{ "cells": [ { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from pandas_datareader import data, wb\n", "import pandas_datareader as pdr\n", "import matplotlib.pyplot as plt\n", "import datetime as dt\n", "import pandas as pd\n", "from pandas.plotting import register_matplotlib_converters\n", "register_matplotlib_converters() # Allow matplotlib have access to timestamp \n", "import matplotlib.ticker as mplticker" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# Retrieve data from FRED, check my notebook for pandareader's user guide\n", "start = dt.datetime(1950, 1, 1)\n", "end = dt.datetime.today()\n", "GovBond10Y = pdr.data.DataReader('IRLTLT01USM156N', 'fred', start, end)\n", "GoldFixP = pdr.data.DataReader('GOLDAMGBD228NLBM', 'fred', start, end)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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3v/sdqqqqcMwxx+CBBx7AwIED0a9fPyxYsAA7duyIOtb8+fPxwQcf4LTTTsPQoUOxd+9e3HvvvRg0aBDGjx8PAJg9ezZuv/12XHDBBbj++utD+/Tr1y/tsV955ZW47rrr0K9fv6gGCp1pbW3Fp59+CgDwer1YsWIF5s6di8GDB+MHP/gBAD3Tc/755+POO++E3+/Hsccei08++QRz587FOeecE9WcIBUHH3wwfvSjH+HXv/41NE0LdWP7xz/+kdZxejMGO0RUtNw+wBcA7FbA4wM0pWBKUtpARDR7dnRXsquvvhqA/m39okWLQtufeOKJUDBy4MABTJw4EW+//TamTJmSsbHceuutGDx4MObNm4dnnnkGmqZh1KhRuOeee3DZZZeF9qusrMTdd9+Nd999FzfccAMaGxtRUlKCcePG4bHHHovaN0o3g50pU6bgiy++wF133YWf/exnaG5uRm1tLaZMmRKVLXnuuedw1VVX4ZprroHD4cC5556Lhx56CGeccUZon4kTJ+Ktt97Cr371KzQ2NqJv3744/vjj8cwzz4RK3kaPHo2XXnoJt912G84++2yMGTMGf/zjH/Hb3/427bHPnj0b1113HS655JK0MnErVqwIrcdjtVoxdOhQnH322bj99ttRXV0d2u+pp57CyJEjsWDBAtx9990YNGgQbrrpJlx//fVpjxXQO8aVl5fj/vvvh9frxYknnohnn30Wxx9/fJeO19tIsu4hhaysrEy1t7fndQyLFi2KWsSKCh+fs56nu89Zw4EAbnu2GQOqTdh9QMMjV/SB1cxgJ5v4d9bzdPU5++abb0LZBcqt1tZWVFRUdOsYX716ITS/Pgl+yuwXO9m7uPzlL3/BFVdcgXXr1mVkjlWqMvG8pauzv1MRcSqlirqzCDM7RFS0Wlz6N5d9yvVgJ6ABVnOeB0VEVAC6M2enp1q9ejU2btyIO+64A2effXZOAx3KHwY7RFS0Wpx65rpPud6LJRBQgJWZHSKi7pax9URXX301Pv74Yxx77LF4+OGH8z0cyhEGO0RUtJwe/c28ymEEO73vvZ2IKCGl9b4XxMh5V9R7sPU0ERUtt0//t6xEz+Yw2CEiCup5c7aJuoLBDhEVLZdXfzMvtQeDHb65ExER9SYMdoioaHm8CjYLQh3YmNkhyqye2NGVqLfg36eOwQ4RFS23T6HEKjAbr3QMdogyx2q1wuVy5XsYRJSEy+WC1WrN9zDyjsEOERUtl1ehxCYwm1jGRpRpdXV12LFjB5xOJ79BJiogSik4nU7s2LEDdXV1+R5O3rEbGxEVLbfPCHaMtXWY2SHKnMrKSgDAzp074fP58jya3sXtdqOkpKRbx2htbQ1d/+abb7o7JEpBJp63VFmtVvTv3z/0d9qbMdghoqLliStj47fPRJlUWVnJD1N5sGjRIkyePLlbx3CtrAhdHzt2bHeHRCnIxPNG6WMZGxEVLbdXwRFVxgY0HAhgX2vvWzmciIioN2KwQ0RFy+VVsMc0KLjt2Wbc/Lfm/A6MiIiIcoLBDhEVrfhubOEyNpa0ERHp3C07oDRmvKk4MdghoqLl8cWXsQXtbOIbOxERAKx+5+fY8fX/dLiPUgoHtn8GTfPnaFREmcFgh4iKUkBT8PphtJ42tkXEN5sb+IZNRBTUtkfvyLZu0R1Y897Ncfc371qKTZ/cj4Y1r+Z6aETdwmCHiIqS26uXqellbOF1duxGD8ote5jZISIK8rmaAABte1bDuX9j3P3ulu0AAG/7npyOi6i7GOwQUVFy+4xgxxbdoMBrJHTaXFx0h4goyOfe3+H9O79+BgDgat6Wi+EQZQyDHSIqStGZHWObTyHYliAYDBERUeoCvrZ8D4EoLQx2iKgohTM7CJWxubzhACd43RdQeG+5m93ZiIhSIML16KlnYbBDREXJ7dX/jczsuDwq4n79+nvL3XjhIyc+XO3J9RCJiHocd+uOfA+BKC0MdoioKHn8ejATuahoMJtjt0Rkdoz9mp2cw0NEvVvj+jc73cde3j8HIyl+rY0rEfC78z2MTonIAhFpFJGVEdteEJGvjMsWEfnK2F4vIq6I++ZHPOZwEflaRDaIyJ9ERHL1MzDYIaKi5DXK2GwWgdmsv6Y6jQCnstQUyuzYrfp9Hl8eBklEVCDEZMb2r57sdD9HVX3Wx1LsPO0NWL/4LmxbMr/znfPvSQCzIjcopc5TSk1SSk0C8DKAVyLu3hi8Tyl1ZcT2RwFcDuAg4xJ1zGxisENERcnbQWanqtQEjx/QNIXgd0seNiwgol5MaR2347c6+gIANM0Hl9GGmrpG8+kZHVfz1jyPpHNKqQ8ANCW6z8jOnAvguY6OISIDAVQqpT5RSikATwM4O9NjTYbBDhEVHZdXhRoU2CyID3bK9AjH7VNwGxkddmcjIkouuA5Py65l+Oad/8zzaHo4k1n/VxXE+45FRJZEXC5P47HTADQopdZHbBshIl+KyGIRmWZsGwwgMkLebmzLiZy11BCRBQDOANColBofc98vAfwBQK1Sam+uxkRExafdreHGpw9gUF/9zcRmEZhEIBJuUFBZqkc/Lq+CxwiAuO4OERHlgsD4wq0wmj34lVJHdPGx5yM6q7MLwDCl1D4RORzAayIyDkCi+Tk5i/Rymdl5Egnq80RkKICTAHCVKiLqtv1tGrx+YPu+AMwmwGLM1zGbIjI7Dv2lzx2RAWp2FsQ3bEREVOwi5uZ3Vj5YqETvQf4DAC8EtymlPEqpfcb1pQA2AhgDPZMzJOLhQwDszNVYcxbsdFDz9yCAG5HDCI+IilerW38p8Qf0rE5QZLBTWRpedycc7DCzQ0RE2Rfwtoeue109tqDpuwDWKKVC5WkiUisiZuP6SOiNCDYppXYBaBWRY4x5PhcBeD1XA83rylAichaAHUqp5Z11oDNqCC8HAIvFgkWLFmV/gB1oa2vL+xgoPXzOep6uPGdbmqsADNdvaN7Q41XgULg0/SVv68ZVAEbg86XLsaOpH4BKtLkV/vX+Iphy1gyzOPHvrOfhc9bzZOI58+3r+EN27PFj9+f/mfQFnzffmrtC2z7++FOItSqPo+qYiDwHYAaAfiKyHcAdSqn/BjAH8Y0JTgDwGxHxAwgAuFIpFUx0XAW9yssB4C3jkhN5C3ZEpBTArQBOTmV/pdTjAB4HgLKyMjVjxozsDS4FixYtQr7HQOnhc9bzdOU5e/9rNz7a4QQAVJTZQ49/Y/N+eF16Fuf4oydi8bctGHPIBOxY6Qba/ACAyUeegD7l7NvSHfw763n4nPU8mXjOlu2Z1+H9U2KO/2XT41CBcI/+ydNPgAhfL9MRfN4if/fjjzsettKaPI6qY0qp85NsvyTBtpeht6JOtP8SAOMT3Zdt+fxfOgrACADLRWQL9Pq9ZSIyII9jIqIerjWi0UBsGVtQhSO+jA1g+2kioqS06FJfpfnzNJCeLeBzRt1mwJh9efsNK6W+VkrVKaXqlVL10CcvTVFK7c7XmIio52tzhwMWe1Swo1+3WQCHTb/+9KJ2bNsTgM3IcQfX5iEiKnZma2nK+yqloFT0RPqWXV9meki9gs/dHL2BwU7W5ew3bNT8fQLgYBHZLiKX5urcRNR7RAY7Nmt4ezCzY7MIHDbBEaNsofsqjO5sDHaIqLew2CtS3jc20AGAPRvfyeRweg17WV3UbWZ2si+X3djOV0oNVEpZlVJDjMlNkffXc40dIuquNneyMjYJbRMRXHFKOfoa83MqjbI2L6syiKiXUFrHHShdzeEVQRKXrLGDZZfEBjcMdrKOv2EiKiqtrojMToI5O7aItiz9KvWNzOwQUe/T8eudUuFgJtFaMK2NqzI+ot4gtvtwZ92IqfsY7BBRUYnM7NitCYKdiG3BRgWVpQx2iKh3iQxmEtn+1RPhfY3MjpitUfs0c95Ot3X2PFD3MdghoqKhlEJbVGYnfJ/FKGMrL4kIdkr0l8AS4/2bZWxE1Gt08iG7bc/q8K7GnB2TKXrFko3//m3mx1XElOZHw9o3QrdLKgal1SiCuiavi4oSEWWS1w/4NT2gaXOr6G5sZv3f6rLwdzzlMXN1mNkhot4inYxCKLMj/NjYHYFdr2PHvnDT4YO/cy8bFOQAf8NEVDRcXj1YCTYeiCxZC5ZFV5eGX/ZGD9BTOkP76ZEQgx0i6i3SKp8y9jXbmIXoDtW6Muo2szq5wWCHiIqG06MHK32CwU7El5DBQCgyszNumBV3zanCCePsAABvBhcV3dcawLvL3VCKARQRFaA0Xps0I7Mz4JAfYsChs2MOwzknVNgY7BBR0XB69DfdvhXBYCec2QnO5akqjX7ZG9TXDJMIrObMztn519ceLPzIib2t/CBARIUo2WtT+HXT720HAHjb9wAATBY7Bo07N2rvgM+VldEVMzFbUTlgUr6H0Wsw2CGiohHM3tQYmZ3IbmytLv2Nvaos8cuezSIZLWPbuEuPnHY1xbdsJSLKt+QZmfDroOvAZgBA47rXAQABnzNu74CvPeNjK3ZmiwPDj7g638PoNRjsEFHRcBrBTv9qfQ5OsLU0APiMmKO6LPGaBpkMdnx+ha179GBn534GO0RUeFIpP1u/+C4A4TV12vZ+E7eP5ndndmC9gN/TAnfbznwPo9dgsENERcNlzNkZ0d+C286pxKFDrXH7xJaxBdmsmStj27rHD7/xOWInMztEVIjSmGtT2nc0AKCi/4T4w3DOTpeImPM9hF6DwQ4RFY1gGVupTTC8zgJTxMrUxjI7sJizn9nZfUB/86+tNDHYIaLClMbLXfWgIwAAfYYeF38Yja9xXcFgJ3fYMJ2IiobTo2AxAVZLfEAz90dV2N+W/BvITAY7Hl84w/T1Vl9GjklElElprbNj7JtwTRjFYKcrxMRgJ1cY7BBR0XB6FBz2xJmbuioz6qqSv7nYLJkrYwsGTX3LTXB5FTRNwWRKPC4iolzTW+Kn/uWO0oKBkf46ZraWhpoVKAY7XcLMTu6wjI2IiobLq1CaJNjpTKYzO4JwgwR3BtfvISLqvuSvSQNjWkt7nXuM/QUSKg0Ov86yjK2LmNnJGQY7RFQ0XF4Fh60Agh2/gs2K0FjcXgY7RFQ4OiphK60eGXV76xePQCktqoTNWlKd0rEoOWZ2cofBDhEVheVbvFi5zYfSLgc7gDdD02u8PsBuEZQYY3Exs0NEhaSDAEVMFlQPPjp0u7VxJfyeZiCi4cvoE25H7ehZxqGY2ekKMfEjeK7wN01EReHhf7QBAMxdnBuT6TI2u1VQYg1mdjJyWCKijFBaBxMURYCYRgT7Nv8r6jG20hrU1M/s/FiUFDM7ucNgh4iKSlcX8cx4GZtFWMZGRAVp35bFSe9r37sGFbXjOj2GmPR1zJTGjpNdkqizHWUFf9NEVBSqSvXA4sfTS7v0eJsF8AUATXU/MPH6FOxWhMrY2KCAiAqJmKKb8VodNaHr1UOPRe3oUxKuqRPJZNaDncZ1f4fG7E7amNnJHQY7RFQU3F6FkyeWYPwwW5cebzNKznwZeM/2+BGV2XExs0NEBcRe3h8AUDv6VACArbRf6D6TWX8NTbimToTgOjHtTevRuPaNbAyzqHX2+6XM4W+aiHo8TVPw+MOZlK6wG8GOJwNZmPg5Owx2iKhw+Fz7AOhzb4DoD96h69Lx62mwjA0A9m56L8Mj7AUY7OQMf9NE1OMFy8S62nYa0LunRR6rO7zGnB2WsRFRIdr6xSMAwuVsJZVDQveFy6s6yexElGHpa/FQOqSTYJIyh8EOEfV4wTKx7mR2SjKY2fH69cyO2SSwWVjGRkSFyVFdj4Om34Ehk34S3mhkHDr9MM4P6+kzOUJXVQbmh1JqLJ3vQkRU2ILBRLcyOxktYwPsxqtriVVYxkZEBclksqKsZkzUttBcnH3rorYPHHdezKMZ7KTNZI+4wfeFXGFmh4h6NF9AYX+bvkBeMDvTFXaj/DxjZWzGWEpswswOERWkyHk3QcEGBe7WHVHbqwYenvQ4jqrhmR1YEdq3dTHgPxC6bbY4OtibMomZHSLq0f74eis27NZbqDns3ShjswUzO90bjz+gENDCc4BKbMI5O0RUkBzV4SClpn4GWhq+DgU7cTooW3M1b8300IqKUhq2fv5w1LZgBo2yjzDyH4YAACAASURBVMEOEfVowUAHABzdyuxkpplAsAwueDwHy9iIqEBFdmHTFxpN/lqltNgFm/m6liqltHwPoVdjGRsRFbT3lruxdKM34X2xQUQhNCjwGLGXzRoeE8vYiKiQ9B0+HbbS2pitHb9OmSz26A2cYJ86Bjt5xWCHiAraCx85Mf+dtoT3bd0TvQJoITQo8AYzO0YZm4PBDhEVHJV2NzVHRHtqIEHwQ0nFZ8UolxjsEFHB6uyLw9hgxxY/1zZlVrP+3t/tMjZ/dBlbTYUJ+9s0+PwMeIioQCiFdLqpDT/ymrhtJrMNU2a/mMFBFS+WseUXgx0iKljeQMcTOFucCuaIVzFTN9Z9EBGUWAWebmZhgpkhm5HZGdzXDE0Buw/wmz0iKgwKKq3ETk39jKyNpVdQfP3PJwY7RFSwXP6Oe6h4A6pb7aZj2a3dz+zErvkzqEYP2HY08c2OiPJP0/xQAR+4Tk7uMLOTX+zGRkQFy+3vuC7N61OwWgB4MnO+Eqt0u/V0cM2fPuX6d0n9q8wwm4CdDHaIKM+2f/UkGte/CQAJGhREs5X2g9e5FyWVQ3MxtKLGOTv5xWCHiAqWK6C/RFmTVLP5Anq52A1nl2ekCYDdKt1uUNDUpsFsAiod+remFrNgQLWZwQ4R5Z3zwObQda9zT8c7G22pR0y9PptDKlrLXpwNR9UwjD35AQDM7OQTy9iIqGC5jTK20iSLhXr9CjaLYMwgKybWJ1kILw12q4QaDHTV/jYNVaUmmEzhMfevNqGBc3aIKO9SL10zmfVuayZTxxn22tGnwmwt69aoipWreRuAcBmbecAZ+RxOr8XMDhEVLJdRxma1JA92rBl8FSuxCg60d+8buP1tGvqWR3+PVFVqwpod/iSPICLKjbY9q5Led/CJ98B5YEvo9qjjb0LTlsWwldWlcGR2m4ykIlqJagEflGa8r0jHTXcoO5jZIaKCFWxQ4A8kfiP1+sNdzzLBbpVuNyjY366F5usEVZaa4PQo+JL8HERE+VZWMwa1o04O3baX9cfAcedCOmvbJgIGO9EiSwR3fv1MxKKi/NidD/ytE1HBCrae9iepAPP5FWzmzAU7Jd2cs6OUwv42DX3KYoMdfYytTtZtE1FxEUhUJoOAzZ8+GLrubtsF54FNAADl6WSeFGUFgx0iKlia0oOE5Jkd1a2FRGPZrehWsNPmVvAFEJfZqSrVbzc7+YGAiIoRX9siaT5X6LqICX5Pi35DdbPdJ3UJgx0iKljhYCfx/V4/YM1gZsdmEXi7MbUmON8nrozNod9ucTGzQ0RFphuLORcrMYXn5oiYQ22+pXR4vobUqzHYIaKCFQp2NCQskwh2Y8sUs1mgKUDrYklGm1t/XHlJ9JiCZWwtLGMjojzR/BlakCyOACxjiybhj9cHdnyG3Wte1Tdb++RrRF0mIgtEpFFEVkZsu1NEdojIV8bltIj7fiUiG0RkrYicErF9lrFtg4jcnMufgcEOERWsYLADAIEEcYLPr2DLYDc2iyn5uVLh9Ohv+LGtsitZxkZEeeb3tmTt2IplbFFEoj9eO5s2YMikSwB7//wMqHueBDArwfYHlVKTjMs/AEBEDgUwB8A44zGPiIhZRMwA5gE4FcChAM439s0JBjtEVLBURLCTqJTNF0jelrorLEblQaCLS+I4PXqUFBvsWM2CUrsws0NEeaO07Kz11Wm3tl7IuX9T3La6g07vkb8rpdQHAJpS3P17AJ5XSnmUUpsBbABwlHHZoJTapJTyAnje2DcnGOwQUcEKRAQ7sW2b/QGFgJbZ1tNmU7BsrmvfUgYzO2X2+JfWSoegmcEOEeVJtoIdlrHFq6gbl+8hpMMiIksiLpen+LifisgKo8wtWJ83GMC3EftsN7Yl254TDHaIqGApJC9j8xnv2xktYzMyO8kaInSm3aNgEr2rW6zyEhPaPfxAQET5obTo7it9hh6XoSNznZ1YttL4hVhXvHEpVMCdh9F0yq+UOiLi8ngKj3kUwCgAkwDsAvCAsT3Rt4+qg+05kbNgJ8kEpz+IyBojMnxVRKpzNR4iKnwdZXa8fv12JjM7FiOzE+hGZqfULglLFRw2gcvLDwRElB9aRLAzZuZc1B/9szyOpriZLCUwmW1R2/yeFsCUwbUS8kgp1aCUCiilNAB/gV6mBugZm6ERuw4BsLOD7TmRy8zOk4if4PQugPFKqQkA1gH4VQ7HQ0QFTikJZUlisy3BYCeTc3bM3czsOD0KZSWJx+OwC9wMdogoX5T+wjb8yKtR3u+QuEn0XSbCxE4MpQKQmGAH0NtQFwMRGRhx8/sAgomMNwDMERG7iIwAcBCAzwF8AeAgERkhIjboTQzeyNV4cxbsJJrgpJT6p1Iq+FXDp9AjPSIiAHo3thKrkW1JmtnJ3PnMxitiV+fstHu0uOYEQczsEFE+BcvYrI6ajB5XIFAqgJ0rn8/ocXsypQVgMmXwzSmPROQ5AJ8AOFhEtovIpQDuE5GvRWQFgJkA/hMAlFKrACwEsBrA2wCuMTJAfgA/BfAOgG8ALDT2zc3PkGjtiqydTKQewN+VUuMT3Pe/AF5QSv1PksdeDuByALBYLIe/++67WRxp59ra2lBeXp7XMVB6+Jz1PC98cygc1gBavXbMGrEeNY7wqtT7XA68vfkgTB+6GUMqWjNyvm9bKvHB9nqcOmId+jrSr61+a9No2M1+nDh8S9x9XzYMwJqmfjh/7Mr4BxYR/p31PHzOep6uPGeB/UugNbwJ87CLYSqtz9hYAnv+D9q+fwMArIfckbHj9mT+Xa9DtW8G/M1R2z1DfgH79gcAscJ68C15Gl20mTNnOpVSZfkeRzYVRNgpIrcC8AN4Jtk+xoSpxwGgrKxMzZgxIzeDS2LRokXI9xgoPXzOep7nv9mL6ko7WvcGMGHSFBw0MFzvvG6nD29vbsWUSRNw6NDM1EF/vdWLD7a3YdKUIzCyf/ovj//cfgBD+1swY0Z93H3tS11Y/ZkLxx0/PaOld4WGf2c9D5+znqcrz9myF+cBNf0wcuI4VA8+MmNj2b58GxrXrQEATOH/IwDAls+/RtteH7zt0e9NLeXlmPy9P6KkcjDsZfFNDCg78t6NTUQuBnAGgAtULtNMRFTwNCWwG2VsyebsZLaMLXiu7jUoSKTUpm9nKRsR5ZPSfBk+nr/znXoZpfkhJhOqh0yNu69q4GQGOjmW12BHRGYBuAnAWUopZz7HQkSFRVMKCuE5O7EBiNd4f81oN7bgoqKdLIezrzWAldu8Uds0peD0Jg92HEaw4zSCnVaXhv9+r41NC4ioR1MqW+v39FxKC0Bgwsip14e29bC1d4pKLltPJ5rg9DCACgDvishXIjI/V+MhosIWDDiSZXZ8WWg9nWpm5/7XW/HQ39tC+817qxVvLnFDKX09nUQcRhDkMtbaWbPDh0/XebFlD78VJaLsq6mfCQCoHnx0Ro/LzE48pQKQmAYFgydcnKfRUM7m7Cilzk+w+b9zdX4i6lmCwU5JqPV04m5s1iwsKtpZZmdvi75DQ3MA5SUmfLXZh9Xf6qUhQ2oStxZ1xJSxtTjDGR4iomwzW0thstghpsy2P1YaMzuxlBYI/Z4n/eAZKKXBbCkBsDW/A+ulCqJBARFRrGCr6WBmxxc3Z0f/N7OLihrn7iT+qCoVNDsVdu4LwGTSosYzrF9qwU4wyGlzs4yNiLLPuX8TNL8n48dlZieeUoHQmjqxi4tS7uW9QQERUSLhzI6xzk7M2jfNTg1mE5LOkekKszm1MrZgqdqOpgA27ApP9q2tNKEsSRlbSWxmx6X/2+ZisENE2eX3tKBt7zdZOTaDnWhKKbQ2rIBSzNoXiqSZHRHZjBTXxFVKjczYiIiIEA44ks3ZaWzWUFNhCs2zyQRLaFHRjvfzGCV0O5oC2N+mj2Nfq4b6uuTJ8mA3NneojE0/Saubb4hElF2bPnkga8dmsBOttWE5AMC5f2OeR0JBHZWxPRxxvRzA9QA+h95kAACmAjgKQPb+goio14ptUOCLybbsaQmgriqztecWI7MT6CSz026Unm1u8KPVpTBrcgkamgM4ekzycoWSBN3YAGZ2iCh7An43TGY72vaszto5GOxE2/DhPfkeAsVIGuwopUJBjIg8CeD3SqnfRu4jIr8CwF56RJRxsWVskZkdpRT2NGsY1YWFPztiTiGz4w8ouLwqNG8HAEYPtOD7x5R2cmyB3QK4vPrBQ2VszOwQURZ42nZj1VvXYtjhV2b1PEpFBzt7Nr6Lb5c9jolnPw2z1ZHVcxOlItU5Oz8AsDDB9hcBnJW54RAR6fzGHB1bsBtbREzQ7tEDjmxldjqas+M0Wkcfe7AdACAARg1ILehy2CXUhS1UxsbMDhFlgav5WwDAgZ2fZ/U8Wkw3tsZ1bwAAfO79WT0vUapS/Vq0HcAMABtits8AwMVAiSjjgpkdq1lgNkUHII3N+p21VZntsZJKN7ZgCdvgfmYMrzVDU0CpPbVxjB1ixdKNXuxtCYS6tzGzQ0TZsOnj+wAAItntRRVfxsYvcKiwpBrsPAhgnogcAeBTY9sxAC4GcGcWxkVEvVywbM1s0oOQyDK2fS36jX6VmX0TD5WxdbBsRLtHD07K7SZccUo5VBrv67MmO/DJWi9e+dQFAKguE7S5FJRSEMlcowUi6t1UxAtT884l2T1XRGZn1+oXs3ouoq5IKdhRSt0nIlsAXAfgXGPzNwAuVkolKm8jIuqWYKtps0lgMUtUZic436XSkdlgx2QSiIRL6BIJrotTXiKorUyvjG5QXzNG9Dfjiw1eAMDkkTa8/7UHHh9QwqUYiChDlEr8jU314KOzcbbQtV2rFqLvsGnwtDVkPaNElKqU/ycqpRYqpY5TSvU1Lscx0CGibAmWklnM+iVyzk6rS4MIUFaS+WyIxQQEOsrsGMFOaRfPfdgwPaqpqzJheK3+fVOwMxsRUUZoiV/ETJaSzJ8rZj0Zv68dANCw7n8zf64epLTPqHwPgQwMu4moIIUzO4jL7LS6FMpLBKYslH5ZzNJhZidUxpZk8dDOjB+md1wYO8QaWnsnuNAoEVEmaEnaQVf0Pyzj51IxtbwBnz6V29O6I+Pn6klGTP3PfA+BDB0tKtqK1BcVrczYiIiIEJ43YzGJntmJ+KKy1aVlvIQtyNxZZsejYBKgxNq14w+vM+OUySWYerAt1JmNwQ4RZVSCMrbqIVNRM3x6Fs4Vndmx2Mr1zb38Zc1s6Xg5Asqdjubs/DRnoyAiihEsY9MbFEjUoqKtboVyR3Ym9MeWzMVyeRRK7dLlhgImEZwzVX8T9Pv1b18Z7BBRJiXK7NgcfXNy7trRp6J55xKU1xyck/MVKjF38RsxyriOFhV9KpcDISKKFCwlM5v1zE4gJrMztCazC4oGmU3S6To7DltmAi2HnWVsRJR5bXtWx20TU3Y+fCtEfzukBfQGLLvXvIJBh50f3k8paH4XzNbiz3iU9hkFczbmR1GXpFwHIiIlInKOiNwkItXGtlEikpuvCoioVwlEtp6OmUfT6lKoKM1eZqejdXacXj2zkwkOztkhoizY8tlDcdvElNlFmIOsJX2ibrc1rky4367VL2L5axfD72nNyjgKhphQ2X9ivkdBEVIKdkRkNIA1AOYDuAdAMMC5CsB92RkaEfVmoW5sJj0A8RnBjz+g4PQoVHSxQUBnLJ1kdoJlbJlQwmCHiHIkW8HOiGOuj7rduP7NhPs1rHkFABAwurVli6dtd1aP3ymlAWy7XVBSfTb+C8A/AfQH4IrY/gaAmZkeFBFRIKKMzRrRjS24zk1FlubsmDuZs+P0Zq6MzWqU6DHYIaJsE8lWZqcKjqphne4XXHw0W0EXAOzf/glWvXUtmncty9o5OhLqTMdFogtKqsHOsQDuV/GrVG0DMCizQyIiim5QYDaFu7G1GWvSVGSpG5vFFA60EnF6NJTaM3duh03g8jDYIaLsStaOOldMFjsAQGnZW1fMtX8LAGDjv++F39vW5eN0udTO6EzX1QY2lB3pvGMnmtk2DEBzhsZCRBQSzOTorafDmZ1WI7NTnoUFRQF9flBHraddHhVaHycTHDZhZoeIsi5YRpYvwQYJ8d+bZ/Qkoave9j1dOsT+bz/Cijf+H9a8d3Paj1WhYIdlbIUk1WfjnwAiizKViFQCuAtA4uJMIqJuiMzsWCNKyzw+PTAosWapjM2UvIzNH1Dw+MNd1DLBYRO4GewQUZb1HT4ja8eO7PRmL+8fuu73tIT3MQIApbKX2elK+ZhSWtQ4W40GC879G0Od5VI/ViB0TOo+oznaTSLyTxH5SkRWRF5SPU6qwc71AI4XkbUASgC8AGALgAEA0g99iYg64Y9cZycis+P16//ashTsdNSgIJiByVSDAoCZHSLKjZoR2ZtiPWJq+Ptws60idH3FG5eGrgcDCpXFcrrI8rE1790YmifUke3Ln8KKNy5FwO8GAJgiWkZ/9coFaN2zqsPHK6VCc3WatiwGADSsfT3tsVNCj0CPM7YAeA3AyzGXlKS0UIVSaqeITAJwPoAp0IOkxwE8o5RydfhgIqIuCGgKAgWTSWCJmLPjNd4nbdlZZgfmDlpPh4KdDJexNTbzW0Aiyq5sNSgAAHtZHQaNn4OdK5+HCvg63DcYgOzbuhjlNYdEZYK6L/q1ub1pPcr7HdLhIw58+zEAIOBth9lSEpXlAYD1i+7ElNkvJn38hg/vRmvDCkyZ/SICPn2ekOb3dGXwFO9sALOVUu915yApf1wwgpoFxoWIKKsCAcAkxrwdc3gOT7CMzWbJfWan3ZgvlMkythJmdogoB+xlddk9gVGm5mreGrVZKRU9Yd8o9dr6+cMwW0sx8ezMrWEf2xggpflBRhAYzDg1bf0grXO2NoSrqfze7LbV7oWcAL7t7kGSBjsi8gMA/6uU8hnXk1JK5XfWGxEVnYCmIKFgRyIyO/o2e7bK2CLW9ImVjTK2UgY7RJRBofbHMcRsy/KZE78u6gGHKea2LuBzZngI0bMzOsvKAOG5RJpRxtYdjev+t9vHoCj3AbheRK5S3ZgI1VFm5yXoc3IajevJKADZy40SUa/k1wBzZGZH09/Eg8GONUuvOuUOCbW3juX0ZKGMza43KNCUgontSomouyI+Ew6ecCF2rPgbAMBkStRUN3OSdiDTAtAQnqejtEDSgCwDo+jCQ4xgJ5C50rPqwUdl7Fi93EkApgGYJSKrAUTVSCqlzkrlIEmDHaWUSUQswevdGCgRUdoCGsKZHZOEtnl9+nydbK1jUFVqgscPuL0KJTFBjdOjf4hwZHCdnRKrQEH/uUqy/cUrERU9hXAg4ageEbqezcU89RMkfk3WND/crdtDt5u2fgBTlrJM7pYdaT/G294AAAgY82zMtnIEYtbo8bn2w+ro0+FxIuf6VA06Iu1xUEJ7Abza3YN0NmfnCxG5QCm1ursnIiJKhz+goubs6Nv0MrZslbABerADAM1ODSW26A8H7Z7Mr/ETDKjcvvjgiogoXSqiXXJF3ficnVeSlbFpfuzdGJ5fvm/L+9i35f3w/bFzerqhaeuiLj82WMYWG+gAwJbP/4SDpt8Rt71t39rQ9QM7l8BkKYHmd8OW7flRvYRS6ieZOE5nX0+uBLBERH6RiZMREaWqza1gN+u13Raz/kboCyh4/CprzQmA6GAn0Zhslsw2RwgGbm4f5+0QUfcFIuaeZCsDnlCSMjZvewOUSt5uevtXT2RrRGnpqIzNnyAAAgDX/i2h69uWPIp+I08CAFTUjsvo2Ho7ERkpImeIyOkiMjLdx3cY7CilLgTwIwC/FJHFIjK8qwMlIkpHq0tDiVl/gwxmdgKantnJVttpAKgq1T8cNDs1KKXw25eb8cEq/cNDu1vLaHMCILw4qodNCogoA4IZivqjrgUAHDTjTgyZeHHWz5tszk7rnlUoqRiU9HF7NryVrSGlRfN7ki4G6jqwJeF2McfMg1Ja1Do91D0iUikiLwLYAH2dndcBrBeRhSJS0fGjwzotPFdKvQbgMAC7AawQkUdE5E+Rly7+DEREcZRS8AUUWl0Kdksw2AlndvQ5O9n7trLSyOy0OBWcHoXNDQGs3q6Po82tUF6S2SmMkWVsRETdpcUsjllROw51Y87IwZkTvy6X1YyBvXxgDs4fT0xmOJMEKrG2LZ0PpTQMP+qnqBwwKe7+RJ3jTCZL3D7ZXM+oF3oIwAQAMwE4jMt3jG3/lepBUn3X3g/gGwCl0AOfyEvuCkKJqOh9vt6LG548gH2t8ZmdXMzZKSsRmE1Ac7uGvS36t3yNzXo5XbtHoSyD83WAcGaHwQ4RZUJw0U4xZTEFnkiybmxKQWkdLzSaaUOnXK6fWgtgzbs3dLhv/0O+H7re2rACNcOnY/S0WzFl9ouYcFZ4acmtS+bHPzimTHDflveTd6WjrjgLwH8opRYrpXzGZRGAy6EvOJqSTp8RETkUwGcALgFwilJqmlJqZsTlxK6Nn4go3rd7A6FGACVGZsdqdGPz52DOjkkElQ4Tml0a9hjBTsMBvVVqu1tDWYbL2Dhnh4gyqXXPKgCA17k3p+dNNj9IKQ1aIPmcnUg+dzOWvTgbrY0r0zq3p70Rmz8Nf9FfO+ok1B50WsQYkr++Vg2cErre2rgSGz/6fej8Fnu4UurA9k/iHqsF4oM4v7c1rbFThxwA9iXY3gQg5XrBDoMdEfklgKUAVgOYoJT6VzojJCJKV2RjgGBmxxyV2UFW5+wAQGWpoOGAhp1N+vm9fuBAu8pOGRvn7BBRBu3brHc+a9uT40a6STIaKuCD0lILdpz7NwIAGta+ntapNZ8L+7/9KHo4Hay543MfwJr3bkJ70wase//20PbGdf+L5p1L4G3fk9J5ty15NK1xUto+AjBXREqDG0SkDMBdAD5O9SCdfWS4EcAFSqlXujREIqI0RQY7wTk7VmPOjl9TRoOC7HYYGlJjxkdrvNi4O/wGvftAAM5slLFxzg4RZZDFXg1PW0PO2x8nbT2tAh12Y9P30dtPB0vvUg2OQhKtIRQZfCkNMObS7FjxDPZt+Rf8nhZsW/pYwsMlWpNo4Ljzom5r6Y6RuuI/AbwNYIeIrACgAEwE0A7glFQP0tlXlIcx0CGiXDrQHv7Qn2jOjseX/WDnwhllOGVSdIZ83U4fAhoyX8ZmfOXkzm1JOxEVqfJ+hwAA6iLKuHKhaduHCbfvWPE3qATlXpG8Tj2TEpzv4kkxsxKUaJ5MZFld5EKrDWtfCy0AmnKXNcSX6Xnadqc1RkqfUmolgIOgJ1+WAFgG4AYABymlVqV6nM5aTzd0Z5BEROmKzuzoE23NEXN2st2gIHi+k41gp2+5CUNqzPh4jb5QX6bL2Ewmgc3CMjYiyoxgCViuu4JVDToydD0yM+Jp2x3K1IyYen3iBxtzaoJBi7c9vY+fiTqlRX3ETdJSOpmK2nDvrUk/fA4AOpx3NPak+9M6PqVOKeVSSv1FKfULpdT1Sqm/KqVc6Rwjx606iIiS8/n1ds9BwcyO1Xjf9OVozg6gt6C+7oxy1FSY8fl6D/6+RG/nmukyNkCft8MyNiLKhMqBU9Cya1nU5PpcsDr6hK5X9J+Ill3LQreVFoCIGX2GTIV52q3Y8OE9AIChUy7Dt8v+EgqGIjMwqdr08f1o37c2/o5uLKga+bszmSwQkzmutE4zAqyqgYfDUc1lKDNFRC5KdV+l1NOp7Mdgh4gKRmRWBwAsJv12cJ0dt1dBqeyusxNp/DAbAOCI0bbsBju2cLCzdKMXpXbB2CHxZRRERJ2xOfrCWlKd1zHUH/lTrHjj/wEA+o06GbvXRMyIiMg4WeyVAICAsTaQ0tLLwADAgR2fJdwe8LWHridbLDQZT3sj7BFznpQWQMPa1zB4wgXh4xtj7n/I96IeO+q4m9M6F8WZF3PbBsAKIPgkmgD4AHgApBTssBk4ERWMYLBz6XfKcNs5laEv5oJzdoJZn2yXscUa3NeCm39QiVmTSzCiLvPfEZVYBW6vwidrPZj/Thse+jtblxJR1ygtEBVQ5EqwQYGjuj60oKkxoOj9IjIuLbu/BKB3QdN3zdykf2fThrgxJAt6YhcR7WyOEQDYy/tj6JTLUFIxGAAw5sS7MeiwC1AxYGIXR0wAoJSqCF4AzAGwAsA06K2mS4zrXwH4UarHZLBDRAWj2WhOMKjGjOERQYXFeKVq9+hvVLkoY4s1aoAFP5xaGsoyZZLdKlix1YcF/6d/ExnQgFZX+t9wElHvFPC5sPGj38Pr3Ie2fWvgcyVamiS7fBGT/iPn7AQXOQ2KvK/v8BMAABX9J+j7quh9u6J6yDEAAOf+TeExGEGOz9WU8DGDJ16MKbNfDN22lFQl3M+5f3Poevu+dfh22V9CP3d5zcEYcMjZMOV6MdcsE5EFItIoIisjtv1BRNaIyAoReVVEqo3t9SLiEpGvjMv8iMccLiJfi8gGEfmTJFuYKdr9AH6mlPpIKeU3Lh8B+DmAB1L9GZIGOyKyWUQ2pXJJ9WRERB0JLiYa2/EsGGAEMzu5KmPLleBaO6MHWnDD2Xqt+LqdbGtKRKlp2vZvNO9cgpVvXglP6668jMHTFnne8Gv0vi3vR+0X2TjBWtLH2CZ6QKJ1P9ipHDA5fqNSaG/aiJVvXpXwMVZ7dHBjtpYl3E8LeELXfe4D+mNL+iTct4g8CWBWzLZ3AYxXSk0AsA7AryLu26iUmmRcrozY/iiAy6F3VzsowTETqYfeZjqWE8CwlEaPjjM7D0Ovm5sH4CkANQA2Avgf47LR2PZkqicjIuqIL5A4mAmWsbW781PGlitjB1swsr8Fdguwfid7URNRanzu/fkeQlQQIyKoP/q6xPuZrBH76Y/Z+sUj2PDhPRnJ7AQzR0OnXB7appSGtr3JF1mNbeaQLOlgMttD110HtunbLPaE+xYLpdQHAJpitv1ThRdP+hTAkI6OISIDAVQqpT5RSinoc23OTuH0U1PORAAAIABJREFUnwH4k4gMjjjWYAAPGudNSdJgRyn1QPACYASA3yulTlJK/dq4nATgdwDGpHoyIqKO+Px6MGONC3b028E5PaUZXusm33Yd0N/gRw6wwGIW9Ck3YX87y9iIKDW7V7/Y+U5ZJjHlW32HHZ9wP7PVAQCwldZCTOGPoa0NK9JuJJBIsIysdtRJGDzhQn2j0kLtrbvDG1Ee2LR1EYDct/jOAouILIm4XN75Q6L8PwBvRdweISJfishiEZlmbBsMYHvEPtuNbZ25FHpiZYuIbBGRLQC2AKgDcFmqA0y1sPAHAKYk2P4iolNXRERd5jW+J7LFvHdYzHoX0aY2/Y0wGx3RCsHI/vpLcnmJKZTFIiLqSGvjys53yoHIwKUjVkdfOKqGYeCh58Y1Ukg3s+Nq2R63TST80dZk0QMrBYUdK/6W8Bi20n6dnqe8dhza9qzCjhVPo3rQETHn6/HvR36l1BGd7xZPRG4F4AfwjLFpF4BhSql9InI4gNdEZBwi6xrDOn2TU0ptFJEJAE4CcIhxnNUA3jMyRClJNdhpBzADwIaY7TOg180REXWbL6BgNukLbUYyiaC8RLC3xQh27MXVW+Vnp1dgU4MfpcbPVe4Q7GlmZoeIOrdz5XP5HgKAVDIc+uu6yWzD2JP1ueV+T0znyTQzO9+885/xZ4nIMAUXKe3ouH2GhjNQ4079MzztjXH7DJl0Cda8ewNqR54MLeDFV69cELdPbyMiFwM4A8B3goGHUsoDvSU0lFJLRWQj9Aqw7YgudRsCYGcq5zGO/U/j0iWpBjsPApgnIkcgXCN3DICLAdyZygFEZAH0X0qjUmq8sa0vgBegT0DaAuBcpVT+C0+JKC98fhVaQDRWpcOEVpf+rV+xZXYG9jFjYJ/wD15mF2zxMNgholQkej3Mw2tkJxmOsSffH7fNbCuPuh3whueie9obYCuthVJaWh3OxByeE+Ru+Vb/t4OmDaGACIC9fADs5QPi9rEY43Q1b8PGf/82tL3fqJNTHlcxEZFZAG4CMF0p5YzYXgugSSkVEJGR0BsRbFJKNYlIq4gcA30ezkUA/pziuY4G8B3opWtR33QqpX6WyjFS+npUKXUfgAsBHAbgj8blMAAXK6V+n8oxkLibw80A/k8pdRCA/zNuE1Ev5fXHz9cJqnDo2+0WwJqF9s+FpLzEhDa3QhpZeiLqpSJbOQfVjTk99wPp7PVK4j9yxpaAbV/+VOi639OKNe/dhK9ePj+tYUT+PhrXvwkA2LEipbUnOzoqAL2zXGvjqtDWfZv+r5vHLXwi8hyATwAcLCLbReRS6E3MKgC8G9Ni+gQAK0RkOYCXAFyplAo2N7gKwF+hV4ltRPQ8n2Tn/qVx7ksATIIeewQv41P9GVIOlZVSCwEsTHX/BI//QETqYzZ/D3opHKB3fFsEPVIkol7IF1BJ20pXOPQ3yrKS4iphS6SsROAP6MGf3dr5/kTUm8W/ZlrsideJyS492EnWnSxRxqTjw2lwHdiS9igC3vjZFWU1Y7p0rPBQwt0xrSV9Qt3vMtE9rtAppRJFm/+dZN+XAbyc5L4lSCNAMVwHfZ2dh9N8XBRJ95tDY+Gg2DRS4lWa4h9bD+DvEWVsB5RS1RH371dKJWxYbnSHuBwALBbL4e+++25a4860trY2lJeXd74jFQw+Z4Xvw+3DcMBdgjNHrwMQ/Zwt2T0Ia5v6oY/dhdNGrc/nMLNuw/6++GzXEJx90Dcos/asFtT8O+t5+Jz1HMrXDP/G/4K379koq5sIAPBvexrKuTlqP/PA78FUNSmnYwvs/RDa3n/BVHM8zLXfAQD41twVut96yB0JHxe5TzLpPNY87CcwlepLsGgtKxHY+TKkdETU70hKBgEwQbm3w1RzAsy1Mzs8v/I2wb9Jr7oy1ZwAbd8HnY4tkUL8W5s5c6ZTKZV4YaE8E5FmAJOVUt1a0zOlzI6IDAcwH8BMAJHfMwr0UD7rffeUUo8DeBwAysrK1IwZM7J9yg4tWrQI+R4DpYfPWeFb+Y9WoE0LPU+Rz1n7EhfWfu5CXb+Kon8eKzd58dmuNhw26WgMq+1Zq3Hz76zn4XPWc+z/9mNsPtAPTd51mDFDX8dm/eIP0NoYPdF/8lnX5bxL2K7Ve7Fr1QoMOORQDDpsBgBgRcv/wO9pRkXdeBw0fUbCxy3bM6/TY0+ePj3hz5PosWOPnQ5H9XB9TKsascvTD0Ar4Ah3XZsy+xnsWv0idq1aiAFjx2LQ+MRjC1JK4cuXgo0gVgM1+rEq+0/E6BM6fmwk/q2l7TnoU2Ae6c5BUn0XfQJANfRe2juRQru4FDWIyECl1C5jwaH4FhhE1Gt4/SrpfJyKUn17WZGtsZNIudGAoY3tp4moMzFBgMVemad2yCpuPAd/57dY9Y9rut0eu7Ofp//BZ8NRNRRbPv9zVIMCTfN38CjjmAnmEqV6/uFHXdvpY6lbvgVwl4gcB2AFgKhSB6XUH1M5SKrBzlEAjlFKZbqZ+xvQO7r9zvj39Qwfn4h6EJ8fsCZ5VarsRXN2yo2fsc3NjmxElEj4ixCJ+bCer0Uugy2fTRHBhr2srtPHlfU7BO1713Tr3GZbKaqHHIPxtYfCUhKaHYHK/hPQsObVhI+pO+g0eNsbUHdQas0c+gw9Dvu//Shqm8Ve2fVBUyr+A0AbgGONSyQFvWFap1INdjYDSDzjLEVGN4cZAPqJyHYAd0APchYanR22AZjdnXMQUc/mDSg4kqyhE+zG1psyO1xYlIg6F/2aGJw8n2t1B52OgNeJujFnpvU4U4JucrH2bHgbtaNjG/rqbaZVwIe6MWfCZLLELRDqqBqe9JhmaymGH3lNyuOsGjglLtgpggVFC5pSakQmjpNqsHMdgHtF5GqlVOzCoilJ0s0B0HtnExHB5wdsSV6Vwt3Yiv/NpdTOMjYiSk1sZidfTGYbBk/owmKbKWSivv3yvxMGOxW14+D3tCZfhydBMFI95Ji0hwgAAV90l7fqwUd36TjUNSJSDn2N0fZOd46R6l/I69CzMmtFxCkiLZGXdE9KRJSIL5B8zk7fchOmjLRi7ODi78VsMQtKrEA7FxYlos4UeHahcsBkDDv8iqT3d3RfZ5TSOgn2on83pX1HY+TUX3TxbNHHGnnsL7t4HEqHiFwjItsANANoEZGtInJ1OsdINbPz07RHR0SUJp9fJV1U1GIWXDWrIscjyp9SuwlODzM7RBQW8LnitjXvXJKHkaRu9LRbOrzfXlaH6sFH48COzzo9ltIC2L3mFdQddPr/Z++8wyS5qrv93uocJs/szuacFFcBSSAkrSQyNgIbMAZjjAwYf9jGARNsbOAjGGOiE8GEj2BjMkiAEEiwSCiHlXal1a52tXF2dienzt1V5/ujqnp6Znpmqqd78n2fp5/pvlV96053V9U995zzO/gCURBrSmNvfM0ff7AK2ecFblQuRZRSfwe8B/g48Bun+Rrgo0qpehH5qJd+PBk7IvLV6ffSaDSa6sgVIDg/ubULjmhIkc5pY0ej0Yxy6hG7UL2kOydsC9etITNyZq6HNKcMdNzH2Se/TT4zyPpL34yITKmmZufxtJFL9QCw/vI/nfnBS+pSrrv0zTPvR1MJbwXeIiLfLGm7Uyl1BPgIdu7/tHgO9FRKhZRSNyulPq6U+hel1B8ppaoSLdBoNJpSpvLsLDeiIaU9OxqNpjxiTmjaeu17gYnejMVG+65Xlm0vZEcQ01YeTnQ/6bTKtDlLrqEDEIw0z3hcobrVAKy/7K20bXnBjPvRVMQK4KEy7Q8CK7124snYUUqdBxzBlni7ErgK+DTwtFJql9eDaTQazWRYIhQstLHjoI0djUYzKWWT+u1rp+FbfMaOG8IWbdpC6+ZR3arzX/Lvxef5zEDRkHM9WGKZnhXRAlUYOgD1Ky9k1ws+ScumG6rqR1MRTwOvLdP+WuCw10685ux8BtgHvF5EhgGUUvXAN7CNnhd6PaBGo9GUI+/UfptMjW25EQlqY0ej0UyCYU/6xQmtijSsR5wCmovR2HHxBcJj5KMNX4gNz/o/nHzoPxk88wCx5m1j3yAWXoOUoo3VqxhHGtZV3YemIt6PXaLmWuAe7No6zwWuo4JyNV7D