{ "cells": [ { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "plt.style.use('dark_background')\n" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [], "source": [ "def fm(key): \n", " fm = np.vstack(data[key]).reshape(len(data), -1, 6)\n", " return np.split(fm,2,axis=2)" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [], "source": [ "def mag(x):\n", " return np.sqrt(np.sum(x**2,axis=2))" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['CFD2021106F', 'OSSM1Lcl6F', 'MCM2LclForce6F'], dtype='object')\n" ] } ], "source": [ "\n", "data = pd.read_parquet(\"data.parquet\")\n", "print(data.columns)" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "[f, m] = fm(\"CFD2021106F\")\n", "fig,axs = plt.subplots(nrows=2,sharex=True,figsize=(10,10))\n", "ax = axs[0]\n", "ax.plot(mag(f).sum(1))\n", "ax.grid()\n", "ax = axs[1]\n", "ax.plot(mag(m).sum(1))\n", "ax.grid()\n" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "image/png": 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ScHV1JTk5me+//x6A5cuX89prr13w+ujoaBYuXEhsbCzBwcFs27aNqKgozOae8Ze+sbqGj//wLA998E9u+98/seqJP9m7JCGE6BStmyN3Pj6GOXfF0lDbxvInd7Bz/WksckG2EHbT6R6usrIyUlJSAGhqaiIjI4OQkJCffP3cuXNZs2YNer2evLw8cnJyGDNmTGcPbxNnk4+z6Y33GD5jKhPvus3e5QghxK82fmZ/3vl+IXPuimXzp6f4zbTP2PGVhC0h7K3Tget84eHhxMfHc/jwYQAeeeQRTpw4wYoVK/D09AQgJCSEwsLCjvcUFRX9bECzl10ffUrq9t3c8PjDDBkfT1C4O4PjAwiL8sbZ1cHe5QkhxI/y9HVm2dszePrdWdRWtvDE/C/515/30dyot3dpQghAAZc366dWq2X37t28+OKLrF+/Hn9/f6qqqrBYLLzwwgsEBQWxZMkS3nrrLQ4ePMinn34KwAcffMCmTZv46quvLvi8Bx54gKVLlwIQGxvLqVOnLqe8X9TslIqnnwuVNcWYla2YlW2YFa2YlG0oFBef7lSYHVCZXVGZtSjNWut9k7b9sXW/omtybK8VHR1NRkaGvcu4okibdr0rpU0tWGjT5NDgchiLwoRrywi0bXHd/u/QldKePYm0adfqrvYcPXr0j+6/rKsU1Wo1X375JZ9++inr168HoKKiouP5999/n40bNwLWHq1+/fp1PBcaGkpJSclFn/n+++/z/vvvA5CUlPSThXeVT4/eQ2OzK+VVtdRXt1q3mjaMZg0jrptHWV4lX7/2Ac5aNX7BbvgFu+IX5IpfsCu+Qa54+Dhf8Hm6VgMF2bXkZ9WQd7qagtM15J2uobayxabfoyfpjp9bXyNt2vWuhDb1C3bl4RcnkTApjPSjpfxz2S6Kzr5ll1quhPbsaaRNu1Z3tGdSUtJPPndZgWvFihVkZGSwfPnyjn2BgYGUlZUBMH/+fNLS0gDYsGEDq1ev5vXXXyc4OJjIyEiOHDlyOYfvEvde/TH79x3ihmsu/iGMPqRi4QvP4B9XxOZ//utH369xUuMTpMUv2JWAEHf6RXoRPtibkdf0Y/qCIR2va6htI/90NflZNeRmVJN1ooKC7BrMJhlYIYT4dRQKmHPXUBb/cRwA7z2/l02fpMk4LSF6sE4HrquvvppFixZx8uTJjsHzTz/9NLfffjsjRozAYrGQl5fHgw8+CEB6ejpr164lPT0do9HIww8/3COuUNTrfnrCv6SvvyNieBzTl95D3ok0Mvbsv+g1ujYjJbn1lOTWA8UXPOfu7UR4lLd1G+xDeJQ3U+cPxmWRIwBtLQZyUis5fbycrBMVnD5eTnVZc5d+PyHElSWkvyeP/W0yMaOCOLangLf/tIeK4kZ7lyWE+AWdDlz79+9HoVBctH/z5s0/+Z6XXnqJl156qbOHtIv1L79OaMwQ7nj5OZbfeg81xaWX/N6GmjZSD5WQeujCU6dB4e5EjQhg8HB/okYEcOM9w3DQqAAoyasneXcBybsLSDtUgq6td61nplAoaFVYcPf3o6mmBrNRZrAWoiuo1Erm3z+c2/9nFLpWI8uf3MGOr07buywhxCWSmeZ/gVGvZ+UTT/P7z//DvW++yj/vWoq+tfWyPrM0v4HS/AZ2f5MNgNpRyYBoX4aMDGTEhFBm3DqEGxbHoWszknaohOTdBRzdXUBpXn1XfKUuo1KrCRjYn5DoKEKGWLfgwZEkaUw8v30DAE01tTRW19BYVU1DVTWNVTU0VddQU1pG9qEkWhvkf+ZC/JIBMb489spkBg7140DiWd59bg91VZf375AQontJ4LoENUUlfPzkszzw7uvc+crzfPS7p7B04WAJo95M1okKsk5UsOE/J3FwVDF0bDAJk8NImBTG0ucnsJSe0fs1aEwC8bOvJTRmCIGD+qN2tJ4e1bW0UHI6h6PfbubeBbfy0ssv4+7jjZuvj3Xz8aZ//DDcfX1xcNIAYDIaOXv0OGk793Bq515qS8u6/fsI0ZM5ax249eGRzL9/BA21bbz82y0cSJSlx4TojSRwXaKsg0f45tU3mP/U48x69EE2v/mezY5l0JtI2VtIyt5CPnhhPwH93EiYHMaoyeF26f3SaF0YdeMcrrrtJgIH9qe1oZGCtHT2fPI5xRlZFGdmUVVQhKV9TN7T8xdy6Iuvf/bzAgb2J3byRIZOmcj8px5n/lOPU5yR1RG+ijOzbPZ9hOjpFAqYetNgFv1hLN7+Wraty2TFiwdoqtfZuzQhRCdJ4PoV9q3+gsBBA5j+wGLKz5zl2Hdbu+W45YWNbPr4FJs+PtWtvV+BgwZw1W03kXDDLJy0WgpS0/nsTy9wfMt2jLrO/8Ova26h4OQpCk6eYvOb7+EbFsrQKdcQO2Ui1z50HzN/ez81JaUcT9zGgTVf9cieL7WjEld3DW6eTmjdHVEqFZiMFkwmMybjue2Hxw21behae9d4PGEfQ0YGsPS5CUQO8yczpZwXH0wk60TFL79RCNGjSeD6lda/9Bp+EWHc+penqSoooiA1vVuPfym9X3qdkazjFaQdKeFUUikZyWWX/MteqVIRN30yVy+8mYGj4jHodBxP3Mb+z76k8JRtJoyrKihi18rV7Fq5Gq2XJzGTriZu6iQmLbqdyYvvIG3HHvZ+upazycdtcvzzObs64Bvoik+gFp8ArfU20NV6P0CLh48zbp4anFx+/aoDdVWtlBc1UF7YQHlRI2UFDe2PG6ksaZLFhPs4n0At9/y/cUyeG0V1WROvP76dXd9kyVQPQlwhJHD9SiajkVWPP81jqz/g3jdf5Y2F91FXbr//ff5Y71f8xFCGjgnmlt+OZKFKidFgIietilNHSkg7UkLG0bIfXe4jYngcNz3zJCFDoqguKmHj629xZP1Gmuu6b7B+c20dSV9/R9LX3+EZ4M9VC29m3IK5DLt2CsUZWexdvZaUTd9j1Hd+uRIHRxURQ3wYFOfHwFhfAsPc8QnQ4h2gxcXV8aLXN9S0Ul3eTHV5M3mnq2msa6OpTkdjvY6m9s1sNqNSKVGplahUCuutWmnd56DE09eZgFB3Avq5ETnMn6tmDUDtoOo4hkFvIie1kvSj1oCckVxGQ21bp7+j6D0cNSrmPzCCBQ/Fo1Qp+PytZNa9d4y2FukRFeJKIoGrE5rr6vnw0T/y2Cfvc++br/L2PQ+hb7X/L8fze7/A2lszJD6QoWOCiB0TzI33DOPmB+Mxmy3kZlSRnlRKenIZ+TktXHXnfYyZfz11ZeV8/OQznPh+Z8eYLHupK69g0xvv8v2/PmTkdTOZeOetLHzhGa7//cMcXPc1Bz5fT0NF5c9+hsZJTUS0DwOH+jJoqB+DhvoRFumNSm1d9qShto3is3Xkna4heU8h1WXNVJc1WW/Lm6kpb/7Zudo6S6lS4BOgJaCfNYSFDfJmyMgAbrzX+jMCKMypJSO5jPSjpRiVDV1eg7AvB0cVk+dFsvDRUfiHuLFv0xk+euUg5UVy5a4QVyIJXJ1UfiaXT/74HPe99XcW/vVZPn7ymS69crErtDYZLghgjhoVUSMCOgLYtbdGc8M9wwAwmNvIy1nFyS8O0VhUiEJhubxFNruQoU3H4S83cPjLDQwak8DEu25l2v2LmbZkEfknT5G57yCZ+w5SnJGFxWLBwVHFtJsHM+uOGCKG+KBSWcNVXVUrZ9IqSdqRT05aJTmplVSWNNnlO5lNFipLmqgsaSLt8A/7HTUqBg3zJyYhkJhRgVw1awAzbouminWsOrKYjKPWAJZ+tIyz6VVyGrIX8vBxZvadscy5KxYvXxdyUitZ/sR20o5c+hx/QojeRwLXZcjYe4CNr73FjX94jEobX7nYFfQ6E2mHS0g7XEK/2BZufvZGBsUF0VSYTHPxMfoPduf+P40DxtHWYuD08QoykkvJPFZO5rEfPw353zTOakzKJgJC3Whq0NHSqO/SMSg5R5LJOZKMd2gwo2+cw5CJ45n96IPMfvRBmqrLoWovkQMbcPNQk32ygi/ePkZOWiVnTlVSVdrzZ/HX60zWnsck6y9fhQL6DfLi4y/fZOfe/xCdEMRVswYAXPAzSj9aRmZKGa1NBnuWL35GWKQXN947jCnzo3DUqEnakcfXK05y8mDxL79ZCNHrSeC6TLtXfYZ//3CmP7AYR2cnNrz6Ro/r6Tqfs7s7c/7nIcYtmEtTdQ0r/vAmKZt+uNrSN0hLdEIQ0SMDiE4I4pbfjESlVmI2WyjMriUntYLa6tb2K/SsV+m5eTnh7qnBzcsJR42aStbywZ67ADCbLbQ06WlusI51am7QdwQxlVqJs4sDTloHnFwc2u+rcXZxQKlWknmsjGO7C0neU9C+dNIPaopK2PLOB2x55wOC+gdw5x+mMG6qN5owC82mUAqaYzlbX0lZ8yEKCvb3irD1YywWKMiuxUU3hNef2AGAt78L0QmBxIwKImZUELf8diQqlRKTyUxeZnX7aUhrT5gsFWV/8RNCmXvfcBImh6FrNbBt3Wm+/c9Jis7W2bs0IUQ3ksDVBdb979/QtbYy6e6FuHl78dkzf8Vk6Fk9DQqFgtFzr+O63/8WZ3c39n66li1vv4+uueWC11WVNrN3Yw57N+YA4OSiJmp4AENGBhCTEMSICaG4ezvT1KCjsbaNxjod5QUNZJ9so7G2jaZ6HY/+9gleeOGvaN0c0bprcHW33mrdNbh6aAiO8EDr5ohBb6atxUBbi4HmBh3VZU20NRtobTGgUiuJGxfC0ufDASgvbODY3kKO7S7gxMFiWpsM+AZpmXf/CGbeFo2TiwMHtpxh3XvH0ePHkAlFRE8cz5zHHmLOYw9RfjaPlM3fk7JpK1UFRd3e/l2ppqKF/ZvPsn+zdQJMZ60DUSP8iRkVRHRCINNuHsL1i+IAqChu7DgFmZFcSkFWLWZzz/0PwZVA6+5IdEIg0QlBjJ0WQfhgb2oqmvn4H4dJ/CxdLoYQoo+SwNUFLBYLG159g8bKKq5//BG0Xp589Lun0LW0/PKbu0Hw4Ehu+tOT9I8fRu6xE3z54j8ozcq5pPe2tRg5ebD4V532+H9LBrPti8zOlnuBgFA34q/pR8I1YUy6MZLZd8RiNJjIzagmYogPSqWCXd9k8+W/UijMqW1/Vzn5J9LY8vb7uPp4MXTKNcTPvpYZv1nCrIcfoCAtnZRN33M8cRsNlVVdUqc9tTYbOLG/mBP7rT8jpUpB/2gfYhKCiBkVSNy4ECbPjQKgqUFH5jFrD1jqoWJyUisxGmQc2OXwD3EjZlQgMaOtgTdisA8ARoOJ7JOVvP7EdvZ+l4NRL+0shD14BQcSFhdLmcq+fwclcHWhnf/5lMbqWm79y1P85sO3+OC3T9BUU/vLb7QRJ1ctMx9+gAm3L6C5rp41z7zA0Q2be/Qpz/9WXtRI4up0Eleno3ZQMiQ+gPhrwhg6JojEz9JZ//7xnx343lRdy6F133Bo3Td4BPgxYuZ04udcy9w//g83PPkoZ5KOkfztZlI2b7usqSZ6ErPJwpm0Ks6kVfHtylTAGlxjRgURPSqQmIQgFj1p7TnUtRpITy4j7VAJqYdLyD5ZIQHsPEqlAg8f54552bwDfpifzdvfhbBIb3yDXAFobtSReaycvRtzSD9aRvaJil63+LwQvZ2zuxthQ2PoFxdD2NAYwuJicPPxBqDAzlfeS+DqYkc3bKK5to5Fr73II6v+xb8f+h01RSXdXsfI62dywxOP4urtxcG169n8z3/1+oWijQYzaUdKO301V315JbtXfcbuVZ/hG96PkbOvZeR1M1n412e5/vFHLnmqid6ovKiR8qJGdn5tXTLJ3cuJmNFBxI0NJm5cMHc/ORYAg85EaX49Rbl1lOTWUXS2jpLceorP1nXbqTCVWol/qBuePs64eznh7u2Em6fTD/c9nDh9vJzEz9Iva6kbs0JP6ABPvAPPD1HaHya9DdDi5efSMYXIOSaTmdqKFmoqmjmVVEp6cinpSWUUZNXI6VohuoGzuzs+oUF4hwTj0y8En9AQfEJ/uA9gNpupOJtHxt4DFKSmU5iWzpcrP7Zr3QroMVf/XyQpKYnRo0f3yuOEDx/Kkrf+gclo5P2Hfk/J6ewu/fyfEjCwPzf96UkGjR5J/slTfMDaeDsAACAASURBVPXi3ylKP90txz6nu35uXWXQmAQm3nkLMZMnYjGZObltJ3s/XUv+iTR7l9bB1m3q5qkhdkwwg+MDCO3vSXB/D4LCPXBw/GFy1obaNkpy6ygvaqShto3GuraOcXwdj+usj1su8YrW0IGe9BvoRb9BXoQO8qLfQC+Cwt0vmBT2HL3OSENNG20tBkIHetHWYmDbukw2fJR6SWuJKhQwOD6ACdcN4upZAzp6ps7X1KCjpn0OtnPzsFWXN1Nd1kxNhfW2rqpVgtWP6G1/73uDvtqmjs7OeIdYA5V3SBDeocF4Bwd17HN2u/DvblNNLdWFxVQXl1CalUNBajpF6Zm0NV140VB3tOfPHUN6uGwk/0Qaby16kKX/+j8e/uhdPnzsj5xJOmaz4/mG92Py4jsYM+962pqb+eIvr3D4yw296vShvZw/1cTVC29m7PwbiJ99LQVp6ez79AuOb9ne4y6C6GqNdToObc3l0Nbcjn1KlYKAUDeC+3sSOsCTkAGeBEd4EjnMH3cvJ1w9ND/5eUaDicZ664UVLY162lqN6FqN6FoNaN009Iv0wj/EreP1JqOZ0oIGCrNrOLg1l+KzddRWttBQ20pDTdtFa1FGDPFm7n3Dmbkwhjl3DeXItjy+XnGCU0kX934OHhHAhOsGcvXsgfgFu2LQmUjeXUCE+2T+/MwrF0xyK+tdir5EqVLh7ueLm483ao0jagcHVI4OqB0cUTs6oHa03qocHDCbTBj1egxtOgw6HUadHoNOZ318wf4fnj//949CocDZ3Q03H29cfbxxa9/Ov+/m641nYEDHKcBzdC2t1JaUUlNcSu6xE1QXl1BTVEpNcQnVRcUXXfzVU0kPl42P4xHgxwPvLse/fzgnt+5g18rVXdrjFDE8jsn33knslImYDAaOrN/Ilrff79bleP5bb/9fmaOzMwk3zGLinbcSMCCChqpq9n6ylgOff3nR/5i6S09sU6VKgauHBvf2qUGsU4Rc+NjdywlnrQMaZ3X75oCu1UDRmToKc2opPFNLUU4tJXn1nRo75uXnwpy7YplzZyzu3s5kp1bwzYqTlObXM2HOQK6eMxD/EDcMOhPH9hay77scDm/Po7XJ0CPbtDeT9ux6l9umCqUSv/B++ISG4BkUgFdQIF7tt55BAXj4+6FUXdyb3FXOBTSjwYCLuzsqh4v7eEwGI001tTRW19BYU0NdWXlHmLJupV02Flp6uK5w9eWVvH3Pb5h2/2LGLZhL/JwZ5BxJZtdHq8ncd7BTPVAKhYKYyROYcs+d9B85nOa6erb9+yP2f7bOroP0rxT61lYOrl3PoS++JnLcaCYtup3rfvcbpt53F3tXf8HeTz6npV6W2jGbLNbepxr7TXNQW9nCp8uTWPduClPmRzH3vmE8+X/TAetSV8f3FfLJ60c4si3vkibuFaI38wzwtw4Wj4uhX2w0/WKjcXLVdjxvNBioKyunrrScnCPHqCsrp7aklMbqWox6HUa9AaNe/8OtwYBRb8BkMKBQKnDQaC7cnDSoHR1xcLI+VmscO/Y7tO9Xa6yvaW1opLG6hqbqGmu4ar/fUt/QZ87ESODqBq0NjWx8/S2+/9eHjL35Rq656zbuf+c1ys7ksmfVZyRv3HJJV8ipHR1JuGEWkxffgX//cKqLSlj/8mscWb+xR6zleKWxWCxkHTxC1sEjhMYMZtr9i5nx0H1MWrSQA5+vZ/fK1TRW19i7