{"cells":[{"metadata":{},"cell_type":"markdown","source":"# HU Exploration \n\n<font color = 'blue' size = 3> Seems like the interactive feature of this notebook is not avilable unless you do edit/run. </font>   \n<font color = 'blue' size = 3> If you would like to play around with the HU Width and Center values, Copy the notebook, go to Edit, and run all cells </font>  \n\n\n![image.png](attachment:image.png)\n\n\nThank you!\n\n\n* created: 09-17-2020\n* updates: \n    * [09-17-2020]: created notebook and added codes for interactive visualization \n    * [09-18-2020]: added descriptions \n\n**What is Hounsfield Unit (HU)?:**   \nTo be added\n\n**Steps involved:**   \nTo be added\n\n**References:**  \n[1] Great explanation on HU and ranges: https://www.stepwards.com/?page_id=21646   \n[2] To be added","attachments":{"image.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAdYAAAEfCAYAAAD8/ecmAAAgAElEQVR4AeydB3hVZbq20TMyyAyKjRZpKTvZSQhFWgClqOm97L0TaiB0RKoiCnaPBZBeREVHKYpdseuMZZo648zYG02d3tuZc86c//mv+/3WiokjAwqJxKxc12L3vdZ69+K7v+dtX6tWrVo92KpVq73BFtgguAaCayC4BoJrILgGDvsagKmt9r7wwgvas2dPsAU2CK6B4BoIroHgGgiugS94DcBSb2LSai9QDf4CCwQWCCwQWCCwQGCBL24BWBqA9YvbL/hkYIHAAoEFAgsEFmhggQCsDcwRPAgsEFggsEBggcACh2eBAKyHZ7/g04EFAgsEFggsEFiggQUCsDYwR/AgsEBggcACgQUCCxyeBQKwHp79gk8HFggsEFggsEBggQYWCMDawBzBg8ACgQUCCwQWCCxweBYIwHp49gs+HVggsEBggcACgQUaWCAAawNzBA8CCwQWCCwQWCCwwOFZIADr4dkv+HRggcACgQUCCwQWaGCBAKwNzBE8CCwQWCCwQGCBwAKHZ4EArIdnv+DTgQUCCwQWCCwQWKCBBQKwNjBH8CCwQGCBwAKBBQILHJ4FArAenv2CTwcWCCwQWCCwQGCBBhYIwNrAHMGDlmSB//f//p/+/Oc/B1tgg+AaCK6Bf3sN/OUvf9H//d//HfLwGID1kE0VvPGrZgHA+sc//jHYAhsE10BwDRz0GvjnP/95yENgANZDNtXR9cb//d//1VtvvaXHH39cDz/8sL773e/qd7/73dF1kEf50QRgDSYVwcQquAYO5Rr405/+pKMWrMCAA/T//v73v+u///u//Yf6zW9+87nkdt0HW9idDz/8UM8884zee+89s+ff/vY3/eIXv9APfvADA+znuQCaynT/8z//8y+/7V//+tdD2j3XSWP8HQmwcj2zHcp/zuA9wSAeXAPN8xo4qsH6/vvvKyUlpW6MHD58uC6//HJ7/Prrr+u00077l8G37s3BHbMAk4+HHnrogLMnoPv8888fddZKS0vTu+++a8fFMfbt21c9evTQwoULBeAKCwvVpUsXxcXFKT4+Xjt37tS+ffsUDod1+umna9GiRfa+I3liRwKsv/71r/XLX/5Sv//97wO4Bu7E4Br4il4DRzVYUR4MngywHCggzc/Pt7Fy3bp1isViR3Lc/Ep+F67ff/zjH//23J599lnt37//376nqV586aWXNHToULVq1aoOrDNmzNCmTZtsEOrZs6cp7T/84Q91qjsUCum3v/2tevXqJa4LlG1GRoa5vo/kcR8OWLl+3377bV1//fW66qqrdOedd5ornucDVdI8VUnwuwW/24GugaMarAyKpaWlWrZsme6++25VVlYqOzvb3MFjx47Vk08+eUjjJgrhxz/+sX7yk5+0qO2HP/yh2A72R6brAw88cMi2wZaH6pY92L4//Truf1zT3bp1qwPjOeecI4L7/E2bNk1Lliyx+2Td5eXlCe/Ff/3Xf+nEE0+sixtfdNFFeuKJJz799Yf1+HDAio23bdumBx98UL/61a9Meb/55puWWXig/5zB88HAHVwDzfMaOOrBumPHDjGwVldX6+mnn1Ztba127dql3NxcHWosbffu3Za089RTTxmMAXJL2B555BFTSYdCk+3btx+yTVDBKMbG/AOsgIc/QgB79+61+/Pnz9fcuXPtPq9zHfDHAARYfeBfdtlldp3Yi0fony8KVv6TYa+NGzdaTJsY99KlS/Xiiy82AOtf/voXO37OoXlsf7Hjbx7H+q82ZbLz12Znc87Dt3tzu17+6q6XvzS/4+Ya/8tf/izKaOpf738+gMfpqAcrB0gcrXfv3hYzI5Z21llnfS43MLHaRx991BQMKqalbGT//uxnPzsoVgAGagpgHoptsCUxwsb8qw/WnJycOsUajUbNg8G+J0yYYC5i7pPUBliJs/I3c+ZMffvb37b7R+qfLwpWX3Vs3rxZ3/nOdwRYiQG//PLLdYlMv/vt7zRvwRKNHTdD42tmNYttYu0cPfzw45oydZ7GTWgex+xse57GjZ+p22/fptnnL9bY8TObhb05do51/oKl2rnzgWZnc67tLVvu1KzZi5qVzbF79ZhpWr5iva68arnGTeB6OU9jxs3QY48/Xfd/2P9/zu1RD1YGxT59+qigoMDGRw6a+NvixYsPebzEtYirkFhjS9r4cYmfHuyPiQcZwsDpUOyDLT9P8fPB9v9Zr3fq1ElvvPGGvURcctKkSXYuxNxJZuKvXbt2euWVV+o+XlVVJUIEAJWEpo8//rjutSNx53DAykwXjwkxYDwvJOER1+Y3Yvv1r3+jTl16qVWrb6hVq/bNYvuPr52ma69dodZtuqhVqxOaxTF/Ytt2mjZ9nk4+NVGtWrVrRsfeTqd37aXFi69Qq1YnNqPj5pr+hiZNnq0TT25uNufY2ygrp0IDB2XVu17a6saVGxt4nXy4NguwUnP5ox/9qG5svOOOO/TOO+/UPQ7uHNgCxFh9QH3WuyhrIb5av4zps97X1M/dfvvtdaoYkN9666264oorTOVxLMRiUYC4Zfw/QgM8V/99/mtH4vZwwMp/ODKCH3vsMfMOEO+v/5+Q7O2eCf3V6phTdexxnZrFdnzbrlq2bLVOaB+vY77WsVkcc51tj+2g82ZfqC5xvdTq2A7N5tg51oTEAbr00mt0TDO5Tnybc21PnzlfnTqnNyubc/ytjjlJhcXVOvOsAnfsrTur1TGnaM3azc0XrEdiUGzJ38FgTpwZGPl/QAJgoe5I7gr+Dm6BwwUrIMUNjN2J731VwNqu2YP1tGYE1tMUnzhASw2szWsy44O141cBrAbbU7Q6AOvBB86v6jtwhb/22mvmgiRh5vvf/77F+p577jlTUV/V8z7S53UkwOrDtP4tbqPmrFgDsDadh6HVsQFYfQXclLf/olgDsB7p4bV5fx+DOK0MjzbXb3OwagDWhgDxXcEBWBvapTEH/ACsTWfr+r9jANbmMEIHx9gsLRCAteGgFoC1oT3qD8SNdT8Aa9PbnN8yAGuzHLKDg24OFgjA2nBQC8Da0B6NBdP63xuAteltHoC1OYzOwTE2WwsEYG04qAVgbWiP+gBsrPsBWJve5gFYm+2QHRx4c7BAANaGg1oA1ob2aCyY1v/eAKxNb/MArM1hdA6OsdlaIABrw0EtAGtDe9QHYGPdD8Da9DYPwNpsh+zgwJuDBQKwNhzUArA2tEdjwbT+9wZgbXqbB2BtDqNzcIzN1gIBWBsOagFYG9qjPgAb634A1qa3eQDWZjtkBwfeHCwQgLXhoBaAtaE9Ggum9b83AGvT2zwAa3MYnYNjbLYWCMDacFALwNrQHvUB2Fj3A7A2vc0DsDbbITs48OZggQCsDQe1AKwN7dFYMK3/vQFYm97mAVibwejMcms0vX/hhRf00EMP2TqxLH1Gq8Hg7+i2QADWhoNaANaG9qgPwMa6H4C16W3+lQcrq4LQ57a5/rG6DOujvvrqq7YkGv16Oadf/OIXBlqeD/7+1QKsBPPpP5aLq78mbFNcFwFYGw5qAVgb2qOxYFr/ewOwNr3Nv/JgZaFoFrxurn8vvfSSfv7znx/w8Fl55r333jvg6y3tBUDG+qqVlZUNTh2Idu/eXSwezh+Lm59++ulicXTWn22svwCsDQe1AKwN7VEfgI11PwBr09v8Kw/WZ555RtOmTWuscbNRv/cPf/iDOP6D/aFogz9ngXnz5qlLly4Gzvo2GT16tEEUsD7xxBOKj4+3lx999FENGzaswbqz9T93uPcDsDYc1JoarCzs7baO9W657z/m+Drra6276LjWcXVb6zZxsq11nL7epqttXzsuTufPuUjdu/fVccd1rnue1+ve38Z9B9/3H60728b3f3Ic9Y/HPwb/ePzHnWwR+E+Ou+HrnxfAAVgbXoOf135f9P1f6Sb8XxSsH3/8sX7wgx+YmkHRNPX28ssv69577xXHcbA/3MEoV9RtUx/noe4PW/pq8WDnc7ivA86SkpK6r7n66qt18cUXq7y83I5hxYoVmj17dt3rvXv3Fm7ixvgLwNpwUGs6sALLzmrdOk5t2sSp/Tfi1eXEZMWfmqGUDv2U3nGAzuiUqUGdh2lY3HCd0/Uc5XU7VwXds1TQPVslPXNU3DPbHpf1yFVxzxwVdMvSjRct18T+VSrtliWeL+uZY1tRzxwV9XDvz+12jkZ2PVvDTx+pYXEjNLDzmRrQeaj6dBysXh0HKaPTYNt/uEN/JZ/aR/GnZajHKenqfkq6Op+YrI7tQjq5XaK+cXx3Hd+6q77eOs7Og3Nh47zYADfQ/mRraGuAAJzrg/XYehOK+rD331v/uQPd90HD6/79xroNFjo/8Ki0Z88etWrVam8r/uFBU/59UbDu3r1bjz/+uHAlfxnb008/rdtvv93iqQez17vvvmtJTXzmyzjWQ9knsEOBN8Xfww8/rNLSUtvVm2++qfz8fIutZmdn67e//a2uu+46LViwoO5Q+vTp02jQD8DacPA9UmB1g76v8DqrzfFddVK7eHVtn2qw6ttxgM45fYQiPfM0PrFYM0JlOi+5QotSolqQEtX8lKguDcd0VWq1LglX6YKUKl2Ywm1MC1OqtDhcpfnhmOakRLUwJaZ54ZhmhyK6eclaXTJkis4PVWpOclQLw+41Xp+XErPPX+B97vyUqM5LjmhWckTnpUTs/vnJEdv/wpSoLkiJam5KRLNTKjUzuVLnp1RqRqhCs0IVdryTkko1KbFUNQnFqkkoUlV8gUE/p9vZGhV3loZ3HqrMjoM0oOMA9evQXxmn9Vfqqf0UOrm3Ek/uraSTe6tb+zTFnRDW4Ixzdd2VK9T5xBR1aBfSqe2S6rZT2iUayE9rF5K/neq9h8cd2iXX+0yiTmrnNuB/Ytt4fbNtDx1/fDd9vQ3Q71JPnfu/T0cD8BcBcQDWumHqX+586WCdOXPmvxzUwZ7wwfrkk0/qy9iA1R133GEJSwc71tdff12PPPKIQfXLONZD2SeTlC8DrDfffLN69OihjIwMHX/88erfv79Wr15dp2hJcurbt6/+/ve/H8zMX+j1AKyNANbWndWmTVeDQUqHMzQ8boRKemRrYmKxwXNmckTnp8Q0Nzlq26zkSs1OjmgqwEqu1OTkSk0MlWt6yD0/JVRhjyeFKjQluVLcTk2uUG1yhcaGSjU+qcxeH59YpvVLVmtu5kSNSyhVdZJ7rSZUrvGhMnE7OZnPVmocj5PK7bNjk8o0hveGyjUpqdz2MS250kALeCfxuVCFpidXqtY7RmAMbDn2OckRXZgS1TzvubnJwD+my1KrbGJwdbhaV4SrdEk4Zu8D2nO9zyxMqdS8pHJdMmKa7ll+qxYmV+i8UJmmJpVqSlKZpiWVqjaxRBMTSzTTjq9UtaFS1SaVaEJSiSaFyjQ5VCYH+RJNSixRVWKR2XpqYonGJRSqKqFA0Z659hug+s+MO8vUeei0vup4Qkjtju/uXOmmsDvp2NYoaQfbgyndAKwHHna+VLCi4hhMN2zYoLVr12rNmjX6xz/+ceCj9V4he5SM3C9rY/8ffPCBuaMPdrDPP/+8geHLOtZD3S+QaYq/Bx98UHl5eXW7+p//+R9z9Y4YMcIyxD/66CO1b99e69evV1ZWVgP1WvehI3QnAOvhgdV3R+L2RBl1OylNAzoPViw+X+eFyjUPBRqOabpBJyIUIWBkm5BUrjGJpRqdVGrQmxAq1+ikEo1OLFV1Yql4DAyrk0o0JqnM4AgYAeqk5ApNTC7X2JB7flxSmUYnlNSBdVJSmcbyvUnlmphcYd8FXCcmlWtqqNL2CVAnJDngAlb/sQN3pQEW5QwEAS375X3jQuUGZo5vop2Ley+f43iALzDmXC9KieliU9lRewyImSjwHm5nhSKaHarQ4hHTtHP5Fi1MQUFXalqo0t7PhIPHgByAcxwA3Yc8z6O8mYwwCeBzfDfqfH7YTVxQ9abYw07tzwlzLCj9iBYwkUksUUl8nkbGjdDQLkPUu0N/8yzgnkflfjoGXR+2AVgPPBB9qWAlGxTXIPWf/sZA21z+mBj8OzW1d+/eRs1qbS52qn+cv/71r0Wdb/0/AEfc+p///Kc9DVxvvfVWS2RiYtBYfwFYvxhY/eQiXLzdTk7XiLjhqk7I91ymEVNvuGIBAeoT9QggAR0Q5DlA5m8Ook45AtsYastTmKhSQAuAeR9wBaxAl+8CoDw/NrFUGy5ZrTmZEzUlsVw1SWUGOODJZsoWsCZX2mcB7TjcuXxXUnkdZPn+CR4gOYd53nk4yJeaSmZSwGOgDXC5z8Y+ACa37MeADEiTndrmltewx2gP6uMTSzV3xBTdsexWm3AAb173Jx8+/Ln1zxcb8b4p2CJUYZMRvpvX7bjqnQ/Hir2ZBDCx4Lt5D58z0HteACCOmr4ojDcB4BarskeWhnQ5Uz1OyVC7tj0tbuxPpgBsANYDj0xfKlgPfFjN45U//vGPNvgDi3/WAwD1rMRWd+3a1aA2s3mcVcs5ygCsnx+sJOgQ98vo0F8VPfM0LVQuVBCKCVetgc8DDQM6g72DBcqz1ACGosMdC1i5bxsq1CBQoXG4eHGJAmYPYryH72MfDijlBlQAwXM1iWXatGSNuYJrDabu/QZW1GrIQRWV5wMJ+LIPp4Td+3H7Alr2x+u+GxkYcfxsqGpu2bcPVuAOqFGMvM5rfIbngTeQNRc2r6OQQ6V2TBMSS7VgxNQ6sAJ1bMbn2YdNCLzv4ft47O8b5erbD5vxOTdhKKtT1TyHDXgf+2XDFva95k53kw47l1CFTY5QxQtSYloUrtLclKjmmH2LdU63URYjJw5M3LbVMadp+oz56tg5Ta2O7dDoyVL11fLh3v9KZwV/FYZwGkKgwIhT+vFM7gNWX4F9Fc7zq3gOAVgPDawoVNy9XdqnatTpIy2Wh5JbkBwzF6WpPGKWHkQYxG1At/gmLltcrS6OyXtReubO9ZQTgDB1l1xhkPMhBgBrDSplBjCgRRwWQBGT5TEgBOqTE8steemCzFpNT0LZ8j63OdhXaDbuz5SoZhDT5Rgspgr0HAR5H58BlrivAZC5mz0l6Kvj0YkldQraIEWcE/c2xwr4PFc2jw2uKFn/uFHEqHZTm5WmrhePmG5g5ZixHZ/jWICfQTHZKUxza/OcQb/+5IT3OpgzWfH3yffVJjMZcXYF2g7wLpaN/QywSe7YOQcmBb4iZ/LD74iLGbc+sWRi43NC5Yr1zFXGKf21YM4l6tgFsJ4WgLXeIBko1nrGOJy7xF0pC/nb3/52OF8TfLYJLRCA9bPBekL7eKvVRBWgUOPap2rE6SM0NVRmCgYwASUG/dqQSygCCEDGlI/nTkUd8dhg4akwIAo02IANLkpg6Q/4QBLFxKDO9/F+VCuwAxQoKAA5I+Tiinx2QZjBvlK3LVmny4dM1sJQpcVGDQLJUc0PRyxBChVGzPOilKgWmcsz4kCRHLVjnBwqdwlUIacwOT7/2IFVlSlVpwoBGFDi/FCJ2IHjNTB5cDRF7rmLOT8DqsWXmSiUa2JShaYlVejiEdO1ddmtFv9lIjEl5OKoAN+2UKUdl33Ggy7v45jYxnjJWACRiQDgnZriJgjYeRq/l6easa9T6e54OT9nWxe3rk4sqftei1N75+LDmd/msnBMl4WrNT+pUjcvXq2y3qXq0T5dx7fp9oUzjA9XgX7ezweKtQkH2mBXLcsCAVg/C6yr9M328fqP4zorrn1YZ3cdqamhcoMZKhHVA1BwlzKIA09cpgzwPM9z3GewRhGxkQnMAO8rTFOcptjcZ4DnghSX7HN5uEoXh2NWegMYF4cpfXFxW6CAciIOeGFKTJemxnR5OKbrUqt1bUpMd126XmuGTtE1yVFdnVqla3g+tUrXefevD1frxtQq3ZharZWp1VqWWqVlqe45ynuuCMeszOficNQSjy4Ku2xfd+xOSXJu2ABVCvwBFrdAGMASDwao5jL2XMMzQq6sx0HOKe66JKVQpa4YOUPblm2xhCUmDsQ6ie8uSI6aHeanRLQQpeiVBWGX2clRnedlKvvfS0IXm5/dXF8x+2oVwDMZ4DVugSx25TfgHKZ7GdA8ZvJCotPs5EpxDH45EsdGEtjkhDLddvEaXZFZq9mhclX2zFbqaWdYPLZ+LPbzQq8p3h+AtWWN9cHZNqEFArA2BGubtl21bNlqdTktTUM7n6nZyRVWOsLgi2rELUgSEjA1F6IXd+R5HvuwAap8BnXD4M2AzWPAynsMzJ67GBABK0CJEvrPcLWuSa3Sf6a6MhX3uFpXhYFktZWwXJc62oC4OrVKa1OrtD6tShvCMT2wdL1uGTZFN4Wj2uC9dlNaTBvTqrSO96VWicd8Zl1aldakVRlgeR7I8j4+56BbrWvtWKpN3VLXClA4J7ZpXjKQP2EAlLilJ6OkQxGrxaUEh88tDqOSXbnNYivFidn5XAXwk6NaM2qm7lu+RZelxLQkzGShSpenugnD9WnuvJkcXBmO6RJUN98Xdu8F/ihwP/uY7GEXy3WTGxSpr0qd6qw01zwJYihokpbmp8QMrvxGPGYiBGxxm3Ps2J7f4+rUans8LRSxz9YklGrT4lWaPWiCpiaVe7CPKBqfr3CHM/SNNt2PWvdwANYmHGiDXbUsCwRg/QSsxFG/0a6H1q3cpPHp5ZrvZYkyKKNC2XwgWszUSzACnGwAhvcyOHPfuYXJ/nUKDqiimhjQUXTAmPeTRYuKWhqu0rW2VevGsAMh4AR6mw2G1drggW8NEEyNaSOANLBW66bUqB5cul43D5uizeGIbkpznwWUbJvSYvZdN9d9R7UBln3wXmB6U2qVbvbex/eyD14HKmw0rPDVMtABYCRDEW9elBIT0FyagvKt0o2mjqu10gM4SnlF2O0HsLOxv5UpMW0cNVMPL99in1mT6o5rVWq1ndsKU9TV4pz5zPLUai0PV2tVapWuT63WDd6GCuc53g+wgfClHFP4EwV8fkrE4F+ZWGwTJH4P7I9rHZczvzGTBv+39N3tNObg3FDSQJfflt+vJqFEGxavVO3AsYrGF5tK5/soAWJSMSa+QKmn9bPuWodaG9sUapV9BGBtWWN9cLZNaIEArJ+AtV3bHhrZY5R2btiqBX3HuhiqB1XLTvUSWVCXvkLlFoXmFJJz9RLnA8A+hLn9JJmnTFWJJfbdABiXJgptaTimFalVuiXdwRDlaIBLczDhPmAEdtx3oKzSJh+YBsuoKdZNQ6dqQzhq7wVGqFkf0NzyHahWgM1rduu5hHmN7wZSbNxflebcxb7C/c/UKlOwgJUJAedA7JbHgHdlPVezwTMtZse8yYM34GQ/a1OrtSUtptUpMW0YOVO7lm2pgycTCGywMlxtoAT6TCKwAffXp7lj4777Lmcn7td/7EPaHVOVbkitMiWNKkXZomDxGDDpIavYso0tacolRvkZxriNOVfehzeCa8A8EYlldWCNJRQbkMmM9pXwhWGnhHO7n6vO7cPW6rGpwHmw/QRgbcKBNthVy7JASwcrcTCyfWk1iPtuQfpo3bthmyb3rq5z2Zoy8bJQgaRTom5wZeBlgGXQJQmJAZV4I+/zGztYIwcvBova4b3EB1E/xDQBGCoL6KFMAd2atGqDEeoSAAE4QMO22VOqQIbPLPc7HKXEtPPS9Vo5dIpWpkQNRHwfn/U3QOvDlu/iu3m8wZSpgxT799WfD0NUIeDnFnc1bRFpd0gc0nedcv6cF69zPrwX1emO3Z0X8VxgyLYq7BT42pSYbho1S7uW3aa1NglwipVJA2Dk+FanOnv4z2EDnuP1zf7kwJuE8H7Omw3F7UMaVQ506QTF+RF7tppV7zxswuRNnmzi5P2OeBxIzGLCBFQJCXAN8FtOSSzTxsWrNH3gOI1NcFnfwJnPuwlWuSl62k9OCZVpcOchatu2+yF3djoYHA/n9QCsLWusD862CS3Q0sFKxm+4Qz/VJJWY4pqZFtOO9Vs1MSOmMYklpmAAJYNkjTfQuvsuGxWA4k6sU7Felqq5Cr3EJh++uEwp17jUc/maOzTNqUcUJAAwIHhgAwq3GBw+gSnQAxAAj88DCDZTbuGI7rt0vS4bMlmXJUdNOfIdgAYXKVDhs8AL2JkC9aDFd/Ed3PI+gAh0uU+cFSWKqxo3Ke5RV+NJnNMlUl2eilqN6fo01+P4yjDuY3d8K3Dbht13Oai6ffnKFXV9i4F1i3Nve+ocm7B/U9QeFA3Inoua8+Z1bOErU86N51H1vuL3z53HnBf2uMWDMe5qzhk3N4obl7af7Q0c/axgfl/c99xaTJwSHJK1Ekq1fvFKzRo4QWMTnIvfPBRevS/XAZ4JvtOVOkVUFp9jWea0TjwcMB7uZwOwNuFAG+yqZVmgpYIVpUqB/1ldSFBypR0MmjXhSgPrlN5VplhRnaZe/MYD1tTBa/JA+Yu5EJ2rl0HYZQg76Nqgav1+Ky2zFThdF3YqCxcs4EB1ohy5BSDcN5jaa+55p1Jx234CGj6La/SOtJjuSo/o3l6VeiC9XE9culbXD52iJaGIuZdxMy8JVxkUAR1gQnn6AEXx+uABOv62LFxtShjg4KYmxkh5Dgk9KFQWBiDBCEjdk1GpZwcU67tDi/RaYY6eGFSsG8JVusaDKcqSfbBvzpHPrA+7cwWM68Ix3Txqph5Zdpu9xvvdZAFIus8RV0UJE+ck0xlwo/Y5fiYJq9IcIDkv34bEb3nM/vxYNCAFxEAWGDPR2GKf9T9P4pSrVSX+bcqznoqllCiSWGxeCiZMlT0LtXbxjZa8VJPol1sRk/cypr1SHa4LJmjUw9Likt7HxF5dy8QvB7ABWFvWWB+cbRNaoKWClb6+rMJirsDkiKlOG0Q9sE7OAKxAtVQ1lpTkGgnQAAIAE2tz7l+nZBg0LVPYy0D1k3rI9L3aEnbcAI8KxJ1pMPWg4Ksyl+zjYABcnKuzymAM8AATCvS2tCoD6d3plXqgV7yzNowAACAASURBVIUe612mRzLKdV96uZ65bI22D6215CWgBFg5Bs6TTFrAND/ZqUoARYnNZV5CETBjuyaMi9StsgNI6alLSc+KtJi2pEdMCZMdC1g5nocyyvXsGSX6/pACvVuRrdfyc7U5zZXrMJnwE59wvQJAg6anFIEbyUtrR87S/cu3WNITnyHxiO/n2IAo9zkHIM/mu6ApNyJj9zqSpfy4sB+f9tSsP2HBDc2EBrBic+zLBAXIAt7b0mKWTMVrlC+xP1b0IRmJGKtz79MxyvVDJgkt0rPQYqwzBo63hQ/8Wllit4QIHJhdeRLXCLF2nkcZ0zZx+OnD1bYNruGmh2sA1iYcaINdtSwLtDSwMoDR8zWv6zmmwHDPWlzUFGm5Jnhgndq7WqwWw4BKXI0Bk4GVQZWBcaoXKyWTlEEUdx8KlRIUXH4ADCBc78HTH8AZ1HH5MpgDWNQWAz/QBGhk0wI82zxFCFTvSItqZ68K7Uyv1H3plXq0d5l29S53txnlerxPmR5ML9PTl63Rw2fW6O7UCn3LXKSuJpYkGlaXoeSFukxqRXHnUiJDk3rKVdioE0WRMmlgo27zvkFleumcfD0zsFhv5OfoxaGFpp6du9e5Y0lC2tWvTO+NKdAHE0u0Kb3S6jyJQxJLZgNUQJNaWiAL6FCcgHXDqJkGVt7HseFypk6UW0phmCBQl4udrgqzbF7UanNRxkxIUOHL65KjyAx2ExLszT5sPxbXrdIKynfMttUGUn4b4rTEbW3S47nDUbp4GBZ7xwMkcQPj+uc6iFGvG19sruBpg8aL5KVJyW7SBfitqYeXMY7Sdf2RXatK4tE0++B3YeUjlrhrargGYG1ZY31wtk1ogZYGVpRqQbdzrCsRqpJEEwY8lITVp4bLtX39nartHVNVQokNpKY6vA5DDJBk9fI5GkQwOAJVIASQWE8VFyhqEeWzsV7pih9n5PnNXoKNuTGtXtWpScpByFalVhP4fCsdoH6iTHdllOvhjHLd36tC9/eq1L2mWh1g708v11OXrdEjZ9bo/rQybU8nM7jalm+jFtNXfihQgEVtrWuSQBzQLQvH5IHzsslEqEKXpET0w5GFBtQfj8jVW4XZ+vagYlPcKEVcwiQpcU4rU2PaOqhSWwZX6HxvRR3KVph4oPDPo8GDZRC7rk+4cjnHK5NjWjFypu5ZvsWrfY0KO3B8gB2wAn2AzCTE3OipVdqeHtG2tKh2pEfs/u1pMW1Lj+hbXsIWrnPe78eI+Tw1wahtanZxA5tL3UsKI1GMCQ8THzwLfvIT7mRATQyW8wCqkcQSxZJKVBVfZGCl3GacV49sMdbEUgMrHZ9Qqqhbrh3cx3g8qggx0HQkOWKThmjPPHVsl9ykcA3A2oQDbbCrlmWBlgJW1MA3ju9u7l9ihSgKBjhr3O43g6eFYGpEd63fqkm9qxRNYPBzqpUetUCCzxBLRbWQxIR69RUfoGDABpoM6ECTgdrUKWUiXnyVpCHgAIz+03Nx4nIFOgy0qN11qQ4SgBN1ek96pblccf1yH+XKa8RXt6dF9HBGhQDr45eu064za/QAYE2L2nGguoCgU8HVNpBz/hw7CVmcF/slKQkocF6W/Rqq0KLkiL49tFBvF2frzfws/WBYnsELtyt1qwAady1uVdzK00MRy6DFbkDEtxkgYV/ELZmMAFliv9SbLk6O6qpRM3XPsi2mqlG1NMLgewEhjR8ok/HtirLcgXJnYtGr0tzg2OXBXhV2/6GMCj3A1qvSoHuHTTBcbJY4M8qdSQYTAr80iBg3sVZ/ouPc7u53BL68zjkvSYlZa0UmV5b17YF16sBx5uHwrykSnYi/+01FmIhhW+zB55w9cC+75fWYoIxJKFSnE0LW8etwE5MO5fMBWFvWWB+cbRNaoKWA9ettutrSbiThsIC4KbM6SDqQoN4m43Jdv1VTvHIbBkpXQtOwbSHPo15wWwIt3IYMyrgSAQAwBZ48RxINt756AkC4ZOvHMSlTudBKVZz78c60qFOkvSr1YEa57jZV5pQr9wEqsU3AgnJDwT6aUWKu4F1n1ejetHJtTYvWZbwSI+X7aVoARHHR4ga3ZKQUpxA5H84V4LKh1IHtqvSovjeiQK+MzNPDfcp1S1rU4sa4kVFvfB8ub87LMmBNobrF1VGdfBegwVXuZ9kSt0QBEju9NDmmG0Y6VzCTE4B3vefipdsSrl8SurArLmcmDA/2cjaxiUV6RDs9Gzg7Rc1ej2S42DPA5X0oWo4dbwJK+dLUKi304s64iu0382KvToFXa7mXFHUTZTteohfHhMsce41PKNG6i27UzIETLMYKcIm14zL2ew7zvhpcxMmuwX+Ujk82MXOrG/E8LR+Z8E1KLFLnE5tGuQZgbcKBNthVy7JASwArJTWDOw+1HrsWU/UyNZ0qc0uaoaRw1ZEVjGKdklFl8EV52UDp1SYCZDYGS+KBJLngNnSq1CXGkAjDYwZn4n+rPHV0ZUpMFyT7mbX0/3VJRcQe/cQc3JQoIwCAS9OHJgBFoVmSkqfE7jeVWmHP350e1UO9Si156b5htbolHDGXJvv3s3mdyzpiAzzAw33NeVMKYufvdYjinB1YS11XouSIrgxHdX2qazrBuZFc5CtclBnJQ5TbAFvsaiUrXpKP3yDfFJzfXMN+gzJrLrEoFNFqr6Uh6hTFSjyVMh0ULedAYhFwRa1jiwczHCxR7VvTYvYckwt/onFXWsTei9ucJC82AIsN+SyP6W7l9//1Wy4CTX5P3MTA109wIkkLlzAxW17DM0HclzaGdF6aNciBlYkD1weAZWKCG5wFG7jusClhB/e8sz+xVuzFhjseFR+Lz7dlCRs75hqAtWWN9cHZNqEFvupgZXAKndJHs72kIgY1l73rlmGjeT5KCrXKa7WpEd29fpum9x5t65uiLHget6aLj7mWdyS00J7PT0pCTXHflFW9shjAC4TIyGW7JMW12iPpxm9+j9uX+CSNHlBTDN7Ai42sWQZ1Nlyg29Jxg0aEogW6uIRNueIWTqvQI0vXadWQKboyOWpNGsjIJU5prm/PdW3n652TH/sDppSR+LYBDpSM4LoEwiwhh7rlmKkVRVmSqIUrExsRE2bjOQcQt0IM34tCw4aoOCBLPJvncYfyfuB02cjpum/5bZbARWkNihVXMKv28L3YBtuSuMXkgg2IAlrirNzH9ctjNuLL2zwXOTbiuUcyPnEX83neQ1cpYIpbm/MEgAATqHIceB3I4OZ38BUzypXfBsBeEYpaE356BY9LcGvMGly9LGI/C5hELFS7lW95Exdg6ntEzN5JZeZNoV64okeOyAdoTLgGYG3CgTbYVcuywFcZrAxKnU5I0eRQqSkjAEC5jEvY+aQ1HYMbzzO4TSVZaP1W1WZUmeryBz8UKgMvMUUGeprXAzoG2C3pbtAnDmcq1dyXJMq4Lj9kqwJGc2OmR3R3L1y3lbrH3LgOCgaDNGAQ1Y40B0zclwzsuJqJu6KQcekCXzolGWjTcHtWaENqVCtSotpx6XotzqzV3KRKA4SV14Rdf1tgNjqpxM6TCQXQdBCg2QFJOaWW/Yxy4nUgi6oFqCjR2SmV5qbFbUoiEK5cVDDQpvEF2dDYCXADEGxnAPWWYeP7iDUCGLwDbLxenVCieSOm6s5lt9qC4tSrEg+mQxLuWsqFKE+hbAkbWtKW5yJHsQJbnvNhy3O4hLEp6nRnetQSvohDP042dUa5HupVoW3e5IXfEGW80Ozk4r/EzSnrIRbLxAgvAu/DG+ED1lz8KRHtvHitLho8SSwuzzVkm9nAnas/kWFywX273nC5e6sjYQ+uSZbk47NMhFDu1Fi3bhPXaE0kArC2rLE+ONsmtMChgvVPf/qT/vjHP+oPf/iD/Pv+Lc/Xv+8//s1vfqOeCf3V6phTG21wOFCSBlBlxl/eM9dKGoAiAxtwBSD+YMctAxwDmim01KhLXsqI1SWjuLijWxeVvri4a1EtgM2PneJWpCE8STcAgSxSXqNMxiXVlNWVxqCs2BjofdUFBIABsUIUFhuPUaaoJ5ZHo+QHNYiqYgm1C6hH9VbEAT48vtM6L03RvJBTqSQi4YLFJVmXSONlp5JExCCPGxh4AlpgyPcDTDYAwzJ1872SGc4Ppc4t8VGyd3kfEw5TpUklipKc40MzySX5ANWYp4iBLkqZffPeaEKxZg2v1ZYbbrHnOQ6adviApVMV53dpil++5CYpW9Mi2pruYtG4eAEsUMW29xGD7uVcvih7kp24Jalpe3qlAZrzYIKA+kalurrZmJ0r+8PDQAyWc2dCg5fBuYZdrTGKlcUOHrh4jW7MnKz52NxbjIEJBOfs25RryyYudfWwLrOc64/3kImNoidmzX3c7Lip+3Qc2GiqNQBrEw60wa5algUOBNbHHntMM2fO1NatWw2a7733nq6++motWrRIL774oj33yiuv6OKLL9all16q1157zcALVI8GsH6tdWcN7TzUVAgqCqAaROsl0ABTsn1NlSaVm5oa79WxTqOO1YuXAQAWE6fsgwEWxYYyJWGJbFVclsRIGZhRjnRDIoZHfA8VxQZE3W25xfkAp2W1GkSdugKuvnIlWYZkJ1QS+wRcHAMDLolH87x6U0BPDBX3Iavx3L50nRYPqVVtArG8UpUlFFlpCIM24GOwxwXL6i6ubKTY4oGmLlFR3mLqTCbcebtkJ+ACbHAtc/6oZpKMgB7QJuMXt2c0sdg2c/d6cMHO7Jv9AhxL7Ekq8VyjpeZCnXLWRAMrmdh8FpcxwAfyJEfND9OD2NX5LklxtyQ1cRx+BvYtqVGxUSaD92CTLTvnksHI/mUixHuBIwqUjd9rdZrrPmXeB/ove7WvnCt1xYDXj8GSVUxCE4qaWOy6ZAfWjUOm6AoWlLeFCVDtn1xvqFFswLlzDeIN8H8LHtv1512X/uSEW/Y5I1SmuPZpjTIxDcDassb64Gyb0AIHAuv777+vu+++Wxs3bjSVumbNGt1///16+eWXNX/+fO3Zs8cg+9xzz+nJJ5/UNddco9/97nd1cEXB1inWY0+zRvc0u2+KjR6s3U5KtwxY2scBCMAKNCYkl2tMiHIZr4MSjR8YBL0mEDWpEe1Yt9U14Te4VGhqSqVoon65LVM22hrko9guCDv35yXhqG7LiGg7Lt4MymPK9UjvCnND4op8MMO5KnkNxXRvhmtBeF8GiTgRq1Pl9q70qO5M9/oDU46TVq3Vac4depEHlavTqnWl19uWJB8G+KW4S8Mx1SaV66alazV7yERrVkCdZX5CvrJ65mhY1xG2nd09SxWJRYpRMpRcboAloYasVWDGIM+GfXDTomoBJ8ugYQNAw1qwK1JHm2plQuG/HzvzGd+25l73HyeXa7QHF47LaodxC1PjmVCs2rNqtOX6Wwz81d4qMxwP38fv5St13M9AFiV5WSrQc3W62IKN50gAonwFtY17+kLi2WluRZzN6VW6NT1mdvbtv4N4rG20h6Ru2P0mvO/mdFfXyncT7+V8Ad7F3sLxy5JjplhvGTLZWjOicmu9GmFshy2YzJhdksvN5lxPqHwWZ8BG2IBrE/uN9VzIXJO45NlfpGeu2h7fXVzXR/L/jwPraJ05vFDHHNvBvvuYY0/RmrU3689//nPd/+X6k+V//vOfhzw6MUa0atVqbyv+4UHwF1igpVjgQGD929/+phdeeEGbN2/Wr371K11++eV64403DLJz5swRQJ09e7Z+/vOfa//+/QbZjz76qIFL+Pe//71uummLbrhhpZYvX91k24rla3Xbutv08MYdtlLN3Ru2aceGrfJvuX+XbdvqnuMxr9+9cZuee/Lb2rlpuyUx3bNhm+7fuF0Pb9quXf62cYce2rRd923Yrvs3btMTN23T926+Uy/etFXP37RNL9y0zW6fu2m7vnPTdrvP85/entu0Td/ZtE3Pbtqub3vb0xu366mN2/X0pu16YtN2PbqJfe+wfT+xcYfYHrON49mhRzZyHNt01/o79a11t+vxBx/Xjs3bdPua23Tb2tt089ot2rT6Zq1euUGrVm7QhlWbddu627Vt/Z12vts33Km7+PyGrdrB+Xub/xyPd27Y5s51w3Y9tNHZ4VH2vWm77t+w3Wzr29O37ae/h+f9bduGrdpe7/HW9Xdo55a79exjz5gbnvexT76DY3Lf6Y6R3+Peje434dw5HndM7ng4JjZ+rwc2frJhq8c2btczG7fr2Y3bhe1fsN/L/UY8x2v8Ds/ftFUvbGbbZre894lN2/TQpm160Ptufn+2XRu26fmHn9Qzt+zUMxvcvu/dsN2uO1ZJcnbxrz13PnYOG7bb+WFn/3xZrtDZiM+5jd+WbcOqm7Rs+Zoj+n/ouutX6s47d+jWLXdo2TL3//P6G1bqhz94pcH/4wCsLYUGwXkeMQscDKw333yzKU8frPwnA6jPP/+8zjvvPP3iF7+oA+vHH39c9x/SV6xnDDhXHTomq3PntCbZOnVJ17npOboic7IuGDTJVh2ZOXC8pg0Yr+kDxov75w+q0ZzBNZo9uEb0eJ06aJwo8Of+rCE1umfzXZo7YormD6zRxYNrdUVmrZZnTtZVmbW6ePAkXTRoki7OrNU1gydr57AaPTtyrJ48c7weHzZejw6boEeGjdcDQ2t0b+ZE3Tekxu4/OLRGO4dM0tbMWm3zttszJ+vWIZO1MXOy1gyZrNVDpmh5Zq2uy5ysqzMna+ngWl0yuNbuX585WSszJ1vG74rMWl2bOVkLBk9Qed9yDQmfq+T4QYqL66ULF12u1F7DdFrHZHXsHPa2VHXqnGZbx86p6hLXS31DZ2l0/5gm9R+r8wbVaPqg8bZY93mDa6x0BFtMG+RsMn3geM0dVKNFgyfpwsGT7LguGzRJCwdN1PzBEzVzADadoNmDxmvKQGdLvm/awPFmZ5ZUmzxwnPgevnfKAPeYTFrbBozTZcXzdNfqO+w7FwyeaLf8RufZe9wtvxPHxG/F/vzXLhg00Y4Ne/FbXenZh7jnjZlTdE3mZC3xfq9NmZOF3XdmTqz7Xe4bOlF32m8ySTuGTNK9Qybp+XNH67WKcr01plyvRSr19PCxum/IRH0rs9a2dZmTdXnmJF08oEbbrtqkDTlztGZwrf1G/FaXDa7VBYMn2vnNG1Rj1yHnz7U3d3CNHT8lOpyD2dpsNNbuYxOe4zynDhqvxYMnadGgGvVOHHpE/w+dclqSqsdMUUFRtTp2CqtzlzR17BTS5pvv0J//7HIqfKhyy//pQLEesaE3+KKvsgUOBFb+Iz3xxBNau3atfvnLX2rdunW655579NJLL2nhwoXat2+fLrroIlOuvO/aa68VCtX/j2hg/fVv1COe5KVTdMzXOjb61uprHXTyN+JVk1hkWcBWS5nosi+Ja/lJSJO9OBfuRZ6jFR23E+vKbbZqVp/Rloyy1Hr+kjjjajStkQP1p8lRKwF5bmCBnhtQqAe99oL3pFforjSXSEN27+0Wc43qttSYbiVr2BJmYrqGek0veYYSFr6fVobEUqeSbMTi6UmVmh1yTR1ITCIhiQQZ3lOVWKS+nTJ1QtueFn8jWeuYY0/TebMvUOcu6Wp1zGn/1t7/cVwnJZ92hvLj8zTG2hi6JdJo3EBssybRxQSxCy5mYp3nhyJWHjPLbistVogNsRsJNyRKmT0thuhiqfwGNOSYwvJpIRohVNh3E0Pk8cxQpc4PVeqCEVMsK5jn+C4SrfjN2NjH6ESXzVwb4jVXR0xSFu/nePge7p8XimhqkrulDSJxb2LUNORYkMzvFtOKcMyaRexIq9RDvcosSYzfiuQnksXuSI1aU47nBxbq1bNz9bOsHD3Zt8Ti3y7juMKSnzalRnV9ckQ7LllrkJ0fqnTr6tITGVe0180KW3K+XHecC+fHY86R2Ot4L/7trkF37lyTNJgYm1imyUkV1twjr+vZOq513L/9XT/P/7NWrdobVIedVaBWx55m11GrY07W6jWbA1fwV3nQD86t8S1wILA+++yzWrx4sXD7olrfffddLV++XFdeeaW+//3v23+8H//4xxZbBaq4iYFpA7A2cVYwCUsj4oZbDMxKRoiteuUPxK8sfhhyTRF4nucsscZbZ5U46xRqIjds01X9xln2K80JaKu3kHhdcsQ6LRH3IuZGcszdvSu1JT1q5S9kAVNWQ20ky6SRWEPThMtpIs/AnhKxUgriftbxKDlqZTSUddDOkAGX2CPxNWJzfomP/9hPDhrV7WzFnZTqBtnjOn6S2HJsB503+0JTpP5AeaCsaZ7vcUqGcnrmWlIRMUDifTQsAKzYzwBrsT5XTkN8k+xqlwTmYrHAgZIcjpX3c0tzBINEqNzeT6kMST3+OQNAErH8z01JLNess2q1Y9kWszH7BqCU8Uz3joPEH57nc+yHY+C34z1+Fylqbf1sZj/ZimNeYCvJ8PuxooxrxkGGLxMdv1MT2di0QqS2lWYUZGuTVcxCBwB2Vx/Xe5nWibzGRgLaXanlevjiNbo8s1YXhCKW6ER5FOU7JHZxzhwrG8fK8ftxV5K5iDePTnQTCOzB5ITr0jauXa/hP9ff/ORKdTsp7YhlCQfJS40/vgZ7aKEWOBBYKatBgfob0PSf8+HJrf96/ee4b4q1CcGKYotrH9acUIVlr6IMbKD3kkJIJLHsYC8j069bNYB57wG8s9JjFptb3W+CwZLuP4CPzFuASkIMHZOoqSQr1s8IXmwrrlTpAg/ADKioPEDEflmH0wfSQq/jEiBgsOU4ARs1pTRTQJ1xXDzPAOtn8ZYnFimt40ArI/pMYH4OsLb/RrxGdjvbMniBubUcrDeoG7hCdA5ydaqAikxknqcWlueBGMfon0NtyGUtkyHMOfsgYSLBpARwoDIpLyEhivfQym9GYrkuHDFN9y3fosXJrvSFZCzKa7C93x0JSGJTvgcVbBBCvfL70d845AOehv+u9zJZ04Cdz3HLsbB/akXpFkW2MFnO30qL6va0qDXnMLB65Tn39Yro8T6lBlIyvV05j+tDTA/n+9NK9ejFq7U5c7JusKxxujlFtTDZ1eKimrEDGzbgFljGkoqtIQdZ1JThYA8mCNiH8+EYsS2/PfW+nDMJbEXdzxWdxD7z9/+cS88FYG2hg35w2o1vgQOB9dOg/LyPmxqsDDbZXUdZv1ogZi42U6X+QI5ScPDCDQewfNXqSkzccm+X9BqjXRu3a32/CVa3SBYsa34y0ANNNrJS2WqTSpTbPUvndjtHBT2yVRafp4IeOSqKz7eSEoNlCAXqAOlgWWFuauodGWCZAHA8plSppfUySDk+skl5nlrPssQiDegyTG2O76pWX6unUusPpocAVlT9qe2SNLTrSIMqEMQOHCsDuZ+hiq2qvMUGDJAhN1GgkQSlJICLjc/UV7GmClOipsyABZ+lBhfo8T4AgfIEInOTWYw9KloaXj9yph5adpt5CTakxawOGOBRZ0r3Km6pFabedG5KxDJ0Wf4ORQskgbQ7FjKYP+mFjCfAX1GHciE32XHL/KGcuVYuTI7Z8nA0gmCjXSH7oqQKJUv9K0qWUijAykb51NP9SvRIrxI9vWSVtg+ZpHXhqGVpM/ECrpalHK6y7HR6SmMvflfXEMK5h/ntOXYmKdiKW8DKuaDSuUb4DN4U6onpL510cu8joloDsDb++BrsoYVa4KsAVkADLM4PlRv4LHblAQNo+srK73ADdIFJHVhpd+g1wF+RMVZPbtyutf0mmFuPWkYaQgBWSjgo55iYWKp+HQfp1HaJork/G+UQJ7TtYWu9ntIuSeEO/U0RojJZt5PSEZSJ6zZUbrWaNEkAaNSbolKBKDDlvaYME0utHAaojup+jk49IfHfK5WDgPWbbbsrpUN/ZffMNiWEGgLsppQ81cf+nfqjYUGJgZZetz4kufWVN5DkPkCgKxMAA2rAC5en3yMX2zrFGDGlz+oywBJ3OZ2MVqdEdceoGXpi+RbtzKjUi8MK9MygYj3cG/drRDenRa13MnC7NT2qNalRLWfCE3aKlu9z68g6VchxsD+OC+8AJVcXhF2PZpZxA3B0iuJcmPQ4sAEzZwsfxsRlcRnTI5iOT/RuJgZLq8Rdvcv0yog8/XBIjp5feqO2Z07SprCDKcqY6wW1DVw5TiYEuHOBpils391rpU2flDmhVAEpwDWvC92rPJcwsGVyUNIjS23adP3310L9CdcB7gdgbaGDfnDajW+BrwJYqe0b3HmIucpYtgwV5hSri6viBmaQQjECXYOc1wwdMJAMxCBIw4dNGWMMrMv7TtBVNlDS9YcFwInPRRSNz1f8Kb1dzV/9+CbJQ3VbR5EcxDJ1Caf01rBuI03FmlvPa+uHEjGImipxbRbpTIRr0GDsdSfK7pGtIV1HqMOJIf1H607/fjA9AFi/1rqLTQIGn36WwR3bcN4M4ChJJh4W+7OkmlJLZvIHf1QTAPJVJrFP56assOQc3Ju4yNlQZdiZ1wEbAANO1H2i+oEUfXdXeIsM7KD7VJ9yPdanRN/OmaTvLL/FkoR+ek62XjozX4/0JrGo0mpOqQF+9oxivTCoUM8PLtRTA4p1V58K3Z1RYUvs0bQftbkkHLWOSSg7QEbyEm0JbXk6+g57x0q9Ka5lfleAxYSHiQ128N32nDfnwKo9TAJoPEETCXMVZ1Tou0ML9L3BuXpmySrdMaRWW1Kj1uqSZCn2zb7YL+ECjoNGE7i1XQzZTVDcJMXBnf0xGfDDAr4ngd+LSSETMRLIFiZXKu7EsI751PX3ed3DAVgbf3wN9tBCLdDcwQrMUI7Tk8pscEdFMUD5MSoH2DJzqzHzZwNoqEcg4GJXNMF3TdZvAqwbtmt5vwm6NlxlgzTAQFUO7jJMxCaPPa7zvwdcPYUAYNu06aYOJ4TUq/MgU55k4jJI4nalvR9xVXP5sni2t4A2qjK1Y39b5aTt8d0M1AcdOD8FVmyDku7daaByeuYYZcy/DwAAIABJREFUsDln56J2CVIM7NiELGRg7z9mEoJy5RhxmZo7NRwzRQocAAduchYVAKrEoC0G60EV5cqi7yR+4VZlYQE6H21JjemBPuV6cUiBwfMn5+QIkL5YUKMXVtyip/qW6PlBRaZWSRACvE/3L9YPh+XpleG5euWsPL2Rn613I1l6N5qjV8/N1eP9Sm1ZOFQl4AOAdFViosRzLI6wKs0txs7zK9KqdKOtUENbRgdBg2tSqYHNGol4587zTLw4HyZYwJv4Ou5iGkjcleaSl1ZnThHNIriOiL3bZMJbT5ZkJhp5WDKb12OZ6w57M1HhevXdv779+U3Mc2A9nN1vxW8C9Pnus7uOtMndQa+Jetfip98bgLWFDvrBaTe+BZo7WBkscMviakNdMEAxaDHz91UqyszfzB3sxVhpLA8UWEuUVne4JddljLFGAtf1G6+lplKjKuieo7iTwtYQHVh9eoA6lMd87rjWXQQkcRX36zJE+fG5KkkoUEF8noGvMD5fxYmFyu6Zox6nZvxr1u/B9u2BtXNcLx1zbEeddkLI1K7fItCHOSrUtwMDOZMMJiAM5gZUryxkWoprwA9QaIZP5ynnfv1ksXBiztZWsd76svwWeAB8Vy+2pXH9XemVerxPmb4/pMBg+rNzs/VmYbY+GJujn4wZp++tvEnPDyg0kLIYwVP9SvTiQFRhoV46M08/zcrRT87O0dtlWdo9LldvR/L0eP9S62ZFIhEgJg6Ku9ZXlmT+4srltyVByS375rop8TwbwOM64Prh2uFawUXM9YOC5VriOWzF68CN5zj3xUmVuvPiNVY3vSgEeN2iCUw6UOuoVVbPIV7st8HEDU5SE7FnvpP4KRMY9/u438LlA7jYt/0udK2il3BSmSXPzQqVmRfjUK69A70nAGvjj6/BHlqoBZozWHGFtW3TTVU9c80NzEDIAOiDlRk/Axew9ZUrr6NIiKux8gs1pAx4uCjZ1maM1aMbtuuKfhOsEfyIuLOsVhQwflGo1h/YfPdd27bd1fHEsLqd1EtdT0q38pkep/RWascB6nJS2IPq54S41bFeqO7d+yn+5Azl9cy1wRpXOAlHDNyoVRQ7Chlb8BgXNerJdznyHIqfBBzA4CfhAB9cp5SvWBwxJWaZrgDp4nCVqTKyqFGFpujSYrZaD5AjPukWIyjXd4cU6I0CoJql90fnaO/kfL0zc4xeWb9Jr5yVq6fOKNFjfcv0oxG5+klWrn6cVaBXs3L1Rn6W3ijM0lvFWfpZTo4e6l9mCx3w/dvTIqIUhn7MgJVFzVGrQJ2evqhYNn/Reevz64GV3sFkB6OuUdk2yQixPKCrGaYWl6QybOLbDNhxvbHQ+abFq7Rw8ETNSKqwhQOwAYAlHkqCFaoYgN/srXK00lukgRVsUKsWY69XZsXkBjcw9cUcC6qZ/XM9A1wym5nkDOmceViqNQBrCx30g9NufAs0Z7C2+londW+f7pVjuFgZgxBgBai+O43Bi4GKQQrIWCZpSsRWo2FZNsDKhuv3Gi8reE7vamV06H/EShvqw9W/74Ma2DrgdhZZu/7rn/v22I6aN+diFfUtVXHPPFM3NNs39eUlwWAL7FCZWGRgwE6oICBBAwPggRoDogzeKC/UJ8ABoHyeuCquYRKC6J+La5IYJ0BlzVRUIfZEpdL7mKQjkn2eH1igFzML9UZhtt4fk6MPxubp/apsvVd5rt6ePlqv3rRRLw/PtcUJnupXrDcKcrV3RrE+vCCqfeeV6d1ott4oyNLLw/P0aN8yrU5lQQRc+ICbheHdZu7gel4IVqEBsjTmB65Wb+wdI3FfjhsAb0gjC5ksXrfMHiU9qMTyhCIr7WEyhu1Q+ADWJm4Jpdq4eJVmDBivmsRyi9sSTwas2BCwolxRxdiFzdnIxZyxKdesAdu7Rh1M3WpEQJZJEL+Rcxe7SSH9kEf3zNXxbbp94eslAGvjj6/BHlqoBZozWElaGtl1uA3wAIENqNLk3FdgDFg8z0yfW9yWKDFgwYDKYEosjtgYcbBrMsbq3vVb1af7EIOcD7/PDbmDuW2P8OskNpEZfeWiazU1c7xiCUU2sQCgwIEJBe5GYMDATZIUtyRyuThixOKIDPSUswBLYoO4flGjQJRFByhtAazm4rRGCG4FGBKSgClxR9Ti1jTXbYpl82ikQKLPz7KyDap7phRp7/Qi7Z1VovfH5Or9WLbenjFGP9q4Sd/NLNRjfUv14uBCU7X7ZpXooyvG68NFUb0/Olc/ODPPkppuSYva72cLwaexqhD7r9b6cJUlFxFXxQOBSgS0AA14+pOojaxi48VheS9w5j2soctkApXJIuxMTHCdM/GgbtbFRXERu6zjKYll2rB4pbXKpMMS72Ni4tc9A1fi0CQu4Q4G8uzPKWmXcIXNgSbXKhBlQsh3TE52j4nD+xNGEp+4jkkOmx2qOKwkpgCsLXTQD0678S3QnMF6Ytt4zQo5lcBgxEBEwwHgikoDJMz4URoMRrSYY6aPovDXS2WABbCspcqSYIvTq7VlzRad0D7eWscd7UDl+Ijddj05XWeePlKrL1mpqYPHKxrvwOrH5RiYUacM3tz6Ew9uASXxZgZ4wAkUmICcT9KOv8h5csRieyzyflmKi58CiLVp1VoWxpXqFgJnybwHM8r1ZN9SPdmvRE/2K7Us3tfzsizhaPeEfH04v0L755Zr3/ml2j+3Qvtnl+iDCyfoJ7du0tuVuXqrPF8/Jf5anK3dNXnaO71Y74/N1esFOaZUUcC4dIETHgd/YgRkeQ5V6r8GSAErsVZbNs5TqnwO0OGi5TWAxy2f43sosyJhieQiYqrYj8YYeD64vrimgGi0Z6HWXHSj9aGOJhRpVLdzlRk3XIU98yyOyveQgYxNSXwi7swxsT+Oi8dkMFs2sh/f9ZQrLnuylVl5iPCF31BkvNfyEWiPOH2Ejv2CXo4ArI0/vgZ7aKEWaM5g7dtxkMX/GACBhZvJu0GPmBSDEqoMtQYoqEddHh5tzQCAKQMcA+tyT60C3bN7nq2VK9ap3REC6wlt4y1hqTEAjWInSzm94wCd2zNbJD+tWbJK5w+eqMr4IudC9OpkzdXr1aBiKx5zS6kNMTtAwaTE3LwpEcsS5j00dQCuKPxrLX7qwIO6AwzETsn6JaZqWb9pMT07oFivZedY9u4b+Tl6qyxHb5e4LN59s4q177wSA+v+eeX68KKYgfX9hRP02vabTZl+eEFEH4zP0zvl2Zb5+3ZJtn5ydraeHVBiMVvaRgJ14ARE+S3ZeA53L9Dl+AAux4jrla5KQJPXeczvjmLl/i3euaBwuSb4LOvskrB1Gc1BqD8NuQQjbpmcoDCx37j4Yq03xTpBgzoN0zeP726ejuOP764hccNscsJaudbcgZh+2F137Jdj3+wdJwlfTG74XgCOcsXLwr6YHPr1tn5Yg+etvCmxRCe1i/9C8f8ArC100A9Ou/Et0FzBevzx3RTpkWODnzWA8BpBAFncZT48gCqwuNzicfTwrTaQohQYXG8Iu8ck6ER65uvUk5JtCa0jBdaO7cMKd+yvNm2OTBs6H9Ccf49Te+nMrqNUnFBgLktigWuWrLZVe0YnlNigjCJlEGaCwaDNxgSEx4CTWCmxVdQRz5Owg5sTmwIUA6pXKmIq0AMPQKV5wyMZFbozLWJuV5KGeO6Hw/MMpCQm7SNGuiimPVOL9V4s27mAcQPPKNa+OWXaP7dU+88v0XvzxulnOzYbcPdOK9beaUWW2ERpzfcyC7Srr2sW4S8A7xYydyDkNwWixHSBO+AFkIASFUqclyYTHL+vXoEncMN1zed4HyU5hAb4Pjo90ef5Mq/uleuKLF7AZu0cvbro8Ykl5goefUbMyr7834fb1m3i1L/TYPsc4ES1WjzaW6CdY2R/nAuZwjS54DcxcLOggMVfXYMIJopc0yhb//cjBgy0+3Uc/IVqWgOwNv74GuyhhVqgOYKVRJ9u7dM021uAGzcdG4MegxGuOj/zl1gUavWaMJ1+qg2mDMLcB6qU2hAfnJdcYU3pv972dC1btuqIKdavtY6z3r6HlZRULx6L2xegnhE3VLk9c722d+Wi8X00vlhrl6wysJKtChwZhBmscZUDWdTPtCTn2kR9AdbapAr7Hh7Tq5aJCPFUEm5Qgas9VUVjBGAEPB/KKLf60W/3L7a60yfPKLFs3if6lurlM3P1Wk62wfHjS8fqoyvGae+MEn0w1iUj7ZtZbG5gYq0o030zCvXunHH62fbN2jejSHumFppSJQOY1WUe61PmldB8ckybUh0YcenihgailNTcku4UNY9JWLqtnosXqAJ/3NUkOgFcFCMKF/evU6vOHYyapbsT7taFlNV4DSU+XX4zgazgi1YpO6NIx31GffNxbeLUu+NAUR5DEhOZwgCWeD7HQwwamzLJYxKDamXjGuZ3AOKENEhe4rfkeeLkZBJzzV8arlZlj2zr/lUf6odyPwBrCx30g9NufAs0R7DiAs0+fZSV2KBIDaJeCY2pVw8kzPCJqzJgUbTPYLnOEl1cJujV1oeWRJWoue1YkqtN265HVLEeygB3qO9hQkE3p7O6nW3NHkoTilxiTbIDI2Bdt2S15mVO0tgEV0LjXImuFzGqlBIOAMqgzcZ9NmzIxIRBHRW03Evo8rNoUYLUlpKI9FjvMj1zRrFePSdHPxqZY/B7uzRHP82hNCZPrxfmWH3qW6U5en9CkfbNLtOeyQXad36Z9s8plYF1dol2TyrQe9XZ2lObp/fmjtNrWzdrT22BZQsD5h+PyNG3+5dYv14g6cdQARKKkw2oAlngyDGiPgEsCVSU4PA54Hl7GnW0EYMpS8RxLjxGeZPgxPdwrgDZV+aAFlcw9arAkMYYgA23LAlFXHs1iSVat3ilhqVl6ZhjP7s8yuDaaZC53OeTTZ0SNUXMvoAq50GmMi71S1JdByv2465lf4EG9xsCVZQqrwFdjmuBrXqT+rndwQFYG398DfbQQi3Q3MBKli6dlljF5oLkmLnNzO3ruTjJpmSj9hC3Jq685WleE3dPsQINykOuT6PesFqF3bMMWADu+KMYrBzfqSeElBufa1m9FdaHuMTcu6iXWEKx1i9ZrVmDa1SdUFynUslqpYaVWzYfrM7VWF5XRnO+NXl3bkkU1OZ05zpF5d3Xq9KWTkOhfqd/sb43pECvnp2jl8/M00+ycrR3Zqn2XxDVRxfFzN2722KkOXq7NMtguW9ehfYvjGjfzFJ9MC5Xe021lmnfzBJ9OKdUHyyZbGBFweL+pZ71+UGFpo6Bnw9SQMQGOPE6ACdACwyBEzDErftgRoUtCYc6dZB1kwISn2isD1Rpl8jrvB/4+rFWvs99b5WuTa2yUiPimXg+iEO7MIOLU0fiC7Vq8QoNDI9Sq2M7HLD0hQkR/Z7JuL6CmtnUalfeFXYTA44BTwpK1i/3Aa4kTzE5YlLEb8y1DVT5DfE+WDvOlCqNiht+wH0faOIWgLWFDvrBaTe+BZobWMmAzOw81Pq3Egtk0Knx4oU0WGfgwV0HVBeGo6ZULbnFcwUzGNOS7pqwcwHTCrHTCSl1MaqjGaw0++/debBKEgoV8dogkuTCep7ETscllJhinZVZ4xro06rQOlC5sg0/u5RBGaiStMTAzECO3YgDkhntkoGqDGp0M2LZtKf7Fev7Q/INeD8Ykq83inL1djRfb5bm6v1x+dpPpu+8Cn14YcTip1ZOM6VQe6YX2WsfLR1t0N03u1RsH18+zhQssdQP55Vp92WT9eotN+nVs/P0vcx8AXBgDhRvSyMxyQETdemve8vtt7wEJlQr6hQX7/Z014EJcAJSnmPdVTaA+kAGy75V6K70qLZ6CViA7VZPQaJ6fSUJsCm/IfmIOCt2Qtljb8BW3bNIqy5aodTEzH8LVuDWrm1PDY87SzSGIGGO5iSEIWxikOaaVOB+p9QHFz3KFJjixmdf5A7g1qffNdc9cXJuWU1nSmKxvtG2R911fCCY1n8+AGvjj6/BHlqoBZobWE9o21O1CYVWNlM/GYf7wNTfUBg0PqejDqBADXBLUgoqBNcwLuKBnTNFk3p/wDmawcrAfHb3c91qOV7GM+qJlXHGkRWdWK6NS9ZYVvCY+BIvIckNzrgueS9gAKrEDNlwB1PXi4sSFUUyDZChJvSBvuV6eXi+reJCrJMG+CQS0TXp/fF5dZm9Hy0d66BJlu+FUXt+98R8UVqD25ca1I8Wx7R/YaUlM6FScQ9/MCZXu8fkas+EPL07d7xeXrdJ38/Ms2b7D1sHJVciA3jM1evVnq5C5aVVmauXGCVApW52a3pMW9OBaKXB1Hf5AsztBtdK3e91Z2LCwMZ7AC9JTFu87lsAm1IcamWxBdeJa/bgVu7BhsQ7uebGJ5Rq9aLl6tat70HBireFyVFm3DBdmhK1UqFVNKVIJavaKxXyVDfwRbECceKpQJTfjw3F6iDrspNZPWhhclShU/t+LndwANYWOugHp934FmhOYGVg6nVqXyu2Z2USBjZm9AxyDDYzQi7hg1VoqLcEFCgCoMp2Xdg1M+D22tRqVSUUmIrwocrt0QpWzv3Eb8Yrp2e2Ne23BdG9tVtdeUaJJnlgnT24RmPjXc0ligaFyhJw1GMCUeommWTgImcFFuBKrA4VRYISXY0e7VuqZwYU651KSmVy9FpWtn54Zr6p1rdKs/TBhHx9tCim/QsqzcVLItL+80r04fxy7ZlcKOpWaQhBzHTf3Aq9N7bQEpVwA5MtvHtSvtWo7q7J1bvl5+ono8cYWL8zoMjcuMRyiXlaSY2XzctjPA7EWnHb7mCdVA+YOwyoEVO59nx6xOLBKFbiqajfB4Cpt54qjwErbmaSmCjH4dxRq6hUXOF8jixk6k/poIRinW1JRW5ZOtQjdl65aLni4jIOClauL+LkLMpQ3j3LfgPKlChjwvZMFjhf2i0S/+e3YqLoZwqjWqmjJcGMyREb91lAgQYehd3P1dc/R/Z5ANbGH1+DPbRQCzQXsAIWBqSq+FxrtQcMmNH7ygEVAVypuaRTEOUL9H5FoaI+GLhwARNbJY61MCWixFP7/MsM/2gFK4NyxxOTrfEAcVIUKBuxN5c1WqrJSeXavHStZmfWqCqh2LnJvZpLBudZ1vQhYq5GSjyAB67fhbbcmmtW8GDvCr04sFDfHVRgILVa0oocvVORo901BXo3mmvNGiidQXXS7AF47q5BnZbowwUVltn7el6OXh2Vq/diOXonkqM3C7L0biVbtj6gP/DMEnMR4zJ+u+hcvRobq++t3GywI6aLUrTkHi8hicd+LPVb6S6zF5XqK09cvPenV5paRcGSucxzgPW+XhGRrfxwhmvUjxv4oV4V5jImaxh3s//9LqHIxW25j3rl2uF6w2VuSUzJUXOjk2VNjHX5omXq3KXXIYHVwbWTOp8YVk1isXW2Wm5hCt8FX21Lz9HAhHInwMrEiEnkRC8pD9cw1zqv4RZGzU63BRPK1fmE5H+5ptnnZ20BWFvooB+cduNboPmAtaOtbYraoj8tsUNirH5dn69WcdnRp5UsT4CKYkWd4f5FqdIgnYSm3G7nWB9ggF1/0Dlawcryc91O7mXrutJazzoqhUoVsTVcXUOBSYllun3pes3LnGidl8j0BahsDMIkJ1HucZUt3s1ybq5Z/OJUtyA38b37MyosvvnCQLeizOt52fppdo72Til0IJxaoD21haY6KZ/ZvyBisVLgyntoQUh96jvRPL1VkmPvozkEK9J8MCbHtt0T87TPq2VFEb86Ils/KBmvZ5ffYsoR9y5KEZACPT/muc5irTEDJe5ewHlfrwqX6espVFSnAdVToACWlW/oVcx7uf9gr/I6gKNYWbjc4GrlNyQyuUkHyhFPB9cQLQmBKrFWAEt82pLC4ot046Ll6tQl/ZDBatdb607qeXKGNZAA3HaNhqtcLa0ftvCaVJCpzW9JNjIbyhVPBL8rwPXv0+FpWOehDa7n+tf2p+8HYG388TXYQwu1QHMBa+vWXVXRI0dLwtXWJxUXMDN53wWMYqVmlVpBalYZrMgQBbC4fUlAIa5KLGtqUpni2qd+5gB09IK1s7UtLEjIM5gCVBKXyPbllgYCExJLdeuStTo/c6JlBQNgX9XjxiSrlcEXW+B+5JZJCO5g3ObYCsjs6u1aEj43oFA/PTdHbxZl1yUk0QifTF9U5+7x+dY56eOragymNNbfOzHf6lfJ7iXOundGkSncdyPnavf4XO2pzdfeKQXaO63QVPArI3L1vcF5eiJrsh5fvqUOpihIEohQnwAWhY2LFlDixr3f24iRokpZFB1Ism1Nj1i2Ly5hVrt5pHe5uYD5DPW3PAeYgSmfZUMl85i6XatpTcM1G7OJGNcRkw4mdUxO6IjkT1hq4ktNsXbqnPa5wMqEjtj+sM5nWrwVFzcAp+OT38MYqONRAOJ4ZgCoH2t14Q/XrMJivaFyq7ednFisEw4xiSkAawsd9IPTbnwLNAewEpfqeXK6LiLT11tqiyQO4EpyB/Agu5WYExmVvkplsKKFHElMxKyALa8PjjvT+ut+egbP46MVrAzEp5+UpqL4ApUlFCmGKzix1Jros8wbtqDb0k0kL2XWaAIJTV4zd2CA0sKdiVrHFQ5UUfe0cQSs9Eqm2QJgujU1ZuuavjyCOGiBJSChMt8fl2t1p7h9341mGThpS/jR0jHaN79SeybmmWoFmjR62De9ULsnFphqNeiiaOeUad/sElO0Lw3P1/cGF+ipPkW6Z9R0Pbr8trq2iBwLbloUKLDbmEb81yUh4fIls5c4LBugpbzGNfwHtK6UhtdYnxV3sUG1V4V2ZZRZRjAwpdSGGC2x1Ds9kANRgMYtYOW+647EWrSugQPXHtca3pLRPYu17MIb9HnByrXGb9r+m/GqTii0a9OpVqde6QzGdUxIY7G3shCTSKBOswg2p1TJMXCrOXFMwD/cod8hZQcHYG388TXYQwu1wNEOVn9mX9D1bMtixQXsJy35cSYH1k8ScBgMgSquTgDimu67AWtSYrHaW2/Vjs1KsTIQd2mfqsJ4p1hZdcVKbbwYK4M9dawblqxR7aBxGpvgalZnJFdYw4drvM4+JMsQOyRbGsC6tVad69N1JYrqvowKPdu/WC+dlW+LiX8wwcGRhKM9NfnmCn67OEvvVGTrg3F52k9cdWapJSTRXJ+M4bcrcvVuxPUIfrM4y14Dtqxo80ZZvn54Zp5eHFSo5wYU6Z70Mt02aqYeW77FmjsAUpJ4iKGSsUtGMGU1QN+5f0lEqjBYkozEOq/AkQQkf13WXV63Jty/KHAWWDf1mlGmnekVdUlPlNygVFHFuJyBKVAFbGw8x+sbUmNWJkPSHJ2YaDzCpI5ym+UX3qCOn1Ox1k3qWndSuMMZWhJ2bSG5dtd6vw/5AWQM41Vgf3hlTLWydq7XRYtF0v08A0B/SWq1yrplWTvFun18KtzhPx+AtYUO+sFpN74Fjn6wdlTnE1O0gCXfrBm6S1gCJEAW9y8DCmqMsggScpj5u7iqW1kEtQpk6bDUr9MgHfsZref8weZoVawc3yknJGlk93OthpXl4PyFy10/4AoD69olqzV50DhV9CzUuFCpZbKy/BvuTbJOd/aq1D29KrWzl1N2QISGGTszKvTcwCI9N6jIVpah8QMZupTYvDrKJS/h3qWD0p5pRRYzfSM3W2+XZVsJzftj8/VeLFf7ZxRbbPWFgQX6WV6u3qvK0ftj8sz1SzbwG6Wu8QNApTb2kT6luj01ojtGzdQTy7ZoVdi1FyTrF8hZbWq6a/2H8gSO7rZMlORQPsMtyhMVinrFLYxq3ZYeMSVLXJVkJd7L6358Fjcy2cSAE9czGyBl4sHEDKCzf2zE9UOMfpG3uDsxa5YnJHnpqoXXfmGwMnFsc3w3lVqWsFPLuOS5foEst0yAACt5BNPqL6TglfzwvOuPXWFx4AuTK205Of+aPtBtANbGH1+DPbRQCxztYG3dOk65Xc+22KA/YweqJHDUhlwzCFxgC5Pd+qH+YMTg5C82jSojzjo+sUgnt0v8TKXqDz5HM1i/2baHBp0+3BpEVHmLX6NaUTG2riprgy5ZrZmZExSJL9KkpDJdEo5qpdc3F/fpdwYUW7bvd4cU6AfD8vU865+eUapXzs5zCUfF2XotJ0uv5efq3bFFeq0g10D7TnmOS0Aah0s4X28VZ4tVZ3ZPyNPuCbm2Eg0KFlX7XlW2ff6DyaXaMynfxVirsvWz7Byrg6XBBGr1qX5utZrN4ajuHDlTjy/bYvWzNIEAbmx+lyWUKkAFoqhPv7OSuXq9RhCU0zzau1w7vMYSxFZ3ZZQbTB/KqBAbMEXd4gZGodMgAhcyahdFzD4BKYC9I9019CcJDncwTUWYwPnxfBqS5HXL1uL5l39hsHLdAdee7dNtfVVAiguYUijLZg+77HZqjmka4Tfz4Dcnro67n/8PxHyZaPJ/YXFqlYZ1GSZaf/rX9WfdBmBtoYN+cNqNb4GjGawMOF3ahzUnVG41fbi8iCX6HWemhlzJAYMdSTlk/PpgJZ5KItO8lJi1kLskXKWz4oY3aAbxWYPN0QxWJhlpHQeqID5PLFRenVhmqpWSG1zD4xJKrUHEnMwaTUwsE/W8TDAABWoOBfrdwQV6qyxb71Rm652yLL1bnqV3IrnaP69SHy0Zbc3y6eG7b1qxNXTA1UuyEmoTYFJm8xZZvhU52ju10CUjTS20NoX7ZriMYFStxVSnFpmr+J3ybL2en2WLl9NR6aVh+aaEUc+WNJQa0ZZRM7Vr2RbLBkYloq6trtQrh7k3nRaFgBP1iVKtNFcxUASWuIN9VQo46bIEiAEwQOXWEp28mCpgdbFVB1mXgexUMvtGxQJbym1QziQUmUvWallde8PZKVGNihupObMvOmyw0jgit/u5Fus2dVyXzFRtJWJ4YyglA5ysy2qTKa+Omf8TDqwkO1fTAAAgAElEQVQuA5z3UMpDQxHyEz7rOue5AKyNP74Ge2ihFjiawcqKMCPizrQkGyBKkoapVmth6DJeeUznGRJxmOH7q52w9ipF8xenVOmycJUmJJWq+ynpB63xO5rBymBIk4ihXUcqklSiisRiVdGBKQRgixVNKNampWs1N3OS5oZQLjGtJyknNaYHeleYWnyW5vlZuXqnLFvvV2XbijP7Z5fp4ytrrOGDJR2xpNuMEr0/Lk9kAb+ZnyXKbl7Pz9Y75Vl6L5pln/tgInWtuHpzTJm6xcvLXGy1lIXN3Xqqb+Rliezf5/oXW0yV+O0jfcpseTcU4rf+P3vXARbFtbYFEQELVhARkM7SFFQUsYC0pbdZmr2DJcYaNUaNvZuosSXG9G6qKUZN0VRjjTWJicbkJje93eTeIPu///N+M7MsCFiiibl3fZ5x2Clnzpw557zna+9nMGGLZmMlAxJBjhtBkxIrAZKq3pei8sX5SHdY4mKBIEjvX4Iq1cSPiPRaiOciVRsswVMAlixL4SopP+2wuuRK9S/rQJsumZdo39Uz4pAmkYT+lFZFHRxWKnZ+qmUZ8jUhpBg92/VG+dgpfwhY+V25iAxq09lCw8mFIUPEaGOltoVaFxJG0K5LRz3SeFJi1ZMncGzonsMjSRgRUoQI9242YP0fnddtr/0Xt8D1Cqxcabs1CwK5fKkC46qcjhq685LuDUzHJXq9UmIlqFJiZUgNmZduMhRLAD7jD3t36HtJOVEvFViZCYcSZF3SwLU6rsazhiPPT83BSpIIxlNSiqf6l6rgeT1HYnGwGkJDYKL6lFliDiWk4b0+6aLaJdE9babcPr+5FJ/PKsWnUwtFwqTEenZ0NuigdDKHoJqCA32ZxcaI4+mpQpJPqfVEVgoImiezUwRYmWOVNIYEXkrElHZPD8nEkaRUvBOXIRlxXozKE6DTpVIC6fqQYtyZMA47V24V5yNSCdLGynhS2kqp7n060oSXo/IkhpVqYUqkBFg6OPH8U+GK2I4pZfI8j/FebpRWCa68lkCrsjUVym/GqhJU2U7cKKGKXVeTVulIxPOkRaSdemZIscQE07ZPG2untjEoHzP5qgAruX6L/NKl/+qmDDFjaPHGBFa9v5NFi2pgXXtD04iMEYl1zcd0QwlK/TPg4uJTZx+1Sax/8eRre/x/bwtcr8BKsv1enn1AFS6lUq7MVW9gNUk3gZVOSzxHuxNp5yh5UB1MZx16bvIcg+u5uvduGXZRaZVgeKnA6uTshWC3aLRtFlSvVHAtAJZJzvt4JaAoMAf9GXJDYCUhvH8O7rplLdbEjcadBlUN/HCESTLRHIg34kROKj6kJ+/ANHxM797R2cKW9I85A8Rb99PxeRKDemZktvD9Ulql6pcgTHpCsicRZPn7aJpRAPOYkeeM+KA4XU0DV5QiITmS1LwsC6f6q/zCr8dk4dlOBRLKozsLcU8wuy2k2OIVfG+o6kxEcON5AiMBlKnqqAoWJyUNIPlbbKyaREtqQtqRqRamdEqpl3G5lGZZhq4KFmk1vEioA9lnKBnzWoIqJVY+mxIqNSC0eRJYKRnzb5oXVC2JmsDA0LoLysv/uMQq/cSxHbq16yFkFHSeIqjSq53OS4zBZqgYY1qpCiY5yojgAsu4oJ2V6mGOEY4NStXTQ4oQ3KazDVj/e6dv25tdry1wvQIrnYxGBuSJ+othNXRU4uShh9pw5c4JjvYkhkAs1WIPySrECYVSLr0lya1q7JiCZs4+VxVYCfzBbbsgzy9dJOv6PI2vBbi6NQ9Ghl+axLPqNrYRQSrz0h1xo3GXQY3l3Nk1RwCVYErbJ7PJ0OFIt4F+Sn7fSSbh/GUqt7PjcgRsyQEsjkjFqSKpHu5nxIdKCsiiRBUvs9sQrI+mpuK9Xuk4lJqG08UEYlVNfHqgSn34Zhy9f3OxMzpPbJaUQumcRNAUqZWqVkMRHtRUwbRnkkyfQEcpk0BJ8CQtIZ2L6MVLFbBKtq96/j4ZbhJJlNfS9koQpe2W1/Na2mRpUyWAUprlMYLlbYZSId/nswikPMa/aU/lRlvnhnCVN5jSKhdttFuzvQls3Hu7hl0ViZV9hOpg/1adMDHYJFIr+zTBlbZdgjydmgjsKniqydCHajHMVAPrPgj6eUqtqR3i64zZtkms1+usbKvX374FrkdgpTdjt3axYifi6psMSwRSne1mOFfqZF0KMmFCkEq4r6fgYgotSrATg4sFdDn5RbbrDtprLwXgLlViZVlUBff17IuhAdno6hYDR6ssOZfyrCu9hhOwo5MnenrFo0TLWsPJdEyQggfnrMdtPUcJsNJ7luEydDSi7fTcxDzJPkMifDoinR2tAq1koJlRLOnczk3KF5D9bGqh5FU9PdAo9lh6ANPrl+pgbkdSjCLFUs17ODEVx7JUj2AyK7H8D0vSsa9vuthFGVZDqZGgRnAjgNExiTGqlFjpFXxn/FhRBT8YViigSNBlaIzKlKRKqzrxPkGTqmDGsjKOlcBL+yrJH/gMqnsJqgRTNT2cSrZPwOVGukSGZdG+SvUw68N8rPxNU8IGAVdV9UsplscosTIGmP2Q/ZEmiSzfdDR39kWZqIIvk9KwlthSmj+4oCRhBElNGMfKfk0bK0GebFk0eVALoy8q9b/VcJsqCZb9gU59wwNy0aqJH+wcLnRisgHr3376tr3A9doC1xuwcnJxdfHDkIBskURFvRVUIPGqjB3khKarhWlnosTKSYhqOpV2Ts1GQqePiSHFGBCYi/Yta6cvrA3YLgdYCXC8PtMrAaPFC7Nue1Ztz/ojx7j4MLh3AZOdk4WHDi1Tgwvx0Jz1WNVzNLaEFkpc6sHENLF3kg3pk+FZ+GRUjqoKJv3gqCyJLyURPh2PJEaV2WhuyMNZsibR1lqejdOlRrG3MqE5Q2V0UD2RrdpZT2Sk4ngWgTpLMtt8qBixPyEdL3XKA52l6AlM4COoEch056B7hPGoCOsMVTZWAiJBl+BIMOb2cuc88eyllEtQJZBSNUxJVSeIoFRM719dVczn0EmJ1z6q8QrToemB8CKx3VIyZXkEVKqDdRvrejp8adltKMXqx3n9MkOJtDNtq+yLfb3jYWfvpkmsfxxY2R+4WOvp2Veco6j+JUE/pVaaN+YJsJZIph1qcTgW9PAfEvRzrHBsULNDoB0VpMjitEu72Fq1NTZgvV5nZVu9/vYtcP0BaztEu8eIly8nDt1uRGcRggdX4rqqi6ovAiv5VDkJUrpYF1qMV+JzsCc+WwgjMjumXZLTkg5ylwOsvIfg6uTkCffmQXWq3PSyr+Zed+7K8csQBqYJwSaJs3x8znqsixuNJzrliR1U0rQNMEpWGYLs23GZeD/NKHGnElYzPldUvmfLdDVxGs6W56h8vgK4ecKixBAZkjq80ysd7ycZxQGKjk1UDR9NNeKIkQT7aeJpfDIrFW/EZor6lwxItHcSVAlOKmhqxPqh6u/bDcV4qN8Y7FyxVQCVal5KqwRNkue/2DlfAFJ3WKIz0nahNCwU1S9Bm8f4DNpkCcoEVO5pY9UJIWh7FXVvqCrNEjTp8EbpleBKUKXKlX/fKUkA1BRylJ55HxPBE8gotbLfRbh3RQO7NigfS+elqwOs7CPMulQepIgKmFIqvdoJrqSfJElKWUjVOGA9KL2SDISgKuAaVCDAz+MzQ0pEo9LMxe8CjY0NWP/207ftBa7XFrjegNXF2UdUYeQEHhyoejpygqCjEoGWoEr1rqzIuWIPKRRAoZSxNbQIe5IL8MXSMnxQZsLi0CJ0k2wfl6YG5qR2ucCqgyUBVv/7z9jzefQi7eedJBIKU4ytMpTgmdnr8XDcCLzZK0MkTUqRzHn6kSkFx7NTBRhpL6VaV5VUFcmLSiKHD4rUNG+nS7mn6lcNpTmRbRSVMj2LDycZJfSGXr8nMlPxvlFTBacbVW/gghQcTU/Fm92zRFIl2xFtn5Qk79Ay1lBiJciKsxClQkMRtvUrx65Vd4tES3CkGpvgSDsrNwIts9IQRPmbIEsnJP0YwZtqZkq8dJJivCuvpT2V5fF6SrEESR7jnloOqnlZFy7M6DBEL2GqfWkHZriNsDGJtKraN7nAo/p1VHABPF1DrwmwUh1c6J+NWSEl4rxELmeGkxFgaW+dZiiS5BNDNTMJpVchidB+y3gJKpRj5RqlZUSbLhdIrTZgvV5nZVu9/vYtcH0BqwdC2kRhQogJ5UEmyTXKFTgnDm60q3ICoaRKoKUES3sqJdb1hhK83DMPny8Ziy9XjcPHo/OxKDQfHVqGXjCh1Ad8Vwqs9ZV5rc6RVKC3V4J4gXLSXWMowYtz7sCelAE4npUidlVRAQ9Ox+n+qofviSwjjmekSHzqx0PShY7wE9pci1NxzKimd2OKt2PpyWI7JXAydpWp4xjLyhAbAipzq57MN0r4DoGarEp0biIv8MGENOzqkiOARsmPEiNJ7gmkBCtuBDNKhqLeDS3EY/3KsXPl3SJhkpLQ2hGJdlMCK8OGqBrWwZYSKs9xT0mYzyGQE1Qp7dI++4QWesNrVIcmnftXTdEmgKrFqVoDKutI8GX9KdGSFpPgRm/byYYilPhno3WzADSwa33VJVbaz7t79hFHKZo5mOqPIWOUXnVzh+6sxDHAjb8FXDV/BErVHDtDAwsww1CCLB81TaJ1X7QB699++ra9wPXaAtcLsIq90skbhR2NYl9iAmehawtWs3cQWCmtMl6PDk2UXnmMqdBULtwSHB40AF+snYgj2dk4lpuJGUEZqE0FZj251Pz7SoH1YvRxNZ9zNX4zlrZb+15iS1tqKMFGQxF2zV2LUyOKJEWb5EadkIczwzIkXpWASVIIgt/RNAKmGnqjevKmSzzq8cwUCZ85nGjE0RQ1zIYq34+K1ATlJ7JIZZgiNlemlHu3VzqOitRqFFsunZn2dM8Snl6dmpAqWQIpuXcZt0owo2RI0CIg3h9aiKf6lWEH41jDC7GjM3OnqsBIdibaSgmMurMSgZX2Ukqe/JvnVImWDEsqfzDtrQRXlkfVMgGY0iw31oMgTw9l7lWpVVUB307vYO2cbl6gGphkDVzEUWKlOrY4gMAaeE2A1d6RZBFRGBFUIP4D9HJn+NhsA8lOijElWM1HTMmUG+vEMaGDLccFgZVAyzFEezDjwRkXThOC3vdswHq9zsq2ev3tW+D6AVZ3eLkaMEkcMkwS+E4Q5UbHDHpiqrRtVSphquQ42c0IKcEdnQpxZtZofDKpvzjMHM7OwLCOybUmM9cnltr2VwKsBFVKj7WVdy2P8bmdPWIxPtgkas0HwxS8sfB2nJs7XKRVhth8OjZX0rSdLcvBx6VGSe3GsBjmWGU8KjeVnjBHqAsZpyo2VM2OeiTJiJN5TBFHT+J0HM9UAfm9vulC+vBu7wycyOE16fh4oEo+8XJ0Hh4IKxQ1KgkbKCkyVIShNARYhrJQUiUgEnwfDlXwcvJIvLbqbpE4CYZUA1OVSxWv7rBEEFWz2qhk+gRXAiZtp1QdE5B5jX4vAZ0qaD6HgEpHJT6fkinBkyQMBHieo3RKmyslVXof07RAYN0YquaCXWIoEQBjHyRQZfulCQvWtbCxEvzcm4egyD9L7LpkD2P4GIlQ6JDEsUAQZT0ord6oEUdwrIiUqplKeA3NJty4AI3z7F1Ne2MD1r/99G17geu1Ba4XYKX6K9Grn+a0RCcMNd8kV9ycLFSAVZ0yuBqnxMqVOvOMTgsuxr3di/D5rUNxJCdH+HAP5qTD6NnrssGuJrBar/CvJUheadmd3GMknyrTwL0YlYODK1fhzKyhODsiXXh8z01S8Nk0E86UZ4Mq3zMjMlXpVUnFO73T8WaPLOyPT8exdCOOpan0hcK2lKaqdMnUJInNB1CFrHr/HjUaRdW7m/SIiUZRIzNulerkAwlpeCrSZAEqgiJBVA9vIagSYClhPhZBu2chng3Px4tJo/DmbXfi0QgFWzWiB9pE79XSx1HNS4J9gi2Bk/GqVPlS1cs4VXoJU4VMEOU1LJ8gyvvuDysUUBUvYCHYV8NqWCc6L4lDkybJEnCpotZpDHWJ9uaQYlnYEawoJUZ79BTe6csBVnr8tm0edNHQL/a5ls0CJJyHnu1UQdNJiSA6XDLZ0OdA/c26MOyMY4IsTNxIb8hreW6EphKeElKMkf45shjQ+5oNWK/XWdlWr799C1wPwEo1sHvzYEwOVmSFrk8SlA70VTjVWtxI+sCVOm2s9NCcaijCopBivJ5swmczB+CNuGy8n5qJXQlp8GsVUW2Frk8oNfcNrdLIWQMr41JbNPH7U719a9btYr/D3LtJAu7bDf3xavdsHF2/CqfHl+DDgmSJVaXE+tm0QgmdIZMSc6QKKX5mqkj2L3bOw96YLLwblw6miiN4MnMNbamHk43Y1ztDjtGhSQfPg/3SxFuX2WkIygRegjEZmJh6jipaUgDS8YfgpseLEmQpNdLJiIDKPaVMAuvT/cqw97a78LAWHkNVLqkNeS89ful8RMlUT/3GTDaUUhm7SqpD/bi+p4qZYTZ8JsGR4EnJlFIpE7kTPPl81o/ndQDldZRoKblSWqXUykXLVI1Wk9JfaUAO2jYPlL51qcBKsGzi4oPo9nFwdvKut1/y2uYuvkjsmCzmDtpXRTNjUKk7bzYwy43OwESw1VmXmPFJsYTa8DjVwlyYEpjJYhbhFmNZbNqA9W8/fdte4HptgfqA9ZdffoG+/fjjj/jpp5+q/eaxn3/++YJj+rXffPMNfP3VkIR6AcLRA33a98bSUDXfJQGVK289XpUewFyFE1hpS1JX62RcKpaQmnsjivDRuBKcnToIe2OzcFLJxLzOWXBy9LZMInU9v5Fje1Hj6uBqDazMDkLWpi7telxS4ui6nnHNjpMCzyNOiOEJBG/3zsDRjavw8YQS8QJWKQmNwrZEHl8heSikhGnEqQIjXumWIw4+DKN5q0emSK8H4tNwKDFN6AqpBqYXMJmWPh2nJjInKDPkhipXhsEQeHkNY1tf656tqV2LJO0aQYoqVYIXE44T5HR7KUGO9lPGn26PyMULSaPwiuYVTNsoy6c0SYAkUFMlTEmUDknixBSpCKDqUixVwpRYRX0cpnIEU6KlBzLbRlUFF4k9lbSFBGxuJNnnnnWlBEsgZco4Plu3sTJfrZAtBBZgSHA+enj2tiy2qgNrWzR2qptDmn2NMdrcX6xPULqN8ogV5jCmRKR2hpIrc8KqXNglApZMQMGFJscIxwvHDjfdg57AqnIKF+BmQwmUjikWs4UNWK/XWdlWr799C9QFrN999x3ef/99vPfeezh16hR++OEHfPnllzhw4ACOHDmCb7/9FgTQs2fPyjUnT57E999/L8cuB1gprXJ1Psw/C3MNpSKRcqVNEFVtRKrqjVIsf3PjRMIVOLPXkEv12R4KvtwwHR+NH4i34jJxrCAdxo49YWclidY3kVk7HlkDK+sW0KoTiv2zYXDrWq+UUV/51+oc693Ts49wyz4aYZLQl6MbVuL0DSXCqkRApOT5UZFR1L/MqSo8weIFrAIh40RfZ47WXumS/WZ/nzRwO9QvTQj2P1BSJCzn7NhcSWpOCkMuXh4PL8Turjk4lGCU5OjMr/p8J6pgFTwUrkqCBFTaLqmCpd1UjSlVAZJASKmUYPh8ZC52p47AzlVbRW1LAKa0KPbXcDWt2/NR+SJhEyypBia4UlrdLlsBKMHyN1XArJuQRYQXCjCLlCo21mJR8RLsSU7B43RgItASRHmcf7Pe3KgW5p4cvQQrmifIzezTMsICjFXAGgZnRy/JPOTdMtxyvua3v1TTAvued6twFAXkim2V/MDTgoskJIhhQWRjot10vAasXHhy3NDBj2NHj2nlb2bBYZpBejQzCbqHODHZ0sb97Sdv2wtcvy1QF7CeO3cO999/Px555BEsWbIE+/btw+bNm7F+/XqsWLECL730Ev75z39i9erVuPvuu7F8+XIBXEqw1sDq5ROFBg1aSLwfJ6HatgDXMNwcZMKUQAVD/fMwLCBP9kMD8jDIPxcjAvIwKiAfIwPyMTwgH6MD8jEuQMGEAAUzAk14NceE77atwEfDmLIsDTsLCuHp5Ccem7U9r75jjk4eWL78NjRp5qPeb98WHk2D4e1KAoC2tda/vvKu5Tl7+3ZI8eyHlcFFeC4yF6dyknBs80p8VF6IM4NTcSo7CceSk3A0KUn+/iAvEaeLU/CRKRkfKQynScHbsUa8GZOOQ/HJeK+nEe/1TMXBPik4mpys3ZMkHMAf5ifhSEIK9selYk/XDDwXnofdUdl4JzYNr0Zn4anwPNxvMOHZ8Dw8EpovsankK77XUIh7DIV4OLQADxkUPBOeh+cjcrE9PBfPhefiQYMJz0dkY3fyMOxcsQX3hpiwIaQI9xhMeEzuMWFbWAFeicoSyfbpsHxwYxl81lNh+XKcv7dp1z8eWiDHWMbq4CLcEVyIuwxFQvN4Z0ghtoQUYnMI62XC3YZCbAopxIaQQmzkOUMheA3rLokMgoswOVDBEP9cDA8ogNErGU2c2De0vtygBUaXTURrtxA0aeSNyLbd4OLoXXVev+4K9qRLTPcxYkxAAcYHKpgeZMLa4EKsCy7CWsZvBxXKGCjTxgXHBsfPQL9cDPbPxSC/XPnNccPjHENzgovQp11vtS83aIb0zGL0jEtHA7tWaGDXFg0auOL2NZtFE8VxbL1RY1VZWXnJk9mZM2fQoEGDsw34H3/Y/tla4H+lBeoCVkqflFKpCt60aRPuu+8+jBs3Dl999ZUA6LJly0RSvfXWW/Gvf/0LTz31FJ544gm5vgpYv0Wf+Bz4+ndBQFBM7VtwD5TGlWBp4jjMTCjHpIQyTO1XjqkJZZjGfT91Py2hDNP7lct2c8IYzEkciwWJY3F74jjsmzUDXzy7AcfGDMfHM0bgoTFj0Sm0N/zremY9x0PD4rB+w12I7NQX/oHd1DoHxyAwuEft9a+nrDrf+SrdE2KIxcCe/bEpcTyeSSnDibLBOPbYFny08EZ8OH4Q3h80EAeKBuFA4WAcHzEQx0cNwMnRA3GybCBOlg/EqTEDcHDAILySPlKuezd/CLgdHTZIrvtg/CAcHjgQB0sHyfm3codib9ZwvJg6Ci+kjMautJF4O3cYtqeMxobEcbg7aRy2JZbjueQyPJo0BvcnjsODiePwRFI5tieX4bmkMuxIGYWXU9XtscQxeDRxDHaljMDOAdPwyoaH5Nqnk8Zge/JoecZTSWOw0zgKu9JG4JnkMeC5F1NH44XkUdhlHIlnksqxI3UUdqaOkr+fTCyXMp5NKsM9ieOwMXE87koaj82J43F/klqfR5LG4pFEdbsncTzuY90Tx0tdH04cJ/Xmb97H/jW33xjpl5MTypDXw4RgQ6ylL/j5d8GMm+chpkeK9JdgA/tJd8v5P9IHwkLjMKDPIBkHy63qxbptSRyPjUnjsThxHGb3G4MZ2lhhHScmlIH7KdrY4Xi5qV+5/OaYubHvcISH94aXT2cMGzEepqJhWl/vDl+/aNxz78M2YP1fAQDbe16bFqgLWAmOlD737t2L2bNnY9euXZg0aRKoIv7oo4+wePFivPzyy1i5ciV+/fVX+ZsSLle1+iqX106efAsGDirH4KFja93GlU3B5knLsXHyCqyZuBxrJy7HmonLsHYS/14mf6+ftALreG7SMqyftBybJq3A1skr8djkVXhp2nKcfHQrTj2+Be/MWozDyxZj7Q2zMWToWNnqem5tx3nPsOE34NHHtmHU6BsxeMiYWutc271/xTHW9+axs/HE5FXYPW0Zjq5ciCPbn8Dxe9bg2JqFOLxoAfbPW4i905dg3+xFeHf2QrwxYzEOLpyPI8sW4PjqBTi4cAHembUI++cuxMH5C3B44Xwcv2MRTm5eiqMrFuDQwvl4b85CvD1jMfZOX4xdU5Zj99Rl2DN9Cd6dtQh7ZizBg5NXYdPklXho8io8N3klnp+yAk9OXoUXpqzAi7Itx6vTluLNGYvlvjdmLMHuqcvx0pTleHnKcrw2dQl2zluPd554BnumL5Z7dk9bjlemLpNnvTptGV6btkyevXPKcuyayjosx8tTl+O1m5ZixxSWvww7py7Hi1NWYoeUvQLbJq/CE5NXS12en7JS6sP6bZ+8Cs9OXiXHn568Cs9MXomntD3rzd+8j/ffL++2AhsnrcDyiYtQPmqypU+w/dm312/cgrHjpmLQYLW/8PjV6A9Dho3D9HG3YMPEFXhh5gocu20Rdt+0HNsmrZb6Pjp5tYyDTZNXYP3k5digjROOFRlLk5Zh3cRluEPG1TLcznE1cTm2Tl6FWWNno/+A0ViyZDXmzF0sfV3eZ2AZXnppV7VxrI9nm8R6beZgW6n/hS1QF7ByEB06dAiUSGlT/fTTT1FeXi52Vv62llgJwE8//XQtEus3EFWwXUtVzURVU40tqm0MZgQVYnRgAQYH5GFIQJ7sqcYa5J+H/n45GBaQjxEBBaIGLgsowLgAE2YFFWJtcBG2x+Tjq60LcO7Wcrwba8QRJRNG9x6aKu7C59V8fs3fjZ3bW6mCqe67/DL+zHsiWnfBquAibAsvwPtJyTi0aiVOjy/GxyXJ+CAnCYcTUvB2dyMO9U3B/t6p2NMtA0f6peBoSjI+KFDVwe/FpeLt7mk4kZGEj0tScG5cDs4MT8eHuYk4mpIkqmGqfKmOfSEyFy9F5ko5++NSsL1zLubS/hdkwrzgImwKocq1SNSoj4QWiHr4ybB87OmaiT1d0/Fal0xRHVOVTLUwy3s+PAfPJYzEm6vvxM7OWaL6VdW9eXgxUlX5PhOeL8e5Z3nPR+ThhYhcOb+jUw5eiszBo6EFeNigYFuYImredSHFWBNSjA2GQjxgUOTcPYYiUf+uDSmWdtscUiTqX6qfWW+qhe8IKcL6kCJRuc4MMqE8oACjAgqQ4pWMxo6eNfpWS4wum4Q27oYqdZE0J70AACAASURBVOpV7DP+LSIxxk/BU93zca4sC3vjMrEhWK0f+/+CoCJMCjTJ2KDpZGRAgYwl/s3xRPUw687xVOKfgwF+uZgeVIRszwTQeSk9qxhxvagKbq2pglvYVMH/hfO87ZX+5BaoDVgJqnRKGjVqFObOnYtt27bh2LFjohJes2YNli5dih07dgjIrlq1So7zGAGXqmOucFnGN1/X7xXM8IOBvhni7ajGquZbnC/4m57BQ4O1HKyaZzCdNOghOdtQjE2GIuwxluKHV+/Dx1OHYV9cOl5PMyKodadqDDM1HUjq+607LzVvUXuqrfru/dPPObaDwa0LFmj0e7u7ZGPf0lU4PsCEk5lJoOMRCfcZSkP+Xnr0nsyjp2+aZKmhoxfjVPf1JtlDOk7lGsX790x5rsSkSjxregqEhSldZVl6Oy4Db8Rmgc5Kb/fMEKekuaFqRiGSQNCblhudle4LJ3dvkYTLMKSH3sfMy7qrSy52dM4Tj+AdUXl4OrwAO5JH4vXVW8Df2zup1IW7o3OwI0r19H2uk5odh3Gq/Ht3l1y5jtcygw69gUkGQacohtHQs5ehPXSeYtwrk6DTiYqOTfQ0viOsFGs1T+C7tJAcXk/vYAm9CSsRL/WphmKUhSgYFJSPSI8a6Qcd6QCkkvC3a3/1SPj1fkRHp3bNQzA0IB8vxBTgdHEaDhrTxYuZzlb0ZmZc8BwtOYAes0oHP3oDW3vWM2xNQtcCCyR0Z0xQPpo29EJWTil698lEA3s3MMcwAXbtujttquA/eR62Pe6/sAUIgtYbJdCvv/4a+/fvFy/ggwcP4h//+IfYV/n30aNHxQOY11GS5XUffPCBBVBZFs/Rc7iucBtOGj4twjCDJA+MEdRCBTg5qB6YCgZKEmd1kuBEwYB3bpNDiiXbB/N4Higcip/2PISTpYU4lJiBx7umo1WzCzN56JPVxfZOLl5YuXItmv0NgJWeox1bhcvCZHNoKXZE5+LwylU4XlyIU+lJOJZqxL4+GdjTLUfYlMi4dHZEBj40GXEoIQ1vEiBjsnA4IR2Hk9LxTm8S9mfig9xUfKSk4nSxEaeLjDiRnopTWak4mmzEqexU7Oubid3RueIV/FB4MRaHlgqXLkFpY1ipeK4+GK6C1LbIQjzfuQBvx2bhlS55eLFTAXZF54lX76sE2KgCPBNeIF7Be2+7G89GMrl5IV7vmiNA/HwnRe5hWA2TnfP8K11yJY72SQnBUSQWlixMT5NwIpwxqqUCqI+EkyCiUECVIHRXWKn8vSmsFBtCSwVECbDrw0oFhPV41w1hpVgV2h8zDSUSL83wrv4BuWjvarjAM5zAOmbslKua3Ubvo3YObpKfdbB/NnZ0zREO5hN56XiskyKASq9mei0zT+wUnZg/kCFpVYQRpEVk7DfD1IZoZCv8zdCdENdIZOb0rwLWRlwotMaa/2Vg5cRFh5IHHnjAttna4Ir7AO2i9Patud15553YunWrZbvrrrugH6MXsH49j/O6LVu2WI7xHK/dsGED2rr7okGDZrBr6HrBFuAaAKV9TyR7dEe8Rwz6tuumbh7qvne7roj36IZ+Ht3RzyMGibLvDqNHD+S3j8XAdt0xLyYeGycPxvyIrlgY3QVDvKPRyKHVBc+q7fm1HWvk2AqlpYPg7OIGO/vmV1xObWVfi2POTm6Id++KwR49MdWnKxaU9sfSXt2xPDoMC0MjMTegE+YGdMbi8Eis7NkJq/t2wtKoSMwP7oQlERFYaIjEIl4X3BnTO3bBip7qtcu6RuC25C5Y3S9K7l3A68IjsSw6ArcGdsZM32jc7BeFsZ49MLB9LEzte2KwRywGte+JEe1jMax9LIa3j8U0n66Y5t1Vyp7qFSN/T/Pqimle3XCLXzQme3XDhPbdcHNkPGYNGIkbPGMw0SsGs/2i5B7eO6lDN9zg2R0TPGOg38u/eXyyV4xsN3rGYJxnd4zwjMVQz1iUt++Ocs9Y+c16DNW2we1jMYSbZywGs87yuydG8j7t3GBPvk8sUj26o69HN+mbUW0i4eTY9oL+wL6dlJQO1xZUEdfsL63qDLvRwbO+PRefzi4+KPZLxdu903GwXzpOD8rC9u65EnMrzFFaHmISWFCbQ9J9kkRwo4TKEJxymlqC1djwAQF58jd5h9PaxSM3ZyB66RKrDVghDiQNGjSgO7Nts7WBrQ/Y+oCtD1xvfcDeCfaXGEtdF8CS6jPLOwH7EtNwKJl8zBmSb3htKDUDJZI/lunvZoWoJBLU9uipFRnPqvIKqxLsiCATBgblYXBQvmTLGemTjoHFZTZgtdZCnj59WgZSUr8WuGdLFLbeFYWt3Ns2WxvY+oCtD9j6wF/TB+6KwoL5wWjc2A4NrgKwEnB7uvfAW4mZ2J+aiePZRrxpzBFAZRIBMkeR1ILZdyaHFKkkEcK+VCD+CWJWCSwQLmGaUei7wI2sZTP98zB7yEzE9clQbaw2iRXQgXX8GG/ArNg2WxvY+oCtD9j6wHXQB04eS0bTJlcHWKkO9m8Rjqd75uGIMR2H0zNwvCgbWyKKxZZNzmM6aC0PLRVgpS8CpVTSGJYE5lqAlHZXEvNTiuU5OgDODzRh4/D56GkD1iqZVQfWsWUasP5eANg2WxvY+oCtD9j6wF/aB44dSUKTqwSslFibNfbDmtg8fFyagYMpWTgzMhtPd1EdmMiDTMesdWGlmBFSLOB5Q0ihOCqRylAFWFX9y9RzozXQpdQ62b8A94yYj97x2bCzV/O0/s87L10xsJ6vR7rVB2SF1TX6setp/58Cq5W5SfvbBPDdrqd6XmldrN+vtjKsv09dK3SWUfPemuXq99Z2bc17a/7W7v2/2u6t+Zya99b3u7KevqfXl+9fXxlXcs56XFzJ/Re751qXf7HnW5/X29H62NX6Wy+7tn5xtZ5xpeXofeta9B+rOl1tYHVo5IVxnZNxdmA6DiVn4NyUIuxJyMN6gxoaJGnuQpkEnXlb1VSKVAHr0mn/wDwJvRklTkyUWlXHptG+ubh7xAKkpxbZgFWXWa8IWCsV/PNcBspHeWH0CHUbNcILE8b64L67o/GfX/KACgW//ZyL6VP8sO+NeBW0rDrNVZ/QrqTs8wpefbk3UpJao3WrRggOcsHIYV4490ma1P+6qOOVvJd+j1nBazt7Y/bMIJj1Y1b7H77JxtRJfigb6YWyEdW3YYPa4/XdfWr/bmYFo4Z7Y/9bCbIIueeuKCxfHAqYTfKcX3/Oxf9ZPce6Hc//lo9ff8pVAe28ggfu6YIFc0PqfM7GdZF46L6utZ+v4xnse2dPp2HU8A5g3cTEoV9bqeDogURMGOeDn77LuSRg/f3XfPz+W/4lXfvdP7MweIAnThxJviZ96MdvsmXcfXA85ZLqc/7f+fj3v/Iu6Vrr73Sxv/kdb5rsj22Pdq/evno7/5G9WcGTj3bH/Vujr37ZtdWrQgH7bOW/a//G7Mv/+ilXHUMVCj4+mYrBAzvgN/bjawiuVxtY7Rw9kNuxB45npOPdPhn4bPoAHMjOxSamtdMyCDFUaE6ImoWHic+pDqZUOkTLa6zHsaqZohQMCMxDf58s3D58HspyxqBRIw8tDd7/eLjNFQGrWcHxQ8lo0MBeJpEJ43xxw1hfDB3UAY0a2SEu1hU/f5eDH77NRps29rjnrqs8QC7WmS92/vcC/F+Fgok3MITDDgP7e+C+rdHivJWc2BrOzvY4djjpwkF9CeVebEK6qucvVh+zgo13RKJTZFNU1jKhfP5pOlxc7NG3d0sMGdQBA/t7WrYikwd2vtjrwjZgOWZFvvPjD3UDKhXMvjlQ+gGPH3inH6I6u9QOWucVbNkchc6RTvidk71Zwbhyb8R0cxVQvqBtzCZMHO+LRfMNF9ajvnc/r+DdN+Pl2/L7HjucXHW/WcHTj3eHo6M9vvgs40LAqVmuWcHMmwIx+Ua/qjKs27LG9QR0PnPXS3HqpFvj/AXvaF1WbX/XuP8fn2ZI+bt39Lr4pG5W8OC9XZGX01a+U7Vn1yi32rlLqMd//pWHAH9HTJ8WqLbL5ZZX8xnW95sVTJrgh0H9PWpv85r3Wv+2Lsf6eF1/VyiyCOQYeeWlXrVqqz48kYrQ0MbYx4VkpYK39/RFgwYN8dO3Oer19T2zvnN11Uk7fvWBtR1i20TjHWOuZCE6O3UwTpUVS05bZufZEKrmlJ1vKMGE4CJxVKK0SlAtDsgVcgv+JtAScIcHFmBAYD5KfbKwbPitWFg4FW6WjDc2YBWv4MuysZoVnDxCYG2Irz7LVDu/pro5fpjH7fDy83H4+YcctPdoKFKJRWo4r+D8fwpQ8Vs+zBUFF0wO5vMKKn7NV8/XVMlWKLJq5HmuxP+P91t3zgpFAITnBUjq6tQcHK9zcNhhyyZNouGzRMVjQkZaGwQFOldN9lq5//4pV+ou12nPZR3+j/ey3r/lq+f1emv3oUY9+d7y7tZ11//mO1YU1N4GFQWo1NqM7yfvWbMN9Tbg6tus4K5NndE1ulmtwPqPcxlwdrLHju1x1b6hfCtdFafXS/tu/HY837y5vUgVojbXrzUr2P92PzRtao9v/pl14SRlVnDbqgjxdGTdWc6N4zuid6+W0tYV7Be/5uP/+B305+pl679Zj3/n1/7u+jUVCt57O0G+b+vWDRHg71wFLGYFzz0VK3X88nMrYNX6HbUt1b5NpYLRI7wxZKCn2h/0PlVHP/704zQ0bGiHV3f2knJ+/yXP8s0s76R9Yz6rgv1Y7y96/bnw0/oTpWWpj/bcL86pwPrqrt4W4Ob5Wvu7mQuZaHTroi2stDJYNuvFxQ3Hm6VeVs+3HLOu629VY+4/v+bDENwYs28Olu8ofZ99rmZ55y8yJtnXf8sXLZfet9kvpk32x/ChHdR+yXqxvbW9pW7W9WW/ryiAZYxa16NSHVPW9/G9pd3ZJmYTWrZ0xM4X4i78FhUKThxNgb19A7z5el+pz7tvxMPBoaEID3ymtGONMU5JVsZxzTnBus4X+fuqA6uDG8JcI/CaUixMWacnDcdnSybg+ag8cVzaRBtraAkWhpZgWkgxbghWCSFIukLGKNpZCaoDZZ8vnsM8XuKTicXD5uCOopno3q6nhXnpf5og4kolVh1Yz35oVDs/J1ytkzZqZI8H74nGLz/mVgNWSok3Tw+Aj3cjtHN3RHJiS5kAZTBWKvjwRAqSE1vB18cJfr5O6BffAkcPaZJjhYKD+/qhV2wz+HZ0hm9HR4wf66NKPuygZpOojsJCneDh7ihS06MPdKsamNad2KygSPEQwOF91gOO73DsUBIWzA1WVdpmBY8+1A0hwU5wd3OUVTolKB3Yb5kRiLm3BIlKtaOPE/z9HLF0ESUsk7RHr57N8fQTVeoyqmRHD++AubOCLqwb1ZSHkpDQtyXUspyRmtwKXDFzsvnHmXT5TTVZeJgzWrdsBJZ/nGpHze7z9BM95N09PRyRk+2G+XODEdO1ed3A6myPF57pqdZFBzF9zzY7r4DSyajhXvD2aoRAf0dsWBuJ1q01YK1UsGheCMaXdxTVMN+fk5CfryPeoQlAn+DMCl54JhatWjWEnV0DdIlqKuA4aYIv4nu3wpxZQVI+23jYEC+YNQCfNT0Qq5eHq/U7r8h1gQFO0j5do5tAAIb1tf6+VsBK0wQXUMuWhFraqBqwVqgLohvH+8LTsxHaezRGTNemEInQbMLYso4Cwi1c7UXyo/qP33DhAgMCAxylT/Tp5YrXX+kj5evAumShAZ0jm6BtW0fEdG2CnS9qi5fzCqjG5Xd1a+sIfqeSwnb4+otMC/hT2zN0kCfc2jrIOEno20L6PvtANWClSebzTCT3ayF9UNpMb4dKBRvWdYK7e0M4O9khItxZrv3uqywUKe3g7q4+OyWpFU68byXR6/dzX6GA75OV0QZtWjvCzU2tK00I7BME1nHlvjDlu0s9O/o0xtJFNAlo38Osqvo7R7rI+chIFzxopdZnO1JrxLmA7cS+vO9N1WxUDVjNClYtC0NKYkt8w3bS+5ReV7Mi7cv+wP7Dekyb5KeqdrmQejIWpUUelvZl/ebPCcaSBQb8+mMu4vu4ymKonbs95lubJc4r+PnbHISHu4jw0cHTQbQ4h/cnoomLPbbeGQ1DsJO0Ta9YV5w+lao+o1LVmLBctjMl+zm3