2K4G/s41dACc53/vHFSj0WiqIm/aN+3J1NiWG7XO2bEs4ZYHU/SNTAx/0Wg0i4P69t0AqHA7llWg58hPAEgPncIfbgBg9YXlFsIXBzLukqeUD2XYCpxnn/w2lhPGNrq/hZqmTo+7PVFl4VLN3CMi38eOKDsH/BbwMuf5FSLyQ6/9eDV2MkBjmfYGZ5tGo9FURc7x7AS0Zwew1djSOcGyamPwPHY8z60PZ7j1oYlqThqNZnEQaVgPgAzv58QDn2G4+0Bxm88f5tJXfYfm9Yt5DXrs9U4Z/jGeqlS/XerRH6q39xZrSoECgLYtdn0eM19xeRbNAkBEHhGRPxCRy0TkUhH5A+CcUupjXvvwauzcCvyXUupqpZTPeTwX+DxwywzGrtFoNGPIF+ybXFB7dgCIBu3PoVbenf0ncwA0RBdGAUKNRlM5Yo16Zgc77ifR/cQ8jqb2NKy6bMxrZfiINm0uvj536PvuFvvPtHV2bINJs+RYAXgumOT1rvd2bIGCu7E9ORng19iJQ39Z4QA1Go1mAsUwNi1QANhhbEDN8nb2n7TDP0ydBqTRLFpExhYajrXsmKeR1JZQ3BbWalj9LABaNz8PsMPYgtEWu6ZOCa6BM31RURhfDFSz/PBk7IjIoIjcBGwHfgf4XWCHiLxCRIZmc4AajWZ54AoUBHSdHaC2xk7eFEbSdj+ZGXqKhlMW3UM630ejmU9knOR0rGX7PI2ktrRtfSkA/pBdOHrdpW/m4pd/rZhvY/gj5d/oIYzNNYaa1l1do9FqFhsV+fZE5ChwdJbGotFoljG5gvbslFI0dmoQxlZq4MzU2PnWPSmOdxX4yB+US9/UaDRzQWkYG0DXIc852guatq0vonXzjRi+IGAbKL7AqIFj+MpPVwUPnh1ne7h+TW0Gq1l0TGvsKKXWAucDj4vIOaXUi4D3AFHgh8BHRMbrZ2g0Gk1luLkpkaA2dmA0Z6cWnp1MXso+r4TTvQV6hi0SGYt4WOf9aDTzwXhjx/X0jA/zWmwopVCOoVN+h3HXHDWaszOdZyczfBoAM5+qZoiaOUQp9a/T7NI6zfYxTGnsKKVeAnwfCAJppdQbgf+Hna8zgq1/XQD+uZKDajQaDcCpngJNcYO6iEF/wo5Fb47riTSMenaSWWuaPaenEs/Onfsz7FjjZ23L6O2hYArdQ/Y4TvWYnLdOf0cazXwgVr5suyvPvFRRZYuogljWpNtcWjbdwOCZB4g2bZmNoWlmhws97HOX186m8+y8D/gs8F7gZuDL2PV2Pg2glHoL8FdoY0ej0VTIQMLig98Z5uKNAf7sJXX0Jyz8BsQj2rMDUB81iIcVjx3Pc+154ar6cr05fmNqz04qa/G/v0lx/YUhXnvN6O2hZ8jCdGyu070Fzlu3tCdWGs1CxS0cOp6t1/zdHI9kbpmoqGbfJywzWwx9m4yGVZdyySu/5UHIQLNQEJHra9nfdN/8LuA/RCQJ/CcQBu4o2f5zYEMtB6TRaJYHP3/crvcymLRn0f0jFk1xA0NpYwfA71M876IwB07mOdVbfoLjFdeb0xAzpjR2OvvtkJj+kbHepM4Bu10pONWrRQo0mvkim+wq2x5pWNpTsYneG8GyChSywwx1Puzh/drQWc5M9+3HgWEAsQND00Bp0GMaCJV5n0aj0UxK34jJr5/IAuA3bONmIGEbO5pRrtphr1ie7K7OwHANnKaYMWUY2xnH2OkdHmvsHDtXwFCwbZWfswPa2NFo5ov04Imy7a5q2VLFzCfGvBarQD7dD0A+MzAfQ9IsIqabWQhjy9mOf63RaDSeSWUtHn0mx5fuSKIU7FjtZzDleHYSls7XGYcrBJCqMm/HNXAaPRo7/QkLESGZsfjefSl+/niG3ZsCtDf6ip44jUajmSvG62AVssO2OAHQtP658zEkzSJiupwdBRxTSrm/sjiwv+S1jjfRaDSe+e69ae5+KkvQD6+7NsbZAZOj5zKYljCY1MbOeIJ+O88mmalujSnj5DQ3xhTZAlgiY8IFP/PjEQaTFjFHFCGdE1JZ4f6nc/xsXwaAGy4M83RngZG0UDAFv09f/jUazRwhExdZzh36AQCNa66c69FoFhnTGTtvnJNRaDSaJU82Lzx4NMvlW4K89toodRGDO/dnMC3bo2AJOoxtHEopYmFFskr56VLPDkA2D5GSnN4nTtnWUCykiIcViYzQl7A41mXnCr3txXG2r/YXi4oOpSxa6pZ22IxGsxDxBeOYucT0Oy4xcqleAOpWXEgovpLeY3fQd/yXAPgmKziq0ThMaeyIyFfnaiAajWZps+9YjmwebrgoRF3EnnS7k++Hj+YAaG/SE+jxRENG1fLTmbwQ9EPE8dzsP5Hjim1B1DgxiGRW2HNBiL1PZOkbtjjeVeDSzQF2b7ItI/f7GkxqY0ejmQ8sMzvfQ5hX2ra9ZELekuHXqeNLGaXUSuD1wBbgH0SkVyl1NdApIse99KGXUTUazZxwrLtAKABb2kfXWBqi9mT7tkcztNUbbF89bZ3jZUcsrKoPY8sJ4YAiHLA/7y/ekeTASdubY1lj+75qu23YHO+yi4huXjn6nYwaOzp1U6OZD8YXFQVo3fz8eRjJ/JAZOknfiV+NaTN82thZqiilLgMOA68D/hiodzY9H/iw1360saPRaOaEs/0mq5t8Y3JFGmKjl6AbLwpr2ekyxEI1CGPLC+GgIhIc/XxH0nafiRJDqj6i2LzST11Ece9hewV5c/tEY2cgoUUKNJp5YVzuSiDSwvrL3jJPg5l7zHxqQpvy6bpfS5iPA58RkUuAUrfm7cDVXjvRxo5Go5kTOvtNVjWPDX1qjNqXoLqI4rrz9epcOaKhGnl2gopQYNTYGU7bk6ZhRw1PKbhsqx3atrbFx1BKMBSsbx01duJhhd+gqKBXCemc8O17UqSnUIPTaDSTM16RDMAXiM7DSOaPlk03Em3aMqZtuqKimkXNZUC5lJqzwEqvnWhjR6PRzDqJjMVwWlg9Licn4Fe8//fq+ejrG7W61yTYAgXV5+yEAwqj5CN2JaSHUvYE6p0vr+O118QAWOcYOGtbfWMMJKUUDTGDwRl4dvYdy/GLxzMcOJmb6b+h0Sxr7HKHUL/yYgi2AhBpXNrFRF223/AhGtdeRSjeTsOqS8dsC8VWzNOoNHNAGmgq074T6PbaiSdjRyl1sdcONRqNZjydTv2W1c0Tk9rXtPgJ+rWhMxmxkEE2DwVz5h4RN2dn00o/L740TF1EFUPRhhwvTX109HawrsX+nkrzdVziM1SHe7rTzhE61aOLkmo0M8IJYYu37cLX/BynqTCfI5oz4i072Pzsv0EpA0OHrS0nfgS8Tynlhn6IUmoj8M/A97x24tWzs08pdUAp9U6l1LqKhqnRaJY9Z/omN3Y0UxML24Zgqoq8HTdnx2cofueqKOtaR4uDuuFspcbOxpV+FJQVjIiGFGkPY/na3iSfvz1BNm/v+3SnPSk71bs8JmcaTa0ZPPOg/UQZSOas3dZx/zyOaH6ob79kvoegmTveATQDPUAU+A1wFBgE3uu1E6/SRzuxlRDeBHxEKXU38HXguyIyXMGgNRrNMuRkT4G6iNJFQ2eAW+gzmRHqZxien87JGHGCpphBZ7/taRlKWYQCFJXaANobffzf329gZePE7ysSVEVDaTJEhLsP2rmkbQ0G118QpmfYIuiHkz0mIjJB9lqj0UzNiQc+A4CYeQjUg2VLMS83llue0nLGsTGeq5S6AbgU20nzqIjcUUk/nmYeIvK0iLxPRLZjqx8cAD4CnFNKfbuyoWs0muXGiW6TDW1+PcGdAbGQfZmead5OwRRG0kJDieemKW4wlBJMSxhOjd3m0t7kK/t9RYKKdG7qsfSX5PR09pucG7Q9exdvDJLKypjtGo2mMgrZ4WJI23KXXY40rJ/vIWjmABH5pYh8XEQ+VqmhAzMQKBCRB0TkL4CbsLWvf7fSPjQazfIhmxc6B0w2rtAhbDPBLQQ60zC2AccL01TiVWuMGYjY4gRDKWtMCJuX8UwXxuaGLcbDit5hi74Reww71tjBBO5rjUZTOZaVB+xz0DCWd22y9Zf/n/kegmYWUUp9WSn1N2Xa/1op9UWv/VRk7CilNiul3quUego7bm4AO7RNo9FoiliW8IkfDXPgZI6OvgIisKFted+UZ0rQsRHzFeb1i9ieG1eIoDSE0PXkjKQthlNWsbirFyJBg2wBTGtyg+eMI0hx4YYA/QmLvhETpWCTI3gwXRicRqOZHGX4MZquonXz81mx42XzPZx5Idq0mWC0jVjzlul31ixmXgL8skz7L51tnvA0+1BKvQ07Z+dK4AngK8B/i8gZrwfSaDTLh65Bi0NnCrQ35lnvGDlrtDjBjAg4SnX5QmWenc/8OMHB03n++Pm2nHRTSQFXV/QgmRGGUsLOtd7XvaJO7k8mJ8V+xtPZb9IcN1jb4uO+wzlO95o0Rg1a6+zjaGNHo5k5SvlQvtCyKiY6np3P++f5HoJmbmgEEmXak9jCBZ7weod7N7YnZ7eIXOzEzGlDR6PRlOV0n6241TVk0jVo4jegpU6LE8yEQNGzU5mx8+TpPAL0Dk8MY4s7eUADSYtUVmiIVBDG5hg7qSmKgx7rKrCu1UdLnT34pzsLtNQbRIKKkJ+it0mj0Wg0mil4mvIenJdiq7J5wmtcyXopV7pXo9FoynC61w5j6hq0CAVM2hp8GIYWJ5gJrmcnN0PF5qc780SCinCJGpvrkTnrhJtVlLPj9JOexNhJ5gN0D1nsuSBcNHDTOaElbqCUojFuMJDUtxONZqb4/JH5HoJGM1d8AvicUmoFo+FsNwJ/CbzNayeejB0REaXUSqfj87Az4w4C/ykiXZWMWqPRLH06nAR1V3VrQ5sOYZspxTC2GRYVPXi6MKG+kWvsuMVeK8rZcQQTJhMp6ErGAdi5xk9jSehcS739vDFm6DA2jWYGBMJN5DMDtJ/3uzx9973zPRyNZtYRka8qpcLYNXXe4zSfAf5aRL7itR9Py3lKqaux3UWvBdJABjuH54hS6tmVDFyj0cwdfSMmmfzcrqJbIpzsKRQ9AP0Ji5WN2tiZKUWBggo9O259HhibrwPgMxTRkKJzwDV2Ks/Zmcyz05OOEg0p1rT4iIdV0dBd2+IrjkUbO5rlRu/xXzLS/UTV/bRsvB7DF6zBiDSaxYGIfF5E1gErgXYRWScin6ukD69hbB8Hvgm8VcQWd1dKGcDnsF1Mz6nkoBqNZvZ59FiOz/4swQ0Xhvj9a2JzdtyT3SYjaeEFu8P8/LEMYBep1MwMw1D4jMoFCkrF0i5YH5iwPRZS9Dj5PJVKT8PkUtiJXJCVDQaGU6Pnva9qYCRtEXe8Sa5nxxIp7qPRLHVOPfxZAC591Xdm9P6uw7eQzwygMwo0yxUR6Znpe70aO7uBP3INHeegllLqk8C+mR5co9HMHt+/PwXYxsdcsu94DkPBC3eHGUhY1EcVl2yeONnWeCfgg1wFYWwiQsbxvKxt8XHDhRMLD8bDip5h+3ldpBLp6ak9O4lckHWrxhq3dZGxNX5MCxJpob6C8DmNZjlzZv/XAUgPHpvnkWg0s4tSaj9wnYgMKKUO4BaVKoOIXOSlT6/GzhCwCbuIaCmbgEGPfWg0mjlCZLS+ylyHsR04mWfbaj/1UYO3vCA+p8deqgT8qqIwtmzBvju88tkRnr87XNaDEgsbgElTzMDvq42xY1pCMh+krX5yT5EbUjeYrKyYqUajgfTQqfkegmaZoZT6MvBbQLeIXOC0NQPfAjYCJ4BXO8aJAj6DraCWwnaUPOq85w3YuTcAHxKRr05yyO8BWef5d2vxP3g1dv4X+JJS6p3Avdj30ecCH8UOb9NoNAuIdE6K6l39cyjzWzCFswMmL9gdnrNjLgeCflWRQIErHhAJqklDxdywsg0rKgsx9PsUAV95Y2cgYSEoWusn77MxPip7vb5t7Lb+hB3uFvRrj49Go9EsEP4f8O/A10ra3g3cKSIfVUq923n9LuDFwDbncSXwWeBKxzh6H3A5tg3xiFLqFhEZGH8wEfkAFNNlvgOcEpFytXY843VZ7Z3Y1tWXsYUKngG+6Azi3dUMQKPR1J4hR9p3fZuPdE4mDTmqNd1DFqYFq5t0jk4tCfgqEyhwQ9hK5abH43Ou/hvavK55jRINKZKZiUa0mwPUOoVnpzFWvrDoSNri774xyNu+MEBH7wx1tjUajUZTU0TkLqB/XPNNgOuZ+Srw8pL2r4nN/UCjUmoV8ELgFyLS7xg4vwBeNN2hgceA9mr/B0/GjojkROTtQBN2/s4lQLOI/JWI5KodhEajqZ5DZ/L8649HsCxhMGVPJDevsCey/Ym5yds566h7jZc61lRHoELPjlvwMzKFseN6/FyVtEpojhtlPYa9w/b3P1UYW0NUodREY6ejz8R0mk71zm2emUaj0Sxj/Eqph0seb/HwnpUichbA+bvCaV8DnC7Zr8Npm6x9Upz6noeBtqn280JFAdMikhKRAyKyX0RS1R5co9HUji/dkeDAqTxdQ1ZxIrlppWPsjMxNKFtnv4kCLTVdYwI+yFWgxpbxYOy4Cm0bV1Tu2Wmt99E7bJHOCZ+7PUHXoG2c9I5YKISm+OS3Fp+hqI+oYk6Zi1vzB2AopaWpNUuHShTUsolzDJ97fNLtsZYdtRiSRlNKQUQuL3l8oYq+yt10ZIr26Xgn8C9Kqd1OPtCMmNLYUUqtdRTX3NcHlFLHSh5HlFIbZ3pwjUZTO1ritoFxqqcwwdgZP7GcLTr7TVrrDUIBnXNRS2zPjvf90x7C2J53cZhP39w4pvCnV1rrbM/OPU9leeSZHPuO2w7+4ZQQ9hcJA9gxAAAgAElEQVTwGVN//7b89Nj73NkBk2hIEfLDcFobO5qlg1VIe973ydv+nKN3fwiA0499hWfu+diY7esv87LortHMOl1OeBrO326nvQNYV7LfWqBzivbp+DZ27s8jQEYpNVz68DrY6Zb03sZYg2gj8G9An/P6JuAvnYdGo5lHXBnfUz0mpiVEgooVDQahABzrKnDt+bN7fMsSDnfm2blGy0zXmqBPMZzzbgCkPXh2DKWIhWdmlLbU2/LRP9tnT+JOO2FnQymLsH/6fJumuEHXoIVlCQ8ezVEfMTg7YLKqycdwymI4pWuJaJYOXYdvHfM6l+rj5EP/zqar/hp/qG7S9/Uc+WnxeSi+En+wnkjD+lkbp0ZTAbcAb8AWKnsD8KOS9j9TSv0vtpEyJCJnlVK3Ax9RSjU5+70AeI+H4/w53jxAUzKdsfMS4B3j2r4oIsegqIX9r9UOQin1V8CbsP+hA8AbRSRTbb8azXLClZg+2VsgHlY0RBU+Q3H5liAPP5PjNdcI4Vn0uBzrKjCSFi7ZpI2dWhPwU1TX80LaMYymMnaqobXO9iIOpYSAb9TYGU5ZhH35ad/fGDN47HieD393uJifEwrAFVtDKHQYm2Zp0XP0J2Nedx3+ESPdT9B/8tes2P5bnvpQRpBApGn6HTWaGqOU+iawB2hVSnVgq6p9FPi2UuqPgVPAq5zdf4ptOxzFlp5+I4CI9CulPgg85Oz3f0VkvOhBOb4J+EUkWc3/MF38wkZs5TWXW4FS+bcjzj4zRim1BvgL4HJHv9sHvKaaPjWapcrdBzN84kfD3Hc4O2Fb0pEbPt1r0j9iFfMmnrsrRDYP9zw18T21YjBpcctDaXwGXLAhOGvHWa4EfIpCBQIFRTW2WTJuXbW1SFBx3QUhugZN8gVhOCVEPHh2nrPDLnJaKkSQzcOutX7qo4phbexolhCGb6wUv2XaYZ8DZx7w3omYoHQupGbuEZHfF5FVIhIQkbUi8iUR6RORG0Vkm/O339lXRORtIrJFRC4UkYdL+vmyiGx1Hl+Z6phKqVal1E+wbY5hpdS9SqnNM/0fpjN2DKCxZKCvFZHuku0tQC1kc/xARCnlB6J4i+PTaJYdd+7PcuhMgdv3TXR8phxjJ5UVTvWatDsiAVva/exa6+cHD6RmLXfn63uTHDlb4Lcuj8yaN2E5E/SrigQK0nkh5AdjmtyZmdJcZxD0w7N3BNnaHsASW01tOO0tjG3TSj9ven6s+DoeVvzhnhjP2haiPmroMDbNkiIYbR3zOpc8B0Cy95Cn91tWAbOQRRna2NEsG/4JuAzbi/S3QCvw+Zl2pqZSCVFKPQx8VUT+bZLtfwm8XkQum+kAnH7eDnwYSAM/F5HXldnnLcBbAPx+/2W/+MUvqjlk1SQSCeJxXR1+MbHYvzMR+NahCzDFXqN45Y4nCflG1xq+feh84oEcA9kIAM9qP8P2Zju9biAT5qfHtvPs1afZ3DihhldV9GfC3HZsOxe1nePCtu7p31ABi/07qxUPnV3NiaFGXrXzoKf9H+hcQ0eint/d/tSsjWkoGyIWyJEz/fzgyC4uaO3iid6VXNB4nItXj0z7/r50hJ8d3wbAjeuP0R63gwYO9Kxgf087r9l5AJ8x/0ZPZyKOTwkrY1VFUSxo9Hk2u5g9v8LquwuAwM73UTjxJSTTUXxdSv7QB4rt7nN8UTBTqIbd+FfdBOjvbLGyEL+366+/PiUisen3nDuUUqeAt4rIT53XO4EngIiITB8rPY7pcna+CbxfKfVrEdk/biCXAv+IbaTMGCdZ6SZgEzAIfEcp9Qci8o3S/RwpvC8AxGIx2bNnTzWHrZq9e/cy32PQVEbpd9Y3YtIcN6hCyXDO6Rsx+Z+nhrhiW5AHj+Ro33IlF2+0Q8YsS/jvgwPs3t7Irw7Y4WrXXbmTHY5YQMEUbvv8AC2rt7HnimhNx/WTh9NwLM3Nv72TWPi8mvatzzOb3ntTHD+Q8fxZHPlFgiGrMGef3W+6BuktrAIsGmKGp+MmMxY/Oz4IwPXPvaQoV24czLB/b4pLnvVcmuvmfyX7H/5nkIBf8XsvbZjvocwa+jybXY7d+xCDtBKKr+T8PXs4s/8MXYd/SKRhPbvGfe6P9vwHALt2b+KpnlKPUJSWTdvZcLm9v/7OFif6e/PMamCf+0JEDimlck77yUo7my6M7TPAfuARpdRPlVKfch63AQ862z5T6UHH8TzguIj0ONba94HnVNmnRjMpQymLd399iP+5e3GViuoatEPQrtoexGfAkbOj4UJuEcmVDT4aHFW20sKefp+iKW7QOzwaxvbTR9L80/eGisIGM6VvxKIuooiFK5cw1ngj4Ie86b1eRzYvcyr/vW21n3PO79NLzg5ALGwQd9Tgmkvq8jRE7edDCyCUrWAKPcMWHX1m1eeJZvli5u17TTbRRSE7XAxrm6pmzlO/GK8NxZT1dzSaJYYCxt9MClRYH9RlyjeJSAFbHu692NbUnziPVcDfAy9w9qmGU8BVSqmoUzDoRmD2Yi80yx63Bs3eJ7IV5UHMN27hxnWtflY1+ejsGw1hS2bs/yMaUqxu9hEPK+oiY0/v1vqxxs6vnshwrMvkcz9LkK1iItc7YhYT1jWzQ8BnGwUFjxmSucLcGjs7Vo8q8HnJ2XFZ0WBQH1EE/KNjdQ2f3pFapINWR8+whWnZIaQnu6u91WmWK5HGjcXnh+54FyL2dVipyq6b+XTf9DtpNEsDBfxaKbXffWDn9N82rs0T05bOdrwt/+w8ao6IPKCU+i7wKLbVtg8nXE2jmQ3cRH6ApzryxVCwhU7XoEnIDw1RRXujj5M9JZ4d53+KhRS/dXmEoeREIYK2eoMnTo2GusZCBoNJk4Mdeb58Z4I/fdHk9R6monfYYuOKaS8lmioIOsZAriAULNtzM1Ux0ExeiMyhsXPFtiB3HczyzLkC0YD3cOortoXoHxn7W22rtz2SPUPzr8h2bmDU4DpytlAMC9VoKqH76R8Xn+dSvRTLhlRo7Gg0y4gPlGn73kw7WxAzFBF5H7bigkYzK3z2ZyN092xgD5AuMXbKGQULle4hi7YGH0op2psMHnnGIl8QAn5FMmv/H9GQYuuq8hOy1nofQ6kcf/vVAd5xUz1DKYvrzg/RFDf44QNpnurIs2ttZZM5yxL6ExaXb9E37dnE70Qk5k34x28Mks4J//V/mifdP5eHxujcGTt+n+Jdr6gjnRMevM/7OXXjReEJbeGgoj6i6Bme/3PznONNXd/m48cPp9m80s9567TBo6mOc085c7YKc0ZX7nj5LIxGo1l4iEg5Y2fG6BmKZskjIjx6LE/HiJ1gnCwxdobTiyeMrS9hFcPF2pt8CNA9ZE/G3P9pqrwZNzxoMCl8974UiYzQEDV4wcVh6iOK38ygDs9g0g7z0WFss0vYkfPuGjRJ56b/zWbmOGcHQClFNFSb30Fbg4+eofkPYzs7YNIYU/zNy+oIBRSPPJOb7yFpFhnl8uwK2WF7m1nZ7ynatKkmY9Jolht6hqJZ8pwdGLtC7FaXV8Bwev5Xj70gIvQNm7TU2afsKke5yk0KT6RHw9gmY+caP9tX+7l8S5DHjtuhRg0xO19ic7uf072V5yT0OiFILQtANWsp4yby//LAaH0lawqxgrnO2ak1bfXGgvDs9AxZrGjwEQ0ZtNYb9M9SnSrN0mWw495Jt/Ueu6OivhpWX17tcDSaZYk2djRLnqc7x+YQpLKCUtDWYDCyABSfvJDMCtkCtDpGhSvTe9bJKRhOWyg1OikuR3Odj799eT3Xnh8qtrnKV+tafJwbtCoWKjjTbx9/RYO+lMwmMcdjUqrAVxqOOZ5sXgj5F7Gx0+BjIGGRN+f3/OxPWMUFhua4MWtFeTVLl1y6vyb97HzexzB8iyO/VKNZaOgZimbJc7xERSlvCqmsEAkqGqLGovHs9Dmr3M3OxCsUUDTGFD3DtrExkhLqwgrDmH6Cu7511AvT6Bo7rX5EoLO/stChAyfytNUbOoxtlok5RuxISdhlahJjxxIhV4DgIk4tWdloIMDZCn+PtcS0hIGkVQz/bIppz46mcgZP3zfptoZVl1HIJchn7HpTYk3+e/cFa1sfTaNZTkw5Q1FKXayUun5c2+uUUseUUt1Kqc8ppfRSg2ZBUzpBTGdtYycaUtRFFCOLwNjJF4THT9ix3a11o6dsa72vKCU9nLaoj3ozOErzehpirrFjG0CVhLJl88JTZ/JcvDGwqIqzLkbKhSdOZuzknK8wvIjD2Fwp61L1wLlmMGkhQtGz0xQ3SOeEjIecKY3GJdl/ZPKNSnHg1jdz4NY3A9B1+IdT7Log9KQ0mkXJdGfPh7CLh/4KQCl1HvAV5/Uh4GbgDPDBWRyjRlMVpZPCVE5I5Wxjpz5i8HTnwq+d8c3fpLj7oC0e0FJi7LTVGxzqsMc/lLKon4H6Vl1EFfuNBBWne72vpN97OEvBhN2b9HrHbBMJKRS2YG1jTDGYlDFCG6W4oYjBRWzsNMYM1rf5OHAyz0suixTb+0dMYmFjTvKR+px8tOa4z/lrn3sDCYtVzTpHTVM9Q50Pj3ndf/KuSfettCaPRrMUUEr94SSbBMgAR0Vk33T9TGfsXAp8uOT1a4CDIvJCZxD7gb9CGzuaBUwqKwT99op30bMTVNRFDRIZ4V1fG+QfX10/pZLZfNGfsLj30KhKWrRkhb+13sdgMkd/wmI4JbQ3ep+AvesVdRw+U8DnhL0ppVjX6uOUR89OOifc8mCaHatt0QPN7GIoRTSkSGaFlY0+BpOFST07rrGzmHN2AC7aEOAnj2RIZCzizrn5rq8P0RhT/Msbmmb9+G7IWqlnx23Xxo5mNsiMdE5oa95wLf0n70LpfB3N8uQ/gCAQANxQHANw3f4BpdQ+4EUi0jNZJ9PN7lqwPTcu1wK3lrzeC6z3PmaNZu5JZa2iWliqNIzNyYPoT1gcOrMwPTz7T+QwLfjHV9fz0dc3jAkXa6u38xre9bVB+hNWUWzAC1tXBXjp5ZExbetafXT0mVjW6CTaEqFgCpYlY9S/njmXJ5ERXnJZRIewzRFu3s7KBve3XD4EM+caO4vYswNw0YYgIqOhbG7I6WBSeOLU7EtAu54d18hpLjF2NJpaEK5bM+0+6y99Cxe89LP4g7E5GJFGs+B4NbAPuBoIO4+rgUeAVwCXYIvrfnKqTqabHfUAawCUUj7gMuCBku1BRi0tjWZBkspKMdcllbNI5yyiIYNIiZdkvGLbQqFvxMJnwJoW3wR557ZxogAzCWMrZV2rn1zBLl7q8v370/zDN4d4/7eG+MSPRortHX12uNuGNr3CPVcUjZ1G+3tPZoXv3pviW/ckyZSo6GWKxs7cj7GWbFjhoy6iOHDSPjdd5UGAO/dXXhOqUvpHLOJhVTQaG2MGChhIzH/9H83SQDxMnwx/iGC0dQ5Go9EsSD4JvF1E7hORgvO4D/hr4BMi8jjwN8D1U3UyXfzJXuB9Sqm3Aa902n5Vsv084MQMBq/RzAn5gpA3ocUxDErD2C7fEiQWUvz8scy85u6cGzQZSVtsWzVxdtqfsNWgjDLek5XjwtaqLejoihSc6i3Q3uQjmbHYeyBD1vlozg5YxQKt+0/kaY4bCzL0b6liy0+btNT58Bm2sXP7Y3bdnXBAcdMVtlqTK1Cw2D07hlJcsD7A/hN5RKRo7Fy1PcgDR3IMpSrzZlbKuUFzzDnm9ynqo0p7djQ1o5AdmX4njWZ5sxFIlWlPOdsAjgNTxjZPd6f4B2AbcBQ7d+edIpIs2f564M7px6rRzA8pRznJ9ewMpWxZ3mhI4fcpLtwQZOeaAGf6TM4NzM+K7Q8fSPHFXyTLbusbGZW+HU9dxOBjf9jIH91ghzc0VOnZWd3kIxSAw05I3yPP5MgWxnoI9h3L87nbExw5WygaR5q5wVVki4ft/J2uwdHf6/Gu0eeZJZKzA7C2xUcyK6RztrET8sNLLo0gAg8fnd1QtnMDJu2NY8+9Jl1rRzNDWjbdOKHNzCXK7htt3jrbw9FoFgsPAp9USrW7Dc7zjzMaabYN6JiqkymNHRE5AezEjonbICKfHbfL+4CPVDRsjWYOSWXsiV9j3EAxujrcGBv96V9zXohQAL53f7nFg9mnZ8hiIGlhWhMTzvtHrGJtnXI0xQ2u3hnifa+u54L11cUt+X2KXWsDPHHKXkk/0W0SCylefXWUTSttw+azt4/enKcqYKqpPe7nXRcxiIVGlfPqIopTvQXEyalaKjk7MFr0dihpn7vtTT5WNftoqzd4qmP2Qk+TGYvhtLCqaaxB3xzXtXY0M2PdJTdPuT2b7C4+T/Ufne3haDSLhTcBq4FTSqkTSqnjwCmn7U3OPjFs9ehJmVZGSUQKwOOTbCvbrtEsFJJOEncspAj6zGLRzFJjpz5q8JydIe46mEVE5jzhvnfErucxlBKa46PHLpjCYMoaIzc9GWtba6OIduH6AI8dz9M5YHKqt8D6Nh/Xnhfmym0h/uy/BgC46YoIpiU8e0eoJsfUeCPqhAzWRWzPzjHHm7N7U5C7D2YZSgmNMUW2sHSMHfc8HUxZ9I1YrGuxf+e71gZ48EgW05KiomCtONZV4Et32EZ9+zhjpylu8KSzGKCFOTQVMY10dGbodPG5LxDFzM/P4ptGs5AQkSNKqQuAFwA7sMUIngJ+Ic4Kn4hMXqDKYcoZklLqlkk2DQGHgS+ISPck+2g0844rzxsNGQR9JmccY6dpXGhYY8ygYNr5DnOZ2J3KWsUxDiTMMSFrblFDt87HXLDdKeZ47JzJmT6TGy4MA/bEOR5WJDLCiy4J4/fpid5cc9nmALmCEA8rVjb6isbOJZsC3H0wy6meAtFQoJi8vxSMHbfo7WDSYiBhcdEG+/WutQHuOpjlRHeBLe21PWFvezRdFOkYnxfXFDPIFmzp9WiZQq8azWRMVycnPXSi+PzC3/4ij33/tbM8Io1mceAYNbc7jxkx3XJw3yTtjdgFRf9GKXWNiDwx0wFoNLOJm7MTDSmCxmheQ2Ns7ETFVbpKZixCgbkzLnpHRkNiBhJjw9jG1/mYC1xFtyNn8xQsWFeitvb+1zQQ8KENnXliTYufVz571LNx32E7Z2XbqgBKwYnuAsmsHe4VDkBoCZQ/anTC2Dr7TXKF0UUKVwXw3IDFlvZJ3z4jcoXR87B13LlXKj9drSCIZrkx9XWz84n/LT43fLYBH4i0zOqINJrFgFLqSuBGYAXj0m9E5C+89DHl7VBE3jjFwQ3gv4B/An7by8E0mrmm6NkJKupDWfoyUUIBiATH3njioVE53+a6uRtf33CJsZMcmwswWsF97iZVkaDCZ1BUp1vbMmrszKbylaYydq0d9WaEg4q1LT6OnrONHUPBJ97YhFHj8K75IBxUhANwvNv+PbrnQl3E/pvI1C5/JlcQ7noyy6kek92bArzsWZEJhr2bP9c7bLFWz0M101DIjQrPKKWINW8j2X/E03t33PBhgrEVszU0jWZRoJR6B/AxbKG0TqB0Vbh8Ze0yzHjtT0QspdS/ArfNtA+NZrY4ejbPp28d4aKNdtXpaEjRFE5zfKiJgE9NiLd3PTuJjOdzpya4nh1DQf+4+h39rrEzh54dpexwtfkwtDTecXNZVjfbxui2VX5+81SWVFbYuspPcAkosbk0xAyOd9nGjvt/hwLg98FIunbn6/2Hs3zrHjtPYvNKP+vK5MGtbfHjM+CZcwV2b9IV7TVTU8gOj3kdbd5Ksv8I0abN1K24kK7DP5r0vbGW7bM9PI1mMfB24C9E5N+r6aTamUwKiFbZh0ZTcw6dKZAtwENHc7TWG/h9isaQXZMkmZ04QXKNnVSZbbNJ77BJKABtDUbZMLa6iJrziWvcSYQP+id6wDQLh0/f3Mh7frcesEPZcgU42WOyfokVem2MGsXaQW4Ym2uU19KzM1jiWR2vwuYSCig2tvk5Mo91uTSLB8Nvi7gEwo0A+IJxAHbc+FF8wdi8jUujWUTUAz+ttpNqjZ3nA09XOwiNZrYI+uFPXmDfYJrCaQCkjD0TC9U+LMYL3UMWKxp8NMcNBhMTw9jmw7MSj9gGTkPU0IpTC5hY2CDsiBDsWjvqhdjYtgSSdUooFRNpLKklFQ8bNfXEnhscPf82TPEZbl/t50RPgWx+bhdGNIsP5eTptJ/3KgBCsTZirTsBmVawQKPRAPBN4EXVdjKdGtvvTLKpAbgMW6Rg0rwejWa+SGYswgH41M1Nxbj7sN9k+2o/V++cKJk8KlAwtxOYrkGT9W1+gn441DF2tbg/YU66wjyb1DmenVJ57vlCMucwCxl8/vB8D2VBEwsbfPT1Ddz1ZJaLl1h41XN3hbj/aVuMoTQPqS6iSNQwjO3sgMmF6wP86YvjBKYQ4diyyo+5D073Fti6ag6lGzWLDimmFNi/p5aN19Oy8foxbRqNZkpOAx9QSl0N7AfGFFgTkU966WS6JcDvTtI+gi09fbOIfMvLgTSauSSREWJhY0KC8d++vL7s/kG/IugvH+I2WxRMoW/E4llbDVAwlLKKdUMOn8lzdsDi/CoLhc4E17Mz38aOZeYonPg8x+8/ztbnvmdex7IYaKnz8Yqrll5U8Y41AS7dHJgQzhkPG5wcqU04mWUJXYMmu9YGpjR0YPS8mOv8Ps3i4sCP34pVsKMJynrItddco/HCm4AE8BznUYoA1Rs7IjL/S7sazQxIZqTorfFKNKRIzmEYW++IhSWwotFHwRQsgeGUYBjCx380Ath1PeaauPO5NcTm92ZsFex6Mck+HSm73PnTF02USIxHVM0Mjr6ERd6E9qbpzzf3/KilOIJm6ZFPj1buSA+dnLBdac+ORjMtIrKpFv1oY0azJElkLeIVFv2Lh4059ex0D9rqaysbjKJR05+w6BocVWXbsWYePDtuGNs8S01blu2tNoyllYOiqQ3xsEEqKxTM6s/Z4ZR39cFY2JWp974wks0LPUPm9DtqliR1Ky6a0FbIjox57QtE5mo4Gs2yQ88iNEuSZEZorass3yUWqt1KsReOOXK6Kxt9DDlKUINJi4xTCPXDr2tgRcM85OwskDA2sezPR2ljR1MG93eaygr1UUXBFHIFmVGxTzdXL+bhvSG/LXtdSb7QLQ+l+fljGd5xU92kCxhn+gvc/WSWV18dXRI1kjSjuKpspZj55JjX0abNjHQ/OVdD0mgWLE5Zm/eISNJ5Pilei4pqz45mSTKTMLZYWM2ZQMG5AZPbH8uwe1OAuohRVJwaSFh0D5sYav5q3LjHbZsHQ2sM4qyca9UiTRlGw8ns38lXfpnk7V8axLQqP4ddj66Xa8ZMZK8PnbG9lF//dRLLEqwykpD3H85x54HsGFU4zdKgnLEjYo17rcMiNRqHC4FAyfPJHhd47VAvmWqWHJYlpLJSnAx5JRY2SGXnpn7GI8dyFEx43bV2rYVoyBZI6E9YDCYtmusmiivMFVva/fzDq+pZv2AkjPUqt2Yi9RHbCB5KCWta4MEjtmLb4TMFzltXWfjnqGfH22+tEtlrS4SeIXti2z1o8Y6vDtIcN3jvqxrG7Hem3w5zO91XKBaL1SwNgpHWCW2u59ol0XNwroaj0SxoROT6cs+rQS+ZapYc6Zwt+OklJKUUN4xtLlbYOnpNWuuNYqiYUormuMGZ/gI9wyZt9fN3aiqlFpCho9GUp9U5R3qHzTGvH3kmV3FfyayFwnsR3Uq8wD1DFumcsGutH8EWNjjZMzF/p9Mxdjp6dW7PUsLwhzDKSOePN3Y0Gs1ElFINU2zb4rWfimdUSqmwUipa+qi0D41mNhlw8l8qDWOLhxWmBeWcO9m8cPB0fuKGGdLRV2Bdy9jV2yu3hzh4usCJbpO2er2y66IVWjXlaIoZ+A3oHrYQkaLIwJMzOE+TWSESUp5zZSoJYzvRY19Qrtw2MZTJJZ2zZegBTmtjZ0lhFbJYhdTEdqv873THjR+d7SFpNIuJ/Uqpa8c3KqVuBvZ57cSTsaOU2qCU+pFSahhIYtfZKX1oNAuCs/0mH/jWMEDFYWxuYnM5+el7DmX51K0jnBuobiLSP2LyT98b4tygxdrWsd6T518cZkWDQTys2L1JFyvUaKbCMBSt9QY9QyaJjJArQGNM0TdiVZRPA06OXwXqjZWEsXX22zl448/pbF7G7AO26EJHn17xX2oY/nJrwuV/b7Fmz4vVGs1y4JvAHUqpjyilfEqpJqXU94BPA3/ptROvsSrfAMLAnwNdgM6k0yxIDnaMrpa1VKjG5hpHyYzQMq6sx5k+ezJy5GyB9qaZe11+8XiGY112X+M9O6GA4gOvacBQaDUmdMKuZnra6n10D1lFr8hlm4PceSDLyW6T89d7D1xIZSsTNImFFcmsLTRgTON67B60aKkziIUNGmOKwaT9ux5IWrQ32tcAdxHlkk1B7jqYJZmxihLXs81I2uLYYBPXiZQvfqmpGl+ZMDaNRjM9IvJupdTPgK8BLwRWAh3ApSJy1Gs/Xq+mlwB/KCJfFZGficjtpY+KR6/RzBLHugo0xhSfurmx4iRfd7JTbsX2nFP75plzMw9ly5vCb57Ksmutn+fuCrFz7UTvjd/nPZRm6aONHc3UtDUY9AybRWPnks1BYDR0zCvJjFVRjl9d2EAE0h7qcnUPmax0jBr3L9gy8y59CTtnyBVWmEtFtm/fk+K+znVl84g0tUEZE+9FOmdHo/HMb4DbsG2RFcCHKjF0wLux8zjQVtnYNJq551hXgc0r/cXCmJXgGjvligWeHXCNnZnfoM70mWTycN35Yd5wfcxzMrRGoylPW72PbB5OdNvn5doWHysaDE5VauxkhWgFYWxTLYyUIiJ0DZmsaLCvR696TpQ/3GOHNA0k7OvM0515eodN6qOKtY6399zg3Bkeeaco6/EuPfmuFWZ+Yo7OeES0canRTIdSajvwIPB84Hrgg8D3lFKfUkoFvfbjdUb4FuB9Svb73ZgAACAASURBVKmblFJblFLrSx8Vj16jmQVG0ha9wxabV85MSSxWzNkZO4FJZCxG0raU9blBi1zBm8fhVG+Bh4/mxrwGWNeqxQc0mlrQ3mSfs48eyxEPK6IhxcpGHz3DlXlGKg1ji3s0dobTQjZPsTjwhjY/VzhCBYNJi7P9Jv/ywxHuO5yjKW7QWm/gM6g6N7ASgn77fzncqY2dWuHFaxMITSoypdFoRnkUOAjsFpFfi8gHgWuAlwIPe+3Eq7FjYLuOfgA8DRx3HiecvxrNvNPlrIbOtEZFrCRnpxR34rF1lW1EJdLeJlL//pMEn/95gh5HGvd0j0kkqIoSuRqvaA+YpjwbHIn07iGL9a0+lFI0xYwxIWLTYYmQzFYuUABMK4TQPWSf+65nB+zcvGhIMZCw6E+Mvr85buAzFCsafHPq2RlO2de7pzvzOk+uRliOseMLxidVV1t7yc1zOSSNZrHyVhH5AxEZdhtE5EHgUmyPjye8zrq+CvQAvw1cCVzhPJ7l/NVo5h13NXemss0BnyLkH62m7uKGrrnx9F5VmPzOMH7+WAawPTtrW3zTJjRrxqE/L80k1EUMWurs25hbG6oxZjCSlmJ41nRkcoIIFQkClC6M3Lk/w5fuSJTdr9vJvSnN1QFbNnsgadGXGDVqmuP28Vc1GcWw2blg2Fm8GUmL52ubZhqcELU1F71+UnU1LVqg0UyPiHxjkvaEiLzJaz9e4312YruQnvbasUYz13QPmSgFLVV4TmJhY8Jq7cGOPKuajGI8vdcJgTtHf/JUnlxB6Ogzuea8yWttaDSaytm4wkffiMX6Nvv8dAv1DiUtWj0sfLiLG9EKcuhGw9gsHj+R50R3gZvLqJl1DZn4DIoGmUuj431yhRXA9viAvViz/0Tek9JbLRhOWYR8BbKmn74RixPdBcJBxbZVWv5+ppj5NABKaS++RlMpSqnfAW4VkbzzfDJERH7gpU+vxs6DwCbsEDaNZkHSM2TRHDcI+GY+QYiFFakSz07eFI6eLfDcXaFi6MqIhxoeIlIMpekdtnj0mRy5Aly0wXM+nUaj8cDGFX4eeSZfDGlritvn/6BHY8dVVKtEoCASVPgMe+Hj7IBJrmA/r4uM7aN7yKSlzg5PK6UpbtDRV6CvJLfI9Sy11BkULDu8rDE2u8aOJcJIWmiPpehM1NM3YnHLQ2kaooq/fpk2dmZKx+NfBSDZd5iWjXs8v2/bnvfPzoA0msXFd4F2oNt5PhkCeArl8WrsfBb4tFLqE8ABYIz+rog86rEfjWbW6Bk2aasyH6YurMbE+3f02hOZ7asDo6u56ek9O+mcXeRwa7ufo+cK3PJQmrqIYseamYknLEt0/oDGA3vOD9Pe6CuKADRG7WuAW89mOtI5e79IBcaOUopYSHFuwGTEuR70JyzqImOvP12DFisbJt6LG2OK4ZTQM2yyfbWfGy4Mc/FG27hwvUB9I2bRSzVbJDOCJdAasY2d3mGTRNpCRIeOVsNI134Acqneit4Xrls7G8PRaKpCKbUD+FZJ02bgH4FG4M3YaS4AfyciP3Xe8x7gjwET+ItKytSIiFHueTV47eSbwA7gC8B92AoI7uOhWgxEo6mWnmGLtjITi0rY0Oano88sKq65IW2NMXtyo5g+KRlgyEn6dfN8eoYtLt8SnLDCq5kc0XV2NB4IBxW7N416TBvjrrHjTaQgNYMwNrA9MUfOjqpu9Y+MPZ6I0DNksqJx4m22KWYgwPEu2/Nz2ZYgfscjPWrszH6tneGUfYz6YJZoSNE7YpHMimdDUTM1/lB9RfvrsDfNQkREDovIbhHZDVwGpLAFywA+5W4rMXTOA14DnA+8CPhPpVRFkzOl1KNKqaaS17+vlIrN9H/wemZtmuKxeaYH12hqwffvS3H7vjQjaWFlQ3U3iy2r/JjWaN2OVM6dCBkYhiIWVp5ydtyJlqvgBnDt+TpfR6OZbWIhhd8HAx6NnaJnp0Jjpy4y9lpQqqwG9oJHtjAqO11Kk2OQCRPzeVrq7P2/8sskdzyeqWhMlTLseKXC/gItdQZn+kxMy/5Msnlt8MyUtq0vBmDt7soU1wy/vkdoFjw3As+IyMkp9rkJ+F8RyYrIceAolYuZ7QZKY2k/D6yssI8i084MlVIB4AEgLiInyz1menCNplpSWYvbH8vw/fvthNCNK6oLE3Nr9Bx1VmzdeH43xCUeVhOkqcsx5Ey0muIG8bAiHIC1LTqETaOZbSqVn07NIGcHKEpVR4KKoH+iJ6ac7LRLaXja+GtW2DG6Cibc8lB6Vo0O9zoVcYwdtxYYwFBq9j1LS5WhTrv8hz9Y2UK0MnSelGZe8CulHi55vGWKfV+DHe3l8mdKqf1KqS+XeGLWAKdL9ulw2qqhqrCYaY0dEclj5+joZR7NguOpjgKWgCVgqOqNnbqIQXujMWrsjFv1jZdRayvHoDNRaIwafOi1DXzsDU3TvEMzASdnR+k6O5oKaazE2HHO8fAMwtgAzlvnpzlu0J8YKxft5vY1RMuEscVH29xQ13Kkc8K+47lJt1dLr2OgxQI5WusMsiXZuJXUKtKMJZfqmX4nIBAee18Yr+an0cwRBRG5vOTxhXI7KaWCwMuA7zhNnwW2YHthzgKfcHct8/Z5tSG8xvz8G/AepZRemtYsKJ48lS9KPK9t9RXlW6th55oAT5/NUzCFdE4wFASdX348oooJyaWMpC0+/qNhOpyV0TN9pu3RCSpiYaPiEBkNjF4b9WenqYzGmMFAwmsYm0UoQMX5dH0jtnFz0YYgzXVGsc6XSzLrGBJlPEZuW0NUlVWPfPXVUV5yWZimmMG+Y7Nn7PQMmzTGFD5DiuFzLkPa2JkRlRRm3fm8fybSuHH2BqPR1JYXA4+KSBeAiHSJiCkiFvBfjIaqdQDrSt63FuicwfFeqpT6HUd+2gBe6L4uafeEV+PlGuA64IxS6gkgWbpRRF7m9YAaTS15+myeC9YHON1bYNea2oQA7FobYO+TWU50F0jnhGhIFVfc4mGjmM9Tyr5jOQ6fKfCvP0nwodc18NjxHJdv1fHXVaHV2DQzpClm8FjSQsrUvhlPOitEg5Xn+u1YHeCpjgIXrA/Q2W9y5/4MBVOKQgNu/Z5yxUqVUvz9K+tpnUQ98vkX2wUnzw2YdPTNXoHR3mGrWIR5/FgGU/r8mwmJ3oOe9w1Emoi37iQ9eGL2BqTR1I7fpySETSm1SkTOOi9fATzhPL8F+B+l1CeB1cA27BI2lfKlca//Y9zrmktP9wLf87ivRjMnjKQtugYtrt4Z4o9vjNXEqwOwY40fBRzsKJDKyhivTH3U9uyUTmoAnjxtx38MJC3+6ssD5ArwrK26po5GMx80xg3ypp2PEwtPY+zkpCLZaZcXXxrmugvs+lsbV/gpWNDRZxZDaZMZwW+MeoXH4yXkdl2rn33H8mRyUnGY3VTkC8J37k3xdGeBZ++wr1PjhRKWexjbcNd+oo2b8IfqKnqflZ9dUQmNZj5QSkWB5wN/UtL8MaXUbmyj44S7TUSeVEp9GzgIFIC3iUhFqza1kpx28WTsiMgba3nQ8SilGoEvAhdgf2g3i8h9s3lMzeLnmXO2h2XrKn/Z1dOZEgsbtNYbnBswyeTHGjvtjT5My5aSXtXkQ0T4t58kOHAqzzW7Qqxv83HPoSyNMUPX1Jll8plBLDNHKLZivoeiWWC4xTgHkta014ZUViqWnQYwDFWsvbVxhb24eKK7MGrsOIZWNXkYa1t8CNDRV2Drqtolrz/dWeBXT2QBbM9Ocqyxs6bZx2PHc7zsWZGaLSItJqxClqN3fZBY8zZ23PiRit7rC0Qq298frWh/jWY+EJEU0DKu7fVT7P9h4MOzPS6vVDRDVEpdrpT6PVfrWikVq1Eez2eAn4nITuBi4Kka9KlZwpwdMPnZoxl8BsXK6bXElpW17FXfkonQqiZf8fgAnf0mB07ZXp2rdwXZc0GYv39lA297cZ2uqVMl09XZOXDrm3nyp2+bo9FoFhNNjtrZ6V6Tf/vJCOcGJl9UTI07x2dCS52tuni8JMQ1mbGIhqpbhFnXal9vah3Kdm5wtL+6iP2/R0MG0ZAiElS85poo3UMWe59Ynl4KdxE6PXxqBu+1PWLb9ry/lkPSaDRV4OlKrJRaqZR6ADvm7n8Y1br+JKPqCzNCKVUPXIsTmyciOREZrKZPzdJn7xMZTvQUeMWVEYL+2hsVsbBBMiOks2NDXNob7cmHO3l6qsOe3Hz09Q1sadeyoTXFydnJjJyhkB2Z58FoFhOutPN37k2x