TAHo2owkfpbOljXpjLwmDDdPDUk782lukJAlrkwKhYKIEXEMHD2SfkOjCRsag7ufL2ANViWns0nemEhhWjrlufnUlpTRVF3TZ8JNTySBqxvpmlvYs2oN+1Z/wfAZ05i8+A5u/cvTzH7sIfat/oKynLNotFqc3bQ4ubripNXi5OaKk6sWJ1ctIdGDcff1oTA9k4+ffIaT23ZhNnX9wsriYkXpp1n5+NMEDOzPtPsXMWnRQibcsYDDX33Lzg8/oa6s3N4lCqwz8yfvLrB3GULYhEKhIHzYUIbPnMbwGVPxCPADoCI3n6yDSRSkpVOQmk7J6ewrftxpbySByw7MRhMpm7aSsmkrg8YkMGnx7cx+9MGLXmdo09Ha1ERbYxNtzc3kHjvBgc+/IudIsh2qFmBdtHz1U39hyzsrmHrfXYxbMJfxC+Zx9NvN7FixqtfPYi86x8lVi194GH4R/ay34f3wjQjDM8Afs9GEQd8+yFivx6jTt5+20WPQ6aktKW2/bD2D6iJZV1FcLCwupiNkeQUFYtTrydx3kG9f30HG3gO0Nf70XISi55DAZWfnXyHn7OpKW1MzbU1NtDU1YzLKFVM9VXVhEV/85RW+f+9DJt97J+NunsvouXM4vmU7299fSVnOWXuXKGwoMHIgo26YTdiwGPwjwi+4qspsMlFTUkplfiGFaRkolcqOsS1qR0ccNI6oHB3Qunji4KQhesJ4Ji26HYDmunqKTmVQcCqDwrQMClLTaayqttfXFHbkGRhArtrEnxK/wjskCKPBwOl9h9j05nuk79pntwt4ROdJ4Ooh7DE5qrh8deUVfP3Kcra9/xGTFt3OVbfdxMg5Mzi1cy87PvyEvOMn7V2i6CLO7u6MnHMto+ddR7/YaEwGI/kn00jftY/K/AIq8wupyM2nuqjkV53OUapVBA4c8MNA56HRTL3vblRq6z/PdeUVHeEr70QqhWnpGNo6P+Gr6Nmixo/m6oU3EzNpAoVKC+W5eWx55wPSdu6RnqxeTgKXEF2gqbqW75a/w44VnzDxjgVMuOMWHv34X+SmnGTnhx+Tvnu/DFbthRRKJYOvGsPoudcxdOo1qB0dKc7M4utXlnNs01aaa+su+xhmo4mS09mUnM7m0LpvAHBw0hAyOMo6GLo9iMVNmwRYL6MvyjhN3vGT5B1PJTflpPSC9XJObq6MvnEOV912E/79w2mqqWXnfz7lqbvv5YnfPG7v8kQXkcAlRBdqbWhg63sfsmvlakbPu55Ji27nvn/+nbIzuez66FOOfbdVBrP2Ak5urky6eyFjb7oRjwA/mmvrOLB2PUlff9ctq0YY2nTknUgl70Rqxz4XD3fCh8cRMSKO/vHDuOrWmzpORVYXFZObcpK8lFRyj5+kPOesBPxeIChqIFcvXMDI62aicXEm/0Qaq5/6Cye27sCo1/OXu+6zd4miC0ngEsIG9K1t7P9sHQfXrmf4jKlMue8uFr7wDLMfeZA9H6/h4Lqve83syH2Jg5OGCbcvYOqSRTi5uZK59yDrX36N9N377T6msqW+gYw9+8nYsx8AlVpNSHQUEfHD6D9iGFHjxzDqhtmAdSqagtRT5KemU3DyFAVp6V3SGycun0qtJm76ZK5eeDMDEkZgaNNxbNNWDnz+Zbcvwya6lwQuIWzIbDKRsvl7UjZ/T9T4MUy9725uePJRpi+9hwNr17P307VyOqgHUKpVjJl/AzMeug8Pfz/Sd+9n05vvUZqVY+/SfpLJaKQg1ToNwJ5VawDwCQ0hIn4YESOsPWHTH1jcMZN4dVFxe/jKoODkKYoyszDqZCxYd3H392P8LfMYd/ONuPv5UlVYxIa/v8mRr7+jtUEmUu4LJHAJ0U1+mER1CFPuu4sp997JpEULObphM7tWrqYyT+aP6m4KhYLhM6cx65Gl+IX3I/fYCT7+w7PkHjth79I6pbqomOqiYpK/3QxYl6kKjRlMWFwsYXExRMQPI37ODMA6FqwkO4fC1HQKUk9RkJpORW6+nIrsYgNHj+TqhTczdOo1KJRKMvceZP+aFzm9/7C0dR8jgUuIblbUPnGtT79QJi1ayJh51zPmphtI27GHnR9+TEFqur1L7BNqlGZ+//lHhERHUZKVwwe/fYKMvQfsXVaX0re2cjb5OGeTj3fsc/P1ISwuhrChMYQNiyV+zgyuuu0mAFobmyg6lUlBWjql2WcoyzlDRW6BjDv8ldx8vBk+cxrjb5lH4KABNNfVs2fVGg58sV6uSO/DJHAJYSfVhUV89eI/2PruCibccQtXL7yZYdMnc+ZoCjs//OSK++XfU7j5+jBv2e9JczTj5Kbl02XPk7Lp+z7T29BYVc2pnXs5tXMvYO3l84sI6+gFC4uLYfLiOzoWGjYZjVTmF1J+JpeK3HzrWnzlFdSXV1BXVimnw9q5eLgTN30y8bOuZeDoeJQqFQVp6ax55gVSErfL6VshgUsIe2uqqSXxrX+zY8XHjL35RiYtWsj977xGafYZdv7nU1I2b7V3iVcEhULBmJtu4IbHH0GtcSTCoOSPNyy0+2B4e7NYLFTk5lORm8/RDZsA68Buv4gwAgcNIDByAEGDBhAyJIq4aZM6xoSdo29to768ghMOJm5/8TnqyiusixI3NNJS30BrQyMt9fXW24bGK6q3zMlVy9CpkxgxaxpR48agclBTkZvPtvdXcjxxG+Vncu1douhBJHAJ0UPoW1vZ+8nn7F+zjvhZ1zLlvru446XnmP3oUgpVZpzd3WhtaLR3mb2SX0QYtzy/jIGj4slJOsYXf3mFzeu+6vNh66eYjEbKcs5aV0xI/GG/Uq3C3ccH9wA/PAP88Qjwb7/1Y2BYGAMSRuDh79fRO/ZjdC2t6Jqb0bW0om9pRdfS0r798LixuoaGikrqKyqpL7fe9oSZ1VUODvj3Dyc0ZjBDp0xkyITxqB0dqSkuZfeq1RxP3E5xZpa9yxQ9lAQuIXoYs9FE8sZEkjcmMmTieKbcexe5QYE8t20DyRsTOxY6F79MpVYzZcndXLv0HvRtbXz+3EscWf+tvcvqtcxGE3XlFdSVV1DAqQue+58ps3lg1k0oFAqc3NxwcXfDxcMdFw93nNvvn7vVaF3QuLigcXbG0cUZracnXsFBOLXvd3Z3u+jYupaWjvBVX1FJQ0UldeWVF+xrqqnBbDR1yXd19/MlKGoQwYMHERw1iKCoQfhHhHeEyfrySvZ//hXHN38v4y7FJZHAJUQPlrn3IJl7D7Lz6BHe3bSVUTfMZvwt88g+fJT9a77k1K69XfYL5koTPnwotzy/jKDIgRxP3MbXryynsbrG3mVd8SwWC60NDbQ2NHR6MW61RoOHny8eAX54+Fs39/PuDxg5And/X9QODhe9t6W+gaaaWhpramhraKKtubl9jVrrOrWtjU2YjUac3X8IgC7nBUJndze0np44u7l2fGZtaRklp3M4tXMvpVk5lGTlUJlX0GfG/YmuIYFLiF7A1aJg7Z9fZuPytxl7841cddtN3LP8ZRoqqzi8/lsOr9tAbWmZvcvsEdz9fJn2wGKuuu0mGioq+eDhJzsmCxW9g1Gn65ji4qcoFAq0Xp7tocwfd39fXL29cPP2wrV98wwMwMlNi5NWi5Or60WnOk0GIy0N7ePMGqxBrTKvgJb6BirzCyg5nUNp9hk5lS+6hAQuIXqRlvoGdn74Cbs+Ws2QCeMZf8s8pi1ZxLT7F3N6/yGObdpK+u79fW6RW5WDA7FTJjJm3nUMvmosKBTsW/0Fif/8N7oWmdH/SmSxWGiqqaWpppbijEsbN6XWaHB21aJycKC1oVH+bIhuJYFLiF7IYjZ3LPPiGRjA2JtvZMy867jz5T9jNBjIPnyU1G27SNux54pd0kWpVhE5djQjZk5j6LRrcHF3p668gh0rPibpm++oKiiyd4mihzHqdDTK9AzCTiRwCdHL1ZWVs+Xt99n6zgf0i4th2LTJxF07mVv//BQLnv0jZ4+dIHXbTlK376a+vNLe5V4WpVrFoNEJ7SFrElpPD1obm0jbsYeUTVvJOpSExWy2d5lCCHERCVxCXCEsFot1rbyTp9i4/G2CogYx7NopxE2bxPynnmD+U0+QfyKN9D37yTqURNGpTMymnj/gXqlSMXD0SIbPnMqwaZPRennS1tRM2s49nNiyg9MHDl9RczsJIa5MEriEuEKVZuVQmpXDlrffxy8ijLhpk4mbPonZjz7I7EcfpLWxibNHU8g6lET24aM9apJGpUrFgIQRDJ85jWHTJ+Pq7UVbczPpu/ZxfMt2Tu8/jFGvt3eZQghxySRwCdEHVOYVsGPFKnasWIXWy5NBYxKIHDuKyLGjiJ0yEYCGyipyU05SVVBkvUKs0HqVWF1Zhc1P02m0LgRHDSJ4SBSh0YOJvuYq3Hy80bW0kr57Hye2bCdj3yFZHkUI0WtJ4BKij2murePElu2c2LIdAK/gQCLHjiZy3Cj6xUYTO2XiBfMbGQ0GaotLqS4qobqomIaq6o4Zwa23599vv21tw3zeLO7nz1fk4u5G0OBIQoZEEjw4kpAhUfiGhV5QX07SMY4nbiNj7wEMbRKyhBC9nwQuIfq42pIyjqz/tmMGdoVSiWeAPz79QvAJDcY7NATffiF4hwYTFheDi4d7lx27Mr+Q4swsjny9kZLMbIpPZ9NQ0bsH9gshxI+RwCWEuIDFbKa2tIza0jJyjiRf9LxSpcLR2QlHFxc0Ls5oXJyt953Pu691QalUAtYJKs+na22lNOsMpVk5Mg+SEKLP6HTgCg0NZdWqVQQGBmI2m/n3v//Nm2++iZeXF59//jkRERHk5eVx6623UldnnQfojTfeYM6cObS0tHDPPfeQkpLSZV9ECNE9zCZTx1IpQgghLo2ys280Go088cQTxMTEMG7cOB5++GGio6NZtmwZ27dvJyoqiu3bt7Ns2TIAZs+eTWRkJJGRkSxdupR33323y76EEEIIIURP1unAVVZW1tFD1dTUREZGBiEhIcydO5eVK1cCsHLlSubNmwfA3LlzWbVqFQCHDx/G09OTwMDAy61fCCGEEKLH63TgOl94eDjx8fEcPnyYgIAAysqsi+iWlZXh7+8PQEhICIWFhR3vKSoqIiQkpCsOL4QQQgjRo132oHmtVsuXX37J7373Oxobf3pF9f8eOAsXXip+zgMPPMDSpUsBiI2NJSkp6XJL/EXR0dHdcpy+Qtqz60mbdj1p064l7dn1pE27Vk9oT0tnN7VabUlMTLT8/ve/79iXmZlpCQwMtACWwMBAS2ZmpgWwvPfee5aFCxf+6Ot+aktKSup0bb9m667j9JVN2lPatDds0qbSnj19kzbtfe35c8e4rFOKK1asICMjg+XLl3fs27BhA4sXLwZg8eLFfPPNNx37Fy1aBMDYsWOpr6/vOPUohBBCCHEl6/QpxauvvppFixZx8uTJjsHzTz/9NK+88gpr165lyZIlFBQUcMsttwCwadMm5syZQ05ODi0tLdx7771d8w2EEEIIIXq4Tgeu/fv3/+i4LIDp06f/6P5HHnmks4cTQgghhOi1uuQqRSGEEEII8dMkcAkhhBBC2JgELiGEEEIIG5PAJYQQQghhYxK4hBBCCCFsTAKXEEIIIYSNSeASQgghhLAxCVxCCCGEEDYmgUsIIYQQwsYkcAkhhBBC2JgELiGEEEIIG5PAJYQQQghhYxK4hBBCCCFsTAKXEEIIIYSNSeASQgghhLAxCVxCCCGEEDYmgUsIIYQQwsYkcAkhhBBC2JgELiGEEEIIG5PAJYQQQghhYxK4hBBCCCFsTAKXEEIIIYSNSeASQgghhLAxCVxCCCGEEDYmgUsIIYQQwsYkcAkhhBBC2JgELiGEEEIIG5PAJYQQQghhYxK4hBBCCCFsTAKXEEIIIYSNSeASQgghhLAxCVxCCCGEEDYmgUsIIYQQwsYkcAkhhBBC2JgELiGEEEIIG5PAJYQQQghhYxK4hBBCCCFsTAKXEEIIIYSNSeASQgghhLAxCVxCCCGEEDYmgUsIIYQQwsYkcAkhhBBC2JgELiGEEEIIG5PAJYQQQghhY5cVuFasWEF5eTmpqakd+55//nmKiopISUkhJSWF2bNndzy3bNkysrOzyczMZMaMGZdzaCGEEEKIXuOyAtdHH33ErFmzLtq/fPly4uPjiY+PZ/PmzQBER0ezcOFCYmNjmTVrFu+88w5KpXSwCSGEEOLKd1mJZ+/evdTU1FzSa+fOncuaNWvQ6/Xk5eWRk5PDmDFjLufwQgghhBC9gk26mB555BFOnDjBihUr8PT0BCAkJITCwsKO1xQVFRESEmKLwwshhBBC9Cjqrv7Ad999lxdeeAGLxcILL7zAa6+9xpIlS1AoFBe91mKxXLTvgQceYOnSpQDExsaSlJTU1SVeJDo6uluO01dIe3Y9adOuJ23ataQ9u560adfqCe1puZwtPDzckpqa+ovPLVu2zLJs2bKO5xITEy3jxo372c9OSkq6rNoudeuu4/SVTdpT2rQ3bNKm0p49fZM27X3t+XPH6PJTioGBgR3358+fT1paGgAbNmxg4cKFODo6EhERQWRkJEeOHOnqwwshhBBC9DiXdUpx9erVTJ48GV9fXwoLC3n++eeZPHkyI0aMwGKxkJeXx4MPPghAeno6a9euJT09HaPRyMMPP4zZbO6SLyGEEEII0ZNdVuC64447Ltr34Ycf/uTrX3rpJV566aXLOaQQQgghRK/T5YPmhRCiL3BQK/HUOmIwmtEZTegMZsxmi73LEkL0UBK4hBDiR0QEuBLdz5NgbxeCfVwI8dES4uNCkLcLIT4u+Hs6X/Qeo8mMzmANXzqDiTa9icKqZrKL6zldXE92cQNZxfWcKWvEYJQhFUL0JRK4hBB9XpifloRBviRE+pIwyIeEQb74uDtd8Jry2lZKalooqW4mKauSkpoWqht1OKiUaBxUaBzO3f5w39lRRT8/V64b048lXoM7PstkMpNb3kR2ST3pBXXsTStjd1oZDS2G7v7qQohuIoFLCNGnKJUKRg3yJbApie/+PIOESB/8PKy9VQajmdS8GtYfzCc5u4q0/FqKqpoprW297B4pD60jkcHuRIW4ExXi0bFNjgviiZviMJnMJGVXsfNkKTtOlHAgo4I2vakrvrIQogeQwCWuSC4aNSMGeNM/wA0vNw0+bhq82zcfN03HPi9XDQD69jE4eqMJvcGM3nhuM1lvDSaa24w0thqsW4uBpvbHTe3bueea2qzPN+uMGIw/fNavGd+jUipwcrT2ljg5qnA01hPdzxMnRxVO7fvOPefU3qPi5KjC0eHcYxXnzzV8bo5hk9lCfYueuiYddU16apv01DbpqG3SU9esR2e4Mn/B+3k4MXNkCLMSQrk2PgRfDycszUep9HHh28OFJGdXkXymipO5tTZrg/pmPUezqziaXXXBfke1kvHR/kwZFsTU4cE8eVMcT906nDa9kQMZFR0B7Gh2FUaTjBEToreSwCV6vXPhyno6yJeRA30YEuqBSvXDNHNms4W6Zj01jTqqG3XUNOjILq6ntkmPxWJB46DCUa3E8dytWomjWoWDgxKNWoW7swMRAQ64Oqlxc3bAzdnhgs+/FGazBYPpwuD1IwswoFYpUf/3Z1evJu3dm37V8TqjVWdsD1/Wdqqsa6OstpXyulYq6lo77p/bWnU9M6CplArGRPkxa1QoM0eGMDrKD7CeFtx0tJAtycX88e8rGXn9RDtXCnqjmd2pZexOLePPn6bg6qxmYmwgU4cHM2VYEC/cncALdyfQ2GJg58kStiQXszm5iPyKJnuXLoT4FSRwiR5DqVTQz1fLwCA3Bga64+nqiEqpQK1S/tetApVSga+7E/H/Fa5Ka1o4llPFl/vzOJZTRWZRPdWNOuqa9V1+BZmTowo3ZwdcnRxwc3Fov28NZK7ODrg4qXFQtYc3B2X7fdVFIeu/V7gymS20GYy06a2DrvUGM8v+9CzLnn6WNr0RndE6ILtVZ7IOzG4fnH1ukPZ/XzF3/vHUKiUeLo54uTri5arB09V631PriKerpv2+9dbbTcPgUA+uGRqIr8eF45nOaWjRW8NXbVtHICura6G0uoXS2lZKa1ooqWmhsr7tou/5S23r46bBz8OpY/N1d8LPwxlfd+t+F40aB7XyorCscbC+10PriMlk5mBmJc+sSmZLchEpZ6s76nhC+ePfyd6aWo1sPlrE5qNFAPi4a5gcF8S0EcHMHBnCjePCAcgsrGPLsWISk4vYk1Ympx+F6OEkcIlu56xRMTTci+H9vRka7sWgYHcGBrkT4e+Ko4PqJ99nNJkxmsyYzBaMJguNrQaOn61mXXu4Ss6porSmtdu+x7lAVFnfZvNjLf3rYL7Yl9up954fdAxGM1UNbVQ1/Lqa1SoF/p7OBHg6E+hlvbU+diLQywV/TycGh3owKS7wosHmYP3ZlbUHsJpGHQ5qJc4aNS4aNc6O1sHl1vtqnBxVKJU/0vXX/jnW+nU0tRrag6eR+mZzx6lfvdFMY6uB3allfJ9STF2z/ld9156mukHHl/vz+HJ/HgBRIe7MTAhldkIoD84ezP/MjaVVZ2R3ahmbk4vYklxEdkmDfYsWQlxEApewqRAfF4b392ZYf++O28hg944eqcYWA9kl9Zw4W8NXB/I4W9rImdIGzpQ1UtXQhtFkwWgy/6reEdH1jCYLJdUtlFS3/OJrHdVKAr2cCfJ2IdjbhUBvF4K8nAn2cSHIywVvdw06g4mmFgMVta206k206o206ky06IzW+3oTtY06KuvbqGyw9p5V1rdR16zv838WsoobyCpO558b0nHWqLgmNpCZCaHMSgjljQfHAXC2rJEtyUUkJhex82QpzW1GO1f9/9m7zyjLzrvO998