{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Culvert with Adverse Slope\n", "\n", "In this article, I will compare the results of a culvert with negative slope among HY8, HECRAS, SWMM5 and XPSWMM.\n", "\n", "Below is how [HDS5](https://www.fhwa.dot.gov/engineering/hydraulics/pubs/12026/hif12026.pdf) handles adverse slopes in culverts." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# HY8\n", "\n", "HY8 is the \"offical\" implementation of the FWHA culvert calculation.\n", "\n", "The model is saved to : **./data/hy8/negative_slope.hy8**\n" ] }, { "attachments": { "image.png": { "image/png": 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tALg4LXySV4cw3ygGK2AB8DSkiZGK1OuXqdSC9iP1e43wJHWEwq5RhfsWqbNJX02+ClXeXV+tc7cdyKSh3im6XJV9d6VS357CeUPZ1GXaIIew7w6Z4xwmEugAdKDEOtDKHoVbAYO5eUqHYqeM/ALbwHHX3ByUq9s3a26/fKquh9JGOC6wOwAo2G/oAHRgUHQgE2A999xzFPcTwbw7YpSUwgRGKQSQWTYqHsmxAQfeSmjy1WHLrH7FpTF82fWGTwOj9Zt67dUpLqvSTB9cdTbtax1+Zs1WFO67MsZikJ31BsZa+hD2p1l5SzahkZ6NHZu4MUN6vD5DNpANdKA/OiC2pFXYbHykbFN7JPOuPUcH6bVK3T6Zud1sdW82N6v8uk41R5t+hfO8bx9hd/qjZ830B+cwJtAB6IDogNiTpGFmwGrVgAaWSF7LqDQAD583cOaDUbjKZYyTI03qk1CMmBxLaKfLMYecJ1wlUitcrcqacvWVrvApqAGrd9PlNate04Yrfwxg2f2S8gHoRWWjIFZfG+L1J8aQBWQBHSiEDrBBi9iNJuOWJG9qe6Tnfn5gFrw/XKuoXQjaZsjcrMtJn11pfM6e3wX07PyuY7XDAnYHti/pvYJ80BXoQDYdSGJnbNl2DbAqnlrREUMjRkUMSdxxZPXLAVUaMMT4SChtyXG4khUIVdIln6sPcs7O6zpuZej0tcbVa/dB2pFQyjWELtlkUx5bMXAMOUIHoAP90oE0xixJ3tT2KDL38ja/YEeCzOeR80pPXOmuNHvO13O7nd91DLuTGMD7pcNoV90XWr8Rh+4WUAeS2Bn7nu8aYPnvCNW3sXHD4TY/MVJGyD4kuLYIVsL96mzg/BUhV5p5OukyQqYdrl/Bnp2P++BKc6bH9zXyhDSEumj+UPiu9jhNwDI8H1++QQ6u990KqMShjNB3TMLQgdLqQBpjliRvU3sk8+7sLEW26Sk7xekVfjc2tEnxc3PEFogdUW2Ec1w4z1uOaEN6tC3TR9lGr/poti+GNs/apij90PklTfoWthttT/cXdscaK8xRpZ2jwvsCOlAKHUhiZ2yd6BpgcUO+Uat/+MFsswgncTVRcVq43UKgzJ/k5TPvvmFzpEl9Eoqy62PzTpTqh8vI2GlifOx0V18jadyOXEPMNhDdN+mvAVC/j/EfuZDtiw45qHrsQcax0jXIqRSTIXS+2Dqfxpglzeu0R5adCudee442c7ya18U+hHYrmJvtcsF8w+9xsS2rA1qaB3u2HQn6Yfqk7BrsDuY22DfoAHSgKzqQ1M5o36OrgKUbyk1c7afvWJ9ijGrH6scN05UbBuNTbCcc4ze445fGmKXJO1A6A7sDuwDfADoAHeiJDmSxM6UALHl66K+GWU8hO6GcMHQ9UfCBco46oXeoA3o3oDqQxpilyTtQcwjsDu7/Ab3/B+o+xRgNxH2axc6UArBwsw7uk26MLcYWOjB4OpDGmKXJC10ZPF3BmGJMoQPQgW7rQBY7A8DC04WBeLrQ7ZsL9WMChw70TgfSGLM0eTGGvRtDyBqyhg5ABwZFB7LYGQAWAAuABR2ADkAHcqUDaYxZmryDYuxxHXBcoQPQAehA73Qgi50BYMGxypVjhQmjdxMGZA1Z51UH0hizNHnzer3oF+5F6AB0ADqQXx3IYmcAWAAsABZ0ADoAHciVDqQxZmnywoHJrwODscHYQAegA3nVgSx2BoAFxypXjlVeby70CxM/dKB3OpDGmKXJizHs3RhC1pA1dAA6MCg6kMXOALAAWAAs6AB0ADqQKx1IY8zS5B0UY4/rgOMKHYAOQAd6pwNZ7AwAC45VrhwrTBi9mzAga8g6rzqQxpilyZvX60W/cC9CB6AD0IH86kAWO1NKwPIuWUf4QQad1gFMjvmdHDE2xRqbNMYsad7/MzpG+EEG7eoA5pJizSUYL4xXJ3QgqZ3RbZUWsAj/IIEOSoBhTd9YiGNShw5k14E0xixpXnas8Q8SaEcCrENp7ut77rmH8MunDNKMI/Jmn8sHRXZJ7Yy+XgBWO7MtykICgQQAWJiA9cSKeHv6kMaYJc0rgNXplWvUV47dEDzVZwGsmZkZwi9fMmDoxRzd3hxdNvkltTNaLgAshQiDYihp9B3qqhDthQQAWJis9cSKeHv6kMaYJc0LwCoHCHXLjrMdAWDlC5SygisAq735uYz2Lamd0bIBYCnvu1sTc6/rBWCpQe1RFICFCVtPrIi3pw9pjFnSvG0D1rXbaPrFbTSMd3hL+Q4zAGsw4IqhDIDV3vxcRvuW1M5o2QCwlAPeaxDqVnsALDWoPYoCsDBh64kV8fb0IY0xS5rXCVh374zOEE9vjoeHTgJWoro20wSALn48egy6rChYwRoMyAJgtTc/l9G+JbUzWjZdBawhz6Oh0an6XtepURoaGqWpPn8anZ1h1z8DPLbBXdvE4Gad4Mc6/SQ0aogBWK7R7W4aAAsTtp5YEW9PH9IYs6R5bcAafvR1ItpJVTWPV5+OHhubIOcTQVHCbXgt6vL7RkQALAAW3uHq+DtsAKz25ucy2rekdkbLpruANVShytAQjU4Fg5lzwBpevrfR4K5tYnDF8PYx9PscNcQArO7ClKt2ABYmbD2xIt6ePqQxZknzRgHrDzT24us0dq0DiGz4kWMdRsBsM03IMecJJ4ig/qDc2NN8gu0Jtx1moulH/+CGCGmvj/YlApgl7wePWCFXsCYX0dy5i2jSBrW4dDtfq+NO1dOqnQ6eB2C1Nz+X0b4ltTNaNl0GrFGaqlXIq9T8VSwFWFOjQ+R5XvALIMycZyjz0yu1KRoN4wrS7HK8IsZlPQVzTVbJ2Gg0/pumsRf30tiYw+AGK05ja7lUAFycFlZSh7AQePhc8PSxIU1WsCL1+pVN3B20H6m/XpfT4El9gQEEYIUD07MIAAsTtp5YEW9PH9IYs6R5I4BlQKg+b0fmVRts5FjCS9ZR9WmicK7mXQ9ma6ECLZ6LJT+HpPLrc82gRco3y4NzbjjtglzYmOQPsCZp0VyPPBdACZDEAVBcOpcbH1H+mUfeyHj8KlKzeqQPScNO1tWkTQBWe/NzGe1bUjujZdN9wJqdpVrFo0otgCDXFkGBMA1JnCbAxHFTrkYVr0I1gScFbG0D1vQYTQs82ZNzADuhQb2EDWndYBqA4q2EJl/daFd59SsujeHLrpcNtYGyaP2m3mZbRbgedR6A1TOuChsCYGHC1hMr4u3pQxpjljRvA2CpOTMtYHkhVDFsqZWqcEaQyE6qukDJlWbbnSR57DI47hpw8YjmDrAMkIzQyNy5tGgy5v2oOGiJSZ9cNJc8b4TGFaCMj0SPI1/vi6knkkfV1TS9k3U1aROA1d78XEb7ltTOaNn0BLAM/DAgNQCRrGB5PkDZ5wXGJJ3DcPVKyirgEvBqEbIxbfjHgBVncC2AaQCeEKJ8MApXuYyxc6RJfRKKUZRjCe10ObZDKz8Aq2F0u54AwMKErSdWxNvThzTGLGneCGCZh2QZtwia+Ze3+fHDNPX+axwQudJdafa8niSPXQbHpQIshqG5iyZpfMQzYQgvDCraV5IVrrj0EEZ4RSwG1mz4kWMdRsBsnEbkONJuUH9QbtEI+3IMcMFqXNBvvq7wesL+xUBkyvMArPbm5zLat6R2RsumN4A1O0u8JbAyGnzkwoCS2s6nAcqGKoYl1/kWEKUv0o47AYsmaIKabxEMP89rAY29cuUFK1yxoCXlJRSjKMfhSpbaLhgHf1xWygX1ALC6zlMNDQCwMGHb8wyOs+tEGmOWNG8UsNZR7EcuGGzUbgaTj+dfC3g4feLpneodKmvngczrVjmeK8z2QdWGSZP8ErrKyTmEXQMp51gED2XztYKlYIi39AlEzTDYeDQyHsCIAFBsuoIWA0Ixq1VhPVa9Kp1BL2yX+2S2FirQYhCS/KYtlV+fSwlMaUEMgJV9bi6rXUtqZ7R8egZYs7O8vc+xUhXAl9kCKCCloSoS9+sw2w1twLKhzT6vjnkCdf3z35Wqb/HjfOE2vwjgRA2p3iI4sVxeWOYnnHtp7O5t5Eozq2UWGNVBietXsGfns42rdR6A5Rrd7qaxrugbC3FM4NCB7DqQxpglzWsDFt+z4df6ZHoIPtOu06cZohyA5YQkA2dSWfDubAwo8Xtc/M/1kQvdPuepb093vCNs2wMcdwW+eBxyBVgCKgZGGGKiK0PhRy0kn4QCL/ZxK8Cx88uxhFw+hKoZGh9R/dGraSY+QuO6XLM+ybkOhgCs7HNzWe1aUjuj5dNDwJql2fBdKv+9LPnIxVCl4n++vSVgyccsZHtgAGwCYfLOloIpfbESjwMsY3DNlwSN3fP/k3erIoAVrBqF2QTKZDugf2LawJYjTYBIQjGI+phXsfQ/u/2gTOQDGoEhBmBpwfUmDsDChC3zC8L2dSGNMUua1wVYfN/iBxkk0QG2JHkCLP9dKeULecE2QRtc5FhCARX72KQrUJN8Etr55VhCk49X1XgFbJxGZEUtct5aLZM8cW1IeodDAFb7c3TZ7FxSO6Pl0lXA0g3lKc6Tqetfkkm2L3kYtlL8PS4Almt0u5vGepEnHUdfYECKrANpjFnSvAAsgFQ79pstSH4Ay39fKdyOxwASbhOMQpIBMQMycekKemZmKPYjFwxK8k6V5ON6LYDi8iMjI+qdMG7X2grI/bXKmW1+Vhtpt/4lzQ/Agn1Max+