/2Se2/alJ913/Dk+E5RSbF/t58lTeSznd5v0EEI3Hc1xg1hIlc0TrIYzjvHUHDfGqMG1OkbbzjUB2uoNTvbMXr7QYsAqZCt+Tz4zAIAytGdfo1koeD0bPwWcw3ZhlS51fAdbqa0aNgM9wFeUUhcDjwBvF5ExIgiO7vdbAPx+P3v37q3ysNWRSCTmfQzLmSOnNxDzhwgN7cfr11DJd5YYXEtvKg5AyEywd+8jxW0R/04eOzRAZPg0d53aSF0wxIFH7q7wP9BMh2TOUSiY9PX1cvcvb0VFVo/Znu/rBdDn4QJjIVwbTVEYnM9I2sDA4v7DGVZZ+wj7J07eh5LnMdDbzd69MxELGiWcaWQotZ7v3/YgrdE03X3biPrz7N37aFX9NgY2cuBYkL3Gw1X142IJHDyxhZVR4Xnrj3Fw3+h3FrVWoQiwd+9jBKyNHD0dYO/e2hx3MSFmhsIMry/5Qx8A4MH77saIn51mbzB7DmL19aKimyo61kI4zzSVo7+3+cGrsXMjcKOIDIyLP34GWF+DMVwK/LmIPKCU+gzwbuAfSndydL+/ABCLxWTPnj1VHrY69u7dy3yPYTlz//eGWdNARd9BJd9Z9z0pzjyZwWcoNq2vY881W4vbHh0eJpWN0Gm0czaZ5QW7w+x5jvdxaLyRGjjOPSc+T0tLKzuuvJJY85Yx2x/tsYVZLtXn4YJioVwbN+zMc+BUng2tfj57e4Km9Vdw5faxConpnPDfBwe4cMc69ly6varjPStjcf9XBjGaL2TPVVFuOzXI+jV+9uzZWFW/qUfS/OCBNJddeS11kerC4gqm8J5vDDKYFm64MMSea+zbt/ud7SnuuZnue1LsfSLDtdddh7HM6r8UsiPs728FKr++PJn+LtlEFxfc8AqC0ZZp9z9zoJOuQ4dYfcFLad/l/VgL5TzTVIb+3uYHr1fOCFBO7L8NqDaotwPoEJEHnNffxTZ+NBpG0hb5wsTcjcGUVbZYX62IhRW5Qnmlpk0r/JzuNbn7qSxXbQ/yiisrS0jVeEVL32pmztZVAV5xZZSLNwUI+eFY18RQMDcc1Q1PrYZY2GBti49TTuhXMmtVHcYGtgALlB9/JXzylmH+/r+HGEza59XuTVOrRbY32Yp2/SPLUZVt5teeprVXgzI8GTr2ofR1TqOZbbzOFu8C/qjktSilfMC7gDv/P3vnHR7LVd7/z5nZpm3q0tW9ur033+LeGwbbGBtsrgETOjihBEJ+BEJCgoGQEAIJAUwvNi2YCza2ce+93967bpGuurSr7btzfn/MVu1KWvWVdD7Po0ezZ2bOnJV2Z8573vf9vqMZgJTyNHBCCLE82XQlplydYoYjpeRrf/Dx51dDee09ASMdlz8eeLImKf2Tl9fMt2JISBhwwQp7jgS1YuzILc6nJgSKkaFrggV1lrR6YzapRP1ZlaM3dgDqK3RO9ySIJySRGLhGKVAApkS13QqvHhxdcdG9J+N0JQutfvP9FaxsHDzHMJ2f2DPz8naGUxi0P4YRRdNHkr+pniMKBYAQ4qgQ4kgxP8X2OeidONlZNfB54GNCiMcAO6YowR7gQuCLo3hPKf4W+K0QYgewHhie1qNiWtIXlnQHDPYka9hktycMxtmzk+m7v6LSonoLTrvAZsmsuirGGZlZXe489hRh36lJHIxiqrGo3sLJzgSRWO4k9nR3Al2D2gGKew6XWRUaXX6D3qD5eR0Lz47NIrh0tYPXDkVp6x2Z4WFkTd6rPRqV7qHfb0OljgCe2hkp6F2fzgynJMiWzZvYsnlT+rWRiKJpxddY885aB4C7bnXxA1QopjffxywgejtwJ6ZewGHgN8mfw8m2O4rtcKiZ2gJAl1LuEUKsBT4ORAAHpjjB7VnVU0eMlHIbcNZo+1FML1qTK4qnuhI5EtC9yWJ34+nZcWdNUhbW56766prgirV2YnGwKq/OOJI/wZJS0vTaDxBa5n8Sj/iHXfhPMbNY0mDhoa1mKFjKo7H7eIxHtoWp8Wpj5p2trzDr4qSKDFeO0T3q0tV2Ht0WZu/JGHXlw/dCBSOZ79LiWcUt0HjKNN51kZPfPx/k/tdC3Hj+DKoHU4RnJxbupXXfPenXfR17ScTCRANtiGF4djx1a9jwzrsQYvyeZwrFVEJKmVZ5FkLcAfynlDLHCSKE+CJQ9ApB0cvSyXCzLxd7vEIxHA62xPjJo338/du8NFTpvLgvwov7TdlPKeFoazwtkdoTTBk742doZBs7swuEuNxwzgx68JcAqZXW9G8js/LavPv3zNv4sUkZl2JqsGy2FU3A3pMxVjZaaelO8P2H/CSM3GKaoyUV+vXSfjPkLFVgdLTUeDR0DTp9I8ufSXmaLl9r5+r1jqLPu/IMB0db4zy+I8zKudYhQ9+mC4Gug0Mec/yNH9Pb/Fr6dW/L1rTxY3fXD3RaQZSho1AMyI0UzuPfzDAiy4q5E58vhOge7AAp5bPFXlChKMSuphg9AcnPHu/jS5u8/PLJjPK4wFyRTRk7vckE2/Jx9Oxkh7GNpgK6YhRkra6mjBtp5OddRPwqpE0xOA6bYFG9hb0nTY/LX14PYbMI3nuJM89zOxrqk8bOoZY4VW5tzLzPmiaocmt0jFAswBc0v0tnLrJR5Rne+73xvDKOtMb5n/v9fP295dR6x+7vVapo+tBhaPFI7yDn2wfcp1AohkUAuAw41K/9MiBYbCfFGDt3M3jmnASm/91PMa70hc2H8fGOBKe7cx/oVR6NlqwK6E0dcWyWsQsRKYS3TLBugZUr1ha/CqoYazLGjpEwJ6kR/6ijZhUzlBWNFh54I0w4Jun0Gcyv1blo5dhOSh02waq5FvaciFNbPrb3pxqvRoc/QSwuOdmZoMwusOpQXYTxkvLsjCTPscqj84HLXXzrXj8dPmNGGDum/hJoFjs77v0wc8+8lcrG83KOCXQeyHmdHdKmWZRCp0IxRvwPcLsQ4izg5WTbecAHgNuK7aQYY2c1ZtFPhWLc6PBnjJlU+FqK+nItnb8DZqz98jnWcVVB0zTBp65VeSCTicwSJUh5dPpPMADs7oYJG5Ni6jKrUkdK6PYb+EIGC73jIy6y6QInX7nLx9p5YxvyVePR2XYsyv2vh3hoi1nxodqj8R9/VT6k99mXNHa8zpHdM11J+f3s3J/pTOp+Y8QjGEQ4tf3OPGNnMAKd+8draArFjEJK+U0hxDHgM8DNyea9wAeklH8otp9i7vZdUsrO4Q9RoSieDp/BugVWdh2P8cI+09j54BUuFtTpPLM7wkv7IkgpafcZtPUaXHmG8rhMf7LC2GQ8+Ts/jCfl9VEoBiPlCe4OmMaOt2x8Fksaqy381wcq8Ixx/9VeDX9I8tTOMHar6dFp7krQ1WcM6d3pDUqser6MfrE4k2G9gcjMqLmTd59ROTUKxaSRNGqKNmwKob7BiknHkJIuv8GsSp2GSh1/SGK3wPnLbcypslBfrhOOgS8k2X3cnNiuGeNVU0XpUcizE+o5mnecr2XLhI1JMXVJ5c+09iaIxMA7jtL1FS4NXRtbY6cmKY8djsFH3+TmI1e6ADhUoH5Qf3xBA69TG3H+YcqzEwjPEM9OP+lpJSCgUExthvoGPwOMrpKZQjEEvQFJ3DAVhxqrzRXKK9c50JIP5nRxu+4Eu47HqPVqI5JfVUwxcgQKzAld+ex8hfp41K/q7iiGJOXZOdFuTmQ9ZVNrAju32gzEOGepjTMWWJlTrWO3wOGWoY2d3qBB+QhD2ABsFrDoEJghYWwOb2PO60jf6ZxCo9Hg4MEu9cvfPi7jUihmAkIIvxDCV8xPsX0OGsYmpbx89MNWKAYnla9T49XYuMjJuctsrJmXUcNpqDINmwPNcfadinHhCqV0MxPInlwYCXNCp1sLS34n4qEJGZNi6mK1CNwOQVOH+VkarzC28WJ2lc7/fqQiU+RYwJIGK68fjnL1xjKqBikU6gvKUQkmCCFw2cWMydmxu+ry2vrad+OpW0Ms1E3nsady9s078685/saPAWhc/yFqFr95QsapUExTPjXWHary74pJJ6W0Vleu43VqOYYOQJVbY9lsCw9uCRFPqBC2mUNmYtV94nlqF19VMGfHZGpNXBWTQ4VL4/gU9ewAGUMnyaYLyvjG3T7uej7Ax68eWFClN2iwpGF0j3unXSMQnhk5O7sf+nRem5Ewg1x2/uXWvH0O75z0dt3Sa8dvYArFDEBKeedY9zn17vaKacfJjgR2ayYmvRBXrnUQT8C6BVZl7MwUsgybvvY9yaZEwUO7+q20KhSFyJarH6kyWSkxp9rCecvs7D4eI5Yo7HWJJyR9YTnqHCWXQ+SFsXX5E4Sj08/bEwvlh6n523bleJuzcdespG7pW1l0/ufGe2gKxYxECHGFEOJTQohPCiEuG+75yrOjmHROdCaYW21J5+gUYsMiK393nYelsy1oY5z4qyhNWnYXEF8ZwLPTfvgR5m786DiPSDHVqcwK9ZqKnp1CrJlv5endEQ61xFnZmL8Q5AslizCP0rhz2QWd/YqafuHXvdRXaPzbLRWj6nsq0Hbgfspnn5nTNnvNu6ldYnpyGtd/cBJGpVBMb4QQc4B7gDOB5mTzbCHE68A7pJTNA56cxfS42yumLFJKTnUmaKwZXHBACMHqeVZsFmXozBQCXQfz2npOvTIJI1FMF+bVZu4z0+VesmKOFYtGWqmyP75RFBTNxtkvZyfl0WntMYgP4FWabhx8+rac1/XL345uVQVEFYpx5LtAAlgipZwrpZwLLE22fbfYTory7Agh/nWAXRIIA4eAh6WUKktYMSxeORAlFJXMHcLYUSiAvMRgzWLHiEcGOFqhyOWSVXZ6gzJtAEwH7FZBlUejq6/we+pNFxQdizC2zDXafZmQ0gPNcVbNLRxe3OlPYLOIaeNJy0Zo6rmlUIwzVwGXSSnTdSeklEeEEJ8Gnii2k2LD2DYB8wAXWW4kIAC0A3OBNiHEpVLKI8VeXDGzaelO8PMnAsyr1dmw0Db0CYoZy0AqbPM23sqxV78HmF7CkdYRUcwMhBBcf/b0W4kfTCkt49kZbRibRiRm5gBZdEF7b8bwue/VEEtnW7Dq+df4x1/3AvCTj1dOme+np24N/rZdkz0MhUIxMMNasSp2qeXbwGvAAinlPCnlPGAB8ArwVUzD5wDwP8O5uGL6IaXkTy8FOdgydFX7nU2mus0nr3ZPy1U/xdig29xY7IWVploP3J/e7l8IUKGYKZTZBcFI/rP/uT0RfvV0EADvKO+xKanu1l7ze5by7LzvMieHW+O8tG9wD+uuAcLsShEppfLaKBSlwRPAd4UQc1MNQoh5wP8yDM9OsXe/LwN/L6U8mWpIbn8e+KqUshP4Z+C8Yi+smJ70BiUPbw3zzXv8tPUmBlSvAdjZFGNOlU6VRz1UFAMjhI40Ci/ihHqOZV4MKEutUExvXHaNYAFVtKd2hdPb1lHmKK1faMOiwTO7TaOm3WfgsgsuXmnHbsmUEMjGMDJj+sMLQWLxqZHbM+/MW5l/1ify2nWbm/LZZ0/CiBSKGcunASdwRAjRJIQ4BhxOtuVrxA9AscZOPeAo0G4HUtW3WpMXV8xgmrsyD7xfPR3g1h92c6ozv8J3JCY52BJXMtKKIdF0a159HaujkoXn/7+ctuadv5vIYSkUJUN/8YAUluQT/uKVoy/E7HVqnL3Uxot7I/iCBu2+BDVeDSEENV6ddl/+YkNKqvqM+VZO9xg8vXtq5Nc5PLNxeNMLyTSu/xAAiWgfwe7DuKqXUTX/0skankIxY5BSnpBSbgSuBb4F/DdwjZTyzGwHzFAUa+w8DvxYCHG2EEJL/pwN/BB4LHnMWuDogD0oZgQpY8dpF+w/ZRo5R1rzV/yOtMZJGLCiUamfKwZHaBayC4wCLLvi36hsPA937ap0W9vBByZ4ZApFaeC0mcZOf096h9/g4lV23n+5a0yuc+3GMuIG/PnVEO29BnXlple+tlzLMXYMQxIIG/iTstfnLrNR6dI43p6/8FWK7HnpF/zu0X0cb48TjkqEllmUi4W6WH7F11lwTqbIe0/AYM+JqROmp1BMNaSUj0kpvyel/K6U8vHhnl+ssfNRTM/NK0Ak+fNysu1jyWP8gKqoNcNp6U7gsgtWZynzFCp2d7A5hgAW1StjRzE4zsrFBULUzM/UvDP/euIHpFCUGE6HIGFANMuWCMck/pCkxjN2+ZCzKnUuWG7npf0RuvoMapOFoGu9Oh2+TNjyw1vD/N0vejiUzN30lGnUV2jpfJ9SxohHOLbzL+jHf0Rv0OBwaxzE4H/Dnz3Wx//c708r3ykUitEhhHAJId6d9foHQohfZP38VAhR9CpOUXdBKWWblPJqYCVwE/BOYKWU8hopZVvymKeklI8O7+0ophvN3QlmV+nMz6pn0VNAEvVgS5zGGh2nXQkTKArjqVsDmEps/cPY7K56wAw3mbvxY3nnKhQzCafNzMfJDmXr9JuGRbV3bO+xC+p14glIGFDjTXp2vBrRuJmzCXC0zbS6fv2MKY7gKRPMqtBp7TEGzeMsBeKxAP6QARXnMrtKJ56QnNgzuNe4L2y+py1HohMxRIViJvAh4Oas1+8D5gO1yZ+3AJ8strNh3QWllPullPdJKe+VUh4YzrmK6Y+UkuauBA2VOvPrMh6bnn6rXYYhOdoaZ8ks5dVRDIzd40AqMQAAIABJREFUMxt0J0JoecZOLpnE61KfSCkU40Fq0Shbka0jGVZWM8YCMPXlmf7qypOeneTvlEJbfwlq07OjE4zItGFQqvgDYUJRSX1NBQ6r+T58nU1ZR+QLPbgcZtsbh5Wxo1CMEe8GftWv7WNSyrdJKd8GfAHT+VIURc82hRDvAq7EFCTIMZKklNcX249i+uIPSYIRyewqnWWzLXzkTS4e2x6mJ5A7UW3pSRCJw4I6Zewohqb98CNAxpCpX/GOnP0ykUl6ljKBEOpzpZhZOO3mZDuQ5dlJGTu1Y+zZqa/IGDupvlMenvZeg6UN0Bc2sFkyYXVuh6C+wjy2tSdR0qUGjjUdRQJVllNoSWMnEsv8XXVrvlZTKnztVGfph+kpFFOEpZglbVL0ANlfsNcxo82Koqg7jhDiv4DfYNbW6QE6+/0oFDQnpUcbKnU0IThvmZ0aj0Z3vzC2pjbzOGXsKIYm22tjfm40PVfBr6f5tfR2NNA2McNSKEqIlLETypKf7vAnsFnMELKxpNwpsFtNpbcKV9LY8WgIMp6dvrBk+ezM91TXRNpIau0p7byWnrBZdHbOiqux6AKrLuh1XpLe76k7I++c3uSCXl9YThl5bYWixPGSVThUSjlXSpntYrUARcv5Fru88n7gPVLKN0spPyil/FD2T7EXU0w/IjFJVzI2vCWpxDa7KrPyV+nS0nHcKZra49gtMKuidFf3FCVAv5A0mTBDRITIDcux2Nzp7SMv/Of4j0uhKDHSnp1wrmen2qMjxNgaO0KYhkuNV0PTzL4tuqDSraW9SYGwxOMUzKnSSR5ClVtDCNMIK1VO7fgt/pbX0QR4XKbRY7fCIdv70sfMz1JhA/MZGI5lnmf9IxkUCsWIOIGp8jwQ65LHFEWxS+sasK3YThUzg3hC8qXf9dATkPzobypp7krgtAvKnZmHa7lLIxSVhGMyHf/c1JZgbq0l/aBUKIpBGmZMTP/K5tay6vR2NKQczYqZR7ZnJxA2cNoFnX5jTJXYsrl6vYNYP5ultlyjvTfl4TBw2zX+eZOLVD1giy6ocGp0+kvTGJBS0rr/zxhtcWwWgW4xw9UcVsGpLoGskAiRaU+RCmFbUGfhdE+UnqBBbbkqlK1QjJIHgNuEEPdLKcPZO5IqbF9OHlMUxd4JfwL8VdFDVMwIXtofoSeQVN9pjdPUEaehMnclsdJtfsS6sx5wLT0JGqvUw0AxFLk5OkbClLHt79nJxohPjaKFCsVYUpZUY2tqj/N3v+jhmd0ROnwGNWOcr5Pi7KV2LliRW6i01qvT7ksQjUuicXCXmSFgdmvmeVDl0egqoM5ZCiSifQBE4xKbRWBz1lC79Fqqz/1PonGoOudbLLv8a3nnpTw582vNteNC6qMKhWLY/AdQAewXQvyDEOKG5M8XgH2YYW7/UWxnxXp2KoBbhBBXATuAnOpZUspPF3tBxfThREcyh0LAjx7pozcoufG8spxjUgmsHf4EDVU6wYhBMCLH7SGsmG4IupqeBaDjSLKOWF7NCxUjr5jZ6JrAZRccajG9n49tNxXFJvI+W+vV8IVk2nOTUijLpsqtcaytNAuL7rjvwwDE4uCyg6bbmbv+Q9h7E/BSLyeCs1i4wPTqNHclqPVqWC0ina8zv85chOlWYWwKxaiRUrYJIS4AfgR8g0wCrwQeBT6RKn1TDMUaO6vIhLGt6D+mYi82XTjdk6A3Yh/6wGnO6Z4EC+t1dM18yL79nDKu3pDr4k+r9CRjuTuSD8JUu0IxEBVzzkU77iMeeQOA03v/COR7djQ985mbteLGiRugQlFCVHm09AJUW+/4yE4PRmphK2XMuAvUUKv2aGw5YmBIiTZGuUTH2+Mca49zwXI7Fn10fSYMSdyQWC0amsV8xtd6NZx2wV3PB1lQZ6HGo/Hl3/dS69X42i3lnE4KLsyu1LFZoDcw46ZECsW4kBQkuEYIUYmpzgZwSErZNdy+ijJ2pJSXD7fj6cztD/qxJuq5YbIHMsm0dCdY2Wjlmg1l9AQNVjbmC2N4ywQ2S0alJ1P7QXl2FIPjnbUevbIH2f5aTrvQcm9bs1bdhNB0Tu/9E0LTaT/8GFXzL86LrVcopjPVWcZOilT9m4kgpbZ2MOldchdQgavyaCQM8AUlFa7RGzvtvgRf2+wDwFumsX6hbVT9pSSmbRaB0M2+hBAsm21h29EYdzwZ4JaLnclrGzy1M8ITO8KsbLTgcmhUuDTl2VEoxhgpZTfw6mj6GNadUAjhEEKsEUKsFkLM2JlEbblOX3Rme3ZCUUlPQNJQqdNQpRc0dMB8UNR49bSR0+Ebn6reiulM7kqp0HI/O7rFwew17wYEvtbtnNjyE05uu2PihqdQlABV7tzvRaVLo7F64jw7s6t0LDrsPm5GuRcKY6tOjnGsRAqy+2ntGb3KW0q6u8wu0LIWVd5/mYuNi6yc6EhwoDkThnffayECEclN55kGkDJ2FIrSpNg6O9ZkrZ1uYDuwE+gWQnxTCFG0zvV0oa5cwx+1zdhq7bG45LfPBACYVTH0w7TWq7HtaIw7nwrQ4TdwWMFlV0psihGSl7OTataIR8xV3lSysUIxU+hv7Nx0ftmYy04PhkUXzK3R6eozEEC5M/97mhpj/9prI8UXzDZ2Rt5nNGiqOAYiEosu2PC2H+Ts95RpXLXOXN99cmcYuxWWzbYQikqqPRrzas3nYEOlzsmOOIYxM+cGCkWpUuzy+n9iqrH9DbAMM3bu48D7GIYawnShvlwnLnV8oZl5Q9t2NMorB82aJ8WsHNos5gP3+b0RXj8UpcY79rUfFDOHAdXYhJZWbMsuNKpQzASqk/k56xda+fYHKzh32cRHH8ytNr0hq+dZcTvypxfepAHkC42VsWM+gxsqNU6PwrOz7/HPAxCKSAILv47DXZd3zII6Cw4r9AYlsyv1tIGzstGafp4tmWUhHINTXaVbS0ihmIkUa+zcAnxESnmnlPJw8ucO4KPAe8dtdCVKKg56LNzmU5GmdvN9/+vN3qLqCaxbmHH++UOSFY3F6mIoFFBWsSDndf86O+l2oacLjyJVKIliZlGVzIOscmtpo2Kiaawxv5sXryxsaLkdAiHAP1bGTshA12BRvWXEz+O23gSBQC/xhFkPbu68RQWPs+iCqzeYaqNuh8b8GvM5tjLrebZ4lrmdHeqmUCgmn2JnneXA4QLthzFlqWcUdckJfnuvwbLZkzyYSeB4R5z5tTpza4r7+Jy71M7Zi238+NE+DjTHueEc5ziPUDEdaD/8GIn25xBVuZ+zgTw7QugYRnQihqZQlBwp0ZfJVLq8dJWdudU6SxoKR7drmsDtEGmPzGjxBQ3cDsGsSp0X9kUJRgycBVTgWnsS1Hg19H6FrA1D8p37/axpjzO7SsfAxqL6gZ9r157pwGoxvTm15Tpv8xk5ogg1SeW23z8fpC9sqGedQlEiFLv8sx0oVEvnM2QkqWcM1R4NgaStd+Z5dqSUNLUn0gXUikXTBB+7ys033leBw6pC2BRD42/bgeHfhyD38zKQsSNlQhUVVcxYvE6Nv7/eM6BXZSLQNDGgoZPCW6aNXRhbSOJ1atQnFyAL5e34QwZf+l0vv38umLdvR1OMdp9BJC5p6U7QaTmbBXUDP9uEELx5fRlzayw4rILrzy5Lh2mn9t98oWngHG+fefMDhaJUKdbY+TzwASHEASHEnUKIO4QQ+zHzeP5h/IZXmuiawG2LpmsZzCTafWZR0Lk1w189tPSrpq1QDIYRjyA0a74gwQACBUY8PAGjUihKl5WNVhy20r7Hep0Cf5Genab2OF/4VU+OEEE2vqCBt0xLy163FliA7Emqoz23N38h5KX9EcqdAodVEI5J6rS9lI3y73fhCjur5lrGLFRPoVCMnqKMHSnls5jCBJsBN+BNbi+XUj4/fsMrXTy2yIz07Gw7aoYJrZo740T4FBOMNKIgLNBPzCLiPzWh4zi+5afsuPfDE3pNhWK64hmGZ+fx7WG6+gy2Hi0cnuoPSbxOQW25hhCF82h7k4ZSosAlW3sMFtRZ0ot3Hou/yHcxOKb3amYKGCmmJ0KIY0KInUKIbUKI15NtVUKIx4QQB5O/K5PtQgjxXSHEISHEDiHExskd/TDq7Egpm6WU/yylvElKeaOU8kuAVQjxh3EcX8nisUVp600gpaTDl5gxMtSvHowyv1ZP5y0pFOOFEY+CsCL6eXI8s9YPeW5ZxcIxG0fH4UeJR/0z5juuUIwn3jJRtLFTNUhdHill2rNj1QU1Hq1gGFt2flC2h0hKSac/QbVHw2nXWNJgYemiwuIEw8Xr1PAFDXXPUEw3LpdSrpdSnpV8/Y/AE1LKpcATydcA12CqNi8FbgV+OOEj7cdoJVsqgJvGYiBTDbc1QjgGT+2K8MXf9LIrWUhtOnOsLU5Te4Jzlo6uSrVCUQwLL/gcesP1OTLlZRULKPM2DnluqOcoPadGVXAZIGeyEu49Pur+SoUtmzdx6PkZVzVAUQJ4yjQiMYjEhjYE4klHTSGPTSgqiRvgKTPvD/UVekH56d4sA+doW0YlLRCRhGMZQQeXXcNbNfS9pRi8ZYJYAsLTf1qgmNncANyZ3L4TeHtW+6+kyctAhRCiYTIGmEKVsR8hHpvpVv+/ZNJj0zRPRjSkZPOLQTxlgotXOSZ7OIoZgECAxQVZAgUVc84p+vwjL/7XqMfQc/KlUfdRqvhatkz2EBQzkJQsdjE5LX0R85gtR2J8534/tz/kT58XjJjGUqqeT32FRmtPfpRFtjfnVGfmOd3hM9ur3Zn7i8M7Z9jvpxCp99g7QK6RQlFiWIQQr2f93FrgGAk8KoR4I2t/vZSyBSD5O1Wgag5wIuvck8m2SUMVPBkhHltusuN0r7lz90shDjTHef9lrlEncCoUQyGNBDv/ciuJ6CxorE23e+rWTug4jr78ncyYpkntnu4TL6S3pZSqwK9iQvEmPTG+kKTGO/ixgXDGcGnpTuAPGfzk0T7+3w3etLFTZjf7m1WhE41Dh9+gNkt+uzcoqSvXiCfMPgB2NkX5wcN9AFSWBelOHuuuXTUWbxFvWbJ4atBgVoUK+VaUPPGs0LSBuFBK2SyEqAMeE0LsG+TYQg+VSY3pVMbOCHHboiyeZWFpg4XjHfGSr5jc0pXg50/0EY5JPnKlm4XJWgI9AQOHVaQVfHqDBq8fimK1gNuu0e5LEE/AI9vCXLbazkUrVQibYvxJGRbSvwspL0m3u2tWjOt1u0++zNGXvs3qa2/H7qoj+/48XYydQOfB9Haw+zCuqiWTOBrFTMNTVrxnJxCWLKzTuWZjGWvnW3ngjRAPvB6mL2wQSBo7rqSxsyhZ0PPw6TiVLo3vPeCnzWfQ4TNY2mDBZhE0d5men7tfDqVD5CpsAbqB2WtvwV2zckzeY7lTJN+jytlRTA+klM3J321CiHuAc4BWIUSDlLIlGabWljz8JDA36/RGoHlCB9yPQY0dIcR9Q5w/xLrM9EUT8I83mm9/84tBntwZxjAkmlZaq6SGlOw5EeORrWHaeg2cdsG37vWxsN7Cqc4EfWGJRYO3nlVGa0+CrUejRArEGc+u0rn5QqdaBVZMEJlJgsXmBsA7a8OwezESUTS9eAO969jTAIR6mpLGTvaQpp6xEwm0YXPWpEUewv5m2g8/kt6//4kvsnHT5skanmIG4k0aAgPJSWfTFzaYU62zYZH5HV4738ZfXg+z+0QMS/JZ60waO41VOnaraeyc6Eiw52Schkot2Y9kzTwLT++KcaA5zsmscDa7boakOzxjk69jvseMZ0ehmOoIIVyAJqX0J7ffDHwVuA/4APCN5O97k6fcB3xKCPF74FygNxXuNlkM5dnpLGL/0TEay5RlTpVOPAFtvQazKkvHZR2NS+55Jcjj282Qu+vOcnD5GgfffcDPiY4EZy62UV+use9UnHtfDWGzwDlL7Vy1zoEmUg8aC6e7E1R5NKwWZegoJoisuHuhmTLnVfMvHvSUuRs+womtP89pa971exrXvb/466aM+QKGjWRqTVy6T77E0Zf+m5pFb6J2yTVoFjt7Hv7MZA9LMcNJh3gV4fUIRCQueya1eEGtjtsh2HEsxoo55vQlZexommBRvYW9J2P4gpJzltp490VO/v6XPWxcZKXGqxNLwNO7IugafON9FbQdeox9j//MPN8ydrmobodACDOkTqGYBtQD9yQXuy3A76SUDwshXgP+IIT4CHAc2JQ8/kHgWuAQEAQ+NPFDzmVQY0dKOekDnAqkDJy23kRJGDvhmOS3zwTYciRKNA5nL7HhdQredIYDl0Pjizd5iSdIF/i8fK3kvldDbFxsY1F99kfCfC8L61W0o2JikVmeHWtZJQC6xTnoObVLrs4zdrpPvDgsY0cIPef6zsrFBLsPJwc1tSYuR1/6bwA6jjxOx5HHJ3k0CoWJ1SIoswn8Q3g9pJQEIxKXI7PIpmmCs5faeHZ3JN2ebQytmGPlnldCAFyyyo6nTOP2Wyux6nA8KSK07ViUWRU6FS6NIwd+lunbMnYh2pomWDPXyjO7wly2xp6TQ9TWm6C912D1PFWrTjE1kFIeAdYVaO8ErizQLoFPTsDQiqZk1NiEELoQYqsQ4i+TPZbhUus1/4ztvpFPhnYci/Kv/9fDI1tDox7Pjx7u45WDUS5Ybucz17n56FUu3n2RC1dStUbXRNrQAbBZBO+8wNnP0FEoJpGkYaFVX8rsNe9h/lmfwNsw/LpksdBQzul+9PPsOLyZsOPpkrOTombRm9As9pw2VRdEMRF4ygS+kMSQkkhMkjAksUTuZy8UlSQM00uSzdXrTQ/MUzsjaALsWTbDVescnLvUZubTzjafZzaLQAhBY42Ow2rKWc+t0fO+z4locEzf43svdRKJwxuHcwui/vd9fr7zFz+B8PS6nygUpUzJGDvAZ4C9kz2IkeB2COxWaPcVL1LwyoEIP3zYj2FIYnHJjx/to6vP4I8vhdh1PHNzlFIWPQHp8id4cV+E3Sdi3HReGe+91MWaeTY0lWejmGKkP/O6A023Ub3w8mHliy297LYRXlkkr58USDCyEtimqCHQuO4DBdt1mweZyNQdaXrtdvY99g8TNSzFDMZbpuELGTy2LcynftrNZ37ezXfu9+cckxYgcOROU6o8OgvqMiFs2fcFq0Xw0avc/OON3rznnq4JljSYltHcGh0jnquo6vDOHps3l6TaY+YQ9QRyjZpUgdTXDkULnaZQKMaBkjB2hBCNwFuBnw11bCkihKDWq6d1+4vhqV0RthyJ8fy+CAdb4kTj8JEr3bgdglcOZG6CD7wR5h9/3cvWI1GCkYH7b2qL89U/+PjlkwEALl5lH/BYhaLUMeJJD6cYWVios2JhelsaCbZs3sT+J/5pyPNSifwgCXQe6CfTPDVXYk9uv7Ngu26xI2WClj2b2bJ5E53HnibU2zTBo1PMRDxlAl9Q8tJ+81kXicGB5jihaGZBISU73d+zA1DjMb+nqXydQpgLhbnf2aUNppHUWG3BSOQaGzZnLWNNuVPDF8y8J0NKbMkAipcPKGNHoZgoRCmELQgh/gj8B+ABPielvK7AMbcCtwJYLJYzH3vssYkdZD/6+vpwu93p18+cmI8/aue6xQeGPDeS0PnTflPP367HafT4ONJbyablu3mlpZGWPg83LdsDwF371pCQ5o3dbY1w7eKDWLXMDfxQdxV7OmuREgwpWFDeg9ceYXFFd/6FZzj9/2eK0kWGW4kf+xHRyutw1Z9Z9HmxfV8DWw3WRR8ntu8rAFiWfoH4wf80t5f/66Aeonjz3UjfTvSGG0i03JuzT298L5p76sg0p95/IbTqS5BxH7J3W94+y9LPI/SyEV9Xfc+mHhP9P3u1ZQ4Hu6sB2FjfTIU9zJPHF3HFvCO0BV00enxEEzpPHl/EVQsOUefMDTHb3lbPro56qhxBrll0qOA1Up9/64ovp9uCMQu7OurZWN+MnughfjhTRyv7uLHi0WOLEMBVC44A0Be1cu+hlZRZooTiVt65bA92y8jKVqjv2dSkFP9vl19+eVBK6ZrscYwnk56kIYS4DmiTUr4hhLhsoOOklD8BfgLgcrnkZZcNeOiE8PTTT5M9hrYXgjyzO8yll16KBO56PohFE2y6MD+p+uX9EeT+AO+52Mn/PRfkUE81q+ZaeNMVl+LeH+HnTwRYsOoiEoYksdfPLZc4cVgFv3wCXu5Yx7sucrKwzsL/PRfk1dORdHTNJ69xs37hrIn5A0xB+v/PFKVLsPsI+/x/pMfhHtb/TF56CWCGtrQ2+Di149esPnc9u7tqAJi/AKoXDtzfvscfImitgegLUF2Ts2/xmRspH0He0GSxpf32gu3Lr/g6rupltOz5Iy27T+btr6/tYs4Z7x3xddX3bOox0f+z3leDHHw9DMBNb1qJp0zjqZ93E3GuYNfxKM3hBm6+0MmTx/u44JyNNNbkTlUseyPseiqAdYD7g5SSre3m93djv/3XArCUjiOPc7ynhsb1H6Z2ydXjUlZh3yN9nOyMp8e4sykKh/q47pxyNr8YomL+OZy7dGRRGOp7NjVR/7fJYdKNHeBC4HohxLWAA/AKIX4jpfyrSR7XsKj1akTjZjzu64ejPLnTjAd+ywZHWnMfoKvP4A8vBplVoXHZajs9fQZtvgSbLjCNorXzrVh0eHZPhFOdcexWOG+ZnTKbwDDg3ldD/PzxAG89y8FzeyNcuMLGxavsHG9PsG6BUndRTA+kkcwlGWYYWyYMDYRm3t4SsYzoR6D7ENULLx/w/EQsMOC+sO8kvc2vUb/87djd9cMa13ghpcTfugN37cqcekLxiD/v2LVv+ylWR0X6tW4trG7Xuv/P1K94OxbbtF7oU0wiZcki1nNrdOrKze94Y7XOC/vM0C67VRBOhrSlCl5nU5MUBQpGCkemxMM96e2eU6/hrFxIIhqgrGI+0WAHvtYdHH/jx4AZhj5e9eMqnII9JzJjbE4WHz9/uZ2HtoTZ1RQbsbGjUCiKZ9KNHSnlF4EvAiQ9O5+baoYOwMpG09B443CUx7eHqXJrdPUZ/P75IO84rywtPfnKgQj+kOQfbvCiaYIbz8+dcLgcGhsW2nh+r2ksfeJqd/rBcOFKO1Uejf++z8+vnw5S7dH4wOUuhBAsnqUMHcX0wEjEsoydkacVpoydYE+mFJi/beeg52h6/sTDU7cWf9tOTu34NWBKOa97+50DGgsTSVfTMzS9ZnpwsouDBruP5B1rsZfnvD657ZcD93vsKeqW5UUTKxRjQsrAueGcTLjkugVWTnSYxkCFSxCODWzsVHsGN3aCPcfS20de/CZlFQsJ9Rxl46bN7Hrg4znHVi24bMTvYyi8To1Q1FScs1sFLd0JPGUCT5nGkgYLTe0jC2HLZvuxKKc6E1x75shDTxWK6U5JCBRMB2ZV6syr0bn/9RC9QcnNFzpZ2WjhtUNRvveAn4Rh3pSb2uPUeDUaqgZesb5irR1vmeBjV7nSlaNTrGy0cu1GU3rzklX2cVuRUigmg86mZ9h29y30nHrVbBgDY+f46z/MtInB13cqGs/Pa/POWp/XloiHRzyusSTSd7pgu6abix+1S64BTJnp/veKhtU3p7eXXf5VVl/zvfTrk9vvLJn3qJh+rFtg5T/fX8G6BZnn29lLMgsNgbDMeHas+c+4Krd5X1g9t/AiX9fxZ3Neh5ILHnse/ru8Y/UxLCban/JkVIcvWVPodLdBQ7IW3+wqndaeBA+8EeJoa3zAPobi+w/2pWsLKRSKwpSUsSOlfLqQOMFU4YIVdiIxKHcKzlhg5bNv8/Dxt7hp6Ta46/kg/3OfjzcOx5hfO/iEa0mDlW99sIJzBnBvv+M8J7e9y8vVG8bvJq1QTAY9J18GoO3gA2ZDIjLI0YMjtPwFhbDvxKBS7ikjIRt3zYq8tt0PfQp/264Rj22sKPQekzsAKG84k/U3/pa5G2/NO2TWynemtx2eOdjdufl+2+95H4l4mKbXfkA84hu7QStmPEKItMGSYnaVzsWr7Ngt4AsZhGMSiwYWPdfYScSCRHqP8fX3lnPrmwsnencffz69bXVUprfD/lNj+C6Gptxljr03aCClpKUnkTZ25lTpGBL+/EqI7z6QH3ZaDP5QRqwotaCqUCjyKSljZ6pzxVo73/pgBV9/bwVW3YwD3rDIyroFVp7aFWHPSXP1ZkHd0HkIQ3ls5lRb0DTl1VFMM/oZIsJWNeKuNK3wosJgoWxtBx7IeV0576KC+S8yEePgM1/BdzpfzWwiyQ67yx5nSlZXs9jQdFvB+0l2m27zALD2bbnq/6e2/4rOY0/RsvsPYzpuhaIQ77/MxeVrHfhDpmenUAjb9j9/gH2Pf56qsjAtW79PX8e+QXoUxMIDK5OeccPAoZxjQSpf99v3+TnWliAYkTnGTnqUAzzKQ1FJX4Hio5GY5EBXFduOZuSrBwrpUygUytgZU4QQlDs17FludyEEH7rCxSWr7MytySRiKhSKfCTmAztV80LYR1H7YgBxg0PPfm3AU/pPjDTNOmgo3aHnvj6ysY0R8WhfejvYfYTOo0/RdvDB9HuMhwf3yHjq1gIZw8fqKGf5lf+R3t9xxJT4bz/8SNFjSnQ8x5bNmwh0FZYEVigGw1MmSBjQHTBynqX9ifS10NX0LAee+pec9lBPdq2owQ0Ai218JYAbKnWWzbYQT8BTu8LpNoD6isz9qayAUQfwlbt6+ewvevLaXzkY4bXTjfzq6Ywkd19IGTsKxUAoY2cCcDk03neZi394u5f3XOxkVaMSE1AoCpIsAqjpNkSBkLLhoGm5589acWN6u+fUa0X1Ee5ryXmdyoHJpisrZGaiad13T3pb6BaaXv9BjvCAZ9a6Qc9ffPE/se7tv8ppc1UVriVkGIPnFZzedw9bNm/C6HgSgP1PfDFnf9jfTMeRJwbtY7ogpcHxN35CyJcv7a0YHG+ZOS1p6zUK5uvVS84QAAAgAElEQVSkGGjRYu9jn0tvZ39f17z1h4UOH1esuuCzb/MgBOxsigEZY8eiC+rKzffa1WdgFAiv7fSb98NILHffwWbzu1hmE2mRB38BD5BCoTBRxs4EUmYTXLHWocLPFIqBSD7wpYznGSvDJdCZW+BXysxkPRIonNif10fHPhzeOenX7Yceyjvm2Cv/O8IRji2BfuE8utU5ZPK1plnQrfkqTt4C9YSigbZB+2re+btB9+95+DMcf+NHg+ZMTRdioU46jjzGoWe+OtlDmXJ4ksZOuy+RF8YmjYx6WSKWW2hUSpkj2FE++yzmbvhw+rXNWcPC8/8egHXv+DUb3jkxoZkWXVDt0egLSzxlggpX5j19/b0V3HKxk3gC/IN4ZpracxcaDjTHmefp4TsfruCM+eZ9si88/b9XCsVIUcaOQqEoGaLBDgAifa1pNbWRYi3Lzfcpn312enuo8K5s7K465p/zKQCqFxSu0eM7vY1IoA0pJSe33UHYN7GJ0ADNu36f87r/ZHA4OCsW5rXtf+KfRtxfNm0H/zIm/QyXSKCNUzt+PSHGVthvTroHyxdRFMbjNI2BeCJfiW3bn99X8BxpJNj6x5vZ/dDfptsWnmcaNvPP/gSN6z8IQGXj+WzctBnd4phQJdO6ZF2g+bWWvOtWJWW0O3wDe2a+c7/fLEgKdPgSdPUZ1LkCaJrA7TD7Cwzi2fGHDHYciw64X6GY7ihjR6FQlAyxrGKAYpSeHXftqvR2+eyzsCST8MEsnFkMFrsXgOr5l7Jx02Y89WcAZk6RzVWXPu7Qc19n94OfJBpope3gA+x5JF/idiqhWTLCBylDb7CCqwORLV+dUo47tf1XxMK9RAJtbNm8qeiQwtFy9OX/oXX/fYR7j4/7tbLDCyN9reN+velEKowNwJFbeQGZiBU8J9h9OLdBaGllxeoFl1O39K1jOsbhkqorVEicqCZp7HT5c2vuxBMZozyWgLtfNuWlU7V5asrMxQyXwzx/MM/O4zvCfO/Bvhz1NoViJqGMHYVCUTpkrXrGQp2j6iplqAD4WraOyNOx7LLcMKSKOedQveByll3xb6y+5vt5x+/rl6cyVJ7LaEh5KLKNumzWv+M3I+47FjI9Eg7PHKrnX5pu33Hvh/PCA1OkRCWyOb3nT5n9WcZhIhZM99N9YvxznuIRH8GUYEKW4ETId3LQvJqDz36Nlj1/zGv3nd5Gb/MbA56Xrfi3+6FP0XYwP/xRURivU2BN2gTZnh0jPrAM/f4n/znndf2y68dlbCOltjzj2elPlcd8s119uYZIIKmutn6hlXKnSNfqOdUZRwDldnMhwW4V2CyDCxSkirWe7Bx9EVOFYiqijB2FQjEtsTrKcVYuBkDKRF5Y21CseesPcvJ1wBROmH/2J7CVVRUMg0lkqaP1nHqNbX96D2F/8whGPzSntt8JmAYJ5I8l2zszXPo69gIZgYZUDZ541J83sUwRi2S8cqmCpbFwV7ot4s+IPZzc9st0rtNowxWLwd++O70tswzQvY98lr2PfJawv4WWPZsxEjHaDz1C64H7MYw4/tYdtOy+K0fWOx4NcOi5r3P4hW9waufv8v6/hcLkTm77BVs2b0ruNwaduM90NCGoTXpCUsZOoOsQJ7ZmZNGdA4hopMgumFsKrGy0Mq9WZ2lD/mfdkXRg9xch6Et6Yc5daufqDWX4QhJf0OBUV4Lacg2Lljne7dAGFSg4lTRyDjbHBg13UyimK8rYUSgUJYM0CoepjJT5Z30cgCUXfwmbs5r1N/6O2WveDVBwZT5bAc5aVjPs61XOvTC9feTFbwIQ6Do47H6Koe3gg4BpyOk2V7rd7mkoWER0OHiT4Xrzkv30LyoaC/fmvDaMeDrEyLLwk7hrVgLQfeKFgv37Tm/N9DVKD14xdDU9l96WScW/QGfm/7Ln4U/TsvsPbLv7Fk5s/Rmntv+KbX96T3r/jvs+jJQSw4jTfTzTV+u+e9jz8GfY/+SX8Lfvpun1H7L1j+ZE21W9DE/d6pxxHN/yU7b+8V3sf3Js8p+mKymVMntSoGD/E1+k89jT6f3LLh9YPn7+2Z8sWBx4MplbY+FfNpWnQ86yEUJg0cxQtWz8ybA0T5lgTrJcxcnOBCc7E3nlK9wOMWAYWyBspL1G978e5ht3qwLBipmHMnYUCkXJoFszk/ZUjsdoKKuYz8ZNm/EmJZg13YqWVCg7/MI38o63OU0Dx+6uLyqBObsmDQw8uR8fzMlNz8mXc4qLrnrLd6hdfNWoem5Y/S4a13+I6oVXALDyzd/O2b/z/o9y7NXvcWqHGSqXUmrTrU6EvSa98j5r5TvNkQ4iCuCdla/8NpbEQt1Ima/i5WsdXkHYrX+8mW1/eg8ntv48b1+gcz8Hn76NzqNPZrUdYOmlt7H00i8jkjWfOg4/CkCo9zhbNm/i2CvfHfb7ma4cevbf0t6vClfS2LHkfweXX/HvaJqFNW/9YY6cfIrqBZeN6zjHA6tFEEv09+wkw1QdIm3cPLcnQnuvkVOQFMBdlglz60//0LXTPcqzo5h5KGNHoVCUDLFQJuxp2eX/Ni7XMLKSnPMm4dKgct5FBfNxCjFQTZqJJBELUpM0SpZf8XXEIEVQi0XTbdQtvTZt8GXnP6XoanqW1v33AubkHWD+WZ8AMqFpqRAwIzFw2NapHb8e9XgHY+dfbsXXsiX9Ouw7Tsh3kpbdxUkPD6TANxhzN3yUjZs2A+CpW8MZN2RqH2V7D7uOP0ciFhp2/9MRX+v29Ha50/wMh6KSYPeRnOOszmrAXJioWfKWzDmzzxpVntpkYtFN9blsUmFpnjINT5nGqkYLrx+O4rAJVs/L9VzVl+u09RoFFxUOnTbDNv/mLW4qk0Zkf8NKoZjujH+wtEKhUIyAsZi0F6J552/T2/FIL1ZHRfq1NIwxv27Tq9/PSfIfa1zVy6lf8XbctatwVS8bl2touo2G1TdT3nAW+x7/fM6+SKCVptduB1I5PhVpTwaYIWCrrzWNR6FZcnJm+hPoPIhhRHFXrxgTz14hTm67Y8hjZq+9headv6Nx3QeoW3YdPadezVGj885az+KLvkgqV6qvYw+BzgPUL7u+4Lh1axmrr70d3+lt1C5+c9qDAdB98qW0saow8WhtzIq9Tih4EU2v/yhnn9VRmd62ZeXhLb7wCxM2vrHGqg/s2XHazc/YZ6/30hs0cNkFFl1wIqusVkOVTigq6Q5Iqty53rDXD0VZPMvCmYtthGOSO54M0N1npBXiFIqZgPLsKBSKksTumT3u10jV9Ulh5nMM77a4+prv5az+2z0NLL30y/36HfuV1LLyeQDM2/gxNN2Gp27NmF8jm4ZVm3BWLswLHdr94KcwkhLTVfMuAsgLAdz9oClfPeeMwnVSUsbS/if/iYNP38bWP707vW//k19iy+ZNRLO8fmPJhnf+ISfXasG5n2bWinew5rofU5uULF59zfdyvFvzz/4UQmgIIRBC4KldzawV7xjUQLO76qhd/Ob0NVdfa77n46//sCgDbKYgjQQNgbs40/obLpnfRDSQK93d/7OlWewDKhJOFSw6xPqtAfjDBs6kYZOi3KnlvE4xu9L83LV05bqHWrrMHJ+zl5ga3lVu897W3adC2RQzC+XZUSgUJcfSy25DT+bWjDVnXP9zdtz3EcBMfJ5zxl9Rv/wG+jr2Egt1IrThGTt29yzmn/0JOo89BUD1/Mtw166mZtFVdBx5DAAjHkK3Okc0XiklRiKS9/dwVS8jFu6lrGL+iPodKVbnwMIN1rLqQc+1uxvS24vO/xxHXvoWAJ3HnsZTtzbn2Fiom5DvBIHO/QBE+lpyVvLHgmWXfw0hBAvP+zvmrHs//tYdVM27GMj1GljsHs64Pj9XZ6QIIbBnSXEHe44Sj/ix2D2DnDUzkEacQOsW5tVa6Nj6X+n22iVXM2vlTXnHT9XQtWysusipqwPgD0o8ZcUVPm1IGTvdiZwQt+MdpgW1stFsq0waO51+ZewoZhbKs6NQKEoGZ+ViPHVr8NSuHvrgEWKxe5m99pb061M7fkMk0MaBp/4VGHn4XMPqd6FZHNQtuw4hBPPOvJW5Gz4K5OYJDZfDz/872+95H9Fge057x5HHiUd6BzhrPBnYS5W96r5x0+Y8AQd3zXKWXvplVl39v1Q0npuz79ir38t5vfMvt3Lo2Yzq1tEXv50n2dx1/Hm2/undRXnOFp73WeqXv73feFakt21lVROe3L7hpt8D0Ne+hx33DVzDaLqTUsgDiPSdzhGUSDF3w0dyQk6nExY9X43NFzLSuUtD4SkTuB2C5u7cToLRjMgBKM+OYuaijB2FQlEySJlIq6WNJ/0rqp/OKhyZPfEaDg2r3sn6d/waTc8q+540nNoPPjjiAqO+06ZqWLD72LiFcg2Hysbz0ttzzvir9PaKN30z79j+Ag661Ymnbg2OZIjiqqv/