dT06VY+dWJ6VWtBXAGOEkYzEGbCNjHDRw1wADjLnj0fIsBg8s7qA7zAXutbEGD+A0xmbAYGMYHGRwULDbbqkVWt2trhzPOVV1ctrxvtinTlV1UkuqUrfU/89aez3PDnXq1K7uql89+wlCCAlcYtNoqsKPXjPAUOUxvv57b+K6nV0bWjvGFys8ObHCF74zwZMTKxwbX2EyV7nif4G+2liOx3S+xnS+dqnfyqteo+Xy1aNzfPXoHB/8xPfY2Z/gjTcM88Ybh3nP6/fwb+4+gGW7fP/UEo88m+Xh41keeTbHSqV1qd+6EFccCVziJTF1lbuuH+Jf3baDt926LRj9VT/GTMTgbx+d4onx4VxDQgAAIABJREFUFZ6cWOGpyRWZY0iILTaRrfDg/z7Bg//7BKaucvvBft5wwzB3HOrnN+45xId+5loAjk8XePh4jkeOZ/nu8Szji5VL/M7FK8Vq94KBdIT+dd0LklEjGD2tt0dPrxtBHTL1DaOpV69b7dtq6Cq6Gjz1qDbXRnyvjgKv1IN6oWoxsVjh9EKZ5+bLzCzVXlGrO0jgEi9YJKTxxhtGePtt23nrLdtIxUxKNYuvfH+aLz4yxW/98V/ymrfedqnfphBXNMvx+OcnF/jnJxeAYCDCTXt7uP1gP3cc7Odn7tjBL74pmIx1sVDnyKklnpsvMzZf5vRCmbGFCtP5Ku4r6BeaeHFMXe30yVztp9l3RqBaPXeuPpoQ9K9stFyatkPL9oI+rvbaYJ6m7VKuW2uDe9r9LW3Xw26XCkpnANLq4KPeVIRdA0kSEYOuhEnYXIstLdtlfDHohnJ6PghhQf3y/LcrgUtclETE4C03j/D223bw5ptGiIUNlkpN/ubhSb74yCQPPTGP1Z4Y8j8qxiV+t0KIMzUtl+8+k+W7z2R5gGD06sFtaW4/0M/tB/u5fnc3d10/RCS09mvBdjwmcxXG5itMZCvUmk6wdJGztnyR1V7KKNM4xdtv2x6MkPV9VCUYTayq7VJRUFU69dVz6rphtL7v4xMM9HA9f2307Zkjce21X+bVhkO1aUvXhDOEDC0ISe3QtBqc1ga9BAGqPxPpzEd4pvWjkE/MlPjWU4vt/XXTwxSaZIsN6q2t7yeoKDDUFWXPUJI9g8lOuXsoyY9dO0gsvPa7x7JdJrJVxhaC5bROzZWIWfNb/h4vRAKXOK9M3ORtt27j7bfv4K7rhwibOgsrdT790Gm++Mgk33pq8bL7C0IIcXF8H56ZKvLMVJE//aeTQPALbbArGvwSG0ywezDJ7oEEu4eS3LS3h2hIJ2So556DrvwQ/+vDP/4yfxUBzwtGLZfrFqV6UJZrQVmsWZ2JfYudSX5bGyb9LdWsy/pnWTJqkI4FU7msTumSiZuk4iEy7eN96fCGQJWKmed8rWK1RbYYhKSnpwo8dGw+mGev0GSxUO+cyxYbl91UI74Pc8t15pbrfOupxbPOD3ZF2DOYZO9QEMJWQ9mPXjNALGzQKH/7ErzrNRK4xAbpmMk77tzJ22/bweuuHcTQVaZyVR78xxN88ZEpHnk2K39JCvEq5ft0RqN+++mzf6Gt0lTlrPUj//5LX+TdP/fOzioHnufjtVuqPM8PSn9j3fV8fD9o2VIUBUWB1fau1TnWQsb61RT0tX5A7ZUWomGDVNQgGTVJRQ1SMZNE1KQ7GWLXYKIz79yFppyBoDVnNYQF4Wz9KgztcnW/HeAc1wvec7uVbvW9r34tAKqiEA3pREMasbBBLBxMhxIN68TaU6PE2vP3dYJUO0TtyP051pfed8FJll3Xo1izyJWCoPTE2HI7MAWje1fD02KhQa7YfNWuJgGwsNJgYaXBd57JbjiuKDDcHeOfvvzXwH+7NG8OCVyi7dqdXfzy3Qd49+t2Ew3rnJor8d/+9im++PAkPzy9fKnfnhDiMuJ6PvWWQ33dYMeWnuGpycKle1PPIxLSNrQQrbYYpdsT/2Y6E/8GkwDvHkyQifeQjpnEI1vbTaLWXOsUXqxZLJWbPDdfJrn7Nj7xF5+lsL51rrqxdU4epz4/34fZpRoNo+eSvg8JXFcwXVN4+207+Dd3H+BHrh6g3nT43LfGePAfT/D42IsPWarqsWvXAPF4mGbTptGwaDRa7dLC817aIsBCCPFCNVoujdbFzSV3JkNXgyC2PpjFzU7/M9+HoPfZ2kTDqy13PlBvOdSaTqesNW3qLZday77g8lhH3vkH/KfPfvAFv19xeZLAdQUayET4xTft45fetJ+h7ihjC2V+8398j09+/bmzZuVWFIWurgS9vUl6epL09qbaW1Dv6U21j6+dC4VynB77xHk/v207Z4WwM/cLhSpPPzXJsWOTPPHEOPl8aatvixBCnJPteMEkvC/DqhLi1euKD1wf/a0/oFU0+K+//+eoqoqiqKiq0i5VFEVBVVRQFJrNBrVapbNVa1Xq9eqG/TPPN5sv/K+prXL7wX5+5a0HePttOzB0lf/9gxn+j//vYY4vtdi3b4T3/us3sW/fMHuvGmZgIENvb5Lu7gSadu6+D6VSjXy+RD5fZnZ2mSceD4LRvfe+n9/6rd+lXG4QDhtEIua6LbShHj7jeDQaors7weHDu/iFX3h953PNzy9z7Ngkx54Y59ixCZ54YoLZ2SXCYbPzOcJhs1Ou1n3fJ58vkcsFW7X68i39I4QQQqy64gPXL+g5wo98lv2KyYoaZlkNk1fCLCkmBd/Axe9MrBYORxgcGCEWixOLJYhG4+cNI6tc16FWq1JrhzPbsfE8F8/zcF0X3/eCuufiuR6+7+F6Hp7r4nkuvu93znmei9e+HkBBCTprtjttru2v1U3N49reErcMFhiINWm6GqetERbZT+JH+/m9t0bRdI12aziW5VCrNZmftpk87dCybKyWTatl02xaNFstmk0L23IxzTDhcIxIuIdwOEo8HKF7b5ixk2ne9/N/AoDneTiOg+s6uJ6L264Hx1xcz6FedqgUXGzbwrYtLKuFZbVoNk/iUyWRcBgeDXHgYC933XUdhnHhf7a+B7ajYVsarqugqn6waT5Wq8nycolcfoV8vkg+VySbLTI2tsipU3OcOjVHNlt8if+qhBBCiI2u6MClKgr3fu5v+NhH/hPf+Zv/xdX9PVzX3YXeHhHSchxOLq3wdHaJp3NLHJ1f5PuzC1SttRnTI5EYsViceCxBrLOt7Uej8Q37mq6jqSqqqqEowfBqwzAJqSqqoqJqGmr7vKooG/Y1VUVp1wHw/XYfgaAM9oO+BCmjxlWR59imjWMoFjW1m4nwHRTMfXiqQdT1aDYtFuatdpAKStt2gtdh/cghBVUNYRgRQqZCOhXcn2azQbNZZ6WwRLPZoNGs02w2eMc7fpY//dP/DoCmaWiajqbp6LqOpmno7X1N09rHgs0wDEwzhGmGiMeTdHUdpLenv3OvS0vw5b/JUigu4vkVDMNDVcLoegTDiBIyY4TCcSLh+EV9/xNhn+R2j327fX7ixxzMsEMo5ODTYGUlz9z8LBPjExw/foqnnn6OEydmqddlSRQhhBAv3BUduDzf5ysnx/jtPQf5+b/+CgCmpnGgt4ur+3q5ur+HQ/29/MiOUe697iAArufx5GKeR2fmeXR6jkdm5phZyrK0lL3Qp9oyuq5x4MAo11+/k+uv38nrrx3gQMTGKC6DouAPDDGtJHj0ZI4nv/1Fjh2b4MknJ5mb27qRh+9579v49Gc/timvFQ5HGR7exsjwDkaGtzMysqNdP0g0GqNUKlAqF8hms536+rLRqAdBzgh1wpxpmp26YZgk4klGRkcZ6B8kne4hHBoEBunNXEvvjXDLjcFAgHDExvXKrKwsMjk1xlNPPcMjj3yfp585GQReIYQQ4jyu6MAFkOzpZ/18d5brcmwxz7HF/IbrMpEwNw0NcNu2YV67bYhfuP4Qv3zrYQBmSmUenZ7nkZk5Hp2e58lsbtMn0VNVldHRHnbvHuDgwW0cPryL667fxaFD2zAVH2an8CbGUZuL1OvwtdMVHvyHZ/mXx557RbfKNJt1xsZOMDZ24mX7nIZh0NXVR29PPwMDQ+y7ag+7du1gdGQHmcwAseghDu2/hkP7f4p3/SwoiovnVyiWsszOTPLM8Wc58oPHmZoeZ3k597K9byGEEJevKz5w/cbH/46vLph8+NNfp7qyQDk/y/LcFNmZcebGT7MwPY3nuhQaTb4+NsnXxyaBYOK/a/v7uG3bEK8dDULYO67ZD0C1ZXFkbpGjC1ken1/k6HyWsULxeedKicXCDA5m2L17kD17gm33niH27Blk585+QqG1uWByuSKnj57gxDNPsC8JIV3lkWeyfOwrx/nbR6ewnZc29ULwKDEYLBDsA6t9xABV0zAjMULROKFINKi3t6mayu3/6v0AeK6N6zh4rtPpv7VaXyttPNc945iD69jUywUa1fKL+hrCsQRGKIzdamK3GrjOxS09Yds22ewc2ewcTz9zlG88tPG8qqrs2LGD22+7meuuu4ZdO/bQ3T3I4MB2utJXcc3Vb+Rd7wiu9TybSjXP3NwUJ06e4LnTp5ibm2J2dpJCUeY3E0KIK8UVHbgUReHN15WoOw7LtTgr1YOs1K7Fdtdm9dVVj3TEIm42CFND90rQKuDWl6hXitQqDWYrdf68UkQr5BlVQuwwIuwa6eGOnSMYSvBaDc9l1m6ypLk04jpuVxhzMElmMN2ZciES2bieVbXa4PTpBZ5+eoov/d1jnD69wOT4AnuT8HO3beOOQ/3Uox6f/sYYf/IPz/LkxAqKohCKxon3pIgm0kTiKSLJFNF4ikgiTSSR7Bw3I1EMM4weCmGYYYxQGN0MYZghNP3FT/T3TAne8L5/96I//kytRo1iboFSfn6tzC9gt5rE090kMr3EMz3EM93EM73E093EMz0Y5sb76boOdquJY7U6IcxuNakWlylkZylm51hZDMpCbg6rce4Rpp7nMT4+zvj4OJ/57Bc6x1VVZd++EW677QZuOHwdu3fvpa93hJ7eJAMDN3Lo4Gvw/bV145rNKjOz45w4eZyJieeYnDrN5ORzEsSEEOJV6IoOXL7v89bXvoNvfvOr/MYHfo5kMkoiEaGrf4DMwDbi3UNE0gMUYj0Uwt242iAoI8EHq2BkHFJDFjsTLj1Jl3TEJWK6RE2PiOniag5mqYqyWCG6UGXvQoW92Ro0PZgH5qs0jRor6jRPOy0ma1VOLq/w3ZPTPDu1TKXuEY4lCMcSHNrRxU/f2MX/9YZhemIKC1WVT57K8Fh5GH/0J/jRf5/iTYkUkVgS9QIjJxvVMo1KiUa1RKtRp1nLBwHEamG3Gu0w0sK1LXzf29A3qdMxHx/f82g1arQaNaxGnVa92ql/6Yt/zetf9yPBbdJ0VE1H09ulpqPqa+VZx9ZfaxjEU92k+4ZI9Q6S7htkZN91RBOps76uWmmFamGZSiHP8vwU1cIS1cISttXEMEMYoQhGaF2obO+boQjJ7n62H7qRcDR+1msWsnMUsrMUFudYmpsgPzPO0tzEOcOY53k8++w0zz47zZ/xd53jPT1JrrtuJ9dfv5vDh69h31X76OkZptUM09e/l/37DuG6a9+zer3MxMRzPDd2gvHxk4yNn5SZpIUQ4hXuig5cAMvLZSxL56mnJp/3WlXVSPUN0j20g+6hbXQPbqNraDvdg9tI9w2dM+gEwaRKq1rCajXwE2DqJiHTIGSYGIbRCRq+qqKjcPtbdG5XFCI0OKSc5FrlWYaULJ6vcJodfN29lmfcLhrxKqpfol4pUszP06iUaVSKNKol6pUSjUpwrlEt0ygXadYqeN7Wr6MV0sBqbt18V2YkSrp3CN00qawsUSut4LkvfaX6SCJFpn+ETP8wmYERMn1BObTnEAdfe9eGVr/S0mIQvmYnyM+Od+q10spZr7u0VOahh47x0EPHgC8GX4Optwc77OK663Zy7bX72bN7H6qapl4zGRg8yNVXX4fvB/9FayX4q7/8Z06dOs5YO4RNTJxibn5KZu4XQohXgCs+cL0QnudSWJylsDjL6aMbz2m6TjzdQySRJppsb4k00WSGaCJFNJnBjETxXGetv5LnBvvtelzX6AobvLavzmsGquzM1FFVaDVDlIrduIUQ2lKeroX/SW9+ieP5JZ7NLXM8v0yhceXMgGw16uSmT2/66zbaIXX+9DNnnVM1na6BEXpGd9E7souekZ30juzk8F3/ilAk2rmuXi6Sn20HsZlx8rMTLM2OU8ovbGgttCyHY8cmOHZsYsPnGRnpaQewHVxz7Q4OHdzPQP926vUIvf1xRkfv4PbbfpzVZXJtu8XU9BinTh1nfOIU4xNBGCuXL9817YQQ4kokgWuTuI5DaWmR0tLiC/7YSEjjzkMDvOamEX7utl30piJkCw3++MtjfOah0xQLDgd6uznY18OB3m4O9Hbz3sNXkwiZnddYrNR4Nr8chLD8MsdzyzybX2a5LjOrbwbPdViam2RpbpITfHPDuWRPP70jQRDrHd1Fz+gu9t/6Y9z4hp/uXGM1G8HHz06wsjDN8sI0hcUZVhZmNrSKzc4uMTu7xD/8w5HOsXDY5Ac//Bf+4P+5n2uv3ck11+ziqqv2Y+jd1Komvf3b2bdvL66z1gJXrqwwPn6SEyePMz5xkvHxE0zPjGPba3PICSGEePlI4LoENFXh5qt6eP11Q/z49UO8dn8fIUOjZbv8/fem+fRDp/nq0Vkcd61FZKpY5p+eW2sNURQYSSY42NvDgb5uDraD2HuuO0QyvNZZPFutbQhgx3NBIFuSILZpyktZyktZxp54dMPxaCLdbgnbRc9oUI7uv46r73jjhsfPzXqVlYUZVtaFsOWFaVYWZqgW8jSbFo26wSc/uXG45MBAhkOHtnH11ds5dGgbBw7uZfvoHnw/Sa0aYmjoMIevvxXfDwZueJ5LfmmOZ599kqNPHOHpp48yOfWczCEmhBAvgys+cO3oj6N5TVRV6Szhs9l6U2G298V5zf4+7rp+iB+5eoBUzMTzfJ4YX+b//fIzfPPYAt99Jku9dXF9kXwfZkoVZkoVvnr6jMdSyQQH+7o3tIq9+7qDpNYFsVy1fs4WsXzt8ln78ZWuXiky/ezjTD/7+Ibjmq6T7huma3CUrsFtQTmwjYGd+zjwmtdv6CtmtRoUFuf44YrOG9//m1RW8lTaAwIqhTwPPzbe7hu2Zni4m0OHtrW37ew/cIDhwV14boKevi5GRt7E6370rQC4bpNsbpzjzz7Bt779LX7ww+/R3ML+d68kXV0Jdu7sp7s7QSYTp6srKIMtRqYrQTodQ9c1fD9YAszzPHw/GEDhef664z6u69JoWNRrTWq1FrVak2q1Sa3WpFJpkMsVWVwMlprKZgtY1kvvlyiEuHxc8YHrB398D5n8X9D6u/dRqLZYKrdYrjRZqbRYKjVZrrSCrdyk1nTwfB/X9YPSC7bVoDbYFWW0N8ZoT4zRvnhQ9sSIhNZu83PzJT7/7XG++cQ8//zUAsvlzZ+UdLZcYbZc4WunJzccH07GN4Swg73d3HvtxiCWrwVBbC2ELXE8t0xOgtimcR2H5fkpluenzjqnqhrJngG6BkeDQRntUFbbvYub3/xOjFD4rI9ZndqiUsh3RmdWVvJ86+llvvLtx6kWvk6lkCeTUDl0cJRDh7Zx7bVXs3vXIXqSoySTuxkaPMBdr78X8PH8AkvLE5w8+STffeTbPPbYE5TLr8bvv09/f5o97bnugnnvBjvz4GUy514iql5vsbJSoVCoUihUsSwHRQmmBdF1rb3oPe0luVaXxlLQdY1oNEQsFiYWC8oLrQtaKFRZXCyQzRZZXCyQa5eLiwUWFgrMz6+wsLDC8nJFWimFeAW44gPXv/34o/yX3/mPfPJPP0p3IkxPMkRXMsxwd4zrdnbRnQgTDV/8bXJdj/mVOjNLNR4fW+ZLj00xk68x296fzte28Ku5sLlylblylW+MbfxFP5RYDWJrrWLvvHo/6cjaL/fleoMT+WVOLq1warnAfLlCvtZgud5gqb01L3JiUXF+nudSzM1RzM0xfuyxzvEPHjnCzTffQjiWaM851kMi00uiXV/deoZ3sOPqm885dYZjW5TyC+TzC/zN9+cofPnrFLJzhJQaO4fj3HT9dezbew1dXTsY6DtMX8+N3Hn7+wmFbXSjSKE4xemxp3jiiccZG1tgYiLLzMwSjrP1I183g2nq3HzzVdxxx0HuuPMg112fY2HxM53zjuMyNZXj9OkF/vJzpxgbW2B8PEs+X6JQqHZC1ma2PBmGTiwWIpmM0teXpr8/zcBApl2m6evPMDCQ5vDhXQwMZEilYme9hmXZLC4WWVhYYX5+hcWFQqe+VhZYWirLiFYhLqErPnD95bfG+WD0Wj7yPx8/7zWRkEZ3IkzE1NBUBU1TggWolaA/lqYGfWQWC3XmV+ob+l69EsxXqsxXqjw0vjGIDcRjG0LYvp4u3nLVbj6QOPuHPgQz7C/VG/R992v8/c//NPlanflKtR30gla3uXKFXK0u80q9SM1ahWatwtLsxAWv03SjE8rimW4SXX2kewdJ9Q2S7hvmqpt/lESmZ8PHlOpVvjo9S+HI9yjlFuiOm+weGWDX8CiDXaOY+k0cvOomrjnwXhKpBqlUk1iiRrkyy9TUHJMTWcbHs0xMZJmYWGR8PEsuV9z0e2AYOtFoiGbTotU6/yCARCLCbbcd4M47D3HHnQe55ZarCIeDgSbHj09TKIT5nf/8h5w+vcDp0wtMTeVe9vBo2w7FokOxWGN6Ov+814fDJgMDGQYHMwwNdTE42MXQUBcDg10MDmbYs2eQO+88RE9P8qyP9TyPlZUq+XypvZVZWldfO94+t1QOFrMXQmyKKz5wXYxGy2W2delapi6VxWqNxWqNb45PbzieDJkMxGP0xKL0RCN0RyP0xiJ0R6P0RiO87ar9dEXC7O/tZigRwzhjfjLbdTshbKFSI1urkavW18pqjVytzly5iiN/kb8ormNTyi9Qyi+c9xozHCHdnmss0z9CZmCYTP8IPSM72XvDHZ3Hl1PARNOjVpjBa9aIGzp9yRS9iQxxLUOIYTStyo2Hm9x9t0cq1SAUDh6z1WpNpqZynUdj2cUi+XwpWBEhZGCaemcLhQyMzr5BJGJ2JiNOJCKd+volrjzPo15vnbWZps6hQ9vQNA3HcTl6dIw/+dg/8J3vHOe73z3O8nKZI0eO8LGP/cNWfys2VbNpMTmZZXIye8HrTFNvB7OudjDL0NeXprc3RU9vkt7eFPv3j9B750G6uxNo55ksuVisdsJYtdqkXm/RaLRotO9zo2F17nlvX40PfOAnzjreaLTW1deOy2NQcaWRwCVesHLLotyyOLV87rmejnz4d7j9l38TCEZT9kajDCcTjCTjDKcSDCfiDCcTDCcTXNPfw4/Ht5OJnN03qWHbHFvM88P5RX44t8gP57OcXFrBkx/Um8JqNshNnz7nnGaKohDP9JDpHyHdP0xX/0gnmCkDwyyHkyzbLtguvuei2j6papLkokFUVfCbFVqlKRRliUSySVe3yc0376W/P00isTZvWbNpYVlOe7OxLIdWKyibTZtKpc7ERJlKpUG10qBcrlOpNKjXW4RCBtFoqLNF2mUsFkJRFP7ubx/jO995hsceO0mtduXMUwfBPG/T0/mLajVTVZVMJk5vO4gF21q9p730WDwepq8vFdzriLl23ztLklX4H3/2axf9HqvVRvB9rTbPqDepVuqUyw3y+RK5XKldFsnny+RyRSoVGdghXnkkcIkt5fuQq9XJ1eo8vnD+v8pNTaMvFqU/HqM/HqUvHmV/Tzc3DQ/w3uuv5lduvQGASsvi6HyWH84vMlUsY2oqYV0npGuENA1T1whpwX5Y11AVhUKjRaHRYLnRZKXeYLneZLnRoNBoslxvUGy2JMSdwff9YETkSv6sUZYQtI71jOykZ2QXfaO7gnLbbjIDo6iqCmoE0vsIq/spqSr5osv3T8wyefJJTj75KONjJ5ibm6bVurKC0OXI8zyWl8ssL5c5cWL2BX+8oiiEwyYPP/Jt3vaTd68LYuY5w9nqgIFEIkI8HiEWX62H6elJsnNnP/F4mHQ6tiGcr9dq2WSzRWZm8szMLDEzHZTT68rl5Re36L0QW0UCl7gsWK7bGV15JlVR2NfTxU1DA9ww3M9NQwP88i2HCZ8xwqvlOLQcl6bj0nKDuu/7pCNhuiLhTl+7M3mez0K1ylSxzHSxzHSpfFa9LhOGbmA1G8yfPs786eMbjmu6QffwDnpHdtI7upuR3QcY3LmPWHcfSv8off2j9P3I3fwIwQ8fxfNw7RZ2s0GzXqFeKVEuLlNczlFYytKolmk2qrTqNVr1KvVykVpxmUa1JI+kLhO+79NotHAdldnZpU197VDIoLc3RV9f6qyyfyDD6GgPN964h5/6qdd0+uetqtdbzMwErXyzZ4Sx6ek8k5NZmXpDvKwkcInLnuf7nakqPnMsWHZHV1XS4RAt16XluFjuhTs7KwqkQiG6oxG6ImG6oxG6IxG6omF6ohGGkwm2pZPcMjLITx+66qx+Z0u1OtOlIIRNtcv19ZUraGmlC3Edm9zUc+SmnttwXNV0MgMjDO64iquuuZmu3kES6W5iiRThWIJoLE4i3YULOD48369Bx7ZYnpsiN3Oa/PQYuZlx8tOnWVmYOWu9UFXTSXT1kuzuJ9U7QLK7n2R3P0dXdN79Wx9DMww0/cxND0oj6C/mtFo4drDIu9PZLBy7RatepVpcDqbkKC5TLSxTLQbTc7QaV17fz83Uatmd1ReeT29vim3behkd7WmXvYxu62Xbth7e8MYbGBzMBK2vbZ7nMTOzFIxGHVtkbGyRsbGFTvnqnArl0lBVjVAoTCgUIhyOEovGiEbjxKJxItEYsWg82I/FNxwPhyMYuoFhmBi6gW4YGLqBoqooKKAoKErQyrq2H9QVhY37qkq9cu4W05eLBC7xiuR43guaLd/3odhsUWy2GHuea1VFYTARY1sqyfZ0km3pJNtSSbalU+zr6eYn9uwkZhobPqbSsjaGsVKZ6WIpaCkrlVms1q7okZme67A8N8ny3CRPP/y1c16jqhp9fYMMDowE29B2Boa30zcwQnffINFEGsf3sXyflh4hMTRCb/8Q6p1v7ryGY9ssz01SzM0TS3eR7Oknnu7Z8IsWoNWoUXEUosk0rmPjOg52q9mu27i23akrioJumOihcFCaIYxQmEg8hR4KEY7GiaW6NkxYu8pqNTYEsFJ+kWJ2jkJuLliXNTuH3ZL+SJthdYTlD3947nVWDUNnaKiLbdt62b69j927B9i1e5Dduwf4ybc1NW9eAAAgAElEQVTdQn9/ZsP1S0tlxp6bZ2I8y+TYApMTOSYnskxN5sjniqiKgqYqqEqwaYrartMexa6gKQqO59F0XJqO096e/w/Ey4lhGCQSaZKJFIlEimQiTSIZ1FPJ9IZz8XgyCFZmEK5CoQihUAj9HP83ziUYBFOlXq9Rr1dpNBvYtoXj2DQadRzHxnFsfN9f2/DB9/F9ztgP6r7vgw+e7/FTP/W2Lb5bFyaBS4gzeL7fmbPs0Zn5c17THY2wPZ1ke6odyNbVXzMySFc0suH6luMwU6p0WsnOfGw5U6pc8SMyPc9lcXGWxcVZzjVJSyQSY3BghKGhUbZv283BA9dz+NBh4hGTuu+zVK0yW8gTM3Qi2/fgNGq0cvO0ZidQHAvd9wgpEFE1MuEIN998K7FICMsCW/WxcLA8H1vxsXCxfBvbtbDsFq1ii1qtQrFaplItU6mUqVZL7XoJ27aIxFPt+dC6iafbc6Ol2/vtOdL2HL4dM7zx30a1uEIxN8fy3CT52QnyM2PkZyconKO17kqlKBDSdMK6RljXiRh6p+9mWNeJ6MH+6vmQoRHRjc5+WNcIGwaR9sdGmjrRUw3CE9PY/zLPlKGzZJokIiGipkFY10kqCjeicCMAg7BzEHZu3tfUsO11Qcyl5Tg0bIe6bVO3HRq2zbbHH+XBt72hs19fd75u2+uuD441bYdGu2uF7blYroftBiWaTjyeDAJScl146gSpFMnVAJVcOxaJnHsaIADXdSiXS1QqJcqVIoXiMq1mg1arGWxWa63eamJZTZqtJrVahVqtSr1epdYOV7ValVarsaVdBd75c2/cste+GBK4hHgRluvBpK9H5889ECBuGmxPp9otY+2Wsnb9DXt2MpTcOIu55/nMV6rtIFY669Gl4kpfk0ajFizEPXGS7z78DSB4lDA6upOrD97A1Ydu4NChG9i2Y/9ZH+u6bvuHe7XzF7Si+BSLy5hmiFAoTDyexDRMDNPENEKYZgjDMDFNE8Mwz3rN9SyrRalUoFQuBOX6+vgzzKw7ZvugRxNEM91k+oZJ9wdTc+y45mau+7Gf7LymY9usLEyRn51gaWac3Mw4S7PjLM1N4libv0IFrAWb1UEoa6WOuWF/7XhI0wgZGt2Tz/Ebt9204fz6QSympmKo7VLT0FUVQ1Mx1GDfaO+vvu76AHVmf80Xym23Mq2GlOa6cNNwHIrNFk2n1Ak2DScIL812cFEUlVQ6SrorQXdPgq7uJN29yWAEZ28KM2SAAqjBYy0UqFSblMo1ioUa1UKNRqVJq97CrlvYTRvXcvBaLr7jguOjeX4nTCbDIQYScaKlFd68b/eGQPlS+ICvaHiqiq8Em6do+IqC44PtF3Bay1hZF2vOxWq3ylm2TdOxadoWdduibrVo2hYNx8LBx1UINhUcxcfFx3ZdGo5D3bWpOy4t18UwNJKpEAODISKRDNHowNkDK6IhwmGz86gw+HepdL4Gx3GDqUVqzc4UI7XaxmlhahvOrdU17dL+UasQfA8uS0eOHOHmm29+1XyeK4Xcz+dnahqjqcQ5A9n2dIqRZPysfmT5Wn1j61ipzEK5SrZWJ1etka3VKTW35hfxK0kqlWFwYGTDX87N5tn9cV7Iv1NV1YjHEsQTyaCVIJ4kEU+RaO8nE2mSyTSpVIZUKkMymSGVSpNKZs77mq7rUK1VqFYr1KplqrUq1UaNhudjaTpeKIwaTWAm04STXSjtx6K+51FaWiA3PUZ+ZrVFbJyl2QmatY2DTqKGwUA8GP07mIjTH4919oN6jFQ4RNw0iZsG8dCFg+ULsTqIZX0/S8fzsF0Py3WxvaD1xW4fsz0Pp90a03DWQlGr3QLUdJzO8Za99oiuse78aivRmY/wztd6rChKO1SHOqVphjANo1PvHDdCnfC9/pxhmGQySdLpBMlEnHg8SiwWJRKNEAkHj9ZMM4Su66iqjucpeJ7SXnNTwfcUfD845vkK+Mo532v7m4/quWiug+oFm+Y5qO19nCbYDfBa4FrgWai+jeI7qL6DioOKi6Z4aHjoio+meOgKaIqChoIGqCioPqi+j+KD4gGuB64PtguOB7YHL2T9YVUBXQ1SRzuUrpa+otB+GIjr+9iKhqOoeIqKq2q4ioqrqriKiq+qoKmouoaqq6iGhqoptJ/loqiApoKy9t46d9Q0GPqJD1z8e34RLvRz5SX92fBnf/ZnvPWtbyWXy3HNNdcAkMlk+MIXvsCOHTuYnJzkHe94B8ViMNv0H//xH/OWt7yFer3O+973Ph5//Pyzuwvxama5LmMrRcZWzj0Tu6ooDCXinUeVv//h+/nK5z7LtlSSA73dvHHPTqLm2f0imrbTCWC5Wj2YvLZSY6FaZbFSY74SlIvV2qv2EeZqC9Nm8jyXcqVIufLCZs5XVY1EIhkEsWSmU8ZiCeLxJPF4gngsSSwWJx5PMjI40t5PEIuttYJ6vk/D96l7PnXPo9E/yEjvAPUb78Rb99d/yG6QbpTpbhYZaBbpt0r0NEvEnEbnl47r+5Rsl5WWw0rLZqJlU6tUqVk2VcsKWn0si4ZlUbeC1ox6q0XTtrFcPwhIvo/t+tj4WK6P6/v8xWc+yzvufTeO52MDmqqhqAqqqqEqanttSRVFUVE1dcMxVdVQFAVN04LzioKqaWiajmFEg1bHeChogWwHnqRh0LMu9AShyNzQKrk+TJ3rmovtW3Thfxsetm1hOza2FfQ3smyLYsEmb9ew7WJw3rZwHAdwUTXQ2pthKJiGimFqhMMahqFimCqmqbJ793ZyuXlCYZ1IWCcU0oLrQxAywTAVNN1D04JNVcG29eAxua1h2ya27WDbLrYdzHfXWl9vrZ/7zu7s2+c8d/ZceVbLDsKX66MpYXQjimlECJkRImaEcDgc9OMywhihEIpr4momnhbC1UN4RgjPCOObYfx1JecZUX7RzvMkvqtx9ij4l9NLClyf/OQn+ehHP8qnP/3pzrH777+fhx56iAceeID/8B/+A/fffz/3338/b37zm9m7dy979+7l1ltv5eMf/zivec1rXvIXIMSrkef7nWkyHmGOD+45yK/8/dc3XNMTjTAQj9EXj9IfC8pgP0ZfLMpwMs4NQ/30xaLnnBIjX6t3wld2davVya47tlityQjMl8Dz3IsKgKqi0BON0B+P0htrfz8TMUbSaYZSKQYSMXbEovREQqRNHbUdsjwUSmaMpXCKbDhDPpxhOZLmudhujmtrP9513yOGT1RVCWsaUU0lqqiEFYgqClGg9yV+reUW/I+/OPeAiK3gODa2bWHZFpZldUKNZbU6Zb1epVgqYFstrHOct+0gHNlW0FfPslrrzm+8dmPd6ryeu4WP+48cOcLtd/zMec8HLXQamqZh285LWppKURRC0TjhWJJIPEkkkVyrx5NE4inC7Xq4P9jviicJxxJE4mcvJbXKBda3L7uOTbNepVWrBmVxiWatSqsebM16FatZx7WtzoCW9aXnOhv6eSlK+zEuBCMVg4MbHkOuXvd///5/edH3ZzO8pMD1ne98h+3bt284ds899/C6170OgE996lP8y7/8C/fffz/33HNPJ5h973vfI51OMzAwwOLi4kt5C0JcsVYXDSd34es0VaE3GmUwEWcwEWMgEWMoEWeg/UipLx5jT3eGwXjsnH1lHDcYEbq2UHl9436t3nkvy/UG+dqVvZC5piokTJNUOEQqFCIRCuq9sejGQBWP0heL0heL0RONoKpnP0qyHJdsLWilPLW4yLerNbLVOgvV6rpgHCyL1Thj3cNEVy+9o7voHVmbmLZnZCfxdHfQKgE4VotyfoFKfoH6Sp5mpYBdKePUKvhWE8MwMNqtRZqm47kuvu/heT6eF9Rdz8P3PD784Q/zO7/7O3iui+f7+J6H5wV1z3PxPA+vfe1Zx3wP1/Xar+3ieX77WNB/aDXsrA9MshB3MCovmEvMwTDDxFKpdmiKE44lCEUThKNBPdhfrceDc7GN59XzLPEEwVQsjWqZZrVMo1qispIjP32aRq1Ms1qhUSkF9VoFq1HHtprYrWBzrBZ2qxHUbevlu0Fn6Av/3iX73LAFneb7+/s7IWpxcZG+vj4AhoeHmZmZ6Vw3OzvL8PCwBC4htpjr+Z11MR8//9KKwNo6mav9e/oTMfpjUbqjkc66mQd7e+iJBfOYnSskANQsux3A6uRra+Fsud4gX6+zUm9St21s1wv69azrz+O43jn799iui+P5nb5Am83QVJKhEAnTJBkySYRMkqFQUA+b7eOh9vGN9VS4HaxCoeftB1VpWWSrNfK1OmMrRR6dme+sJZqv1snW6uRrwZqixZfQJ291pYDxY9/bcDwST9IzsqsdxnZ26qPX3rph+gzHtijlFyhk5yhm5ygvZ2k2m+3WiErQOrGupeK3zH/PP331iy/6/b4S6WaoM1WIboTQTRPDDKObZmdfN0LooRDG+v32x2m6gbo655umr9V1HVXTObKs856PfBxVWzc3nK539s1wBDMcxQxHLxiWVjVrlWBrf98qKznyM2PBsWqZRrVMo1amUSkFIarWDliVErYlLd0v1cs2SvHM5j3gnMM/f/EXf5Ff+qVfAuDQoUMcOXJky9/bgQMHXpbPc6WQ+7n5Lqd7agHzwLzvodk2utVCt1poVgvdbqFbFprVJGFZZKwW+9rndbuFtkktX3YoTCuWCLZovFO3onH89b94fB/damE06hjNOmaz3qmnnniEyn/9CKpjozk26kWEOB/wdANXN/B0vV0G+65hUNd1qrqJu3rOWKs7ZhgnFMJvP+qLAjva2+XA9W0arkLDgbqr0HBV6okRGttHqbsKtneBztzAPy3A737pGLoKhuKjq6AroKs+mgKdfs34qO36al4P+k/7Qcm6PtVn1M/VRdtfV7ngeYL5+FzA8xU8P+gDHpQKHmv7waasnWfjvucHj3NfGh+V9sDG9tepKqC274UKKGaYm255bXBu9drVcwrtzu5+u/O7g6767Xu+9j1Y/71QFBPobm9Xnkv9c3TTA1c2m+08KhwYGCCXC553zM7OMjo62rluZGSE+fmz5zj6xCc+wSc+8QlARim+Usn93Hyvlntqahrd7dn9w7q+YToAQ9XQVWXDMb19fP30AWFdY3s6xZ6uNHu7uxiKr80e7Xl+MHqzUqUvHmMkGSekb/wx17QdZssVjL37+MpjRyi1WlRaFuVWi3LLotIM6hUrWKR9/bmadeUu8aTpOqFInFAsTigSbz+Waj+6isT4d//nh/jzT32GcPSMayJxjFC71ccMY7Qnjr0ceK7bXj0geNS1uoKAvX7ftoLz1tq+bTVxbTu4rr3igN1ejWDtY9atStDet63Vayy8i+j7deTIEW5+/Sv///3l4uX4OXqhQLfpgevLX/4y733ve3nggQd473vfy5e+9KXO8V/91V/l85//PLfeeiulUkkeJwpxhbFcl4VKjYXK5i15kwyZ7OnOsLcrw96eDHu6MgwkYhyZXeBvyxVmShVmS2VmyhVmS5XOCgVHjhzhF/7thzbtfbzauY5DvVKkfp6Rmnv+82/y9U/94UW/nm6YKKqGqmnB6MVOXUNZHb2o6e16cAw/mDpgdSbxwOps4mvngmL12LqZyL11AcuyZGJZ8bJ6SYHrc5/7HK973evo6elhZmaG3/7t3+b3f//3+au/+ivuu+8+pqen+dmf/VkA/vEf/5G3vOUtnD59mnq9zvvf//5N+QKEEFe2csvi6Hz2vJPQisvTpew8LcSl8JIC17333nvO43fdddc5j//qr/7qS/l0QgghhBCvSC9xdjEhhBBCCPF8JHAJIYQQQmwxCVxCCCGEEFtMApcQQgghxBaTwCWEEEIIscUkcAkhhBBCbDEJXEIIIYQQW0wClxBCCCHEFjvfeqCXhVwux9TU1JZ/np6eHpaWlrb881wp5H5uPrmnm0/u6eaS+7n55J5urpfjfm7fvp2+vr7znvev9O3IkSOX/D28mja5n3JPXwmb3FO5n5f7Jvf01XU/5ZGiEEIIIcQWk8AlhBBCCLHFNOAjl/pNXA6OHj16qd/Cq4rcz80n93TzyT3dXHI/N5/c0811Ke/nZd1pXgghhBDi1UAeKQohhBBCbDEJXEIIIYQQW0wClxBCCCHEFpPAJYQQQgixxSRwCSGEEEJsMQlcQgghhBBbTAKXEEIIIcQWk8AlhBBCCLHFJHAJIYQQQmwxCVxCCCGEEFtMApcQQgghxBaTwCWEEEIIscUkcAkhhBBCbDEJXEIIIYQQW0wClxBCCCHEFpPAJYQQQgixxSRwCSGEEEJsMQlcQgghhBBbTAKXEEIIIcQWk8AlhBBCCLHFJHAJIYQQQmwxCVxCCCGEEFtMApcQQgghxBaTwCWEEEIIscUkcAkhhBBCbDEJXEIIIYQQW0wClxBCCCHEFpPAJYQQQgixxSRwCSGEEEJsMQlcQgghhBBbTAKXEEIIIcQWk8AlhBBCCLHFJHAJIYQQQmwxCVxCCCGEEFtMApcQQgghxBaTwCWEEEIIscUkcAkhhBBCbDEJXEIIIYQQW0wClxBCCCHEFpPAJYQQQgixxSRwCSGEEEJsMQlcQgghhBBbTAKXEEIIIcQWk8AlhBBCCLHF9Ev9Bi4kl8sxNTW15Z9n7969PPfcc1v+ea4Ucj83n9zTzSf3dHPJ/dx8ck8318txP7dv305fX995z/uX63bkyJFX1ee5Uja5n3JPXwmb3FO5n5f7Jvf0lXc/L/Q55JGiEEIIIcQWk8AlhBBCCLHFJHAJIYQQQmwxCVxCCCGEEFtMApcQQgghxBaTwCWEEEIIscUkcAkhhBBCbDEJXEIIIYQQW+yynmleiM0S0jWGEnGGEnGGk3EGE3GGkgkG4zFCuoaqKJ1N6dTpHANo2A4N26Fu2zQch7rt0LDtzrG67dBcVw+uCc4XGk2WGw1ajnuJ74QQQohLQQKXeNUZSsR5y75dvHHPTnZl0gwl43RHI2ddV7ds5itVmo6D5/vrNs7Y91EVhXQ4RNQwCOs6UcMgYuhEDR1NvfiG4rpls9xoBAGs3uwEsWC/wUqjyVKtTq5WJ19rkKvVqdv2Zt4eIYQQl4AELnHZ0FWVrkiY7miEVDhErlpjqlTG9fwLfpyiwA2DA9y9bxd3X7Wbw0P9AEwUSjydzfPw9BwLlSpz5SrzlQpLLQcnnCCS7qWvd4BwOIKuG+i6jq4bGIaBphkYpoGu6eiGgYKC7djYtoXdtILStrHtGr5jobg2quegeS6a56J6LprvYuChug5hXCIqJLQguHVHwmQiYfb3dpGJhOmORDB17ZxfX82y0f/5K3znX99LvhPG6mRrdfLVtf1crc5yo/G890sIIcTL76IDl6qq/OAHP2Bubo6f/MmfZMeOHXz+85+nq6uLo0eP8p73vAfbtjFNk09/+tPceOONLC8v8853vrOzAPX999/Pfffdh+u6/Nqv/Rpf+9rXtuwLE5eQ79Mbi9IVCa/bImSiQT0TWV9GNoSsMzmux2SxxHihyPhKUI4tF5golNiZSXH3vt28+apdDCbiuJ7HYzPzfPjr3+Ybk3PERvczOrqTvp3X0Nc3xJ19g/T1DpJMpi/49m3bwnEcHMfulEAQxkwT0zAxzbPf68VqNGqUykVOl4scLRcplQuUCwValRJevQT1CrpVw3RaRH2XlKnxvnf8DKXW04ykEhwe6qcvFsXQzh3QVuoNlusNltZty/UG+VqdpXqDXLXOXLnCXKVKodF80V/Hq5GqKHRHI/TFovREIyRDZufcaoz1fX/DvuN51CybWvvx8Wq9ZtlYrjxCFkIELjpw/fqv/zrPPvssyWQSgAceeIA//MM/5Atf+AIf//jHue+++3jwwQe57777KBQK7N27l3e+85088MADvOtd7+LAgQO8613v4tChQwwNDfGNb3yDq666Cs/ztuyLE1tPUWB3Js2NQwPcMDzAjUP9XP31LzL3oV8+5/Wu51FoBI/SVhpN8rU6p5ZWWG40WKkHj9eWaw1KrRYD8Th7utPsyqTZ3ZXm5msGyUTCG16v1GzxtdMT/OPJcR7LFdl3+DbueOMHeOCG2zqhqFotk83Ok83N8/QzR8nmFshm58jlFsjlF2g06meFq4uhaTqGEQQwwzQxDBNDN4KyvZmmQSQSIx5LEGtviUSKVDJNsr0NDAyTTKTPGwRbrSYnIiZT9T4eX1miUFhiZXKJVimL0iijtWqYdoMILilDpycWoScaoScaZVsqyQ1D/fRGo+dsQatbNnOVKnPlCvPlKvOVKrPr6kvtkFZuWRd9Xy53OzMp7tq9g6FnjvLZn3krvbEofbEove2QparKpn0ux/U64atm29Qtm7q9FshKzRbllkWlFZTllkWp2aTYbFFoNCk1WxSaLYrNJrYrPyuFeCW7qMA1PDzM3Xffze/93u/xwQ9+EIDXv/713HvvvQB86lOf4iMf+QgPPvgg99xzDx/5yEcA+Ou//ms++tGPAnDPPffw+c9/HsuymJyc5PTp09xyyy089thjW/Blic2WCocYjMcYSMQYSsS5pr+XG4YGODzYR7odgpq2w7HFHIXhHfzun/x3Vtp9klYaTQqNoF5qtVBVnXg8QSKeIpFIkkpmSKW7SPVmSKe72JnqIh5PUiwu8+ziLN9cmGXhyWMsLMygOU12d6XZnUmTrdWYdDRufc2Pc8cH3s0HDlyPqqosLMzypb//Sx5+5CFOnz5OrV7dknviug6u69Bs1jfl9VRVJZlMk0n3kMl009XVG5SZXn7+3e+hVq8yODjKoYOHSaUyqOfoO1av11gp5CkUlhlbybO8kmd5LsfyyiTN8gpetYRp18joKkPJOMPJBMOJOEPJOK/dNsxQIkZIP/vHguW47dayIIAt1da1nNXrLLX7m+WqNXK1OoVmE/9FPNkM6Vo7LEbojkbojkTojq3t90QjdEUiLFZrPL6Q5YmFHMcWc1QuEAgTIZMf27mNu3bv4K7d29nTnQHAnZvk8GAfuVqd55ZXeHh6ttNvbvURbbnVCpqy2hlMaVeUdZnMUFVipkHMMIiZBpF2ubof7ZQ6McMg2j7XH4uRCJkkQybJUAhdu3BfwJplU2w2KTZaFJrtMNYIwllxXUgrnuNY1ZJ+gEJcahcVuP7oj/6ID33oQyQSCQC6u7spFou47eby2dlZhoeHgSCczczMAOC6LqVSie7uboaHhzeEq/UfIy69wUSMA73dHOjtZk93hqFEnIF4jIFEnIF4lIhhbLjeclyezOb5wtMn+OH8IkfnskzVWmzbsZcH3/chODzB9niKQ/EkiUSSRDxFvF1Go7Hzvg/btiiWClQrJa65+kbS6a4N52u1KguLMywuzvGm4e3s2LEXgFOnnuZTn/ko3334G4xPnNz8G/Qy8DyPYnGFYnGFicmN5/71L/0sH7r/vs6+qmqk012dQNbV1UMm00NXpoeuTDeZTC87duzlxhtuIx5PnvW5qrVK0OqXneP7uXkWF+fInp4hl537/9l78yhJrvrO9xMRmRGR+15LV/UqdbdaQiAJbSCDsMBICNssIxvmjAfh5wNjD8yMn42H5c2zGYONmXk2eMaMn63n0RGMPbKMh4NswFiDkEGWJbU2UGvrfak19y0iMvb3R0RmVXVV9SL1JnV8zrnnLhFZmXkrM+Mbv/v7/S52t0Had5jIpALxE1p+SskElbC+anIsEERrBCNAYNmp6TrVvk5N12nqS8LbdF2KiZUialinly3hHc9wqbQ1MHndeJl/edUVo2P7Gi2eCQXY0/OL9EyLt1+ymXdcsoUbpzcQk0T6psVDh47yXx99iv994DB/8Z3vct3116+Y02A+yxSL4xSnK0xm88RiMSQphiiKSJKEKEorakEQcBwH13FwXBvbtmm5DlXbxnUdbNvGsW1cw8F2bBxnEC5b26EfoIXt2MQ8D1WEhOChCj4pSSAZ+vwFRSWvKhQSKjlVYUMmza5KKegrygktc47rjQRYe2DSNAwWehoLfY35Xp/5XlAHfY2B46z7tyIiIl4eJxVc7373u6lWqzz11FPcfPPNAAjC6i/20K9hvWMnesxyPvKRj/DRj34UgCuuuILdu3ef7CW+Ynbt2nVOnue84/vEBzpqr4va76D0u6hhkZYtpbmxOLaawFZUHCVBT1FpKSq2ksBWVWw5gZlII/gy17gib3AlPuxK+F5wh24Z8PN3/CKC4CMIPoS1IIa1MAjHGJ0jCB6CGHweCpUEkAhfchfPE/E9Ec8VictxsrlL2bF9B4LoI8UNYnGHa67fxDXXf5h/8+8+fK5n9ZzwSj6jvt/F9wR8X8TzBHxPpCDL5HLb2H7ppXieyMiEs/QoBNFDEHxEcakd/A89+qKPJvgc813ijoVkmcTNATHLJGYNiJkDZMtkizngUmuAZNvEbAvJshDwcWNxHFnGiSu4soIjK+iyTC8etIOxZcfjMoQWPQWoAs2BQaLbItFtU+m0+NnpaX7O0Ja9AzByBRrlCXrlCfRCiWlB4k5X5BecGEq8wA++/1w4N0FZPQ+rZnNlVwjHfOH4wTNI+B2CFbUpQBWfmgDgEXNsJHdAzLGIOSYx1yLmWEhhX3IsirZFxbGJ2YPg/2UOEP3VS5VOLI6jqEGRVRxFwZZV3LiMJ0l4sRieGMOLSXhSDE+KsW3DBE89/EO8WAxflFaaASNeFhfNtekccb7n86SC66abbuJnf/Znuf3221FVlWw2y5e//GXy+TySJOG6LtPT08zNzQGB5Wrjxo3Mzs4iSRK5XI5mszkaH7L8Mcu56667uOuuuwDYvXs311133Zl6r+tyrp7nXCEKAlvy2cBiNVYeWa4uKxdXWBAW+xq7aw1eqDXY3+qy6Ip04ymEVIF0Jks2kxtZprIZgXRaJZOJk89lSbtLVpNjM4c4cOBF9h94gX37X+C//tEfcMMN156Pt/6a5Wx/RlOpDBPjGxgfn2J8bAPj4xsYHzJ40gwAACAASURBVNtAsRhYz4qFypqWSdd1aLWbNBsdao0qjbDUG4vU61UajUUazRrdbhvP8xAEkAQRZ5nvpqoml6yg4VJzYA3NksnkSKezpNNL/VQyTb1ZZe/e59i77zn27XuO+YUZAPKqwhsmxigkVH54ZIaGblAsVrjujTdx7Rt/gjde82YKhRIATVPjuef30GzWaTRrNJu1wD+uWafZqtFs1ul0W4H1ynXWvEFcC0EQQqtYEPkaj8WRhhGwsfgoIjbw8wt8/mKxeOALGPoDqoqKoiRQFBVVDWslgaKG9bJxRVaXjadQ1TKsbyhc8b/rdFoMWlXcbg2/30I0esiWTsLVSfoNMiLk4iJFJU55jaCWFfzw73jdsm7ftOhbNn3LQgvrvmWP2oYT5LUbLK+H7TCP3fCY4SyN9S2LlmFeFAEJr7Vr0/nmXMzniQTdSQXXZz7zGT7zmc8AcPPNN/OJT3yCX/iFX+C+++7jjjvu4C//8i+58847+eY3vwnA/fffz5133smjjz7KHXfcwYMPPjga/4u/+Av+4A/+gA0bNrB9+3Yef/zxM/H+LlokUeCSQj4UVqWRsNpZLq5YApzt9nip3uKv9h6h5kt0Yyms7BiZynYmr/lJpiemeH2hvOrvu65Dr9el1+/Q63XodtvMzR2h2+tw5MgB9h94gYOH9mIssyoAiOKFm5Ygkc6SLpRJ58thXUSUlr4Go4vqMBJtWHselmlgDXQsQw/qUTscHxh47qtzKUbTehw4+BIHDq6/HKuqyZH4KhbLlIrDeoxCscz42CSXX/aGkaBZjuu6dLot2u0GpmmSTmdIp4Ll5lgsvsazBXieR7/fpa/16Pc69Ppdmq06E+NT/Pwdv0g8HiiLbrfNvv3Ps3ffc+zd+xyzep+f+4X3ce0bf4JLtu0EoNmqs/vJh3niyX/kyace4bvf/TYf+7cfeIUztxrf98OlwvPjNyUIArKsoCiJQLipiZGASySS5LJ5crkiuVyBfK5ALlcI+pumyeaKZLP5kX+gHpZ5QPBcPKOPZ2q4Ax3X1PFNA982wTK4ZPMmDrz4PKIbpklxBCRfClKrqB4p1aco+CgiqJKIKorIkogak4idRi67IYZt0zLMMLAgXC4N/dc6g8Eo2KBtmCt831rG4DUVBBLx6uFl5+H65Cc/yb333svnP/95nn76af7sz/4MgD/7sz/ja1/7Gvv27aPZbPLBD34QgOeff5777ruP559/Hsdx+NjHPhZFKJ4ihYTKjlKBHaUiO8oFtof1jlJxReTZTE/jmG7y9zWdTjyNlSkjjW2isGMzlfI4O4Ad4bm2bbEY+u488sj3WFicZX5hhoWFWRqNKr1+B13X1nw9FzpxWWXLlddx6dVvJj8+RTpfGomsWHz9i/uZwLZM7JEAC8WYoWMaGnqvjd5toXeX12G712ag9c7qa3ulDAY6c3NHmZs7esLz4vE4xUKFUmmMcmmMUmmMfL5IPl8inyugqknm54/R63fp9zv0el36/e6Kfq/fpdfroOv9dS1L8XicrVt3snP7FewIyx3vv3MkwizL4tk9T/And/1ndj/5MAcPvnTKVqpXM77vY5oDTHNA92U8XhRF0ulcKMwKSyVbIJPJocgK8tCypgRtVcmTGd/BQldEURRUNUlCTRJLJPFFERuwgfV+UQTPw7V0bF3DMvo4Ax3H1PFMHdc0cEwDx9CwBxqYBqJjIrsWsu+QEHySksB4KsnOcnHk83aihMSu54W+bEGQQWuZIGvoBgt9jWpfD2stDKCIRNrZQBAgqwT/s5yy8v92/Kq07bqjpNDeq/C7LLDKKeHC4WJZUlRjMTbmMmzKZdmYz7A5l2NTPsslxTw7SgXKqeToXMfzWBg4NDyJrpzCTJcRK5tQJi8BeSllgus6VKsLLCzOsrAws0xQzTC/MEOzWTtrgveVzKeSTJPM5lGTGfrtBv1W7ZQukvmxKXZc+xa2v/EtbL3yOuKKijUwaMwdpt9qBH+rXQ/bdfqtoGidJk5oiRh9ucOGsMwXR5Qk4moCWU0GJZEctRU1iZxIEFcSK8aX2gnUZIZEJksyW1xX9LmuEwiwTot+pxG8vnaDfrvJJ37143ziV//NaEzrtvCjG5ZVxONxtmzeTiaT5bnnn8E0188zdvznVEmkyI1tIF+ZJD82Sa6ygVSuSFxRicsqMUUJ2wpxJUFMVojLClIsju/7eK6D53l4rovvuXiui+cFxXe9pbbnrX+uGx4ftYNx17ZHFlZ7mUV1KOgtM6htc+mYPTDwvHO37LbW914QhJFlLZlMkUykgnYiRSKZIqEmSSSSqGoirJNrjiWTaXLZPOl0Fmmd/HN9rUen3aTVbtBuNzDaDex+C0fr4g96CKaOZJvEXYuE4JFTFQqqSn6YF1BVRu21xJrpOCsidIcRu0OLWS9M79EzbbqmGfQta3Ts5SyBnstrUzIep5BYmpOCqlBIJCgkgoCNrBpE0+YUmYyihNG1MllVIasouF6QAkW3nRXpT4K2g+MFc55VZPJqEPgxLKeL5/lBTkFNC6OjdRY1LUgI3V/Zr2nGKAjkXC0prvccF32m+UQ8hmhblJIJYqJAXAzM23FJDGpRRAr7nu9juy6W62E6DpbrYbkulutiui6266HEJBLLtn5JxGKoYZ1TFaZDYbUpl2VTPsvGXIbx9ErfGM/36XgCHUFmUckwky4jlaew0iVMJYsvinieR6NRDYTUvv0s/PAhFhZCUbU4S622gHuelrd8P7h4JTI5EukciUw2rMP+cWPJTI5EJk8yk0M6bnnJMg1a8zM0F47SnD9Gc+EYzfmjNOdnyI9vYMcb38qOa99CZeM2AOqzh3niu3/F3id+yJHnnsRdI6+WIAiUShkmJ4uM79pGPL72D/hyHMej3zfo9wf0enV6cwb9voFpnv6ykZxIkswUSGbzJLNBnRq1C6RyRdL5Ehsvu4p0oYSsJPhxGz702f939Dc8z0Pvtui3G2jtBnq3jdHvMtC6Qd3vovc7oYBronWaDLTea97CY9s2+/Y/f8JzktkCO659C891JP75Z/6QXGWS/NgGEsdFczq2Rb9VxzYHgeXSDESM3m1jmwaOZWKbA1zHRhBFRDGIXBTCCEZRFBFECXHYl6Sl8yRp6Vg8jijFwmMiohhDkJb+nihJSLH4SPCvlQ5k3fmwzFUiTe+20DrN8LPTXGqHnxO92z5jS+O+7zMY6AwGOq1W/RX/PUEQSKezZLN5ctlCaDktUsiXQgtq0J+c2Ej+sjeQzxeRpNWXuSCCvkmzVeeFYW67Vp3mbI1m/RB2r4lodFAck7FUYpSjbRixW04muGbDBJVkYpQW52SYjkPPXBJgQzHWN61AoFn2KB9bLyyZ6jxv2rgh8HmzHXyC64Mfbj/mE7SVmERGlkkrMmk5TkaWSSlBnZZlMkpQp+U4GUUmFZ6TD0VmQVXX3ekCAoHTMVfmjGsYAw61OqPXLgoEaU9G6VGCNCiFrEpKjiOJIp3BgM7A4mCrHS79hsU0aRsmPXO1b97yX6xELEYlHeTNG0slGU+nGEsluXZqgvF0kGZlLTTLpq4b5J/44Sn9r84WF72Fq/bpf/OyFPYrwfKhL8oM5BRuqoCXKmAqGUwljamkseQUujlY5nhcpVqbH1mn5hdmqFbnzpuPyPEUJqaZ3LaLDZdezuS2Xex645uwvfUjlKyBgdHvYPQ6Yd0Nl9vaGL02WreNqffIFCoUJzdSnNxEcXIjhYmNxI/L8O7YFof3PMG+J37I3id/SHM+WO6anCzyUz91Fdu2TTA5WWB8osDkZDFoj+eJx8/MvYZtO6EIM+j1AhEW1ANazR71endFqdU6zM42mZ9v4pziRtZyIsnfP/gPfOj/+CipfClcIi2RzpWCfqFMMpNDTWdRU5k1LzCwZEHTOs2Rha/XqtFvBnWvVaffrNFv17EGxhmZnzOJIAgkswUyxQp6t023sXjKjy1NbeGy69/GzuvfxsbLgnxtMcFn9tB+2rU5OrV52tX5oB3WWrtxQQrUmKwsWVFDERaIscSKsZXHwn4iRSpbIJUvksqV1rW2at3WyLqqhWKs325g9DvY5iCwoJkD7IGBbQXtv77vL7nt1ndimwMca3BBzN1QoOXzJQrhsnaQNiVIoVIoVijmSxRC30RZXnnBdl2XZrNGtTYfBISEue2ajRr1RpVms0qn08Ib6KgiZJVA9GQVmYwcWIQy6rC98tjQSpQZllAwnQ0GtkMvDFroh2Kvb1krcrm1li+tHrfM2jVNfD9I9pxKpkml0mEi56BOJtPg+5jWANM0MU0jXNY2Ma0BljnA833S6QzZTGCpzGRyZMOgmEwmFwTIpDLE43EQBASE8OZCQBAERFHAdT26vTaddpN2p0mn0xrVnU4TU+uiuBZFJR6IsfQwpU2SUkLlXe97P1N3fvSszPGQE+mWi15w/fiuv0CRZXxBwBdEfEHEE0QQRLxlY74gIuAjeB6i7yJ4HoLvIvoeghfWvocviLhiDE+UgrDpZW1XiqNLCvOdTvDFbVSp1xepN6rUG0FEVz0cu5D8p0QpFlphCiRzRTKFMhNbdzJ5yeVMbrtsZBlwbJvq0f3ccOUO/r+vfBm91w5FVXckrgb9Lo69vi9EIqGQzSZIpVTm51sYhjk6JggCmeLYSITp3RYHf/Qo1sBAkkRuuGEnt99+Le+6/Y1cffUlQGAJqtU6zM+3mJ9vsbDQYmG+ycJCm/n5JouLbQaDk/tmxOOxMEozQTqdIJNJhO1gLLXGWLGYoVzOoqqrf0Q9z6Na7TA722B2tsFcWB87VufQoUUOHVpkbq45WvY9ne+CkkihpgMLYjKbJ5UrhqUwaqcL5RP6tZmGht5thxazHgMtsJqN2uH40Jo2sqxpXdyXkcMpkcmRKY6RKVbIFCtkl7WH4+l8aYUFdKD1qB07SO3YAapHD1A7dpDqsf1064sIosjGnW9g5/Vv47IbfpLy1BYA5g68wEuPP8SLj32f+//ya1x//cUdAaamMsFnIl8KPhdhOx32U/nA2prKl1CT6dP626MlzxUWtqUgk0CYhZZDyxxZDB3LXLIoWiaOaWJbS+cGn7Oz4++YTmeplCeoVCYYqwR10J6kVBqjVKyQyeTWfOxgYIS+h+0wyCgINhoFHfU69Lodur02/X437LdXJGYWBWEkvrKKzF/9+f/g3/3KL5ORZRLxGAJCmE5nKEgC1wfLcelZgVVsGA3aH/XtFVHBkhQjmUyRSmVGgiebyZPJDgVQUGcyObLZpX46nSWRSK711l8x/X53FKDlODa+7x9XPHzfR5JiZLN58rkimUxuXWvvcHm5023R7XXoh3/7Ax+4g5ve8oaz8h6GREuKJ+A/fvvv+LVf+3V+74tfwDIHWJaJZVmBKrdMTNPEskxs20IQxSDiJhYbJUOUlvVjUhzXc0d/w7LNsB0W06TX71wQd35D1vJbyY9NkimOkcoVg2WuNX5gbMtk8fBe9jz8d8zvf4GFQy8Sc1ts3Vzik+/7Iw5daaKqWVS1jKrKqGocNSGH7bCvyiSTCtlsklwuSTabJHacWfvIkSovvjjD3pdmefHFGV56aYYXXzzIU3ueoFzO8vN33Mi7bn8jt956DcViBsdxefjh5/nkv7+b73znSV544Rjued4SJZVSKZezlMtZxsfzbNhQZGqqxPR0mQ1TJbZsGeOmm3ZRKq1c0rIsmyNHahw6tMimzR0++ck7OHRoYSTI6vW1XaJNQ8M0NDq1+ZO+NkEQSKRzpIsVMqEIC+pKsAScyqKmM5SntqCmMqjpLLKydrLT0es2jZXiLKyDpbkBgiiSKawUU7H4alGq9zr0mjV6zSq1YwfpNav0mlX67SapXJHKxm1UNl7Cjutu5pqfev+K9+/aNslsHse2ObxnN4/97Z/z0uP/QKe+sOy9n3R6XvMMtB4DrUdj7shJz43JCmoyTVwN/RWVRODTpgb1537nd/m9L/7n4NjwnKHlLZEc+TimcsWR5S0uK8Rk9bSDWVzHRu910Dst9F4rtNwe114RoNI64Y3ekH4/COA4dHjvuufIskKxWKFUDAJDctl8aKHJj4RKJpNlw4ZNo76qrv+dWRUNHgqzXr9DS51iy83vx3XdoHjuUnvkI+ihKCrFZIrpZHrJVy6sk8kUyWR61D7ZPrCmOQheQygc5+ePsXfvHnr9DprWR9N69LUemtYL+nofXQtE41IQRWIpuEJRUWQFUZTo9TuhuOqMhFBf670sX0NRFMlkcuRHEbfFYMeS4VJzrkA2HN84vZVMOotjn92gqZNx0Vu4zuXznA8EQSBTGqM4ES7NTUxTnNxEacMmCuNTKMnMivM918bqN7G0Fs6gh2P0sAe9FW3f1hjP+1yybYxtl0yybdsEW7eOoyjH+V9ZNoOBjWGYDAY2g4G1qjYMi05Ho9fV6XYNul2dblfHMCw2biyz87Jpdu6c4rLLpkmnl360+n2DZFJBFEUWFlp85ztP8p1vP8EDDzxDp3PhWAdPB1WV2bixzNat46OyZWswt1dftYNYfOVXtd83RuLrcFgvL/3+2VkWlGJxEuHyZWBJy6KmsiTSGdRU0FbTmUCsheeoqUxwcVYCf5dASNVCEXV8u0qvVcexzJO8kiWSmTyVjZdQ2bSNysZtyGqS/U8/wv6n/hFzna2dXsvfe0kSkeU4kiQGDv2eHzjpez62fXZ8O1/JfIqiREyWVwQjxGSVuDKsh8EKami5DX0fc4Ulf8hcgUR6fauHaegj8TUUYto6bb3TwtC6ZywwJR6XR0toQR1YlILccsuEWjYXbnk2PDeL4zgnTJ2yHMPQ0HQNXdcwjKDWDQ1d66MbGsawr2voep9ut02vH4q8sFin8b17tfH447vPulU7snCdAEWJI4oeuVwKSRKJxSRisWALj6AOxkRRHPnn9HrGKfvfvBJUVSaVUkmlFFIplWRSWdEfjaUTpArjqNkx4ukKYqKAL+dxxCwWKTyWrEai4JNP2hRTLvmkTS7ZIpdwgpJ0SStueOc/zPY+tu7r63Q0DhxY4NlnD3P/Nx/lwIEFDhyY50tf+hOuueamM25Z2rChyGWXTbNzZyDCGo0e3/rWbp5++uAFZTV8uQwGFvv2zbFv3+qEwLt37+Ynf/KtbNkydpwgC+qf/MkryWRWmvvr9e5IfO3bO8vevbPs2zfHSy/N0mq9/P0lXccOoz4bL/tvnGn0Xpsjzz/JkeefPK+vQxAEEonAcptIKCSTS2U4fqKSSCooSpx4XEKWY8jyUjsej4W1tGJ85bHYqhuf4/E8D8OwRjc8x7cNw0TXTTTNRNcGaNoATTPRtAGmaa/7XRsb0/i3//ZnAHBdD8dxcZygtm1njf5S27ZdLMtZ1jaw7T6m5tDoG+j6qYkAQRRJpLIkc4VlASlrt8vTW0lmCyjrLJN5nocRBp6s8Hls1emFvo69Zp1+ux4EpJxAnNm2RTNMrns6LL94C4KwbIup2IrtpUzTwDD0c/Y7OLR2qqngJktOJPFcZ8m3zzRGkbK2tRQpLAgCciI1eqySyqAm0yipNIlUBjmRQhBCwRwGBYzaPji2OQoU6rfq9NuN01pePt9W7YtecC0sfo1crkqrfe9pPW4wsEbia1i6XZ1eL/hx8MIfHHdZ7boeqhoPflxDwbSemBpabwAcF3qDGN2BRNeQ6Bkx2nqMlh6jqcXoGDF8X8ACLEASXFJxg6ygEfOqiHYb12jh9GsY3QZtzWCmP/whHdDvL9W6bp5UKHmex8xMg0Zj7SUty4qdlWW8ubkmc3NNHnzwx2f8b78a6PcN9uw5wp49ay//lErZJSEWCrMtW8e5+uptvP/9b1qxXFuttoMl2hdneHFZOXLk7KULeTWRy6XYtm2CzZsrFApp8vkU+XxQ5/KpsJ8ajafTKomETCLx8gJwNC347hmGhWnaI/GxvDYMPRQj9kigOMedE7SXznFdb+TzE1yoRVQ1TiKhhLWMOmoHorBQSDM9XQ5/h+RVv0fr0+PLf3h2HJKDBLiDZZHCBo1Gj1qtQ73WoVbrUq22qdWCwJRqtU1t9iWOPn9ya3dMVkhmliKGg0jhsJ0pjPzYNmy/gkyhgrzG8qDneQy03rJgoCW/1WFg0MpAofCcfveUI0J938cZRV2/citUXFYDS/SyyHE1nSW5PKI8E1qsU5kVZS0XgBMxTAotJ1KnFWV7Kji2tUyENVak1BlaLY1eB73XxjnPP20XveD6wp/s5ZZ3/BTff/BBXNcLc+N4uGGOHM8LhBK+R1zyUeMeCRmSKqQTItm0RDYTJ5tJUKnk2LZtgmRSQZKWrGNBHVjNBgMLTTNp9RzaPY+uDtWGgDYnYFgSpguW5+Lg4okKxLOIympnVUvv0akdobU4Q332CNVjh2nMHaW5cIz+GQi/fq2QUCQqWZVKTqU8rHNL/VJGQRQEHM/DcX0c18P1/OPaHpbj0dEt2n2Lrm7T7pu0NYtO2O7oNl3d4nwa2hqNLo1Glyee2LfqWCwmsXXrODt3TrFjR7BEu/Oyad77vjdRqSz56A2tbC+9NMuRw1WOHq1x5Eh1VNrtV+dy7fEIgoCsOLzjHUEk67Zt42zdNjFaHi8WM6seE2wurtHp6LTbfdrtwMLb6ej0e8EyuK6bK8rxY8v7Q5F1KkEbFwKJhIKirH/JePDBB7nllltG4i4WC37/4vHYcW1pRT8eX6pXW+tipFIq6fTyABWVTCZJqZThkksmqFRyZLNrW6ksyx6JsFoozGorhFln2bFjLBx68aTzoCRSpMMgjiCYo0wiXFpfEio5ihPTJNJB9PCJRMZA7y8TYJ0VAUb7exI3ve/DQd421x0V11vq+55LXFFREinkRAolkQzrFHIiiZJIoSTTo/YwR+B60cwQWLGHonGg9TB6HVoLMwz03sjvz9T6GFoPU+9h6hpiLBb49alL/n2yutQXpVjw+H4PU+8z0PtLfytsm4aGKEJMkpDCa2ew2hS2YzKOoKKmC6OdQtL58ihaO1seY8Oll5PKFRHXyNf2cO38Kq6LXnBJG9/OYzMpkjt+5rQeZwOtsLiugzmvYR7oj/I++b6/ZBINzaGiKJLIBCH8qz4MEpAA2xyMVHm/FURcdRuLdBqLo3a3sYhl6Gfi7b/mmCwmuPWaaW69Zopb3rCBcm7tHDm241HvDmj0TFzPRxIFYqJATBKJSULQD9sxSUSJSSTVE39dPM+nq4ciTLPoaBatnkm1M2CxbbDYNqi2DBbaBrN1ndmGhnWObrkcx122XLlyr69SKTvykxsKsSuv3My7333tKotNt6uH4qvG0VCEDUXZ0aM1FhbaF6yFLJNJ8M53Xs3t776O229/I+Pjdf7+gc8BYJo2hw8vcvDgIo89+hIHDy5w8OACR47UqNe7tNt9+v0LI9XB+cIwzBVRw8fjuuJ5E+SKEqdSyYUlS6WSY2wstzQWtrduHadSyZHLrd4XFAKBVq93WVxsMzPTYHamHtSzDWbC9sxMncbsYRqzh0/ptQmCgJJMrxBjiXSO5Dr5CbObt4djWfb2Yrzzw792WnPh2DZWGDhjGTrmQGOgdenUF0bjpq5hGRoDrYe+hkVureuLJImUSlkqlSylUpbJfIpcJUk+XyCXmwrnzwkttBaWpYdtG0sPrHgbSlnKG7OUSnlK5U2Uy1lKpcyoLhTSp2QB63Z1ms0ejUZQms0uzcZsMHa4x4FGn67uo5silhfHFRQ8UeWTv/EbpzWXZ5qLXnB9+V/dzgMP/G9uvfVWIPhyIAR5P0BAEIPwW0EUg6ziyTRqKo2SzKAmU0GdSqMkgyJJMQhN+MP8IcOcIp7nBqbNUFBpYUSNviyiZvl696sdQYCUGiOtxkkn4qTVWFgH7VTYz6Vk8sOSlsmlFDKJOHMNjRdnOrw00+HFmTYvzXTo6itzj8kxkZ+4Ypxbr5nmnddM8fqtRQDmGjp/+/hRXprtUu8Y1DoD6l2TWndArTOgo52+VSEmCaPXmkuGr3VYHz+WksmlZbZOZLjxsjHK2cDqeTzVtsFMXWOuqTNT15ip6xyr9TlSDcpsQ8f1zu5FvtHo8sgjXR555IVVx8bG8mzeXGHz5jE2bx5j06YKm8L+TTftolBYaX21bYeZmcZIgB07WhsJsrm5JvV6F103R5GpuVxq3Tq73ng2Qbut8cwzh3jm6YM888xBnn76IC+9NLNqKfvSSyf56Z++ntvffS1vfesVyHKcVqvPd77zJG9+889w54f+NQcPLjA317yoxdSrHdO0Q0F0atZ9RYlTLq8hzCpZxsbyjE8UmJ4uceONO1dYgIe0231mZ5vMzNRZWGjRbPSOEwAr21poyWkxc1rv69HHd/PWt74VUYoFSXVFMWhLYdLccNw2ByMxtVay57UYCqixsRxbKjkql5WpVC5hbCxPpZKlfNzcFIunJoZOBcMwR7kJG40eTz11gEa9S7PZx7LskQvO8UUUBQqFNMVihmIpQyksW7aMnZJgGxjVM/L6Xy4XveAyeh0UCbRO83y/lFcl2WScXRvz7NqY57KNOXZtzHN5/c/pfv1fklJPPQRXGwRWoXbfoq1ZdDWLyzbm+enrNxGPLX2B5ho6L8122DvbYbqU5G2vnySlxjFtl4efX+Tf//fH+e6Ts+w50jrj79VxfRpdk0b39P0nRFGglFEYzyeYLCaYKqWYKieZKqWYLiWZLqe4cefYKouc43rMNnRKzW/w1V9/K0eqGkerfY6EouxorY9hnr0Ajmq1TbXaZvfu1cuUEFiNNm2qrCgbNwWC7OabX8fUVGlVqo+TYdsOnY5Op6ON6kOHFul0NLqdIIq1Uslx1dXb+Ncfu31khTMMk2efPcKPnjmIYVjc9q43smNHcOf93HNH+fKXvsnf/u1u/umfXsR1PXbv/gA//OFzr2yC1kESBRKKREKOkZAlEkpYyzESioQal5DjEnJMHJV4TAzyKw23lgodfJd2nFry+B02P7Cw2wAAIABJREFUfR9czw8uSN7KJfHlfdv16Oo2rXApvNU3z+rn5kLHNO1RDryToShxNmwoMj1dDstSSpeNG8vs3DlFqZRZFbRy/PMFS/49ms0+jUZ3lUhrt7WRX+1w2VlVXDKpOKZpI+CAB4IvgCvgAb4AviiSzyYpTJUoFDZRLAbCY1iKxTT5Ff0MhULge7gWwS4mvdGS6549R6iPfOSCZdlGo0urpdHpaLTbGt2ujuf5KEocWY6tWQM0GkEy6BNZSl8JoiiSyyVDIZalUEiPUg7lckk+9vFfPSvPe6pc9IIrIiAeEymkZYpphUJaoZAOrDVpNY667IKRVAKr1KUbsuyazrOhtPQjY9oue2c7GLEK//3b/0jPsNEGDtrApm849JfXYVsbOHR0C3udpbWYJLBtIsPOqRw7N+a5bDrHzukcd9y0hWbf5O4H9vH3T83y0LPzaIPzs5XRqeB5PrVOYF07kRhUZYlNlRSbx9JsHkuzqRLU75nazk9cMcEH3pokdpylrNo2OFLtM9fQmW3ozDV15hqB1Wy2oTPX0Gm/DIveqdDrGTz33FGee27tDa0lSWRyssjmzWNMThYol7Mkk8oqQbW8Pp0fY0kS2blzmquv3sZVV23jqqu38c/uuIlUSuX73/8x//W//A3f+tYTHD586lnpIRDIU6UkW8bSFDPBdyKfDiyXhbQS1oE1Np+WSSmxFQJLPoXtos43pu3S7gfiq6VZdMJ2s29S75rBknt3QL0TtOvdAT3DxrQ9TPviEWumaY+ifU+ELMcoFNKUStmR5aVYXLLClEpZCsXg+I4dU6NxWT7RjWmNWv3PX9Frb7X6tFp9ms0e8/Mtnn/+GO2wv9KPLfBrazR6L9st4GTLzmcbz/NG73f//tV5CD/wgc+ch1e1RJSH6xw+z9lGjokjsbS8zh/XD8TUyv6pWqP0gYNm2hxc6PPisTYvHGsH9UyHQws9XM9/zcznhcRwTiVRYEMpGQiySppNoTDbPJZishhYzIqZ1ZFy+sAJhFhTZ7aucbja5/Bij8OLfQ5X+xyt9s+ZP9m5IBaTTpq65YnH/4l/+c/exSWTGbZNZLhkMhu2s2wZT6OsIZo8zw8ssaGVqB0KFc10MEwHw3IxLAfddDBMF8NyGVjDdnjcdBjYLqbtYdnBHqyW42E73mj5eLi6OQyLH/WXLXsGfqGBv+HQ5zCoj+8HFrRsMk4+pYRCcdlvQWrpdyKflill1DU/Q8djhe/BtF1Mx6U8NsGhw8cwnWBsYLmYVnBsYIVlOD6snaV5sGwP0wlrOzjHcoZtD8106IS+kV3DxjvLS+3nilRKHS2HJRJLUaHJpMIXvvB5fv/3/xOqKo+yrkPwv19q+3S7Oq2WRrPZGwmOVqt/yuk0LhaizavPM8/98fvZVvsqh+/+ebzQPO95Pl6YLNAN247rB3d/vaA0ekvtZi+4K2x0g3Z/YDOw3JP63ggCoyWGpBIjucyKNGqrQTulxk8spFLKSZ26e+GSQiu8WByY79Hq12kN73L7Fu2wDvomPcMeXTguprvaCxXX8zlW0zhW03iYte+4VVliQzHJhlJyRT1VSjFZTHDDZWP83Fu2rrCUeZ7PXFPn8GKfI9UeR6oa8y195OS/0DJYbBn0jAtj/86TsZ7YuvqSEj9zwyZ+5vqNXF29iz1/vJShvqNZHJjv8uzhJt989AgH53scWuxR7w5G34meYZ/XSNRzhSQKFNIK5axCeRjhm1VJJ+PIMRElLqHEwzomIcdF3veeq/nxoR+Fx4KxpBqjKCuocQlVDkt8qV7Lr/FU6WgW9dAnsxHWQ8tcvTugvsxvs94Z0DnPUcTrMVxGPHp0dY6uT3wiyVe+8q3z8KoizgYXveD67lOz/Isdb+KBp59GEoMNMkUBJFFEFJbuIOMxkXxK4fJN+dEd4HLforVwXA/DdBnYDgMruFtT4tJITCVOEGK9Hl3dWiGQ9s12VvRbfXNpmWC5kNJMHPcC/LWJOOMMLJeDCz0OLqyfEHBoKds6nmHLWJrN42m2jKXZMpHhpsvH+cBbU6uWLiGwlC22AxG2XIwN24utUJy1DXTz9Jd4cyk5uMhn1bAolJa1y1mVYlah2jb48aEWzx5u8uNDLQ5Xe2teTJW4xC1vmOSnr9/IT1+/ielyCs/zeeSFKvOpa/mNz/4/HJjvcWCh+7J8816ruJ4/Ei7MdE7pMdd86Mv88//0qdN6HkkUAnG2TMTJQzEXWxJuSlwircbIpWSyycBCV0zLo8/JZDHJ67cWqeRUVHnt31XH9cL3ZI5EWn2ZUGt0B8w1dY5WNWYa2rpuDhERL5eLXnD92l2P8ZaP/hEf+S+nHy6aScQpZhRKGSWoswrFjEpSGd7BxVbc0SlxkYEVWIv0cPlBN4Plh4HpoJvD8aBthMd000EzHdp966xHrEVcHCy3lP1gjeNDJ/+JQoLxfIKJQoKxsB72t05keNOuMcpZFVFcncK5p9sstHUWWwNqHYNW36LZM7Ecj1JWWSWmShl13ZsYy3YDS0U3sLy+fmuR971py+h5e7rNs0eaPHu4xY8PNbFsl9uv28hPXT1FOhGnb9j8/VOz/N9ffZJvPzFDvTtg9+7P8j//4eCZnNaLFlGScPBJlwrIqkpMlhFjsSCXUiyGFIuF/bDEl/qiFGRLF+Nh9vRhiUng+3iuh+G6aJ7H/DAXle5i1nQG/T6Dfo1BXwtLn5jnhHn2lFHuveHnbDheyqpcvikfHMus/vx6ns9i2+BoTeNYrc+xehCscqymcTTsV9uvnYjyV0ImEay+2K43WjY2bW/dJV9JFEarM2OlDGPlLGOlDOVCmkwyvpRvzPGCPSOdMPeY6zIwTKotnWrHoNoO0u00euarZnn5ohdcr4SeYdMzbI5UX/42KRERFyLLnfyf5cQRn5IoUMmpIyE2nk8wXgjKRD7BWCHBpRuyFNIKxbSCHBdpLFv62TvT4ZHuYKWj9vKloe6AvrHaWpZSY1yxqcDrtxa4ckuRK7cU+Pm3bOVfvesyAI7V+nztwf38zWNHeejZhdfskrgUj5PK50jmc6RyWVKFPIlMGiWdQk2lUMNaSaeIKwpiuFWZuFzciGI4Hvit+StyCPoQ+gwJooCsqsRVhbga7HUoqypSPMYjuPzHh759nmcDXMfB1PSRADP6ffp9nXq/zzPhmL7Qo1tr0K3N0K/VEI0eadFhqpRkUyXNxkqKjeUgeOV1mwvcfu3GVS4bA8vhWD24aVlsGaN8e9XQ0hvk3htQbRuvKv/ITCLOWD4Qp2O5BOOlNNOTRTaM55gopQORmoqTVwUyMY+4sLbYcXwBBxHbF3B8AR9Iih6qcGa/h57v09Icqm2DhYYW/A9CQdYK3X2GKz2yu/buKOeKSHBFRES8IlzPZyFcSvzRoXP3vNrA4fG9NR7fu9L3ZaqUJJuUeeFY+9y9mDOEKEmki4Ww5EnmcqTyuSVBVciTymWDdj5PMp9FTa2dxHPIQNMw+zoDTcMemCsylnueh22a+KEFwR/mMRumpxBYkUvQ9z1axgB7YGKbJtZggG0MsE2Tj/3yr/Cffu/3cEwTx7JxHWdUPMfBtR1cx13qrzgeWjGcMIO64+J57mhOlgtDQZKIxWMoqWQoKNOBqEynUdPJNfuZSomxrZtRUkkSmTQxefXWNPbApFOr0as1OFyr8+Nqne6hOt3H6nRrRxH7LXK+wUQmxnQlxaZKik2VNNPlFNftqDCeT5BJrh181OqbI1FWbRvLEiEvJUUOxNrgZS3Fr4UoCuSSK/McDtvlUExNVjJMlDOMF5KUMzLFhIS8ToCtJcQwRBVDStD34xyyoKE51DoDWr1BsG3UaDlYRIkJKJKAHBOQJQFBgL7l0zFc2kN/4t6ARtug3upTa/bpamZg+YzHickysXiMuCwjxiTiskw2l2bTxjGmJ/JMVDKUMzJJ1yCZMUhWBmzfqnGlpZHyByTE1SJ30Dq//nCR4Iq46JFiseDLLceRwjo2/MIr8uiLD+CF2z/54cXKcz18z8X3fDzPDftL20L5nofruFi6jmUM8NzXppXlQmI2TI9xoRCTZVKFHOligUypGJRyifSwXSySLgXHkvncuokb9W4Xvd1Fa7XpNZosHjiM1m6jtTvB+LDd6WB0eoHQ0o0Tbqp8JvnCRz7GP933jXPyXK8UOaGSKZfJjZXJVspkx8pkl/U37LiUy266ETW9WswONI1utc7hxRo/qtXozTfQXgzm3et3SbgGaUwygk027lHJyIHVN59gLK/yus0F3n7VBgrptSNBtYFNVw9WT6Ybf8X3vvAuLDsIwgpyrvlLbS+wQGaTcbLHCats8sT7HTqI6FISXQpEVFNUmZEStAY+9Z5FtaUzX+sys9Di2EyN6lyVzmKN9mIVU7swvl8xWaawYYLi1AaKU5OUpqcoTk1SnN7A2NQ4hZSC6pkononqmcT987t79UkFl6Io/OAHP0BRFGKxGF//+tf57Gc/y913383NN99MpxM4VH74wx/mRz/6EQB/+Id/yO23346u63z4wx/m6aefBuBDH/oQ/+E//AcAPv/5z/PVr371bL2viAgg+ELmxscoTI5TmBwnPzlBYWKc/OQ4hckJ8hPjyIm1t/85G9gDE1PXMXUDyzAwdR1LNzD1pbbR62N0u+jdHkZYeoJPcWoSvdvD7GtRVvTzSEyWyZSKpEtFsuXiSDil8nlShdyqWkmunRBzoGn0Gy16jSa1I8c49NSP6NUb9MIxrdUKBVQXvdONxPoZxDIGNI7N0Dh24szvciJBdqxMrlImN14hN1YhW6mM2tuuuYpspbSmxWyIqevUOl2OtLtonQ56u4M+28Xstkm6A7Ixh1zMJxf3yMs+ORmSkk8iJlCQkiSzGQqxYG/eYAsyEUlaSgciiCImMSxRxo4naagpaokMpihjigqWKGOKMror0mj3qTd6zFU7LC7U6SzW6CxW6VQDIdWtNXDtV0ckMoBjWdQOH6V2eO08gGomTWlqA4UNExQmJ/jEr//6OX6FKzmp4DJNk1tuuQVN04jFYjz88MN85zvfAeA3fuM3+Ou//usV57/rXe9i+/btbN++nRtuuIE//uM/5sYbb6RQKPBbv/VbXHvttfi+z5NPPsn9999Pu/3qM/tHXLiIMYlL3ng1r3v7zVz+1psoTk2uOqdTrdGeX2Ru736e/8E/YnR7OJaNY5lhbeNYVlDbFo5pjX6EhKG/iyQiiOESx6gvLlv2EMOtOASkWAw5kUBOJlCSCZRkEjkxbCeQk0nSxUJ4PEkimyEWX7k08TQu/9ff/S8APNdl0NfQu92RIFsSZ0tCbVj3my36jSZauxNdtE+B3HiFyuZNQdmykdz42JJlqlQkkV29sTXAoK/Rb7XQWh16jSYL+w8FVqdWZySeuvUG/UaTXqOJPYiiIi90LMOgfuQY9SPHTnienFBJZodLvcHyb9DPBv1cjmQuaOd3jpHMZUnmsqv21LWB5ZsTvQQwcetJX2ev0aRbrdOZqdGp1uhUj9CtDts1utU6WvvUok1fSwx6fWZf3Mvsi3sB+INffRXspahpwYak8XiceDx+wrvr97znPSPL1WOPPUY+n2diYoK3ve1tPPDAA7RagQPuAw88wG233ca99977St9DxGsIUZJGP1haq02/efIteuKqws4338iVb7+Zy2++iWQui2UM2PtPj/HYN/6G9vwirfkF2vOLtBerr4o7ODmhkshmSGSzJLMZvvKnf8Jv/vZ/JJHNkshmSGYzJHPZ8JwM+YnxUft4sbYcrdWmvVilvVClvbAY1IuLo35noYrrXLgZ+88UUjxOV/C55qdvZWzLZiqbN1LZvIny5o0oycToPFM36CxW6TWazL20j14olnr1oB6Kp36zhWOdnWz+ERc+ljHAMga0F099rz5BEEJfpThSPCixeGxF+56vfo2P/PK/wrMdbMvEMYMbQduyQl85C9u0ztmyccQr45QElyiKPPnkk1x66aV85Stf4fHHH+dXfuVX+J3f+R1+8zd/k+9973t86lOfwrIspqamOHZs6W5gZmaGqampdccjXns4+Ixv24KSCiw5QVFX1kkVJZkkUyyQLhVH/i3H+7BYxoDm3DytuXmas2GZm6c1t8DY1s1c+fab2fnmG5ATKnqny3MPPcyeB3/AS488+qq2IAx/wDuLgUN42RPZ/c1TiwBbIdbCu+rMcI7LJfLhEuvWq19PMpdd9fhuvbEkxhYW6dbqdGsNevVh3XhV3i0nshl2veVNvO6Wm9l50w08o7j8iy98FtdxaM7OUztylP1PPEXt0FFqR4IynP+IiDON7/uhJX19oZ71BQ4+8fQ5fFURZ5NTElye53H11VeTy+X4xje+wRVXXMGnP/1pFhYWkGWZP/3TP+WTn/wkn/vc51ZssDrE9/11x4/nIx/5CB/96EcBuOKKK9i9e/fpvqfTZteuXefkec4EPj4u4AKeEOzL5EOwkemwLfirxk+EEBZxWPvCUhsQ/bBedu5AgIHgr1k/Irj8+2/+z5O9ESRA9iEOyL5A3Ie4B7IrEPPBFmAQT7BhyzYGW7cyEMA57mMk+1B2BUqWQE4pcNutPwu3/uypTeariLP1GXUHPqYAphDWgJkvYxbKmJdfjhnsk7sKwQeZYP5lX1iqjxuLAyInd1T18LEJ/r+2ELRtgXDMH7WHx2Qg5QmkfYGkJ5DyIb7G8wzwaUg+DdGnI/r4QvD6iq7AlWMbaR2bRfUlxPGtML4Vrn/5c3mx82r6HX21EM3pmeV8z+dpRSl2Oh0eeughbrvtNn7/938fAMuyuPvuu/nEJz4BBJarjRs3jh4zPT3N3NwcMzMzvO1tb1sx/tBDD616jrvuuou77roLeG3vpRhXlWWOt8silkpFUvlcYB1KJlCTKZRUMijJ5Dl18D5VHMtasj7NzvEv3n8Hv/2Z/wtT0zENAyt0EA+sNkH9cpdf1HQqiErZMEm33mTmuRcuCgfy87k/pZxIkCmXyFZKQURX2M6US2TLJTLhWLpYWPVYz/OCqLp6I8h7VK8jitIKp/JkLkcik173+Y1ef8kXqt3G6PbIjVWY3HEpqXxudF5rfoH5vQeY33cA17a5/OafYPrynQAsHDjEc9//IXse/AeO7Qk+M7t37+bm6yKFdaaI9lA980RzemY5V3sprsdJBVe5XMa2bTqdDqqq8o53vIMvfvGLTExMsLCwAMB73/te9uzZA8D999/Pxz/+ce69915uuOEGOp0OCwsLfPe73+V3f/d3yefzALzzne/k05/+9Jl4f+eVuKqMkgqqqUAcDRMNpgp5UoU8mWKBVDEf5NYpFEiXCuvmztHaHbRWO4hk03TaC4uYus5AC6PZNI1BGM1mm9ZSPht7mPfGXWqP6hP75AiiSCweRxqlQ4gjxeJLKRHkMEWCLBNXZARBpL1YpTk7R3N2jm61vkL0fOo9P88zf/e/z+g8Dxn0teCiuvfAWfn7EauxDOOUIrrEmESmVCRbLgeCrFImWyoGdaVEtlxm4tKtuI6L1m6jt7vUjhwdCamluo3WCdIf6O3OCX3KsmMVJrdfwoYdlzC541Imd1zKzjffgCCJHPnRHv7m9/+IPd//wUmdniMiIiLONicVXJOTk9xzzz3BlguiyH333ce3vvUtvve971GpVBAEgWeeeYZf/uVfBuDb3/42t99+O/v370fXdX7xF38RgFarxec+97mR+vvt3/7tkQP9hYSSTJIbr5CfGCM3HpT8xBi5sQqJTGZZsr1AXEmxE0+hazv0Wy36zRZaq83RmTl6YdTYkgNuEAquNVsXhcNyxGsTz3HDMPNz5/fUrdboVmu89I+PjsakWIx4QmXQi3aAiIiIuHA4qeB69tlnueaaa1aNv/3tb1/3MR//+MfXHL/77ru5++67T+PlnX3u+K1P8mzc5RP/638EkV5rLG30Gk06izX0bpdeo4mpaUtbR2jBHl6mpjEIszmbfY2BpgcJCLvrbyAcERFx5nEdBzcSWxERERcYF32m+U2vuxxH8KkdOcb+x5+ks1ilHSaDay8s0qnWXxVpBCIiIiIiIiIuXC56wfUHP3cnu3fv5qP/56vfnywiIiIiIiLiwmTtTbsiIiIiIiIiIiLOGJHgioiIiIiIiIg4y0SCKyIiIiIiIiLiLBMJroiIiIiIiIiIs0wkuCIiIiIiIiIizjKR4IqIiIiIiIiIOMtEgisiIiIiIiIi4iwTCa6IiIiIiIiIiLNMJLgiIiIiIiIiIs4ykeCKiIiIiIiIiDjLRIIrIiIiIiIiIuIsEwmuiIiIiIiIiIizTCS4IiIiIiIiIiLOMpHgioiIiIiIiIg4y0SCKyIiIiIiIiLiLBMJroiIiIiIiIiIs8xJBZeiKDz22GM888wz7Nmzh89+9rMAbNmyhUcffZS9e/dy7733Eo/HAZBlmXvvvZd9+/bx6KOPsnnz5tHf+tSnPsW+fft48cUXeec733l23lFERERERERExAXGSQWXaZrccsstXHXVVVx11VXcdttt3HDDDXzxi1/kS1/6Ejt27KDVavFLv/RLAPzSL/0SrVaL7du386UvfYkvfvGLAOzatYsPfvCDXHHFFdx22238t//23xDFyMAWERERERER8drnlBSPpmkAxONx4vE4vu9zyy238PWvfx2Ae+65h/e+970AvOc97+Gee+4B4Otf/zpvf/vbR+P33nsvlmVx+PBh9u/fz/XXX3/G31BERERERERExIXGKQkuURR5+umnqVarPPDAAxw4cIB2u43rugDMzMwwNTUFwNTUFMeOHQPAdV06nQ6lUmnF+PGPiYiIiIiIiIh4LRM7lZM8z+Pqq68ml8vxjW98g127dq06x/d9AARBWPPYeuPH85GPfISPfvSjAFxxxRXs3r37VF7iK2LXrl3n5HkuFqL5PPNEc3rmieb0zBLN55knmtMzy/mez1MSXEM6nQ4PPfQQN954I/l8HkmScF2X6elp5ubmgMBytXHjRmZnZ5EkiVwuR7PZHI0PWf6Y5dx1113cddddAOzevZvrrrvulby/U+JcPc/FQjSfZ55oTs880ZyeWaL5PPNEc3pmORfzeSJBd9IlxXK5TC6XA0BVVd7xjnfwwgsv8P3vf5877rgDgDvvvJNvfvObANx///3ceeedANxxxx08+OCDo/EPfvCDyLLMli1b2L59O48//vgre2cREREREREREa8CTmrhmpyc5J577kGSJERR5L777uNb3/oWzz//PPfeey+f//znefrpp/n/27v/2KjOe8/jn/lhkxu4yrihMNtxrh1VZjV4u8KNsFmhrGib2JhKa7K6aZz8YUqRnaRYWXLRCi9S5W6QUNItZZGaOhIxxFSljjdsLt4KsB1Q1GwknEkzGFu24xliGo+Iob0YFkIv9sw8+8fYg3+MMdhzxmP8fkmP5sxznjPnnC8n48+cc2ZSX18vSaqvr9dvf/tbBQIBXb16VeXl5ZKk7u5uNTU1qbu7W+FwWNu3b1c0GrV27wAAANLAjIGrs7NT3/3ud6f09/f3q6ioaEr/7du39aMf/Sjha+3du1d79+6dxWYCAAAsXPwQFgAAgMUIXAAAABYjcAEAAFiMwAUAAGAxAhcAAIDFCFwAAAAWI3ABAABYjMAFAABgMQIXAACAxQhcAAAAFiNwAQAAWIzABQAAYDECFwAAgMUIXAAAABYjcAEAAFiMwAUAAGAxAhcAAIDFCFwAAAAWI3ABAABYbMbAlZ2drTNnzqi7u1tdXV165ZVXJEm1tbUKhULy+/3y+/0qLS2NL1NTU6NAIKDe3l4VFxfH+0tKStTb26tAIKBdu3ZZsDsAAADpxznTgHA4rJ07d8rv92vZsmX605/+pLa2NknS/v37tW/fvgnjvV6vysvLlZ+fr29961v64IMPtGrVKknSm2++qaefflqhUEg+n0/Nzc3q6emxYLcAAADSx4yBa3BwUIODg5KkmzdvqqenRx6PZ9rxZWVlamxs1PDwsC5evKhgMKjCwkJJUjAYVH9/vySpsbFRZWVlBC4AAPDAu697uHJyclRQUKD29nZJUnV1tTo6OlRfXy+XyyVJ8ng8GhgYiC8TCoXk8Xim7QcAAHjQzXiGa8zSpUt17Ngx7dixQzdu3FBdXZ327NkjY4z27Nmjffv2adu2bbLZbFOWNcbIbp+a7YwxU/oqKytVVVUlScrPz5fP57uf/ZkVr9ebkvUsFtQz+ahp8lHT5KKeyUdNkysd6mlmak6n05w6dcq8+uqrCefn5OSYzs5OI8nU1NSYmpqa+LxTp06ZdevWmXXr1plTp07F+yePS9R8Pt+M25aMlqr1LJZGPanpQmjUlHqme6OmC6+ed1vHPV1SrK+vV09Pj/bv3x/vc7vd8elnnnlGXV1dkqTm5maVl5crMzNTubm5ysvL0yeffCKfz6e8vDzl5uYqIyND5eXlam5uvpfVAwAALGgzXlJcv369KioqdP78efn9fknS7t279fzzz2vNmjUyxujixYt68cUXJUnd3d1qampSd3e3wuGwtm/frmg0Kil2z1dLS4scDocOHTqk7u5uC3cNAAAgPcwYuD7++OOE92WdPHly2mX27t2rvXv3JlzmbssBAAA8iPileQAAAIsRuAAAACxG4AIAALAYgQsAAMBiBC4AAACLEbgAAAAsRuACAACwGIELAADAYgQuAAAAixG4AAAALEbgAgAAsBiBCwAAwGIELgAAAIsRuAAAACxG4AIAALAYgQsAAMBiBC4AAACLEbgAAAAsNmPgys7O1pkzZ9Td3a2uri698sorkqSsrCy1traqr69Pra2tcrlc8WUOHDigQCCgjo4OFRQUxPsrKirU19envr4+VVRUWLA7AAAA6WfGwBUOh7Vz506tXr1a69at0/bt2+X1elVTU6PTp09r1apVOn36tGpqaiRJpaWlysvLU15enqqqqlRXVycpFtBqa2tVVFSA/Dx6AAAYB0lEQVSkwsJC1dbWTghpAAAAD6oZA9fg4KD8fr8k6ebNm+rp6ZHH41FZWZkaGhokSQ0NDdq8ebMkqaysTEeOHJEktbe3y+Vyye12q6SkRG1tbRoaGtK1a9fU1tamjRs3WrVfAAAAaeO+7uHKyclRQUGB2tvbtXLlSg0ODkqKhbIVK1ZIkjwejwYGBuLLhEIheTyeafsBAAAedM57Hbh06VIdO3ZMO3bs0I0bN6YdZ7PZpvQZY6btn6yyslJVVVWSpPz8fPl8vnvdxFnzer0pWc9iQT2Tj5omHzVNLuqZfNQ0udKhnmam5nQ6zalTp8yrr74a7+vt7TVut9tIMm632/T29hpJ5q233jLl5eVTxpWXl5u33nor3j95XKLm8/lm3LZktFStZ7E06klNF0KjptQz3Rs1XXj1vNs67umSYn19vXp6erR///54X3Nzs7Zs2SJJ2rJli44fPx7vH/sGYlFRka5fv67BwUG1tLSouLhYLpdLLpdLxcXFamlpuZfVAwAALGgzXlJcv369KioqdP78+fjN87t379brr7+upqYmbdu2TV9++aWeffZZSdKJEye0adMmBYNB3bp1S1u3bpUkDQ0Nac+ePfHTea+99pqGhoas2i8AAIC0MWPg+vjjjxPefyVJTz31VML+6urqhP2HDx/W4cOH72PzAAAAFj5+aR4AAMBiBC4AAACLEbgAAAAsRuACAACwGIELAADAYgQuAAAAixG4AAAALEbgAgAAsBiBCwAAwGIELgAAAIsRuAAAACxG4AIAALAYgQsAAMBiBC4AAACLEbgAAAAsRuACAACwGIELAADAYgQuAAAAixG4AAAALDZj4Kqvr9fly5fV2dkZ76utrVUoFJLf75ff71dpaWl8Xk1NjQKBgHp7e1VcXBzvLykpUW9vrwKBgHbt2pXk3QAAAEhfMwaud955Rxs3bpzSv3//fhUUFKigoEAnT56UJHm9XpWXlys/P18bN27Ub37zG9ntdtntdr355psqLS3V6tWr9fzzz8vr9SZ/bwAAANKQc6YBH330kXJycu7pxcrKytTY2Kjh4WFdvHhRwWBQhYWFkqRgMKj+/n5JUmNjo8rKytTT0zOHTQcAAFgYZn0PV3V1tTo6OlRfXy+XyyVJ8ng8GhgYiI8JhULyeDzT9gMAACwGM57hSqSurk579uyRMUZ79uzRvn37tG3bNtlstiljjTGy26fmOmNMwteurKxUVVWVJCk/P18+n282m3hfvF5vStazWFDP5KOmyUdNk4t6Jh81Ta75ruesAteVK1fi0wcPHtQf/vAHSbEzV4899lh8XnZ2ti5duiRJ0/ZPdvDgQR08eFCS5PP5tHbt2tls4n1J1XoWC+qZfNQ0+ahpclHP5KOmyZWKet4t0M3qkqLb7Y5PP/PMM+rq6pIkNTc3q7y8XJmZmcrNzVVeXp4++eQT+Xw+5eXlKTc3VxkZGSovL1dzc/NsVg0AALDgzHiG6+jRo9qwYYOWL1+ugYEB1dbWasOGDVqzZo2MMbp48aJefPFFSVJ3d7eamprU3d2tcDis7du3KxqNSord89XS0iKHw6FDhw6pu7vb2j0DAABIEzMGrhdeeGFK36FDh6Ydv3fvXu3du3dK/8mTJ+M/HwEAALCY8EvzAAAAFiNwAQAAWIzABQAAYDECFwAAgMUIXAAAABYjcAEAAFiMwAUAAGAxAhcAAIDFCFwAAAAWI3ABAABYjMAFAABgMQIXAACAxQhcAAAAFiNwAQAAWIzABQAAYDECFwAAgMUIXAAAABYjcAEAAFhsxsBVX1+vy5cvq7OzM96XlZWl1tZW9fX1qbW1VS6XKz7vwIEDCgQC6ujoUEFBQby/oqJCfX196uvrU0VFRZJ3AwAAIH3NGLjeeecdbdy4cUJfTU2NTp8+rVWrVun06dOqqamRJJWWliovL095eXmqqqpSXV2dpFhAq62tVVFRkQoLC1VbWzshpAEAADzIZgxcH330ka5evTqhr6ysTA0NDZKkhoYGbd68Od5/5MgRSVJ7e7tcLpfcbrdKSkrU1tamoaEhXbt2TW1tbVNCHAAAwINqVvdwrVy5UoODg5KkwcFBrVixQpLk8Xg0MDAQHxcKheTxeKbtBwAAWAycyXwxm802pc8YM21/IpWVlaqqqpIk5efny+fzJXMTE/J6vSlZz2JBPZOPmiYfNU0u6pl81DS55rueswpcly9fltvt1uDgoNxut65cuSIpdubqsccei4/Lzs7WpUuXFAqFtGHDhgn9H374YcLXPnjwoA4ePChJ8vl8Wrt27Ww28b6kaj2LBfVMPmqafNQ0uahn8lHT5EpFPe8W6GZ1SbG5uVlbtmyRJG3ZskXHjx+P9499A7GoqEjXr1/X4OCgWlpaVFxcLJfLJZfLpeLiYrW0tMxm1QAAAAvOjGe4jh49qg0bNmj58uUaGBhQbW2tXn/9dTU1NWnbtm368ssv9eyzz0qSTpw4oU2bNikYDOrWrVvaunWrJGloaEh79uyJJ7/XXntNQ0NDFu4WAABA+pgxcL3wwgsJ+5966qmE/dXV1Qn7Dx8+rMOHD9/HpgEAADwY+KV5AAAAixG4AAAALEbgAgAAsBiBCwAAwGIELgAAAIsRuAAAACxG4AIAALAYgQsAAMBiBC4AAACLEbgAAAAsRuACAACwGIELAADAYgQuAAAAixG4AAAALEbgAgAAsBiBCwAAwGIELgAAAIsRuAAAACxG4AIAALDYnAJXf3+/zp8/L7/fL5/PJ0nKyspSa2ur+vr61NraKpfLFR9/4MABBQIBdXR0qKCgYG5bDgAAsEDM+QzX9773PRUUFGjt2rWSpJqaGp0+fVqrVq3S6dOnVVNTI0kqLS1VXl6e8vLyVFVVpbq6urmuGgAAYEFI+iXFsrIyNTQ0SJIaGhq0efPmeP+RI0ckSe3t7XK5XHK73clePQAAQNqZU+Ayxqi1tVWffvqpKisrJUkrV67U4OCgJGlwcFArVqyQJHk8Hg0MDMSXDYVC8ng8c1k9AADAguCcy8Lr16/XV199pW9+85tqa2tTb2/vtGNtNtuUPmPMlL7KykpVVVVJkvLz8+P3hlnJ6/WmZD2LBfVMPmqafNQ0uahn8lHT5EqHeppktNraWrNz507T29tr3G63kWTcbrfp7e01ksxbb71lysvL4+PHj5uu+Xy+pGzbTC1V61ksjXpS04XQqCn1TPdGTRdePe+2jllfUnz44Ye1bNmy+HRxcbG6urrU3NysLVu2SJK2bNmi48ePS5Kam5tVUVEhSSoqKtL169fjlx4BAAAeZLO+pLhy5Uq9//77sRdxOnX06FG1tLTI5/OpqalJ27Zt05dffqlnn31WknTixAlt2rRJwWBQt27d0tatW5OzBwAAAGlu1oGrv79fa9asmdJ/9epVPfXUUwmXqa6unu3qAAAAFix+aR4AAMBiBC4AAACLEbgAAAAsRuACAACwGIELAADAYgQuAAAAixG4AAAALEbgAgAAsBiBCwAAwGIELgAAAIsRuAAAACxG4AIAALAYgQsAAMBizvneAAAAgJnY7TZlZDrkzLQrI9MRa0sc8Wlnxrj+Sc25xK6/ZQbndfsJXAAWHLvDpsyxN9olzvh05hKHnKOPE587lZFpjz2Ozrvxd5/qJ//tP8SfJ3q98W/mNrtNdrtks9lkt9tks9tGpxWbtttkt40+2m2yjRtrjBSNRmWiUjQSVSRqFI0YmahRdHQ6Gp8eHReNxvqNUSRsFAlHFR6JKhKOKBIxioxEFQ5Hx/WPPh+JTNM/3fi79Ucm9k+aH4nEtjESMTIy831Y4B44nHY5nXY5MkYfnXY5M+zxfmemXQ7HnX67Y3T+aJ/DaRt9HF3eEXsth8M2+njn9cfPG1uXwzk1FDkzHcrItE/47y1RiHI453ZR7ma4I0lVnB0CF4B7ZnfYJoWTsbDinPTckTDIxEPP6NjpgtL4sVPnOeRwzP1uiK9Npza+kK+R22EN345oZDiikdHHsec3r93W8O2wwiPReCAyUSNjJGPGPY8aRY3iASo2JjYtI8kW+3Rut9tkd9hld4yGNYdNjrGw5rBNHDOu3+GwyeGM/fFZ8nfOxH8wx40Z/0fVbrfN/R/+HlzWYR0PvqRoJFarSNgoGo3GHiMmHs7ifVGjaHg0fIZHl4nEAueE8eOmJz/G1hO983i3eeO2acK4sFEkGlV0dJvurDc6uj2J+8b+XewOe/xxfF9sOvY4fjpRX6Lg48hw6PrS/6sd/+P7U/5NE4+/l35HSo6FMZFwLJSHR2L1C4+G9PDw6H9v8RbV8O2Ivr4xHO8LD0fHTU8dP/55eNq+icu0tnwg6fWU1mA8AheQZDab7pzlsI072zHlDIhNttE/xOPH2+yxT6F2++gnSYddI46/6N+uWSmHc/QN3mmT3T76aXP0k+fYeLvDFv8UORZSJgSWSWdu7nVc5pK5f8KUpEgkqpHbkQQhJxx707wd1tf/73bCABRbLnyXeWPT4dE38XCCebHH9vZPtHbt2iT8i6e3seMi/kf4nv9IO2YcHz/m7Da9/NOX9PbbB2UfOwbtttj0uDFjx22isBKbd6fPmeGQ46GJwWTsmJ8YXKZf39i4hSAanXrW8nZmSP+u6N9Me1ZyZDiiv309Mu4MZGSOZzQn90fiZ1fjbTRAjZ1ljUTuzAuHY8E1HI7GztSm2UlPu8mc1/UTuDDvbDbJmTF6XT4j9gl97Lkzw6GMsecZ9mn6Rk87Z4z+gbjrmMTLJV6nfcZLRfEzFeNCkxX+Rf9Hv/zf/3lOrzH+k188fAxPDCG3btzWtb/e+XQ43Zmf8c+Hb4cnvObw7TvrGB+ixuZFI2n2LvyAi0aNoqP/nlb6r1sL9Lv/6bN0HbM14QzTpDA209knR4IzV3a7LX4pePJZtIRn5O4yb/z8yXw+n374Hx/8DwWLBYHrATTdJ9KEn1KnhI57CSJ3DzFX//6U9h79T9MvFw9XselknDVJJDwSUXgk9mlsZCR2ivpOX+xxZDj2eOvm8JSxkdFPadNdKjJRKWrGXVIavd8mPnbScrF54/omXJIa91pG8U+NY2/Gv/zlPv2XV3aM9o+7XBJ/Hnscv9z4YDQyHEm7T5tAqsSCjbWBE5hJygNXSUmJDhw4IIfDobfffltvvPFGqjdhgn9Y9Q2NOP6qvH//zTunq+0TT3VP+HST4HT15E9EM45x2hOfxp8uFN0lQCXqt9LkEBMZnQ6PRDQy+mhsYUnSv94aUfj6aP/wneXiY4cnhZ8poShxUBoZvnP6fLrXiYyk3+nsuXho5B/02R8H5nszAACzlNLAZbfb9eabb+rpp59WKBSSz+dTc3Ozenp6UrkZE/zif23Wv/x9s371z/9o6XrGzjpEo9NfL4+EzZRvBf3r30YUuZH420H3fC0+Ms2YsUAzKbTMNcT4fDXa/cJ/t7SeAAAsJCkNXIWFhQoGg+rv75ckNTY2qqysbF4D175XT+tXv9qnf/qnnROvsye45j7+Gzd3vmlz52vRU75dM3rZ50E60wIAAO5fSgOXx+PRwMCdyyKhUEhFRUWp3IQpfGf+rIdGcuQ78+d53Q4AAPDgSmngstmmfoPLTDr9U1lZqaqqKklSfn6+fD7rv/Xi9XpTsp7FgnomHzVNPmqaXNQz+ahpcqVDPU2q2rp168ypU6fiz2tqakxNTc20430+X0q2K1XrWSyNelLThdCoKfVM90ZNF14977aOlP4inM/nU15ennJzc5WRkaHy8nI1NzenchMAAABSLqWXFCORiKqrq9XS0iKHw6FDhw6pu7s7lZsAAACQcin/Ha6TJ0/q5MmTqV4tAADAvFkY/5MpAACABYzABQAAYDECFwAAgMUIXAAAABazKfb7EGnpypUr+vOfrf8F+OXLl+uvf/2r5etZLKhn8lHT5KOmyUU9k4+aJlcq6pmTk6MVK1ZMO3/ef4xsvhs/Lkc9071RU2qa7o16UtN0b/NdTy4pAgAAWIzABQAAYDGHpJ/P90akg88++2y+N+GBQj2Tj5omHzVNLuqZfNQ0ueaznml90zwAAMCDgEuKAAAAFlvUgaukpES9vb0KBALatWvXfG/OgtLf36/z58/L7/fL5/NJkrKystTa2qq+vj61trbK5XLFxx84cECBQEAdHR0qKCiYr81OK/X19bp8+bI6OzvjfbOpYUVFhfr6+tTX16eKioqU7kM6SVTP2tpahUIh+f1++f1+lZaWxufV1NQoEAiot7dXxcXF8X7eF2Kys7N15swZdXd3q6urS6+88ookjtG5mK6mHKezs2TJErW3t+vcuXPq6urSz3/+c0lSbm6uzp49q76+PjU2NiojI0OSlJmZqcbGRgUCAZ09e1Y5OTnx15quzsk271/VnI9mt9tNMBg0jz/+uMnIyDDnzp0zXq933rdrobT+/n7z6KOPTuh74403zK5du4wks2vXLvP6668bSaa0tNScOHHCSDJFRUXm7Nmz87796dCefPJJU1BQYDo7O2ddw6ysLHPhwgWTlZVlXC6XuXDhgnG5XPO+b+lSz9raWrNz584pY71erzl37pzJzMw0ubm5JhgMGrvdzvvCuOZ2u01BQYGRZJYtW2Y+//xz4/V6OUYtqCnH6ezb0qVLjSTjdDrN2bNnTVFRkXn33XfNc889ZySZuro689JLLxlJ5uWXXzZ1dXVGknnuuedMY2PjXeuc7G1dtGe4CgsLFQwG1d/fr5GRETU2NqqsrGy+N2tBKysrU0NDgySpoaFBmzdvjvcfOXJEktTe3i6XyyW32z1v25kuPvroI129enVC3/3WsKSkRG1tbRoaGtK1a9fU1tamjRs3pnZH0kSiek6nrKxMjY2NGh4e1sWLFxUMBlVYWMj7wjiDg4Py+/2SpJs3b6qnp0cej4djdA6mq+l0OE5n9vXXX0uSMjIylJGRIWOMvv/97+u9996TNPUYHTt233vvPf3gBz+I9yeqc7It2sDl8Xg0MDAQfx4Khe564GMiY4xaW1v16aefqrKyUpK0cuVKDQ4OSoq9sYz92i61vnf3W0NqO7Pq6mp1dHSovr4+fvmLet6fnJwcFRQUqL29nWM0ScbXVOI4nS273S6/368rV66ora1NFy5c0LVr1xSJRCRNrM34ukUiEV2/fl2PPvpoyuq5aAOXzWab0meMmYctWZjWr1+vJ554QqWlpdq+fbuefPLJacdS67mbrobU9u7q6ur07W9/W2vWrNFXX32lffv2SaKe92Pp0qU6duyYduzYoRs3bkw7jpreu8k15TidvWg0qoKCAmVnZ6uwsFBer3fKmLHazHc9F23gCoVCeuyxx+LPs7OzdenSpXncooXlq6++kiT95S9/0fvvv6/CwkJdvnw5fqnQ7XbrypUrkqj1/bjfGlLbu7ty5Yqi0aiMMTp48GD8MgH1vDdOp1PHjh3T7373O73//vuSOEbnKlFNOU7n7vr16/rwww+1bt06uVwuORwOSRNrM75uDodDjzzyiK5evZrSes77TW/z0RwOh7lw4YLJzc2N33S4evXqed+uhdAefvhhs2zZsvj0xx9/bEpKSswvfvGLCTfTvvHGG0aS2bRp04Sbadvb2+d9H9Kl5eTkTLjJ+35rmJWVZb744gvjcrmMy+UyX3zxhcnKypr3/UqXerrd7vj0jh07zO9//3sjyaxevXrCTbIXLlwwdrud94VJraGhwezfv39CH8do8mvKcTq7tnz5cvPII48YSeahhx4yf/zjH80Pf/hD09TUNOGm+ZdfftlIMj/96U8n3DT/7rvv3rXOFmzz/Bdtvlppaan5/PPPTTAYNLt375737Vko7fHHHzfnzp0z586dM11dXfHafeMb3zAffPCB6evrMx988MGEN9Vf//rXJhgMmvPnz5snnnhi3vchHdrRo0fNpUuXzPDwsBkYGDA/+clPZlXDrVu3mkAgYAKBgPnxj3887/uVTvU8cuSIOX/+vOno6DDHjx+f8Idt9+7dJhgMmt7eXrNx48Z4P+8LsbZ+/XpjjDEdHR3G7/cbv99vSktLOUYtqCnH6ezad77zHfPZZ5+Zjo4O09nZaX72s58ZKfY3qr293QQCAdPU1GQyMzONJLNkyRLT1NRkAoGAaW9vN48//viMdU5m45fmAQAALLZo7+ECAABIFQIXAACAxQhcAAAAFiNwAQAAWIzABQAAYDECFwAAgMUIXAAAABYjcAEAAFjs/wM0I5PnqK3+PwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "[f, m] = fm(\"OSSM1Lcl6F\")\n", "fig,axs = plt.subplots(nrows=2,sharex=True,figsize=(10,10))\n", "ax = axs[0]\n", "ax.plot(mag(f))\n", "ax.grid()\n", "ax = axs[1]\n", "ax.plot(mag(m))\n", "ax.grid()\n" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "[f, m] = fm(\"MCM2LclForce6F\")\n", "fig,axs = plt.subplots(nrows=2,sharex=True,figsize=(10,10))\n", "ax = axs[0]\n", "ax.plot(mag(f))\n", "ax.grid()\n", "ax = axs[1]\n", "ax.plot(mag(m))\n", "ax.grid()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3.6.10 ('base')", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.10" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "caf1c2fcf97217de91eafa76b907d50f9ea378f5ffbee7f571142d119bb6a771" } } }, "nbformat": 4, "nbformat_minor": 2 }