BNWpaq7Wd/V3+r0AVx1YG7nD4BqBvUOH4UBiFo6Vj8C3j63AG/FZQhlJ9iUySC0zkN6wBNOCVScm2lmpAh6kOTEN0NTCzG08jKDbMQfLh8/FHUU3o7CjEU7OTHdnk1ivgsRKxx91u29rF5nIDr7bT9SB1hLrvNnBaNvWAYfeS5SJhAOyvYcDfvo+R1atQYGNYUxuBQ7c77/KQqaxNXw7NlY7q1lBeJgLliwMFamQKje3to2wanmYDORnnugh73Hv1mh8/1U2liwKld87XoirdSC2bmUvk7RlErDq0LJA4OA1q0DHifnuzVFiU3llR2/Y2dnhjtsjpV79iz3kOdOm+Eu9n9nWAw4ODXD7KoKBCcOHeiExoZU62VSoA5UqdKpMaz7737/koaOPI/Jz3UTN9O0/s2RxwfdmWZ+cMsqz2rZphEP7EsUWHB7qgqR+LN8koMy6Tpnoh6//kYkVS8PkW/Tt3aJOYG3SxB7r13bCRydTxS5I2yC3D4+nqnZSs4L8HHe0btUQe17pg09OpQooNmzYQFSqBPTBA9qjT68WUodnt8WKevnk0WR1YWLVrv/+OQ9zbwmGo6Mdzn5klPabPtVf3qlQaYev/pGJF5/rCQcHO6y9LULK47PHjPaRtqJak9Ig68cJccUSfmM7fPNFDenYCljfeydBgJnqfbGp1pRYzQrGlvkIeHLhRvUevyW/MVXIv3yfg2KTBwpy3eWZ/GYPbO2Cxo3t8dqu3vjxW9qp/WFnby+T8LlP0uUcFxAEZ9pcTQXuaNnSXkCK9s7OnVzAb8Lv++VnGegd1xyhBvUbs/zy0T4CDgS1X37IlUVLs2YO0p5ffpYp78xn085JcMvNcpO2kn5r1d48v3hBqAVU+a26dWkGAt3nZ9PxzZdZILB6ejTC919nV1+csByzIn2rR4wrvv0yS0A9KMAJ48p85NtR5U/Tz8rl4fjh62wBDxLNcHyzLq/t7i11JcCzXe/a2Fl+v0I1tlnBrbcEo03rhjh5NEWkv6z0tggLcxIp3hpYZ88MFNU9v88FoPp7AT7+wCjeszRJcVFC4HNr2xClxaoqeetd0QgL1dpXe6/BAz1FE8F6fHkuA82bO+C+LdGqeleT7Al45n/nY8+rfWQx+OTj3WUh/95bCXByspO56ejBJLHnhwQ1RmxMc3kvLjpcXRuK+YD9Z8/uPnBoZIc1MifUWARafa+aAHvVgdXBDZ5NQvDC6BE4np+FE2XD8eMr9+NAXgEeCi+UhOxM0r4qtASzhDe4CKRhZIgNN3IHUy1M7mCqhEkgQZXwkI45WDJ8LlYVzsANQQVo7xpiA9Y/JrHagR2qU7gLIsNd4NWhsdhdufqnIwAnHQIrJ0QOLAIKJ052ZnUzoYOnI7Y/FSuDiat8Tjb6+WVLw+DYyA7//jlXBhTVlpvWdwLVY7yGdlA653DlGxnujFEjrGNxTeKUNKDEo7p6R6RqRQbGuts5edfS0XmNAKsJfXu7ol88VZX6MQUb13USiYzHik3t5B1kYaHdU1zkgVBDY1ksvPFqH3nvHzlxmRXcv7WLSGa1TRD/+iFXVtHcy/PMikxWjR3tZCJTgdVeQFU/v/XOKJF8+HyCE4FW6qJJsLnZboiNda0TWNu0aSig0qqlvUz+BABulHDosPPxh0ZZKDx8v+ZAZFZw5iPaEWsH1nffSJDyfvw+R9VgWE8cZgW3a6pgTvp8B0oWVB2LsxPrXKkgONBRbL58j/zcKmClZoALAS4C5P0rFTxwbxd8+WlG9WdZAeve11QHrOjOTZGd2Vbus5ZYKSk2b2YvfVTK1L6hv7+TOAnx2Mhh3hjUv73arqI2bIQnHo6xfCPWk9LpymVhsjgg2KxeoUnZ0tdNIDDy2+9/O0HUiOe1PszyTx1LkfZ8+YU4ASiOEy5M9XekmpfaAkptXDRyMfHIA11Fa8HvK33JCgwsE7RZwaYNUegS3UTK2it90Q4H9yVa6s525yLhGWpVaqjgTx1lvewFVKUuZgXv7OmLYYO85P6IcCf01RZUrAPHLvvFIw+qmqK0lNaYOEGzTWvtkJfjhoQ+LURbwcULTRV62b/+kIvcLHf89kueqIK54NmwLhLso/veTlCvs+5PGkhSKxNIdT8X99qCmA5v/A6U6OnjUR+w8r4WLRrhJX1uqvEMfh9RBe9RVcH73lTNDFzc6HVfOC8EzZrZSxtSy0LpWT/HPb+Xt5djrQsgy/eq8dyrDawNHNzQ2iUQjxQX4mh6Oo4Ul+CHXffgUP9SPBamgHZWJj5YHVqCmSHFwr19gwaspDgkmA7T9lQJUw3MeNdRvrlYOnwulpimY3ZIMXq0664C69r/YRL+Pwas9njkgW54bVcfMfy/syceX32eabF9/vidamMlsFLa4aAzGFzQJaqZbFw929vbY6bmAEHwnTUzEJ07N4VrM3sBVWfnKmBdcGuITCrswAV57cCJiJ2WA9qrgwN8fBqLepflx3RpjlYtG4kjldifrDutWUHbNg0x86aAWgcrQz9++S5HJBQO6rmzrdS2dNB5tx8aN24I82/5Isko+ZQYqtRfnCyogvvu62yRYimV65I1J2CqPy3XW9erUpFJbPrUAESEN5EJn5MD7Zmc9AisfO5P32SrE0ilIhMi7UOcUDh5jBltFY9MG9vFbKzO9nj68R6iBaA0pW+0oVHqeOVlVeqgNCmTFutrVkDVqHiE1pBY33o9Hk2b2IvjWk0Jiu9AwCGbjO68RFVgTFcr56UKBRHhjVFSSGmjOrB+8WmGLGIILFQ13zo7GN99qS3ErNuxJrBWKCDAUgVNtT5V0gRz2lg/EPCwE8nSAixmBQNK28OY0lredfgQLwwsJbAqOPexuqigB3mXaLUfR0c1g5OTPdKNbQX4KFW/QUDnJK+1V3K/lmD/3byhM+Jim6kTrFZnSt9sk3VrIkXV6Opqj6/5Xtp59t+EPq4wFXiIREZA4vM4nijZWept3Qbaczes64zoKHWS37o5SkBUL1etmwlRnZte6CBmVkBJjyYX2oH1ewjEXMiKjdXQGFMmVY2hH2Xx3AD339NF3s/HxxG+vk6WMUlbv6urg4w9LsBY/3fpEKTXW7NLsp3pMEYtA791e49Galvq7alfr70jtRrU0ljG1HkFH51IlfIPH0isFVhpM6ftXO6pUARYn386tta2pKqcwMqFCa+njdXOrqG64GCdKhUsXxoKZycHqWevnq4Csnr/4N7f31kWKVwYWfqF9XvU8vfVB1Z3tHIJwAM5OTicnI7DpiL8+PpDODJ8GB4OV4H19tBSrDKUStanm0KKwZhVEu8zkQVtrHpMq9haNWBluM2y4XMx1zQNNwUXQelolLCbNWs3/+9mt/ljwNpQlRZkNapJoVad3wKs93XFrpd6SUeffXMQ1q+LVLe1kbj37mhRixIc27k7yEpv9cpwAU19EqaKVJ0EFFEbLV8aJvZZ2nKnTvQTVTJVP8MGd8DmjZ2k7DtY9tZoccwRaci645oVAcSesZzQa0isFYp4CHNAn/soTVSgC+apDhp6HajaoQTCAUUVYUGuKgnp57ds7izv8j0BsFIB1cWdIl3w2cfpMri4yLBMJlb1onquZYuGiI1thjW3RYhn6cL5Bpl0WQ6BlYOXdh8ZnJWqh6sAa4Ui2oNxY1S1qV4Xqt/qdV5ytgfVtxe0g2YzpxMaJ0CqNC0TgsV5KUbez1oVXA1Yrd5N6lOp4LYawHrjuI7o01tVZcs19QCr1NFsEucjvidtnA4O9jiyP7GqbnxmTWDlMbOCEUO9xN5FaZOMNv/8PAMnDiXJ5M2FFNtYb7fsDDfkZqnf1RpY1QnbDrNmBFT143WR4lFOFSdtoA0b2uMNOrroUqRZEXXvmtURsrCg7c26vdm21MzcsyUaz27rAWoPvv2qClgJbLHdm4lGhotPAuvokd5innBoaIcPjqVUK0/eQXtna2ClpoULVZHs9G9jNiEw0BlrV9fQ3pgVrL0tUtpYHNa06+lcRimQ2gyqoefMqhobNYHVvW0jAS99THLcc7xTOn59l7rQ3k/JXK/LedVmzLaZMS1Axh5NL1w0D+pP57EaY1V7x3RjG8yc5l91/rwiEj8XUiePpVQHVs12X1jQTtpQyrxcYN1b5bykj0MLsFYoMt66dW1arX/cuamzOHFeTojOtQLWh4oKcMiYgQNKCX5+bzuOTZyA+8MKwRRy5AumjZWewcxcMz7YJJl5SMJPYCX5PrPb6Krg8ZRofVVV8FzTTZgUVIgJQQVwde6I223A2gBX6hX86UdpVR1aHyDa3gKs93bFPz4lqNjh+We0SVwD44y0tqIee+XlXiK96ipCdvhJN/qKypaDmU5SxmRVgpDBcF5Vr9DxgRMFJ9lRI61VwYrYpuikYJkw9frR2eEFAoadTGR6ebI3m9AlqgnSUttIuVzNp6Vqz9UGMgc9JzpeT1WwVwcrFY/ZhIz0NoiOckElB3GlIitd2g25QqZNqZqTiVWdtj0SAyeuesVerS5UGB9M9hU+qy5gbUWJ1WyCMaUVQkOd1Ps1lTfDh7iAuEBq/70AulcwwVN9d11FX7WnYxRtxo9q6j1ep6oI7Wq1sb75Wl9ZrdeqCqbEulyVWCVmUPcKjlO9gi8GrJNu8K0CgEoF//oxF7SVU0Us9dfbsjZgpTT0nwIEBtB00VTCwCixEggZckSHMClDu44S7a1aucMGe4kzkf5d7O0bYtuj1qpgLp7ag+FHtIFSy7BiiWr75/fnwo6LwN0vxUncND1KpU8SyM+r0jQXL4fe6wdK5VS/ntDDvbQYS2otOtCw+QAAIABJREFUHnuomyxw2G9pv2R901PbIEKzwVuAXG8HsyL2czpj8VpqeHivhJLx2dT2fEH1rZ1olCwLJ62fH34vUepCu6W0jVmRBUTP7qqGgcB6i+YVzG9XHVgVkcwtkqT2PErYtIVSSudzGcesl83+zfFMp0deN0LzCqZal+3z6s7e1RdQWj2nT/FHSBBVwYq6mDErWLzQIFoJ1p1mDDqJyfeTephAabpMny8qFLi2aISXt2tmKr39tP3x95NF2/G2Fo+vewVzkVMTWOmgOWqYF2K7q/ZW/d04xrgIl981yrcsLGocv1bA+siAIhzKyMQ7WUX4af92nLp5Ch4ML8TGMJXekOA631CMmwzFEnZDbmACK6VU7inBEljp1DSOqeV887By+K2YY5qGsUEKmPEmrFU0blu7ySaxXi6wnpCwmoYCeHV1FsaxurnZ47671cEzZpS3ACAltiMHEiX2sYNnI1GX8jcH2h1rIsVLccMdkfD0dASdZHiOE7G7u4Oobz84kYJjR5JlUulf1E46K6VESi+MR6VnLe21dnb2IilfMOH8XiBevYUF7jJxzJ0dLIP26W3dBYSo/hWVjVmRlTVjHilBEmRYPie+px7vLrZbSqN0xpk+LUCcJm5bGS4ShaoO0we6SZxR+H5UB9baXucV8aJl2bSbUv10++oImWioJqTH4ScfGMFJ3VpiffJRSl+NZNKgFy7resvNgVKXpYtD0aypfZ3AyjhW2iyLCz3EG5KORfo2a0YgXnxWnWhystzg4dFQPC/f2hsPqroIFAIulQpox47VJls6c/Ad2E7ShrrUxkmjUsGd4sCi2eHOK7hhrA96dFcdn3RgDQlyhCmf39WE7Ew3i8pu+RKq2+yx4/k4aY+H7u8qqs1XX+5VffFUoUjMoQAG1Xf6hFWphtpwkm7bxl4chzgxDh3cAa1aNsSO53tKX6Pmg84ndGrht2IsbWCAM0S6MquLA3c3BwEq9rUZNwWIBoP2WjoccRHl7e0o7cNvkpTYUrxHf/khB3Tgokc3F24ELk7WdCai1KUDd/+S9ogId5F4yfcPJonGI9BfXTDpcaxciLLuPE/J7Jabg6q3Ad/ZrAioNGuq1pXSEk0R1GC8vTce+99JQEzXZrIItGiF9LaS+03iX0BHq3ffisf2p2PFLHH35s6yaAwKdMTMm6oWNXQ6ZNveuyVa6vLskz1kLDCxB8GcPg2NHe2xe4e6KOAC1atDI2lHSvgBAU5qzK1ZwZQb/TBkoKp+53uwvejcKGQX1n3q9wIZl1wc0axAj37WkwujW2aqdTt1VI25p7Mb25sEHuwbJIORsWg2yTgj0H5I+72V1o1955MPjdLGUyb7i1eyGiNNk0wVsC5ZZEAjh4ZCfsJ+QHMIF/V87+ee6oGWLRtpDnm1SN3WbW7199UHVje0cgnEw8WFOGjMxL4ME356+0l8OHMSHo5QxL7KbDckiaDUOj2kGFNCikCplJlsBgepJPz0Bqb0SmAdE1SIct88rB5+K+YW3oTyIAWLQvsjp30/rL1jiw1YLwtYKxV8/kk6sjPa4Bva3rgKtOoQ+t9clY4c5ikORuzAVB8tXWhASLALPD0ag44M9OgT4KsoAMHRz9cZAf4uuGFsR5z50IjE+JaYeINqP6G3IVeCDInw7eiEkcO9xEFK7q9UxAmKk4aHR2PQ/X0vVa61qY9Y1wpFnKAoqZDQok0bR3G+Kh/lLR6TlsFlVkAVH6U+d/fGMAS7gJ7PlEIYB5ef44acrDa4eUYgvLycEBneRJXkrJ9rVrDu9kgBHFE51hi4enuxTHobM9QmMMBF7EanT6aid5wr6BBBoOJi4LcfNcYXEiG8Ea/a/1imWcFbr/WV8Jp27o1F9UlmKbIr0S6mP0ffs7yhg9ojN7sNsjNaV9vSUlthy0bVsYSTGSfBDp5O4r1KdSUd1N6iuvO8gjWrwyWMSoDhPGNTfdEpsomAu6UdtTbn5Mt3ICkFHXi4iJg5nSQDWthThRrbSkcgHmN/2by+k7wbJU6GczAUi5INbel0RLrgG1co4uBEFb2Ekli/e0WBtMewwe1lQaf3g8USPuMs4RGcxC3q1QpFJm6GejBkgx6frMe62yLEps2+SK9sAhzfld7Y9AKmurN3XAu096CXtzs+P5OuTtgVasgMHc3o7NehgxMmjO0oMd/qOFAl8ckT/CT+ln2OKmlO7iyf36wgz00NQ+N7mRVxmho8wEN9n2rvqoBgzvCa2BhXkXbpUDiWXscdneDh4Qh6x9YawqJ9L3oLjx7pJf2eDmC02fP9GXtK9iprViyO94K8tup4J/hVFAjIRXd2kTHJOugeweyDVDHfvjJcbLyhIS64eVoAdMc9hkndoTsXairi3Oy2F44t1rNSkUUKw9Q83BtLu9ED1xKPXFGAh+7tIuOCPh4ci2TkIquX9B2G1D3QDVGRTcCF8QX9yayAEQ1clOzd3Ue8gJU8t2rjkKQjDJviwonfiZ7JDBfkmOF8RzX8BSYp629Vy9/XClgfKS3EkdwsvGNU8MOrD+DYhHF4IKwQG8i+FFYC8gaTjH9qSBEmBheBDEy6NzA9g0cGMV9rviWtXJlvLm4bPg+zTVMxNCAfs0NLUeabifvuehQ///wTfvzxx2rbTz/9hMrKSp3876L7M2fOcMF2tgH/44+/w78rsrGyE2gTuexr6RQyeWvqyGodVVTAeniO5mmr31/bOS2MR8rT1Djqyp5laBIh79dsJ+pA0c5Zg5v+DOv9BffUKFO/VlNjVXvuf1Rg5eLAYmO1UuFKfXi/1gZUbZWYVOlaB7Za93W2QZVXspSp102ut1rYVGujKpVurc+y/j56OTX3bCNLO1m1q34d66H/zessv7Vr9Xrqe+tnWq5V1Gfo12jlCX+wXna1cyzbqi76c/VrrMvl/dbHrc+xLvxd7f20cvVzPG9pU6v+JvXS62GqWlxa+grbXj9vdR/Ls7SB1Xket95qlq8vxvRxp7+Xpe41xlJtZfFey/X1PNv63rrqajlu1b4168Zy5D30ttD6o3X51d7Tqiz9Pv3bWj9PP2ZdjqXd+V7ac6yvq/kc62ssbVLLfXyG5bxWtv6e3Ot10MtjPXnM0mcusZ31cqz21wJY6RX8+NABOFqci71JBfhh5z04VFaGLaFFkpeVqePoHbwytBTTNGClZzBVv1QFM8SGBBGDgvJA4ggep8S6ZgSBdRpK/XMxIaQQUwMKsH3rM/jJBqxW3qRWH9fSca72Mb0D1lZufed4Pc/Xd01952p73qWUqV9jdT8lVqpJczKpxqulTmYF7+9PFDUr7W6Mh6t3IWJVdr3vZ31dXX9fSRvUVZZ+/FqUqZd9uftrVZfLLfdi19d3nuf+yPnLbbOa19f37JrX/tHff9az/qznXGp7/IH6XDNgHTkIp0YUYp8xH989tx77Bw3GxtBiLDSUgnGsW2hrDSuRJOaTgoswQeMMFoclIYtQY1kptYqt1TdXbKxUBQ8KyBXV8fygIuy5d7sNWC9LFXypneq//DoCK1WkdYXtEGzpkEQ78spltaiY/svb55otymztViUp2driv7Ytrjaw2jm4w9nZBxsz03Bu2kAcz8vEN1tnY09uIVYbVG/gtaElIAPTCkOpqIHpnDRRs7Pyb4IpCSIotZKNic5MwzsSWOdiXuFN8ps5Wm8NNOGde2zAenlewbbBXDWYdRWQtdrJun0sKiortZH1edvfVW1pawtbW9j6gKUPXG1gZU5We0cPTDT0xSdjTfiwKB1frhiH11JzsSykFMtC1fRxdF5aE1oCxrGScYkkEDcEF4H5WYcFkyhCkZAbAitVwyThXzpsrjgvjQ5UhLx/RoCCd+993iax2iTWGjYu2wC3DHCb5GnrG7Y+8Of3gWsBrHaN3NHXoyf2JmXi9IB0fHZTf7wQm40lhlIsN1ANXIRNYSWg5Er2JT0f69jgQlASJYXhiOACsa9ScmV2G5N3plAazlKmYVBAntwzJUDBWzZgvcw4Vhvo/PmgY3Gg+JtKvrpk/wdsTrVO7vWVa31O//ta911dQ8H31J1crvY78x3+rPe51u1lK7/OueRaAat3y3CsCM/FJyMLcPbGIjwZlSfAuji0VEB1q0ZtOMdQLOQQYzSJdWSwSYCVoTelgXnizEQb66CO2VgybC7mF96EIQF5IP3hWP987LUBqw1Ya520r6dBb1awbHEoGEN4yQ5QnHw50f8V72ENKueZwzIeN031V5NDX636mBWhCLx1ThB+I5+0dblmRUJmRg3rgB++ysbCecE4QnJ4ton1dVf5b2ZouoFJ1L/NkdCbSTd0lOfX66R0KXWwBtIKBbOmB1SFBF3K/bZrrul3vxZ96kqA1Y7q3otsrs0CMCogG+9l5uNkcRbuDS/EYkMploaWCkkEw21WG0owUyOIGBWkiKcv1b70DKak2j8gT3iDaWst0fKx0sY6UtTDJozwy8MrNuclG7Bei4FxVcs0K5JNIzO9dfWkArVNmIzR/VeekJ0zE8y1BhN5T2upjOxM76egZ2wzfMU0X2aVJpLZUIQ0orY6X8kxlqulhZPUeTXqwNRrzMdKNhymdhMu2GsMrMymRPIB0lMyBpmMYIz5/kN94bwiqfr69XVVF1XnFcmQQ2rNC76tdRtcSZva7vlj3+oqtt/lAmsjx/ZwbeoHB0ePesG1qYsvCv2y8HCUgue75WOlliZuUWgp1oWVgCE3tLNSFUxQJYUhSSJEFRysqM5LQXmWHK0qsKoS6+ggRc2C45eLnTZgtQHrH5r4ruJgqrMeZpLTuyA/p60KrLoEI5KhVawcVcak0TvPZOQOQkZumXx1KdI6BlSvu16e7GuLy7SKD9TvsVZP62XynFnB6ZNGYWcSMnmWqSd311WlPKaXo90j9WSZdZVrfT3/JohUKnBt7iAsN5b3rFAkUJ8MSDdN9pNrhCzAWnrX31OvN59pXQ/rZ8m1VrG2Ndvc6l12v0xObAKrytokybtZlvV76+Xpe/1Z8tvqW/L9tLZYMM8gNIwSG0sifCbWtn4fKd/qXutz+nMs5dcRr6nXw7av3jf/ova4XGB1dPREq+YBFwVWF2cf5PmmY4GhFHNDisVJibzAtxpKJH6VITfrQkslU43kXA0qEAcmUhtS9UtVsCq9qnGs/X2ysGjYHPEKJrDSLjvINwc7bMBqA9Zqk/xfNJDqrYMVsHJCfeKRGOFTpRRGtil/P2fJ/0hGHObG7Ne3heQu7RLlggfvVSklmc8yM70tAvzUdF9kLRI2mAo1MTOl4d0v9QLvYaotAhUZhMiLTPYYcs6SKF54ftlG5xXcfWeUMBD5eDshM62NJKtnmq3YmGawZ0LzaBehF2Ru0oEl7fHN55mSsJpUjBaVtlkRhqU5pOUzK8JCxGQNzFHKjD3z5gQLg5DleuvvI/R3vvCxTsl1XsGTj3UXej1JG1epSE5XZl9i+UxSv/DWYHQKbyLPYLpBIb03K2CuzQEl7aviS80K7lzfWeMNVhcXLz4biz5xrpY2YcYavU10YCX1IHl/SfZOkn3GM8f3dkVSgisS41sgNbklkvq1EEYg/Z0nT/STrEahhiaS3Yc5bXmO7+Lp4SAcxCQkIXEGaRdZJs9z47dk8nhvbyepG5NesL3+r6JA8g6TMYlsRGEGF8kwRfYhude6LW1/XxeAqs8DlwusF1MB6+ednLyR7JMsnr4ES0qj0wzFmBtKruASbAwrwYrQEswIKRYAJdsSnZaEdSlYwfBglS+YoTYE2f4ds7Bw2BzJbjNcY2Qa6peLl+99zuYVbPMK/vO9/vQBdEn7GsBK6jWSTvSJa4G39vQVajn+XjTfIJIM89SSP5UJ2pnyjYmqnRqr/KnC23pbhEhWOzTicfKrkueVAMWMOsx5evCdfmhob4/HHo4Rbl4S8TOzCnPMclJmMnJKZ0zFxjJJ+cdcrqQtZBYTSozkVKa9cdOGzsJLTE5aEsenJFYlfycAuDg7SDo3lksaS6pQmXqNxOv+fo6I66mRmtec/C0cy3bCfytgUVGAIsVd6ARl4WAm6XpjSw7Vm6YESJkkvScPNWkyA/wdpd1eeKan0BpabKKSKMAXmWlqppv33kyQBQsXFB+eSMXjD3eTNiD48T10YCW5P2kR2T7nPkkT6k+SwTPNIkGQOV7Z3ns0Mn0mmGBOYS5+qNbOyiA3rjN+/TlXOIvJb8t0cvuYZu28ItzGTCTB9yXBOzPqMF0hFzXM28qySbpPzUVBrpv0BWbpYcrDW+cES72YErCa1FuzbW2//1KgvVbASpVxN89eKtevpuIlEQRtqszFyjhW7klpOCSwQABVDblR1cHMyUrmJT2elargxcPm4BaN0pDS7Gj/fOy2Saw2ifWSwO2vnGhqAOvtq8KFe5iOOQIm5xXExjS1kLlTcqUqmETvPM+cleQulWs1KWfG1ABkCPm7IlmHOBlbuHfNCna9ECc5T6voA03w9mosEjD5gwl+5LTVn0+7YliYC8jpTO5cEvUzgw7Pb97YWc16822OcDg3tG8oGU54js9s4doQv3yfg31vxsuk/8/PVNsszzM5OAGK/Ku1fSfy4Xp7OWD4UJVUnb89PR3ABNhSN7MJfr6N1fyxZkVS+CUntlD5eSVxuxFMWPD7r/mSeIAcutbAOmmCnyQDYFkvbe8pmgHrNvHxccLi+cEXAOuHx1Nhb2+HT0+nyTm1Lkx9mCyLIktWngoFBD0S9uvXPL2tB5o1s8MXn6ntN2dWUJUq+Lwiyb93vdhLrud3KDJpmVOoPjYrItFmGNWsTARWH++q7C7MQuPa3B6LF4aqz/sr+7Xt2bX2afbzawWsDR09EOHRXaRQ0hXS25fkD1QH04lJ0scZSoSAn4BKdTDtq7yWHsKUXAcG5QlBBNPIDfTJwsrh8zCvcBoosTI0Z5R/HnbaJFYbsNY2YV9Xx2oAK0nqmWxbt7lR8iBxfkIfNbfpf37Jk4wrB97pJ1JJO/eGkiorM6OtqIOzM9uKKrSFq5oZh+n8mKD7LEGAk51m26OExHR3PWKYrNlRJKFHH+gqUmnjxvbY90ZC1eRM2+a/8uR5h/YlCrAygw4neh1Yv/sqSwCsQ4dGahYUM9OLuQqBOa8jKT/BKDfbTepJ1XVqUmt5LiU+C+BZT8hmBRNu8BUwJajue4PgbK8mhNdsj9bASkmPmY+YjD4/100jktfVvD2FnN7yHKYvtACreg0XDuWjfSRvLqVpLkiYOaWmxFoNWAl4FYqQzHfwdJDkDbxe2lqz2W5YFykUmZRcW7VqCHc3LQNPpSKZWlq3tlcB2gpYmceYmokH7+1a9R3I+PVoDLy9G0v/yM5sUy2fKRddLItgLUBu3Za2v+sEuj97PriWwBreLkacjwiWBMKyoEIBUma1oY11KVXBhmKUBxeKZEtgZaYb7ukZTFsrnZpKA3NR2jELy7VE52RmGqMB6w4bsNqA9c8eNJf9vFqANSy0SRWwnleBNb4WYOVE2rJlQ8T3aYFF80OwcH4ImLx96SKDhKsQlHVgPad7sJoVMEk6ASov212SNn9ML9dAFzx0Xxctj6c9jh+u8jqm2pW5NFlefcBKRyaGwdA2TLUx1cuUBDnJM9sJc48yRRzryW3RghDJOiIZZ2qb+CsVUcuyrieOJmPsaG/JTWtZdNSQWPmcn77JFlV2j5jmsqCgLVeXWJmRxhpYx4z2QU6mm9SPKmBKz0zztm5NhKhegwJdsHhBSP3AqoFnfJ+WkiZO6kaw/b1APLhDQ11ECp062R9PPhaDh+7rhubN7NTUdvUAK/McOznZW3LjSr8yK7h/axdRJfM5BNZhQ6q4wG3Aep2bfbQ+rgOrnb0T7BrV7elLL2BKoboN9WJ7kVjbdReAnBxShMkhxSKNEjgZy3pbaCkWSE7WEkwNLhaJdUJwoaiGCcTDA1VgHUZ7K72GO2aL89JsZZpQHhKoGW7zkg1YbcB62UBX2wR/LY9dAbA2beoA5kclkESGu6BQ0dSFmir4hWd74rYVKofxBcBaqUjOUoKKSDWaR6m9nT0osf7rp1zJ0bpmdYR6/rwiKQCZcJo2woP7EiU3rK7KtJZYCVq0nRKg6LAkQEbv3EoFtPkSIAXYtHrSRjx8iKfkOq3zO5kVsZVOneiP1q0aqk5BumesFbAy+fyIoV54721N0jYr0kasy4F9/cR5i/lLBfhE2lXLzc0isJpE/c2Ub9ZtQtv28iWGiwLr4IHtJTE7VeZV9yugYxefz1yi+vHVK8LRsoU9mIyd7cL8uG3a2Kv1spJY+T5M9k6pWu7VVMHMZ8v0fDzG9I42YP17gKl1/yawujSxQ2vntvBr1Qn0+q0NNBs7etV5rrbrCaydPXqI09ItovJV1bzTDEUCqEx0vpTcwcxwE1wkic3HB5sk/OYmQ5EALR2XSGnIdHJDfHOEeWmuiargAlEX03npxXuetTkv2ZyXrvOBZ1YQHuaiJoKuVLBiaSjoPSoAQEA/r8CY0lLynPIYpS83N0esWBomeS/3vtpHAIv2TNoyX9/VG40c7KEnZL8AWM2KSFa9ejYHQ2bo5ZqaTJWsneTJpFMM7atM6EyQYnJneqz6+TEht4KTR9Tk0kwefv63fJGMmXyaqmCZPCoVtHN3kPJWL69KUPDz9znw83UU552vv8iSeND4Pq4IDGgseUCtJ55qf2tJvVk/OvnQYchy3myCr5WNNaZbU/Ts3lykQSb/phMW7ZmfnUmXmFOWsX5NpEjTi+YZRNWrA2vf3q4IC3PGPz/PlPsJYFShz5oRIMm/qzkvHU8VaZyOTJQgqTJecKtBFhU7tseJPffI/kSxHTs0bIAN6zrJt+Gio23bRqKupTMSgXXhvBBJ6s7E6vzWjM/dqdlYSRzChPX8xvy2TADPd6BzEr8THaGGDtaSev+u5lJt1coe9LwWML6WC0Jb2VX98DLbQgfWgGYdkO2bBhdnb9RGANGwHmm2TmBt1wOTQook5Ga6oRhjya4UUoj5hmKsCy3B7aEqsE6iWleYlwpxS0gxbg4pwWgtXRzBlUQRA32ysUJTBdOxibzCBNYXbMBqk1gtk/Bldv4/7T4zHVw8MW92kEysjz3UTRxUrIF1+lQ/TLzBVyZLqmUXzw9BSFBj3LlBTVjOCZexsJ4eTuLMs3xpmJoAvUIRj9p0YyvxIJZ30px6evV0lWTNTCq+9a4osYF6ezmJlMdYytmzghAc5CyJ2ZU8d1A1KZN1pYIhAz3h490Y7+yNxwvPxiIvu614COvlM3QnKaEFfvw6u0r1WqlKvlnpbeHVwUkSgRfmu6tEE7oEWsc3IrgzznfCuI5VCw5eW6lgYH8PSVLNuhEUs9Pbgu/BpPJUSb/4nKqKJmhtuKMTIsKd5dzwoR0k0TolRt575iMj+sW3BBOcR0c1w+YNnXDvXdFguNH7B5IEJFMSW4gX9mcfp8OY3Ao/fZcj3y25Xwv07d0ccbHNZOverYnYTlkuQ2E6ejeGv7+LhC0dPpCIhD6uKC3ylHehBzJ/94ptIfZvJd8NYj/XNAkrl4aK6peJvvk9NjE5vCXcJlBYu+S7MMH4b/kwFbjJt2Tb/Gl9uI7vZnt+7Yt6XRXc2KEZ2jQLuix1b22Aajnm2A4R7boJkN5iKBZbKp2S6KQ0K6QEd4T9P3vvAWZFla1/K6MM2YAkyU33iQ1ITkpS6Eznc053k7OgmBAUkCZnkBx0jAiYHXPW0atjzjl71TGh45hm5vt/9/7f7/mtXQVNUkDQez8Pz1PU6apdae+q9a53pe1KG1I/GEYLUBLcVBlKaE64zIpG2Kw2VGJippuWeQasM0rO19A2hXae09sUJU3BaNJJxrr3l/t/1EfvmUbtnjwz5S73V3U/QswTujuEp+fn+39/LHLAw35f2Pnn8wNq2O6ZFf/rn157O56o01IT2nYs5+BYr+2O8+1+ff/8nl9xx7FV78G/F+9c//3vYv33v7zn8Pf91Nq/h72d079P//j/LjEG/H9+4Nl2myTc6yeAyfb5986x/r3tq0/8Y1j7x1W9L661++IFinG9Hc9b9Riu65+XY/mbNef3n4ff/1Wi/8PY+tf19/nX8//2z131eH9fcr2zT3/jvvCB9YhqNVTtAFnpDhDdS3lDTMFdmvTS+SEHqlMtKKlUpNwAnGsiRAYntCxSrqWRcvOtArwzwmXGcM3PGnDFIQhkGmpRwbM1q3SqlTkkyphawQ8kfaxJYN0hoH7jj+lXuQ8E64E85/603582B3JN2nLOw3Fe/z5+yfkP13390vP+0uP9vkmuD+wbOQz9dSDA+nNlDKsC7VHVT9QpzfpoZtgVgSBfFeCcHIxrUaTcA9Yy4Wv181kBXSozzfHqB5OrOjStyBjryNb5WjFqjuYxH2takaXjjGpToGRU8BFHaMK4nT6YAxK6h+GFSl7/fwF7To77by54k9/J/7+/k/0H1gOLCv5jjebKbDlQF4XLrbrSWcyzGii2QKWVEcdYN0YTVoGJusEXhBLGZhdGyrQizDytLqDJ2Cqm4FaDtLiKjxXQHZWMCn7XgioGlzXWyy+cppefJ7k/uST7IPkOJN+B5DvwW74Dt9zYTbVqHalDbQquU6uVilNyzLSLj/WcYMJY5pRQXAArdYI3RRO6NOomPq8MJnZEEMNoLwjFrXbwqGCJRQYDrEsA1thUjQ64Sk2k29x95e+4pOE777xjwPqHPxxhg1ir5pFKLsk+OJTvQM2aR8pf/PPu62+2+212Wdc60r2fv9K6dq0j9UsXhOIvPcfuxx/Kc3Ku/63L7v3i/+0/j/931bW/j3XV7b/0d9XzVv39U+fd2z34x/rH8S0Q/3KogfWYWika3CZflZEyMwefE3ITmF8UjltEMJOcU9bQL23ILDcUhqB2MPmt00MJKyhhAUyk3LTKN8ZKHutIr0AEwHrXFb/jdJvPPvtMgwYNUlFRUXJJ9sEvegfy8vK0tyUnJ0fZ2dlHq19mAAAgAElEQVTKzc21d433jW3+3/4xfhv/b1sPylNebp7SGqSoRa0TlVKnqVrVaWq/W9Ruqua1T7SldZ2mCtVppg51muukOs0VrNNMKbWbqmVtt71d3eZqX6e5onWaWTvasnQ6pqmy2weVEWytvic0UWawlVLqNBBJ+Ucc+UcdeZDLH/5QU23bttdRR9fa5TzVj6qtPx5VR0ceeWDn516qVfuj/lCtpqpVq7nLObnHA71X2tc6+hiF6zS1/upUt7k61W0m1pHaTdUx3E6R41upQ+1m6ly3mTrXaaaOdV3fRuo0U3qdZmpbp5nCXj+m124mtqfVdv3Kmn1sYx1gPOo03dH/bGNMWDgP49Kujvubc/N3sG4zBWq7sW5Vu6kY44a1Gqnm0XWtL3Z/5iOOqK7adY5VOJy+x7jRtsZRddW0VhPVqn7MAffX3t4Du361GmpU4wT1qHeieh/TxJYOdZru8xocw/hxL0dW2/l+ce8pKQH9sWZd8XuX61Wru9f81ap+0wP5fXzdVI1IK9T54YQoEEG6zXnhuOaHy212m9WRcv0pWmYVmJZHyoyhErBUGS7TrHCZpd3gk8V8zHysiZa5lsc6rXSyxqWV6Ixg3ApE/K4Zq5L/kj1wiHrghx9+UNXlxx9/1D/+8Q9dcsklmj9/vtavX6+PP/5Yzz77rObMmaPly5frww8/1Pfff6+7775bs2bN0mWXXaYvvvhi53l+/EHffvMPTek3QYNTCjTWq2060qanKrXqMSMCJWaqQpteF63Qhki5KsPlGk8FmECppofLtTpaoU3RCquFOjVUpmmRck0Lleua7jF9fe3F+uCiM/RI90L9rXK0lvTOVs0aLXXk0Y0OWqDVrNVcK1asVb1jU3TkUY1ErmHL49I1OiVPBa0GqnatVnvNSfw5AelyFndW2bG8xuqNVe0AKu9wDZ6t2TFRzQnHdWm0Qlell2tbekKXppdrTqhMW2Zt0MJe47UqXKZr0su1OZ1ZTwhmqbDqPEsiFVoRrdDsSIVXVKBCM5nX06vaw2wp8yPlmmV/V4g+Pz9UptmRcl0YKTP/HudYE63QMjsn44Ngr9D8cIWWhCvsXKR/UIRgVKDUCr+HGnUWs7PsrZ+OqNZQbdK6aNbsRXv0Lf3U+JiwBrQcqAZ1A3s9fm/n/Lltf6jeVPkt+uvuDqV6pFOhHu1crIWhIjWoG9znNYjK