import java.io.ByteArrayInputStream;
import java.io.IOException;
import java.nio.ByteBuffer;
import java.nio.charset.StandardCharsets;
import java.util.*;
import java.util.function.BiFunction;
import java.util.stream.Collectors;
import java.util.zip.GZIPInputStream;
public class WeatherBundled {
public static void main(String[] args) {
WeatherRecord[] sampleRecords = readSampleData();
Scanner input = new Scanner(System.in);
int n = Integer.parseInt(input.nextLine());
for (; n > 0; n--) {
float[] measurements = WeatherRecord.readMeasurementsFromString(input.nextLine());
if (measurements == null) {
// I don't even want to guess if it's outside the training data.
System.out.println(" ?".repeat(12).substring(1));
} else {
WeatherRecord record = new WeatherRecord(measurements);
Float[] forecast = generateForecast(sampleRecords, record);
System.out.println(Arrays.stream(forecast).map((value) -> value == null ? "?" : String.valueOf(value.floatValue())).collect(Collectors.joining(" ")));
}
}
}
private static WeatherRecord[] readSampleData() {
// This data originates from the sample data but has been preprocessed, filtered and compressed already to fit in this code file.
String in = new StringBuilder()
.append("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")
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LrHvTUHaug08KDjGk3FfFupFTj28c7f6HR3Dd0ZjlvFUsLJxotilpbTycSP607W4A8EgMgJLEJIgpw82u83XW7V0KN4r2AVm/WSrrsY4OnqK/X34N2qJNqS7eRVrvq3BLh2Zn2+hkG8YLNVwlbygfHOsu/1eLQGpImbcdgyh9NyneFfTv1J7xU19IBs2PlQ7h+3c6ZbotH0SPfh/b5ZA3Ami2S13GgrAvZCNB/stKPfOzXgxYoCO2gbWrY5B0R9qLy2v41fc/ycwPWoOeZsEe2LfDCwsob2JWJh68YtQcvFUzFaBmDy4qBtNbSByA1q0HIHPYDhXfHdw8bV0EZPMFVOyYAZELA7z3RNDO9SQwvNTEXIU0W7YBolzPJ06q3hK2toSVQUwwXBDVo7AMd+e/IPRrxXQ19WJNdRDcgIX8xNpkud7xsJGTzKTWxUx8FKcQYCHSvXRr5RQ8e4RZxnSxJngOGzz8yuGVNfQ08nsXqWkfv88nWDO0PePWzamD41dFKQlHwcBFDVr5TgSR7oNW4MdueBuPduZcEc8Zr0qWrTGtokXJ++tgaTDfkW90QHymU3uj2yZWa3GtrmKZ4lKq7iSr6A9b6vftis79TQfbZlgkuJWBGboPP3Vr42pxd+LUqkc3qt4YGVjqQ9Zc/NK9TQHkPj0AQwKU5ZEenHs766YGsNPS5cVnVQN033JO4S9/ykRQugl89zDkg+f6OlVCwZ0OKHB61erNTQw1Beq6CT2RZqjcBwPDP8i8VDoDtG2Dft3NVbqgqjtAom7ZeLJ0N8AMIU08b/whWsFtGJ9KDFb2EvOa0F/g+YMubQCrqrvLTyWA2tl7l9mssJ08DWk+mOivyqvpATrjTjBmrjMzXclLy09gR2nichctMDvkocRo2VC9d+pYZ2+gqFObhO89o17PyB6IH1gyDfcJScVS+ZguZgqZ6sPbUBA9ziW7LNNYy4oA3U9ULnwmYBK3jV4NrdISUI9O5NXxr4i82P1dAlMqWiBnsXJCLAN3Qt34o12avInqp7nhBzQST70MtjTm2vqgGr44J/Rva1L9pLXMb3rr4/3jm4hu6C7PDBhBwWBI2qaXuPHbug89udoPEOR7c6DG93Jv53939iOgSLq4VCjgTiCG3YFfp0909ZIAQDJN/hRBWuxPLU5PG7362hp7iArZ2/1aKXTA0LeyJWdXQgJh92TZ8sDqm12ekeT//j6Cs1dDzCt+o2Hyu4fPPxaO9/O6Vj3DYTEktVtbxeAnT+Wr125o81dMK2dbkYzzoFfskK2h3ueXZdDa2wQtwJQRG4bAEW9lzFw+fuhRbHHT+IkA0uckL0wPAz56/V0IWYHQaTV1VLxRZ3BGZ+UEuHRQbCLuc5YZYz6Ejij2JFLR2JY6V8KBB8qwM7tzd0RFxYS3t9bt8scTHYIL7qxZUDxF219GQdVNW1Wt9qyebbwTIulG+SZtfShZTo+rrp6vAwYQ5WLb9D+VktHVBEaE+R+zeYISjJ3XVdQn1qQdx9pyhrjlPyimFY5EfqXw3X1tKOpHTTuxI2k9ccT4LzerSuf0SuhauLCq4Alk63b2qAW//dd1v8B7V0FFjB0//1Xh6czMYKfrdLQ9mBWjrkK0HqtxcE2c6js5k7K/rV0k6nwCUcHccJOzqtpJ2KXj2oljZ5Emd5yaEw11cbTV/tM77zS7WcWhaVo551/WYhZ8BCPFQTq2+qpVNFMGXD4vN8OKaJQOv/1f0jjCTSHC+GSPOtAvzSHDpWtql3opbuIIqAeKjtWQk8bA0W9pHeBXzSNjXYKXBLC0RyKjWmT/XZUksbie+UuEW6Z7Agn6kf3ud/8A/B8fJmm6WXwnB282hPdH7fjRggewxdkhgF+AA599cc6N+5lu+8HLeUd/ySnZdhIe6Imv1/VwtsLwadUlxurQIM8Wzn2iFP1NJBKSJ43ObCcwC0K+jrI2uHNtYCnPGJgqXlrrW2synYmX572CO1tFXgO2tumiSCTTbQ6cyHwy/U0n7B4ZroHKGFxz3p0V5/HAXxua+rWxLb23NaO2AXJv9M3cOj/l5L6zzJkT2IRJCHv4r2hDKj38J0JBgUvrJyuDTYRLq/a3Rs+f+j6SugpSq79/fJmbl3bt8LtzvokEYEAxUbAxUwEURUQFCQBhUJaRGQBukuUdHPT8zP7kaRvD11us9/7/H317W8rlmzzrzvzud5z373xmen24rM6qpiEXetg2ltH+rzRD5M8zWLhq1ejrIYIgbBb1cp/SO4+RDjmHqrFG+6nLAxS03LzLvqQfx2wPO0Jt3y2GTzG9gymBu0Ih/WGl5Q1eJSQzyBoTcL5tYtuHYJxg+eqpFczm3WJBkD9Y5Bfa/9KB9WEEL2kxtFbHUHTA7Pu34jOgnL2SpGGJq+DNAR5rSZeeOdaPYir7hUwKRbmCUGwiPhRUPa5MMjPIg2y7lcsoKpKzzVtuIWtKqneJM14N96boZ0WXDytuGoedZEGqTbbpIfF8HCmhn3fJcPC31etQwqs6Q7ajfB85mL70E7mWBTJ2GG4yXR1fHjjRU/D2vFj8NCnpt9KYJGZau4nVe65d67IR9eSQlkukaCj9Rbf7JI307dMXF0NB/25Lu2/tflZilhahTZVheljb0W/TIgiA71dVaJHVfC3MrNT96dD1OoG1fr+Ra/DmMHeVrOPTMF9AbGt1xXQGHpSFWuh2/7lc8+jaLi+ADK1tS/bYpbMAzj+c9zL+DHDGdpIUfF3+PoPclrVZfYiwXwWiRTty81SCrHcjJC/knhHPGRApjkAe8yLiZqGmw9FI7VrA/0LIBH0kQ5IwvF4ZucigFvV6+hqeUFsBlkxzYikkFBlgw5/bGwXIBwKxkxabY70Nn60sLKtH0FMBkpIB2f2HTZEpHQWK40yy6AERRbNWpi5Nqk+Vnp1+dJBTDx37EDnkUv69ClZuTUt51UADPEKI9h1LeJDEAXWFTbNv/1AoRyAUmMKfqfgTTRgbawtteXRbW4SyUVw+PlsxFLTWKfX6+cULyiAObw1NGzvvWC86cWQ4z8zm0tpVYBvBWwrL/1i7IVb1FtKISdneeXoajWnoa8Ev5UhfYnj1yqGmYVdq/IKoBZaooSp1sSmHgTGPCeDBZXtBTAmOREcXBJZY3QGY52D1ZGC+BZNkBHZzYdFtGZ0rqSq6tuLICRphxAu0LiSlVN98KSNhNrthbAo4xAhT3UTRpleB0syutUgw95IvdynYMWxLKtBt102HF1zw4HCmB9eqphmGr8GwWhKUa2Lb0XdXALYIvNC47Zcjne4Ot0/j2x5LnO+1GwmHaS99uTN7LawbyyTd1eK4CZIcM3HT2uSpxIxvZS3g/du6O8UxyOZ1TT83jfgOEwhtvS4340CJrJQp2Nky02s+H4gKm91hfACywG7n+rBxGz3Q4zMrJ6fYObd+0MCVqCFvAIy6+Cselb+4wtgFHUgp5eBdFUZ8iDZXVLBxQVwDIWubbpqC1R2aWzx7UlLwyIFyDn9gUkFLrc2Noah4dgoph+DWr+EXqVi6E6OQ0Pd/lKx9rrKgrgFZX1JPzUcakdwFCYkfb64HTcDiOmAqdbDWdaExqm6AWFt9w4GNftWpqqYVJzk1QXlve7dItQAMuDbsANygkz3pJowHVvrSm6fUYBLEwTBcOvN6SIkBJAix0XunXEFQUwTrAxX3oM4jD0neEYc98c8QEahEfghEruLU1AVje9MPeBlwtgaoL1kdm4gWTX1muRSK54aHsBTBEww1BnwuQ1/JsR4Z1+eAx+OxgwwfIlWZZ0DlPZjNAzjz9dAGOBergjzBGsZIXDvMo2Y9UCmB3GiK6YjOChI6NfHuuw84kPC2BeGmN7uhHXIopJlbgzMlaOQxucFjIdQ3IU9D6DOMnU3NkTP0I7cTlq94sZiaXubDCO7/BcDJXG03BzBzCfoAWOgPmZz0xDmTzA0agIX+CtVgswoU9MLZu2Gx/icVrTBZO6OjEEFl7M+WTG3wUwIYuPSoLUYrSwXBSD0vLyfjMxniwXdNWlm/8IuB00t9XXGHPyCmC1leWzvGa/ez4aZ9FJZqaem7MSY5VlaokWA6V9waXkta9bbO4PKCr0EIdiuukn226+WnOBzSuEV5vznYCviEqrejGBDObZys/5C4XwJLUJRQOkmdi07ieCzYErCtGqqNCiJQ483fvvC9tr56ZsL4TtvO8iBpMYhXOIdr6cE0txCmEizTzPltDmZY+OaeflvRmOFcJMUXStxEVRd7WgjXbyfNrrmWMK4TnLdyXHDSDstal0e3Fp+1y7EBYxjCXQ4T9V2+Au95SsbPN7IQZTmk3NA00NZOFheIobXrixECMEtXQiqhFhaELRMznTSn/GlYBpsVRimuxL9SA8H2IrPixENpqW4f3u0bUPluzk0BV/VrQWwlQOP4LkzXeewMLs9FerxqFMeMNFzoiR2tGJZUxJv7V6fCFMUB3ZMj3LSYkpqbidp1M+rT5QCE/jTpJdSD2qMG4P62rfrJ1bCCu9FIlL/Ck3gmFYaN8ri+e3u60QptGlEc9hEzQsFBc4gffaTymEx6nZKAY9k7mAhvwgLMr6tMM8UkOy7p1uN2KYuQlmZdzf4VAhTA8EQHcirC/oGGYy4eA1D3ZaXQgHRdEwpdjfLVbCMtC+5+fc3Hl0IYyygDOTrQn/vZu/ceAT3f/EBVLosc3WRCuHFncfTE092HsWyoS6ntEIOgIpGL/XdNnT+1IhrKIg41iKGkMIhE6ypWRz/6xC2NJQmmbVt3iNBtXv9IWFxTdfHSiEhZxlXZRNYDIC+CuDYHrO4lvn47p50kqyhIChGzmbek4e2rEQ1oo8A7J+MZG4dE5DtL6yute9S3CBAdZCJh6/pOqKgAl9Udb/7t+A8k7R+dQQbzQJguLhuqeliSP4Qng+xQ8hMURURL+RDduu/M+IdYWwLcCYCAok05c9BrPU08HjI/7Ch9Dka5b+cZLdT7f1DY4U8NsmeEFHk2LIkejYcHPtOw9UFcIsNugb9XF0wqBP7Gh+tvpgtBDm60Iioei+x5uaBQ/A/PBHD48qhGc4T4spQZ7zMEUQwhssP/xOIay7mINY7kwrxBtiOnraqqKOo1CCM6g9qSGZzS0Q5BH7LKypGq2iBEM2whlDjiYcjW4yru5zccywQliOi8Z8G7/cGJE13Pzzqd+OebYQsysGU+lsEyv7bUXUzszsvo+jVc10bUGzMIl6iipg0t1d+szYSCHMTgsqgs/ZdDZgYlCan6s++XEhvCjYOcFA7G9J0g0DymF1j/Kn1hRi9AmZkIg2RFtMTIz5cGTQlme+L4Q9AZv1EVZ4vIXwdhQ8HyiZ9G0hjEZnZf+tUEcAPgBmZa2a3LMQxlJDPgSbAZ2i5z2wps3dz6FVPSKKCOqtuI0JkINH4Un256ltC2EMdc1LNtGkWzPD4WDJ4On3oRczhMtIXaZBlSjr+q+Y/gEKFrORa9lqi5L4Q8MIMSd1zawVaPaC7STr0zgk2OiXC6uuFB9ClMszAV0zms4mYqi0kbA4+9FgVhGMMxEUYHbWfHp2DuwddG1wYBGsYwNsk27qzY31TgLj/eFbRgZfK4K9mmq6Svxcc1xVCRVMDTrhW4tgQiAgmGbyVTSCt86wuupYulIEq7kAY1lnIxJmRw86webuuzJGFsFmlY3FEzFDFiTZR168uO3qrDVFsKCVC3JCwJFYL65imHkytCWnTRE8CcnC7eSrW6qy2X3riZyPi2A3SlUz1ejZxphCqHdaWqQNPnuc4YoWb9Pkbofw975rhxd3KYJ9vuPq0V/c80oUFFTxqR7vlPj4kywXpDb2RtQOi1AAi7ttLD1SBIvdHIsNSq4cl6IGHUzlyKWni2A60Em2Y1OBIoOG/GzK2nK5CG1QS0UW6Zgitd56GDa1cWs7FMH4DLrFYGB2NfB/RsJ4/rrazUUwBlVLDSb8/7vZsqBwRscNuBLR1x3VtptofDPhwSyv09QimMRAgLGVv1tl6hspwvb+jV0mFMEyhg1xZuJypLW5lUDO/sq53RYWYQhL4wBtRNddxHl3wck6qfsU/Jjh41F0Szp9NHCB0wKLrsCPx1MvheTkIRfB9hAYn7qpx9/4MUtt45F4oT4TCPlP3tC+1/4iOKmnubE/Is1qlNEtXOCanAG9g0Uw2sPwn8u3/GmFOBceg6fZ+j4TUWn0PoFHcVHzGow+87Pm9S0sgrnChVRkJaYeSyDiuBHmt+10NUpwFsMoseyg1Sq7ictoJysr/GuS35ZFhQlpiVhCporXpW23XPdyESwVWEPXHIdeVzrJ3FAzeD0+xAiptkMLdxH4dYEj3WfesKQI1qoGaxLDsOh2yoOIIW6+ZW4RgkigNkMYMm1MR5mwqVv+bV4RbAqKLM2s/ONS3FKQTuzvdd9QNJ+dPsfF9S/ijBKNWbjuF9vmDnsJF8h5fkDVeMNRBB1z1vb8zGHHUcXUYAiINtLh0XA426P43t5FMJxuZfrJcmSfyjiP3rTtPlTDId7xWiwpFghQYhwE3w/47P6viuA1FGxKm8zQ+Wwx0kiH6MUHh58vghfFTHRWM9Eo0bQ4jD7B30acwp9k/WSPVIwdgoDa+aK2z6NPo2nqLDJaSwNfs+n9ztL8ro+jipeaspXP+LKiJBgHEfWKjI+f2IgP4TgRo6PHJEfN6XDozk3jcnCBmR7HtiqRP6MNMQ09bW2br8ftQG8IexJjWjrvachwhsHJqlVPdyqCyXxjehDjl0FnnqjL7V3vGo8cexVyZ99uaIo7dCHgQbRBaSJ6w7Qwm4Zh3UfI5lBOeyHr+mdqiuCFcEtqgxVC1ErH+bfA8oLHnllXBE/kUbmYJxHooEqBZZUZz/2C3sCFFNE2WhovxWUJt7Mr98NpNpomQ7cmNZUunenQB5YUjJk+pAiWCBJDY8/RA23qU7mm37oZfxTBq0HQAeJOslQLdbk4q9/sH4tgVLIRPtANIaRvw2Fm+MAcDEozWREZoEqv16mIHlYN6M6Gi2FJumwaLA1BoDNZ5CQ1fcX8YpgTRnfQVZnRmw0WN/+MsEzsVQzPwL8N7/EnEUJXw6F+f6Y0F8N2x2C5eKIxwaXhTw6DFTn70/ximBxkGYfa5BNLwKS7PUNJt4thPIep3yUU5mEcRLhb1zNzRjG8agtSsBmBi4SkG5PX7n6nsucXwyspqq436bbq+LKDLjU5v3tOSzE8yiYbsPrJy+/QHzbVSXm9i2ElOpPtqb5iqkA9Xjd3acy7HneJUSRZ+KbxOos2OCccavNHMTzLCwKfYWHsReCB7H9q5sdtC4sx+miORU23qCELbv5S/0VtBxbDgz5CZ4aloxafGvYduGFLwY/FcEBIpWu+vzRrLjLsO2FR5pTCZcWwyGNYHcVqiuRAN8KrJTMLfy2GBUhRMR6jHcqWj/B2zRXlRdPw2yJN3zMshkkk69b3X8sXDyqG3QhTldiFhpjqIFW5HaZlzijHdU/zRNGPNSSQ+qfnog1uLOhdMbEYXrYdgU0YTCKqIY4dBc+JvWoWFcNzrOFZzL8tHKhUfks7o10ViipHBtNUVb9ZdBnIgNf7zO+wqhiW2o7R4vgmq3mGiElgRd5NHb9BzWOa5+hEIFlE/iAsCOd1aVMMTzMczwnpXlBF0o0Z8LNOT/cswF3ywWBQZJRzZ1u1GH68KLOoJ65kjB0IZhIqNYkyjYRngh37dMNnUxNDMiqT4GYnWFx7pA9qfoHoYJrXWmym1Y2gN6yo6Nr3ZdQlgCcpMU3yftMkGA1L0qZdeRB3KaYzuizbNGOCgtKSotsH3IsPCcs6o/g08ce2IQxHhywfiPI+ygm+oZ7/I5LgmTj+6qs9Hh24C20wnJpjSpYWa2yL7joWJrJnB8rFMMFhTMbjAy4qyEZ3nRp8clAI7YRjw2mibqP3oOZ7w+YO+Vfjx+vsDCmgWuo/dsRMHmOVlF6Du1wAjMJiVnB5S/TQXRdlbL6mtRge4WnQL8qWo9fRKbBl4OFr7yiGLbbGWY4unYuV2jpKcHY2XNelGGa7mUATz424rBlIaY+ULb/uiWKYmQKcAcGQrUqGArfBqrzG61BUz6NckY0JDk/jER6DGeKw6xuLYYaWHIX2b5t8uB++75hyQ3v0Bl9NJXqJcdklvvNiqn7TsGJ4OJ3PDIW/bxuMBRUJwcC2NvfdeyvqEqMlIxO3pq5rCPmzs+9vQENOFYSg4NohLY4yuQ5eK/9+xCEUVXogtTUtIOmW0hDDDPhK24EjX8FvSyYLpp0Rk6iL/70wJfW2hz5AXTKMbUSi1j+JzJAAt8KmUvbhT9HsfS8Y9j3qyOU5aCc7O3d/bGgxvE6tdJV4LN6ixDgECwszFo1OFMML6K22I5qsEZSpr9yBK9kxeeiuSvJkJpGQHIvFPP9ipvd4RjG86DEuUj3FMliEt5hCBv5v7NZiOChl8ob13dnGhC5T/eDB7nePi+PHqHOrNRH2BKryeBgOlc99CsPjc0GLYgbyTnBUFOyU4MPPrCyGKUzylgFhC48qM3Zd8dmkhcWwgTKXZeq2Tm8Nh8O8zF+ffR6V5jOeFADJpnnZMBi2VE5+bjbuUkg3Yxc8HXE8Q6f8i9pUTvkCny2ELd9kBE0ICA4GjuXtZ09rWwzL1TSBMdmEZiQMHbWzs6B0+jXFMB9/yTRpWjZlkmGwJHvb9H/QpUJaQPZjXLOuYDa5Hg606zv7uWJYH2BYS0nEVNdSRIT8CzKuZqpLUA180GYZPsEGMP+MhEnBR5nGEpiU7OGAD7bpqmE32FK7jN1dgmjmbKNt5sicX4w+ngrv3DSZe6UENodBjEj1LYmIlDCTajguPFSCYIH1Morclgu8mqzj+GosiMtK4CveYT2p4fszl7WYDU/AnFAgZVsJPEWXfWh4Ef0qJoHFpW5qlxJYHLToeF9zW89rCuadHfmt6aNK4HkR/SCEQdN3GbKT5RmT07UShKB0PG+RagTAePKscFNufgk8G0ZK6NCbZ6QJ+JDDFaGCHiXwgJ1rXTY9VbWoM85t0HTlI4XtSuAOlgPWD5gaipsOMD8bMrx4dgn8l3d0remSxGp6TEJ5z8+sKD5TAvMZBEROcnwDUAHByf5yyX9L4A01S2+OmYrtxt0kyMm9rXw4ygRZkWCJMdWgt6B9YWXZd3VzcZdutqmByivRaELDdS9KbV+H25lisjQlzON8ZNiIqBfkXNkptwSjT8gxUPW2RnPIesOmqlu6ZZbAJlfEL6pao+LLDFLat6+5qVufEng71dTUyOVGTSdjeRS25MrdZdQ8IF/wHT8qaC51Yt7V5dorviiBFa5I5+HN8VatNIA5bWm3fj3+UwJLkEEaieao6Do2TzZYcbzn+yWwPJzlM2G7ovFCBEX1GCzL2N/7+hKYjoiAp5J73jdN3M6Jss97jyiBx4Gj4eTJiTNUh7estEPvPSWwLC3oo8c2JiTq1HENbC9v7v1xCYy2OT6Y6WH8UUwXedjz3Iw+dah5KjKlF+AMHQRWwJYrVvcdiTboBVzBMO2GWAStqh/s6XSw72clsNoHUzF1w2k2U8i5l2bc2ddAwTIYUIIIZZOpajTsLWztt7WEptgyvEcD1+nVTAns7itf2aYEtgu2mdD1c4mEgXgJPa3tnVf+jDLRsptVVY9mg9lcQC/i0x+4isXN89RLGJ8rEFTqAjs69B/UH5WWamm6zdu6pHsxyIXXu9x99ZISeB0V7JliNJ5oTaiYSeYEe1z9QQlMtnNFHahfiGPSvKNTtzZfq5fAKYa37Us/NsmqoRKi3lB85w2/lcAGJw6CysoxyUVicy3My5510z0lMM9ldXQmVARyD8QQy7Ly7kCzn0M3yF1Lo9ZYDCbGeaG377qqBCbyIY8NUQUU6hjj986KR+55Hr8tiOSVzrkLsRYL7oEFWdfe/xRuBwO1igjZtZHBo/m81Vm5/5kSeEv87YwWbjC0QG1KAnnD6T7vDl9aAhuDbgoktOjvUbpROQJ2tZkx4iA+xMF07uiewbqKhxFgKtfloRL0YjY5GSFZsQDIL1fnT3i4CnXJugkNTTg5xQej5rLiMY9cQN9JsXUGYQ69GTYwp80JxUd1KoFZfkiQHd9TE9Ra9ilYlVk7Cnc5meYZUdWwR51or4RVFatHPYhmj6xOqTc1y6I62xtgX8edY15H7fj1qWBFTQPt00ZCtrnPU0/cjMYm+Kluc+xMkxTwNVTawdJF4ypLYIzK5IZYx7Ut25XxIX93rB4/Bu2b41g6Xo43NbVqMA4259oTorRLyeICNq/QWwsMva+k3zjxmxJ4RZED9BoCPYUX0GLXZC2djrpcblJ9jGnzSbHcBJtL1OlzSmCpptD9YsZpTRTQ5LwTV940o6EE9iD7E7yoJEUURcbMvbL4VWZBKbycoQY0F1RT02yqvX2tukCoKYXXeCrJSV6FdHQU1cspO8XdpTAR+CBHl4yoWh7N52hxdeizUnjRFdFHXKRYcddEXc4Op2UUl8Jshokr1POIphJgjF2fvSSXLYVxopUcBoefchbynfeus4q+K4UtLO8F7ZY/onqZHcT0/3W/vcWLSmEzzyNM1BNSQlUo6V7q3VBil1LrV1SZaUu/tnrEdOdnvlk+sxReckUEUDpiF3ptcSNsqOjZcVApLMUcjClRDKN0DXz2Wz2UjpNK4S0+HFUlWYtfttB3EN62b9cJVzLfC5qCSk3NKChdBasLTnZeUYqBg2UdRfozqlHp9gR4QTzd+Y1SVJpPV/Dp3RF1DoLZwfe7zC5FY8MPMG3xbpNLQPtY+Std3iyFnSmSmHATzdQt1sHE+HL6tq4o2LkyXe7A5yRci25A7b/ip66fo0wE9HcnfimBpDFAr0+63dTVLIWVGU05biuqzVNag5il1pUmet5bimAYqItPLKJEUgUEOQd7z+l5WykcNBjZN3RD03CrqJ2NbU70OYGiCvLU6hi1rIINT8M0bmS/rbQdnjrKuXQ7yiHamf77gKWlsDhT9y0hirmS2iyVwvbOIweOwD86R7P3fCNKqa4/HOr23TWotFWCnWq0YnTA5GpgMH0j/9C1z5bCGJ7avECyKRqDxjQ/ePq2a0qJdrr/N9AEwdl1sLOq021LSmE6fRAzON+JNsUgAPuvXnl7BLlTiGVZwfJ/+q5eklGCy9uOv6MjLpC3qL5KKwyLGJRGw6q06mGDcSVWJN2X7f+7mIHUMPDDsP+UwpxUzUZkj9mOYYMIQY9VvXOvWoqG7ocwVPuOhbAdDWJj6ar7biyFNZxxRqf20nQej07yRud7H/25FDammQGZsWJSJMGY+JDV+bc8NrYU2agPhiprpu5cplPQVzNCj19VCguDWtAgk3cFjBDVsL77srGdSjHaUw//hElXOE0UxWxhwhO/lyKro47EKCWWUls6HL+affL7UjiONu/beiLecD5OjUu/u2/DU9ml8K3J6w574fuEdbmbAVfAyV6zn/6gFI4EfCv2j/0PUknErGNhaWjQePzJpbzHaFKEMXRBpYYhG7qzz6NfbvBTbM9WmxKa5VOY2Z03aZqPdpKRrWY5mhSNn7toILTY3W7yjB2lsNsRPcayjBaDypfug7XZf8/Bh6wNa66Ehq9ZJgcY2bZmrZzbFXVp+AJDMSPZ0eRGWFn44txlGH08NHtPC4BPbcbGwMupq+FSGbyMBmH+O24MZXkP7CpezcbKYIUU1I36iwkL3VvAhL6p3Tv8kjJ4oe3vnYKN6fWOpyB80eDY0Pf5t8vgWECket/4x2eiUQPaw9u9q4XmMlinXwxL1gWWa5VUBnX57oCHRPx4b67Celosdg4zsoGZ+9XCisA7ZTCz0G3TxFvOxfo4YojrYH+Hj0NpZbApCJYHCUmVEN7DeFiX/mD6f8pgQgpmbspFjOekEbnO+rbgKdxOSOQbBIHqpdFJnoF54raSkjKqQuB4wWP15H34frCz8oWSaWWwlAuwvOEahoxEGvPlsc6F5cNxO5zmsPIlOQ4RS0PctCw1p2piGb2ASg34qSCyNItjDGzPWlWdWUZBSbRMOk6lyrq74cv2keq9ZbAZDMey2ISsoTowHa0s/LI6XgYLBYxhmoB8tElxMcaubXt77R1lsFbmQ6rJKa7qINAeBJvqJtdllcFizKsmixDXFr1UuBNeSB/ebk4ZzOPYDBeJNLVi82AyzBOWdppVBs9R4ZLvCz694MPsurZsYJdOZbDEiyEnsalPMG5+NCxOXdT9u+RDPN6jO4t0kWckvJE3sweqeAGfjQnNsz0BdKrR3lVe0uMP3A6NqmfPXWymHrRog6vyP+m5uwxesR2GqgH9ZJ+z8fBO8cieiTIYT3eifXrp57M0nuzA1ff3QgkecFNN1pKl6Bk9ImG0X1eV3vufMngxzVd9evWvKmi2NXCi/699/sJv2xEImxeiLRavJ1CXL4r39f8Cd8kmK3oQ5KIzoNkvS/1y0AZ8CDD0WjM5qolq/Nbm2NfsK4NnUs6bSnkDhb0AaWdL0cwbK1AmcgjDfJaqcGaEw29/3+PDm5Qy2NrCStS2xjVVoF7AR64271hWBocFXmXirZHWuMbTLtem3zq0DHfJAM9TZ0wtjr5wCwal7nfiumeHWM3zTUwncY3F0PtO4Sd3b8OVCAHAAGtpqs0kHTB84u5TaLFBXfSpB4ROgy4fhm87f3XPQPQ0LjWYoM7YNDwHKe3yNh3vm43rplvoCHHAMZMHDscqTo+4pwxmXWrrhbkWL2a7LgdDYEv7kY+E0XdElROb/2yNSYbkIXTeW3zrI0fLYEMgPdB0KSXg/poVspA37Gpz06hS1LweRJ5DZ6w0JXEizOW3jPq9DObiDk2XEi4FlfHwWsbKx+rRAYELh+jCo01DZa6AbR3io18qg23Il0A1kDQoLRLSiRPdDo1BCW5NpdZfkm7JEUVCeb+QXv7EAygqRA6WqV1IJEujBsD+9q8/jTKZRS32XYW6sQosdIYvrr5mUk4ZvOmzrubKfoClQ8OxsCClfFJ39EtCpNQUlLE0mvCydcCMZ/8ug42eSDd9ZMRaPjUMeW9A/nOhMnhPEDDl/nhJkS1Hg+fgJX7S8x/jT+KWfZd60GOGRSdZkVE3HX1nRds0RhCsSwiKXGLo/6nKmz4I/VKzfREhuJ3sY3stbK+Cmd+UwessS/VZ9abSGpYgCP8Z/M7s+8vgP27Q9ERTb4zHQULBvtm2dXZjGUwJ8FzI1hUqa2JQnmsyr56zMOnFVBWF3M22DMzz73XOmnMCI4TISYYW41WDLhQNg81F789pwQWmUdtJ81zUSODmn4V5vMgMKUfywenJ6ipgVQnx4OrcG7iicliNIIfXaOwy51JV6qnqKm51OaxAQCSxLZE4hiWCcssKfue+KKfmiyy9S1PPN8gqan5p4PVgr3JYGmc0r1WOG0iDqRPU+7fdGXytHN5HyoVs/nL0EigiaudA2ZWpZ8phkpmqpiMhZWnKBKKZ929YH/6kHN6zQ4oT/aZB0/QUEcHAaxnPZlSUw3LZEnJ013QJ6SHcOlQ5JPOpcljnc44vWzHDllV64bcu/8fsc+WwJmibUcegUGMAOslHhZvyfsWH5NSzrKGKUszJpKOmN6/c2zZSDjuZICY1W/d0Xw3jAj+r0QtGl8NLgRSP2s+bBpV2T4CVKbsKp5TDizoV9CCtsaml5yhYnplduLQcFvumiDZi2T7oHOaGDTmzirPwY5bziXgwdLMX+sAbXUMln5fDFtuWHFPVJMvjqbxja/6PpXvLYWs9I0usriFZ8aj76Ve37CtbXA5fhXi659XU3KRE6zFfHmg/qUwuh42XbY5to7sxKehaSSYwsfyPcljAur5rYATTLScIfeF0r5pyCUWV7mZYAqeozbopYXhckj6k4oVyeAWzaML5/+jvWthSM6r9e7jAoBC0LT1mnG2M6jAJjuQv7bCjHGaIPvD/DrQAumh5pKPf8dNy2I3U2rBaTc2kDHgnrGtzuutisioxaPNiQpc1W8Tc8H7dkF4ny5FO+IyvfdIUQ1fT0QGPdRnY+1r8STEFOa1l/1xvsQamuq/6d+uzG9cdvJAb/svV/g57dhNG+6M5e/q/gut2nGDAtBhPZywZIf+hwjZXTsVvt7F824joRkD3efz2K+Lhq1DFcxmX9/hkuS9HEHRDZtN1teWwIXgxLcQZfsKDJg0D3txg/uAgfpvus/qElagi7XZ4s2z94NNo9jwmEgQ0NkPvRq+B4zXMjc+Xw3FHS7C2YXsa79Cp8/GS6UMeLUdqwlPvKceN0PimZ2FN+LEhj5fDTBMiAfSdEB0zIkPfUHfDzYfKYa1vRnTMuRGTrKoC3h74xi3TyuGEYP0YTYnH0cybJXgeFgk/3xYuh+cZ5K70miB5ojEZ9mV8MrQV1x0UuTQpVTKblFAzuuuB6inD0OcP/FEALXFeQdKpunAzvNdu9b2n0NiYVAUBOLpqPJ7ABLMv6+v7O5TDvlQkhcZ5PSLE6yn6fFuu3v82mj2IwPGqabs2Roh7YE3bhcNfJWNrclH+dPdZCGOqW5J7x0izHGalpoR9ztQkkwZj1MHxvtseeqAclhilwCP84SQNw+YUeC31y1FDy+lVL93TdKkmGdB35qayj/9YDnN4qruhyZMext8nYVlK5tj9uBK2hAuahpVW8JNG7Z5/uH3dE4PxD01Xavwt1iopso2a35E9ehy668tILwxHDzZl8R4LPWBX56pJ+9AG0+xUzM9evREMJGAwHKxc8mxuORwULEkVMEYglKe34q/n/v7cVWjIrs7TuavKOREP1/1ByavTSsphKqQQC7dZ1kSe1h6+G1IyHcPjzn9o6mRjIq7Ru+j7YE/xrplHy2FlDrJkv1WOqaZpoGAXp2yZhQaxCJLd4Kj5rUk0f33aH3NC5bA+7CGS5RMJlZDSIDjU+as5k1CXPAA+Rb3wYb2kolWdyuvJfF0BUzLiQriWaTYhEdAxnszP2BesrIC5nsdpWlTjkTPlIt/Z121M6LsK2Bdi6Fa4JknUhvgGWF88Ia1zBaxn9DgKTzKRfYgo79fCPdMPV8D81BTTSo7Uc3Wf6mZqO2RaFbCVtzzkHrwtmI4B09A7umZvrIDZvsgHqA0GQ69SO8LHvd7J3V0BbyqaLCMyk+OJgImG/GpoQpt0XCCCR87nEHHSvYqxsC33nuIPKmANNXR0HBuT13kV/fK9qj7FjRWwKA1hgRPy48ilm5LRZ08JrmSTAyJnxGPIgcMm5oY1RR+XHsOHABOkqROmTvQ6HT69rqD0iwr41AjwvhlvURK8FYAnYFX6xDK7AuaIDsLDgO1ZrBRHNfzQ4c1KXPfL4PCsx+iqrhj02n5tm9+qrq2Atbats3QHP8EF6f3l3vzJtXIFLA8YDmfHjATq2EKr2lCk1W2pgKUiva9xVQUNiEN3PdpmbbtHKmCmw1l2Gp8cqcOixa5P49t3xJ8UfPKRBltNyGRsy4M3tkelLUhNlUEnqaBXJKHFwo5PVMAyh7q7oPio5QcGjoPd13bCzS8OU/9QK+YgMyYutSjnl+6jUYJoDww13fJoXMoTsCJ9afd5qGKBC3msiM+mXDcctmY+0rMKv02Wram+GAiGMlBpL/Pf9bwav80rQtjkVGQUDN3cOtr1RM83KmC3nZGww4auC6ZNnvbxgOt751TAKTMoNLem/GroMYfuGh7plNkbVXyEkxyxNWJaLFg2wq338w71fbgCw7qAVl/YQGXnPgK/PbXv9mNxOzk6p9NrvOQ1k/vRYiv64UrW6qLnecmR8ryHu9xTNbN/fQXsCTDGBdljOIOmS4+H1akNA/gK9GJktAxLVeQo7ydgUfDQwGySCQOahhzNoMhWB0d7Hbx2eQUcDfqW1BA0kNgxdAizO2/pdSjBLaktyaoKzaR5ur1hZ8fodesq4NWGsBpwVGp6rFHHnsPt4Ub8ycOCxtmaYknNkhHFXe7J+33InArk8wFMuTaCDkzc+OzV6aduHlpBp1seeqWXaV4W/oEwvDlEvHkjicrmwHb0yz9HIkHoAIc6nbwNn70nLHp+0G3660JLwiL2n3fhNh8NOSvjHzUlW7M1WRAxzCxN2Xv7qyhYzzM5PShGkiP/nsMAeOj2/+K389NcqtV0IZEWhk7wZvXrd7yA7hrKNvWWWFA2wWIwDh4viA6rqIDXPQh6vqxENbqwOBR2ld5+L1cB21gtYCDa0E3ZUqEADvbvd/95NEXRtFxf13TDQglOgbfz6kc6FbCQTR4kJyet0/vL7VXcg2hs2+w2MqP4kPgNWQl+e7GgPnQ9xhPKIKi1VB7VBhnw472lo9pVwCe24Nm20vJlrClKR5K7i95/rAhtMMDrl1uQqdCdFSTuJ7oVPnZfBZzgEWY66PT1rqlh1NyflzkaZfIamxqyGL7dpQbLsDCaLxAHP/14BUzDPM8jBrOIoGM8OVyzc+K9qEs2mEBAfU6N64qJ2fXHHv2efbsC9qc18Z4pq4ZH/aHK4dSg56f0Q7N3/L9doOZE1FPjadiUWf38++g7bS+LjO4zmmyYJqa6PW0vTBuDhgyeyMYkdGPBoaLmvcXfzUCZrPcEX9WQ3GA4cdEB96R9N/shjJo+Q71SEKBYhong7NWQNfcU2qBIXNuW5UTMiyM7OtatEV6qhGNg0iguVTbjSgwNYntuiBlTiRjZ90yR+gM6BKrh++E8/2ElfI+5AVyt9d3zzbjAJ+C1rDKxQyW8yiIFDEb01pgXTUOZ7Kr+JVBcCavD7CfU1wHpQIJFEH9h8OOh7ZWwNxgIsJrWcrEpEiGmuyFFDP1WCRNTkqeOCcXUuFSYjpHNy66ohEUcTfny6cjPdFFpR3v90famSjjK+rwuJRC1UN3j43C8uKTwfCXJRNBkSY3aYlxCfrm97umiWCVsry+UeE9qjaYbcgau5N1+L5dsqYR3RRVhX9RqjRqYXWfB1pQzFQ9VwkLQHFpK8sgYE8zmvG2VuJLN4Bs+0Qa69YBq2FbQs/KtSnjNdlhGtTQduSjdNfyq72vVuyvh7UtFpubGz8VczSKrWpkytCazEpb7qsiSgpJvsUbC6ZqRdVeiqFwmzUBFILuMm/iTRwratX+kEpa1uZDuNTPev4PVHocduSc6dsefpOasrgwqIkIeJbgxY3+XJZVU4+fRqwxEiSa14DvaObXLe5Ww03INXLYZCwR5spN1KSO6oXZW5roqzdGEpKdlwde3vXQFyuTrQMhFK9Fbfr8UTaDvfNi+sGduJbxuC6zmeE2XvEAaVTVtKNB6flIJM5Fssgzt35E0DKb7cob3CuIukeyIRDRM06WGfR912tFXr0RCljCc34KWmUhFbFEGH954qt9dlfDfkJfq2/HmU+eaJAGhxbrMzv00tEGecTjNc8Cko6YyeLtvXv/HULC8QcXOrnYuZtso2O1p469E89megjQlLtfLLWyYQcTxbtuGAfMqYR6CYRpymiykRqVtzL/5qsNoJy6vY/SnAlFkuw/D6rxHrqqvhBeEcAC0oKBHke9j1DxWnT3ws0o4yJxJ88FqbNH15Cno0rSpgyZWwgKGBgnaNu/4Lr16PNb3z2u/R5dCUdmGZidi9QkyzV15P13bWgk7/MQ/Ga7oURW0jwtcKt5/3exKWKoXo/ydRMj2pRzUznv5/xt8GbWTLqYILXKKLmk+lcp/MPCfIWolHAeOiwZbv6pXZEMlApz28k0cap43RZkW4VDo7Qr7OrXcOqQS9vFU1mRYict6rozOfbqk663LK2FCmIbd0eVgksrDcKy84bZR6JcBkQ5DPryUkJCtDoUf6rrfNh5Xwqd70Eo3E3mfyjg/6eLd/r9KOJRtowP+E6Vr9SkIW15Lu3FoC5pm0PV0x1eoeT5l1925R+5aVQkb0pgUljH0eEyzaeDSu/3+HIbrflcGOSS7ptxk+emIlM72/GdYHOWdJgqsw8otkm7S7cEd1cPu7VUJ27ygZljEECyXhy5woucTI66rhBNBYBKRuOtc0tMUFOzqlFEjNqFgGUj28TWSYzR6wO6Ol0eGKmG3FsRdMq6tRk0ZQeX27OgDL6D5cAmLM+hCCStw8ABsKah8+KdK2IQGTO3Wfct1RPSGJZl/PyphUHJsmgzkYZ5C/jYRTuYeGf0TxapABtI8M06d2HEly8RNYx5G7diGQK/TkvNm8OPNqWufTEXfoQJ6L1lFxxA+OVwZfuqNSjgMIUeyZTaWMLPp1OK99pPGp1XCqSBimV/OcqKHeBtGw+Y2iyYdwKCk0jxaCzE1UjUM62du6Df56UrY6rBBh3N0xzHlGAbTXektkxejTAKsm4w9NP8K7obtRX8/+20lbLTzNEjjo1FZcdPw25+0iUzDePJiIN1WbU6nRdJblVN9IrOy0QHdDIDIufMNSAdUdJKjJd/M2oMr4UVWiCcUxhAxntwKO6t6zkY72SGqARBMuSXSpKgwB1YIW+dMwRjr0W0wuv3ssVRA8F73urkvoy4R7IOpyWdjfyVUZKOn2ofnohe/DrzvWjREzcbFoEvlNkG/KtiVktN0OcAyccfweGgHn/SuhQeq4ITPyWAJf/x6uUWnyx27C78CrYreRfvsb7mX3VhDK4fS35/5JfNEFSxmWZ+KCtlkHJwCX1SsZNQqWMGKTFBKMRWdWo73gA+u/IA/WgUfBCiLaj9JTTbCn1GwJqdOyKqCJVSeazguUlcmjITsdMdx4itVcJpu7NW3nEUiGaWGIYfbdQhtrYLDjenCBSaOGJRO4mfB6uBj4UerYJ7/b0MTwlx0AeNYmZTxAK3ET6Yiz9Z86i3+/qAjuVuq4P0gJJRU45+mSEsrJa/9GU/nTa1CTgI0FJOll/EMzIXT+UPz9uEukUkELMQECd7g4CGUycG8n6tguxDkdE5i5b/OSAoG07UpdxUcrkLsg/zcqbfKvUQsDW6Hr9pVlN6MKwkFIgzvaJYa1Fl07i3pteX5VbAFUPrIbBD6OjpSlQO5qZW3VMFSm+GCNuiYfBBRT4KP2hyuerkKNrEpiHlNx9LsQAOmuj2Fu2qgCvbwpuubSF61+GXqBnSk4qF2X1fBEcHHvIM/yXOgoNJ2Zt7UfnIVzGRJayzjMJwiIKI+2e7l9qur4KTDaq6RaNZsXbUpKKUeaP9GFazCb2uI7KlxoIIWu6NkZMdrq9A07UiKnLBMwxE19MuT+Ys6/lEFi+iii0UDCcldJ8LB3J2dO1XBVjAZzCSapiJkhTvgzfZbulRVwVHcW1DjG/+oT6gmzIDVgY+7xapgZYCxqPmAZlO3s6mwI33hFWloJ+m6qiiS6iEF5nElP3Y43+PBKnjDTF5adn3HNai688OqX3s+VgUfBmgqGxuP1JsXWzH6bCv9rVefKtgccoCPKpwdNZuoa9RnPZ/ttQTlTU0DMAmYpmPS5Oo3ex4YkNylyLCWaUWazjXIkA2f35Y9cEEVfEb9Hlw58u15VaaouSm9+pqPkqJKoh472XLgUThUtPv6bfgQLR0ZnRaLxRSD2hW92Snv1nTcZUpY0mjsWXK41ig407Ho1uoqWB8GnfciTsvXVkMMUdh7PXfdcUUVvIfxUnRMW6Xr9RR62yy6Axe4XTd8J6A5EVNXNVTxxlDT0HurYBnV2SE+0Vmed5CTvFvw9J0HqhC9oCdYmuX7RptGOqbtKw2rR58Peb7NYSJpTUAa9IUz17123+tV8DZnCo5h/HVWlZx0tMHtaYH7v8CH6AGWukOgmpOTl97r02/kr7jAAMf6sdZ/mmxVtdB31qdUPfASKo0mxCaL0+nf4fBG/l0PXoVK8zibRscoDOZ0NOSmPn8/KFUh32E53latr8+0NukwgQn2e+lhHX3HCzMXtKioWI2ChfJ+RbzikdwqeAXTTXYLGjLSLA9D746M0OOn0V0FnqdWjTb1mkeCcLo4OvaOKjguCDEjohqsQI2WroG3unYci/HkpIgoFnWQaL4YlTHGrhc/fQKD0nqBcznOQY5B3PU6+HGAOK6gCr500zVZjVxsTegYHqvgoyGDxy3EP5zFu6oa+61J0uhd9IHC5eNQ80syIVO33JiJz+DgHlif/9aT5/DZNOwQ/RIhGD57GOyvEJ6aVAX7wiGfVxldo1MERDPbM/58OooRIhFsLBFCLXoU6RHMhmXClgl3o4rxSymAWYoVULAz4b/5Lz7TDX9SpyLOJGbD/zwEx0uvmDS9Cl73BSPF8ZSWSEJhESauz4hMWkRhxhTTRJmKW/Dbd8Pe0oOTv6uCvWngpLuJeil5QxtZXe7R53CXr6VjnDGovTjl4xdhOWdP/bIKlnvJIhjgkuP35sORzJNTE1Ww0A/5DhI9G6hj3AD4vG/x8/9UwecsZotE61+JCG6VTipDnadhtF8Z9FTOMgzqXk6o4PXM2TMyqmCtwTjIf6lhP2buOfBbaeus7zHaezzFBtol0rdpsC1t7ZwLqHmGEVnTR4hL9P9xOFHVcS4mgX2ckpbhG1JcjhvU5+yrzkXB1Gr4Kr3Z0SRZCbMJL5o8/x4RvLEa1goWXaljk7QBLfZYacfw2WrYIxouqzbLcUG2OUqMpTem7ayG3XzAs1mv9ULL5XgcXoA30oZkvFoNyzhBSN6pTB7oz8Dc8FzmWHw2J4qez/B28pbkSPiopirn2Wo4JAAoLZe8FsU0KOD9Vbgyr6Ka3JXmA+uGLTUlUPNL+d553aoxX/7bCIlNJqqnkdj8XHZLNewIcXzM1hUpQoY1BN6qeaziVDW85fCso2PyV3RPwIdsTMmomlYNrwuCwPk8C6lWclDxsf5y9S58dmsgn0faGmu15RbcjtrpYs3laljQKtJVX5pChmKZAd+UrK39vBoWsjzdwsNIwNhRxPaHC9u231ING31d4ZyWVv6yLVP/7/e73dG5qRre9znLMUytoVG+4CDQ9m/f2yVeDcfTEaVLhiZHmRQ6lVsqPtftUDUspf3RIHee3tdMhkNtnureUg07A1qyUaOW7Ab8MuzLKO0hViN65PlA0OZoxBKPsPxoyWc9+lUjWmTiVqTFukzTyJBcn6rL64maPxW0g67+HZie7VkokzWBX3otqoaXDNk0UWsWdfDACPFu16/6flsN7zJsXAzYF41LF9Hn+8AP17Xrh7v8weM0Ix6Nx+pty0I6cbStMWBbNRzOVtjsC6puCpjs0Hf+k3/+qj0obyY52sZslY2gjD95IvONwQ9WIz6BFHp5gsDcJQC1Id274dZqWE/t/ljBsZP9rqaiAy6/9TZUcZATxBSO19QWnST4Q4+mW81qeC/shVp5PaH8KMkJXPfpHtvvyKiG/3gtAsItNSonbCqqOFbw49DSajjm21rgYsA2aSwKuusK7rOhaPYrEOlTOzImabMD4WAd3IXaOaigl6m+p/3tq38gUjqYPfPuT6thm9+c63EMY9rUzW0e5p09w9DsNwh0BZaFf6N9d/jh6g3DdlfDxwFfcMDQmn5tSCQQrR+suu5+vhr2IkL2MKcbEculs5k9hffdfwV6msshWzZ03YxAGCrgzQEPjQpX07Ehk+4Z2tlfzkVbULB7cpofy8Of9IEnKGgQW0Ni88tNyuh7quEXluNkLRZPBJRYAJ1kY7YxZiCapkgwGDN6a4yzIA8+G/THuD+q4VOR9fVmWWPVBMhobJfa3fpkh2p4lfVcwXFsi97/E7wtb3rqDGonTXdsBjCqJ1BWd8IHHXo+zVTDB8GzAVWORw0t4FD02Zf30vjqatjnGuA7akRxnJCPpvlOxdSJQ6vhHSVhSJKF5B/pFKbRIx0aJv5YDUdYXkt34ucuRSTFQij3U59fpyzBwMG3zQjotqywBhOCcfBB2VNTvkftlJBLXpBaEoZBvOFA3dLp+SjYsM8oriY3qlS38SLsSB0zYyRu3rF9V9N4I0D3oPrA2z27zv2zGt4Galdjq8pfsRaa/f3D4InMJYTKRqbWVm2MK5aD4Oxh+Kx9V35NDRwPCuh9kUvRiwkkqlNha9r74vIaWOdCLCCiGHnwqL3IrorjgbY1sFOkeYcedQIEEfrBbzcOTrmjBpNAKsM6hqZHo6YGL8GG0OKUD2vgZT5Q7Ke4DsLsmIdK2537WepVNfAG+zdCfctiWTVEb4BPlF0OT6yBE7Zp/sEilVdp5toi+CDnpqxHamAF6iTF1jTkJb4MC+BY6oNZF2pgDWN6FgI8uoXPIj7Zlz41O6UGXmd1VUCxOHTHCtf9edcfs+9B/JcRZ80cT7nYEFVlxJofVc3KnoQfBwMqI5hOvJmO8+fBj2V7cmtqYCUyIKRAbrLfHH68Srwz74saWEXtY5NdpokdjYO9ueG2d9fAXsT61M8E18lTn5wjdUMKFtfAkQykl7G4QbCDrvL9ekO8cEMN/MrysTZm5O9fmywkCC/CttTHSl6pQU+LeemWktGaChEHroQfBhaU8TXwQ7MgWFKMhgZaJkbko6W/l6fVwCHru+xa0/UuJOptA2XS1H5j9e4aWG1nWAI1btc1m96T7MsbWdOf5O0SrcbEoyeByDelUvuZNbAtnMEwuiFrho7kej68JvTuytXAq55nJ2fEJavc58Oh9F+v6EybDxhWusKqnulR5j6d//UVUg0szLYDARpvq3qYi3shCmvuEauBt0KCB7ypnL0Yk+il877CdT0fr4F9rMFqLIvcWvU5BPGfd2P67kTTDJvoBbIuOZpuYhJ4TXi1/6M1sNilAUuOSJf/qYL+UPZjV27BzYfqA7bLKET2WYRyp9p9cdU1+JOQZtmtZy9H9LhnwmL4IHf3QNzOEgbphVMUwlSFlGoqbMtKHdiuhg7RdVdiZNfmk1V7/+uw5JriGvgfIDqBSMM/FyKSSesuLrjmsRrY4RthMCQlQJcHUd4H02YPRpksTBc4z+J51jMx4LUH437+5rdr4C8/gKj+pz8uJqKmDqXwxTUP3banBr7gA4j49chvvzbJdMX2u+sm3T62Br4LNjj/hENNEQ0lRhUl7U7efrCGzjhUztZpfJdN29mX8vsdaPYrqCmYxwoCogMfFsI64eq7XqyB5SluuiD4qSkxR8hAO9nXdvg941He6AUq6oWOWyieHCt57p596MWhkOVHL0VNR+cK0ZDfyLp62J81sB1pdbL3MOr9bwyPB9JKhjXUwBRfAGoo7xqGSIMu93X+4f77UILUbgzhpHouO2AiWl+X+u2I/9XAWjZEM8uoNY0r0mF02ZEHUd6bMTzrwGOSt2mGLbxZOvbRQeiArG1bio4Az0IU+gq8Edz+6FzcDpO8bu1RkxuAEfBZu9mjUCaf6SlGEwiudLlF0+jFWc81owtrMB2l0p1MMy7FbapEP1DR5fGzaPbpmCvbhuKKoqKnLYKj2ZXjBLRv5CTIaZMzsVmUydHaC+M8tCrMfraDO0owJl1h+brsyifRqo5S2jZ9NfadYgXw2Z91uvtJstgol9C9XxrjkoKsdjq8l7voqa41sMvgnATv+KxqSjkYB7eG5j31Ug1sDXiIb6iOnwoRxsCJot/HowOeCAkGWqAWbUEzRIy8t82w8SdrYHeqq7o+n9AttGP8ycPlfcZ/XgOHGdNMuL5r+QxnQwk0jFAn/1UDDYwr+PWN53+XdU1Cg3gvu2EKRogVOstwrqv6iUzDQ0T9ds7AKT1qYBoaAsPT2A6641cEnw/pPOV9FGyKF3BY+/yvFxoVFe5gmGtufH50DbzLmbrvKYZCzcQQLOxIbZimYaxKUdvGGdkxHLrwuhD2pU2Yjtt5jec5UeBp6BuGmVvgrcr3pzfWwKacQB7iVTlmpcYak9cEe8+swvBohl1DZhhVkjSaIfJh135zj9XAfl7QAiwVFcZRsPNgXWAoZNTCOsSMiq3RhDueMve2tCXMklrYwvq+KSlNbggtExf4c1VvPlELSxyOtU1d8C1DpeOg03kHhJW1sDrMYCYSUY5g0I3Kk+WpYlktHE4RXFdzTS1uyPTa/qOei8XDtfARtbaxVT3arKiU0zYGJopn8SFuLqSIDugatVO4Cz6sHhw4VQunbQXMaKsiqIG0TBgMR2o+CuJDDjpBizUtLXr5XFRFaniiuFvowVpMdUGWh9ZEzHVCpJ0D2VtScSU7PYkNexb1S0FDng//zRVTP6lFQsaLDLFz6p2PofeH8mPpI2phhYMRluZIezpL90n+28PLuL4W/uMLQhOPRP8yOf5IOHdF/4wPamGvaOkpLb6dQCwjYN7ZGErLurkW1qTwrOCqLKMhlcHccLb959mDa2FVpkaH4qYnqzq9pf22/02552vhE41j42cxIZmqa+IC94f75xfUwquC5jMuw1MFr4vQ+UhRn/wdKFi0QYJaGrUMQTz4ddn6/L9q4Ws+zecNnTFiEVZDBzxedb7o4Vo4LvqK73qGdFayJUxeu3O/KO5aC9uCMSnP4RKyyiTvA37SfXz1KlwJG2e1+nw9clF181ENH9eEa4bVwnusaARd1bgs+6KOnvZmxboa/PZxP6sJEqrf6pgqFQe/2/5Mhzm18C5dkwOj9XyDrtKV5hO1V3WegqJK0ZhURbatqG3zyI6O5IzoWlsLG1M129cbXLARt8Io2JY9v+uZWtiULJ30PVunsWpPw+mC5d2q8dtBLwS6q+napTQRf/LXfg1XXKiFjxkQHFdO1Edb9QYMSvuD3/Z+AC3WE7J4TH7NIc+mDgTvt3+mT6AWE6OC+VbXMYTJKsyEk9lr+22phe2syVlucm6pT/Tt4yL/ykL8SboNAHSl20M8MgTeq3tyAErwZIpiaCFHj0To7HEUfFj1yVUDa+HDFIHXXduQY6pmIDXcn/rQQLST/TzvZkczLTnSajsIneurTw6aUAtb9SzTCChypqOZHn77m+KK66AWDjmc2cxxCnX+saAKYcuc69+shR9I8eCmRC7q51vRAU+1abnhoVp4O4hxV7VsL7cJ6I7N6Q45Nxaj75iXIBpg1dbEv8cTh3O73ojGttLneQ/DNHIeh9pufti1ashHtfAB1SYEdCcS1zGXLMLg+sItr2AoEDl0BmqLbTrUAuRMj5G3flMLZyz3D1ZxLWCDjIFmfzK39o4N6DtCumtYvoLh0AnAg/BW3S1DR+PmPRHJvxlvatVMB9qBOXTC0Hdr4X9UCKMkpL/q62UJM/dnA4qHNtfCZ5YCnCvHlJiAIWURxGq335VXC4sYj6HBFZZL76IHwTs9XrmrFDfPGg5rgqJhGJdgOWwLFNy1EOOJmGH+28zdcSjGvp3z7t2LUMXpiG4B2bVNLWsWwu/l392Ngl0eoME7ycvzmNBfgC+LP7p3M2reYUUTPN3CyCujN7xVZ4zoUQvHGpWcNkosrCtUSPUkvNVm3QN78CE85VaWBnECocc3Qqse+L4W3hA9kQaUQAA4CZ27sar4kVm1sCHM+FIzJnuDav/vh/9WzhhVUgtvOWkYoOU48ALm6Rvg016Zo4OoHSsVdDWuyHKr3ArPwUeFfcbgtzf7Nk9HHy7w6XT+fTTnxOPDyWIdm16rK5Kp28ii38qaNPY9fPaZ9FCaQaPP6I7kTNiRXj0WfWdHwAbHljjHAPz2y3AwvesTo1CCKU6IjzGkd5Vqid7qdHkcj6YJAdb2WhHgej6dV/1ydf2TR2rhS87I8LnWMy26bXkwHt4qfOCpRozIKQbqRTUjclYbD9nRRyULxv+JEmzmM0J2q0Xl6TYUwE/Xdpn4fC38xAY8xrGMf/RLv0RR8+/nXpj8DyrNxCBI9dg0QBY5yfbQr1M4/LitEOTNhqgi60I6tIG/71o1FXPal37091ALR9NSUZcvwYH0D2Z2REMO0o01FLXr0OAz+Kygy8wba2EWpe3/PzoPkdKewFezHquFPbbOg837TLK1xf3wTdefYHUdfENDSP5uQociPDsavq14nzlbB0ctUfSEn5sTsunKmKI/6j4sMK8ON+9GqCOM0szrBjrge9ldA2vqqEWw4uLzESm5PBrE8bRNwZ/q4GU36IkeNaoIeoTWP2nDhmrqYGfQYy2PTU5mpe55//Q9FFpbBx8EWMv2DVOvNzW6ffJ9zSMpUh0cD8meV88YrayDVovsP8tKX1cHW31PNxQXuZ1vUYXap1ekZ+C3P+UQbtRbCAd51oWlsDc4MjurDl7n6NiMBnHSu/s5sDNtfl41rsRhLecfhdGCeoim3nzXf1DbF+rgdDa6WPwvz6L7rTABThVuyH+0DvYaZkpOs5aqGozqIJR7M7dvIUpwm+9xmskq/7bmnwe/lW0sPF8Ha5y8PPNvgXEjjEP30z6o6VayHwXL0ctzx9b/jCOaWQD/zVtb8mUdrOI4Hv3Dd1wLedp4ONQmteTvOtiBCjeSNxPoFfV0uFTzTumb+DE17gY/YZqsS+/TjlRcKv21Dg7zZsCz0sCkYz/U/P7wsrIOdbA/ZDCYMUwMghyBha2hiWXd66irvIdouMVTU/MsNJ8P8meWTauD9SoSUYahmX8ence+XTKnbCo+GxjTlWI0DU/wUSb7ctdXltYhTxOY/1fSdcdpVR3tObe8dfsuC0tb+r7bKwssXRALioBi7x0sWEGwJupnSdQoscVoYkw09k6xIFKlI70ssL289fZevjmbv/z91st9T5l55nnumTPDCLav6g5a1Suoqt+ZkIuTpy1faddk4jC0j8366uayv+Lkh2LoY03FkgjDow0eadJiJ8pgZ5hhNEVLBpH5mvAnWJv3afliXFg7ZOmi44QVNHx0kk+yxLorcNyIBGGb8IpJr9s9At8N2l9/tgz+QxSTs2h9bsB3L0c7qWvIK4OPcLl5kyearQyUdvh98saGC/AnUUYwvGAbpujRBp2JK/7edEsZdARDvivuPNHXb3kJROSTs0jzpDI4KXpB2VQylisHNaQtu8a6k69Hb4iaQciQTPtZAfHkBtgUy57WjeYT1aUEY2tCJmFaaGxfFz41/XK6VK7r6yq9RexQZFtf0nnO6DJYj4zUEhNdgqFZlMe+H4U5BWXwfpbm0BwZtGQ0+0ZY3zxq7mXoDWbES6E0sojiWRgb/sYuO6+KrjdtHOTTHsEYUZbBxtJj5zeXwQ+uI7qmLZs5vkWBY2vRo/PXl8GXNNPZF9Dj6e2T1bCu6Kr5x8sw7hAGWaykODISwmthR6z2ovn4tBfiIjKtjGHJCkXk/H0X4aZ9FTV5XetJuJauMOiXO0trF9hl8HfF8FPoCP/rq/ICfJEzfmEZWuz/arDQdlxIoGbBlolzF/+zDDaGjKitK/FMdwa3MwaHzn1lyc4yOMCErCA5yXa5h4U4TIYz52+7HMrgDDJTP9OfPJNWQMVQt7f428sPoEEEI/QqCU6RXgiYgZTo+ivw3T8T2ZM8VdXRhmx4Cb7PmXI1WtXLno0BjaeREV3qcthR/uY1F5bBDpYNOJ4jS8mzaQ3p7VdFj1yzG2eJskZFsWtpNL7eD4fG7byuELeYtcKS2NPmCqwmokHsLG24TsWnwZCBUTTPoQ0sHofeCZU3nSqDr4NBen3Oae+V8d1/hFTVJbfmlMF7w7JsJm1kfI3egHoOPopsvQ1d6iM2kuZcxzXowTZC2Hc58dvRL9+nfTwsE5k2H2DRAb8pnnH7Knxa4pQAD6bPy0EWLoV1E264/QM0TZN3dOTYSPoR1l+EkyMX33kSbVDzGT7qE9Wm36gXwO7xty11ymC349O699aBs0lBR6zaNObSuzfhu5ODvKjMaUpAxyAwDTY177gHXWoT7QzQ6eq6jdoQQ8a2CbvvSSH0cp7sKBktMtBR7mXYWHj6/uvKYA347P+Kvv5vvX+rWXF/fxlssAOi5pi0zrlDUy1/jO15EG3wRy7gmmix0oFulY77kyD70LMIYSZLl0S0PNo1+E74deSLD8dxi+2kihyZmFbUohT08JiCFV1l8CGfK3EYS2hw9dA01xedfmwrIgTnGrwHIScRdIpQBm2u+/JJDEdrbcIwSFmQtBgcos9n4dFPtpTBZ6AQ0HU5bZuDeSRQ/whf9CQ691sD1YRonWoD6Be/b/LGMHUxeIPzMWh0W2jcGoeh7teSq5knY/DfaA7Nw1IkRD0f2eO2ijt5NgafWzRvnVb96dcUHPfeEaXhbTH4wkKW5SCJ8hnPgJvgeMWUaCQG+zgvoKpyb7usyRY9T2sWsi6LwW8svkHXMmqPKnJwFRyoLs9ajO8mkBPMOEof0h8dbfDjnD/mPB2Dj1nDdQOSqw+083wAfhyck/f3GPzoRmnWJEubawP8Bd7hFuVPjMGbHMfAQP9dWgfqVlg7YnXheTFYG0JKZXimKdFjtmdg15DVhadj8DcSCPCsiWvoDfRv6Dk3UmjF4IzniIKRsDiD1qOeBbubzSI+BrsDQfS9IwFBMG0BhsGecw4MmhKDPUEPXDet9jtJlOjPocqYNuS3GHyYG1UZxVBRuGqAkeTojI6SoTHYkR32HUtqFzoyggtLSXjS18PDMfiFfmdwDb3tZHtcowtbun+4EIN1OZ4R1gxF8nyX8sETI7aPIDF4G4Ozi5Zv2nQvH4Vv878a+VEM3tfzgjSwShKIXdQGw/9XOi8Gn1gRpDda2Az6IRsmwaEZs0dzMfgu22e5gK4mjvYLKtwBv8V+H7sqBlsYlkdipgjb+vA9d8MXxf+Z8J8YhnA+4AHSHJWWX1gEp5q/LwvE4JQacTUzoyZNjyi4l+vHP1x2LAZfZxDRPD+d0n1iYgT8PH9e+f/hFuOmsLZpSaraSrMQNg4PV7wbQ7SnIoDm+tDvVSPh+AWdVW/E4HiWF3A9Pbm9Nycni6ZgVL1b9ymapltAW+TJBqMZNEty87j36p+Nwb9NhlPNhGgPhNJX4Ke8SP07MVjj+2EIIHlCfRRAzf1lQUu9GYMPGD9AbNSGPvo+utTRSZ0Ng2Kw0wDbZKVeqddHnfYkrC/4puE53Mu0W6QYtF82AhM8DD+UZDX+jOPGJWE9XUtt6RdoMkj/2GcnlqPFBojKGZ6VVGl6x/WwfVx+s4o2SAKuRUzfQqMIDMD6gkmPxeDdXMVlbEdVJc9UMWSkLjk46VQMUhB0ZFPKxFMCE0Qs+jyyePKyGMZLn6V3dMlAh5cpsG/amCkiepoXCIKelCWL4YNIzo6W7m6JxeCfUd/RdDWJMoboOJKTNf0t02LwWRAsDW1WdPkQ/fPPE3KnfRODn42IQ0zDkxMahu/7YcuY5dMRCtazPoZEKpvoT66BT0NXzKyJwTvWgHQxGA53Dt11x+Dvz8miVuVJvm8OfMpxkUOcHL9yTmMMfjX91gwXsfHd+TpG1++yL5zn4Usw+PO0ihO9soCg9FV+5/n7Y/AVcn1GspH40UOLi2DX5GcvuDyGwoYNuclkR5+g21TmH5tw+UU/xeBYXjRse5opiLT712w4PGPExc/jmmQxtKhKSjh9QjaQs22uzF6IW/yzF+Bo8w9r4L7UE/Df3H8tKkGroiV8KLD1SrKLELZ2dOOio7iXvGRyQA/06VEvZQVllzXQFSQ+LaZg+8T24TX4OKhdjlv8+kBrYIKMnX66fha6Jgy+Ar3hfc5lQ0wSYwZtyvsyvMvdd2VpDP5u0cqD9FsVHclT8Evesitxd75kuX7OtDHY28iVl8KGUY1X7UbzQVh3faKpjGEyGHd+mZC5Zk0MPlIdMRpCZegE8OmX4NjIeTf8Qn8SIxxNuBvouvIItJZfeMPBGGz0uJAp66c7UwZSkZdga+GbNzbh5Lkgh/FL0QwL/eRC2F3/0424Dbs91EZAe5yBSb8SbRrC3nQFPh1MBgxfMVHsKzqcC8enrr5ZQp/X3HDEXRvlDUkyYAi0Lmy99ZIYtNpawLB15PxS3zEEpc+ja2+vRihgAsHsgN7VLsq6jipaq3z19q/QfBKodzjbTWsOE4fhkFj4yZ1HYpAI4lIrRloVfZT5t0Br/cylK3GpghDxfK1PHSgtfyPsLosvM9DYsnRPFxIc4wRCLKyAdYN2341evM4zDcY2VUFTcTovwu7BW+5+Kwaf0o+xGfAHOsdjlDowvfFePwYH2NP5WXE9LSteQEPgOFJxfPkcfDcvdto04Q5UnuAATy+++/7lMTjNMgHTVFMnj3WLCVgIeyqPPvAqxgY/7PvuqVSPohoZNLYNBbUPXhCDDQAKIp5qeWjnGDK+zr73IXTXr8NB07KktrQmF8XhMTg7tnbFQ4hsasCmV5fOHk9laEHhE3XBFbtwJGAHAHHN6Iv3quiuG4r3r4yiVakhm9betz0PJc+f4T8h9/FPYvAvwti+ZaGUpgesz8OmwqGwshz+SzzWobKLsV363X7jyCT8pRw+10IWzRqlktlE4vdl1nYw8OksxtLpNx+UHgaKj47LLmYLy6GV4L81e3b2KZroIhRsHbKFd8vhW99jKMi49NwUB3ii/JlgTjmsU5HE5nuyYtITlBdhR8HV2bPL4d95rGVpUkZRTMtAl/okVJXbVA4fEzRJWr+SfhLCpeocdWv+o+XwpRNkdYQxxZRNeqa7YfB1RaPx3ZzGSkhRaE3lLKRb/RN/KKovh715IR7pg9rR3peid5p21WwvGVoOayM5DhFoXZB4SsH1/ir/+ZLLyuGdgG3riG5IUhgO5cSpsRuHX1UOvxqawPkmrcvIsjiSDYXThu/Bn/QS4TCS6rSjoL+tgXXRdaWv40uK0qTP5mk9Vxz3S/Bh+P7Rj+MsfUdwBpLTffTPR+CX4ex4fMkvPGFdwmh9p1OSCtfA73VXTFhVDr/zhmKaroD/y/DwJ8+UvF/xczluaZDNCRmZDtUaFoJmOHPh65X/KofTAd5jM3Kmq0MDCUP01vpvq57DWWZpQdFWfDvlKj68Bf/l/1mbKoe//S9daODAJoAGsaM42HisHH4M0CRqV+9JCiYV1z8PrWv5azn8MHDbU7fpFzgTBdmXuV3z1uI2gEK7PDoMS0VTPSSWZM6/tRy6icNbhiG0neGgA97Gn7z5fI/+JC7eQKYhzZJ8CbYXXTv/XhwgyzuW7Fp0QAJqwM0jJs2XcU2Kt4xSbTcDhoaA9xf4KuvDJX8sh69MEvQtFHWuQ0JwAbQ2f3P51bjFwYCFBFwX0l29BD1td8lTV96BA0RcA8NLmqrhejjujYNWXnlLOWxATS3xtmWbjqXAH0i0pevqonJ43wr5PAbjtGLiIN+ET/i/3Xi0HN4TillbBS9IiGhidD081L4RV/D9QFbAKzRdK9ndT0/fvskRlv6IP8kjGKVo6QUJuejrcKb00mUFuPMBnD0gyTEUhx6tbxix5i6c/AZO09AIBU9wwnkwGFLX/XDXwXIM/wRDrr75xJm4psOrsLPo7/ccLod/FOUTP4cRz+pJJMP3w9eD71/+Bq6Jh1HKtvtFWsIDHfDzrOLlaCef+IgPBCkXQT9E1vt9wYP3jS2H7y3ksckMg3zIolRu76STD24sh92ujxHNxAgtDxJQTpwYuvWh2nL4NMKgPZi0v7nH0WTVsoseLkNvEInBMBTEiENj2ndZ1zx8OyIETz9l2LRXOOqdO6CjfvwqRIi1Bof+C5bU6QQCSCpPjB+1ej2+2w0ytpxhPZOeHF4JycY3Vx/AvSQCI4Ys2qvB4WA+/FK/dbVeDj9LHCcb9Kt7nETRNDsrpjyKePIxT+8DuorrAD79CuwfPObRknJUo2Fk3pxG7/pwsBhONGY/trocTgTQchShtT9Fseo2wk7PfXxFOfzEcdGo6ujJzv5UBlqgd+awJx4rh7edCeGkJStpJS2k0HzWF0yGuyvgO86nZyQWLTGt4QpumfAG118Bm3jgHc2WUj2dEvWd7opF/GMVsI2NMjSHNZ6UDVp2U5j+NH8S/wzFhuaLqR4ZeAONbc+gNaGrK+DfXAhfbnr6QN+J1bClNBpqrYBfaUa8Tut/eIhvCGEVfHhnBexCDuLoCbFHxv9gLD4z/dXI2xXwC0M4i2QkU6MtYl/GoPt19M4K+A96uqfRSpy0G9Uq2DCoK+vZCvhAZpQAmDbQXgsoELrPuy3/owrYCxwSADBOn4nrIiLyD9kzClZVwEccy6LuANPpReV1Pxwc1Vi4rALW80rCtDOy1odMGabD0amzC9fgAPNDvpHxlLgjeiEcya5irfDnCngH+FCA4qzharSS7S/ljw4qr4CNrI/S19QVw+B5uIdwUxYMKaiAHw6VZrtqwOjvN/r7MM4fLw8OuaUCfjMCXhqftqxuQmniwZanh2ZVwEFbLLHjUWF3lzaQqvN9rjACR/I9Smt6od5B2sVCBbRfnBjRif/xeYdYWirZ7joiMrxDQ+OjsivgE4alx0xKr8oFaNL+ydIhY57GTePcjGt5Nu+y6FKXwO81iQn3VcBuzeDFKBG1k7TM0kOwf2ThhA8r4AsSyHVZVe3MqEhb5kDX3KKyryrg94ETst5Uv6xq9PvJt/ntMaYCvvWsoOPYgmS6+Tau9/eRzytGVsBrfn+tGzBMxwswtIdI68xvKkoroBUQZzyzo1XXEw4OcPOQSPXsCoSCMGpcerGF9mlaA78Xr6x+uQI+y/FCBq2a6HgDFTaSlx+uQatKZrEm55hdbfGjdgZ/Mj22pW4WGoRJG+/6jO86fgAehFOx/9bHKmALF49HGDcjJAQ0nz+hJnmrIYpPZ+fLWb4lokzwVNSu35U80vw1OglLPxs6ppxMJegZzLrC8GR8yefg+SbChk0Lj2HwOnJud0ukAg75WU7ANOSDbYZBc/l3jY63NKD5MAQDSUIzafFAJAvbBuW27MCFZRjCOrKo+xqhQfe7rEumrcOfJME+3aPF3ANoyO8gBqyYtg2NjWdoXStnoCs9cvsd5czsv1XAdjEt09Y2akYR+pF/Hxg9ZR7ayZaAxVu6j4rMHjiiXl+QnPdWBaxl3IBuQZoWBKZn0R0tyrxPKlAxahjU9O0hRAmafPPLkOrzXsenARmE4yGj1hGXXocfs/54wV50QC7HRsxQdTVoBdGQt46eOX8cmn1YkxTHQuXh8wlcqu5xDfN/qICv+6KA8tlzcDgE/oA08fSCS9ABfZPlLRulA+VdL8DhwYsXNlbA6yxxmYE6frS80WWwt/rYpbUVsIOzZDuqm0ommTYwSv046LFLcYvfDQWCDHF03aCJUNXQs7BqyacV0MMzSpA1MvHTp8Kn4Bw4MePua5sq4ETIlkK9sokb5OvwKJwZu/TaF9EbQgHF1DqjkqVk9cKdJDJ50/VLK+AnVAZB3hM7kW2pOO5Dw6ffgE7y2VCn2wcjPdBXDd11a03zLc0VsDXE0EMvNXGmR6DHJ4fKHrhlORoE8Rhb0WVBN9MF8AasC6+7dXcFvB916HUuwgNtxPYU/FDcdBs68wZVsG1a6Is2tUCY+TJn2F2vobF5niXQ6Edo4vCbCK6v3OXjS9Ae6EVGzgOPlsM9Uv/evRnEk3RO0g0GE90ZJDM4yx3DrnlgNE4ny0sSXrfkgZsPs+DwtOyHLq2Aw+RsPB3AqbueRWPx2oKVK16gO+/SJmRIv21Uoy/Dj7krVuLurCWsYQAuh2X3EDTNr3nnkem4xdnA0kTQZFpDJfAQbBq5d/USjCQRk+EtS82Iqknb1R4/J+vxmyvguI5OYyrJ/n5HycDDsKfsrScmVaDKICaPAGv2ZlSGCpthZ59k8SUhkAjjKYJmoiB7ATYXvQ1TK2Ezz4UF17RVHakLmua2vB7YUIk+H2JZA12HJbyN5rO/9jnoqYSPKoP+FjEbtN40vmQJdEyZwBZXwl7fdAK+pZ1OKLhYb8GB4n8FL6+Efzgch8yJ3mYfOIPZPmJH8OtK2K7h4Cx69kN98C/wXc7T0VQlfMvLjIUchK42gwNUxnZn31EJm9CBMSxYpkW/4a2EU+PPz/uuErbaqIpdYtLlduElwtZdkf9sJXzMeSzItF6/rZnwd/iE7chfW4lEm6Mf8xmDsIjfU+D43BX5vZVwBF9pW7okp5PouPTum1kQxHe79AqfQStbiBxcDB3TXyi4BEdi+DbtM8v4kuVTFpb7t8LLKuHVodmO2gohR6ZpnPfB6fH7iy6qhNOOI+GYqYOjPnoNvs2+reQtXMEQizpPpxcwLVp+WDh/1sjzK+GY3a4KjuYYZ2V3EKq6/skXjjxVCb/7WYZoSWKn7OcJuLDHhrw29lXcHZ/zJZ8lIr3ci8a2b/TX4yKVsCOT7Zm2YRmy0aOjGyhXvTd+YiX00eo5YB3qOivEqc//kPfuhKO43kMVi/dT+HaKsYuhtfHlimGV0IoqAFmR0ZuQMyn0ywOTVlU8glvMMKgnNCvR2osL+xKcHDm2sqMSPmeDDotwbDD0SP9V2FLQVVNSCd/zTJpe7ed0BDZYAFtjU2qeqoRfQ+BoloLxXAxGMGSsy32ndmklrDOykgGTNgX3BnLifyl+ZGJLJaxnQiq4pkf9mGZMnW25fUplJRxG4k1sNaP2plUWFbq0UJ75QSVILHJKQUh0SUo4hFZ1asTKuRtxJL5P7Vi3VZrLeC3sLPfn/l4Jn4by3B4nhabF4ab9lcD4387H9V7nxiXaNwYGih6hQCgcecGT9CW2x5uIvGifMkZAsX7l/EU4QEnIc+OnE0iFUa28C62Dbph/byX8JxDyaUY8bdfg4u78OrJn/v/h5LkeU6R1yGnLbBzg2qzKBfiStbQwlObQ3HUMXufCsYbpCz5Fg8D1RAWsom6yadn7XRUXLfq1EnYRX3ddFMYqz9Jt+G3QVYtJJXyTH8zIfSHXUhiNoMT6NvDRZc9XwidhuiQeFfuMj0pgf+mgK1eiDdo5kskEdUQg00RGnZ51z1W70NiiMu2K7agpt99BB/wpf/81BZXwk5Wn246t05RaasjHh8jXvlsJX7PBII846mko6dG5j4+JXY9PH+fDYf2MKOEeMyriybfhVTc8g0/jSCzNNFB++AZOvm/kmhvXVcJfWGJn2a6pKTSn6Bk4MDL7JhzgrrDPu7bp9rd1ZBT4AOnX+psn4bipOqVlqul5IgL1vqqXb3Yq4Qs7p4QN861d7SIS7bthZ+nbtzdXwk475KclxbM1w03huH/OP3v7m5XwsxdM2Z6Mm2PblCwcKrpt6YRKWFMCjK+ZtsUTV0dydmIyv/S5SjgUjHB6l+MYCbFExVi8b/BLS71K+M0UBIPRiYZqmUeBEJ/TtwLNJ24zxMykek91iJ6Eev7giE8feagSPhMVLjsiELDozf/7Yc/4ex/ZUglbaNq2YRuGLKUALoTjU3Y8ehC3gWNYznOU9kOphIBRan3k8BMfoWmGXNnzvXS2jpaFvrO18D3m/CrYaFoBXWM8ynttXNjeUTcyr1Wh7DSzkcabmqgFbFzBz7lwYEQVfDTQ3XSgGwXQpKHkOSXB7CroCHrdviQqQpeiWYiaBwoKcnbh067Ls5aLks6zaAX1tppRBUVV8EGUz2YNXdR7pZw4huhdY7XCkVWwS+ETdheavAxsEANja8uy4peqoFUkPoZ/Y1cbhi9En63FZNi6KviJ1xFlUR2inSdQAJ+pNkYsrIKftZRdwLhMppeWYXgeDo94rrS0Cn5kBDvAaKYqqZYOV8CWcYcmTKtCckZMG2OXidhOUxk2l04te7MKNmcxCr5blRyWRNAGd+RcGltRBTuksIJEFmwmRAqoFB+aiX1TBevDFrCG6mTaHI7A1XBy4qbY0So4nnM4aemWp2QMmR7KnSr7T90LVfBVdpBWN9QwEqNueBa2Dhteh9PZAvQKmYakSjbS6FJ9czc0/KkK+kIekdyzZ+IGijuogbPnXjPprio4S68/eYauxk2k5TiSovMmc1XweZhhWWSalqO5BgrJtob/m4wruJ8z84lqSGIy2SWgp52srJySwTUhjihyhpMAdDWkRDtzX2v5sQp2RvsFn6RJFtpaGI1t7/BdU2urYG+Iowzn7G9t6YwBT8COkTOm4V5u5FHsIFeiyZCAYq9j3kXTOqrgTNBmPMNKt0ntSFLegWMlT0wP4wAxBqB0p1lniFV/hK5xe6ZfhSNhIx7Gbd0ZuNV9H7SOGzn70SpEe9uzFVM15Rxfgz/DL3n+HAd3Pj2YkYhp0IrmNKdy39Dsc9EGd7M5Bq+5mpCwXQW11IHGMed14eQZj/iWLdknO9Mm/A02ZQ1dkFcFGxiVsdDiaSEtAtfAjvHegoeqYLsdscKmcxAhBb3hfdgQqltwuAreD7G25Noi/gTHwfnQOfXJBburoJMeVEJaS8Qp2r8MvxWeXnxJFaz1ePw7LZCAhBDN/sjY5KXLq2AfQ5T0EdtJeRau1cuwNu+Sy5NV8J1rER0B1h64O/E3Ulz+wNUz0HdQuoZ4F7R0xqLVDfZVjbh+dRW8ZxOLLbD9LuWsYmBg7Dznplta0NgMh7DIk0xaXA4N+cSYIbecWwW/mKOUnohjKgLGTXy6tWHBbW4VnAywui9kMpJDry68Bf0joncIOPmAw2C4kPuDimBDDFKXpJZ+VAUpFG7E6BA7e9DZ0Nh+ylXuehnH7eT7uhfSEz4h9ELX+sKVy3E639MrCEBZEQlgYEQouO/Bi3C9Q6B7NKR59GrCM7Bt8IkHD1TB1uQQA01QM2jmCMZiYfLJFXdXgRByQ7ppxBPy2RBN7+gY8siTU6vgY5qIjrzHzXQahcjZuJj0JPrlV6ZdaHGeLkgU2V6GTQVfkOurYV1xd044ZKBk1A1avaN36lVcWTUcC0STuqPKGVpED+6FnWOLA2OrYSegoWiIpYImGjRTYEQqcmU1fMPqquhIuC6aSi+5HYn15Z2LT8sjMzhswvvgWKhJ+sYvyP9LNRzM4nNVQ+zWk6Lso0sdKXix6LJqOBJGxeSgKJMkNM1X0JBzigm+OzsoB33G0BXNpDLoUOlXg7VqOBDGnYSOM7KWxv8+Q6rmXlzSUA0/EarRLCsV13SbDrDk0+F3VMOGAMv4HQN9VRh6inWqbt7wG6rhFDqZ5OjJtKrhpr0DnweXj3y2Gj4Dn+YiMbSDOBWSG7OU0h4cCWRlfMb1ZZrdQR2w/PpR6WrY4fGyoZpIkHGxMKBL446MqaiGLcRXDZNedKdZm2vgcNFD4+pwvdE1PAsoJdI8DBlruRMTPqiGtTzQ/DGCtozuOhfapv8jdrYa2ogX8Z1M19nulKrTE+Ca58sn4rhJ0HWsVFpL9yYN6vMFR8ofr4ZfwAIloOD+0iTyf8D26IjKM9XwcYTzWXrt1gDTQ73TG5tS93419IaCHMgZycbwnYbboaf5xcYH8SfDLmeDmu52/S5a12LvhJmTT1bD5uyEbpwCog9URccQPeK1aZXVsB2hyh04Xg2qMpL4zPTD0+6uhoxrMlaSPS0FwzimVbB96KkZD1fDVt8cKEugIQNSMehuyr905qJq+JlXPWKFIxICk44xLXVBbJaAAwwS1ze1tJzOyCl8ycExt8z+K663k+tEJUFKS93o3P+BjaGls7uq4UsOOFxsxjdYhPULITn7H+d8VA3JuNxrMQzNpfaDuFRnRz425ygaRJCVQDVVo0tLGMjw9hTlz0Xz2WMFGMRMegc/LaHPp0ZsvrC3Gn7gLZeVHSSgMv7k+7Aze9n8wmoUkvmqSctLu/Qr3h1womzR/Guq4YTl5hto4P0pgRiwGk5NWHgRWtVP3EBjWwRw+lH6adg9dOvF91TDblr9CSHWTDj5UaTOBysPXoJ28jv+WhZGf8FQUMW9CccKXl34WzVsYl2J1WQbXCPkIhnelEMu+7UaSbyPXo8RzYYgi7Sle2zllceq4bcgCWCEJklF11WEmc5hyWsuqoZtqBlUXxEdG/UejuTwyFuu+70a9vFuSBTiPbJCM4wfRYb3401foBfzmTBN2XeJZ4bgBthdufCmH6vhOz8Rhp58xkydFWn39KP1vXeMw5cQIVtmdFlSEd3gSkg13HzHwWpIcSyhLdG6haOiCLfB7+N/uPMdfHck0EfQv9NpXbRwgKnhi5d9Ug3fZrkh00Re4Joq5SfbB4++9xE0nyxft11HoWnnNAW6Y277fePRYiGPR70jCQd74vSu+PYhX668FJ8OMygudbE/nVY0HEl706eP7KqGQ6AZLKrFLpemwb0Le3L+/tgF6Jc+iciWYycHuqW/C98HKh9D3/k+EOZ5sB1Gp+UXXoGtBXOfWILewLCOzpi62IEMHO3k1+jrT76NNmgouUFWZ4S4LCsY/g+NOc7k1MDOAj4gBFSjX7YsepLa1fQm82sNnLLpV01VFrs6WVr5pnViMXtBDeyKECuju8gRVSOILKx/xqLgzho4nUssQTjM6rKp0pSuwzE39F0NfJ+N7mA5uqbrSgjmQc/MR/OW1UA3HzWCjH/i+Jm4IOMKnh7xZj6+ZDPnR11LVWy0WYYml5XfmR+vgSP54NtZwBLWZJOIg9ujTMHUGtie6xsKo2edwbFw8AliVeMgtQaxCiV4xGLTQDiaCbNjxKzBn9bAjkjYozw7KZuD+jCgi3OuHlZVAyKQoK20dfTFaR+ED2B//s6RU2rg82gYDBacENBcHXTA4tOjSmtga9Amtk6vYNKzuuvhVG3rqD24VK7tDgCHqOFevkcCo6Nj7qlBcsYCTRnGiGm48H+ktOWVMatrYDdxRdvRiZQUJVokSK/+79jna6C3kAFi9UkZQUrSyiAd0y+OPVADHZ5GXNZG3kvLl/wTtuVsi/2hBralsj3d9nWwaO2EqdA377KKWA30sTZitG0cOdCPJB4HWDO04qIaOOybnuSbupaS0jbuTqopUXclMtFgtmO7GEbT4hkOI8nB/C11m2vgIOPlH+OGnbUtmm34HpwthobhNbDRRlnkuqbUI6hhFAg/hYPNf6yBn3wFY7CJbuzaUdxLJza4JQ+3gfUkl7aFcokiw2w4PePh6QU10Krn04QaCaHUluEpODo6ek5DDRziLMk2TEM0HeQ+b0FrSd056RrYEuLYtA6OI9PyC2tgW2H+HLSqLY7Jujqtr+LZDBrE5uzwhU04ElsL0w4Qtm2pLkJvvJhceKwGzZ6lF8gk2RE0BQ05PXv2fLEG2ljFshg/k2gTdRkWQt/UuRe7uIK+z+m2qvak+9L0E1nPWGnh62iahdFfc62A0a+qhk5PsWo/X8Ti7rC0/ZWhJJNpmdbM6CotWDSrBrowSimZvj5Tc6MahiOl7PLLcNP2Z4UDRD/bLQgiRtenYPeIZy4/gQbB0Ap8itBNpGgQ91K4pPOKi2tA4IiTZbdFdrf1Sgb8G9FIv3o/WpXJMoZnm95AI8CFEJ924TXlNRDnlAAlFmanGuZR6e7OP3rdoBqK37YGmk0TRQi8QbIafrrh2Rr4sMQxGPt/dSoYxKquWRU39OK46Tf+TLaz+6QpS7jFx4rDN35eA9/6lkEsFGpoggwsJLmT/3TTczVwkk/1Mqon9tnEpPzEGrHgpqdq4B3aB57Q3naOTrOAT457+5ana+B4Ck3T0jXZdEI2MrzdhTfe0oMD9DwNkT4hOS4fxZf0DH1+GaLPOyTMcbSQNuHxJ/9JYHzuXeiuPwPHpRzFN0z68f9uOF67Y/kWtG8uWxdF1hCyaLmUVdBWvvW+axGU6EGNidjbI1m03kx/s/Hgj+jFHr0nyJpp1A0OwvquwdMeKkbz8UyGNlrBYIzu+hHsirateBF3PisMkmnQdpGeDh8jRbpqBY57ncPbrEM4JBjgYGBMz96x6ssaSPiCrMqdsqVLmoCRRJ9euwotVmc9oujyCUUFvxeD7onxi1YdroETtPSXRD/ltCsAlxJyQfLROTWQ4RhwzEyXaJpBemixr/Bfj/5Sg+GfzRMtx8TF9ml9TeH8leRftSDYIVszUtvjqhkxcU2SNTcwv9WiF1uuwRuWJMuijN5wctD77Nxa+JK2yXL5gdYbgGjf29TC4kt6k04OB2pGl3tNAWe5NdwUMGthg8mrvEPXiR5UvooOODG0rRa2asFkQFZc3/AGriAen3BtVnctHPNYP2koGV3wPA6BY3fuoux3atEGUZsrthXM5Lj0q8XJkS/kjKyFkyHVsAzTlFXUmbgNZwf/mpOqhbPZga9cLsw7tqNRctZetSJ3Kj4doN/sjeRZQXRp2eSeyfcP/qoWOpEMKLaqeMR2kjjL9dxbJdfWwncI/rR0rk+bjiFqHsnThh2uhe1B2x1o4obCm0En2VNcN1auhZ2il4VSzTVsyh4fJKGpNeOitXAGAqAzqpwWVDOF8HiyJDnu4Vr4IUtzA7ptSCbNLL0GztStKsORnKFfMVxBsjKWqcGTcKT0r9WDauGIqrCeJ2nIFLQQutThouLaVbWwjeVoBjTOnzb5fg72DE3VPY0DzCJpg7b5NJCg0FPxCdsarq6F9WWH/bwIwAmbXsX+K+zMT8w1cNwKKg/GsGh3IxF1Q7Il57x7ayERtlBxK3ZGpX55LUhN/5ifXwuSk+2hVhQ6jquCBCvgTHndggV03Dm+rySFoynTiyOVOzHk7wtfr4VdBCzONEVLcTAWzwD94vFLvq0FXYjamqPpSVVS6Ld1pdS57vla2OtzDApPkzbxceFtwkxYc128FjbyLKsoqpGS6RnU9dDe8MANFbiXjB9yUbYLh7pQN1wDqYkf3nJeLaSCxJMxCiDZRKL9HPSXnr6VrYX+bIbvk9iUpGdkmmp5rOzoshlo331BzUYS6giGSkP08WF3LdtXC8d5jtfMdDou00Pnf8GporvvCuEK2hn7f+X3UGqgqts/6PLlfi3sl3L6QxbpE1XNpGymZ8Yr96MNdoTtBMbuXikteBIGgbaxiYdn1iJ17rQcdHrTdDwWlyozunBlDbqU7efZ7aKP4g0FxWvQPTx35Su1sCPs5cheryzIukXbrRweH35sBC6sKsq0HLztqFwcZeeRUSuffAvtROPNoGTpaYX2ov4Q0efP3IN18Btns4arGx7L8hQKzhSVBE7WwU8B28SwiGzES1nwNmijq0KT6xAeRYs4tEgELSzzJHSN+WdOdh106WpAI5Yi9Kccaj77BlflfFcHewoCVoaVkOXRQvb/haMF/yq4oA42cRzP0j5mhJbjegEODV9f8N862GvQDyoOggHN9FoBUsWRIqUOJB4B0BDSaU03FYT106N+HPtNHZxwgygaBAyWjkxPbDoqyNi2OujwLVb0TGKlTycL4FY4Hts8fnYdHI+GeAsfTfWlxVyM88lSK9ZQh86cbRgu42oZNUBTAhLTRlQuqYMEY9q66FoZ9EsbA+OWyKnKMzhuNsTZhm5pqmNHkA+eLZxfO4dOJyr08zRhn7bWfhd25e5pfqEOviK6k83QdB8aSB+DVFloSrQOUgHG6rDjgmvqxR7Cozf5uiluHfSE1UgnDQJtmbSM/OREyX0zLquDdShRdJclDEckE5ZDoin/gifqoN3KUnlNdhNJT3BgGZKF9Zfk4+RVI+mplq2AhQv7DHSMX7lwZR2GUdZzfc0VDyeHMshPOiYvuiyAT0dZ3tScTF9Ix728kQTP/+fl19dBP5vr6Uey08m4ik4yBezFF195XR3tOoDS0AinjvSZ9PRtX37+VX/GTbMZOeAPJDUD/UAv1l1zzaI6EEkQZQPpP9UTVzPwNRyOPHXzF3WI9nq2R1HdoU3YX4LWod/eJtZBq0/6vAgrOknLN9HY2gevX5qug82hopTNClpSt4CDP5BAY/+yeXXQzfC+ZitiKtUbD8IYwlzdcddXdYTxWMbzheSJtkwmgcjW13jyro24VMTJBtpmL5lms2mcL7v0rtY6OMAgpTYQOSSfp1+3dhcsuftUHWyLuKhoaOs8H4nebBAv6rv3LZwOp3ohr7+326DXSekKrrkvtw72uRDP6cnYnphRCqGKFN1x8IHldaQIOM+wuve3nlCR5LwDR4v9B5+pg0O2FzYkN9NnGpKMIbqnPPSQhTtPERnNOJPMqAJOvnfIww/X1EFvFhMgGq+1poSUDl/CluDGh9GlfsbA5ziqT1yqRi8BYW7vqvPrQHCUAE+L55+No/lcCYnJ21eXoiF7ri45tix3OlyQ5vKXqnB7PZzgtYCna739Ks+EcPIHC7sDHfWwmfUtF3mf69OOAlcTZub24Gf1hAnJnusap9IdtHncu9A/fHFoQT0cdh0vSWtaEjUdRDazN3tx9E/1sNWl3Wox6PDE7MNtSDUtLjynHk6Zlm+kbBeJGxfAdw85N15ycz3qYivgaqleHXkbg2B6vGj+0CP1sJNjUUw4UjvCpoeAd6jo7LBUPRxE65B5lzYFQ9n0Jzg71B1ejE8zQdT+PoovDYX7B6CNuX7EC/VwgLZd8iRdlIhvD3DktnHD6kFxTVqtyNQTUsaAb6E99/Zxaj0qXc90WYV+W8ag/m84WXTe+Kx6+JWLWmisFu07oaOw6az9vvIbnDzjGHm6lZJUDVHzT2TYlJeqhtfDoXBWcH+OYZmovOm1nlOjxlT9EdebsCHiS2nDQAaNCkaaoFa/WQ+/sSEVWGcvvbOhwFJQW/bUtuG7TYRLxkVqT6tGfYa0/MmmT3GWuCTIbJECsB79unUg7/eJQ3CWnhPRZYdxAsS1kEAdK1re/GU9MiXUhbqtcQ7L0iss7ePubXbqoZ0NoeFICUXsFkwMAvGh97X8XA/fBXlt4GCUsDyD+N0+9KFZLfh0Mo84kpkxMrR58x+hp7Rt3o566PF9idVwaRGtbaQth4YEF+Be7sl2LE9RXMsyEQs/goNZqxb/Vg+7nQjnGIhWlqZ7yNnUkeElJfWwl2SrrJbWTMNF8bEKzsZWXL63Hs4anKMKnq3qsk1b+ymzaq56AjeNmDanpRDuUQYjC7PGfXPdA/VwMiV5DO+5RgahCl6EEyNzbkzjmvghS/UcHAlqaYTeTOXmm2+qh9OMZyeNQE5fdzdDcNxHSpbcOa4ejrA+kmwLYxGiDaKmVf3jytfqMdDZvukYqiwLaFVvkCG1NzzSWU8rONLuJ95A0hh8Cgdy2ldtq4dPGY5FWuXgnjE0/LeNHvfo22j2oTxkBGmpS05JNlwI8vwx3NAGiPMeLfzS39OVRLF3N0j1hHuzAdp5T0BCpNmilXEQHpXydaHpDXCWYXdnFbUzgqgiC7sKEpMKIqsbUEsxPi2sI58R0WwfBbX5uejIBlAHrjjvb0uo9JjtfThUwGa1N8C+IrWn3/fpsbbloEv1j2nMX9kA3ayPAU0W20UDYf1O6GkeWhxsgM6ApYRcU+1JZGQXyW5//snBlzdgqKNl3x0FvZBnYQnhL6oc8gecDmoiNE5LYnw2A/8lo6obhh5vgBM5HE/EPR7aOLKZeaBd0jpUagCNB8t1VHlfVxvuzn0kMGfbmJMNJBAyfDvV2WtKKLuRVGrT1PEnG+gNMYLAlky7vVofhjp/+ocTshuAVoI15ZQsyaLCYiw+WrBkQkkD7Pd4T/Mce+DkEe1bHH5ZlY2T52yawmNYSTsYggWkcOG9TZkGEDMJP+HIqm6qSCpfJpH6f03EWfZ7IVbzVPVMoktWEfBODylvea4BVZ1DE6YNSzVdAn8Ba/jd055qAKuby9WTtqBpgizD0yDVTJ6daICjlmn3+7yls6wUgYdAqeub19QASkq10rbDI/wYGlIit8S/ON6AuoEjrqpLfZ0ZFTeNFFaVLbiwAX7mwtn2wMUWmsSyClKV517WgAMMhnzOFY8IyYxJ43zbhBOXv43rHQyGOV/r7WpTVBO3+GzJmCsKG5Cwgh8RGCOu0cS19+HYoBeur2iAY1E3wViahe6KyutH2MV9eQMOcJNLW24rLEHW5cLtJDLthhvnNIA3RIK2TNJSUxlLhrvAnvXjjZsaKH7zaQwwkkrLVM8gY2+dduvqBpJj85m41d0lJ1txlrMIs+T6O65oIEwYgkRWz+6Mp1GnfghdhSeWJnGAMmuqIqfRRGICTxC+7oe7uQZoC7jo9b4qdNKqUTcT0jLlnk8aCHFDmmafyIp3qpqD+H00+8V70ZA3h4aBQL/80BrlGEaPFpjLAw1wMKoQUFAwK6ZXikE3XbV/Od1iRkZaRnsyWAY9gzkz/Kn738MVlBBMREPOUEmC6KNN7X4YvUHKFUlUjPcnjrcX9qJp+nPnrsQ1kWVPcRgmnfBUUUQn8Ys/WP1FA+wJ8KjYfd0UEyLFwdMFHz+BI9nFc5xO8/tomWkMR51jIvzJRjgT4EJU/qKmswkO0GvKD65uhEQwxHsyCEpc6Y9jiO4quTpU1QjHEhEzyHUrFn0ezccYel7+hkYUexrjGr4s0t4BcBvEm0sK/EaIsxxjGdtYR5cx8F5KBi2+cfiuRhIitOhvRtrVLsc1nI48Y/aIBxpB7GCJ7KlKPEGUbIQCe87j42c2QiYQ9BxTkc5mJIaFyeAuHts8vhEwCgVtS+5r/bVXoP3q0hVfNB/HcaNGA9nXPE1J0gBzrOiVSYDj5jEoWvRjkO/TXLnu0oWTfmhEKmfQwv6aqNCCwg+A3vjW3GAjTdryMP5l+voDA1lkUsWFFxxphFaPsMRSSfp0PO3AVYSdd94FrY2EDTi6rtO8NSrcbwRz5pyLFjaCCbTNtSSoqL2oTjtdaCzqa4TTpo+BxfMtR0U7QaAelnM1rnebEXEFx/Q9n7F9dEAyYeY1mxsh7YRUnajogvQK+XvgjLhr6bRG6M/i6bmH2tF/RlNgA8keefquzxphEx/k/XDSJLblGggz4fP/smJkIwnrFjE8DMbdxzTaqTBT+4eVM3BhwZEcKy1nknHdRbS3yqwnHmmEIxBxOJTnZ9vSCAW3ktCcY6H3m3DTIAgg955MJXUdja0r+tfw3ibo0rKJq3tcmDaWw8CYGnRT1s1NkPL4MIisJDiabcEPJDr68uzzmuAXcNwQa/G+T79dLCNk6vHckiZCeIdDJqwlexM+0hYypPHK3HubYB/DhSKeG+9Rk7pAkS2WKsSXSIqmSY6TIQOXOX4ko8YvLJSaYAfJ8g3LQ3GNWIr8pG9Ee2GiCZlSyKJ9K9V0ikSQDLcVl5TsbIITHNJYy3LEpIZe/wwhtY8NfbsJ+pCrOixYqF5dmr7UX/roOGiCfjei6yilTFocC9aQsZP8svub4JROuxQbmo7ga8JlhD9veXWwCY0km+gCo5hGSkzBXJJ35bS6aBPJow03bKPzeHdKpuckXt2P9UOaoN2LhDUb4HSfJNLDre5hI5sfbkJN4iNXcw3HQx2DgCc2+ZNwTUSfZbmUhcHhjCHCRjgSvm7KZ03wmx/mgywt1UTbUbwK8vgnZs9rAjmosJq+zxIDrh+EvxCuPGvuo02Ei2dld/G98YiQUMPwGGGndMxd0wRqlFbkdSQp1YkBfTkJTLtlXqgJDpWeGmIfSSlpieY5fgmtucElq3CAuQ4blw0DFTNG101wMpx3+ZtNsJXWveVpKWB6xH43pBv/c909TZBmgO3T+TZFsTr74ErCzbn6piYcSVgqsn2p81gfLQz2CiTHzn2gF60qxDuyqSPd5zgLDSJUPXXV5CZI0mtrmqYbNI0Oja23eCfXPhEOhUb6jB6xtEzCVhGUlGF8tHMidDI6biPNbqFPX0dCF/4wbONEEgogfSVK/PceJHPwDSmrem/40Ilw4CjyJpYlqKEtmnXt1ecPr5sISsSyI1a6t0N3My58QYbUkFHxichjabErUZcEtH2aBTz7ldHCRJyOhay5ry+h6ZyBxhYv+csYcyK0BX1LxzGjRkSbfZtEYgfGiRPhbLbmoUlpomzJBD6H9kF3VZ2L7w7hP9YQ2m2LoO/A0eCmqqdxgPxA4yAOX+IF4FkSah5d96eJgAzY1dV0IqmYxzl82h50a707EfbbhJJ4m6UtHJDksC1K85cTIZVvEZ/IyVRSPKPAk4j2qy9OTMSFJbZtiYmU2k9bL5Dwuc8u/GYiqGHazkRsTypG2IYb0CD8RfZEwjpI+zRRN+J9aJoboCOrecnSifC77wV8nZ59MBgbPoD+YU/deGQi9HMc6/qOKsqOpmG8zBR33TJ4Ihwv0YOiR5D70AsKH5OCsjG3rpoIRpDeCTeSiQ4Bg+5KUjjxH3d+NhGsAMdLxu9JzaR5/i+DVHvlshpcwWAkwDK9enu/JOrwE/RGF6+oxcnTz8c+8gcXzRlhJjJzLHtzM4koPXk5FtLsVttogy1wJrwmcF8z7OSZCC3S7A582vs7Ka37JfhIM4iEYySXFQ1RQDX6CZijvso5pxkSyDhEWXdMjSboPUNKp71X/E4zpMMB2nfC1OK6pKF86xp0+9D7m1FP2gohAUV3JbDgzyCPyxlxqBlkixHopRTFwTCGDC81YmPp1mZIge569I6N4uhRWAtayYpRy5thX5YX5jkRI5qBvPIFwldcO+pbOkCEI9vEwJNANrMBWqO1lXub4QgCGzJw4gU8zodrSfHstfWJZlKsoLrMNTNn2yVay53kTDNbfmomOeAZBiP3Z/qEjIUkp+jCSbOfxj/7PIOCtufYWVW04e8gjgte1Ig/GeZk1bF1o59HFvYd6INrLlnaDCdZoFcWddFCq0cCxVYdvyLTDFZIY2ykd6IEMiUL4uD3brwWX+KEfbTvlIG8T0KL7cy98IERzXACkqi98Ec94tn03SVfrR7TDLQ+EM4HndIzHdgKQiFPmiYh2gS4rDBJ2X4OKt27CD+bC2+aRHgx147LB5H/GChpl5O8GWyOO4nkMHJAEXrkZI9qC0iJ3NKlYx+dBL3cmVzgAunOtKYaOO7I1C9r7plEAkw0FWLl3vaOkSctXFi1cOM5WyaByjqOTrvYIVI5cBspmmdePH0SKXIDXsqWlO7eXlzBl8AvO3rxc5PAZ4J6mvRbhthnu7AdzgS3XbJ2EhwYZVooFS2adeDCN5AobL/1j5MggesnGI5G75D5uFTS8OTt+ZNAGoj7muaiovDgc3LerMZliyZBp0ckFoJ2Kp0xZITeRO7tj102CU6HnYCIfNq3AQPMGsSquwLOZNC5VL6vZjr77SQGmLdIuOpPeX+YTML5YVMJiAfaMwxE0KWc8uXln04Gx9o3POrH06gDLBUdcMxsvqZyMsF14lFAi9ZhTVFwOh2RvJrmydAOnJuXtOlxsQPwKMLMqpozkwmV8b7CHMkk5YwEd5OCc0801U5G7GOdfMNpTaTiioHhqLj2sgtnTAYlL2jZezzZVfA3UQnYRd9edMNksF1Ow8CtqJKH7PFtsMf++cYpk8HMdokCqqtKlqnCQyR35rBbPsQB0uqXPak+cyC6vk6GTVx0xzmToT+gG8EukPJTWq8FnxGu1Fn63GTCkaDhMSrKl0wyhIA3aJ599/OTyaB+hzuWy/am+1KSBK+SSM3GR/9vMqEV3g1Vlfpb2zIGRil13N1PjJ4Mqse6DPK4VGs/os8Gwoy4KXrFFHAjvo37yOK/EAnaYPH833IOTSHFDktsPZP6vSch6LANOZyab0+BfnZI3AyIjOoKtg7rSMnIPZX1U+D3cJQ1DZfeKkQm+QPIxUNqL50CskPMAFJZDVmhBW+Q4PhFjZ1TSJDjGZLoNQXD8jkE06wRb00aNgXi4TAtDGHQ7jEmPEyym/vn7p1CsoMWMKxs6RmFVeBDwk+ouuhfUwhPUqczRTo9LsdtWE1Gnr/5+hlTyEjVLBC8/l5JlAUV8STnvB9u/moKuhTnsJ6a6GvvC1AbTOZn3b5hCiR8VGOmb/iux3HwFAlUP3XP5CkkwJuo5vQeWY6nDMTYcc3zyNAWOB62WIIOIZwMIWF9EB3w6kB5CwmDHySelmjtziCyHQAp9GHOWy1whkY/nyWa56MDfkrYsb8WGC3gMRZDj4uldB/rw1pSNKx60M8t0EFrDDi6kVAlOwRLybBFt4/RWsgwNotmqG1sS5mGDr8SZnBm7PMtoEez++yA7KgGUjG0k4qa4PhtLaAhb1I9X0NeZfrwOMmfunHykhaSD7auUfXWK6K+/AqD109zpBbYqTqEiSZlhZ5hIoQ5g9ecN6oFDIdxeNVM0GYfLBKR8utTF/yphUxgQgbybDm5A2UTvSM26shFSXyaoVecDNmQBOQ+B3ETP144owUVo8XRxkgeQ6sVP0QKz7lw8e8tJJfeEddRFp/tTxXBeyRrXNeSwS0kK0DDqOT2dvdhOHqYjLz481uDLWSwqyMfMl2jN6VkYBcJFdyxOtgCfazlu7Zr03vbBP5MCps/Cs2bSgppv+2MlUnIPnrc46RsflFe/1QySJMBsjySPJWQZNy0QfN+LcU/F4ZCatggh0/2UXF9ENKRnWXfT0VBRhMyEcFpwwJEiOKZg5t+n0oYN+xbstyf0lTLhL+RaTPXX9w6lQTDoO7KgMAQ5JS4DYHh31xdNJWwYDo4NDUj0xKqH5Hh5bfcsGwqyMh5+bY4Q0xcY3TXoQ2X3jR3KhnKDqQJCkK/eEzHkWQiB29Rp0IqbFFx7tEaxgSdhJ0waNnjU8GwgrRVuCFrdq8Dj5Dhc95aPnQqGU4sQhw1abb2YvBaQ8pn37Di86lkJPCqo4hiuyUhm/k3ySvLmfjjNBKistqQUqKqHZdgFalasPeyxmlkbMDwHUNOiWbc5JCzDZu19Bp2GsnP4x1FUtRUR0qRcSQtjXOu758GiuMxQc00hNNxRcJZjq1/9KEnp5HBSjRLV1Svw2XRfF4mQyeXDP5lOimiRX8UfI/YiTb4BzL2wpW1r00nY9HTkFOm+/enMzpu2uSF/PSJ03E6IdxMUd13TLDjsIWwQ1bP+Gk6aLah6IaBsGSAB2+SyulvzO6cTkYzThzNW9El0XThSxIY+eGCYdNJAOOK7wclzTd9E3VD6TnSkrLpJJ/hGN6W4srpUz0SOuDYiq1XS9PBCYQsAvQ7N/4AWtWIlluvmzwdCXZ3SrELiJ7ICBZsIuzwf950ZDr6DRiuY+k6vT8Hv5HwkAdu+Qj/zIGcJRGUVx6O5Chh89qX5k2HjBGlt/NpIW3c0k9IbsWTD+VMJzmOHfIV3VOM7rCC5Kxs3mPD4zNImcshkmpi6pTip2EbKRyRU3rTDDA8WbCRPfyvn/drZEyzeM5/ZpAxEeI4hqYmDwmSgpOvLvvgvDdmkIgj6FtDISIZbjoHviXRsiUXJGaQcCDfUk1T0zJUSG4kI8evuWbnDBIKMw6rqg7OnfdgMwmVDlv2Cf7ZBY5YVjzTn4OreZJAVu99o2cQ4HGASB7dgVK7X2LkrsyaNZMU2/TgAw2oX0cYP06yCn/J6ZwJup/lhzVHUHikS3RhpybGF+PTKJYU3RTUU7RX7y6SVVw+ffVMZDM5rmwjI3QohCEUnFtywb0zyUg2xDiurO49mZFNjCST5lx06bSZJJbrAhKOtu4+0Y3Dz2Rc2ZrrG2eCx0YNjzMET9ZFFb4mVeVbw5/PIlURUZM4LakbTq4AL5LaC17J+W0WqfZ4DlxHOtjXgYxjHykasq/whlmkiJaSUNJgmrJl00OJnP+OEWaBizCD0XLg2ouHXlw++8/Te2YhPAZ1jHTxTLpHtmA7KY/tnv/CLMIGggFaVUYTtKCH8XJU+bnXPjOLjKKtslCRZSRaPPcXMqj00L33ziKDPNZJyZZJTcuDH0hVVQWsn03yuXCKR39VJENx0E6mL2nll80mUxlOs4x9CVmXpV44TAYV5+d+MJsMQnjwaUVmS5FdXO/5l1xb995sUmlm21GkmWLbqYyKkWRieXyuPZsMDQejpqIZJjJkF3aThtHXnf/kbFKYx6NqUg3Vp6cqv5ERoxcsHj2bjHAsVF562OxMoY3/mzRPG/PgI7NJ8Hs2EIr6jJ1RkOTsIFWxN1a9jU9HDJVQop2RBRO+J6NiX7ORc8iosMo7piS4Gv308RppOmdspTKHNGkMbzpWor0rKZqoXSvqz73Km0MqkFbSYwVZSTMSLlVTVdfjP+CfGeQIdtIR04Zuw2lSMfzB89efi0/TRsqaoKqou/8fk9RFf7i1AQA=")
.toString();
List<WeatherRecord> weatherRecords = new ArrayList<>();
// Read and decompress data
ByteBuffer byteBuffer;
try {
GZIPInputStream gzipInput = new GZIPInputStream(new ByteArrayInputStream(Base64.getDecoder().decode(in.getBytes(StandardCharsets.UTF_8))));
byteBuffer = ByteBuffer.wrap(gzipInput.readAllBytes());
} catch (IOException e) {
throw new RuntimeException(e);
}
// Read data
while (byteBuffer.hasRemaining()) {
float minTemperature = (float) byteBuffer.getShort() / 10F;
float maxTemperature = (float) byteBuffer.getShort() / 10F;
float stdev = (float) byteBuffer.getShort() / 3000F;
float temperatureHash = (float) ((int) byteBuffer.getShort() | (int) byteBuffer.get() << 15) / 10F;
float[] measurements = new float[36];
measurements[23] = (float) byteBuffer.getShort() / 10F;
float lastTemperature = measurements[23];
for (int i = 24; i < measurements.length; i++) {
float temperatureDelta = (float) byteBuffer.get() / 10F;
measurements[i] = (lastTemperature += temperatureDelta);
}
weatherRecords.add(new WeatherRecord(measurements, new WeatherStatistics(minTemperature, maxTemperature, stdev, temperatureHash)));
}
return weatherRecords.toArray(new WeatherRecord[0]);
}
private static Float[] generateForecast(WeatherRecord[] sampleRecords, WeatherRecord record) {
Map<Float, WeatherRecord> weightedRecords = weighRecords(sampleRecords, record.statistics);
BiFunction<Integer, Float, Float> predict = (hour, offset) -> {
float temperature = offset;
boolean uncertain = false;
// Weighted average of suitable records
for (Map.Entry<Float, WeatherRecord> entry : weightedRecords.entrySet()) {
temperature += entry.getValue().measurements[hour] * entry.getKey();
}
// Estimate reliability by calculating (standard-ish) deviation.
double deviationSquaredAbsolute = 0F;
for (Map.Entry<Float, WeatherRecord> entry : weightedRecords.entrySet()) {
deviationSquaredAbsolute += (double)entry.getKey() * Math.pow(entry.getValue().measurements[hour] - temperature, 2);
}
double deviation = Math.sqrt(deviationSquaredAbsolute / (double) weightedRecords.size());
if (deviation > 0.28F) {
uncertain = true;
}
return uncertain ? null : temperature;
};
Float[] forecast = new Float[12];
Float initialPrediction = predict.apply(23, 0F);
if (initialPrediction != null) {
float offset = record.measurements[23] - initialPrediction;
for (int hour = 24; hour < 36; hour++) {
forecast[hour - 24] = predict.apply(hour, offset);
}
}
return forecast;
}
/**
* Weighs the given sample records in accordance with their suitability to forecast for a given target.
* @return A sorted map with weight percentage as key and record as value. Pairs with suitability below a threshold will not appear.
*/
private static Map<Float, WeatherRecord> weighRecords(WeatherRecord[] sampleRecords, WeatherStatistics target) {
SortedMap<Float, WeatherRecord> suitabilityMap = new TreeMap<>(Comparator.reverseOrder());
double exponent = 2D;
float totalWeight = 0F;
double totalSuitabilitiesSquared = 0F;
for (WeatherRecord sampleRecord : sampleRecords) {
float unsuitability = sampleRecord.statistics.calculateUnsuitability(target);
if (unsuitability < 30000F) {
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()) {
if (!Float.isFinite(entry.getKey()) || !Double.isFinite(divisor)) continue;
float scaledWeight = (float)Math.pow(entry.getKey() / divisor, exponent);
totalWeight += scaledWeight;
weightMap.put(scaledWeight, entry.getValue());
}
assert totalWeight >= 0.99F && totalWeight <= 0.99F;
return weightMap;
}
public static class WeatherRecord {
public float[] measurements;
public WeatherStatistics statistics;
public WeatherRecord(float[] measurements, WeatherStatistics statistics) {
this.measurements = measurements;
this.statistics = statistics;
}
public WeatherRecord(float[] measurements) {
this(measurements, new WeatherStatistics(measurements));
}
/**
* @return An array of floats (objects, may be null). Returns null if an element exceeds the bounds of normal temperatures.
*/
public static float[] readMeasurementsFromString(String inputString) {
String[] input = inputString.trim().split(" ");
float[] parsed = new float[input.length];
for (int i = 0; i < input.length; i++) {
float value = Float.parseFloat(input[i]);
if (value < -38F || value > 34F) {
return null;
}
parsed[i] = value;
}
return parsed;
}
}
public static class WeatherStatistics {
public float minTemperature;
public float maxTemperature;
public float stdev;
public float temperatureHash;
public WeatherStatistics(float minTemperature, float maxTemperature, float stdev, float temperatureHash) {
this.minTemperature = minTemperature;
this.maxTemperature = maxTemperature;
this.stdev = stdev;
this.temperatureHash = temperatureHash;
}
/***
* Generates the stats for the first 24 measurements of the given array.
*/
public WeatherStatistics(float[] measurements) {
assert measurements.length >= 24;
// Stats are calculated for the first 24 measurement values
float[] beginning = Arrays.copyOf(measurements, 24);
this.minTemperature = calculateMinTemperature(beginning);
this.maxTemperature = calculateMaxTemperature(beginning);
this.stdev = calculateStdev(beginning);
this.temperatureHash = calculateTemperatureHash(beginning);
}
public float calculateUnsuitability(WeatherStatistics target) {
return Math.abs(this.temperatureHash - target.temperatureHash) +
Math.abs(this.stdev - target.stdev) * 6000F +
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] * Math.pow(i + 1, 2.2F));
}
return hash;
}
}
}