import java.io.ByteArrayInputStream;
import java.io.IOException;
import java.nio.ByteBuffer;
import java.nio.charset.StandardCharsets;
import java.util.*;
import java.util.function.BiFunction;
import java.util.stream.Collectors;
import java.util.zip.GZIPInputStream;
public class WeatherBundled {
public static void main(String[] args) {
WeatherRecord[] sampleRecords = readSampleData();
Scanner input = new Scanner(System.in);
int n = Integer.parseInt(input.nextLine());
for (; n > 0; n--) {
float[] measurements = WeatherRecord.readMeasurementsFromString(input.nextLine());
if (measurements == null) {
// I don't even want to guess if it's outside the training data.
System.out.println(" ?".repeat(12).substring(1));
} else {
WeatherRecord record = new WeatherRecord(measurements);
Float[] forecast = generateForecast(sampleRecords, record);
System.out.println(Arrays.stream(forecast).map((value) -> value == null ? "?" : String.valueOf(value.floatValue())).collect(Collectors.joining(" ")));
}
}
}
private static WeatherRecord[] readSampleData() {
// This data originates from the sample data but has been preprocessed, filtered and compressed already to fit in this code file.
String in = new StringBuilder()
.append("H4sIAAAAAAAA/yRcB4AVxd2f7fv69cJxwNGLCIgoREFQUVCsKDZsESuoWEBRFDVG/OzRGAtiwQ5qLCAqigKCCEjvcHdcr6+/t3339/33AknEd5t5M//yKzOzeEu9P4vK+YkrvFd5eCGrYExlZVFp1HvPS/Z6f9i7n3g7mGYxeXbUAs+L3ufeX8ELrttJ/1CsECfo6Tyfz9ned55VtXv0P1Z5h5nhKEERvMCLvPe955WxccO+8H7CkBjvqvliXvI871uMPP2eWdd94W0986Tzg0owEODpeW8bist2XP3x116DLAaYZykiJw6s8vagf+9t6vxvvXrmmkytlngPguv9iHHDlwSrvkW0QI5WhOWQxWcCFd5fGDPkpinB77yW0BhFdvJB5spyxNuEcPWmu2OrERbFbGF1NOAooaxMT792YZ/htWsQFtIJw3YsoViSwt5aqJUDT1+9BmpxuLtIz3FSl+Lkvf24csTRyBc/oK/g2Z6tyh7jAgJ9PG3wgPG5H1AQDXbrmZxhWo4H7zhuOvXeW2b84GmqlAIsLckHcpK3F9cP73p01A+ey+U0ntV0207GhbcPpwzcO+PHHzEgLEQ4L9FoxtWs4e3AZSf/Xvj8T94OTpdgOxxDQPe8dswefNHd3/2EfgGZl1RZLYwEPd77AX0GrK64fh36yOAsjtNFSeZsbxXenh2f9Os6XKAGRGvziXa73XUNGqQ4ZpyZ/xlhlnezRclEBW8Oq/Y6Ma70g8nP/Iyq/jWFXEFhxOMFzqKZFJbbtw/72cvzVREuawBRyqi3E/NH7y4WfsF8iqhYUhSJyIqqeGlcNvT4DcFfUKOGokXlYSoJVeU8F1f1mlZ683rPtSyP6k0weU8EPX1Wn/9e+P56CLISFBjoJzzHvEOYcfJl4oxfMUN163KnbRcujglUJzbOLI0VPPMbynvD0j3X0R3FC0PBfUO7gxs3oMbTLNN2QJXmMe97jBu77eT4BoyLyCKCESUgSQLnNWHawL+df3wDipmdtmzbkwVBMD0LS0+9/NqaDTgnEpJCAUUOBKJFgpfHJX0/nT9hg5cvbOO8oGnpJY4h0dMfTx+w8LYNniclhFQkIMdFUQ57wJxBm2sqN2JUOMDLkqyqUkdnnJ6eXPlT/7M3orejVnOxPhKvCIpI8f54aunwgxsxPZLQTc9h+YY+nuzVUlXdN6doI6ZxsCxVEMIOg0RPb7h0PItvwvgzBwQ4ihREBRyN/cbfRkSLN+HiQsWNG0LWBONdmskLo0vHCptwSb/KghgX6iMwOaR6HXj19NNGX/47/h6QrFTDsUL6kZOnCM7us+yKkb9jnCzm5ISRkFMOfUMEb5wxatZVv2OMzfJe2I6IAaGo0DOx+OTwrIW/43RJiWld7XmzO1F9ABJWna3PX/w7anSLKyoOB+yOYlnwPFxQNfHxR37HBQERedNUAoLIBIj4/aJnhTmbUcRpBmzPgEQRg4oJBc8GPtiM4fDyrpXP2E5huMhrxsnVkYpVmzEkzEsKpVGUaJk0yD+HvDhky2acURCWeUGSZZGwAwyLRnRENm3BSa53MssUT5I90bJRhfHqXVVjtmB8REjZ/swcG/46V58xp+arLZgRcpzuJN+Zsnjm+jGpfnJgZAuKWzIQhG4FATk2mCL49YWfXjh3C5YMM7h0Z2NbLhn3IuiHu3u/O/vYFtRkugJFEucanV1xj1b17pQpC/QtuDXN690i9YJAYxNCnFdzxsIDW3BeNmiixIpbWTPQhhJML3zgqvo/MF3KaXBNXuZynj+T5ZOfXjDkD8wsCdPKFYkn1NToB/cPmTfq1a0YUOLJp5eURCJBnklU3+9e0jDmX1vxREx0ra6DWlyvtQ2a4JRQ1y37tmIK4bMsM47znLxNVbVs2u6HxK14QzJY/Le2lKbpgoUK/L0Pe2zZVsyQRIHjeFHg/b5MY85J4cFX/ImbkHV5NVykSExmNO+d5xya/o8/cYMoUBICLKxynOg5ODZrxp39/sTCoOhpu9s0p9FAJ8qxYmL7vAl/YqyZ1sOBUFRmhgsa5IPTNp93YBsG5QMJrSIasuyAS3yCF8Ydu/ScbZidNRuqPJfn+ylCGDE8MUiZu2UbriQocvLK+a5sx3mUYmGfzY8f2YYbylJWPG5kymKhoISBuLawqHTqdkzlk83xrI6w0i8kE8zceFpX5ZfbcaNMeClw1JX0G0MxJ3rLuEnbMbEcWl4mTKupjioIYflpl45/cDvuC1iandMJYtKmSVX0x+UDrum/HZ+JYrIxlzjeaebyBvrjuf5vP7xsO84NZ3sdrGiOVvQZ4OgYgX/2KVj0xXZcy4xMIGXnOdulgkhhyehbH9O2Y0kkIGhxU1SDjgpKw4qRU0vG7cDdJeFiSTAspFJMRTEWVQ3qfeUOLCopGCoTPUcCzLFwKq5U3x/56g6cyQSb53WiKkaFXI4vRn8/9qUdmBDmmkWhXyKYV50U9c5Lw1pOPXUHpoaIRzTXjgRaHZOa5PVBTVNG7sANAU+VJddgXDQQpL58b1L5tPgOPBPuZhYXUpRANAyMwi1Fq6+t3oHpFfF8RteNvONaIoZhXvXA2z7ZgbuijsmCwyvLOEXkMRgfjtTm0VcOZoT1glOkSoXhAVQnjw+5Rxz+Fx7PctHCfFbP5jNOB07GawMGT9j8F2YWJvqLAnhHAxO8HJ4aO/SM1F+4Mx/MqbmQnHELum0MwqoJb02d9BcuHagM6ygrDpeURIl7huLOUnbfFfS0ykXliCCKEuNAg9w69OKBZ+7ErUySRZ4xQeAIlE7Bs32uPEnbiTmKl9FYznSYy7sYgDeHTD+1bCcWSVUCs4JBV9QdRoM8O2HmuBk78azAqDsEhzGfwUqw7uyu6w/txKMDY+H0iaYTKHbdUgTx6ND1gcW78GiUM1NGPmPJYc4mnLu3whu2fRfuESXecbMpOa/xPkvdOGbHGV/swo02ZOS0gWVqoCBEM3mi99NXVO7CVSqBaMCzeY/jBQKlpZPuvOGdXfinwLsaYhTcsCJTGq4p+Py28l24BpwrcaIgei7Bxng81bv8nvN24SKZN0ksMIueN3EOrpKH3dO0CxcLjq7xjm26oqdTGpb2ebbgtt2YSTQUCZmxgGvENQzBvPL5vd/ajXkhNaiWxcISE+mBwfjq5OTwH3djQZmkd2fEssI8J3fjNCzrX/KAthv3iwrJghgBvh/vMXhvyMxFI3fj0ZCTTXN5LysLJqNcLqrq9/jbu7FIDmpRycjpvE3zPhnvjV456Zk9mAZRkEEr4sBJVParT42c9fEenO1leScTEzU1Szi4EftuveicxXuwj+shBY/qTBUwEf+q/nnGI3swSyWiF4jnYUoiBHw9Zvnt1Xtwi8qJXFo/ZJs8d5TadW7J9Nuv3oM7zUS3kbC5atG2PErD20NW3blqD/4RsXij2XCNvCUzEpVLL1DuP20PlgqUFd6HaUn0J/hA8ZK+D+7FA4FsWIrJiu3wioqxeHvY+UN27sWMPkIqmgu68fhwt5IW90FN4bQb9+ISqvYEFxEMIZCVMR3PFn9/8Q17cZfMuXA9zxKsjEb1/a+hw+9L78XLqhAPcskkwaGSQxQbL5ux8LO9WCvJCrR9bfVcIs8o84+U/fDIDJqJQnqSJSM0TQeUhr0Xvr/E2ouJjmXxUlgNzlByKmqw7OSJ4Z/24W3OZaolCCoPCtVovN73HxX6PrzOqEzsVs3ISwEDZfjkrBeHNu/DhwUhEnweOJ6jWhyFJ8oXnffWPjxRFA6HxWBIFPw2oRT3rpr24j7cwXOpzu501nFypoUz8WyVevEj+3C564mqEiguEMIUwTPx7pDX7hi3D+eoxcWKqARVhaQVCZGFQ4/eOW0fFmY7jJZkq52VuqhbKvBgdcs8cR/my8RboAIHB9APlp89/+HH9mF5WEG2rkGPOXxBDFfg00HNfdbvxxVCimIaIUrTtSwuwIe9XxnYvh+Xm6roUgUJvEOK9XRsGB88Y9t+XN1PjWfbNTtvyoUcheq7sS1nP7sfLwZkZJtas4kUa3co8+8Ols59aT8elxwefESleVhJ9MGq4RdM0/djFSlrqmxqBZk5GIfnql6fRq7ikYqIIDCXE0i0crgYzxX/eeVf+/FgyDA1W2KOI8DDZCyK/fp4635qEhJEJIl4WzBTuBRf9Z9V/sYB3CwJLhxGspnWj/Pww8if+7xzAHeKomcbumH7Toa+ctXI0v5PH8CygMjCmcPihsomSSVQerH37FPePoAXCQpaE1lFEvuwHIowt++RC6oOYC7Ps/a8IIYUontcjUcL5lxWdwDXmKbjuiAulQMqKdPXTr33hhsO4DWVPpADisILBOND8EH/A7dceAAfBFXObK3l03qSyGgmPu41e97XB3BPcYWsRklHSKroUS53n7tl0TkH8OGAiGhonAHBcEM4G/+q2sVuOYhnw8xslbz2qnwHz1CN14bPCS8/iAWcqaX0ZIYzdbcbV+LJgkuGzD2IK0l3yhyTyGoIIqXhqWGRYS0HsZDXtTo9LuQyXjtPT79WctvZ2+lpW7AYE12PE5MOJuHAaauueeYgnpOK8k3ZLk/LuJJDM/nhtB+vMw7ixYpYOMDZweJo1NIo3muGLJ6zgJ72eqndJfoBIZqyLBr7zcrqxV8exFVmQCJ0TcNLRhiuwlMFrwrTDuE+IpKw4wq24xB+j8XiypFy6hAWCyGnOdPWVt3WRBpyBtb2vyb2+iEsCoU8t7auIZ539SzOxbK+jYWXHsI9l/gCmwuxrE2FPxE/jK4p+vIQ3ouFDbkxns0ZVooRN+wcb59CT39aaDKj5UQ+ZpmaSy3VdmvN6dlDaIvZ0Ovqj+c7mhIuCai/zpfPX3oI6yNBMZ9u0rv5XLAQ52P92Ksvv+YQgaks8T6vOoQopCFeG1lyV/oQXhILuzoKI2mDLw6GCcLeqErMvYc+jiiqEIyFw67LtdG8P+9/cN7QQ7hVcRsT+RI13s1cHZXYe9HDd7ccwrdRmc91SJQGjhMIT379W2L+bYfwqyR5qWw+7uomy5G5fnTSH+pHh/Go5EJifDoblmWB4v1MrCH412E86BVEyV5EBFkiLrgSH/Y9L4rDeAkBRcrVscGNEWbgMrSc8lz1q4fxZDDCesWGC54pSDx18ZLer1Vbh/E4GMtpmpjoNKU2+njjmI9GfHwY/yws4BtbT0RMM9tlYA6eDg24kD+MB0TAc22bma7jYAoWlsx/+PHDWGCk4p3h4oIAdQOjpz+tePiRDYeppWxXIyHCK5yVJ1ivnzo2iiN4rpClg3VIceGgYhBWfdJv8RD9CO7RJNUF75n1JYUhzMby6utPvfkIHhRcLdOV04MZLSRS+Xw18KPTPj2CZyXkjra4mQRNJI0LsW7M5LNGHcEDyWSSmaItuGqfIGZh46DTzn75CGYxzna6GeIKsxmlYc3kvWc3H8EaihzvEMULImV6Fp6KfHK5cQSPcW6GMdKPIjrLcAM2j/jv7CFHME8UmU2U67m+vLXx1hlnz/75CF5U9WSKZVUrogYKKSb/rpgy77wj+LcsiKZLfCcSRuAMnJg86N7YEXxAKJWkkgrUB9oCuA3f9VoszjxKEEaBZQqfFy1XIHhcM2Cb9PlRvBQoamGZwGHHSgjN1JebRwcDNx7FvZ5Bjq5Jt6qkrEddvGLox8E/j+Itl08n23QpVRHmc9Su79QIpy06ituCqSEdWcOzuQJWQR87k6afnTyKf/OWmhisdwp6tqCM5NRz0ZdnzDqK5wIK2VBPiHGFkQLqyx0jl1+nHMWHPG9ZuhiTqNp4GuTo+Auve+4oVoUlNdxlpJN6ZSRA0mLlyGtv3H4UK1U1ILq2JZtZWthEPNvryQWLj+KRXIPZL9yNEZWwXQLqD/rPkW4+hmsyZt7kTVUlnvJoJm8U3h5pp4+JWkXYGZPnNRl34pvq/mUrj2GuwAmMTBmDv3l2DfaNuW7EYXo6Gwh0cXkuVNgrSvYJB27Zeea6YzggWVHNbs1KuukkaZAVJf3O/O0YxdslWPccx3IMGzdiZdWGm3Yew02CYXBuIFoh+LB+AVb2e+L2c45hZTQkQ7Md07RsjoDjyRFr5l5wDEsciwpWlMmSwKbS/GR0+dy1x/B+SBE90naM04mg78eT4trHLjuGRxnhCAkIcp0k8u7HmwUPyYnjuN/W81SVgSwnaBJux2dlLwYOHsfjHDkYJ++JQYlrpgk+H00ETz6O56k0NXhOzjUNRsT4VuUrBeccx3OiyPdYaJ5EP03wpZHTx4vH8WJhyDNELx/meMPAXXhFnXzhJ8fxir+tIEmOa9hSDNdh7cALr33pOBWjIiuKLPCSR3Z5Et6pLrh32XG8I+RDJGIbqFVsmfpyz+mn3+8ex2yJJIhaWml2FIk5mslvg6sWnHccb8iFXXEzn88dE+0A7sPbhQ2PHD6OxdQ7HO85pNVJRp2Kf/edtGTucfxbFbUiiXXkOjknTw5842Cn/+W1ZPMFf2+MMpw+FCNk2z7m7GH1tfgxxrkC1bHbmCO1vogwYMTIf9RSfEUCUbIpzJdFd2BNn+Xjb6ulP2i6zpG/LFFLQ3gQO4e+N/HcWvxTduUIL3uuYJkmLkd+2oizFtRSYENqh12iJXNkN0j7tF57/OKvarFTKaSYMlnmJMrmJDxf9etlk+npAtv3XXIoCEkhhDgy7O3LPqylJuGIgzlbyndlLKL/FX16X9m3FisoOwrPOX7uZUrD8uhv135ci+URiqhrZYQIM330+WHQkBv4WnyghBQ7lEhmQx2dLQQcHw3YMfe3WrwnMDsPqVAltWASQjxTdmbs/Do8Q/KLCtl1XYtSvAjvF95Ven0dHhNkiqDjb5o5Hq7FwTGrKovqcEPOzXCaZapE6QHK5UeVW6oH1mF2ur5Sz0eoMDOpDG7Fsqgz7Os6LAsqXEYMyUq4UhYpgj9XvDA2UYcX8jpzbI6APUAS9Gwcm9r/9JfrsFeQHNvhLI+XSdJMxhcDmsbfVYe3CFt5SVIY51COrsXvI26fMK0Oa8MS57TWuqXCiUzaT1rfH8/6pg53sIhXEVNiCoPHYSqOjTvtrI46/CQquc5M3LbzxQGOmuSFwEdTZ9bhKVHwiEIdxgnUUg9jqXR42nV1ZFVIHXqeaWt6t0sz+bjP8KtW1uFjWSAaAM8plFKq9pYzTr1uUR2eDbahf9DK8BUcOTCq2EjtvNPq8FLIJweJoshRIV7LhCnX35eqw5OOfSiR1jTNpkKkmNQOu3TBk3V4PCirHOldf5/WIW3/2+g9/NR6/FYkqkEPhiV3JzvwAL4sWcon6vFmo6DnTvSNhKMBHlQ+xviD0c563NqQdJ1exZFopICX6Om3QptijfVYEiBXnaecST7eXIrPanZX31yPz4hbeJFj/8OT8/F2L334M/V4O8i7ghqSQ4qqiLgbnafXnLK8Hs/bTNDUGC+afDhEodpY/ca42fVkrm2AtxlXHKNCugcfFqcntNXjkULmMVtgnktI67VjxRX9J7bXYwVFgoqYvpJUAx7B+9HHz+quJ/UocdBZVheyikc2/+dL0pM/q8fPkl8jhBKkcQQqtneLRp33Yz3eDah+PUhUUkKIWmrT6KWzquuxKegRvtqkEl1PoMW/EmicRU+/whNeqJKl0/RMnIQ3h824+iKKoKeQXqeV85zoa82NfYvuSNdjI/2/yWW4jNE3YCF+raq9s5y+UvFc32XwtgGLqurfvSfeubIejxmpds/I6ASoLkc1+HHUu/N4Pf5tt3SldHdMSaigqsq3E8OGLcnUY5Uq+tuMSkT2p3Qz/hp2qnzPCWwMMycXR4hCQKskPVj+knrkBJ6ldbtk6YO8FsxS0t6v8YLyCbwvK+QifbTySWMC9v1tROndJ7AyD9vJGZppG2YOF2HL2MfLciewRZXgtTtNFuviPIKCnaO/qrjrBHYSikgRiVCFaJBmsrJXqN8vJ0i9SIzSJomCGlRJ2P0n8FjNmhP4j8h5DseR2aNgYR4ODLv2pIdO4H7LzaZJbBoZ/3hhIN44qeYs+wTe8JiZdRtPJLSMoRNfLiswL5ZO4BUl7DphlXqWEM5rw65ZtZfVncAuRgXMyL1TZHzo/a5cmll5At/lqGkc5mMSQdhMfNZ35NUbTuAzOWQYNpEuT3WFR7G27EGhswFPu56kqHyO6o2c18OoG/RyqKiBksZB05gNz2YS5fKdUEtvq4HoiGM+h1L4jC7Cqt3DFtTMbMD3Sk+wqdTIouMUrB59w1kzGrBakSX6LrlItDUHz+B9ddSUexrwqiP6TAxTo+on9fh+v/Ez8g1YTsjAUmrPfrSIJ/BNUdWlExrwb5qWX8NUzJSGO7G26uCsKQ1Yq0wMk5VnnqaQMv0Hfo09de28BrxQ2SzWMk7xAoLlYT5eD468bmcDnmc+SNOwxJYuecCjM/+6f1EDjorwLJbJarJNiqMQn5310uKLG/CZS+6DCJPpaGsgsVA34uKK+Y14LRc26hyqZL1DcegrvyseUGU04q0Cy80b2WTWlgjZxrLo1YXVUxpZlERCur2+yeyukwupXZcFQ30nN+IVJnLhXBvPCuKhNBkE/aylg15qxGbCOVvvOJZPmN0OAceHRUsHy41Y0tmZtk3IYs4yQ/g7vq6cPHR7I5Zp2Vzc8CxB9YwSzEXyFG3kgkbsDPX28q0nGoRUwDWp01om/HLu8kZskyRRsj0uFfU3j57BZ5Haqac24iUqVkcQ8zYT0xYFdsPg6vO/a8RaKaCk2lPcWNM/93iMBNXFM2fQ05wkEvo78VRBvpOgoPkS98riRjTL/kYGgQy5YI5W2X3SmutPbsRzuQBnDrYCEZHJUSqfr4pjt77XiK9IJXmuA450Kcgr/RT78vbNjfgX/G1EX5vQ/9LTf1VGHrIo3gUB+ELRzegoosV/UfX6o1sb8bHnWelkh2QJzUM8enpL/zJOa8JCz7Zd0i0WCJiJYPaOrOFva8JvIepA5ltJGgpLsavfCuXRJvwfCRkzb2v+xoWJxVhXtjQoNuENciTwJPisGaSxOwduq7i0CV8rrpVL5ex0Y1fGpnjvrflXBX3lXFvRXA1pp1jQTSKBfSMWDr2hCeuijtWwvd2UvUjpANLIK8qGDv2/JrzvKZxMbtum6amI4djV24e924Rjsioa9e1HuuKpdCdNcG3J/cNfavI3/yWaCxWxlfN3WH8bdOvpIVpOUOdSqT+6U8y0GK1yff/+p9MEbyNyChPDagbvZvEkPomUjV9PXym4fA/ckRgJohr/PWflhM+b8F/O9Ripb40AOYuHsLVvYtKNTdgqk7xRJM4ncB7P4i2pctKeJrxFdNPzi3AMBDPvFL5y1tomvNNDQwBRMYmFB/FuaP0UGuRNlbk+LxJXETfch+9Kt0xZ5sfbgoN4zOssiIEm+GVw+dl/NeE/NBORORbnWRSVavx+/jWX0yp/lxQi0GCY+Nk+iKewOrZy5ttN+DDEMyOVEGyjzbFIWqTO++XWoU04FDZkL7u7NZNLOxlcjc3Duu9ilAbBYq6RSdVnA4kGLEH7kK3zdjZhuUDihjGBFAN95ePYXrn27mr6WOK1DmZ161JRSRFexJvi4HsMKghf3pGOc3nie+qGr2N77/uIPuZUiyuQqGcdhElU7hu25f67mrC+OMfl7ELOq6sMhGiQtQXLFmxtwku5hNkzjOERhC3FN8Ff1HHNWJaSuYgolxaGquQyQs3PB05Xn2rG5/75mG/0OE7n8SALjn0sNqoZ62WPN3VLt50s6bO/k5d6uCjdjBUq7x7ji1J2qphg5gFsqH64/LlmLDW707ZhqzAtz6SZfBe7bshXzXidV4ibiTF6tj5m4/CogmHHm7HL37zV/7fX5uf+m0sGnjyvGd+AOpWDQrIaHIUKp1w7eXYzPpDoO/OG6zZ7sQRexbvCT5f/oxnv+tVAxOo4DqnNhwi//zsTNAgxt+UFyB7YBRzB+ubeB668oxlPZs2EqoVrbVZWwOM6JpxZc+WbzdinG7LV3eH5VM8TS20t33Sj14wXBEnwOEljHAliXIKDY2fePqsZBz0pUKTKokdqxCU8+b3swrnLm/EeERRRoORp5N+ofH4tev6RZ2iCguCZumca1qH2FHXxV2Vvch0t+Eq0YBm80d7BjWCERe+L34nbW/AeYzxILlCR08Jew+rwHcFJLVhB7E8sTDaYsJQAb3tvqUBpwfeiHTechKo4gYBKaWg7qaz0zhZs9w/WA5XlZATg2+U1/VKlb7VgDdEoSR9BEWyvgSr28GkfleVbcJjcbN5JpWjask0Vu6YYFZta8Lp94hCfqOgr9ibNQZSxebhT+XALUQbjmG90aYYufeW6ii8r6emfKgiTnO+F+mD4EMO5+GGoN2BAC751Oce0LDPnyER1l+HHfh+e9FQL1paaWmsikXEy1eRJLoY2pW3UvBZoEWitnSda4mLCsfFv/Fw4deytLfiP5ToUFd6QLJYnUDo09r0zFrXgEIXJ9cW3m48fwP/hcNX8iVe14A16koibyF6kil2AzX0unN6fJhiQRObXOP2Hx73Ul4NmvtmCZWJsD6fHMocHHy7UiIs7b6i74Y4WdJIaoHYQqLCIHx7AvoHf3TyiBb+oMgTTcj3NzKr4J74Jb75FasEn5MA5jio8Z6QYnse2AumWp1uIAQXTlQSemorYZza2DBg3v7QFW3wlIwAEtdTcz2B96Zz7Z/oTdBxTT2rUrJZf9qsLT1nSuwUfFQUVHi65+SDZ/JewvSIgvtuKX6PMNvKG49gujX0efhreIA1qxWd6KKh6rCvi8ZxFDXhs4BipsxWvW7IkiDK5GzKa6IWdZ78sd7RiI2OWTRhuuz5VLcIv5c8rX7birYRihzG8PFnpRnw82VTYWDihFf92Na1XrtlIiHZ9CYHp0b4TCp9vxUf/00iMnANx8b+wLnJHn8Ot+Fwhnerp2Zxj0gSfxuZeD/Y9vxUfQ88YeYdY3kmL9JXmKdsH51qxlgsOF2xRdETkDRI5K8P/Gv4aLccFryqyv9sp+Uk7OCx56vetOCiwgJHPs3zGMgTqy/3DZpxR34qVZBkMWoriVwCVz97SlWed0Yr3+zSZaAlhp5qwUhiC9aMumPowzSTiRqLxfGf0cCgUpdL8+qQNl1EEVxEPmXnTTKbgnUA51o2/47LprQTrIt+jNP0DMaKjXb3/vGxdK3aR+bHTRqCjxGIRvICjfe6ceXErXuCoTjjHofIReZItq4c+fuXVrVhNAKsEqvx+ou55CL+Xz7n29lZ8KnianW1PZMN7M6CKPTJ4wY2UtJ2S4Lq2neTJS7q4Autqih76iGIimXmFz+XzbR1CmMp+U8mPD7e2YpO/KeDIQs/BMC7H8bH3PLK2FcepT+nfWU/hU2l2Dpq8hKekhSvUIeUZl/ctCTn0EyPf5g634UQkHBQZzVIl9qbS3FnlKmjDGini5rY3dnTLAXKDr+DnyKEyrQ0/KyTlWhrFvV54aAnFZHX5HdU1bfhvLqB1F/8BLZvvLCGsske90XdfG/6KgvP0tkxWT1oapbhjiFQztQ0rs3nd5sgEugGEqKr21Pxj2GtteJLXbE6IxPi880eEZrKj10+j57Tha9XuttrMRDKGGhHDUTftn2OeaEMdqS2RF0SizWw7Oa/mMxf/bVAbjhWIDhWtRf7DBJbDrDl/0pA2fKSSTmA+s3qEZI/ji+Lvzl1NM/E38OiXSwjH4XXsKK2Zvr6NFIdjGoZpUnT9DQcmnjzlogFt9IeAFyUtrGTEnERPH638zyUUk9c526OJe4Lj9TDgoep9V9LYv0ZDJIqoXbMwHEraxuKVs+Q2/J/luoKgA7kcQfV8dI/87arr2rDdQQJeXS8npzeEiOq+C0ceKGnDdzYnO1a2K+6yhnLqhi9LNy+a0oYveX/WjLm+u8G7WCnyj/Rqw2eG49kOI0JyTRcXsfAVoUdvaGNhX4cQppHuJS7+N/aVHnpsF40tCTC0vG06Hmy8jc3FDbHf2rGMvKnneKLqFlfypO2bT1ldvaqd9Dc5caIAn6h8lvoxctfAP9rxA31GFlAKRErVIG5B56l7RtDTnYonOfHuBlN3nBQpvH29tp66uR075QBz8vluMH+PYwniw+8f57RjiS2lM44cbnRVgoJJqJ+w7rSf21Evc5LASMmTqwXFZEfZZeMfbsfr+ZyZMw2HyJiUzn8Qr/jPpF7t+Fl1tDzvcGRgi31fvLd//7OfbcduVWaWnhMNS9QVvIcvxNHnT27H55TY7r3yQJflck3UxekBxef/rR2vWaZH36mls6TYyaHrZ9417WA72TeBc7M7u7qTupGnsv+t748XXNSOXzOO23urnLXqA50xKoiO3j9eOL4dv5EOYXbOMfK2HSEpt7GCXXJPO34icuHJzQvUFA5WYEvk2mtPbccqz89NKpu2BcHG+zhQdPjGRe1YaTOX2Z5b4mUti1Rv9/DJt33Zjm4vy0sSp5MQIZh5kKrq5Dti7djIOYZuU4odjbdwFTb023vfKe3Y4G8LOoLpOal8niZYX9346Mh2fENl6WasLJ/0XL8gumsWPL7bz3xCNDOOlbf8XbkPEe/1vBjowEe8L+w9kvck5smqHKy5uXx/BzbLVA/kav3tdYZPsTNyR8WZHVhFAu5/Ip4KBh9gY8Due34HPjD8XUoy7T04+Dzsk7cPuLwDr3mWRa3HcYpM/PgvHKqqGv5VB76WYaoCH1V9bCPSXV962SkndWA9lbdL9EelbwlUmvZMfuyNHcirJDlsyxWIGm3cy9iZsVN3dDCmd7leQk/ETcoEEXrtiPz4BzpwJEBEr+cyIBpsIc+xIbJlUn0HllkJpntaQORiToLqe0fpsnMX0ASFAINIRcVLXAHewOrACxf+2UGwLolCmucI4GhZT2BT5cSLP+zAJtkzLdOmRtO7PGLulj41V87pIAMsK64iGPlUMCRSDe4puvrK5zrwJXM6rJyuu27aTJIVbxi0YdbbHWgQqDt8Tc78q1HPorbyq6su6sAvouZp6eOFAmvPcHiOFYweeRPNZJdEEi/bavb2dKQpsC2Dh9/RrwN7eCISM9/eqZXm2wlMN5VxC8QO/EyWhhN60I6A41xsGN57IQ2ywTdSQSI6ol2JvNTBAScWz+sg1UscTyXE+bvuNMHcuGmP7epALiJl9Iye14R8VsSb2BQ5RTipE5uUoCoScpjwDy1ugTnlJuW8TiT9nOdT7R35dNq3+WtLrg5M7CT3729rSaSHFNK3F6NuwpBgQycOgCZB06COJ7v8JLxRYyNndGKfLNqm1p7rTnVxRbgVW2rqYmWd2CL6AsSHCFJ/VCdtA38vOrUTR7NmWs/ajhiMqaDS/EmyihZ3Yg2pWP84iMwD/X4bf0YPVj5CMxHllNddZAScRGsJPX24eHz/0Z34SSZJb/M0E38yS5Ebubz/3zuxLizmDY3Q1w8ZarDpnKcGPUOLDxYrKvkLf3OCJ5vf2e/HIbT4TiJ0/5JWxrETfgMe7lU09NVOHC6SaYSw4pq8WkBY1Th45kiaSWNIEWkEMSPookfOyzl3xNhZnX4Dw9VJWwVDSthbh233stOu68TvgpNOOVrYIPdq4WVgxN8mz+zEDoV3tWzWzBqGkKTlxHuzc7o68aljZgkaoplQRVEVUcZPgUXT7+7EF65/YJMj0iD9hDvRdvKd0xd1kgAwnBQhNbWJJhH01lX/fXptJ7b1g79jrCVadM0kQt9eHrjg005s9+UGg39vSHAJTH+KLZ/VTBH0KZeChJ5tvLn4te+sa2nsn+1MpiuumSnbcQzCix/E+Te+34lvoQmWZeUMg8QjNckfoXF/pwn+QXDsUbkmIiT88RE6ymfecoSe9q9i+/jj+J7k/7Czwp0zkMb2TDt9nOvu71/VpS5u7r391sOdWM+TmOTtfLbD1R0fCgZ8Op8CWyvKUZ7ZrqmGoJNY2FPwyYKHO/GN03yiO5nUnKJgTKQIbg2+s2B+J75m/hV5gpgeO/F/TBg5bSGleFkk3NGZCkagyBTC27Bp4H3c37rwC0C5z+bbMnz8GJawyGkvy9u6sEe0xW7d8B2SUYC5TJmK0M1dyJfwxDC8zfm7rBTY9qFfRAu6cJCKzEm0xNO6qTOcg64pFxVc2YWuEK2GnLK/WS7hHuwdcVXp0C5s8nPJ/A1zygNh1W+RdaVvdOFT5hDjUNHT8/7Yu8sf7b2nCz/wRpiom/CVWSC13j2gemBnF/ZT3JoP661ZjbwG0dHm4NaTO7qwOaCyeNtet7BvqMIk8toVe2fMA11EdTQyNbEalGjsO7Fh4PfjaZAfCTjARIXa01EIYxt67z/zii4cIlvEd6ZYIEjATpn/RWyZvI9CpRC3+LvW5FU9grDMoLfPDXXhuGr5KWulxteSuItJE+wLZ3XhAFmr/e1dWUOjUiQ70TXw/RnXdOEISQQQKstk6CWa956SFy/r34VtKrkfQbR14o0clc/28I9X0nL+S5rP9tSQKJJewiOsfMLts8u6WHlBMhHOaS2FJCo1fIaOyvdnf9qF70yP6t6Poa8Hp6Lp9EPXP9qFJgWuaJHH8jyLx+34tfeAG2q68KvIS0x0BUn2HJn6srFmxg29urCPdxzZIGplpBaJXX9TjZsoVF85BMfUOiFRCsg4nZXduO/mR7pYWRjEaKROSbG5+By1xbfd4nThc4/T/GNyRpqTw1JWNuGCW3d3oa5AkQyljWtT43KWArsjrNz2che5f4eglOOyeatXId5klWO+vfdFWg66CLxNOIYr+jP5URn28O1+0kzH36+hmOT8XO6qGb3kiS587+maXmhkFSNJNPowWgZOYyd14xhJOUpOg53UXY3ifaLsJXF9N77yb/fbnkD5tDO4Hh0n5+XqbnQInC1YGYdkMimOu7F/yP3yjG4s39Np7hnWFM/Z3dRbK5Hp0zcQ7MYqzjNcZAy929UyxIDtNWKf57vxLM+TaagOnWFku/Pk6nZdsL7f/G7scE3L0C0voeTdNEmizTW3j7qwG+vzKcPkeVcUTfIZK7AhEBnb0o0NIepTEJ1bRBDUJDuL+pz2STfWpgMwJJfjXFIL1PNNFfedxXVjmyyrVFi+D4RJVbM72ndKqhvfyelMzrCJfOxMjmAmM+DjC07pxhGecW5Cd3TXsg3Ck2yfabNC3fjJv7Dva2/GaQINcqzw+Cxazmr/5MTjdMJ3USaltD18xtU/dGO7bgVFTgkYnH9LdDGMEVNmX9cNwyM9kMu5drCFdN77aKy66qbybnwYOlZRWhDs2d8DQe+Bytgcj2JC8qHLzea0YB8vRS6jc9j7D67rRmeBA88wXT7Y6eikvzsH9l34f904WpzLcnqRwFw9HaEm2aisWdhNMfFdq0BywWUEEStRX5R6nEK1zpM520xGhUrbcmiVyT7LxKvj2CpRt2dMauEgNfcHaKkcKd0ax16B0404OgOJ7hxHUHCo0JBXxbHR32shvZp34OTwNfKlc5TSOP3Bth1iTJim4W8H7SxbUvhFHH8GQvBlgr+bLxL0suHvlV4bxy4HkuM46YbqmMVhGcwh71beH8dy5tiBgCGpKHTyJFhzQ1f0ui2OnETtZMb1bCqfy+JbppTP6PVaHL/07BBRhhgIClbg9+C1ferj+J2D42hZx3NcmXwxi459qN++OLQA72hO2oSYi5i+YC1/qz8fxyFRJAXquI7l8Q4ms5JLrx1RE2dyEJZrbD7aqXfn/NLcWX3KqHcoVIqMXJr3xRJZw3fgVlw+dnEcmyU3264R/0kuebZV2BZoGf9bHGtYkKXTvNXqMVPDl6gtGXHGuXFsUml0GIyJXMaiNPwREyY2UWBZnokeMYFHPoEE1K+VqUlraJU+IPsM6tJvAiV9YOOk9XGsZ1reaUolsiMGUQN+Bm/AZZNfiWMbaRbOZjyn+sx9OQ6e+uW5hXHsCdgUj5AV0lXPwBc4En323DvjBBxlsVTCyqRMS8gTnmxUf5s5hMYm8W4xmBnd35Gei/ygD2e9Gce3XG8hEGKS6RL8+Ht4FRdf78RxmHDO3yzmZI/zzwS2lXx18+sUKib43pUklE7zfh7p/vffNoBmwnjRtXNWLpt3u4kE/qhcdu8JCpUAXuVEmwpAsqnTdgaOLOqK41feynl2viXPNfSAqTvwgUfL4vjcJXhpt+MdFdu9AqLRQwPW8DMTOKTw3Y6d7M+TaBAogod63648m8BB6ptGz+a1ZKLbJSveOW5d5OEEOmVbSWl/NcXz3Xrab+6C96KjEvivnU8kWK5Skq2UiecZP2pryT0J4jRbsdI5vjTGWh2CxxPj5P5HEjgh0pqZvwXuWTZWMK7qz4EXJbDCzeSIWsimu5aO7/GnrA6anSCz51+BYUzRVQLTz9BQ8faQaxKoizJVYq7hk4aL1chVfj5qXgLrXcLAMLG6Td6YVFZtbOy4ogS2B2USVqTteV9CPYy6k1qmBGgQWSTvwcoFktUeDbI/8NK53yWwI8Jkg3ESs/wNk5UsNkw+10tgpUfd6l9NCEVkA5cxfka/i1oTjDqbCzCPxuBpkBdQVxG58pcEfrTtWFAIpOvynUoBFjBlbPGNFJNW/zaga+um2UUF8Qby/YffSPGuEwP+a1H+qZLLKLANxeGbP01gHSkOyq/rb3MI1A256q/nfJbAak2UGTlmEhGKTepxV9GR28Yk8BdnZ0mDkIC2sxx+osKed/udCWzyd46I0ckkcb5S6qpovLuSYqJ4gqcEJYOXzRKsQa7ksntp3usRSGQ4LhwNBNwoOZi9g2fMpwludfO6l6NmlUQuhJE4NPX6+zgqH81J7knnRLsz4Wm4hZVMe2ZRYwJ5URR9wdLj9vEZE/vVLT43gX1e1tD1nOMa4VAeF7HBN/R97K4EGywZjpHb3tiWylHP/oeVjbloyR8JsmJe1gxbzZzRFo0QQuwLj13yGw3CBInEqX89zeZp3s3RZZExSWwQHKbynKzIciBIgnSr+GPJ3iS2OramdfKdRkGvXIJASZswre+8JGgOlpNIxNsy6RwjjWD02VbzcBJbOCeX8dPD3LB/v6q+5qEaN4l6kzGDIthm+/W5Entj7/V/Oom9ZFwMj4sQ1OajmMH6z7p56DVJ1j/i5m2zqY1lUtk01mGX2m/ESUliEscxPY5crhusouY+UtVxSipJNOryHghjYfISoTkbWDZ2ZhKf5fW4wKkhN1hAy/kvuovzp3YlsZ/z/DPTDj6j1Rb5R6bDP5+8JYlfQ5l0Nqp6Mu+/CvkPGGNunnaQVslbZe3RvGMZHpHXt/CqlkxfkcQhybdunqCbFmdQqI4Ef7j2PVq8v80iMIGX/JtH7zF+0OuzK5J4z9Xzshd0DMcZLBL0/hVtn/1gEn+JPpMoAvN3NHArG3jOoJvmJtlA4n3H6EymTZdk4pPY36/PHdOT2OP7Jf90h/OPv99DW+9v5h1Ioo3zU5/RHDdCWPUpmmOr7zFoJpIo+b/8HZEwfibbf/q9vyTJeZGL9g9KBDlQhBvQOuGuB59LojnXy830lv1tPEg0yImyxx78PYmdfD4VivmvAPNkn9biUOjAwnASBwWBiMs5kTjT7ThOTZIs+jEwL0WU4ahIHGhuaInz9XiCyaergbYUk01SEHmNyQJ9KdWgPaBfZGEKX1i6USgTp8kRIumPsCtaVnhZCruoTWFarmQKYgIbsEdIFukpbDGMlv25ZEY31EAxfsXB4Jnli1LYKYl8z/YE7x/xLWXBUTdVXJJCksSknM1l03lNiPnLKZpTfVcKJ/xbICSeJJL8jGDdqdlZ81oKnxM1yEwmaeCyIE0wW9Wv/700Nq9WuJZmmQapUFqlU1Ex5AeaIGEuKTmr9rhZxOMHisnMoVYKfxEqEgcKsmrJjDhtZ6TP8Jn+x/7lQ9IKPIEKpaE1dtuIUSlsFnj/M4sGJ6v9HuN6fXrSiBQ2eR5Jof/VA4eP0VY+Z+SMFNpE/1VK00TP5vPrwKCJp9LHX4VSWc1LmGQNdYtEpVnd+8yjKbxW6JbHy0JFCrh0Fj9ih3zupMUp7IDvrrmeoQUKbFf0/rPXpoj+/Y1eG6Ljn++sxrHwaVN3p0icaaRKA7JlpVSPmHtHcPkFr9PH/mEXyQLb9WtwLiuc+uCF56ZYKB0SXV3oajITHWEKlVF13oX1Kaz3YPtkAf+qHImzI73mz3g5hT9h2Jphmrrs7w++wZQ+n116SwpHKP6S/6znO/RvUB+7+QoapD4k8q7Xc5ePfrAKrSX21XH6OCuGeMOTJUGiAL8AY+QT125NwRA5XchoqQ7LzHB4G+6gCdffkUK7Kov0G7z/8iPhyT71+RvOTuF3/3aeRfGzXEXDVyw4Yubfsyn8JnGuRoJSo4a1qNNOVO6e8yyVD1nCvMtp2SxpNLzAlCH6reNSTOEstIayKcs+odlYin19l9z6UArbGeEF822qv3n2HfXl4DtLKCaiwQJUsY7RGtEIwpwx/7mzJUW2nIVd3XKkbFuWp6QdCZ13140UE397iPknqf5uy7fIVdXdRRV7VPKv2xuayQRiQCqf6pHzeqcYF/XsdM7K+1bcIdV70sQvH9iXQoY8YSafqO3qbst2k3G3h769pCyFTp6Hp1i8Af/t4gU4PGweG5rGdqI/mfJGWE1i4TkWHt0utqVJa7mSpecTedMUWql34mVblbo0KaWUXhTKa47pcJ1UVenYrtDKNDbIiuO6TiGZfCuAdxk3oDTyYhqNruKfkXTZvC3YeAoN/ddFnk5jHzlLwzYsQ2si4bcMu0teLpiSxi5b8vxblrzoX9rYiCPq+kInTUKb9ewT+ZeueFyCpskf9puYRlOPL/bfxCIMphpsiU7pR9zxk2UrdgGzDdchtfQy6qpDwz5Kk2xxPc7WHItyypEq0MtWj/gpDV0hF627ZCVUxa/BXdHxI19L40+/hpkghyTF9MWCV1M6xk4jT7WU6kjnklqOrOEmHFS2jPsljS2Cj0m8p7sRiSMVVhcaeOYE+kqSN5zr6zA/qR+io3jSxOvS+NDQ9Iwa1CzXtHVafG35uxO3p1HrkVQytKhlaUwggskXx6ZWpf3btEwinNFE8oL4Cony66a+ncZxQSAnwfLHdUUtIFBqi02fXprGUVG2ba25W1ZMySTSPVDYZ0YsjQPUYJznEGvyAR5fMK7fqxe/k0ZG5ZlNk7GYpfFYx3oNTc78htJAnGoQ4JOhdRXSNnWh/bMoVOtJH+q8JTv5vJkmTqvttWJWJo2DMhkBTVFcwz8m+oA8YPfVQhq7/bOWzny2+4QCGd+wyICv/l6YxraQkM1EkyQUx0RdWvz+sjl3en4N8rzMBMHXchz+wGFp312b0tjZc63H34ztyOYpsN2xc+4u9+tEO96cIuULO6JSkyRKn35ASaOZHnZsUzeFnOO76P2Row9+QBHkHY4wxjBr8+YIWnxw0AcLqWJ398oG9WxZRArwPccQTaV1Dw1O4xgniarG9HwHdOB37JUKH3rBT4P/iqmiEpWQRl7OxBEPPDwszcSStKQSqLlCF3FsP3RO/+jRD9PozMQLw1RAxIAkq9dDK80sbuhZDpUwNZrl5DWKt9Dvc/7FDH4npenkdEnQ2gm/H4E3MCa+mvEvMXCO1nU8lTNI6fyC+vAdkSsyqCdlyrwen2YYmM+E0xKRjgx03rPttiZD7FsekHEhtIuGFI7MQKOK5fy/ewOkPMjSclV9yp/JoEnyzGw2beoctQMRTGLAgsqqDBKCSuBmWv5BqOpzsbR0QDqDXb7S918thv/f1ciXvDvw6QyaA/4ry8m4ZXGhALZAL1TGFGWwjbqJkI1RX9FIqwnZrh/zSYa0puDoqXLFKtDczfR0a/iiUyZkUCtEwoTUMVX2z6RfIasinRLPoEEhi+q/mC/5byktZwPGPj92WAZOQFE4lunOZbLk9r5Ed0l6bHcGf5Gzbs9FSiSTiRK2oVb+4uKlNBO4/is6tBrfX34PvXL0JU0Z/KiLRdTXYYkzEwIBdW3omss3ZbDHSKeJWqlYQqpKWKWPCF/xQwY52z9SYv7NYE0jIZIpXny1m8EfDi/75xP+fTaDOq2j9Pxr+mdwmKyUb/PJClK7bsBh+cNr6jPYKVM4yO4wS7AFvIrkgBGz/5ZBsgdmJP+mG5HyGhbu//JtL2Rw0HcpBB020aaG39AcWXfHhxRBIj7S924Px5CI7yhIzy3MEMYy/+K2xeu2zfAJmsor776OPnb868/EroL/VsQydJT0nU9Pb/c1i0CSMKjIHDbDK/th/pIMtpCKFU2PJBrTebwJbciqhZupfAT/fQ3fX/lnun9inzB/YYKW49/KdyGRkhV5atd6VXpoK33Mu77vFEGhEejjrvCBR/dnyKH7GwuOpcc1ziSRs6/gyOMBirf/Rjnvs51/O2ERi42/YYmbYTHZ5U0jazi6lcqQTKwvLxA+zKKe/x8H/E8pvcnYkF5yIIuULkgUPIJfSzQpVMfUAvmcLI5Joui/pyz2vAfzDZxqTt5LT0vET5RjV6fCwDM4UVUc6e+PTcDh1zcpLn+Q5uh/Cm7N4k+Ocym7bkjw0zEPdaMuLxmTxX6iCvpKiq7H+To2Xv525TdZxPm2RsHKJpKaZcUJOE4od4yJZukfgitQTXH+pgV+YUW9Toy5Kesf4fminPS6f6NtIZIn159yTRZJg/pU9M+8nHSeFIc45uNxZ2QZZdAvCDiS/5rtT4wvveO057LUaXnDcAJuF5nuAM1bK8pMaM1iTzgogTM9IR0mqiMaDTwymc/isOv4b4g4nH+XjHi+eGLfc45mWZEs0Yed7RkjldKwHd3RPuc+miVZzmxq+55teoavWdFg+/yVtBxC+1wmb/uqzcSrrHTsnmkfZv275rqgd2eyOS3L8Cy7+eqdl9yRZdfFgtb+LZ0dObtZy2ITGzC09rIVWewGUR1APRkJB4nTuoq/vao+iy7/RV/BP7XgXJ/QjwcLbvw9iyPMNRj1pUU1UURPZyq/uvnvWWwPhCKBEOdpLk8IsQlWWcftR7PU+rLM9dxwZ4aItSxcc2iukcVRWbfIjdvhUkf1NxmzVe7d91K8Pcfg0olgWwGfJ5vPpGGv3v0dLYfTLVIiiiSESHEsZYHTX7rXyzLqJAcp23RyVsbnw9rg5Pkp+sqeNy/IkdgW88s+XxB9cDJNkHcoL0xXbYPgdxML93p90Zl+aaqC/+JWMwGrTfqkpfRfj43NooXqWJR9p+f7obXIlex+vDKLtXq7nUsTFHi8GCV5i/5fc5U5fGeFVF0PJAbHYtCoTopHn8LPzEFXNfiXhhrySZrgKlY+5Db+mxxschOO61/78wRGfNlVOFUYkcMOjrlWFyfkVc6TKYLtkdOlcA4t1K02JyVsrSLp4GkmDjksD8pRDTJOVKiMIURtMhcNyjz5thwJEV4RxB4BRJP/kpTprbKWQy1VthKRKAR+72yEU/SU2pajLyF75FEELJFc9HM42Ov+0I4c+Uv/+lvPb88/jk2WziqYlMN2vdtKZnNGt/+6N827MfKvauSoIJj/KpYkq4GAR8V0XPir32s5HBD816oURQmpZPY2MrHXZcP600xsf2oe6XrfZWxnQqk8KkRj87x/QY0TGClRAup8sTS6Pof6qMqFfUXpX+uieDf32j92YA7Ngp7PckTHglwsEw42qXPG6jkc8y84+NcZek43V8HqJ40ryCFNpkRgriP03Ndcg5bC88f9SKHyPbRhGC4ZPpc0cJ049nQhh309ytYDeVLRf33g6NCHJ1yf852Ai55bOT7OzGFjrvthwqwcG92zC22g56Ip0SgqBk1cn8NhkJIzbNvpOYR6k4VOP+msNTkW8vfXbNKZ5OAkIoFUr11TynJIcUQlQVJWnCFI+I2VDz50djSH3cS1osSEnsMM7EQi/J+z36PAwrM8vVarILiX8AMr6HvknLdyRLpdBam8xuVVTfJ3RNoCK87/Rw6H/FcjOd+hE3djKwnvudO6afE8T4KVigc+mv6TKaPmXng7VRU9p/KE1iIZUgpVfezRS2mCxzzP8jfLPatFLaSez1asuZKyk4V/0GCTdKbvxeds0Km9rzslB8RiXW5dzVE7E5fjFJO24DmzV+SwU/Cv5sGPE6HY94z1rb5hNTUJz4iEibg5QeGoScIDt918do6FA05WT+uOq+VZjqTDUfndmx/PkfNy/GNDL96csyJEk9HeG/5OP68TZI5I3rZcspP4DJ1lu2/tm0OnIBoCL3H+313FqItbYxfeRstpCjEnn3D9fRUb2INkAHesymGP/1c3+HTuMxteYZUjH5+7NQdDJtjwAdbw/4qb3WiUX76fBjlg+X8nCDl3f1l4kQ0/feaDk3IsEJIsR6tNN6U0xyEj6Vb0WnAvPc27/sGMx8l+T61jJQOGPro3h189zlIisaC/m+ySY6ycWPD4vBzjZaoy1zE90bSClPmuYItwXx616Hkd2T/5ILrfzMSq0WJJHjuDqqiIksBs/+LPdtTLbWIdfUyo7Tie4Vr+3+i2k6RFSBqXxyFyRv7ZMkEBcfirLDZ2uHRfnsWUHEk8O55JWRn/qCBR8HD4qTy+0P6fpu+As6uq1l+n3zp3eu+TKckkk0nvJKSSAkkIoZNQQ5fem6LPB/psPMt7T0T/qIg+G1gQBJGOgAWkE9Lb9Lnl9LL/3zrjw1+KN3fO2XvtVb5v7bXXPgp3VNfklrNcrqKe09dXfNukHlLxhPffLx4HG4dW5csaK35tinewgoHvxY3VTHh7pa2mBuO2Yb1RbD4YO7zPsdTh+uOmOKiRDt8duDbvm94gJud/t/FZU0wKlStKmHLjlX8jo+Zz3e+ZPAHn6N4R09X7Kw0YidxY24/J2wb0hkIERl60N0Wp/ET/dFO8qQB/Cy7t8DH5n1Ft79Uzs6b4mTsU+QU471DeUy/eoormL8yaYYq3sIyR5wae7zol8Y5wM/8+0GqK/fhxrkcGRc0lMIAD+tCc13gkfHgesVuPALf+JA6W9cz7gykOQJ1gIuDXUeiK5xHqLl643BTPexEXAHteyCN5UYyl+xf/3MQfaU3ydC5kxM/8WZQqvnaSZ4oSn7CNoxdDjP8UB9peWPkERsJwLV8aE5NwWOLX4khN+ykY974o0SDJaTcTTYxL4pvUvfjQKTtMao3Ukjc+uT9fUlMlcRHVrfjJxstMqguhVrZdKkRewRe/pWxTtBGvdDQK/MlR8ea+cQ9RSIxllp+21xSHDTUNxxFwniwAZdXK929rMMX7AJVQwVB2AFpBxfdVP7Jdx0hiIKjKcfEfBujVz9hxjymOq6aqhaO+5St5Df7b6f70LDzEYVDKPpoPMoIJjOXU8yGqkbTQ7aHJyP2bPjsBnJqt+/xlJVO8zi38eLtlnNH6c8Kt/uDyk03h4nXDk/KRMteODKylVPHHK36HV3IOQooBOyLJ22Io8Y1rLjNBxTVD5YPYcdX+Y6R11H7mP00RVKQNU8cDoJ2++Dfh9JxzwxEMEIvlAv9oKX+yJF6g3un9N801xXtREPjjhZIDKC6Lv4p9mnTTl3jyNJVViDMLT4vDFYWbQJAPQkt4p1LmHTywtrDsslu/ZYq/60qERyuBzLXlfyStYey2S0zSMpRIqKGVVPmM+2sw18fvgLm+JjnjjZpIFdWDxyLEy5r6oXu6oN/wIoHkqqHrAxi+KCYyk/f2mIAtEseoeDwCAxxJrrn3ZQxQxwuFB4DLSAyhTtlwr2uKj3T+ti54fAQXtuP0tuTpFu1IkDh85L2JibGiYTHyrO6sasBfosDFFwMLsIrzyEdqvlgHiHo4PmnAR0q5vGcjSacdbpxjcUZY4uKbMChFFrymm323LWeJIVYRllOcS/0PKlvyb+0/tihFUUIDNzck2dHgqIP6wWnPWsLSbPO4W+D8YFEX70OdHuqfa4kDbIDxIVam3fAQtXcu+T5ekkgo8XEuU9EYaB9MWstWWaAT3KSR0TY7zndFPnnZhnss8QlgX6SF0onsWP0B8QdxIHfjKbdZMCkRwqFHHOi5IGmi5fatiyxxyFE8c2xi0rfHYGkvUdu007dtwgB1+Dtr3A+8PFzI42Ky6rIdl1ogNohnYcoraLIcgtLatZmdkKCdkYYBm3NR3itOiEepYkbfToiqQoXHDEsjlhtREb5KqZ+xc7YlCjprqjk5loBoGKRX/GbnTZgl2yTxoQIP/u3rVL/48fNOtiibCYtkFuHCbKCz/6ayeTW7f2pRmW/7siqDpeuGIj6kzoZHL1lr4S+wEvazegoffywmEg9c+YwlPg7sGCsgRpmSeIfU2uLVN1iARBEDVi+IuLLuMjG5es7V11hiTMgxyhQAzkPi59Qw+Pi1Oy1qMIqy4yPuOPbRAMpmZj697iesJwh+vhoYceX6UyBNe+5YawE6+r4dZFVRAPjDEg/rNfc+jCUGi8YSKGQJ2M8XxGjvnZJji6MlZ8i2InnClj1ZPE3J1p6yS23wHS5fyXIxJ4Lu/1D7svPLx21qDzRQmzHNoxK7EWFlS5Xfs8GiGd9xjOHM8Pco119f81ObcllpzJNGbRca7sL7AK7X3WyLv4GXi1IZMBGfkfyBKHb9b/0vbXE84qAjOKEBRf+7GDMeadxli8NwMCFvf3OFnXiDUk1faXwDH4vimIwoYBtu4EMmIrek43VbfEAwSpAs7gkncTIj9+1O1YYo4KeiEFFTQ5z/f9Qx8LPOc2zqUAKu3w1kPkUAjHw4dXpXNZ4dkitx0WLER7EfE27Tc9M228LlQ8gyJ0o49P6JKtq+1f2uzX7BHi5GXirBpxmxxJU/651ti3dcLnPXVQo4B/DflOip6bvCFiZQmR86AGFZLMOLlG4aHNxtCx+BxC9OupakQ+2fF8fKHl5UY4uDnCqPU4acEPsqzV765UV32zRbkgN1wn7PHhFiAiDmhNq+6ANb7BNB7Db5DC+7Ry/3zuLjtvAScWzl051gpc8Lp+qdpf9ui6FkKZGKigUfzLZMfE+MNT29Yp0txniPVhFMX/Hbr0hpnLXiJRvy9ClQHWAA14vET6hrTs3a3TZ1pXWJbJhE4FgeLK2q78l1p9uilA1VLp7gcxgSLO1EIrkeIzkhq74vJ0JIMDSBNbs6Kk65FgNsKgsc+7jOyRUF6qP0vLBllc3xj50P+xgArBdEseLXWy6ygZGZ2GB0cW+sj4RXtnPLOTx5P5JcjwxeeEDn2t4dW3yb+CwhQEh+YrKYB1QTw+pftq6GnlgmPrCsSClOtouzhNj0/Z2zbMFJHMyDUg5IFRB1ddu7O++1yZBca9Q1nUmj0m0HtCjWfbLz97bIu34M+jj5Aa8Ja1h5ZhmsQTOkoOSa+Ccsw8eklF9w3o1YS/iHMGTMz4P/gzhS8cXzXVt8CmXyBLy66VkF8Qx19b17ca1NaZ3T7QoIQiE04JGV6ok9DbZwlLHihDfhhFKqflDcJ/x59lXX2GJyPB8p5RmrNSlSgfiFGK/PXPMbrKXrSmPHTX8i6qqQEXTTTb+/wbVJTXBDZ6HaYxwzXhfDufNu/RFWJ0Yccb9QTP5DMWlsv8PCsxFTlanz5hDsU8JvfPCebmgs/LCnSHkzxDBBJ/yKr9BRB36PH2Falj1hMCdp6fkfadKhFgXuT0npshEBU78j7PQvUk/g2yqXVvPGswetegv45NTy7zrC1eTEKI0MhXkr4hL+8czTdX2OGOckL5w1p3d4Y9huvb31PUccVqVUhZ5MaEoQpkHfpLp/dP+dSzU4PaYJuxTAbv8hREVHz18dEWgUvzDG7HDU48a1vfPwbIV1NeLV4clTS3Ni4EFHfFIUHKNTaS0KbfEk6c3XzzvFIT1CVIisojPpFCLxCRllf54/3REjDNh8M5DU8oQkXobGHpjvOWIfJ+M4PHAvKfFXkmvfW3IaBhjybiIoEGQbQlT93T9Z3uhQf8r3NJWbrvDxr72imPSXm47Yq8WpPuLyY4HYsHDO2pNfwEhSkIjjeOFhGbjqETFR+cvV6yFYSSRD+FeAQbiZXwqn9tTV33CEg9VVXeaoHGT+AsGOrklj8vLUwUYRpxD2k5rbseZTRxyK+MAjJwB4N3qfmFTttbc5YkgitzDiFHXFz6nifWppWLP+eQeRRnhcPQiv6YXiATr1rMymnEObdNmzhw4fs8MKOGoEmMZLNj3pUBKI2jkxGXiZavCdZ2jOYNO2xx3q9iSvNFRwHbhlFdDZTRd3+FAITEMF6hEKpyRfEpPlH56xwhGTulElcWI37koMDtiz89xnHMrpcskzbdd3w6IPFzat54LzvoMnCiV0o/GxkZKsl7DEWvkXLngS6sN9ZSiQbJB8H+Csue3H14w6lPWlSYlbzcgBvOYTotgkXTfoiCLFB4+YNcIr/5KMtstveN0huaHoWZOTZn646PrAmkNljTcdcoAewykZYpQ+kNJEquvO1/BK/iSMsyoh+6qWgQa63KVcKDlu6JZKeIQvPqXyigsyeVccl0OPTgTKeKHgZ8W3xFjzmorfuGIs4rYoNLV1yH4w81zVj12AM9dXuGWyD2gq3qaetqHGN/AQzU+5RblcuBbE+BTVdX+tvdulGgtfd4uhqmeCEFYcVT7acZsr