/aM9gz+OTXTEkSdowhnnq/GJ6eI5fu66B7ufcW9+XEQTbfJyV3UJ0+6McEIw1RUELIWZ8Nz5WgHWGSFnCp4ZdoyVtq4UYqlGpBUr7k0bN710ssakujzWMW0Kf9/BS4dIpiZP8zvvgf/7f/+vgShAWnX55ptv9NFHH9kCwG7ZskUXXnihnnrqKd1yyy0GurgjKisr9cYbb2jTpk168MEHDVj983y9/WtN7j1OQ1rnyyq+EDCRWmi1SoenFpn5aVIgprmhhBaEyrQ05ITB2GCJxqeVaHYorqXhMq0IlWkxwh1BEoyrMlimrT1K9NUtG/TR4nP0UJc8vX9WQn8uH6H6f0wxAXdktUY6mKVGrWZaunSV6hzT2gnKoxorUr+jyltmKHpCR/3hqMYHdd5d7uWoRqpdo6Xa1u+gbo26qW6Nlvt9z0dUa6CmdUOaFizRZZG4roqW6epo3GrEjm5TqNUzLtZlvUbrknCpLmc6sXCZloXKtCTslkXGXOJaEEpocSih5WGKByTE9tnhhKZZ6oZbM+fnzGBcM0JxXRiKa0yg2KJJpwbjduy8UELzw2VaaeuE+HtBqNzOc2agVINTCzQ0tVBdm/TS0dWb7PMZAafWbTpr5swFOrJawz36t9pRjXT00U1M0dmlHw9yjDnHEdUaqdUxEU1pk6MN4QJVBgrUpWE3HXHUz703Ve7vqEY64sj6Gj/hPDVsHDGQPVT3t/t5jjiqodo36KpzbFYbUmximhQgfzWu1aGE1oUT9p1cHC6zMb8kEtc88lgDpWK8FoZcZDDHjQ+UaFhqkRLNczV/xExNK5msoSkFmhgo1YiUfN3zey4Q8TvHg+TjH6Ie2Bewfvvtt3r//feNnZ577rm67bbbdPbZZ+vrr7/WW2+9pYULF+rhhx/W4sWLBcOFuQK+HGfA+u0/9Pevvta03HM0rkOFzuo6XJO6DtPYzkM0tvNgje88RGd1HaqLuo7Usm6jtbzbaK3oNlpzuo3S2V2H68wuwzS9y0gt7TZa67uN1upuo7W22xit7DpKa7qN1o2nDtWnN12ijy+brycySvXO5NF6+aIp6tS6s+o3CqtBo9BBLGE1bd5Wq1dvVMvWHXVCQ3eORo2jatIkXQ0O+rw77+WERiGltuioCR1KtaHbCK3tPkp9Av33+145vntqH63sNkpXdhulzd1GaWP30fb3eZ2GatPctXoob4Ju7DZMV3UfpZXWr6O0ortblncbpUXdRmlZt1HiN+dZ2tW1m99tlOZ0G6k5XUdpabdRWtJttO2b1XWkFncfpTM6D9XgDmWa1GWYpnYdodndRmq2nWe0FnQbbe1pu7DbKJ3ZeajGdR6iYR3L1T6l10/2Xf0GAXXsfKrmL1ju9cOe48dzH9yY7vs4wDCleUed1LqXgi26inE+sOuEVb9Bms6dPEOhSE/Vbxg85PfoP3PDRmFlR7Kt3xmHaV1H2u/F3UbqT91H6bLuo7S+O9/KGF3C3974XtBtpC7qOkKLbcxHa3rXEZrojc3YdmVaeeZCzRk2Q2M6DtZ5XUdoQscK3bf1rp3fcRWFm2/7v/7rv/Zb8nzwwQf4mj88gv/4I/kv2QO/lx7YF7ACjn//+9/1ySefaPPmzWYOBmB9YF20aJEeeughLVmyxID1nnvu0TXXXKPvvvtuB/Pl+NuvukXb1mzWteuu0fXrrrH1tnXXiOWGdVt064atunf9zuX2Ddts+3XrrtGN667R7Ru26q4N23T3hq26e/1W3blhm/1934YtevHuO/Tqw3fqiT9drWe3XqfXHr1X1266WkuXrNLSpSsPYlmlZctX6+577tWKFWu0ZMnBnOPnjlmlK9Zcrvs2XKuH12/Vbeu3aO3FG7Vk6c/f85KlK3Xx8rW6du1m3b9+q+5fv0X3rt+i++z3Nvv96O336S+XX6/71rl+o/9c323THRu26raN26xP71m/VXd4/Uob+vX2jVt1y/otuo3t67fpto1uuztmm+3buu4aMTasb1y/Rdetv8aWa7012xhrxvbqdVdr89qrdfmay7Vs2ep9jgf9vG7dpbrt9ju9Pv/5vji48d1zbBYvXSl/OfBzrtLiJRfrhhtv0arVGw7T++LuecXyNbpm7dXW59ev26Kb12/VTd73wPdzzwbG331H99l74cbvJvvG3JjfyZhu2Gpjc+26Ldq6+mrdcf1tumPLn3XD2i26cd1W2/bKs6/oH76CnATW3wsUJJ/zUPbAvoD1yy+/1LvvviuC5K6//noz/WIKfvrpp3Xrrbea6fftt982U/Cbb76pSy+9VPfff/9OU/C3/9DXX32tC/pP0LDUQo0OlWhcOKYRwRKVB4s0NFis8eGYLoqWaWW0QuvSK7Q+vVzzouU6IxTX6eGYpkUSWpxeoZXpzi94cbRC89LLNSPq2r1wwdn68rrleuSUfD2ePVh/f3iLlpwyVLWqtxCTQh/MUqduSy1fvlrH1k8VyfsHc46fOqZ6jaYa2GqALk4fogXRcuW2HKA6tVrv13Wq12yqk5r0sH65pG25/tS2TOvSy3VFerkub1uuS6MJ3TVrvS45ZbwWhMvs/FxjhdeHc6Plmh0t1/xouVanl2sRPtJ0519lH30/k+hRirlHKzQ1Wqb50QrNiZabb3tGtEyTwnGNCpUqFijQ2FDMxpHfjClrxjmWVqBxoVLlpuYoEShUceog1T9m3/35h6MbKS3YVZWzFprJ+Kf673/avqOqN9SEMyarSdN2Ouroxvs1jgf6DLyHTY4LqyLAd1SqCaGYzokkdHYkrmV8NzaeFdqQXq5N6eXamF6ui9MrNCWS0JnhuI057wHjy1iOD5dqdLhUFa0Haf6oSl0Um2JzvE4Ix6204d2/58pLh1K4Js/1++2BvQErJh/8qwsWLDC/KsFK7733nh5//HFNnTrVApjwr+KHvfnmmzV58mStWbNGn3766Q62+g+AdfvXmtJ3vIa3KdDp3kTLVH0pTyvUsECxbSMfb3mkXMsJVIqUW4TjWYG4zg7GRGI7RcVXe8EZ66MEaZDontDZgVI9WBTX9m1L9UCfYt1zckLf3b9ZD5ZXqGHdlD2CYPY3aITgJdiVH7y0v8cdSLvW9dtqSFqBOjXu4QXDNP7JoBcCeJghpV3DLjorWGJ9tTGS0GVeMQDWV0YTujZaqnsr12hpr7GaFoxpVaRM+NzmR1xJO/OHRsqs3B2/mWqMwLHZEVdLdhlBTOGE9S/VfQh2YbYUok6nhRMWWUokaiKtQIm0fJcTGSi2HMgzgzEvWKlEsTb51qawzSDzp1ekFapdk+77rJmL37hNahdVVi74RYFnBzIGh6ot/uHTJ56nRk0OY/BS9cYKN+hoOatM7UYKDd8TU8IxZhsi1Akmj7VMa6NUYCrTgki5JgRcHWHKHTLWbJsXLrcAJiZCr2iZp0UjK1VZMsWU3/GhUiWDl36/WJB88kPYA3sD1h3BR19/baZfABSwZcEUjImX31Xb0cb/29b4WLd/ral9xqssJd9C/JkDcmigSAhaJlsGPPnQEQ7UNiXJnQoxRC5SPJzprwBWJnBe51WWWQWLipTp9ECpLusS1+dXztMj+UN0a+dibb96mV5aeK4iDTr8YmCt60UFHyoBXPU8MJaGx4QswviPNZrq6OpNjR1XbUMUKFGoNWo0V+N6IQ1o3leVobiVq0Nwbo3GdFk0LirsXB5N6Or0uK6MxHTrzPVa3mus5ofiJnDnhcts5hMiQxeHy0x5oZYsQpZSdwsAXRO4ZSKSlHbMhEKKBtthvmybFXbgi0AvbpOn0wPFlh9JriTl8wgyWxQp03wrnVfqAp0CxVbYfWigWNmtM0SBg6rP6P8GWFNSu2jmzwDrH45urLq1WqtGjb1Pw+af72DW9HX16s0tCvxAjv81gBWlamDLAbowHNfKKDPZ7CxlSN8zDyv9v8Siv4kAdwA6IVhi38lcD1gZd5Sks4Lu+JGtCizdhpKGBC6NCZZoWErB77sI/yGUrclT/Y574KeAdRegrOJr2a/tBqxfqbLvBGOsACkpNHy85NExJyRCmvw6hDzMaqkHsCS0s48SbAhrBAVsliLjS8LllnrDPJOz2iX00arz9PLosbqjfYE+WjpNH2xeoZxmpxxwGosvTH3GejiBFQZaq2ZL9W3WTz2b9lHDY4OqV6u1AFnuAwCpVytFXZv01OA2gzQpUKzFVmDdMfirowltS4/vKAZwFYw1PaENkbhumrlB604ep4tDrt+mh12BdkAUywCKChHACGRSNABNZkJxzJV8R1IzXHQ2FgPYjg/AWBcoozcpWGogDUNibLAkwJpI9aCkHsKbcSPXEnY1OK1QQwKFSj2+/S8D1upN1K1JT3U58eQDBkB/fPe2tpSeegHFWmWoft3UXe4RM+xP1fM9WGD9qXNWvUfurUG9gCYFSnRD52K9VpqnG7sUmfI5NZiw9wKlFCWU8UQBxcLDeJ4Vils7A9awm6uVbw2mS5T+yFb5NtH5rJIpGpvmJj8fkpL/+56P9XeMBclHP4Q9cPiBdaJGpBbah8x8kBPMZFhsfzOP5IXhhJkcTTCQ6B4uN4aFQEYAINQBX4qImyC3/WWaHIprerhEb509XO+fP1b3dRikt6efp+13bVZl+4GqdZD5rIcbWEnnOKpGU3Vv0sMAKtKwi5k/j62dolYntBP1YJseG1Fe60zrGwQkgAhwsdAHVNa5NELpuoRuSC81xkphgKWhhG6YuV5reo3T2lDc+nGKN2UY/QsAInRRTgA/H1hJs0E4k/fI73mRhAEux3B9piHDlAiwYmEA5N1MKq4YAcJ8UxTQ595c6s8l3I83q8rkUEyDA0U6pVlvUUi+KnDwe38ZK20b1w2q1fFtDexq1mxpbB/w2f2cVf9m/95ymx1LxVpwotIbdtbQlFxTaKoeW736icZkGZe9TVh+sMDKtateZ1+/ufe2DbtoZbRUzw3I0SfnFuqR7CJN9r4NxmKxZ/qFuTIOWDSmhcrs+zmbAv3hcntvUKoYZ6wMowMlNh/rgpGVYqLzMWnFGhUsVnnrQb/v+VgPoWxNnup33AOHG1jn9p2oEW0KrCDE6GCx8BHh38EsDHDClmBJ+PIQ9AArgp0JnGGuCALAlUAmfmMWXhOlUEFCk9JK9EB2hT5dMEZP9c3V62eM13dP/lnX5MfU7JjIXoXpvgSYv/1wAivCFFNmjyY9tSxcqnWRuLKan6rG9QIa2Ly/xqUVKq9lhvJaZynSqJN6nNhL5wZLTHD6zJCcVXyqmyJluiE9Zr5Vx1Iw2zpgvbTXWM0Jxk2AWt/abCewGlc8gH6ujACSzkwMeMJOZ0USZj0AdGE5ALBjq84PyzZAfpkxXuf7RpAD6s5UX6aros5cbfVqowkbL9gxSlVWqwzVrrVnAY8DAVbGCZCsUbOFMpqfpgHN++nYWq33bfqvTkBRUwHCtWq13GUaN1gjpnb2n1A3Tc2PjxrI7g2oa9ZsoePqugAs/11hfbDAWvUcP/UbMM9rfqoe6DlIb+Rl6OOpcT1ZPlRTgqVa7o0D48n3A7D65QxRqPB7n20KlnMB8O0wpjMIQLMCEbnGWDEFA7TD0oo0lDzWZPDS7xgRko9+SHrgsANrv4mWfM5HiwkYYGViZkzCsE6EOILa+eecb8hqmgZLrCgBgMJCEXGEP9o4wApzmhCIaVPXmD6ePlRvJnL15uBifffMHbp3/CSdciLs6MB9cYcaWB1bamwMK/WEkzSiTZ7+lB7XX7oP0mO98nRth2Lzma2LxMy8i3DMat7fmbKrN1HvZn3suekDApYw+14RZR23AhDWP54JfU4ooRtnrtfaXmM1NQDbT5iPlEAl2CT+axgrQpggJAQzbIcgJcy/BCz54AnYwjjZR7AYigw+OgpOmHLjjcuaiAucWhEu16poQlvS4way+MsxCzNePNPccEL5KblqdExY1XarjOVXXtqbjxV/9O5mU1h/43pBzQyU6JJoueItBxib3B0QYZntG3ZWUYtTNSI114LFON/egIxjj6mTopT67UXpQK65+/n2xjIPJ7CiQKCITQ3n6O0heXqjIEtf/GmGXp0yWZXhmJnzMb/71gzWKDiMHUor3xnTxvGNMQaMNRaic0JxjQ+UaphXK9gvwj82WKphSVPwIZGryZP8znvgcAPron5naESbQmOsAKtVVQrEbGJl5pFEg2bxIxaNiQbjxmgJYlrmmT8R0JiyEByACe0REIvTS/TO2aP03tgivZCRq+13XKLnLphpAFa/XtoewnFvQrXqtkMFrAhFhDNMCVNj02PDOjNQqGvaxvRU3xy9VZKpdysy9XJOlm5oV6rr2pbq4S4FujI9rsGtc9SgXpoJ1eJWmaZIbInGxQKokl6xIer6gYAkmDzCE6C8ZeZ6Leg1VhcEYmYBwFQIsGLWBexQYPCbOmGLglKm6QBwpFxzIg5YYUCwVwQ0vmwUIOeXdSZFfxYVQHalAau7h02RhFWBglGjBF0SjZvflXFbG0nYnJ+Yu6v2N78NWPcRvEQfunKQO829VCEKHN9eS7leepnOSys05rk7EOK3nhQosupUW6NxzQwWq83xbXe8E5y7bp3Wlu5EylNOywFaGS3SprY5GtdmoFodG9njXve498MYFYwC0bReRNv6DNIHE0v0RnG2vrplhV6aeoEWRhI2vquj5cLsfrlXI5hAQFwn1BDGH46fm++Lb4btKFSTQwmLGC5vlecFL11grhkLXmpTkPSx/s4xIfn4h6AHDjewrul/psa3KTZgJYCJoAnSAPChIrAR6LAk1gj0heFyEZSBto0/lpk8YFsAK/stpcADV6bLmhKM6alRw/SfFw7T031y9dlV8/T2nJmaFi5WZyuld2Cs9ZcAK2CKcIfZwHow5Za2zlLnE3soo8WpWhdJ6MEu+XqrOEPvlmfqgzG5eqMoU3d2KBKC/+a2JWZWBSxHpBaook2elkcSuj69VLe2LdG29JiZ+mAfmMzxnfmgagpIOKGbZ67XIs8UTH8BjkT2Ilhpy2/YI2BHnxNh7ZuLMftalDZ1gUNxne3NnoKJGdDEDIxiAzPC5EhEMpHEbON8jBFlFK+Jxs0He4nXjqhlgJWUnU5NeuwRWHagpmCANfXYdprrTZcWa5XpmXB3rRFNznBBy4EGPNelx80ikNm8n6pRo9nzy8JSG9QLqnat1ippcaqe7JevD0fm6Z3Bg7Shc66aHBPaAcT+MVXXh5WxVm+ivk266KUJw/X28AK9mJuvv9+yXI+MPN3G0E9DI7AP/zmWBMYZHyomYEzBKK+MG24AvjP3vrio+jKK8I+cpcWxC8zHahH7KYOSwHoI5GryFL/zHjjcwLqh/5k6K5VIYKIOXdASrJWPHm0a9gSbQtNGKMCwAEx8coArATVsB0gwba6IUggBNpTQtJBjtjf2LdQn04botUGZ+mzTNL1xwWQtjMQVb5NvhdsBvKrC8Kd+HyiwHnlUQ+fLxV9Xs4VaHBdR/6Z9dVZavtZG4ro8nVlFEHAuyOjuToV6OSNTrw/K0Ov5mXq8d56u8QDz5naleqBrvm7tUGxAhBC8MhrX9ekx3ZheamZghCjb6RNj+16UL8rHwqAzBS/tOdbqxCJQCToi93cFwUSeOZ01IAiwYgKGsZrQ9fyqcz2fKP2PVWBl2IEnbBdQZc5P+n9DNGHmZQKp2MY9kE97pTEoN30ZAVbXpse0nDSpcLkGtcown2bVMThQYOVYCvp3bNRN3Zv01Am7RfL650bJqV83RUNbZxmzXhyOq+eJPfcASqKweUdSj0nX3QML9MmUEn1yQUwvlQzSoKZ99pl/y3UOJ7DWqt5as3rk68tNF+itskF6Y0iJvr5pmf6c5YL6eBd4D1Zi8bHvqEzLo+U2nlh7UEyJU0AB81krx6CEEcNQ3jJPi0fN1sLSCywXmUh9ikbcnawV/DtHheTj/+IeONzAurrfmTo/1YEqH+6QQJEFL/Hhs2CeQvNG0LMApG6fy7XDVwQAuGhWwGEnc8XEyaw5K9uW6v2z43ornqNPlpyu58eN1exw3Py5vZr22UOQ+4J3b+sDAVbSYxrVDapt/ZOU26y3JqXma3EkbuCyOUogT8L8or7/mDUM9MZ2pbqnQ5FuP6nYInphfNvaxvTMqbl6N5GhV7IzdU/HQgPVzdG4rkt3/ldn/oWVuOhghKUPspZHGi4zH+v8XmM1KxA3hg9rBdBgriyYaBcysYEx3jILYprhsVisASg554fiFsgyNlBqBSMARwQ4oAozgonCQn1fK78xRwKwmKq5T9KBYK7rIuXabIy1TEujFRrWJm+PfNaDAVYbOyJr9+ILrTquACZ+ymjDzmpT/yTVrLX3GXasXc0UTU/P0CtlBfpwXL6ez81TcbO+e/h4q57/cAErSkHk2HQ9OmSMvvzTDD3TN1dvT5mg7Tdt0DWdC8yysy7qgvkAUxQjN77uN0U/UFzxqRIgyDvDe8b7QjsUW6aNWziyUgthrKTfBIs1LGkK/sUyNXmCZA/ocAPrin5n6Py0Epv/sSy1QKWpbqYbikPwcWMe5GNHSBNhipkS0ySBNDAmohURGgh2gmcABMACkGI7wAtzfbEoT++PytNni8bqyYqhxm7xM40OFKnV8Xv69aoKx6q/fw5YEXj4TBvVCyq3eX8tChfo+g6FurldTIApbI0804vxZQWLTWDx3DwvRRcANcy+26IuohcwAtBu7lCsNwoz9N6QTL1dOlAvnpqpOzoUGlhtTY9bUBApLghIlAyYPr9RNABYmOmsYFzXV67XvF5jtTjowJDcYAK/jNF40b4oKghZQNRPZ6J/Od+0sMs9ZVoxWA1tGBf2o/jQBqDleACU3/hUAVwAdmPEFabAbI1S4PuDCbKBLc0Mx9Xm+Ha7RGwfDLAChJiEsRhUHb99/WbcOGZf+/3tDWqnqqhFT1W2z9aYtAE6sd6+p5HjmMMFrCgMBSl99fGyc/TW2eN090n5+mDZLL23foFWh2NmRSCYjW+Cd4qANIvY9tKm3Cw4MU0Ox3VO0AEsbfjWcLcQ1DSs1SAtGTVLRAUzm9TwNBhrXpKxJnEh2QO/tAcOJ7B+tf0rzeozQbMCJKTvBNdhgSKLCsY0fG4oZsCAoEZwAxqYHvH1kec6JlBi05oh2NdGy8yMhclxtWfavIC0gkBMt/co0gfDcvS3aeV6sCBmzBdtnUCNvFZZOqZ2ys8KVQTlzwEr6SIZzfpoUahUW9ITwnfnzJ8usAiQoTpUXsuBOrlZH01lYum0Ipt0muAhQArAgc3C6Fgug8WeVKxXsjL1blmm3iwaqJcGZOrG9iUGupwf8MW3CrCxoFz47ANGykJU8A2VLip4dZWgFQTuKgRvFGBzZQ7xkaLEmCneA1+sB0wpxliREsWk2FgFUHq4Ptej7zkWJor591ILUnKgybP5ubIwV6pDXRpxUcK0uzLqlCNSZNy8uc7XeaDASmQveb+NagdUv3bqXiOCfaA80DUADKi5alg/758/HMDKPdSq2UIrTinS329fpyfyK3RX53x9vuoCPTt6sE2hiELDOKCs8F74/lWUJkBzdNCNITEKfEt8B9M9ZYxviepaw1sN0uJRs3RR6flWIzhpCv6l0jR5fLIHvB44XMBKycPt27dr1MnDNDdIhGLc6gMP8dJuTreJz0sMPGFbTNKMACAYBgENw1lASk0wZiZdooUBXvYjGAiWQYgDKGcE4lrfoVTvj8zVe6PydGuPQgNjcvlIFYEZd296imrUbP6zrKWG1QpepbrHuv/0EA8AACAASURBVPlYYTkIOgKSEOalLU/T5ekxA1UEG0DKROKu6hA1W/ERx1TeJlezAkUm/AgEIvqWtphFEYos10Q5T9wY7nXppbqnU6Ge7J1jy31dCuxYyhbCamEbLJjxfH8ZTJQ+A+wsQCWc0LWV63VVr7FaQlUer5iDAasxVOdXRXnhPvFZE7yEXxvzL1GkYwPOt03lKxQbSh7Szwhu2BEKEM/NNXlmF5jk5gDlPslpxWTMb1g57J1tKBKsUQooV3lq8346ppZTdg4EWBmLZvXCmhnO1bbe2drYJVNDW55mRTWqHV216MKe6TL7C7Jcw437zzPcwwOsjRQ4rq0enX6+vr7tT3rs5EF6OrNQn689V7f2LrV5bxkDFvraX1C2qPVMfMLINDdxOe8I48+3REQwY25xDMG4hrYapIWjZmlG6fmqaFNgldFGphAVfLu+/W5nyVK/0hrfdHLauCR0JHtgP3rgcALrF19u18COuboorcSiE/06wSO8GrIIbyrDAJq+ORPzLmZe3+xIINN5oYTVSQUQfKaGsIBB0fZcgqCiMb1SUaIPxxXoxi4FZk4mBxNhMjVMpRkXJYy/jTQLhLAvPJ0ghT01UZ26rbVi+Vo1OCGsujVbGiuKNuiojJanaXxagflMKcwAcGDmBDBYEG6UZQToSMBfCXCmuxxP2BsViQBV2OrGiANZ9gNM7DcG4uWEwlBpS+CS81M6Ux9CEUHpAr6cKZx+I/ALwJ0XipuPdVOvcabMsJ00GQDRsV3A2bFPgsEQtgAk58XsC0PFv40ywt+wV9JueDYYKqDIuPA3KTc8N/eKkmNCPt0BsO+D5dkoaMHfPCNr7gVLAuyJmX0ovLC/wGpBRtUbq0ujznq89yB9OCJb75Vn6f5u+To9rUBNjiVH1o/KTrEUnP0F04NtdziAtXr1Fjo9OkCf33yFPlw2Qw91zNE748v1n4vP0KqTyjQ36PrZfSNO2cFKQpASwUoEB1JLe0e1Mhs7l0tMYRC2EzWMKXj+yErNLp1qRfixUoxOKdS9yQIR+yE5k02SPfATPXB4gfVLdYn211ltCswfSq1gfHcsFIwA7BDm5wRdqTyAAPaKgMCkhfaND/WCUNxSc+YAWJ6QQEADqrQ9H0YcjOm2kwv04fh83X9yvuV0wmYJ3CA4B4AlQINSgd2b9FK0URcLZkk5vp2CJ3S03+GGXZTReoC2rtuscdFind6mQNPNVF2miy1fsNxySR3okUPpQPUaD0Qx+5ILiAKAr5WF3FOiemFvvl8VwISpAjxboqTQxLUqWm5/w2pheSyAMCyPZ+VZeFaUCfyeCEgAkf4isheT3/ygS7e5+OSxWhCMmz+a9rRBCGOKBohhoAAqgUz0oTP/uoL5ACvpGig0FBGg3xDaMFXuw0UDl5mCwfPxrNw7YEu0NtYG2qMo8HwsgC7AyjmoXYz/b2owbrWgOzbqrqOOamxF+Pc1uw2KD9aCU07sqeAJJ6lb4x56sE++/hNgHZKlh7vn69xAibo1O8Xyho+kgMQxYSsRedQuLHZnms3BAunuxx1qYOVZm9cK6LbBZ+j7J27W87G47u1UoL8tOl2vnDFOiyJxU+DWe3nJjC1R3yg3jDXvCWlS+FVRPi9Nd4oQShE+fpQaFE5S3gBW0m0qS6docIrLNadW8J1X3JZkrD8hM5O7kj3wsz1wOIGVOV1DgR5KtBhoAp3cVcxUgA/+VSq9ALIEKM0KuYR3BL8DENifqxOMSROhQN4rIEIAE+1gXAADATdUdFrVtlTvji3UI6fmm08RcCaVBEbsgyyChYVC8giXcz3gZho67m962wrduWmbVnQYriVe0BSgBMukjKDP0mBqf0p3zJNgpLtOKtKGSMx8koAhQEKbyz3WCnhi1gUst1E1yczIrjwhYHVZxLFTtsPyiKol0pZn96sfwUoRnpjy+O2veUZqwy4Olemmmeu1uNdYLQs6Ey8+UvrRZzdmOvaei34mnYYp/BgDMx+G4l7kNYLYBZbRj4AqfQ5IAszcJ35TwJL7J3+VZyXAimtx7/QVigK+1as8EzETK1hZy0CJKQPjAiWWNhMM9NDMWQsEKO4OXoBN9om99EDPXK1vl6+uJ56s6ZE8PdRrkP7SM1/zwwVqcVzUGGvL+m0t7Yk84vr1di2ov/t5D8XfhxpYsZpktuiuj1fN0ld3XqaHuhXo8f5F+mLT+bo/f4gpjPS5P568DwAopnrWRNXzHvOOsw8LD24WFr4VvgOC/XCxjEjJ1zIzBU9WRWqBzTyVrLz0syIz2SDZAz/fA4cXWLcbEzm5YXf7yGGVBC4NTmW2kyIzV+H/xHQFg0Ew+AIcJoTw4G98qphZARgEBto3ggRNHaDFP4igmBaO6bmCPD2TmW8FDQACP8IY8yksD5DlPAA1bJZgHn6zEKF8YXq5bt2wTXM7DtO8sCtgMd9LNXFgWaYr0l3gkQ8urG9oW2rBPLBuzMQE7lDYgdKDAK3vN+YctAd0Nhvo7vRJUqqRdgAywUI8N6Zx7hcgJbiI+2WNOQ/GyTMS2WuRv6EyXVe5XvN7jdGsYMxMxgAr56AvSclB2MJuYL0oM/Q/VgPGgBKRWAf8a3N9gJRSePwmYMz3E/sKBn/DVrlnzNYENDF2PCOLD8IA6yJqQIdK7FoEpcGMUQgmphYrr0uhTRuHL9uZ6neyS4C1Z6OuWntSrialDlRq/fZq36ib+jU+WeWts9WlSQ+Xm1q9iY6rm6IWJ7S1GYP2VjT/UIBp1XMcSmDFNYH7YVGPAn3715v08apK3d8xX6+XF+nj+RN1WecizQ4xbaL7JgBYxpLxwt+Nwsn3wTjyLvMu+uBKW6K4KWuJMolyi491+ajZmk7wUqpjrCNSCnRf0hT884Iz2SLZAz/VA4cTWAleatWmk1odk64FYSfoYYnlqYWWdkMlJvysFoUaKrVUDIAUEMDki6BAw4YxAaRUj5kcdKCIQGFZGCo3DX1MsNhAYlPbmP7codgxK7R4Mwc7QAWAWBDo+KIAWf5m6jTzUeKrbDtYt2/apsoOQ02zB5gxswJiAKQBoldakMIHVEsCLAEQAqv8ernXRmMGquxDqAGwFHnABMw2wNcPeAKwYJIAIAyDZ+a+EIooETw/QMh+WCpru2dvAnKeg3ZLYayVG7S61zhNt1rB7liAGHMtbShDCAjjOyW4C3bjF+zgb4AYMy7PA+sE6LkfTMeA5hWWo+oqQGEKpj9grDwPjBU/KtfBf2x+V9irx2ynhN0EDKR1MCEDbNkUGiZj6He65s5ebEFigGtV8OI3IHlsrRTVqtHCgJeqShSJSGlwko7drUAEbYnq3f0cB/s3M9xQd3hvxx9qYKVU42PTJuvHtx7TKyNH654O+Xr/7HK9NJqav54VwSvYwftD3zPJOd8Hys90zyKASR+LC6BrrNUDYJQrgseIc8AUvHLkHDMF8y0SFczsNkkf609JzOS+ZA/sRw8cbmBt3aazalZvrtPTCg0gCFZCsDJHJ2ZgmCZVmfjQ8esBJjAgTIr4BDFhUSkGoUHKCICCVo5vCQEOa0WI+KZlgAKTMZNCAyAAIqwW4IK1ApRu7UAWAONvwAMBtKrdEN29YZsWdxymuSFXkQjGSBsKzgMWl3nFEGCkgCtACXPz2ZvvH4XFuZQU5k8FaJ3f9Kb0UjsG0CJdgnu063u5iDBpwJJ8Q54BUy5gCkACsDw7/UREL/dGLiv+1jmej3WZV9IQJYX75hk5nvaci/4zE7kHrCg7pGPAYCtD3DNRvQ5IuT+uiRkRBYFndIqBM3eTKoRwr6oskBYFOMNczXQc4XnIKXbj7AexwZaxNlyEtaLfRF26ZJNVUiLVZHcQ2xlottNU3PCYoLo07W3+193b+3/vDaT9ffu1rt5YrY9PV2aL/qpTk5l5djJpjj+kwFq9ifKb99SHf75e379wr17Ij+mJPnn6dM5oPTCwwMy8fu1svhGnmDnFjWAyvhesMrBVvgneCcYMcGWNRYhtuGP4Xsa0LtCyUbN1UckUSwkjBoKo4AevuiPpY90P2ZlskuyBffbArwGs1ao1Uk6LAVoWqTCTL4FLLu2myMxW4wIxA1Y0aUydsFWEsx+ohGBAwCOoMX2aTzHiwBU2RwQrgoKoRvy2MDBSRTgXgOJ8kM4EbCDqFZcAvHzAoS3+qUXtKnTXRg9YveL0gBvtAHI/dxOzpw+qf25Xors7FJk5FKDBRwqbA4RoTzuKPHCMY3IOcHg+QBJfJywd1gGAmU/Ti/aFYTCNHiC5KOTAFKDEPAvLdoqDMxPDUJjonAIRlcGYCVIAG1801+EZpni5vTw7rJ2FYhbrIiW6ql2RVkdKdHmYFB+n3ND3sFc3q41THvD/oiSgLOA3htm6idcdO8UXzXEIe4DgvFBMpwdLzPxf4c3NOyyt2ALOzme+2GBCq/udoVuXXakZobiZeY/8maAjgLZmrZZqyRy2h5ih7gq4jRQ5ob1WRBPq2KjTYQNWnufo6i10UY9MffvE3fr6gS36jz75ei6vVB/NHq1LT4qb4sM7CEjyXtHPmHddX5dppgWdkULlTMIol+QuY7XB0sE7QB1uTP9mKWqVr4WjKnVRyfkakUod7xJhCk4C6z7FZXJHsgf2rwd+DWBFq085vq2VGaxkLshAiTHW4YEiM0WSP0lCO6CIEAY8MT0685ZjrWjjsDSEBKwLloVWTjI8/jpmzrF0AUuMd1GRmHwBEwQKC0AEsLL4pl9ADDYLGzTfZdvBumPTNi3qMMwKKBjweuZohBpMzF/+FGGi8RLd26FQ17ejmIPzSQKoAA9ASgQxQEuAk1+akKhghCM+MBYAEbM3z8e9sEaRYBvmZfoDZg5zhH0DigAtgEmRBwSqMdhQXFsq1+vinuNsPlb/WVEMCIKiD2D8KBBMPg5LxXT9RP8ivTVuqD6afZbeOXe8ni8bpgf7l+raDiW6un1MV7aL6a7OhdrWttSClKj4AxPFvL05GjMFyIKV0uN6oHuBHuxRYJYG7pkAKLMmBKii5QQ648R4Me6wKypGrek/0YAVRaCsdZblHO8KcLsyRczCHRp1VVr9DlbQgfKSP9X+oPdVb6yOjbrohvalOjst20zCVVnroWKsAGutP6Zo1YBiff/0nfpiy8V6tl+m3htXqldGlWuxlZV07ggC6WCsLAAswIpFB+sF1gjeY3zlKC1YKXhXcKPwzlMBzNgq86+2yte8kZWaVjJZQ1IL7Lscn1Kkh5KMdf+EZ7JVsgf21QO/DrDWNzMaeaCYOUnj8M2BrAFJA9vUQguqgKEBpFYyzwMzhAcMD3MWQMMxFWmFBtCYlRHUbIO9Yg4+M+hqDftziSJgKHbggyqA6QOPgacHPovaDdadG7dpWcfhZgrGB4hJFlCCJQKImD0x92LqBSSJ+EUJ8FmEMxc7sy9s1TcBk3pjUcFeHizPAZACQLBWY6Bm+naAi08NIHSs0z0/7THnAbLOxOtygAF9TLkUiMAUvNyrvITpm/bmp/VMzQSKYYKfFSrTrV1L9LcVk/XdK/frn5+8oh8/eE4/vPGYvnn8dn1+y2Z9su0KfXDVRn12w6V6Z/b5euC0mBaEYrog6K4LI+U5CC67Kj2mR3oM0j1di6wmMoIeJYCp52BJpPWM8Hx5jBOmYJ6PSdlX95+oW5ZfYWNydrBEzY8N78EOAUeihvF3jmh9mq5oV2KpU3+o3nSPgKeDBtLdTL2AaMvjolrXtlQboyU68bhd7+vQAWtjNawb0rpTCvTN/Vv06cZKmwXpk2nlunuAi0/AVcE7x7uH+Z3vAysOEyw4M69zeTiTP0qk85mjpGIRQSHl20DBYTyGt8q3PFZMwcNTC00xPbtNsR676s6kKXhfAjO5PdkD+9MDvw6wnmDBJDnN+5sQpgwhHzfBEoAivjcEPQEUmIjxkWK6sjQBz+eKRm7m0LAzCcPS0LwBVHy1HAcTIn/vrKCbMgtzMOADGCHgqZc7x/I/nYmY7cxBShsWNP25bQebKXhtx+EGFhwDG0SoAar4tQBH8k8BTNJMEG4Aqw+oV3vpNjBWwBRw3clWXfF6/JiAIaBOcBQgDwPlWhRxoP4rZmHzhRrrJvXG3Sdg5jNu2C7XB3wJXrp55gYt6TlO80Nxx1RMKXBBXPitAXCUjWmwzggzuMT07VO36t/bP9C/v/zArfn91Yf691es39e/t79vv//16Rv65j9u1rOnn6nLT47rkval1qf0HcyTMeF+KCax2goRuAhUxgcgxcLAeDFu1IGmGheKFve6rv8ZO4AVZaZf076idGFVdmjAejTA2kLjUwfoqvZFatuwy17aNLZ81vp1U/eYy/VgAJcgqT5Ne2toSo5aHJe+y/UOFbASCd22UQ+t61SsTzfOMvPvh2cW64MLhuuKTsX2bgKeWEOc+d3lF2PxQDEzVupZP7BQYPHAusMx7OM3ShaVtcyCECzV4JZ5BqxUXhqSWmhWo/PaFOuJJLDuj+hMtkn2wL574NcCVgRa+IROlsKCJk1KAOZfBO14r1IMvlHAkQR3GCJghjkUtoqAwJwJGKJ9A7QAMELCAXKxKJNIpCkFCBDc+JEQ+ICVsUHPnGys1QNMgM3AzWNXs9t5puCOwyw9BaHEfq4LMwA8WTCHwlwBT8y8RPuy3vG3Vw/YD/bhGIAYoUiELmzUZ5KwSVgxzAKARAmAybEG7NkHCBt7Nubsav5yX2znHvGrLQglLN1mpeWxuuAnfLA8P+04PyCIn5Vz39ShSB/NGqfvXntQ//riHf3ry/f1L8DVlvf17y9ZdoLtvz5/29r98Pbj2n7TGn0w/zw9mhPT1k4xXd4xoa3dE7qsfUwbQjGtD8d0VftSbeqQ0Pz0Es0MxqzKlgFsKGY+cBgrpuIlpPj0m6jbll1pz4pSdVag2GOHO4OVqoIixfFPatBZ1G6uut3/HWzQQae2ONX8r5hZ/e0HuybKuHatVhadXPUchwpYa9Zsqf4tTtOCSExvnTtcH58f1+dLx+vZEWVaiMnes5ZgtQE0LYUr4sp8so1vBQXLLaR8+S4UppVz3wtjjmWI7+1Mq7yUr6WjXIEI0m1QcGeklurJJLDuW2Am9yR7YH964NcE1uPqpuqMtEIDApilKxDhJj8HCC14witWMJkUDI9lUskHXyIAA7giPDAVA5oUGwCcMQuPC7gSiTAyfEmsAR/ABKACHNHwYW2cG6GOz5I2ABoMcW67wbptkwteouCCYwKOVfIbX6Lzbfl1cssNYG9ILxULKTWw0+us0pKrukQOJ6DKcSgKnAc/J8/E85gp1fMDA/ooDWwDVDFfIzRpyz1zLG24Z/Mbe+1gKfMB1pnrtRRTcNC1BaQwYaOYYCKEtWCiXRhJ6KE+RfryhuX65q/X6fu3/6rvvOWfn77hger7+uenb+r7d57U1w9u1mcbp+uLy2fps40X6pO547X9ypnavm2ezYH7xdZl+ubpu/W3jXP0VPFgvTh8lD69dI6++PMGfbxyuu7PHqwLQ26MLbgMJYhZV/ADhuLa1P8M3b7sSnteFA2WglYZqlVz78Bp4FZlwvKqYAcIFrfK1KRAserWIJL3lwNr1fNX/X0ogJX7a1gvqESbfC2LxvXakEJ9NCWuTxecruu7F5qJ3/frY+nAOoKf1U9jQkHjneA9YW5W3h+A1wU1OUsL7xsBZCiiZwTjpuSMbF1gwDqrdIqGWfBSsWYHSvVM0se6P6Iz2SbZA/vugV8TWEl9yGhxqpZHKiwdBgHLhw6gkrDOAkiiObMPQUAKDsCKuctAyGNgAA+BGmO8QBh8tRzHHJSYT6cEXdoB7Bi2ChABKI65OiYMaPlCHNClzQKv8tICCkR45kzOAaDB/GCb5kv1UlIA2iui5eb38s29RAD71ZP8CFqKJZB367NSwJ5r8xyArQssckoALJNnBUgBVJQI7gGQNGAMOUD2FQKUAo5fFCrTDR6wzvNqMHPPLGYGt6L7LsgFc/LTpTF989h1+v7dJ/TDB8/q749s0fbrF+qbv2zWD/ha339GX926Xp/MHac3E4P0/GlZeqMoW68VZOnZvll6KW+Q3j29XJ/MP13br12i7199SD9+8pK+f+0h/fDuU/r3l+/p/8Gc/OXb+vtD1+uGAYNFpaXTA0zA7af9lGlGMLYjeAmAAChg2ORkpjfsfEBsE9Nx3VqtNDFQpGEpuapRven/AmBtrGCDTpZfelnbuF6P5epv08v10tC45obj1h8ExhGdjTkfxsq75AfAYcmgv4ikpw3vC2v2876hdJ0ZcuU2UWCxFGDNGdY6X4tGVWpWbKqGtCkwRRdgfTrJWPctMJN7kj2wPz3wawIrQq/V8ekWHQxAjKFeqRfMMsR8ra7MIaDq++IoPQgImBDxgAgQAVSIfKREHrWCBweKLCCK4uMALgIaxgcj4jftHVA5ForwAdgAWgKBACf+vrjtEN21YZvmdxzm8jp3iyKGFcAeMAMTSEJkLCwCIL2pbamloJAGgemX7Zh+CW7CX+yEnDPpcj+AOdeESeJr5F4AXPy+foQn7XhensUxTvc3IOsrA6wpto/JkMpLa3qN08Kgn3vrBC1AbfN2es+LKfv5wQl9+9zt+vHjl/XtKw9p+9b5+uSiIfp04Rh9sf58fbbqbH0wOt+msXtxQKYe75anZ3pn6+le2bqvY4Ee756r5/pm6vm+WXo1L0sfnFOur++/Uv/8+FX964t3je0CrvhrAdq/VJyuaZ5QZ4yo4YzyMi+Y0Pr+E3XHsitdGlHYMWxYdnlKrpl7d/e1VmWNVX/D/tLqt9ekYIkiDfZMj6na9lD8/qWMlfutUbOFcloO1DQCwNqW6o2yPDMF33hKqb3bjDUs1Jl7nWvERQK7Kky8I7xf9BfWGPzctMevikLIfoKWcLOwoIDyfTlgnaVZJVMssAwLzspgqZ5KMtb9EZ3JNske2HcP/LrA2ki1a7bUuNRBJiQw1+IfpTgEC6CIJs1C0QhKH8JoqQgEECI8ABnSaM4Px21WG8CSbeTAYg4eGSgy1uqnpQC+PjskdQXBw2I+yR2RtQ5k2b68nQPWeR2Hq9KCaxIGdDBHzgObxG9KGg3+VEy/rInUJK+TohEAKqzCKQMuYMpYpXddP78WJsFiAOOBLEIUQYiZe7qnFPjAijmPyE4YKCAMoDpztnseCloArGt7jdMyb6Jz80cbK3bRuygZXAPh+9fiUn33/D3619cf6tvn7tZHU8r1Vkmm3huapXfKs/VmcabezGfS9QybeP0/uubpL10G6bEeeQ5Ye+bqhf5ZeqJHjp7onqNne2fqndEl+vyS6frmsev1jxfv1T8/f0f/+uoDffPoDXo4K2F9z1gRlYpSRDTx4lBC6/o7HyvMmufyTeQAcIfG3S2lZn+AkCCgPk37aHCbPDGT0f4c80va/HJgbaxW9dOtdjVK1lXtSvXemCK9NqJUiyKlFitALjMWG5Qr8lJ5r2CkWDt4r9jn12gGSLGAuBxp965gAWDCCyKyWaPMsti0cSNnaXZsisakFZsCCmO9/+rktHH7lpjJPcke2I8e+DWBFQGG4BvQrLeZsigGYOw0WGIfup+biu8VQB3qCQK0bHykaOEIH4AJfyiCBRBCCAO+VqbNOwZgIkiH+sSAMEKJqFqADFDiOEDGfK8ei+N8i9sOtiL8szsM03LPB+q3B8QrQy4NCPMvflMClnzfKiyWqGHYKn5gfMIcy3UAR0AZZmnA6N07IMI+noF23B8MnWOXArZ+cFXE5SgCrPiJXT+44CZjwhTCCMW1beZ6reo1Vos9HyuCmH7DL8c9+QwGheOO3kX6+v7N+ufnb2r7bWv13vAcvZYzUK/lZOil0zL0fP9sPX9qlv7aPU/P9s7SM6dk69FueXq0a57uPqlID3bOt22PdBlk4PrX7rl6vl+W3oln6m9LJugfL93rgp+++lDfPHaj/poX17JwmeWvksOKsoIyMxclwGOssC7GZkd/Rco1Pq1QjeoF9gskj6reVNnNT1M8JWefZQh/CZDufuwvBVYijnNawFad4nZXr0J9MDpPt59cqEmBmDFJosXpF9wBKESu4hKKpvOrUtIQYOW9AkQBW8do3SxIBAPiKuF7wu3Ct4XyOrp1vk10jin4rEDM3pOpbQp0w+U3JdNt9kN2Jpske2CfPfBrAyumr9Tj22l+KGYCgEheCkUkUgt2gCt5rgAupQ8xWQGYFA4HhHz2CVjgV0IAww4BJD+dg/YwHRaAlTKKsEKOxcSKECPFBQEO8AG6ADVgNqdKVPDsED4ux2ZheVwD8OWaMGgEHGZffKpb02PGIgA5goVYAEiORxHg3hGQXAsBCKDANGDRbPcBmPaYyf12nA8w5NqwbM7D82K+xnxMe0CZ+5sdSmhr5Tpd3HOsVsBuvQnSMSE6wHY+YoTveYG4rmpfok8vma0fP3xOn2+YordjA/Vq5kC90D9Tz/bJ0quZGXqqV46eODnHfKpP9szRf3TLMxPww53y9WCnfDMFA6z8BnSf65ult4oH6qPzYvrqjvX64cMXLIXnh7f/qsfLx2hhqMyivlGWGAvM20xxR4EITMH0B4DLc/Hc+BK59/5N++4Rkbs7yPE3dYILWg5QPCVbNQ5X0Ygqua6/BFj5FpodF9FE3ler0xzX81l5ejorV7NCcYsfwB+KEsX7hqLlM3nWjCuAy9oHUt4b+g5FCmaLRcO+JVLT0oo1NFBoE2EAsDDWBSMrNad0qqYEY1oZrdCwFhm6dOPV+u677+RPcO6vkxOd71OMJncke2DXHvi1gRXhh4luYuogrYoSxORSAChxByAicPno/aLgCAUifwFN5gZFyGLehH2hsVO2DQ0dwTPFizTmeGrQImCY5BzhBKMFfGCtbIf5ATAwSJgiwGYA1XaI7ti4TXM6DtNF1M71fLUIN4AQYGNByHFdwJ2FyjYAs880uU8YKiAMoHN+Hzy53nKvwD33bcDpsRLaEoCF3rmN7wAAIABJREFU2Re2yjm4DmCL75W/YSewZ/rDByAUjaXBMv155npt6DVOS4JxO57zO6aMCdFVjUI5oH8uDsX0bPlo/fD6w/psw4V6I3+AXsseaKzzyZ7ZBprGQvtm6ZWMTL08MEPP9cnSi6dm6ZEu+br3pEI90m2QVZ56AJDtn6WXBmbqvRE5+ujcEn224kxtv3Gp/vHMbfr26Tt0V66bUYcxx5qAqZv+B1gXe6ZggAJFg370FQmUi9nhuPo27WP+yL0Bqr+N3NfTmvdXQUqWatbae+F8v+2hWB8ssAKqRC/3bHqKzqHgRiihbZ1K9GZRljZ2KLYIdweIRaYYklrGmJ0XjusCe+d5D5wvFQsGpl/AlP5jAWhRWkg9w6fKd0VwILEI5V48A0X4F4+apaWxCzWPaRujFerd+GStXntpElh3FZPJv5I9cGA98FsAK9HBuS1O08aoC7ohspePH2BljZkKc5ULYCpxgiFQYuwTECIql9QVAI0IYIAOrd2A1CssT+QpYMqCL5eFKGCYqWNvbo3wAfDM78k+ShoCrB2GWUF6zmlmSY9V8hugA5xYYAjuHpwPjP0IOEAcPy/XQtD5IMHfPpCz5vycj+NQFHgWzNOY/ABFnsuuydoqHLnzAcAUzDdA90B7QahMt8x0PtalwZ3zcfqgjl9ufYRzA6wJzQkkdGefuP7xyDZ9tnGaXs8boFeyB+rJHjmCnT7aLdeY6CNd84yxvpyVqcd75OqFUzONuT7cOV9/7ZGr208q1l0di/RmUabeLBioN4syPF9ttj6ZMdgij7+66xrd2KPImBljMYPpz7zp7FZR09YY6xWOlXnKBGPCcxKEg+JwXqhUgRM62Aw4ANO+gDHcoJOKUrL/R/tYCcYixSaeOshiC0gvu6tzge7uma8pIfc9WJR8WrHNlwvIUjyf6lUoJrwXKHq8G/ymfzZZsRJnEuY9w9w+MuiUVaKB8auidDJl46i0YlW0zLNawWvj07Q0lND0YKka1Q5o9ZpLksB6YGI02TrZA7v2wG8BrAgVEvgBOQItzrZCD87PCrASwYhQ4TcAG0vNV3lagVVYwi+LGdWfW5SCEAhoTIawWFgn/kPAGe3eqgx5fj0Ai2MBWMAGUHNrlyMKC5zVtsJqBTO7DYwRk+tSUwB2AioAZ4DoAZoPXAgzTMAIObb5TBW26XxoLk2GNtwHplB3f65EIcdgosaEjLCkHcwYAKaqkZ3bY8qY+NiHcgEA89wzg3Erabig11hLYQGkYdqYnmE1rGGv3DtMhjrLV3cq0aeXL9Hnl1yot0sz9OJpGRagBIA+1j1XD3XKt+WvPXP03KnZur+DiwZ+rGueHumSpxcGZNpC+9cGZerV7AFmSgZwX8kaoL/NG6cf3npEH122ShvSna+ciliUOWQ8uBeCl9acOlF3LrvCnhvlie30D2NCv/B8KDGjUgsUbdjJqjLtC1ipuNSnWV/VqdVqB/juC4jr1Wr9i3yxB8tYKTbRr0V/Ux6xqMwKx3V1ekwzAUPPbOsUS2fCpR42iifAyrjyjqGQ8V7RV9ZHXnoN786FIWaR8tmpS3ECUIcECkUEPut4y1zNH1WpDbFppsiVp2SrWrXGSWDdVUQm/0r2wIH3wG8FrMfUStHZgUIzZ00OxnfUDh6cVmRF9SlxSBAT4Eq0L8KAEoj4TBGwMDUECiCMTw5/kvMzOZbDdsxnvk+V3wAu4IKQxv8IQAJasEuEFL9ne8C6iGnjPF8n5mBAkgWg4roGdibQXBAVgMW5YVeYMg3MvHJyHAO4ci+AL8CBcOSaLIAH+2CRsF/uB7DEvAfb5VowE87NPpgcrAVw5l6YNs58xN60cetOdqZgjqGfUEIAa9oTzITgxT9rRdpDMb181gR9tmaS3h2Rq5cHZhpbfaTrIPOZErBEOg1pNU/1ztE9JxXp0a751uaBTgV6qGu+XsnK0NOnZOvljAz7DagCyM/2zdTf5o3XD2/9RW9PP0MrwjGL5AbUYa08F31DIQ6mjfvz8it2+Ju5d56Nvgc06C/as0zzzMJ7m8YNsCVArm6tFAPVo6qfaBNANKkX2gGyOwCZKeHqtxfTz1X7CQa8o30V36q/7WCAlXsi0pkqVPZeembxSVb/ukjMAATDBBj9CF7WACN53U6ZcpYMlC17nzy/Pe8L34ez+pTYN4NyyoJy6rtcRgSKrFYwE51fE5uuZeGEOjXupiOOrJ80BR+4GE0ekeyBXXvgtwJWojcLWwzQmqgLsCBgyTT0oMtlHWdBTdQSLlIirUBlaQUGvpiymAHHWKQHWIAkGjzACqAhiPE/IrhghIAWa8AIIUSb2REChPBjOkFEtC/guKrdYN2zcZuWdxxufqe5VqgAVuCYgcslJUfUsU/AFvbIGtDEzApY+KZirgV4AuJc2zfd+qZhxzTKNTNUZvfs2HdVM7ULfjK26pmYAWL8kwhYWDr3dCEAFIrr5pnrtbzXWC1iEvGIu2funfvgnrgHABuAsvKCgVI9UhTTZ8vG6f2xhRb9+2y/bL2en2XgSSoNpt/n+2dZDutfOufruX6Zei07Qy8OyNAzfdx+gp0AYBaY7JMnZ+uV7AH6ePYYffvXG/T8YBSQhPmPuS5jwZjRH4uCZVrZb6JuXHaF+b7pL8YGlu4DK0BLn+EXB3B5psKWA3QCk5xXpzh/wz0KQcBSqdw0IXWQpqQV6IS6abvU+QUcCXZi8YFyb2s3p+uek6/T9kCBlXtqckxYZW3yzXfKe4lPHSWHb4AgPoKMWAjqs3iDQLExTJgt7xHBa8694CwVKE42tp7ysdPs64qvYEaG7dpUjWnFZgYmQnhM63xtGD1X18ena3JaoU6oG0gC667iMflXsgcOrgd+C2BFIGEObntCRytaABvxSxxSP5hAC9iqrb1kdhjrCG9qOfIgEbgwL99kCihiVobVATaAB3mSZwXiOi9IwIfzt5ID66ewGEBZacMyzfaKMsxrW2HAurYj6TYea/RyBgFBABTWiInYZ1L22wNUhD7CD3MzYMbftOO3/zeghiBkOwANELONtoAlFXT4TQATDAV/JEDjt6ctC8BEe9gofxMJTPASs9swFRv3St8CwiwoD7B1FqJAMQdODJTqnn6F+nTJeP3nmUV64VTYabZeHJgpP43miV45evqUHDPxEvlrEcPZA/Vq9kDLcwV0KRZBoBNrzMT/0T1Pr+Zk6IPxRfry8ot0T+8iCy4DHGBPmKGpqIWlwUzBNrvNlQasgAYKAGAKkKIYcf8wMfrWUqR43mi5JgYK1alRVwPYerVSdinczzsGO+zdpIdGtM5S02MjewDr3oB0l23VmxijPR4A/8WMtYko65nbKkPnBF05TipRTQrGNSlUqqFphRZYxMQUWGcAQsbIQNBTRnh+p5y5QCVA1l/wuRLMR3wBEx+QB8435Jf9RHEFZH2gnZRSpKtGz9XV8RnKbnaq9V2SsR6cHE0eleyBXXrgtwPWRmpUN6DzA8UGEAhOgpgQKL5vCSGMYHABFwiYQtO8yclDK0foUjQCIQyIkKrhpx2gxRtgexG2CGWEDqY3QAswxDTqBzPBkgywqs7HaiDswMtnowAiws0xWBcIxPlgvmyDPXMe/jbg9QCV4wBHH9gAU8dyXRCPD75URAIs7d68+wNgAHMAlOfAFEwbgqS4F67JPSwLlenGmet1ea+xujiUsPQfQIprGlAZoLtUIEyxCHD696qOxfrwvDL955mFFtX7VK9ssTzRk8pKWXopM9OCkXyTLwz2xVMzPfNvphWJAIQf65ZnwUxPnZxtAAuj/XBCgT6qHKFtHWIGjvj+KASC/5tnMl9h0NUK/vPyKy1q29VzdsoFTJ1no09Zz6WUpWd9oM+IkF7B5O2BYo1pM0j9mvZR43rBHSz0iKMaWbBTjZrNbY2ZGIYKc3TLrvO87g08G9QLqOnx0b3OlPNzjJVp7qpVb2IF/Fsd31aDWmeaOwOXxpigY6K4O2CovmWmPLXQQBEXCBYblvO9d8sPiEOJJIgPJdIpWM6lQIF9vheUF74lP06Bb4ZoYMbc97Gen1KkbaPnaXVsqqXAoYgkgXUX8Zj8I9kDB9cDvxWwIsBq1WyhitbZWhutMHBACKCdY7ZCKBDkgraN8CenFT8TaydwCm3+VcAV0EDwAn4IGgAWVgNY4o/jPLA1BPPksEtbmOWDl7FKB5AI+lleVPDKjsO1EGEGIDLNWohAGhfBaywx6vsunYl1lTfTCOkjXBswBFxhrma28/ypgBwgS+oM5wZAAVgAk/uHddAGdusH9wCobINhw9S5DwCV++UZWQMy+CqpvLSi11gthBFWEboweJQOwBjGzuxCmB4R2Je0jen1oiy9PzzHAPSZPphzBwmzL/7SZ3tnG5N9sle2gSmgyvJM7yzBZp/omWNA/PTJpOhk6YV+WXbcmyWZ+ujsIr05rEAb0uM2RrAt35QNOKAYrQzFdbk3HytpUCgd3DvWCCKlqzJ9H2RRUvBHw/hhvZd6RRJQmM4NliqvVaaIDiaQiRlwyGllHtdW9dvplOZ91Pr4tjq2dqqBLGkvgMo+gba689vuDXR/Dlhh0R0ad1NBSrbGBIrNckLaDBWQAEAURFLJAELAFf8q7z7bfQUTJYg+sDgCrCeeUmhKpBcRT79RYAU/KosfpMS3UpqabyZmtvM35mb8tRe1KdF1o+fqnMJJ+mN1l5qUBNaDk6PJo5I9sEsP/JbAiu+q54mnWKAO4EHA0WhPoBC4gcBx08uVGtgOCxRZWTZy8RAQpAxMCVExxoGmCWRP8MDqAFyAB1Mbfix8jvj2iCQmmhJQow2ABvghvBZ4wLq04/AdkcfOv+cAkwAoWAOgwNoxXccYAQHOw3mdP9CBJaBnZkwvPQIw4D64H/yz3DcL5mwDd4+ZAbhcGyBiQRlgG78daLt9MHGusSiU0A2V67Wq51jNDbptgDfPxcK9ongATvg56W+E9sr0uF4rzdG7Q7L0Zv4AiwyGreIrhX1Seem5PpmW34r5lyISL/Z3ea1UaSLHFd/qf/TI08NdCgxcSdd5ozBTH4zJ0zOZeRa57ddAZlzNT27m/DJdFolpc38XvISPmb4DVI1le0ydfsC6wHMALGZKZwwMnJ3CALiiOKyLumPnhOM6C8aXkqPclgOU1/JUTUgrNICfGY5rQmq+FZPIbt5fXRr3UGr9kwyIYbUA7d6AdPdtBqwTzlOjJuk6olrDHcdwPKCe03KABWyR9sU7x+LSYNykE5NCcctZLU8tUCI132IJfMaJKRjFEqURhWsFlgrPRYCbg76gj3AZMJ58H4AoC+zUFNQ0ouoHGZjytx9dzHe1ILVU146ep/zMch1ZzaUvJYF1F/GY/CPZAwfXA78lsCJ8Gh8T1EWhUm2IllmAkaXZeMEW5O1hDibFAPNVWWqBmYMBXYTO0DSXo4d5F4GFkMXHikkW8AFwATqAB78SE2tTmACWdi5AG05otVfXF0aIAFvSzpU0XNhhmIEBQOf8Wg6cMLvBFABBrsMxgAFghdkSgW9C3wNr2gOC7APYAHFAlQVgZuEcXAcwcWZmtjEnq9sOkPgBUo7ZumvxjACtO49LQbpx5gat6zlOK0JxE8bspw8AJtguDJ8Sj/QtQptUp4vCcT0zMFvvJDKs4D7A+Wp2hl7OzNTLGQMtUpho4Rf6OQCldvBLp2VahaU38jOscAQM9pXMTGOvL/iF+bMy9G55ph7oNcjM4L4Sgo8cc7CvWKAEbPQKRKAg0AeM3SVRl69Jf/oKBv1MG/qMZ4G5cl76jgWmS47zZellZiqliAIVsjjXn9ITYpYh9q9nMgXWUbefidnnhuKaFChSj6Ynmy+U93NfLNbtc8FLEyaer8YGrA2sPQpj0+MiKk7JM7OvKUVevjNKBcwUhoolhuh3QJV3mwA92CT7iCfAT4rZm/ea52ZhDNnGu4cySkQ4FhnAmO+CGAUAlHMQGWzlQTEPs6Q5JoxliG9gYWqprh49T6f0zZOZrJOm4IMTosmjkj2wew/81sCKGS7WKtNYBlGgzt9UZGYwZyZDowdYi0wg+UEZaPemlacVW84rQEWKCgExgBDmNsAPAQ0w4dMCpAkGInAGkzB+XZgAbRDcCCsKRNy18VoBrHNCDrgInjHQ9QQ+5kwDMy9gCaD12RUAiQCkPef0g5iotGTs2Ey/7rzsh51h2kVIAgLuGPyGjp3xty+YAWjuCaaCIoAywT6uR0GJOcG4tnq1giu9ykv0AcAKGKEAAEawbvqWQvgweUD8yb5Zeg0mSgRw3yy9mpWpV/My9eJpmXolO9OClF7NzRQRw5Q8fCU7Q2+XegA8cKBFEwO8pOewvJKRobdLMvV2PEP39SywoCT6GcbM9QB8+opnoerPun4TbT5WQATGzzPBzqgtzD3bONLfXuEM2CupQxxPW79PfAWFvnRFRFzBDiZKYDYi1syPy6QJ/vpKbwrA9dFyU/BQfphyrm3Drmp9fDs1rJdmVZKIPsZfWqtWSx1XN8WieyPHd9SiKYuUlZ6j1ONPssnZOzbqrhGpBTrPt0zYM7gUKRQa3nH6HaUAkIRF+u4N3B2wSawJjBPjR3ASVbMwm9tYe75plLYZ4bh9F5h2OQfACsByHUCb74WJKTAvo5z616aflqeWaP3ouerZO2cH204y1t0lZPLvZA8cRA/8HLBSM/THH38U9UKpFcrvH374wX6zzd///fffW5uqdUW3b9+u1m06W0rC7iY0/280//YNOuniSMKEKOA3DI3bC8JA0DjTmAvKQIDgK0KzJ6gDnyyLn9+HsHHsxQUQMVUagDY5FBOBHbBXhDrpNoAvfkxACuABpBa0A1i3aVnH4RZIg4nWWJ+BqmOjHOOn8QAEDrQ80zC+Wy/YCHAF/BCOPqgiGH3QJUgHdkZ7mBZgzblhpT6Qs8/KG3rmT5QEzoVgZJ87L8pBhRUFuPqidZZuMy3oZv9BCQB0/HvgvDynRdr6dZNDCT3cfZCVM3x5gPOfvjwgwwAWoGXuVfJYiRh+vTDLCkm8MzhbH4xw5l4qLcFWKdSPP9ZSb/pnuTSdU7N0Q4ciewbYFeBAnzBelrMLWIbiWu0ViAA46U+UHPyGmNwBHwDEv2/6kH6nLX3IWKI08BtfMgvnQFlB4eA37wR/+35mFDDA99KImwKQCRSYPMHmPfWUnAWwRZuWsEi5LQfqpMZd1KFRV+W3ytSItAKNDRRpUmqxrpi2RpO7jdToVJhikQXI0c8oECgJvEOMG/cNYyUC3n8Hpgbj5t5AcSSKF4sNwMq7yfj6FhAixfGx8n5TDAUlkmem0AbfCN8CrNePTwBAYa2ALQoo30s8Ld+Cl+h7nn92myJNH3GhTu6dmwTWg5CdyUOSPbDPHvgpYAVIn3vuOW3ZskWff/653nrrLft900036W9/+5sB6dNPP63NmzfrnnvuEUB6MMBKfuG5gQIzyyE8AdLRARcNjMBgCjlMWkQ2+v5VzGYALFGObEeIwEQRRP5MHwAUQo3JyWF+CBRMwQh2WC2RqZhDfdOs+WEpELFxmwheQrBjZkQosgBmnI/zsh0BjsCGESI02Y4fFKEJ4MGyaAe7MvOwlzMLyCHgAQ3yZDkvghJBaoDimW4BRNga98H5+JvFB/s5zGXqPR/7KcJP8NKqk8dZug1ADWADorTjuoAZTHBD1Pl2+Zsay7d1KjKG+Ub+QL0dz7KyhK8PIho4Q6/lZhhrxTQM0L5RMFDvDM7Rh6cP0vujcvRuRabeKhyo13My9Hpehl4akGkF/N8scH9v6VhiZm2eGRZJXVwAhtxbnn1NKKGN/c/QbcuvMDBiPAAl+gJTLffLM/v3j4kcZccC0DwTtzNzOzC72POz8+z4XK1vvIhq2jE+pFf57wfjSFuAF+DimpiOibplInuYLKyRdlgelkcrtDhSYde/MC2mq2es0Yzuo6zPMW/b++W9B7zP/M0Y+LnVACtsdHLY1fGtIKgotdAxzkCJ5bfy/LxX3A/XxWVB/3EfvAMOpEtVgYKZ6grro3RSwpDp4QBo/9twIOt8uiiuBPddnV6mya1yNDQxbiewVm9iUcFrkrWC9ykvkzuSPbBfPbAvYAVUAc+lS5dq8ODBBqpz587VXXfdpSuvvFJbt27VRx99pHnz5unRRx/VmjVr9Pjjj8tnrhz/5Zfb1bR5ex1xRD0dceTxP7GcoL4Ne2k10Y9pMZ2RUqSRrQs0JqVQw1rlK94qT8Nb52ssf7cuUEWrfJW2zFGsJdsLVNYqz9qMaF2gC1NLtDwQ0+JAXHPTYpqRVqr5aTHNDcR1UWqpzmpTpIkp/x975x1mVXXuf5KbS9Rcu4JIQJg5c840mkgXBEFghulz5pyZocMUujD0Xoc6DAwMM/RebNiNGmMSjdHYY1ekiIIFsOYm9/5xn+f7ez7v2htJfqk3grkyPM9mn9ln77XXWnuf97u+b83VzEDYzh0V61jH5EBYkwJhE3gP1O7VkhYDtCgQ0eJgxNpbTptxEc2Ny9OSuIi1WRGMqDIuokVx7rvyuKjYOJfrFsRF7TuOzYvL03xvWxPMszbp1xzrX1SL4yJ2zsJgRBVxES2Ni9r1swNhLQ+6z0uCUS2Pc+cujotaX2hzSTCiGYE8lQfydOfMdVrVYbhmxeRqVTCi1cE8zYzL09xAniYFcjUpNlcbQmFtD+VqGUXhA3maGhvWvuQsvZPRU+/m9tSRoX11ZFAfvT8qXYf736J3w710ZEhfHR6eotdu6amXuvbSK71u0eFBfez7dzJv0aGBKXo33EfvRnrrUH5vHeSa/r31bm4vbWmRqQmxYTFfNaE8zQiENTomx54H/V8cm6eVXUfoweVbtSIY0cJAVNQFZc4WxOVpTsDNHWOeF+CYm2/meIk35/5cz4+LiPOY80VxUXtmPLelcRF7LrwbzDXvBm1zf85jvjnG/NM+c8p3s5jXuKj1qyKYp6XeXHPeomBE5bFh3TFtjVa2G6oFgbA9b+ab95D3jfdqciBP42JzVdA8Q0NjsjQ+kKtbA7kqislWYbMM5TdL18BmGeJdZJ4Y11p7dhFVM2fe+7IyGNVqxhyMaEJsrr37ec3SlN00VdFmGfY37Q+PybL78LspbJau/s0z7DdT2DzD5p05XhWK6MbL2im1X4E6duqrevUudb/PehdrddWGulzBf5f0rDupbgb+wgz8JWD9/PPPdd999+nee+9VWVmZnnnmGY0ePVqffvqp3nrrLS1ZskRPPfWUysvL9Yc//EEPPfSQ9u3bdxpYYa6nTn2q4tIJSs/sr6ycgX9xy8wZpJL+Y7WjZJFuLy1XTWm5VpYs1IqS+VpaMl/lxfO0vHi+VpcstOPLSxa440XztLh4npYWz9ey4vlaUbLAztlZski7Sstt22n7xdpZUq5tpeWqLlmoipL5qi1dpM2li2xPu+tKFml7abl2jlyix+96SFvGLNX2UtpZrB0l5dpRWq4tpZzj2t5buvj0PThnj/c3+9tKF9u9tpUsEvdnz73Wly7SptJF9j3tbS4t11a+t73ry6aScu0sWawtJYu0kfuVuPtsLVmkbSXl4r67S914ttvftLFIG0rLtb14kX6y5Q7tmlipzcXcx83BLm8+1hYvVHXJIu0oWWzj2eCNv7ZkkR4YtUCvzpmhl2fO0GsLZ+ityjk6sH2F3q6ap7dWz9Xba+frnXXz9dqCGXqubJZemjVTb5S7896umqt3d1fqwJYlertmod5eM09vrZyltypm6dUFM7R/zHy7L3O3u7RctaULtaSYYwu1vrRcO4oXaf+0Kv1sz302xk02N27udtr8uznnGbptsW5nnkvKbd6ZL+aG9pnnLTxHrw17pnznPUOezR6vHZ4V74o9J7ueNtxz4dmwub64PXO3roR3yN2He24rWqiHNt2uXeMrtMneocViXjd45/C8mV/esUVF87S6ZIG9A7wLlSUL7L1dVDTX3l3a3VBSrn3eO3RHabnuLC3X/tJye5bMHX2mTyu9a/ldMJe8/xxbWbzA9ktLvN9GyXwtK5mvipIFttWULLL26fvwyEjNnluuSZNnKzOb3+cgpWcU6r77H9ZXX315Wvt0phbqf/7nf/6CJPn/Dx85ckT16tV7rx7/8Ufdv7oZOF9m4M8BK2wTFe+sWbMMPEtKSnT//fdr/Pjx+uyzz3TgwAED1p/+9KfGaLG78hmVMNfyQ2R/8uQpWxG3bHWT2rS9+a9urdv2UH6PAm1On6RNaRNVkT5R89ImaGa/WzU1dZym97tV0/rdqtlp4+3zlH7uGMcn9xunKf3GimPs56aN17r0SdpgbU3S5rRJqkmfqOq0idqUMUlr0iZqUXqZVqWXqTZ9ku1XppdpRfpErc2aop/uukdLw1NVnjZBVVyXPlFV6WV2Pe1sSp+krekTtSFtojamT9S69ImqTJ+oNellWp/BuRNVmz5R671z16a5c9ZwPM0dt76kT9Ke9Im2cS0bbXNeRXqZqtImimtXpbttdXqZlqSV2b1WWTvufrS1MW2iavuV6d6qndo8YI429yvThoxJWp1WpvL0CVqWXqap/cbZnFZlTNTCtAma3W+85qWxTdCerPF6/dZSvVlWpDfGF+mNMUV6Z/oIHVw0VkfWTteR2pl6a+ZYvTSkRC8OKtHTBSP1ZGSUXi8bqSPr5+jovhV6d8FYHZg7Sm9PKdVrI4v09qQSvVA8QlvTy7TA68P69DJtT5+oFWllWp5G/8u0qV+Zbh+6QI9svsOe1Za0STYPNemTbB4rbe4naa0317wbK9LcPDNXq9Mn2vNl3vnbbcyn+8z8cY59713nn8vccR7PlTncwHPNcO8Lz5W/eaY8F541n/mea9byjqWW6f6V21Xbf5ZW95tgz4p+cr8l6WVamlamhekTND/NPQOeA/fmOM+Dd5bvltrzn6SNGZPsmS9Lm2jPbJX3PnE/3rE5/W7VJHvXx9r1E1LGaIb325iUOlYOmq6RAAAgAElEQVRz+rnfB23zuylLGSOOs/GcGe+W9Eka36dErVt116jRkzRo8Ci1atPdfp8tW3XTnr131THW8wUA6sZ5dmbgzwErwPirX/1K8+bN0+zZs9W7d29t2LDBGOvBgwcNbFevXq3XXntNc+fONfsrquEHHnjgNGN1wHpSTZu1Ub3vXa5637/6b2xX6dILm2tUTIbZ3JaGohofl2cOIUMD2RoUy5alIYFsDQvkamiA+MQsRWIylB+bof6ovwLZ9jfHJwbzrM7nGpxAQvn2mTZxlKH+56xQVBOCeZoWjGh5KF/TgxGrDrMwqb8erN2nZa0HaWpcnmaEIpqNepCaoaF8tyfcIUS7UQtr4TsSMiwjdpRUgt6+IpRv15SHoqKMG/2gjSUhrnd9WhXKV2Uo//Q9OGdeKCKcj/jMxr24B31nXx50Y1hJqkJUm6GoGOeyYES3zV6nio5FWhGXp2Xe+TNxZIoLKz82UwNis1QcyNWw2ByNCuRqQlyexgTyVNsyrEMDUOfeoneyb9HB6C16r6Sf3ivup8PD0/RWpJ8ebZup+1pl6aHWmbotKVe7E8N67PoMHS7O0sdLh+v4/EH6YGKujgxP1TtZt+i9YSl6LrWfVuCFHZdn95scF7G/5wUj9oymBiOaGsjT6ptG6t4V22xumCPGRvYokkesprKPN/fML/MxN+SeG3PLHNjziGduo1oZyrd3iOsoh8a1zBFzyfdW/5VwJG8uSf/ItihIu1ExXzODUU0LcjzibKfec+V74oV5ZuW0G8jTHdPXmvodFSthTvR7adC9U7zDowNhm+dZQfduzA7yboc1ODbb3tlxcWHNCkasf7wz3IP3kjH67xLjLAvmaUBMpr3j2c3TlNM8XVnN0+zvgTFZYhsWyFH/2EzbBgeyVRCboWhshobGZmtKMM/SXjJXLa5sZyaa1LQCdbkx1Wyr9hutd5mq1tSVjTs70rau1fNmBv4SsAKuePx+8sknxlwPHz5srBWgBXBfeOEFnTp1Stu2bTNwraio0KFDh/6Esf5tr2DfO9j29Rsp6eq2WpQQNQ9InEzIDkRFDsIFcMbAeakkmKeiUK55A+OwgRcx3+MR6XtA4syEEwxOKTgY4fCBF6ilQPTiIsviXQUc37uWcxZ4CSKqrh9qXsqUcZuR6Bx9cILB2YZ+4ZU6y8uyhIOSi4Oleo0L3+F7C6fx4lpxfsL5hvAanG9wxqE/5CPGwYUC7DioLE9yjlL0yXmUOqcmzsdhhT6Y57MXeoHHMPfke0rqkdJweRcSRLgqObSNExPOPuQHJn4UZ69oXJaFXliscDCqzW0jen9iREcnhHVkRKaOFKXp4MBUvdYvRc/3SNUDbXK0w2JASaWHN22BNicVWPjKM93TdGREtj5aNUbH5gzQ+xNydWhwinkN/7RrhoU1MWZCnugP1+M8hXMSTj2A2uIeo3VfxXbzdMXRis3NlXPewuHGpe9zDkbOscd5yuId65yz3Bzh+MPfOIcxNzglMQc8E+KJ8SZmfnGK4rkxr8wPjk18pqgB3uRc65yoXNwyz9B3qqJ9rpkVzNOeWWu1rFOxLao4Tp1cQmlwCmPM5KrGCQ2Pb95JEkT4mZcIqyHcinYZB+8Ejm68Z84pLt+eKxnEeHZ4D5PysH+A8DMSpuTa83RZmsLmzOQnhMBLGG9gHP24J6Fl25ILdWsgS5ddHFC9epcpPbNQXU97BTvnpbpC5+eN+K8b6Nmagb8GrIArtla8fdmzffTRRwa2fMeGzZVjZ3oEc9xnrH8r3OaPgJVqIxc0Vu8mN5s3LYBF2EEpK3UTKM4T2A+3cYHwLnkEnpEE2hN6A9Ba2EFcjmUWQsghFBHMeIkicPHYJYk7WZjIioOABcjWtBion9Tu07w21GN1QhehhEcxwhgBiCD0gQ/vYrxL8dxFcCM8ATn67nsJA4aALEKbPZ64pEkE9DkG6HBv2qSfPlAjpMkDjJAFgNjokw/eCHbCdU7Hysbna//cWgu3gfngNUySABJoMAd+iAbe02RcYhsZn6cpoQJtap2nY4vH6eT+5fpk01R9tGqsjo7O1su9UnRf6xzztMYrdXNS1MJStiTl21xybE9yRC/0zdDHayfow8pROjaz0ID5UEGKftIhy4ohsAAYH4pa6AxeriRtYLx4zMLCK292wAqgAULMHXNFAQLGzZwDPMwTwOcn3LDnZmBJaIrzMgZEDSS9tJUAK4sWznULnK8XNy4Mx4W12Nx6cbI8G8ZW6cUf8+6QfIQwFT4Dfrw/OMXtmVWtxZ2LTQvCfRnTONJwhpwXO97nPOcF8QUivIb3mSQRhH/xfrN4I3kJ3sI8TxZZ9ItrrB3iUC0pSraBZDiQqdxAhnkD58e5dIV4/rp8wFniGOeTEIIFJ+8A7y3jKU/IV4ur21pmKTRJfwysdbmCz5acrWv3PJuBvwWsPkj6QAqLBTT9v/n8p8f8a/6eONY/BVYy3ZBfNRqTYuAHGMyw3KoujzAAS7JymCmslFAcmKzlQQ24PKsIGY6xWifGjxADhDOMFJAj2J6wD0IXEOIIfMAOob2rVaGe2LBH29sP0Ip4J0ARloATdURhHAh8BLQBn5exiWthwyYY/dAcjxHBMAECEhrAlhCYgCV77kuiigUeiMPo/CLugIsJZC/bzkyPVflsiCQXgCt/r0jsb0n495N5qUupqU+J3fWTQAD8xD/CAmHagI0PtDCZmsSoXh0/Vl+9/rh+9+YT+uq3j+hg2RDddX2O1nmMnzhRy1SU+HX9W0shmFigRzrn6Hj1FJ24c7E+WnOrjs8dpOMzB+jxm9JtfAAr+ZYZE3NFSBTgxXhR25f3GKV7jLE69s/88rw4l4UKixY0BS4DlWOkLDCsPdMEONZu53qslAUL8+cvVLje4oa9VIhcbyE03r24H+DN+TxbrmXPIoj3hnN5liwI6A/3WuAB67xOxaKeKmFExJaiSeH9JMsV7TB+gJMMYLybhJQRfsNigPsSgkQGLJi5Hx5GOwAwbbFwZNFImwAmx/i7JBi2BBP+b8G+t3A1F/cNwHIf+l6Z2F8Z1/USBQn43dUB63km7OuGe+5m4O8BVh9E/5H9/5ax+kB77WUJGhWXZSXUAADAh5hTBAyA6WeqYc9m7JWsM57KGKAlZ6p/PgA7OT5ioIhAr4JxeAKWFHuwONSytS0H6Feb9+j5PjnamhwxIASMAAWyFRHrChhbJiCC7D2ggA3BlGCPLsmBAy6AB2EMULgAf/c3IAzrQTgj4A0ALP0hqfhctiTuAQAh3GEctIM62RfU7GHIjuG5/R1za7S4S4kme0Ie9sT3ABKsG8ELg2GhASsCRNYm5qs6oUBPDx6u3x96Xv/92VF99fxP9NM+OZoLU/cYFGyNMbAoQQ28wUukQBs1SVG9NXaovnjubn328+36ZOtMndg8TU/0zdS8BNJHFlh9VeYZLQFZtpgDxjYbm2n3kdq/cruNDfBDDQrg8L0xfC/LFAxvMjZRWGMSwOenlXRzzDwzp7TBdzwLUxV7aQ+5J/PI2HlmLHi4DypYFh7EwPI357jNvXv0gWfNPNIugA6LnhHnVMErOxVrZihiwAq4ki2MBR0LMZ6Tn1aTzEgAJkDKvHFPFlIsjljs0A/6xffEogLAw0JOK0N9Vswgfu1ivkfVjDqZ7EowVlTCnOcXNKcfvDu8hyWBTKtJ6//G6oD13MnZujudZzPwrwqs/PipnzkgJtWC8gEYhDPghrDB1sSKHeaKzQnAQNCQtg1GAMA61Vi2otia4rLMHkXGJCdIXdA/nwEnVvUzKXbesr9+tmGvftopqgdb5mhzsgNScuoCTLBWWOD4eFcGDVZEGwAALAY2wzHYkTEbsgIZ4LrvAVOfJaHyMyHuJcpHAPuCn/Y4F7UjAhjA4DNgy3ewZvaAMsdhwOUkiJizTtM6F6kkkGuLAACB6+k7qfMQvAh3/kagr/IE+pL4Qv0yNawvnntQ/33iXZ24rUp3tMk2psXcMCZACGBFrQro8JlFD/2msPrz4UL94cjz+sMHr+srWO+z9+mFSI45+6AO5dk5BpZt/YAJIvRRBc/rPko7V2yx+rCwWBYzvp2R/nOfakvr55iprzVgjgBZ+sDmFjhfZ7TiGTB3gCGF1lHtMuecx3cwYlS6MFI2zqM0HXPLHkYJMKMtAPzoG+8LCxOSjUwP5mnvzGot6VRkzkXYTkmID+iixqZPADKLN98OOsljwGhMALzaRMcoeS8YD5mmWPzwnsM4ec8LvFJyvNOOlbrqOJg/IoEsoR7Gpsrvgj3XjAyFTyfZmB/KU8JVbSyXcR2wnmdCvm64534G/pWBFQFw6X/EqHfTnibUYDEIQlgjqrBIXKbtKSUHY7XVelyuFXoG/Kj2gYDBwQO7K8CLcEdA1iTmm50PwAYkEJioe2eSeWnDPtW2GawHWuXo+ZtSdff1OVoS74ASIW8F1OMjVpKO/iAM2cPsDOA8oc1nwBbhCoNCwCOsYbUAg38t3xkoJDrHINqD0SH455FdKcHZhjnfQMdjx6gXaZ8N4b0gnlzB6zSx83CNigubcEbQMxcuOfvXWawYK2wKBmagmZCvFwr763dvPKn/+uRdfXLbKv2kU4ZWJuZpaijfy20bNVB1hQ4ciNH32aECrU3K0YFpo/SHY6/rv08e0X+dOKTfH/yNXh0xWFVermWYGhm0XAo+txiCWY3BK7b7SO1csVWDAtjFXco/Fg08G0wBZDRyc0vGJRijY42+epjvmUPmDKcojqNBsP3p0nz59hwAUJg/alc+++zY37s5cfZsznPPzQG6vYOeMxT9wcN4z8xqTek43BYzqGmxl8JoWRzQV95X8vayTYx3wEyqSdrlfbLFlbdYgu0CnLyzLA5ZDAGwbKh9zXHPU/XCTNHesJD0/Qp43wFX5pp3gvHh+HR9ww5WyNwHVfZ1jPXcy9u6O54nM/CvDqzYXC+4oIm6XdtNcxLytDbJMQ1UYFS9QVAjgHw7FKpf85SMy7FVvF/fEqbkAy3qMVSkOHOgdoU5zoh3gnNRiwG6f8M+LWk9WLcnh/VijxS9lZOiJ3pmaUuLiKYFSWLvhDjqaavQ4gl1GB3CHeELcCI0AVty2fosk2M4ycC+YWsIVcAAdS2fYS0IdoADtgQ7on8uobxz7KEtn9XxmXNQsWLj2zq7WpM7F+nWYJ4tJLDp+Wwe1kQxeVSHgDH9dWrWiB7LLNTJ+7fpvz4+YMD4uwPP6OMtS/T6xPHa1zlPy5LJcRsxNgXQM1+A1qaWEf20b57emjRaX7zwiLv2naf1xTN36z8PPq0PNi3RrhvCJuTNWSqUZ2CAgw2LIVPjB3I0pfsI7anYajZI+jghPmJsmfGxgMCzFrBi3ny2jurUbajK3aIFMEYVzHMAWBinqdu9hQ2LE8AGtgzrZAxsqIadU5t7dqQ85D6cy3c8G2OqnscvbaKJINRnx8y1mtex2MJkeKa2SPJUzvw9OZ7c0lFNY9481TX9YlGCfZt7ANKU0uMdhXGiicGUgUevbR6Asoh0m1P7Mn+wWUwfaGtYXLJoou+Uz6NiT8dGnfTDCxqfLmnng2sdsJ4nQr5umOd+Bv7VgdUXAvXrN1Z8gzYqDmQaYCGIYBOo1QBNAJTVeziQoZxAhvOKRB3sFU5H6CCsWM2zwi8O5ZoadX2SS5KP+g0Bt7rlQD20fp+WXT9YtQlRPdw2R4eGZerYtAK9mtlPd3fI1bJE5zSE0EdNSoFpHFNgogjMFcZYna0V1oKA98ES0EXwIsw57m9ci7oTVS/fIch9L1iOY99EmNO2qU89doztDjU19meAdRuMtdMw+4w6kRANhDU1aQFWErzzGbBC2KMav//mXJ28f73+8MGr+u8Th/Xfp47ov2CdnxzU74++rBP7q3VgbIF+1jVDVa3CmhUKa02LsH7aKVNvDQnrxJ5y/e6dp/RfJw4bU/3sF7v1YfkwfbJrvj7/xU69MrLUisYzxwD5cBY9sRkGAua9HcjWmJuKtGPFFg32bOYOICIGOCyALETG2LlTyTJvzA/gxHNgz7wxtyw6+J754h1hz3E2Fjao2wFRnrdv98bubnZzb0HEuSx2YL0sfMqTyHHsyhOiQud7mOiYQNiS8C/oVGwqb9pgMcV1zmEpYvZ5AN/1yzm/AXwANt7R9OnWUNSeU8TzC2Bx6C+KmCPCy3iWaCCYG/+99tX7ACzf4QDFmLCBL0yIqnvjG62Yu/87OnNfB6znXt7W3fE8mYH/K8CKQKASDsWj05r00qz4iNmnAJ058YQlRC0uExAh1hUWa8DiMVqAF3UZAoiSc9hdEUowQwQyNjcE7ZKWA/Tw+tsMWBGMq5MK9HjXLB0cmqn3ilL1wbhsvZiTpfu65mhby4jZKFFVAlowMkInaI+2zB7qOeL4ghowgOUi7GFPsB6EMEIcQYuNjza4nnMADacCdbZbgBqQRoDSP2pxouKGhQKsm2dXa1zHYSqNo2wYji5h2wB+vx4tzInrAOPq5Dy9MTis40tG6PiqyfrssR36/Nf79fmv7tAXT+/Xly8/rBO3L9WBgVl6J7+fDo/K0xslw3RoVFQflOXpo5Wj9OnDNfrsyX364um79Pnz9+vkHct1pCRT7w5K15Gygfpwcal+0iNH00MRi6fkvtjFAQfUmaPjwprSvVTbV2yxRRIMG1aGNgL2RVwz6nEWLQvjCyxExTkTOVU4NlaAijn2WT975g1QZC4BNgAMAOYYTkM8c9SxfE/bPAu+R/3srneqfZ6BOV955gL6NCkUNeckEm/snVWtRZ2KjR3yTPgOoMTWii3bt+eaw5UH6qvRbCRhT+W9zbX58N/dQUG3ALT5sbJv1FjFISnHwmxYPPIOY29l/lgwYostC0VsLGg9yoI5ur5hewtfOxNMz/xcB6zniZCvG+a5n4H/S8DqCwVUw4ErWlpIDkCEnRRmQswfjBQBhFCCyWKbQigRgoOgpvIHDADhBXMdF+9sUQhlBG9li4F6xIB1iNn2EM44B/2ya4aODOunQ4NSdXBwPx0ZmaN3hmTp512ztbNlnhaE8jUGj1evcolvpwMQYEMw1ZoE+oqzkavagvBG4CO4jUl54ACg+mplQMA/B89kAJGkDqizGYMblwPWW1FLzlmnyZ2KjEnhlQqbRk2M6pu52pAc1YYWUS1NjmhPm1w919NVsnktNUVUtjk4JEOHi7J09NawZVQ6XjleJ/Ys0is5Ofp15zQdGJStj1eP0wdTC3RswVBLCHF84XAdnVygD6YX6tj8oTq2YJiojPNkxzT9rF2m3sxzySYe7ZalBQlRA8bhQVcP1hXgdqrg3RVbDYwApEFxzukM8GBxAACx+GAumQ9ACsACBNlYlPA3c8l5qG0BS9THfhUgjhvDteucB67PXAFXnhVz74M0DBVWio0ZwAQkmU8WMrBGCpVPswQR1ZrXsUjTyTAV72KEWegw/9h7TWXsqfdpn433DSDkfWWsvLO8l85hyTFS7OI8b7yo/WfpHJeczZWFI31gwWR2eKvEU6BRcZlqdkWyflC/0f+n/vV/Q+zrgPXcy9u6O54nM/B/EVhhrt/7wTVWcLpdo04qC2RqvYGVKxxNOALCD3bqew2jRhsZDJu6DcBF1YY9FtaKB6exnYRCVbccYMBK2bgVHptFhbk2KaJfd0/TocK+eisnVS90T9Xr2Wl6b3SW3hmSrUd75GhtqzzNSYiagAVgYWY4CMFgEdqocQFqGCqCHLBFLQlztVAPj6HCdC12FFYD4/UAA5YG6CBMEcJsMHOEOEkuxsTladvsai3rUmIpEYlzJbkFSQF2JUf007ZZeqZzmtVZfbE79VJT9ErvvlZr9bmuqXozrbcO9O+nA4Wpen9Cjisdl52i48tH6oPZAw0sX+lDKbm+OhDuYxmWPpieryPF6Xo7p7dVuDk8LFXvjcrS01376cFWubotKaIn2qfruR6peiMjRb/skKH9bXJUkRQxwDdwiAtrevcR2lWxVUW2GMp1Dk4BZ2eEyQ2Lg3nDYFGtEr4TNUDluWGD9lWrzDNgysYc+yBpanpPU8Aixp55vNMUALg8IwAbbQFqZMr5YUMHTGGgLE6YZ1O5hyIq89TaJIi4Y1a1CLeZHcy38BfevfHBPM02r2enikYzwnMmnAetBYDJwghvdcaH0xOLPoDT17SwaIKRArzYUFkI2oKQ1J0kiIjLtj6R6Ql1+erEfPWPSVHDS+JNu3MmiP65z3XAep4I+bphnvsZ+L8IrL6QAGBZlV91cUApTXo4wErob0IV4eTsUE44wTAQeANRswUJx3EqNGfLcjZSGA7hNjDW9dcPtvAOgBDbGIxvS3KeXsvN1LE5g/R2/0w906WfXktJ0bsD0nR0UlRH5o/ScwUF2t8xqrXJYc3CQzQQ0aRQgWaHnLoR1SPAidCnsDb2MNL7bU9ycaoIfWOy8ZxfoHnxOMjka1yAXLvYSJ2QLzP1M9mTXFwoAI4qeDf1WDuXWN7j5Yn52tc6rMc7pOuZzv2sEPmrvfvoxR599ZvO/fTLGzL1ixsy9euOqXo1vZ+OThusk5um6eTWGTqxa56OVUwwVe7RCXk6vmiYjs0brPen9dd7ZYBpho7NGaiPaybqo+qJOr58rD5cNkYfLhuh45UT9Zubs3R7cp6lQXykdY4eap2j/a3ILZytX7VP1+M3ZGpfi7AqEnG6QhXsnJdQYQMuLBrwgiU+k79hrjioATCOxeYZA2c+8e51GZsciOEcBlgSWoOpgPkEgAFP7NMsbABNH1A5bmDq7XFqghGzwUDRhOBMNS7oslXxPtAe35MgglJ9SzoWa2IwYsCK3ZrnyL3tnbJsSk7lzLW8m9j8AVQ3JmKxnX8AJgvHiJ0vAO8wx/ICGeYF7zzhnT11mql+C7Q6qb8t6Lo37qZLLmr+V1mq/9thXwes517e1t3xPJmB/8vA6gsJPId/eEETdbq2i9m5UBfi1AQLcELZMR8+Y8+yHKpeoXQEOMwVZgsbnNmiUI+s36fNbQcLOxhqZjxPsWkSKrO5RURPZ0f03oSo3i3oa4wPsDo4JE3vTx+oTzbP0Mk9i3S0fJJeKBqrO9OGakfXPG3rkKs1LfNUk+yy6ywlftRUk1HLWesSSQC4+apJjqi6RUSb2oS1sWOOdvcq0J3pw3RH70Jta5urVUkRU4ku9uIqAQLz7g1F9OCcdVrXpcQKBDzcNltvpPTRm2l99PLNffXsjamiWPlrffvoqQ7pBqovp6Tr0MioPqwYrWOVk/TCoAI9P7pEx7ev1ueP7dIXz9ylzx7brM+f2qfPntxr9tMTty/RJ1vm6LNf7tF/HnxW/3nIbV/99lF9+uReffbEXn2yYZpeKSzQ/utztS85ogdb5Wh3Ur7ubRnW49dn6tE22XqwZdhY7fqEiJb0GKm9K50qGIaIdsFPfgAz8515OOYnYCBRBKBJzl+cgFCfoxJG3Y5pwF+koO4lVhUva8AO4IXRukQebtHE36iRYbbYwFEDw5AN4HH6ojCC5w2Oet6pmfNFMYHdM9dqaofhGkt9W5ipp95nz7mofjkfdTYOSbxrONoBkubN6yV2wEGJ711o1NchZPTB3l3CxbhHPB7jhaq1xRkFFjLVGntq/cZ/FKfq/z7+0r4OWM8TIV83zHM/A98FYPUFx7/Xb6wOjTrb6h1WCCNBdYdgwnHJYgE9Nap5VgZzzMEHdTDONAi80qSo7qndK1TBmxKjFo6zPrFAm8jyk4BnKN7D+frlTRk6PDxTR8si5jX8Tu4teiO1t9knP1o9XqfuXqnPn9ytTx+o1sndy3Ri72od21mtQzXL9dvZk/TcqCI9NWCgnh0+VC+NHK5XxhbrlWnj9dbSOTq0domObl6l43vX6eQ9G/X543v01bP36POfbtf780bptf5hvZiTq6f6ZGttEvY1FwpCNZdH51ZrRZcSbUlyoULPduunp7qk66mO6XqyXYae75aq13r31gvdU/RGNFsfry3Tid2L9NvSgVrfLmw2w7JgrjZen6tHehfowKSR+qB2rj594i79/q1f6w8fvKLfH3tVv3/nKf3hwDP66re/1Ef3bNLBxVP08vBS/SK3RD/LKtKb40ttkXFoynA90ytdv+6Spkeuz9LDrXP0s7aZ+lnbLN2TnKe7W+TptsQ87bl5pG5fuc1AE5BDQ4BdEzaJnZMN9TrAxUKCggNLEnO1KiGsJSGqyhRqRbxTq6P+5Xo8ttlQHcMUYZKzEpy9GaCEGWK/RM1LLC/tTkkgLMapdMeYB3XEwmUAM+7NHvstDHdBYoHN185ZazW/U5Fmhcjs5byLz7T94rnNog2HLBYIQ0LuXRwWYqHnwBL1vmOquY7Neo5dvtkCsOVdpo8sDvD65T3MatZH11wS0vf/hj3V/42cua8D1nMvb+vueJ7MwHcJWBEaqIbbNuxgoQYINwQhwfJ4TeIogk0SoMXmSrwkx2ADOI8ArAMScnVb7R7NaD1IiygPlggbyjcHJgQaKkCEPHay/e1y9EZRVMemF+jw8HS9ntpXb2T00fvjs3Vser4+XF6qo5ML9U5RVIfnjNaHW5fpk9ur9elDm/TlM3fry6fv0e+ef1BfvfCQPvvZTn3xyz364ld36LOHt+ijbUv1ftVMfVg7TR+tKdNHG2YYE/z8+Xv16WMb9fnPN+vorFLdf32OZVBC4FIibf+cGi3sXKI72mbqQEGqftuzr57qkKYn2mXoN11S9WZmX707MF3vTSzUx6tv1eGZpfr5zXlaneTACs9mkjbg1bokVGCZp3a2zNejnXL1XDRfR9aW68Rd6/Vm2Qg9k52jB7uFtaUVyRvyTVswP96V5MNJ6eE+eTpWMVYfLSvRO9FUPdsl1VTQz3ftZ3ZX1MOPt83So62y9Mu+w/WTldvMPg37Box8hyvUtuZN7YHf0sSoftYrokNTR+nQ5BF6oWCIHr45X3tuCKsqMWKZjMgHvdIcmFCnR80HRxYAACAASURBVA1cp4RQl0csET6ORrPjSWNJakUXM8yzJbcv2g7iZgFjgJ3jbPQLUIWBksAD+yvOS3tnrtW6ziWqTsg39T7aB1gzDBig5l3j3UJTgt2fdxA1MHvU3QAmmhRA1uyq5siUY05qeJvjPEVaSJJKwNBh4sMDWWrTsIPl/cUkciZg/r2f64D1PBHydcM89zPwXQNWhAwqsdYN2mky8ZaJ/U01h/3xdLpDVMS+k0wQAUZ8oKsO0j8hV/tq9qikVYE50iBIEZKAKg4iqBVn4tDihVXUtMjTU70z9f7EqD6YP9TUwR/MLNTRW/GszdGBaF893z3F7Jgv9eijF25K0W9T0vTmgKheivTXbwcM0IHS/no5I1fvDMjS4eFZejMnVU93StETN/TTqyl9BBs+OChVn+xYoK/e+Lm+fO5efbytXC9m51k+YzxPYVNUTtkxBxtrqR7ukqkPZg/W24UZev6mFL3Sq49eT+2tI6WZOr5oqN4ePUgP9oxqQ0tYnwsJYYwAGAsRbIp4Nlu6xPgCVYYKrA7spuSw7myfYwC2Jr7Aao+SDpFzSYQAq5xs1V1w4oronm5hHZ1drPdnDtErqWl6qQd9wcabarZWbLxPtOun32QN1pOrtmhJIiDoUgcCrIAZ6l/axp68OD5fv+yWoY9qZ+mrVx/TZ49t0qn9y3Ry60x9WDlRb8+8Va/dWqJXSofo5eKBennYQD0XjerJrIgezwjrsYxcPZ6br6dKhuuFsrF6tWyMXhs5WM9Hw3qka5a2tQqbzXaFxzwBR0AVMGNPakYSZbC4IqXhfLOxrlVFxxItj3c5eUnmgZqZvMYAJws3mCdAik2VzdlXKf/mUnKiGiY9IYwWzQqMGvsuaTbxdq5Nco5P44PZ6tW4mxpcHDQw/d+CKuBbB6znXt7W3fE8mYHvGrD6q/V/q99ICVe30bhgtmqTSLBeYOwVxxHSGqKWg6USgoMgQzWMU9PQxDzdXrNHQ1rka2AgR7eG8ixkggxN2PEAVyq8ELqCrQ81YnlC1ITy4RnD9cnO2fqwcqw+mJqv9ybk6WD/vnpvZKYODc/UoWFpeiO9r168OcWYJAzumU4perlHb714c6rFyh4pydbr4Sy9mhvWm/3zdWTiUB2vmKATd1Xqd+8+o9+99aQOzx6tBzvlqirRqTFZFNCX6fER7Zlbo6WdSnXnDTn6aMs8fbhyrN5Ix87a2wqZw66JW61u4byXCeNwmYEcmMHQfGCDBVd6bG1n6zzd3zWin3cPa3+bXK1LDpvTFTZNFh8AKmDDhsctoELb2Cr3dw7r6MKx+nDFSL2Z1Vevp9yi57r2MyaNY9PjbTL0fHigXqzdoI2twjantOGHpdAmDJYFze1twzoyu1Rf/OYufbxxpoUEvRHJ0Cs5WXp3ZL6OlBXo/VnDdHzJaB1fcas+qp6mjzfM0Km9i3Xq7gqdumuFTt29Sif3V+nTh2pt+7C8WEfH5Zg389t5/XR367AqE/qfDnliHgBYPHtxZELjYUk2PGAljhWHsbVWWMAVGyBEyMVO+0DqEjug0oWdYksFXHnvaM93qCNlIYk7WODgOLcyqb89j+GBDHVt3M2S6PNu/zOA6v9G6oD1PBHydcM89zPwXQVWEx71r1HDS0LKb97HPHFNNZyQb0INoceG1yXCDnsX3qbDEyPGWIe0zNcQMjUFs82L01IMmm3LqfsIwqc97IGAK7mE724X1lulg3Ri2xx9em+lTt21XB+tnaiPaibqky3T9VHlGB2bO0THFpToWPkovb94nI5VTtfx2nn6ZM9yffH4Dn317N366td36qtf364vfrnT1L8n7t+o45uX6P2q+Xp59FhVt861Ci8ADuBVTH3PYK45z+ycQ3WbUlUl5urA1BH69Ccb9P6Mwab6PbaoVEenDNA9HXJNcFsyCi8HMuCBbZE9oTskRCBUx2fsL0VyrVrNJ2vG6r1JA3Vk4VQ9mwvwco1btBhrRkVqdkpnDwW0p4Wi2tUuoleH5uvggBS9mdlHL92coue7pujpTv30Qve+OjBxmF5cv0HbWrtFAvc2m6a1HTVHsnva5urwtBH66qUH9bt3fqUPV03Qayl99fj1adqflG0M/4WuffXrTmlmS0Y78KtO6Xq+Vz+9mJGrN4cW6sj4fL0VzdCzvdL1fEqWDgzK0ju5fXSgIEVHR2XqQLivHmyTbQ5OpB9kgUCcKGAIq2QRRqYr5gU7K6pgbKyVnYutSg+2VJzh2FwmsExlx6ZbWA3M1Q+lsYWcF7/KwojjJO0nq5NzmMvXyECW+v24u0JXttalF8WYHRVA/SZAld9HHbCee3lbd8fzZAa+08Dq2Z4uvqiZheMYOFoS/XxT/8JY8ThFRYfjCEx2cGKe9tXs1vBWBRZXyHcwCr7HqxN1KQn8NyYWnA6RQRWL8wuhH7XJET3RK0dvjh2so1UzdPLOlfr0kRp98fTt+vLZu/XZz7br88d36oufbtfnj+7QqQe26MS9m3V892odqS3XwVVzdKB8st6cMkK/7R/Rk72jur1doTa1zldNy6hWJLn6rYAOqsL5CRRgR8iTyCCqnXPWWaHzBXFRPditQCd3LdKnj2+xe5+6s0K/yclVpal+nbqSsJ8/DkcpMOAw0MBhB2GfWKBf9A3r441TLNzm2IJS/eerj+jViUWaE4q4GF3KuxmoOi9bHIVQlQL+sGk8fTe2iOjVrDS9X5an90bl6N2BaTpAqNKEQn382E69uHGTNrXKPZ0MAXU09kk8YWmbuf1Fep4OLZ+hTx/FJr1LH62eqHeKBuiVSKFeycrVS33S9Fy3FD13Y4pQvQPcT3dMM6/kO5LDeqpzurHl57ql6tcd02Qe3QNTzU7+4ZwBejUrQ9tbRCwsB9sm6mjmmcQQACM2aFg9DmPGYoMRq24zpcMwDfHibrNjMyyzF+8X4AqwYmMFlFnIuVzAWaYSBmBJM4nKm4UaoDopmKP213TSZT+KscT5eL37LPOb3NcB63ki5OuGee5n4HwAVlb4hOPc0KiTpoZyLdE9sYxkXSKeFXCFtaKaG5oQ0V01ezSpzUCN8uxjACvB+2Q7Gh0Mm1PThiSX8QlhCDAhaC33bsil3yPL0u6WuXqsR46ei/bXb0eO0sujxuil/gP0dEZEj/XJ0U96ZGl/hyztb5ul3a0pKJ5n9s5V8VGtic+3DQeipXi7xjs7r5Ua8+qiLk8qtMQYxMCipqa6zb65NVrbpVTLQ6RjjOqxXjk6MHms3phSpsf7RLQl2WUDIjUgKl/AATUr4Gcq13iX0B8mjvMOyepJQIAt+eDIiN4dnK13BoR16v5qPdqb+FyXWhGgh/ECgAAPzBc7NPZW1LrYYPGqvv36PB26dYA+rp6gT9ZP1ql95fr88e364tAL+tXarVqf7MJaYHEAGWDEM0J1CnOcECRcKay7bwrryUFFOjRvgk7sXapT96/VqTuX6sSuhfp47TQdmTVCHywaofcm9Nc7A3P0bN9sPXZTjl5KS9Ph4RkG7IdHR8wm/lHlaL0/d7ieTcvSrtZh6ztMGzDFeYjEEIArzxhvc8J7SO5BDPKSYFQ7Z67V6PZDNDDWeZbnBjKUFZtusad4m2NTxeRgmhFvkcbYBuA4F5dr3soscFigZVzXW40ujffY6dkBVB+c64D13MvbujueJzNwPgCrL0jwGA5c2UrjgzmqTiq0BBAAAepU0h4iAAm3ubt2r6a3GWRCFcHOhmAEePHqRMiWe84kJMev8ErHkbUH5gozBrCIY8S2uzkpasXENyZGLWECoLyC2q8WT+liEhGsCG1UzBsoaefV6CTxAXZM7MRbPAAFSLH5umTrfHYFvedgg5xbo41dSq2AAAya6ynYTipDvFXxLIV170wiWTsesc5ejDobOymes7BNvKkZJwCJs87UYFQP94zqvdE5emdAtj5YNlJb2vbXsniXjIGEFahHnSoZByaXuhCAYk4Abz7jiHNX26h+3Susl7PDemtIgd4sHqCnh0/Q3RXbTPUK4GObhR2ymPHnf1zQZT8CsAF97JDrW0a1t0OhHrqpv57oW6BXBxTonYnDdXzNDJ24s0qnbqvQyS0zLbb45J6FOrFhkj69e7lO3rVEJ7dO1wdzh+uVgrDuapdnmYtwUmKRANsmFActBqCOBzDOSwAqz5yYWc4ric1R7YzVGtV+sAbGZJt2A5MCGZUwNXAtAI1JwXmghy3b19AQ5fxQtaMFwcs4qpsad9MFFzQ9K+zU/w2cua8D1vNEyNcN89zPwPkErCZU6l+jH1+eqEEx/QzIqr2amagbYRSlSfm6q2avJrQa4KrBePGFCEiYKwH9hO4AxghWgAvWykZbeNGSUMLS13l/I4wBWkBsY1K+NiXmWxk4nKA2ek5RvmMUe4CTOEXKfjmwdeEbeJviPEXGJj7TDmCLgxFgPicUtXCbDV1KtSEBMHfZfojrpOIK1wDgy+JdO7RFv1Frw5YAK/oJuACGACtjBGhJ3L+mZVjvTi7Syb2LdGhWqapauLSCPhjRBqwdQCR2lD5xb8AcoMb5aKWXmIGY27Xk/k2IqDoU1rruI3VPxXYDZxI0+OkeScdI7DCMl9SF3Ivcu8wLY2Fci43VF2h5CC/lqKoSotrTKlcPd8zUQ10z9cgtWfpFfn89NWy4flM6Um/MmqbXxo3S01lhPdQ+WzWJUS3wysHhMASwE26EgxKf8fAlPpVnChsvI19zME+RuCxlNkvV6ukrNbRdf/WPdZ69fliNH8qFIxOLNhdq48K7YMLMDwsmEn10oQrNBf9YgoczQfJ/87kOWM+9vK2743kyA+cdsHp2V5xBejbpobnxZD5y7BL2Oi65QHfU7lFxywJL/j4yBFt1npyo72CusA+cWQBjbIcIXkAKkNyU5OyvACQ5fsnyAzjh4EO2HMBwm5fKkHMAWgAZoAAgYaqoe2Exa5JwZik0Rrya7EEAZQLg7fIOw0ABVhgr9yeO8l4LtynRuvioHSMHsfOuzbdqKoQLcS7gbyBKSkUrpv518noAErZt6ls7z3n5LkiI6K1l5frPd5/Sa6NGaWNS1Bg5hbRRJZtd1RLWO8B2aQZddiQYIG0yLpgf4yIVoYsFjWjdzaP1wIrtXjakQvO89ueAjEkwfxg6c8aCBC3A7qTo6UUGc8JCgoUCoIwTEHPNHG2Aqce7GqyMrTIpapurmuMchmDSqNbpm5/diVhWnhkLmZ1JxMe61IfY2wFJ6qVmNe+nqhmVGtSuv6KxmcZULe2iZ1+lihJ2VmyrqH6x2aMZ4Jng8Ts2LlutGtxgNYf/N+D4z1xTB6zniZCvG+a5n4HzFVhxCCHetWWDGzQuDvsmTLFAS1v01921+1TUqsCEIKA6kqLqXpgOfwOsCEmLO/Q8PWFjCGFiXhH+CGGAlZR2ZBAycPW8PgEUS7zvsVWAAvUsAIeKFhB1QOHagAX7eYX99t35AHqhgTkMF1UzKQ0XdC7RPM/2ia3Uvz8OST64+XViyU7FMRYA9Iu/YWRONewy/ZAkAxBenhDVW6sq9NWLP9GvcwcJ1sliBFUxYOGA2C0mADdADODk/tgpYX8wThYIjA+mDHgS/7m5x2g9sHKbgeJywNNq0Do7JmpvFhAsWpgHPrMQAUSZD+aH+/Ed6RN3eCpzW+h4c8c9mXNKtWHzxQMXz2fmBO9fVNg8o4levCwsGZsq/WNjITKVJPzYfL2kIqio+zfPVM2M1RrZfpAGB3JEtR6AF9MCDkt+ykKAGGcmmCqF72Gr+c1T9ePLk74xL99/FGTrgPXcy9u6O54nM3C+AqsvhIgJbHRpgvKb91U1ArnVACt0PqvNIJetKYg3pxfgH+eF5FjcoVPtIVzx7ESYIjQRzlQwgUUCribQPZaGetXsl2eEtjiG5UAC4OAaVKcwTcASBou6cFcSDLTQAAdQhXXCxAAggJm/V8Xn6745NVrZuUTlXvo/PFu5pwGjpxqmbYCIYzA0A1wPWAFBVLmoumHntwaj5rGKCnRDUlRvTxqpU/uW6Je9ci0EBgACqLA5AnYAOepgVMB+cXZL8hAfMeemeYkAuUsoQR9Q51aRsajHGN1Xsd0YOcdpi7GhTQDwmU8WLCyAmCO+g+GzKAAsAViOb03M164kpxUAWNEOcBwgZ9y0x7jpE0DPggD7r7Mlu2xLzAmOVjil4RHNPZgPVLxWCzUu0+ynJHPoH5OpddNXqazDUA0L5Ng7Q4w0DBV2OoyUhWRPsoVXgdZYDdaIqMr0H/9Awnz/ff0m93XAep4I+bphnvsZONvA2izmBtX73lXnzCHjfyN4YK//cVEzdW3cVZOTol7ZuKGW8u7WeJdQgnzCgCgbKegAUoDH91zlMzZa9qhFEcyAA8IZQPRZLIwNwY1gB4QBWzbshzCuahxjPLstTIytxnNeAjxQdwJYAC5qZNgU9wDAAai759RoaecS8wrmPqip2cPWABTapk2uwdkIcAEMURED2DBVxoZ90QDZS06/MD5fD3cN68P1cyzz0ytFxdqU5FSaeFhTNYbxcj+8i7HXAmbcC7UnHsOACyDJOAhdAsyIpV0ZimpLj9EGrFWe2pdrKIPGufSZ60gtCbC6OXGLCVTjNQkOaAFO932hqm2csPkCbU1y15iDGIzZmxMWHTxLVL8sEJgLWDaLFBYz2Fth3Dgf4YiESjcrNs2KjUcCJNDPVmFMhjHW8R2HarAXG00Rcs6HoeL1S9wr880iarIVIO+o+vWv/dZ/E3XAeu7lbd0dz5MZOKvAeuKk4oIdVe/7V6neDxp864Lkr4EuITl4Dcc1bKO963ao8vrB2uqxHVOPhkgS4AqKA6bkGUa9CQgBtk49GLaUdDg5EX8J8wM8YT2bvA1QQGWMAAfYnPoxal6wgBPFr1GvOruos//BTGFaCGfUoGwIf2vLUyvDEMnTe9vcGs3tXKwFoajmn+GljDqXtn1HIMCcBQD9x0kJNS4ATJ1Q3zELcCRpPeE2G1tF9f7KGfrPt57UV+8+rfdXTNGGli6BhAG0l1IRMPZZOV7J9BNQhBVik2bOnDOQs+nChJficHTzaN29cpt5DTNO+gOTpk8weOaD4zgRUWmI9lgoAKa+hzSslsUB88J8VSU5tsvig7AhYn0BfxYZLGwAeyrk0Idqz/ZdYSyY50NWq4iFWZHswWKZcUI6oyA5nr1FsTnaOGONxnYYoqEB59Q2KkTtX2d/5znDwNlnN+urxpclCC3JX3sXz9V3dcB6ngj5umGe+xk4W8D6xZdf6LOTn2pc16FqfUUbS8VG9ZmzFez+TQmjCy5qosrKanWLvVmT4rIcO8L2muBspQ6MHECUeo5NgJNvQ0P9B9Bif+UYTBegQl2KNyugiuMOTAzh7zxbneoTR6rx8aQYjFomHkAI4c+9zX7pXYct1r8WUABM2LBV3jGnRuVdSjQtSDHuiAEl8Z+chzMO3rmwMMDbiqNbKsR8K5XGcdTZhMXwPYzSwDiUr5pWEX2werZ+f+Q5ffns/Xq5pFhLkvzsSlHLL8yCA9ZO6A3XAvaMjwUDY2K+fMcg7s05MNcZoYiW3Txa967cZkDKWFmUkBuYc7CBOnbvwnVQJzt26VTtaAN8VTHziqMT4IoKl/Gi3mbxQAgPQI3WgEUDdlNYJGwddTHVjGqSnCewJQsJ5igayDSmSr1U7OscZ4E1wrelBrK1fvpqjW0/xJyXYKmwfYCbBQVATnhX+0addeFFTb81e+qf+33UAeu5l7d1dzxPZuBsAeuXX36pUydPqqhjvsbEZGpCXLaiTW9Ry6va6tKLmtuqHZD9VwPaCy9qooqKKl1yWYyuvDig7td205xQnjYmOZsnYAHLASAAUBL4s6csHXY17K3Eu+YEMpQTm25pEgEbwJU0fSS4nxxPkgYHCsRiwmhQVwKOeKeigpyZ4PLuWtIFL+QFcAYwsC9yLkIbcIDBYk+sSYiaKnh+l2LdGgf4O5uvH7sK2wN4aAMgwtsWb2X6YrZeLz8v5+FVy3EAaKqxtzxt6xTVs0Uj9fPswVqWTKJ4p/ZGVUr2IAMcr3oMbBOGiWczCwrf9soekATEWaQAViTimNK9VLdXbLPczMSu0hYb46cPABXVhsh6BQtGvc7YsddSaxUAx9kIEGUBATADpqifAVQ8l3FWQnXM9cwfbBcQJpZ0Cs803vWH54j91E87aCFWnl3dV/3DvhnzqNgcbZmxRqiCiwOAqsvMxHzOjo8orWlPNbos4XQ6wj8HcN/WsT8PrFdozdpN+uqrr/TFF1/80cZv+n/+53/+bsl45