N++c8oYzC143HvWz7Z6/ygk9PPbK/yKNRE4Rz2yy/16Vcy/A6ihPvx5Mvnii6B/2ll0PaCZx5IXMZ2fvY59LS5fPFAqpsfmCBp6y4qZoQggaKvW8MLZgsjBpWVLC22YxjaL+BUwViumOMnYUCkXJIBOxnOT28ULTbTlGid2TCa8ayyKgKU/H6X13s+1P78Hftovmnf83or6OvPhNdv3lr5FS0rzrrjEb43Cx2L1s3LSZjZs2U7/8Bs64/hesv+n/cFYuHHZfDs/stHhBiqohvCu7Hvh4XtuhZ7/Gls2b0rLSKdoPPpDzOtuYSBWcLSWad/6OzmNPjcoTOBXpbcmteZUqapuiovH8iRzOhGMtoMbWG5SUO4sLYwOYXaXT3J3I8XKGIhKrbhpTKWq8Gm29+Z4zRfHc9XyAu18KYhhK1W6qoIwdhUJRMkiZSMsWjzfZq+rOikXpbaPfhHk0JOK5ssIHn/kKp/fdPWIvD5j1Xk7v/ePQB04QFrsHrYj/2dLLbivYbnfVs+GddzF348dYe91PqGw8L2dlf/07fpNjjAIkYiECXYfz+krlTaUoKzfzmVLhdHXLrkuO2VsyhScr5uSG8zW99gO23X3LuIhalCLSGHriXbfsrUMeM5Wx9FNji8UloajEW6RnB8y8nWBE0hvM9BOMyrSaW4p5NRaOdyRmzOdrrInEJI/viPDQ1jCPbAtP9nAURaKMHYVCURJIaRDpO02kn/rSeJEqeAlw6LlMTR/NUjZm10hECxtOoX61Q7JpO/hA0eFqUyE5e9nlX6N64RWD5mEJoVG7+M1Yy0xZ4YXn/z8ArGVVaBY7q6/+Lhs3bU4rwW3/8/vZ/8Q/5vXTX9UslQeUyvXQdDNE0j2OOWHDpX75DQXbW/fdM8EjmRyioc4hj3FXL5+AkUwe1n5qbL6QGWbmLTJnB0zPDpgiBSmCEZkOYUsxv840itp9KpRtJDS1Z/5Rx9uVh2yqoIwdhUJREoR7TwAQ7Do0IdeTRuFQobDv5Jhdw4gXLhgZSl5DSpmzwhroPMDJbXew6y9/PWTfrurlaBb72Ax0HHHXrGD+WfmhZ4NhdZSz9m0/TcszpxBFeGO2bN5Ez6nXckLaUnlgzspFzDvr48w7c+i/70Thql5asL15lxnuuOfhv6P1wP0TOaQJZaDvu81Vx4JzP8Oat/5ggkc08Vj6qbGlvDPeYYSxpRTZmrPydkIRI8+zs6DW9MI2tY3cuzyTOZws0tpYrSuhhymEkp5WKBQlQTET2bGkedfvC7a7asZuFVnTCxsj/tbt1Cy8gp33f5R4xEfj+g9Rt/RaIoG29DHdJ1/G17Il79yll91GsOswNYuuGrNxliKFlLdql1xDy+5MvtKCcz/NiS0/w+GdC5CWqT7yYq5YgsXmBswcqlIs4Lng3E9jd9VTVrkIIx5hx70fRLeWYRhxwv5TnNr+K+qXvW2yhzku2JIS3PPO+jit++4m0md6dt01K9J1m6Y7Vp2cMDZf0JxEF6vGZh4rcNpFrmcnKnE7cvuYXaWja/CTxwK4HBqr5pZGOGepEk9I2nsNGpKesyOtcerKNebV6uw5MbNy66YyythRKBQlQSp2f8G5n560MbhrV7EoGUI1FsxaeSMWh5faJdcihCAabGfXA5+g+8SLLDzvs8QjPgBObvslzspFHHslo0529KVv5/W38Py/x12zalyluUsZi83Fxk2b094wIUS6Lo6vdSeHnv1q3jkrr/rWhI5xJKTeA4Bms+CpW42/bTfb/vSecbtm28EHKJ99dk69n/EkHvGz474PA7D+xt8Sj/YRD/cSD5vy6TZnLY3rPsThF74BwOy1752QcZUCVovIEShIGTvDCWMTQlDt0XKU1oIRSa0317Nj0QXvOLeMP74UYs/JmDJ2huCx7WHueSXEv97spb5cZ+/JGOcuteN1CnqDknhCFiz0qigtlLGjUChKAplM2tc02xBHjh9V8y/NlY4eJZrFniNzbXPWDnjsgaf+ZcB95bPPYuF5nx3TsU1lsuv5pPDWr2Xjps0Eu4+w7/EvmG2zNkx40dWxINRzPK8tGuzANkhB1+GQiAU5ue0OTm67g42bNo9Jn0MRy8pD23Z3viETj/TmeHKsjsoJGVcpYOnn2ekOJI2dIouKpqhyazkFQ0MFBAoA3rKhjIe3holEx1+kwJCSWBzs1qlpEGw9GkVKuP+1EBeusBOJwfqFVroDBlJCb9Cg2jP+CqKK0aFydhQKRUlwOpmQHQt3T9oYRlpQdDjULrnGDFFKRIs+Rxk6xeOsXJSWxl5y8T9N9nBGRDzqz2vrL4luGPGilMwKkYjnqkhJI8ruhz+dV7R1LAn3DS7pXpFVvwkKG7TTFatuenYMKTnaGmfvyTiN1fqwPQaVLi2dRyKlJBiROG2F+3DYBOHY+Bs7f34lxKd+2k37FJS77g0aHGtNUOnS2HIkxvce7MNuhRWN1nSBVlWzaGqgjB2FQlES9Jx8CQC7Z86EXje7sGVv82vjfj2L3UMiFmLvY58b9Lill92Gq2opZRULlKEzw6hL5ucsueRfWHKJ6fE79GymCKq/3Qxx2/vYP4yo/47Dj+a8jh/9CRF/C7sf+tQIRzw0R1/670H3p+TL177tZ5xxwx3jNo5SxKoLEgbsaorx73/ycfh0nA2Lhv+dr3RrBCKSSEwSjUPCgLICnh0Ah3VijJ1XDpiLOj9/IjDu1xorwlHJ5+/s4St39SKBT7/VzQcvd3HOUhvvvsiFVRdUuU1vjjJ2pgYqjE2hUEw6iVgQzWLHiEfw1q+dkGuuvvb7RAPtODyz021Sjv+Dq2X3HwCI+FsK7l9/4+8w4mEsdg/Lr/z3cR+PovSYc8b7mLP2vQhNJx7J9/IcfPo2AMK+EyPqv79XUThmAa1Y7OUj6m8gTLXBBEassCphiuxQOqtjbMcwFbAko6DaejP3nw0Lh59LU5n0NnQHDBzJsLFCYWxghpVFxsnY6e4zeOCNEO+8wEkoGSp35HScUDRfCrsUae1JpEMJP3SFi8YaC401Fi5cmRGcqfJoCKC1e+p5rGYiythRKBSTzvY/f2DCr2l31WN31ee0ZdfeGbfrehpyDJ2UKEIiHkIIC5puLZmCl4rJQQgBwpwBW+yedPuJbb+k/eCDOcfGIz4sdi8Ap/f9GXf1Mty1qwbtv78kuiibA4lWQr1NYzH8NK37/0zzzt/lXkvT0+F3G955F1D6k9/xxpoMV+vsM/8u77nYSWP18PNA0sZOn5FWchswjM0qCEbHZ3HnBw/7OdaWYFaFTigqOXOxlTcOxzhyOs7qeaV/b0vlPf3LJi/zagtPkx1WkVRki3P9ORM5OsVIUGFsCoVCkcRZuWjcr7H4gi/kvBZCw2L3YnfVY3NWj/v1FVMPu9s0yvsbOgA77vsIkb7TJOJhmnf+lgNPf5ljr96ed1w2nrqM9/TQ8/8BYnwmoP0NnZVXfYuGVTcDULP4zQihzajcnIGwJufTHT4Dl11wxVrHiP4uVVnGjj9ZmNTlKDzNs1shXHzaYNF09RkcazONttcOmTlgl6xyIIBn94Tp9Je+J6QzGZpW7Rl8irx2vpUjbXECYRXKVuooY0ehUMx47J4GYGKSoh3e3JykiQidU0xt6pe/fdD9ux/6W3Y/8In0666mp9myeROxUDfHXr2dWFLeOYXQMsaNr2ULRDNKaVJKIoFWuo4/n1PwthjiET8Hn/kK8aiZn+HuJ5FeVjGf+hXvYPmV32Duho8Oq+/pTEqIoMNnUO4a+bSsInluhy/B6R7TqKivKNyfwzY+YWz7TmZqzxxpTaBrsHiWhYYqnS1HYv+/vTsPj7I6Gz/+PbNlmSxkJUACYV817CKogAKKValYrMW9WrStVfu+VbGviv5cSmt9Le1LW3drFVGs+x5bkCpoQXaMYQ1JWBJIAknIOjPn98csmSEzIessyf25rrl45syznMnNTJ47Z2Px30+w7ruumwijM5RV2ok2B+4C6DamvwWt4aNNdW3+rIjgkmRHCNHjjbpwWdCm4AXnOiMZI+YDUH3026BdV0SmxL4TT7uPvxnctr+/iPIDazjwnz9RUfyVp1xrm89+jor1nu2S/Hf4LvduCr5exsFtf2/xmg5bPaW73vck7Nve/TFVpTso+PoPaK2pPrrTs+/Q6UsA5x8UrMmDpUXHi9nVY62sykFibPt/LhaTYkiGiX9tr+e7YhsWU1PXtlNFddEEBftLbUSbYVSms7lqZKaZKLPihplWbphpJT3RwIY9XdCk1InKqp3TSZ/u/+ig3kamjrDwyZY6thbIAqPhTJIdIURI1Z5oWlNEhWisSrBvvAxGC5Wl24J6TRG5Tp04IH3YpQw57wGfyTXcYnplNyurLNnqs0htS1NWH9r+CvbGGgBKd73XYr2O5L1J8da/UV7471Pqm0Dp7vc9z63JQ5u18ogm7jE7tQ3a0zrTXtfPtFLXqNm4t4GMXkYMAb7bol0TFHR2i8T+EhvZ6SYcrtNOGOycVW5gb+cA/+H9zOwrseEI45aQsioHyafpwgbO3xvXTrcSY1Fsk2QnrEmyI4QIqbxP/9uznTJgeghrElyDp95NUtZUxl7xaqirIsLcqcl4Zs51JPQ+gxFznmDQNN8xYCNnP86wmQ/jj8O1cK/WzmQnddCs0177xOHNNNYd938+u7M7Un3VEWwN1SjXpArlB9ZycOtLnv2GX/CYtOS0wOQ1F4F7YoH2ykgyMrSPybMdSJTZOd21rRN70TbYNMVldgb2NnHppBgGpBkZP8j3D1iDepuoqdfc8pcKtuwPzxaesioHqa1IdsDZBXFkpokdhY3SlS2MSbIjhAiZ+uojnu3UwXPIGv+TENYmuMwxSc7FQg0yKaY4vfELVqGMZtKGzPWUGQwmevWdyJjv/QUAo9kKQFzqCMZe8SpnXPqsZzwaNHWZdLfsxPRqmpAj0No2e794jO3v/YRda5awadUCNq1a4LmpU67/u0fy3mDbOzd6kijRNmZTUyLY0WQHnF3HAIwtnMo9NXVdQ+fdoB+psGN3wIA0E8P6mrlvQSKxUb6VGNy76ftu5Rc1NNq1Z3rqcFBV66CmXpOa0Po4nDHAQsVJB+vywzN5E5LsCCFCqLGuwrOdOfZGlJKvJCECGTd/BVnjftys3J10pA6a7SkzGEyYoxMZdeEy+k+4BWhamNSd7CT2ncDIOU9gGv4AJouVoTMeDHht77FlZQWr2fvF0oAtPt5yLm953I9oGrMDkGjteAuYu+uY+19/3MlOZ05SUN6KWcwykgwsPC+Wq8+LpazKwe/equT2Zys8s8d1Ba11q7vNFR1zfjayUlv/R6gpwyyMzDTx8pqTXfo+RPvJnYUQImTsDc6xAYOm3i0tHEK0kykqgTHf+wsZo65o9ppSipSBF3ieOxw2cLXAKGUkJrG/p4tZfNpoT7fKrPE/YcTsx1GG5l2hCjf+hROHv6H8wOfNXhs6fQljLnmKIec9wLgfvI7RFN0p77E7c8/GBpCd3vHvwd69jDz10yRysltIdlzr73TmJAXu9WlaSnaUUswcE825o6KIsSjPNNWHu3Bxzt+9XcX/vltFdZ2D5R9VUXI88LUKjzm7evZPbf06RyajYt7kGGwO2HXIdvoDRNBJsiOECJnywrUANNQcDXFNhIhcShmwxKYGTCy8x8ts+cePKNr8nLPcTyJjMJgYv2AVaYPnENsrm3FXrCRr/KJW1WPQ1LuITx+DJSaZhN5nyDidVjJ7JTtpCW1fTNSfQBMTuEW5htJ0astOlQOLCeKiTx93o0ExKqtpPE/pia5rEdlz2Eb+QRv/88oJtuxv5Iu8wFNfFx61kxJvCLg+USAD0kxEmeC7g91vogKlVJZSarVSKk8ptVMpdYer/EGl1EGl1BbX42KvY+5VSu1RSuUrpS4MXe2d5E+pQoig0g47DTVHiYrLwJoynIqidSRlTQt1tYTo1oyWOOwN1T5lqpWtqWmDZ5OUNRWTxUrx1pd8Zmkbct79JPQ+s1Pr2tO4W1mmjQjcEtPp1/SM2em8c5ZV20mOa/1CsTnZZr7Z66xAaQutLR3RaG9K5mrqndvu7nan0lpz4KiNrDa06riZjIqhfc3kd8NkB7AB/6213qSUige+UUrlul57Umv9e++dlVKjgKuA0UBf4DOl1DAdwkF9kuwIIYLqyHdvcnjn6/QZfSWHd74OgCkqPsS1EqJ7G3Pxn9n69nU+ZQZj62+uTRbn5Af9zryWysObMMf0wt5YJ4lOJ0iOM3DfDxLadZPdXp5kp5NbdpIDrOvjz1nDLGT0MvLcP6spOeH/PrjBpvnntjqmj45qNtlBa1TVOBObq86JJSvVyHsbaik82ryr2bdFjWza10DpCQezc9rX9XJgupEdhY3Y7Nqna2Kk01ofBg67tquUUnlAvxYOmQes1FrXA/uVUnuAycD6Fo7pUtKNTQgRVJVHtgJ4Eh1AJiYQoosZzTGcedlzxKWNou+Yqzjzsufa9blTSjHqoj8wdNuOUzYAACAASURBVPqDjJi1tAtq2jMNSDdhMATvBjmqiyYoSI5vfcJmUIqBvU2kJxrZtK+Rd/5T02yfbQWNvPlVLb99q6pda/OcqHEekxJvYFhfM0P7mCg57qC+UVNe7fBMf/3SmpN8vrOewRkmzhsV1ebrQNMCridqIm6SApNSaqPXI2C/VaVUNjAO+NpVdJtSaptS6nmlVJKrrB9Q5HVYMS0nR11O7jCEEF2urGANm1YtoLHuOI215aGujhA9kikqgWEzHiJj5BWYohJCXR0RQu6uc5017XOjXXOiRrepZcctybWQ6vsb65olCvtLnK0wh8rtnu22qHTNjuae0rt/mgkN3PFcBSvWnmT5R9UcKrdTVuVgxpgo7rw0vt1Jp3tB2OMnIy7ZsWmtJ3o9nva3k1IqDvgHcKfWuhL4CzAYGIuz5ce9crG/H2BI5xeXZEcI0eWO7vkYgIaTR2moOebzWkLGuFBUSQgheixrlMKg6LSpkitdSYr7hr8tvjchmhljnK0pOwt9x7zsK7V51rzZc9iZ7KzeXsefP6qiNEDXN3/1Soh13n+PzjIzdYQFuwO2Fjiv5W5RGjfQ4une1x5NyU74rBvUWZRSZpyJzita6zcBtNYlWmu71toBPIOzqxo4W3KyvA7PBA4Fs76nkmRHCNHl3CutO8cI+P4iSPWaFlcIIUTXMxgUCbGKik5qhXB3F0uMbXuykBxv5EfnxhIfo9hZ1JTs2OyawqM2crLNpCUY2HvEmex8tq2OzfsbeWnNyVbXKyHGebtrNiluPD+OjF5Nt7+b9jmvOSCtY2OmIrhlp0XKOePEc0Ce1vp/vcr7eO12ObDDtf0ucJVSKkopNRAYCvwnWPX1R5IdIUSXq6ssBqDMa12OlOwZAMT0yg5BjYQQomdLijNQ4WdmssMVdr+D+FvibkFxdxdrK4NSDO1j4oDXdUuO22mwOdceGtLHxOb9jXyzt8Ezm9q+IzZs9pZbUSprHMRGKcwm3yRs7EDn5BxTXTPg9U02tnm66VPFRSuMBjotgQwj04BrgfNPmWb6d0qp7UqpbcBM4JcAWuudwOvAt8DHwM9DORMbyGxsQogu5rA1rWngnrLWHJPCgEk/Z8Ckn4eqWkII0aMlWQ3sLGrk0TdOsGhOnGeNnwdePQHA0z9NavU00u5kJ76dyQ44Z6XbWdiI1hqlFEcrnefsnWjEqGB9fgN//cQ5ffrYgWa27G+k8JidQb0D38pW1jpIiGn+HuaMjaZ3LyPTRliYNykGYyfMnqaUopfVwIluluxorb/A/zicD1s45lHg0S6rVBtJy44Qoss47A0cyX/HT3ngRd2EEEJ0vSSrgfpGKCi1s2V/8/VhDlW0/o/xTd3FOjbmpd7WNGnCMVeyk5pgYNLQKJb8sGlSjemjnWN89hxueV2bEzXab2tTfIyBc0ZGoZQiOd7Y7hYpf++hG7bsRLyQJzuBVmYVQkS+gq//yJFvVzUrzxg5PwS1EUII4dbLa+a0XYecScPJuqYb9R0HWr9AZmWNg7ho1aH1Zdz1OeEa4H+syk6Uydk9DCAzpakFZ0Q/M8lxBgpKW07IKmscJHRSItMavawGDpbZu+viohEr5MkOTSuzjgSmAD93rb4qhIhwxw9+3azMmjKM9KGXhKA2Qggh3JK8Zk7bfciGQ2sOe7XmfHew9eN2Kms7nlT0ch1fWmln6ZuV/HNbPakJRp+udD+fG8clE6MxGRVpCf7HHPnUq8bhmYktGCYNseDQ8PqXzdcMEqET8jE7LazM+m1IKyaE6JD66hK/5UaztdX9wIUQQnQN7+TkZL3mk811GF1F2enG007tXFXr4GSdJiPJyIka3aEubNC0KOfbX9dSXOa8tnvaabexAy2eyQWS4gzsOhQ4Iatv1NQ1tn/ShPaYMNjC9gMNPrPKidBTuh0r0nYV18qsa4ExrgWLvF9bBCwCMJlME3Jzc4NeP2/V1dXExcWFtA6ibbprzHT9MbCkhF0CoeuOYCt4CgBD8tk4ytcDoKxDMWUtbNU5umvMujOJWeSRmEWezohZdYOZd/aMZFz6IY7WWimuSgTAoByMSD5GXlkaV43cTqA1NnMLBlFaE8ekjIPklaWSGlPDtMyidtfH5lC89t0ZPmX94iqZ0b/A7/5bSjL4toU6VjVYeHfPCKb0LWJwr4p216utNpdk8F15KleN2MGpv5bD8bM2c+bMGq21NdT16Eohb9lx87Myqw/Xiq5PA1itVj1jxozgVvAUa9asIdR1EG3THWN2bP+/KNz4GgPP/i+SMs8OdXV8lBf+m4KqVAAGTb2cfet2AzBg8tWkDJjeqnN0x5h1dxKzyCMxizydFbPp5zqIi05CA98V2yg6ZqNvspHjJ+P4dk0NORPPJSW++foz+QcbKf22CoASW38atJ0hAxOYMW1wh+rz2nflAMybHMM7/6ll/Ih0ZkzO9ruv3lHHzrU1jJ98nt/FTPceaeTdPVVMHjeSMwZYOlSvtqjfXMu362s5e9p0oi2+2Y581kIjHMbs+F2ZVQjRstoTRRRu/AsANeX7QlwbsDWcpKJ4ved5TcV+AIacdz+9+k0iddAsAHr1Oysk9RNCCOErPsaAUgqDUozKMnPhuBjOGGAh1TUNtXv651N9vauBGItixugoio4518Ppk9SxRTm9zcqJ5rGrE7l4QkzAfZJd3d7ue+U4OwubdxtrWug0uLe6ca4FTKu8JnuwO8KnF1VPFPKWnUArswohWpb36X97tkvy36aqdDvDL/hNyLqzbXvnBgBqR8ynrvoQx4u/AsCaPASA/hNuIWv8orDrbieEEMJXmmuszNETDkb0a/56UZmNAWlGstNNrNnpXEpgQGrHbykvmxSDza6JNiuiE1tOntwTLNTb4N0NNYzun+jzunvtn2DOxgZNs8dV12rSEqCg1MbSNyv56UXh1X2tJwmHlp1AK7MK0aNprbE31lJR/BX+x9b5ltVU7KXuRGFwKteCI9+96Ul0AIzmWM+2JDpCCBH+kuIMGA1wrLL5JAUOh+ZQuZ3MFCN9k50JidEAfVM63rJz6aQYLp8Se/odaZrQAGBfiZ3fvlnpSXDAmewoIL6DEye0VbyrZae6zoFDa17810nsDvjntrqg1kM0CXnLTgsrswrRo5UVrPZ0U4uKy2D03D+d9pi83F+Rc/nfUcqAwRi8PsqbVi3wW37mvBeCVgchhBCdw2hQpMQbOHLcN9mx2TXHqhw02CAz1eRJdvomGzF3YI2d9nC3oAAMSDOy54iNHYWNTB3hXHD0RI0mLkZhDDTDQhfXq6pWs+ewjYPlduKiFbsP2RjjZ2yR6HryUxciTB33Gv9SX32k1cdtfetatrx5dVdUya+ygtWebaOlqZk+5/svYbJIs70QQkSirFQjRcecyY7WmlXrarjjuQr+s7sBgMwUI1FmxYA0IyP7mYNeP6UUN8+ysuTKBH59RQJRZig42jQV9dFKu0/rT7B4urHVOdiwuwGLCW6aZcXmgJIa+Z0YCpLsCBGm7I2+i5Id2/eZZ7ux1ncazai43oy88Emfsk2rFlC46Zkuq5/WDjatWsCBDX/2lI2+6I+ebaM58MBSIYQQ4S0r1cTRSgc19Q7e31jHp1vqaLDBJ5trMRmhr2tCgsXzE7ji7NB83581LIrMVBMGg6J/qokDpc5kp9Gu2XvExtCM4HdgirEojAZYta6WL/LqOXOAhYHpznpUNwSvx4VoEvJubEKIAJTv3yIKv3kKa+oIDAYTDTXHAEjsO4nB0+4GmidHAMf2fgpa03/Cok6v3uY3fujzfPTcP2GKiqfP6CuJTRrS6dcTQggRPP1TncnM5n2NvLuhlinDLFTVanYWNXLeqCjMJmcLhinI3dcCGZBu5PMd9dgdmv0lNhpsMDxELU5219ChMQPM/PCcWGKjFDEWJclOiEiyI0QEyfvklz7P3dM5g3MigKEzHqSqZDtH8v7hKa+vPhyUukXFZQDQZ5T/8TtCCCEiR/805y3iZ66B9XPHx3C4ws6eI41cNC46lFXzKzvNxGf2eg6W29lZ1IgChvUN7W3ujy+II8a11k5qgoHqOkl2QkGSHSHCVGzSIE4e+46c77/E1rev87tPTGJ/n+fxaaOJTxtN3zFXAc6ubFWlOzpUj63v3Ii9oZqc7//NM7PaqWOIBp79Xx26hhBCiPCSGGsgLcFAcZmd2ChFRpKBvslGcrKTwqY1x9tgV5e1nYWNrN1Zz+j+ZqzRoRmt8dOL4jAa8CQ64JzOe0+lJDuhIGN2hAhTR3d/CDjHvgw+59d+97HEprbqXKW7P6ChpqzNdag9UYi9oRqArW9fT13VIUry32XnR78AYOiMBxm/YBVJmWe3+dxCCCHC21nDnDfnyXEGDCq8uq2dKiXeQJLVwJtf1VJdp7lkYuhan8YPspCT7ZvYpCYYOdloweF3KQnRlSTZESIM2VwJhltin3HN9rHEpp32PAkZYwEo3vIiOz64lZ0f3x5gzR7/vBcuBfj24zs4uO3vnufxaaNbfS4hhBCRZcow5zTOoe