import java.io.*;
import java.nio.ByteBuffer;
import java.nio.charset.StandardCharsets;
import java.util.*;
import java.util.function.BiFunction;
import java.util.stream.Collectors;
import java.util.zip.GZIPInputStream;
public class WeatherBundled {
public static void main(String[] args) {
WeatherRecord[] sampleRecords = readSampleData();
Scanner input = new Scanner(System.in);
int n = Integer.parseInt(input.nextLine());
for (; n > 0; n--) {
float[] measurements = WeatherRecord.readMeasurementsFromString(input.nextLine());
if (measurements == null) {
// I don't even want to guess if it's outside the training data.
System.out.println(" ?".repeat(12).substring(1));
} else {
WeatherRecord record = new WeatherRecord(measurements);
Float[] forecast = generateForecast(sampleRecords, record);
System.out.println(Arrays.stream(forecast).map((value) -> value == null ? "?" : String.valueOf(value.floatValue())).collect(Collectors.joining(" ")));
}
}
}
private static WeatherRecord[] readSampleData() {
// This data originates from the sample data but has been preprocessed, filtered and compressed already to fit in this code file.
String in = new StringBuilder()
.append("H4sIAAAAAAAA/yRcBZwW1d4+0/PWNpt0h5RI2aiICqiYiNiInagXDFCvil1cRUXEFsFABSlpQSSWZsnt3n3ffXN65vn+wwfe+1vHYeacfzxxzhm8+d6/eUV3Fj/qfcjDC1k5w0tK8jpleUu8jtIvry182tvDNIvJ07Ms8Lzo/ejtDV71ZOpZb69ihThBT2T4TNr2/vCssv2Dj77gHWOGowRF8AIv8t6fnlfIHl0/11uHftm8q2byecnzvN8xePSj/Op53s7zz5oQVIKBAE/3e7uQX7jnsqOvejWyGGCepYic2LvMO4CenXdNfGm+V8Vck6ldJN6D4HprMXLgPP6B15GVI2cVh+WQxScDxd5eDO9354yNb3gNoeGK7GSCzJXliLcN4S7beqx5G2FRTOV2yQo4Sigl090LJna9bj9dFhIxw3YsIV+Swt5qqCW9ezz8DtT8cHuenuakNsXJeIdx46ATvWZ+gG6CZ3u2KnuMCwh0+Yq+vW50PkBOVrBdT6YN03I8eKdw5zmP3XnsA09TpThgaR18IC15h3B274Oj8hagV1iIcF6s1oyqKcPbgylD/r5h4QJvD6dLsB2OIaB7XjOm9508IOcjdA/IvKTKam4k6PHeGnTttbIs/DG6yuAsjtNFSeZsbzk+mx69sevHuEoNiNb26ma72XUNrxUjO311+4iFKOvZI5fLyY14vMBZ9Oz8bOM/ly9EmGXcVF5HrJg3B3ShkeQW2T1f+8TL8GURLmUAWZQ6rxyPD9t/3qBP8TiFTizIi0RkRVW8BKb0PzXxnE/RQw1l5RWFKfeqynkubi69ovv2zzzXsjwqLMHkPRF090Vdf71l32cQZCUoMNB/4TnmVWDSkCnPL1qESapbmR61W7g6W6CCsHF+p+wugcUo6gxL91xHdxQvDAVP9G9/cPcX6OFplmk7oJLyqF7w3ZW9pny/xPOkmBCPBOSoKMphL4Nruv0w46UlXia3ifOCpqUXOIbk1eGK3uc+/NYS5DM7Ydm2JwuCYHp/YuSIXU89uAQjI7KIYEQJSJLA0bPnn3Pdc+kluDQSkkIBRQ4EsvIEunxxybrz3S/R2VG7cNldJV4RFNEDZvTZfqv9JYaGA7wsyaoqtbRGKQ3fje/0rPYlrozEdNNzWKamqyfT5S3Xjrnk/q8w5vxeAY5CAlEB552mqnoidOhrXMHBslRBCDsMEr1y4bmDcn/8GlfnKm7UEFImGO/SK98e1mnSx1/jmu4lOdlcqKvA5JDqteDD0aNyjnyLuwOSFa85mUv/yckggoXnDe1U/i2G2yzjhe2IGBDycj0Tzw8JDz7/W4yWlGytrTljtse6HIGIvye/Pvz+b5HHaQZsz4BEs4KE5Zfo59/xLXroFpeXHw7YLfmyQNmZ3nXRJVXfYqQspuWYEZPjDk1Kxdic1zt/+x0Gwsu4ViZpO7nhPM/DVWUXdB33Ha4KiMiYphIQRCbQK1/t907v9Hc4Lycs84IkyyKhgVePIV0iQ+zv0C/MSwolRpRo9mCYM6hl4vLvcZbrDWHJ/AtlT7RseunK82Y8+sr3mBRynPYOvjVu8cxFGcaoD8668XuMiQhxW6AhODYcBDEqx+byfsAAl8Ym2BnmcSEL3fFI5y/GfPMDeiTbAnkS5xqtbVGPArti4g83P/oD5g0wuERrbVO6I+pFKDRfjBv3UO8fcG+C19tF6gWBXklQcHmP87LmL8XlqaCJAitqpcxAk5fGJ5cNnNqwFLPyg7z+T01LysroOkVw8cWvRJ78EdcXhGmKisQTPGoowJW5s7rc8yOulNIaXJOXubTnUqc92e/h//z7I3oVePLogoJIJMgzv76/uKZmxrBleDFbdK22o1pUP20bNJ1xobbHlyzDOMJnWWYc5zkZG8W4uysr6rkckyRR4DheFHi/L1ux6Ir9Ew4vx0LJYNHNTXFN0wULRfj6guanU8sxwkzo4UAoS2aGCxpg+aUV4uU/4XZRoJQFWFjlOJF6fsZZ4S6P/oQ7kXJ5NZynSExmXhLPDpraPecnPMuK6GaJZzwD8xycvGnS5MRPeCYoetr+Js2pNdBKz/5q1PanXvkJfTKBmFacFbLsgEs0g7dHnhzr/YzpKbOmzHN5vrsihFGCz8fOvGHZzzTLuJ72DFcqysrXkY0X+yhzW37GjYRnTkaZ4Mp2lEcnPNN1e//YL7i9MG5Fo0ayMDsUlNAb03LzLp76C8bzHfXRlI6w0j0koz9mZN0z69pfcEERtIxMCNijS5ZCEHbHqLb8L37FHTJhscARENBvhLB41LU9hvyKJwKWZqd1wqmEaaIn3uz52ZSzfsVl4VTp0eL6rOKuvRwdg/Bq15yp1/6KacxIBuJ2hrNdKh8P/1zX61bhVywVxY7adOxUq5nOGJSGn4b9+fybv2JsmKsXhe6xYEZ14tQ77w5oKHVWYHyICENz7Uig0TFxDm5Uv+x8fAXOZ4LN8zoxGKNnxzFv2L3nrFiBeZGAoEVNUQ06KpCPOWV9Rn6yAnMKcvrLRP2RAHMs9MU3g7UrHl+BvozQW3DyVCk33Ita6qM+dfcEV+D2gKfKkmswLisQxFDck7dyZvkKXFkczSR13cg4rkU9gSUXFs27dwVeC7cziwspSiArDAzAw11682N/w4NZjsmCA0sKOUXk0QfLx356Q95vuLa3MqClMD9cUJBFpeFgbr9HZ932G+amuKzcTEpPZZJOC4ZgQa++4q7fcX1urKcogHc0MIE67eUR/Yff9DseyATTajokJ92cdpty+UAn9jDd/YDKZckRQRQlxgG98Em/K69b8wfmSGUCs4JBV9QdRg+5t//V04f/gXuZJIs8Y4LAEVYVYP0lbWVVK/Fc7+xworquGvmu24nufn3s9X2WrcTrAqNeEhzGfL4bhbe7lQ65biXuE1NJAh7PIPxhhIqPFXus1yo8Kkq846bickbjOQKl5/pvZL+vwnNZnBk3MklLDnM2xuDlzkUXcKswWeZNon9mUTJM6vk7hu+5RFiFO2zISGu9C9VAToim82LnVyYtWoWbVcLWgGfzHscLuBQ3ywOmnr0KVwuOrvGObbqip1Mabsn58UGswi3gXIkTBfEMyAzB/K6vP7NjFa6n0UZCZnbANaIa4eD8Cx/IHfcnXhV4V0M2jSOsyFQnvwzpuOjcP/F0oaS3J8XC3Awnt6MfHi56fMLsP/FwSA2qhdlhiYn0uFFY1LPg7N6r8aSokIjIJo7xA9uHarD7NbWrMUcOalmSkdZ5+8xIlgxbdtve1bgCoiCDxsiBk6i+V54TuX3walzipXgnmS1qaopJuAAfdPkrt3wNblKJugVibpiSCAErhi9+wFmDe1RO5BJ6hW3y3AkK1Wf9lj/9+Br8N2LxRr3hGhlLZtSXDxVc+XzJGjxgxtqNmM11EW3Lwwh8NmBC6Ny1mNRViGelg240OtAtoZHMyp83fsRazAqkwlK2rNgOr6g03K965N50YC2uoYqMcRHBEAIpGcNxcOKXt0fW4gLHsngprAYnKWnV24pD906+68K1OMT51EcaxyEyIcE6/ypl5r9rMV+gHPI+M0hEglfi9fw/X7h4LR6UOReEGJZgJTWqk2cL14z/bh1mKaQnWUeE/owDKvsP+g+ctn4d3lOFaJDr6CA4VNLogUVDLhDfX4/POJepliCoPChUWdg6ZZJ6x3qslmQF2qGmKi6WYTgfr5ep+S+tx3WuJ6pKID9HCNNIhuGjbv8tfHs9PmJUVHajZmSkgEF3f9FvwYBH1uNSNT9fEZWgqpAq8lPcuezi7utxP8/FW9sTKcdJmxYK8f1F79zw7np8kxMiMemB4zmqrqF4sWjOtJ/X48W8cDgsBkOi4DdVMZ7q0pDT/hcel4m3QO0AamJSM8/0P9H1vr/wTKrFaOhotFNSG7XFaGwZE+xu/oWp3dVoqlmzM6acy+EG/NCnvu/Ev3CDEKfgRYikdC2Fq/BN5/eHXvsXrjNV0aVMCLxDQlbG4ksev/2dv7A4rCBVWaNnO3xONkXwjxENc774C+8EZKTqGlOxOGt2cDXezP83u2YDngoZpmZLzHEEeFQnX/SVcoMbMFdyePARlUZtdWAk3iz7qCS9Ac8WRwSBuZxAMpRDVywfeNXVn2/AcpLn1AfUITJzcC1+6XnTbb9twF2S4BKSkGym+eNyrBn8112/b8ADoujZhm7YvmXBxZiTvekBbKCWIvlEAoq3BTNOr1w+uFOXrzZiUUBk4eQxcUtJnaQSKL3TeXqfuRvxDiFEYyylSGJXlsZUPJczY/Q/G3GLaTquC+I7OaAiDw91O3771RvxEM+z5owghhRSAQQj33VbOOvXjbiP07mMzRM/mIZAUPBVzyPhOZvwVVDlzMbTfELvgEjydsE5jw19ZhMWqPRUOaAovEAwfgk+KNs3ot8mvB5mZqPkNZdlWkgu3IiXcq4Z27QJN5JklDkmkacQRCqI/ZftmJjehG96RURD4wwIhhtCFywYOOPW9k14mjO1uN6R5EzdbaeHLCiYObM7PcQWLMZE1+PEDodeuWbU2id7bsI7xdnhAGcH87OyLA0X4sio5U8/vAlvSnmZulSbpyVdyaHsvDwgErpoM57hda1SjwrppNfMUxpW9Xt+jLQZb3qlanuBfkTIilsWLsOibrVXd9uMR6/x1S4XYimbanYqPixYMjV7M16TLFN3PM4huSDgZryc8+GMKZvxBBFJ2HEF23EIY0fg+ZLBc57bjOeFkFOfbGrq0lRHivMCrBnWIzhhC5Zkhw25NppKG1acYQI2jpiad9kWwkFZImbx0o5PAhdhSXdzXGYL5sskvqiywSuSRCRQPsae/NcW/JBrMqOhOpNtmZpLMLOwLJZ7eivejSiqEMwOh12XayKltHeCnHf/VmyMBMVMok5v59NB30403dsjf+5WNGXb0CurTmVa6mIuRfDPEWOKlm3F0oK0G6PhZQyXi2MKGs5+c+SfW/FSMMJKswcKnilIPGXnteyacedvxVNeTha5joggSwSHN+KbbpdfehGNBAFFSleyvrURZhBCbDo3dtU3W7FJkrx4KhN1dZMqtgwLBhdMzKG7xdy2ltxIwuDzg2FqwK3Dv71p71a8mpvD1zZWR0wz1WaQejw4efYt127F71kyn26RqCA4TvAO4rkL/5n24lY8J7mQGJ9IhWXyO+dgXucFz/+xFXPBWFrTxFirKTVhBl4J9cp+cxtmUUw917aZ6ToOzXJ+7qJO8ja8kpMTIp9nw20tFOjuH4pnT75rG/WO7WokLXiFszIE1FXjR1y/bBvezGWJYCXiXDioGBiHZwoefzK+DU8b8WhrOD8nQE3CCMK+7/787KZteFSTVBe8Z1YV5IYwEeuHX5y982/M6ujoYKZoC67aNYjpWNzltqJ+f+MpwdWSbWk9mNRCIm7C1j6j+i78GzcxznbaGaIKsxlux/ZBv0745G88LIrMJjLyXFKmVIO/9P72Bv1vvC4hfaLBTcZokgl6yMuR729T/sYLnJtkjESoiNZCaqntw4Jz3/8bj3kGmbE63SqTUh5m4o/S57v22k5YRaFiCp8RLVfAeai+uM/Qsu34isCrg8o1UBVoClB2Vl188NyJ27GKCoF3SD4IItXzOPyveNy5c7fjf7Igmi5RrEjQ4dn49LxLxg/cjndUvSPOUqoVUQO5hMireu266o/teDeQ18CSgWOOFRPqCe23Df30us+24468nGarrqPUPjaAsnMhvu7/3Q3nb8enLp/oaNKleHGYT1Nzf95DmHNoO2YG4/1aUoZnczmsmC47F16pvr8D/+MtNdZXbxX0VE4h4eCbWe+N/XcH3gwoZFo9IZvLjeRgEvYMXnyBtQPf8Lxl6WK2RAXuA8eJMRMvq96B5WFJDbcZiQ69JBIgoP6q54xb9u/ALUkzY/KmqhJPefTsQ8NvffgZupwKBNq4DBfKLc1S6fLC3Pse/54uE1mKsJMmz2syIcTrpS/N6boDz6ZrzO7hdgwqge3iAfzWpefz1+zAQwInMLJwDP5S2yAsGzxNmvAPlqlqQHRtSzZTlKeHsL2L0j38jw+mlkVu24NLdXIHlpVtmT7/H9wpGAbnBrKKBR+/R+D7YUUBYye+DCmiRyKOcTqR6JN4SVx9jroTzzECIyJ5cp2k5p7EJzn/GZ3ZiSdtPUPlF0hxgibhPiwtfGdMaifmcmRsnIwnBiXOT9qy7i+e+8JOLMsie6bZjmlaNkeg9NKgVRexnZjnWNQMokx2h4SlgyP3lI/7ZieOSFaWZjemJN10Omjcb2XFpkzbibeoYjV4Tto1DUbs+mnJ+7O67cSbosif8eE8iX7citW9J8rCv1S6iqwossBLHvni6TgwenTp6H8xXSIJonYqMVvyxDQexPvqxWN/+Rfv+ysZkuS4hi1l0wDfHXzlhGn/4p3ckGeIXibM8YaBJ/BZbs0dz/+L56nTON5zSH2TAroWm/uWzdr/LxbKuW1RM5NJnxTtAHnqrX2d0Ee7yOYL/pIZ5SxRkU0V+3mXnLxbduFzIRPyUnINtYot4zpkrhh0Vs4ummVIbbELtI40yXbcj1VdFw8p30U/aLrOGRYK1E4hQrb/dbtw6Ae78D9V1PIk1pJu5ZwM5lCzD7po0i7KncgJIFPDfMn1FMr7L5m0ZBdelV05wsueK1jkdG/E7uGX3FO3C2uzOVegHnFr01ENd+HwWTnPfLELc+lKhqUcz3KJMG7Cmj795Et34yslpNihWEcq1NLaQNN5q2xT5LHdeCvH9l2aHApCUiiwi7M2d1u0G4sjND3XSgoRZnK4Hl937Tz0it34mpKm8Jzj15VMePJtrz2XfbYbSwRmZyDlqiQLTJrOl7kPXpPcjRcEmSLo+GtpjkdSrnHaqZtH7Ua5kktJZ7LMSVSzV+O1wvNn9tmN10isuZQa17UoaRTBbmuf6L8b97OIV5ytZCsMHkcx+av4bbV4D97O6MyxOQL2AEBg+r8cqfDrPXiT91evHEHQHer5+/B57r/Fz+/BQqYw4mY3mS0RgM1Ew3nndJ6+B68Hm9AzaCX5Yo58zzQmjLut76978JJjV8QSmqbZFF16yNuBb0ce3IOXRcEj4nIYJ1BLzcZ86di5BXvIN5A69DzT1vR2l/TgT73qxv2wB58SiPKSpDDOoYxOw9+D7rskvQerwxLnNJ52OwnVyQSN2xhz9Kq+e3BvTYfrlOZHsiI5vESzPD3g2mtX7MHcoKxypEn9BVkH43Fy5KipM/ZgnaikW5NR287kBzgigZPje06lyR8UJMd2OMvjZe5M2UdO333RHrwb8nFdolRwVM0X47uuA59/aw++kwUiJPCcQtnALPxcMD/vvb34pFbQ09XdIuGsAA88gtbRPQbU78VbNhM0NZsXTT4cohQvDqwbRd7p/YISV4LSZvVRZZlisrXLwnEn95J3tUn32IzLz6asPopv8hPXN+zFs7nMY7bAPJfQkBzM5mEH7pqwF5vzRDXowbDk9o4W0lWfleoPD9uLz4K8K6ghOaSoikjturTH/lkP7sVSYiJe5Nj/I9t0fJE3tGBkOb4IqH64JZmsaIjK55OcUKfO5cQNFqcnNF0zLcOhWb4fqC06VU7AQQigSpZOwyNbg01lpwdOpIconuvbCd42YFG8/9f5glG9y/GCEW/2jKROMOZyNMDvu1w3egM9O5qWyExJvGKBx1n4ZMCk0XY5PvEU0us0Op4jDXEhtg2bf3GyHNuCHgGpTVLT9QSvGV/f0POS38rxNeWE2ommQ2qHunhZaegGvZzoXmIULEkUyNfjYRwZMO3GKeV40nJTCZJhRtJfpr8ZW7vl3dRRjq30UDI2LmMUAq8Of12TuGduOf6S/AYh5CS1Jfhas+jde9aX43W64pLTD/JaMEWv3DvgnEf70UPCzElHEZI40N0PYGHOG08topEQRXEmZ5ku2XHSZB8HXohcsQ8fi5zncBzZN5qn73cGDMievA/LVdFfB1Uish/hG7Gs83358X24jzIZEQo5JcS3tFEuv+zhddL34UtZISvqQ57PJWNx6NxBna/bh2UZ2E7a0EzbMNNUgwvC83v+bx9eI0r0KYckka5iMnaMmNvv7X3YQbbXa3bqLNbGeQRK5cN+mThmH8oJoaSIRIhFzEsF8UeRdP2CffgjTW3gMB9lCAcfwKIc86Y39uF9Jew6YZWakyO/0xsLz+oxrWYfFnrMTLm11TEtaeh4DqsLn5rz6z684nqSovJpqmUyZNdjabfB6sj9WCqHDIMY0eGpwqkbKvu8l7d3P1UVB01jxOg2k7wm7Lvp9KTN+7GPUYcxmXMpYIxq8PNQww32fiIYjvm0TTM12nAv9g94+v5d+/GnciZjlEly7tRSq4rvf+D1/Vgl5AU5cCIyKbJBr+FLdeizt+zHh47okz9MjfoQL+K3vLJA8QH8j0br1wIVBYXqv9iU/XLRUwfwdkm9eJpxihcQLA+P46Pg4O4fHMBbzEdjXgRRrkuq98vuY4aOPIDFBBgsrp5ZRxdxNlYOu/2iKQewUpElmrWcJ9qaQ4qjctDVz153AAvSYaPSoZ7SWxSHXvlHfq95WQfwaY7lZoxUR8qWCH0ewTd587NbDmJea2vCNiGLacsMke08cf3eglcO4oQIz2LJlCbbBBzPYlEwVNj1IN5nIhdON/EsJxpKIBdLL3q3ywMHsdQlR0ZEz3Q01ZBB0C+a33PzQWwn+LP1lpOZmNnuUKiWRk4PbTiId6nJHEHM2ExMWLgbK0ouHllwEIu0VDpqeJagekYB/oPYkNEX7j2IVyQihVSHbIXKvKGk2TrO1i5ddBDloc5eprG6RogHXJOqakvfLuPHHsRqKaDEm+PcCCJRRoi8qmT+5I00QIlMIS+oXEghCHuBNNzV175KI+EkkfDcicZzMq1UEDt6Ft57yUE849m2S0rEAuEeRrCsqbkzFxxkWaSnEs1VdWZ7pZxLrm1d9s+PvXsQH8BfXfQFDv0/Ud3BwT34kYewOUT9ynyb6jouIVvD2A3id4ewS5JEyfa4eJa/6DUf+7p/LYcP4Q3SEGbG1vxlDpNmebDHB5FRh/CQrWiuhoSTL+gmAV79NW7OzkOol/1VHAIZmSoXz2N94fy8jw5hIZkJeBJ8HgziafxWdKB06SGskE3PMSydhmHpeAVb8+/sIh/CAi1KzjLjgAsQzs7Exp49R3KHMJO0ZpiYSjN4N0XZ+anso1HVh/Cd51mJjhbJEur7eRSq1t67RtMAVyiulY6n7URtW9Kmy0e7dVxQdQgrJd7OJORaLenQKyfg0KBnpr9yCOuzHKtmd7Mpe5FOvWjyqwuenP7OIX9PQKKRUydYaZck/9eF/e8efQhfegoniyT6eX/B/XV8KpWIbxzGpwRJZ34RGIKY+4vQRjF5GJ+ozPVJisCdSOAl/BxcrHQ/jI851xOZY3GeRY95An902qFWHKZ4W3AQzfZac7KBMdjc597A+sPYHNS5ePyf9jgzLUY1uLNbLJR1GDtlElqKxPnCgydk+zz3/fCOw/j8DIMAVKCklOahud/OXq8exmKBhBNjVG2MXtkFv166bNzLh/ErjYQ5jqUR06XwDlbnLLp0wWG8m46Zvj6G4RFCPIhDA3ZcJR7Gxvw0l7ZzOa+yJBCiuz8R+1498DAWumfuhcsTJxM37C5ZffVSeqXEay3MatelvII8qu8V2QdveJbu5lSLy5GoCx2EkY2TU3ffTq88KauiUdV8vC0aT7RiKrYPaH/yzsNYL1jMNZLxqlQgVkOyJX75BvGOI6gIG7KX2t+YTCecJJHX6bOmi28cwVJPKPAD8v9a8ykWHPFC0DqCjbLHm7ql206KBGQX/D3hlpz/HMHfkkKiIhgmhWMfJQj7sfeVufccwY/+Tp3vFjlO56nYvi6Ynbf9CL5Wefcknxe34/nUabOwpcvswuQRzDfbE7ZhqzAtEtrv4s+s5V3eP4IPIbqUBY65AsHhi9je+ciYyiN4KWXGVC182maFOX6ocPa0cbuP4CuJHp4xXLfey46Rmjk2NOeG6BHs81eX9f9fDATexxLp0hkPH8FnJNVk4gezLEiZvpUJ5/eY/eYRHNIN2Wpv8Xze5WkkfxdOnLfoCJYQiRDXSZ5Gto4q5bdrevNdj+I3GpzIQSGeA0dV9Vver/y7dJmY2/ICZD3sHA4zUDn0arHLURwPwrFOkuO2AmYWXsamvLcidx7FF4LgmbpnGlZFc5z0YHmXaYWzjmI5FYRjcszPnYuP8L1knPXdUXzOkf5mpEBJhXNYgJXh+8/59ii+JoYmuiV3TOBDMPNL4SdXv3QUv4gWLIM3mlu4QYwKeVU+btx5FB/Z1RV8rLib2JkondLQdFbhLWuOYre/xR8oKaLEU/avwdER109jR3HUkwJ5qix69E4Xb+BY2eP3fnwUC3lSW+SgOV6kgpiF9cU/37vrKNYVE7A5fwpVwXAFo55f1T3+wuajxK4cI90nKILt1RCEbe86MfBeBdYFJJH5tUL/8LgMa/p7kYsr8LvLOWTdzbQjE0tNwfaBTolTQbzDqBjIoFN3uniM+rLP2U9VYJGYfYDTs5PH+h7L1Wgkh3r/MW5XBTaoMgSTvJtmplRyR9q4pkveqoAWgdbYWt0QFWOOTUnbUNjjimgFflBJK0iUMzUieZiE2ksGX6lV4DRPTlJLmQITNY7a9WTv4RPvq8BHliwJokx2gMwgXsVv4e1XByvwPTlwjpMULm3EGd7CrhxpenYFcYNgupLAUz+4DoFSxYgld82pQAUpNtc3JG6GCnUONhS9NWN8BT6NKXYYA4s6StxIiODxRO/7HzlQgU/k5MlY1B5SHJHTOpXP/q7tT7AKrCAFr1BwrUA6k6ZuWJl79qxzK/BtXlDh4ZJtDwr+uLfl1s6ZXoH/uZpWmq43YqJdVYDLsW5gzXM0kqV6KKh6rC3i8Zy/VrCj10jpvGPY4YsnASAYJ1B6BdtLn5KDx/Ad9KSRoeKEkxCJJtdH7i8beQw/KqQOPT2Vdkya5RyYZ+8eMuoYVnPBgYItig4pK4Nky7LwB5cMOUbSAryqyP6SKfnLt3Gi6wMTAsfwNkdJ4xyHVKzI43842GnZ1WXH8GXXOhMNIZSrMStO+qT19sprnz2GVhJOhDMC3U00/RiODui4desxHBVYwMhkWCZpGQJKUX7Je3fceAxbGbNsYkHb9en7GhweMOnensewjMyLQZcUv6BpJL+Ebnt40DH84lJNSq5P8wRu/8HfRTPm0rh/EDzNTjXHUuGDSaAfNg69iuUcx3cRN5IVzbRmHQuFsojQV/afK794HCsJZZRAmd9mzC+I1j4X5/19HN+Gi9V+RUmX98U68c6+zv8WPnwc+xTPsxNGoKXAYhHCqr2d5hctOI4POdsqzFgh1l0ycynFx3tVFJ06jj9zHJhZbTigJwl9pmDFWVu6qcexnLDbzJhmRxxeNYqwfsz9Z206TiQg8mc0r781hxuwvkfeyN7HSUCZGYVPZzJNLUKYmntbwdrxNx3HNn8JwZGF/990fg3lZe6ErcexSoq46d21Le1ygMzWk1hbMvaaCrrsUr6kiEgERp77Bhw7p+D6OcfxkSOkE+m06VoQc/EZ/govvfHYcR96z5gpZkiWTWLhZPdRU687Tn4y6rFuqsMSl8m+om7pJ93zx3EsS2V0ck0k3AIIYTYTh4x70DlOPwS8LNKUSlJMSzTAPaXrHv3sOFaodrvVZMY6stFDpMCuLLr/hVuP49d0QGvP/wdaKtNagOtwasSjc5ccxykCEpoeO4M/mIbqwZ9JyglUR8JBkfBVVn0WXAyzx4TAiyfwreqfAvHp2WM+Dm7NXzaw5QTesFxXEHQgnSbcnIuf8v8YTQ9Z5i8l0i+XMMtflWs9/4cpC0/gZI4kqpZpeLqXFMggNAxyH1txAhWuYhnpxkSoLOAWUtkf6lTxWPwE/pAEGFrGNomJbYrg9vyaZw6ewCIyc57jiaqbX8LjCywT+WesE1hqOJ7tMOIp13SJPf8IR2ZfTA+xOdmxUm1Rl9UUYSAqr3j1hbUnUEkyVuQFkXgm1Uy983On7dzTJ/Ez74+aMdc3PUQZ0YFPBo6exDxbSiQdOVzrqtTFH2JP4ZRhgZP4KJM206bhEDlQ8pfgSOG8s8WT+DWUiZ6MKfFIWzDit1SiV/4F55zEAsv0JFKgiRQJYiKvtZEHJw0/iTWUBfKRUiDSSQ3iY0SLP76m7CT+Uh0twzscucl8XyYeKt153fKTKJcDzMlk2sH8xdPJLHxD6JbpJ1nY12YEAqTXyQYvwU/isAennsSPFPz2g3Jvl6XTdSSgthazx985iXUEGoTsZJg4/7gGDvbsOa/0JParMrP0tGhYoq7ga+yITJv350ks9/wnx1MJWxBsLMT+3HVs2SmiaEJ7U5ITWbAFcgL1Z6/ktp0iEc9TedNg4O923oPWcw7w/5wirPIkJ9peY+qOEyfPrZ//oPzQKTJkAuemytvaO3QjQ5lv7/F01qlTlOKYaJLIzlj+Yt392Nxtbc6EU9iUdNzOO+WUVRVozSZVUNWltlf4FH7jDcdNWim+w3MFghl7yO6hL57CAs+yqPo4TpGZv1VQNXb90JZTqJI5ygJPcEDkSkJ7a/6Qs/edwlbOMXSbIuhovIVvEC1962znFL71D7F5ngBGMpfubh948WV0ud1L8ZLE6aQKCKhvxpbuB286cApbfNHoCGRM4pkMfkB55P67afLLCaH+X9tTcPAVtgbs+zKn8JXhr2mSDT8Djx+goqxs1upTZGxgqgKfpfr445uPHnfNu+oUtssUV/irsf7WygLs6bSInTiNBUKAQaQy4SUuhzRbQ9cehSWnyY3KiqsIRiYeDIlE0Rs7TTn7nNPYSD3iOjb1JrP8OjmQN3WEfBo/M6fFSuu66ybMDiq20yW/nDP4NDaImqclTuUKrDnJUeZXBt6+aNNpgnVJFBI8l0UE7pHiOD0oM+Ga0zgeID7S00kQyzTgMcbOz76q/DRjepvrxfRY1HQoxS9iW8kFM746jW2yZ1qmTQWrt3l4k+UMG/zg06exTyI2TzWanT0dCcplQ9+BT9x3Ggd417XNTHOr1inTTJn/J/eepwaexj8SuSJOVQNU0H4N2tfzs984jYxKCsq2XMFxbB9j04MXy6WVWB8WM4ZG/e0bKjyCmj5b5OcrUSNQL/lSnfkHqT7DulCngm2V+J33BRETJObaIHG2ZWDnwl8qscX/w0HiEeJuiVpqb9GAolmV2IuIaxzf15GMGwmbEHlbIVf6XiX+EmyDE86AIOHJD1gnWX2eqMQqEnKkyclkkL2mh6wumNrnaCXZfH+NSSK5oZCQ/Q77c14aNuzM3TwnubYe09FMA/w36+iol+luUY577XlGwIk1FpAHPNqrepRRSYLVo3J3/MMGhNiPID3yigl5lUhHpKSe1DOakEmJuBc7elRetbwSO0SPSMBvBxKzFNhjpXmTD1biWJ5McQorrsmrOdTF5rg7rzEr0eHXaibe3JJJJBhVVVPvv68/WYkTKTOhp2xHDGar/iyjndn0pyvxg2OmqJeykqHivDK8Bww69/aZldij8K6WSpkpwxA6SJlWju13N919BH4SBV/y2iZhbGWXu+9eVYld3eEv9mqxBl0z0QPbLn35Qa4S24L5ikoGyF8p4PE8WruvfSi7Eq2S4PoHwJKOHcsQN6wLzJldUYmfXH/DJk3sQBoHbzBh8BXPsUosioRbWuPBCBSZrn+L9uKqebFKrHV0U/YXt+AT5H+xuyggBauw2ydLBv9sj+BST68RHy/4owq/QxMsy0obBuk+4svKopLSdVU4rPYMKUGZ1zjfIC1AfefdZbOrsJEnwcfbmVSLqztkDZ3LBpUtrPIxA65ONRwMKWGijHXZiztPqMI6fwhUqzizjPcGyovd7uOr8Jdn2olTXHtP/0wuAfUadd/g66qwhiM1zfmbUoS+lIadwc+HxaqwgvmH3qkTzriMxTiQ8/2IR6rwm1Nf3d7RoTl5wWyRFPXmkv6j91Vhs7/fx/m3+osOD2FTt5vGhuiVdjLZFtXMuO04Bh5iyniMHVWFTAHd7fI2568/4gE0DXngvNuq0ATDiRNNERhofiHvCI68YHUVVSzPi7J/hpXi7a3HrsfYxXdU4W/BScQdLWyQj7YIlPbnrLyUZrldlWUupZOHYW4a81hk1HvTR1ThgGiL7brhOyQjh0Bpc2T9bfur8ANziM2ooajVXB+Uev3w1PdVOC3KWTyzXVMNQcdMbOv9xAtGFTYAVCmpTFOSj56kFDf3/2kuq8JRam4n1hBN6KbO8CCTxtrFJdU4Qs7lcHNbytCoFPEltgd39llQje0BlUWbDrq53ULFJh7FwUE397+3Gtv8YmN+/KhQ6Nk7y2IDXqrGTski6yo64O2OdvyEmqIHz2LV+I0zyW9ygu+9JKqqDWLDCKsaGxSiHH9FnIyj5y8E9v5z/JJqrKXcgokKda2j4FPUdD48vq4aFeSt+NY4CwSJNGiABwremVBajV0q2TNBtHWC/DQ5mKbeb0xsq8YxlWjf35WCRZ32CSsZ/vvEjmr8gTaCBxOO4ZKtfwvJPp9NnlqNU6rl12ujbWpaBzXJ7vDaq+dU41cSd7anhkSRRBd+xOn8mdc+XI0fPU7zt7IZZxNzL0VLyZfX/0PPNj1qYz8//vLWpWgbN/nm2dVoC9G4AX/Fy/S3kTd17vXobdXYJBL0iq4gyZ4jk5dq6/3lY39V4zjxNUlsqiBZkQhPantMemJeNQ7xjiMbpBSYZ3M0+S3BtlnfV2OLw3P+caxMbdtRhy5XF7779OvV+MU/xm97FG/eTmI+Kxx71TPV1ajMUSRDaeKa1KicwjIku3ab21iN5ZxnuEgaerurJSkN+3oMy1tUgz89XdNzjZRidBCnjUfd6IqhM2pQp8AVLTLGnmfx+Blu504jlRpSeF4pKU2RVIfsr1Ef7vfk2A01WHyg1TwwoC6attupQWejofcV52XX4CQpPAp3jd2huxqluK7klwu5GnyOcNpOs2ROTbEXoC7eEbKun1qD75hs2SHPkiyjI4zbsLffK1OzarCXkRT01TB1sojRrPCOQ7dV17DCMIgWSZqTSHSxCLEe39wdrMGG3KRuC62GEjJbGWV2f1a3u7fW4A85kUwbNhGEnUzTs1uGZGb8WoMWgbMFK+lwgi+3FqI8r+vMNTVYnQjAkMg2ukT0BEpbApH7OtVgS4jAFaROLCIIAqW64icefrAGu2RZpXT6pgwm6artPe77z4EabMzEDZPnXVE0yfGsQHnovnlv1pDN9xENLv2iH37FydxTwvharPS3XzxOJ/gUZcLYY/n14qZaHCNNwIn+3jJzGYUq1fWKrEgt1vlfFHhnWk0TSClFe43J3l2LEzm+XoVEZpdqsR/2XbWx5N9a7HFNy9AtL6Zk3ARptqbOV/Wsq8UyweOFQCCg8L68/Yq64bzej9Rit24FRU4JGJx/6HURzH5fXFBSi8XMsQMBQ1KR62QI1o+UZF96KT2bxEabm0prwa7+MW+09u42oZlGkp9OcXqewFw9EaEarMqLX3lJLdZ7MmebHVlCiW051IBblVXXxmp9MBUhkLhwydhTnVTkGlMqarHVXxIgGZtx4KRJLDR3fv6692qxLSDKQqEERbQ5iwKb6TTjer2WfrBthxgTpmnYRKPGoHF3TqoFGTRGlsG1gw0kiX9nStGk/7xYiw1n1qooisw/Gf04Wgd8KbTUoZWsuGeYLh9sdXTqS713rfxRHTYyLePUxWOpQX2ovuczfvBrOXfXoYLRn9UqmuoL+kYP4DWWNeI/hdvroAV4R3MSJsR0xCQnUF44r+irOvwbCMEXQ6Iv26ilThcMKquvwzZVDgIGYyKXtKg33OLrBm+rw3bJTTVrxMSSS5ZoOXYFGkY8V4dVLMgSCd5q9JipESh5vaaMopHsIqXA2aStVJ9dn0G6/9dj7qlDWqIGMaN6Kp5Jp/zTE13OvmRKHXYqMtIJXiTraTh4CZtK4hPa67DBB2TXP2RDv/EnqrPyr5DrsNrfX/N3XnkIjEZSHpl91VZ6iL954pkuJ9qSQqX5T7Yw+e06bGUZJnrEGx65CjIfW9XN04IUQXIAFoOZ1P3V8YtZwbXT7txWx2jqlmtsP9Gqt6cTBL1u71n3Lq/Djy5hVLMdbSne7eWQiN9V8AsL1GMnE3xrSEWu0wDfwLHiq9nUehwjBPD3WjjZI6v7FhI9nxT71+MA40XXTlvpVMZtJ/rP9PlGfrEev3OdhUCISaZL5ECI/E/JIpXuXiWAV2kuVOaSjetw9Jyf1YvoIQHb8ZyQFdJVz6B2LQ8cV2+uxybeSnt2piFDcOZSLq2eF+TdXo8tKuevoyqkJEQffU7mLCm9tB6/2plYjKVLJNmKm3iL8UN39pxXT3RkK1YizXfKZo0O3sS/hSv6/VWPDWcAAhyvSp6ErxlX9u+oJ+vxtZtMExYLMFxLJ+g92rvPhJfrsVLKa2nqSMsZ12mMUy4rOt93xYZ6HKUirvVsXuuItbtYTUp19uTb6ukHAZau2UHyqAIhW23hwWm3+xF0nYRh6Ea75VlYiXTJj9MX1GOjS/AVppnYZN5JHZ7OHjHjq3rsDsoCo9rxDw4xov+2wtsfurAeP2nNibAZhq4bQQfLWP4g+fEQTZ5QPaP7i99pXsdjaB25/vHz69Eq20pc21sXzbTrCXrl4cC7gbYG7Ikw2WCcxCx/1eVnpLusCM5twEpNlBlBIIkIxSb0qSyOFPRtwFrbzg4KgURlplXJoXjX5IeLPmzAepHzKJGuv4QiENpXj5S7HW1ANaWG2Nw/6G757r+tuLb3sw3YrXiCpwQlg5fNAqxCumDKmJwGbEQgluS4cFYg4GZhHbXYw2OmNmCbv9RCZEQujphnNirPajj3hwZUyiIZL1YkkAPx8DRTRuRfmGlAo39CkuyOabZRsS1EpufACefS3WLA/97M3+UnWP+YFQ6fPLG2gZyOlzLDVj1nNGVFsJSJ3SsnCw045KUMXU87rhEOZbAeuyVvSjGNhHGpTEvS0W2RUO9PnIjsv2E3xYQT1YzWShLXP+28BPvyjt/S0IC9nJ0ipUXi3E75G6wH+0666/IG7HQzupcmkJFELkTNfSg8YhZN55BvFh3CAxs2CW3Gehc+fVUDlmb0qMCpITeYEwiSyjK67pqTasAOzkkn/WkyNxwiQbpTXCsVNWKnY2taK99q5JSmYxiMivG3Ze9sRIXmdBxIpEW7NeZpuIcVXPFa54WNyIii6GvSM0s0mML4Sd27f9bIiAG4APMorj5xfovGTsMG/9mIDZxHJeVx9VGulBHBHMxeMmJWIw7qomd4XIRwL5OFJYzv89GonxqxxNUzshd0DMfpK+IviuCIsVMa8RehhqhkqSE+GOBpOvsDIy66txH7/WOC8BTBX/+hwEaLZo6b1og/bfrl6OnmtnjGIjCt6vGfCYMbUWUyZlBBNNl+c05mfW/vdnX/RtZXMhwjvbu2KZ4mRH0IBwf+eNOMRmwKJROpLNWTaV4ZaimvbN7NT1FMJN//eQJZBM6gZ2tjr5j6SSMo55YTi0Wbkom0v+p8vKzlto5GHOdd3gMRDExeongfD655iAa4w1/CEZjAS/5prKVoK7jgiRsbqY50rT1mGGR3aCSTWM+b7nrhyUbWM+JmbLOuiSXjqQTh996sZv7dJuwVfWJUyDL6Z4mWw+7Vnf+4CT9ZupFLfseTI4RN69CYVyrOb8K//sYC5398RMxOBsEYfpcytwlp3ipszso4luERz/+FfdLovEeayHbyvnIkdywH8khA1WevLPiqCTskUfJ/+atEYYKoitCR0rOacFQgVLKc6tj5bsspKuSmzr91iTehifMjm9QcN0LQey/rfWmf7jc3sd6khRyjtSNhuiRYX8Lh7l37D23CAd/k+rtpnH/c4Ec4Pcr7v9aEH4kaZCZDclwWpOl05K0dVNxEDOioiB2pr2mI8lX4COhzwaiqJvwSiqc0L2aST9MtbMEBoWP8Ahq3YTQcTnckdUMN5FOoUmXdJ+Y1oZxXi11Ls0yDdCVV7L6swpsKm7DP/+6QHKBkCmKMFJ7ZpfPNQhMW5LpF0cJQngIukaKK5Up/mPZbE7Z5Htmf/88CRxFszJ55e2UTtguUeMZb9PC2VrzI5NHqXd2amGySaMloTPY3Q2k6TnHxjHX0SkI6Er3W6VNmHk+yJTj0zpnNTeggvyCn0qlERhOy6e6TwfPuo+ycDBLGGhmPc3WyILejceyD9z3WhPp0qZvsLPvL1JAoadV5M55ymlDtqwISqxI5GEY8Xx7p+p/pVD6ef07THyNhDT3bKLv82QuasNHzj8WSzPTP21EE27KeFD9sJrHgL/TaEB1/I+cXFhx0vTqwGZslztVIxmnUsBZ57qaiGblLm9Ek+h+6mibOLMgvZErXpX0/b8ZxSqLkP9nzNxN/wp7g4r6rm7HT30siOWO7fubX45D61lkXN+Nv//ig5R8ndhWNxNnx0sfH9GrGvzBszTBNXfYXR5ejscC+eGszqlJiiDc8WRIkmtbvSJdVjr+jGSck/7i9oZlMIFhfj5pInyunNmO9xJn+EV4u7DfgZ3D7jJ28sxnNqizSb/D+R5tYg3J11ZRuzVQnZADPCHuXDP98HOo2745XmrGbUcsw3zD7S21vwxj84j33N8MQOV1IavEWy0xyeIjljn9qRu9mFkqERFcX2urMWEuY6jtauPOxfc2kT+J6XiijOabDteJtpvTTH3ObmUKCuTGUilt2tWbjDXbWBT8/3rsZSTJRyUzsdFt7U6qdOq26ZP8TE5tRTV4743JaKkUajZKWyN73zLvN2CIrjus6uRJcK0BW3O7/2ewbmtHK+5hp8QZ4krdbcVzd+Pxiijd3ZvHpzOkq3q/vLoPnLmxmXJZnJ9JWJqUZJO+XIl0qMLMFleTnIvKZQxsEvU/j2ICH+ZEt2E3MJVMFEcyeWRZ3hn/MP9JCRpuFXd1ypFRTiqdia8gaFx7bgnWWrdg5zDZch7h+G47JU7O3ttAPpIn877AtlzjtC8b16pT/UwtqXcWE67TZvC3YFMFM4fBOa1qIjqiTbHbmpC7IBu0veK9oYgv22ZLnHxrlRX9N6U3Ghu8snd/CWF4un9SaLdNMaA7W4mDg9S4bW7BdMyWdpk9GJiBTF1fllAy4rAXHSNcxW/c1Hj3/G7TkXzgwpwXfGJqeVIOa5Zq2vzFc03P9QJrOITgE3oZlaHV09zqkC72h9S04LIuqRM7Itv1zOUvg9eh0+R00biqxeEsi3aGlyaSuZ6X9OyZNoXETURiEp2RRXYVyWSFPu3pSC/YQyKj+TiLnb6H8xiK9frlpfQt2hYRUMquDdNjwLJdsUGWX0C0/UnaoOThbcywqDI54J5OfPS27xT9kyyTyH5pIHpb4sjLU+7Zr6W7ibM7l/NSTbluB5rzbZrTTuJ1YJsssCHh6Fgxcg7qLv3m0tgV1juB/U8dzLrEYCb/9kdtmf9VCeMIEf/+FLAkT8RPjun84m3KZVHlmU7QsZmk8NWBl5MX831pxEK5/khGCFKSWWozTpV8XT2rFUZnMkaYoruHvv/2J9uxLu05tpVxqp+rjpKphR1Rq7n2BKwdd0eovOPgHBeWcbIVm8DcOSrlnDaVnC/53qopKiEdieCO0Tsnhq1pRfqay/b8awslopJTEQbPGXN/KxIKEpBKUuEIb8/dJ6jpVjt3TipOcJKoa0zMtoPTvQFPko4vObsUux1PO7Ea6fun/TpK/69UftaJO8sxUKmHqHAWc7k7n3XE73b3fD9SZuBK+U6jaCxJ3++MmT92cjhRIJiOX2R2tV377ON3dmozmhimCxA2k5J+F1zv78USrf1qBc7S2U/G0QUJiA6oC5zzRtRVVQVkJBPy9Hb9vieqk+U/8SqHyVS3zX+f/bwcaw5OFDW04LUTCBG3ZquyvO/wJvWSYmN2GtbqYJylmmOAwJhCNxno93elQG2KCSgBkWv7eq0qh6jXirbIr2uAEFIVjyfZ0MkW2bhOqA0d7pNtQHQqQKvNXt0R65VOwR1v972yDTiqReQYj8KSK3YRk/vNDr2rDPw7vr8YKHk8yGe/idFnF2UPbsFHTpQDLkpUzYDoR2uR+Y062QaMm4fy/GYXiyJN6bOk04fJRbThGdoeCSGXiF/J2eIVrLj/Whh2kqkTTIwXEdJ4ceLjne1dtasNR345QhdvEHBp2oi10620L28ik+vvQfjz8tet/cUh4/L432qhOQOAFiZQVqfUP0dFr0KxAGzp8TmSSf3aNqPBl6IPCc4rbkLb9zS3mn62mZ29GfdbHz3W04V+Oc2mCbkjwX/0dDuUcZze2k9Nl/vIT0Zy/y/896opK2LPtqHX8489EjIL/DcVunJbvj6TbsY9cHfMhzKGn4zc4Xbicv9sRJ7tO5Gq5uktl+Am0fss7q+3QBP8TEd+ncGeYO10wvfukdmyxbJ0o2iRcIvR5DdVl+b3+244qnuDSnzqxtImHUTn0upEPteMwVH+C/pIXvXId4zvdf9HuduxyM4bhBNw2cnsB8r15pdXj+rX7u1i+SCRF6J/H+gR2v4pLVrYTA5qe7VimbSuyTboqWvTZBLo7yjfVClYq1qFZVhQrWF5f+4rX2lFNPZ9OZmxfF5iYw7LH3D7p/HaWLbu8aaQMR7fiSWruauX+a2vpbkVwBYeklr+CQM6qV//TU+a1Yz/ojQDBbiQcpAi2Z3WdSuPex5jtf8nor5cw6p2K4E0PvdyOg8xfKrY53uE6MngGHUOqnjzWjg6Dqkz0t8KcRIZy2ZClzX68HfWC57lRZsZ5BRY+YPJZz809q51JakjLkIbnSLQ6WM3CPSpEOYoTsm6RVbPDnRzV5zSrsEV5OkoplWXuzHFzZogESlXhNZGcKKG9jw6irIZCgu/+0wX7i7dEsVpvttMJqliPF7PwIes04kCXl6L+iXpd0NuTqbSWYvgFbfm/97wsijb/013BX9LmXJ/q8i/o1vPGKMuTJddzWpuTRjyuoRzpSFPv16I0eX8H8My2EhXyC6zkgnt774jCVYlzHD15OpohmNnGwqUf9Xs0ipMk9v0PoOoTyTPnIdBzRf+Ho/jDCqm6Hoj1zc6Ghj+ZUPb5wENRnMIZM+LaRF8OibNE4Q9DVkRRx2vMTNskUW3bozRUqvFhi2jynBKQuAAVsWCGfNmSa57dhULlH/mXXMHf0PAI7dtyx499O4o9xC1WGydkVLIweJ3dNbX8/Nei7NbsoHV4R2tL2q7XUqQ1pQEfjttDoeJ0i/hfkYQQqZlPSfK7l+RF0eE5BpeIBZty+IyAPahRHr4yi8Yt8IognsklDf89NHT64Mq9UTQIkiTKviHxLcF8Fhj97tVPRBl1qYO4bTppK5mgFDdHRl+j0t1grs1JMVsr7vBXiY6WPnlrpyi5ozPWy/9NYV/OivrNvL1PFDZJZMf1jR4hJwm//GFn30mXdVWDf9ipJtNBz95PI9v78O1RHBH8r5YURQmpJOJ/QEenmx7+OordervVkUob7f7n3iTSxdIpj31MEbT9iXgkyX2h/TtqIx88TUk7Tt0qMP+vIAoEPKxhOd2OP0Np2Gu35cQzGpdRNcnAZlbUt2L29Cj2CxLpYCacWS6n7GTypTnLoqjKUrmwz/3+ySaqqnql+NnTUUJkiQwt4YHg77i8wsR+x+aFo0ykWYsKNSuELJ8YUdxH/CaGY6SqNINM+pntmZ1oCV9e3BTDAU9k8WS1qhmS1kDFVl96uN/uGDWgnklxRIKCnC9TVVndpQHvx5AgpS0w16HwUUnvp5H8d0h9DPvpX9rTRkg5s5n4X5zoP3vomBiO+9LkzHkVH9pWoz3y9VgnhnZZ9Bx/s93fOSMCyeq85aJnYiSJZI7YxbZcsiAkKuOl+y77JIY4R+4i6K/5GYJEmq2gV//xs2LY5HGWEskO+qtWLqHPCen8yVfFcML2FP9zIYPkE92NhvCRayfF0OAv45PjEd0I0f8+ZMKpGy+J4ZBI2MPJubJvvEmZusWlN26P4Qjv+gvuHif79bMTrcHyW+6OYafpeUkvwKBIYQErGd9t3vRIjMJvtGipUIBnskUumvU5p/Odb8WA7Ow2t7LHCTsZJYjazsSyYXetjKE8qIqKSImz/RMn+1ErvzejP73S8v8SDQqK4Kf4ExYafdZMOcZC/sKOTYqXrJqEtSy369czR8TQRlcllvLpxNXxPisZPPeBT2MwZMvzKY0UAPORrTF74iM/x1AXYk4m5vp/WRoF/Rekilc99nIMKfg7CjYpaipE7EWTajzxWwx7TVLNiiabvMWb1Dvh3rue7Bpj4YCT0hO64xIAp6kGvcLQnKoYKjj+zGasw/zMv8qUoQ+9sC3G/A8nVXJwokj2FTPY8FvXzBsfY8PO7CgYOHPKltxoLGc292oHftIaCGCKyswcXxksY4X9HpIzHVhmtnh2kuDY5WcW0yvbgg2hWR04jTNfKfu7E6QZ3mEDR19f+EkHC4Qky9FO/x9P3wFmV1W1vU6//U7vfTKZyUx6TyAJkEaChNBDr6GFgESQDhbsn2LDzwIK+CPqhwUVsCEC0hXpSAvpydRbTy/7f9eZ7//D8yThzsm5u6zyvmuvtXZpf9EKAvEUfMPFXeMF8ZQXBT4QC3gNROBZsS/5155PFMQ+JQ0lw09UAxP4J9V23NVfKoh/Ygcizw0833UwSzIaPzvj8gJP1zn44bjp6iN1Bqhh66qao+4vkMwl+2HgRqrrpeAy8ouGj3m5QHmjqoIBT5aLXtmBl1K6G9cHBWFzDXusEBzDfhVOeHRDkt/N1eZhGOkRsM+Lws23X/S5gnhRLgWKnySuxbPhvPbmZl65pSD2YBPDgNOXotCF2E+l/n3VAkyHXM4WhlPi6bxNWs3Hu/YXxDsAM1ipUHZUaOwfxFjDe59+pCD2+nDFEYgK4EkgrhPFxT+6cbQgikLlzAzOQsE2vEjZ5s/f0YCRcO84jg1PKT6LfbY9uuODgnA0CvzihHhl95RXFd8Re7qfvrNSEB8Hnj1Zqk6KouOAF9PgrBG5ryjejoLAnypXnbKwOJkvmHGVdjU+VhsFQARXs8El/V1Ua+/WzyiKKpfScnICgWSAHR1o7ElgeLujRKskp91MVJiSYDWTnb9MG0Xxd2grgzNgHICRV0hpXpt+qCjeA+T1mYDElRZX0cxTNtS2F2kmqRDXd96pHAZ3BzXc3fDjuiG8Ow4mqXKcMIav9FqGG+uL4rBqqlo44Vu+UtLE62I08a3us4rifVUzVK5FZv7OUdC82l9TBMoVuj1ajNxX9XkJSJVU+5eBY/ES5kxSjIcdHwNsbBkd+V5RvALjEkiuCkYLyPRdGli+b8WnitQVqVVvqvhxqaqmquJnpPU2rVeKIqhNG6ZuRwYkiFGBM/DRhleLwiFuwsXAgjngm7CiG4/HV74HF0rw2XxYRYzJGvo29RfFv6MANF8Elkdg8M+IQqa49bEinC4/HcW5a2wH99eWt/62KPYSk3MpkvkteLeVeuw0TH5PKJMG8mbDmtjiImpe9fBp3ylScwh1sO1qOfLKPizbHvWTZ5yIp7GckEk5TJE9BcgfNS6+6JmiOJSUwjRAdiBxYtIXhDPzrJ2vYDpcPAgx1lJ+sQr5tjMX7fo2lioIbdsWvq9WDjjiMbG/7mE5VRL7VaZioPo5EDhA/v0tjfJl+DhG/JxbzaXvT4igZb58oCQszTYPu2WOblV0Vu6mWzJ/h8NPJJS40MlUNEm8gy3/dv76ktjDehmn8PKZ38vCrVnT7fO7tfhzP665fkbsTVoz3i4B23MPRGCLkO3S1+nUU7pn/qlEpyZI7D/wdqEwWTEsIP1Scvvwb0riA+C7SAulI9nJlj0AIrkVX1i1sEQpihIaeKghyY4m/ij25HcdRyWIPZi7wl/A+/wa6S0PbVxTEu9YelIR8UktWMbvhd2UOWlDCSsmjXkVJx+VPKjjs9Q945STMEBLF4FvTYEjlGDj/kN9rQ+eki3hL5BN1ns9ZSgwvUrL8Cnvl0RZZ7k2i5MJDAhiH+YvOOVQSbwbxa2ofAEHrYqfi2L99rM/WQI7ArUMU15Zk+UQsCVq+v65SzHLAGAmYagK1xOJTSRt2X+hXOI1lThPKQyqkSXeF4XEly/aURLvBzYTd4ZspiReplTTvO02did0q5jHRMkLgLe/IwqdN12RKYl9juKZk4Wib0/CFLxLNS2Ld+iYjjzNLLlbUwiJNTMfXdPGmwZf7quBEWc7P0i1w0N37CxRrQq8GlbHLTeCM31ETLSM6feWxYSiGYmEmpLDyGP7LTdeZnyhDBzn+3aQVUWZwBhfJKDK5Jtl8aoOxa7m4Ou4JO4dMaY35v9ehpIQV7QqZAnozzepZfnPa6QyZTNhhcwKHIwN+Pi+MNOHGj5TFu+TFCg6WBBmr4gXRCXX1HRxWYwJ4bqh78kRdxr6AeUWNbZsKlPOt31ZlcHbdWzaU6S0Pd9xfhnqKocVC3wpcq2EeIRa5/988N9lajUqsuNHTujYBwOsicivmJsqY83wJDgMN1GTxF1iYvCWBb8ri4NVZ9S2Irlgw/8DKU0aP178bBl0QuE+eHKcSc670/71pf/Gx6IyKcO92gZQg9guisctWPGbspgUcXIZF5eJUfg0K1tdtxaWX2Eezz6GAw5/o9rueza0ldnm2GOVyEsluPzvabE/dcrG5/DukFyJs/wirrm+X1T6/2dToSwOR3FDPu5+gsG8Qunanec1l8WRgGIOI0/A0Yr3hJcdOO+pstitUdkpW44dMIb6SBxRey7YhI9FEIddubqVQXy6ff4FFtgWLJhfKbqWpENJ7qP8SMv2y8uUz0qTnjRhu7Cbrvgh9Rx17o61ZeoJNFDgSc2jatUUD1Dv3F/u+G2ZepWA83e5ngL24ClxKHfvzr9gdwTF/0lxLujPhNv+5LW7y8LlamOZgxmMDZ4STv0b132rLEaT1UQqqpR9sM8cdj4xs/HGpWVhgi75oQMQloVUvSvG1JcIQO5dyyxWSpYVKZVij7hPTLb/ST6+Iib5zFDhEG2I356n/t5a+bGK8NpzgWMf1rF+mP37pNScl+2viL0SO2HwI15dPqIe+l1+XgUUNlQ5eUKKQ2qPU0P3W7XfqJAhudaEazpFo87tEb+BDM5pWlWBMPkUqE7k+y6M0sPUv6Cx9VsV6k/rEtkQ28CxPEAeK7um4/sVWGRDCqquic3ANvyOeofWdbxUAU+DnKicE8dC9CopDYVOPO0ok5WCV3BCKdUyH+bxQO0Xe4cr4iMsnCdgTkwPW/i0qNT+ttepYFVYmTCTuB3XLwAqTx1+ssJlZTLQXamABTPF22JUP3327yvgDeBFCgciVFeIb9C8lV+be1qF5klyoBbst+1xIQqQKiu1Y8n8CqBypKuSBs8tTAJsqTR/sCxZESXXj4Ewh0pC8Tpptb9ZVq2IokKRbKueWQrdQNwp/EX2imfx8VQpUmoyVldSpAI4mELi/ON6K6LAJ/Bxb0POdb6PlJlPH/eVCq8E2zb2LvCm38fuvLn+exWqD7nVA5NGdg9/pv6htzacV6G0Lkd2qARwxaEB++3mdpz4hQqURBFcVufJtumKX4mplszWmyAnritNHjb9QtRfK4MoFo2Tz/gej1sWynQFucSMcSx/zrYf4SUxUopblEJ8nobuPH6JXIEX5tbSQrUn+Qjqb8Kt/XD7vyqiHLq65DswD9KekjhTiM0/uXIdMxfPhiRQygFvFm8IO/2rne9j8ionNLNT58jZE8Jv+8q1d0Ag4FY8RSqZISYFXJVtPvGGqyrC1eTEBI2PhiUrOoKdn8r8Sb2rKqY4cgnuyiGXEMTd7rpJO64KsCClavVkQlOCMA1B7pz5w9xPq9SpwN0oKV02IlCy98WUsbOmBi9RWOAj1gYM8DUhant73qyKQKN4eDHrEe9QZ+va3h9VYfaFxylxsFVeKD4gI/f33o+qYpwRpW8GklqTkMSjVNP24YwzqlSTEK51ACtZmbJ88Q9I7J4FfVWxm2OL7I65TxW2oWBcsmCsKgpJyXHhLEMfSi/+SFLzayuerZKkAd3ImrCrAeTkXyQ3vb3mGXwc8mki+B/2LQTQLtT9etODVZaqZAgPBYwIw/EfEIS7PjGKNeFkOwokW3Ngql/CCk5szWHy8nTxoYiDGbuFaXy4DdPZzSPj8kgopgc2mmy75NyrqpQEYHWOFAMv0wBE/TiNDDx8fmOVRlK+p6ncLIZr3x6hpQvWnZ+tkp7C3jiOF+6XgfB+LZymE8/HpjkQKKieIhjxg6cVa/5z4ftVUdSNeolDzHFX4n+LYuobl38JH7PFjACnubIQ8Laj+6Frf1GlrC8VJW4HIwdgFX8nrWPdrvEqEJubcqRCkQsiWIuj/G9vuqAq3sNswmC6C2vEkYWZp995X5Xyulz1TNv13bDiQ6UWzG+nhEkDnuRVR8uuA/VUYfBmzDxPzZmCW6G70dTkeFXWq/Dco7m2zEcmEHUY0fTxjuoz1qy/pfNkkwz2Wn65ao865QIsxMzu0Z69pjis+Sm3ItdALCwh/inM/O29N5iiogWKHCrkqp7ss0/LPDmwxgTWdH2FGyz7GoTlI6qpPW8mnj4shx5Bw6fKZT8rHhWVdmnmk3gJxbVOTJnhe75MJ56ZGRw1abMue/bo/kN2WAvP/QYpdT+c8ztTvONJoQVdjbgjhfg1Gd2Xr3zdJLm14lnFolkaq7i+uEdMdqxdY5liMuLeKjR9iAkzU0rev/E/pijFIsIBF5gamN7Oua0bXZPyIQuyW63iFT78zoL+DzddZYpDcT14yEuF73ybejueO/l6E4gDBiYCMpPBM+E93eRpZ/zMFHsj+D9OBnJc04PVjOoePPsNU9h4LNI5fAm3IZ6kVOu6C+eb4knHBu4hO5NVUxnwBrvp1gt/jKcVLqWEUY4wGGjaZOKmCzHucS59E3APgQ+s+QQ1D9x97YUmNVpYcLcSqnoGoPI9SuS2XivwEplJNP8D3/PEx1RXd+D6r5iimpZTAEspqZ5R8kvgDb+UOyxhcvKlD+WLVWu/KKp/yt1kiUmgrzCWQxc/fZEa2n9S22lRgyOnMQjsg+YTzONU8oqW5ZaYkuSIT/zwI+Kz0XBge9cVFrMDTuTHLy51eo36O87t6bSEnVfllJSQA1mHMd0rRObYeW9ZYp8ckaoqTlz1AOtTqL19/ncwEs5D56gr59XDFy9aumzJIYsGgcCq43CmElfHPi685rlr5gBkwotw/Mi2qjBRH1FDXW5d3hIVfxrjcX2CBGTa23f4tHGL8kroVH2LAs5RFH+g9pmfPXPMoqxRlVWHuC8mNu1hGpx/3jkdFrWBdZheEBiBsAOMu6z+6MJfW/jDIF2TNUUHlcQ2qLklVw9CXaKqqIJLVUK7yCmi7qyLd95giY/dUFeBMymQIYOviVLq8DWNmGVi0gaYhpEuWSVxgLLpuddiqaYCnfPfFDVmwC9Qa+c3rzvGolY58qtKGCiVqOqJN+mYoV9cv9oSTpSQXNs9UHZKQUk8Rl0zS9fvt6hDlSTPhBIqpUI9nICamXP9pAUatL9MXouclZlz/x+irlk3PGWJ3a3gvgmfY72CQzadjT03bbHge6tTERdMaRg5VjDRcdlN37dIlmHvAuZeflVgqYYXvHfLfywahjVyzUnHA20Igasq2WNv+wy2AdQlCn2FESioCCkZ5/a9vIKKTumAcrbiRBj3vPmfoZdtap9whMR6DIThi49BFV/J7bLFx9AQ6IEtNG4m9aQIO7qa/2GLCreJS8hpScF7ABNnLLq59SabZuiB5PlWdSJIBxELcsvOrs22qErkwzqmCrauR+wYa08buNoGsVG5+5I8Hel+gpLtf130kh2bAImzG2Js/lMhhluXPmhzbzz+/9jW++IIdOm3Kw5zjRT5tu3wqWZMxd36/FFfsIULt8g2nSNhBMhvJfdsOo9Hwskx2GXOlcfC9g82bvZtqpFN0pxwEjbZVMVNwlx279a1mCWQs6OkVBG3RvknNTc3bf3QpuYwshyjXPVlqxJA54eaEyf/3oZTUTXfcquOH+SyEE0tf8821xYfBZw/zaCIUyXuFXbf5y8t2QJEhImuHpMv0KCmmZdesQYjAVj1vOqkUvBAPj4SVWP7Vasw7ghCVTT5kFuKQ9ep716PhT0SRZz9jn3TDUkcFgX5jzdt4JGEjHkDOwwtB+NONXyYWe+II1m/zqvgBXImo4iDdO7s1dl/OgKYwk7B/DiRlVCgDWp2Ip9yxAE+puRmBTrn5HxMubqeuikYXc55Jy4GUEFsfkbLj7uxecShZZILnhxWnCqfXz4r/Ia7WsYZTvABKzdwALISh6k5f28nBK0kJAO4GWSUn36YEkMv9j7rEBQBs3cdZ3K0You/ktz21Zl4NwYRcdOSyC2WCqCd+fbCvG874uWIA0rczM8wDNAgP3Vk3q/wlRCSgFMQCN4K487mjIWDDqCF71rcIiEKwiSwT2dz7eIxR/wHS+q6TkSarqkYoJIsLGtzxCSHd8JY1qCXf6PZw6etudGh2Snf8qYOVyzPx7vfJL3u2HXPOUQpgARyigUT3B7+cnD4yvW2Q4M1hudyXepkogQWTbO6tn2i6JA2fQ7IpdgQzT3CMwZOMRzhAe5GDssmR9oepUx/z2m6Q2lupcxteUhWU2KcEpnl585wACr57IVToKbg2t+idN2zF1zliEMAzn7oWkJL4DX7iJJPbr/Z4WBFCHLpBoETuCDjVaV6dSs+FnFzLPYA+PVzap4jXXeVQ3W+KbjzpBLH7P5MS+ce2XXEoSbbt9hET4/8RSHqTrn+ZUeEcaQ4bhwJq/kXyrd8+7ZfOZRP1kuO7eM9h+BGX6Vs/Vdvw5pkVS0IZJebT2F52fQGdK0LYZOMQI33WeFQU5DZLeVcEcTNtSU3jLsQjQpbPUvOuGJKg0OM6/X5woN91NO6TP8AHwtD1vEvOFbgg0VHzc8Zq92Y1XH8jtM+NTEBjrI0McMVE1Lc+CbgyhEClFN7XktsdaGXulpuS0lKJKtslBp7dyQPuNQY+lO2LOmJBEFJXgK0eCz7pku678hmEEK0PGkSvMFPn5L/jgvsrWhKCAdrwFFBqozsaNON+Lg+yUsnU7zeB4Wj39Z8tisOc8ID1i9iuie+S2r3nOa3XFKlkvCOTGbLndmULF6hee2Xdp/pcu2UrkhpJbC4o8K/hF3zo/7Pu2ISMwwCQCIvAob4G7X31w995FIiVcUYQwkUg0JIbKbxpuHTXcpEFqAGpmjAacLP9/VfNfd5l/qyPgHhaha5sFn/Q9nB3y/8potNY6wFWMQHYmKUuhseWX4N1lv1JVcUC0FQtIocpq27amUWK6hIrH18HilxlKiu+dajB12qSwSKNVUybUl3Pey8nLjulLXYeWb9Hrwad54CHszUbT/jDbxbEpWqBXmNKNAALQZbi9tXYzqalTE9KeB+eMRpEh0fXX6TK0pgv5xRGcT5jGOQ7/yVe1xRwEORWdUVQGRffIuG1qzd+S2XhgRARTD2nym35Niwg531f7kGEznI9/HEfVJDT+JxGVd/8hGXuIIlThLhBpviQ5rT2Xud4ZKRFmrRV+GJfaUKGnTaqv+6/gOXFrS4dqE0WnQs21bgBHI1Z+jHe5QLK7CCcWgP/ngMzusHiT2eqHD+eBCbGXzDxyJMrs38yONaDSb0QaLC+QJ/J2pZWXuPFweh01AoI+n6HiQ21d/W8KJHKdZJEV9rILGZ6e/5qOkij+ptW9X4lMjG4sKezF1UbX3Do7mB7vu2NOUXZRVUWwjtK+0tHueW62GsCdyA6F4RDr7QN+YJFxyKzySBWpINseH43NArGHdsA9Q4LU4R+zHLm2dd7ZEKLFOThPh4XEa1Wzips4ef80RR+FI1LsViXvcSrZzz0NwfejSiRZI57hYjJcXpYkT5xnnPY5acD8j9yPjleLqpnRb+2CNDN4rYddcrGeO+mBCRdtPyOz1oMUCRJgkXFCuAps1sbl9zH8YNAG/Liq+w5Ip3KVc/ccwjHmUCu1xUxstenWmowN+m/sExL3gcUBPTB9QBQM5zNDBw7trFHjWC5VpM/QumqkO5g6Sz7qceOxdS9YTCnUAUrqGp2b/xMi8O+PBNF1m21uIdWPulm6r4OISTt8wowV3yYajz9d848acenEAEamnak7ZZDiGDDXXpkz/0xEGPY14cHgU9Bm+w8+ecfMgTluxxxhAXe4Psv0StPdee9T0Pym1SEJrlCFTKEQVSjB+ec6YHsMAwke2Bj68sCluKzsGmFdnshOw22EA+R2cv+9q54x4tUejNqYoJj8ZUf49w9W+efzc/DWCRVSWfY1zY4mXdT20veZx94dgBLAzVpDTMctPwtstOB9iVwgCA2gttGbClSM25713BXwnNKVeO2KHlBh6U28jbVxU87quqw74FqhAWZzJ6zfXXrPOEJ8fZGizJxBywppluuMajLPZE+J7vMBnHLGXjuht+g02DvVQlvieHDyr/RnLLW58+c3q9WSoZWEniEGVyZ936ZUgsIB/UKphyu6MCkOnwYPI22aN21VaF61pYx8CBcvd3zLtT8qhJV6qlSlTmaldFPEvr5tyv6j41ci6AmHi9MmWV+SAnrKlP/ZJvLeKidfA3vgNLnEfSsZemc4Ah7EIixc8TG+r9lEq/WfNZXxwGaZd5G4iPv0tAowvqd/iipMR4F1wvCGVMZ+7Ioqav+zTX1WyzCmunQ93EPVQ/75Lmz2FbtTiDIzRlN+Lj2KGh+S3H+TQUOR6JslN2uAktwNnRD7V93qflKTVwzXcKh4LBhAF/WVend13lYxuMihUCZ1I5MLGw6dT/6S344A2cQ8Q66E96QI/tXcGcxT7VJDXNsgum5UEH4Ua7a+bOeYGPVjXeAbaZMEO7qbuxb8HzPiVhMsz3zUSx6nqOeJ7ybZ9f8JQP9i8kT4abCmxgieeJmr68KIOX6EJTsVy6rKUjgLN03RdX/MenNJYoLFlhVB09JOMrk6lfrTgEWfehP5JbSphKmm1RqLx31CO+qMbSHcVBBC7wD2d+b/PDPjeGgtkVEagqdnM3Seniid/yuWmJpNUk4xpRTsMPW+884wWfgxDcXCUOlPAx2/LBb5z1WZ/qNS0yRsv7ylNBZIonaf7s98/Z6VOvUUoFh474tgUHxEmG2ccvwSwpbooCw0Rs8/ZTPnfKjm/7lEiE5T1HHMOozeQaxD7hG6fehp33OFOHwQbDalGCuTheeggOSucTgSiO2UjQhq6u59RdAXUlheeMFaFvsHrwUoubv5L/cQA2GqqRXyarOm7Vg5BlBx6oXxGIsTRcoBJAum23BOuj5R9tagajDquO5+ddJSNTVYxRa9PylmrAzdqha0oQgcL40J1kanLGzgB7KcFAU+hoiYgRdU2NOvO7gdgTL2sQ55qwoe7p3DCrPuCsjxBeV/Ft33f5jLHl+ZGfBNTEfUHVlDsNfqfAgh+Zw24Y7t8HOPX8lBxwpsDQ6XPx4WDZl2BMSjbcgC9+T/0z1y6UAqpLpyR9d7pSdtSSBd4wf/6rC88JaD7IIdRQNkMykuJmmrPx4UVrAprDaUe+Z8PL+j6Q6cLZk4vfCqhHMj03iOuAfSGqVGMcWnpHICxfii/C41SJEErSmP/iss/xmkg+PAssDWO2G8hYMLTm9wEodTKqunaZcppjwe8MNH5q3VQATyILl+NejK7EuBDGPetXcsk/Z8hMR8jgG0RYl9k8hJfwESh8WlQZrwEqoK7c+hNzAWkyN8LBIAKJy9aorf/uLX8IqJXz5KH1MQ6B7szp/fRJGwNqgQGAr0wrCiYLgVjRO3rSMxw0gaC2ACVyoiwwm5Z65rSTAzHFwU7L1yRWRBi8TPapM38ViA/55CmRlTnGLsAyOuoazsa4J8DEXVYG0yOO4clDsy85KYj76XCKCN/6xt61s+Wp7YPYeT8Bosy3Lkoh77yRb7vszoAMX+jJCERB5bsKDlMmde2OS+CrA0DvKJINrxg6EIiB+id3AsDJWD6PA8acugbg19h0pvFYSHmOCsR1LS5WEpuWfjexBdQDyDFwQGoC1SuCMXYPnVNzbUhdCd8luVQ8UlWDCnhBqM6v/XoonBhoS5wfDRL2ESVrNtb7IeSbM4yx73x6yCHJ5gdbBkNqlOEg3MO+1cAZrwdpw+BjrbfAAVVZcpq46zHbb6rNDLZ9n4tofO5KCy7KgjJB8xrP7ro5bovlh3DpfIzA7r+/ubHnSyH1E7yZxiKRArnuIfUCpa8+FFXT1aKKXHascaeKWZJy1sif4qBofNoyzdX+TZRZNhvi4U/u7WrgWgDJ/zANiTUyTy6E9eOzdsv3FU1wU8l/00B7ZdGLIQ0Y0NOAu4vxKpapIz+26iAGqHEyJGPLqsMbnk2+fcz3QjExbQVlX8MCYefnr7x0U38ITYPV8QpjY4436QKZGr2pLd8JSYsbx/Lo5Hjyw01/3PZxCORpFk3L4TZJRggm0NX93gX3h9QhEpqNbXMd7lL+GmlN/oVv4SUqC31IXhhaDQAGaWPb9r0QBjHdF4WXEGiGSP3M5b+Igwr8S1djmPgk1XRPXXF8SDVRfFiVIG7OABk8e94rV94cUiZMOnAbnDPuBnhJS+7NW/+KyScSOulhoEJ2I/EPmj1y7B0PhDQEB4gvrIpUuk6CnFDmRdoWxU2xIdoU74N4gdL1P1G/HfHkw+kTca7+3ksruitaIyM1djFcIckxji9TzeohfRevU+zmY6hN0LTehl/XHYwo4xshUD1b1NADb2hvPL3Oj6hdSchSwclXAJHLQLUhOY3tHP8S08UNcB4BfFpt/qSOiyLSJYlJNB8S4u0Fqks903lLxKc9cXL/9BiP0JYZ6a5HIsoBZlqFkuxiWTxhU1v++hlPRmyrJI7Y8CVOkbibkiPy4J0RJYEJGMJyC48QSiLXLh3uiWk5F7MpcQs1+IbLZv9h5CcR1extxHysijmlpVXxAdU27Vj6GViYyAlK404GwguQY1FDOrX0c5z/FPpBtVIGjuysgyk4a27bsT/AuHkJYZiEI1tVPK3pncdO8HQ4Ps2t3Dln4S+0YsHnjoWJH1AMS6la5aoXORXxBulNZ218A2sSt9Phlkx8AHWQ0tm240+NKA2PwLc3cb49QWJbck9uORNPy/FtqIocc3SQP+mFM/4a0f/7JeIQ5FvU0V7e/mFEHZLi8MVxXPMhgVznmk6//HwsLHgHQxzYKui8Sd35R66+J8YC4PgAproGZDpGTfkZNw1i57ktAR968D0BEIhZdf99x90YoCCzFKpVxksh5Hvl4qx0pqDFiuTZhQN0JAhVHxLb3PJfxnOCmqM4Y9YzWawgFJpSSAzwOsW9CrgsDJp2mOqyT2VgdOoYeYZA/JILDlilTLJUc6LgyQPDY/oRVxl/SMfM+GrdPwU11Baq/BnTS0U8QyevmFfnClqmCmd8d6lsBgrW8t80p+v0xs/g6bSR8yWncMjZG2pYwQUNPU1vcxluXCgW+hGbm0OkpDa33MQQOM7h5LXCih+ikwafaX9I0My0HUyFXoKSWkZjPFj/0sByIRymZ74dSlaouxDkVb3/mrlE0EBGIb8AvFH14DymqD63aXgv3q3pLS4QvGcSZHeKZtZfP/t0jgKRSMZ6zOTYobz+z3nf4OzViPvPcTdE+EuHujLXrbifebUdmL7lKZSAhFfx0vWr7uVIA8eEOXVCA+l7h5L5U1ZjOliJSW5/mo3vxthHrfWZNRlBrQaQEEdUXA52jEMvx449X4CNWgGzfzee/6tU13D62quwO6EHMw3PyOkz8K59HSObviaovVqjJA8e1uxJcYQH2J0/btNDglsu41lJ1hTBwRigx8tOyMb1NVwLGF9EBkhPC9p+fsIXhagAeIPSeNOn4vtofd+1J+7BCgJoHi4BbtSz+LxKs7prt4xgGzzbNR2azvMGvG2p3X0yzDFWj0qhAQruwde9QG1du055WlAbm5dUWG+AUjmchTB47WnDgvrLIghMxzQrSb0mjhZuvbhh+iAygNawOQywxVv6qpdeLOCXuVVanCsGgfMpZ9x62aG42DNmhrEGwsw019x65UWwNya7C3dqX7HhYB182pqeiSt3ClEOfO5+CnHh4pSPaUbjZ68qC5qhiMDj7sg+WCMsxPKhn+7oFzTskQnaFMYoAC+5cOjUnV8XlFIiKTAE/oGnRPi4JfvjT/5CCJObA8p8sB63jQb+e5KHFSfYxvmqXJLzH8o03U/Xw3GATMpxA2MFOHYHtW+O6M9E7YQRisDle0dsLMFQXqMpuCzJrHD1F4QC7mgP6fl3pR8RNw2muLu/YJv8HLV23il3ETXHtjFwhawbaZDUhfNW6nmiYb4q2X9j1A4BfTki0vZUZjtRG3wiLFBkQeh5gL0Nf6ydT9RrJ03ftMAb3KAM9Fib31WHCeUDle+c0EGIgBfGSU+83rAaNE2KQWycvMwG7+hZ69vx7tkAXxOmms2ldJWrlNLdL/Y+hDWBKsCTRq7D/cuZFTm9j7IBpdgycVpBBPM4s2FN/wnsznhkoeTEnbCrMCRy/6+J4EbY4IdVi4oEndfTP51h8ZrwigDLSbKhwMH0Nc0e7sTCqtwKKQqPqEagYPJzmuaMzCRKAwzYRbId27OwvJRUnx+59H/DIfE9F4CFUKkZ6dvn3oFNE67EraC4mwFr2nGd6+eOQ3kldgRxvzTopUlNyX/Mm02M1qUodPyCd+DgKID2SX13z99G1ALdCyO7PDqRsaw4NvPphR8R/f9aX64VBGk6funJq7A2G5N+5Z2DtgH8MxFALwdbFqzuIBpMm6E1OVGMM+ngvBLpP6y5gsetTjeJl/jbn6BzVn15Y45oSHZsCSwAJtxmXFXT9oNNG7GXzAugZkbsDd6jZO1vN71HlJS5N60gNw5PjIPPf+aEl3mLSfWCcjXK5PCVFrWnIuBsSoHgSmqRm9OANzh04ox7z/wDrwkTB45ds+5ElNVeOvd3cUN1OCNQTN8nTjQZ6rjvwvMJiDrkdjtSKeJmA8/Q/JHnL7qSaL5Bkh2Mj+NLBIdsWmrWXXI1cQ5N7BUCha8+A1Wpe+KyE7E7ehCTYs6A57DKkra26/uJuhTyAkrYdpTJR2ISOLZZeRx7wMdBWlweAxb3JA0OjmhjEg1SRgtGy6VR23U5xtHTQYlvStQjwoQIbD49AiyHhdbq0x9LnEcTMhOUpTolg6VsTeyr28+d8Ylb3rIWEh/eXrbyjrpDEm01MoUPJ6pTPtW1tGLna9Nfa31OologVd3xrChbSnOd18lLd7X9QqLlSYiydeDdou3a4B9wwqn2Gv4jvu+OT9EFB7pv2rSpfZdEW3Ql9A++W/SUclDFSGbV/rH3XL7WlhN6KJBVbAjEviZ/X78jwbX5+Er4BinQIyCO84/668w8oAdDFqxfhL2U4DL6au+bBRPTieUEBnNlNZ1SId8tqfzchyXKTHdupsiyTZszHGoXzf+bRGlNr4uEbExlwezgpRbNeHnFlRL1QwzsI+MW3+UeAfIvm/vHo/okWhaVHe6vAafrmxh3Xn9u1XIJIhlX5LB9h/l9nubOql/1rERzyStD2c3QC2UT49468NdjsCZyKLts/23fl5KQwdXd1x6/WgI6FIHPV80oKUjLm9TSMLrpCol5cSSrGc1UOZfxAOWy/7V1iUS5gNtCckapHjLMn5G96mRnukwszqvjuBQEuT5B52lQL8F3UfEQ4zMvau4NL748bmITt/QAIOIIGGnSXRf/UGJkyvyXq5piCzG/Nn/lQWxDLu3bE1bVdhTbgGjWJE/c8VUsrCdzN28uBuHOvbSm+7ybayVqxYeewzERX9LFXdS54sHbfy9Rh8zNHg+k9Ig7hstQ36/d/rRE/3tjBFx3JPOJ+wnL18kXyXQC924u79nru0ngQpmaEhu1xxneYdsp8HwV8BvWZ87A11N/kWlWBH8UWNG+UlwrTyubBjJ3ylDHCOphKyLbDG0Arkoek/uiTEZC8TU4B9nlrn8mdeTurHlPBqjRFTBIoehYd3CShvq5dbfK1ABOwnmtnGXLJepp9bn6sfjdscHgrhQS7Pfstsealsk0O1NtDGnU8qcmQxN8/oy185pekGlDCsMqjbschGLHmMp2Nb2PkcSed7rdLmerzJnzpbYvyTRHr8iy43q2XwnYcKyaeUb7Ypl6NcpZzl5JyVVSBMxW23RD+69kqo2zD2BmmAZhL5Pyix1zZVCVGD1LDAwJk29NP9C/BCBEF5oubDuw1GSaw8uZBwba+WlAUyU+PsHC/o2WLHIGLpVpSdYNPatUsl2pmIDoNiZemHmfDIsMdxMEvhMnZb1IDd0HB8/BUvFVYRS5wL2gLUB4NZnB/8HTGmdweGoY8dV+/6STl7UOYdzHJ5Ii3Pu2KZc4b303NTc9Nnw5XmJqvhJxz4fQ5YyojF4cORXj9vjoTmdrErLOL2mbu2CBTDmABFfjDkzc8KlELZnLF70rUw33luaCnLgGU6b5ebHkp1hvZrJRnDCN3/bQxlnK0odkII7IsVwz8KoYPDx31rh4WYtMWeJ28lw+ydnNr9BJi2nZ72U6KQXxfqVktk24koWXtNT/bOVCmVpkDgUaMX8hrOD5a99atVGm8xOS7zz7UcWJqkEAFNaUOrKOI2Dk46scvDjJ3JaGa+/d+BzLd+zUKU5ohN9Z0nfqCQ0yOEiqXpl67b1i2bL9OLw870RfpjQDECZ6FACCVmhx04YtD8o06FahwX6tXJE9DYgjn7/w1Btk0Pw4Q5BbqMhchZfv//GZ27A7fBgpibiAhZdqsHbueevxNAwyNNsDlseaW9Scufe83TKbuTj1hK9fVCA+I60NF3XKNKJpZlB1Fa8S6BqEbUnLzKt/Br10k9w2YXTMsh0H7+7Nr/7UAuZuUggJDOOcZnycVoZvasLko5iRsMuMGEDNrgfWVKhZBg2VLJgxRh0TlE++Qm8rlGVQqUh6pHEWQhHCJmvvKtQNgwLIBxnhK8HfpHPnG8aZCi3Vo6p/hCq25sk29jJXsyb1ALfVVMM0RwTggELAy7x6SnqhQobEBQygQ6Q5KfxgJPdAvgIGJUfhlBMf4wQwltSRuq/uAjwtsIuyx/fygRr+mfIDVzTqeJeIb2wl2wSQAGzJ1k22n6Fg03iaAETM4bCXCwaWt/9GgQxiz4HvxtI+/g2skbq9o4mfBuHi3Co4cBvj6cvs6f62Ah3nXkoiqAbTNL/G+NrgBwqoOPf/CgGzORHhCHXmvztvmUKdQPT21G6nO1fxdHyczeTmPxC/m0COUjzTAEBkVvMJi76kUC9nfxctvtML/tKmuY2fWISF7Yl0odjSGCBAhXNAGrTLlr/KrHI6OKFwOjFc3Wl9Vyx/SaHGlBaOJeyKUuVGw6/ThoU3rzyk0KAmJzV36uPylARX+Cca6Xv46F0KjfAVyiWhCFcpCvEotQxWV1+iUG0CSkAeJyXjZ2XKJW5eg4XNCHn6zCyKe4zT7Nrvr2nG05FXCELYgkiLD+Ly6o+PuRXbED8aFy3Evdi60nce80WFQ01OWK1MmAU9UQZjrG/97jrsTn2oCD1+L1f1vk9HzRped79Ci7lyV9ITHKtjizyna/eJlynUlFMTLlnF8XGYK0DnhS1bTzpfoYVpch1nzK6XHGDACmVTma2/gMS6zH80VYqqwL8sbPNOeYZHIsfH53wGFcIOttS3np7Gx4ov85Ec2LjGe7myd8npDyvUCrEJuS+4zHc9+nRc6xNnXMtULsMnzxBBNggR9WQu3fZNheooVFiBIc58SEW1yr+2fazEsIV7enHcD26W2nIPnnUDnk5wPIOjjNz4QKG5NY9csAbjlvlaMUVW4zviP6TNs3Zd7kKlUi7nInmKoWoaTO+cmo+uxM7326oph2SYZsiFhdSWaL8qqdA0+6X/LR85QDX16o4vK7GXCt3Ad52gwqGPozu/cvXL+GY1sg5NmdmkJsMQqhjC9dceUSjFp9whRwY4FvgybVmhXv9VhbakArfy/mjJdAKPY+u1yV/cfBsEgkN60GMlThAKaE3zsbderFADN2TSfdM34vgCrcg/SjeoMEKAS8yXJFVmHNuRekUaUCkFlOTyUZXPOaujtKorpdwI1Q9Aw6yCH7D1BEa+dKisfEGlWao3BnSj6xyLx0iO7+lWv8fNNTgpStUcBuLxmpyhf1GlNp2vgdWEFocnHFped38aL6kBJw5i5oYFBhhe2q5nvq/ScEmHYYoKUqZi89lnTqpmt6uUU+I85cARFZXVdTDdXzsOfQ8w4ITGZhzE/QLq3XxV3UKVeqcBFKQkiAltV3Jv3V58JZAmXqN7CmdnvkbDHZ0NvSoNpWysdeIDma/LALwdGfx7w9MqjchuwCFWvsheBvZpb/puo6WCJ7gANH5IcaSsAjb6RPcTKmsaM53sfiX0SvAkR3Xe3f9rjESVHUqU5bHRyC9BNXNqx8wPMR0MNzJ4e30FCJUW1r08lFQxcQew1xV+YHic0d0yePRwg0r1sPRkaYEvc5D+AC1qf3/4Uyotim9dEhqDco7Q9CZ/P3cUXxmCVnoSxzmolnMWav80bwNews0A4gBhAHxQoU09r8y/XKU67lWgK67vBBKXii5MVxeczk/bfKcxFW0LMrCXPrv40gVXqLQwA9/vVf454QmTzxD7k7sWvxyH5aXk/+vxBiXpyl+2/BgVPk2yk2FwuGyPFjyY3qHOJ4/+o0rtUkJxnUp5InLIifH3tq1DKjXY3DRRRCp3G8JI+pIdp8xS8Rc5PoSP+HpNiE97atNpF/N6x8ds8QE9G45l7b1nYfLtaiRAPApQN0jbU3TnSc+fN0Oli5IUFCqVil+iKewyLWtpvuDr2OIcHJdFFU8JTQsOZij/nQsmWNiSI4oYtbWqH7Lu1GufvfA57DxflB3ErdzxlR/Q6lkjF12n0urAc7HcShwzEB/RjLbfXd6DbUhyPQbMTAgcigH2NDy+cy3WhIvK+L6I+IRBpq1d/7jmYVZ9vvjE59YyEatUT+aBa36iUpeVjszJoue5JkxwEij45E/dqeIv8RkHtJWvMLBoS9+TN6SxG9hiDIUDWTrH7Yca0p+OoIAirg12FMPDCpq0qu3Pt9+q0gz+Jk4fkL34IH1R4+AdK1WaE2TdrKfkisl9AL57aMuAc8erKh2dru5vLlbKOuwsgC+1JLJ0rUYtCl9KB8/KJS5Q1xr5v6UBDdgyktO2nzPTrsch4IE6Rz9KowGRcyJuSwDdh4DTiT0v6Pdq1GxzjzNPESXNJHClOTkzdSFewnkWfMAPEXXAd9pTizOPaNSueCroBbaG/WOC8vKPsh3TT8cH8bEd3E39zV/ML4QUKZbEJz58ggDtptVN79Y+rVGjnJXMvSbgVsWrwLL11zzbsEaDPDu6qJQKVSuJFRQ0J9vQ+FmNmuRMGHD9j6/4SfiG4d4HmjdpNKxA8L34gJTTeKjBoOZXNbhobi9FHIkgLrpaMe/ptg80WqEBm4ryy+WKiZXXqMeotC/SqI5D1FJcVe+yeezO+O2WRt1KxJa3LAeBxpVrKxv2dODpZsVIZqlAhqqPmZDB3vZFHZs14kbZ0xcE4FsxnUWtlY4nNVqkQiDKRzLT8ftX6MQlnf3f0kA7o9DEl/FtoTIfKaWG+9/UODLMWZkSdB6wO0WNys/mnqJRmhEFg1iYdz6RPLX7J/Nv1KiVgECIrz6J0irEfmZ794J2jWZgGqEmZUZNF5LvUd5oXD6ugUuFfGELhJ5tWYKaVGUFlqpGYwEMsFI6vmQfbZix5ujfYGHlbGTnyJel0aAP+OTooVnHyBodXQxUq2oF8DF8JEk9qdeO2cYLKSuhVS67OcObwEv62trX1mrUWS2OlW2fs5sznZhOg/zHdRhgDVjOZErIocup6yrNyy7eksXHSYf7ljHygWi+Rgt767Z8EhKrJ8PQDoPx8arNZ3WNmXtP/pXG3pXvT41bO3CgtVb71IW/xEtCuCPZj/tMcTB6sP6Ei5Zo1BVJRuBMFbwsi/MHdML8f1yia3SsrHmSVTxg1WhwNBotqa3uXKlRiuFXFKeZSnxyvbL1wWvv1mjQV1UL0458vi5MovVNn77lHo06SArG9tiVj2sK6QTEpzbRc8cB1gYOWvM4+Ar2MvU3/FL+jU59EaCIa5sV3zMDbNqq3h3aKp1WSZHncW9jAtKBg9k6eLp+gk5LLX10MjIjI6hqFQywSavVH9Wpidu7AQxz/yFWwIHEG7k0UBfFTUvk+E5iPH3mzGTj3TpsVSgBWcihzrkCY9RYe2PzAZ0ayeLDPo7AhAyJ1vf+rf1zOi1QddcKXL+gVNwK6ERzi987iq90+YoAyYXh9fgcdyD/08F/6NRNmkZWORg1VfKxxce1Hj30sE4ZW6RUV1KzNfU6xx57mp6a06VTjyrzRansNfmcDWb94Xmn61SvytythzuVADumYAPUeb/VwbzCpOoIpaxhxUGxWpuuWbhTh9jDtaTYMhVdFcj0or7fLPuaTl2GazgwYrCovgQ5OabzgZVH6TQUmSL0LbhdOc2O8aT+NUet1mmRB77sTlU/jsKqg49b80evvgTj9gRHjULdFoC+Ps3K3bdmk85hrCpchg4oL3N6aXfynrW/06ltQlJVzgHjoB/GfUzN99ZlsbDBjIMpx7F1S4UxzVCr+p115+Ld2JkE5qlVw0QIi/zJhYfXv6rT6tBXgv2HXSOpw3A41GiMHL8Da+IzteLzFwAoiM/67gOnzsQKKloqkbQdSXU46542tt93Wp9OnVzlBDMIaw24aVCL9o3TnmY5EfFhjURl4gPWBS2T217UqSWKL0+JW4NzuPvYxoFtz+nUayuMBinunwACvKJHOeufOs0XEl9RLXHCCovmBXMvPe/HOm2QqDR+ZMIkT3IkSHuT/P6FN+qUwy5GxI31JO5XQBcvP+qSH+h0UsIVge9wIwOHj3KH0r+/xNepQfCdyHxayUORaX3ncVf8SacanTPcLbXK18Lg49bEp66ez9OJr3Lh65E4XQQu+omrBeQ7kLh+0OIjBz4yXT/zxmtzOq2HgDgFywiBsKC0tKxhatebOnVIuqap9LGR5kKdMs2v++DTuzDLvCG5zligGz78dpJmpI7+9OvYYlkJCpRSzPgcJguzU3djEuOW4oLPuHtsFEfl/FvO1mk2mJRaA4mqkq9hgKf0XXHHSToNeynhtsiqq706YkB32o2ztMexSUL2sfeqHieb/odWzZqR6DLoKFXikoJIcLsKAJHufHfi8wZ1AU9GfJt1ANGEmpzUoSRTQOeCeXtrfkr1LCbuI5nPJ79uUFrlkyTBjf+g8z4tqr8n1YuXZL1EZsKOIq8d650CWHsvdapBDUAnfLKsxSdlv6LBJXrqsEGDTLeJD30Y6nxEi3uuyn9g0Jz6Qk6tRoWPp7wiE4TV9bfVykbMd2B0tURC09l5Daf+1bjLgA9TFd9x4z3zxTt06pLftrQbtCrEGlmjU0lSzTRWfLjhvLYDBg3vbyHBJ5tGGLGXateOtL8Lp57KwNpLpUCVDBWIenn3aKdqUE+t46TGfceGRbIgsYtajutrNaiPE651TdV1vtg6SXOzhRnPGux3ZAxN9mXV0KHFK5vqR/YY8Nx8iuwL16+GGQjEJfMvnPOqQSdyqxCreng0RvdvUVfzuoWfxArGoaQwLv8DmaAZieSiYw0gjpipiEDl5MmDdPHIoyt/YlCvJTs6KJrLaYFcKdczc+UvsfMEay9L8ZkFi/1I9rOrfmxQf6JKU0VP9SvcbhFwING/+gFWZp8zQS1O2Q3BBI7ru/5Y7OVx5CetycmyOynZzKJ39H513d0GxcdRku/pTK45rNJwx4bPGTQz6+uQ5HImnLR53AOJHSfcZlC90NS4JkVRwT1LtLy1fsvJBi23DDdhVStu+VCSgfay3pYtocHhzYovKUHx4Khpikms/+dOxbt7NLgcOBKFM1Ewki4jdcYzWCrutSNNpz5yCeKaoevOrkB8DM2LspPlyYKf9DGdzbObzn3EoE0St4aSk0rERRFJmpO+6dy/Y+f5ZNkT8nRyakiL66YumGnQAphhz+Q6HdsJxDidMePcC7CCC8BdPBAk2NGQIyJzG5+58FaD5ibSlZl7y3pZGq0fjbHP45d8H5MPZb53AELOkfi9tKA9v/2bBs2DvXNcx7dSHNF+kQb6P7y83qAB0HZPGMKRkoELU9BnDF8Oqcr6Yjorjut6xKO0ee3WK280aD2Fvu951nSuc5nmNo/svJ9HAsptFV3PdEIGKQO5n1+7FRKrGRB7TkTgVPnDdPLQuuv+bNDWJLECGnyfSQjU21W/4LoSFpaD07APUuipAUjTZYP/vetHEJ90Jq9ys8f4pxb11/XdOICPVYZqXNvASD5JPbq48wmDqzWj+OaYSMJa1tCcTLcykQAsZ47qAjGo8anh2p6fJa5I0Fq1IptqZdTyOcrl0dK6rcnWBDRNuG7J9LH7AHUf0qzmpuQvEzSLsRkXJWHnpzD5FW0bckaC5mta2ZyshjVKKEwOB6V+UZNPUJse/G/oTAD7TNLmmUEtvnKVnPLLY56a0gBcAV+7tQtrv56gVnx9vOIMJICo53R31v4EjAVQEHNUorTm8kiO7vtK3WMJmicrhogmvZLjFR1K05L8FQ0XJdhWxWRRCTl363lau2y86RbMstb3XGv/JHC16WEFW9JPtx1KcEGuZxocuy6LeNPSb7XfB9TFlIZCh/sPEMDXrMR1PbkE1cF5UgQbqypaiIVtld/qvysBnRdxjw0+JdXgIJsTZ83YiPXmhkl8KqxwrmWG1tb8bEDF07A6/N7IkUM2ppf2nDq4P8EEAf6P8xM5AXU3tTTvGz4bL1HwDu7sH/dI1umGYWf4ITzdWZcqSr6VHnXTXH92Qnvz8EsJmsmB4Zjosy3L0GDqkrlPJKgjGcpmeTrhxYMM9jfuXPxqgrpDKTRNmqh4Ltdx0Lau3y3dlQAN9yBoFuBW6PqA/Cu6WpZj8iu00J4ot6SdIOeXMcBPzGpbsT5Bi5xilbtU4+mEAhnc3HHNUdcnKBlWSmXOPwm5ky/EKTHnqCP4I3DNkMyynuPySZP68vJqTKePAtfmHnRs1/Gu9U27jv1HghbkAlGaKJfCwPIZe8zOvn6claBhXedkiFLgTdbIMHjLaresh8Q2s7kflx3Z4wYU0A79t+tvT1C/4LA6GXyuwljzsjV3Hb8nQdtrjf2Hzb37bdMOeE2G6m/YDPEZSmqRcD2/NO7Uc67cCYPbTtiXoGOyCpW5fUma808sWtm4awvkezCSwort+nwtBR/lntR2y0kPc3kct2xnzeZUswx1aDeffDfEh/hSaIWBDwz5e/SJOc+f0pKgT+jcBcpzXI9V6yAd3fb+Ka9DBlPhwN7afUFk8qnqezTY/Y9TH0lQp6aDF/py5DDZAwpO3382xt1DvqpTAmxX5fRzak1eenYEc1iNZD8BTg+n5onX6eg52865OEFHS4ECdr3/QHUShtylGVnznM8kaIbMZxLwRewysbBtys/PwVK1xS1Ip/EmYYuX5q8918EWc4yIk3ojGWboLTpj5K7zsTurDHJl0PDQdyusPssbr7yYiYwm6clgrKq6tsdYc3HvIxe/jy3WFEnF9vo2+eNYqpnGt7dfi3HH7RSAAEOOPY7Rse2XXXl/go4Vnh2EDiewRQ48wZkzvn2VmaANjjRZLNlgkaGewQxa9Z/s7II9YccNibf4TAirvyS7/9MQ+4YagFUziKIkxah38yz75n9hTQJSQ79Yct3IacJ6HzWSu3UkQUdFOjRYD1zHivdyc2PvbRkYjoiAdiW5auEH2IZuw7ljFqsUtxriyxc5WTCkYztOvvOaBC1XJ6Wk8MpjFe5k+2869ehz5AeSdGpomIECE7THrg05M7rP0ecloSSg/QaXEMDSQNgGai4wZiTZKIVFvlpM5SiMS0ua9yXUJC2JAjkIC+NHHDMW+6HE48l3k2RoKngQ3+3OBvgQdTdWUrOT1M1hf25xF/Dlch/S6hmF9DVJWq75gRPZcGqmxBHrY+uX55QkdXFYwZwyJaiWB98wXLuh5owkDWOl4ibkcEacSjy3eUPtlwDG4pYHZT8IJV3FSDr0+XUjSepISAXirYj4Bi9Bixu763+ZpMVB2nW10LVD1fYhIMc0/LH+GXwl5DiZ4rImGuViyJUzn6g/gHdjjgGwD9egVuBguhtubmxKAuSoZRPLr0Y1Cd6d4eSfm7qS1ARDp6Uiy4lqChKbsPbfNS1N0orKAZ271lm25UEjqD19f8snktTOtY2coc2FGXD/Z7c/2V6TpBYddqbqgIkKcKfn6fzjdrXfkaTzDV0h86UDpYLr83lxT12qQ4fvVQUsGtemMSpS6ZSeMzuOSlImcDhvT+aezyoEeWHnnv4bkzSzFHCGtix5sufAmJ426/H+w0naEIVuteBAtrMVl8NYia/2e3i35smyFqqcxRLBX66tv2vRZBLuBxa6IhwdzJZT6FY1r1q1GXIiCx8+ynGw6GxMZ2dXHnd0ktJSXBVm8zU5Dl4yL73++HuTVCfGXIAZP5Q1Iw2k1N303CekJDVLfDtsSHz3Jx+2rOx/6hPnJmkhZMSOG4azCdtNc9v/sDWH3QlLKSfybA9m3IPh6NFuO/UaFrZo+t5hiWFLRDuHu7Z9BuNO6wAmegDG7bGfmlOz/6zLAAtlhnxh7L1I/IsuWVl7iZ+ki31McmzSciWuJ/Hp6PYfXPZSklYqnjVRskI5HRlV4MFzZ5x6+WMQTTWhq7DRqqyrGvEl6v99xXEQCJkxUaRHed+V4NDnpb92xSeTVAsuJql8PSQzbqKl9R9fCd0ZCT1Pipt3GDZXQ5y8sPaqb2J3pLBazL7r+4eCyIUMzm4+82rIyWwQaz8AwOHoDFDB5tpPX/ckVpCDQ7JgoARK0kD92m+vb8dImC3F2RbMGz6kY/t/9+mVSVi2NB/BPH8YS2AB21850ntjAOWWSCuXPeGUHbXAhy3G07f9MEkNnuCTDQq4+Y/4mM5b9Ivbf5+kk0D0qqNHnNDi6w7/RZcfM/f2D5N0Mv6nWihVKBxTbEy+W/37HedAL9UQtod8PiUMofNzsguk41M0I24ZNd3Hn9PC+xsi9Wcp6o9v7eZ8T85n86grPSOxLkWdcT2OFMb93yH213b/KfFWirqZpAnb87kKE2K/sf/R5F0pmjd9LT2fuwKoNALAjqduTFEHsJnHecCuW1ZhTy6b/ZfsV1O0UZXs8sdHzIAqLpdJbR24Pfd6itZpDJ2ny0Hicaefy7+RohFFsn1TihTFi1zs5bKG3XWrU7SsXpU+MmzhhlTxwNM2Lc63PJ6iTbKn+QAiRRfmHTRoy8IVLR+m6IQw4dmlSjW+hFW8S+cfJVpXpegkAyt1cHLMEa4lUT2trv15+3/x5B3N56uoMSBF7KHVfUd1Xpmi+a5ZqGBh4wJhLMuquqt6fpKiIUCY0HJtTizxIRCLUnv7/5ZiiqXwTcCqwin3gKCZg4OpFA2w3dYj+BM+QSjRqu7dI39J0RIvb2uONTGqmRUPmG1N0+HZL6ZogcXZX4FwYFGdeGF75/ZhgPHpjoj75KvwgKtq/jPvmhS1BCBFPnsooWThRhc1ivkhaL0U8M0YnGrjT8F+L8w/sOgSfGy1e0pgWMZ4ZCriDQCR2xd3p2hQ8mOYE8rcKs6mLW2PLl+Zoi2wUa7Eyq0Jzhydk+tYUYNNUrj/nut7fDaMpVrXfsvKZ1PAf6OCI29wxGM+A1bjqPVz8G4rWfIshdIK35Gn0Yr85esLKVqRoqxc2GMVotCWIfZXzvvdhu+n6ErDJzv0/GCqUGEgMq/vmI0DELZIJAMvz0dZHlPxC2b+cuO2FC1K16uaKO07VJJrAwjy3JrqpqdSzPZVqLGdKJqJPFbw1KZ9J/w0Re3YwYSedmTi1a6hBUlpywmQWKkKJZD4jF2O8JLubPMWbEM3XwOgGkrc2pPDnYn9J+3EHxLUAG5hgjMtMe6ts+acuitFq1RVDtzq+L6KRdy3aU529emX8FKBQ8UFCGxn36TZ3YPbZqdoNvmhFcGky3yYWEtrG5q3nYYtViIlkF34UeAWiM/mxq5t+1LUq1eZXab0+M4whS7s2XoWdn5Ik63ACuI0ngBQbn7upPNMSGxCJt0xQ76wIMC4L5u5+fw/pOJ0SBbDMO4HZdPNi+66BL55viiGkudALjnNoY6Ozz10aTu+ku9okvSQtUFAvoeMjsuxY50uSJ4K+KAI2YExPXvBuiuVFJ2dkCR76uN3Rb58kONVi9LjO/6FP2wb04D0RBrnuNKFM758w17+OMGFvrLjaTYXMixseea2k1M0C3OMb4Dgy/bAw3rkhXe6UKm4HDdObVLY9B5T8ye6I02Nkca3N9uO8APOQtg6e6vemKatrl1OHC5JXpxgr9KOgS8l5qbBpQgs14RTi4SBAc5O1SWWpmk219BGSkbWdZXp24r859N6mnptkZJ8WS/m6/ezCTtr6PLse2laoJI5daRa5Wb7fCY5kBuvPY1HYkkap3rLockZ3WctXFn7hzQtFMUamihbFjc4BCSanXq+fg2+UrfMKvHCxrdX0bLG05rOSdMyTZFLlX2T5SAIuKB858yvNf8iTSOiqtuaKDglPpHcTYNt32uR09SuMLqBOyZH4UyvT/TWtOIlGzAdZ2yqYJKtcgXUUF1d2zNpGoqv8uTQBx/7FenCWRNtb2OAeuTCzAR+FATMi4eMr7Zfi6VSPKNqedw+RzD2WVr3el8yTcNC4p4UHEyNmdd5a/T+J9N0hqGBdsoTCT8BMNZMi5PZwc40vFKcuOZPJ3qP0ezGx+dchMm7mmZ5GjeJ4LpuOrH3neVz0rRO3T3K3b/jBBFMfm3Do6vw8TBHfDysFHmKI/bTmoFHVu3CNtRYCT84pJolpjGTdOasB9fk0nQswx7fGivZHjZojNZ1Lj8W416npANbqsSHIYp4jW5Z9cGGS9N0ixLWHzYfmzpU5p4RVVrcdM/G/0lTZznK6JzfEnmAM000NyVvkdLs/jVZlThhV+VI5YJsx1bgkRmcFVvgo2/GADnqM27fujJNfRxZD8OYvpN4lTbP/+apmM5mOc951+54kWXiLTpr3oXbsGlnhQYJq2xOGTI2rpHmGk3bptLUJkLH97n1GYeEynR0t3z2nyAnibSs+mOvTAHmsZzMSKfOu55HQtPpp3HisUX9tUsuGU5TV2ADZXPrBK4PqqXtPT+99MI09btgDGpom74WloGRl2TL27elaVZmIm25HGzijscW7Rj5zHaMZI0SWh8W0/jdAFJ6k65Y8+RlZ6fpChBX4QHLKlaZ4Eb7tT9c9kNgNCKFnSB3BmE22pd7eccGrIkO1+xza3pO3W+hFblox4Npao2m0UmcgARPcubcRTvTadoY2vlJJT16wOGk9BrqUxPX/BsvgXkgviYvVIFf6mlj4+7rEpi87AJq2kExvk6pQAP/l6a3jrOrvNqG1/bj54zLGZ+Ju0184hPPxN3dE+JOgkOhhQKlhUKfFkoNylOFt09pqUJpKS0UJxAfP7pdv7V2+vEH4XfY2fuWJdd130uK/3OEC0Mfnrp++oG6dg7lf2Dk4Kn1JMgUCEHh0ZTI+C8Y1efV06iuo3BcVITohtUYpFPQLc2vCwciMJ2LIaKUb3Z1Wx4d006u2in8NgLj/RIqLo+oUnBwOn345iItArWU/U0niQLnUqJ83/IfFc9GHmx6IXSUhuH3yonB8NDGiiciMMClM0mJQSZFZxowvnBNcnMEmj0E3gY1oaVkyM9heHV7VTICw12bN3Xd0L1uP8loUHxZfSwCgzRGNV0526PqQInbM2uNxskRFHs6Ou/RDByQgT5tQd22xr9FoIVjuKytqWknz2bQRTcGTvX/VQSqGYHhbveYQh0sQ8/ymzFfRqC/XzER8TSP7APR48ym3zcz+G47JQcU1+u1IxRMAHMrxk4KRGA05BXKMcGdDFgobC0JZfLVCAwLuJKe90ImxWGi/Z5X+uG0iRFESoDIBGhR5AqkKgv6mTO6cb3ZkOzpHtW2ABuSuLd/nYmTr6HKTVQ636G6Y0gYCp5YsBEXlo+n8zGLc3U7TYI0MJ5a+GQE+nCmKagatX3jKH23teoHbWwEzSMaHqOr03Jp4W/CusHPL58bgXV0OqqnlZxK8UAGbO+7aMV8mrzIS46T101Eld6/Yc3kz1b9OwLzQeB5I2+3C7xOXGpGf2n1xxGYgRZXsNXO62mmHKACh/DOhisRaOAEAMMxdZQTDtdkYdm0bVGcDtE3jg5nKNSvAqbGXtv5YoRioDjPJVSJjAUn34d78sTpCCp3wJF9NSGD9yWsG7T2zIAITJEMZJiKnFEM8wb+7xlFzHl890BENy7upm3LkEcTNjV6jekThXo/Ox/JpcPrEbRdIyJfZ7qiiKsoWdWzZQpmR98wpGw9+5coDBFdjSsSBCtNR3yVMCowlftKFBqpuaefZIquGpWkZUBf4XtRmIguHhiR88tjoyBPLz0jmFGYDq4jm4ri+oGwKdg16hfiM1HYfEPE0TmSZ1HaXhesGfKKtD8Kq4pUJ6SzXR/ke3U6uj43XAu8G4VJaAE8K9vdmc2ZKq5gg/hIcFwUap3bqbrUwsnFFRwuJYMro6iHiE00NhINhXiKDlpQszH0aRQWCIyj6+2fZhGrAPr5cYkXIoOiMK44qxsZtBwMVeO7BmtGHIiMj8IaiiDm/AyKHNUaG1D2aawlCv0ouIPiDSmiCD85M9GSeBpHwvhhy3QVhNP5FHZNvlCI09klosnJXP2iU6FC7HHYkPysuDIKAwOJkK6ZCoJHJuh9CANrtOLJUTqEQSYv8Y7IGIQ1Tzc+UM7iNuQ5TnUtmwlaQCrVV7pUno9C39sMnGI2UYrQRUd/UOlFoZlzFcVmihICxcoxMKP0zob1+BLWQl1STXRqcUK9A6W7Bu2MQn863jBN7jYeTMGqhuhIB7chnUt2tkcUTaWLjmoYE9o9bg/O0kP6Q739/GhsHRY3Tp788yhM43RNScmMHqQIuzKYGl8z/YdRqLYZquhsG8gf6IJ1UummGRoKW4xxQ5xqdys6o6B5nN30t1a0ILNFxup6L4O+SmNzCEH7iONab+JeUoWl28XFPXr3wpI/zPklCnKffEBS+O5oIODRteaM0vp5ySjUmHZWpMA9uoBCNzolvnQeCkQjL/rhfIaG3AF1fteQm/NQYoeY6Zzj50dStkUFjA3es+CbURhE+QBUpsTP5/sIVg5/d4GFAwzKEQ5tr6oqaeQ2sKR+/sJDUVjCckFEwfrfv8hbxF2nF3+nbWAUQgodj+UsV3BtES3brD6PtNWTNjhounRPltUcgZHt/aYsvRSFEcUarihaGZuqKiTRwS9ZhgpYH7B0qtjm+lsMsLL25Fpc2BkBv4FI9t122aSrglm1Yza8EoVZrMS4TvqdLk23NDSPo+KXNxVHEWij2LtUIo8aOMRgVmLypu/j05LImWqOzAzOtBQ2VU3bMjIKIyUQLDvXLZOEo0+bHP3dvg+iMBStPwX8sCrv8WhMR5e5B3+AT4sOufQABeDQS/oJK480RimglEPv5/nZ37g7+5ueOSbgXnpo6xDaGqLDUBRCc/zvx6fhNtiiUH7TMDpUQ83gwi5oungaJ79AiwbQdlz/uEsx6aZpcjWcb8dPCk4onXOzmq45htcJ2we8d+GruLBeNO8aqmKottaFLrg/N1gIxHAkfpSty/pNQFA0C34Qfi6G+AR5bt42/fI0IMLAYHe8G392qBgcVUWllIuPYGPz7gIlBhtF0Qb13XxOlX1ha05sTYoxpG96mvEr0GdED1VqesELyakxmN7FOXTILUmmZqOrGyi9XPfzGDQZtPHAkyBTCsvqBrH+4xhMYDlOB9nQTAulzYC5yY8afxeDuep1WzI8Rg9wJt07TYxITX/B6eiCayJ68rodhk4TF5Yn++NLFlKdWVC61IwccVF3FhaxAx6PwTjO0kyqzcabRgK1eAj/00E1CFBZgrEEfsjdh2Br/aRBj8TQCeii5VDClWoYiApaCi8MvRRDLI/r7NLNqCVR8MGI4L3DViN6Qd6hOoyeUQifdEJrHTucicGQCGQbdF3JabJOMdptVRfGXcY1QR0zb31u6/i3ShGcLWz6yfjROMuAxWhIxzIm+OyoufCjKeX4Elw9M6Ckwynb5NHVtfb9aGpPDFoZw2UsXZWRTCN0gEFcx7TPY2jtWb8RJ11jcrhUzZHgDB6ngw6DR2NFJpJF0ZxTULHgrRiMyAi2xKu4F8DqOMtFJb9ftIciA0K2jtRa6aYwvQAMiB1tW4c/U9lF9nbgCN037B84Y9k7MSj2fLJNTVFsAnPjiuauyOJ6U4KtLudlhtqqdcCWQamVZ2KwJCQg21O6rus2IrEaGCW+s/oNHLfHq8Dkg3Q1E4Aq1LRfrdXxZ5buTCniler+VcLc4lnrpsVgaCAg8pbtGys6cp9XN2/dP2Iwz9ZMXfE6dM3jQ96bcHRyeP3aGBzlIO/IPR09apclI0Z+Yvg/1/825kM5z1Es1WYFBkcyXCrdMDgGjRQK6aInsGTUFQVml/3jQEsM8TeVJtPzpspHFRS2IfHDR9B+DPSrdFDSMC1tDWyqPHWsHqXK8kDkBJHNFxmA0GJ2mXQ2hy9h5G5JtW+ouslFUb7b6l6/gGvS5lhdQSNnWlSMDEVzcliWDsRhEO4k1Q4IOlTesgYGcv8bGh2HRs+l3k2unw7hdaMx/Vk4HoeZaCAUy+n4d0ZH3FsMCwqmRRriNEA+RFVKLDoqq4INRT8q/l4cqgSToVwNTqBTiCKYEvlNaVkcpgSclCVotm5YVF0WdjRcLY/FYUexLYt6Lt2h57JZ3PnBgV1VV3GAAm+gk0cSI0ki2pM9dWfq6+MwgmE020TVVNI2XbPtHrClaWacQlv9y0/HImeSgEXxN/t6cVhUYBV4Pbdk61ZGYnHcq0uL+w2Pw0jb4gnvo9VA8UzChPD2IZvj0D8XEaj/MR2jU6DJ8ro9Q9viaL95Gyz54+4clQv9DEbW7xn6B3yJyanmTUvVHMslGtRaO3y0G4dWFFOecw1bUPIWLuyMiDLhozjUmp7gstT7+qZDiGNI/A9TmDihRwuViUGPoTE4y5GBX89+Cd8tiYyu6732l5ZC8YOzCj6a3RtHbI8kUNdtAM2jTKINI/80V4/DqqibtbMKIr8cKncIlpYNmDc2DkslVrd1xTIsM9eF4GxxzdB5r8RhcYTR5M+NIBEW1o8RWbx0RBzmxPIsAlnrSkY2PRxJS2zhqoNxqGfQrXI8aAYlchTBnKLH1+6JQ5HtiLpj24yJgBZh+fbxb216G1GX4CimEKA7BIaErTkwY/NW3EuwDFdEBc5SWcIrcHL2zzfn4nACOMPsFBFt837lyfVj/7LjsTisD5rI5eV8ur0zayAKGxy+b8fv4jD4di8PP5PIwU17buT3dt2Kk40Nm7lQzhGMkI62aqx0cM9bcRiAhEzjPZsyFig2cUvduUOf4yyD1wKCmVbyNq4KCvmkkgcPW3EoNUzqWkKZfAZlLLTV/eEOI45wi9dYGXGSYwaITswujByZHodRBVLMlNMfG9106XwVVo/44NSWOKxmxA6w9e5OWVd0aIDRIpweHIc+AijgaZwaoly5LIyt/tGFlXFodox8xnRFCkajc7YVZYPYhgQMow6FnE6eDQ1HPbREpgUeRUZOwdgi61iMKJJDnxjTi6clYCLv2orqsI5jIDL6EHaMe6FUSsBaw1HBUTI9muQCosd5lS+VdSZgLuvJnZ4jZCN0l2hDW+PVit0JmI+fzMsa8iA16+JIDtYVVx5JwBiW46mDQZ53DMpWm1vwRuUnCQh7jK07rqMWxCTyaRuSz1bxCZhiozQY1EsBXQMKxIiGfrVuAkZoCjo0ZEFU5g8FojWiNebQQ6L5Ehy69yekVImot6Xp7QRUKQ7Vu3Io0oLq+G0b8Yc+qxKwzWOysXT6y2sZw6AT1kP1H/f5AoE1w8miX+8I3QN6krHxXN//S8BYcOgQTOAlZIKIONbWfGvAhgS0BrSMwOQNS0eQg5B+Tvi1YbMS0B9udztEiUPxqoOh/L5hjydgAPP/11sj2FKOjHH6mPcT0Mzi3CmhggJkEPssjs8aeyIB/fwOWo7A+MWkNBhX9sDYN/ElhGrpSMQvnnQLdk783cTyBGxGfu7wguAXoUBWt2TIm5P+mICFXLrYRq5yLa2h4WiAIdyzLTjuIXSg4vrtMhiK95lZ9NqUvyZgUlgQNFeVFYsqP1fBuOD/mzY2AUNBlPx+pRzDi6iuw8L9Zz2BI+F5gUMOgKjQv0NfMfr67LcSsMII5UxHt/KOi4Jow+6h/7vwRwnYrTJB3UD1M+mkMohg4ZeLDuDk/eNCuuml5LU+qJD/bnuFZkmlPimVg6bbDQfHv770O/gSQBHuVbLZfCdHlVXXDJy9TE7AGgiaaTNr2pTlRuOWWpcfT6BDFxVbN6l7Jb5Eg02NFctR7FvoItG1KEfCj3idWb18zaQEzERG67K9127lDZ1OLdaUDdp2Afcy6vBST9TOp/QsJXHu7v/THYsSsIFx8+0dXG8AbEHET7ZGnt0/JgHD0W+ZYLGuINh0CDNCePGAmICyEi2AX0Pa7vlhQINDHx5MJWCw5zcBJDiChCACkwo/OXwDFRBM1mY10zSCcQelaij7gztwln39nnm3CQ8dNW3qGz2FSjKPi/Fuj5VBGFbI4UhGBB4+Ny8BNayBKkh9uB3HQjB8YNJ953GAOwMGp9+UJS5rUOUsGFM4/8LPUS89jrgu45fNRi+1tOof/NICaBMksM1MxrzBqQZq8an+zwhbCmBSMBhikLW36wJHARt3toI0vwDuVG0m192byuOLctAI00P54KYCGM74bckpj9UvDnZ42F3hIwWwnQVTNWQP5EzawPUeKcXD/1MAI9H8KQF8hWSEHdy0FX1/EF1dACsEO2Qqt/KWwHgBfHp/1dXYp/juHDIjcnTUmw7l5MDQb8aPF8A+CDpGNvVpukezEJ9Ba8WnRcUFMM4/qnH8cjsMis/Gwa9WXi6AjcB3UYdGSsEgXDVEOJosKCDfYHG2XyMPN60elfsbtUUFMIoCYPy+9jZLCV1tjb21fy5AvuMlVLkLMS7V7rwKD00e2XywAKaKIcEyTDllI4wgGRwxefryAlisIz5EjEQxag5qw9jYS/O+i5NHG4AbRsYHn+6AVQN/vKQK303XZozX+0VXNm2hVE2LPrniWAFMDIZtFrrVoOD4wa2LG55d9Z0CmIaoWUOYaJsUcRmFOxp/u1rHnz0kro5qsE5eIaN0vuni+v8UkCng/NQj/6S7EkYH3