MgR1atX7716/Mcfdf/qZuB8mYGzCawnT5xUbKCdLqrfRDdc00ljA+lampCnKaGwUpt0V8wVybroouv0vfrkPz27WWb+XuHlgHWNLr4sRt/7QUNTDze5PFHR5n01Jz5iAITtEHUm6kjACzUh4Ak7hWUBoqgMSRLg1MSekA7meOAL0DqWZ8XV453XLaCDPRHwQ30JcAJ+qBHZENbUhnVhPQ74AGZAAmCZFIpo85xqKxs331NxAtQAiQ+o2GUBVmy0gCegy3hgbQC6U0+7ZA/GeEMRS5aAPRLQmIj9laT/8REbOypw56TjleML5RmQ0RbAR19hlPQbdTT9JAwH5o49lXFNCUY0pfsIK3ROEnrahBmSPxf2yvgsJhZbqoXa5JuTEv3mHqiEAW/6DpASg0oSCcCdDfUuYwZEfecnFjPErvIMiUml+gwgD3ASRoM9lefKosGery2ecsxuOsjz9uX5RmMyTBW8sFOxVnrVbRhjSVy24q5qbZ7nf++7d67P84H1xm5pqvf9q22xe3H967Rtw+46YD1fAKBunGdnBs4qsJ48Kd95CRvmjy66TsErWiqzcTdNCmaLmp23BtLUt3FXxVyRpB9deJ2t7LHHfltA+6fAirCjLz+8oKnirmilgphULUmAITp7J/ZXVLa+apDPbKiHRwYjBg6O0TpQRT1MZh5UhnzmO0AKgGVDNQpAADiAKoAIeADkgCjHYXDU54SVOeaUZwwau97W2dUiQcTGhKg5NMGwCd/hWlSjvt0YkIbhYQcFcGB+5MUlzSMAg/oYcIORo8L143lxzsI7FjAFdAxUQw5UYXn0h4UFtlzUuPQdMGMD1HEKAmhZOPiORiR1WNljtBU6Zw5c1RendmWxQGIN+omtGmAlyQR7U99aakkHnDhwAZioeueRbtALsWHPBgOHvaIeJkSIcVmWpECmqXxZDDEmHI4YC+BqHr5k5YrLNvC1vnkAzEJqTCBbO2auUU2nEq1gzgLp6n7tjbrmEtIS/u/qpJ4LgOWdrlfvMqVl9lfqLWHFX95SeU1u1tSYND2z40F9+dWXf8RWYa91jPXsyOC6Vr+DM3C2gbV57B97BfODxnmDBOOtGrTVoGYpWhzK0crEiMYGMnVjw/ZqdHHQgOz734Kq+M8B69eCrpEuuvA6JTe4QSWx6VqbGNH6ZMfCsCMSAwmDBTQRxNgnqd8JgwKkACWEOQxogAlr2J4D2UgcXqZZBsgj4l1SCgBqYjzVa8Je/VinHoVVwbDYI/hptziUa3GUG2evtVzBq80D18VuErNqffE8XwFQwBmQQSULa8O2C6AOCGQZ26a/LA5YJKASZRGAt6tL6+gAh+9gl3jWAoich/qW6/ib9lCbA3awOAAcQIc9AoIwaQPdhKgliNhdsdXmjvkhN7Orn5tjfaSvpkKPd8wUkGQBghqX7Es4H9Ee7foqYc7BaQmVMOXe6BPxpW5hk21jYeEwNBg2YCXHL7l9AVTAlYUKY2R8NsfmvOTyAY+2erUFWkXN2ZnVKu80TD0adbUqNP8qzklfv7dfA7wtWOuzyG2m6y4MavLA8doamaqNiRRnyFbkxz21b/Pt+qoOWL+D0r5uSOdsBs41sPo/dn7g7kfeSNdcGlLPRl10a0yKViREtDQxoqKYvurYsIMaXhwnnJ6+79WgtGu87El+W9/k/q8DqxNQjn03U+uGHTQ8Jk1LSB+IgxOeuV5uXQCWGEnskGwIaI6hTgU0CNUgJAPAAogL4pzqkeQTCH7+9oW75TA2pxkHyGbbjI9YogrYI22PiM/TwNgs1c5eo5mdizQmLmy2RirecE8Dbct57EKCir3YW2zDlMyjD7A0gBOgAVhh04AjIO6A1YERbXE+uW65BgBiEQAgcj39B7DoF/dGHUuaQtg2YAeLhbESOoRKeml8vpbcPEp7K7ba/dy9XZ9wHrJ+xeUoGpd5Oi6U/gPk9JF7MScsHnz7tw/uPuADmPSNjbmn/yNCTqNAO/TZB1WAlXmlbbcgcgUaeA7Y1rHjYodmsVAejGrb9NVqF+quH/w7dVL/NUwa/m/C/c6usd/PhRc0UewVycpo3E3TQ/20ISFLdw5foAXZo3VTw0665tIE1fve1apau7FOFXzOJHDdjb6TM/BtAav/w/f3rPIvvLCprr0kaKq0MbEZWpYQ1lKYRmyaMdnGlyao/oVNTHidLQH29wDrmX3+jwuvU+iq1sqPSfHCOQYYQ4OlwZycytGBFM4uvvMLYIDwR3gj7B3Tc/Y8QBXBzvekTuR7QAqnHhxrAFzaNbYbdPZI2qW6yqbZ1RrXaajyYzLsOp95EncJqyUzEKwN9gmgAKyEDsF8ARQ2AMZsxh675hjs0d+wQdIHQNNVnnHslP4CxMY4adfziIa1Yy8FlGDG482pCpWsK14+Oi5Xk7uXalfF1tNOS07F7HLsAtzMD+kBYfaDvQQMeOpasnuqE3mhMCxMWAgAlHzPONhoj3llgQAzZQyc6wMwY2Gjn7TF+ZzLHDGHzPcUK5FHvLHL4zw2mKM2V7fXpPEzdU2jJNX7/r9GSBkLv+9hTql/jf7johjFXZGs9CbdNCuYqTWJYVUl5mhiIEPdrmqnQXnF6t49Q9/z+l7ve1dqTXWd89J3UtjXDerczcC/CrACViYQPCZ7wYVNFXNlS1tdTwukalUCSReiKo7p5lTu2gAAHwxJREFUqxsbdtC1l8SbWhZAdoLkm2EK/wiwft1np1pLuLqt0q/rpWnBsKk88TrFQQg1MSxncsjVgQXI2BDiMD0Et7G7eJesAGGOcOd7nwUacBqbdKBhQBLM9mygTg0LY908u1qTOg+3LECcA3DCMPO9WEwDGgsHcqABsHMfbKOcC1Ci3qUPHOdvQBhwpQ8AJ4ADiwSIuI7wEmyTlN8DrPzFA4sD/28AjA1wBuR94EI1XhCbqTE3FWnniq220IAJnwmIgDigDMDCNmmHhQnjox8c456wW8bKZ9MKUHDc+86p4VEH473sVOicZ33ywJgx8Cxgsyxm+A4vburCwlC3UqYvqUDzQnnm7YtTG2A6YtRENWyU/K0Bq2OlaICIxW5sXvehK1oqrVEXzYpP0/YWedqWnKs5wVSlNu6qppcnWxlFs7FmFKqrOS+5RUEdsJ472Vt3p+/wDPwrAavPBP09ggLgxK7Z5JIE3dSos8YFMo3JrkzI1ZS4LKU1uUmBK5IEc0RdXO8HDW217rfxj+7/UWA9s336S/5hkgD0/HEPlQayjL2uSepv2ZMoE4dDD05HsEeEOMAGyCDIEfQ+azIVsudIA9AAEIAIYOIDCtfxHW3AZMn8A2Ml9GNYrHPEAXRQYRYFv3ZEAjjDgKXH4AApnK/ojw9oADpgBHsFHAEbFgEwTgNgL+8tCwIAiY1zuFdBnAM07Mjcg76xkIAtM07AD+9fEi9wP4C1tNtwbV+x5fSxYcYy3Zwwdtgv9wDsAUcAHWbqs1nmi78BbcDbWHjIqblh48zRhJBnbyWbkgGm8+rGrkw/6Q8OZzwf8gKjusYze1Vif9M+TA3lqE+Tm9X08iSvEs01llVs5OhzD6xuMelY6b9f0FhXXBSjNle1VkGzXloYzNKWFrmqScxRGc6BP75RsZcm6mLvN8K1vLe+V3AdsH6HBXzd0L6dGfhXBlYftEyIeIyWguWNL09Qz2u7anxMX1Uk5KgyKV9TQ9lK/3FXtbzqel19cZwB3JnX+W39rf0/A6x+2zAIFgSXXRyjjo26aEhMP02Pz3PhMl6CeVL5wWKxgRobg4V5eYcto4/neQpYYasF/AARAAFwYQ/QwahgYKg+iwO55hVc1mmYhsfm2HmwLh8sAUFsjgCdY5MuVAZApU1YKoDK3jFqAD3HAAvQAtABf4COv+lDiZeNihhQY3qc76mbYbZnZiqCeQJc2JbNIcuzYQ4D0G4arh0rtli/aId+DPLGxf0YH/f274tDmC1IWFDEsXDItVSKLFi4lnEzJn9jDjjmYmSdSpzFBnNL30nDSCEFvK8tt3CSS76PlqQ0NkPdGndVg0tC+kH9a//Ijkq6znMFrO59RjPTSD+6qKkwjbRr0E6Dm9+iiqRc7U6OaG1SliY076vejbraAu+HVorOebb7gOq/p3XA+u3I3Lq7ngczcFaB9cRJNY9t943mCj4TLFEXN7okpLYN2qrwuls0OxTW6sRcLQ5lqygmVd0adVTTSxJ08UUx+jcv69PfSq34TQCrL7jo67/9eyPLQ9wcO9d1vTQpmKOV5K5FcCcNsFSHeMbi0EM+3qkWeuNCdmBogBnqVweizjsVtgZgAIimSvYAb3ScC7eZ3Gm4RgWcKtc/B8cpwAjvWgAGkPOBhnAf35brAysABhCbithKnmWbihgQAywBXgqBA/YwSHIMj/RAlrhQ2jPHJw88rZ/e4gBQB9xh4CwYRseFTRUMsKLCpV+M26mhfRW0S8iAoxVjAhAd0DumzTUwTeYMdgoIswGoMG/OZcFA3xgX/WFPTmfiZLGJo+alBu6SxKhKAhnq3vgmBa9qpUt/FGMqVv/d858v+7MJrNzPQs/qX6MfXNDYPOkTrmyhrCbdNSuQodrkLK1PDmseRdSb91L7q6/XtZeExO/C7yv7M/t75uc6YD0PBHzdEL+dGTibwHri5EkFg530gx+cvdyop70e/72RLr6omZIa3KCcpr00LZCu6qSw1pAOL5St7KY91MLYLKE8vpexs0udKWy+SWA9s10EHCz28osDatmwg1Kb9FJRTLqWUejbEswXuuxJXkYlkiiQto+MQIAWKQHJWATjBMgAVkAQ4IC5GdjF5YpwG1MFB5ydFHDjfECHVIW04eJmXak3Fw7kbLswUADXgZGzL3I/jgFWgCAABvgBWsS6jop3/TGQhUmbzdVlmUK97NTMbgFAn1F1w3Jx5AKUYa7jgxFN6z5C+yq22vdnjhG1NWPgvpxLG8beiUH1vKutTwC5fe9U4/65fv+4r59kH7s3QEqc8HqLR45qBdmd4sOKxqQo1OB6Mz/ADHmGfx2cvnnGaver38jsoPgSdGzQXoXX9dTcUI62Judrc3KO5gZTld+0l1pefYMt3Ogr1/21vp75PvK5Dli/HZlbd9fzYAbOJrCemXnp4rNcIssXKk4Ne624X/NLE9UVVVmzWzQ9mKOKhDwtT8jWhJhUpf/4JiVd1UoNLw6qfv0mLvvTDxrohxc1tpSGfualPxVG/8zffh9pgxAi+hhzRQt1bdRZuU17a0wgS0sTo1qfTFUWin27mE+/ig0xmiQ/wFZLJqIp8YSykMIP0IxoYjCiHXPWaUbnIo2NC1vJN+JgASpYHgA9ibja+KipVmFxgCl/owoFgClzBhsdF4xqiiXOd16+1KR18aBeWI3nvIRqlbaNEXrsEBDzY3cBfdoDmGGMnAdQOqB2oD8hzmVe2lexze5h6llzMgqbPRY1MAwaIAVoWVDApPHUBeBpD1szrBxPY+JyidMlKQYxszBSbKW1SSTsd/GzqyzfcJ4Km/dTz8bdlHRVGzW6JF6XXBRzOrTr73nW/wxj5V01RmoevABpU12DBqbhDSps2lPTYlO1MjFHaxPztDCUq4HX9VLXq2/QdZckWhzq1yFo/xig+uOqA9bzQMDXDfHbmYGzCqwnUQXfYK78DS4N6RJyBP8V1ZT/g/+m9ggust/AFLl3/NVtFG7aU1NjU7U6IVubkyIGtsUxKep2TQcFLk1WoysStXJlteUK/ltq42+in8YwUPXVv1aXXxyjhKuvV0qTnhoSk6oJcZmaG8pTlRX2LjRgIPaT3MCEfFC9ZYuXgQjWWx3vysZt7lKiFSGXspBYSxIoED9K5iU/gxMMmAQLOFNZ8ggv3hVwRU0KuJE8gvNgoYDzZIvRdQAMoHGez575G+YIyAKqsFpUvWxmMz1to3XsE2B1IJunkXFhld1UIhJEYDMG5LkvCwZYL85T9IGFAfZovgfkqdBDsgvK1gGcfjYnSsWRPpF0jdS4JXlEObmX8ViO7afeTXuq9TUd1fjyRAvx4v1wi55/3LP8HwVWu88PnA2eJA0NLw4p8fIWSmvcRePi0lSVmKetyXmqSc7UjNhUZTS5WXFXtTI1sOvnNxcrWwes347MrbvreTADfw1Yjx49qoMHD+q9997Tp59+qs8++0yHDx8Wx/0E3SdOnNChQ4d0/Pjx08f89GcnPWBF+FCSjQD0qy+JM6D7JkDp723DF5q+2viHFzZRo0vj1a4BzKC7psVlaGVCRBtahrWiZa72r9upzEAftUF1/KOALrrgOmej9XIau3b+cSH81/rr+vi1kwl9vPQ/Yiw0onXD9ur+467KbdZHxbEZxr6nh8IWfkTN0nVW3aXQ8uc+NLdGe24s0eaEqLZ7hQPI14sKcU8Sx6LamRTVOiuknu+lOMy3RA0wO1geLHilMWP32a/jutRLtbjYyt5RMSffMhtROYdrfOBG1TrLcwaaHcJJy8WskuYQsObcuQmu4g4OXFTiWXbzKEtpCOOkXRYDJI9gwYBa3AGnS8KBTZpScaQ1JF/w6qT+Zh/lHMq9LUjI0/hgtsLNUtW7aQ91btRZcVe20ZUXx1lu6jOBlHn/a8/lb333l4DVf0dsX7+RaSh+dMF1FqfdvmE7RZv21PRAP61pmaXNLfJUnZijKXH9VNCkmzo2aGcpEZ2t1CVScf38Zt+5OmA9DwR83RC/nRn4c8BKZYuPPvpIRUVFmjZtmiorK0VxigceeECTJ0/WjBkz9NJLLxnYbt261Y4tXbrUziGf6J8DVgTUv9e/Vk2vTNa1VySec3D9UwGJwOMYgH9B/aYGoDdc00H5sSm6p2aXqtpEVZsYVk1inpYkZmlgTC91aHiDml2epEsvDuiHnoOIhfecpWw7p4V+/UY2X4TyXHBBU112UXNdc2lQoatbq12jTurTtKfCzVPM+3jL7DWa13GYpsWFVZEYVVVivrE3nHJ2JeVrWzIsrlCbkgt0W1JUdyRHtDcpqtuSItqZlH+6bixF17fztyXtp7JPvnYnRe1vqusYWHsJ8UmwDxBznFzEADeetdSRpQ4te9TZXOPn+CUHMuDI+eQ13tJjjO5buc0qznCvLcmF2pZcqK3JnFeo6iRXam+xJd0nVWHUwHNYbLpymvdVnya91PHaGy1ZB17jl14UYzZK3jmAlGd9ej7/STA98136Y2Cl7rADQhZGV10cp9AVrdSjUUeVxPbRysRsbTNGGlZVQpamBtKV1bSXWjRoqyt/FKMLLmhyVvt6Zr/5/JeBtS7z0rcjjevu+p2Zgb8ErDDQ0aNH6/XXX9epU6d07NgxjRs3zhjsE088odWrV9t3c+fO1SeffKLdu3frwQcf1O9+97s/AtbW19+sK68KqEHDeF3dMKQGDRPVJtBNic066qqGIV3dMN6+4/tvY6NPbFc1COmKBiFd06SF1q7doLaJPdQ90FMjk1O1vFOeNnUerB0di7XtxiFa0b5Ak1tnK5yQoo6B7opp2lbXNGqhKxom6LIGQV3RIKgrGwR1VUM2N8Z/dpxc7/fV7++VDUK6yuYtUY2ubaFrGyVr1oyFuql9mlo066IOge7qEnezugdvUVpCqga3zNbwlrka0Tqq8df314J2g7Wk3VAtbDdUFR2GaXX74arqUKR17Yu0qX2xNnYo0pYOxdrQoVgbOxZrR4cibeL7DsXa3LFIOzoUa1uHIu3uOFwbOY9zOhZpd4fh2sq5HYu0zdtq2her1tpy169oX6TF7Yeppv0wrW03VGvSJ+n2qh2a2HagZt0wSBOu76+RraMqbhVWQXKWcpLT1C8hVV2DPXVjXE+1C3RX3HXt1eTHLXVNo2Rd3TDR5sLmpIF7pm6+mLd//t1y8x9vz5Nny8b7ctnVsRpfNlPJyd0U37S9egZ7KZKQosmtc1TZvr92dRqmfZ2K7P2Zf0OOhiWmqGdcLyU066DGjVvqyobx+tM+n6vfweVXNFd+QZFS+kV1tb2vITVsmKA92+6oS2n4nZHwdQP5VmbgzwErrPPjjz/WpEmTjJ1WVVXpySefVFlZmbHUAwcOaMmSJXrsscdUUVGh3//+93r00Ue1a9cuq4Dhq4k//fQz1dZu0dKllVq+fPXprWLFGlWvWq/aqk3i87IzvjvzvG/j84qKNfrJw49qZeVa69eKFWu0qmKdqitrtaGyVltX1WrLqlptq9qk3dU7dFfNXt1fs1uPrNuuR2q26v7qrdq/dpt2rdmuDVVbtLqyVssqqrR0+SotXea2ZctXnZ6Lb2qMzCHt3rX/XlWtqbV7uft491pRpZUVa22rrKjW6op1WlNZo7Ur3cb41p2x1VbWqrZyvdivt229Nqxy23pvz98bV63XJv6udN/xNxvn+Bvf0VaN116Nd5/qyhq759qKGm2p3aaHHnjY5rpqZY31j36urKhWRcUacyhbUVF1et788Z7Nd4f5s+fm7XmOVas2aNOardqzZpvuWbtVD1Zv1pP3PahHNu7Rfev22Puwt3qndlRtsvdkU2WNzd+6ypr/1965x1ZZpGG8VHQLBMtCgZZLldJ46JVSUC5Vyh2rYGlBIFkxultxVwFBI8hyERVwBbssIDcFhS7LTRTRoBuDYta7aFSMt/iP0cT/1ras0Zhons1vToceju2R9rQ9B/s2+Trnuz/v8828z8x8M+8n7Fm/fqPLV1y7NbGfS7568MFKVVXt167H9zg7t27YoX0bn9Cpk6fOKse+PNvXbWLiou2m5yMDDQkrBam6utqJKIVpx44d2rp1q+644w7Xev3kk09E1++rr76qtWvX6vvvv9exY8e0f//+MzVdzuMda/CzcT3ct035vikL3WVEShqcOkKZPYa47thgxKTgfn9cLNKkzv2Co4KTB7gQdUG8vdzoTQYzBUdxpikpqa/SkgMa0nOYpqaN0vyMsbo3q0Qbssv1eM5MPT54uirzr9OdmZM1s2+xinuPUHb3wUrvlu2i5NCtyxzXDhcSLYrrBnnxv5tue6o6JPbU/AWLldYn1wVTb+wa3o7gPc+2rX6fx+T3B6cm0Z0augSnpNDVGlyCNgWPcc/UhagMRsSqv1+orb3cXNABmUO1cuXas3gGi4t5W5dvGrOnudvDbQ3aleaey+94PdA1UwO756iwV6FK0oo0p1+x/hqYrA15ZdqVN0P782ZoW/Z1OrSiUncXlmtyrxEa3GOo+nfLcd26XK/e5iCPzcXaGuf5kIZFV12rlM6ZujFjiqb3naDdO/5ln407H525YY4fBhoT1m+++UZvvvmmWx566CEnnGvWrNHTTz+txx57TPv27XODmB544AG9+OKL2rBhg15//fVfdAV7YQ1/v8M7zs5J6cpPHaFAz6FucAfOI/y4tl5P6ty/frrNrwRVDzriIGaEksEpvbtmKtA9R2P6jNCcjIlaPHCqHg6UaltumXYXlGlvfpn+Hih3A6b+NHCSrulfpLzf5yojOVt9ugbUpVOGLkpKrxssVSe6ib2cyAeFJgJHdcLap2+eE9a24C5UZPndnHvyke2MzGFOWFs0D3QMBlhwAlrHoQ9OT8CFpE6XqFuXTPXrOkiZydkalTZMMy4do/mXXa3lganaMqhcBwum6eDlpdpbWKpNWaW6J3OKbhwwUaPThiu7R65SOmVowbx71K9ffrAi5ioSzeOhOdxFc44X1hlX36A/DJiisksmqXPH/tpkX7eJHwdtSM5PBhoT1q+++soJKO9Sjxw54lqqn376qTZv3iwGLPlRwIgpovrUU0+5Y0K7jZjHmn5poRskgfNsaCF4RHbPyxVIGerCEDZ0TFtuu6hTH61f/w916XqJa0k1/d4pSkisXxAKYrSmJ+doeM/huj5ttG5LL9a9l03U1rwp2pc/TXuzCEdXrh35pVqVdY0WDByvG/qN0bWpozQyZaguS87TJRdnqXeXTHW5qK8u7Jjmgm5c0DFViYm9g6KLcHRI0bx5d6t3arYSOnRvkO+m29Pwc2vR63TorkszCrVixZo67ppyz7pKR2IvN62rQ2JvXZCYqo4dU5V0ITF0Bzje0i8OKK/7YBWlBHsYbuo/VncOnKjVWVO1M69Me3PKdSCnXE/klWr7kBKtzZ6g29OLNSutWCN7DdeAbnkuuH0CfHfg+dZhTOimW/+ySCm9+eRaj/rtfn88pwnJKiudowevX6xJqaOD5S8hWRs32eCl89ObG+q4YaAxYUUg6c5lhDBpQ+uNbfPb6QoeN6FcgUHDlZVb1OiSlzta1xXNVOmVs5SfO7rR4yJdo6X25RcUa+fOPSocNl6Dske1CJZBOUUKZBcpkAMHVyk3r1iFBeM1qmCSJg29RjOHT9MtxbO0fFKFHi65XVUlC3WsZKGOT52n42W36d/T5+rY9AodnlqhLRNu0fJxc7VwbIUqxtys8qLZGjd8qoouL1FhwTitXVPpvlYSyBrRIthbitdI1wlkjdSESdO1ceM2ZeWcO+e5eaM1pGCchsHlsKs1ccQ0lRbN0s3FN2nB2AqtHj9XVSUVOlL6Rz03rULHZ8zVf2b8WSdK5+m5koWO53WTb9PdE25WxehZKr+iVGMLSzSyYKKGFoxXbn6xsnOvkn9+pOF2kLfvXfU3jbryWg3KHvmL/eHHx9P6FbljtXlJpZbeukz5eWOCdgauUNU/D54p85Rlv+AHfvrpp3P2XcwkSEhI+DKBf6zYnzHQXhiIJKy+QEWTVlMwq6vdO1ve2za6hBTgRo+JdH4L7Qu1taVxhPPwbXW13FJDWqNvebddx0NtLRWbatXW1Oh06FJbo9O1tW47+1g85tqaYAWI9ZbG3trX8zbU1ETII2HPOHgONtdV/BwXQW5O19Q6nk7X1uh/Ifw5zuC2jmvP+X95Fu45BJ9JqL08t/Bn5/eD12Ovrj6/eAe356Henvr85O3yqQlre1EFszNqBlpbWCmM59viHE6McdfQSxBxqVGNE9+z+Y0H7M193i2NPTJ/Z/PWXMzB84K9O9FdoyXxnPu1GuKcbQ0t2Gct1qhdrl2gPTDQ2sLaUAGNl23eEcYLnubgCLWB31zDp+G/m3P91jwnFGc4Vr/Pp62JoynXBk8oJv/bp6F2hG5ryj3a6liPLzQN/R2Og30mrO1BFczGqBloaWGl8H322WcugMS6dev07rvvnuWIwgtrrNYJ0Xjw4EEXWeq9995zo5nBCmYGbH3++edOpI4fP+6mFjESmiAZ3vHECjf35d01U5vWr1/vpkERdpKBZQwiY14xUbF4N/7222+LEd2bNm3SF198EXPsYCIk5pYtWxzWw4cPu/nSRPRi+hbzoAk2QtSv3bt3O+wvvPCC69aOJd/+3gQ/IWDK/fffL+Zyk8+JSlZZWakPPvjAcf7GG284Wxjkx3OJh/zy3XffuQGIzD0nL5DPGZy4fft2l99feeUVhxPbsAWbTp365VxWE9ao3a1doL0w0NLCyrsanDvOkuk6S5Yscc7SO6d4SYl7/NFHH7l5uC+//LITq8WLFzvMYMfB4BgJ6Yho7dmzR0ePHj0znSiWdiCsH374oZgShRgRwAO8BOlglPbSpUud48Sed955x02RQnRjidnfmyheBB/BsePon3/+ea1atcoJP4KLML300kt69NFH3TamcyHGiLK/RixSRAXc4JozZ44TUnin4sV87uXLl+vrr792+QXhevLJJ51AxQJr+D2ZZ75t2zbHKxVKKgjgO3DggD7++GPHP7YhqERVQ2h5JuHXMWFtL6pgdkbNQEsKKwWP1gZiRAuJQjx//nxXuw8vpPGwjoOhZYGwghesYOb3smXL3HYcJpGlcJ441XjADQYvNDhMWh4rVqxwYgX/2AFeQlByLAE9sIfWIM8oljaAG+GhtY1o0mvA7x9//NFVXGjFUlkg4AiCQIWBlre3N1bYqTBSsTp06JBWr16tkydPOvz0YrAQPOW1115z0crIV7RgiakN57HC7O9L/iXvwjc9AfTGPPLII64SCa/33Xefeyak5B8+urFw4UJXUfDXIDVhjdrd2gXaCwOtIay0mBAnWic4dwpyrB16qIPwv3EqdI0hrHTtgRXMYEdQaY0gWOHCGg+2gB3xoauXlvXKlStdwA4cI3bQ8li0aNEZYcUeWiXe9lilcAfHfBGJVvSuXbuceP7www969tlnXUvKCyu8I6xvvfVWTIUVrum1uOuuu1w8bGJoEyAFzr2wwjWVGT5SEW/CyrOmNQ1WeggI9IKwwivPg65tejZIvbBiD70KofmEY+0da3tRBrMzKgZaUlgphNTscfYE5KcrGEcTDw491EF4nOCiO/KZZ55xTgSsdEUiWLSiqBDQ+ubdU1VVlXtPhdMMv1Zbr/vWE93svB/GGYKX2M20mtjOtEFiPeMwaWnRPc95bY01/H4EFqFrF6cNJoKP0FLifSVhM8FPJC9aWGyjlYUII27h12qrde4Nn3Sd0uKbPXu2C55C3qHbGkGldcrnFOGeFjkBU7CvrTBGug+vPRBWuKcSSRhSbKG3gNchdPvyWgG8VMhOnDjhKg3h1zRhjcrV2sntiYGWFlYKI+9t6C6jtUetOLyAxsM6zgaxnDt3rmvhMUgGrGCmRk8LBZyILE6Tlm14DT4WduDccIK0QGlVIEo4ccQfEeJrQ3RTIgaIFMchAPHQawD2999/37WMwM0XkXD2dP/CMWJK1ynbEFm6r6n08KxiwXX4PeEUG3bu3OlEH1GilYcwIabs52MV4GYwFj0fHB9+nbZehz84BieiyuA2Kgq8UyV/UCEDE93XPBds4jlhTyhWbLEWa3tSB7O12Qy0hrBSAL0TigfHEuocQn97nB5reMqxHOOPCz031r9pOXu8Hifrv7Yt1ri5v8fYUOrxhe7z2+IlBRtYfL7wWBvbFg+4w7H6fO1Tj90fRxqOm20mrM12tXZie2KgNYQ1vEDG+3pDTiTeMRu+hoMYGC+tx4sJa3tSBrM1KgZMWFvPEZmTN25/S3nAhDUqV2sntycGTFjN+f+WnL/Z0nr52YS1PSmD2RoVAyasreeIzMkbt7+1PGDvWKNyt3Zye2EAYaUmygAMW4wDywOWByLlgZ9//vmcXSMjj+2zcedMlx1oDBgDxoAxYAxEZsCENTI/ttcYMAaMAWPAGGgSAyasTaLLDjYGjAFjwBgwBiIzYMIamR/bawwYA8aAMWAMNIkBE9Ym0WUHGwPGgDFgDBgDkRkwYY3Mj+01BowBY8AYMAaaxIAJa5PosoONAWPAGDAGjIHIDJiwRubH9hoDxoAxYAwYA01i4Cxh5dt6bLDFOLA8YHnA8oDlAcsDzcsDaKkPEHG07seXliYYBwnGgZUDywOWBywPRJEHjv4fVdG1w4SEBQcAAAAASUVORK5CYII="}}},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"import os\nfrom os import listdir\nimport pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport random\nfrom collections import Counter\n%matplotlib inline\n\n# dcm \nimport pydicom\nfrom pydicom.pixel_data_handlers.util import apply_modality_lut\n\nfrom colorama import Fore, Back, Style\n\n\n# Suppress warnings \nimport warnings\nwarnings.filterwarnings('ignore')\n\n# Settings for pretty nice plots\nplt.style.use('fivethirtyeight')\nplt.show()\n\nfrom ipywidgets import interact, interactive, IntSlider, Layout\nimport ipywidgets as widgets\n\nfrom IPython.core.interactiveshell import InteractiveShell\nInteractiveShell.ast_node_interactivity = 'all'","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"random.seed(12)\n\n# take a random sample of a training DICOM file\nTRAIN_FILE_PATH = \"/kaggle/input/rsna-str-pulmonary-embolism-detection/train\"\nsample_StudyInstanceUID = random.choice(os.listdir(TRAIN_FILE_PATH))\n\nFULL_SAMPLE_PATH = TRAIN_FILE_PATH + '/' + sample_StudyInstanceUID\nsample_SeriesInstanceUID = random.choice(os.listdir(FULL_SAMPLE_PATH))\n\nFULL_SAMPLE_PATH += '/' + sample_SeriesInstanceUID\nsample_SOPInstanceUID = os.listdir(FULL_SAMPLE_PATH)[0]\n\nFULL_SAMPLE_PATH += '/' + sample_SOPInstanceUID\nprint(\"Selected Sample: \" + FULL_SAMPLE_PATH)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# get dicom instance\nimg_dicom = pydicom.read_file(FULL_SAMPLE_PATH)\nsample_img = img_dicom.pixel_array\n\n# apply rescaling\nslope = img_dicom.RescaleSlope\nintercept = img_dicom.RescaleIntercept\nsample_img = sample_img * slope + intercept","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Static Plot"},{"metadata":{"trusted":true},"cell_type":"code","source":"# static plots\nDIM = 10\n\nfig= plt.figure(figsize=(DIM,DIM))\nW = 400\nL = 40\n\nimg_min = L - W // 2 # lowest_visible_value\nimg_max = L + W // 2 # highest_visible_value\n\ntest_img = sample_img.copy()\n\ntest_img[test_img < img_min] = img_min # setting any value lower than lowest_visible_value to lowest_visible_value \ntest_img[test_img > img_max] = img_max # setting any value higher than highest_visible_value to highest_visible_value\n\nplt.imshow(test_img)\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Interactive Plot\nHere, you can freely adjust the W and L parameters and view what the resulting CT image is. "},{"metadata":{"trusted":true},"cell_type":"code","source":"DIM = 6 \n\nmin_hu = min(sample_img.flatten().tolist())//10*10\nmax_hu = max(sample_img.flatten().tolist())//10*10\n\nW = widgets.IntSlider(description='W', min = min_hu, max = max_hu, step = 10)\nL = widgets.IntSlider(description='L', min = min_hu, max = max_hu, step = 10)\n\ndef f(W, L):\n    img_min = L - W // 2 # lowest_visible_value\n    img_max = L + W // 2 # highest_visible_value\n\n    test_img = sample_img.copy()\n\n    test_img[test_img < img_min] = img_min # setting any value lower than lowest_visible_value to lowest_visible_value \n    test_img[test_img > img_max] = img_max # setting any value higher than highest_visible_value to highest_visible_value\n    fig = plt.figure(figsize=(DIM,DIM))\n    plt.imshow(test_img)\n\nout = widgets.interactive_output(f, {'W': W, 'L': L})\n\nwidgets.HBox([widgets.VBox([W, L]), out])","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"<font color = 'blue'> I will have the list of useful resources + summaries updated to notebook during the weekend :)   In the mean time, happy to hear any suggestions, comments, or findings. Thank you! </font>"}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}