T2hldLwBL+d3tTL6dLls1n4SXzskKWTIDCcASufUuBGBhwtYTK+Lt6UMaY5Y0rwBW72YFtDRoEsgNYLngxLxjFWzLY9iSj0Uw7MhKUVy6tULUsDoWfKZdp8+Veu2+uCDJpKnVNgeYCRzxe1zcd3zkor05FDaos/JLame03AFYg2YBcD19kQAAq7OTmZ6kEC+fbNMYs6R5AVh9mRoHqtHcAJYFRAInCKOrcXHywApW+WxKu35EUjuj2wFgDdT0j4vplwQAWJiw9cSKeHv6kMaYJc0LwOrX7Dg47QKwkgFMHNjkJR2A1d78XEb7ltTOaNkAsAZn7seV9FECACxM2HpiRbw9fUhjzJLmBWD1cYIckKYBWAAszO3tze1FlV9SO6OvD4A1IBM/LqO/EgBglXPS1ZMp4p3TgTTGLGleAFZ/58hBaB2ABcDCPN+5eb5IskxqZ/Q1AbAGYdbHNfRdAgCsck66ejJFvHM6kMaYJc0LwOr7NFn4DgCwAFiY5zs3zxdJlkntjL4mAFbhp3xcQB4kAMAq56SrJ1PEO6cDaYxZ0rwArDzMlMXuQxbA4vd98MufDDBfd26+LoMsk9oZLQsAVrHne/Q+JxIAYGGy1hMr4u3pQxpjljQvACsnk2WBu5EWsDAPtDcPQH6QX150IKmd0f0tLWCxQ4wfZNBJHdA3FuIwDNCB7DqQxpglzQvAKjDZ5KTrAKzs9zTmQ8iuyDqQ1M7oazz00EPJY8rSia3iWRpqVSfO4+aDDkAHoAPQAdaBNDYmaV4AVk4opcDdAGBhfoKNKqcOJLUzWj8uvPBCAJYWCOLlvHkw7hh36EB+dCCNMUuaF4BVYLLJSdcBWPmZIzBfYyx6qQNJ7YzuEwBrFkqqFQJx6AN0ADrQbx1IY8yS5gVg5YRSCtwNABbmxn7PjWi/PzqY1M7o8QFgAbBSbQ/VyoN4f250yB1yH3QdSGPMkuYFYBWYbHLSdQAW5t5Bn3txfW4dT2pntPwAWAAsABZ0ADoAHciVDqQxZknzArByQikF7gYAy+18aqcScchoEHUgqZ3R1w7AgmOVK8dKKyfimKihA+XUgTTGLGleAFaBySYnXQdglXM+gh3CuCe1M1pXAFgALAAWdAA6AB3IlQ6kMWZJ8wKwckIpBe4GAAuOtnagES+PPiS1M1onAFhwrHLlWGnlRLw8kxfGGmOtdSCNMUuaF4BVYLLJSdcBWJin9DyFeHn0Iamd0ToBwAJgAbCgA9AB6ECudCCNMUuaF4CVE0opcDcAWOVxqLWjjBNvBx0AACAASURBVDjGPamd0boCwIJjlSvHSisn4pjUoAPl1IE0xixpXgBWgckmJ11PC1j33HMP4ZdPGcC2lNO2ZB33pHZG1w/AAmABsKAD0AHoQK50II0xS5oXgJUTSilwN7IA1szMDOGXLxkw9GpHGHHAVisdSGpndD0ALDhWmGigA9AB6ECudCCNMUuaF4BVYLLJSdcBWPkCpazgCsACUGkQShJPamd0XV0FrPHxccIPMoAOQAegA9AB9pG18WkWT2PMkuYFYOWEUgrcDQAWAKvZvIVzgwtuSe2M1oGuA9YXvvAFwg8ygA5AB6AD5dWBjRs3GrdaG59m8TTGLGleAFaBySYnXQdgAbCazVs4B8DSOtATwMrJ3IhuDJgE2GHHP0gAEqhLII/3BPcJgFUfI8SKKwEAFgBLO9CIDy5Q2WOb9EGeLtczwJp77CmEH2TQSR0QZ7KTdaIu6GiRdSCP9wQAq7hAgZ5HJZB7wJpcRHPnLqLJPH9YIwd9xDtY5QEjDTztxAFYgLhSQWwenckiO+foe/HhMo/3BAAr6qTjqLgS6ApgMXB4HnnqNzKecaVI4EXCtKCVtdz4SKT/3sh4/JcTs7bhupaMdQGwAFhpYQuABcACYEEHSqUDgMIoFAKw4h0Hdo7xDxJoRwJdAyy96sTQ4HmUCbIyAkf4Nb4M5ScXzSXPG6FxBUDjI9HjsH7Ok6GNSHnVTta6AFjx82Ra8ChLfgAWnOtSOddtO5Pzl9HMzDIaOfbkUskNUBKFkkGSR9v3RBfmUKxgtePSo2yeJNATwNIQYsOIHJtwhEbm1le+DJBFzstWwXEasVbHfCiSsnNp0SSvmE3SIlXf3EWTPgyFZSWfXl3jMq50B0jZfePjCJhxPwMwM+es/gXlF41wOudz9FfDV5M4AAuAlRYMCwNYM5EZcyUt6reDC0e7kIDhciajwHQRjc9sovH5MQCFcS/kuA8SEHX6WlrfE6fQ3FZ6r8/reEb4AmBFDB4OCiyBngHWTAAbAiUCC3JsAESBjdmiN0Lj+rxZFfMhpOlqGJeVLX1S3rSngIePI+cCyDL9iFmtsvPLsYQzMzQ+olbqwn7EtGvaUvnj+iSyahICsABYgwtYetVg8UoifZzRiLflqHTAiWir/X5c8wC06XImI0DValxbnR8AGUEvB3e1yjW2rnsi+tAhAWBpve/APQLAKjBRoOsRCeQKsPS2QgNkc2nRePCRC4EYCW3YCGAlfO9L6tL57TxmJcuCKZ3f1YbUy+ckr4ScFkIVw1YAjHHt6nLSlitNzjUJAVgArHIA1rHX0CT5q1gjd25Sk1mw8hAY+PEVfKpVvpU0GSyPTS7m1Qu/usnFwQoG1xW2ICsb9Xx8aubOi/wnvHY+Rz9cDg7SeufQupxJ1iEzhuwkLl4Zxpvp1ojtROpjp8707hqhT5B1Gh1w3ROxgBWZ09RcGep/49wYuY8SPhgDYIXGBJGCS6BngCXgIKHAghxLKOlpAIvLemr1S9cVFw/b0dsDOc6rTaounU/XxelyLKHJyytsDG3jNCIwFjmv2nOlu9J0H2LiACwAVikAyxhsl6Hmla0V14SwE0KSfroaONH1fAE0cVlScVN/HeSMwxI6ESdbW2Zi8gWOdmw/7H7huOvbz1zOJEOV0YdjT6FFK4ic4yV5RAcklK2q4XGMLkg+jHHXxzgNXCDvKeaPurMPq2XRFLBI3SN8X/BcGeq/NTdyevCQi+tftCLZ9m4AVsGpAt0PJdAbwGJoCbbCMUDIe0kzM2TenWIQscGCV4J0enjesUUwPOfDS1inQFDYnupHDKjwxydiP3KRsO9cfmRkhMw7X6admHatfpsPX1htxH4Mw+o/AAuA1QvAWrBgAXkLFy6kNI0lfdlrfHzcbfDD6YqXjNRHBowBVydtYy8Obat8LgfBLmOaCRwEO7/qgh9dSYt0HukHwogjp526XsSdgBWuiPLTd+UA2uOvdcseWzm2y2idwdj3dex7oV9FbMN1TzQFLHv+1fcFP0iQe8E8VOAHDvxP3VcJ7gMAlm9F8H/xJdA1wAo/JMEfcIiuCPkA43/wYS6DiIBUpEywdU8gRMIQmuSDET648btPsj0wrDOAEDnX+JELz4c4C1bqkFWvU97piu27rFaF/XNsPdTXJ9esy7n66+ibC7oAWACsNMzDeZNyj66X2ar3gKWNuhho48zKtj31nkDEwAfpsjrFZeW8hLZTIOkSulYf9Dkdl77pdlzldT7Ee+Z4u5xJdooXrdhE44uX0QyvgMrYNdMZe8zlWEKMec/GtIhQk6c