4O1hpKOVufAM4YYGZwRvDH67QkNcGAXRuorJFkJ9gk2REiDO344KcAWFNH+H09Y8R8Rs39o9/XvCX2neTzvL7qMIe2r2jxmIrir9j/9TIqvBYGHfeD15vtd+rsb0IIIbqX3r2MPHBlAj84u3ULfYaaOzlbEIb1TXFNg11W5TjNnqKzhX+qLkQP5LA5B4TWlO9u9lr/CbeSOuiCVp6ntllZSf7blOS/jTVlOMPPf6TZ6/vXPwFAReEXAFis6SilyMy5nuKtf2PojAelRUcIIXqIrNTIuVU8e7iFCYMtRJnDr6tdTJSzTvWN0rITbNKyI0SIaK05Wb6X2spiP686vxQzc27wlJhjUgBIHnBuq6/RWHfCdcyMZq0zJ8vy2bRqgU8Ljj9Dzv0fANKHXcL4Bask0RFCCBGWlFJhmegARLvqVdsgyU6wRU66LkQ3U5L/tqdL2cgLnyQmIdPrVeeXYergCz0lo+f+EXvDSQzG1s/m0nvYpdRU7KXfmVejlP9fAPvXP4Fj0s9IyZ6Jw97oKY/plU3qoDlEx/dtw7sSQgghxKncyU6dtOwEnSQ7QoTIybJdnu1dq+8nZ94LAD4TCHgnKAajBUNM26atNMckMWzGQ57nmWNv5MShjQyd/gAnDn3D3i+XAlC48SmMZiv71j0OQPbkX5A84Ly2vykhhBBCNBPtmoa6Tlp2gk66sQkRIo11xz3b9oZqtHYOWtQOW5ddM33oxQyd/gAAiX0nMH7BKrLPuh2t7Z5EByBKWnOEEEKITiMtO6EjyY4QIVJTvsfnuc01vuZkWT5Am7qrdYS94WSzstikQUG5thBCCNETmIyg0NRLy07QSTc2IUIsc+yNFG95ge3vL2Lo9CXs/tzZ7azfmdcF5fqJfSdRtPk5z/PxC1YF5bpCCBFMlZWVlJaW0tjYePqdw1xiYiJ5eXmhroZoo+sn2okyK/Lyur6twWw2k56eTkJCQpdfK9xJsiNEiLmnmQY8iQ5AUtbZQbm+JTaFQVPv8unGJoQQ3UllZSUlJSX069ePmJiYgBO2RIqqqiri4+NDXQ3RRoVHG4mNMpCaYOzS62itqa2t5eDBgwA9PuGRZEeIELC7Epy+ZyzEYGi+ynNMYn9MUcH7ckroM57+E39KXIBFTIUQIpKVlpbSr18/YmPDb7FJ0XMoNI4g9GJTShEbG0u/fv04dOhQj092ZMyOEEGkteb4wQ1sfetaAExRiRgtVgB6ZTa15KQOmh3UehkMJlIHni/TTAshuqXGxkZiYmJCXQ3RwylFUJIdt5iYmG7RbbOjpGVHiCA6tP0VSvLf8Ty3Jg0mOjELh91GysCZVPQZz4ENy4n2WXNHCCFER0V61zUR+RTaZ3mJLr+e/J8HJNkRIqi8E52x81/xzLiWNtjZkpOSPYOkrKlBm4lNCCGEEMGhFDgcoa5FzyPd2IQIopTsmZ7tQAmNJDpCCCFE9+Ns2Ql1LXoeSXaE6AIOhw1bfVWzcqMlDpSBcT94LQS1EkII0Z2sX7+eq666iszMTCwWCwkJCUyaNIn777+fw4cPt/l8L774IkopCgoKWtyvoKAApRQvvvhiq87n7/HZZ5+1+nrtrWdnc79v98NisTBs2DB++ctfUlFRcdrji4sOkJVmPu3PTXQu6cYmRCfSWlO2/18UfvNXAKITMskc+2Pi08dQUfQFpbveA0Ap+TuDEEKI9nviiSe46667mDlzJo888giDBg2iurqadevW8fTTT7Nx40Y++uijUFcTgFWrVpGZ6TsWddSoUeTk5LB+/Xr69OnTpvN973vfa9dxneXee+/lsssuo76+ni+//JJHHnmEzZs3s3r16hbHyfTu3Zs3P/g30yYOC2JthSQ7QnSik2XfeRIdgLrKYvas/X8++8QmDwl2tYQQQnQja9eu5a677uKOO+7gySef9Hnt4osv5t5772XVqvBZIHrs2LEMGeL/d19aWlqbz5eWltau4zrLoEGDmDJlCgDTp0+nsbGRBx98kM2bNzN+/Phm+2utaWxsJDoqinETp5Ca2rXr7Ahf8udlITrRrtUPeLatyUOxnrJuTUr2TIaf/2iwqyWEEKIbefLJJ0lNTeW3v/2t39etVis33HCDT9nhw4e57rrrSE1NJSoqijPPPJOXX375tNeqqanhZz/7GSkpKcTFxXHZZZdRXFzcGW+jWXe03NxcDAYDy5Yt89nv6quvJjk5maKiIr/HAWRnZ3PNNdewcuVKRo4cidVqZeLEiXzxxRfNrrts2TKys7OJjo5m8uTJrFu3juzs7GY/s9aaNGkSAHv27PGpy/PPP8+IESOwWCx88MEHFBUVMLC3mRdO6cb2+eefM3v2bBITE7FareTk5PDcc8/57PPMM8+Qk5NDdHQ0qamp3HTTTZSXl7ervj2NtOwI0Um8p5Mccu59JGTkOMsddiqPbCGhz3iZBlIIIUSH2Gw2vvzyS+bPn4/F0roJbU6ePMn06dOpqKjgscceIysri5dffplrr72WmpoaFi1aFPDYW265hddee40lS5YwadIkcnNzWbhwYZvqbLfbsdlsnudKKYzG5q0bs2fP5le/+hX33HMP06dPZ+zYsbz44ousWLGCN954g6ysrBav8+9//5v8/HwefvhhoqOjuf/++7nkkksoKCigV69eADz77LPceeed3HTTTSxYsIC9e/eycOFCjh8/3qb35G3//v0AnmsArF69mi1btrBkyRLS09PJzs6m6mS96+fRdL/wzjvvcMUVVzBt2jSeeuopUlNT2blzJwcOHPDss3jxYp544gluv/12Hn/8cQ4ePMh9993Hjh07WLdund+fpWgiyY4QHaC15sCGP1N+YI2nzByT7El0AJTBSGLfCSGonRBCiJYUbXmB2uMFIa1DTK9sssbe2Or9y8rKqKuro3///s1e804oAEwm523eCy+8wO7du1m9ejUzZswAYO7cuZSUlHDfffdx0003+b1hzs/PZ8WKFTz66KMsXrwYgDlz5lBdXc1f//rXZvsHMmKEby+HadOm+W1xAXj00UdZvXo1P/rRj3j11Vf5xS9+waJFi7jiiitOe53Kykq2bNlCUlISABkZGUyaNIkPP/yQhQsX4nA4eOihh5g7dy7PPvus57iMjIxWnd/N4XBgs9loaGjwjNnp06cP5557rmefiooKvvnmGzIyMjxl27bvAMDumn5aa80dd9zB2LFjWb16NQaDs8PVrFmzPMcUFBTw+OOPs2TJEh54oKn3yLBhwzjnnHN47733+P73v9/quvdE0o1NhDWtHRzY+BdqKvZ7nrtVHd3JplULOLTjNTatWuB5VBR9SW1lMQ6HLdBp21gHTUPNMRpqjrFp1QLycu+i/MBairf+jc1vXOmT6IBi9Nw/dcp1hRBCiFMFWpTyyJEjmM1mn4c7+Vm7di39+vXzJDpu11xzDUePHuXbb7/1e86vv/4ah8PBlVde6VN+1VVXtanOb731Fhs2bPA8Tu2i5c1sNvPqq69SXFzMlClTyMzMbDYuKZCzzz7bk+gAnHHGGQAUFhYCUFxcTHFxMQsWLPA5bt68eZ7EsDVuueUWzGYzVquVOXPmMGTIED7++GNiYmI8+0yZMsUn0QFw9+2wuUKYn5/PgQMHuPnmmz2Jzqlyc3NxOBxcffXV2Gw2z+Oss84iISGBtWvXtrrePZW07Iiw5GwxWU75gc8BKNv/r4D7Hsl7w+f5/q/+4PM8sc8EBky+rdn5vbuUORw2DmxYjlIGHPZGbHXHsaYM81kE1K32eAEF//FNaMbOfwWUAYNBPlJCCBEp2tKiEi5SU1OJjo723MB7l2/YsAGAp59+mmeeecbzWnl5ud+Zy9w344HGfrinr+7du7dP+anPT2fMmDEBJyjwZ8iQIUydOpVPP/2UW265hdjY2FYdl5yc7PM8KioKgLq6OqDp/aSnp/vsZzQaSU1NbXX97rvvPubNm0dUVBT9+/cnMTGx2T7+ft7u2w673flvWVkZQLOZ6ryVlpYCBPz5uc8hApM7MxGWlFKeRKclsUmDyT7rDqLinF/YR/L+ga2hCoWidPcHpA6azbF9uWx750Yay47xbd1b1FUd8hxvssRja2i+Hg5A9bE8n+cxvbLRDjt1lUUMv2Ap5uheNNQew5o8TMbiCCGECAqTycTUqVPJzc2loaHBM27HZDIxceJEAN5//32fY5KTk8nPz292riNHjgCQkpLi91ruG/aSkhIGDRrkKS8pKen4G2nB888/z6effsqECRN46KGHuPzyyxkwYECHz+t+P+4Ews1ut3Ps2LFWn2fAgAGen3UgLd0X2B0arbUnwTp48GDAfd2x+fTTT31arU59XQQmyY4IW6Pn/h/11YdJyBiL1g60w47BaG7WKuOtz6gfeLYzx94AOJOUok3Ov3CZY5J8kh1zbAooha2+ksyc64lO7E/p7g/o1XcSqYNmcTqWWPmSEUIIEVx33nkn8+bN45577mlVF6/p06ezatUqvvzyS6ZNm+YpX7FiBenp6YwcOdLvcWeddRYGg4HXX3/dM2YHYOXKlR1/EwHs2rWL22+/nZ/97Gf85je/IScnh2uuuYY1a9Z0eCB+ZmYmmZmZrFq1ihtvbGrVe/vtt5uNd+pKJoNCa+e4m+zsbJ599lkWLVrk995m9uzZGAwGCgsLmT17dtDq2J1IsiPCVlRcb6LinE3lShlQRoNru22tKGmD55A2eA5r1qxh6PQZp90/ofeZba6rEEIIESwzZsxg6dKlLF68mG3btnHdddcxcOBA6urq2LVrFytXrsRqtXp+X95www0sW7aM+fPn8+ijj5KZmckrr7xCbm4uTz31VMAkYvjw4SxcuJAHHngAh8PhmY3tww8/7JL31dDQwMKFC8nOzuaJJ54gOjqaFStWcN555/HII4+wZMmSDp3fYDCwZMkSfvKTn3DzzTezYMEC9u3bx9KlS0lMTAw4bqazJVoNGAzO2PzhD39g/vz5nH/++dx6662kpaWRl5dHaWkpDz30EIMHD+aee+7htttuIz8/n+nTpxMdHU1RURG5ubncfPPNzJw5Myj1jlSS7AghhBBCRJi7776badOmsWzZMn79619z9OhRoqOjGT58OD/84Q+59dZbPUmM1Wrl888/5+6772bx4sVUVVUxfPhw/v73v3PNNde0eJ2nnnqKuLg4fv/739PQ0MD555/PihUrOOecczr9Pf36179m586dbNiwgejoaMA56cCSJUt48MEHmTVrlk/LVHvcfPPNVFdX8+STT/Lyyy8zZswYXnnlFS699FK/Y2+62rx588jNzeXhhx/mpptuAmDw4MHceeednn0ee+wxRo4cyfLly1m+fDlKKbKysrjgggsYOnRo0OscaVSgWT3CmdVq1SdPngxpHdasWdNsVhMR3iRmkUdiFnkkZpGnJ8QsLy8vYFetSFRVVUV8fHyoq9FtbNiwgcmTJ/PSSy9x7bXXdtl1QhG30/3fV0rVaK2tQaxS0EnLjhBCCCGE6BH279/P8uXLOffcc0lISCAvL4/HHnuMgQMHtmmtnZ5EKXURsAwwAs9qrZeGuEptIsmOEEIIIYToEWJiYtixYwcvvfQSFRUVJCUlMWvWLJYuXdrqKa57EqWUEVgOzAaKgQ1KqXe11v4XZwpDkuwIIYQQQogeISMjg48//jjU1Ygkk4E9Wut9AEqplcA8IGKSneBMOyGEEEIIIYQINyal1Eavx6JTXu8HFHk9L3aVRQxp2RFCCCGEEKJnsmmtW1oh1d96HxE1u5m07AghhBCi24vE2WeF6IhO+j9fDGR5Pc8EDgXYNyxJsiOEEEKIbs1sNlNbWxvqaggRVLW1tZjN5o6eZgMwVCk1UCllAa4C3u1w5YJIkh0hhBBCdGvp6ekcPHiQmpoaaeER3Z7WmpqaGg4ePEh6enpHz2UDbgM+AfKA17XWOzuhmkEjY3aEEEII0a0lJCQAcOjQIRobG0Ncm46rq6sjOjo61NUQbRTMuJnNZnr37u35v98RWusPgQ87XqvQkGRHCCGEEN1eQkJCp9z4hYM1a9Ywbty4UFdDtJHELTSkG5sQQgghhBCiWwqLZEcpdZFSKl8ptUcptTjU9RFCCCGEEEJEvpAnO0opI7AcmAuMAn6klBoV2loJIYQQQgghIl3Ikx1gMrBHa71Pa90ArATmhbhOQgghhBBCiAinQj0Fo1LqB8BFWuubXc+vBc7SWt92yn6LgEUAJpNpQm5ubtDr6q26upq4uLiQ1kG0jcQs8kjMIo/ELPJIzCKPxCwyhWPcZs6cWaO1toa6Hl0pHGZjU37KmmVgWuungacBrFarnjFjRhdXq2Vr1qwh1HUQbSMxizwSs8gjMYs8ErPIIzGLTBK30AiHZKcYyPJ6ngkcaumAmpoarZQK9VLIJsAW4jqItpGYRR6JWeSRmEUeiVnk120F6gAABohJREFUkZhFpnCMW0yoK9DVwqEbmwnYBVwAHAQ2AAvDfXVWpdRGrfXEUNdDtJ7ELPJIzCKPxCzySMwij8QsMkncQiPkLTtaa5tS6jbgE8AIPB/uiY4QQgghhBAi/IU82QHQWn8IfBjqegghhBBCCCG6j3CYejpSPR3qCog2k5hFHolZ5JGYRR6JWeSRmEUmiVsIhHzMjhBCCCGEEEJ0BWnZEUIIIYQQQnRLkuwIIYQQQgghuiVJdlyUUs8rpUqVUju8ynKUUuuVUtuVUu8ppRK8XjvT9dpO1+vRrvIJrud7lFJ/VEr5WzRVdIK2xEwpdbVSaovXw6GUGut6TWIWRG2Mm1kp9TdXeZ5S6l6vYy5SSuW74rY4FO+lp2hjzCxKqRdc5VuVUjO8jpHPWpAopbKUUqtdn5udSqk7XOXJSqlcpdRu179JrnLliskepdQ2pdR4r3Nd79p/t1Lq+lC9p+6uHTEb4foM1iulfnXKueT7MQjaEbOrXZ+vbUqpdUqpHK9zScy6itZaHs5xS+cB44EdXmUbgOmu7R8DD7u2TcA2IMf1PAUwurb/A5wNKOAjYG6o31t3fbQlZqccdwawz+u5xCxM4wYsBFa6tmOBAiAb5zT1e4FBgAXYCowK9Xvrro82xuznwAuu7XTgG8Dgei6fteDFrA8w3rUdj3M9u1HA74DFrvLFwG9d2xe7YqKAKcDXrvJkYJ/r3yTXdlKo3193fLQjZunAJOBR4Fde55Hvx/CN2VT35weY6/U5k5h14UNadly01muB8lOKhwNrXdu5wBWu7TnANq31VtexZVpru1KqD5CgtV6vnf97XwK+3/W175naGDNvPwJeBZCYBV8b46YBq3IuPhwDNACVwGRgj9Z6n9a6AVgJzOvquvdUbYzZKOCfruNKgePARPmsBZfW+rDWepNruwrIA/rh/Jz8zbXb32iKwTzgJe30FdDLFbMLgVytdbnWugJnrC8K4lvpMdoaM611qdZ6A9B4yqnk+zFI2hGzda7PEcBXQKZrW2LWhSTZadkO4DLX9gIgy7U9DNBKqU+UUpuUUne7yvsBxV7HF7vKRPAEipm3H+JKdpCYhYtAcXsDOAkcBgqB32uty3HGqMjreIlb8AWK2VZgnlLKpJQaCExwvSaftRBRSmUD44Cvgd5a68PgvFHD2ToAgT9T8lkLgVbGLBCJWQi0I2Y34WxNBYlZl5Jkp2U/Bn6ulPoGZ/Nkg6vcBJwDXO3693Kl1AU4m/9PJXN7B1egmAGglDoLqNFau8ceSMzCQ6C4TQbsQF9gIPDfSqlBSNzCQaCYPY/zF/VG4A/AOsCGxCwklFJxwD+AO7XWlS3t6qdMt1AuukgbYhbwFH7KJGZdqK0xU0rNxJns3OMu8rObxKyTmEJdgXCmtf4OZ5c1lFLDgO+5XioGPtdaH3O99iHO/uwv09QkiWv7UNAqLFqKmdtVNLXqgDOWErMQayFuC4GPtdaNQKlS6ktgIs6/gHm32kncgixQzLTWNuCX7v2UUuuA3UAF8lkLKqWUGecN2Cta6zddxSVKqT5a68OubmqlrvJi/H+mioEZp5Sv6cp692RtjFkggWIpukBbY6aUOhN4FueYxTJXscSsC0nLTguUUumufw3AfcBfXS99ApyplIp1jSWYDnzraqqsUkpNcc0ydB3wTgiq3mO1EDN32QKcfWEBT/OyxCzEWohbIXC+a6YoK86B09/hHBw/VCk1UCllwZnEvhv8mvdcgWLm+l60urZnAzattXw/BpnrZ/wckKe1/l+vl94F3DOqXU9TDN4FrnN91qYAJ1wx+wSYo5RKcs0oNcdVJjpZO2IWiHw/BklbY6aU6g+8CVyrtd7ltb/ErCuFeoaEcHng/Gv/YZwD/YpxNi/egXNmjV3AUkB57X8NsBNnv/XfeZVPdJXtBf7P+xh5hDxmM4Cv/JxHYhamcQPigFWuz9q3wF1e57nYtf9e4H9C/b6686ONMcsG8nEO1P0MGOB1HvmsBS9m5+DsBrMN2OJ6XIxz9tB/4mxt+yeQ7NpfActdsdkOTPQ614+BPa7HjaF+b9310Y6YZbg+j5U4JwIpxjkJiHw/hm/MnsXZyu3ed6PXuSRmXfRw/3ISQgghhBBCiG5FurEJIYQQQgghuiVJdoQQQgghhBDdkiQ7QgghhBBCiG5Jkh0hhBBCCCFEtyTJjhBCCCGEEKJbkmRHCCGEEEII0S1JsiOEEEIIIYTolv4/h6H2OCLA5NkAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (13, 8))\n", "ax.plot(GovBond10Y, color = 'CornflowerBlue', alpha = 1, label = '10Y US Treasury Bond')\n", "ax.set_ylabel('Long Term US Gov Bond Yield', size = 14)\n", "\n", "ax_RHS = ax.twinx() # share the same x-axis\n", "ax_RHS.plot(GoldFixP, color = 'DarkGoldenRod', alpha = .7, label = 'Gold Fixing Price')\n", "ax_RHS.set_ylabel('Gold Fixing Price London', size = 14)\n", "\n", "ax.legend(fontsize = 16)\n", "ax_RHS.legend(fontsize = 16, loc = 'lower right')\n", "ax.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (13, 8))\n", "ax.plot(GovBond10Y, color = 'CornflowerBlue', alpha = 1, label = '10Y US Treasury Bond')\n", "ax.set_ylabel('Long Term US Gov Bond Yield', size = 14)\n", "ax = plt.gca()\n", "ax.set_ylim(ax.get_ylim()[::-1])\n", "\n", "\n", "ax_RHS = ax.twinx() # share the same x-axis\n", "ax_RHS.plot(GoldFixP, color = 'DarkGoldenRod', alpha = .7, label = 'Gold Fixing Price')\n", "ax_RHS.set_ylabel('Gold Fixing Price London', size = 14)\n", "\n", "ax.legend(fontsize = 16)\n", "ax_RHS.legend(fontsize = 16, loc = 'lower right')\n", "ax.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "TIPS is constanly used as a proxy for real interest rate." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Retrieve data from FRED, check my notebook for pandareader's user guide\n", "start = dt.datetime(2003, 1, 1)\n", "end = dt.datetime.today()\n", "TIPS10Y = pdr.data.DataReader('DFII10', 'fred', start, end)\n", "GoldFixP = pdr.data.DataReader('GOLDAMGBD228NLBM', 'fred', start, end)\n", "\n", "\n", "fig, ax = plt.subplots(figsize = (13, 8))\n", "ax.plot(TIPS10Y, color = 'CornflowerBlue', alpha = 1, label = 'TIPS 10Y')\n", "ax.set_ylabel('TIPS 10Y', size = 14)\n", "ax.axhline(0, color = 'k', zorder = -1, lw = 1.5)\n", "\n", "ax_RHS = ax.twinx() # share the same x-axis\n", "ax_RHS.plot(GoldFixP, color = 'DarkGoldenRod', alpha = .7, label = 'Gold Fixing Price')\n", "ax_RHS.set_ylabel('Gold Fixing Price London', size = 14)\n", "\n", "ax.legend(fontsize = 16)\n", "ax_RHS.legend(fontsize = 16, loc = 'lower right')\n", "ax.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the period of negative real interest rate, the gold price surges, because other assets are negative return, gold resume its role of store of value. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }