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() {
// 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/yRcBbxVRf6f0+fWSxpRLMy1a9dec9XVtdZcE7sw10Q3bf8WBkgoBoIgSHcJKC3d8KjHi3vfrdMz8/t/5y1P4cPhvHNnfvGNmTlPvi5//fbPji8/1Elm4rqTe/Zs6Fojh8uOaeaxgVzO/JjZt9fEpOum/F6uGHTioECucOKMZgQlT/eqiZwo45kXbwnkJhZyJ22SbuimLqdIOe66gwM5g46q1YXrNeqWlPIn+p1/44BA/nLO8ZelnXQqpeNuuZQax7s7QtlkmykmY8fUzCN6y9/osNm9ngrlTiYi5vaxdEmGkNPp9C29hoZUU2fX9MjamVgvp3rIFXTyuuMPhHJf5mTH5l6aCdvOyYWUnXveQSFlTbNS36cmxZ1Mxca9H/W9+ApcNUqFMOGx0WhZWTmV3MmXfBSS25htbwiqmtXmcE+uoxu3P7AopEMMmcjEtSXTUgauXv7boz1DqqtJtwflahjFXJLcRnd1DLgxlL5rFYliv0NPVS25hv629alpoRRa1dfZoe0JLwuSa+mUlS/uCunwrJHTZGF3lHcroVxO1+7RFkRyuRZYlHCNUSqQ8gDd/ls6iqhvytYt13brc2mpy2l08PLacyM62CYt1rTAtGwtkWNo8KWNXSK6wk2Z8aJdB5IDQoR4QuNXh0yMKMs8UWnoKPTQo2P6yFY6fVzfmoh6H3ZovVZXn5O6ocUYQ/3Ew9si6em9c1olJKpB9uRKGnDg6KsjGoAQml0acjnbcR1Zoms3nrgyokPdTE1D9yxy77qaFHTTtNNviqSIY4miMiJdmoR7z5//h58jMmwnbTDCP+gakxvpqt0XPBHRVa7YUT1jmXF1rYF6SOicH65+JqLuB1EcSMED7sgsOfTkxlvH4tOkH0cJJ5STZHIKnV6448qITs/ZJqVzTsqyDE3uoctX3LU0okaWlOIkkbZhGJGM6fWOe4ZGdFEuY2VSjp1K1TQY0qNrFvZfixnXN2syHcVBFx5auPebg+57MpLSKhjFXMrOm6adlUT9Vz80JaITsyndtmzXtVpa87j3gikPrYvoIO720WoPtnTHcEzE95vGh3+M6E+5QhBJzrymg6Utt9PlawY8FNHlGsWxaxhZzsjCvfOPexqzOOucw1MagkOmQxqe+yl/5ouIrq53RD40KhExXWAM7+x/Hrm4pm/Pulotc7DB7IwrW+hDz1wf0z0pKy42ba3Hv3APMbt9vvtITKfbZtUuhAW7yPH0HH0q3ZExnZwwT2aTnJkyGuplRC/vdr+N6UzLqfXbDnhRe6HPerJoTE3mgpgODWKtoTGbSloabUNKumJGFvdekTLJiyInZZjMIJN+PjJ3REwNmh9SIkOyECRy6fcjcz/HdCxJT8ReOeH12Qa5l06YXXtJTEdldctBykwLk8MT/rOubklMZ9dlbd2wbNsEGBCjF7b3imM6XsgTWLnxPFuacUK96awPDrouprNyRjFRQ+IJqdlNkgeFMV2V4by9Q28txjoTKg5z+pweU+O+MhlGu0Mpu7YfYjb+0EOPjOnVY0Kt1Lq7udqRlznqS4/NPmwPZlxuSzVYmghb2/ISkxmWOfL+mO4r6UG7iUo38Fz0/KWLj3w5pksr6Yi6xPm4EqWaqQv96ZsTT4rpT1bVJxHptlaVagxDU6ccHNP1XbKYrmPpwD4f159ad6Yf0+FdpH1mly65XFpnFup32LFnHRPTa7WmiNs2+PlgexJiZBd+fu6JMV0IgLVtpmmSewlqZ0jv83ujVqyQ5ec1F30/MGLqQffMO38h4mCZhqbppqGrfitR/+0XbYjpLqoI3c02OBazmSzTi9su/mtML7Lulp2ydKYzxLwLray77NaY7jANZCLFsq6mmZLT1rOu+HdMz6VN6a9u9vnukFqpO31lXrE2plOjUpBNZWpsFgpCLt4p37AuptsrUVNvKXS9r2NkqZZeW3nTxzHdCFzhnnOZsJO8Tj3pi/jma9XcikFVhsLqXtMYUFd6bv4tr2AM3YpxPh+Wu9Vm0hYdQbd+fdvMmC7RO/bmKwFlnb4ZG1hyp3f7cTHdaQMLDQ09iC86mvoPuyMf07ndyfdsYNahfWocytDQyp3nx/RkKvaTagAcKUXodVpy4j2Y2yjT7NhdLWxrjapeSIfRW7/eNzqmi7OVXht67K3pcfDhPKDj6D/z7lsU060sLKeKiaclAvVQpFeb7z8VFZVLGX4+Mt00dwm5+GrXg4/G9FiXbKNloDiLReZSI70w/aFzYnqhS93RNvg1l2I8ptPoxg8f9mI6hxmJrgegHYb67U4/ND/yfzH9PqvtNY2+hbTn8iK65b3NjwxHHDLgBV8kudR+DjynQasfbUPMUtK1LREyrSaVRhcONx/7Kab/ZttZrGUcJ1WTJTqR7v3uiYdRqT3yXjkIQo+L2KRj6NE5A8bE9HANj1j62J7dNMfUqR+N3P3k72Pqx4DfBm9wrfrs4aiHgeueHhbTwIpWU+9VgopX5i10An209PkEtV5fOMw0SOc+MUNW6Z/5F06J6SEvXXWrGbss6toTOpLGxC/2jekvRzjHtHRrzHbpUgMmOZoe+mHgm7jX1WrsnGGaFtMIT7hvvTEiofuYZZs6Y4ahAXdOoTfmma8m1N+RZZ9VI86ELuhw+mytdUZCL1i9DRan08IMOMMT3oitGxN6w2BoCIMzpsioC82sSd2b0EtH1GZLu/bsokYhutLpNHBO5sOETjc1GcZRRdeTckBpemlDbh7urdGiYuiVYzurJUC3JybXJQk9blo6F5Wi7fm64qE7WxsWJXRnQjZV/SO6uam6DEb22qyuGNlNLlAzJRNdaroBNHrd6nZRQv8xdOFTLWKcdWzk4paR3Y2EbiFNWJppmFIAM86if87svi6hP9t6BPZnMe4Gr9FN73bfm9DVBg98nSeRMGWAXLw+v/d5CV0PpsllotqUCPM+HUWP/nTQcwk9mnHTbrfarMVM/Hs/Gre3z66Enu1mBe1ls1u9p9ntdAYN+eXIUxN6ynRA9LWAdhX1I1G//TDeF+y0X2OF1UBPMLITaHjz8aMSupxMwyYMWSPNQlVP6jj+54T+KCs6L9eavlsByi2gtTf/rl9Ca7VOmJcoJtegc+mDuSfkEvqrC5o2wNIUWSYZNL7lpKkJ3etqplYKNiaRrm1BFz4y5qRZCT0UFdrDQqL1MZNYIr6D150UJvSvXKyHe0MRejFQbgW93ufktQm9biDaukJfy1Qje/r7M25J6OlUJWvV2k7CdcelU2nwpjNPTOiqg41iTTUt8vljRU/M6cvFfxiQ0DUo5oKWM0IjVbHpT/TG6LPTCT1sa4KElLERl33U7wfrz/s8of9zjXxa6+gA2DlVqqEFvzu/PqGplu2Qv7Z5p1bwGLL54vjzH8cYHEg+1pHD+DjRybTm0AtYQufyONatrJu+yqm6dCgN2X3hpQkN1gRzY8NwdUJ0TqJBC//4WkKDGBKf7PdDz0qF1I2+dS7untDIugx0mSRN11BZJ9JrP11Wl9BrDdls1kxnTEP1ALI587I/JvSgrhVb20sVzqsRUIjemH7Z5oSuE9J0nVRjnZFFzM6hYeuueDShi9zGRsd00q4DIQT98NzGK95I6LlKS7ivY39SsdpQ9D3omblXrExogA0KIpQqaUS4PjR3FXI8NOtQZUdTUMv1ulq6gb5bfQ2q7wajiCDmQE6BX6EraOSsvwzEGCLXFCgUQ+cQlGfS/OC6XxK6ua+brxzwEy+y6zVEZ2Lh+mcTejdlU2XP/kqhyA5w5HjYb9ejJgdaXCc952IEcQcdTGO23NAzoTH13aEQBUraZhw9/9aMG3ol9GKPnGEwoRnQlBpdTW+NvvGehJ7JhJGfWIxzgyRdQC98ectA1QFQMNAwemJERfoLjfv1Nj+huy1DEGfQs5g0XUrTmm4fjUo1TZmEQZgoR4FPG7PrbzUJDUmZLFveZM7vucdygSXvzrrje8wCfby/UHEs82BWpQZ6ZOHdQIJHdJ0d8Awz44CW6WZ66au7lwIfoogLQaA+O+VCOX7UcS9q8iMXf7dTjqMbgOGj6Mul9yJDX6ZdLdq/XS8FHeCQ6+mbaf2fB3I19rDdGnC95ZoSeVvdcN8M1M7hOTP0tZCMUGToj/TBzPufBHpmWbTfkgd6ey3QCn3ooy0PYG7PapFfDDrKWhSIdrqR/vHVwzcndCOEoa0xC7LfMBH1f258+FNUiR74O4K8US3LAzru/WjMY11xb2LEjJlCamYHp/NoffWJ2xJ6y2rw9lTapF8WFkckJ68b8DSuyl5ue5dgvVFThDa8if458mnM7UnAepYLI+Ec6HkqvTz56X0JvWxk+N5yc3Of5j3QbhfTkJ+f6cCMr1GqVcuwSoKqPJem7X+2IaHhtdnQ3p2vVMO4yIC/K6Pnz0nou/qIhft2ebVx5AvUevNNzy9PqLk2oWDHzm1ey56CgC5Z0f1FjHdOLm16pT1Bu15N19NlNCf/0gCFZ7alKw7j6G+w9Ee7XsHI3jPr21rqc6VQb0xngSWfznyljKs5xzXStdmsEFozxvv90oEmWM8RuwteFzffzkQAxbTmyIEnJ/RTja1XWyzETNMMxGxKfiCiPqpLVRQwBy8UWhE9P1cMRN7mWpYsVry8CCJWhTd9yWI7OH4XZDG9VMnatoFc/PdLrSunZ2RdDeR7zrAtgPONNHKB9hqn9yjlWNUdrN/uHAvpWtrXpnuc/pHOsV61xxoyMiwd/fbqLAO9NJAYq/q+WWiNrGZcXdBi3sHpP/V1+u79u3JRVGkLqT/9+1PnH5yeNomkSBIWCc7pQnpuTDbH6dmwmG/NNtalUL8M9343KXsZRwckAmaa6Y4We0DanY01f+b0Vj0rpXdQUcumnRBY8u2iuuWcHvctV5Auo51d6jN0Ow2d05DG3Azhl9uqQbrsZ0xUybiVDRdzesOi6pZ9olzAEEp0Jc1saTwEI+vo6GCRmRjCPThNf6UFqxqf5fRXpiW8nVHeYQlDLianGwdymoxY6RxEaphI9V/pn0O79uT0iibKjEGhmdTaje6gRdu7mZweNU2WgPOkUMoxoc9lt0ZO77pBR5FV3DjnpuoRh48ndv+S08e2YUYCtGOik+ls2uV2B659CRTpQDmldqaaU3Q/TZzWK8WBMIgkc3TPjIUB5Jq8vNdxyFuqYR8rpzbxuGDsRR8v2t/rLU5PyBAOaU8Q97YqErXz1YZe4zh9LvRSR3NgFXtk9Sr67YvFhyAX96eLR7VUQplodawHrnKz71UYmR67hX5BqxFU6rpBpbw1/NBzkIuUAzsnjVqtPldHV9HypsMmcRqp63EcmLUWSkrHE7aEh83nNCZrudm2sNQR9MylwOijdx1+AqfRrpsyRRLbUQXzOZfemHbkrZxerDZFfbPtdFxPSgTQ88tf+5U43VKOvEiPXBeMITGGT785ahmugtxMSsqRrvs2PUQT5hw9BrVjaAaDo4Hr1iU9QotmH/s1V8gVx/CUkgSyeQutbTn2Vzyhkkq1aZ6Wqe9VA69C6284/kX8bsU1frK/YgUR78Bzvxqtrj5kCuCv5DzmUB530uiZJ6GH7jLCUBOpmh6Gwt8raPSik2ZgbjUZm/yER1GcaECNf2w/+VBOr/IYhWraEPyUoCa/3X/y8ZxGZBxTQlcxLQBrPkX/eOsUIONLDBgCOoepg8B6ij4beeo+Tk8lgYdyTFU0w7foARo1/rQT0YUa3AH3pJm2tL0Y2dvDTzuL09uoSZ8kr4ooZOCsz6ectg55M02905jqUNYY2Xu7zlqJmqzPyNCUXlbTw5Aepvc/+MPPnN5XBt2yuAgTq5Zuo6krzvkjqoQc23FsQ7ckXOh59MWc8/7G6QvDy8iK3YTuSGx04W/eeRM53W5BDbhde0YtDWYVY5j323kFTp/a9W35yPOqW80kRU/S4G/Pf5nTy+gWTZcc6hdK5jT6eMH5ZVSfa/oNFmuptmrcwxhmrPpjPafvaiphqdSmFYpWOg3kWtZy8UmcptdqwkD5it1V6N8X6I23L34PyGWaQE14AKa0yYM0ef4lqIcHyQ8CDU6ti9s1Q8/Qyg2XIkP/sYWd020pjDiK6Dryel56i4pkxm1JuvgdVQh3KJD9F162k9NKpx5BZLatWcjcefT2zMv74t66RHkZO5MmywESbN50+bGqLzQwo5ZYXlsZnom+mnf5vzkctak7usZVlm1EfejwP2FuQ3MIoYjLRo5FCmGmrfrTA0ACJ+MkmUJHJdPSug/48PXyK5ZwGm6wxCOr3gV5R0CC//549Q2c/gv5g0oVQsTI5gs04puri8AowzagrNTyEpd0K21oueYaTndURVnz48hNN9akkLevp1wzFXkr7ewZeDnUXrlYpvtoyPC/hJyGpB2tbGZsJ9vTNhGzWZOuJU7veAHjiQa0TkH33UEff3XdaagznenEuGEEHEjwR9raeN3tnNYYFk+4FkvdhuC4gH5Yft2TQCNgqW5ZDtM48nQr/bztujc4Tc1aGt+/XXQ1dpVLKm8Lr0e3PMhysketU+swkhpdQltL15/MaYbpVFvL+STxGlMa+uKdj6+fxemfpiHBmZxpBnroeXr9nRvADK8DGeBEosQP2gXG8M28Gz/g9I1tAO9J1xwkFTW+T95YAV+km+mwdFzWe2jwOqjUoTcNB9JmFAlYiKYmMV5mZG4+BXXGk42Fku/7CUoQ0dm+6eZ30Ztp29XAlGoxk0NXzztwC7pwXoPppiWFsd3e0UJP09gxt6C7P9ttBNVdh+SyNSldRTKMbuvB6b6mDsF7NeZqcnW6hXs///w2zPjVFEyph7RZClT+QqN+uR1oPwoEopsa+x9qXEaDp/9tK6fBaV0YbsbOOK5j0mPU6t0xGpWaMMN3a3Uz0rMZRGfB3DtQJf+B/iQ9YVpjLarocRo5+s7+QOV6JlliMCmArPIAfXXqncDfrzB71C4+DTKAXqQRw+7EHN+yLI0CVgmMiiPhj2cdexeqepalKgRoAAljoM6GfXvXWE7DUq5KPKw+GRnk+LOv7u6uuCXWgpIf+FEcKo24sPmeMzktTEvgaQLZJ6SBOLw/6J5LFUYBLFwrDjDaiI6nzzbd8wQiKR1oaARB16AqbqIFC/qDpRfgW6H4BWP4THqO5s7sfxDG4EihFL+ehBSjoj6e1R9s+kpYPCDDcgAEFRpG9s3w/kCYj5N9bcVAnNwlU9e7N+L77Zz+wzDefNWC/bJ0JyZdKf6N998H1nNNtYrn5Gw1xLtpxcYHMhhDlvFqnjKIEeLwFxrxywPo7hG2A/OmUEpxw+9pLX/wbbCIRwmvhn6UhFGV/kyL8w/+xGmxa5E8wPfErE1Tzx099SFE8p85iyFHlmnA7UOXffLxQ4s5fWJqkmsaHBUiQY/S+k0PbwaLxKJSgkgMy2qV/Qj6dMejK4DKkkUVsXtXwS+HAVhvyNePo4/fd7KCZ120IhBMNtOq3z/+KadVDBXKYIcxQ4WpEyc8PoXTxCoagjMFO8Co62nUgieg5UbZmTBMwJs6qodeoqk/Pv0Zp38LaTmuXkVRweM8TztWP3ONyoVGvg9LLBNmIUNffP5cT8UtGlNEiNCEbUCj1Zuee5PTFBhFO40cY3IClTp50nPzoM+MhrRGmkleBZ7hFJrU/AKwZJJjW/hwu8FMfOAjjfjghbmcPuSmYliKfLWSeSWN+PnF/cBfIAArup0LuCa9RhO+fen3yDxGqUoXNYyo/4vmfvny+cC+nnvN7UxzZMqIJQ2gQYNevgedxRT24pvBeQI+a8spA7/ltMUkGbNyxbcTKIV6GuW8+hWiI2AaQHssoOYm8PyObfpTgj6qZsMdHEUZtDgcnzZxlL5c0Od1sfDCSkclsYBRp7Kas/W8YDXg99KBnXui9h12PbpwyCCjr6D3mallq806q8tnSlDxgWMsELQIgJUELVu9QtTOgQQjvzNWCnq1tbWURGSb1TjK0D00frLZVdAQv1LNhzI2XBl2gY7qaDffEbQyc5D09u9qMoopEaFb9iX2dkFLLcu0EqkVa9SKy39p1FAb2PoeypEbppcwsxSjoub/5hwvaKqVcooHitqpkVr3f5ImT3HeFDTKInCh4WoZB8j1Co34zL0RT9AsE4DO88U6rxXdvfdY95+C9tpqjQBIAtOpYcbtO1PXCXqrmtKifnEqZzK7BrUzblT6WEHjoHWk4Koi8Os9mvFl+m5BH5BaZFM6A7/j3hWTswxRr0uR0niiHMCL30M/zMji3m+kjEsdLVZs7D1KghnW7MplBM3LoLWYcnv4DnqdVi3KvSvoTYiPyEt8Zf8jeplmjs8hvp/CMZC0SLFcmv5NC77P7cKn+Xl4NFgrLQWUeY42/FzznqBJlp54JXu3X+ZxgKutK2vPETTeEXG1WE1Ku9vgHR+hNUtqrxL0SOL4wqcSbzSCCGi0dlvdRkEza3jctOxAZMtc18OhdL/6sW6roBHS0Ww44wRl6VItbT23LhC01XbNcOeBzW35YqkVs5g6pr5WqNVxCyNGRcdVtRI5b1XD1ZhxOtCKxSXtRRbFDHGY80sDMnQ/6CcL7vRDXVToH/TtkIYX8WmG0DvRDHojTX3ox7qGDwT9qAnJoJ99AG2F/k6//NyYFvSLDfXiWJqiZZ3eoM/fakT1fQ5K6fwF+CIgzBffNKJ2vuhkGiJQLNj/GRr2eeNNgj5zmVCkBzYyVUVNHNf4N5WLGOokXytb62oJIxv7SeNLgj7BGEzGY03GiEQf+rlHV2i6ny0H3JjOgnaTDdAExW7d2gRtzIa2rKzeX66WeJlupkWbuz+A+BoxE2G5uLOSKjTRq3RgXfcfBQ01oEcYQwEzPHcgLZvSfSquWrrfwuL2wGro0kDv0mdvdN+PelDiDDJM6GBr1Pr4L3sch6uaG2t1FhqUUxZqcO3mHucJmtNY1apJvSZ39ExlgA+LZ/S4FtFhjl/1+jJ+kA7ieJemjuzxMbqlWog6nxxKYNTrNOGTXo+ij4u2ljPtrvWZ3nY3IOL3K3o9I+h7tWekXJqmBTo9w9L53ofg02ypR0EcJLwCgXUPfTWm96uCvnJ1sVVvKCbFRiDM0zR/Tm8PNR+1l5IwcSmKZQRG37S3z1JBq9QCZ/C/lSqVzwlHH4xZTCA0oEYORDBp6MIpww/GyD4kUyCZGhMGwHkgUVtf1MOXFj7OC4XYK2sLuGfY64duETRMpR3kyDmHSvw7TfjuMHTsBHBsLFNQ9kmdRv1px97DGgVtThOPt8KvxqmoBgi+aPZhRwr6RyUquH52e8K61el0GzPYYccIWhuEdtzeIhVR63QNbcgf3iFog7RSDa5tSogIxJV+/vEIVNRwUBAIzpI+jBb9k+Z+dyQ6a5hhyCiQURhvPFBEb44b3+8z4I4ZUxzq4YEW7TgGvBnxVr/deAKDKgbTM7X9Rh/RpMFHPYb42oTyN+FbAZ7As2UzjwajTTGTfMgLrsNTKRdRb95x9NuClqnd41TP7hDxpJzw5MVHvy/AehqDWDEcI5FNqNRN1aMnCtoEq+nxYhHDtRNU6uTRRzcJGpTs2qgXehxiHgR9AmZYtPXoimIGhjzAhGJoAp82c9LR0JUzegBg+BRjZzq7kdHFNG3jMa2CfhIah5uOqtwGk11L0xcdiwxN7Rr5+wuFMi/3gZO4mvzscYi6nyN/f+uufXmzwBP6mGZ9fRxm8UksOCKhh1bMPLqKdueO7y1ouw6r5lci2HdfA+5sLBx/C7oQ8RJKPgsvv57epE0zjgdffIrvBh2DwE1U6rO0aN7v0G8zUpbJVGXjPx3OZ9Ws3yGbq2Cto5JV6BunDaIn6MDaExaiL8za37Sgtryp36Z6H521ec0J2wTNtd2otKPCq85B3S2wdOsVJ24S1AotgHYxUIDgjP/QhCEnARG/hYXWNMvRqmGR0du09KuTblVcaETCMnT0Fnjndlq87OQvBC1W+gWfDmhFz/+X5ow9eYMaL+dR0OGjX2MNVT37x1PQm9+5kDsWitrNWZIupRlbT8XcRgWZtCtZW07qWoye37ri1GXIZmxbhmnDkMAgUi9amTt1n6AFjMUJkDkRiqLeo+XjT+sC1NDjqMMLYujRJAEibllwGvr46/9pGvSDBJt+QDO/OONPwAcH8lQGlSqPMIt/06JpZ9wALqSgHHoczM1LJuIbtZ/ZE5nX0scaiWlyqK4QamX04DOfw3gF6a5jq8VFOMAnaMPms15AZxksFXoe88pxaKDf1m36/UmCRkPAhxiro7KKKlkz7vf/BYscvCeifRla6RbiIh1Fc/b+oR/GkBO5mrzXWrMpk6mhd2jcZ2cDRsYJpNwSio4B4tfS+J1nAyfHgFQiL4o6iiR3UXeaGZ59o0JwU+/UjWqXCNyyavbZd6FK4FaSUphq6RKzHJ67Zd7Zbwh6R7PJ0DhH5k0dCmTShrNngaUBnU6qt2og9Mvf6ecJ5wDlvjOkn1QOFCrZNWVCTW5ecw4ytNIyhEiSDh12T6DOpk8+D8w7WeCRVs4EWsPV3UAzF59/rFJBkefoVc9rbjGyqPWFP5x/paCFys9z2+jcIaXraFv+fERyG1oVf2Wd1Y7qa111fjOyme3hHtW9LHRlJOh9WjH2AgNIqyVxNy/OsL5WVA+HvavpAkR9Vy6bNhmm4oKpce+soX+EqpjlQLXt222ukdmjuyA6kyb8ET3/YzXltzcuIb/itXYBRiX7LjpR0Ioa0mTQXK4EHbGPzLesvQhVMrriBYkGqyZSlEGd/bbkYiDtP3Q/0Yxcre7xJTl0wPLpF0OtjHeT9rg5KnTU0qEmHUs7el0MzbED4srUDRNEWTkAJtv68yUPQtOm8pId4nJWutiW8E57tUt+g4apM7nw/RgWIyIaStHiS89CHFx1xEHxqwSsDaQfRl+6EyNTC234JYB2Gt1GrdqlreoJlunGUSgDWTZoEC0fe9ldSmvwKAyjCKFXqwfM3H0ZuvB5lpI1EMVO2axauHfLlMuAl4O0RGJy0uASXPgmFN7lQ6BAYiEMIyCqVoHWA6i96fLZQHBOBZI7evFq0JQBv038/Epo2omJZvO40gZB39Qd3TJ23FWHChqrq9EyJpRNoWE0+o2rzkCVhFwmnIGJRCTozyx76lU3CZZVAgToBFULJ/kxrR131SA81zIo9L0k4pISGkyLRl+NuQ2BoZRcmq5o7KlDxe9tv2aR0tUwzWAARVCKnaZ/8Rcopmm4BFNnpXJd3TQNp/U/XluHesh4+a0Fp5hrS+c0updai9cep3BSWjzf3hQFnBeh5dZOvw64s9JOMe557cTUWsWrlN9y3an4M7FKZW5ndwsXqHEe7Uyuu1TQTluzDAbRDtNKiM7yH697GvH1qlE1CjkIGQ3zCeUnXY+qnuVy39O5BoPaqDzvml+uB3qudm0WB1UzjM3AwXh/eOP6PPAMOWxfYx8hWLW6B91dWqqufhRHEh/nlyrQ7HDYAbuhm4BTMzRRWdnW3hGEHjpg3sIbzgYzlLk46Be7Eu9MtdYi8y2zb7geqhgChCVVHnpJkoOWWzDxhrnAdXAFyAwaGHqBvqLFX9y4BmgkVX6KlVJiGAmNoPWj/gp+G50wwRIpukjlWJ+h9i03NQhqlxXdsrQACgS4cxPNX3wz9Nl8tXTHjUjyoudhDDvn3oKrE/SQi3Jc0TukUJlvX3LLyyrHBTOCi/BitVI2kvLTbgWPfq0rWS4hzqHFletYchv8yyIbiYc9VcvbjL6jlV/cbmO80Gr/0+AoDIx37de3j0c9mBGGywzTRJ7oS1ow6PaZUG2hWlmEE+9ExLcp2fO3wxBfGcfoNE1zbJDfB7Rx+t/QheNtilxDr3EVotEXNO3jv0GXjLYpEKFkdmhkKuDYOWPvGAZFilIXPEHXsthApSYn34Ee8lxIkCQWBudgsicwxDt2C8aCNiELQSEfIR3QMNu333k+1GAK5B1UywRC3AdfMX/onXsRnbjAAumnTK2WF1Dry8fdhTr7yEgxMlFQuqXV0ac06eO7T1Bob5lGSdcAdpjja7Rw8t1/ByrbMoqjBO0WtElw7L559xyhPK/tCMcIvWI6Y6L6fvvunqPRx4y3xNUgEKIUdcB3N62+5yJBTQYaQglwps4FvUHbp9wDdppt+tIvbas32IGyRm+xuv33Xg52siDxKvujg2RAJWR+yTf9xwhaYsHxaK6bQr0ZGEPL6v5Az0n1mpkWBgtBx3kg7cJx90GtzDKSUDM6gQ9YcjHN33wfunu+Mk5pMCF42oJ32rD8/ozSv0gwak1Ty+YYb7V0P9C+mrPKQTnwfMOrmKj1FRPuhztYQTkRbl7VUS6GpYQ+o4Vf3D8N0XHSrgmIiUjtPtxLUeYB4FmHqg+veKDFK5UYZjHtsweuVPHlu1O9NDLaK9LBc6eOeeB6tU6gq3NpkEsOZPHVtCN64BVB60lN1VDCEw77HyT3PjADKt42k8g/UG0vtmkNdB8t/uWBFmguUykaBSYQiqio5pUP/h7dXYlKQSXhZrrWJdT6jHcevAB8DPWrtndgMvA1mH4d/iBU8VTTLsr2hjDFC/u7QP2sHvnQQ5336polkqAQkGKnatNDyndnTS/0AdcqonQoLax7+CjEId3ouPAbaqVCp5epddHDYMhWaAJ1uqnMk4Lq401TH34Wer3BxrdnHRHpbh3cF69/BEoX7U4iQHrTGScrZ9LSRx+BcvzZ4KUi97MhPGtM/0e07VFcXe7owq9UokoYGh2YW37mY6dAl/CoosdUU870aOgNFpnx8WPAqB+E2m6pgkcgueghat7z2DxBzRTyIsAa/eJbwN8dcx6Dq1val9QCsF/YF/gReH7ZhMd2gMmU/GCkjtoAjYfSjgmPo4/XuYdlnLSt+5qye+/QjC+f6A5EVGyMuFDnMt4jNHfBE+i3WUm53Jb3o2LCeQi8mfbmE9BGP5FvxHFcDUNIT/TQkk8HnK9qHQoVxVvIQeXR19QyYcC9uFedQFbYxZVveZNWTh7wCJ4ro6S0TWs/TB1bRXfvnT3gE2CJDiWqJ16lRQRc4cPyJ0fCdZh2jc4SEbkZCjCL30Y+BZU5ge/d1d7R4fOGdK2JSP7yyVNwM+OZOgcOzOn0F28yY9dTYIYhuWxLazGdI8dGKO+nhSueRv3OJkKWK15zWc9vpVdZrvo0ovObmZjtQaj8U1hHjzCn6zM3Ac+66KAcPdHUmipdRG2ZZ5DNtgyGC3+slrYtepzWbHsWmnahyhtTy9sIOzBq3tBnb0eOGQfXoHpxt0CGVv/0XFdgtR5mQd5AWRYTVHz70ufgDtYhJns3BfsrfgjmHUGLPv07ri5KuSzfvEbUH5LpEYGzVn35fD/Fb3gqmtBNW3juQzR/5fO4dzrwgZjpoMG4A0xtmv3COXBqsDx6a5Gl0kB2ZHP2Wy/8iDg4IBu1/AyLKsEM5dUvwlNvc2OVif1oW78DI2te8SKQYJMLvlQ7KBSjux9mVvIi1PZ6OKl1B9oqoY8ixHh/G/MS4rDUheExzCQAPVRRJbumvHSHGpmBQckUYw6w5GtaNuQlaPAfIfkS6WZME7pJnYKNX35IsO51HYVs1d9XD5Xp0yhqmfLy81BMkUSxq1gq3XcJ7QleflfQHoeEGcNoSRnr9ADNnfXyUGgCEz7NFIZlS26jC3cvUVfX6pzbIWiXQRSCeed99DJiNo4DfNEsGdNK2XQm63bVyxXBumUJPAZVCs0GlULbv38F2uh7qflqT5tBV2r0OusWv3IPVHGdY4VOs9bs5u0K4rv881eeVd6fAw81reLFverpM9azdeBtmAW1Aagj4qEw1Rim/9+r56noRBxaUkMcqiqbqxa/ij+nyMAP6sOKE3aAN5+nfSsYfOdWqDYkqCnpCISPqO8az16UNE4dXU+kgYwmZfobtexlQyW1GFpixGUOCQwFMprK89gBSWM0GQoqh0G78NW9K9YxX9IKNGqnfIUsMGksiZkG1Pw0JntB7ytNYRvgwgOLjRpJb+g6bESfzNlhpd2DA1x1iHG+pOUiisMglgXHEyVU354p5g0SOiJbTaqsXNfUQ6agoxYtMWdKmuMVw0jXhWlGcCNDqAAYkTS7vhwkRmvoZKJWhlqf/5F1sqT5GTQwgftj0AM6a+W31t8lTS2lKLRgLwVkBbBk02hrl6RN4F3NVDu3UG/Ahz2T7D9LWmrbLmSrcpcUoepWD7M/kzTRLpWrITSTlpSreEJ5ufOopM0600Qh4IGIUe9DqTLPHSJphjrnrhQ803wD6mrZYBeftiyI06bmpEJNHbd8mcJtqXPVMh+UQ7UqkvS+RCJDu2ekvpA0MrO1R9e6dOeiHwF/109O90LMIDPaRKXqpw+WRXiR1k2ZsZJa6zjJMBJ6upUHUOatKzJbJW1prFa0oMFgIijl0EML3s/sQxyU2zWgICC0YuR456jsGEkzpa0lUUeN0TOJOXKx8dvc85IWqNUSWBGPE6/SePLG5v4l8WeScPAeRVGYwG+u/q6mQdJqPeW17C+HcZdutgvmPTCrZrCkhSnTNrpZ5JiJFgNp2ZaaoqRVnCzOeampT22sIZvRutpbJA1lPEmlQsuleu5B01Y31D4pqWqhq6J8UCl61Qr9xJwJtc8h852rQ4gxI64y//MntXsl/awR536FSy5Qi/9lNfm6bpL8lM59XorIrOYipV5/qjtN0kbThPTkgsdS5zSBWn+ow8jmKqGPi1ItodEFrMtx9X2gZdMUi3DRltagvVpSpwzm1L8v6RfHhqLSlTwKOepWTKyvSFpkicoBH5xnKS83hpYOakC/TWZpVirp8X7JIh/dsn1MwwxEx8WTKWTM1MoxamfJiAZMaQHzmClBDxLWAdpo7tTGRsxYQbWiTIEvYFSwUl2dw3yP7ykWKscdiTGPIrms8Y+oX4gSLYG6cRVLX0cbio2oqN9SCSKTiTOBK0P6gTYPb/xGAku61RYLcbkYxYZHU2jXsC6DUCVqO07tROpkMODOgg+7HoxPg9KPGUXlQC1PP0Le6q7IxU/aQUYqw6xIAKTUyt7EbqeiswCEanNHs6Wm9gOW/tDt/xAzZih3C80EgQAWKf3a3cTImG6KpBpXK55opxdoyZTueP5kg3RXMxOUhZWgC1cO6oHozNXjqky8fZ7W1Im0YkXPgyR9L4BNB5J8S49lsg4cu3F5zw3IsaO386TjMB2KwUAkN87qdZukDeiU3TLR/Y5Cu4BHby33Qt5a7cQp+iv25L32oIRP2zqyN9Dzx8QrFFi1p2XHxYjeZvq+3ojZNjdx4lJV71rL9nMg4q5SH9TZLhMTZWqBXMYJfcW0mX3OlvSVKFfBNbDvIg4Q31/f6XMTcqwEPJSUE7hA2lHUNKnPm5J21DDXYnBPQq2VTqLqlINvRtQFcC8Lsk/gkaGqto84uAVYkrYhpKDtdaWZfqC2Hw/BjH/wD5SyUZaCIExztR+7s29vPNc2YVBYdwMyWuK56z7u+wKwJAeTxjSLxWo1ZTSr3dj3NUmjAepCnTzI5OyQrmX6YYf2RxkYUksxiQfoeMI7tGPiYb9D7SRJbdpIlXZ4rU4dPcuc9sOPlLRfneKDrI6iNtTDp+T9cvjRGIOZUu8Jqe0kIO2P1DTq8DuAO9AlSLBQyyAG+qI693Cg0STftBkAGWLDSaAJVo06fA0YR0sqECrQ0UlFoxm09M3DS+ghtcAEFtKF0JSOapt8BDBqmSMN6aStULejLjSZqmOOWIJIUqpQ1rRsTSolauBQ1vx2BHDyF+EFsop+tUwtQ7+jjY1HNKN2fN7xW6lqJq0F6dO9rEuvI5dK8kzTVOqlcwmARjFzcT9H0lpZCYOgykWYzXj0Z9bv8n5HStbPCnlYXba7uVhF237CurX0uxu2X8pKlI33amFzTQ74sHZwv7vwBGZYEKXqQFmio0q2DO0H/TJdM13Pb4W2VieAZ9Mvbx39MsbLE99v1VvDul7VAtDIj495GzjJRcwLhXxzuVRl0A3h/GPmSVqs8WpZJYOJrDoftXPJMSsk7YwYCxGz5kQV5mha8+UxWyStCUwZSi0HwPVq6Cp22FnHDpDssJzwkmhPMysXKyV07OaZx72qWE/okoCpFOkWkJstPw71O8oL8obmZkS6LpVGjlcMOu5jIKLeiVlcmX+l4dpHH/eTpHWaVJuhLXrZ395As2jZ28d/JWmWUjVOjZvR0yld7ZBuPb4JPZ8plyo1rrR19Rbg17R/7O9Q1bM1GTMhtb15rReDVg5bfvcj4qDH3Q7UeDwOJZjsJ5Izfvczsmkp7yaNIIq1EPHNTzjhLUlTEvziQfVAW9GLEd/Nn5wIpbBYLdYYzNAtdd5oONNXnwj0HC4Cz5ZpHnLezwRWrxh+4reoSVPxkGMwtTxC97Ejak/KSHYEaJ+HrR2lSEBl/oPW/XzSeqCcslhqd0hTO+bDqXn2yX+S1KypMin7XOQQpO9o75cnowsXW6alfqm1lSyis+rtkz9CVav3w9SGi2GnGugO2h+fAnW1t9pLlA+y1UIgWeihbUNOOVaq9ckEFA8dpPBhKm38/JTTgX2GAcbjuwrniJZtNI6Wf3oK1PwyOItCnhX1tlITQ2d1fHfakYpxuEuF9Xub9uX1nfQas73TTgYXRlAans9sA6NALlYNO60DjI7+pSgWVmSYBZpPv71xek/MIgz3rat2lIPQTTVC/6b3nY4cd0Bz2pVqpeT5Ri1mvOu7M/BpuxTjcExXtx0GXOe/nAG++B7EYDMbckGwNLqlMv0M4O9K3e0hYj+OQkhVjHfroDOQ+a1poEboSU0EUO0ziE8883iMDHAM0RZv3xY16GCylUPOfAJ5k+oUIVheB6AgvvtHnPkfVKqhq0sxHtzWisxr084cBoSRMCP0vxRr9A01TzgTirTZVC8WRhF1LkVPpvWfnrkOmGob1Yg6D4sxkwYRrTrrcajtTLHiy0IEtxjENJ2Wv/v7p3EvKTOtdT7WQMzahv1+l2J/tfibkMnVns8PtPyTP3yPnldbVuieRKjaeYTVd/nDDMkypYwpAqNtT1RoyWLG4Yw/AKPmSEpUzkkda6OPafO0P2yT9CuFiR9GUWCrFcNPmTP/7PPQxwispe6UyndPoJ0jzh4PfMiYupCdB+5wfSZt+/wcKLxFQpDlpAODBcC+MbT/h3N64N6KmdFDaVuGhYi+Q2HTOZdD05paYJT9YksclTWoQbHqHGDUAdc28UW6evGPxrH0tnNRJfMsTfjQkj56K1YOcOq5F6Ie4Ac9ofmVCqQXvcOc9edeL5kDFbk/UynGyS4/oddp7cJzoRyXMbQ6U+5ULYtNo5UfnvuYqhLdMjuFvYCrfpt4y7nLJCw4y4og5laluaIDH6ozz0V0tljqUHvoR8wAZyHzc84zIPRrZFKqxp5y2Bzq9XjjvF8llWHyyl5he1t7c6Ud0Wn64rxVYDJLi9SZXC2rUOPflGw4HyzdCucvnVgPSb0z+yxt2nQB9M4y0JiNJAGCwf5vseyBCwYi6bqw4sAreFFk7EcH5MdfsFTpnWLQkPF8HnGtFVVS+vLC4+BxbIcLwevh5uMUDWPa0guhbHYLR+1ztCV6YiT0T2paeuGt4Ba4xzAJ49DfA1U1hFaPufBL9EViSXXwUTfViYtRVJ164QSwNJRHzu48nYGrC2jzhxeuULqada77qDNTand9T+qiP0ja0+mE1btKAExU375hF10F5xMnTlLHklBwKKHptObji2ajdvzICvAMGIqUctg7Zl98rNIlgO/E5zFyrQG5gvEXgwsDB146EPAWriNQD3LxJdAcHiqm2FKqdvhVuLqFtOH9S3DvYoCGAQkUiJylNEF1wiX/BrfYpmtBxyeJOv0yhXZ8ein8wA6oF00o1aVW8UZSy/eXHg6fFfpB2U37sYiSANHZ/tOlJ0jaLiGDQr8mjn2GSqXChEvhebcZBuwC87YFjlsH3lz/9WVghvVoHdgGMKIOzvqBaYsu244qcXWW4NExi32dZrJeGy+/E1EHW4aAYPhK4UCP7Pj88rFKl4CF9NjmnheVwC3bp10OhtxgQ8T7jiNCteszgeWW/wl1tjRjVMo1HdBtJ9cIjHfdj1cMVhWl6zZTq8fqva0ltOmdK8ahAzpP2ail0JaK0vbtI65oUZn3t+0tQpVSknNRvzu+uPI9sH/nJBgZVhrd8iOtG3rlaFzVuQZwCKPtXnQc5pZefeUOeL1elXRQ6ZazUrqu9g72jLuyDfirWabrs8BroYDoZ1rz1pUenmColyEdF8AO9TqUmduusiQzu5QsF0AkjDbwWV9q7XMV1GBrOV+fBU+DWyB355A/7qpXOmeBukOzxNzzEUlj0Z9rUZNQfbwaWAYUb4VeJLn8z39Ulltq3G/bVqyGECezaefgqw8DRkEjMtnpncKQBjDDu/pk1Jkuk6R5T2ge0h01eSX5R1wNDvBRZ5r6YQ8EZoff1KZfcxRq3ZJRpVKKAg2lClwvLLvmL5IKhgtAimK1Q+kq1nv7L/chvkpkq5dgSf0/ibwxf3kGLJ1SL9Z25ONYy6RoMQVfXzsZ2USZA40YCh6PmUSbP7sWamU+6iwodnfiOl8swr37B1+7FjVp5LKAz1rXVjvG71PTxGvh55sceEX10ril3ugZyg7PX4tc8JTjaKzcXi1XYLQW0PaPrq0qj64bqFGf1Go6+q39h2tBNitggw9Uc12siJkWemjvkOvnY7zqJUD1qr8h4QB/pZbBNyCSayBemEiSuOx17pZsn3kDdN8cP7BSrMZ2OvF3CgWTbwByTQ/MBsuJsgDGggFFuv2zG7tABYWlEogQZZVxXWBUsPXGS6HaErU/xNQhXd+nuVT+/saJkpZw3Va7B+r8WYh+axl741Q4S9gh5dxh40SMqG9670Z82kobQYRBYbGRGPQhdSz7K3q+Q9Egs9TBNKlcePbXm6CYNihrASxIQIk+zaO9Q2+6GFEHgUGdi04iAaO3fH3TPxWmMnWOOtaDJGH0Le2ZcBPwbDdX54/Bm4Z6K2EItYy+GdJhGWy3eoGEpR1bo0Ukx9+cA0ZBTZqRjIOQBTr9Qm2f3XyycsLUaQE1Vdn0GfnrbkbH+oZ6fUJZJLV3+yutff3mn1QHEJgC5GuoXcQltPODm39R/CbUE0xCkAzokrUjb3lQeWmmFq6AA+qYwQusNrxlsGS1ttCjsBLyIC6Wodp2TrgFJL5T/x+s/0/ZfMbY2luhEYuBYSFcwNXYjKAJ+OxboVOLFrgGiROBgA74L+2afmuregIRV3OAEIpUJIffBlXxq6YJpExkDBXnZbT93dsuQV8INWAwDkeW6VHasfe24cBqoDw+DeGUuPo15X+6HaotrzfvNuJKocOP4zxyXB3zN+jU+XESQClEIDPg+mzWMP0OqPgmQ+1I6FDL6lzac9Sx546RyHyI+jXVvhMveUCj9W/eofAMt8q4tRBWzTCAqjBb7sgDjTBXdaKNW+qd0xlMH3tnjepNLwx5SrTBIKcwN3/Unf0R32zaIi2SRimbqH29Rv2ueyVrsC0IptYD5bBY9DHj9mF3Pa1UMUsABp2r7Ax9vPWduwYqRaqRZTHLSfF2n8azhrV3LYLeAdpXy16itFhEH7Kuhbt2dB4ED4ygvVyp+hWGMewbfncavWmgTPMsKuoOxfQK66nfDU0gXPAKD8rb8x6w7w1297l3vy3ZbbXpeN3i1pZqstev0EJ2+Ma7gTCrCfxGBD2Qy6Yx3gOD7umK6EAeQbCJhDdD74yjttH3YMZt6o1ZQ21gaELx/LZB94IhNzMRMvRxjKJqAB/H4+/F07bbtq11nlJnoUlTWfaX/vdDXdlBDJOdZLtyxPdzqszs/w4yJHmolQrp5jrdg3Nn1qb+H2LGWhBDmDiWkYHWeJ2l/P4r1Da1xqmYRLwal0tghu2D+gP7tne+IKGBaGOw9BLyvrrvD6oLOTLGAjcJgeILWXbafTPATvBS6jWqvaUyTPYUZsy4Dx2wjTqNG2aM7EOX7Bt3/yGS9qEBTFvBn7I1U6n6w/1nSJoaHEiqJaCG1M0a1GR++P2Y225LwEsH6n1y04HSpaX3/0vSxDjjBkGq0K+2lnzUWeP+++F8AtcndbKoyevALMaw7uvu/wEsDCPBhToHqJD2J2r7+v5paqWXibhNMzxXkzb9m5nrHzBVpTL4YzQnGTUJHETT/z2QUbpEdwyzUwph0GOhXh+Art6OjnByFqKhunAB8e8euBLxUHtLEsGITTjht2jDtAcGKV+oDrZ1fkm1m9ox9kFHrVe3xx2Vatiu3pDGyHZ/8dADKvNMvTBl2W4qpSpp2xsPwaGsN9TrT47jZFz4twXMnPYwlNj2RI1JQtcrfzGfvFGPXAHUqHG1rJKN6vQWYrZ3+iP/VlUdeBUN9G3YjTawb88Hj3yOvKkjDeoEQ+cm5RiKf34EvFmCwTCY4EbnCczJtO/rRxYjDsrbhmEo4NYEdO+ONx5pVmsrSkBIgpM0TfoXbdnwKHTfZnVOsvOkjQKe/uzki3CVndS5oBxS55FRdCxNfBS+exNByoVJwjv3kz5jGe/RxXBfai0sgWqELbPAAcXpj0JdFTXQSFqdhw0Ni+ax7mseAzOsBjmbFjM6txRoJRUGP1aHmJGMZbDd7wFgt2gaq1v42DGKj9vqip6vea5vhdAwzR8/Bn22Ub2CqKk3KMD09B/m7HushHrA313YHEzM5DSJ6Qsf/xOsohG2+JVMSmd2zBCdnV8+/hAiiRJVC94y3ufWo7srkx5Hx1ZIbQQk0L/4SCDBlrefgFrZkkhHvSUUUkgWfc+O7Hjiv5h6bW2b2HHolqSct/OITvOgJ4CpKw11Bo9UwAB0Uxhb8MROpa4YiBjUrRmOhlrPrhxwqGTZFK8EpYAL32NVMGPN7AGnKWVua6DzJBYsjuBFWscPQD20GmZo6Jamfr6SWsHYP2IA1PaeDONeQaif8JUQTWf18wdAG7UhFRarKDISAf1GHYMGQKf+pn6EgeJzxXL0PuvZ9CSQK7SBDgpmQ/UTW1bT7nefhK5eH6ufgAHjrWZD77Jj/accyVIZK+b+9tKeos853IyY+NSRuFcXagdFarZql5msy7Kn4AvnSi12crVptQos4BZ76k9nwHZwU1LwSJpRnEbm2z59Gti3nTpf/lX7FyD2Rcyc8TTmtjLtmo5pGSxRx3uW0c73noYbXwnU5VyGIlY/aWwlyR+fno56gOtR+8TobrD4h6w2//Rc8LxThRxM8uViXFZr/IWRzzyjVoX3AUW6947qVCweZv1OfMaXrB8z8e0bNlSaYbKB1caCZ+GlA/Sk7GwNjA6osf/TZ+ELmyxmA3t5FKhNziepWHx2F2qdTHWKQ52jwHNXMmfsc3AqGGG4b1ubF9nHNTiYRfXrv0NXLzPUaVV1eiLBLEazbuv+PkTS6KhFJmUAqtDv70HLWf2svyvsQxpkHPE4icIqnEk0+O+rgRr4XnUqGF6x1sWn7Hrv+RPUp6kXzIWQtoQ2mkNNw56HL9yF8lC7OPhfRDSXZZc8PwIZiiVPIBpjocawgPKfPo8qyWcylhbb6jAhvuMj2rXwhQ/xaTwO8qVqnooAFBpPe8e++AgqVbo9NT0TZWVHQaOP2ZHRi09IdrA0q3GhuLNUNdNVupt1N14E83YXSH0QVMsyLifQfdGIF4G0v+glbiQppt49DNCxuZkvAuVCi/Gk2E7LdhTiKnA9P/ilbqh1x8yg59VulM7hhHeMeelqjKFTrpl65+k6jCye+NK7aj3KMy3RnviJUbKAqeHql4BGoZKHCjhVM6Njd3728tmYG9xQpE7awv27iLo19uV7OndhbFPVFLOYWoPOj3j5MXRWhuygpSijlfaJLhRI9ZtXjoZe1zrfPwaV2I6Jfmv5cCB4aItpOaZ6J7nzYPy3zFo8EJ6M12cczw4kzDxa9j8U/jbwU4wMOYigLKx0UqzSfHbUxoGo6vWS86RQroZlgmteQTveGjhfzZj9z7V3OvfptOfbgctRk0wtJ2hSLS8TXJcY9ip84SrbkHiswXV1Qnsms6a+egRmlGWuawo/Zar3u5dAmb96PfyFFhZ6WZSumE371SpS18mvTlWrrBizFpkiSiDfFlDHkFd/U5pAU2zRORLCyNo+erVJrWDgs6DBAFPQPGCc/76KJ2221b02qYExXPU/YTuIdgkdkRVGANwKgDDXn8g6iF3vMtqzd31HR77i+EoxjtZaMBvJI3wz9yFsbLDe3rH6fUR7Oo/2qzcw1VmZPzHtaH24OpShBDgKm1el0ho1sXExsTSTrgUX7Wh6aAE9+URjLJFvBV5zVI7RAhUbvRkMNiIodC6CIKAkMSt7Q9pAzW+a12G8qrM6X/dUxnkVyW/MzzEGOyr7QQgvHgRqvDVjrd8IDttSCVLv9zHVWU2DrDyu6upn/0HaCAV066j0sXMU0VboMGkJ7UAu32MXTaNdI5wLCJ1FAsgrFSGrsz4dc5x2ot2hEXv5jmIS5NFvC9khK2Aa4dGJJ34h4XEJSDGKit+7NxEcCthGpOMyClOdnAh+dP+FSGe1VmjUWlmKKx30Favf7P6HWL0JkSmqbX4kwRqjmTERV6lsq7r1inkXoVMa+Rv3HaLVqgMZ6hJuE76b9QhThxLLZUWFeRVgVGCoN3lq2lMfEKtJgkQ3dRhh2zFoEztsSqpA+JNACsBKO42rW6jjw/RHRFt40Eno4BBPg7qiSemRiK/O1JuLkSPUWH6g9snpiUTthuWggNO6kHEIF2OOT88lKBuplGPMpTpIdx8Vc+k5RHnSO3UgQee20A+sZ3MaddbTqehhAhYJg30cNekNyRynKgoklpjc6Tw9vpY1jsvsIvCb1B3Uui5BBVBtcnwWj9vKIWFcxzTUG1K0lKV/zD6G6IioisC2l2Kuq86qDMuiSlqJokgksS7Vz+rZQK3vZEerDmDqJVqD+YSu/Te1r8uhl/ZVw5bAl3pHoMc6ouN9nkPmtwCNDXQXilsa4PnUvJrzCH5InVjJqTOb4OPBrK+seZVYX27Bz+StmFWrHpDWH1qDT/MNpfoUQalViaGsdmtNSKw2p+VjrT2I0FsRXDibUNsPigx+nao1EFLqzccRVFleewlRM4hQrcaLzr3IVZR/v3aAypChLuudx/ZVHGbUvoSrVMnrIJfAiXiC+NKIuhOINjKAA9yT+gFomlrX+LLuNNQZhKAhAcCGBfb/kh26p+5cYocaXB3eVS8+oGXm055P6q7BcwWLNHXK8P95+g44q4pk/TrxpkkwA8wQhhmGnHMSJIOgZAwgBsyuGXXXsK5v960rRkRFQUVRQFFRxKyYA4o5Y0CRPIGZufHkc/r/Vc++v++pv71ezu3TXVXf91VXV0d8Mvop6vx72QpBnU3eZs7WO80hvvukcHeWXY7/DhNjUhoqjODvULsPyx6Q1MduzEVeMs6nF2E7T5W9LsR3Lpe1mzoFnC1YT/Fvy34WogC65ocO6FkxVuhTSuxot1eIQ76rtqS9hhKqPJLBWxx5rD1Gtp/3L2S+kVNrd9OQoP0yQUMUNdBb7R/tJiFawXPqV7U/F94tAhnC+fAtx2rv8fb/EMKLS+Tms5pQo+8K55n2W4VoSOTjySiX9SF9S8QG0byzPXyomfddNcGiFf/YTtpr7UELNc2nQHdALVwvwuzU1ZdvFlSXMhWy4YqBY3nw7vKfyt/C8haHOhdFcJhS4N31a8oPCVGv6r6vxkPMWVgAI63bVZHCyLqUBI591OQMiyZepNofK46HP7FF6VwC15YvKd9TcYqg8pCbAjC95+C1gbTvKi6TspKPlXLgA1F7X+S2VFwlwLbZnvEKstfUL8J7tOJKnh0/UlwPjs9u+zR1/L7if3hrSlPBgDKt6VymIPaIxtsr3oRFWQX8b8uKtFy6RiDsde+AWC3AVvCqlHQguMDBKz7sgLWIKa51zC046Vh7twbYnXuxw1lCZFxfskaMEFzuK2E90uEiRoaYEuTdAv6Lxt6nPdEhizVG3IKFgUbxoF8Xh7Z0rBLid5iXJwA4Bc/Kijepbk/HRwSlTM7Da9AX2TAG1tZyT8c87Mz3okhzZRdA5ojatk54vqM151q9VidUkpVDoa/s+zvhLX4BB4/iqUiDcgrEzcJv6bQScb0lE2llRVZ1QiQD8ZxoeanTNtiD6yrNRwt+a1TXThW/kfFoJ+DmXn4lXwldm08zvk+pnZUjBOlxbmosdLuZd+s+E61rKifBOrlQQ/Ym5Lz5LuE/Xglk9g2JsIo8qQ7c9F+vWohPgSiepmQKId4Q89vtu6ovBHXTELi1pIlgCcb+JZlbOvcAN/Ba08ExP6PVmsCT74S9rjPG26pzHTbvQnPu6n3R8nAXeEgLp5mBL4LPkcIO3LVdgVmHKODkIgWNScTwp4T9ftftiAS6kmxnJuKGFoQpsYPK3uj6h6CyuHCtQzlRn2uxfGhI5cVu58D6DFUDQxN2PsC7fSPE5m6IUYFBcgRSOSDStqzu9h+MQWOPiHiNFcasbjurpyDa5wRTkGTKiKCodor889Uz4UMqoimfh1AgHuAX5lvVOwWZEVAwsnJO2slCZ1LssWpwgiYmqX4hUPSyuILZUV/ofjJGFvL2JJQXHCvErOe2dD8TNsnlFAwOGFqA+R3wTfcNggYkfc/QuQ8Lnz3bK3JruwML9xqy6Q1xLbMAvo1uqBmEMSQxj47jhQdV8MlHRetTNcfJNU6EiOkgv4hnzwtne81UWJ+i6rorNMFpP7Eba1EzD/Ogtp2aFDJXsY/0jTWIXAci5jWcgoBVYIXSt9dcjRilkJttcnKm5pfq4ifq9koN2NVPCBxcYYhY7YViFc0dVwvyPcdUPbvh4BE7bAdkAJK9XtteUAKawalPB15RBdTXB6S9WIv44OF3vFYbuswrUeFZw47UPiuol6d4+Yas68BgdagDd30P4mgvIh2MT2icOf1QpDf1iMFbzFi5whln2ekX2vTbHs8B9Uw17xVs13fDnI/o2fPbHh+yDWihG7U0N+VVM4+VNzb1cBnJGPECxTYcWN/X1PXDnv8A3/GVtMKNaNTA53q53Bs9gSI5kkebWDQAB56n2Ac9faxjVc6z0ulCpjHn+uAEDY/2Ggac18K2ucTwfMSd4LFesLOvwMo1ZpllXG38A5R7r/3MS/C1UCZ9Qo6I3Q70vgpvESqOC76Rx1N98TuVbekD2nRUDT2qD7SWbNYvFmtF81t9ByI+RNxDhdo2LjnSPtz3TGakrq9xV2IfhF28Ao7Y1wZH1PhAaKTaER4NHdT7o34d8FzDT7o5tQz+hUn+jmJP9UPsO6ZCQ0AE+3lyCDogeKwfeNSXpXx8k2M21xW8Rp2+6feooA4Wfs7NhbpZFISIcs339q8VnKtgUPD8wIcnvS2cHf2HwCZV3mznI7K+C20j3PsGjEb8jYDGXDPkuAVP/ELxRwecgfGqfiSTIqrveWKTCL8e8Dc+DcdFkfyXLiP4sC8G3C3EEXlAnZMgXOG6W7ibBvwKnOfyTYjstnYcP1Lt2wNnM7PRwcBBiVWoUXhA+60DH4XPp9QkGExSKRdgTHtF6x0Dt8ALbQc6gNMEnPzZI4JHB34JZhNGWuC6LX4hyrRHfBiRGzRBUB/wl3wTsE9hTfYpVbw56DdBFY6awhT4SmT4JN6m5CuDy4R427HBUckuKtaTRbDF9O2Dp2E14fHAIQCRi2F/JFq3DP6VmS5xsoUTeLCSV4W3YwjM0dPwI3yMyMo35vHcvj8OmQpmrijeoeacA+CC5PmVEo8PgR83aSYerAAeCpjnl6nLd0PSsPVYXtUd4saPsOpvqO6todWY9VJdTSpxNVBNRPCfRGHdUESjghJwh6+IM8U6GEj/xqGvC+oPV3ULzY4H8hqKd6n2s+E1sF8tdPK+hejOO+dY4zXD+2MM3GBG42JsPmnxLsXfGj6JN+iikHvOQZUBRV+h6u+HnyGoq47XKMDetUxrOSJtYvNwrFBaN9oaokU62MleIC9/2qLjAW37v4LPZ7k/D38WHuCGEAuwBvA+5kY9m4e/KqinGSieb+WPBakAupiq3h3+ATSDGvl5LQy0XJT3MIYhR4c3CupyzBEK+xYIDqxE+A+MKMbKGzLZhiXCdIq3yNg2Yhz4elLVhZ/PCUCch8jVsmHEakY9Tu1ETPqCAtCu+MGRFfg0MLmCUtOlxH5bhDtHYnZy3D4trqYUjUps2Lr4ZSRw3g+53oN5FJ+H/JO0h0etwRh0zaRUgC9qDud9J/80ahc8K4orru0eyjqZIANb7/bcKHDadCzfEvHBLwMzAfttWTvqMOI6p4TBXoTHLSDfpsS7o5rAo3ytKGrOOOAVMWm/L4/GV/IK+QieyVbbNCPYjvLh6L8wisC9RWuj63J2cZ+w7h7TCbOO8AJvt4XB/aPepbrvx/wvsFstkOGEzdm8XdCxmvqmMc8DcUKPz8ORnuLTdh8Id+sYREQXeM6wGeMSJSBk+a4xIffu6Zj3W6r25RttQMcX1GnH2HJBncLIcmLZvK9auUC8R7HXxk6HRYFOwkzJ86NjnrhOFKyxd3MEj8jRkrqQfVT2C/vusV8Aj7kOmmugNd44f4c6fjsOPlQGK/O8fLPW6kF3A+c3jzuZtZ7O3Z/UtuT2kzS2eNzfBY1RXEjVMOfkGZ1+FsGGcS9gdkJ5kktrizuPCHv3eEREO5RC2JRCCWvg3D4e2NJ4WNjclYI39XNiPyn3j4c2zSmG7JKuiLyBeaW+O447nZWGbviWm3f8oKQYqiO/+jh4N37aK6QLvGWvGPDN+J4JiwTFfQ2v4TpOc0POhhbJbpxwBd5Y48SvIjeUFERa4/EJsJLfA64vZ+4IySeOitZbJhzgXwuZDgd2GFoOUK/PrxMNRLmymOfyScnmeEYFHvvPTryBNTjvFBPHiFgkjhCtnQiGd5RTcoKVAVfUvEXq6xPv4OoY3l9QETrSmVbM+sBfj39S0MCkb3ktR3OW53sW3rjkyeMPMJfj/Sk+p6FDAR6m5X9Mmog3Dn07iUDJt1tosGr/wUnvYAxwlYALMAi4DH/TN0xqBcvknVtusWByNdZR6vT4ZKBeRigxPXRDx+Z120WJFycjgic0TuGQRroS98E9iz6b/G8wflkjwHu3qp7EGLq9NBm6+1iUzZNJHlclcI1spz8nvyWovV8Q3M8RIQ5vXS/sOyZ/AvWlUPDf/DzQ6Scq2jZFRnDMQRBAaAWOizcu3jBlILM237WgWuFBYQK8pN97U64XfChKBjiu1iD4pvniVDB+M+QKNkWWsHMmy1s9FbrbA/mOHCg4lXOGP1Bq69QlQEjwcj90LWHEVeZcow9NPVVQR9u3OPq3PbmJjPumQRe2CElg1DbdC668Yxpi38+wMNd1IjJMQ4f95v4z7Xi2VOAd5ld2HRCfCvHUtNm8HSGr1FTJecRnVLpzGljmZzAxNeRGjbFYTOyhdlunrcV4QYcDQGqKNFPhvO+GaY9ALfrpghqZqeFFmhaBa3T4ZNrP4Bqh32KrihmPE1b+qLBWTctA1XENH5/ikM2Nd1Lpy9M7A4cS5YpjI8JoR8BAdlPy1ek9MGe+oxaCEJPsKc3giPqu6cexb5p6tnNS0SIV2HKA6P7pp3EGAzw+VNwgcAIXsxN/aPo5zPiZsXEZXgt44Q9Usnn65cyuIkYGthMnxOzkV03fiSfwssmUAP/1rQgenv4BrFp2/FbcUDZlepaKf5i+F3isMwUizv5rnHXXP5gxH8akZIRX31yc7VacVPHGYs0MRM9G1Y1ZudixvObqARhIj89nHBDUo9gnkGjDIhf+/K6IXpwB9fWrz0sTcbc9w4C/dfls5v2ID8k8piJUIKc4glPq4ZnrJMbqMT4tLQnvJyL/1MwX5FvwsCLMhpIH4hQ9NxPoXxRZoCmYsJiBeNcovDtmvilth82BOxnj/96n9jtnggUBjH1gphdg1kkco8RDs+L83dBhHBFyfv4U4X2zumB2dJAgH54pAljd5zTkzVlny0OFIDEpLbDYzg5QzSuz/pefEOO6EJk38sUa6mvOelpQXxFDRGv8ucXNODbig33frJfYSvjkOrAbnDQQe6l82wlnCuLrX+yIsy0Q5JwrfuqEr3k1+S34ldmimklfcwIEQxraDZjFJ7xBsI4I/57ZlwneSxLSB/lALmy9/Yuz4bHt44FmtWQKtmK6HvTQEm1OiaBhla7dmmlIO5Zta1yD8fac/2FdGMiS3EBWvzZQ921zeCZ1X3FFujUI0lYaXtj/3RPHg08CxOycxnAeWlC30dqTSjnLmrZDtTZhKlwF2iT8O07qwpkcNZQSXx7L3E7Jz07CyJKy57m8aAA+/wuVPHHSO2COYQ7xW2Yiwat30OCWuVWCBgem79tKi59W9RzmbNA7c6eAKaSEnvZ1cDZfywN56aW5S4XMoKfgbbGE63tAsvhDcy+WKlT6phIoXKkkgjvmvsIZIoWpJKhf3GSrzt8x903W3axjDEU2yBL1VLFpXimTFJI94fGZzUwsvG9eLdN9hRNSQTzHs/411e2a119QuW3rBm+J2Xg0Zj3+2bw5iNX1XoVyxAhUvxUMejeN3z9vCXS3ESmFJjcdaUkIkkZRuG3eMoyMjycEknJJ7A5/mLeU6/8Dn5dZJS1RwRjwzDzg8WG+pEj20g09Be8m7px3CbMKJZLjZa+BlrbvmV/Mbxyp/50JTPzHlHhj/olAHIO7SgGUjRAe9zH1+nr+rYhypIYWJypaC5Bbu6njG/NfwKybsTSIp+tlYk0+/Jg2LujO02UzNoQYCp58hIy1C2r5LdRQ02XhFXF+tuSZhUl4bGBn01pT1mtf4P0sUjcv7CHxWOFLMYoZ5PBrVR8vfI7jQ4GCsJCNIEIdvJu3auGbzAlIthXizRKC9QVrF2bZYw3SzbjGbWI0qJnC3YtUmWUVbZUHAZb6Y1pmLaoVNEqj71tyBaA85yB+oNKnF/VmfIMgDAt2s13IhkDIfu8t+itfLwS6ZBWiOF8KIBopuX7RVsRfmYEUmqp5MQWI3nvHorc5a6x6NgSGxlEUCtDeuAjczlI9LtviDgGqgajReesirIomgpBrf+XmmTgs3LsXl7Mfc7Ealo1Lx6GdYk8sHoxZJ9V0idsFIYAw71MWrxc0NqkHbuGn1iNBn3gMa6G+vHhD23i5PoUpnoJPB+9dDH0x2DXsQj4IIxMKCGNov3XxdxzXDQZZzn/id88gJcWfSgCKNL9U7n39SGU7lpQCGZim+p7vcGYD6N//+yWnQKHoti5c18I6Bazq+v645DTEvsjxSGSdrMOdXdPC/veSMzhySXDiTEPEkda9e8lZ/Kmi6MW64kOSGGItlR9e8k+2KFkBEhZUN+LTSt6OJXfCC1W5MclhA3+3knbPkvuYe7J+I77tCJ/uhYZc8iFYhanlM7koy+eXNazm7F+XBAxrYQDC5IW2Cl7dSMWPn4zxZDi3wmQfkdXDiDo9dvIDGBnMK5urt0PLDTzxgwifOLmZu4jxwX5EcL5uCxGxdMspU5hrhH7GKeSbPUvJYmTq6lPOZcXKdUR82xDvpn5I0/efch48i4sZxLFvcy1W1hIHacyHp2wUXHLl2AEkN5UlDbDB0tdPeY3zMELxVPCawAZHOkJFj546RfKdCLEnaHG7R63QIl0+OK0D/lzCMCy7tWB5cE+wy2jVaQOYbbeVHUZGAPduofgDpz3PWg/SXeWyIOZXx6j7E0u5Fp1Py3JNJFdoQJMN3bcUWro2lkkGR+p92wJEYGT0wtI6fNcUhg5LMVUjxfOQemop/DgFWwozVhjlG46omIfUA0uvxK+pXPPFIcJvhjalnu8uhZ311D2zlRt+hg64/WYRfre0kXMrDKUAQpX1wB/U/bllQxCjEPUKvxbi6bzrOeJNEb66bK1Mt3ALH5kTk4j+wLKHYaS+h/jtZuIFLeVx1c2qZRzXpe1FMj/D1ZqDKpcdEjSIMcD3bERc32fet/70ahZjkWKUJeSxYo3rPDec/ohgNyHuFMydvzhXMfaH02Fn5YYRxRqyB7ItQVQAXuj3nf4LPIvzJXB3FUyXc2y9Xjjdwb9hY44XhrK5MRC97JHlYCBhSo30ZlU4tn3Mhb9Vv7/8CkHVCeE5jWnYK8v9vVS0efn3iJ7SYWV7AEzQbhE+dUZXvJteTD63amA3hvoaWn8G1m0otLsPnlcIKZYQzxD9dMZdoi3BypFLUZOcg+701hmQC510T7jwcI6WJsZrPHiGC5tMaHmtaZ9aDXGaxPyWPHjmYo5yVgTBCUVvwFtA7lafeS+7j8unTQx5/AsRvOadMxGodeIcbUHzbd/nXYI+P52Zh37L+gpcMGMDMXxw5eH7ztopqEYpeG4gNy98IV6ium/P+hMcJpVUzD9SuayjZyysUOrxsxpkPa8CfiQsJ8oWQWeNfPHsas4/hHrkZ8nKN1nlIk/6nWcP43yf3PqVXb84gldtP3uBvDcA76sFEYSsDwwwHj/7NebgecfzS12tSKU85qz4mxWVYLophGMtQIyz3Qzmof2GFd05T2D7XPiq+Lzb9zP1eHnFDMQd7mWrJ902sfQHlW5dgVhd6pPLOsRjSgp2ZT644vE2O+O8a6RzSddBEd6/4jnpAUy+Fa45Yl046JMVUHWViIPA1xSnCXx4t1h1Tn+Ml+SLyf5PxOdC68+ZwbmhRJR37SyVGI4Fxi+eOecUPE2XfJj/BH4tT2X3nAONY/mKvHow4nGDg5c9cc5mRGfpg4Es3lLE06T+eM6bsjGMwkVIQjZlbKTqR8/tCdxUeaD4w4ECbDlKvZ4793NGXlW4XNzE/ByzE9t47p+c3xFmInJEqCNiIholHzxvNO8tqmH4p2s1UAa4uIe6vXwesEX342EY8UWSSuhCuXf/6bxl8Iu475KaSdfn9SAnfqcO289/EPPLSVd5QswFiz1Itc+f/xI+dYssKNuCC4jIwErGfXpBGeaMHbUSJJ5L4dkDnrlgFrgGJkiLC24pqWaB712fvOBGsDaC9OIAU/DIw68lnrhgI0cjrnXnRCTHknqKrb1gJ+9v5nNpvXtRO7BdF3M2NLiwlr0Q/uu1NjY6XrMrakifc+G/4bEF14hyataxmpw8Z5BfvPAWIIOqeuQe9a0K7l52jOjuCz+UkC/++/9w3q+p186LgMe9YliagHvG8Vs3UYdHLqpj7RSCxLQcNioV8Mej4L8X9YGlwnoVX+EQp/LzkvdcDNXscgNAWb/Az32PYrsuBoM2ZItfKb0lp6WHLgYW+s37qyv48JHi703hud03Xwx+ZhpMUMGiCpykyRPdevFb//+gndKmOY/RkOcu9qX09GHocgOMOCOw7S/XAC/+u7PdtnfwNpV99JevOPvF3Yq1OHELEaiZ6g8viQvqKuKGDZrhOtwe/iMauPeSE8A1AC2gj3mRTLVXBILsLZfMZp/3grZOcPzcLHV9/BJgLB9uDKRIyDucyZn5wyXvgk/meZwducs47HoVlemXJpjNStiUVTaMLcX3XzqcMy4Sb1SEPrC3XWQ+e+kFsF8rKIjAtbKFnJ+HX3R/9rLL+S1iNlkteutByufBKui2y7bJnj78l6lLrpyjDvdf9hl+V1cdbqYv+Q3mt98bl2u80+YqFOS1pEHSh5YdvvxqYECYcIBxfI7DDWCT9PDlt4s2sq+E/63A/IW6PHf5neBnWlxVWp3SHORFFnpo3EdXDGARzpFHM7msjDMMVY9cgVnnClaVa56zXHCxmhK/XXEQtg7kZurLGaZQ8t8rMIVJl6O8ZBCCcbPdxisXc45UgXCW+/HEOZBxDVc+BEvVYpaWt7J5L3JysNTabVduxVv4sRAajcMMdGyGlFVXwtbDLFfNcgRklGqhzo9c+RFHWtnOT5FBEd6ibr5KY83AjE20/TdRoNS9V0FhB4hcnOFiIhOI36jd9quAm/HICTJNThGiVMiqbt4XKztBb+JPW60Z1cVkeuI7MrevHIq3kC2XuOsX74Xuowv2rYRflO3vgAFbuUKLkYL6pc4bVy6T3YMUTjlysiKCRaUeXrkaVg1H4+uz+KQFYeVLH1j5h+AcpMr7VmEYS2mw9fGtV0N9jdQUz249RPVBqPvwTeOuqxdL/sB/VpWF5vCAujeuBieo05xYlMvsz1gZz8Ubd91w9WN4cyGXRjbJ5Uqlku1Xe3g3yBDmjSF7P2Y9tfaaKs4jAnIB3Yo8ovUBLXSvwXfH6MJp+iOTLQQaRt5CSw9cO4FTiJiHECzcUa08eEnfN65dDn/LGb4Nwpb3fY2vLVBvvfZiwZUW3A6VEzQqY0DJxmvXIJbEfC007XwYs/F7eer44LUfcezTeNvLQUzSFbaHJ/8K71aSCYMCD5wgmffw3J6b/9qR50z38XZmKOvaPqJOL/+1EmwlkgXMXkFWrO+j8s1/fRlMTA2MhOdgZAJaZC9N/vJvKwVVtAPH5AorLg7CyKqf/Ru4XCcl0jjHIA8nI8oNeu9vu/HdVKzEV5zWI87+0AA/S973twPACz3mqip3TuAMaBP1e+q6Yhm5CplQzzM/DwUY56rrWAm3nX3z5SYV7Gzip9eB2fQq0shvBQfKey539qr74bpdWM2sCIKCUyjkEmYZRla88bpjrLPwTqaRVORW2xGa/8P1/QX1TtlBS+jFIdaLDMxkfPX1s1i/yZ+hNk30C8W2XH8SMFb2iGb5B8YB66tYd/3N/F0Yn+5Ra6gZmnBp2DPXt3BOgWRjbT/iyHiAqrbeEOcKNpA1Tt+5XKLyCXV+74YSQZ0Zg5JheQySzwFK93jrhmGIMPkyLXH4qGE3i3pG09QzN8xH/GW57duhYoWmK76ifh/cAF3Y27PdgkNtRwnwaftnb7gKDC/0gGORTE0AKil55w3/YoYnBYM8jqiLS6hL9xtuxa8RK7TA5btSbKi6xMYbB8LofL+ZWwgXy2tkWqj80RvB8FTDrHQh/7wCIYaBma+9cSEzUs778y0cih4ilsz+/cZLBR2XOqK11jdhGiyVLVW948YrZClwyDvpXD2m4bm9n75xJUdPEgkZaznJ8x2N/enGLwX196gA1RtKagBIan/PjYfbGBy0v5UNWl3Or/d87u9JKB+If487fvvQhtAXlU/+vUSyCsqEMZBJD0L/AM3Y/ff2sB2KoqMZUKtytnWLum78e3fJmMjnoqeQO8n9QSWb/v4bfN4gPem0umHg55LQm8MP/d3GyPj+Z/+7BjuE0EHUGLT571zPpRM3Tue+BSG/cck9N3VBnOTj/7wPA8/nrV39lptGMSPFIshsbMhtM6ju8ZsWCU6ccc6Uq/bwFh9T1Ts3nQvPkiEjgBgwYynYw7zPbtrJuRXuFSjLGYlz/PG1N72DX1OBCEYmUaSxZx2kik03vQcvTCQQSoAloa6a8ID+r9yE8daaFBSsFjcMedZ/pqIXbnKBIoonO7vxjhLjkLnhHx2FJCDi//rh8z7Av/4xsK1wghUOA3sA5B32+j+u5SxVYJPQvLa6oCxVrv/HB2DbcRVAFiM9siHJs3T2Tzcv5jxtpAQxgaXzNB5D7babL8HI7ETBL1hQHW6QFX+S+fjNq2X5vCzSVQRjw1Hq/cbND8OHQGqgHiML76CDkbbbSF2JSgOdb2kxfTgiZ79OyPGnsxJ+7qfDdgxvfCzAChn30FhMUwLcXQvw/Tjs+Hua8DMtJxqoe+ljBb24JGnqCX6LDbSCgAzwbk6/8tWMsMmSO+mvsqNKyO1WFYWP8f1GPbbTnURddO4yFoX1eizQxGt0ukZPEfVVHVtBZPdUPmncROa99CGkP5MM2fo8kvPZdyPt5aPZhRwf0fUDhBNYddftBHJisj1EgRrTXScG1Et9SGmMAe4K4ha5DjghxjtplzIFPA3O7Qceggefmasnc51yAVHbZSZgJooa0/BryduV32RRXdR26FqRnZyG/q7UEw2NQRcGTU2U5JEdor7PqsdhDKrCa8b3r2uGcKjnOnU6UREz4MgJuTWJDz1f9ro6H2vB8gomEpOhvIHm71aXEFUqpIWRnW04VmRZ8E1jo3oykcEV/8yDGNCwxoO2q/8kSoG02mmyHduzPKxbxYPqWjwvdBnUw7zF77+HKl9Wj+C5fEoSQ9uf5s6CLvV+SptIrJt07tqv6Jwn+IUSW7QpRAlVldthrszL2WTepu3H7GCu9LYO+UoIm+z7tl5HUBIhd/NSMpEuFUrpo/qleDc+sSJLgzSMPEft79d3YXZCWeEV+DbGjNmZ+o7+J8YgE8ia0kbl91LRUwbQtsgMONUd8ZEPZhXdNxl1bA9AliCbj4pKeJeSSm8zBvMKSUbQdgEFokbNeuMOzINoo/ttFOtt6vO9sZ6oDxUZQUM202C7sKBGKt9gbCYqVzQXFEz1ckE5541qdhrPEdWIMC4Cm3dZTQ285ILAOEi0IFbUuvdYvsWn9pVViJMlawzMbxxeCPRGrEfIxGrq95udGS6P5DzW2PLyh4M06jXzOqJqjbyA4rYdFZXy/nHlE+YXxOVlIXdoCDS+1fBNuq5rDE+YZ2qhf3hP2tOyQR4zGbsndg33IUkIcHLPzRwq5BF/F+Zj/yIam4AFW4f2pG3XDjC/c7+Kvcjzy1GVS5EYLyJK3Bar530HPrgDh1Mj4GZAVWvjo9lSmeyqCEkJLQY2OOZg/CKiMVHWcRzuIRX6XE87eE/8BaLB5GVhYIXQC9UCEHLYJ/HPiQYZHt+boukmpATerXRdcjpjO8ldIyxHDOGdzH8n/yUvXJA3bHNjPc48dX4uuYeA/hrfWYqIERZY63V9MFVLIg/35lIsoSUMdpt+W1LwNy3gGkAKVB1vCe8uvi8F6ysmT1FcPwGxX2EAL+o+Sq0kgvloXHmoyp3eT6nTp6mniRtoKZq8j0rDrP+bunlFQ4m6qgoW7FDSjMBs4d0ljxSNJCoJWIVw4bYJ9C1g5YueZ5DXDYYGN+ITtZ/SiU5RE9GJ3OA8++d+301gYd+iU0qL/0o0M+kLL9MEPOF+yioV3Vq8kaNGKOut26L4bhr0TfFbRP0iUJDAig5kuOkFOPiDxX9gZAhZgaPwhU1cs0yd7i2BZoq1VUDzLpfgGs5B+0t6YS3MnKo6rmf7OSCtRWV3l4zFW/C1q1H7vFfUHlqE363kNNlyjwGa2u74iyj2n5KriDkMq4M2pY3v9Hyk5NG2UzuyCppTxRjZ0M0l78DnS1K+fczK245m8y7BmWUlR4nOjCu+8+HvOSfKcyKbyteUOBzP+L47Ts/zTvwxmvRBaYyoSovIc3wF8KCY8M0F35R244NgqssYa/u+ksBzR7WU9iMaVeyGnpXJ2K6SjgNbBr5eOhzoVJTvEFKD5bc0hwWMsmZtKaJnXFYMCmrr9Zul0tWlFwIDoog3Wri9GyzCoeM/LL0L/1ZF4Ctgz1oSn3pQEqXf4N+q+n8lo4JPFc1vKf2eaH4Sw/08U+h8zFUsjPdMUTaJRKNsCIaX4NMAWOPELWWX8RjkPh/oFdfDfkoVH5XBHir4GjyKXPBtqEHwyfvKMNJYXPMNwLTqco9Rh/puaTcEY9DIxIADH8gMWkod17SbzqgX8S6o5+u8pxZS6vZ28IAkP5Z5iGB2/wd1eqHdXfi1guFrEXfKCd0C/G3it+3gx7UGlVjOfkUrySX5jcdvb/eFfAIipK2J4k6IfbC+R9v9SNQ+aWoOhIBmQn6BXxT9p90v/G7/3fiXM3SEih5qb+JT3gljjSx43+lPmrWn/UkEjhg5llsIvDxeG59WPt3+f4FOfKJZi0mVxWvR/Yn2iL+lBmcYPZ1LM0n+WntLRi7ZBV+RGRKbiu4uvwQ2KcOsyeMIuYpj1O7y64mGVSTLtZZvfklnLduHQhn1Wvkr8ADwU4R7UAPu6pehyofKW4nKuD8/px75lLh4g0o/ryjBGJRAVq1IBopZH/pERQfuYMt8lNpO7+Lz4lUVtSRz8ZwK0uTG2hEa8ErFlUQDDKMQ5F0N2GIaiOAjt1esAw65+RAMt52aUz3O6aaerEgD0bkDKxcJgBozL0lt6LCM3xjywNC4ETHxzkrnDR0QwdtppcLyjJZA5o0csO0OOayb6Ue6n28RnZQEs7blRzogxo42o7xfTznb8FQbTxj1UkdEuX5ugluwNDRatuMgPnR6qON2rtFV+BCgwnefclFh0W0d80AG0GqfrzGX2UGV+mzudBv7MUYLUQphhZlPY93AX6g7jB3wj3Xge+1/pmFfV5bwymM1wVUaU7xb4NOQDZUVxGfasgXX1AkAA8um8rv5U8UIyDSL2ioNMN7iByo7MzqF8l0jmeT7kwZ+UHkxfN6JTO4in7ZUvheHSr+uXIV1E/JOY7ILHsSSSrUbq7rKSvnQtqFD2IBgO4O2VF3IFRGBqRjcCpE51kHqtrXqBvDUuC4sVzXJ4KZpn1PJE1W3MNHWwxSnqAA9Ib7bb0fVJvgQn75IW3ybXsFGJOjwSNVWsIqE8N3AjAoh9/j6hYq3Vn3DaxzxnquqsbSDv3VfV/Ur5syFCoKEDGXTbA3MpqpBxvVIkxZlOEnY5IDd/OkAvuQ7IyCutTT7/IDHqmAP0DhhiyN3TWGwv9Jxe/i7I6VEN+OcBCRw5ZlNnTGnfQw1Ybgt+7ItCoLrDqr8sTOQoV08lO2oPYxWg/V1e7wz+Ho3ILHd8ofTvSTnwa2p/V1dyvBPVR5c54PCgjN7ndd3WcbRSAZaJnlwogYa/lIXsJXhKXIdp9EuVxwv5NudHu5yE7NM7oUngjz3NeNqi/e7gL12LNHjLlnppiaEKYyheH2XTTxn3N1Q40uC4Bc2DX6uC7C7JjKFZiuNpuPlHGBVyaouiEZFWrnOt1GEvI0BDjPP7QLcnJcM3NyvDZmCE3gR+G+XdV0a+HdVg9Nlmty2+4rKX+2K2SnHHzW5oangXkjHaOzbXaFhB7iaf8y2PceNK5X4tMdTXcHXezA+8dUKEBI+3q3s1q5geGWGkox7wuVG/Yw4Jfd2/Rvbr9q2QSuf3UhLdnctgEEnjbAxbue0PDdVj2jglm4LsRaR1xqECFIQ6byPPvHTbvi1nkBylXdYdQQ8cRbVVnfD/Na2YQC4XCD3pef83A0rPzrpclmdp8V0A35KNQ91g/u0p1BjZ4Vd+ZxXHvBDdRXeTXUDTi+Gekzn3dRuj1dPYzxWmyyD1xpfhRdOeLd6EXifHllHWgrFCQNzDP5QtrV6J0d7MDk38F0nyIWIqYM2VR8A57L1ghpSrFDgW+dCcJhqMOhOfiAphVBsDZZN7W/vDu4JSJE1gypf4AqV1H9n99nQhUkb5D7+m8oXtWB+B2/qDjQtVrk8W1N1jc/2HaHxr3UHiowHToU5z8tGlGeNvvBodzCQ0XwraeBHXnOzVQQ+2e7+7oiT7TiXi3XXZNWITsW31LRHNOIajlDKCZne7rym5nRqy3rR/+0fZKhuQw3styquGmquA/dihI71aeqrNbs4NhV5HLFV4jjeQBPfq/mVWRvUqtXqB4wmmLMRO2vBJ0fI7IowEHFFG4rUjuZ3UzUHKsLUEWQQuWoeqIXWK49sWaogz4XhLU74qPZZycRgobrhAPR41vs8X/sqYklM9fSsBaYQGBa4UZcXaoF67VIuOBY3kOQUZ4xS/6r9AW8sqz2h4EIl4F8rv6MW7LWY77SQRT3897t0c/9aoNOKBAWtuVzOz1BLHnhR9UgPYsWKr1pCtfJeZAOHxj7VowOjaQBrQEh3uB4lRnXreoC1xQLOmMvjOBhvDvq4x3kkMzBQecUHtdDLwPrO29MDHKaf7jXiU9Pk3S9xmCq29PgfqdS4ZTK3HEIQ16jTmh6Psr5QI/r/DMSi497tASSr1VWH4lm1sSHyMzIr0YPRP8b3uRkxvm+RNVnfd3tgHroocc11ctljkUMOIkyfB+uOBzLAbrQ4u4+q+uJ5qvy+7lyMAdhGlhH4qsPFhtTlwbrzMQ+BR3x9oCrrf/fTP1vr4PPDi0BrvNwXxzxRCDAPHW6v+wfHPhnWAS2MSRmq3liHyNVJVexEGBzN2g2tHmLfkNfqsogwQlc8frTL3b3Btrf0BPJW2NyyVkQ6d1yDd3db2/NleKFwbN1Mu5aIJ9izOt3RE8ymSGY2mG1DwGDWZ3/ci72au7WYmus7AXcNoMGP9TKlOoCgazuXwbmVCX/26kJ0nJ90vHw+mymEzRFGNuaNXiM5kwP+5futcHy+c4Dq7u91DlgQSGvi/1prwgOqt/TCGncg3idkgOXyxSz1f6YXFGANlxg2h2Eey8kFxu1u7fUQcQ0ygxa1Fe79Tj1f7wVdWJvgM1y+54fCtvFfOq3p1Yg54/O8JLeXwCd9Gr2jF+apq6aHOd3mE8Uybz39jd5g2CXJJGYg1EI3tEK5H9D7Ko6eDLI8PUFg490GPN/7JsZY3XSjI/tzeRf8waBeD/cGg0Y8DmWaQedmH+/TuMO9PyAaZ2AdRfazbK4QsjqYm+mdZQUYhQUoF76aljVvt/v7YH6LA5eZEdep5Hz4cc1DfRB/q61UVGhOe55biLMaH/NSnw0YQwn4i0U5TwsLFqy67zN9HmV9LJskOFoMbwcPaLeqzx7WvD6gW+ckrcyi9P+kz2FwLg2rga/JwyyIiHUv9oF399AsLsyQu0aMsb229mkm6iVKnIi7uMBzPbCred/2xRtPSOUPdkrnsiYwIw6GV7Wx75sy9rmqlXGjWKzQSAlq9+++P8Gq27YGhR/JBhVUuaYvrLpS41tBgdt8gBHePeK1fqWIfbpGbra+SOXdbdjviOf69YViDYrdYk8rSScOQIhZNO+zfrOAIvB512Mj1UwVHjDxjX5Ahp6yck1EvgpAx3PrNvU7Dd9NOKbIZVrzVsJkq17wfr8r22KqHvrckyzinFjvd/pB+fQuIi9SHE5x8j1uVLOuH6JnR0/jPYJAcRUthLYpvaV/Mc+v7BUh90AEWFv5mv6ViATEfy7gizI9juDHv9C/lnNixUphfwEKN+fl8Oncj/tPhqXa3EHT00TGKHAOb+ir/S9jJhbzRSziIxGBi18b9Fj/69p+TVZHw0cdvPH4bf3Xc64iliimVorpZmMB3y3/T//XMAbeu+DqUglb0E4P94c27a5FDDhZNQgMtqiKu/u3MKtou+NS01m9GVRz7wC8WxmMxLWk7JfVxj1eGwDd3S2fbszaPh8YLOoGj1384QAo7CoCISG+jipK6WIfDXtzABR2Rz5QIeug+aDkrzThxwErYDvpQLfyVgCAwhx9Q8N3DYBF9TITYWiHQVNT3mamO+LJAUc408B30up6SSlYMDDrxPqB4PZTVMNTrPQhq8wImCuXrh6Y58wp3zPOV57DlTDemV8Owh/vrxZHdgn5qtIQMC7VrRlUg3+GWqB6CQXrE3D87Xj7oHcQYXQRgtay3EVM+Z0mfjL4AqKJSuR5BRv4HfBZaOqydjD4b6cYqIksoPHxbj71e3rwvraTjFA9oekrPo9+yCODD2EmEw7fasdc2+W95qrHhlwnc7qcP1C5vwvzh/GvDrkZK+/ruoV5iXzOxWPdHhzyH9YthsgHnJSQGWjqvXYI1rg4CtQiOx7lIKkE/KzsliFgNmWe44BSUxupbKC5Pw2BPh4XxEJgjar4zDWyVLdtCEbYIwJDc+1Czvf46gcauHHoM3i3lGMiuuQVmAnvLVatHwY7q1IdoZghJ6VUzuHO2D4MPt8VEbzxTzu3r6w1FYftdLx92Pu88vgepwxlDG6hGZ8M+wy6G8HTQqRr1XJuDuPted8wKJ9iKSwRDUOuOT5EC74fhjkbbZkNzVEhigV5I4fnjnpyGKJnkgVLxJdf8t4iFNWW4cWMIhbvlnOIw8/+Qp1eGQ7d0tHlq08UF+DGoYD6bBh+PLAFwGvnuEhPUfPwll73Dof1tSPZZUqV+/ZA/5oXhv+O7+oqXxrNfAxkI0mjN47oT7zz6rES59viQsTJK4+NgMY5PvS14OBRN5YwNR3vVnXnCHCCEnl3m2xC6XH/2PLNIy7gN5Z3BGptV3tlaP7nI09E7PPiiu+25PdFYd7BG/dbM3Il+A4CMsS0mo8Tn66g8jtHXg3v1mXxJMMNmZizsw6MvJFopkKZpvpjBfIUh+2y32Mjf5a5zDy4nKk4oerBC8+xR4Jtz2dE8R3uJuNEbJMbR8LCizxuQEWhaQuLqynb/XtUN2ZtMoHSdsQWz12xe9RgoFPMjTmIXQh2voLZqbtv1Ch+tzChO0LLGhGXBtGQLaMmYQzJjOIjaGgm7x0E1Om+UfPxKfHpHDuMdB22aNCp345axHgB0gmqHJp6xPU74z4ahYg4VCi+whsmXhB5+LWpr4wCShfZIqm7il5cVm5y1qBmzahtHAnIBdn2waClzprx0ag0r7yRjCdsR9GdkD2rw+rRo5m18Uks3gdllVSgYa+MngrfjOTNV3J7h8Rz1Ccz+lT4puBLsjWEScaziGa9OfoJREShSKxAaPZjiFx194+GD9WBv2u8hceslDORb4zOEA1Uw0Avw/rmyWeFMuO7MRB9M5Qo7bRasRDsi3Vs54fGtAOiu8zIo9CXRXoJqrh1DNRXe27qBw9WkqqeQ+Sa8twYWFStrTGrJtlZR/xEi7NjHkHkAoPyrYaWBOmFFOZh6NYxGO/Q0pjiOo2BGeN6jxjNe2kMuFEHUzZzikAdc5xHrLp3bEf2Y+6zG/GleRhDCXW9bewgVouBRGeSl0T/TBP3jJ0BNqgrfOgrEtw0ANFz5Mdj4ReDyltL9HzUuq/FS/vwt8k7xmJkZQCEIIVV12WXAqzF2PcwBrnZI6urJeyM2Tb2C0QYxTQMnfbFUnyiMk/dN46Fcq9WQi5C5pvaLc76DHtvXBIRRgl118kfy9guH5OEkhiH1eypaLKpeiibOhVTxb/HzQRXVmQPANnVnWtqq+4adzqjHnc94KDcVqvW/9lxYFf9D1ZyHjyMYiHf10Ijt42Dlq7lkkW8CD9XAbefunt8d6Kp5Ces5uas26zY7Fkd148fxHhM/1c4zgcjacY74+EtZSYfBLT0PFfPwrMW7R4PZtPfSwq3UtVd46sBMcT7LqvHI5ZUCtVHjNFNWcQe0ainxl/FWQlDj2MVeed8v9hBc0rHfw2Lkq17PUtWicMvyv8zPmpTSeAwQHouc01Q7/uPm84sE9wj5A6kZDIynHv0uAVEc7nhlpU/2iB16DEa8dJx7wIvMC98QbBpisgTP1D1juMQlas5+6eGoq1mT1DXByaUcsbFZdkcGkGedw7o+KcndMKsy4q2yIjHDTCxIqq9a8JArHxMdfiKE+6PQXwq+aMJk3h3EsirKm2bINAB83dOwOyUwMBUpaq0RfcsG58P2DABiqo6IAP4EXnchAprMeePCcDN2Qr341MTWsSnfDM09pUJUBJjrZgbt/I5N3skwfm+wc9OgMf2LvbNoJWyRWEzhMRhOuf3CXjjWkt1TER/l5Edfjxm14Qv2YdEzle0IH24oVAA4kz6aQJsclDM8KLi5mxzq5/wxafU64uJYEG9FPI9EROOkgCX06j3uolnAE2515TGnsx2YVDnNRMvwRsbPlfbW3yMIsQKDd4w8XJYCQAIs6VCm8ZMeGHPNRM50xvJ5IwIdCFLZcZvnogI0ysQBWC8Z4DKO6KZarYcn0LsMwBtAEiNq6owO8PeOB4IOQQh0nEd30oyyhVR5arjj+PYhwn3TP4TKufY+q0//hREAsTvgmVZGccpgGzR+O3Hc9Y95NIZX7h+PoSepOrVxwMmqrkVndJWwMucduGPkxBLFiR4w0+L8Y1UodhF0+xJnYmmtfM91zrYDP5Y8GB9g3dMQiwZHHcD30q7XoFvGvJp4JOTLuMqA8SijOODMCQizEOvNZOuZ88y9LZyI91QMGeD1k36k/mZ8AJPyBORzCcv+WQSa17eIFZ8z+R2ZdBDE3ZPBgYMUbWYiJq9jOOluXKreutkzEM1Yx6iGUiiHiBydbx98nj2N5XJAGKEBow4SNM+njwRb6Hn1IKea7D8thLKXo9NngNvMRD+A27+z2eCmmnO95Ox8hPVpJ9t9PSkwXz1Dxr77uStsMlu9YgWfmvBNuuboRYHfTAZSDYoFMyptShluFw1NfrJyazUQIjclHcMJFGL4BdVd01ROE8gZJWMAgbJ79ZvxxS8eT+Vg1SgcsupFqxxn7undAC2xKUwEEon7q+RpXGvT8FaDDWMbKE5H5ZBLhZg65N+mIK4M8mEAq4vuL6imMUYwwU/THkc+JYqKuVuym0X0yap+51T3ub9AO6axHfmIFQiyvV/eCozBc2yFXlFCd8BhOj51NS/wFJVR5YoxtwEIsz3dEFs6m1E57eLHTxa2H/QLtgB20PnB6ZCfXU2g7YtFcGnDm3q+ehUMMeeQgk57eUqMYiGMhq0floX1lmc+nBBIvSIuUD3O6adxf7GLVc41SDrCjCT0/7KyKBHfG+qTw5n2unEN6btRiTgVLzMo7CUPEp1z01j7RQqYaFAx3Ied+n/g07aM+1XsDYnnfdt2UkmrgEvKtdPA3st1UKvEOMNoqzQoQM6rZk+mHkqt76L2A3h8SkatXH6EBkRZV2SJnNEnFuZDt43QQkgOL2Dh/LNcKY/qPLF6f/CE0A5Fb74h283gEUN3Db9f+EXIVl+U4fiIAp+DxG5Tvx+OjB2crFGWd7KT/EFJmVU9Z/pmzmmCtmZCn8+NLBufdZOZ+TFNHJDci74cGAl0zZN5+oQxH4EKBE5asgKu8fG6YJz24Fr+yFCEe+rHaW+T8+oI+qbMLintJ9pcso5Mz3uvRljOQcS2seylSknKPGzsNRrf5uBuN65W/tkWvGtVIOb4gx9zX0zENdrStQCRZoR6pAU4mtaTDOA0ovDWCHQMJ1/2u2YTw7cMAOr2d80uZQlE3jNZSp8fuTDM27ACuFFrVb7YMGz1Ayicp8PZ9wCfmaYEKa+GjmcoEvSeR/NeJPzJVgcn0uDfMTaYup/74xPOcoZ0DtcUuCGLvDtlL0zgKYTY+SquUIY+m6O80Yzts/4FlyjJBCZY9lMGFg+11KN/GQGIuIwQ1N0fOJD1zdhDMf9NhMK5bjIxKqbgetYshJq9NaZs+EX7CmBzyVsQMUY1d09ExhQBzoNx43xvifX1i34fSYYyAIwO90tNDXXZy0PdjZgy8ynOR+F4WqtUBzc5mgXnVk880eiM2OmRoXdhzKtLkhhK018eSbQqbuatHXu9q7lQw3899SvZi2GZnCU5nTGhv+EZhFmsvr2WRczU4BsiQT30ve5S9WcX2atgk1C9IR+OuO6kdMRflx1/yxEro75SPXjnu4A/j3MZN/1s57n/I4FuejJenMFM1n32QkwuR4At1SMz+SAaMILT3v/hGKu1/AQRywoidDl3b6xz51QgvhgKGYiaMzroHIeRjbnrRP+CdYS5jJZrtEKuS3OXjr+qxNg62OB/U5kg/AUFB1TUvvECV9h5TkFTzGYL3u9RvM/mV3JOX4u/JLH2gPe/R28Y3YvII7sIZgFhVBMHVFj1Cb+tJ0ii1BCz+f4ZVK3e2b3xRvL/hyy5Fnn+rMpb80eiTHozUpCeNnGHPcdhwfsnD0GHpA7xFBKlm15DtTX+O9mQ/kM5npe4BAf5c8BW/qvn/03zmjpUcHJa6AUBEylUS/OvploFFR+ELY21TsFmR3v/dTsOxCjUkUa165FMhl/hLo/Pxs6tjucO+CzqQEnkg3qft9s8J3uTPosGJRl2MWYydEbZ7+OmWwr4lC4wWEAO1vy8xysxcwodPOtTuSI4pwLhT383Tmr8WuZgM9DqIqneg4i1+wtczaCG/geiIore9d4iDDVq+aAr3eR2QEGF8a3gIZs50+HGFCO2dDlbLMtvqRz/TmIqef4oZtrbLZcxeUryqnzvXN+gG9q8kojeRpLwKJOfnkOWGat1lH1RYEPTSnM5WqenOOzRhewZj7ZynSjlIasP7ErcyM+38OX2HBiFqpj24n4tWpfNxNJPhJJDULmuU6MmBt5qoqooxrcf7eFap8/6dE29OfKW74VUyAi9r//pO1YefwPIxlZTlTWqmBky3ae9Aps3UQ4yjuuzof/8Gujt81FlOvG99oiUpqxhME4P3jn3BVY+TCTdCLP5g7LHmyn9+a5q5gjgmXw5cny3EeMqu+ZeysrH4RUh5s8MvgdoMnfz/2Dn6CHyUDL+mWm7EV3YXwueN9CPgHTmslR2KjZsNThj8yDHqp1Wc5HIA+m4WOF+t07D0ysQvfTTmAUyVJMsMHuL8xjNc66wOMbAbWQ96gmvDXvWqLRfjEANp0H1w59zO+0p+et4VwQXDUnHFNwdvxXWtg4bwPnH8J8uniP7x/he8T30Rkt8xyi+aFQ8w31Tmhx7qqIeq+Z53PdFW94yqtXJR73WDcv4ApBI+7qhuMXYnGVyqnLf+aX846jvFrBbzuFJGjQ5vlQEoPUgDtIibYEpU6LPpo/lhmIw7XVqgJaypWdA3fMnwCEhDb2IQz4vIcCfTG7dT742WzVw6wUsmnXlHWkE3fMn8e8RPg2YNAh0BWwzJo75q9lz4pkEaimMClspOk75z8IZAjU4sBTC9+25B3u0V77wHygf3e+OsW2Qt/LqdIm1y0YAdUsGl1IMj9UjVgKkWvKF/zpFJHi/n+7juJdLLGHzhQLwBHnxwB5h5sbHeFazKcu+2UBVH5VykRENYNQRUAEP5vXtACx78Qw7tmZXN71WDO0o16rF2zjPRSuH5Ol0wbrzZGPLXiBaKTmcjUuH+9LMFce+NBCqIP+SkwTUSP3PnU5wiz/ciF4VH89bnIXDF01da5anbVzITjMBDUfBPmszfTIgpXMen/hiUSzhM5XTymy5TZi6gX7FkKbztIVO7uvvhBQzg0QNWruWHgtR0+V6aEZlfouK8u6bQvvkfYQyLMAgY/RJmnQIwsbmJ+xJGy7Y4d10phti2rxz3Jd+T1mCzeknEcVNPbhRccjahQhTPthkQ5j4WzdpEcWwd9qk3HXtfgBkEmIRgu+XgROO91gLdJ2ToznrPvtizCGrnqIaSdf83kP+086fveie8GK3UJrDp/yaSydsxJbF63HGMpikWnnI26FoQFxqh9c9CfngpjsK6G82wX+NmfL4kGcgePrNAVTcJMzvRM/XDwZcd0rtQ3HOtZgFHLMaee9vhjWNw9RyFV4jQ3onhIafO/ihfB5aANXsUIuYvcRH4ZvWgxlOUj2HJKVefg7RwOfXbwfti5LvGBqJtOIDlR3+2LMZFfILC8AvLluVse7TX9zMWRcj9IGwWlBiPlG7gN38eHF8M2LYz7xLcdBS2suYDXz8BLMei+ubDIj0DMv4n29Kz5csoR3FLgTju35fAYefjzphSWXggVZXCwXCMc1Qgce0PuuJVdz1ZQQKc3TdMH32HwHfrYErK2P4svyy1AFwcF3J29ZApzvU1zcmYJclDnml3IOZMzmJY2Ydc7ZRAAA3TC45/mgR0/ug3nQuF2s63t8Kg1vsWDPyeDVE3VdDdx804GcRTaspPqWk4/jfDWXpSHSye6uJdTn3pP/IvO0cS/OUML1Sb/SsoaTbaJlcUWxW/btEaXZw5ylGrzplO6c2RNKzG6p95Il8jzVWd+d0h86IFUOL8kcOJJR27HPj954yjTGQjVyOQnpsFL/ngZ+cMpMXiE/tCDAeDuJo9yQ+09B/K3jvRLZyihE/E5Ql9WnXM9P4IYI4K9SjHo0ePMp0AE94wkdAc2OpwvxUq4WevjUwRL9QQlimuwTjmeM2nzqCvYsz4DT4j+ImI5fq7nt1PPgLToELG9MU1udzYI/TgVTWODa2fjRjMLbagq+e9xjp77KGQEOvLxbySHbpuubT+vIGdl0qHgO71GprGdmbT8NfKenGeghtAyCge/CA4bdd9pcRrK8KkDy+MKvCDa5+IXTbuF30ylupkDP+FaXFhr+8mlA3n6kxeQVP3zZK8bQ7dbTtsrzARE3ipatnjCTZ5ingYOfEjOgydRjcT8OktWeTnhsKaJELd+qqJihyg1uYam9H116PrwQPpw0DWhhmYegsz9aCnbV11CtwApk+2e29TnPLYV315p5zlTg66rg+vWlTUufJBou0mV0LGtxSI4Qz4Y9vPQgLNXUkykD9CHizaM8jXljaT0s1SnOBZpiQy4GIayv7+plwxEfXFivzmJLqA7GdvaXy6B8Rthx7jShOp5hc+S64Ntl1+C78vZZhbsMCO42MfWdZU/zzqvuBQ5DGXuhQb0fWmbL75Jiyo5KwNNKqvn36TowQGnrr8CNUQjx4aRdpyOuz1RF4DS2tBbI1j3xDd2gnY7oeYMWlh8tvNJyJMtNXL6ni2KnTyG6iA3PAz/SrCzX/Pd98vRTMWfyvmju0sxUU6H+D51+ITiizulxvniB+1t2oFEPng50quYeCbIVMx/SO0iTvjkdMWpYmRX3gyN6IcPs9Suac3S5QTRHLYXGDtymNKYY6zZ66/IEcEgo3BpIUiM+ATr9neUdEMG1VGArOY+bsGj4dODzy+HzA13DsDymmoHHp3yXHl4+jGhpGCNhZQstMRVvXUGTNy0H8naIDK6dtB18GT9OvR5bPoE/tRSDr5BRwwKYEg1cvRxcriYuT+7ypSM+50vmfrocHjtd/6OBb55QZY+LJI17fPkyzsWLpOKrZrq0/KAOLFz60/J/8N4XFVrq83ku5uKdlAnPLf9fzsCFrfuznq0EQFpwxD6vL8cad9E4RvG2oKPx7uRl3y0Hyxwg8qZtiFYnwzv87ajvPcvfxaxrXixvedwHjvdVqMd/zriSNTofeebkDLt3ms7+5QxE2uFm5CIqB34UyMtE+q0/Ax5QmigBrnmFfMYgHapj4a4z3oKaoYRi/i6aWsu1vIXnjrzvDI8Vtmyi4svG85iHCR+cCY8dE0+put/4eQvoDSu+EdvO3IR3SwY+5ILXGHeIKwdOPXAmVn5WaJc2a6mGQw7xr4L/nlWBt+CsP4guVLCvYtYH3XfWCJ79QORyquF6CSWFiDjs4bPOkpxAFFr9UBafczxbddaNrPVkgYorUzzwwpEvnLUHn2ajIpOrwiIPlClG07advZj3hEGBPPgVeZoDDxjxzdnLMWpYEvc1O+TXJZiD93zw7Iv516itZporYKG76zaffRtnm22IN94FEZI/jF539t0cf4Fivm5obkyzof1X5M/eTDRVK4krUf5wYxMrfZsmvnX2m9CFsmo10hH0Dc43THxhBdBpnJ/03TBMtzTZ5MKHBq9esZRzFQinPvd65Y5OrdRr2wrYTi+drx+PuNo4yGJkl+xdsY5okhZae9Mp/DMGDu5Sj8dWwKJ6mGC43LRL559NUO2aFR/KUwMhQ6QWcIvLdnT+xys+AV64UI96aBd8I8xyDu+hFV+yF3KlPJf4845uAy345hwg2QIzofrNx3JOvVXBvSdG3X/OyZwpg31h5fmMOWvpXqvPuYaZgswW8vF7PFWnqc+e8yrPjhpS1nc8jsEYw+THzkEs6xEafhgrtZw038VwlKZ/BNIGn+dK02O2S5rvIpb0fvlcoH9vTyQB+64rb6jrTIPuOhecqzsXb/CpBZVV8l4a+u65GO/QKNA9x3Ed0SS1yLxnz/071rgobyoZm/v0YuAVNGrduZv4TJCtwkSFkF7UnvqsOfcTzkoIPg3Gx3mIs3VLtXO/46oeQ9fdXHDU0IH0nWnI6nNbuRIVwTP07WwyGcXAdKd/da6Ftwha8vFCJJqDIiqGB5z08XmjiY7H5GQC22oNc2qad/jvPw86oDeIioYhAxqOcmfMk348738wZ2oyLxzBPXi4qSIN2HjenfinrVhelM8csxyy8BZD7j3vPt71VIWjRCnZLwoBe/xT591PNL4IaHfkQDNX3jrAi16rzkO0A7nRfN4xMrjR9GE6fd/5QKfTeyAqOK2FrBXaQkbP88FIK/gkl7yKPR5yr4iZb5//PGMLQq/b2OBz3oiqaMR9538mn2soOsw0UUAgPkTTfjwfXHka4McIrIaDrUoln5Kc+db5jZz31FWvtVlNM+OgLtTvjgu68BN4Z5/LJ7ngpojq7r2gGt6tGIq8mVbhfHwTzd51wThEWs3M8v2f+WykcLZ59isXQJONpFyBj9oBhuI+3nje9gtPgAeE/700iiv8eUfh9gsfZ14i5F1hkhrh01HrL0RErBVaOmEoti/vYTpASxsu3Als4WaUskQ8yjrw+eP3XPg20XHg7wzIbddzOFihC3cBN7EWXPakSptqR8dvvnA34mQ8ijk5kfS4Oh7c80LtQiD6hSZ+Jb3/j4YC31xSBR51UZKVpc9bzbJxUoDZ6XnLRd04j6jKIzPMEHVGhtUXMUqrXDFggv0hNGLOxq29CMjQW8i+VhFCn6zMuLDlooeJzj5kakoQ8n283EmHzvv2oi14gmLqsTDMOR4EMuZsyfaLO3I0UmN5YEsQ6BafBT/pvYtBqk8ylNBxjv6a0ZKyinnp/ovPJDq13AqTjtr4Y67ZYbY9d+vFL8EmZTcv3QkMvTkGdBq04+Iv+VxSZGvlhuG3uoUQzGbQuot/ARv0I24SrXoiV68gyg+86y+cOVWMGOSNqmmawZnTqdv/8hLvvEZh3isU+PRBgDmb/Nhfvpb1nlC3lmuDgEaIUT1XXaLz3oEq5FEGWJkFJOv3In/ah48ec62v7FSTpLGbLsH8jq3IOG46tBFSfFa3p/14CSjQjNDP5ew8B4eAK0jm7rhkDI+MZGlfKM9CdaTJGy7h3BWEOCY2CELdKRI/Uf8PLmVmQ3qkcRNWU3G5euzv9ZdCjU9gYPQzTQ2ZrGfhuT3uurQ/x9S2hhOc/GJPnrb10psZybhWDUsX5CmHWV/4yaWwyYWqlgC9dD7/I4fx7qFT6i/9jc/z5os0BD/LKrR6QPTB91wGVlbrFJVFnhll/VLMeimdsfMy/Fr/eFnSsb2C63pKAppp+kOXPSC9UN7ao8l9kf0045vLdvKsh7A6R+TzVpY12YLPLwMvmaI5dqElrzgJrmYup1lPXwa92UfN5LIRCDEZBndAuXD/5ROx8l5rVmZT5e1/B2nWV5dPxXhNxW/8Lg2ktVXeO+j/0OXQmxXc7kAVEScgWC2Of/TyS2DVgeBz5GAfeY+rridsv3w7PKtEiZKaFTQVHKWAmRy05vLf8Wu6WSaP6Mhb2ZJ0/edXtMOnOU2zIj9QEnwXVEgzPrgCunCGGlOisPXLRtvx4ZR0yodXXI7IFZd3UWa+Ppr3HMzk5I1XYt26BZLEBC4UvAGMHfH4lVzRaMMvIu6dytUcVTT07ivxa1XcWDtu6tz0iBnsed9fOZjPJfFbwd3kLtoeOjN/JbT0maYZkPV1LmvlBfeMO+nLKz+Cv9nFcfzpgz83FjwP8XfkS1elmOGFjPRxrpGKoL5GPXYVxjAK9IFLubgakYvbZr971XWYX8PUguzh30v8/UCMDjRp41V4bp1uylpq1y7lY5k07emrfkA8KwMxz3vpZgyO0f+8X676FSsvinORaxVcK7AbRTNNfPsq4NtwI0y2ZqOM7dihC9sZvmalyfnU0Jd9jP/rF2e9tbIG343xrn22Kc8eR8U0+vGVQ7ne0zQqD7tuveVaaczv3OdXjoKl9srFYwW9qTgeF5wdn/PRyluhGcDjQntfqxnGXY2rIjavBBaOEq5HtmP5Mp9VSRM3rFwnM6dM5ULV0mGxMbr0q5XPc4UrnDUIAtfkk3l44+0rgU7VXpAxeSJkO7hP6Gp1pUt0tUa5MH+s/pjV6OfxFn3uuDopT1rwVWRCVjtiZLN