2G9GOpdSI5jAFYwlbu9e44oRzlEL+NPAl5k3OLVu9zuucGTeyeZjqb4bIRZ7mS/3DLnin67j+fGJbs74fUSJsm1zHsazZT+Kswey73nihyLsvmzuoy5jRK4qx39q7DXndO2d96ArjsXnwTmHgN/EEbDTlUs+csWRuCPK1C8JXKqj+ZWlGMlhdl4RUJ8MBgZFrqw8clKPK0ppOQVMkJKqBIDIByIou3glGGUhjJTAdcd9M8pXwrjnLVy0dqdLvQj9pRGEGYnpxOtU3fT9TQ+6VO3IaczblyLNJ7iw8eQVm29xxTjYvwLHhH+C5j9HqYa1Wx5xxXOODbxGdiarpjLQsUn16dO+jUWDDSMIIAq4WOSXxUTFPWd8Fh9z9TdnRrk+HfTNqxs4M+fCv2IAmLttlYZLeHZfr3X2N10qkyTvyFjRQdxQXIgqmRs+F4s2ouh4uATfboYO2GhTz+d273Ypa5Rk1SHuGIm1/Ad1NZ9/UReWIafKKSkhB7IO1/u+MNNn77FdYUoBN++KeMlUxPkZcz66vM+lGTAf1xxzPCmCr3qeOjqP37IYGquETsm3KOAaRaAVN7HnFqzlCDeQUbgGms+zP0+J5j23XucSN6TgrnLC90tC/I5ae/K3PexSs4r5mNBxJT9RBWearJhx5wwXEtO4jgMATVUl8bBwp198J+u3GwIzQx2AqxhxTJt3x13NLk3TA8nzrdJokAbBfo0aWr5+11dcapAjv6SEgVKMSh5eOXvws/d0uNQ06giJrQcK5GPcBfW797BCqAbpGlikHqZI7Bd+6rJ778HHWpzHwqpBuuJZ0mpkWuyRlpJV4ZeKWHuAzrfEePZD5SseohRnPSLGWoEpjlA2PZB4DR8HOpc4KmrMJJ8TYXNr8keeKHKntISclhQCdPihEDMaKioZD3ClBYMcPpn4I6LW6RX3e2JfgxRICZ8TmHHwEtnqujc8IZI69CpJcctokItVfT9t+KMnnCghubZ7pODkA94jb6lpb/ymh7heGo/4jJYGGcIaxlObGvMeCAeoK7CG8Lgb5HOUbPlpUzfwlK9korG8I4WuEVtD/bXNJ3miJJEPX5qasHU9gqgs/c2eA57YD5oH32ALjdtDPU9dvTX9LR6Vy6DjTjhWKNmmiiVWyx+aCZkcCj0+sEZqms++vSjcqtzAy55wEbd5KgaXFCEwVnXUzj7okS7Vlvzxhv2lYRtTfovq6moH/+hRXRhZjlEo+bJVDMSfyWgsn/tDDzRI9qDFBBc06onbhbno4QUPQN74yFFSqoh7oBwUtv7GoqIn8nwgkatSFN57/hPV9ly6/GsYNzTQ80pjyoQHWI44X3HGiu2eGBYqd3aSpxLJj9Hi1bed9LZHiyQ38pyw6JQ4Sn0oguyvV+3DyofxAS1lqpfPw8Lu/Py6UzxhhzEz1GO2Auk7WvvmWXj2UWFzJwneHi+KgyQlr9vyLMYtaVPITJQ0Ac/WV5fY/iUP6F/VfMstOX5QloW5JvpeP2/AI6gIBu46zthQ0QYTKOQWn78Ds1Q4tTrlNCV4ZC33rQsf8sSnAdd9MyIE0xLHxYT8hwvf5meHjFQDOwwtR7wnJpOliwKoD+tlELkTKQYiLwm/+gt7sGg+R1HeuJCA8cQxoqR/eb0njnNOivPLgmtbniW58UuXX+UxZuZP4VQm8xOQ98wZZ9x4k0czU77ljR8vWp7vWZhlWWX7zf/0gNl434jPTajgaUfp/Jkn3X4edDD07RS8qRNZCQVvqss9TG/6Ii8kQw1dsGVehr3CTv6bdLcPz8YHhhjjMtB5lZJ135G3+5RUOItBCqkwLPEEZbratT6f0tx7mHvkkKym8MqW+g79YV+MRoUS6eTx1j3XsNbNkozTfar0TcGtGuHtMNMTwtYWGc/54gS81L+y3whe+ylbZqSf8oHCfNfihgrgZEkgjumtZ5f93udzSCwqTv1A7Y+Tkpyo+IEvxjg1E8aeAP/8Oul1d9UEPukhV5Exw+JleJfSlS/VrffFMeBpP3QtoSUwwmdo4cCJuot9qrV9i93/1NMBb+sqWj/n85ap77pORJquqSDXuaaJjr2+eAPvkkNunmgYBtZSThU6hiDYiHl4PBDI5gOqqPyw66++8CI5ChBL06SA2T9FNR1X93zGp5rQH7dlSU8kKMHgLFf/0HSQwlyySnJs2LxyDBjiV6S2/2PGBh/WoKuFxpSkRDK8/SGoz3P91/icwwhBuN0gcAIXsywr92ZuxrcRcZkDYH2cELZTUkqzT8O3WUIxA+b/3hZBZt/sb/giiPt5S24YNyf6X8r2/mbwmz5lVa4mJk5IK5zrVdtmLSjHwKS88E6MZQst2ZQMaxCJLYtf8sWw7BpW0RgtKa4aACx0dl219C2fOrM+AbNqFrmwoedFVPfKsm5ffOxzG4SIO9dpGvBgqfKB1R/HA+T3RZiUxBtjmZrb18z2KRNZgAOYuaHBVwzDA69as9oX40LizjTcDxj/e4Eqm55Z+xWsvKr4CEVeYHkIugdEmPA2aJilCi3xofTwO0K8SbObLt34tM/H4wAL0kpgcTbxELU3LNrcxM82uIghznH44hvUt3LNlod86hMGnMHwh+NunpNDwtHv3vqBL45zHUSM8riEaS9VVe/d8ZhPfOuLHXGeIMLHbwq78qqzK3h1eNw8TaboY+Cb88/+0IfjkPnsIJ9eBnJ5gyrr7tr1NGwnESjWeN60Jd31QBDOWPEflz7o05x6157ID006lm0rXBLQ/OkVAetgEBeaBnHV5hC1Vf/86pWYjupLgAwTQTBpTUK/Z7R416/2qRqO3i4qHOdCS4wIXzvjjpTP+8Uhg00pPkD4K0p1Nd79JKYTtxqP7wGAkTxBA/NKMlj8QKD7vi2N+5OyWsTkZ7V0qF8KyEgLddJXgWV8pYS4Q/VLtTuCOIWahnYbSdf34L/LyoVxC5wWXzMANu+4XhXBtQbaw8lMIIocdCG+IEroMsJomFyTXRvwORDurxgkiqznf6eu9k+zjwZUZduqxjsiNn4Aokp05ssOBmL0hFctHdMC2Z+Aa/sLLZ3149zKgPq1SDJH3MlIScHlPSzC3tdytwXCBaHhjTYZDqaaPVvVH3MPYIB8YVDcDTb0JAxQaO+UdwcIjFIU9zZkzRUnSEntrngRKgLbEX4MN4A19wGWf1x7P08nkqd6v/JG0Ssgey/VjwaU1FR8EcFHC+E1X6Hu7vObTgqohuTQYsI9Yao6gkDPrH1tP8HHQnNkvzhuOnmT82yUq+kYgGA1mx1kiHHi6ccAv1Z2bMArIzlU1LjhB/75AyqrGp1xSUCZwC5MKiMFr9I0VD4sU364//SAppoxyUGWfTtE1dB+3eCfAkqkTApCsxBBNxzIu7Hu5TnTA2rE+2wnAaHY6Qgy8RQx5+QAf6G4RQ4nywkoLEg6825gmWik6gmgTU6gHRam/sn8qoAzfmJqlzvASr9C5y768oJNAS1Q6J/jRROBjsPRu5Sr+uqCW/kwKkhUaNpjtlkIQa6nty5c/F2MOwRSsMwowR34xTCl0seWYtFGuIAFkpUVz5AQMnrqmpbtxhKDo9kA4Ap7ONB8O3feir8HwpI9rgHiI+2yBs/mqcMrXgd2lacSbYgNEbvexsqRFVB7RQQhdyeLN1XAMoycvfItqD3Jukvcs0ZY7E9mNt128t6AMwuSzclirpJlSLT8x2uKAS1OqYFrvj9xLOhNGFhLuf7dtU1T0+EsE4MfCR8P9M9b9zVYmqvZZikIIx38Ac+urJxcPzOAR9aYQ3MuD/7kApJOvpQ/jmNFpPi5eJ/kPSqvo1O+GVCWkZzv+Q7zf8TLGb3JzWcG1KTaqnBdCwsdOGJS2FK0+XsBnFIcSJiKQ5AHhKt/ffNv+WNJUrOq5AO0a+JbVDX7klP5jhAtrj8ITdmN+OiNV1d16vUswXinij0Hfu0FxZq99TsB1epKKV+MCnzAVsFabpxx9vb3mSqFASCEF9oyQOUwZXN/3g6Z5TmzwIAXThIwkLTEqnNfmDqdLHNiXQ+ASd4VYXnVedDBID6GDk7CN2bB4eUqHtz1BTgOCv28Y5bGPEsqwPW2Vp676zUohBQ3YgvJYY19idbO+sHuE7A03jwXo28Xx60C7ycsanv+4pPiCiDHDsBPqTylASnlGj9/ybSAcgCsnhxAi21giWOUKTvnCrZ5sEX4q2DcbYsmxKhw1f+9FgO0SfF99rGIvSrQelNrcP3fAipPapplT5iW53p5MUpt5QN3LmCQBIjHdXhcAwDyMTjz47uWBtRh5FPBsRO+bcHtYyRU+8BdZ+PbutBUrL4ua2mefLryi3dtDygNDQnzVhiVho7JYoLSqR/dez4GCOXmlry8cwGeRtNa/lMeCGma6ukT3KIydABvfyTCnm8rbSE3nVIY5EDpsWz7qK2mU/tHSEn4S/NjMzFZcj1HPCPChvuSb4Wcm+DOMnE6iDCdZOoXKY0JLuih5OYTppL2uKpD+Si9JhSlWNWiOJ3BFYGzNvwkczikWRwEfM8uYkV9MPTFvV+teTikKk2LjKHCocJ4EJlYne7aobpfhuIwdMTxOKPItj9G5dlv12/FSNJypI7JwrHtUReQKNK/0vhEyFeysVj5OCReuY+09G1Nh0PhSaHP0RluWhGwndbWV5rPCKk1KTxneBIKypR3L2XKj7afFFImtr/4hDrE8hcRVn6jC9pQUrPkc1sBNkuQj8HBv3WtCmkQ7JVBlxmSkQRDp77ne+8OpxKJ7KskOcUZ1rrmB/q/GlKdCsIHk2UnqWOWWupA/9MhyIZSUkb2y61AHClEbmFcN+cXfHrT5SMPWnxYCf67vWX9gtNCrrIJKTIV3/Z9l3eX+3YuuC+k3oIvwczyNoKGDwg6d+bYio0htUum5wYMqwF9xG+oq2fNSU+FVJlOSfq+dLHgqHkLokrnvrCyIi74lIBohOVEhQz4/Py6B0+eFoJch2rkF8gqjVhVMNeG2sVr6kLugo/JKEEERuZj8tnu/7dpLBTDaYBPOJAgsN087xrWv7rlpyHVcq9UNeVOIf9DVJP74tYb+CGSD5CpTvXuPAxU8Jdtz8SqyUhV4mITZjCzOm7dvj2kergiBMU0U1dmP0I1dj4SwgDj/ldx9yDis4Zz+s78GR4SJKOSaxeoTHMsYGRR9c5Z50Cwaowy+Wfgh0pUbhw7tyYUli/F9/pxgQJnhsvL1XOvCMWB2ESCuIiH65TkvpnnrQ3jV3GdiYjb+Y1RZVbetYB1ELHEK7heUdo7iRDdUv/81VA21U+AhPOti1Loghq29Z13NfSkNeG7JOcnT5TUgMs01QrrpvX4tiz5EbCvH1c6DEFPXrx5VSjGA1AYy+dtPcmD+nTUnLjdDSnnZiwhBaZbiqI8EHWgvnoH4qnFt++QB9jn+xHWcknH0N3/A1GxgdUDInMtNKt99vl7/hqKvbzTl8jKvNUhWGOrlXv/HFIC8lcSgrsSygUE3Tktl9+3NhTHA4RmP5D40GeIyNxcWU1vRPAJoC/sIEwPL/4pDS691FgVwUhgYd7E8LDjjbmindTdSronEiXT1aKiXHCsEaeEyXc3Fcu/GlG3AUEH3C+MYUueKjK9jTdFbGfcCBcsjRXlEBmZ55rbIzJU7q3mKxpUIeSMSEeq5TZwvLjnK9MjTmGPk6H3tL2Cb6cCvktPTG23/Z0os6jtXTx77GBrNdM9yd+bxizbKrT2P2EBNGZYAC0m5wZGaXbNuV2vMkjFYKIYhsETgo3WpPq+GFH6X/uXUznq56i8bXymEVF5FG8oJYi7R4AJtLZ9NLAxomaR0GxEZ9fhBuMv08z+kwf/FlEf3DeAW0mk0pWScABJXhj8OBKO7AVTPcD42QVqzg3PPwkj0bgSlGF4yeFcwfre3y24HuCtxOZeyx2soZzjADGfXXQN5I218kJm6QC/4gEqP6lv8dksp7gQm/t9Yeyvkl79wDJ4Z8UKTBG4VsEs+iXYfFv19eu38HQMm6xxdeIwlUqiSDXJz288wqd8ZIe7sMfYABKc3uhuqYcEU65EQUlJaeRz8Dp39pvbbokoEyYdhA0uxncD8SmW4fXtF/8Lekvhv0roPqKmmp3b8e0mJSFLE06uCGhfAMtY0lY8638Z1yGSAFbJMnuIAjVkr9ql45UetzNXDanA2+hfo2S/vOvjiJIIi4wnOZUBb06pxCcXvww94YAhOY5syDkdfrAit/WSxXiIJIFixlqCkfyRlsy5/zKEvW7FsJSSVSh5kVOE2ndU/3LP1zEd3whBgNhNgOzlSVIXXP5tqEyBax7ZkXEwGKfG7HWXPw6nrsRt3KTYuQmT0omvXx9y3y45zpwwNAjEJ1RRe/WNS2GSkRPkR5xMyPEXnOS0aemb90VUFgnFmsjLLoToQVTJisyt38ND8KNRaIBhMTDcT3tm/va2m7BoB2swQqtojmtpFXqSzjbe8TVoLCIwX+rExe+ssUvnZ2lU0HxF8uyJI3QiCFUfA2zOPqsuxEhFLLq4cyknXstqdxrPCioD9GacFCKygSFTyogSLr6o82UZFO8YhzCS5qZC5rigZklxnIiROk/fheK9VjHn/xoBU1x6K4kXafuS2RUvClqkCmdkX75gBsBXcHiJ5EB1g+DmxULiowxYYQ+CPWegsfp0zklhteDGYC1WCYC9PHlK9TP4doVLri8jlgLmIvz3Nb5V85CgvqLm20BDJTgPbnQvKzfWNjAtENznkhMXUJWXqa7+P5ox7roorg71zLhIeD9VlRe7EoKq5EBLeg4eIgC099KqaV+acZOg6gqALVAP5tYK3Mys1p2zPsTHaaPMl5yJY87BUBNATcrEnNm8ExIfAPLjfQioT2fVKfMOQt7cFDQwIVsGlSdoRcdfF20U1J1RyJ9A8C95gPzPUFfvdYt+J6irIILAdEyzmNTLYZdV6b7FlZAJt/6aAuwR22U2t3jJAgHegGnoWkqKN2GO0dbeF5c9IqgnbQfjoZcAic1oMJKE0bn8z/yQeGQ0BfuPgRdvWn6MD8XG1aS89DKbq1HxjeWOIIMDCLca5mN0IBfV6cdOmuCHyPjNo4lQ0RSs/Jzq9jXr+Mw3xX2Q/Yhd2SFqqMqs3SqowQC24SyTy4UFr1Fj641rPy+YpJJIhVUG+I2D6NrZ3L8Oq9NUKleSR49r9pg44TNGrvrLhhohHCahvh1KVqi7CNFl6f86pQYa6xVLkG4YlUdCxTKktGhjGScLY9wcn+lSxdXUtCnaeDKeTUxRAoRpQTao4cb+906Hxi5LH1MmToxg2JYcYZaNuW/uaBcg16AAJJKuGngWPERlanjHHgGGbgU+m0gsrXdocd8Pd4JyzPDIdDzoLFsVjLfSeOzM8SnEA+5qFYIJ14WyTav53NnnCZrGyIJ7KfsqNPZtqq/Yd/aXBNC6oHxoiEjzVA6M6zqvO/vn0BPQ5eP5QFKrWGP3UVn5XRd+BZMHb085Ey6QRDEFdjR39tKLfoiR8JXD/jtDdghsDpufVW5e9Bzfc8RhntNE3M+vRGXGty9BnEvwYWtOo8PeeNNOlb91aSX31YTo4i1jjBHsv6Hlvsv2wXZiowxggLqRxuqc1lm6cr0A2ePubFF8HlSGcVeXf/HKO2AkSd7bgQMOVVmHss2od66Gm+nQKTCtcTcMOSf0IWVqf3D1MxCs5MUtsDjX72OWeln2mndFfFBa/J9bEdz8dtu1v5vax2b0zREPXInmND5+/VeFKILlgbV6U7UWXD2evXE1ns3QNvIcOFVfR4C5sG/HHScJSimRFBgCK+EpPJKO6j/cORMDtJOmb1rAyG7ASKmn8fm74SEaEflBaCMrYGWboJbKX92D1am2vbFJiVsBBxJvnFXkbpQaiXKByndl6D4MglM2pyzcLrUTbUj6xfeP2gYmPxrA9S6fvk75PtFM1ZscNdVsWUpXkwgZnbUztdsJ7B/Az4/CE6oRKOIpOm/FA/pXwUxkx5bg2zyZD0OOkJ5423gM9JKjbdztOYol05fTEv/FQdEs8uFBaK3PW73ptteTe7DibggsF0SuAwQEmaxsH818FYgENuIHEBWfe4WvKs/1lveTiAFo3FWVs6Av0mD/q1X1RIMGWEYwMkIpfiVov3Jl1alEGrtCDoI+X7hzkLqqUlW/IepKRp5pFREVCw2acGha+p7anwMygOhz4yif/wORLG/877oWSJB5AdbXiL2qS2WJl+oWU9y2NAglnzUuAqLe2vm1um1E9RIpYWQXhkYzlgXb0XLL6nbySLhgGDhC4Sr34zSrdlZDjigNBGdPku3YnuXB+9TXv9QCSIEZ8SVI3sFJ7qFmU336my3XUIxPgOEDP8FjcSmh/LOthijB1avcMwUv0KEQinFrW1XsWqeORfPZTHy7p3Jj+6Vwf6FQue25pPK4Oc7/uv3LREmZb2wR5MbpoKOUSP+2a5DDsjrVIV8ikEYbb/9Zz5sYCVZFnWo5jlj8IfU1f2/6JUQ1csg9kqR8xFGiSJXJn81+CUMO48KbwLcxU8h7dcu6wZcwkjg3qkhT+2ngDZVPzcXMM3rAiDji4nWCVrWVf3beLtYq+PqgUIoyZby1RDn1B/PeZTAQx9apDv/Cp/ZM7aLbsFhiCjdPldA9R729/Yvx916Q8WCokB+yXZeTGe3NtBjTaRdhQgQ2n97VFQT0PUvvXXqQaJuRmdg7Whr3qbK+AVZclXh/6RgWzfA4CSWFfjChYOXV5PsrUizvY0WPGWbcQP8wLWhsXAVla1XICyhh21Emx5Egq/3l5Mp4Vw/B3/GgavBVx6i+fO1azMHj9koQONiQT4jFt2/cuCFJdJquhP7RDyY9pRCUsAzNZcdP+RJB293QMkHdnNCy4Xq3L7xxcy3RYm4oYB35YNJ27QDyPnXaw1sslje7U96H4NjAOyHlp/ZzNkjIIUAvQZfh7qk6kd3WAQnGPcdIUjQN8fINWjTwhzPqiBZFBcdxuGtP6HMR4sD0qjMPEA2QV5gkYYIOyKZ4n+Z03HZWgWiWBpYhJRVVB1zHLHPpi/f8muMvo9I4KWLIWPnGmvuugX43CoXvqISphmaIcc+ouPhacAssOAhZXA+JUFCi5nTrdaeTKOmAmYzIlaTGsaGrLbzxHhg3Hs8FYHJcbbOfKivm3XQvFk3TKyMhG+NZBxL+ArUsefSOQ0TNsoTVOpLSI6AiRKmyhHbvW5y3VTWOAi6Tb/E6bV68Vpoj0WZuAF04cNB3k1ioZ+nMNbP1RyRan/KFlx9xBTdPwpAyysWJ9bBFOYwLT+N7aOB6Z3V/JXmBRNMjeP/Aig7lefNeorrETZleiYypck/ePsHPPEmzZv179iaJZulFWXZcz/aLHB4hr4Pln4EpsEH9q3cAO7xp2asq509xpbjkk3OMmM5gRa4KD8mVpX171CrZjmJzHnnXmndr0hLtSki+89KnRScqBQHY6Mq2C2o3SdQAT+I5vgSXL+ngadu6n62bAdmHQLywM9v3pSQesmCeU/eoRAuybuhZ+bztSpMJhIyZjb+rK0k0M1OqCWnI8sfHQhOQqDb1XmsvODufq/tXMouPD2ydT60rJdqawhvfzJuNo65k4ZW7lj3beackhhnX83YfFx9DsEn5y9M2S/SvizuARCKZ93Sr245O+55E1XzLF0Uu0CaUepyqkqumQ9ONhOJrCIGyyy0PHeqr+Hz/BxiJQjpcLXP3JKAY1SY2zHwci8Z9LijwfJU3W0JKq68MLJVgaVHsZbkfCScC62p/N/tBvNLUfCXiRh2ha4oDlMq2Dj6PV/IMo6k+xpwIXNFz5uBBiTo0KrOcg5JSVkzB1GlpbfccET8b7shWRLYO3mc/pasrFh7AQxAAbaZTBqeZD9CG6cpCDGKGFjmWawZeCVPFdNrKM0tfxhJrXGPjqXA+cBwf0oLOHaufkYCJU1XK+D8+mixYeFaJssbFa1+UKEthwFSCu9MqIAj1mcs37JKonFt8c7UFnzQVT1Ou65FTvopnS3xTBndtYQgk02BOnPIRBsioMqKp43yAJGn5O5sbJFiaHOd0Q5u93DHqb6jecoVE/ZpmBiVX8YqBriE2zK9df6otUa9bCn3hV8hF2dPiZPTs7ZfgIZx15SY+xAS0APU5sbOSX+PzpDHoJF5+ArTz4M4vIzQhnvGtCdxpEKsGA/zVmcckymCs5HBvI7WGAHLOHzTOy0u0UI9K/gkq2pon29CTBfU9F+Db090k914YGrZsx8HCtaU/e+EkLC3gs5oqghE0BapZkV120Y8lqgDmhVGG0EGXVTqjnnPZV/AHEKjPF0Dz0CHvSuOFPQ9JVAmPpop4LwJ+XabeioGrMUtNYI4hnL7HVbmTWEv5ethlGxQcaA0gnu8V/5DmdC++/mu88ixUxx5Oc4bYp9nZj69/Q+KzKgXT1VU+qerDMTRqDTccx7MDjytn4i5lrD4z2xI3N8EunUjn7tWTluwx2ct1X3HLGVhiEd/YSraJmARXkEu+eesn0BN2SoqkRxrX18nUkTvprua45Di0bQB4zlwjHM2q+Oy9KYn3VXVJ475tDHUOA5keufevEjUlVGG5sk4aN4R6E7xh5X3L+ASoGqY5eaJg8fDt6XWbaQ9ewUXhkxbfAGbakHdNdoD+W4YxC98N9MgMudfQ09Tf+ROlRaZ+vuY4L0D/lEneZls2fYbSLtP8mDDqCd7sJBCb9XPvUNMQuyYnNXd8f2Fcgi97gup7S/ocmSoSYdzElgWmQKtact9Mfk6mFgQie3yf01ZW9HQoRKV+b9kPZKqU4+OrShyNEP7n1m+r/IpMc9PkOs6wXSU54PUKdWYOVB5il8U9t0RQ4r5HvP3duq/qHXibMjXhkjU5MgLfgVdmM2XVu2WoPXdFU1IKKz4EO1Czpfp7MrVHulBsaVh3vKKDJS1T/ll7L8eZKpWb2IecwUaIPm2JWvtbmU5LBW7x46G86QQew8Sm9J11TXLc3ZZLifDskhB/o6qGb9anIFj8tM4gWXCjk1Fa3PxI/QwI1lX8Udv2HDch1ePjzsrdTafK1MlhgHuwA5X7mGW58rnmp2Qq16RUwhMu9/qWYK5liTuaf4kBcoaEt0ni5w/TGZ1XdGAta1JaOJywi0qJWzVHNLPiv7pnYRkibyIINTkC7+T9yxWdld2nyDQNkQ9RWgtUzs3spo5NV/V8GXoy5aiB7+NjG1StWX2DMlWzRsWdA9lZF6ix7NHptVi0BCcXOEHIqHcvbZp+Yz/UZ2HK5TIiTzFUjffq+nv/PAsRql92A4nPVKqGyunO5S0Pzp4v04AaWcfGzWxSg8xBscqr1HlbZUpwtZ0b+K4TFEOQ0KzcvvifmLz8r1IIrqMDnZjR3LJ4v0x9KRv/P/GJzNc3wD0ubfhkWY9MSxGtw6LnFSIqMe3cPvjvK8swQL7mMPAjb2zMysCfVCR/uvJ+iEqKZxm3BuMET1c2Wgtla0jImlys4Y6M4Gk+rW54asMrvJmQ8UBB4JTYpQ7RitbUKQ/I1ByAjFkTfsDuHQqXVfu3NMsYvqw4KsFpwjQhtfbU/Vsxl6rIjvdvBR/zwEhOaW/b9mScCILEVc0BJefcem/No9vbZGozZE8tWIiugWYBFTTVfnN7I8addhEbfbApLhszKC1tOn27TKm4WCziPZqAX1mlPbhjACPh1vRTN9jj1/N039ZXd1wq00VJCiaKxaKfp3HOyjVkTz8jIYN54cuWkK2SF9kIjIsrf3DGe1BNEWBtQOgc3ro3qCt99U5YsRFwajSu2ce4J+jSvsLZS2SarnrDoB06YEDANKi64ulzFAyID+zH+Tc+caEAs2nnQtmUWMv+L9Fo0bKWr537CVRTlR1KFOThocjPw7P1tTx3/jaZmqSE4jrFwmjkwMjhXJVDFxzgyUccLjwuSuF0Z2+668KbwbWw6kpC4xAh++KX8FXLLzqCkSAukKUFvgxqDEr7ufmXXvwYvE9GgcSLb416wuTN8Nbcnj13ylQnS3YyDI4X7KEJD25mduPiy2+DFQtV8jwEGZcb80bUkuq/rgKKLBxb1SddSySSChS5Tjv/hvOgyFw4ELfzDOBmirSx/c0bYQ2V3AdBV1zfCbjUnQbKxI1rZPgm3hOYqtKO4HqXz0rclJNpmY94WSoV8mY4FmEki5o6bsYrm8AiASgnYEDEzrS14hu3jMNDgF3z+WwGfRGseEbV4dtgxe1cAjUWhiWsAxcSVig/vB2qmZZjd09T5Uef0rTGJ+/8DJYhyecxYPOhsG38U12i7q5+yIRPylGc4geW8Glh3ea7XoA1KGpYVOMijDg1ubap4u7TMZ1UCtMOlRBMi/elOipr6EYF3keKt6qgJgHsgrqz1dK/QWZynKPmJsOwnhdoyewXlP9WaImmQU8KbxSKZsio99QFLdotCuhEFJrA1HxnJMOWluTX9VUKZQOXgz/vuxdhP7Sovi7Tp1B/GcKzRUVPCU0LytZXnc7MUUCa4mO9jmJg5FDNCuVA2bV4CPdn8VTupx+T6xkd/6+soNAMRYUzAZrjPUm4ma66L+bwkE7F4s3lOG8fACyc1u3UPKjQ8nTpcN1ksaDDSydgJPMaio3/o9A8VSG3cCIzla71qCk1v/G4Qk2Kpzq8rRbz+Yjm1fQ2YfKzgqyb9ZSyyeQhR8a4T+t8rvl1hbpgUq7HmgPuiWd3lb/Ucgc+Tjq6KOYnSlZSZ63a1vpy66VK7JRU3nQPuUfgB9TT0tB+RKGeDHmR5IBPBZwRovb0lR0dCtV6Chw9CIIrKSHoQk7+7rQHWSbxaeSpLQGMuyrROq2oUBWnlbjHPXHtlqCTaj/oPlWhGjkrmQdNOYBbLuLjU9tf6/k8TN/m5nEeULNmciZnsGF33ykKoIXhCyPiyuPAxStnlZl9f5h6ZVwlCWOBT6Aq+Z/9A3glZ4W5cC3OXgDEZ/yZqxVqUyJ2yAU5CDTEUqo2aNZpWNJo6no3kFpiu2xPPDXw74i9WErXitPLcW1iZ2PT7G6FWkqTwwXb5+M4mRbYzo62788G2WkghFXi21aitAqktLxv+py/Y4knA9UqWQFcOETwD5rbUTnvfoW69WQY2mEwMlKyubx3XuXAImipyrxGVtWyXIioq1Jr4vVFmE4trJeb2xPwswtZdue+uCSPAZb5gH5uyfVcW0IQ2Dz48vImhU6WNU+yJo9Y5VrAXKlWUzbeAPoA2q8wSPbYbD+lFR1Xb4OirZAizzNtBLCAT/pB2aZvvwvLYIC+8XYdPoLO0fSqJWf8UYnPBQFNh7ov+TzA2dn5Z/BIkg5f3MRo0OX9tIayP5/7pMLJOuajMh8CJ3y8tOHRcyGqXl9VLd738jlnitVJHTlvpQKMrIlSwG2W4eIAu3tSMy+YrXDFlJyxE1ERcF1Qksrle3bDfZZ7jgMoSFMAaIhO7Xt19w/gCgIjhIuWJZ+DboG6qn+2+20YYAQU4dpm0fdMrkOqMUqXbsErdY1vqWK4ye6AZuY69/wYk087OtxASYKihBzT9MkrDuPbXNRlCgQvThRKtK721hvWKtQMZzp8wC7uL59IJ4Bm1nX86QaY6xxVdy24mgml6BaBZrb17rxxSKGFlj40FpmREZS0IpRtQUXpppsVSvEIoriEFdgDsLzitpu/CCMhOA5ZZR8DSPQR1dX7tw5CIVxu4y+5iBe8tUa9ZfKt1yjUjiBlF7m+R5JLsIbuxDt34CF8izTfuB1vVSJettc+f/dj+LYq842oxHe8B5D3wlzNfb9QeFfcY1rIFyEhJlOtQfftxyv5A5VdBtA3Asz1c49LX1HppNBXgsPHXSOpK7xXV1VRBf0FsYmvv1KmLrJhjf2hvFWlNtI0sgrBkKnCf/6TGmo/k/ylCttBfEqxKU+6KvRka9fK1IRK87yE5Lvjpf1RWHIgqumJ6sxtKk2HH8Uo5FKCuNAaaOYnmftVqlJlLifiwEA65L174NLMByqtlyg/cmLUJE9yWJmnl32vHA+pU6QSIJEuOaHswVwvXrys/IBKWxPwC77DjQzgaqHIueUVL6uU8bi1CoW6LSwBFlEhL6jqV4F9OP0UTp1yw7Mv6vxV1duwWsM1HDgx+D2f+WNXUq2uYpmESdURSkGLuFKCZlfcUn0fRpLKSz7ciaKzn9HorJ5kzQoVig6wBkwZ6mrED1ndsLz2JozEFinVldRseZXOdQXr2o40Xali5bVUImk7kuoAv2SoXnm1+RyVKkkLvYwfySnGgylaVf7t5s+qVBNMO5pyHFu3VJPdY43R39oNCfp87IG3quBpgJfn1I+1flul+ii+IobBHDDAL6h3gd6GV/ZycRaUR41P4UW0oel7nWer1MKHzYK456NvEAec1zp/oVKXJoWKJPGF8vDInMbyu69RaaYM7l+O5S2RrwGtr+u5radFpXXQBGfCMkKgIOZpjZmre34D6u3yNMCjGVzALk+u6Z4hq9RhKwxAKe7kAMF1px+aMaJSOuLcYxRO1S+9TzsW/Hpmo0orAG98a2g8SaqZhgQHKz+Zea5KgzlDcp3hQEecsYB9WvW1s59R+boXmA2XtUpxrmDF9Glzn1RpmSrxeYoIfFbidE+t/PHcV0EcoX0Re3G82sIy9KV/M/cVlaoF30Ed4x7B6bVVddrCDqgP4ECQ5pqh+MgvlmHdIl6dOGEfV2vGwWdR9fiiSKVmSdc0lfYbaT68VKK2XNtijKRVCrnCka8rtgSgxZzWHUuvVWmOFKquUxrlm2k8CGta+jvLH1ZpGk8FihzGPUOyoHOVy1/AAKX4gG3c75ivjWzQb17xdQyQLx4U7L45a2rRjOoLVs1Wacbhet5eDCODOcVBWt1587qlKq0mP2mNjRXcMclm26nNdK3D5Kum0nRyzDQwy3Utq9fDGsp1PmRjqSUu0eNdrOyL6++CK+DOdoHsx8QVJnV65xXrX8MrvZRw62XV1f7Wb+DbTcY5G45CNYXsw/+oelwkG9GCyh+dcgNeGWpqAvrBu54HxRO0ac22LbXQKgrhGj0rrkqFNVQpyVOLakw+Iu5hRFx1l6Se5B+2/QyCtQBBQr7InXSOJJcMXri9V6VTucWLVTo+BIWWQNzn1a/eCX/SyScQdE3VdRF54l1qrVt71p14COep5DA+QMmT78utPGuMvy10gAXgUA8036CTqu4+e0hlcs0AQEskNJ15QYfeds6foRCG7PBNAFIsk9eoob3n3LsxeaABT5amUuDQ2K3Nyrlvsg5iyaSG3LjqWTZWZ9PM2gtWq7RR4v5SclKJ+ABdnhY3VO1KqrTYMtyEVSq6hWNJTjUNVN+7639V6sn6ejBBhUw4Bmh/lC7uf2L3rbA0S3Z0BAuXYQCseFFH/YVpth1R9CUlmDw6ZJqIUiv7brgQ5jrL0LwoO1YYm/CTvnidurv2Xgan1C2R7wlDOFISUA4gM/3kZY/zyktBpADvx/qiUWOia88izFLzuarX4qps3o5fWtFz9dV4SCBMxHhPA6x2xBi1V9x/Ddxju4Yop7LBqoqMyc9pyn1mCWCK5EuO6/hWigNemqan37zuApVq4XhNy7LyjmOW8NKltVW3wEi0EGE78oXrl8IMIOj2vrW3IjZsS/LGimLwhSuheJXWLBq5DcqxpsL3XOvwGOCf6WGJm5KVtx1TwUb5KK3v8pFDC+ozUNd/+29VGkiALVuTrmfy7Ro+zaxw7lwPPwgnH+UdH7whGUEHZ6Vvv/dFxAbetfaEHFf9QlRXd3zpPviqeItO8j39X9mW1qo58laNWjkYwSVJoacGcDO16u/l9RqsQeYAD0tWuFEJdZc9Lh/TqFODMw647zQfCBijTT2B8iONVsgpvzDsqSnovgIGs7jlqP5tDX+cgFH7E6atnxgDxZrV1qI/o9EsLlnkZUtrLteILKxckpyLZwPZuGlvFBBPAduHP1mXKgfhlUVcbiABAPK4p9fVpmoR12Uu3wxk7ncyDlEtaVyfzmg0qGkFc6wUloNjmVRGg+lfpUc1oBmu4wwTckaxuFKgK3t/9rsadeRhIbqqaJpv56GaK3tfyR7QaKUOAnnCdH1J0rNY+XbjP8q2aOx6iffYuPUNFpr29H6n/HSNutKZHHf7nLpLUaYZmf01/4BgFcvmS3ZEwN/+J+1Z+YWGCzS6rMI4fNw8eNg2bSxSgRpTP21qhuLqgTTVD4b30D3IZFvTNI1t3nXzpg/1VBhLtmkXdvxJg9oLLw4LrJmYzuamuu6PNeqJwvj6tHhPBDrYVXNtzyqN2kIpNE0aLXrc7nkfbZne2PNvGs1zJku+HTdISChw1PXpF3ogqpwSeqbBOwsFoSIs1SXOmf62BlDJTY+iOKxpkMmC3BXT8crqqSOgpISc0uLMwtkzb9douRSA7XmHj5TGEAX2UX3doVlYtBqgQ4nvouAW21CfmdXmrDaNZoZk+SM1WQS7Txk6L6neO+ufGhlqIpM0DN65gIYepc29Zw/g26uyCoE1R3KaW+6XU4P87sA1GjybiNuo8KEADY66N/nx7M/ilZAyd8TlnXUH7nFN+WNzQKvq4Yk5wRY5MkZuUmdOnuND3hS4th+qBrtkSLCv6pZ5l2nUl9Qi4Xp+fsSp4izoktb6+dDYJVpojxbq005Q5hegsbfMcObfhrVsqUxNSr6VHnLTnBluT4zNfx0MsUw2KVK0UAX2F3+nHcvPm/+CRjtCwwwUCP2AXcEIb2b27QUwkhlgDGHJygfeWLkM99jb9vKixRq1aDrooi9Hjg/1P0rLGz9e9JFG3amw+2DFoSAyeRsyRZe271iyTuNCKigfF9r68IRZmpF4dskHGlwY16XxRq0b8hHEM/u/sLQVVmyQKxdNvmOyyNmWdbU3Lp2l0ZyyQORHC/kwsHyVq8U7fr7sh/hYUyQVH/ng3iMY4LL+suVf0mhZpENH9MB1rDib2KX/etU8GAlQLbwRVpNPWO2jbf2vrV6g0TagL9U1R8ZOFCwPOthf8ZnVj2jUD/0mZULBsqkuvOau1TeuPVujXYaukPmXI/kJF9BtglbUP7f2F9BvOWWr3FBYKYUKkOlZ0x7aCLVf70hjk3kbXDnUM3CPrVp2Uyc8G8QBCsDtm32B6Wyabm+GFS8HeQn9ybzrRk4tHF5D8tItX4eoSpHsJzzVQTD2IMG+9PgWWEO9YjlC8rjwEYHxXerqdLbloD4IOmmDC/cjgC+Fzm59ctuXNVICD97BAigMXbyTFtdcue0/sWiapCeD4ZIKtOVhgJuaP7OzUqNkWMwXuMom5JYSe+mkaRNnQu0Xa37gRDaQiClxPVtHzj4b327hrDIZ0OOpy7u3dnzn3BIcXly+Ex81Dfic4kDd+vNglwNxW6uCH4Rwe/AnC8p/dd5N/O0oPn3q+eyxdGoxXjuPJx+fWY+LQVUuGjq5efv58LGL1TEpKbzCcJHb4cIamp48vw/WUDyiI5KSZVueA3a0tOepC+rxSjkIA8QdPjtbhNdcUHdoVwAKC4YehBMjJxxTCkWReirP2Q3b6UlnFK45iuL88jFqqynu/jyWGLYd8Pm0gHdhADXK7r9ov0bTOLtVEtzCgavJqM1wLqlmh8cdn/hCFC7O3EdnTP/9pfdDIQDrSxNO5Ihs0QVdntty4EpEqZ58wIXbsuTJngP2syB7+KoN8GzlwE9mEEVJQCY4vI0Vv7sKgTHtI16HbtzzwYP3aVU+uNrTqEmO/lVcxREwoNm1K66ONJqtAY8WQpeBvC3+SpcsrbjmJI0u9kO3ODxmuRIwAxatMfHeNZthrkp8DUd8kkNA2XbWX3rtXYhSSq3scwqZm1IzE6j+w60w7lZf1ZMprIxKQ6zIS7uevwOueS50xI77iHNmTafFZZ+5azXc+lQ5jqLzdXtinDpqHrl3zlT45x5VfG0bv/Lcpufua4J+63A/JQfEWsT7l/3pFEgl9cfdcUWcoSGMZGH1k+rdUBcViAB+UzeSGof/gabfan/TaSDMp5zIs7l7pwf16amoMbbrgHLAGnwdaFyTXkZt6pOpX+hU73uqwqdEBQUOtGpVb23qt/wQNUwFSsEv130ZErx81UD6Rp22cwnfRL5I4bBiY5Zzs+2ZK3XqcJlyR8AVuuYDyrXVvpJr06mOcbrHpzmUkDdblje3l39Lp4V+VpTcyRIwb+hDQmuqvlDxawAPUAu3KBwd/J1rQbfPrajs1mm9FJYmsx/4/jG2rAz1JAZr/qFTV7yVFl8nCJlUQRPGa1/CQ5S4E7cf7znj16zyw7UndJolB9xGRUwlCFU6vf2s+kGdMoHDzRD5QIjPBXcz686q363TTBBUP4BdyvEdC7Rxfq7+mE4bZU/zySxMunpczLeibkVDJQQrC99GlHMIkAOCbdfubnoPRsG7FXzdtsRAb5jWNu1vGtVpRSBnA0823x4vOUw/O1KPt07i21Ca0LZC3yvC4nI0O72uU9KpUgy7YEF+KGtGGk7p5K4nO2WdThZpaEPw6nFMyhIf0K5lousxsAoDAe3o2LAjXItp/rUzWqdpkElah8/Ug1CGv0OUml9uTluN1QnBL1SfG6