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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1AlIPLDXXeOhkkdExQFTMl3rFxLHrTlTPWLY7GXJypMM90aI8DsCDroNtpXu2h8WYZ2xQpCczg1K+rgeu6fjjsz/psZxDvc4szJvfFZhxnTKjqg7ZhwVwZ0C1RY0lI8s9UDCzuafX/CCxlaLOsaxXJoIhTXaC1tFq5OGpzBYlV4Yw9UO0z6Jj408uwkLOdC2teC0DAMz/D4SPJAxUtT/gWrVDROEkjyTzyqox29d06XM7Qj4OQLzksEHWEc7F49458ytF+RI8OOIiEdenxuv7ns3hmP8aZxZX+U5E6wBE9VDJ3xMuTN1QAgRL7lpgNejnrPzGWMmpIgJfcN3A5yED3e71uz7sHifWbZnmFYBduEL366y5nZiwEcsScnPQy4hxA+vr/2jdn/jU0TJbK58NSJfAGCPdl535zXARzwO17J9OKyyLPgYHZlfze3DfImgKalqoGEsOdWCl0jbP6oyISSh0OyYoyme+obGj0Ed5BHSbaCwIxKGuLLM52chWszdIbIND6KlOKlvOnC5p/rnl0IhVjkVtaokSH6RdcxsTsXqjcveRzyLhfD2HZDG0ihQWt2KyeWZjK0O7mqiihwOSV3IZ3I/HDpIuiJLPBwhdjj0xnY/NfnSsthl190opRp5Ys38gXToXJ6acbE5fBST7HX4W7rSTzfhx7v+9uVKzP0QPfQFDs68lYHV7COoUPVt6/EmxxSRN9zS9yD3lVB+b/c01oFHTzl+7ZcyuSCYoBvr6f98hOrB2IvFR48L3p8ORXDio9lf7v6E+h3BkgQA1HFgAJaSafSndZg8Ts1UGPyOOXQ50Tvsz1HrvkFJIhwruC2e7apAdiX4msb12axaXZoqRo3SXRsmaro7oEPrcPi75Y5yySUwharWMIL/nND07rzwMFYSSp9oySncgGdr3l0QzdobIbPC3n0Bx90y/Tvy45tuC9D3+sS+vbH11qKBdey4Bu+MrrLxl4ZsAJOg/Ss/JW2DvaXx8pzm7bj2SrcqBcEiA8tvgp7vH7Qpnb2UjqCLBu8/uZ1C6r58MCzW76TobuSFBCuBA1T3Oj4zs5bt9Zm6M7Y8niG37UObpa2kvZofbbuy9BKT+Wu/4rA9fLg9v85YPvWPIMS/t3+5O2CDS8GtP9S/4k7e2a4mk2X9ci7er2Yd+B0H+mc3n0SylZCIOp4fAAecRuah/uf2/3FDD0cy6bnIPAiLr9BdFS7e/drkGA+IwVBm26XSlSApe1S7L1PAgoinv4gyqrGLfTm0159wd7n8ZNCBAYhSeyS2UU/363LPmDVYSklRDwAIgoQHS2m8xVt+yfwtxUniAWX1Dj0YPO7Kv588KcgC9xOgafHxCLseChdrDt/OAVlU2Uj5Dwb24OFrqLb097hXQn0CjzIm7UqB0V+bGTtYQDHY2mtMnQKcvt170MRrODB7vphCxyi3DdKom0aHseXa2m/+tgRcLbNvmvBmTs58mwHtOXBzoeOdECRpSgIzUIQm36B28beWfnekRIeIgSJhQjc15NW0+26e/tWMCUe6xrxwF7fY198d5+vnYFdnubeRm2ft8YDoeJgjz9f0nqmOkM/0zzvkn2l5OVbTQAqvTRz7Jk5GfpyecZxXDP/lgG4h0y2Zx+5A+qzXSbVF3k4Kfvievr28Afu/CGs+A3q1F3+997WhzKY6Qx6b5px9u94b10IXLutmG++VvABSt8Zt/yclKGvUSnwnfaiw0AIP39vXf7cV9lzx7of+5V6JvZzkMlz9Y+eHw5+EkmBjPCjlJR0N9EdnRrvuoC9rC7e7NwqBEnxMRzj7vK5F/CCu22uiyLPT05Z19G5cpEas7QpDMzYQISgcw3qRHqu71WhLUvPtVfa/tUbRVMSpRJWebyqRTSzCMWJkmmbnlPkbNqne3wu/SULa+DJWuT6XCsIaziSuag+lOWucFEyGLsUw++son2aqu3L0j5VE7k/CzegJKjmuZrVuoJnC/hWqHBXQlD+ebCG/9bXZelUOew1dFy79brWCsbxyIDOeiEL4qcV1Zxhf6iVqdyx5xtjDqW1LH1Dl2U/aL1eKpmlDwEcL/b+R/lXsnCbSqew+mp7HDm+Cei9PVtTNSVLt0dcGAMiHPEg8Wr6l6lnqs5n6V4Rlncr4wwOZg1c3z+q52RpvyB5lh6YwBiJ6d+Tk67W/GeWnkyFWpgqFdx8a+EGdaInBn6h9ntZekJEXOkGZmtHKenbcqz7qTo9C7IQxkmJd1KGMZoe6TW/bkyW7ojFSIw8A36k5ECCz3Yrq1uTBXgqaiBGgWtyH+P+9NjQAXVPZOkxU4yKgQ3+KUo+s/XyF+t+iG8rAXfzjpIEJlD+H49K1eWyYNQa56r6fHIjAu2PaHd2HpHlun8eOYXlOwEnmtzT86ud783Sed2J3cDOm0WeVj8Xu3O98/NZOqd2yNyxyOd+sdSDnhpxoMuyLD0VmZJHfj5ob8MbDqKn++3qNjxLT7uhp7tRsWDxjEoAR/muhrosbaEEuwNejASGd1f9qIZdWfp/LH13nFRV0nbd1Gk6zww5IxkEREEQMQdUFHVdRV3FnEEwIEnMoiIGFBQQwUASJJhAF/PqGl7zmkVJM8xMT6eb8/dU+/HHLr+mvX3Oqaqnnjq3wjw9oZVD6B98fQX6fXtyQY9nknRVKItCWlNJkO0yYOQaqUfv75J0IYO/wQ2SfJffqtyRPa9PS5JmRnRXcUuG5ytQ9FPp3sZv+23DuhOeJAu6zf0gLJDhH4+a1v+OJN0pg4cETYW93q9GCap5fazbgJvxk67ALZp9BoKD8IAPdDl94BlQCN8xdAP+yOfriZNpWfdjB8VgO7Ya9QWOfmFU8PMP5bcP/hF6Ap/lmq7N7/q5fc6S46whJyVpiZMLRdlw395TLItgptv6PTvknCRNTUXUTA6IHtqSTlNoYXrKkD8hS+4YGHCSCOvJ0XRN+vmhD+Jjqs2656EjcIXn0LXRyYd2wk8GHrf+jIkS34GeRF+N7XXoCnwsyVE4WNv8qqXswGXc12Hj8BlJkLHQ8g2rSpxIj5+8Slo14jKsRBTgi8X/39DtTJqTyY08Derju5kqtcUckj0PtrO0+90jt8Bco6EiiJ6pHiwUykzL+3Q4DAgxPwno1mzEl7AqrPv5fl1HvZykB1MRxQqbrGq7kogC2WZ3aTjiqSTdXhFDhHV+NOT6neNpXv1jR16ZpNsQRHLPBL9W1JylJ/vtPVJN0pOtnbxoqEW0gr6vQpfQ9Eh6bG+smyEJXq02mg46dqV4wrhFUDaOrbkfs8wwM4bmd3ngqNXYfDTMaq7B75ZdC7tcVH/R+I44KjGW4YYP0fayxwUBt/T574T+gDCoLzFacaMtKMTtDfOPuQdW7EvcpBFOkFs5nUc3Rqcdg13e2Jm4UV8FrBcUNEubjvvXsQuStCkSsexq6Y82p4KgaQpdLb1+/MVQNu63SqIkCY6hQCHmZB4/HtB7R9z2rKqnQbktxu/FvcaeAONerHBwBQnIXHR2JK3pv+CE35K0Rg59MM2qoIH+QpFvScw8OQ2hOT532xQD27VsCO3xTu+ffB/OOxa1yQmrqlo1JRjJffXbTl6VpPuidqSsuilWNb5t2TCidMqx+LbHkW7I/d0DzhTYNvilU2Yl6a6U4AamVTbaNTsH9JmdUSfCSGYropmC6wo8foVwEc2J33zaTqA9BMCA5HDfQ3x7el3P0/vgBAPJaNlrQ9ksgVulr5hw7aQ8gIOV27ULlQJIDaLoh3oMmoTNLxQER+GXLSG3LnFo9ZGxM6GDq20KYp5RLYHN6vjJ6+TB5wyBkcgc03iESAt+uzdtPuzXc8ZhOxI4EdWKkRFqHU13Nb5+DtzR3EjEdyr7IiCoMa4he/rQdefCZTzBOuU5ml6Cp8az5ydf+EcKLkMODX6J5WE9Mg2iZf1fPw9Y9XiQqEqVX9WDZFkOdaSXx97yT3ip+9JxEkyntbK3JbAgtNkdup6Pzc8gfunx92sFToR98bDXL1gGp+uHoDkl268VFZ5K99R/POVwOK+cXKwq1TarTZSKHAmcqE4ZmqRl++olV/+tQOXmkomDvTbWOuUfbA2c79JWJjmCMONirHvFFAD1ZbBGn4mPb4mcx7Gq+3NTjCStau6RcpragoOWDuAYQMsHfXjhN9h8Og99ElrLe5rLfHOzZMy+Cz+DDoJSAqPLBw62qwa867zMBRdfB8lHo2R67WKomC6XI60+6t8Xvw/pRAUb4FO1QzUQ6FK6JdbjYh8rEeVaKj8UC+bai5aM6nXpxQyPcZsqxeZimw2/M5EeaNx06Q/AE8FTo5raonOVI51FNyb+M7UVluZH+b0brJsT1EfA7xxxOfudqOg4Vrm8Xzc17s35YLfTLgf0Pig5zj7VJiETxX/yDwRoT14B4LhetnzBrY2DMfmV6a35868cDbssO5xwD43iG7VOtPLwmVc+kqSlEVkg1dxXqez/y4A7ujHqXdWAlSiBD+Wkv4tSLqUbpClXj8UuBcJjZah+uxCFFr56+kVXYyXrDd32tfJfrWWE7vhvlo177Oq/IEugo++4eptW+cUAUN/baeg10O97fansmKFrSR6Iv0wbjp9y3e1J2oCY3Sz+z9+jFUmDv1yU+9cNALybOJOEJx0inuI3CLPrH7rxSEhHpto0EKE2pKorrTn6pBtxgmsQAFhak9q52toiI5pae8Zr/PHa0PcNWy/uPljSHKjP9cqkm3ok6erAUwjhUoW8Irebe7Bf3+lbcbBxFx7GUosVz3CxknXdH58RsJ/nAdcygkPyRRpLz/XfMfMr+HkxFlpNZXjBGHRqEt2VNWdCB6fnbR+sn5MzXAIzvSX+xO1QiJs9WE5FiEd8sarTUHpu5Muzr0/Sc7pYKldKlqpUVU6kWn/M8XOA38vEqNhi2mbrwSavAmt4ouuQObfC/fMtnVW1W9soJjPgNehzgWz3KG59LFr6o1o1LYs600MjVsy/KkkP+fWOGKv6arlatACmN8a2z38dIg648Rn/4REog+jBvkfR9hQ9KAtR07BadldKhgOmdHtmA/2RguT5rUr492xDkIW1PW4WMiman4ppSsitk30A9fk0q+4r4YYUyBk8YHV3CzhyxwgigTdOHiSlU/SGmfJLv7S36kUcApRtenSrdEeKpvGVCgJXxFLEjHpJxxnykhTdmrGijtEWiLYL2DuPFuY+jRxMwVZMuS4uWy2KogUA03m5J6JrUnQNCCKkbEZNhskIrRl3sO77FD0qiHHJrhxoL7QWGAeX9N2WxAKXSFHBcXa3VwOzNmZg68TV6bNStFn2gjanWopGQ8kDLZkV7Z4dmqIrIXfx78R1cP+jQKDmZB9J0QOR0PRgwi1c7wJXNy3xWq5Piq4PfVevqpaH8JihYOeoHfmF+LYoxQLDtq2im4zQZXS9+EP+xRRdxd3namVAfsDTBDefvTLfjJVkA0ksaO2/FptLBoz76Q7n1h+ZoqmRCII/p+yCKHGTt5UjOtUvT9FKTtqTQ+2X/VxXN5Qe7x02PpeiBYoa0YS4USlVwL8volmxHzqMxgI1XxLbW6DIOFl47k3dT+zwVoquEzhk4Csb7r18Ht2Rau/yKD62/Igjuzy82uMX2ltGzu32Y4qW6pZoM1l1QpnbmW884vzuF6fopVCSyuZnZUErlhy+3apXu0OrZhO/C/AAdyAGTCo7LumOhzxQkGKSEvWqYlDWYWDz6i7oXU3RDZlopOjCz3cr6y7l6Omxyw5pSNGTMTKJmMlwvHsqArKV/V9O0U08rjY0xBDLqWCXN8kn9C/gYInLGwX/b3c0ke7JuQNehVaJcBmWrHFXHQvItrKDP8DEQzI+N3AEP7Hwlwn0SPeVA6PQb6w5sERuo+p4sPlFHVcNwi4XKaJlGl4tm4oLzl85edUgKNsrSh3Xaf6v1eCBTOfQGwOqQ45J0e2CXC7GZIkvavkn74guHNodP8mNDWqTcPyAEzOfGD9y6KgUPZJWbUvk5vZ8R3gRLc7PHfaPFN2Wt2Oq4/rceNqseal+w55O0Twrzi3ysHuGx6G0Zvg5w95L0RO+SaHb3FL2LIcTZB7ttmnE2Sm6J5IF3bUrB6vcxmcybeyzYORALJBSEkHqpumHLOJH+2RGXgTbkeJaxLXaDu4vq1W6gm4Um0a+C/UJRB4HDzhghzcVRnLYEQ+naDr3FedD9LgsuQdtPF4+AgtcC8TUSnubSzqPlxxFLwx+acxJONi8JIWVXyoFzYILO4Ee7dh9zG78pGNFZN0gwXdD7sy3eeyvR/2WojWeJUrlysGKlBK4G9DiIYvHP5UCgVJq+V+BINhEXejJAYePXwk9cZVqrBU0p8px2j/p6frx47+GFfOEiga57VcnLjGBevqwXhOuxkMiXCptOYJQiTCjfqTzVRNeghiUqsAjvn0eWA5/uXbszmMvSNHDCd00W0xX90LVY/w+9ODxE/BtCLaWWmXIJkejM6L/d8JROCou5SKggCuBQyRp66mLT7g2RVslJbT0Pb+0V2ShDFhf3PmKkw5P0bWNnLUXVJkB8NC7Z8bcdxJAaZHrWW1eaItGYEXA7edm/zz5hxTNjYq1NizYfK3byZOjLpuI834yWVdvVx2jdLAjHjKV1nTKnraCYYbT2F1fqF0yXkl3RKbyxzdFfNkWODOMX4JOobnJV07HAueKEUSuOt9miGw7CxtazliQojlyKLdrguFaMrFj/Kz/mEkwkltM0bEkxAah4XIWwsoB1UlHpOhxg6eQ6qFm63CyCVo14dVJ56dolWtIjmdW/yr1cE0Yyf25oydfkqK7O7ppM2Lo5q9WRadT6Mnuc8+Bb3gAcS5goyrYqhMClN7o+8Q5S1M0Uz6YjgEyLZ9vNOBdE+POeQHbAZ3wKBLjDAK+Ft808txzNqdok+vZTqGSDBRuMT6UHuq/5dypjN9eKHtGmysU/HaA0sLsbecCqBcGgmjC/OwIX0ZPod2jup37aYqm8FmHtdIJqOYx9EjXM/9RwUOSqiloITeMdt2wQF9cQ+c1pugLGQFDtfmb3w4YJRfIdrPy6HlQ+5v/rj1lV+Lza4iZnUaedx28K4fFYS1VEITmEnq54YPz74PGcrNaydC5rpATYV85Sjzfxv9ptRC1Uql6jgg2syajXfAVNi9J3HWZZ/WA5Iym5wZ3mpJI0TIEulHd0f90221+2XJ79qMpnzMocUcnsVYa5kPtH+s9fEo7FJlHymgloxr8ZFRx3o/Vb7zwT5x3TBQ8bmXPHhqb/2b8Jxd9lKKnoCCJDtn4nnyk/SB82uzovRffBrQPbcFBDFjTTpCzzRM+vXgVxFDNypbz9e6DFVNloa3oPPqSHSm63/UUsWIJlaJhcTx/f+OMS7DAu6GBguMGnDXDYDo78fOlQ7BubqNMXPDCsphKD+XGXrozRZcHtZHLJPrctXUqVnLCVCjELB76za415Ku5I+mp7j0umwmhkaCJcIm+7ET4/fz8PF3ZAlDys1Cp0LPKqmFRHe2YOPM66PdzSYq0V5vaKu3Vig1reLjjhOvOhJ5UbZFsN1Oqcvv4kfTyYZ9cD2qxPOS2zrbpmvwi5wpaXPfp9RDxDDcRgsQD87lMtgctHjT/xp4pWqynFMEWK4ZVsUyo5kvDRt54RYqe4R4DWrlUbtNKEhTi9tj1N0Ltb5fEZCpiQp1dOJiz6JOhN07bhe3IsVgsImh/7S4YJYDpU72+mf4Evp2O1hVS0arpaM0l0K0tPRfffDSMO0GSRbE4SIqlUT/65NQpN+NM3pU902jZXxUNs1RFgDtd3D0D/GSaJ9hCIEd9IKQLd/RY48SZ+PhmiYXAvVy5Th3kLJ+/NcCZ1ClKTPHduFHGAk+kVX1mzuqE7Shpu7Q3MB2dM6YStPOM1tlvp2inILvu/u9aVN3SPezyZvnH2V/Ck0gMU5b3d3+6i+j+1I9zpqXoTlGSVM/S1SbV4TSghR36zPkdjlFJOtA3xVCiCt+wvjLwyHkwkmejguholZLuO1oEBrh/3ML5Y1L0r1CORASRXzaEnJu4vHfnO0+B0JhCBNVqeU8UXu1KWhAbdCe06oZkvS34OpipKYsIEN46buKCASl6q8429PYDBw3TNjwgxF3JPQuOS9Fd8aikyqETaj4kfxY9nB3HH8+UlUgQ+AVf57mb4xD9+zQ9TQ/FHG5RbfiFPYYGF726d0ealqaH9wU/ewP3KX6pW1UCxj7T8V7xhjTdBX1KWo55MNQ1Hc5r0YixspKmR0B3rUprMeJ7rgy/c1vsUqVHmm4TarUU7KPxl/PokfxqZSa+HTeialiSWk0NbnM8Pdxte+TzNM0L6qxIpViV/IbApOH08qHHR1em6TE/wneRreWC0SOKZ38zJBFtTtMtoV7Hd0ehxf2uutPaI9XY8DQiL9eumOZflQqPQbqM7kmdEP8xDUSu9dqxEYz5XO2zsu/piVSaVvoRKQx146AWqgLs8vGeXydcnImftw3SZa1YrBjUQM8cem6yPk3PRH0xsCPFcqUA33Ae3ZftnTk7TffBcdlebUAASRDaw0ktswILhL8lztPieA10a3OvBZl303RrjFuqCIHDBe04wVWHLcmuS9NzQdRXLNttLrUDqCHLxP25ITjvuATfr9UmmoVY96M9dudsSMc0467lRnXdj4k4qjeHafWHpenNyE+/Gclmy4j2T1SwnVWDf6u/Kg1Xxz0WtFJF0k1Om13V/9H6GWlQ590HXbtelcJuQK2L6cVOhUY5TbMinkzxCr+WESSc4AOZYzuMStMdoRxDdCRXxKjJL/wWd+vV4XQcFUmSaLquXWzVbcDjA/VHdWpKA9ninmXbhmvwIKlh9OG42Z32YZcxwfbs0h+eZSqcKv/i4HFdxuPbdY5hurJrVs2A2w8/N+aGLlPwbSWs81tLv7VUo6GBg71FmdjlAhxs0g0DjxMubDug02h5t7O7XZym5V6ZFF1US1XfCuhaujMe7Q7VvIG4iJjZNpwj62DHs7vvhA4a+VZdN4t5sls7I5Z6oveS3v2gbGDUWpNt8BgRH+jzaFLoMzFN1wHVFSEZRixyIoCwxdnX+uAEH4okLDMknbxA9ClPrx018ZBn0rQOuKEExWq1XdNU/ORLvbf3gyIvTuZCIen2Pri33RTAeh9vuLf/v9L0uF2vaZJktal+7Q3wgvTF/dU0zZa5LzSQR2FfdzzdlZ83sBEK4YsmNlKr0iZ47pW9sohpabGd2+NkfMErlVQXQlvVoA56BELjlYVeWFQMn28L74nXD3olzVXUImdrSJwvCMm/2js+6MM0Xew2OAfsQNcd9pfX0yxpzuD7oRBwcbV84dqErivo0czGwU9jgfDxPCIwlEPbBnC8P+btoXPTtCLmJ6hiFH8u6p6HCH3DkJeG3QnbCZvqyCnaVgBOjY8f6/rosN+xbj8quhZX43L+yZH0bN8ew/9M07OWou93ik40qggcICzpNG3E6jQtEf2KYfDEbQaUqXRnbNThAI6ZbkPEJO6N4dl8efRyhzlHDIBWeSBE3FtE9DXm3y/1njq6e5ruBAxCHby/9pbauFDnjyGHjNuURpQBZw47Kbe0FDgn54WuU8e1YIFBXJegxWV+lQOf9ni3J8f7abo/o0cNn3TbMFwbOna7dOiESJpuFzkHptY/FX8uprtSx01ogBhEywDfinHLXgeB5DsnOBNehl2KchBz234pmj3dGI726/OXTziYpq9s2fTEvd9UnAMjLKj9az3/e8zkNF3NAQZYhcgdKPDx+i6FY35L88RtQQ7gGmrZwNfSvMhDxzgMptwp1gFtdWodj98cpR07FQghJ4t6VTXKBxy4uotpQWLDsd+naQHZUTxCiHiCxK+on+7y03Enp+kptaWdatWAnLFyCT2TnnU8NHa2iNOO7DMdg2/OBtGnx7xz/L8RfepigV8zinx1D2qxZthFp1hAZFPiWXChVWR47E5rRhUnXoeP40U1rNfLpeY9lRJO8Ils/4lQiJnce4ATwwPmV1NpU4+FZ5yZpqt0oSEuej4Xoag0iVqOmjppcZrOEqHJYdQ2wFoESH5+MjVJT9N8QShrHqJlnniAzX85dv2ZHwNPZAQOnlmpVth5HUobD/v+LAhtlQLV8cr7K2C4Ufj5Z+qFs2DzdyX4dQ98ncVFs0fTks5vTD4XOhiKoqdVfy0ahu3DSOZFfpgMjJ0XSj4PFnE8KWnT5fRQXYfJ76fpHoWiXI0dKJ7L8fy2ERMnF2HzmZZ6vwAFCrRCjKK08djHzzkrTRvjoigqTvj9101VFS7j6XzhvKOwHakc4fHwnmjYFp69tdsh/3wTz/YjELyP4KPs21CIxemrp9yKlUghtx4qR2zXEHFUy3pULnwB1pAkbmRTatfa6xSc9/2Jly6CiKeTHJO4QI/rJChN248VL8Iut5Noh65ZKTfvKVcBvtsm77rouzRti0b4xU/5o9+KRb7J2dbr4YuvTNNLiWqk4ldaHW6ngXD52ZGPXvwt+0vutl6x2Qfa2M6j2c8uDmA7PA7O5X6XLKET6KW+Qy/pBK1ikylZUugVW0r0D7o/fdOlsTTNCUKeHs0hILFDnx/bNfV8Pm+YGgBd9lt87mj8xhHzr4ClbYmGTulP98/mig4HO5JeGPbPK/cDlFJ2VBWcUrW9ghD9H7So/tKrAQUPJ8I6zfZUE35EAgvbNeyRq0enaVFUczxP8NSyrotMbwcNvPpF+PkgZiu1q3I2wEvgG969BrD+qGWKLr85DPwoR//LR4rXA6iX87B6V2+pGE7Ik9o29v/8+uMgYikq88CstrYDlTLYzP7RzdfjBG9WgH+i7VZ/LID7XE6PpdQb4EZnRSVF5qpygavZbqQ7pItuSjLMyH9P1A25HOksWtHjiZtuT9PTkvWbyS2JuRYI1rCiw2vT9qTp3pgc8xzug60jXB5Jb4+/ZHohTesbNDEwSqW/4HotQMGj+b9mHI0zCewsl5n4Ds/iGE1rB868FYxjrRcJBMex2ixOSLqe5kefmzUIqhlB0K5WDZ7B4kPET2bis7am6cGYEbO8UHJ8BcpzM82Vhs4CFMyqdXOurRsoeQZt67tjlsYuOozD2YWewzNvr6QtXd+74zE8hKQIHuFYdgj6cwacwOmzobGPMCnXVcM2vQMGwrel+T/mPAo2kzT8KlTCcGyp5hgH7piDn7y7489DYwfTTV6gBdyx563Rh8wL07TM3JesOntFqVDVuWztlWMvmA+G94pfZ4uOWi3+ZrZz8LEofsyCy6AQciAY1XYBrAWoOY3mKXeJR2foduIWULXX7gIXtm4b1kU6I0PbJMMT1f1qmdodpi0vdNosfZahq2TuWkO1TnbcSPO1cT9K32foFbedkvbeYpsjmxW4/ye79JZaMzS3i9+hRXa8fU3lEqfTbDnWlsIMvarIulAutBfKhswvRNY2zog8mKF7M3k95xnVYvmvfRbI7t2RJRE3w+8B5UAh6CXH+sfQygEzI1aGHvL8wBZBWt1IUEdX0YN170Q/4u2InquqmhXaahS+eMPgbrFChh4B21L4tqBchQ6OpZf63J0YkKFFUlSULd+yVNtkk3q525LkpAw9Vo2ZVtO+iuP7ggLus6hxZ/J5PIQ8DxEJGTGv5v4f7/J5ekqGHlTE0DUUz6y2aD7WfafSmN6WgV+34c5aVTzE57LMpT0nZCQ8JCghbnC5oyuJdB09n3s8uyJDsy1wM0avgLsTn0ufD2rPd83QcwjdHEesqAb+GZa2tOOZjY9kaKkqx3Vb0nzdQ7wTo3+fuKND/wz924/ZQcQ2D5bLVIVZ7Zp0dqfeGdoF+gVCdKC4nxC+3UAv5p7p9nmG5gh/v4fwXC4uO4vWdVvTI5KhJ81IfaEaa9T3RQ1uS/jO+E49Ps7QOwpYjP/dfk11PANYtXpwuWcmQ6v5Rk63NNvX2qrYzgN1vXveBlkGubLAoyT5uhcY+0Lj3F6PZhBc512BxzEohPO+iZal/9XriwxNS/BwXK7+CrwUrHhJfnyvPzK0MBpGXNvjBkkwl7Pp7vSU3ldm6C5JBEm0mch5AY5qVde5vR/HwapxuL6crkl2uwTPvevkZ3u/gHW7cc0r/l+zYZiJCKz4rsjqPmMzNFORJFkJRBMuSQRbf378nD5LMrQiiHBtgwo+hHVfRWtyT/QdA60Sw4hjB7WrPb7lX9xhSD/o4CNcKQ53Th6+Dnj87NjjBryTodfBHQxfDaMiO6PLEb4NHdgzQ/eIgmJKJpiwCKieSXcpiwYeyNCtnGoXhkrI757pOHptxObBUJ/n67j7VdV01HatSqcDOEYeOjRD8+OiAZcOZ1+GYzyHvhn1waEOvt0mVrmvjm/rINrX0eK6ASOuzdBi7qXnOzL38PfBHv/d972R2OWj2RIXhVtlW6tIiKLfGZY77HhoVUSqWkZJ1hEgyMDYVwbNGLUeZ3LAlcQOpl+qxnwHQtvR7aLD38rQTdxjAajhw7exkazvdsboqzK0PJqOtuxPRP0fc3HupPX6UevHYCUvCTHYlGsGZqgnse67073GPIvtcBmNbeyt1BIzL6Btvd8f82KG5u3vGCSltqDEY2hpDL0wPD7mvxnEgG7Vs3Wj6vDo+BtpZfbksYuhVSYMIZsEnzN1B89+vuunY6Gxz/hyqAeAekRYPoDjzWGfj7szQ08ZohFysyHbCB3EJGv60rjl+DYPtTXNJlsrJPmC/uUOE8et5mfHJL92k+ziBG+kB+K3jPs5Q3crju06cLg8aAJnsjR9xvgeOBOBZBlK7BlluIzptEBedbSQoQX4yPb5eoct/BR6tPPPRx+W4YaUIr8J0vc0qzq+vaPLx0c/lIEbjRIIhGPoLsJOWEPDyccuzNASMDwZshcDCXg9nRbHux53FEScrxNI+0nVNBOx6800Xz7luHMAvTzmF/G5HfrwUv+k5zt9d9Lh0JMmQa2KpgEAA9GeTi83XHDSmRm6pa6uJChW1K+YoQmSflf0upO/hqXZrs+t9oPa1ccttCI34ZTpbA1SLZT6+5pwEm3uc+opizK0LJS8UHVKlqtCDL3prQkvTPxnhl5TnO+KiXIZ/9papVvpXnnGxKcgYh7myGvjpjtwAl8N++K0fjhYqS5W4XbPPB8JB7so+sxpUM1FZcEICmrZQkAuwkhW9jj5NGjVSu48r+kFIkfg7In3j+h3+misJO1nHEXS9FbTrsIAF2fzZ4yDywjtCDEnCMmUgN9bhoSTBmZoLXZjOQXbsHmK1vG0qt/lk2ZD2WJKzHXMkrX7YNGkXvTtmcvOogx9y6NgDv5UKlS5e/UU+rDLyskQ8eL6JlG09Ei15GVD/OTzjYdNvgU236zaThSLdgODz/v1joXJczJ0G/hT3DU1TpYTgMhPZW6Z/BweojpKvenbPl/2Q2O/GDdi8o/YTmxvQ/J33/gjGbgtwMFlHd4/uysrRCTmypGKqRpuhIbT8gEnn42DXRra7Sa4abvNo1yvB0eees4pGbofoZUaGPgXX/FBRJ7q1nLuSRnOKIFLt02O/X1Ifnn9vHNhaQ+JUshhisBzgsBPdg049Xy4uud44IbxcUsJXsBk2tJxxfn3A6iDeluW7WqxoIK3HEfb+wnnv5mh7Z5RQWCMrcsej2zbduiEC3wcbCSB4NVxf2hyRAvB3uK6Xy8Eai7mgjKeBCTw9IHLaXm25V9p4ElsXyouWWEloBajFjdMvxS+4QE4Ft8C2JuOF6MBtP3I1VMnA5GtHiTDZUpVo+rD0l455LbLFPCTXzpTW1nWNE3VfRCor0/tfvl4gNKfPA7uYKVs8KvHm2hjp+jlUJ9bTcTyYkSB8rt8N/POwCVXbITtCHUaZ+2JYblc4dfIHR+88m5eSYvvqLBYi5Qk8P4/J3S+6rsM/ceKyqFdbtMqshOlUfTysL5X1+EEU24d4CFosmLRCs2gJ5Pdr2aF4EpFTtznMbHgbJ/0M69mShRNBNz33La4WuIy2tylwzVwuss6OKFrtZtW1Axl2PzDkVevGc4w48uB7HF9sRTi4631666Ffj/sebGo7QiBKWCdZ9LrPZ+99hOgjwx/w4PBBK5MvJQ25L68DhC2oQ7xprXHbFfKTQLCoA0jrrr+d3wcF2RIx6hW4e6wwFd6HnUDjGSGXaenQ0EWeb4IUHNBrNMNW7CS0OBaGp4Hh9j1RNrU55EbJ2Zok+JUdQVmYvJ00qtofYcPb4SrW+ZhH44RtTW+7jydHmk4axoc+ry6RDKUbKNqc+w+jR5LNE6Dv7xDigZcJJkQbYXfHW0e9sV0GMkrMpEJoN77QVNV53fRDQNmYJcr8xFNxuLMWp+zaSCV+RkHAY+OzIMuea4fDLA/rR2+boaWoadboTstoRxXJCWgIfTRETtmgp+8rhmqGgquWq5EbeDg08krbmvDQ2xqjwK/43wXT7NogfjI7fPg0+QQnqEVVE4BvM2kDZmPb4csF8QiUqpaV7VbtHgrVvJVL33WhUAIihBiKSCtC1ifStu7z571G3AwguMGN/PbeYbjpfRMw8935GDzvolwOXR1yWvn1NZnu02bDSLyrGCWgUdVG4FahDNK+g+egwU+LzsBQg/ZVbiVxs30Yv7KO/szFHg88i7WkpMDTmd//dQIXZulLZIrkeuZB35ob49hgQ8lVtHlWVpIfKUncJ9g2wRWPZv6RYpm6dlkANYmVyo6u38G03XSaVla6VFEssolUO2kTafSC31z0pNZeqSXFwljzb/rbRUhCiteUf+S/EGWVsjcIqFKnBTPHQg+Gn+SXM7STjumtBYSP1pmyWMSv7m/pkzM0mbBFSXTcI2SZluw+a1HbFLw7a2x0Kk2x6ywjqkzVjI0G/2Yt1P1IoV22xEJUeBg2jz0jcToLK1LRoIw5rf8vret4iDeeW1El8RFWXpNhg57sNcm3zbgvDaNXJpYlqWHktzm0il5iLr51uLFLrcksO4nI57oxlzdkCA3eNf7MhvqEllaEASSYRQNGaFrA3zD0g4/1f07S0td1xQRb/sVKca3LS833FC3O0uLjaTqk83j1mHc02lJ8ry6Qpamm67HnXYAcFgJ85MH65wsPcoxBwXgyZLthS59M0VObcnSN7BL8o3C23tabRvu6bt/9kgfnqWPXSVwXa3t81JLUQdwLMsPyMzK0oOu28FpdryiTdUimNLq3pHMkiyrfRSkQOOya34R//ohz2QhtNfjedtsK8VUm0cmd6ZN48bmcCabIrbjh6ZhWo7APTNeHUT517KI6gzJNTSn2lq1ioCCZ7Ov5ndBT3IAe7JKqlGpEt0B2BneMCJL88OIHOV35QLnBPSincfMargJkvfCP3ziFjXcauNEWt7VaHg9S4si/CLM1zUoPifwru80s7EZJxi1PMktWZWSbjugiRuH39dxYJbWe1whaMAm4QvoNnqv+5Mdx2URGib4gsgVRRsKfTMUWe6sZOl+JWSP0ezqFTXAut/pO6bL81D7FKipFw/Lami1wOZ3Nh7erUOWbsuUlWR/odWmSpTfuC+s/1+3zfg2BC9wFzbOmMdPLo6d0qNfFtFQnUom6IzLKfeX0MYekR7dsvSEgO05rulzhiOdABFLPe/L0mq3gypoIVV+KlUthBPbRhzstS5L28jmiVG6ape1EvBka4elvaDfcz3JcVNybdQVXzIuSe/sncny1V4AmA6y9gHlT0ToHx61pff4LH0oi0ZRq+ptB7nv1gW0tuuuPuuztDYqmwfawG65WgkQdr/89SGLsxCSpiRtSUdYIjA/+Xbw64ccwFER52EJpm5qlgfn9Vi8d797szRL8XCEgl8VDUViVtC4t9/nWbozl/lTT+Rhr6rCo7Ze7fdS/zuhJ2Ks4tp//aWXTY0v1LZ3LvbHdp4JKBaEqlY0uP7yX7Stz+QBT0DZLMt3NZcL4zye27lrLCScpV2+olG4p6A4ulsBVi1KrB/0VJYeDgJbMmOR9trAultpV+PmIT/hY08BVHVp5koOzolf1WXZsDBLq8A12kRlP5imyGThu1Fjh+/J0sZUixzYqm4F3GQqR19OuncEtvNlNO67qmq2/by/WAFwbD3il5EfAX3EUDarFTALv/a+YVX+xlE98GwyfaFasbzmAEbSg/aeePWo7VDNWDQqGkbbvpb2dhHAsb7b10c8ACMJlFA3EDVCj7ly64sjnzrijSy9tb+rbfjlv0q+4RiIpT44Zefoliy9Gw/qQrfcuvOvlipHXms7vjPmwiw9xTOU/EC13BawsNvoIUUfB/2ez+4zFMQ6GW4ear8q02XcPyBieG3ZVoLARSQD/d7YmB3XhIeIdXFHkAfub3Ysh7rTtiN/Pep36KCrgMkZbqXUVBGgJ0/E942HLOdLHArAy9VSXq6kNfXXTdgI/ZajLYj9Xd/ibg2zEPZ/dvwPUB85LoOeiJyfyK9jV3c+/AQZP8l4pzuGiQiQKxO3Dqs7AYj8kuNbFuRZisZkH9D7ZOquE14BhMmyxD0ttKaCVkeH0ZoBN57wV5bWNHWpykG1UExbagYceWWPASfDAFdEAtVGpMKXKAGI33sT/jwZD9lOklSMFb5o0lRLh80vz51yKgDvSR77BXnZGifCDqK3x/562pQsva2SGld9W21xwjQdSq8dfu2k6+EyYiRU2su+t99MaaDO27t1n/RkTZaKoVb1ohspV7H5damvJ2HzC2qFNCBzvmPxy5bVDePPOg4275merLdHbHA2H05geSIy+Rc4gUTthq2i2YZUB26/YWjbOTDXDTInWFlO5YDZoMKKPxjU5Vws8BlIx/CClv1BNCViO1s6Dzz3UriMDnvTQasQ/D0Nbwot72yctxzA4Vi1ecc6PK9BJ9GHQ188D1q1LIS2/hRz7EodKN75tO2Q/HnwO5uE31KI0Q+2mWZEptn0oHTNFGz+LllUQm6JW2uEfDK9eMh5U/ZhO0HMsBwm4E5trNraIQcuvBIwY8REwRF8Vy/aKs5kWeLCiwFKjzf4Oo+PpVp/g+m0IrPx4peynGfKU75dBDDwaVfRotTtl8wEmAo8FNJ1ZS/0+V30ksapl7pZhOLJKBkxxSwqCmdPbOn14dQ5WXrR96D2tmfsrrR1p5G0c0z7ZQ0wKQQg1P7XnmbQJR3B9arOfS7rDdpi2z73tA4d34sgEthQP+VyuNHFCBcjHGjgn22aTN8OGHn5w1i3nA6owMWQoHrY5XtHvXfVy1l6L8ppYcb31RYXLvNEenXg4KuHA/AOppW9Qhl8k++r+tGuY7Zccy4gLEYVrc76s6W9rWDSubSm6x/XXAaNdRsNSsnFoqr5KfjLRZELrpkLD2h2wxl5lbgbVuvhG347eew132XpeU+MeRJ0yLPVEsjw+0Ouuy7I0vtcddTUthtRRpEDm7UNW66zs7Q8JSREwTLLJcPN4KjeGTTjeqD9zlgQGP/bLUUC2wkBBds6Fm48C57EkkCdyIV/hnEfR++MHHATHMxrEizJNtTdpd8rOnTwkewf06rwgJ5ruNBiwedEhztoaeLP6TDuh2VEkXXxaNTn0uCB9PHo/tOPxUNCSSVH+eXHA22mRXn676T89Bey9AnX2vtq+1d7dFVDkPpS38NvfgeyjOhRUmy1rb1F0wEzz3VYOAMc4jndxYE7YBGIyeAydh/+54w2aGwqooieqLZVTSDbsbRt6LszcVTzuuSDFnAO80DF5zvqNd3Pv6UzgANIGrGjiPQDbPQOWpK4/FawmUU84wvgCCcQBsCTDw/ZefvbcKMxmKloVX/Z01r0ERruHJScE4MBkhz6cOk2FDSA39ncOGzOIcCqUOLudJbt8FjMybS2yxdzzs/yG+BQ/KnhgF9qLkhwXu93H34nzmRa0ve82iQqzsTHQ7LHLPCYgnJmq2+Klgaqdzk9XT+Akjl6hLsLWp6PQFdIwlw391pKZ+dos550xKpXLZf5ZdtZ9PqgVQJ82FZQhJghH/ylqVK7JXou3V/Sc/Qc/E6zG4iuXzQdGOAbDVvkVI4WStEMQna7zI3lYa5L4s/JI3L0mJrwue2dFQ2AyHfQ2vy5spuj+yIRqdYlyHOBLOfTi90viizOQWhue0KtOLblRfjC+J3DX47szNE70JCIZ7s64X9oLnxDh+h0PCSstctEkMXV9hPpvUOfjJ2ao/fq1H1WmyfbvgHvcBt91vvxeBorESNCrJqwNdOCQsyljdnP48fm6CERtJkbJNbwZDZ93KE9/nCO7ommXd2VTI/v3+gi+mWEHG/O0TZF9PXqQXKlAiWoL3146ol1h+ToQ8nhtgmln1qqBoe067q8XNcnR+uwhtBGgGmUD3Abgy29L6kblqMtSgjo9QxHlkjj684jq8nTcvRaHNokwWMUKsSplKvS/ZOP58AKApnAWEPL90xY2tLEOal7cnC6iHO9JqdXUCmlEKF/MbB3uh92GY+2CzKercdMTnb65PBbMktytIir7AGBPEKdqdzqHj9l/g1Zxj2Si5rkFu0Wvjlb1+GozHc5WpNwyHFay4Fo2cyrPuj7Y/adHH0Q5WlbYrm9yd5XgNC+G7wnV8rRCzbLgbsp8PiSabQGJP7QHK0m36kWrANamduFnk7bB0+q34dnSxHgJdmablfaEKf9dsJTDXfm6C3JVjzL+n23XvXSfGvRdW1jBAphpEEojVKppFkm3zqPGdt4AhQiKolhqfBni6vrDi2g9ztNbvwDsgSzjTrwlhXZ4lYa342PdLg5R5/7aUPV2/cVKiaAYzYUubFTjxw9UytsKVlea7lq0hxaEv2o04s5ejwqONx8wOB3m2B4rw9t7PQ7Pk4kq0ZtJhbXCsyhj7p7XVpy9GRoIyrhBqh6RoN+v9FpYfe5sAYu6nD4PS8XPk6nFxve6b4GQjPz8Xi8WUv4LQaHhr8N6dp7RQ5xMSFEb/favnSaS3C6L3Q6p09PHGwgwTo0QxMCzaTx9N8ju/WBNfxXhLJWCr9X2nWBncD6Hpv6izlanyIv7VeaqlxZjij6i2FdB7yUoy/SrZ5RVbWkWAmKCCd+GfXXgC9ytDyUZR7Axq31mIJu7lQ3EN9eIYamWI2BZGuuByNZGl81+JYcPQHfgE3ySBSfDfCl7MTBK3M0lxv7iyI2L2kKjOT5zvqQoYCZiBS4XsRyax0Bb6T3uxWH4mC3K0rJatctUeFunDNoTSo6LMzRMjMqcr8HHFcQgBK91nfIYTCSDZKWyoRWtayWLQVx2rcnDBwl5ehbBE1WuVguNbmOA0trGfPHKBzsalGUZFd3vvyt0GJil9t7HHb4OBaxYiW8QGtrr2gigrnnk1+P/gCyhB7bPEE04J6MvWjbOHXMDVh3IdpJ9nyxVHDVNpzJs5n2I7GSRa4dSUVUzjeALO+kZyP/GXsUhKZIviSBJNYuYabQth5Dxn0Cm49Yvqi3qmVFdbkY8s1+Vxx1QY7eRBTkmcB6zQwUjqU6v3fUpTlaqzsqiCm0OxnE4Xd2jThrPFRzVyg5cAFG80F1rwcIeyo+7Oi9WHeMC6Mtixt4B3QPPSIdOeHrHEgOz5CSOEFG0GGA69JvHDsRK7FjgQUN8TzdVOH+vzr6zeOA9l95ghyrtvPdj0yQ5bud7jmuFZs3OTmPU6D5gn4GbarfdPw06AkArJaCIYV4VCN9cswvJ3TN0X8iUJRW1RD1CqmI8ZZG1p0I6Szk2cWIiwIiwMxwCs9cfyIUeXvaCOWqZahFIRHAAF/MxE/EeT+kyHKMuBM5l25fRB/263vi63BHCpHWtj9o02zgyRx6tcE48f0cPR1zlIhbq3QCz50mxMbee9JZALwgKew1ihHNOagwFDyT6HrS4wzrpEQcEfE11g8i8vbwL056N0dvC2I5EnX3Wfv3AQqup+dzL5yC834+NGK2FKrte3A4sOLVqaWnDMJDBCEi2qHocN0H3Udbsm+cAjB9MIyHHqJcl7i/3AL6pMu3pwKUHpaEZNDuB1IsBnd8Fb3apeOp58KkQlOTvLaCfMBVeUbl/yZqp87O0f84m9YolStRrRTFUX07quWMHJANelCQzYr2XVWtYPNLE7eecVKOlkqRCByd7HIGBljBm72/PWsBtCoRFYNy6c+mKnd2upS2dv/krG2A9Tqh7LS3OQd4dBLihq0drbO8HL2a18T8Xt20FUM3a5KvTM7kaJ4UyRodrNAr2a4I1vvtscsnQ/IfRUOeKG+0/Nhc4dh1U78NkxfC0pJGOR/4+oGDcVmj+bRIHj35G6YWnKElAhvxFxjJTz0Kk5tydFcg11JEoFUO13y8Pv6Sc27P8fWbkA4sY/f//iq2QTrvj1pz7pAc/TtoU0CG9aJacQ0QqPcGH34usOq92O6orpaLFjfIpLvphdSp58EdPSopSm0gUa1Gch5tyHX6J9RnZeg3HLSZO+opD/7y3532XLgLUCDU5szYBdWKcYrRjt63X7g/Rzu0ilWtOohrEGhwrWGX8y+ET1vnSwiOLNO02ykJA1yeDi7GTz7LzRhFxeOxGMx6n46tv+RqphZ8KczT3fjidRxtGdx8KdzRFlE20l75r/3tVY2vmt46fPjU0+HqiMdzubr2e6mNq32+PXH65XHYvJU1OuoHy5rjwV/eTfrQfVd+D+MuRPzaHb/HIdlR9O2EzlefAhxsVRSnWmqpWqZjQzVXxDtc/QQjW1Tm8lCBi5pglxsyPa5Zy+RMlqMxV+LX4jKNpZ9OOfHaRexJ6gTRswyzWLQNQO+GxnuvXQ7oRQweenq75nnxEPi9Im9dPxKKHGGq6thOoSRxWsorAxZdD/RZnwwFzTfUgzpXwdxHj0mf3HA+zoQxiZMFavL5J33c/70bAGEfy4IZEKSpRVwf+v1/3ZfeAD74oChzhR98gOBy867vx/x4I2BmqdwxEzVdVRMtIU53YZfrbhwIUFK4/lespRuy5Dfl596Iza8OWxsCid8FcS/JOxFybbx5EvC7Frnim6Kr8LX4J4OGz3gMoBRTAs9o31/cV9E8+PktA0695TYILeMLfqlsMbbzrdxnvVpuAVY9mzI9VyDb9SvYzyR6ufv+W15jwmoJRlCb7efyhdrmHtXbNgLWE+wVSvtbijpoyx2AsD6zf4Cr44a6nqu3tJmKBJN6c3jr7AqsOK4EJNva7n2lqgpe9WHfeXPOzNHrsaguKLZXbuU3OXPpxVRxDlayxqpzC3K0wpkinBKwf+AZ8+ClnhQDX/FApzm3APj9Tqel8x7M0QwwY0HBKXHjY3D7/w7/7k6Qs9czZdGuD7R9zUWd5zRZF8h3/iNHv4dRUOzvf9lXKdom/YM+HfzIAuDgp2Q6HrU3/7m3vWpTd2q+UF8An9Ys+ErYdHDPz6ppVKHIX58wY8F5Ofo61uz9mYy3tONgZLCwnQM/WwDbeZNSjlvYfaDdLMPtzqKNmWVUl6eNsWg8VEzL/tOsVLHuLZ2OpMvy9LKbsVW93OK12boBV/di3VV0V55WeG4IWi9bUa7iuYLWNn4hzsjTSgNhuwvSYTg4qstoQ5dl0pA8bRAt0RBFhMV6yOkdnx13iXJ1nj6To4gmzPaffmxRXQD1zu4vRJ/K00s9CtXAM1vDWoOoe+gJaWH80zw95kmKwbX/XFIDz/3fEUKiU552JW2opGpWPcO04QQ2pG9PuHl6RjR1BWv0anm999Hy6HF1nfO0kCRbSrhClFuV0QO0re5fqRPz9LRgBw5YOXcPEPldxuFPp0fkAb11XOFml6vlWs7Z5vwVmW/ytDneFAWn0jiCFQGPOwe+kcVKdjIrcE0Pns61se512feyj+fpHiEWlaHwQBtEMAvpvfqJ2TZsB+qbcA0DMU+owqS+67ku92eeHve5rXPo13rZUVf676nD8jjBTxJB1BPdPT/uPYig6R5aXXdFfmweBlgK0o6WKdRRu0ejacOwb+u/zcMAhQBRE+l/5aM2i6Fb54bP8vRiaCXJqmpRLgUCC1udq2tcmeera9OvCqrvciuHC2hH39YOs/K0I1OneGWxydG+h3QupE8Gzu+4CCsxE1YLKX71QBuiuln0fz2qnbN4SDIjCKalGpaZdyDLDR2ndMbBbsDx6+CN+EVs/j56Shnd5ZA8PYnonIfvUi2V+CT69LCeXdfk6VOB4oX2QlHRTMPET77dq3O3Xnl6O25FgqIVs3dXzZCz9rrf2u1D6Ek87oTF/UXbM6UuoC2fDD23x1FQiKJUMYP/HQSxQuhwH21O/9jz/jzfa1pOWhP1wA6YFbzW9eeeZh7BnmJh60axDfunaxH9H+y9M09LAzMiIXiDcKKMsVv77+1zDyQv8VxSnG1FAFBfRK/0PrTP93l6IQ1f2TFe1jQdoeED1DJoRZ+v8rTEzTgKT04wDYDS/dj8k3175OkhH4FD6EW4bp8vXr/sedQhp+VpKzs0O9RLX2tOFHHam312HQJZrqyPNoKvqiWnrnSQTqYPD3+o37I8fcgtS1zdLLZqsMvr6IXcsf3+yNMaCN5za01H6Q9A7/udvhyQydODeTcaDe2KoAcQxkP0XsPaAV/n6RHB9wWvaxwcF+HxbFpW99VAGMlSMc5DvrgHjR9BcP3thDsHHpunb0WBS/4T7fvMPQXY/Kud/xg4HSK2uvwaldyK4Jo4wRNpS78PBz6Sp01ezBFtxyge+Kuo40w2peYPfBQrSStS4MiyGNi+iIBsfYfzBnXL09o6X/dDuWI6wKRaidbowdE8bbGTvqUKgl6tGlyD8NW4iUMg4o8NSSzvhtu1dZ+7tr47Khjynzz9O1SUFhnR6wHWuAdpmXLs0Gl5Wpzw04oS1iVKnpKhc+iDQ04cujBP77sa2cWCpujRVBY6+MHwsUObgYOyYkRFTkQrQ31upXUNfYYegIiNrsr+pKZYgSG62M7LqQHDpkLEdZlYXCzqeijGRDqPXus24lAZWuXGRJkKlZLvxTnz/8uez45Yl6cv5VQoW6ZgldpFg84ShONOOQzI9rZkm2GgWZqrw1HfS8/H7zrsxzw9Hw0Mn2eH18ZgnUHb++45fHaetkdCDdBoVXdX3SpAaVPnxsNvy9P9qSCRcH3AqRuwSX088qbDbRyVWBaNpk5m+z7d70TX0Bu96o5Yn6dXE4rvG75tlC2Vvesrqe6jx+TptlAh7krvW1aE6Ex6rf/RY/08rU8YQp2muk7RdWV6mF6IrRmHby8WaqXcQe0aGci2Nd9nHOzySZEbFTm14jURrHdL1zHjI/hJk/XHdQwOHXAmuwbdPP4Sxm8NJmmasB1Vh12+3nvZ0XuwyzDXQhU9LHi2ztPtPhnfbcJSoI+jkeSrJa2kILA5BkLreww09j3fDoWo6bWXzYCL8/46bNwxw7HuiGMm2kK3ArqqQPIf9UseA5/2jhixYr5uHVDDiEk309qGz47DUa2OlaqNnlRRde6ldi+tiE4/Ad9e4jdQIuKRCd/GQ2K/P/7QE+7L0/diNBA8x/rT3P+/IrjP+42vnDga304KsiVFBKzOsrhH4IDrT6zm6Y2EZhlxz2xvD2pFsz+ObT7pHDgYgRTPVytNxYLZDH7ySn7VSUDkl4KqmAwc7k8Dv3MP6FbqpNXwUglZVHxdFAxEIdDvDalpJ1l5ekqWpYhSmwRfK6Z5f3D9yTnot72filFRL1T4HmIC7Rj2+yl5wDq+aLYVgbOaZ0MMv4266FSgz2+O/4uoIboSY4KFlbxVP+HU8/N0B3Bb4BsKHzKly+mDvh9P7J+nDxKKDGu31JJuWLCGZyInnwYxPMN5GTL3KmbP/S96c8Dpk4DfG4OIC3svtxQM28Pmd4x6eNJ5eXpLtDzRJs2wbTCOgWRPnjbpEzgBzr3RKtXfm5rUKpjpy5nlZ8K7vpwzhVjbgZ9LdtRNYSWr8/edBYVYyf2RQXFdk4eZzaEt9RdO/hX8pM5wQ7PZJxfxDXWgP8554uz2PH0eFn+Ot0khN8/j7r7/OSJ7jgP1cerI1MuaqhbUAjT21S5v/kMAKIUJU7AjRb+qhdz093/HNp0HMXwuWZlQKvzWZnIW4d20se6Sf/7FwCH7+WLWUdsLrgeF2Nmh7fwydhmDKeiOGzS0EL992z3ovxeAnzyRNfi62A5UvVaL9e7Ql6ck4QRSOqlWMfRqSUMzqemQN6bcASgwc7YV1dSsZyCKXgiy9tVFfYDfgZKTQXta4wEo9R30VfdxFz2Xp2WRmB34jmNVAlnHSn7oO/riffi2J4mubSqhYyHsvIDe7TPnUuDgm14KQKeWSVZgyvPptfxdly7BTwpepGCY3kHNVDm78/+Gfz91YJ7+j+cr/NECnWIqegi1TklM3Z6nfWHMam9tLyA61AyaBqL96uUgUC8Hok6ubzgkWBKA4/86ZK5OQ088i3jqsFAb13gpfdj9gav75mlbq5yJuwWH8y9dhEGvdtlyNa9ETioHvdB3DLXI847+PHLztdDY96Ki44aWbTbZBndI+nDkedfCwbyW8Nu5IYXWKpsWtvNmbsa1+7HL39LxlMVz37iGDCQ+fch1KihR1CXPrUpYkMmw/kL8iesBvS9EggjP0aAoSVV4qTd7jL5BxEMMz5MBPKFb9ri72NfjjrlhKywtL3he+ffAqeVW3k2fd/vwpr3MkcWITYHpwCxVeJIPu4y5CTDzXOjKfuCYPslpES56XW7A9KPx7YStOAJs3gnVAPx7a/1r0+HnVyBO8cnztaptctufX48VZkDEv1aCqGprJcdXowZY75r4j7f8APffUYnJdnNRU00lDWrxVe9dtz4ErXIikUD5obWi2r4KUNoxbPRtUOStXWA0kq05Ve6Aejlt6b3/diDbq7IdDZwU2XxPBma6q8OuWeBsy30bQRCnnHEQt5BK/dfMuhyMWoDRE7eK5dff99Ir6ffmxPO0KlZ7q8BtMEJuuPr9SY/NAYH6Row5UeFXab//Q7kVgfu6nDPnJYg4DExL88HCQ4evxf93uDEHRvJZXBQNzShEeZYitGpnl+VzwQrWW3aivtWo0y1B90AW3us3Yi6evbX2JsNzzV/LIAuQZeKruYshy7Bq1hJew9DRgZo/9/p63rtwXlEAocRTl6lGy3c17J0/Eydo+0Aw4reVIScHf9Nv6nyc9/a4GgRNglUQPZM/3tyh7k5wnxcBI1Yt4ZUTH0bRjtG97gSH2G4n+ALKdQQt4Puq7amVC0D57/djQSRwA8+OBdzr49sj36WB9fQZYkVRKbuWXQn4Tepb3e+kmfX0Kgm2Xy3xRC+Fp9XvPvU/wqX1tBs+LSy1FHYXNdLB2V5vOFK5tx6UP5AMW9T+7vJ+A33e11dW1tNrdXaUSkJpz59l3QE8vtdpbiRaT8/qiKsFgcewBfw69v2BqUjvenq/zqy2ia5RLrXZvO7n49PjF9bzhIAAcVBboNc1OrDijclH68bW08Y4Ym6oCDyuxO/qPjrixLrR9fRuDIGxqbWWDpQ0G6z34w5i3fx6eikWiA5PoOVEG+xyXW5Ecmc9rYPMFFsRDFdzmQy/1X1j6tl6WpvdMTo04labblXLtIhWy4V0f+wyjsCB0duXrBCb399vR2ZCPb3IHaMprNi2CD54Jn3R76rse/X0hce96gPnmz8LZROK/FPPFblu9fS019ho/6EIfrvgGbC0HZ335W6qpx3xCDmVtv1ly6i1eH9/9Ke5r3AmYMi0zzdNFy4QD9la/0f+/Xpan3X8ii+YYVgWeKLIuz1/qs/W09u+V/FtV7XT3BT1MVouPVBfqKfltbk5QvD3ePuL6dOBwxuonrYEMTmhcosAR9XoEXoz+0qDhV26MceseF5c82oTGXYNuqQxUU+7BDWoBrpu4t9cAMe2+rsaO9QjuPb90NRtbtvOnSc/HeI3XlFPn4Jgm03tgiiGEX4P+EFnr/EWHKwZCK7tGpCBybdEmxLpxl/qaZUSyI7rcvMq/HkM4fOKxr9wVDxRlWcmC9xr8Qb6rOdhHT+qp61kqSRqRuDxAIu5tLNhU6ciVkJRkXzb9izZINCWl9NSJ6MeDjyqwcwqjkMRfr/zSedDOwX1NI95xd+J6AFflGzNfdV5Bp5dZyum0dTmO6bG/ZG/PP6bztCTL6Pc4a6ot3iFCNd2/jxxX+cd9fRzMoj4gVn4pDmdTgIK3u9zblcc1bpCY1CnyoYWMX2+yXln4JddoZrvyBEsz1Wr3xwAcEC/Yzu6PVgPwipEI75ra74kR0CJ/nvo7d071tNON1IxPJsbVdfqBHZ0mt39w3razJeLIXebQRgDwPu4YW6PRsiSq2XCMtwiFxvMoO8P+azHYqiP5MSrlaa//LJkVKDf/+n/Rc+u9fQfOVA9rWQkwKoU4Pf6tNQrDzHUBt66tWQ0LoNtOinR6zLYfOBVylabI1vcNuMU+nDEll5r6ulNt9ZwmzMILBmA927j0l442CckSYYvDz3fcS2s5Jeeid7n1NPrv3QR/+hGoVWxEKddgTBoYZ8V9fSBaAgxx9bUygGNm9N9MdruA+D4IhKFzP4XKZdtt0yLocjX961nhSChdtUrhrX7k3Xxat9J9fRM6IdSIhKEFjeHvpY+6PFwv++gsW5BB70VbKfO4bK17R0m9L8H0qnKWkQhO1TUKBf4/zx4bP9v6ukrOYjoutq8RzVUB17qxwl7+7tQ5FQ89JzqnvLeUtlH7Ppqut+At2Hzf7fc8Lwg0HmO5I9jfhzUUE8/hqActuHaOsX5Le1nPYcPuqieVmpW2B5wVQVQHWDaftZ3g5bUUztFPdWullrby2IUvuH/Orw25GwAXjTBpQ0h95gSAHjr478OmYefFBKW5fPNFneX+Rf9Z/C1Q4GDm52Am0z5lttiaBDxm93nDFsI6cTAKqzAtqturcXNV+P7HHoKdhlEomQW1KojKtw+/rfRbxwKu/xNT/iGXdILdiDwdX5z/yGHYoHbolHGDW9Ps1o0aAp9M2zQcHy8WaB0tORpB8FcTNDEH/rkh9swbiVThRmH7LsCoObr6dYRfeppDY8lcWyQTSXCLOy5WOKwx3EmDtS9ziKpNgSrG7VN3jjqjnpqiwJiNauoV0Kb+5nu6Hfb4U9jJSWcRRAW201uGf4g/dpz3BGfweZ5LGutHaegG1jJOx3To8+Cpfl1FsiDZOi+zM2kvp9w3Oi7oIOpEL9p6v+vpO8Mk6s4uq6+YdLm3dnZ2aycA0JCICEhCSEBIgkBJppgcs7ZgP2BA2CDAYOxScaYnLMRAkkogQAByjls3slzc77f6X35w/OMZu90d1WdOud2d1V2+2BJRwB+lzRmPs1T3cFIxIm5TOFNKdK0d+neI09uoL2uEbFcE7iuDOzg5yEmvXDkDYBev94HgKmWYFj8YOb6UXVHAu0/YxHfYXboaJYeAVB/VDviKOTLZ6QQ9KwXqZ8MCSG18ag/zALabxTFmJ/LdQ2UTFeAfy+v/MPRWJO/B0ONjnnBp5Dfmvkged8cBgizYqLkBboR8spej9I78eFzpjbQO6QxMk214NpNMib/Y+dPc/Y20OfVgRU3LE0JQkTaI7S7Y9lcZNc38ddyBdbJ5ds+D9I7dffPxXq/HfUJ3ioGtoUM+AcA9Xlz/4VZVlSDbQWaAoYWDnHkd+dd3EDfCE7o6l3m/nK84AFj85NOm/ctgKO10hUKVjE0+B2yC+mrMTXzxyIArYTHbCtQswaMfBV9M6JuwbwG+hRJEbim62XdKgG/P677YMFl8BOzNsozqKJQuYeupG/H/bLgmgZaI4gyaJxWWjeAf2mDlrpuwScNtE8EvbX1/O4dveUsWO9L8ZMXbAcUDNXCYUyUeAXM39GXqVuOBeN4y4tEwO74bS6A6VP0auTaY79qoBe4e/CrVMSLL99FX7fFF8Z5GkUIe/w8Dn+FcB+9V3vWwunwE6+X0zWXl9/gd1W2HtO+8DiEVKXAa1HkS/t2qRbY4zcTqxZ+ickHEYl3nXCGqlg8Rl837FuElPEUhbyXFS9hyDjRXjPixuMfRvoXQ2ADJ/0c3h6ijel7jv8DMjeLRGTRBsryj/9Mbyb8EwBhL7TEwchBWn0SeJH8rjNPOfFMeCzzEWt93w1oRtkHrL9bt/jEp3nK8ALRtR1F1/dqyMWfpF47EfD4gqelCepgIKt4Cv2NnpNOXzK6gf4hSQKvhjfU3R623D1l8KQJcLYoOQZyYNmXY/wUws9zp58ypYF+FvfVVWbMgqoFEYOW0PfTVpzyOPA78F2TeAMssvnJox1jfnUqMsmO2oq4Gxh2qez7/Ebl+/WzT9WBbCAJzIWgD5GWgMirRj1z2uUNtFI0y+BwiHDJ5q65q3396beBPYI6Ae+Z7XIT30ArOj5bhskvD+IiCIqrqlbAt6veS7267JEGsDQ5EhCUms4rmlzN4kd+eBbWZCU/k+Bb5sHdhzL8JOPOo+/51buAGcOPJ/zPKmRLUSxOt+q6z74CrIB5oaC44JpcGCN5DV97DqzzicccXQgtLV+iCvorfVp96rmvYGFrNF9wPcw+QGSdTSvHFM/DCr6ue+WKGPiJFwFd/CNt7/z+fOS0f1eEnmHqOahgxpvK/DBx+/nHgnGE8TD09+T7NN0qgm7tHn3nBSAiq+1wb1FKuAipOhMj2Ttt3oUC0n+UEkFoDOhDpeUfBtItufDEBnoO2VLm9Xb40X9wn1Vp8ZJ+BHc0F7FCzbY8QTM5Qgxb/Rss7DtiLDqe2WW35PgWHPXdxLJLV/KkG4r8yjEb6ul8E22bsPPS1RiJXO52GaKHdJkX2No07onLgScfJ01RcQp2WXNCcShfjr38Ru4+LOT1atyQuSHUqDHxiSvAfT7J4u8l1y8YnpDBLL+on3rFRnAfIg0RqDsB1p1m0v4lT1+BXLwvIgdiUS32dBmkIEhWp+NX7uC2zOmyFyRNW7D4Bbpdh0WvxkNWkxshfrBsINOv09P0ZmTN1SZCCiED5xZpqIzBI/S/2tU3vNZAHzWX6q2gqOuep7mIyy9SP92wD1lKj7m8ZLkbgLgiHW2csv4mMLzPEtUeK/Er+Jm8xknO+IduAtp/rntyWBeoms3fXk+j7FnFm/7SQL3Mkx3LKh3cL1EXPUlvRo2bIJqeHupGzATiRUPpcvq6I3fzCQhXI+Yg+fOqSpbN37ZUFG8GM31FFB3meqbelYOivID2jPz65gcwS8soSaHNq4CJIjVR/tfLbxnOqQUDmpjf7NqfMbiJv29ac+tEjvaCJhZp6B0Z34P5ounXt16FcUuGqIBG8NqtlYi0njFNt34MRJZ8MSbkgNW8I/Ff6NWYf3tVA/2HCW7oOOZQ8xIMcFVDyx0Qkm8gF3tctQsuvOVCKIF377gfuVgWSS4LWgaiie9LvV+5/s5h+Hal4JhctAOSLcTOjo7Fd97Ef1LgZaN4qTifX9xeO+3ju8ZjvSuNaNnVQjfva3yr98DIqXeBtvxXj7j8btGBnfmihY8/SD50FxziPehcyWG+Eamr6gd+r02vuRuc7WN+WB8A5vPNbgDepxVLfvt7BCBvps5reouWwO+nfTNy033QUl/50Y2ab4ayZPkCBvh6bPkDgPWXBbfCtQzVciuqeXbdUH8ejUvSf2tFxzGUoqbZjgXX/KapSVifpI9l3jvNM0sZM8zT7bSibYl4dZJWMEO0DN2yRW6Gu2hF8qPINfxjx4DZtazDYeYqGjxieeRfSfqxNibbTqB3HRrI+0j/n1RWRUcm6fVSjWj76mBB9w0DWNU76vXohiR9wkuiIMv5cgha/ihtbPhzLJqkfwkyr4Q3dFszgA++FZsUpyQIlOM6vFwhfxcBXtU97LL4+Ul634uKJhBfs1XQgD/QqqYRNU1J+oCXQlBtDQ4BqXIprRp2R+17SVqVNQ8lY3JQ1ESHn3j98cjd9fuT9L0fIuJtQJXaWAKefF7xeYOUpOeSBTbgyryII37ycVrXcEGyhHGHnK4h3H3f9DCS/c0vN65MwueiYnXMKnbpTmsMtOX9mp7UjxggabwhpodYdrggy/1qa9MtScpVirbk2T0HM9vdIi2jXdOrmrCwuyLQNFpp72CeJ8YJdOiUbDqSpEOhDAQ38rlD0M30LL0h/zv9BF+qoVPvQxsfvLHR9qMXpL9L0sa6WGgVAy3jlYMYHPmbpuuaq5L0NuMHeOH4tqfH+CnJsSc3T0jS6jKzBIGDGMQrnUQrp61tbUjSV4okqRbfyMownjLWJy9oXZ2kz0TZc1Tf4b9coqvpi/an2pqT9IVkGMCZUlDy4rVDu1h3tF2SpHfMgzogHdLL8fmbnC1H3N52W5J+CVw79EGs8rkC70u7d95H7R8laS/JcG+7a69pZj3wk9z0f3RshFexklCO8cIloccbzR9afFuHjTVBJIgRe99AP+9G9SBU3Z2dF2Mkmusrsuu4tudoYDOfV6zthNEegxKRiL8sBqDC8mvGPDNChkPIJHuGq+T7uhWH11aeWzOiCP+WpIoK3TNz3YN53mumNPfBkZ8kaR2lLCMs5/tUki1w5M2zHxxzRpI2u+VmN1NR+r7HsA2M5NO668eclqR3SWQxozho6q3IO/+E0X4z5lRuNEAgrzPMWypgTXqOS46FQ/wytMXRnx9UdYPr4g+bbh57Axw5UGzJdQfLvJ4GFnZrizuuM0kvRyojQYPtO7neQZOj/QR53HmwPPKWZ2bLfSr+B4TomjZ63J9gNEtC1JCjdINdgkPsn/vEuFeStFJgAJ+igkFjba6jXaOHjb8efsJLfalFEG2+p/YEvR17YAL8+2034Yq+zW8A4Vm/ZxWzeyYEGIkTC2WQiIJmY0r30buVqYmbkvRWiIzGexozIBk/ftpZMXEQzsaPkJtmwIv+8t4+2xb1Th6WpC1hpRexLXXzQctysYIrGs6ZfBTMEJUkz4GEKSCQ6R/0lvyvyU6SXiylRFenIMpY2abJ1Ld00hSgT58saFHRKmb27YnvAYT1jIxM+RqTrzdDUY8O9g4YJRcj6Z4w67B3gCe8ToXka/zMvgQ/+aTy/GnfJ2EkyeE9CnmtZQIo7WpZO30ZJp/g1c+gPFwnkGCdzcOmT/85Sf+TtaztFlVjQMO4n4BOe37GQJJeStaxsFooHzBzgUMX087x0SMuStK3fHvesU3H6WU+8vz+zjOOuAyIHIFHEEi8peE3/x+oxa4jynBkl/gJU2+AN0SDqvtlSnbmS8Aqw5LLFaxs7Oblc/5EPzW/NRNmWCvwwwOurubzOZWeoQ219pH3JekflWB9MARYgS7CBz+MXXYU3OefrhQRXSYLMu+NfAttHJ6ZdQ/cR2DI/lnD5nWCuSPXlOaOT9KnEMv8nr3nMATPsbTrmOvm3gqsirlKrF+1YbfQRE7b3Zk+5iEEieQXfSdwZV+E5R+jdys+nNcLeARCBQYvQMvbTl1CG8YL84EQ68sFlff40ItaaRAj+aT5rvldwFiRv6zzbDWXz1oQCBvbTl1wJ0ZCsruv0i5lnHIyCtm5Z9wbC4CDa6RMJiH4xVK2hGdfTGuHz1v4bpK+jhuK5jmK6odylq5n0qxTF8I1l2/prPL1iDU4aA0OwKt+aHxqYQ5mkHhpN2iVoSYnD9OnDcJxHfhJWfT46VumI7MhHS2vOua4XyGnSaIIWk+21y/xtlNds7VFZybpO+RrUTDXxxxQKzqTfpy8Y3FrkjZIjupWmLZW5IA3lkonzD9eT9IO95Be8gzPOqD6jViqjSnjBDjycyTHIhHXhWoyOAX9qaPhhDVJeo9FanxR17uLum0hCXwQn7LkmyQ9DyQW+T4q0FCiw2nnsZUnnZSknchNoa3lBgc9rYik+/PwWSd/gKWKOLJjhuD8ruuCV61MTz4Zwf0ZmY7oBZphmQiIh2lLS+aUlxHFgsirKWv9ugRt8iiI9rOn7EzSK1V1amXolKEEA/564n/1uVNFPETwI6ZDBV4TNwA8rp0y8zREw9qYwDeP9Oz+vpJJ19OWsbcsXYeYZ4HgaqZaMu1CPc2nrXOqTod1trIDmUJEcTQ/cBy6iiWOWrVsLaAAEiAqB+VuMAsdbGZdY80Zv8GaCAITPbVshgbje4wfVu07ByN5PbRF2XF9kFMwvD/Q8rrfnns60pHkCIFrhGZogvtMIO3cF/nHA7xWAzlbeg6UMrzhwbZpL577GsK1UJ3zo9FsbxGJm2bRzuPuOK8mSdtAB1zHVNRCDsa+l/aPvPrXj8HtYxHNNrorMPLKfoxkddOJFx4GR9YqHRI9rawi48Gyr4t3XLgYJpYFUWCBN9R+HlDwZeX/uwgO8apU7dqWo5t61InSKdQ19+GLf48sZYUu7/QohIrDTyH8MPbZS75MQnkxW0aSt/uLuoCRbGg9/1KQhRWVQY7JpqMOHf6/jVZ1/HjpX/CQhC3IjqMXyzqY0pNUGDn70n/CljYNFQlAPg4jdBZ1zRpzKYD6x9D2IqFj7MtqmP5j9H516+WIy3eDwClxSGchxPfvaFNn3xWwzkY/bsUt083kigC8OaQsVa9akCRFRNoplbI9ihaPATU/q7/zqtnc2XzeQguY5EJc/xF88PCrkOc/HKggBhXt8UIGgLDP459fDUR+ucLjt+qYTLzr3020b/RP1xyTpH2ep9hOyJcr4A3EN8247ZoHk7QpFo+HqlQqA6mjGPeXNXdcC0f+jImWRfAcx+3jx31/aPn4WiPJ77u6UtE2i0afUYAgGzxqyXXIDb+ElVbZUcrdalhbGrpjY988GY7s86tCFm9TXJYAHP+VHr/5jxggTMmPbEoBBXxXZe24WbfMQKqLkWc4mmZZ5Shvzrxn9Am3nI2HuJIN2WFz9/a53mk9cOuNsE6MFCYEWsmwoef/TF/URm+rhH/7lb5mCprtgvqDs+06bMOdYNRfwGTcCX2+8QGv+lD27rwdK1hFYgBlmSsYoKeL6MDsK+5UEVK8sKGrF/X+gs6Vrjay9x4wpVWBj5xmOFhFL8C3dxw+935Q/h1QNFAIOmQgEOLPtLz2BTq+kT5u0Rw5zGNVeIq+mTYN/5BObKQNxSreXcmxVKvPhFd9XHU5q2uEBgHB9kx+0csR6Xl6S+xiQSP9N5T4y2XBYmKEH8FYMXqDNBrPlqne9x1Tz+kUQTT80jBVyjXCASKSh+SYUQ9pNdBpGyecHKFG2shC0/chYXRZtGk2ZRYORB5opIwrMLuY79/TVQ4UxPzK1F2x5xrpf0JMJ98OeH0fzqtWd/TF726k1VKfXeb1jvldBOD3zzM+qRyGZwtRP+TNordnhvqKF+ZfX/lUI/1SoTL+uljP+4MeBNkXtX+qjjbSF/G6KtUEsQLv04HIP6f+U/15I73kSbzbFvCbFyC6lcrT7qxZiJEopVo/sy8LBgHidwZtmvRY7ZpGes+tbhbj8t6eQ2VQ0NNhhqfrLm+knyRJtgZ92zYGPA38e3fHyLr1jfSuGPVE5GdL4Ne8b6BvOh5J4ie/UQZFfoLOciSQs0cBeJnkvkb6NALGFngCog2K8a9MPOzsxrmN9KYUiMTvDPuuYWM6n1VObJzeSJ/xqkEGb8fATxw8SzvST6aua6RXQilUQpGV+V1lWkI7Z21oWoo1gQCWAk87tCWfLWGAq2oeSh/eSO+XKp0IxUw83uU1/3PHNqfvaqSuaNAbKmWt1KMZ/BbehmHvtMAM30hO2ePNh1S96EFfbm5/u+WHRnqnrElViRLjDIjfQTiw6Px2jPsAP7EfWKaescUQP/lt47nt5zXSR3XRojoQ8x1NMPg2xMdVWzsfwVJVyEXkbI9XYmWw5cBxX3S+3EgDsYAp/oH9GQtcnv7OaPS3nVk4m59R+Il4aIShY8obR28cNgUOEdqBqJPpBgx5fhntnXnsSKWR9vpCwOvmZ2xruwGP/Th+9+iwkT6Mh8BM2wLvDS16gfY2XjRmQSO9GolBtFr8PY7PdfHahhfH/rmRvradiGkIAWeEvAHttsmlcac00maRQs3QnILCq9c8STvT6sTz8WwxGpWBuoHh+/w07cHD/zhpIvcTu47pllLO5XpKWNifxl046Ux8nC8LlRWusU+3dI1eQSb/3+RKxCWXiuz/yjoyOpK6Fp88eXUj7Y+6QmA5hYPKIWDkY7S8Jjf1HjgEr+qr5jUzx2ur/I0GOp6adlsj/U1kbqXr24bGzxSdR7uPWDV9TiPtrN6ac0wn0IqW6kFFb0lePv2iRnqqmYTQsF1HZr4JHPxh+O+mb0AA1lVWQlkr2oBj8DJLa0Ztmf5jI/gJs13bhaJDIsBDPqt8fkYXEKJSDEueG5qmL3iQnfsnW0fEGukrI+/WC75Q7DeQ6l6id6XITPjgmyDxEq9gGfCiCvOpa7595Gb4YKg6taZWHhjsD/iZs+6jHzjq+kbqdghErmBkM9zy4yh/Wv6o3zdSHimRWV3l7j5eMfNp+l/ig6OwVB/p/DWgx4Khos9/oLWtbbMZxs1bGocG6J1qFfgeY93io8HpvlbxFF4YLUAQAUzXptgcp5FWyCZyCYQGPs8iRfeOu+eY1+FVSrqIzMUKoM6DSKOlo3Yfs7ORSjE/ZtpWJqseiDmw5btSfB7C9XV+W4EfDB5qWPM0bag+Yx4ceYMS15AeyBVirB664efpI+YPh0MIAQsdV3F3dxdsiL1tY+QF9Y20TQwUX7f7y4otGBjg1vY/LfhLI30plNyIYNi6ojsmclr3sZccey5MbHlMBK7ZvPARwPTHto0LpUb6MSbx9Hfg24OFIveT/mEXL3wVUCDbVYIWsY2yEeGtFPcefupxiUbaHRHNsFQsKh4/3XwbbR2xadERjbRVEbUQYsLQDUuEsFnb/MoixM7XEuCep0oxo3l0Pm0YHSwCcKx3E07c9jbDDRE7/6JtjTMWHwswlaK+bDu+lQlMfo9x98SJJ2CpvmReuSxZXpYsi7/j2DNj+wn49o5Evk4QcsgvvT5nYftbiifeD6COg7JZulc86EmciHxX8+SJWxrpu4rBUsgKrBKYFMdDdk2xlgCRd4mm5ipQB/BbC/KtZ9QPJ6/CT4qJwEFO4yVtAkzny/pvT/0Qz0bSdkOoTps3uPs1kkD70nGN9KLLHLHeDXu0Axq/8rlrRHrprEZaaQ/T+hKerZXAJRA7B8bnz/wFZggtLJ6nBZxTYmEPzn307NpGOigKomubmm7YICKP0Td16tlHAmNlkBA4W8C3m/gsk8ef+wTgMS6IInSA4xk+H/f36UnnIgC/MCv4RUMp74QxCwnmu5GpiyoweYL/GJalloyyhfVeVdlyERD5C0EXHKAXLy7G+AXRwxZfhLyzJ3RFxTNzBd3ACH9HP7bfdXEjbGlEo2GibGc1fgfhOdrRfP+lcPt3BTmQRPwJL9VJ99H/Gu68bAWSFz/+TZzmsAgf94oa7bKfG+kTry40g5iZDRlT6WX6InbYFVc20ssx0VV8tyxWW5JE19K2cQNXGBi32lG0PIPJId9P+ytmWXkFj0v+nhxah3fyFZHTcgteuhLwCFfodwSBn5QMhzadp/z5yqcxHRb1PSdfMAr9OQt4kj9x3FW3N1J/lPH6RQW1UFTzdBzM8NLVH8EMLEiEXrHnQG9eNzHLzxO3XdsJCIuBrTiCZMmuZME6q+ruvfYEmDhenWfRvKNKEVNG0h1sr7j2Rfh3xBPAwNTBqFbiN1i3dH5wPZLuz3GEH3XtV42Cy4sY9s185Prv8JNxX3JJL/T6YU8RHHnv+AtvLAEKAlm14JmOXwT6/J4GRp9600lIMJVyDThOr5krqyFCas+0E27D5H/x5AZWFI2cCm5F/2Kp8bfc/gZgJvTCmOyTUSg61XwPpj1/x1TgoGjqZU/BIA3dQZBsq3/kDhd4EofM9aC7FcXX6LcQ7p/eBXK20fWKIL0gVryp+uO0srb6HuTij6qiajQULFMzbL5VsHni5t8O8JEEUqVZNkuWZnPx0ZW+676LAev8vDQIpV/stvh+2eYRl973Jmbp1XgVSkkpKL2InStp19jTH5ARl45fZ2Gag/kS4y+6VzbJD4BafOGQBv7EyjFIQCSYrcnb6N4UfQ6ngXQBI5aMALk4f/hvhBNTlJdExpvk9Ja2l8t88s1vC7ek6IuIKIRdIDi2D0byHL0bvVH4MEXvEC/KJPDDPa4HuiWNU8Q5KfrAdhscKTBLCigAzaOu4w5J01J0kGplCASltLkvY4KWK6O2SXqK1jAQUJvfx+bHBc+hQzPell9M0RYCLELr9Pj8aMkd9MuYB2QrRb+A9SLnerxeP2FN1rfskfGQtSHwyHMMA7RVh1T5LDY9ciBFn3lJYA+vx+UAlv5KPyTrojel6AcnItiWzy+tFxQkr03tT8YbUrRe5l1j+TmBqM6vIH4/cWnFnhR9Embj1Fcn2PkDZQPPXlV3RmU6RV/JesCceEIxfCT0y+mX0csrr0zRd4nIAIOVCwWz7NCL9E3CqHwkxe9luLYH/cFfjtM9tGfM0ir85AppqMssYJO/E1tMffPurToiRb1yhRUVwl0792dKKv2HPhD9mrtT9JbPW+G54DT89eYTtK7+qponU7QumvA8oJKjk+XQg7S149Laf6Zok+zHyqVMn6rxE5gv0fqK9trVKXozIYWiCHS0yOZXEHemr6lbh+nU2KFmmrbmuEO7tLtGnl3fnaJdlhwamuoNGoqt0UNs0nGnNP6McfOLu/jFfMYwOZXbe0QqtT5FGxPMKZo+KK9uRSGuywvPa3ojRWViUVc72DWQsUFEXqWvY1en307R+xJJMLsQWqLPi0wMHnN6+tMU7athTqm0VQSlhnx7lHpHTmz+LkXfRlnEc3SWwyh1OpoGFp/ZkkvRgOgiWF1r28+DINrPUr79m9YpKVouO76oIq4EVePMdFU1az02BXUUIqgc3rcyKtKl1DPjH23xFO1x+Rs8XS33dIsRsIL1TcPbVsGrKkMT3EfjJ/R9WH5H/RMd81K0SvQV0VBd8q0YP3mUGV0x7PYUfarJCgluQEO7h/fTlhE7h+Mh39XLkVJEtwZVx+EjWZ2YOlyBa0alCn7aXNBZJe8M2TX3lJEYSVdgMF90QUUCJ0A62jrOH7UDz65C0DueaZimFoM03DN17+jjMW7f9YfcvmxoBkBpU8P2sXjI1xSANzLD05gZowW075jbx1WmaK9ZZ8ELFfirq8LtN7dcOu6zFG2OC1Yk4zhAa5NfON/QPn/iwhRtSMQDy7WsnGo3DnBHrrx90rdYWMcviEO3tNyhEtil07onr0xRSWJepXsw8f3Bfuj5pazmqEen1KZot5zvF/SgPOAy26e/U75t2dRZKdBbP2bbDt8l0XkbjYGjj5tmwpZhKJmurvcVBgp8qT6NTDz8SEw+Epdlcj3e3YGwJvkZ2cPfSdGBaJXn+rpaLJT3S/j2D9XPTx8GZAtZQnU8NzfUdfwcKixYMH0q0EfUHEcIi9mDZVNF+l+XvnBGB6YT9xKBGti8YLoL91ld8fSMMlzT0mqioimUMqqqYYCZOUuO2JWijKRFuNPb3Xpchp/sa//HzDsQ3FJY4Tu65nJ7QtWZk9+Y6aeovwHh6gwoxZKSk/iZnHENR92Ab1cWw2rbcnMDekEDPPbMnzALI+nhr6WKVd73u21VAYfYPrxi1vvAQclRXAuZxAYH5xCW2jdrH1wz6jLX5JcT+f7OMto968XZsM5mJ37A8mWQJ1XmNUe7pr475xh4lcg7zVhaLleAVHmaNtetOSaBbwtB3Q6p9YDLRSkQYkPlJ8eMhuUrPafCAlBpHgjUW/SZNH2BBI+VBSytIxaIgSZiOuOvWjA/RdvqKHQrSWSiLebwkz2d9Qvhmj1I0VpxYMA2/AqD/sg6Zz9+3JYUfc/8suuZTMmVFd7no7Bgw6JzU5QNS6qudquOqRglrHfphDsXPQivcmOuYeXXZ3Q7YSN5rWuoW2QjZXi26Ju8DEgwdIFuW8efF09P0Y/VsKLjFHSTv7J5kZAAFl+NaHChxHzfVvpKepyepxXx6Ikww4pQ8wKyASi+W4Eo7hupnLgX1mmoWF3jRKxBnV8N/i99WxlbsjtFbwu8wAaLVfiyWgY87py64aSZKdoqVZnlsmiVKnmNhKdoffLak88DIhukubJks8CS+CW3H4elTj4fA7TrdMcxNNPgtryczLlTT/5rikwxYJqp7tJ0CvvpRRYZXnHK9ymQeJH4qXDIaMuHDFpXMXhqNZ7t1ypAAtfnd/nhJ7tH/fO0/6RoZx446JiGansxF4nx4Pi1S4cDTPmLbBtZt09xuH/vbT5sKbLUmpgkFnjpCZWXSHiGvql+cNkJWKqwIRc4ls/rQ3n4yZ/qvlt2a4rerYgTNIoXA7Pnoskb17QMOe0zrqV49yKfaSpE6r5Jd52BNd8dg7R2jJJqOCEvxNY/Y/aZDyEacl61RHrRVPtt3mCi68id58JjD/qe7JeUMqQhvOoFWpm49jyWopWM3wTBc+xsIINX7RxzwYXAqh2BGOYsrWiWgkACldt/2N0XAe33c2GJpzhFxzYw+UOT7vgNnr07wt/cWrkDpTIe9hytqabL6mH5qsDPRiUDKwv3+S9Stnk5/PtLWxSswOWl5YDfzwFM/3PFI5wsiLVlh+sX/ubsUdrd8fBVh/FZ6pZj2baquwLvgJGbctFVq3lIQYzJlqOoalmlZ1jl4SuurkjRa82eJbj/VxeEH9jYk9p09X3Ab9Ev5Km4u5CE2kA0KDNeuhrOpni8Kbtb6tqplxSe5xuOuOYkxLwRzUVUzQ8tfpb/GDJPGX3N03CfUoVreIaZ0xWNK91dY9ZduwypbuzWsDZBtMvlt3ofoG2df78Wa7JN18QgUHglTSMG19TG/uq6rhT9VBmPMPNAb6lUBh/8N6PRNdfDB78iScp7WmjZfIfsRfq+5vQb4N/f+zbBw51osdrnB3tys6tvvBlRHHc0GzBY1DnavwmSee5NLUBkT3ZFj0m8wpRHt7LY0VNugi33U4RMQVcLJd3O4yHGMYtu2Z+iQQH0FRl2oDxoDIDEb29vu/XsFG33EvZQVSafn7d/k9bGZ9zxJpipLeuyBzXmqVDpz9DmxovufBZmqG3xiro7oDkCqMVz5LSfehcG+BzvAMRCfiQetOXftK3WuKcdxC/q8k6Z/FUt5PL5lD/itXujIMNRFqjAXsPOguH9iX5oyd+bwrcrWcHivf0sHXnwaXDk3H2XI5NUGn7EdC3F5uf07qD94w+7/2PumtVhqOVK2/N2kAH3+Z/0LJvcRJ8ARHmdz5AXXUdCP3T4LezaJtothDEf6rK0pUfnb4n6jnlcrGiirribBRj0K4VSoADCtiZT4sVNtE6U+PlduCHv6fwnGuzcJ41qosEqQR5QxLxi8p5b90Aa/kMa2URbeKsCjUzT4RUc/07f1WUT1zXRdxoEiWBx2hdyyr+15fzEz020tSLCX9or6iExI/KjxKPjDV800Ua9rPLq366nSxlQol3p55O34mNGjmTbZUfjG6ynUXZOe+qrJsoKtmuWfacIE/PdN2XCtpZXm0iR4QlWqVCALNYAvQdHZlvWNUHBdDseHIWX/hFh+W3D7mw/pYm2GbIdVRyzoPEWvv+mPY3vD+took12PKm2iZiRaPAbIjvHfTPyyCbaWRGTHcv08gOFcg1NYskrN49c3sSSJAGVen/au0tX+Qpqnd6ow5rox1ASPF5Fi1+6oyept61mVNhEG+JBtRr0qyXVHCqh2jWBjbkNZggdsRzYzCnsy9XTLHKXnTJmVdPQ1SfbsuL5bQOQb3+nTU2TxmK9f6iPOEVRAbHkBbP/yYQxT41d3ERfyxizplt5lRANr9HGir9MfK+JvpVc0fJNKxBFZO4XKNPy5ykXNNGqqFX0E8w1dA9GG8GE87qmPNjEhEAUgrCU23WwWMzCDMXhDdPSTfS+G9a6h4ClghCN041UPuz8acubqMyi4E9scE9fRi8iGvYnmw93mmhFxLWRAvhueZ7fzR84vDzj7CbqrvDDwCnpam8244A9lk8emPEMHiLpQSwY7O+1PI8fKwyO+vWRcJ++uJ7oti1bPVgsqADq/NjYkbBlPiI4XW6m5Ntmiu8J9E+68Ui1id6BWgyYYLGQPA6m3cPnzdoBy0sWwsyFhbGAGHd2Rt2sn5rokFOpy4bqZ3NByaOLWfSEf89ugH+LNYG5raqQy+gGv7DYddTps0+CdSpE2Ta84kDMRDQ8RF2j71xQh5CSeSFqwy9vzbVwtF+T2LMAHrtKjEmuZTpYWDfB9XzzScdWw9k83wPYQe0UIWlfoI01Pxzb1kQfMNOrEvghG54d3qDt9f859ld4iCTJoiDJxEzdgNuXjutfqDdRydMiMq/dfSCDNXmKcp3OoqOaEPpVluULvlHUIyGSQP/YT084uol6Aom/fyvZXtZQgN8D03efcDMmz7wq4m3fcgWxamiWT53gw+19ylT3Fd2gXNQaMO49rX0nvoiPA0/wHS/PdNf0wNkONJy0ZBgfYEVpUOYHmnlb43uob3zstGNgNA5h4DfFXFEv0e9ZZPrg0jObqFeA2HO1cj7fn4mCLGyqqzt9CYLEFdRIOHQKGMnrX7S/6a1l0/HsiogTOp6VP6AoNpBtU9Vxy17CSCrNhBXY4NMFU8B08jOWnflGE+2xndDKc83ApAidx4R568/cAUeOqRDE1p5Cl6Ia/Chxp/4r2HKXbEQC0+gf1GUhhpF8X3/WObsAeAlfs5CjmRcGHpTu3jEvnntiE+11iixeFpSSbYJxPEfbU+H5GPcWN4hbil8csC1FxU+mF2UuleGakhPxjXy/CbYkgPX2Nl9z6fVN9FOt6DkFWQkc0qWhxHjwsnebCC7Jy7bYZlYZete7u8W6HI68m3ccZvyyqxxq8Kofq9++QsRSSY1emLU88vku7Ye0NfG7K25qQpYyqwKeuD3eFBzZdewZV+AhPwu88iKwQAllF8422LbsSsD6Vt8LcrzgIdMLUXqf1kS/vgru8xUoj+fpIfMDOwa6pc/+4Ro8ZKsNfBF88GxeVecG6p766bWv42PBs2pNJ6/oBvDkSdqSPHDd7U20ObQhDXi/X97N7hY6NOqGG5+Hs4kxPFXJauXekk2v049Vy278RxOt9XnrWGQXmdkDdAZp86fcNBZrwmxXMvIlHYnHoX9SvuO7W2Y30ZpCRKRowFv7urxAS9/w6J19HCEksVuNOLxDvAA/+b567V1zkHdkXr6fd0b0EWl/p0Mtt919EUaSq2Ueos8q8q7BT9CO5I13www7OBM2XUPyRNGBSO0dv+neG+CxESLDMbXBQf4m/s+kjNHvuxBgKsZ0Er0fdUGzNFpC6kkj6P40ZeSAlzAY7OvJgdu/SrvqbNaapl2WF4Kpq27ZhXp/hYwRF7JH0/QzP4gUKGZZYSHP81vSUVZO0w9VnhNoGoQG6D29DPd5UOhO03cixJFe8tV8Fm7/KGud9VcxTNOWeGX0p2rLsa3Ql+kdcM0H5E+Hvo0sFwt4uV1enC57ZH18WRoaECAPn1L3lzXejco4bW9FdZoMmRzf09VNPQfNgD6mQzVXVF+ehi5GmIkaf99O/MD0ro7q6tcx7jDm6IGHAUIgYqn0mX+qvSVN+tCV258OZnW+I/k6ba68u/amNH3vJSTPAso6Br79GvLOTbUH0/RJVDb4WWSfibJAZzH55Il1KawgVA5G7ihCKBYR3Mo0VrcoTYfkoITkb7hlp8j15bbms+pPStM2MQTpc4CNeVcEVh0cPqr++jTtidWGIRWUHjWvuHQTiyxcV9+dZpGYFbr57n5bgbADGTbm6PU9aX47hwFLcwW/H3zwVXJGfZT8XZp255VAkGHOInIAmKneEU/uStOPrEoXjYJhW77CG5H0zWxpOj5N3RFHi/m23pctqrzejDP5y7SYprLjhjZvmayWHB/iWhv/eUdVmg4I4veVyUNCqayDEp3KGpbe0HE0vl3MhllP1U1b5/cv2cjL5oxoT7NqVy5mnN4eNbfXMrCw2+tnj+xPQwmY5GpkIG8LPAAHR0wf9fc09Yohko5aPlS2kOvepF+qYuN+n6ZfpIgV9SzXQ8ARzWfCWReOfybNhDhFmaof+C5TgDq8jbTDBsb/M01aXncKricDlfCTT5E6VpyA9d5XaQZ66ADtAkuH+EhPvWjSuWlejZOJfP/c47eoX6Yt9eKUijRtSup9g2HID0s4vJZkbnLTlBlpykZ5lz7LONSV9xVM56cqYcrTafophLbm9XoqeMXjv5HTdt20Z9Lk9Eo1Zs4tGdB7Kl3BEnMuOvyTNAVphQ4Wc46eLzoqZvldtG96fRr6cqgLqe9LkmjRYywx7T8z1qRpMIiJRqDr+7M9Kj9X0N+y+ogP07Q2p0O6h/A3Ts6uJXf+l0eOTnP8lgueqyo6r0r8Bhs2+fAjn0UUV0syK/8QIO7BHn/D2OxZsx5KM+bHDMPdVZnp1g1+MaprdN+sP2CpYHeP92kMSRSRSZQpR82elKbtju0OhrJjiqKSQBrdXn/W7KmYfCAHRuC5QzuPwEHj6N7516VJqSmzinJmMLvzUEM/KP1g3e4F+HiVxGuCexqAVhbpfEbztx6bS5MlJXKyrSqZ/kMgC0/SgeYRiyanaadMYaIkWBmDH+l6jcptZx7/BKwjufwckOXk3GgMmbsw6aeT5mGpBBUUhHe1cKyQ7mfyYctP25umgxEfmBzqpW5eAewo8peNPE1J8x4cUddRB/au7i/x94P72363dAWWSkHglC21yMk6HGJH48NL82naUeFnBcdwgGzQUmewxmUXn/5wmsUYLytbVDYeUjMGaGJmZvPpDqBAlATHWid6poqkfgGpxyw4y0KQdIlMDXQtk2VaFZiS3xz+Csi2PioxXzeVge6i7tDLrGHS2LMvSNNXUrwKijvgbzn45Hsadp2D6exURVsvSwY/A8yQi7tHJM7FUu2PSDEu9SDyXUZv05a6uee+mKaNlSV+cNAnm59nuIrchfedB4coRqLILppyoKhAMV5J9tznz8Oz7ZgX1UPeBGN7iV99D2bUnX+Au31MDlQqaRltMENf0kbp/Yv/DVv6vE2zJjKJ91J6lnqaz7ukiKXKJuyo1Ks5fCxA5O1Vj/zmxzR9E2ulEn/Hym8tIFwLE9674jw8