3Xj2QaLZ1MIi5QnHimhfnrNqeq09DLIGgc9KZRFZP27x5M/Cpq5vbkFfL6aVc8s5Vq3O/uho8YnbcV2zP9tIeSb3Z96FrzmJOwAWrOtiKvEyBpm65Bjx1aqMGeaSqsZgHDWnSjB3XrIT9xpSaIKmqLfXfBqzfTvv0GuiA8YibDuVdMB7ifMnM7665mbO3LgDTsfKhKBQBz+a9fc0/ieYJvr5NsSEwuF6U+q2+5nZGBsg8XbQ0B2F5e6qmnv++ZgdiKiBLDRSNc/ycf+i37lrYej94Gm+KqfLUdYxGP3FtF86BOK2KvOMnbXLXhuMeuhb2MET4su15xPeGwc5mfnQtlM+gIsr0cJxC1s474f9j6TrAraqO7px6yyt0BAELoiJIR2lSpPdepPcmCEjvWFAUKwKCoogFEQtGTURjiUYTS+xRY0Olvf5uO73/aw5/vnwx383LvefsPbNmrb2ngImNemEd9qK75Fkud2qVXacuNPrcU+uBv+PSimnoRtVZ22eeSENPrEfUGwon5MMht/AHhGFTavfwemDUtWHg4tfEC0oiTfP+vb4MzxDaKnObMDId5uC99m8Ac+zlOLruegJ2lJNcYH0bYGfDfcu1jajCtiI5zQrw0EZoyPaKz1mkfxb7ctxGsPvxjYN454XQtnVNF3huqkFDXt84hfUQ26ituaZcYsCihj63EVqkU07xE7IJKyWR6/LH/GvjV3yS7lWlnILrcVNJStI1hzdBO7Xi1HkxzmKKmBuNPrGJdUsy7dtpVTGqQ8UFNxr0zaa7wT0BGoYXVHybs+Hzl1CXBzf9wR4gmyRoKb50SoK9Dntpcw/OwQBAeX4MyzL8uPeTmz0+HeeLdC6A5k69iNJHNrusDv6/HoZdEP7W+v4tpbGqi7skCAk+w/Bp4edbehItbOjrql3IVtiFfB6RYV/FloWxRTEv8UxfVASsepd9W1Oc/Sg43COc3SPE3/Y9tHUsNE4yyHgKTNJhpFZo2Ntb53EGZuRLjmNYcYHAJTT7ra3gMC3BQ1VJUUWtgcOnKIP/ufVl2Do3bJVCx1cMzcOatXts61/wazwhizN9eAguLGpmzdb/gMOUhHk/b4BWFPCIf9KGJlt/IlpPkuNWqslA5842v1LnT7YitnR2JdM97/FdCVR+C+r92LYEmDmncQNSUwG3ob6E2uzaxjnIEZcWxpdleIu6NPrpbYiFo+t59aKaMt0ryyX4RGv5L9umI+rF2dw8XpTrnUqp86Fta/BrTH5DbkEta5x7O/Ff27azz8s+efpP1QU74J4Zc37adh8YnlljWo4LFwfLw5O1f2DbWc7M8G3LDDijN1WMne9+cLvINfy+ZNhegoc5cMbd2A+2Q1GNLRYs/TcnxRpMjL6mGeZ2YPWMlAuVpWvZ8sq8A26/wNsOzTBTCQxXSfLtQexZfQ5vB9vuw7M+TTgiYpGHT8e/th0aZ3xCtH3b8BzPLVSB015733bO9SHuIxvKqlzk8untTa9u34Y3BurA8hji4BvF1PbQDtj6NVxQx+X2AvcRvIiW/mvHMs4FBGq5oRsYWd/Dqne4h9YKsDPiNqKConDZVnMa8CztF+g6L9Q9yTHBlrEXjanXE3RYoA4KVBZ5lIzg+MDfIX+hVwRW2BJ5Wg6EV+TZCFPL6e8CTVAghSI/m/+Ju4knqPMz9DF+LSFTXFAUua4H3rfQFnoKNM0JTAqMXI2VCNlSBxwSxgh0qRspoagGIZ0PInDkDvcKqwS6WmCJgtDGpy5Rnrr9Qzgk0PWBo+XcUOXiUP7X3H8JRwQamjqTVNysofkOz8mmji/yp9gkwZdt143vUQJgifCRAH4mW6IObhW4SQlYMuAVsRSfNsqZlmnwmGyLTwSuPSheK9C1FwahxW2T2Kq7PiDuEKhrOtQozscNZb4nW/KTlBa4liDu0o8NBksso0WRNEmgOVA4gawocckRvnfI89I8gbrUS5S6evYnp5pb/l0EK5EeFehyQQl9SSbLiSRGjTFfSNiLEYItaboFGm/mQ7qCeu2T2whAmCAM+EwrPodsSJNek3di33gis2RzRFT49254Rb5foMY8B4/bC/jk8Lny0OPyg/inH6h2AE3lhj5X4447LcMeRknZhvAM90zW0th22t4jvyNQ2wtT8OI2QgIs9XCN/K1ALUWlyC2kC4HipG34xaQct02f5KQLLoKOFoQhZ2h3+lRJCdTJMuBRMH/udIvv7bFPqStQu4i7msZ98+NbjeFvKRdDt4qRXhkFSr4YFoTV6fiwciV2U1aLuGlH3H4fNjn8VeVqgYYnA0e1T+mlVYJnwrNm/l0ZCkv18WIO9+KHxQIJVnjKJwItIaxLrZHPa5USnzav/FRxBWojSLoa98IDyIC9dn9JBXx3FSWuF/AlOwShupz6PK5iN1tyWypVBDFQVX6LdvepcwTORQki16oT+RdyvJecVZfj10whZTtABz60jMpp6i/qUwJNpZSbdfOu77GgsKj76+rTAl3D52l8pMVJetjNFR+rz8I3RUnmgVaaHMANLBrwsfoXgQbEo9tgf04oqWCOg4+o3wk0WIrARXlolBNyD/F+xxL3Yv+9ZCDaZs7ybImjU7uHEo+z7cQTT+PUK4+zIo4l/gPPis9y48YX4MFA8EOJb2CTnMTCVSxxTYVFsz9PlAnUJ7548/hjUQQvG/oY93tpTReGTnNvFwGW2v7uZF8BmEpkG6LEBsgVSAPfT/YRaCBkdyjWninTHNsH479FSPYXaBGorH1eT0h5R5b4fuhAciJWR5ZBowxmq1A4nIORnA1U4tEZcAKzXmmCOw7taJRcKdAO0xcK1bUZDYtUALsceyR5D7CEDwmEQBHisu9LqcPu5AH2FohKzoLnZwY3Gngw+SJ+LbSLopTrSQEn2hBNey9VDOTyXcnXPG6+G7jshY+kBuPdIsUlnlgQtw2vplvOpo4JtIxSgZPP/JKtsTy+s5z9bQr7NlwqlcMaLwdSW1+iK+naO1Ov885zG+64hQA3W6AlP6Y+FGimEGrlFVJtknxFxd92fyj1M/bNI74IiHujsWpedT5dJNACKGHTgRrXc1kHttPjiTTwrGtKaVYICk5CSZkh4sUNL6TbCdSLXNEXLdd1UnUYz9rfl+7FSEuS6EQ8lFtgO5v0XXoK/Fjx065RpnmKECVhv7P+SD8g0CySq1wXb+vxScwV1OPB9PPwzciPJweHPnPK5jT48SKgXEcIdBd/GELySniGaw8ULQWm8kmoH8+NjO3wumNFQLnrIonPfYSYkgJhpr5WBA9oXRLIiZoSX8vYeVY+g08W4427x0oqiPu4CYj+498r7iDQGCVBvpvLueck04FNtr+reAbWLO7QeEFi87n6xh+Lf4dfpFJpQfKFclvBEzajzg+VJAXqDBgykrCchFMUsK1XluB7x9pc0RzGmYMB/nb5eyUb8G4FKNsL3eITfE825deSVwUamfLdOkJU+3tVPutFp2m3WFIjUD81rXiOq2f4EgWo0fH+UontLAjzjmWoMOw0EGbowdLXEBm4sJb7v0W+yLVTY98pfQPfICqqUKPwUT7ifDPqeaAOLLVnJMsVgmbali1wnUS3p+oi6nWGGBLkGM7wa62p6+56nfBrccO4eMCfxxxma5N62OOtxZ5NueypykLesOABI47WA571KxXqi5BqRQb4Nuxs2qf86TQBHM7wdLU48i3gzq1f1LsdcTMiOwpMRww0g/ei58v1vsaT8dGib/ChcijCzq5/oN5pIAw+zOlc4+vHdwc3PF4vwF5oul1fDdyaJDcOKqGxL9fHzo+tn5A98eeMZXs2d+hYcKpBH/7bOumkY9XkywQAe3O6/YMGk4HgsAYv8DgBA6S7JQ0/0mAJLMoVoQr5uoajxhna37TBbQKtV3wn/9P5fDmXGdLVdN19DU7CA+IWGnENhsg42enRhohOHSLB5Swq/P+dBJjCkrca1gGuy4hKQaGQSxSHWGSa/t+GwwWaLnke0/q8LYZOdIqmVzaEX4xQip2wUhB8A5wF37v4nw3fF6hbAtKn4OUdh29Ir6Deexv+E36RIjPpWSCOnP/YlIYdbghUHlaikWmbjhZIocR5FS81WgQ/xl7aZkBGJEsR2GuXfY1uQYzl1qXxDG+O0yFNerfR5xyPVXAMp0aDQvHgF113N/qOYwCoZwB14vN5bxnNKTSqBlsxBEdx/HwmVwPUaE0zjje+mJmjFPc9j9tXR5/R7W0bA6tXqgrJXvW75/IARb73f67xSDxDPNMZQT7ii9ImNPjpxtMQnbitkVcRl5Vy1Fv4c+O9Ai1MpKNMaGg15zXd44izvzEiTm+fzMjS8yArbghMnf9743KB5geaLbg1VbWgyzaerNf9FwEnO3CrzSLXK85yW9ymNObERZ8K1D/0HTtwTNG1VT7LnPA2fzpI0b2iDMwEoVeBxz551UVnYb/BpUW15/hKmXOp2lDHnU26cGTgFFROemIFVkrDXmkCnOwXhLIbuVrehDLDr007wp92UCSuJxZcLniD9XV7qMlq7HEAo+ErhfgOLU1zPmjyiEBDkqZZViKHoegW+ETrdqXJlwJtVKKClv1dd0VHMbGbg59o2gBrZqdMmWqksEaII/qol5sCqIeEjl03Hxmm6VpG9Dnd3LApYuHNnBXt58yKuCwNseaNpnPxn8CXfFWULo2bCJ+iFXrTHwRaQQVEvWyuurzM9qgVTXmhKSL69YlQTdleVXWQaRzBSgYfuLg+vxvZVmBaNQ4nJTSnbg9fXIU9FiglyRe6DXt43pnHmmEdrilOyILH3c4kM4Fv6LK72ZYYz+D1gRrK/F9+hZ01w85PkCPHNwpGdZ5P5RrS9L83Y5QTJE/xwmx5Nc8BzVGfD5qBr/eRHctz83GvKYHPHJ9p9i9YiSDwhHcvLhSLCjTio+Z43hEyt4sJOcyDP5RQ98PNIXvayWlYbz07pjz42+V/Noe+WC4lXCt31g2zcsA59FPeaQ7GNA5kVPf+sC2lOs0nnJ0PNgdz7MS30oKnxAmmQI3Ou5rDhzpfIGJRXAxLbemGB5pju6+VQs/NagWXXEdG3Jyda9FYoNlipJgIjsGFyfY0/oMWQI1BQQhyb1d5tTlEmDrU40iLm2E7kgsRGot5h0+9pj7b4hnsEJbKjy+z+P7tc1pcr4UGRGyo+q6qaxU1NvjvtdR5ZwvExM4JmeeuBTzEkDN/eh+6pD7HTYgGsmQ+7LDwFv0fuaRpHP25GIf9NuQbm0VfXDIWTMwBs3FC46yZ1wrwgMWfXsJaT4t038+RKnjY+fo06KlLvsBbSGEyhLWfzdi6E5nU513+tLvHjd6zTjNX0EVYyQ17Lvkv3k2AavEdhBUX1n0V9d9/ySlWdSVFipDzfYWTFStpjX5pe4HWqFLeNPOVmTwAMKqlLcKlvyEyRNy0lO2d0b4FDX3iMqivoQRjlp0kGLDoA3dmvHlZJ+bKgmt4rqZTqNfgLQY/dxk4Yvd0FVfBCFL9jMIZjUu+uQy4syR0taydswKFq3+upqlHL/tVoB6JdCDZikd2kOeV7PzQZRVY3yBuNQt8YJV/NY18/PI6jBqK6HEhATeqQzwedfLy+qyoAscPrEJF3su7UNjDjl2OODQg7yLEM4NgjqnSgpOXQ2GPydeYBYtHhkOmgxv2uO/yLzm+cSGPwF0oOCeNFr5++U9sk9gxX4rbPfItzKbPWzYHr1Z0y8jlXZ4ux7kB/Q62hAf08QXN13Qxnm2AKH3T5y3XYSXFuF9XfNkXIr71fKklGEhPMbA8PxHIdqTI8IubXmuJ3awLrZtMKdA+LDJCuv61K0pjmwzJ8d0wLi5pRSOeugIMrxUfaHEKcXxZcBENfeYKRPShISfLuXFjAE4LW/zZFUcFWuwn9bp1f8wYxbVBBr8274Ur8Gvzah0PgS8SC5z114qmvXgFlOvApCPYqRAKVzS4t0W341f4bFHRhcnr3PsAHHHE+63aMHqKksMzx7g3BPai/19aIW72dBCl7YIpGEo9Pn/o8WAr6PkeSpQNLqSDxafCq4tbwR5Wp4ncsk/OW4bje4jSk460AofpJCo5PhpUihOqzOzq3itbgm1zZ3cpZlz4jktozqtXXgPfdCVskABI88GtL6ahz145LLbJAJFJr7Ed18Tqj3vrSnDlcaoI088YHDIkPO/Ut6+6CGoR7D1nSXLgA1hhvxv/fdUgRP+01kgLTE/jFuywyZ77r8qAkYq+xRdkYeDBA66h6++9ymQOHsa9pzjw8r1Iz6eu7oZ94/oWIG8YN3lN0a0/XT1VoCmi7fF0ZtPjgQW1tCy8ejs4QUPBl2py5yrLCnZ8Wnfi6hcEGi1ABTu2ZllWhYF1GH/46lfYj/mClk+WrYCjyOYvrwbb7pTyFJ9pYnzN1ZZ63Nt6Jz7FRyGwIJCSGTf6gdY2bv0QtBOXOFq12Z/PFSyPNdnh1sC+nlLS4mkMAdQLn5fc9E5r8N9xCLFZHW98CTtIaxp1pDW4Z2su5OYSB9+P+fqk565pwiwIKGA7viInZR8+1POha0YwgsP+uZ2dyr0e69GIF645gyjCmiVyHbtQ3VABpm79d5txzK4E2w5FSPqSDN8qdz/W5jHsfMxTAEYhT/xO0tS32sDWp9YRcqEWWpn444tp7EttXPhbmHITQjbnmHmPa+33Nm4L9jquiQEO5uhmeXkWvkP9D7aFD/WK5yjgTUQe5HIx9XzkWkWgi02emhNdSD6DpS34z7Up4G9SsYOzjqVBMCSAJVPevbYFdjMtpqACcvG8WsSWySeuXSzQ5AxolOSLPpCSzxr73n8t1revTark+WAxPpC9hBZ+3O5pgRql66oOBdD5XFmapy1yO8SAzfEYPJdbnXF/JFr/dTtE6fmlqYRfyNq+pAUa486j7cA1+oIneEUNCr4T1JZTexp5sB38+DoZfMSTRYobmEY06dP2eItJqqfYbgEWhSACWx/5SvveUFRm5AWOICrkSg72bdyR9ieAgTyF3OMaFO+CRe1u/zdGAl8KFZlTByVmCt0PtMfzdufrRzmQPM6/iX6izU3agxVvToey7xr6r65bqwNLZnzYHk82SBcUFVIr0I2sgTh0e2UHWaDbk0JoGNVnzuaEhM5zSH/rUCzQDJ4qEIJv2YLH3H7++x16MOcSKZB8g9vhWViH2z7ugCe7sVQ8X98XwAcgnYEwmxp1wJptCkVLszLZP6oNeFYpjfpLh6/Z+oKgIGZsR/wz7ofX+80OeXgWM3uZOIEB9tCBut/dEVGvO6sbnqSOn2SmcMsHHaFbuigy5wEIHiczg0fdKXXsK9A2MFo3rtJkTns5Xb+3I7Dk+sjjc714IDHnpK92Om6GFyIGOrlC2dkark65iqa/1BFsuy1PDQrC/89IV6nXMx2hULoRHwTx/ELOsCqiRyo6QgnOiXzJrKnitj5Ago7U4+6OFmtTEhD3sG3cXrYRTTzRqR5YRdqCPtHzegzCeer3dqcrwQa5gAPQaftcH1JFQ3/qtAJvzKO/OR2La/mAXHtOd0IUGV4/G+XqOrnyc5rLdyg3Ptfpcz7t4BYYXP3OvXolGvd2Z+zmiAT3yxD4e/ANV1O/vZ2LWGFzvlTIBYpxKfbsf3XGmk0oUR0rUx5Y+eocZxbNeLvzNv5bv8bUgd1CNbDjD9rmdwZ73ZaMRDdr6lWJwFbY1vd2ac6IKLrkJ7jJGHEm6oGGXcDwpqiIp2CftZkK5zIg+LDnuoCXdFUTYc7j/Jliz8E3LHi6yw5W+V4YQClGca+oRjTm9S7Yi2GSIwe2Y8aJW9ihaS91xVsMEvikRVB5LpsT6TTjk65gIDOiQAjykR7YamkSOmCz3XUZFGva90VXyJarWqIMdnZzbVes7wJuIVMw9ICSPrOVno91XY8ni/hAlZzAU9Jcc3/zd10RIYdYNXou7tt7QeXM+bYrGOl02J3rGK7DDcXhWdv1rjbY1bn6jqxphWzgCX9AZ/W6/7qZbNV0Ycgm43D0O22rc90arKSY0M3cN5Wp0kCti8jb78B1P/HtA/AQDKsoye1niuiGl65fxz6PpWEUUfxAhl8MebgbM7EobiRGF3osO7TiTLfLsQ6yb0WBndU0w7KA1aNOdusOfhYrC86owb/xvEM/6nYYqx7alhvUSyKa2knEoXHPdoOG7B0zsXhGlMB5utPe50+n5WUjUZr0C2Vl8bCgxb91+0qgmY30hOk7lT9VuaYNtL+7cbfvBdqQFEn2K/5RkbccH0i7+ItueLdpaR5T48k8tBN+RqMe7wY77sXBiS407Pbi2pLu4OuLIj9vBBc6+kfYzVVGd1jqKiUgI2cWEEegC32a/n33gdgLUQPR1gOjoGs+WErfe7oj8l7HHffZ1XiKJqzvhse6P8K8T1TkOJGaFeRFNPz57vuBJSAPgswdxTkbIEurUt2fhIaEWjTy5RnDtqPLonO0wuv+PD5Nhq7tOxWZIsvlSNb94e6fMcLgUX9khcEzIcARH+9+lpVaEB8X+rFhQaEc6H4e6wseafuyEjBHglLbYfSAVW91I60691NGsP0EK+Ehz/S4GDbJ8w/8uASEO+HTjOd7zAFHTEgatGXIkpwV1Zi/9cBbDBG1EsU3XdtTCg3pMuq9t8e3sJ241waPEOQms12p3z09frvwvdyHm4sPBFjJtFd6tsU3+JKiqEn7wnSDBE34sGc74EP8DI5pWh6P3aD+H/fsiTeGMHU4pU3lUcUdaeKRnn1Zx/K4UGaJbJWtqecDPaHRu3Ks4qw4ixO3m9DYF3quZ2bu+JZhaoZONue1DXyqJ3z+BimMCn4p9Ck4MJ5i2c89z+EZvEh2Q7NQMDnJ7zJa/89e4J6Tozq/5ZW8W5x2Lj2PXxvxRK9piENgbaFbDSdUJQmMptfdvWqZa/jxCOULSqKYxp7sVYNnSISuHAaI6U6QRJyf+84NqkBzo0QQgBll82VZg1rSgIM3dAanDeJOYD4WDgrcoTtyN9wEFi8xkXR4djYWtD0Nf/SGk+BRvGM+wwz3wWpPr/1+QxxFQBEjthIO0zna3+gGKOw7EuTm/qxxWfxwJfekN27QoSSKfV2q93PkJzzEs2vBzHvDHgZ5cRMvMQIuenQp9Xusd/sYqyHHuT0SX2w0pOEv90bUG25l1cANzBpuZo91uOGe3nsZaYmP4uO+Zi5Y/Li/9H5c4Jwyr5A1tPpGGu/2A93btjeY7r2qIgj2jz/+WaNbGvBhy1e9Xxe4wuBCsxXm21j1fnt65xmNuJyBpZak+sDUwc/3wY8MNn2b59Xw0FAZXGN7VR/olu0khznXy+d+zOpcIb7m6z5dwI3gqb5eqZmOkQsQRfvs6tOd8SH0AyEhUWiLnGF137k+E/kmSBJVbiDp82CBJC36R59ZQA0/4fh+tlBwfV9GjJ33c59bgTtKIeGQ5RUsW+KufndV9YG3zJCYtRpmgodrYXXGPdoHPt9bYsLOhTN8zQmfL/R5k0+TSBElPZ/JeGUFvPPqn/pgTyZCwWq2ZytimOG5A3O/7gvbmlx7Cd+4mPnyqqyP1Zn9Qt+ReN5kkYoAjVfJeinYw+A9fRGdutWENhSW5ApBZMEeHhL73olfC4Nqo6YqH7lcpVhCyz/qB0RcXjAysp/Pm7Yt825OeKYfdNZ1JMoxPeLKRez8mOP9HoDCTgXkBrZhuWEYwH5vONDvTV5JbA43wJS5w1WShhzrVwmfD1yHa1VDmVPgmtGMv964lN/NyxbKTdN2ue9Qexr76I3gBD3IsxGK3bghDdjV6KduZM0ryQnN4S6IPNXnSlr2txv/heivJ6wC11jGlR0Jmvn9jeDKU1VJSwc/FeX/zEdO9AVtb9Yf/He77DklhvOn8WVlLbPMGa/0x5rNUBWwzMj3Ch64VxsavLc/ELevGkm6aChxeh/W9/Z/DugEBIeBKApe2K4x81jJ2xMDRgl0M9RtYBg/n9f5yO4cLdcGQIUuV201NE0nZ/1ZGkb/o8faD9gn0GPcVbPy1GeVGRMveBn1f3wAn9bFCaOwdTg5911c+eOAT+BZMoK3WhllbL1KozTN/ngAeN9siqQ01oBbogbwoV2tBsBKdpWIiapCWfWZGiNn85nYxwMbw9/ighfEIuJh9lfRQz8O7MH3ZC73ybR4pDV7wMD7Bg4A2sd9xPgwh8/UGtLO7wZC1a1yhJ9L/yRTLMg6YdVXvz5wCbAv1JmZB7bMjCFJg08OXM2xkLkhdCiMmLtuzPqDP51pFxtFtlOrnfUDA9g05pGBn8RnjnHlT0Dcp+Aymndy0HQolFApiC4fRvLNRn2689Qg/NpElw+irGoty8q9I014ctABRD0xkQgt6DFo/xCxcNTj/GnXSAx0Rbcllh7UDhxmEH5tiBq3vpHjcW/4tanPDsb/OhUKUgrEUJL4na+ktW8PvhpYLfu65RqiZIIpQkks/HwwVP7MOr5XWxuk5LSIGNuOFj0/GNGpneCGnpG+TIy7FtXQGn/wWIHWpBQhcsq/rcxacpK60Jh9g4EP3Vy20lCKr+jBlUc8NvhuRDLscM72QJa52PM66nP3YPhQnwu9ri80sUIsnPPDkOHQAUXAOMs3dFuXskDwQS8NGcn7JruSxd4ZxPpty9tDZvE9ekLkHDrRwTYBz4Y/PeQ+WBSglG9/wyLG8CtpylNDgL9T8EgqaZYTmJ4TVdPdJUMvEuhuGXFFr8n/XKmaAZBg0END2/D5pCgm+IrI5jOBNN1TPnQwuBGPIBcTcao6Zxls+XJoJX9vSVoKrepaywUS1Kchh4eBR9XP80BXLvFlxnA9jX9k2FDmiGHcYzK60PuJlrw6bDyYblIlXXYq9Vh3X0aDnhg2k+OQA/qRCh1X15hHLakdhvWdj4gVZMk2zuUR6tvQuMeHPctxSE0lebQ9CQ7PLblXGPaCQEslDyQjo8rxwLdSuuntYeDgU8Io5ep2PmfxyVNjuu3T4dBOwyLrbCGrh67CPLUH9d05/Crgg0LxpPkLs0caUv+jw8Fhehs8Xzrg+V5xF8KtpcOBGltT4M15brjm6j9yJuqLw/vG2UJxNo0cz1ZoQ1OfHz4DmCoojhV6mk2uy1xuwZvDn8IzKL6iOykSba7Z/pwOXD/8LYEOqGlFdCr/87VWmWf9v+rr4e/BY7XISpp63oWhCMCo5WeGf8ZoFFmuaVg878CDF055bAS4/QAxtAUeEMZvgvXt+9SIFuBGIsW9NlmchkCLsYdGXMKnoaaTQBwM4l5N1XR/wxHtWakJYrWa//VcbSbnwtaXvTECEadvTPouxGlmr3OeH7EW6iDhh67qFAqyAsbUAdFpxAbsJiGKhFyU4ckJ6KyV5SOh1G6R5VSa9FM5xwEUdKEZT4w8hCcjhHSPh6F6UgrvNvv3kdjjaVJUz48srcqqY7IKHXVo5F8RC+NOnnHZDV7uUtrwwcj/wuel4qztZmrOXsx5cyW06INR0P6LPKkotAxHq7HP6cDJGSdGQQlPTPBUIe4RTnH9xbraUUDadb5iRZFegP00TwMJBu4d3QhvLPMdFx/L8YnA9TTi4dGtYo4oivEYUOw+nym8NnoI3rhI8hHwPM6pMRHfBh8aPS5+Xs/U7DopHi6DNRv33OgJQPBixTYkyQGrzEfYi1lHR4MNDkkFUeC5VdVush53Lxv3z9F43nEpLmFR4otpBtfNP4yuws6Hjh2KasSWybHl9qoxsN/bYUtG3sshJCYdxICHvhoDLtczLVLCVEHDc6YFFj9yz5jJeAvf9jnnCUzO5v4Pc94ZA0ydoxjV8k+RHRlVURJKYts3YxMCLYbsPo/3UhDmDOjN/kfGskVxngJYucdXPkCNdf8cC42+rqkv+ZlcHkrS5dvURSfH7sZbKKosqxR5Judj9aQbd479PD5tdolTF+N61vo08KWxZ1njXJiafWH8T1Na/e7YMkQRbr7imGLoeg5nri06Pg6/NjTjN9W5OiUE24i+pf3txsGH9scnI8YPP2mUN7FvEx8Zfx2rg4DPeiPQXWKmMPKZ8d05OmF545FokidSdxpy3/g+2HknDN0IBh1wDtHlYBXjgb/D4lNF1apwuBvytTTu4PjtQM9Uwo9MqDQL0gy6e/a/xoPTTgM6hbA1JeCrx+tp/pEJDQXqL8WZLFHA3bIpRVu+n9BBoC1hKkqXFcpqfYcHF9CS0xPmAycF2bLNb00bBJRZ8cw3JuDXZhYSIGY2VzOKGSzU3K8nfAD+ILkyiC90R87lOa87sxP+J9BOUbQrT1dwmY6Wxb6NPDThD7yFbOoOjDRwkgWufpp2ZCLiZn+/JFk3X904USg6Xx9RZMVrEy/hNxYcC6IXK1cogIkt+s9ExLdFkIO+zdOdQtWMKmifMRHxbUskGdj5HASxyDU2C1+fiN0cnA9sBIHAhMvYQKOJxyddD00WSBBDVCXrIhCwJ80+MgmR90Y+bBfpwlAXZm17JuGNb+RrCikUPJnrx1W68/ykF+EBnDOdcysMX63D2SH9D0/6GH/LB6aBxH1RELNa0i1vTMJejKakb/H4N27vDYya+Ohk4ORET5QIVK4QaC7f7oz5ePIu/C2P+fb5DI37XbeiSS9MhvWNF1OFsLoyEkwAGrTe4BNTYDsDVL7d4itHeC7Wd+ihKdCQQ+o0iuLsZs6tw86PeWQKmPn1vsfl1twswudMqB3WTeAlG7m9YdY8/2tlwbaoFw3addMmvkfnSZsi3z7F4z1Wlt0EBj3XKzJNSfTLM1FpFd745g+nwo9nu809rZAzXJuPPLrQ8AengjEN9YLQ8Qh83Rc9vPGkg1PBCQYn4Ki+7SpeKR6NTxqmfo8YEAVZJ7BcywIvxqdTj00tB6ZqIjYNjEIK4l5pc96aBieZowIkTwM5OLkIXnjrsWkH4QEOJJWHR9BNbGo3PMM0fMMw7DCg0ucJwdz1c1+b6UmB9oHChZ7+xc9VHNGb0tJ3px9H7A6DbF6XEk6kmRq40ebq6ScYd6wA5m9ZghMkgAvjHpr+F85/8Pha2xM9biV4Dc07NuMtPlf24mxPwSJYZnua8PiMXzh7AQQxiDvDh5zbPPX5GdDHUyNukO5LJBWBw7SjwY/MLMXqePH8AjEeo4x9m3dkJhj0SGYpPAMhkuOJxFvOz4RNbkm6ilAIy76qzuUdRLB1x2bez/uWkIoprafVVMrEuw19ZeZ3F+Jb3PTQyNXnCuY7f5nVBPqCfN828QqWlfGw85P2zerEHJwr+L14tLgLL9zw3qzZ2E3ISp5Y7nueooBHDrl71rMcY+MgGFcoBOCIS56Z9TUsFTbpcDFvKBck8JLdX846jz32TOIJooGjpnOIpuOOzC4GK+asfL5hjXtrRrT6+9lQi6tDxYGN+oZmaQa40eg9s9vwfRZg2Y1bGCLetKZBj86+jc9T47b7wgWPvZxmvzT7THzeJ1anJNv1+RKiEQ0/MecKZngRZ2eZTj4DXXgprf10zjUCLeQmX97pHF9hK/DYkc/MGcRcmZvRCKHoQNhjL8btnTMJO8TYbdQ0QChNuECNOc/yp0MoIdmcvehz5mFz2lsx5x6BbiuknSbNM9XRT+eyNp5s+ok5j2LnRRskN6q1pEBh21l4fA7Qc1I2rYmu7ymCDR9qQxOfmfNvxKx0kqeTOKBHImeBjn95zqfYC55WC0JaJ+QG+teBE8z5jHUL+a4JGJG4k1x9Wvz+HHzTAp8JrRdxEihXFa34Zu5W7LyChfCs//1YY0FRZWjxn3Ofwa9VBoEcxm1jsaG1dGd6LpBrO17JMLM153JRnu/qppyYN4VPWaGmOH8+4qKKTrT46Dwo99GwUPLEQI67sp+jzfK8pwWalxTq0Y9hZUXOg3Qvo/sumgctvUFJOLJnV3xxxtTZ1sc8PO9H8FToKJ4mHAjs3TfSkLvmgRsNUC6MysCvKXz4s756flf8p8zdBXJ69e91Rc5umvz+/F4CTY772Qjx33E+zLr/zIcPLc/qmaRtlMqeqHqw6kUvz+cTF56EY+nVGe7egdW5JzMfnrWQx4uYrut4diLe+f3zs/FNZkBSwgKrANloT1OPzPcRRUTfzWrwTZlrgAt0b7AA/GybYnuIWoXqc35Og5cMv2cBrGQQxWN749bNnCOw4PUFUO4zo7BQnjWUUjWqKER/0MMtFsBK1kYIiB7TI9/mThrLvlrwDn5NLeF5u3GJI7OUpU8u+A++l3NcuPkJd6+F3U7cs7ABUIPb/PBB5v/3mb4rWog9XpNUUpww+PV/q/M2bGfD8YWws5EUJ1JH2Z91lW1n9NsLv8BuSnz1LHEcYR+n/fIiMLH9RG7mTHlO8wvgfT1pxmOLbocfK5zMwn/H5cntaO6Ti04jXoS+VutzF8tEiu9Y57+6uHd8UhYINoiqzIdubWn93xaDT04sbmLVep7gFmzdwKdjDi7W+HwHYVdhgesYUXzLtQTsdXo8uds24RcR84cpTy2BD03M8/lOKGoMt/DjNR8sge2sgfCP3OpzVZpczZWEW35eOgcxK+SjEYpH01jgXEufW4q3GK2ICNxeoAXcvbYX0H4pn73yBA4vkkWm9ti3uS8txffOtEJB97gnVBiv+/zvl0Ych7Cb5GUkywNp6kI3PX5zM4FuKuG0Wa7ku5A5O/LYzdfxLSLPtlF9/A8Bc8+l/7j5DkScPJ6hoOngicV6VE77m92M6LRGovo26VX//TNbwm889OGbX+WcPVmKh9XGs3ja0IiDN/8NcahBEA91gaXjyVrT5vduBiqPSimuaok8aytk5TP78WXY00l81AHl46c5U+dGGrN7GVB5EN+2XJhxDL/rRTc/twyqeXQD1xIUbAg3S6F69Hd5GXTW/AS3wcrWZDJO/mfs27Sjy/ZwFQl3ZJAc4Ldtw1tG7Fv2EtdJCPG8OZ878+AbJr6zDIx/Iqekc6KMEPnc9fveomUVAt1rRILuV+XdoLrWRAyY//TyEryFqF6YGsljl/BuS44th60vSfhnVCqSIqcYNtmHxty//BJGI9EX47mTHCI60doTy8F0R1rp4nQoefmsBybXkUbtX36QoxOXBYoJURADzuE8Yt4CFTpb4YNwz8r9WSU0wDNMevQW2MPEVJRw6tQIMoSLi9VZ9RJ/OkH1CfSbE0Z9Hz4/dvcKibl9ENkh2Cu7MtZh5dEV0P4r/UhWHceKQNh9RIY7P1zRnU+xnbBIKz/v1k0rnBm39MMV/ThetCi4kRbW1mrlXJG26YsViC2LEola0zENHuMl4i0mHVxxEpqEh+6C5PmyY5civq04uRLrsCLQchVcQSKm1YgG0Jh7V0JfDI1SxRLPfIyZYxca8dDKA4xRinShnz5npfWl6ftWnuYcWT7EiztscC9MujOzMuIbJpmPqXKaZ4VFwMlFx1ddDs5lyXkLzCKUeODFNbT0xKph8ADZAaAxoeQKjG607s1VtwLXZdcUBIBlJMqX4tdG7lr1Hq8Z2IDI6MX/bkorPln1E/bClBKCbupl5lnLBUfc8tGqAuJb5Akq189nzUY+3njBW6sMzrePND9fq5tRqBXh7daUr0IsXBOAifqanj1VZmt8f1F6KzTkfkWJAr3wRT6fyTBznHvoVujYibIquUUkh0JtIIPDLPno1h2wMwPizzW1nGlgjzvTmpdv3Qk0alrnrBJlzuQzhsE38ZOP3noEcUjgab0cTtVQgW8ufPlWaIaF4C+Rk2e5GbFSm/vBavj83KRouWWBJ8Z1qL3p1uOrM/AhK7TsQLKCXMaRgbRTHl5zEyuUnMXgJYOWqNQfHrvmX/AL7rXmB+GFPkAtad3bawfie1Wnftvvz8iZaiuUYCU3PbH2MYGmkCokZDtyKmp87nK+6fTaN/C3ohcFou4WgghcozOtPrH2S3h3ugTSVnvf86zrs9j5w83Wgl0dTkee9d1ZIWjsfs+ZvmOeWQfWNiYiT+PLfa7Mg1XuyKy7QaDNRZogKtoZx7KdAFYyed86YMlEP+SKa0hcboLZluY/vw5KYn49w1IylSaEr8e1iGs/XHczYqEUZpTQM1294kwhsmjB/9")
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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) ((int) byteBuffer.get() + 128) / 25F;
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) {
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 < 24300F) {
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);
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) * 5000F +
Math.abs(this.minTemperature - target.minTemperature) * 5000F +
Math.abs(this.maxTemperature - target.maxTemperature) * 5000F;
}
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, 2.2D));
}
return hash;
}
}
}