WqNlDYaXOX9DTrtDlMeHa+WHI9BvEhzasemv4K5M39TTgNGJ+BK9L503b0V+k0Q03oKgCBKuuqhllu6Hpi1s06zeaiozj1LYeMkTuMXQMq9CQuRZPiNL0K97hn5h8HrtJpgyrZhf0nzICKLhffdFVHs38UL3EQ1y8HXBdWpI2tXYOn6LSmrOiGk0Fcd8Wruah634JTdVpUpUqfGrZwQyp6WIZWdcVCLEOlF8kZTfhOgm+mCWhb9z2LDum0liu5plrkww8eoJM6ly2B2g+65kQxhPpw9zI4pZnpx5Y24SEy3+ZJU0dHEQRa09OWvwADjG8yBXvncnk4pU0Vt658HYLl9lqyYIiscyp1Rdu+VQ/qtMDL2ZpjjQ5pZtEDfTut8YmTK3Q6TQPbk3h1MEq4gk7joZMfwqIBrDEeN0hLC0x+ZvVd6/8K1Ywrb6AT3FMJ417bdOeG/9CBo4YEZ8fAZ4d5L3p22Zc3vI9liBT7xKQXSjnEXbGfrpz95Ia3dbrS8Inv1QzGJ4qIv3Rd29ObIdg2JsXC9ny+Uwg6ON14bfMdWLRI8VMeaL4a1yjSytrjW5boNMeSPBf+xHE1CPYdIKV7tmCAvZIfF5yFMhAGXrlt+qwde6H2qioHbmnkUNEim6qpVX7wjLN0ambniMfyBTQSvOiS3OVnYTpLUpSVJw5YE1Foy3AF585Zex70+9yEJNnj+z8QucJRTsLs7vnZBdCTeekq6F7+0LG8XMEFvDPbene9zKLyQyuCTcq8KVdFs5N/3A2n1BWBncf9LkLSsZYD5aWLanSalgDD9gM7MWkmclj5FeUfXgK1r+d9Pp/jmVCy+HZbtu7yv7Nxg0uphhK3UsWz29XbroRxN4Iv8LZMSFMVDttmbrsmrdM21y4kjucl3uKRYA2DZVuv+yaULSGT7pihH7e1sumOeV+4/gA+FpOh5Dm8fSIz6N9Q23njDJ37EqkhAD+Ip+9C2eYkpZsSkKBUkhGJuYILsbCGdtQeumWeDneoUkJPA55wp/1xmlv/4q2zdZoOThzfpMC1MBh3i/LbW/9T56JmxNFAibuAQIIXrNRvh3s809DAYOTRhJ8AwqikU8p+fCecUgffiSXpIW/6TqGC5nt89ifkp3QN5DDm3nRh+7Z7PZ36NNkKrCBuyRlg+ptqWkk2qEMvMT/HD8iCy5fOmbuUPmfQXDFZTqMFi/0XQ4tF5WlFMqiN/PiW5qm7EEq0qKlLqTRokZMtBopkg2MF3Cj3wmkP6G8ZNM9O8MFq2fE0OwBDaZfnlg0a1B6n6uJqKoVgUls6ynNlBq2XReAMj0+YZKse3OPMVGV5v0Ez+dhupGRkXYeH/AfdueKT8hsMulMJq46bvxs/VuDWBv+kK1Y+V/41g64AOxCeh0hnFXjnuq+ysuIqg/o4g8d7gxyWxGFa2f3z2jcMmlNuJfzgmGrmGW79jTYNfr1+mUGb5Bw4Y+COTGL+EOzCyrfrLzBoBuYtR1OBO+RI0rK4/gOD1irpwJaKHvcOUPDxzJrfN7yPcbuaZnkMgAJ4+2paVf50o2JQTaRxTZjt4HMNdtxdNtK4iz+2JI076suhyd+eaQw23glRJeKzb5BA6HPvlFM73m9qwyvVfUPcRZtbNRP89zl9lzeXMB2VzPETpRInAjnDvrymuaXHoNlSOHGw4NlSgAjBJpW7s2WTAWarGlGpGHB05Geva3q1dQCL5mdcd79sWSWue9xHvY3fbv2uQU0KewjelHIU7hlwbc+X2+oN6hcl3dbEhJPntrJjdNb0R9ufNuhkDpW+NZy3AXWojjqVrp5LDfBLLljjVEF8HoKmZ+p6LINyyTIZmN4s5TUC46ftHeumn2fQYkpK+qdiZKJKKXE6aHmbPHc+lC2RllV/+M1xBGSmIPNq9LkXYZapwAeE9YYTDnnwyGcNzJv/D4M2hHZuTEkPHXGI30E95RMLXzeoh5PFUQhHYPgy5D0recZizKqaT0wUZc31klI69ieVS98zwDLi+gE3zjlA7efXfuukPfi4EGV0mXG2h4hu0JrqJ9acDD3htJEHsyRPcaCx87qfWvN9CBb6MQIvdcTvSnLp/rR0am0H/phq9Rzvx0rggF0VC9ZB2VoD22fZ8SmwkCpoYfrRdQ/BAEHyQ1/VFNdQbNDOixY+t/4ag1YrZQkpKh0dHvGBrWxa0bxnw2aDlvAhAW60GEka890VtQ9v2YGP/ZTvhuHk+IhNLnzVgFF76l0G6DKcms/N+rjuY4K6q9/digF2q3yDa8Q1lUEBA7y6/7NbHYNWKqG1dzKN343IxaJ1lr2x7REssQ5Qxi1hVH43EEdi0XZ83AzGwIFHCbjRWAVd1v7D7ViGLheURg1t09fCApDptu4Hz3zOoG16UvbHRovOCataUC0tSF581lmYfBgEfCMhNynn3Mzq6s+e182TB7sv+I7H3k0cp7Vt7i6N7ZIr5EZtlxQ46jQtzz2z6/MGpYGTZIl3mrjc9zD11P9095egEJ5I+ZFweZcwQMgYbDl+4Z8NGowC1XMc1xEjgjeJTqu+8eJPsWiZki5BuX3et4HWLEhffimsuJdsPsaGGMVs4206Z8UnexYatJk0EPlicFwDkaZGmm0suxxL3M6uKvTtQioVGYBba6c9fzlEtTYYLyXMSIwFGeJQt6X9kqumGXSSIin5wLYmwqI8yVu9yZuu/inGjaCtYIxwsseLvF1V8/9Z+g7ouqpj7Tn19i7pSrIsucm23C333i333nuT5d5t3LExvQUChASSvOSRvBSS8F5If+EFSIVACCF0DMZNVrvt9P7PHP0sFjZ3nXXOLlO+2Xvmm8cPzKeR8GgwrJJJmWgYCSwaYB5EmZvJhmVP94jeAWwcyRDhuUPtKGzkxT3q4NhdabFxyAsn/hKAjXT+pueVkupoFB31D7SdQMvWl+7veDpvYtATkmX700k0HGUOAha/+2zQIXc0Mrb81OsBOnt06DAfigwapSoYFao500WeBASGR5EKKQHA8G3WwMBZFIhZaPsFW227kWeo7gL6Bk9fGIOaxgiM3zuPoXRVHmZnH75wEa1P1LQtnWrXirbsdcD83k0XJ6Id5MQSNRuTSy5joQxOTD3NfysI/flEXopbnKvbeXJHSyrSwX8Gocb5/w0tKMsYAWs9/2F0ZRAoPRH8hGmKX+K4xX+ObQwidOYKIYHRLB+CXof1Iw/GlgdhPTF8+UmmbklHvZza0D+2IwiTEE4CQ1x+lL2sw+DEotifgzCQGHg9amxLkpKCqUkldiMIw4NuQJe8sEmptgi3WqZcTLwUhBYRP1X48vM2hejPq2Bk0EnuC2KoYtGloc8HYUMP6Mf+JdUQhFoiLCN+V4dqsXLQMurlimwQtt0UOcZ2qHmgXzK0q/+SijM4EkbkA44j6SYGU7gmqyoqqr8MoilgAzIaatvmVaqRXFS7pUePICwSGEfXWz8pcmE/eXL90Jd6/iwIazOqE9bZ9velLp3BpVqcqekdCEIvn7mF122B7wqglxqa3dRHCMJQ0dW4jCBYeUOh3MShkf/uczkIDZZL9Jqs6Ul3KNl6dPK/Gw4FYVRQ5ZKG4BFdoY6Tnx7/zZC6IOWzcZ6rGhqdfqBvaMh+MmxQEMXew0iAOp8Rjs1CvfDosK8HIWuY3dvod8AqwLoB+vBvBGGOY0mSJpM3QjVJweLsjBGDg6QNfvqT49ctCCg+zzd+GoSJISmke6Driq5aaJSmx66Pu0AC4ZAhsW2H16PeBzCoVhu/IQiDgHc5oq0TGYMSe86P0MYfD8Jk8kJWsaOtWDJVHNCsDDPZw6dZShrCDbJlkHBhl/deOG1tEJazXIjVPf3vn0soEB/CmhHvTH8mCE0hOcqhVVJVJW/iLIcF7puZwJHo0aRrim7JSuDCJmBzj09nfR/fHUyGdc1UDMNkQoj0Z0dfaEJhqwOfbgQ4/7T8S5hT/9h8FPuZaEJ50D1ZVksuSuyyvlPm3xWEGZyuKTmZ0UMcRznB05LVC+8LQj+BjnxQCnUeLXIGmjK7Fz6G28AWpZKLgSEIApXstwy9tWQn7ryZL/nHaX4DohvQ1O+NJaiXTSJjtf+rgA5PY+kceVD02aULglBmsg5RVVDOPgHtQYF7VvzC1x0BER7n+MU0Fkyu2LriY9SdOOOGOdXuUHRGQUs3LvXZqreCMI6jMmyQ2sN2wEDzeKbvg2texpFIHKe6ls2ELAwyUzAjsXHdniCGKiyG6IUg4zt7B+bUjdkwBOWEDaDtyr/drumWhgCqXhy/BRWwniHWUp/M3U/Y2DVg2vb3gzCyjEaMGmUTfUJPGBPes93C9fYwlKXmmlRBT2cFY/fsmhSELaJog/qOVFJlj7iDFvW71PIiapoWC4Lr3PioXTEp+X101t2H29AoOuRfg5T24uKajIk/sg8FeQw6bsq7oWQxiovn9/QO4SybBJGzS7euxq0vVR0txLjg8sOtKCdBSydSPjoy5gi2ZE4eW4S2KomgVzYLXTh0yg7a1fCvYw+iQHgxyTVUxVBtrR0R3pSecPx7OBLBCedLblHTNcdAbdhaM+PkbPwZ42TLLnXIpILoMsYm/n4ShW2oLQqVtwzjjmqoBZTYxeWvncrgSOqlYEDhO2LBoEdXSgt6zTyDO78AwZOjfZEXnaBBAzzQ7/mzaKjrPVRJ27YNkUpvcNwVvc+/jupq2kWRcmF9mp+/wvEpkQu/D8JxDiRH7rzTqbZbMg5wgLDm4q4g5WhTbxGqgfbrATcN/Ig5FYLxDIKfQjFU4gsanb4PST8cmBsiL8VxEp/ASBVDnjws7vdi4JchmB+0GM3UzIJJh7I8DIm9Ebw3BIkwxiosm3dslaermZmp70XrQjCzncOAgWUDARPDIBHmZBdFT4dgToDpZYdZNnfnXZtClXV9xOif0VmxHKeDbCC4ADormNv/w6gegrmMgc5MV2XHU6Iodkt6RmPhECzxqA0Lo9nEN4C+uCEwNtYSQrPu2hZa/y7byaShFkFmZ7wQgn4ofBiFcz43AY6kIfJM+uchaECvRdcZrF+dGICxyR2ZshBqg573Iz2vIFKB86To8czsEAz3LJ/H1aXeICgnc3uxVekQDI1CsQ8ax5ImI7hKoxNge/wOF5azNJP6VvCmkcT4cvvgXG1DCJaHBVWRlfYbuk0ADeaVO722hWAedaQhtofSFzbFgDt6T+7n4iddXSRw4XqqYaC6Dgq81j+K48bAyHQ0M8S7QORzk0Klga+HYJJhyLJpMQGDUjA8lKoFg8+HYIGtmbri3dE1jw8jKhiVfL3xwRCMpNaXdsmpDlAmoQ3jM/Mbf0sCwbi6LksyQ73ZFGjKvjUKF7bJIQ4yXTJVPqagVM1LVY36Fr6kINgBXkXLCayOjm8wd2fMkRBCCdavtKfLWrrqXdrrlfHlIVjqWO0ho2RaxCMG6Prixye+ibtDicU+Mw2lViLWLP/D1F74czBs6xifKx2ULRmDYaGXpuHwh3FEpWDxQIQ9iH3m1P/PtOkhmI12Q7GcO+8WdNT5Whglvj0Tp1Pv8SowUggDMAMhD0yJ/XLxB/gzS1epVGhI9IvoixNHFr8VwkgXunkQOApMbGju8+WyphA0l9myqJfyd/RSsYjW/ukR/1hu+MJGDGqWarMCGbwB3OQV3whRiEWtG4mTGaWlHIFfyzrc4gaOMUyOanc4jj45v7q4EUcy1fFszjAUzc+YzsDkeGazEoIJbiDYxfh91TBOq4Wt1ae3nA1BHwvFlxNEVsoYgHo5t27Elt+jkiB25znXsAVFslDYNjf+cSu+ZG3MLdpFRVHcEo70GtzV9PNtJ0NwCjjDbBODjky0DZ9CY++9274XgkaTU81bFh2KuwRvh4je9sMhGIywXBD8Nnn48Z4wJSLvWII/U3at4xkhhwhCk7Ak8dddzaiXKSvldd6WrduFAB3ZHBg0q/npEJT5SbbUuIwIzOLQGL29Gw1HI2FblzhDeSmIa7Kq197dRbIQvA2W/FFHSXdoi7c1bG3BkWxTO1XNMNEeELlzB6zpt2zfStSduMQiiLCuFWSTBjhMrN13LQS1nK1rKoJB1g1Rucay2mEH0cwsizKa/JkRohiJ9d6BTeP+fPDLEGwKma7jylK+ta1oICzfNeFvh/4Wgs2Co5hCkA6YGUqKmxo/ceg93DRqCaaixqLvsfDnFdmGwy+GYEWA1W1dsQzLLLWj3xkizD4ym+wJcQS6vMhHTA1lcHPmR0dxG2oEk6GqKE6gzMQs7O119uwwVCkGrZrpmo6St+kuY93I9+9uD8E6RrwDtt7RJiMOQ1vVmJwW+O8wDETtZf17MxPtZg26unsDxTCMEylngUgvOJfy2ZrHfy86PwwbDEcFRyl0agEMeGphVlSJ1YWhzvQEl6WW77ccurydX3Z/vCIMDYnqq4GKKiv/mSbnvI9g58jXEo+EYafHFOP5/BfXC4ZB9Q3jev4oiU+PdQypYLqi53QXAW3vdT45NwzzQteDgplXJNugppswInMrOSsMI6hon9dN0+eqTsGQyP3lr4ZhCOMTG/v3TQ7KyZ6G7bW7w5R17Vdp42LjuHvBuMChXrNxgBjparyHsWgAX3Qbdk/6v96rwrANgwmHp1ppxn93Uzra++MwjEoF4qac/8joIPKoLO7l4r7Xw9CbEVyMxUEzPI50fmnfL/sNC8NCRuckWUOkrRZd1IbV2cFDB4ZhOPVh5HTybAK9fXL5Q0PPhqGCeuSgOqA5NoiPevnQvw7FTy7m8mUoheb1vCZZuN6DufeHLwvD4O5WOD47BoNy8u3G/xwxNAx9WCFilsIlRzDCxN25evSNxuowrDbCJRPdg+S4LiWrjuwzoHFjGEZqim0T/CbCQQSsC6p/MiochvmsJ7d5jlCMolggYF1QcXrU42FYEHQMUb8qx9sZi3pqbe7xrdEfhGEaWhjbIOphh6MC/0MTXpnwlzDsAZxfl1IsSm0cpfse7v3RpDfCMIjhZNGnQUJFRlM8vmz+lHvCMJrlKIPa5nQX443eMDU6Y9oGnA4xk4ss+mlRZHDyQ4Xj014P0yW/45lagvKJaL33DPvv6dPxkyoT0g1UPyqd8Fph/aCmmePCsB5CZt4sYrhLoF2D8dkHZy7AnafzITqcoeQm3J1DvcpmbgnDGJbjqV2GxDsGh0/PqrNntoVhFp17U9aM4aLExGBuYsfsCWGYy3mI7ahFheFSDDg2fH7+GHyJZxqmX5JCFjkEY9O/WKyhfHN+biJ5LobevbVv1VL0p1N9fnOLAiyMovvDvMhvlmVQL6G7MSSlsDDQF4ax/15xIQzDqKhQYTkSFcqPnt1z1YoTYZiNMarLdl2/LRm6jRj54OT7Vzwbht0IA/VbcoArGjzVRgyPDFy5CCfP84haFEKFGAfQFfWrK38bhojH2LrjOmoqHmBQTu6eC6vWheFu1WZKHV05CdeghMBuWWLOapTBARQrM47gp7Pjz8P5rtW3Sb49zqbcXho7hp2zI5fW/Bg/6eoRL2RaHPXKxjlsqHlrw2m0J7bJ2ZKl+9mJaDi29o9tw/VewMV5t9MqIE5Mc1CPWv3uNpk2jbhI/eJVl7LzxyQe3r7A3zRH50uC5QoYRdfD+MDkHefD0N8COm72OyFTIHlk+D27joZhF0aMqoGxq1zIG6g7s2LjmwthqHcdHv8JBkJgEuHT6v4/aDmEuiPYYVO5LVkC4wVRqrYM+fXeB8KwBfh200R7Z9EhAgaSoeiRg2R9TP/WFgMNO4kSO0Y4c7SNBugPgXGo8AUnPya98MRQkhOODiiIRYwhLV6fHXxiG+58zOEDnTFbyulFwvZzqz45fTIM4/2g2vEZfuimaUXNW2dQAZcKAbDNQsG8yakGCvLpgc/DTyMwORQKM5zNtOoCZ+K7GwMJdlkEGtFyKUHcyYARIV7ErSOncB9EYJlOVYaunwXl4NMHar4UX4zAiJJuG8SBQc3zEBWsHfTj4IcRWBSyzQTjdX3eXsyTg3l4SmNkcgSmi2HBMkw5R2fuqMXzIl9LFyIwikreiAUIET4Vbizr8dcMi0+zgsh0CnT+y9IF67j4T/o34QAR7zO8byDwJQNhNP/R4GIEgbaP7ejK0CKne77pyNCDETgftXQo5K+2lYqKhsK2MHV86J/w3XEmzWJQElEQKOLOb+jDDH09AhsYRBqKJYtRz9ZQi4/2/f3wcARmeMQFqxqsIym0sBPLvt9YF4GJdLRlK3RM6bKICsaKuxr/GYGx+GtBFujKzz9enhydP+o6rrck62nRMTuDxDYRg2VlXRN348KmA7zFfpzD+Fen8vRdg7+YfoCeToSDhtZZvM04VNNxufbYjM0RGIQbbDkWChalc/SBBYkTM8sjMAbjeZaoRanJq3cdnmlqnSVE4JRgG8WPbhVbqVgJBqCwrZzTEIEBPgWhn9XNkqu70O9S05QIDGWoGy8d8dAlaCWMDD8y7zsRjEkYk6rc8M1GABH1nup1874ZgT08Gn+nVCoEoi4VFW4csGnBrQhs5CyLIGxRZ13DuwobR85eck8EFgpRw21jGFtB/43vbqmbtxRnOS6AmL9kFQ3DtB00YVNC45Y+HYEhIVCDloaIiJK6qmB+fMrSPBqhmASqrhqSw7kc3UWXPbuGicAk3HdddUDx/PN1WF3TsB5HshpjWQeMTgmBtoVWc7SQ2TAhgtAZ8ZPjsFRLTGlA28b8bOPoCGxTGEMw7GKu0Km6KFWbMis3hyKIvzmfyLWbjOQNuLxs2JZvReCwKABvdfz+ZhHtEiRgbKr3Fj0CIx3f6QqUmMDiLOcmXt/6UATjS8TA1h2/Zo0cTHPDv7e/FoHmQNjLuYrUeUuSLUK94fm7ekdgig2qp8lFdPMmlU5+a0ni0DWUQacu0nWTOn/R7lTBhkTyGKrrcIGj6j60Kq5LRyZLq7YewwEuRfsnFam3NKVV9sGFnnLiLlxvBzcRBb6b3QJhTK148pUINAVV9XaMd12WWrO2w+Wp3z2Nkz8teCUp/7lssoagQjXMje0/+384HT2k8tDJuZ1Un/Em7Jtz+sKvIrCPMi/tgnrHrzVhYEFlzYU3ERy4RaPY7oXjlNCGUfLa9A3WicLYgCuGdKu9w8lVeLg7cyNx/n+jlNWka46qdRp0f4tYM/BRrF8UASuEOL6bTpFai2wb88fMX6KwkvcMWykpHUU6mWlA//le2aEoNDhedw/SksdRCsbU2uryH0RhKm9olln0yUjIIk9Pri7/VRSmMAx1+LT8Ug6vBAeGDq