GwqD1NAIDC1n07lMXHz8NdE0EyOeaZr8gBp/PcH9ZOU1RpqRFReViJ3X+nO7C/CqMPXK9SbyTkSGfA5Nu5wt88xtTn/2prfS/IZ7gORfHBiMAPBOZfET/nb7/DSLmw6zAiTM3h1YmteQRh+/G7PcISMVOfwtBD8u8DAE2ZL7mtK0lxdocXRW2JcpeHQZiy3cQR80w/IEMFD7d+dzpgm23t/ps+OaqV90RMMVgoJaNjWY2Go5XjqjGWrUgNgO1XLA30leT8Wpv5e6mqlIngJipRZzGdOn41jtOXMik5tZLQVIq1b3zt68atKZTD7+xsiXzRhGFTNLgmZb+XKe/kP7GqzoDc20zw5dlXgXWx0Lew1jR+9MXNrMmOxJYE9Grj8byjzBtFYn9jfTQSvhlzygRiiAiLzM2Jh5NZ83U8GL6SbT4W68/AJifly+rr2ZFM0wFM8rsqHLBS+S135tPX5ysFLmt0/0rsH9hobMvbvhgeSNzbTbMQBgdqFwMOKU6HYKDvuy45xmOhQk4oZLtG9AGdovznS8Nez+ZsoIJZupfMnD0EHyyjdeMnxBM+UDOU5lUSl5husA2cozwjFfNlM5FEUp7wAI91tlupQJi28e+1kzv5doy2VtsNilmJ3IUs5YZ+xAM22jhCeFln7gYAEh9VsmzuqacH0z6RW8GqqnKPluUIPHWHr6ORPeb6ZNghRLBH6mT8+ZJfqCVXXsm/TvZlolR+UwnrOZy6+WfUI9FX+fPKmZeowq5puBFOf9z6Av850PTT2xmdb4kYQf8XzwWJjhCVJH339YrJnUqCYa5ianHPHDKKdErR1HbG2mvZizQ/hyAPGJWeqz5x71FgbIr1tTWT2YK5sWPcVGHhnOfrGZ9pi8caxlmMgl/DVWYfqrR98KowkkDpjyQU1zugfoSzZs9NI59zbTBlYZWk5gG/zmKP2NSeMr577fzKRMZVWP3J9JlLJ6nB5nFYe9s/DKZtqhBVKFJ+UHCwoSzHJWMfxXC9VmWkmeHxMdOQz5q5hfs9iS5YvXw+0j4GRMy/zSB4JLj1Nu5HEnPIo1icmeavOqNxIE2/u0tyZ64jGYZY0nZlTLcjyed76mbfFfLx3bTN+GcTkqSp7v8zYDV7HEgsfP/A0GGHfAdwcGsobJd8VZbPLRZyOkcvz6l2GYvKmcTxexyJzw/FIz73kNsoBlygy4/KRXMK3u1zc3k5Zw3IRT6O8y/aKPFL23of03FlZQEoZaHmAZRaI/sNjM4ZdRM3ku+aZeyOY0e6cEuiXO1q6YCR+sc1jI1Fw+V96v0dWsZvEzV65rZnIEaP+LpxSzfUXOTwbTZ13Xj2hwwCBs0wgZE/mLwGybeMOGZsragkMVQjRXsKUE/ZMlxv1887ZmOlBlBPxoS1l1VEYPAGPvuWUfnyUyrlPO5vVBJ6Q7GB323q3LmxkloJZ0RHyxX3XoIzZ20ot3HNFMP28XkMz5sSOPv4RhDUe8dO+KZnIikqxYv+QM2/c8Wk5u42W/xUh+4q3noadE3q4AH2+PrvptDx4i89NwgsT7qEQAHIl5I+8/o5kltL7aage8dK9rHaTHSJl6jtTaQgeiiYgo9JuHBpWyCUfOtm2Xh7VQlvVLLrJiyDzXpAtYasFnVQtbWEoD+66xiwcOKZqJcK2eY9f+0sKqKbAsQR0sDpSwgh9TMdVT/9sW2tlsRssBJONQD78vaX/VuvofW2gfFCDkoukzP8yAtiSXHNlyOx4SykJouX07Duhllz6g/tqGli0YoBcKgIzBXNExGL3J6seOaLVayIryO7NWLttVQvp/nnUetrJ9eAuVmSQovli2yiXBhr7Mt3/d7rZQnkzeU93xNM+soHcpaDmj854W2uUFvIqBqQ4gRsB97GEfdK7D5EG3yqrJW2uCuz3M5AkXDL+TP9vmbTiRvbJgpn8hdVT1CLOFVEco8WsPmgfuQSuov2LZyLdb6Cf+7jxECgWJ9Ogh1jnnxVGLWqgQj/D+PbaRMRUDKrqn8Yoxi7FUSVdjLKKZIKAOSI44aeeUUS3kxAyBm6GsEILwShab/cK0H1pYLCZT3iC3L6NCCF3Dqhe+dfhSrGCMRX3Dyh440F+26TMymu+Y8VALbaoM4rJURia2wObW0P74UzNea4EaFRK8NLI/9CLweSqPis7A5MtxSdVhdGtQBo99jbIt44/7sAXRENSEg5HBzAC/gXktkxdIiy5vYXK5xs2om5GmLcjOT8hsmnLiKS20WyR+mc8sOwh5uH3DUTee8QKmI4ITxML+rpwOwLufJY5+/6yBFhYRKvIxUe0/1NWx24Ejd9csOTsP61DOkjy4RMACl94jtUU5HyuoskiPEFdMF2AY0uUsudi+4C8tLOlHgryraL39/UUu9vzOqy/ta6F+aX8NSZFCd8HQ+d3OcOz2a7CwoRA1C2zQscoDLo8dq3Hidfe3UFcghRHeqpdcWP4NUtpy0i2tpAzlT8PwwYcD+oiyDYfixVYEieOWLM/gN4lCWk/7o+sqz22ln4fZfFvZ4f0vQaBYfNKjVf9qZfG6uK1Fyj8fKgqUQHCPWCA3tLQyjE6GEC07Ww1No3uBVXc39rUyLkJDTdhWzKlFhT6lgfqnmp9rpQEhYoge3x3lPXIfI2/8jS0DreQ5m9oqwkwBTNPRkRtSU88c9e9W0mqjjvtDoPoaPqd32fHzp4+e3ErdAVNEirr5QtFSwX0aF7ujMcDGQU/aUSP2FwbyikK3sZp5raM9DJCXvOvLD9hDtGU9dSVqp2Pyh0jya3Mu3431CMHtJj+e9VQrub5kYGiarvBTHzey1EnfHv1FK0t5InPNYv6XvmzJpCdYYsrX87KtLCGAP+m6Mrj3YNGid5jU6S04vJVJLGoFgl4EycvF6GnWesTpx61vpcGIaUV7SKnLG/0OspQ+6rol+1pJ581MQJPyewcBYbezqpmDp6daWVXUIUFUHbOoiRqkYXT06Rcc18qikiywbL9dspxQArJVH7/8kpNbWbUgeWKgZwcODURUWgcupF/i4yfFdMaOlAXdLwEHv2BC+yWXvdFKfiJ0YXURYy8zuod1nPDNlU2trEO360vBYL9SVktIuqSm0tf+r5VUj9kRsFADXMyh15g8ZtLNG1uZzPL7ikmT7+fDOquo0FB3x5JWKjCvQvUMix9KIfodi0z+3R2vtLKIzDsDmH2qmslbdCti57x7l8CrCHI2MLJ7e4sApc9Zc8cP981upV/iFaLNq9vwDV+kutbTr7jv1VbWKlbyQyxfH8zblon0P/7CfKK5jY0RYhZolZrbACaLkeTqKqs72igbQnPaocU3KiV6m4kjV6eOb6NA4Hds7EApDIghoHfUzMWpP7fRzrgjMnh+aXcMvOoBVje3pn1RG6uQPUSmd/BQjwKd8BETh00dwdqYyKtdWPr+QwNlo4wBDjuVjbirjQ2L+EFgmpkdxmY9gA82HLtkxIo2VsOvBJvQ1gcG80lazYSm4rjn28isqBpwI6qnW+Ch9BlLtk4e91kbdcn83a9pZXXFjcGrJkyJTvq0jQxQNT0IDfATO6SfSYm9NnlUG+3nuTIUmYH19uhJVj3jD1OObmPRSCBAdykQ6KBEL7LKUT1Tvm5jlRGedxS/v3cA+L2SCY2Fw89qo1zCV12PYDNebB4JZti26X4bWQK/nWSpllICgVrLKlv/OyPRRn3IaEZEsIcKeNEHyGkrZk5vo+90jwkVOVXje690M+s4eeWsMW2sQ4B+C+3efTusfpH+whpmvj430cYaANtu0Slm1ZDXyWFjT0rOE9tYo6ESVQYstyerqPCTxsWrF1yDb8dietxiW3cP8NcqmykTf3PR6jaIa0fi/ZICgVdCvpel5jX96r9tTPDjoaOqg3lDd2zayGL1V57f3EYDohP6ru/y29KM7mJtC5+9HCNpYw5jnp6z9/YjSz3BWg4/46qH21iLyLs/qqXSYHmHiZ8sJL67QYdX8Z63oKEeb2xB/2Jz5v3vlnqsd5z0jUUqCQycEkaLtH10mww/IZv3QdSLKi8A+hQbv+Ciu/uxJiTrnlYuH3IUwwArEMc0Um87WU40QtBYquH2e/Q6axt/aWxUO6ngpfLBjMBsAvPYTMXE5sQx7ZSPO1y2Bry6L6OdZMRubBrWTgPJUswNDYyQ34S9m006FTq3nY2MWKFnqfmynbEl+i+rHVs94tx2FnOhPSwlX9aNnQooaOv8q8eMaWd1tbKnKZqe78prKkYyctq98w9rZ01aRaWp6UGXL3oiyHDLUc2LFrazJC9zouEPyt2WQb9nI5fcyT8eiZgHpywM/lQompjl7OkLl4xvJ80LhKhhW6V9GU2B5Y9aKi+d2w4zxOARZX3TjpKboX+wiXOfOf/mdjZc8DK+Z2umUrZ9iKbOY5ULNAxQkATZVTLavj19Cq1hYvqe6zvbyXAtzbQsQLVFAZytffZl17e2g5H25jW3npnZYglKgEU6Xrvh/nYWIdUMw6hihHZo0zeMGmrveridgpgUsU3HNH2+/b2KiW3/vqeuHb5Nlu/hY37BD+E6csLa3y5qJy8Scxjx7Qb8Ln3L4ulb7jse35ZIrVQYiEKAcT/Exi7+7f1L29lYXwKsGeX8Hi0s0Fbya0YmHu4gn78lAa/6WQwcF1E8Yma58dsONiLBPM8y9NyWkqLROtbQXt12XgdZgVpyfZl3qIIA/phVjD1r9BcdLB6pc3TbNoyi4QaY5eSxr0wPO1jCK5lrYzGmWH6hGrOMdbbOer2DxXySmONkioPVWIivWcfop2bfgY/jgifquofZyPwh6SkTF43tYCmX7/rAgQbN0KPdjCr7T5jVwUjGdEAHff4fX++jsyc+hW9DcWmmXdL38B6Vt7OORc2n7OlgHWJM8HxV/3F3UbWR045cePIZazvYuBqfQE8O9g6U/QztZJUNK8/v7iAzrAzjhlfSZLAoRHFlavwVx3aAblUDrHwv9DgOPsKmnvj4HWs62ORAlsj3lM0DXdDzX7FRY5+6e3kHBWKFFUhWKVDNsk4fsknj1977dQeblCgbimTkTMurKSHmxy/4S6XUiUwSNZHpMsVCH4TNJpZMb6pRO1mSlwXRCmTbKqyzi4nVbwy7qJOGClKI1tCNlQAmnnvW3lGndbKjBclwrE1Z1VSVfuS0YeMXTXivkw3jfX0ss1xUeGZcyRo7t8w4ppM1BqKXVx2buxb32JNOu+C4wzvZRLvKrQApLR/cU+QCeNKkCYuWd7I6KZ6XEa+aYmkebWWNqbpTH8RDgBqh67qBo6k+gHrSuHsvOaWTNWB4WUezyloBmPU9O3z4r68hfFwrQ6Xqlh7yDaj/sikzV910XyfrqJPtqK0dzHUVLQUfz5wz4uYVnSz6qRiJVYSCW9TA2T5lw8Z9eN8CTCeuy56tlHyD6/n1bNzY/ccEw9jYUAxg+Dy80LbgyDOOHTmvMIzNMATZ9pzsoZ4cuP17bMK0RWdeNIxNADflL/NVrSAoWJMZk3ruasPHQmCTm/PKBct0aR+b0HbrhTXD8W3eBtgo6Tp09/8H79U0al+0AQA=")
.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 = 1.52D;
float totalWeight = 0F;
double totalSuitabilitiesSquared = 0F;
for (WeatherRecord sampleRecord : sampleRecords) {
float unsuitability = sampleRecord.statistics.calculateUnsuitability(target);
if (unsuitability < 5400F) {
float suitability = 10000F / 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) * 3000F +
Math.abs(this.minTemperature - target.minTemperature) * 400F +
Math.abs(this.maxTemperature - target.maxTemperature) * 400F;
}
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, 1.95F));
}
return hash;
}
}
}