import java.io.*;
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() {
String in = new StringBuilder()
.append("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")
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aFtNTmAGkAPz++A6PSwZleS4YW7f2squFCAW9/v0F/RVkMVEyfYXSgGugvUGDZFvntjDLokHhhJFvNb/P3UDlMVf6ZbQhDTEj6gJlXP7vC1ogrsvBH5mcCSHk0GdZwq3zVkY/ZMxyWZrbRmwV5YvQmGaWZAjSWh1qRL6L1P9zocUcSQs80A3N4Hnj3ArV/vNUFxK5iYZloWOEvBQWxp/nAvxO5mWw//jhrySeDtjXeiN1bId9/QNd3xWorluORb0E5bFu99iqItWaVB+pcLXkMk3TdGfLs3bHJIVOnKwLzdLVzTgJW84829C4ru0DJZPd7l5ZK4/JfUakzvCO8+Ohfk9KAVeAimh3DdZX7HaxUdbGR0rySpe5pe5jN58YaOXypebDiVqmT/ZZl6ZNNQGj2jIzzsUc5ZJcQKB9vMdDRdsWgfxIBLK7JR4McB4EyPwKNmTtsHnztZM+I4IFt6OiZ0Kk15fp/tiqZY4Fsu/oMvU4kjqpmyT1m0pp4eTadH+ryV66btaykod/il0xBXSqEljQeX27cCGGWaUoyWjhaQOpIbPt73Qvh+JdiKFztlv2y08ldU/cy+Q6GeTQu+GQgeJXIqc9/SfeGF90mCLVR72qcGTzZ47n57KRpsI0Qmic/pwXsDtZ2/HyKZLSHb9SJdaq54A1W9vd8YWKxczrPUcekgMTfS8mX7+YoWqz16NfIcRzoyfPj9/llFGyMAuu/FXhz7JrjR1/P2v1/R1yy1KoDTSqmJP5K+d/d/WNE3ejbMaL8a/yQ/5BugL5yFnborLlmxoScGBWaoR+KbCzpdpqBmwqIBviZdZJkOoyuXd7pa0WV6rqga61lzKZJJZx2mdbpZEUQkGZZMrZRhSBX8r8WdwDKPSooRjN0hpVWG0DhrvjygnaI1ksan/LCw0+tQokfo840HwPo+t1pzSaBKcJggi8iw/L8HIIrMbfBhPG5Zkl9jIGK/1QdsEAQHYhiJoxXk5rIPXTPlAKB9H2hKpSUhvCWR/rQPzj8QVnJfiJgZJ5nYsKIAWq/npgNh1d2VlIilR2pY50H8/Q8HPqt4UCmXa9QcrbLtfjVZIOGP2w86VtGPrHQncCNEs5zHT/IPGw86TeK9nKNrhpmysU7Ue+5BFyvqpjQjpEhXFpYUa7bgh4OwOk9nyn4QgzfBpwO6UdN2HLRFTmWyIJm/VDXscKDcp/HGOQf/rHhjeh8H9C15u3bzK/z3/IN/UfwL+JZBtmVncznF33M4t3MHfBUjV2npsPQCoGl/dz5Z0bRskkmypUKQbyzsFgY9vfNAxa60OSklJbepNV8CV75/XWfY2RA7aHfMD3+bLY2eEkV18OzOUxFxssr2tai82yt7IU2gZVM6fwl9aBtBGEkrcumPdSTNeLfzV8D1IAlzgSoW3AB21oOunt95q6Krksj3muOAW7Vqm59m96NDTpFnkAMpSauUaN+Pbp1+yBmKbq2qyIQ7d2tuvrKmAm965qeH/KHoNEmO0ew0Y0LU4rGrD2lSdGzE0p4mQSAEE36bts48tDdsh1xggEdeEPtZMumcFYeCP5wDm6Zi5IeusIpr6Yl5hw5QNEr3XRhpFuzeD3kgPzX/0NmKH9OSIpHtIvI27E3P0RcLDkWc/yKwkyjN6AUa8adcWnro10DyVIroSi41YppMLR8e+p2ipoDZClp9z5PotB+i02Gw9ZO1BKuF9QpD16QR9OYbhwWK3qy1MmGLamzyIMf5Rf5q3uHDEC/Af3UVSBNrK0Pd6MrZh0PjdLNk6AmBMQR+Dbhn67eHL1LUSjEUbEuptanBSxDRR0w64kzhJwIPsSddYwywtn1eOOIuYYOSqp+Ef+V9x+dGOv/9I35XdF61DNBI6r7N+64v/Gx2F9j6TMRSl1Uo0/nkhDOY0aUXmKMBsq/KoRZ7iAwfUrcvumB9u2UIYqixkSpkntot9MtHXRClfwmTtvg7hfrmvOZLxtLMLo8CYfQSaGpYXRkE5FBbOnxKF6zZwdBMwoDw4pZU0wz9Xxf85aGZCm5RTqlpZ6kc8QT+YuWRR2B1KE0qAwuX6YNQB08fCW4PNe65Uj6vx9hsiaZHAuWqKJCTPt5zvf4e/zrzyMmKf5bs0q1uYFsZK6RJ9Or8I2HV6yqt1kC6LqVTPJbSh7OOOlHRh5L5G0d+kva8KtGxK466TToJS+1DEIa23LV9zzsmHeUq/lFMUbpHpD1UulLfWUffqegEIVAyDJjZtOgBWjLn6IWKlmh24jaWik3tqWjz5xwsPvpNKB9TGtwCZkS/0c00atLR4Kl3gkjJmPd0nA7Xsz/haEdxw072ZJaw0LMSbaLSymPAuktabEoHH99oUxHD1t95/5hDFL1qUTvYruc0yUSADD3y5TFnK3oQf6ToReS1wMV4LGW+OWak3IZriNoW2C4YGWymz7JjHlB0tobdiaXCXHoAXUFbvjrmTUX/M8NSVOkF5damFrmjevmlY75Q9JKna2ESha7McYaHdJh6zDZFGUmdQYBAdMD+dKNJG49tA8ZUbexSf2WC6h0QGDyRP1p5HHTsR1KKGNvGnhqm/9DmdccdoWizlLOFkRs0xm0r+TeqXHDcOGBJriWukLF7ShpsZGn42uPAbIabOiJxsZjPVKkQ/rZg4XGI/rPYKEcG2EJC4GfP8OY5XSE+N3thhallcr5mAWLe4C+ndG2r8NXg0HOjCs93DHCCV5d2BXt9VYUZsI98MUjayrzfo6Z2hVLrrIyoAiFTukpIDDh1xvFgjifmcn5UrvQTriTx+U9fOf50RZ+6CAAheaBSMKLxNH/S8VBUk5WlYl2WSAoFulC/ucf3VXS8ZulRyojjKKZXtcqPjr9GaTm7begEgeu2unJuQgfPOn4WfCgDDu4Wi0FNJmyC3nzvs25QVO9l/8g4pXyL72bikM6gbU3dDla0jSzYUvD3Ns9rjKkzPfFeN6DGYx6bv+3/Z0VLaLffzmWqmtLtHPiQKy1NQ7CVGMZ2MPea0+1ixb10U5ehxJqKnQg+2eHlE04DB/D1SqFmmrKgaYbT6OknAJVvlzodaXclZRs0j/5Yf8IVwIeipZKCX2oVfIeddZvc/XGsZEVsR5QONYpEBwx7qzui0zDNymYpDJvC5qiFpmjtf+/+htLay6i41rC1scRame/jT97sDj75rpP3A6gy0wwSmZw2cFp3WF8/Q1IZY6mWk5FUtPe0E/eSDkFyIxiHkQzcooG06dMTn4Ieqio7UmZfLjslB0piwOYeNYoGBF4xu7ughcIgeQfps3rsr3iXRhUZZWfgLGDmJ9GFk3ocoOhMw7AEAySbSofPv7GqB3b+DUhgHewh7zqByVupzeoe14E5SsTGc/nSnZDOpamre0xQNDX0bVMySCX1m2bQ+rknQYWuD7QMh/lIbiUkG3bxopPw18Z55cRpU+Uh8jlSS9B9zUnw+e6VFPh+g9de88MEqnn2rJP6K55K7HhxEORbTKOGXcpNPek66GotHUf8fzH5cpq/+iSg3GgQqFjTENdDX5Nc4Q0n3Q6fr8gpmSrUVAr2qqMD6cTJJ72u6HA28bClHIE2ZhEhd888CRzmK/AiCEKd5AgEvnnWM//aX9FZyd5eWJZifTmZPpPWfvivGxStLcPVHVbu7+z8Qkto08yTXwUqB9XwyiAuw350uommLjj5Z0VPVsE6HGlpXhUa1J+GTD4ZTOGSRPq5x56ET+lB0Tr55IKCapThUqFK21uBI97/9Cn4gbucuBQGKowrWsuVHNKVr55ylaIrnUo9Kjc7mpmJC7ya35p0ah8lM8SlMF/uy/EaD9G06af+WzSZFOlIu/cQ+7Y/jX/v1Bfhz2w6oW+AZwSJsJv5O079TdF82/KTMHIay4VfXHj3yeNPxZt3TdNr4fRptufJNGJZT6DGiNgOyPOkHAE/s4h+XN0Te/x9pHJ+MWmtC/xiCQjeaXLPe4Cp+h5VKUWVCf2LLpraE8/QS0sHhqTNcGMgwW9f9/xA0W9aJonD5ha3ZXeT5A2+vaYncPIe6RxiCfuVk5dptH5+T6DNun0QwkqhKyMpQ/6Af5p0mtxCGCZn00+W/Lr7+ZNXTxuk+K2cZaaFeJqUBGSo++LToGOPk6aY6W2YoNdtNH/R6Vj1uaYWGy4eKpAOMw4N+/p0MP5hUlrOGshZAIjYyJ9POh2r/qGWFvhQxssm0kvxo1mnY+ffN7ImGGXoOnFUQYPogeln9MBuZjKWFMfEYRgTmM1Bi88YnyoqM4yLZVVVo0k9Q/dpZyDyHujGLlVrOd2U2L2Dap8+o6gom02Kf9b5mUzbqpoO8KEB758JWx9g5/Souank17kdGBzGmHzmGuF6ZERaosKoAhi+gH9aeuZreF6ZoChnkTHHZWpD5yw9qwO4ZwOEU6LrmUzoxdK9Yc5Zhyoggi4jHMs+B6UM7PeTrWd1VfSJoZXiXSG2wgQb+pEbJp11keI/E6GYbBDomHSm2H/mWVMl2sErA4j/SJoWnkyTXzxrKaKIVdTkhhVRV5gizdx1NpTl5JoSgCcOIjkxgaXe8vzZsJJbDGkuT2kBKUMHXLb8bPzXQxSASEWuHknH3vNo0JRej4IjSr6JZmdsLctykvPD272eVfRDXFUOfUR/hzIJPU8/LjtnP+yQaVqGLpHbc1z+H/82Gd8VbpTmRkunfQMsPjflnPOV9IY1M1xBMlVW0Rh6Yc45YOazLFeyccw4rcH8mg5/+RxEhsMz0p42iKIkTbWlk5adC5Rrn1hmFlaXteLkL+nOOfvcPtAtIAOxr6WCVaOradyCc+EB46J/2mc12hFwiJf7F92z4tw/xAM4bmlUmhmwsuli2rb1XE/Rr7bhcb61tYhPioCIS1867zGsZCnnaJm2TtkImg06h66Zft5EoIapyUWoiW3Cu73NmyedPwAcBnDo1BfBlE1Tp8PpqgXnvwI9hL2Re9YggY4E1laM7w31IHvGaV1+2JIHczxtfO87wKsl+XjPQQUc4S56c13vtxQ97wcV7RvcSsfXnBgxYObs3u8DdzSAemHXTm6lqJlm0+YVvcHENmdzvuc2u4EPUQJ18MKrFwBLZmphCDTyhJLqdBWNmncBPPbBCs4lbCQAQ/y5Wjpo4oXPKdpXWkLJImpyytdInZZe+KPiJko0eWRgMMlUgSPm9jlXUa1hyy77vhgU52nw5j5QB9cY3DZmr9Tg1boarHr3+D7Xw6o5bfMvI+RYkGvxO30eUrQ4kYFejltX5pJGp9PIRX1GKRpp2HECkeaUTF96Rdwwsw9U/rWGlsAcmNN55g5dsqkvKEY/j9tI72lIZ8Pgd/mPOX37ghNwFHt6aMeOExS4gcb80veq9OTUr/+rLin5YakVHtB9ct/lio6WQU7pFYp0Aj+VLp5yUaWiCyIjY+Qq82GQ8WVgRnbiRR0kJ1PThd3v2aGr6cPPL3pSzuJtUzrnhelR9jRaPuUiaOnZdm0gEp3A5KWbXcO2i5YoajBMPfQ/MWKvhHhxJ21c2w+f+2qFj910guZS271lfY5Y0g+2frimJWES70lQ5S10045+YFc3RklQasAeawHY4DYuzex3I75aMjAqzYmBBW3kcHW/ZxDn4fPSt9nDEpXBVoYv7QckuDjJtimzFoQ+ZDOsY7+t/f6ntP0MacdXyufrCz95MKver/fbjdVHtDENFcSWU5JeJ+un94fOWoy3NzRIOjJsE6ztkY8unqnoEZXjil3FXZD/lWIP+y28GFw5W4G1Jc4FZhy6wMmLV10MXL9Y05Mo8Eue59U51IuunX5xHfZY12ScdrInj/QKenT+JdNhqTo4UcHyrcipD2kV/bL0kgXgkzKFVPmlqBBhHa7kF9ZfgtW+JTGy1cbeWqZSr28ET61+fgAw9TNlgCJiK1qMSPb4q10DCoq+Ao8jr6lUDHUrA31x8n8HOPDCWi5FmhHnd9Y7DljQvBkDgGEzM4ncUEmbJaiOTtR96qXY+QNBSOUYKB2MCT8evurScdAi4Z4G3Kac+kEJdJh06Qogl8WadIzTQvIlX0OfdemeMwWlp+WfUpRzFF0y/9IWRf3NdECgLhxIo2NozluX4cnuDzLfNcYstYF4jjINePVyWOqAKs0rbwtydpqDMYzefv3ywxS9XVPTVGrmELwWv3AuXzXpcuj5i2F3LkJRAOHi8WieN+PyIYrnSRo1yI1Yt8aDefKCyz9TPFlLighBcTkJfKIKOnbm