tz0XgGMcPzW5gzr3/43wLz4sa34yTEmi+ieLgSoNLgAE4q/v21JAUyg418bP0lZiAi3psbY3W8VwBRRUwwch2JIPhvdVTtnn1mA3hShac7KGoZpOzjAxcW9B+7DNSmUeIv9JIX8V9fQFMxLHDyVLaAoBJZa4aC8oZc2YW0Dc3ZXAaxFEOcqlixGPFvzUrB90JcXmlA08/FQwNB6srcQc6EhXl+07EJXAUJnSgyn4mx0btwPRnJnQ4sK8T9QNC2yvXSAEoDdlauLc4Wwm+JinFwuI0VcEy3yhABTtrkQJjjU0YFj0ZuwNhq8c7MPV2mFcC5i6ZBJX+7MZRUNKmBe4ZU+SwphJiul9Os3VM1y6DgZ1vVb3wffvY6zLAKlWZ11DXx6bTzRd3AhDBM4yqxicOtdGvcwtqTf5EK6MvUhqOeX40YHX1Df71Ih7o5/piJQT0EWBzglcHPYG4VoISiw3OMFKphHyDQ5bmQL8kkmYFA+l8nbOaoA9uTs9jH4khOCbWQ/vpltlyxPwpG0lfy9uaoQpru2oTuGypq6SJHo60bMHHuiEOYLEcPtZBhbydA9I6yoGjAxXYjWXnQcMHrySCcsVJLh4pSWZsTbfrk/xo/zYtGEtYZj007QLAF5v6r1GHRD2AeWxw/PdgthVFQHV6WQDdbR0KdtHvPT+acKYbPCGIJhZ1OZHpXO7XcM+E9bqhB2SCEv5Sr5npt52cJxTwy9sOTDQpjIyJ6XsE1dN5GMl8DCktKlxYUw2zX0RNZTVNXUFBzJWGHm8v2FMEaUeAdAJ2dEIQFtFZtWbi+ENvQ3+axDRRNRYkKwuUZcPQhfElDVW1HedVkzZ6GSbCj85rophTAgIvGMRcepnCqhuj67KL7+9UKY5tSGe2+Y5u3zvRqYHn1pSzv+LBVEA2ZPVjFdV8ORjOI/3DqnkOwJCrZDTXb91uDzyqt2oFTNc7NGtssLxfzyht2wbfCmPf8phG1OXmfMnq5ehOC69ze4tHjovnAhHBIF4K3u397I6iYFTI+LXTr8z0IYwodQ6At0v5wSCsS65OLj11A9kVwJlptu784ZOgLpSeKUE+tw0zjXMtNU8tA06Mq0pabyVGMhtPCGZplZKovi0T3gpZbvnt5RCKcEL5dPfyGbrCGoyNBnF1ad+V4hzEC4bykCNXlHwaiHWaF1Fz7FdyND5T2OpeNyhzhJ+IELHSjIdAXKWIIfAIfCdrD59/A/RXAQcpxtpTPd7bd0C5dqTeKr8OsiaEb9t10/IwVnNBhGMjfEc0XoOfwzBId6xRBPW1VVFRlcBEuQcsnWl7omdIcovmp8/FDitSIYy5mKbvnV6Q0yeJMCh4p+hT9Tp17bsD0TCTN+cnqorujn+EknGhaYjG0LFFKUg/m1Xy27uwjm84TVXMJmPOe9DXtnnUpqRbCXgoLtjNpB2VHI6jaP+VNteREs4z3DVnJKd5YMWBJWlf1fn3lFMDmI9s5SqeKRQehxlDCob58iGAioHIyOVk03ZTSms2Jv9XunCGZxbsB1Det6SpcpnGZpzfD+D+HPjotIW++yejPoT/rBgsjzg8YiRmME1uIJDiFbwZ/XFLwyaFsRjJdCDqcLFuhOlkq+jQsNGPTdIhjHuia1fGF5SiTvAzvK3hidLMLdQamh0zRSZrTf6yseH9NcBDOom5Bl5mVw5R5ck/1DhjVvLIL9nGRqmeumm+ZRi1VoqZrcfAe+26J6v2kjaTIyBQfvahjZvBvXJO/Jtp0BkaFj8SrcxA1jp+JeUsccdLo8x/vXsa0FiekL8SWhLsqxYLjClEBH1zsbP5/+bhHsNAQTDFe5rmbzOdz51WXS3CFFkHBdPhAUkNog1UCCMDV8eN6aImixmbydl1nPrxgjwvaK/PzuImjL9qg5LQAs8gkB93LXzFGLniuCScWibYpyvqNHt+jS4nSDuuxbRTBTkDUlk6WSlGg6+sH8+IGV/ymC0WQIgn5wp39eNbdw55omXKqsiTiBEArB/jAsrPj7lr8VwcJg2orZuS41h0ri9cLZSa9vn1EEiz1O8MEdWhQyHs1loV2v+2LvgmGbrh+HXwZzEqP2Po6s2aV4LpMaQ3jUAeNo8w/3SUVwVOSyqprtTGV1xGz9oSXwnf1Hi+hulKouOg5DCbiNsCI+/eC3cYtZIUPnUkJEEikccnefRw8tKILdrplP6xnNEajufQ1sLl1y4hKuCUqJzTFoO2yBQ/e/ujF58n4cN3u7Qa6fYY0Su6Bs2anf0QDJMjoKk6WTnP64RivPtuJSgd+hwYc4dPC6tajowrNFsLXXsKJ58NgcRWP1hTNN8+8chwMMWgJ1Znf8Y/4GJNt3hH5YDHNET7EElELJlijtcnqpGh9SDBMM9K56TmUUoYCOuZZUzixYWAxLRBbVN6WQI6brkwmxZ8vaiqGZIv/9A3Rq562jaB6ruFoMu+yAnEh8mFIivU4KZfBUfTzJF6OfyZfkHdXKU2VZZCiLIrV9q4phIPpaIRqWtYyjOLjFy8vrBncUw1wbAU7eoutyLo0DvGPA2WGTi2EVq1sm7peKUm+hpk2Q+g9Ti2EkmX4q2YOMyUHLdq5+8qgJxTACGF13WeRN0ZRJ11WxFeOv4Cy5gKbSiQVCIwJQO+qYln3FUBJKiAaSX4u6PXtfwpFp78wKF8OREIB5682biMVsQo+rk/mFz+CaMK6RRpfp1lDQUBJWFAiLKovRoaNi64Yt8AHeRk4yrvCXKyqKYXTWBoNSZl3CYpUIiZ5c2VkMlSqVM6cSHrT9TTA9vH7V47hUrEknqzZVRaKYhflFyXU/Kob5xIw809Bz3cUCiv2+iee2/bUYNhczNteTudF5K6c7yC+P1y/Y0acYxlq8QZW33YyjXkN1HVfi7lhUjILMeKpt5ayAp1m4VFOEXx38ZjFM0am8io0QykaLMhQWhGecxlmO4dF9WnQ3z/oV64+1rj6zohj2USaf1pv+5EaOmoXD9sav37msGGYFBN25bmh53XMllMEDNTw8XoKGmafrT3RsoBH7X1V1gflTCawKsUHE6hnqkud41+Hx1p9yI0pgSbmCMNiQ1fb2NB1PTA39LPBMCUwJcrwVLsrZhtPbju9eVzw5tKAEBlE1ece93fQIJ3+iz7ji2hLYFgtKdi6t21zeyeNLLtYlK18pgWkx9mYhtWb3iK/EYEFJsvqDEligIiY1GFYAkzNgGIzjhtThuMcRTscFMR3kMej+11e+PaBPCUxl7R5VVhGbddt0HNQcnDxgZgk0I4tnKF3BLwVpwuSKVwbhJ5vpIpoHz1GozEglzE08Orx/CUznRMo6ovrYwOFIFpb+YsQvS3CLHSfHpnSDveLXdl5R/8HIxSWwQrQE3czlNU02KKNyYmLzqFklMBaIh1OPHAqHaICJ4sNTPy+BBsOPF/MLNQDtZTDY+g0cCWUE2xLVIsGfR8BUYUNrL76E+W96jf8PrlHBiHkflSCLpgRqHI5L9WyzMLXSnL8XJ09Jx2i/dJuCasLw9RHDF3SWwGbP5tSeLsajmjXUh2zQNxZmSmA9i+9w0ZnrDMr9UNgeP79kbQlM8CzXQfZyO6WwBJaXPLNifgksC2kIheWs7AdkZ+Fsy6gVn5XAGeRhlmWyt3lGX1hbvHDTsBKYxdAZAUMlsmwDTe+cAa9seho3jZolUnCL57cjh011z2z6Et8dFQ0t1e5o2e4MJc0+NuSuTTjAeYVpL5MwMu038iaDfmdC+PebcedHe3R0hhDMEkIB9A2XRqzbgut9KcC4itJ97XqGkWTvYzgz+9L2VTjAkMsjS5M/M81e2euBI+MH7BpYAvvQ+BuZ3K3rPYZFgWdLkjX75uAWS5TIztAwqcoZLA5fO1SM47Ydw6YS/qzH01JNFc8dWoi7wxL1cpEuWgJFSc6Of+WQXgKzGdZybnftcqh47unWucc7SuC0y2p5LZX+sltBU1ACbWWXTp4ugbmcwTu6QaWJbSoMdvfkn9y5qwTOoyiYlCVHpM7Lw1OzPoTnS2GViAAAoUhvqsOoAwn29v0n808EqFqPnNH9KDrciIEwRfqH0FYKw247bfIu6HrD6PfvE1aWUvM406ZwDcF2eE+G9fVLhM9LYb2HDjTryY4uxgJokZckviEGSmGy6zdG9sMKGGKMYUbqWwrjUXUsqnVInQkQaC+MPB/tX4pUhWK3/XgptFVFsCm5pvi1UpjCemoWfbocVq5S37cLLW0lfymFAxySJkXPhvK6k0aMfGbc2bLTpbAuZNusyaTbxbx0CxdxQ9+JZR+XwgaRka1MltryodYORtYxvmobjQQo9RT8yuieBRea36ieWwq7bxQafD6fSzsW8yVu2sr4C9U/wzXhqTgUEhhG8sPCZycS9dNKYTR1N7f9LpqUuAZ7R62tf7kUtlto/nKK7EDApn6j5yfsbdpaCucDHmumVblLcnQq3TApEur7Fkooywq830LN8eV7c9/R/X+O00HrahqKSecF1DBvTu2lgbfwaVfXTKcg4DqWHkAHMz+ycciqUsTfjl8/3PbFfDiagn8OO1AKw12XaoPQkSTOdDjyy6rhd5Yig6F7YcIcVGCuP6wvUEZ9UQozJS6PwNz1ez4gC1xbfe9ofHptllekWMDO3brlZ8otrOzTjONe6BMglgoqcxzUIXofPCGKcvLf+ntkaChW7uDQpZMllBOeMkD0dD6vaBq66F2NL0828d0h6hZg8Z5FGKIAHfpHU/9aCpOomrMdQ7ricpSZuKHiiRmzS2GZ5iIPR6+NxsbDcc+Prm19thSmMazjmt24ZyLHUb2w2vTs6lJoNk3HoNLIohgIIIZe1+/0Qty0dWweOY3sKDk5b+MW/2zwmsWf4LgBYRWuH2VEUgua8zNalz6Fm8ZKspr5V2cw5ogJhPyLC99fjnKyGEehKWpekUG/nRDwq+VaKez0bJS025WxPRTNw2OjK2aWwmHBASWD4FZWkXOPgIlcfOUSFHvWZqhH5206UQcnahetwnGv9OKfZ4WsGQkZtTcJ4cUS25aVwhyctqmolqLTUfd1uK/1J9veKIWTARZ4u+P3HVnNsFG5l9Wc2v0qLpUvmoaqamjbvRtwcPx/dn9WCgcDrqnbRkcqrKF5HIyo9+S+J0thFiECKgeDVsXChZ0a2L3vIxR7v5IkQVlOtFG5z/YRDr5SSiG5tLv/reMIsG/AJ0fS+EnL401XzeVUKuWQgzvHzjp6rRTOmV6+O/NxChmc5HlpODz11KkHcCSSKyrZ9pSi614dmoKl4T+eHlEKS4P+PT5l/SMCGAGzA2+fG4liz9zuywKWif+KwOKKt+78FLdBck3edRAXGA5Zn68Mq2D4MmhFmRSpIpdtWxrK4F2j/8X8rgy2cgQyiYaTfNcipX2AHVRGQSy6aVEsEW9QhMO84htiURnM09KiYzpqD5UaRsi/pPQj8VoZBchYubSSL1RCuGYJWFE+X/oVcpCILXMFn3i2ZFmUgLEleSv4lTLY4kmOg/gunb2Vpp1vC3XGCstgMh0xUpI28Q9c701FAxJXcNyBsOhSkKSTtoL48/TgvqKaMkTUKPCIWBD6IbTk4WifRVX3lsEKlnFtuTOvGkqGblLvHfFh3U/LYD1HkFRRJVtBoe8LX+u/p/H3ZYjPEdd7OQ3JNUvuf+uA95uGlcFaIScZoFk5TeeoKNOWPucH/LAMVvbWMB5nq9n2rjQpyeLQjsGLymA8WLp1O5g7IKAp2Fn908E4+Z22ZNh2OpczbZvHL00NnB26uAymUuQcNVvnRXxzEtaXHxm6pAyWg5XOtasqlZ6mQ8bZhctHZstgtmMahmZ6Lm/5/WUP9Hlw7FBcbxJj4u1+meUMPNk6ctzTZXCXBGbmSo9JOax06dxWdPf4pjJoC1KxeV3RTIryHAitof0Tj5bBTMZ1fLHyqFVgf7hUO3bqf8pglISkTcCH9R41i+RjX8WY6fvKYJUsabnbuWku0Yn9tednni6D/TklxdvZrKrruPP1sCj2TOsfcOc5XsobCmUeGb6mjfls7owyOEhVxzk5m0pZt3I0kmDZ/D1lMEX0OJlVBL+lAgKRCyNuLv1FGVwA3s2YVjbzYVrW6WSh5PzKXtxLUQCH8wjdox37AB5cvG41fvJBUWAY/cMPr/TIWp6CE0peWFuB02GRz1AHOptO/MZCW+DyxgEobBRNyPnVlxgWRiJjP7ZxMK2J30vJr4MIMAR2Fo7f/KcyGMKYrqWE6ghxUfXeDf3+sP2uMlgjcvmQ83E4eyVL6bjouR/b11CGuIp1ZEHWOVEQqRpQa2VoH4rmGMKYOBQDV8BEv7Ms6h3ET85nJcnVkBxQKjHq/NlK+Sj+PIiREBS5CK44/Ft1sLXi8ukXymCBK+RYE/9xcLVwgLOlP5zBp2eLfiUNnqLxyGgd6v/NM7jF83i01GKnl9LlrjwKxD19nz/3YRkcNphPYldAZXO8DDAGWrhamF8OLXD75pHYPN3mb6qLcPPKYRN4XAj3UTZdjSJHL015UBDLYS8yRkdRPrkpWyZdJC+tGyg8WQ5L/MwB9N5A14N1sCZxTsqUwxpTQpbPuhxHS9sP5ofVcC1+EoeX0S1kD3S+Wg5zC4eG55SjkqDHIVmjlBeUk3sqHij4ezlM4UIcYTOLUdHgxWBHY6RoazlsiNtWb68T5EOsTcK2v3lA8R3lsF/URVdVjYx2JeaimVkcWFJWWg5jbI+qN9IZOtrpUrhY/4cyDb/saddzadk1Bcrzy8HGwe3llfhuPaKEdaM3f912FLRss4p3VPylHOWENzmNmBN1X/gHXJjzVuW1crjAW0ZUMa4o73T2umgYZnAHk+FymOCzET/nDnW+HDaXP5x8Af8Q2IguK0qOmnmjpq2Kddc+UQ6rEDaJkNcMR7UMaIalgaONY/Alfo3l2x1YKUzibNO2/m/S09EQ52rdvZSgjc7rQOXmAa+Ww2CJ4tMpnkbkgrgNs6JLhv0SF5Y1VFMPuoYp5wEHOIXpGDECF1YAvw2pHxiO2P7ohDnNoXI4GqQGle3/7kxrfADGwabYo2Nx58dRgUQ6/XYpTfADuH9h/8k/Kof7o6zUlbvVfa1HyRA429zv05ZNOMsw8iDNVmRd5tIog9MLXp82uRwmK9Qc0aF+Ejbl7H1rye+ns+XwLSp22Hn5b50pFS1qCB4Yvmz6yHJYR5lYrORHHnuoxasioenny2EG6+oMtTShsaOcrCnsM+uP5dDGCIbmWnkdTBTNKthecdecVbjFgi3IRhBYnQIzhqFnqZzzIK4JypLpUiyoRSVsYErsrXnjymGSX97Ev1oBYtGrK3uXv4jr7XpBU9azGf9IYCR8renZ7V/H3QmhXVBFNMsZVUOHvnvUgh0vlcM2VEYnDbpyI6vIXjfcN33kzofL4T4e0bDck/2kU1Qd1IaFkZu7LpRDq18SjvNJKos7P1+6tcsuJyjnNyyl6zSq9/jgpEf2CeWwh7MQxqREHreCCMvhPrV33F8Oh/OeFlDlrIlLTizjZM2Oo3ehAnKRtG6meq5Xun4Tnztn//xYdzmcDbAC57T/7bom5y20JzODoRPvo0DwdMlIrIu8wwDYWLDz5IZymB10PMcyu7rNQIGGpmD/EOX0Z6RpSEhURaNC33Qqd6Cs7WwNLmyYs6mTAsVmqLhU99X8UdhfgVqcEi0mgEvgSjJazSUJI/wdJEkRQVc4Dukhl6XKTjtrahNHKmCnxYVdTTHyPfoNWsGHZ/2n4GgF8gaG7Razn93oTWXodvncDKbooQo4FwTPyOIy2ab8IerdNLaytKGCTvxwx12/8YKLA9xZObJiAH5SEHleBM+iZqlQCDOLn6j4oAIm306w8e+jqRb0mf7Nla9XwH7X0F1WpHBAVK234akVx2qGVsBTYkhgjc6/v5vvzPqnibX9+9Thu4OUYiFQEK9HcetHqo70ebkCFlCSPeJ116SU5nEwW3io71u4JuigTA8pAwoAVYI73+cH/dZXwC7JzdzE1RNQKRTc+eOjhg75ZwUctwXN8+Qc7n5VCGn+uWGvDb9RAVtE3lG1vJX3O0c1w7Y4PzpUAdM5P0TCc2yafwI2JzPNd1ag9VG6+Y893VO6vAAajiXhl5vtCpgVlGxPRcKkubqNDn19ydyp1RUw16e/otZhUOnI0TBPYqcVVcA8zuniNRvhtg06mrCDZfNnMPQ0Y2jI39B653L49Np4/5kf4UjsaCCR7S6VcuGbhWgHFyTirc/gmlDOnt8rhvOrLB6vyc0J4CwrbM5OZbLIkdBzI1gI1G99pwKmIVY1OZeaG/IO2u8N5U37NlTAhpyEBl2nGo5sCsc9PTZx39fwaTofcTiq489QsZ2z/b5+RxmCdjfohW7lbvXaRphMwfLQd4/+sAKWWywH6DFyTt6kC+0D5StPPVUBi5CzatTdxqRzoRHQKoVPfxulirMYvysT8kLid1v67D773QrYxJk8Yk8EuBlTxpGsiS84i+9eE3KpIg71f0ZhK4LWkl+w91TCDJH3e/gSWXZw01YEI8LJSuSu0TCTTplqxnToJH5OJC3cXQmz4yV0HkJckgOohsPluvC/lbCSNxWDssrNEMEC2D3kbuFnlbCb4TVd/beqI5i1vQ54YmydeLESznqcggubsVE4bVTAFUWV4bJKWMoGc253p4fO1S96cM/otvALlXAPy+qdVzsoPyafhokwi3s15lXCVGLPCDmoOwLVr7972JsFrZWwn+JjM2aHYovxEBrqRUG2YFolzALGYGwqV+36Dn13yftFP6iEgYGwBVLENBB+U6GTJ5cMKRlQCU/6x2/KBx/nIasigGqrG1n1ciUsotaXNh18UfFSovlnas9VwkzPSRuOZmoaZd9OQtBzc8AgXFiggkkeS9zBwS1eEf7uELcS9w7Biq2bghXDJRwOdxTuGprBARpIjyzF1GXVphvJvTXPtzxcCZvMKiufy+DvRGCb0MEsafmwEtbkWddREYRTnTvEmhuqV059sBLWIQC1nR4KELHpJGd7ybD5Y/FpVpDULPKXPJUHmYhb/PbCH1fCNJdz6PCIcRg/qOvQMK0Nf95ihVWVY+32lBfrQou8LPrx4n6VJINIjfwOMgzN8njhV5cfpm2QuAiE5JAYDKoQh82VbSvOV8JmEc3DVRwMxbGg/d5aeN/qQ5Uwz7UoE9RlNNAdFJ81BcraKA7Qo2q/NgfUlhaJzbLI0U06DtBBRElXbX54QTfcOa56K1MJp0okVk+rNz/rzOkUyjCnZN6eC5U4JOD98mJKppBFLDmbm7m3Dgd425n5iZMOooIzI586+GolWjbNQbnUNMZwKK5gT9W4wzMqYY/rpLMyJxleXs2jPTlZ1XtkQyXM0V2HupPaliUIaNY3J+45ewy1ASROp/g323JMXO/d8eyFr6Igo0oZlH/o8jkO17uV23XhNdx5BlmoffsMz0W+Myu09AIKxCz/GNnzc3s8VMAlwQDkk9CKvNJUeopQvyUTTcGCxGyuXxLnRQ20GJc1kGiiFu+rGc+1JGEfp9LprXmb/ZfBQ027hPeSMNNSwbVV1jHEUAbN+rySy+KSJKIwz0TApRrZFJK9Knh8BBS/noSLuZBRXpXq9j6+kdZRd2YLLxS/kYTZfmSHD1ddOj95os2oMJLwBJIL15L/8UkXQgt0Xo8M/ndlYxL2BsWQraq3jLTHWOj+jzX0r/x+EnZQbIx1NUP3fQKasF0Ff0uWJ2GRh5TBYh3ebxUYhKUlkeSuJMzxSaGuxFENPVTX5YkR9Z8nYUkoQAXbkdZarIUbPlfY2N9LwjTPyvJow1IWL+Tp5rpUHM0mYTKl1vrtgTm/9OvZYYdG351ExGEKTM699c/uTNbAce+qbpn0SRK22wRLLY/i7agMzcE+Wss9OB0B18rSPvqwR0PS1AILuCszHkzCdPTCVG/d9XsPpmDXkOOzunCAnQ5OhWJjKaZkMuyJds5ZkIRZfukmxKxUEdHf4u757ybpcssBTtLQwaC+DoJ1iYvLxiVhHTCCZGo65X06KIM7i19f+csk7KQ2PprcnXLpXFZEiqWv/H9JOIS646hKWslrSLGq4HjjuE2DkrA/LacCuhLjLVakfJIHRmU2zcVtoFLXqmkali5RstjK6g2bvpWElX7VEUbw/FT2MXCyaNEmMwkLwLL9MvOfyCLdAN89rWTn95JwAaVdUdM9NzJeli5btpbN3RVIwlZNpzsmRAYWT6XQtxTU7qlPwjKepSKsdFbkm4KjydgeLQnz1LgpGFZJexGlFAqwr+na0R/i02KUegNyfoMb3LQHJzx37NUknBd0C116rvuGncmjAq4Kf3jsF0lYyJPwUPUc8IPLToy8cHxSEk7wlFmekbu/SLCGdwu+MnvciSlJOClIBm/pHf+4psoUALYoWXnyTyiD1OSKoq4IxKLB2xLNncIt3uLa+V6bR0AsBYkXt4W3nz+F2uCg7xfoNsdQqI30mZa+Fz7GyQeYAvjQ7ezIWGDimmwrHcc/WUXHQQ6jIwblPV8G753YHT1SBUcDQhAxnPnu+91ZHS3EEml1bG4VTESZonIILKUiIDjbU1BcNKkKFgksAgjLyVP3D2QwS4vqi35RBeMNy1UtNy+4rkEDPFFuF0tVsDxSrvWipTFzyO0Q+6yK/bn0Jv6cpVMil837FvVLeHQeW/5IFRzzRFRAm7CZ7vkXfjsrf1MF6/wenLqKmoaK2AjH6vc0LaqCvSYwvdevohDnczJMgzb+vb7HqmAWnTk7dEmCrJvMY+ihfn+qglbRlVzOjTuShTrPwJMt8QGBKngSwExda8/kbWoTPxrmSK8MzOHTDM/5fQD9KzkUvsI1Q/GT1ODOckSbZR3/lP/sgD8PM6pgk3u7v5Dn2aaGK7i3oHL4/bhURabGCLhFFAqMurOluHXkkCrYoLmMTPG1uAAsuoRlUn5UZdVtmm/qwIpUIqg/nKn6ZFT/KlgYFExRY6ndCoKFUbA6snrUO1WwOkqxp5ReRspdAL+ZbI+7WgXbJCp9k+5JpYzsJyhVe6p/NuVnVbAri5uWy8vIUSMy+vktibvmP4gCITKGFUaajnBbxqlt63dxwQBcQcPNtYOV4jRLp8j/5VWJtW24ae5txbEZKqAzEsHCH9fZVQi3JJMxbJ2uH10EGnOZzzcMrYI5JrVtdIjRGjpiiLtrOjbvqIIlrOGG8+03zURIIMSxInxmy4tVMFzwqI+HZ/OGHkNY/j9jl2zzcGGpJbFraZkrXUwRTIcVUtEeFOT5OHE7z0gMVW7BNZkvjb8DJz8LBM5vjeTj0HZ4ck730eerKDeoUAe56/0r6Sgd8KwJL4ZJ6O49T8llkDRSE2O031vjfxPS1bAYWQolI6FK+dcQe2ouBxrwabY6Z3p5t7c33079Gx6ctiyYr4YHFY+R7a6s6XT3qmhP9pT8IrymGlbzhkjd3yjznRzj6ca/RX5TDTslqVc1VAXdMWo3TefDqFRNuSokaCxrmXIYXd2WaLx4YTUs50XODCNwY3odHkXzSMkHxV3VMCEQUZWoEUzHmTyVuD5Y2VL1ajUcdPKZDkoDYUOih+DsbO1DtT+ohu2exYiUXJ1WS5DKwN2jXuu3Ap+WeDrEy+QtzQ2jpq0seGPQ/dWwkqHyLuQzRFcgSFT+2Mjr+Aeg28khgALdEtAD7ih+adTfq2GHSUXcssQjPRun08b/dkx7NSyk/s82lYuhuKRhCKAqm81qWOZpaFlN1g9wwOlsif5g/Jxq2NLJq5xicUxQQlpaBrtrvzptczXsVpAVmmo+oyq2jc7rrqqts8ZWw2RWotrupuVS+RcHjg4/MPfeajjq2Kxl5+X05Vt6Hp8+Wvje/A3VsIplAowkOcaNHjmP/vIb/WbMxwHOYETKg7jdEA8B65aa4oURHEmA1cxbjkV1CTwYD+siDy0qwjWxiddo1CJQddAOLpROr/gezdLv6MmzrCDSRfzxyj+tCuBLRKNw0H+u8aluzY9KbUsUrl1XDW0eWHm6b0bYZqMMHin/8aY3q2GcyRsGZ3hpxN8GWs1tBR1bL1fjH4ompDpVVEvLRct2pMDcPoREEyhQVWR5upqpgMWFP9mxthoWEY1CK2OhTdKhFZZwf955vBrJtfffvoPEVqfBlrB7x7FqmM0GVWqTzaDGUobf2T6XT2Sr4YBIOb2Iy/V0KkuH6NOtkz+shicFwXPk3D+y2VSKsn12lXWcm14Nu8g20sGoX8WiBo7V/Oj8E9VwjHNTgmupptxxLYf2ZGvtu/B0DWzlGceUUbB04q6jYWMswRTWwEbHNBVLCyZkqk4zHBaGJWZ+DS")
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")
.toString();
List<WeatherRecord> weatherRecords = new ArrayList<>();
// Read and decompress data
ByteBuffer byteBuffer;
try {
GZIPInputStream gzipInput = new GZIPInputStream(new ByteArrayInputStream(Base64.getDecoder().decode(in.getBytes(StandardCharsets.UTF_8))));
byteBuffer = ByteBuffer.wrap(gzipInput.readAllBytes());
} catch (IOException e) {
throw new RuntimeException(e);
}
// Read data
while (byteBuffer.hasRemaining()) {
float minTemperature = (float) byteBuffer.getShort() / 10F;
float maxTemperature = (float) byteBuffer.getShort() / 10F;
float stdev = (float) byteBuffer.getShort() / 3000F;
float temperatureHash = (float) ((int) byteBuffer.getShort() | (int) byteBuffer.get() << 15) / 10F;
float[] measurements = new float[36];
measurements[23] = (float) byteBuffer.getShort() / 10F;
float lastTemperature = measurements[23];
for (int i = 24; i < measurements.length; i++) {
float temperatureDelta = (float) byteBuffer.get() / 10F;
measurements[i] = (lastTemperature += temperatureDelta);
}
weatherRecords.add(new WeatherRecord(measurements, new WeatherStatistics(minTemperature, maxTemperature, stdev, temperatureHash)));
}
return weatherRecords.toArray(new WeatherRecord[0]);
}
private static Float[] generateForecast(WeatherRecord[] sampleRecords, WeatherRecord record) {
Map<Float, WeatherRecord> weightedRecords = weighRecords(sampleRecords, record.statistics);
BiFunction<Integer, Float, Float> predict = (hour, offset) -> {
float temperature = offset;
boolean uncertain = false;
// Weighted average of suitable records
for (Map.Entry<Float, WeatherRecord> entry : weightedRecords.entrySet()) {
temperature += entry.getValue().measurements[hour] * entry.getKey();
}
// Estimate reliability by calculating (standard-ish) deviation.
double deviationSquaredAbsolute = 0F;
for (Map.Entry<Float, WeatherRecord> entry : weightedRecords.entrySet()) {
deviationSquaredAbsolute += (double)entry.getKey() * Math.pow(entry.getValue().measurements[hour] - temperature, 2);
}
double deviation = Math.sqrt(deviationSquaredAbsolute / (double) weightedRecords.size());
if (deviation > 0.28F) {
uncertain = true;
}
return uncertain ? null : temperature;
};
Float[] forecast = new Float[12];
Float initialPrediction = predict.apply(23, 0F);
if (initialPrediction != null) {
float offset = record.measurements[23] - initialPrediction;
for (int hour = 24; hour < 36; hour++) {
forecast[hour - 24] = predict.apply(hour, offset);
}
}
return forecast;
}
/**
* Weighs the given sample records in accordance with their suitability to forecast for a given target.
* @return A sorted map with weight percentage as key and record as value. Pairs with suitability below a threshold will not appear.
*/
private static Map<Float, WeatherRecord> weighRecords(WeatherRecord[] sampleRecords, WeatherStatistics target) {
SortedMap<Float, WeatherRecord> suitabilityMap = new TreeMap<>(Comparator.reverseOrder());
double exponent = 2D;
float totalWeight = 0F;
double totalSuitabilitiesSquared = 0F;
for (WeatherRecord sampleRecord : sampleRecords) {
float unsuitability = sampleRecord.statistics.calculateUnsuitability(target);
if (unsuitability < 24300F) {
if (unsuitability == 0F) {
Map<Float, WeatherRecord> weightMap = new LinkedHashMap<>();
weightMap.put(1F, sampleRecord);
return weightMap;
}
float suitability = 30000F / unsuitability;
totalSuitabilitiesSquared += Math.pow(suitability, exponent);
suitabilityMap.put(suitability, sampleRecord);
}
}
Map<Float, WeatherRecord> weightMap = new LinkedHashMap<>();
double divisor = Math.pow(totalSuitabilitiesSquared, 1D / exponent);
for (Map.Entry<Float, WeatherRecord> entry : suitabilityMap.entrySet()) {
float scaledWeight = (float)Math.pow(entry.getKey() / divisor, exponent);
totalWeight += scaledWeight;
weightMap.put(scaledWeight, entry.getValue());
}
assert totalWeight >= 0.99F && totalWeight <= 0.99F;
return weightMap;
}
public static class WeatherRecord {
public float[] measurements;
public WeatherStatistics statistics;
public WeatherRecord(float[] measurements, WeatherStatistics statistics) {
this.measurements = measurements;
this.statistics = statistics;
}
public WeatherRecord(float[] measurements) {
this(measurements, new WeatherStatistics(measurements));
}
/**
* @return An array of floats (objects, may be null). Returns null if an element exceeds the bounds of normal temperatures.
*/
public static float[] readMeasurementsFromString(String inputString) {
String[] input = inputString.trim().split(" ");
float[] parsed = new float[input.length];
for (int i = 0; i < input.length; i++) {
float value = Float.parseFloat(input[i]);
if (value < -38F || value > 34F) {
return null;
}
parsed[i] = value;
}
return parsed;
}
}
public static class WeatherStatistics {
public float minTemperature;
public float maxTemperature;
public float stdev;
public float temperatureHash;
public WeatherStatistics(float minTemperature, float maxTemperature, float stdev, float temperatureHash) {
this.minTemperature = minTemperature;
this.maxTemperature = maxTemperature;
this.stdev = stdev;
this.temperatureHash = temperatureHash;
}
/***
* Generates the stats for the first 24 measurements of the given array.
*/
public WeatherStatistics(float[] measurements) {
assert measurements.length >= 24;
// Stats are calculated for the first 24 measurement values
float[] beginning = Arrays.copyOf(measurements, 24);
this.minTemperature = calculateMinTemperature(beginning);
this.maxTemperature = calculateMaxTemperature(beginning);
this.stdev = calculateStdev(beginning);
this.temperatureHash = calculateTemperatureHash(beginning);
}
public float calculateUnsuitability(WeatherStatistics target) {
return Math.abs(this.temperatureHash - target.temperatureHash) +
Math.abs(this.stdev - target.stdev) * 5700F +
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, 2.35D));
}
return hash;
}
}
}