/ZEYUDXMDUCjdMN887Ggrb2pqanlujsBzfLVtf6JrQEdbxJY2RB+vewAHSBR5jCX4iGWpaI3ep16QoNHaDAs+vXEPfsHX0c32uRmEr6wmqh67Rb1taD5MCpX5NUYwn/bNOKnugyzdYUTui360ozHFcxIl6u9VVQAOcgAmJw/0HRmEcZyq65Yd0BuAKrk8+PnADLiwuhe0TnVMJ75vQMnvU4HujMLlMtE1Rlu506gjOhkAjc3Pw+zjAgB9GO9TgByh2jf5jCG7DeErvQ9xLEa2G05kZ/NMQKwoDKOykejWf/1uH3X0/G94nCrsNDJ4NV7mhFqUSIuqWPo2jcDorJU+27QKIDDWJVWFqzZRROr7bIurYvNHDZGSWwEJyyujKKEzkggIbNFBjNUf32uD42B+O+3cUjotcUVWLbbkiKj76nfHhhkkpfAnrmtQJhuWplLMLzk1+Zeq3orDM4wTCu1TeSWZmU9VTM4pRBGeMqVimJIMrd+IA56aSs9fjS8LtlLHOcOmcQOlLe+qfmNc3CntcU8rrBc0RqEpkAKxPvTTva1GYEAg7nC5YoDtFWqrGwOb5OJJGx2feY3iOwrcBsCj6woKvoyAzAmtRZjCx/6DzWlwdXYALu5hzDNvRSneKVtGECpif3r2UUoeLJjo/cqSEfETYVSUt+2sUlhY71ZJGHSkZDDUaYIIweQUXRSdA2fd0kErJBvXQnH11xRmSQdwX4tX103hScKaPurpXFGYLsqYUiiZLHMRoZqZHjqx+CrXBZiRbklmfIRl92rq+Pdbhz8vYbn4X8EtvgujqDm/AFZzIOhqGQA6vewKPWrww/sWOHlHoR6cTlORHqokC0dLnxK67otBiB+Vk8oOcEu1ycqg7OzKZZtz5HV2GhSbcY0uIZvElGzKvtbyKAwwajB5yMeZhFarQHpeZ3fIpyjfjdbfopJQsBDkLe9bs/V4UrQ/LGdTQg8qgcWFnVqj7PRyggX5HL6mMIqQo7Jwg/t8B/OQEwcs73akq/onfsRlvH8EtPhYGMG//9ZamGLaFfmd1YuaRf+AKskIBrSMjRAMiFctsq1h+/HnUHRQ1m2MQPdoCh3ZwXvKPJ770pcphTV3u1A1TRRs7L3T09D+jME/0FEtAcQvYARFBzmjxnnP4yeHotxHjUV8LoKuw070TF38bhUlhqVxyVEsirm8E2qsqewWFGMy30SlKfv8PLo8rODH+rWBDDMZSbjkaByqTpCybow3nQldisJbVLYxyGdUiTvQu2D/pfFiJwbYyxuY6CzfbbpfQIg+EFfHD0dfxJTQKasPOag6Z3rP9FsZ/EoORIUuwuznvUZAHwwT+sfLh+DP+5mIU7nDBnOm9Dyfmrit/Lgb7qapH68p/fLOkWQTi46srNsVIizWVAmvWZikAXtdDqvhBDJaj28nLuJG1JLq9YXxoasW/Ygj8qPzL8BzN1kM4wMWJEZUVMRhI1Y2UXmzbPtZcnRKqizF06KjBumELfJC3Ub4XZnr0+TQGCxFhuxhP6aWOMgGXamXl+H4Ir1aalbZgfaxqOqGcIXC+95QBjTgdYHTdZTEMjOVM1Lzx6V8MYmIw2ne3aDdcy6Xrk6fm/mzkDhx3pYIwwZDV1tY8gxI7M7KpsTYGk3w2ZSJWJSr1vrA0cWHc1Rg02KbldpeXMXQXPTH4zPhRMahWibGeDnXpSsODXX2/On5LDOYEBd25YWgSQt4A6vzamosT+uNehtkQgtuC30ENrf2acndyJAZrcjqDgRBrBw0LcDrThF9O3RCDaTqIGBkjALAZyqxr7sXMWxKD8nBSNMBxqW6NaDrOTR01f1EMzvo9ZUwisyHaDThVP37+f8ZgZzwUsEt53eYkRyILEf6fBevw3ehyrUimhMF7VyuGlYsisxa+EoMxPDpyi6cm9H5Zyere7y/CpVotWoJuliRNkw06fltU3mPJ/hgsUj3LMRhWAJMzSE5Su5bgpk0L4uhsQ5ENldPQhC1PpFe8E4N6aotJXYUwgOmWwU9XVsbQFNiUx0nkUxx57vHhwsrFMRhP5Ze8w1lEo+19BGebLq9sx1mGXd42FflT0+yS0Z5sqv316tdwvWVGEDGicGQlr6CDuTxy45rBMbgcZFxF6bh+o8AEZGqXNfhra07HYBProsFEJKMTk3ol7Ox5cN2MGKIZFhzOVojESMOlutSrx2aU2Blx9laaGqLj8MnMnJk7f/N3YnDGZTVJy+W/6FB0OmpaXPHylhqSWMcpsTndYK95dCEypeqlrQdQL+mWkgfPUYjqZjiM54Zu24ezJFSP+2s61FOjPxys5bd9F3VHwC2g9HfKc0SQc2XKizvOxOACAOXaE5WGR5o2NjRlx2/w3Z5Fh0F8N0NkJxyb0LDrTdRidHFGoXT7Ridli/eHjWVTWh6LwWBqAeC43f2hUDQnJbe15HAbgA4hqJ0Q5Z9E4KsjR+x9Bs2MZ3NqZzvxV6A9GQETuIq9P4xhnAYMejXcSpazoBxWlT+/D83MyrCGoFwuyr5ZLsL0anP/uRhMp+xqNLC6TQnc7TCv4aVDq3Hy1OGSuDS97rTCJ4fec+QUbkM67xWSRqH1pmQy+O4ZqZFH21AvicHPo3JSypzlYHmP2hMjcb0DvE/YzvqtEAfA9NCAE4fxkyxl7rpUduSXMm7t9fypizjAmGhouVZHK3YUVAyXN1W/efoOPW13qrKKzq4DgfwXcGHivnMBXO+gx5p5VW4POLqAIGfLgJ9cdGOwBV2/1fZWQVM8JehJ8OycD9jBcVgrJl0XYWVX7o7RCzHE/FSWXR9HFxFwCxalM0QtAzVtV+ICa8Zhome5DkZGnk+MUg5Ls5eFx+MwnzN4RzdUPz8GN21D2eLgXXGYwwg2dT6htpGGJ8Om3suDv4rDJs9hnKInO7oYp9uJ6eHbkd5xnI6f8sF301pdhbPjz0XHxmFj2LZZk8m3ilLgNormvlEbosvjsItKgkqK7EDQpnz7zf0nRW/GYbPIyFahqDi2xVD14MWxr6Z+G4c9N9MGL0mlvGMxX8AgWBa5XqbFYbyN2IdaD7AeqvIgmCT8qPzFOIo9dPe+okMO73O4MGtuxb1xuMAGZLXwz7ZQ3BGTCBMnRpie2+IwAXXEonwrap1AmUdl9/d6Ok7dBBERMD6hPY+60xS43f+5OMauLh3BQzf7pAGHhq0YsBLXhLc1z9HzkqRoGoKcxdX1A3Hyi/3QAMNoDv/F6cyruzxkNG6Dq2umkwq6jqUH0YQtT35t6MdxmOKjML/FBEOZjBt63jf0vThsKPJKIB60S7dv+xfx9899cdjCONwVZIG37/zhTlEzbDTULX1/OuwMPh1G1QWLpy5bDBq8xdEXhr8dB+JLs6GbztTyk8h/OcKOw27PxsXuZjymTTsyLtZ4Pg5HBAx+C2oJ/RTKm42h+JnGn+FespJnmrKjlGTJRnVcEKgaVcSlQqAVop4BQFyvNTA5Gh7zO5wlywq83/qNgrcsLEjdHvNhHEbZDPVpRg9GN8B5ODL99Nj6OBzC8E0ptuYUXfd6eTfh0IR/j72EPweJ7ti4k4toJhGD3T1uzsTjcThvelJH4aMcht4Bj4LrlDLlb3GYHeAkDODoJgt9Yy+M/ofMRCUZ55eZU3ce4gQcDdO53Mxvo5K4RFdI9xxEOR+EDeWD5vw6Dk02JwhiUO9maw7AytrTc96Iw0qX+ocbqqpZxOENM+vyc3EbxmKkZ1AGkEit9kbAqkTN3NNxDA2pnRfDeX528ECYKK5v+gd+kvF7P3OeRommlbAs/d68b8YRIxu2pqiSIoPOIxCZHf9wIerlZM71SnYcw0PEsjiW/Q0fLyrgSCyPN121VFKJ/LUXnKpbshRFc42X+KwoFM1o2Ki7hZ9cGNuw/OE4zGDQJpkdqDoixyFamcQl1s5CgaCrZb9BCUkywvSqv62dgSMJuCbvOui7DSeIDn17j9vrpsRhuxdwHARE+eJtdHUG3DP6nxtPxmEHR/jQoDaNuJDD4H+GrN+aw/UGxH0exXXkRwvwzNzGbePicE8AzMK1TiK/Rcs0GFZEXt+GT68IUQoP0RXR1WMSVlcu3P5EHOZFbZlLfezZAcui0/IFZTd3oVQt0PKiYzpqJ7Ht4nQm88ye4bhUVD7l00gRL8778NCyjXtQIB4SBYbRP/jgWqesSahp5+qFPXqcspe7KQKokAyXanpwz/4DpNyU0U3RCifa6NAvjrx18MdxuAi8WzCtYuGDvEw1ksfrlxxi47CaZVxbbpNUQyk4qA1TuV8fGkma5toOE+DA1fErVfDI8KrDaPDmog0QiZLYJhrjIOzu+bPDL6EC2gHDtvOlkmnbxAyyo+G9IwdRi4VSwADNKmk6Z2Isdd/ID46ihdjEEZpU1AA1wsDJLw83HxuIhoMjSE0p9HT8j7oz5tPjfVB3AASWk4u5nHW7hPM81rD05L/jsAqjP0m3dIF1c0RzvL3+wqkeKD5dtXSMrhZb2/M2rsnWTMMZimyDERGdH84pb4VwL78yRTzXC9/tOh1KZ3vRM6mGZyQsDbed700jwfUjEgLUFcooOVB3AdwEHCgpOd4uFlVd5ymBd2nmivBwApaGHDAdXdFM13Uw3pkcdgJ1CVxB3AGL5T2eiFp6wKbKY/HqBI7bypdaVZU4jz0UtmXh5nh7AiaApaPfMn06BMQnS+LPJ5sTMI/jA5JBdFlE2l8P+6vGpH6TgLVyQCtRzZGfGB6AzQNeS69LwHqRk8LOR5HitaJneG/BxXl/q8CXXOQtI6YY15S327r86L/8QpZJwCZRQMzm2VbJQs8xCOaGsj3fTsA00eNkVhH8HgS4gpfrxtV1JWAUyoIg4CT1TrWIK3h52kO9hQTsw4jRUZSPb8kWOuSbcGBsQ+9PcKlEXXRV1Sho1+KUefSN5X/o+24CvuHyjtt29Y22nIpT7QUzo8/XiwmY7mfQoSCjHhJ51+GBX69/KwELePR1YpuX0+V2yjPd2is64IcJ2AoeF8b1III7B5XkgcUDB/w7AQ/E2EB76XbH9U6loKP7/8rAvYNmJqABTOJO06hXI8n3bOHEoBcSMNtnvKFjDjoSK4N7+78wSE3AEYP5OH4NVLbEy4DrfSz72yGpBMxwZYK3js6TOw3C3OrwkLMJGOPjKYwCUT6psnzLkNYhpxKwWY8qEd3okm7YjoJmZGnw6vB3EnSg5hcDOECFub1gR9XVMU8nYJErlFiTjtroaDwNVwY/P7YK5cS0PNbWOqQ8Lixa5JUxb1xnAhaygYCrYQiEwTX5hvXJ85Nn4M6bAYZzWJfjaEL1cKJH1ZTHE7CMt2XNVFhORbyEatDcNzp1AA4wYVtdXU6ID7MIlYbC7vSEqfMSMJQxXUsJ92J9HoxOOD5x3rT6BBwPCYxntL7bltf4IIxCeX9p+uEEjDNJ/lyffciBMWg46mb1TMBUv+qxm0mEGKm2DfhkXlsCtkUQtGm2IuuyH7jPKWueZ9E28CanEZJ3/MDmXLU8/2cJGMwEWEoZYg1cdLQ+CxJvLcSFXYB2jm7f3Agd8dTD2njHotdRG3AIIkia4aiW4XXA/TMbl+En7+cRncmdxY/bRNVB5Z4TaFr+4wTMQWceoNsCneLoMDw4YuWKvyRgI3XQZAN+3iwR3N7d9PO1xxJwLsgKnNP6xg1Nlix0/+f67VxfR5+MhTlX6+jSTFTuNDTFB2/CcaeL1LTMofsttME1sKdi2+axCdgTFEHmjTaZYlcEC3tGLdpyIAE7Ea05edCVm0V0mYNgeXT5tl0JhLdiKEiNVYExiLf8ocmPbXsmAXs5C112TuT9PipxWFfdtaMBR+J6IVPWiwWN6pwr4FLv15rPJGC+p90o5WXXFAiFTYBpzJ3mi6jcAvidT7uJx8tgZuqVZlzBKQq1O3Qoq9kmSs/zs5jmQgLOhxAcUldr25Q/wAGuT9e3fAcNHiMYmmtJOpgomjWwq+qefZPxk4ItyEYIWN00wXsTnl19Yv+EBDwrhgXWaPv7O1JbkWLjI/V1+/egpkmeFlTlookyQfmxB4Yq+78kw+FppqpoROBsoe6sjYYPfSMBs1hXZ1gK2ruvZqbF/3a4bwIms4SH/AwF/G8HPDrn34fRzFwIMmyHWPz0ZleuYKLE7q/ccGw0Tt6HSd2ukU4ttqU+PIb2e3HAdk3RKJV4AaHFcPQV1cdwL6cDmnWXCngsPoBxw+ERPzyPEnuQ50NhkK8WDAP1dRRsip27WI4jAXSvFjULszhyMFuHHL2IpncD56VsT5PatYRKIdbi6K270Z7MBapZ5rr7+CCIv6u2GWYkYT0XzetmrvNGNZEHj4Mm7u/waBKmOTZPzQZsHQEquqPdtXXsgSTstriIqymG1KnflFFOTo4aFvlHEk7aguZ5cgllpSaMyj07FI7+C1/C0/0gnWJ1B8Bzo68khidpJJYq6YmQFeLoGmJ50kjMTaIoCrrCcRiXcEU6C2vOnEvtTkIzSLwZoP1SWCJtX143MH0anw5RjrzgXzKSiTs7cGz50CQccA3dZUUiePXN+uXGuux9SbiMEqIUrQJ6paCBFvkr/b5V+XISJoZZCKgigtOCqiG8XRScVdWchBkY+lJ6h+uZuoWGY1uPQs838Q9B6eA/8nRPafeC+JL7a1+vvYSz5HKixQRR892AjKHhhfof9FqahBaMI2/pjieg+1GgL8xM9O09MAmTqS0RYliLLifQFJysLfXbgCtYZXN2rlDEYMikG7Ld1Y31e3GWgsjzIngWtZtFnd9W9VT/KUnYwAccu6R2qdTtASbCDLZ6QFuSDl5NoKwrl9YkDbPLnh54KwlTuutuvG7a/yo4VnOsAWe1iMgBDJV1Tctg0Nrvznx/2NokzMvZVTJl0LsIF7x34ZnlQ0eOS8Iz/qGA8v5HEhRVGAurgi+PrcbpcNSEgwj76CS0EhYlE2PH4rup2wHnU1hblEe9tddTU1B8NqCBcQOiIxDGwZfsTPBT30nCTM7PEvAcSoCDEJwb8NVpV5Nwzg154dul2122QezMsGfolRnXkrCH4TVdfVfVEebZaH02V/abmUvC5lIAsZBOxUtsDie8vX7PHNydrZzJI8hEBF4wqfXZvaOXzsWFvZdl9bYv71BFgJTH3VkUvT33t0mYz6uyQe32jGAJUCA2JAbOm4wDtGPBZLGjIlCK3EqjEziUXTh/ND7tMoaGgRouQank3YGnx/Va2g/H7XEK7mUBwzXWRsOxKvPUKvx5pcMRsUw7L7NosRD7BHuvkVDY6ASdc6lxIu+ACFeG/3Xdj1GQKTGzYN5RbDERRt2ZGZ+0Hn+eQQd9DnouSutF4Hewcs3G40lYAkFbowYvxKGK9mRV+Lub/iMJqyyWA0REJUcy6QZhaa/G7QvwaWohadNpDvGO9oPVmepmIQkr2FDJ7WjzGBXNDzqvuYFIC27DRA6jCL9vIpobDGzmlr+8Z3wSZom83x+YKAXo4HVeNL/3/iQ0JcopxqegkaMtXh2KHrqThIV8LMLkc6ZK5cFoNe8e3/PoA0k4TQRWefXWp20lXcMPHB6unUCJ3W5FVJVj7dacF2/Hye+rfeHCFtxLs8aSSgXF1CnwjsDmnmsu7kvCRgxUbKezu0AEJ7868l34ewqHj/9n66ZgxXEo/dCTLOeiKVgvsa6jojPnKIwZAUfTLaFSCuYYGGZY+GpZxU0aBwvEj2KRFMynvDoWt5Go5THMf3qpEV+ZgqcFkXEt+a2P28mNVsHemvFlz6dgr+vkizIXMDxJlVDvlgf2l7WmYIpt0Z2mxVrE5tYAO9L3141JwQLXMgyUeEYD3UFYvjJ6vNd9KZjhsCzv+Jy66GKGopzc1ecpnI7l0zH7jc9ZBH7nhh/uj+M+FzQFpuTe/kdHoWigSziZfnzA5RRMdwJcFMJyWAyFVBzgvPIFg8alfJfhdyBVCmkKJ64M+o8hegr2UW9hFUenaTkLJuGmvTY0hyOhM0DP8jtdmij2d9V0Df9DCuZhxIRKwtiWJQgIvpq42Y278ZPdnsXvveUgrtqTKI6uSMEKlBODyuRcvsQhmnm4X8toEwN1SwXqt+UYYriAXmp5AsZeSsEy8LvG+63Z6YD+2IAfj3VTcMwVDOr6o0iapCC0WBKsHffTFCyhu3OzuyUah3HDnPCKSSHcS7/y1vNP+D2czlyuZYqBK8hgPGx3V2W4KFVby7469f0UnRKxHSFON2067y6HBeVXZ7TgdFiPkl1Uo5jDoKkOTvQZOOPbKXRHwNnWlwW6AyUmoUXJppm/SeEqUH9uxmUNjG1R7JeHgrPW4CfJMCqdGVSfgImGelvy3lkrUtAEAY4aTzs2JVLVwFOIFFel4FIpbFTW5Dq8j27mdRzgxnJ5zpcosayOwNHr0jhHIPFpztzdhFu8Oh+WWNO2BEan5hSwKjmy6c8pjGyDxIeOsTHKGxrTFeXRpg9x06hlG+K+hEv0xGNgYeA3TddTiO3BNlU0DhyxW6ehpefU+YUU7LL1kGtYnusnNgfgUL225COUEwEXxdI+/KBTk6lZX8vQk8tW4yfbHId3Xb/+jfG64MqM8pVHU3ARJ6eo+c6bBa9Id0drK8S1+1AbqIyUEmw9SrseCS2pN9Y/gnvp8QxYbHfZP+LBs1P7b1icgh1BJgUfuG13ChZQ0ucjTeM3rUvBXULA4C39zlvXVZnF9V4a+Pum5hQsZXE+iNMdhm5sZkATe3zzuymYJXSTheMnBTrBPdV4cRsq9ykCFmpB7vg8yVLqyJqem7fhpq3xCRUY/0lKfDjZd/w23PkDeTkX1JU4b7Gihdqwu+yV7S+lYDfx8mtyR45K2nGpHhxV2JFHOSFeddU0DUsPdAtERwu+ezlVB3IBDf28X5m4pzrdguPeY4UU25IVjRp1oSlYn2hp+TgFK1nbzEsY7fLE8VqChyZ+ey8u7AVBt9DzlDpu2gUJ9W4B98l+FJ853a3kve4elV/AEwvYgzdTcMITcWEJ0Ng61Xnt73f9MJqwlWIMRVbw66IYtFV7Y22HUefnUJoEUZ345C9T0c9PO/aXFCwi0gk6kiOKaRzJfZM6TuM2HA8KIUraeue9jqKOUnVXZsmZV/Bp8DNEvfzHskhStaRH9Rkbt5jz25WSd8CXN8DxHvGzL6AdVBOmYFjlrZmbfnrwM1MT5xek4BkAM3e9tSDZ1Ih8ImyK/J1Jp2GZ4Bcb0J0XPj0KtqfqhP9Lw0qe9Ytdgc6ncGF3VowP7knTUZPD6JZl8XRCNRhOVdqJoWlYFa3UutAamCVdVvDnpZFdifswpHLQERN3hWsonn8HszszKw0b/YaYuooq5REqWBv/U/YKvqRI5ycuK5G1RlNwvDZY9W4ajmNk7ZkdN9slvkNHe3Ku4U89X03DVpdOHMAn8ddgPOxNldVFcWkElqNeZpJDfQ8moctY17cpDZOI+tzyeJZQOQrb9rK5ff+Rhs2ay8gWcZS4/v7sHHCpr55G5+WWWsHKcZqFqGgUrIuuqy9Lw7oY5StSNVF3yuKi9Pr+FWlYCNQIQLRZSnTE3dnb838aylH1iziSkiQjnIvKXis8M69j0DfTVGCU1kFuf+9aPkaTnxd4adAXaTSmPMdRN1zySmh6z9Z8PKRHGhaHBFPUWGph71KosjX6wjAOt4HOD9D42mFKBpkBS/l/DTuN46Yz/u6ug76h3peqHjka1yRjaozgUFs1l+pGfzfFbvxRGnYGUPbsfGcuZxQ/xk3bkLoy6r/TsMGgnoOcgZ5B11F3FoZ2jP4VzpLpbr9mE7cFvmRVTXIMruAqt1tIbIaaB6vw0IyV4zJpeEjxGNluL5pOR5eKDmZn4pXx9+J0WLG7NRRQP9eRcKL8zoQP07BIC0fDLmcV8xYithE469IUGfG2RQVHbIBlWIeS4r4zbvms93DnqYGxa2mFa+1MBtV1mcAs6osvcakZN6JHUk209ldq7ywZlYblrOFGpNZbZjIsEIv53tqrSx5KoxPoWTI9ye3qklqpKOVM3zeWr03D7kCgSzVUhRqDsDiS1ZGzK/unYQR1vbPAs3lDj6PzOlQ9de2INBxypMIdkw75w6IHs3AbVq87mIZ5XijKUbMnH8qNQt8wYWMr7g4IXDeLMSUkTYONoX1bcDoLKQGd9ZvqEd8ZXBn1m60mvjvA01FOQbI0N4IGb3dm7vblaZiv8UUN4YXLYfSJuOpk1QO79qVhFm+qDCNQn2G+Dt+9iHu+ZS+tCTp+KqXxaXuq4FDvh/YcxRVUuQAjq/Jt9YZmIpQ7V/fw3vNp2OVZjEjVsXm13MZZ7qp+du/T+DPrSXaxS1Y9V4rghI6POLhXQkF2bNayJTl/9bYu0dn6TGv/oDQ8IwieI5feKhZzOQJ+22OJ/ZdQTniRMyOIeJkuh0dTsCb16pH5aVjDUPs68nWiSwSJ22vLzmTTsD3IauZtx2L94rIpcDTz6IUlKJqaq+kOpzmFnMGjCVsbKDAnMij/BY2sAY9YQYSZuA2/F36ZgcUepRE5bjcTRh84Wf3H8E8zsF000oP/fZ3PdWguh1u8LrYmzmZgLYhMgNc9406nTYywZ4a2JkR8mrU8h5XNkuOh+2+EY+WFJJ+BneEYhnTS/1mWNjaPm/bteV8kP8vAt8Oepf3rBuNUmP/WUYuXJtMZlNGlHlgSXeciyLNRru4eDWWbM3A2IjGsIF03NN1wcIvXhH5fPjkDq2zXIp/hUiUr6uXO1J1yfHpnStGEXJvqmsRoUwsnan9UMTgDJzg3J7iWasp3rpc8DXYNvFP9XgZ28YxAyauujsPHnV+WfrHHrQws8ZPwOJeaPRJt27n6qzW/y8BBkeqFi7aj53NFXO97anb0fTYDU9gAcembFrE74zIfS5n9VmZQ4YAXPFdkec2kIHhH3Tv9fpCBHTzjmDJup04xd2843rtnPQ5wf9g2TE3NtduFdiJUOND7yQH9MhiQBYKsfZuaeshfomP82oBZA9/OwCxGpIoMt7vf8VxYzv2p4RcZDK797rM+0iTT25K9M+j9DLSQyfRPKUm+R8OWeHIwl4EtjmkqlhZKyq4XQBd9ZPCXQ87iJwMiYwhuu9x1+xbdHX13xg9H4Uv22QjWPKfd/IxuVdD6RAJjJqD4dFtj/ziEsrHuG3xmzGsZuI8THP16h95p2GwZDIGW9MgxOo7Ec5Xr+bylacSKNgO2R9yxBzIImEIqT7GOraPZq4J7au+e8O0M3COHwlcTWqzUlm0lW7Wj6uOJOO4dfm9Nm0Mng/B2NqwPrJxzfwZmE7s2I+Logx7dNyyP/HA+yslizaf4dEw/I7QBTcGh+c9lYJvBJkzG0QoWFSlH4JHRkxfiel8sN72SJqsGlxcNXKpN8U+XvZOBTbwbNQ1bJ7bLIJqoReyYNbje8+kUgjadHAp+8vne4XVNuPPBUCLIEz0mnX70h9")
.append("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")
.toString();
List<WeatherRecord> weatherRecords = new ArrayList<>();
// Read and decompress data
ByteBuffer byteBuffer;
try {
GZIPInputStream gzipInput = new GZIPInputStream(new ByteArrayInputStream(Base64.getDecoder().decode(in.getBytes(StandardCharsets.UTF_8))));
byteBuffer = ByteBuffer.wrap(gzipInput.readAllBytes());
} catch (IOException e) {
throw new RuntimeException(e);
}
// Read data
while (byteBuffer.hasRemaining()) {
float minTemperature = (float) byteBuffer.getShort() / 10F;
float maxTemperature = (float) byteBuffer.getShort() / 10F;
float stdev = (float) byteBuffer.getShort() / 3000F;
float temperatureHash = (float) ((int) byteBuffer.getShort() | (int) byteBuffer.get() << 15) / 10F;
float[] measurements = new float[36];
measurements[23] = (float) byteBuffer.getShort() / 10F;
float lastTemperature = measurements[23];
for (int i = 24; i < measurements.length; i++) {
float temperatureDelta = (float) byteBuffer.get() / 10F;
measurements[i] = (lastTemperature += temperatureDelta);
}
weatherRecords.add(new WeatherRecord(measurements, new WeatherStatistics(minTemperature, maxTemperature, stdev, temperatureHash)));
}
return weatherRecords.toArray(new WeatherRecord[0]);
}
private static Float[] generateForecast(WeatherRecord[] sampleRecords, WeatherRecord record) {
Map<Float, WeatherRecord> weightedRecords = weighRecords(sampleRecords, record.statistics);
BiFunction<Integer, Float, Float> predict = (hour, offset) -> {
float temperature = offset;
boolean uncertain = false;
// Weighted average of suitable records
for (Map.Entry<Float, WeatherRecord> entry : weightedRecords.entrySet()) {
temperature += entry.getValue().measurements[hour] * entry.getKey();
}
// Estimate reliability by calculating (standard-ish) deviation.
double deviationSquaredAbsolute = 0F;
for (Map.Entry<Float, WeatherRecord> entry : weightedRecords.entrySet()) {
deviationSquaredAbsolute += (double)entry.getKey() * Math.pow(entry.getValue().measurements[hour] - temperature, 2);
}
double deviation = Math.sqrt(deviationSquaredAbsolute / (double) weightedRecords.size());
if (deviation > 0.28F) {
uncertain = true;
}
return uncertain ? null : temperature;
};
Float[] forecast = new Float[12];
Float initialPrediction = predict.apply(23, 0F);
if (initialPrediction != null) {
float offset = record.measurements[23] - initialPrediction;
for (int hour = 24; hour < 36; hour++) {
forecast[hour - 24] = predict.apply(hour, offset);
}
}
return forecast;
}
/**
* Weighs the given sample records in accordance with their suitability to forecast for a given target.
* @return A sorted map with weight percentage as key and record as value. Pairs with suitability below a threshold will not appear.
*/
private static Map<Float, WeatherRecord> weighRecords(WeatherRecord[] sampleRecords, WeatherStatistics target) {
SortedMap<Float, WeatherRecord> suitabilityMap = new TreeMap<>(Comparator.reverseOrder());
double exponent = 2D;
float totalWeight = 0F;
double totalSuitabilitiesSquared = 0F;
for (WeatherRecord sampleRecord : sampleRecords) {
float unsuitability = sampleRecord.statistics.calculateUnsuitability(target);
if (unsuitability < 17500F) {
float suitability = 20000F / unsuitability;
totalSuitabilitiesSquared += Math.pow(suitability, exponent);
suitabilityMap.put(suitability, sampleRecord);
}
}
Map<Float, WeatherRecord> weightMap = new LinkedHashMap<>();
double divisor = Math.pow(totalSuitabilitiesSquared, 1D / exponent);
for (Map.Entry<Float, WeatherRecord> entry : suitabilityMap.entrySet()) {
if (!Float.isFinite(entry.getKey()) || !Double.isFinite(divisor)) continue;
float scaledWeight = (float)Math.pow(entry.getKey() / divisor, exponent);
totalWeight += scaledWeight;
weightMap.put(scaledWeight, entry.getValue());
}
assert totalWeight >= 0.99F && totalWeight <= 0.99F;
return weightMap;
}
public static class WeatherRecord {
public float[] measurements;
public WeatherStatistics statistics;
public WeatherRecord(float[] measurements, WeatherStatistics statistics) {
this.measurements = measurements;
this.statistics = statistics;
}
public WeatherRecord(float[] measurements) {
this(measurements, new WeatherStatistics(measurements));
}
/**
* @return An array of floats (objects, may be null). Returns null if an element exceeds the bounds of normal temperatures.
*/
public static float[] readMeasurementsFromString(String inputString) {
String[] input = inputString.trim().split(" ");
float[] parsed = new float[input.length];
for (int i = 0; i < input.length; i++) {
float value = Float.parseFloat(input[i]);
if (value < -38F || value > 34F) {
return null;
}
parsed[i] = value;
}
return parsed;
}
}
public static class WeatherStatistics {
public float minTemperature;
public float maxTemperature;
public float stdev;
public float temperatureHash;
public WeatherStatistics(float minTemperature, float maxTemperature, float stdev, float temperatureHash) {
this.minTemperature = minTemperature;
this.maxTemperature = maxTemperature;
this.stdev = stdev;
this.temperatureHash = temperatureHash;
}
/***
* Generates the stats for the first 24 measurements of the given array.
*/
public WeatherStatistics(float[] measurements) {
assert measurements.length >= 24;
// Stats are calculated for the first 24 measurement values
float[] beginning = Arrays.copyOf(measurements, 24);
this.minTemperature = calculateMinTemperature(beginning);
this.maxTemperature = calculateMaxTemperature(beginning);
this.stdev = calculateStdev(beginning);
this.temperatureHash = calculateTemperatureHash(beginning);
}
public float calculateUnsuitability(WeatherStatistics target) {
return Math.abs(this.temperatureHash - target.temperatureHash) +
Math.abs(this.stdev - target.stdev) * 8000F +
Math.abs(this.minTemperature - target.minTemperature) * 2000F +
Math.abs(this.maxTemperature - target.maxTemperature) * 2000F;
}
private static float calculateMinTemperature(float[] measurements) {
return calculateMinMaxTemperature(true, measurements);
}
private static float calculateMaxTemperature(float[] measurements) {
return calculateMinMaxTemperature(false, measurements);
}
private static float calculateMinMaxTemperature(boolean min, float[] measurements) {
float best = measurements[0];
for (float measurement : measurements) {
if (min ? measurement < best : measurement > best) {
best = measurement;
}
}
return best;
}
private static float calculateAverage(float[] measurements) {
float sum = 0F;
for (float measurement : measurements) {
sum += measurement;
}
return sum / measurements.length;
}
private static float calculateStdev(float[] measurements) {
float average = calculateAverage(measurements);
double stdev_squared = 0F;
for (float measurement : measurements) {
stdev_squared += Math.pow(measurement - average, 2) / (double)(measurements.length - 1);
}
return (float) Math.sqrt(stdev_squared);
}
private static float calculateTemperatureHash(float[] measurements) {
float hash = 0F;
for (int i = 0; i < measurements.length; i++) {
hash += (float) (measurements[i] * Math.pow(i + 1, 2.2F));
}
return hash;
}
}
}