5XkoYQlJyqiCGADKLaXNC6+oFaUGUwDDy7TWANQepk1rrwCffEs6vsjts/LCgL/l+ilXNCEyKEkIo0DzYzvB+k6feuXxiqYYHOczEFR4DDnhHDbzymsV3QSf1qO6n0phC/RbCx377JXPKGpnJuwaUraCMMlfUd/vrtyqqK9eKwf5QWPedWUS5PVfDsTqXOdXOZU+HGtHnDjQZCueHQgdMEc3KuQgMCjWxyWopB93DoTy+aJtlv1WVW6ICyrLdexMGFiv8JUiz/OVHkstzGCatWBgA/A362Z96YqZWOzyXH5u0lXTFC/WMpK4ZYAAg111oFPnXbVBUY+ctX8xKQYZK+dK1nXV9KugLKvYQKwJ/Rhaz+ZNvH3uVZ8o3g6qlQ62TRi4ehaNWnHVn4pGSUaNiqU+D1Z8v3agcxUr7UAji4cqOVt+bS0FPJ//Wn81tPRK3cwqjZztdU7BI4u6zLn6WERIiYxcloGaplQaD51y9fWKLguxBVGFBYIH+z2DLpp49X1g6Crtui9diPAwnenGtVdDk93I4kCxAdaXkRqbQ1de/bnwh6yiwAM4SGX0eq5bdvX3in+IW5yaoENOeTXss0dnrL8a/naqQBEr6FvNSqCzquZfXQJyySlQtlqXqnIGw1u49mqg/iOIsGKOIP1Flw6gDX8NOk7Rhgj62HejQuuugob49ttXg4BGP3Cgihwg8BVbZPJJ74WDvgNySYv+qC7W0h6Ln9PBGwZtT087ElKOAbNEPP6Lzn9/kAvWBh5qks8A8aLc2LSdc80wxTBe/D3DzmQkRX8tfT7zmucVfW5wEMRZ7JABJfcOb55wzbuK3wEdNjM12Uq9IqeD2Xy+8hrogJfoT9sOs5FWLLseHUnDl/27I/AhE/9tUyU+pwoqfxFtWfHvzYq+JGknFoQyQLCZ9qXjJ157ItYX8A/gdOTcJ0sD6ObJ1/ZUdIPSfF2zY0OmN+CNr332WnzCtbZFCfwoKoI0Sb+2OdcdpWh1vtYIklJ9i5O4Ltb3iZnXwR6eyAl3LYOACOF4kLa8fd08+LFZDfIZtWxrKpRjGku/bLy+Gkhrubby3N31jqVn6TS6atb1R4IFGXEYs2mG7k5uhmeNmXb9aVJJJ7wm7UvFMvVp1Zbrb1K0pDqqjGNX7fKzmQIU1WsrrgdbWc7KcAO9rNK+rBbtN3nwyYr20X3ppqDLZCWNP+LCgsG3gYFIwmvieaGTqTDpGnrvvcFgQesN8BSofO/XvJvwq+ytGuwp9qq0hrDk16oC4jxvZ3fyDfDN7aK7dLA8SwL4d9Qy6wa8caMuoxpBN2T8H/jv2rdu+BLa1AqLeFkf0lmXuUZbFgx5QdEWc6+YG6WII0RAnksvThoiNxW6RoYVg48CrqkHnT1uCDy2h9wby/WToQAbe1OXiUOA6weQJL/ptladMaQaY8WsIRCqK7jopT7PHDp8O7/03I2XKX5J+tP5ul9Xrx1DdCH9d8uNn+CN9/McxwjKYVHTLbqVViy5EZ/wjNz6S5km9vJ3oOdTq29CTHocW5xxXNOPy5ZkIb3/2k3A1vcrAt0KQ6cVfEPmj1YuvOkuqYoGfweBcH1VrKL3NH3VTbD1JumMKVf2DHrEAV3yxk1viu6OGnJBMZRMVrGdmTNualb0WDqrBouRnlr+zu6Mm48E2oElwOWl3YkmPVGLn9wMpIU7uMU4btXSWptW5ok3j5HTUNOWDqewHADFYXTO7Js/VXSaLmfw0BG6uG5HGv76zcCH4Y6uwtAt5SEMY3qKVs0f2lbRqtpMGbZTCEOyPXzCoGVDgRqDShDXLuS1IYZ2A90xbujZUKFSDKGpPYmosIFTVwztC4wyIw9BpSXiSiiUy+n514aOBQevprgmKewq5hudiCqpy8yhixV1gY53nEQGFnnS5aNm/NANgjCSoCuXcPgff8G7Zw79r+LdhoyrS8I940xu4Skzhv6u+CkEO8mRkXF4aR/D1cOwOh9XsRclcdnNxZ70L+n43LAHFXVwrAjG5AEgAodupLnLh+2EQtFBv/wYobqoVfFf7E2+pQoIlraIxiOlPeIOpHPm33K1ol6ZttXZsKkAMFEeWNCAGbf8gN20JMfLR6iWK+uJ/OEzw2vxNUwSw5BWp2WWvrX7zxr+iKIKFeuamS96MOoQnODW14fPx17YVj5LRirHDcrSO85waNN3kmyg7MCry+epiPVd2Twc3rKgptL3Aye/pey2NoAxbXeH4y2269JdwPechsBg6kInTby1k6zvnjmS6cEa3U6fv37rYZJ945dIL7sqltajz9I/z956jKKfO0RlTbPLXlKEQsnQETNvgy48ImeVSjI0MtUdX1HmmdsWKhGviHrFslfvF1v5Rl7/4m2IvIvcUrnZV6GRVX4HGk7T5tzeXtE0eYRYHiKAtY+ixU/ffl56W5Ke+UcyKg6cYPPnt29T9Bo35mhXWz1o3l5w6Xi6YtbtiAFXAHTIDfLFpARPvY/+M/6OM2WWrYw4kaly0tl4Cb0//w5w+//qrBtK5lRRxoCtX7HyjvH4hFASHSFDspyVvaicfAfsrVJKbtLOpfJu67j8yp19FL/mmrZc/mqsZSI82e1j7xysaIgmB8qSz9KsZXgJGR/eeXvaCUHX9rSzA3I9QT/+987Jir43wyLikF8IYgTmHyhZcCc0A/QjiLkKvsHjRfSxRqvvfA8sI85SrCGWSjM6+kHba9VdfZS2F7EkRUQqLJckFpy8/K5h+P82GWV7ZSk3BQc/mM6fd9e9is7WAzf0cyrAzxJ4ycaP7wLD21BXbr93ubXKKwcgnwfS8ZPugu10teycZGMlclQGRLxu0ghY9SBTskoNOWtGrP+d68aPmCc3/DJHQpZBevMk1HnGCGjpzgksOtQSKZNoCw6em3V3laIcFgILmfhWVrn8NTuz7j4BvE8uLzSIQ93OaNL3a9HdUKxTosCutqHdfGkesoWyK+9eDfoCVuTFpQ4VbTKGB78YvPFuWPVgAFkFM8BaeQk89oNNd4M5flBhmV4S+aVWx/XB7Uc/dze4/e22WU5kmo4Xwlxu0mrq7umgtBo4ha+X6lvr8q2ANOow4Z5b92QOpBdcvpxEdqWzx997KpBLD/dIQOwIgVe/ufLeGxWtoYwuQ+li30w7wXyy6F7E43WxssC1yyrO69JLcsGUe9crmiQCB8pClwQVWF/3afd+rah7xtZ832+Ot0dOxG/yL7PvDRT/oqWiPx1bLXfCtzw/Eh57i22VLAjZFkBUBKYw882Rpyiajkha3oV9hg0lqo7bL7pvrOIqcpJSu9aWffTgqANoCK17+f79FK10axxmt7W1texL3ddz394/JM0GiMN6NnOWYSnp3Dj7/pcVf5DN7pv2dJIWH9SbRi26H4p1VEYpt94LVTpz4Ui6aN4Do9Iz0kSFja1JZKcZxPtOfmCaouq0/Y4h7Z+8mHvwyGce+EfxyFypyqq1M1GsZ7L0CjU+8wD2rVELpUmCK0U1zL/TXksfBJZoyoLz+AyfDTw6m66c8uDH8Fjp4RLDsFVgBPBYa9KDiFkyTEClEwWNNNPxmPmjDgU6x2TJuojST3gTWS+MmqTIkgsUQ6xPMwk89YSXRj0t90MRNKQfudLagmZS6b1RGxWVMmXD9b4KC3bCGegVb8IovEVdOglI25OPDU7bedEoMJB2GpmWEQW7mr04oZH03LJRQKXlcm4ftRYir+BIn/TNSx96Kb1/i1xyI2msLpPeFq15COuwIDE96Q4j7a0S+MWjkx9yJX/HSActh7FRFYhnzXn4GIWvMhbaxNJItdoT9Naqh8E933TyUaQpGbJmx/SV1uGFh7sprYM0Biu3UBCU0tkIgyY9DFvvb0ACSuuRqIQ/eQk9tvQRE1wjaUOST+PnS/ChfWjA8kcQNwfoQew5bskpky+dc199+ZFFil7NWb5WStyWxlKq3P+z8RFY9X8sw8sXpcuu7RN0y9bZj85RvNU0s6Zh6bbktSHoVI95dKXU+EnVrHBUGdtYYB73GPDBSzPjZDvl8vYgeu2vx3rJX4NuMIJSfVOBqrGSa6Y+tlY4ohS9yChHwxSdddfC0ecruisw00NSLVJuiW6hJ2aMRgwYYeaUnkvSpgMRFOC6r0ZDS79oEnnEzt8f7CrCQajT7MfbQdWp0DZzMqpKagm3cv2kxw9T/GsUSy2vZRlmIB2Pj5v1+L8VHWdroU0cCyTKTdtlK+l2pgtFUJLvQMRHjPW9fgLdyXR9UlEA3keBcr0YrHjhy7SSaYqdtZIoccqRAx+6n376SMMnfFeXcSOzyovzvuOC28+fo+ET5uk5mXwpjY0TG348cKm2nmkg2GAo75zYyqL9qedsfT+gR7FKhkYbSSp7x5D5sX4QSyo7FBXMhI2aCMwmmKYfy9xo6lDI0jIgY5g0lb5coZeZvgxtPfATAY2WIl1KExYb85kmKE2Gp4SBLXl4TJXjjQ1MUjQjyeacNgK6mp572cRfey5jejsbHehIF/4wg16cbZ7ENMeSQV0A0LQtzhj680PzZKZfMpmcye7uf/4sOwH1ohFzzUuZRlRGZZc1Q3rdxPwL9fvKvI2pn80qjkLoOsnpOp9+2mq+y/QTFCnYq+P78ATg+iEzrZ5MncHXLXmqtHn4kzRzorWEaZomcyf1XGpBUFqZ6dbHDFQ3MoWousUq2U5bqK5HxlqN4OLp1ADJxGLA8t9cnmyfxbyDJU1S8qul7rUL3/G8vZD5jspsRXbv2iqLTPxKK/V/197C1Adi1Qu9MB9Krv81NGKq/R3TXTKBUdcSqAzhFlQ1zm7CMyiZ+Q4HkL+WdmO0C0yT7FgqeqmlrqmU57/p1JdtWOGppX9smfTqekBFOoROnpK5julkSfoS3SIVYWCOw17JzGEaFmcCiINiMYxjky6ma8ZlPmK6NG17k1axwmL/Rf2nZDsw9ZdgmHCa4CdzabftyF7LtK2gccZS/hd/QuWkU5+yU5g+TvCxUPl4g4JJj9O6JVnY5DoYBwARgs/ZVgYTa34lh2jSLDNLIi2My7FXCaT9ZHnuCHyCm2mySzLuXtBgFI0Zn+vG9BjbZkaOLbHsERfpji25vkx3GJnQy+8IVasJ1hGSNS43MKVqYuRRWsXEX/KOabmxzH8rQyZqFiL2CjWw6m3rcl/hLVirUxVGIW5KK2npnOm5FqbuUIWOHxuBTCDGWzw9s6IP00SdLDvUtSjhQNHL9NHUCo9pk1JmHDuALxVkeRN/NqFyb+bPZIp1g97gt9kPeEu0z9TKfZj2Ac5GPgOxLTCQ6+iJuZWnMD2CMErcnM4LjaDnb11YOZTpVisjpEsaR6uQXtGMjZVPw/TTlirOH3/VFdwCdaef85V/MP0MBAEHaqqvj8utdA5dMqHKwr7JbSF+f0/l937UY1pVDdMJiYw2Yzlkx272pSlrqtoDdxAR9tG4VC4XNKlKfu7VqsPgsWYGNqma/m7cmc9zC+mTqy6H+euWVNCnZ6Ey+WTNd9VHM63JaZJ37RaLUUj8Gv82p/pUrIPlQmDl7DDMZ2WW70uLqj9geineKYe3kgkbG0Dwt+ZVf8O02jSMyCcK4t3pzNKuL1djrbomhQpfykjjQMYVUeXYmrHS/wBiSFrqpNa6m2oW1MCPrUxkJCDAScZjySi6f13NOqb7I7Cdghu31OQMi0bQtOk1r8Hn21VqVP4Jb+w5AX9Jh71SexPTYWZot5ZhPYnvgnFQ18W1L+K72ZxJUexl8062FvFt0PLaOqZBmh6HjYFEp5LOH3LLgtomhgICp5D2BrFcVbSlI6a06QLcAdXAhxqGboFsZOmCZW3uY7ogCQO8FcR75EmH2/M2tnmS6TxDzpmbvIDgM4ixa1a3vQzrC07u+JYwDSVxqG5S200MjpjsKDQ1G2bbjMrQc/TTyra/A/ss0NYwHR7A0qX/xWXt2jI9r2cq9bhcLsqNCfb4yy/awSa/5BzI+2/Nu8qO3wqsXryh3S9MT1ezARGM8NSm3qcrNCtoJ9VoWrXm5fVy4DcXmsEJHv+g/fFMj0M7ydkbIonmUg8aMr/9IKYh9aZrOJGh5TJRCIw6ZG37m5kOKOcbpLsRnLjqALmrm9D+MxkIkF6FcXrxRE/TB7Pbwx5e9su14Pp6vqFUKvNw/npD+23MX4N7RgU/V99Bap0racir+C4NyepeuCuJELlIst0Oe7o9XvIwIRUhlwMtU/bAwaeN6wA0miaGD6cw0smn27h1QodW5m2eX3Q9uXOSu5RbadysvR5m+o9qm9ekpY0uKmsBRe/sDR8KqhOtDG7tFMPAkd7yM/cGRmVBUktWIVdlyOX/TNrywt6IZFsiNiUQtRRlfue59NpHew9jek1a4PvOr03liLP0GsXPd0T882M9tpygUVJOpS5p5KKOVUwjs1K0AOognfL4Tl65rOOFzI83NBSiALBYDoNKcMQXVnXEO70Qil+6TskvFksyQWMhMIf6YocNzWFVKaquF/3esA/2bZvXVvpMFhMX4pI60O2b9u0E3DGUFSdRqbVQ8kpgr28+u+/d8KHavFV1hNYQUCEjlUIHTNx3BBhSABQBXpQp9iNqQ49/su8mREi7Ke97xaQ5kNZWR9Dp0/Z1gKmSPcF79CJxieMx+0Ioekna2DBV2HIf++jE/a5heoDSkV5pE3gNyzftf/vdwHx+pZW13SSqzu2KA76O67/Z7z7meqmmDIuxnAIasLPM3P1+RNw0DeVGkWExm5Jj2HXV/ohkXbOVpSP+KtpFrb59Pb/O/8zffxjzP5aXScLiD6VOTlkmo/Ydt//jLLUa8lgS5PHAN9EH7+7/IdMHuqtlw6BcKuwsu3Q43ft8J3xuL1WmBP7im0EY00R6Z2mn85neCdt4EOLS4F5JFtIv2zsNZ/o+U2F6/8Sx31jY1wGOHTqjEz73UAvkTNMyck1F0Fkz1nVqZRpv6Ry5VuwV68sJ/K3rpAOuEIySFdN0Xc5r6Qr67usDwLm2kNJdv9RUKrHZhh6l9SulBvslZSsTaty121bv5o+p45oDJzJ1VFGYUBg6chCIaErjDzpXvooDyjwUOSC8i56cdND3iE6hKVPEpboaPLGJeq8/eG8oQV2K6hvqI0m0wX4tm3twR6YZhnSMkzArWSc/ceOUgy/FDondygz6MAGN+YNqlx+8mqk2okD6LoaGdHbYxNunH/wN8/YKO5PL2br+f1NAayd2PpQpV1LK15TcVIFKn0bD5nU+ARwmchBjtaAYNIDxttKhizufg5XM+TaXCq1lFx/D6/j3FZ3/Zv4oa1cwy82MVgzBig8bcwhUwoFSXCYFqEACk/rTqlcPQSRbafsa5JaH4BbpwMmH5h5yBtNDekaXGyPPz8YuL+cPZh2ymPmDGHwgUonzd+OPMT/Jz8075C/m5UaiG1JMAIlagfj2wtRDgRproG4lQUtOS6TjxZfvHXoa00cRJ7Ekf5WKzUSDaOzSQ4E7TwF8y8DFmKVdZSX1fe6wNfDjbBLY/u/lmgYNqtGgthMOe4OpgmI8WWKZSqoqH6DlSw7bxbQ82ttLilBlkYn1beFk8mENDI7D/787J4tu6T7v8CvFN9N2AW4QmKUsfUcNMw5/nqlex9aLlpCeyVxHXVcfvhE+ZGShWv7xYxIrGUwvrDscUfoFk/I65Hx5W1O+ik6l8yccDjQ6y6B0vpgl0xGg3+7eeARw526PLDG/Yp2Cbr+EGncd0Z+pUQ8gjZOwNe8EEf9DDzccgTe+Mau1pR9VfV0+opC6UPexR7wqp5e6FMxqlPZXO4P+PbsLdvMqI7ak0k5BBwf8Ex2yvgsi7/7lNkZu527La+a6iA6lSxZ0QXzrq0tzTxBKLSzITNhnZnQB6s5MK0K1PQMTsRePzD3yIniAbjMkmVTF63J79uG6I4FR09rv0sHE7GJr3AbcmxZ/cuRapic7/nxstq5mV6zKWLbedOn4oyrAq9Pu/CyZDWmXplc2HYXfecVmMA3lF/8oRkWoxRPnH9WD6cQ2bjnWAy9w5OjxHzrx5aOexXfTG09Il0RL0WjtqqNeYlrr66oUkZTDkOjYh545CrzkITNNmpaaHE1yO+6YdfSZ4Mp4njgUU4EZwhOGbTr6BvhQYIUUKGeHWygVgdVdxxwNjDoincMruCf/QA9NPXoac7O0JEkv9zQ8SzUdPOnotxHRNYmlKnbryu1zXE+9Nx4NPDuuigqH+L5T9MrYjWPplmXHHsV0Cyvn79bWyPO8RPLz9p13LDxrH7FHl3VXDvFoOf226jhg6ldBrkOpk2GUyXDlhr/tuOMmih6SJgnQPpaVMakrTX3rONjkVCNXtiO/se6fPN7iffp1etcBUBJygiyqV0oH+UXetbLrdUCYklmp+8q2DCudj77u5a4PwTdrcsVEs35xW8sFG/Ht9HldwVNPR3wsBpApUVhW9CDNntF1N9P0UoVMw078jDITaMgN848fD/bKgWFJl7JQMgcX0Ufzj/8aMaBaJY0Z041jjnT+hrr/txti7OF2Lkm8JG5sBC0BMz9uUrdTgVws6aoVMjkbyN2Lbp7dDdzz30oLyob0LnVIhgDZ47u9zkJ+I3NPEj724yTa+G2395g25ixFZlD+Y0crov8wWrmy22YobJl7nZTIiZoDk3dRz7XdgOs98XlJKQyLisoRosi4JSfsyzQOaOhoADRQC5kAfuuUE2All+tGzEYmm8jURd7Cu6efAO65BfQwyrh2oId6AL+Y99wJ4J7zosjTZXhmwcDP/0ydV56A6N/ZyzmAa3LLQVzkh/jr9SfE0udI84KC1XJwWGHIDm2a0B2mtykj3RF0MXRowLm0ZnL385gWSoWu5OxJso7MsJ3cfYGsmfSPpUxGzqyBBE+s6g5V94htJ2Fhh+0lblZuq29Y0x1a+gZLr/LLjlOEdBKPvXJmd2i9K3KcCWqbNFOOC6DyH5t4IrzwPl3OnOQkUU56e9OC9ScCoxaA/RbLpWJQcEOb3+bvp504hPljO6sR+HYYJhlXMr/fOvEdKNYqpxyCeVpKWUpmyEzp8VrajFVJdzqEUijqI+i4//QA/z0yvXyT3ZQ+OdfS47NOqgSvpiAjAtmG38X0BK2adRL84im7GksmcyqyCJwNHIw/aQRzg6tkj5IYEozoQDp33knzmA4K2VK6jc/cmQhyTVt1EtZusi7jVKHSYpnaFFCfl/81mKmPuyPOYNP9rBFmoVAGrfvXTPxOrZZXJeW1xHI/sop3rz4ZGLvbNNITb04v9vrS1eNPhh/3lTb0aQKanuZoxZ+e0hmkNfyqUyU3tLQ64BvQOIc+ewpiwEFYBMehplIolU3X0c3/OQUR/Tr8rlTjwq/wCY/R1ImnALmmJkohxnmxbglDodnbT3kM+AuaHsZRfmddc8kFps7ZcMpvsPUEARNKUelydfM97bPyFED5PspQulllOaaUB+5PXxZPrYbyySgQkxanPm6C4DJp76mnbhbLSqflaunkSLDBDV/2BN95dL92qt7MxN7OQlLg6fzHhp4DwGWwtIjEcSjNpqgjHTK25+2S9xkJdhp7Tkx2Es3oOVLaKxiWZ4W2ksRn3k69P+w5FTxKC/AJvltO2KkCg+67pOc08DO5ZNChwEjmOw2lb9/vuZzp8wq7TsuUMi0tXiGknjRqdc8vmEYBHCIjigtlL5EMlW+W9izAl4RNBpZdqJEpHhZdvv60fkyXaeXQcRAs5F6WRtOX6067S9YhF5mtgdfq7nJbeBmvHX/a98xrAEJN39mHJVQu76AhdNuY0xFrhwr0p3eFMmdlE++ecfptzD+FUdq5Gk5rGTJLZ+7p+Nzhhu2BEELtRSC2Pei6eWdAzfQ1XYQ20sIG30hoIK1ee8YqoGdiuLHyPS9oBvoOoGvHnQH8vUbacIgGkDGrNIZemX9GM9PYJAtWK0MbsuCZY2jOhDOBl7NU2rac01bMvIuDyWcOh3UrgwI/8GOLDB98fdJ7Zz7DNLoKzMxzSprX4OuiFpeciWh6WFuhrnFsuFJj/gr/vuDMHcybK2yDpM2CLl3bvuBfJ58FJ/rVEhjSVfM/5bAasXDYq2f9VxipUak8Jyg1+f+UaaRWsfPsAaxJh3RNuY3bdraWpZp8zvyzJ8OqzcAuSeF7LO/2GtUvPXsr0/umVDXHZSpZWMmlWtW7vdqyVmVrlPjFZPfOuqILJXHfsl7QF0PzITRAUnLSCtue1G9yrxvxNZS0CDfRctIPZD69MLEX9mJpfu+0VhQSvRDIHMclvRYyvVsCccQ6Cv1l3kpHrusFrnFkyYo83/XLkVCso+msqb0Qh46X0pq0pzWlXQgfH9MLPOoxaFtFDSAAFgD7W6L5vXZIY085SZVcDRBA2osOndALP9IpAkjGEZhtUDR5AX8w/5zDmReFLeQpN2dqtXELYuGsD895FLsZWcVsQxyHRcEHxOPl57wvzD/UYwj9MMjVSt+Dt1ef8znT20mlHwSgCU4C5rONW6aeOxiM15STrz3j3oR9HTv/XESyo22bkrJbiMPmNjrdQBMXnNedaWIbj0OrJRDfVPDYa7847xOma2UImor8xJcRWrup3fzz/83UTiovEjB5DWQZ2Ldw/flDEJ3iPFmOXmotJr4whRcWnj8GrDibybHl+cF2r1Dka/nZF8/fxnxtYfu+nlMNOVzMF6GzFszuDUScU623hA1RFYQvIPwOGjW2NxDxAV0IaXraTJJR0zqr9+lMzblQxkPIyV4i63vijN6wh6MMLZBJi9JLQ9EG7dj/9Z7D2rEVBbdouk2eH9fm6ULa+F7vFWAKsQkPCIKo7CmLZtKL03pj316MKiIjCaR3Lv7evfTDe73hb184hZIfKRn7ZEo+wYilF+zHNEIzLAJrTBzDl+KQ9hMveJCp2jJSTiIAKH0XB8+8YC7TYJ2cshPEwd8FsMG+NHTaBVCAQ6W3W6jSfDumg2n2TxcgHs8OcwEVWna3NAa2Dh374ZoLwaDXq1wxSlvBSRn0/nzKtAvPZj6l2shHoEIszRrw184ZdyHw9/S0zENOOCVv5EFat+zC0UzrVGXALTH5ENSKP+Tfp184n/kbqb3I6a4Uner8BH/04oXvQy3a0D1BhLjjNSpqSwdNuBCsopOZSMk2wFZPpOb1uy/6gMV/Gyuzyit4eV9mpMkNaR+szr22E1lRqystY2P4hb64z7npORfCgh5XS/k5IvrMSX2ug+ow0yK+9CQzoYvp44/7IF58kKXYDctl3y9kKgQ1FvaBJptWCq32AHop21N0Fd0zqQ9w8h6pzRaqoiyQ2im0cnofKMCVltxTsypahqnTvnTarD7AidO0MnObOPT9MJTavv5r+z7A0L6yYdLrAf9wmWhs36WcXofsOZ9J/ZnaTej7m3iAnjZ3U3J/wS+TsbZvKxipASFi+iqKglAmvTX+eRFibKNKvKLUZeyIzQyNpCfGXQQ0eiIxvDDt7K07RXqRvl9yEVjQF1X5xGUp85Gjl/n031n9wPveyCYl/GhLNQwYPIdqZ/cD7lRXqzCrx2YSuiz3Ig+t6v8fcGUjDjRp0JX4dsAfc+uS/rOhW4RNpvfCwrnG0Fdr+wPPNhs1vuUmbr4xSsr8G531UX+wtrPsOPbqoEA1za4GY1qxpn+ZaYUyotAvu2VNgbB3pMMnXrwPonQQpoeWciKr8f9464SLwV63Glbc1C6jwnJzUfIU2o/Dd0lyL2PaU2VB/B/+5vmLH2f+r+5XaTHJcWHI/Dw3PHfxE3hHw/TlnFjehMBALp5wyZPYoTD2dMQ9zSdsz/F0ythLsEOnyI2T0sBAQBboIpq84pK3wFYqK6rYCNxiIJlxl9Hady6BRn8+ciJEp7LfHCY6jaVlMwZsA+4YtpWxNS8tSsMuz/ppADTkrKrK9kExdFvrOpJPx9GG7y8FTm6Arg7DslMK8uVWMN2lP156BdMSlUksP4h2tza3RmA/Fz596VNMF8aRCh03cnw5bxhA14+/FPY7wJOE3EDtaTk1gsZNvhQqf7T0wtnT4hOWNoZeX3bpx0yvhxnmplZdtylM+E8uT7n0N+ayBVxXpqFsE0iwkN+adVkNorUOcihJgiTNxxfR6rGXTcdXSyqrlEQulu6GF0y87DXscSAVWIaBsGnYUAdHT7gsAGtjKaaUcwrZ0+v4z18v78D8pymmo5nS9y2Cd+pPXd5lz5A2mXonN8gxXU93T7gcMWuEkaRnuHsOM8fSgsmXgxNMFianKVOJ19A5dOXUK/AvvSXpSsaQQllW8lj2P7jiEJYeYyBthmZVRPkyt1D1rCsOY6pKc3qJ98ylOIHmbLoCEWeOCeyECG1tKcQe3ULPPHcFvPAZz+c448bNgQe1dQ2t3XgF7HetVxGVM4UoyjeVwEtoxswrDwSWsGPrMgpaDjv4Xn5ywpWfMj+Slq3pacm2Ritp3bgrgSWrhd2lzCq9IqQh7w0EKx5shGYe/uoX82GZX+edSwbixbZJr3ff9xOItYTfoYM+HngJ04HZKCC9kK8rm3GJnqZPFg8cxvRJm3ISezI1T0j3Q3RcOPB+puNk9mcUeiUZyYptzY0Z+DhTVqVXe9J0E/92MF22eCAUSq99S2ZetRi+XgIGTqPWTQNnMbVWOKHRuj1ooSS0qAM9/fVAWN/TmURXgd2SLzQVpCLigjFXAWHOtfa0h2E2LKmImPLMVYimkyq4EmK15AXCYq7VasKrBrFWo5uxoZzGur/qwN5ayJpyFSzKkjo1SXDSwOagW9YvvgpqfD2pkh9nq8Acoxjq9r/jrz5LeKVrQCoC16UjzuV0y+SrwcxvsTNyCaL2NM38itqtuPoyIG0SxkGk0uFXGrhn/dSr72Cut6S8Cb8d4j/xLF467uqnmZeK2SqpBos1OQUsfn41NG/RMhPy8y0trhfIDm2dNQg79KVtlAOuEN0K3XM4nTLlmguhRqUdq4xzlLpMupNGT7jmVfhmVgqCGkqhVI7RmdRv3DVbmM7Bj4GY2TI3TzqMHzXhGljfQWlmsqanI4D4S47mXQMtEtlKF9nAqsKw+TC+Zsm/Pebz9dZ/mkseV2UOrpSefDM2XnsSmFjSLnDJMcstLQWX36baNddiQWpz7TXfi8g0dkG3vEAbx18HLrfRgmNVhEaL+Ccizp1Trns/ZW0ySAdmDU+kE+nfi677FEoiARDg3cpsw4//R31+vg7P20cPrYicYj6wsXUV1HH89UC5vUIpOlOGsIeE7+cNz19/FfN6O5CuFjJdN/TofLp07PWI0n1sLe2QI+glPRrPn3I9Itn50KYZJulGH8t9y21zr9/JdJttJK4btHCNU2mCr1hjB+ONLYlMoqcizTD5F85PHdyDOW+LjDYJ2q7UQqNo9szBbzNNke6O0Dl++teq6Lg5g78H74slPSZIC82YfteOXn/DtawdTTLSws07jgtMcOnoFTcgihy9Yx9iKbzNSA/4T6h+3g1QPvXGPg2BXdCdJB95eN7Frw7pwLQ4m+Wg7DQRhZqPCHnsS0PgLcfqSWy2Scp+mSKLJtNbS4fMB1bj3bA+0kwADz6Pti4bAga9NVfpBbFbLBeLSRmMafayG9sxTciwHQXpgQfw8gGNvr/pHVn+JFRO4De37i5JJ+Xhk26Cuh2eZn8aAr0A1zxHY2/ypRBTSrDSFD2SLqXNz94MPGtWVo4KRjEfu5HMkrxw8c1d4d0wBR3Bu8kPQhdIcOCYm4dLZ2na4y3Sfwxo9PzEm+8Ai9f/b2gEzNemUVrbuqF7s9bW/qfju4VEF14c0U308KSh/ZkedlWayZeekmJ1Dlk19FKm/U0IqkgldWYmNrgHP75+6E3MoJ9Udl2zpSGwdtO/aOCMoYhOV8RKKpsQjPRE6kXGLhlWISfIUY1nu473q19weA07q4Y9xOyYcJ1IhJ70dm2h7i8M+xE7T0bGkhwkmSfFDRxOGLZTzvq1tFLeSCeJGlQ9Ft8lqTqgUIWmlTUNOoZuWnoL+NlNbR3Paql3ERDBJ9vTybNvgZV0NEF1NVOuCsAUjqPzpt8yDXHTpESXoCdVKvD5I8cN35fpcNarVLkMQZKwy83UZvrwqYhZoW6kQ104bTFD9350K3TLvcoKAE6xU/KgWu+ipYtvhaJapEfsm5HmNoWxTBx9//dbf4ASTvCTOxLPi+QupZEGbroN1nJhTUkPsQ1/5suhdI35bdJtcieMv2FZZGVycZNLg2nN0tvyTGsqKWb/L6/Zyu/S6H5664Xb4WxvWbYylOc2f1SfD/hrbp56e3fmHbrQAcl/l+D9Kf098/beTH+RmbRpkklvwq7epi/G395fnkxqs8tYIElyHk7jpt/+CtNIacYvNUmG3LvXUL/n7oD19ZOY6ReAnlqsgU++8sodK5lesVjHJ+7cvqOpSbos9Xj6zilMPYxA5IGgV05mzTo77sLzOlJpT4XSn00FzwePmrHyLvjmjKB9uWwYfmNJuoY7VDH1rh5SsSklryTlpXEimSTL7urFdKutx77VEqt80S3AUq3ZI/BulqkHDbZkXilXqjp/nzliOPPvadgHgkfSZXccrZ034hHhD386MHYv9sIkEIY3Y8RE7IXNEDlOFGbijM1L+YVxI54Fi/VjSWFSsQWVgp89buyI7WBX6a0vaG6aJ/4gffnm3bdA47StqoJ4K5ZlyCS1oUPG3T0CPwuTBqAaZmLCBK6juybcjTg/DL8Jw8Ya/R3KXUe/cXcjzveTdqG6dOJOz33oyjfvAfBeaUeWHxZLnocwR0vo9zX3gK18rGKZJ+GHTgAs+YEGfXPPAUyDkgyxW3RaMnqrAw946oN7ujE9tUuSWWKtqqGxtQymO3jlPdAX1xRMvTFn+CH4dsQv8NYl93wn5yZpS3890aEkpffYvHtPZmprViBaRIlmqkCno2ndl/fCqldX2YqzSf22vxsLIY0GRxyJ511gIdgYsbSETqTH3baZI/dn/oUSnwL8LbCIdnQo/WftyAHwt5xu5rTQ83wEUTqQflYj4UM/Vyk7UV7Tp7traqr4E9r3lZFAuY4k9QZxwLqdqQQ3envOSLCrt+1sTZFLTWWHjQq6h958buTLQHsnK2N7InAKTe6H7vlmJCLObSZXl4pyF2UbJUSRY5bcdyzTMRrDPFoNk0wzkLkaM+/rJqghc+M1r9VKatpRJfVYfB/s7MSsa7QJLPa1JPD5G/578v1gIFvljkMacUhWLNjriDH3X8l0V6xBv5mZxA+BtO/S1un3v870GeesjCGl60Eimb41U+9HZMgC4TJYWc2UCowjqe+M+39m6lvpesqUa1O8BLWjWzY80Inp5ljS32U0kw5beZJ+3PDAWqYf44pAd+PYTQRhxvHyqQ+A/85CSJCLusBl4FwduxMfwB436NJDxrJkQHTCc/ir5x6EOPk8V8kZ05LDMzZprWZufPBEBhnJ+Ep3WgO3tSnLvXjOmgenMM+xDTOQWGZm8Fmj6J2VDy5jekcLXS2Oy42hD8c9grqPe/ADiehyyxFHe6oPptPCcaM6IjqlqXlaejotSuKJZaO+FS2texxJIAEJovfIWzYKmJLPt7Vj3XNaGjJGSA/TvJkP/YtpnmHb0u5Qzqclch4+/2EowEPh7wGUtOQ+avwTh9MfgcYJs5Ym/heBiMf0q0bzHjkJfxd8MlKBm6R9BBrJnv5IPe/ppu/miK2MJdN1Z81/tJZpvGkasUri8q6mciWtoTfGP/oP9HxsRUYMrwB6xpSj/msfhUDvD/oQJ16xrhDBLw6mK5557BCw48QgAFmDWdaDHL/GDSsfW8n8V6TBSEMphVExzaavV44Gh/m6ZOrKaU2iatOXc4LzNozeILlUlbGnleRMFHhWSweOGw091BHBSQWVgHGAB1/Ln74z2kE0ERoFTZk2W4BfbFz2+L1gmQSXjIRqR4kNZn7U64/PBVcOvcDxyUgbzmPfTpzwON7tRCnhosSWqk6NelDfydSWqK+RNJhenNXxvj5NoPXzqDvRktq8XutpBzWryPOgA0bOhBymkVC6cD49rVPk5fzJLNpG/EkuS827v0vaHlS5T8Bv89dT6Q/it1UcB6L9OanYXzLjxtAOov/H03fAWVEsX1f3pHv3bmIBJQoISlAMIIgJMSGKooiICQXM+lQUQTFhJC15yTknyQICJswYn1lQyXnD3Rsnz9RXNfv+n+/30oqzM93VVedUV50q4Pw8KnWXt2hB2wpRAGgRG1dimsa1HR4MgGVbxJkAy3SvpiCbdh3b101as8d3i1EAj4duttZOWYHGggI3w1srxesAb6lE0vKOawkuK0uBUi6+ov8Owmg6O9ddKfg3JieIHGBSie6eIwlXngx67Q55DcDVoXQIJrg1mVzoEB45e4J8EqBxLqCQCboBWgLxO2i9QSFw1lqxjTCbPpw26e0IT363SKkA+JJeSFSrts0FCXAj3FeuzAC4W6G/hOeHBVrexxfxy1XKcsBVXACUPZXMFv6aIRYDq+cqOwBWh1yCGdjeyQxFzrOg4zhlJ8D5All+O1KGQHrfktlqD4ASNYy65NkoJH6Ge8vVkcTNdIqNXN/nKp6CR6H9KvU1gFas2pwyeZZC3iIecOVojb7tck4dcAMHnVuu/mpToc0GnpLNpe5FR5XATeMT+MFGbQvgB8ZVhUohATnTSHD35aT5emuAcXoB+XkCAT7faA2Hr9fqI2gd4tLGwEqfTiZz5A/hykX6QoArMSQv69quV0mcqDM8tUj/L8BTmvRcJ8vauY4OMWg8zigHaMjYMNL0YcDbCd5YZ0wGIKDpZ/myOh9mDXhQ6KeM48CXj5ZrEvqoPOUJOm8fVMQ6AsxrkBSnPC2sq/vuD/NXx34HmH+4IVSrGe5dczy4HjbuLlgFsM6PubT3ZvL4oWQeJsCKyQXfAiwVBPxc11KjWoXm0HFMIg5wttSkyuGcG/YIKcyYkjib1oFhUQBcMYrciXV6UeJVwM9cJ+/Jjk7WlNl/oQ30qkiso3XQKCJwPxk4hoYz8JsFiT2A32gME2KxuCRrgbvg/rcLuwDcT7CaIiwr63gSFsH60YVPAKzRVFfl0kkG6PACJPcUvgBQJW0HKAiGZq7aIbbYYVrxNFpJRVXorHIWhZ6SAhhTXMG8hC+Qpa5yAoqQTf81xR8C9Cr0c0q9fegb5LDpHP87vfgzOt3kSTWjwFLAomf8jIfGlPwCeEiwoDDKoACsJP4NMKuUpT2AaZOWN+jEqfTbWswrvRSgRQy4IIFQjRpNK7jp7dLr6LcRj/V8FujyKfI6UDqh9GYg1sgTRwLkRiQk5vPLwtIpAL8ksgHxL8vlZgncDk0+KjXpbFosdsEV6MzUGkHLt+v9C9BSRKN9iehwUNwJ/1aUzQL4Q/V5yJTggjO+a67aX/YBwDFOn1munz2QznnwhtB/LKNzpmsOnWDrRDZbWWOT7Tw1vn5jgEeY0BEDkNxAAY/CmuX1H6e9IBCEfr4m5/txVu/du6b+JICPSxzMWZaTc+v0vc+b2+B9+k9LmG6YS1ebNpgwHj5f0oBW/f1EvTDu5H49HTYvtMlrDJ7coBJgcLzjaeLc5H0V2rev8fexDWrISjAkTPK/UWvEErtNaJAE6Cb0PCtaimhkx/PwxriGjQBeUHSuLySfyuNPOsAjyxpeS1/hUhh10n5d7e2rsGlBw750WnTPs1wFvMCSKr6Lnyxv+CTgJz5PuvCYttPfawxPbGq4BOCJMKhN5xTDwayZ5cqXMWc8yHNDKWh5ZBP5POF89jBnvEy2Ts6XJYcIxdNv+xC8ZWe8CvRbVDNw8rl8hhUWf8SqyWdeAXhA1xSWnpEa99RcDxu+bETResOpYu2ISJGj5kuTA6DPatS8LvGP/9NM5hntv61pNBjghyKfljfHMklkPBNx9phG/wGcFURTVnjEGsXNSbBrXqM1ANt5qkK2JmdVO76NP8CZqxqPBTiTZ8IZmZwnzSxnTh9/tzF55UdZ5h1EnDA0fcVK+K6iCb3ZHtVT7MCyaXlpmb/F395tcgfnxpCntxEiBIo598E3u5ssJcbmFbhxx/+V55lyxvDK5U3ptJzhuFwBz1dnjsBDcP2GpnTmzy45jXZANNLFSo+8Z4uxTe8DaOS5qhKw+Bf4NnH0Oyc13UXrq3CA88kqXDo3N8Grc5uRlxtpGGD5NRI1izzifFg7ulkNwHKWaIdQ2kLRWRn0iQ+bv0G7SZ7FL/BM72TNyRr6iuRM+ikmo0xDgHV90XfAzKXNfwIYWnDYybU8yVk0A+AN2LvtrGKAvaUZmfWNLOMwnqXeetVZdLpbcz+xxsZfoCvk5XZUtNABt0r/SLyJQKU6Gxp05uHtFjXw//+qQ31doPu7Lcliu9c5f8BIscqBNrNaUsRpQ2+mckrLY9nMUVizp2UnwFGels74euGRIEawZxisWdbyVjqbCvIoBwsTtNf0Rp3GtBwH0I47boHTD7RD9CvPKG91ARCzQl7cqLRHkn/Y8WmroQCba0NWwEzWWCiIjQNMb/UtoFdz+KwGrNkivH8ThDJHHTyb/M5LPPCg1jz+z+mMbcFVUPHe2bUAFSiln8v8nTRNh/v9d8xrnQDYoeYIOHp+3WjmFHRc1fougI56aCn1Nc2r5RKEfvDWgtaLCdmQPfkynXNtiTyDeeiY1n/QXhCd86NWGI5vJXDu+DbtCBPQ0xKKq6jIEylCGPxJmy/Il3jCZW1MkB79nRvw6ME2vwEeNTCgOEKQO3QlndieE84ZTZhAIZOJsqGghrgXEovOeTc63RCkzSDMnT4hcRtaK88tI9SmsEx2KC06dA7xllXTzv2akCOdUwrpFAZ4GM1hTI0791/uHjCFRp5XK9Rdblhv8G5bWocy1jv2yS0XSDVL0XTLyraESDc2KlVCzKbSVSeqJEWnabvbNgCYVtnINzCn56rzR9O0mxe807Y7z8vk3jWp8DGSeCG+sbrtWMA3ygoLC9WChMq0CLZA7ZK28wBqjZQqk3nX9Hkyx1Xw3LK2tJK9DWAFANez/Eyae6vHtz3MX8y54kiJi0LEtXDH+HZ0CvtqMYgGmQNLz6Rw1K/tyE+OKoorZo2jxgr8GN+AXPFuO/JyV0hfKFF7IJ+lPLSa3e5LQmI+OVN2R2kpuK95yY/txwAssZRQ5/LdJPOA62DJh+1p5xd7Z2QF8YH0X7UZm7zc+1PaE37YHCf2YxImJqxowxOwc0t7+oqdqmn6IpUKU368FPfiqfL2JwD3sTBRoBhKVH+mQOdFHe7gnDrX/qpqcUng8wr2rehA+OFWiz8KKczyUTwAxfM7TAAo1kAtsGsdigNZrhX+bVmHvQC/0nnMakEYJdNxAX49vQPh6hWgu14idDXXri2khxS8cx5tTwEfYKirywDiLZsWnjcQYFPC0SzzRFXgWjlJ+HfKmI4vAmGvSIAIeOItY/vnKy4gD/M8ET2uTeWcTwgdYe3nF1wGsFYxVEXNW1VVx9Mpsr61FRf2pJ+qalCWLHWzNdUez6JetO5CwnLlOgUnX7c9rucnIjNqzEV0LkYJLi4RWHet0Qm6j77IpX2jnwaC/HdIBw76wNSlF9P7TkUeEpH1o7suuAJmbutEyKY8rDWy6PE/QCekEzy0sFOKp+dwWsPjiZLo4HcYLupMPsriKMjqwVHp4Az4ZGbnsWybhbWR6pbJUhouxMZ0Hse6mWGoMQQOWcC+Pzw+rjN9xeNCcc24nzdNINb8Fny1pvNvALvifkGY5blR3C0ah1YTOhPPaoVRb3Y0xVaFx+DYtkvoucfigZqrPXWKGHLCJCY8btolWfIwGhgG1xVrrCCyDINPuxRy0oglHvkvvsncjAfndmkPeDDBEx4iuQp6s+ZwwfgumwDOUnzbIvdAkDBeSDxgy6Iup+jbnIa66YF/zDzqWzALlo/pQshmiWRxJCEpGhHPuhGentFVB3iam7MJLXimTfsxAf5ZyT/9RwmSNVD7d7IBj5/oD3983LUpwE9S5JJ/eH5N6OqsCjHi3a7tAUbIqBkX62YpFEOX6V338zooqbgmLC+q+gG4Y/ulZP59I0U1qam05Izui0ZfygpXImSBSKLtHLeGw5yKboS25yia0HzHqal0bI++uOfMbk/TlyuargWqKqLqpqug77huW+m5YczxpZoKVZsljaDlxMteAihFReqoOnS2wCUE/e/oy98G/IN1lHTDMBIxAzBDjPXyXxg8EKoHVtL0jjXk3tT3rpwDsDLvZomv1ubswjBO+zZp3pXfMusgyhQGrkcYllUIcyuuagmYk1GilwmGymo0D8zuvgXgAUJFec+Kl+ZCNKAcdi/pTvu3m+yWbCFfVy5xNxzed/V3AL+BaSu2Gx5jdonHocHsHoRLGgTg5kyfqailEya4790exG4HKEIN4wV6BPHgU9Fwe48UiIah4tdkibgHhMg4bz/12sshqhv0DKm4nvR5uth/3rl2CMCTLPSjUiDka6aog+468to6p6lFXV8H3w48sfU6ihf3yObcpxTW1GRPpqE37Pv5uisA9ilWzsvkuSbG4Sq6R5ddR5zhUUIJ0spVJek5Pq6Ci367juzhItZ0IrZJAdaIk4d5bvr1bckrUbQLRBBqITdGNISvq68nvvmVLtGqJPaWT0OWENMt827YAHALD4zh9n1QiJONhtnjbyCnMJu7UNRIkYxOfT9c+n5P2oulqioNKXy+r9ZxJI4d23MA4JtkNtx/ISO50xmwdGzPN4lvRlfo0Z2Nwqy+w4yeewDOJUitsEl6TIhS0HjOjaOI+cSkI820ExpGvpKYxIbpN5KBr7YIKViQN3S+9z8L2rzdqz2r6EiuvVHqqPBpePP3XjMB3oyJMJ+vOnI0JYwc3AmjZvYijj6K2HjMc21iWr6Hu/Gfib22Av6jqUTHpKJG6hKnECf2+oTfkpVdbT9Vy/K7b8GJ7b2+BziBmFFMCDNcS0eRrN+Ymy4E6FcXRwmqBmSc3WBgxU23k58UOutu5FkVFCiKfDPn5l6An0OeDDeyB02j1fl14c2E7X+VYb2/1KYHPTft8wTPFxf1pie86EvbF7pt5RSTexC/nNyb0MpOR8trPsuVZG3uUHxvTe/tAO85olA6Tq468Nw4aNB+4i2ENdorQMQgkDmWr4GN8O+cWyj6/1viK5VZ23Z9jrJTcfHYW1cCLuLS4f+Tlsef0JzZh8zT1Azh55w8wwLO7J05v09vsnU+UjyYXmrxOH6PRyf0uQXwsBYz9FiiMIF+3CeMUe/tPpvZP7CNB1AHd/8BdfptZ9F/+0cz4DaSRcRbdDpDV8+47X6Aq2NB0tMsn9A14YVqdMbctpBjC0UnrolQOIM8EIaOu20jsBIXd0rwc8nzXAR3z7yNfNQA0IWhEuM+Ve2zzEffDbd9yyhIjQpZydmT7Z0PU3bdfg3bQ1bPibiZrk1nbfIa66fdTp+5rKhethDdNJG1ME88YNaEvjEg/65AzjNDwS2kUd9i33cBa7nhkctuNTWmwX/g9XF9KwBexah9jnEBoe2v4cDEvn8D/NzScS2I+rA8zn69sPWO1sxjw6QWeqabO3UkQ2zmjxV33En24IWpTAgULHziP5/jvkn9egJ+Ge0NP5YZG/uSfq+QX3e5VTnwuUGbp8J1Ke9H/qEL26gn81klLFRwF343pt9swC/IyPm6UgYU/3hO/Kx+hBS6KnRYfFG/VPPIfnVoPrEfrVk9y5NhoZEoZI8ADWDI5v7kwoYIcOkDuAeZ3uYDSC/q3x8gHYRVFO9yHgSGBufBhO39CU9OSGis0l5bbWZy1eGa8Mep/Z+B8EfDTQjFSudlPufhP1hd3n8o82O+Vkcis6xrsxQ2je4/n/AOj8oAj2XGkG9ejfF3EY4yCnwuOqwrTSYP0Hf+XcSz+hZqdl5RHHIGac4THP5kAD3qsBILQidTlUsfTzk4Gr9YcXcF4EeKZ0eTxbk+iM7bzeX3JFhLm5AOEQ/WAxN0un/75x7ikL+ELGzre/kanglwJrQbd8/nAE014hUEYgKNuEekZXBvS4ApIu54TL+AlcN6w+BJ9z4GMCiM/nCgBREtg2bl9xJSaCYUsvwYfTdnHldC1br7iFGddsMSPK2frjzlew4h0oNr799NLFQDLEhJu9I0BasAvL3m/mqil4GSci30bMInCnmCd6cNbAjwrhqVukHI4RsehB07BxJy3JFL25mMyxrjXh7fw++mDHwNcBsUQDot3RMhBUr8hODAwHf4qsXiC3pOMRGam4Vbpwx8j9mtpiqE64u52568hdg88AhtTHHoEXvLZ00772M5fjfvAfIE32mKE2iECzSeJlYAl819oIrQioUFwpN6qqT+URWzEJ/wYBlAXBL6wWiSL+HfSbB70YPNyLLOOF4cj9m+k7VsgffjwkUPrgZcGI+R2zQ0XUUlAS2g+/QHA8456h7kyCIibTWEJlMHEeKvpyX8MKrr4XPRFx4eN4giw8NR+iwE3+E0+W0wft6gSsbgGhHFoDrIE5ghzvD+vsHEyd6PgUjXpAL/mFWUw6cwv3vwnYBbRDMlngDNCexApaj3x7bBEwE/LZWOCLwYxb6YD0/DhAmDP6QTkBJmWJ1N2eTRJDbAmxYMeRnwJi1nYuBIXeRC7jKDCQ+lo2K2qNZMRAm/5fj5xIeJtn/Acx8UslX6W9z9s2/0ww0Bf1e56EnT4nqc0MQlcP+ch/sC3K+Gha7j2zyeI8Z9obMeIQ45KyBqqFOwVzkTHoLxziM3Mkvi5CLUJZugHnSe9shKgM4y1AvD08igy8cnccGcRzZR7CpSpRe4GaUIHEFWPWL6I7TzI6obUNTmAxvarE348+RHjgL+zPVrGBqKzpvRGO6d8+hVABdqis/Xk6yNwlUGN417lDDBNeil6fCESU/VsjgMp0x59EvAKawOHtNcS3B/zCTYOPvxXgDricenIr+FqoR1Qt/0BHsFcFhwMF+bzXse3A7ffP9kH4BvQiewTtTQUUbdx1/Qn/HkK0CoiMd0Cq7dJq9xM9w1+snlFLtpaTNI8NVnYHkfPDHmyZ/Jy6ks/UAbovGeXA1zdzxNUW8uVzuHmUzqsEForg10Gf80+d8uGKqBrRHACiwTPwJt2dO0OhpxfvRyWa5VdAmv37p4aIzr5ng6gmr7mlpjEEZctmJoG2LChdmsyHvJaJA5vAvTxw0dQfg3kDx1j4ujaPPbwkurhhLSfYn1W/xQHE8SpYAyuKRiKB3bSzgSahy3OS6MgjWzntsFsCbHCh8hq+lqFr6Any9+/kFCIILYDHm4wDelSz5v6PTnX6MvLvMTlsMJUSIuxAB7vvv8EoCegiVu6voOWLX2533PHwL4ThoB5u209Wel5VO8OKN8GJ3YmKrr0V1opPL9LEyeNYzw71h6oyDIEe/OUEx/E9dPG0befibZjQq+K8gvqqzZOWPYcYA34oaSVSnu5gJPwMMwbNwwE2BYIStVCM93HSeEZbB97As3AGzXIglaoRHxZ+2Qy8a98CavQx3MkFHvuge9tg2/B+Dy0LbcoF4sDDw7Rlju+zXDya/vtBLcLK3WuBizOXM6Y/gEgOlhVM7AxYD0nPvgvR3Dv6J4VGzmk2fGU7lcniBoU+izZPhPhJVTwi31U9IJWfjAgnYLh1Mcasf1UVyFp3Bh2mUwf/twOruTnHqH3ZJA+LW1WY9wlDZpxAMQFR+z3QndT3C2rnDMCLKoQg56kWojo+hhsGnpiHkAK+yYovph3kT2qeWwcPwIQqQLoV51vRxFFcFdqPeLM1IvNgFxRi5QciVO7cHDmUh74cjuF0cC7EfHp4X0gAvG8Qc8POGlvwjLKNJQWBs5mk/6BRyY8hJhxG81WcBKXkEkzn07PDNtJOHUJ5GiRyZr+6qkc/ydKFwxcii9vCwOslw8QTwSaSU3Txu5A2AzbYxw/GgauqR9O7nulf8AnBRQ/U2xTguhkMNejjWrXx0DWCNPHlHcbLLWdN0aGARf7njtTIBP4gQcfDeTJduuIq88ZPHrhJgGo2pyt52IpP4LoP67r18EUF/wcnMyimAfYfvcgtfLiS0KQqgcX4RucK1ll/GvE8fpHIZcKVbXJEZMePPS1/+kPdYUo/4+nxwfK6Y+DHu/GtWNIm+CXJFt+TWnkukSwvYjV4wawnkeLpquK0DnOtKHxo96nPwvQ2LCmPS7NA0PQLf3Ry0G6Nb8lBWiV5u39FM1xL4mfgE/CpgodZucV74qmQ1MstQrV4rJAi4sFmGBYvpVLIZPPrr1ZJEU0Dp0fIYQkfQR60xPEhmBf6uaoUa9ZGwnJzE3VvYUxI+jcaMioOAvcRnunCC/FbiTEyis4Kt6uQBzcMv7yvcCbqE/Ztsn/04rBcC6oSuXK2kBCxNV0VhZk/tZuMNrnPqYgOkFgUKn3lNZBhN/h8Ri9VGBJyiEeAFBBy0meV7d+FXqOAFjM44ExyupJa7kEE4fX66tEDCK3ilUWa6YSAfZ78nt2hcCTiquYhLQTGbTVg5NKJukLxdQxqcX/byVCYl8d4Sek4wuAnp6UW8Lc3GCbSNw7nRjkMC5FEd5h0GyBsXXcN4XxjYB50mHm0dloNIiwWuwfnrsVQFraXc9Hv3KkQRicMbY+EwB9VnZ1uesgkJ+/Uy4YUGcntBD5b4Q1zUZlMI8+HpanAD41yVo56RVeCBnump4FHt9HKdPqg9e2vW8UFcIgHIufmyBLuAcWi6VIJ/na3QGjqM/qaCBQO6xFKrGJTHSw/PwqaUFLQU+4SSr7aQnmqte1MHx3MSCB1iVMSQETEfN48T1HfDm7IJFAl7jLKtjHkmnHZO7Lx8eV0AW9bCiKZrJkk4Wnaw8XLQgcYOABlaEqylEcT0tMbXyRG+BR0Pd88HRoiog3IlHFyYIZR2GKEEZstQCn6zhWwu7CRjemI5qMpX2LYIF8CisWFa4QcCKgvqnjxP5TxHcUGGD6PB74SkhOkAmtPPZbDaXlBk8CPXnF9I5rS99Le7aNsF93+Z5rBOLGgu4VtZ1qnHQ476ZxWOL4wIWx1nUwifMptgIL8H48cWDBIyXmlJWJWnnaKfwLTz8YfF7An+jx9me7drmUUKk9+C2HcVbBG6jsGBnLMVQvPAwtIL7lxfnBdwU9c/p1imHqD0egfEnS64W8EoRhZHATCbJ2F04G8o/Lhkq4J3mQV4mkykzyXfeLtSfWDKBv4JBGF/McYQUcMGi0qbcoszjOzxO9IdciXr++tKziWEW5hoGcNr0kjUEKefh7ytLzxX4fcjtFCz4x9nivrDzq9IrBeyMRXLd9ByHEP9ZcMH4ev0F2XyAHIu5VADJG02dWe9BAVPdmmLMev8TCSuGG+bVI6u+wdAV18w4rMIV4hRcNLbeF3QuyDXoPNSwaQH5qS/x0IQy2vlDhhIQFhOcDEQYCx8uLysXsCDGJfC+Zdn827bBqUVlswSckjp5WtZKDZw8eQ0xpuwXst9I345gF5edwDPw+db6xwV8njmt8GWbzXf3hECWTGlARr/kTC2mOieTuaylFROC6L+pwVwB/R2dTp9TnVUw9OAVGD26wd+06nyyebadx311PWDU0oYF5DVSCcX3q+NWNgtp3AvGnIbVAgwP9XhoYxBVgS6Eqo0NawVUOQRoEtKoTjpqAYyGX9ef8amAX+PS1itd1wGm33Pg/fIzbyJPEEdMpUKugqB1uBD6TW/cWkA/ZEV5V0ZSzJzNX9L4ZQHzJF9l+UGOltjD+jhyQ5MOAkc2KG2nE+UoirO0Qy/4aV+TGQJ+isXjmFVTac9zDXwcZ89rMl3g+LgrrLRpkZnZPtlOvXFN9ggoDbxQkV40pSqkJzxd0eSggKe5PgpNiU4YpHE1ppY0/UlgSiPfFBS4GQpnAb2lOrpZjYjuOrAuKUyOcSr+tbp5U4F/qSrXHXB2kshsPei/pvnD5D1YAijj+0VFfCU7HlZNbE47v8qzVJ53yi01PnSAK8adtVlA15ArDzhwR9PFoePMFrRvHRWCfYyMomxOQ2hX3vIWAY0Crrquy0DzXKM901s+K+A9GQ08jyUCLZum2DJyQsvDAl70eb84qcwyaMfRLj97k2DtaFbiJ9TI1SFT4cTms38VcMQgzO5Y9vH9tVYARdBzbms6AT0VNH0Cqug5dAIugluntB4i4Hp2GcjJSJ722h/emdf6W7Io4fuO70bTZrkefPq2NpMFTo+pZpkGp3OVws9DExiy6tx6AoZYNidQLGSfjSegpOLcMVx7xEAywpSGJBw1dfS55Akm++RomSEIl2LsB1g969ylAqt1NfTZnXL1CS7CbyrOPS7wG41wCS18soglGXeAWN02gq2cb9TQyvn0xcXQclzbvwS04AKxaN14hQ7Dtbva0RdfC17crKnJODWCfPkS2DOjHcXuz/g616OFj+6WJ8H3S9pVCvg+DE3a+qqMH2gJYqHffdz+WgHf5bQq7xgGQRYUA/di9fj2rCakRiNrIo3bAJPQanmHDgLOCqMCfEWJhi4F0G5eh+cEtOOpJapOHlul2NMKOpd3WEBohYFuJNkiDY3s9+6xHXbTGeIkLyfGib94kU5Dh73cj6LyuSbvrVP4N0Edc94SWl9O4HBmL1LZvQJeX3XeLwJeDw4A69W70XSlUugz9zyK5X3qefWw+kTOO5EyJH6M2QXnN+M5GOCRUQmhETqGnyEzqSN5zwOCy5gUIt9s63dD+fyOZCVjfY+HFIXE1MizdobeEzq+SN4TNKUuQ0lwJ/wAY2s7nhAYq19YXWblhFZl+Hl8Hne+d8H9FFu4dkwrUvkuSCMklp5yUSeBaRnUpU3pNLu0by1WXkxR5EzGom40sZRMfgx8uPhiOkM7XFZfyQUElQnFr4JfZ1z8B+2bX6D6tmZmXZP2+A5Y90GnZQLWlUhilB5hxDxh9r8RZ3ZaS/EnzrNj4yxQGzBD7r25c0s6F7ZUHB7nGlWk9IEhEzofEDDICkzdgGiMskqxZdLXnY8ImJQv0oQj06adti18CceMu6SVwDFKpD/peKZVzef78R8vGSHgcaFatvmLaTtAXK8rDJnV5WYBd8nArqxsFKu7Rg6g2Ywuq/mL6RcpqsbishTt8O+xXQh7/u2FBgEo1UabKGo1XLK6S5WATnpAdFHEIplcGACjZ3VtJ2B0PYcYFvgZ7iTENEWcrm8KDDK07DwaJFIDK4MOk7uuFdCBdzJSt+eykTK4cfaltA5lab4ACVw30pc7BI2WXNqRfFR0rW3UpYcoHu9ffekFAvdziZZtFhPGA87b3zqhW4mAW5E7DNgjaTrgOvxhWjfC1Xu4uoQHPnKbIdwLG7d1IxS00SkM7KwQ+UzGDAhlThhzGVlUOWvfRPq6vA7b8UDFZfRPHVCiLFddyoWQ3fpFlxMKWh8/YdAzc57gXoTb4InJlxPue0IjSGyFggtHOTpt/+lysp3t+l//mIUnbdM4tyANM+Cb2ZdvFfBNJp7jXKYnY6IM92HtxMtPkk9lkWvBuqg83aMKYMIVzcT/sj11BVYCF2LtoisuF1grMB7QtoGKkd7VWeOuOktAcyX0XKWuso414OcvvYrw5PwyPacGjmtF/aJPwZvlV40S8GYDEchI65IZkQYDd101WsDd8QBt38nltCDnEeJfPLb7KgGzVQq65OT0FNdKSOgwo/tPtJvsN6NqTb4LbQ4XjL36TgFtuVrDQfKhnuDszIbtPe4QhDYdJ01Rx0WheISjDv3Z414B/1WdeiJvZ9LV1cdS5H8/mNjjYYGbuIODh45qOhHsHjhybg+HYrduEFim9fEUJ0VI4eiua+hXH9DVGN+rELam7fgRg7nXkIcJuEtDDQlnhoS2JwJ+cc1nHBkNKylOu3b6lMdzrtavuDYlYBlRBYoj6LJ+TdTxd92zAj8hwJYUVvUJK5vn252HZlw3lHWkbA9NXecJ5QJteGzX9bsEPObHcqWlfybzhTVBkmL3ldNvIBx1ZTZnl+mBWx2TqkYepvXiG9YRL4xzk29W0HlprJGfnP/rDf+lHYrprMKc23cs5eagJ0ze2DNGZz4wpGcHPocWwEoMy3s+R6iChwmzlpgQjkUc59CKnhT19hF+4MmD6WqT/OR98PSYnrt5wldAzEDUlU2RRT30/Y3d6SuCrC3c6sqavOfY+F9MTes1kp4rudpCsIg8ne67YPF7vRYTh/R8HnhDMMgEDwfgZztuKhH4GYduX3FCP5XP0//7ZdxN9wp6Ut0gvzAaFBWHs8beRBimPmtqs4hwpHz3GqyZ3buXgDWKHQR6JrAcN3RhJOzb1Zu856dOy9yJAjK/FPgmxc3fFt7yBOGzBvkTpxG5IMDlues9ZvUhDHO1buUdz3fzjoH8pRNm9nmFvBHX0fqeRzGPvMl83DGlzyGBa3W0WGdCt5UEKzd2mHjbbAFtHB6wAzzXirjXGPhh/e3kd74uFEmbJ4baeXrhg/Da0dsJP7wWQ+nWmrlKI7A1fA7nzrp9lsBJCW4I0niKIe3QNjy6qO9AYmo8khPUmFasK9zJ0ruiL3H0m+tHs5OJTni0ed1h8JQ7igUM9opYHZ/nAXG7MjScfAch0vqsfMCh3mfMRT517B1VzK6jq1yo0yq7DZ6t6HedgGeEFQSptOXpQOC8Bs5f3O9uYjPSzkJtaOaJzZfgXMQP+70q8H03EbOsePLckhKK5/3h/U133irgfY9MFKrTtYEf55q9MUvufErAGF+pzZ4AVGIUa/EAiFl3TiSP6KXyMtQTnQoZbuzBU1PuJHx2SlMi3QNuTuEa+m6r+9/Hk8PobV2Pp6wgq25cMaU/4ZIrHPIuricMh1F8Y/gt1f9NAb9Jgyvz7YPWsT+S5M9ajuv/p4AziDqSUephiUceYA/iort6clkzI5Co65qcYnvoMeku8kY9uOQ2EIIwDy3kGvxp+gBd4C7BTUxEGFyN/Hg3GLp4QCcBQ2Ui7ZZV+6z9bJGvnvvF3RSHZqJTY4W+V+Nwc31fGDL6bjqxA0NWQ+AmWQIoMB8+mnxPQwEfYY5ghZMX1YGXgFdhy4p7iIts0f3KYiODtdUH8zzVe235vXSO1zqKGvhB2mXRCRyLc8beu1rgnP+rFvW5cjQNl265v5BQfOBkUy6XXvFAvx/xwNj7iR0c+F/nZvQvQrow9f6c4PpRwKj0m/36Kti/aOA5hBwpllt5z/N42Ash87+WPjBWwF+s/2N5BIEVxSVUsevIAxTRd+l51RdJtzppExMdhduWDmorcIZ36C+ZbNRCbabSFzeFThMGPUnRnyB5PpaVYDiJgDzhnPmDyKrn1NMp/ti1WTOdATotbZYPHkwnSyE0SdCcc08CHoU3Jgy5QsAbrBAiwjr4ANfDwKlD+vP6hnXTNCOV3edh09IhWwRsUm3LCVxy6iF5MM4NDqEImVP4qHG6WonWrMeGhyhC9mDISZ9ns64U3Anvzn7oNgEv84WrxsSf02vPwbSpDz0uYJrOZuJls+naMIWnQZv2yEZC+lz1bXoad6S7uBN/nfJomcCvTIdv1RidxWlD4NIFTxgCLuX5xCF35GhaCJ3g0YVPXETfaJv0z/qmz12YxI+XzXpiEXFpO+FVq0aaO8JDfBoP736S9u+wQiCTPsNisAktoc/sJy8hrMyqucwLfW60vRp2ffMk8YtdEg0H7OrDJ608UGy5eNp/6Nsu5vI1bkvmZYOOMHLjf94QMFwNxAlaMY2WUsOfMDvz6ccEZiXPjfd44oifwW+h4+6nHTqb0ThvMzySJmdJDPvPxc/Qofo1kROQy2eP5pywBbbHe+Y/c7bAeyiCaBT91ZCzav1ofZ+5klh+ljvEPXJPgctnsvWsZ/4W0Crth0JXFU3zrDSUwF0rnt1E2DNJAUfxpR9ziPx0hBsnDqXfdqNOcE0S6o/GezwLqxYMvZ7YLc+vcDRhejkvIKZWOWvo58RFaOMb6/RjwtEK3AL/mT6UuOlDyNUFtGieFB6+hbvXPndQ4O5IXCAaBSx5Xuigr5+n9x1kVpsUbRw6hAYrHheWDyPcJ1zWatUjMiGgGVw6cdhkWl8BcUWtu6v2iPM65S/MIL8WES+WsWD9g0dh4rQRFC9GGkbCwATo0vE9HIG5r168hiyVNoHdSTaVz2W582bsi8sFDECuyAi9wFFtwB3406QXvxL4E8FWnu3APJvVcFdVvERMbZm0Qy6ZlvGEEXCX5PyRxLANYo+c06KAoyuEmA6te/lpgYf4rjsQZjbrBja0I4/4CqGrC9mQ+IJAKLqPn+Dh2a/2oj9LP+PKdfp3wL2I9255daLgTs28URzzMydOkAl+A8NOvbpdwDAFskGu+lS1WenlMAct5rz6MfFNBo6BVKWPJsIzsGLBa7ROK6oJO4R5MknfLsFakBNfS7Dmv2oqbhhjmS4fzoCBa147RWc+Y5BN8kBYIZNQCH1WvE6IqU2swLcLdC1fFWou+Yd7y18fLug8ayb5smiUGOs07FwwaqCABYrOc9QFy62zynnDCaPepRgTRaG6Au0wqiEaRbF7lGM0tO08d1w7DuyE/JJRhI3yiu9bPDiCCwJp1T9dAoMkfOoK08qin80R4I3UyGG5hHOZ3HMVquBsRwIumy22SrgMOGMfxhTfihuwC/6cKH6V8LPGLcE82TkMddqL7uNlnOJ9pBnCeTguI+sEzy+VN0p43nY1LSsSOZNlAO+HzD7ZS0LGL+K5cKkje/OpDJ2hF3cqJyQMKCKY2uC0UxO3WqUpBhTO4Jm+Ma42UaL5ZFE9aocFalPGHCpP8mVHRb+zG/61V+0g8a+QoSC/Qb7mD9rjJu+rb0howtiwIKhvWCqxvRdx8yL1X4mbY6p0wziZj1dKiByPLdcaSzwQxhoLmXAKw9qkgEXw83zjWvri0C+wsnS6dUER517Ytd0YIGFX3NbDpB1zDmQs7rx/a0OslYTnXHqheB4bnVTyGdwHTZfHTQlNlZgUtXZJtkAEGdyPuQlxAge5ULj5VJ5sm0u3d0HrLwrWS2idQd/P2/l8Nq6XQiu4pDxxiaQY7jG84nQzWcMDMHFG8UgJE21LepynCLk/4HK4r6L4IDFtPhJcF+cwjF2GX04ueVbiVjWM7hJo3bwYvAmLJpcskDCbp6vzIF86sOTdyFeXtpTQS1GNrJPnqmnHx+UA75fOotVpLHwR83hsL3JH+zljy7rSt/ElYSjq0n3Evv74qv6jEr7NnlVr+yZ9F8eABbBtfP2hErbpcU0Dgtxcmgs94N3l9fdKeJMZLOGojJmmt6uBgsn1UxIt1XCikT58I4mv45HPGr4t8UiCy6ZAzSiWyh0uDcrPoG+qF9ZViSlR1+EwnDO90QqJo+J6ocg7sQKNcx6XwPMrGuUlXB4rNPNFTry2RGR12ArHKhq3kXDMLBKBFapxlvCFh2H7lsafSthOtm/boeNk6IQSan3q/ca7JTylmBRUXLeu2OsoBlOa9JHIuQCm08iKNJEvaZKU0EJNSJZgZ5ClYgXunNk0kLiDTpoPgRYvahgrwI/xr6nNCiX+CjyWxhPSF7V58iU9FzY7T0JP07dZi6FuLNE8+HxmM7KHjzwzzjOR6T3y3Nl/14xm10jo54OMilYigaMnYeLU5l9KeEs2V2KO7RY1/s0E/BlPTTyrUuIpqXrEz3kCXZDn/tiNLWn1rvJlEQXv/C/JnB3iBjC2tXyZwkzjrGumUvl0ZZYCXGN4a2vLd+i5uXjB/hKrKHP6zJMBvoqVH7Sk51ZqCtNTOuVeMg+D4bVJrXpLeBXJaVAkVoPTgU7sa9HaVlMkLDohshlpEaogOkp+59Z1rdZJuDVe6xX7mUozwxoSR+Hcta2+Jx/lYgFFY8eR3Ef1NmybdzZ5gm0Z1WU061OMVrALvvf12e0kvhfjkTW6UaRz4cYy3D357H8kbvBZ1lqRCVWL6zAdDq9vfVjC4epS4WecWrtWMR2cgAfWtLlY4k7PKylQ4ukD+UqjlHDU63+0Gc5V82qYcr106s/aHNe9Xl3eZo2ES8nnqKw9oweo0VecPbnN1xJaRcXOOccVTgErMjSZ0Ya8ZxOnOuEQlaWX1VkX5du555ym05I4nUKRFIX0tnF8DRdXnEu2PkloalygX5MqzVeCAZ3mnTtBQjtDBTIlph6uR7ZzYHK7ERL/K4y4JuK0XoqT4Am/4zs8J4GoS8yO0AcnpJ7EKZPOI+42RXIpteYHtqeVQHO4a+l5DSVcVNxUKwDO3sp0jOwstek8Wt+UJhxhVx+vFUqem/zv3XU+nYt7ubs27+X0QvQtPAWJWR1fITAqiJRqSnQnRauN9sqOHxHNJMNXHYx0LBCGw9rFFzwkYckZadqztGU5HMQbw7hfL9QljAvquzKWCbKpTNImBvifaRculvCfwPA5PU9IV6phDscevnCdxLEK0yTW4eBCV1Z7v5BOd2uN9XRlJDooWZli5kUtyJ+RU85XBVwhQOswHfetv5j2+Fu0PdN2HIsFceF82PpJJ3JLW+NljlVVG8s6QDaVg7KJnSiSlWGQVzEqjQAPusKAqZ3ulHCHGQSKpLDg6RSqHRzxVedqiSOyp+3jtSe8rFZFm1wGg97r2pzWTDUIoJo1Zshy/Wvwlxld90v8UovxKB8VkVmoCZ0Wd5tP3j5QVNifYAwrubvhzSndDpH1JSyKTIaZ8ThFgtBsGv+0UHG4nSbQ/BwyY01PvywhMa1qPAKUB0SQm5qAGyou2057Qs5BagyqfcmakvMWXzFCwjzd4USD41bXEnd6CjatviInYUNZTpYdyVuOZuYtQisPlF9JsfABXdFCHnSvup5J2LPVwqsaka1THGWVJQgJc+Ah1lrdLDHFs/yKVOHpqtBgDXw78WpCAZ9g1DQQBKqq8LTlz37u0YxwSeCgMCyydSv08GuIr+7xkSSQGpEmBVSKO3AfHPj1GrLJAxz2g1TGrXUdk97sjZXX3i/hZenZXtp26cvI3s+D2yquXSXhxkDh+liKD04eiev1X3Atnfn+jpvN2Y6vqTHVx78wOfW6ZRJPs4kxeHZZu/QTPDjjhvvpZEXNNKoeSySUAO/EvXt7lkmc4Su5dC5HFA7VehCD8yb37CGhjUyDUkhOzg78MvJRXy7qSbb+mZsApdLznEw2H8JYWDu9J8XuZURU6RhZ+SPVBCCSoJX3dPkMsZIR/E9qvRlx0xv7SujEqrc+MEehQ/Q3GPNuHEVEFaROCNdX2XDgVtj5ea93JeyMebHA+i84xIh5ZnT71TcVSWgLdZlpEWkADYCZi2+qkjCz0Awy5JdN11EAHofJs3sbEt7RlHgodd/37IDv562F9FO0FEcjJ1dsaLEClbakyeRbtpE/Y2GBEFyHS1xwI/445daeEr/i6/qA56PxHcb18PKSPjbtkJ5UWcjCiybRdIT/rLiN/Nl9XoboiiAAIBUb98JDv98+QxLzEeni2tqDR1IOIRAL+qzvO4aQDbkYR+h+IDX0yJdMKO93m+QeJmASKNSQov/tuHpnv0ESVxMXYe5Vp1vXCx6d3I+iCHeW+pbCnbohazt3nXcnre/5xPAFJ6kwpSPcBGOX3U27+bKKak2OiJqtEks6gPZU+ilrTglCbjzJgCx+HxTPu6eBhOIgCyBZJ4LLgj/HE9MGkqc9rIHu53hSEc/n/RGt+QPbSEI49A48qsgNKZq+BL9uGdhTwrp0Ti0qSAlwWX/vTOhU8cBvEi7msczCY/0b4LvQnhMffErCNXytQobt0eYH+DxOmjJoEcULphsKQQimeoT4f1/1UD8JM8gdy2hEJedYDGgz7dHtZKkC/ocSOP/fFd5c9ehnhNcFxj30SuMJ9Hj2z/BJj/WXMFxEs6WDqAQNV+GXFY/PlFz5jf/TySPAswGrlvxniMQqzmArUR10wJ1uj696thutek2aJx3HLKJPIfmdb7c9e5SinhfDZCYXkhMOasiXFM18bjbfcjNC5ZKpkPVWYMCeYU0k3BL33RKBNQcq07Ue8ZZRXwxbImGUyiIugRIQVsjiV9B6+7C/KAaQx9DoqHDY4zsqr2L4LSyPqhAyAVU1NO7xh8UHR7wkYTE5z5hvZmotNZsn5Lj/oxEfStyv6sWSq4hiCbRwNn4xc8T3Er8wCojn+eT+HJvvNz+b8xKhwc8UPUbhzg3MgCjcDEx+NPJdiUklZghyqey9YjzLYd7IqRI6W8whbd9hD0aYduuCl6+QuLyswIjwo11AcetsuK7i5cslXMd/hHaNDJssyYTum15ZJKGb55s5r9Zp6oqcxOMQq3hlt4zUZiSLbggeq9IP3pz3anfC1boPXobitKJ5eVyJ301/fbXE72TgBSwD4BNBhBbwzLpRz0p4hmLuKTf0hSygE9AdBpRDmQID6ASx7MxxNH0D+sLnn8DrCnweC5VA2pl9hyuTAf4ALTdy815LDGJ0tAgICWLuL+O8qeJZBaeQ6y7MnZRQWpNIk99ZvEr9SIEZIuGrKXB9JeVxrvixudp9fJfC4oZRNZaN4X7s9Zk2TUGi9K4bU5RCLn3Ff6HJcm0JeR9UVJ3Cv0pxmWsPmszQ59JPWbmafLjHEJxsMrs21lXBLNcwU7hyg7zJZn/hrNjNClwY52negaYJHpjYBSZujHdX4EUj4WbzhX5tIitryfrUqfEfuCuBq7v4FpM1vprDPWsShAPuAXS9jO0HQECKcN+NyxMZBTpLWrDQCUOf9XSngLupcKQC7nG1xKr2UqaZymZxK+6rKLpVwc8U4tapMw231Ay+Igzed0fxnQr0lQrredjfH8h6AfmSmoriHxWsSSQ04ep0Wnkkz15ILCk+pqDNzRieFQgzoFhwGzw5paSvQsg/ki6R0TR04o7DVtUrVWCY4lPcy7tYFLomocF/PqxXo+A/5DEst1IFCmUendjeU8oGK9Bb1Clo+a7tMoL+fFL9Rgp+oqga0R6Hh1GH0Ae+/7T+KgW+99kThu7PB6tTFvH5rgsarFfg4ijZR7GXvAShQGg4ocFmBep7DF1U+vOc/92Gp+efWaTgEe6UBuFKiytBq6FwWqO7FShUDeDGKl+6LneIT5zXeIgCE9UiL8ybFHyra7MwBk5v55+eLpLaqYxSk7Fqsx7cCO+savy0Aq8Kkasti7nV2SB9nPxY0f7GbyuiyHAJxmVdqzan5HAPnPNx0zsUOEeA56JBeDXuM8A5f2azGQokRES8LCB4Y5NVhx83+6/COQbhm1X/pnJ22iF/tn3lWesUIIAVZKtzpsNFwfg47t5+1lcKfprxg2Z79Kx7MF5Zgi/gT5tbkIPcY+iYS0t2J7ZPMWvxrhZtFFysG2E0KCBKxrSAHtNb9FGgh/RDj3OQAff7r8GalS0b0HNlyipL5E3f8UUlXAuDp7ecqMBABJs7+MgtWowGzVmtGipo8pBhZFkcBmrH8ILNrdoq2LZQauQMBUFFYNX7h79qtVOBhwmshVwUb3MC/hx4dkvrSxV4llPHUf8c39H8je7k1n0VzNi69CyRDXjqBs7C3bNav6DgKmDZD+bBnDe9C37Y1nq8Aj+oRajalrBra6SJB6D16nMGKXC2YpKVKZFksk9scc36czYpsEba0pQymWVJMiiAjnPbPqJAB3bJAeu+hBbf0R2d2o7e4WgAjoguRLn3NwOv/NyOztArMVcTmfDET1WptEMcMja53Z/c1UeRSY3KhwT3Z906rf0LCtwaTSKLwpkicQv+d3KHixX8kdsehNRLSwzyyi3h6jnnjVHgSsnV93W1biE8DQtnnz9MgYUQEiTyatHmdsBr4JVFF5CtvxJ4mulypM/lNXgRNi29eJECmywM8yHhbdOkePEzpqd1XkinO1ZjhZGuMQ8j+RidZZ0zCjpClZUpeazYsUIDpsKprZckFTjlx07aXmgFPFwXR+LHq7v0UHBO0vAKscOZtY2DogRcDK9t7EpnaNARMgeiJ1o0PG08fru6Wz8Ft8aFzbl/0AXRjjvxwx1XzlFwtebkDZnL50+eJhD7IFQs736xAm9qhQaYMc1Kkqukc9FhXvdr6LQorquZFoU9zrw/gbPmX71cwbdUFiymuBcURBG9dHqPlgqUEi9zZd52JVfAL8avZ/R4hqtiA/bJTm1NxrUJ6V41rQft/FXkuWxf1YJIaZJ8i7jmfPrPuIqEn09Xns4lT1C8uH/WtQMpXvisqhNGf5I7uC9f2pNW53IZWJ5vBKqNRMCvhxFzb/xAgcFRTiwabU9BdTx8u+TmAwp8q/v0ETXkdIIC1gPR591MT4haTbkCCHmsSW/Y/mHvhALz6xsNLcfJ1rqJ2lOEgg4t6l2l4CH2Dj65Rakb3PnZe8ZtIxS4HoNaJ7Bcy+LKtGLoPO323RQZULIkKoUbQsHktl//ou9tCr6eFcX1IgHMjH+a7LfF0n4UTeujmsmT91PD0hiSrWcX3lmPI1lUjhhEw1vhTpiz9i6KenN41pzvm/wZPt6D42cPCBQcHzfoWIdKiahXVIo34sotd5MnGF+T02Ii1KThUkR7Hr/ecI9DtgOGmcu3BL+ZNEKKhet230v7trjQTJWFQf74qbiag1K4Yem9n9C3CdVVLJYZ5yEEG/H3WfcdUfBX6bNrsJ39eec8HIJLlw5squDSmAz+kWUpL1VfrwevC+WHgb0pFsZM6bmuk85A1oRX4btNA/cq8J3n1wbCsdNcdkq8sHzDoE4KjC7MWiLHc+YhmtrbvmLQCgXaE0tixyWjSrGzYdZXgykGzMK/jzHa5guAgBB0t2mDZyrQjSGBGiheFBIH4o9fPHR7dLqjybp8easSct6/8ZEVFN9MS4tDMQ+fJxu4FWZsfOxJQisgYny17VhewBmtTZuffI7OMThGVrh+1sqkc/gnBguf2qnwYAaeSOWE2apSnjWbnPXMQwomCQx4TsgA0c/Ds7B31zOhAnu1eNw6kM7kbFvmcSjOmPp8ewXLCb8EAeEulceOfgXx9c/3VCCuEdAnDy40nl31Nq6dMayUTmyAMmboiq6RARIfCn8bRlZ9OCyImx7A/lOZtE2c4YkVL5ytwBOKkt5n8RwDxuxtIeUNv16Bv7zD+ZRv+vbBbNAQd+CxBcMnKbg/jNBA4OddMwMzhfHp8D2KMBjbVZ10UjaRXjqbFy0ZTnjnIs5lqrbrRjf3feCV+S9dTb6PeCRDV5YbEfg1enNfGqAgwaSoFycqryO/fseql+5X4A5D2r6d9xzPzVTievx55ktf0w6x5jJyHSBP++oOD819tUKBB9knB8QPCI0p0Aqunf3qdgWuYZ1WogHcAYr4DZ6eLW5U8bgSibUxBFI96AbrP5cbVFgviGhapmfW5hwb9wPM0HapdcVHUS01/8/nMLVP26cS11MjLbnoQp5Wfc9G/U0V92gERxTVR+nVVhOTOKvC+EiF5pEyFkWiSCzqIVi5IjZBhfkU3gjUEmp3ySZ1uGFV7G8VbjBES7+AAtypX3yeKf/L6oJ1Kvziq1W2R47d4uaHfvDTD4kzVNjgFTdW4tq/xw6nMy5cCanDifNVSMWCmOXYlVXZgzFWpti5uHCsCjs9Zo+hf4plO7AWGs4opXdoQE6Sr1L5RgwJcx2cW/aniv8Q/+SC3NA9HqtHK3nP3IZLVLingGvf/WjKcAgN4LYljR9R4bZ4QKHJzkdyYOS9ui1ullChG+2tbeeyOREj33cHLFzfrFiFhXSiqqR2TCIr1HWGATObByr0rxt1FdbVjl8Ijy1tQU94CDUwFDobZpg0sQMe8Fp8q+IBVYTcFExnLnuKOE58ZssPVFCl67PtREVehKMWTm/zhoqzY9ElVUR+gLDnZXPPqVDhUsXN23Wilg7PS9qw8dyOtJLFacW1HaxKu6c9/B2Deed/zKquPNeRe5VZ2ceEc+Zd2If7coIgJdHnp7InGDn/ws9UGCkV10oeCRzTcXPQDm6b12krrU504e5yxoYe8ilm5nZpprK+hFRCimMKX7svx//O7vaSiv/lIS2OG2iOoiZxF8jN3d5RMU1hgYue/KieLwUXrLrsGxUuiFBbhria0FU8CGULLn9NhYSml3FdcbKIABr2JdPs3lVlLTCuv4zmcvJ0sSbTetCrN9F9EbUHIPejd4ehC3tsV2EoRuO7A3TtjAdNYcCKa8tVuIrMweUSVeTS0+uwqvb671SsSmg8a5yPlcPd5Ps+71lfhR1tf8dSstF93FhM69N32409VOgbp42grxWRmFEx9Fxw06dkJQWVLAkplLKkFmIPXPH+zUdUXKETFPXoEBu0SrgPjAW3tlHBCKIIzaLJgu+8nlrV52IVnlIdaUM0cIA+pgJrtwwYpeIRmza5pjblWTVJgd9Dx213D1WhI1d++6ESJmiFuVpo2T0XqHB+AKZX1bCIou5+3ouDq+7rRisq61rXo5kmhNe3rrrvLxU35uJmdf1v0MzmKxtQ1Jvw5f3k7SbwVdTxnOvY1eT9duChuQMJkxwIWbRFhnUTExw4e84DhSqczVWkLDXFClC06jt+emAurRmRHqsqGa+uyRG/WARi/eCcil+wrjFh3OgdoD48+f4Q8g+P+7W+tAUZGSZ4RuWQjY8NUGEAqmkX/aOneRIpsYMPDj62XoUPVJv4kR2Yh2o9D3+C+u89dlSF+oQAuHKFk/8866XX8sdslbwHRLVbmE+VSXwd1y15fKeKa6OKVeT2NcE9IG/OfuKQCm8osoTiMadqiW9OwF1zn9qiksXyktVNn2fNogaLn29KHoZbz9j7ss4+1IPr57zg0G8j/53xi8Mcp17wGfzro+E3q/iXIat9r/ZsKVVNgRtgxPzhvVUYIUzfjR7KTyiBu7YMv0eFu6K5Z3yJyNIqaXz4+xc7qzgIs4GMFZYZGjlUzk8ueukmFQmSaHwhUNcksBXE9ld8FZOcBMLaSsfhBFYXWLxDdNdg/NFwr9/uqBbUNiOU/TtcuEuM1uDCEDnLxEXTxLY2Y3aD+pyGWf7aaG4UZ2R16LZCe14jLCfQ9L2MF0PLw544f4fRWMNHC1JtT2ft0BOl0AhX4tFVsSYaHolUEIgSKaxC8jWUrE8EGpRwLY4kcuBbJpKltlxQ1FyDlhTHUUVWQiAu0hY/+bn4mIYrioKi4pp8ZfHeRKIYF+CPc0p+1vBHlQs4jDrjwSl4eHWDjzQ8bKhhwHe0mqJJ/BcKFzUs06BQ514grjNnIcLuePBIk7EaHmT8D3UF/qxpNmhdm3oaDCJqmjlss7wRvXgDuHZh+2c1uCrvs1IqRG0c+AV6y9pv1Vgnk10A16oRdb0R5244v5OGcwtkoMQSesKIGSrOx+CLCy7T0JG+Fw05ASXegN6hfOMF6zUsL/WKFFXVEwWoGbgZGn15UWMN6sWCaAiOG/C93p8Qn9tpscaaGzXcxF8U/fF/oOnKK5fTn004BmscRk0cxAN6rrvmPQ26sNYlhI4jlZwb/os9d1x7uYY9swUONnBr3KwTP4nfojX3+kc0NCVtOOdsyGdr9DldFt10DT0BFVbZifoBBO2ms7H33fQVKo8d5lsm9tUr8Lf5twzUeNIZRmK/yGNnmsDyH299WoOZu6Fhc3VnK/Nv9WQeGsLNK27drxGfJ9AgQ9NJJylGnYXv7bntDg3fq3cmDw4WrD3iw/Ow9b2+BzXYqlDgtnwnW11TZdMe/7zorrka/izj+dMnMrbb4Aw9hs3xS2dANw2/1Axa74JCslfvT9wLhSsGttUgzqJE3B4juVLsChi9/kGy39E6PTXveacjTPAx2qseqtbQjjpeuIiC0Cp5o54rnr5fg+t0LsJjJ8dYLAa3bX+2QoM+3KlB8ZG7PblebsO65z7VYI3d5G9D8dLC456CbzFY9MJ+DXNqEXiEHvleDsnTzl8wcr6G82Vd0YBnU3jAa3DE0lFFGg63UzWVhfVL4ywLwjOYPxmV0aCiUH7JJTJkQmmJ1dB6mfxEJ8/I1+hhJI0t8Wn8/Qv9Ah0X/FLp/NL+aE3OqyajX4fVa+Nf6VitaEYsphaw7JVNUeTQ9oLvdTzou1ZNOleDKdu28WqcvqvgBx2nKW5lWlh4oIAL7HS4Yl7hYR0uhZCNTEaiCJFSX+l1eqRbxyV43NXhQyH0XtWwJeE8qYuoj5DejNc32HjG+zpmubkkJhN0vIstcihdVzUapUNXDpcOt6cwRXkUv/ikzZ06/TOoKUE2fzIja/7BPXDmrnYP6HAmEy+unpWKx1oGty86f7QOfRiwBQq9XhDauBuMHZ1RBy2M2oyYyyLPSH5qdZcJOjxVHM9gsD+f5XpAirxtt1/6tw7NNd0NuNjIpmfgCPxzx+UFOn7FU0cwdBkRAnpw7fYr36X3dd3ACbwAdT0Wg8vg+TXdp+gwmIeAMeSK6g9OQIsV11yuQwuKFH50ecFqKe/hseXXDNHxKOMPxgkcyPA1/GDpNRN0/EAja1I0TZGsob4Tzvuw90AdzhOOFaTJCThKiuc7HVt/66M6HlN4XKPwTUWvr4c78KyP+nTR8SwKvK4QlqrpBC7a4Kzv73hex1m0utngyKGkmbEt7IOjV9x9XMfRgmcjMDB2aefH47cr751Dqx59A/momBZqtJKwZtCPOnBbd4I8shEnjoI/Q+n6IT/o5C9DnkMCBg9hoSN91XsPTafViXSpyCjyXA7bAtb9/liJDus833Gr04Whxi6lFIbsePEqHQZxUkaRXNej8Dr8+tnLm3XcE+StMBdogaaKBO18g+0v79ehgRKyVJnjxgB49Meli6GhAZdyjrZOyjO6N9WXif4GKKafR98xM/msl4NzYdiHyjcGPMnt4aw+EmVmf4PGKxNvG2RDEDgFnNhLOSpugLZ7iusb0LbUcB1ChFATS/PU9OSa4h8NrHEcUXMy79WGrevJ8Aest7qkhRHmZdMikbURi2UQo+h/58am9Nw7o3iJPHHu/9V07bFRnEd89nH77e75/MAINzamQC0oLRDa4EptCiQNSQWpSqBSaYSIwysk0BASgURBFEWJlKpVgqKmLVFESklTsF0XEMYFG+TysHmExAVah1JkHgZsbIzP9769u/11Zq1K1v3l29vdb76Z32++md/wHnhOK7lZfVvRtdBQn570R/pzWla8Z2/9JE+xPSBghIL6DbyGpk9rnlFoCgIvyZARtq1Kqttbs0pRnaghSEUB0p7MRKhomFKvaJyUhZha1tclybcZVzu/fkHhM7Y7S4pneCkMfuLpR2buVzSdY0VKZEZ1ETncg/jxR28r9Pky8EPCmbDA+zStcVaXYowvQVNakMVzHSO77VvnFB70e2O1e6E8E0D2ni62dczuVNhWrDE3TsY8q4it7zpN2/fUu4qmCfkSpQ/eQQ/xEaJN85cqRLWQRq5YWoax0b+pfPeCU4oigcZuwRgVAYrS3MM/fl/RXDObznkjwUQ+DW+i/a9LFimckMM3aeCTk1Y8jQ8OLlmtsD0T7fczMYYUEkpeoM4TP40qatGsgqdl4SUySYvjcbZzab/CjWzBCsSn8rru4Xns/bSuQ2GPr5humMjpJmz8ET2fvFirpD5eMiXBFGQTz2JPy+o1CrtF5zJqa6YSyaHdGDqwegNbiSlKEwjOU/P4FZUOvHxISSEvBcw/0Ab4jIo/eu26tIGZhbAwDJFPQC3+1LrpRwrPx7LJrJ61bSV5y2NUcnwTr3GJJrOs5LhZXtMs+vjklhOKfp/s6c9ly+MGxvPWbUWhcWuFktS17JYAtQlOndq0fbWiqqCfTBBxhn+vkSKnjYs2RZgEyskmCe3AGnQeMx+10WkGshu6zEA0GSNO2De52qYJ4uhlPE8wun0B/rB/8tM2PyOY+BuWq6fcOFvf5y3f3ClXEFkrTTrushEcILdt+us2L7r2f5VTvsYYrG+Znbaxnu+pP2mYYWWExAuVtjz+uE2lvqSmDelpMz28ju4TcxfY6PaD1xv0wpLfi+P2E7NsHA8F7QJy8moYjHQPX37ivzYdNk29kM9GB++JJMInwNknt9sM46SjUvKIPiO42Wg4vbDSRgN7OFHhGNXpvU6zDj97yKZZft5kD5nNYJC/cIDMo0s+ZNDLphOrdDWZo6zhFzjbuPw3No4wMmJryDFIDOXwGP5y+aV6G3vCDElF/okjqoXFOHhx3fs2GnkteJWzw1H4N2kcrTi66QubVkjlLoJxTswHfo6ef9Jkh7k6W4ImwUwO9nbi7p/19xzc5VhhBvXuMo83hq3nQz0OtlJFyHJCQW008WpGo1/9joMhBDXTgjZwH+tx+dzkVgft4dhIvNj2LabPSfZy3r6aew48PWhEGBVCRhNNvTbzbw5NFVlAfj2mqInyFdqP1GYcHM/FYoNDqWw0l89nMB27Or//Wwe7fCXF2QLPORLU4M0LT61zsIMNAbppSczLMZMqaf/hGodKAmXMHKWTHjPLX6O76SczHXQLgh/th2AjXkCa9eIch4L8h8/MMp/wU4yKv9G8us2RalhfsnMFSwtyeytbXvrYoZWmVvASWQ8ZkU5qoMg/1j7mYCBc8KVoKp9PZ2XWQNfRV2MOWvx0Kl2WiavMcCbJ/iHduuGGw2sczHC2GGuwvVXii5EtpoNTcpYq826kSBtn6ZGWHacc+gpzJk8azIIOqU24caxovssehijDa9aX8/jlrUX7wYr3XLSbDLLNAhu6z955F5V3VK1wmbFK5opJYYA0G4g6qpvdILBJSoI9sGv4n+Mdf8bfXbwjRQbii4yQGeK49+Hd2edcvGunh6MUt72I7ZSxj0oZ37vnImUZTKci0sXP+20xOs7/YKaLDi1oMaZR1e160s8svu8GTEjSfQhkB3+HoYM/W+tiSGiBOariQ9iB3NVVC11EH474RmlRaoIDN4+3cK1j410X/5GrBvMdxP98jS4NFNeG6ZKueRxX3KHe9K0HqKNJqFoRpkkSlhgzSkc8+Qlmt1NvhrFkiLSegSnjjIllJRG2qOaOecvCaNYNSzlVorzF9/AMWs8/uSeM/emwa/s0GGEA4WEpW9Ki0rAc2qZTHsjN5Jhvvo0Hp5eFwribyNxPp3x9OK17Oj4g80hlcxGZ2gi8/qFIrDri6lhPVXj1jSKqEpbHAELaH9N+C2qvlr4VQW3EMuFGlBMS3fhvo/7EvHAE9dI4ZFgyYSytYz5Onp33cgQnJSnniu+0QiGOTne6V7kR3AkUuMQvSzSdii68siuCi4Wsl0l7/kOVZKD3Au7demM5/2+ishAbb4kcEkLMcQ7EN89mLyrTRvJ5L8VWHWffV/evLVMiqMuxY0mkasbZDj//TnLOf/fLYnI4+ogetYSXArYg2TNlewnzeZ+9v2sK+POxCL0P3Y2l6A1qQ3m/Cpb3+7G3ZOFgKfbKJBMREA7GxZ7ClenLV5biCsc7GQDq52Eb2EzqinqlDNJclsimY1QcyqRQhv0PJiziz4JtsWP2KY2+W3ibqm/POFNG43Wpz77j8tOxv5uE0/FHesfgtFuu7FLJz0j0r0DbzecujEGbFLJoojPJf34fusZOm1OOLnL4nixN2hQIM/BlasO2cv7MD18aSZi5gYfsH5aTNhzpHkuBk/aNXImgbf8ytg2OPzoW20JSraqPxIssS+aZHFLz3LE4JAekGhSHPN53EzFQUL+swEBsqKxIsh+yDzCRzMnLNlchkcyG/Lgey6QGMwm/DRfmbFw3EWeM/Eg0nyrKMA/1/gfTvbGPPLoBAA==")
.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) ((int) byteBuffer.get() + 128) / 20F;
float temperatureHash = (float) ((int) byteBuffer.getShort() | (int) byteBuffer.get() << 15);
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) {
Float[] forecast = new Float[12];
Map<Float, WeatherRecord> weightedRecords = weighRecords(sampleRecords, record.statistics);
if (weightedRecords.isEmpty()) return forecast;
BiFunction<Integer, Float, Float> predict = (hour, offset) -> {
float temperature = offset;
// 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());
return deviation > 0.58F ? null : temperature;
};
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;
double totalSuitabilitiesSquared = 0F;
for (WeatherRecord sampleRecord : sampleRecords) {
float unsuitability = sampleRecord.statistics.calculateUnsuitability(target);
if (unsuitability < 29000F) {
if (unsuitability == 0F) {
Map<Float, WeatherRecord> weightMap = new LinkedHashMap<>();
weightMap.put(1F, sampleRecord);
return weightMap;
}
float suitability = 30000F / 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()) {
float scaledWeight = (float)Math.pow(entry.getKey() / divisor, exponent);
weightMap.put(scaledWeight, entry.getValue());
}
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) * 4000F +
Math.abs(this.minTemperature - target.minTemperature) * 4000F +
Math.abs(this.maxTemperature - target.maxTemperature) * 4000F;
}
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] - measurements[0]) * Math.pow(i, 2.8D));
}
return hash;
}
}
}