using a 50 year trend (the graph on the right) it's still quite lumpy.
So what's going on? Is it raining less heavily than it used to?
Nope -- that's the opposite of what we expected. When it rains in the cold months, it actually rains harder than it used to.
In 2001, a typical cold-season storm dropped 8.8mm of rain. The median rainfall on a rainy day was 8.8mm. In 1901, a typical storm deposited just 2.8mm.
So is it raining less often?
Yep -- a lot less. Winter drought is a serious thing now. Back in 1891 it rained for 120 days (out of the 183 days in what I call the "cold season"). Last year (2018) it was 50.
Out of the top 10 driest winters (fewest days of rain), 4 of them happened since 2000; and if we discount the extremely dodgy-looking measurements from 1858 (the first year the Bureau was taking measurements) then 5 out of the top 10 have occurred since 1995.
(Silly extrapolation: the regression trend suggests one less rainy day per decade. 2409 will be on track to have no winter rain at all. I think that would make Sydney into a desert.)
Droughts are getting longer (through winter and summer), and then when the drought breaks, we get smashed with a deluge of rain in a short burst. Winter wasn't like this when I was younger: ask some older people about their experiences too. It was just regular constant drizzle.
Summer rain patterns are more complex, and I'll do a post about that another day. Preview: summer rain isn't solving the winter drought problem.