+u+6JzgGWbNdMB1oArOKDBa7Al0BXACshFERAQQNUlvIlLwPAAmBpEEoSLz5gKfAKtw7aTq517Myn84Rx3ylwbhnjPOFT2Zh8YT0xX6QDWPXcCXc5k8bZNVtE1dYna+wadCYy/qdQeN6shql6MMY9H+M8wUsR+uK6Jyb1w4VjA/2W7ddqzo19WCVz4/xlNMnvqJr7gFeI1QOxJvcGAAt4MigSAGCpd6IKDGkALABWEqjSeYoNWME7MzIRz6xY6f+NIss5ZuPO79bIP2c+XcaOS0EOlXMhdTZ+5CLIp+tp4kwUwQkblD66nEn/2hiSo9uYZHzNsDt0y0BVoBuhTslqaIzODIoccR2yMlP80HlP8Nzl0mF7TpNjCYOVW7l3Zu5cFmwR9CsLPybTYj4EYGnhI15kCeQGsAoMN5GVuD5dBwALgKXhKUm8MIAFh674jlwextDpTLZw9vLQb/QB+t8tHcjjPQHAKjJSoO9aAgAsrGAlccaRZ/AADoAF57pUW7jy6Ex2y3FGvYCyJDqQx3sCgKVddMSLLAEAFgAL8DR48JRkTAFYACwAFnSgVDqQBDrKlAeAFW/82TnGP0igHQlkASzejoZf/mSQxKlGnvj5tGyyAWDBuS6Vc51HZ7JMzjyuNX+ranm8J7CC1Y5Lj7J5kkBawCqbE4rrBZAMqg4AsABYACzoQKl0AJAXhTwAVryDgxWsPKFKMfsCwIq/vwbVscZ1YcxZB3ILWOwEseHHDzLotA5At6BTndapoteXx3ti48aNxqNO6qykMWZJ8wKwigk1eeo1AAvOdtI5DPkGS1eS2hk97j37Q8N5miTRl8GQADvCyx5cjR9kAB0IdOCxxx7LnSy4TwCswZhzy34VAKzBcpq1M4w4xraZDuQasLQjTPQY6d8dT26l79y/kRbfs4m+Mb6Wqjevoa/f+gxdsWwd1VZtieTlcrouxMsLGACs8o497nv32AOw4p0ErGCVHY/av34AVvz91cw5xTnIreg6UDjAemj9TvraXRto8X3P05rNu+i1fQeIDu6l/Qf30qtvvEFrt7xGl9XW0sXjv4xAFpwrt3NVNrkAsKAHZdP5VtcLwIp3ZABY7QNG2WsAYMXfX0V3oNF/jG0zHSgUYD24bgdd85Pn6IGpF2jT9n20cv1BunaC6KIlRBfcTHTFvUSPrXmVnt26g25fsYEu/dEUPfCblwxotXIycL4cjjcAqxzjjPs5+TgDsOKdBABW2fGo/esHYMXfX82cU5yD3IquA4UCrIvv2mDgatfrB+nHTxD901VE376LqLaK6OE1RI+u5+N9dPfyfbRh2xt06+MbqPq9VQAsvG8TbhEFYCV3vAEp5ZAVACvekQFgtQ8YZa8BgBV/fxXdgUb/MbbNdKAwgHX7ky/Qt+/bSBtf3kf3riJ638UH6YIbiHbtJtq7n2h6M9EfdxI9tIboi9fvppse2ENrt+yhi5asopse+UPoYIdO42Wnked50d+cr9D1AYxcelLMOUe5I8+/N6j/WjrervOka2mZlOG4Vf/xlyknTvJ5HkXSb/kKHWnX6x1F592iyj54L503x+qz1KPqlWuu9zmow5HHU/KQfofXInWb63Fct/RX16HaiFxfDwEQgKV1BvFQr3uog3lrE4AV7yQAsMqOR+1fPwAr/v5q5pziHORWdB0oDGD9+9Lf01ObdtKvnjtIZ1xG9A8LiO7+BdH23URfvYXo6IX7aP41e81s+MPl++m9X36JfvbkFlq1bitddNMjIdiEzo04+wI9IcScRpeKs2XnsY8lnwkFMmzwWZ0YsCJQJ/3iuqVvAity7ElfpW0LzKR/TfttAZa029CGny+2j0Fb159/lIHWBoB7cDW1KhuOjfS7CyEAC1DVCz0rUhsArHhHBoDVPmCUvQYAVvz9VXQHGv3H2DbTgcIAVvW69bRjzz66cwXRcRcTDV1IdM41RNXriA6pHKRDPv8KnXv5dtq5+wAtndxDbz17LS1asp5e3b2fTvzaktaA9eBqaoADC0wazisAaHYuXPUReFGwUV/JCSBpzml0vFmJUqAmsCOA9aAAlQ9YTdvmPlrX4XT+HHka623Sx0AWjWXEoW9d1tkvJeNOnAdgyXgg7IQ+DUIdAKx4JwGAVXY8av/6AVjx91cz5xTnILei60BhAOuM766h1/fvpauXEs1ZQPTOBUTvmn+Qjph3kI740gH67NU76PmXD9KLe/fROZf9lry//0/63JVraf++PXTMWdckAqwGELGhQ45l+5vnkazUyOpMHZiUA+soJ1v1JL8GEx03DpwNWHIcAFvTtjVghf1W8CYAI31UEGjLQ/dLx7WTmSQ9Lo+up1txAJbSSxl7hI3zQ4lkAsCKd2QAWO0DRtlrAGDF319Fd6DRf4xtMx0oDGCduNgHrG/dQXT4eUR/d/4b9Nfzd9Db5+2kT393J216+QBtefEAzbtyHf3FJ35O3ofvosqVq2j//jfomLM7BFjG6ZLVI/W+00nXhtvfBJgigOCAlygUyftTAfgIQMmKlRyHgOSRp0AoUpeV1/TH0X6kf3xdrjyRtBZ9DBxSNzwlK9vQpy44uQAsAFYv9KxIbQCw4p0EAFbZ8aj9608LWPfccw/hl08ZNHOmcS5+Hi2rbAoDWCdcvpZe2buPfvDA6/TO81+jN428Qoed8TwdU91CN9+/28yCF1z3R/qzE1fSn550P/3lyTX6+vd+Ta/umqUPf+7GxifUEXjwnc4GOHDkiThOAjNzvkKXNnn3yAUvzaBIVrc8+ZCFaud6iauPTDT0296C2Oo6YgArUq9qt94/hszoalikjABSwrIR2UrZDocALABWL/SsSG0AsOIdAwBW+4BR9hqyANbMzAzhly8ZMPSWFRRw3fE2oplsCgNYC278LT21+VVasW43fejLW8k7/vf0V6evpbed8ywtuPaPNL78BTp83m/oT457iLz3/JgOP/sBuu/RjfT0s5vozEt+0BqwBAJk1SgGOiKOUwRcZGUrChwmfySf7+BqwHJBSSTN7pvUF8KNtF3/yIWu3wV4ketwXavVZqQ/AfR0Oq2hTx2GK64fgAXA6oWeFakNAFa88QRglR2P2r9+AFa+QCkruAKw4ufJZpBR5nOFAqw7nniRfv/y63TLz7bTIZ9aTd7ww3TYmavo8js20++2vk7v++Lj5L3jdvrzjyylq5Y+S9NbZunfblhO37r1oXjA0tvuFFwJoISrNXO+QufZn25X72D5DlUddMJyvJVPgMi5rc/aPidQIYDDXwqUuLN/AnRSj9q6KAAm7atrlXfHQkfQkaf+mXapW9oKnHTpV/g1Q8eHQsLPx7cuG/ZFZNCFEIAFwOqFnhWpDQBWvOMAwGofMMpeAwALgFVmyCjztRcGsIgeo+r1vyaGrI2vHKAb7ttAbxl5jN5yzuP0z1c8RfdNbqX3nD9Jh5z6c7rqzvU0vXUb3fbwajrzkrvxh4a7ACpFciB1XwFYACytD4ivJgAWAKvsENTN6wdgAbDKDBllvvZCARZD1rzrn6If/WIrPbN5F937+Eb6xpLf0Scv/Q198MLV9JXv/45++sQL9NzmWbr9v1bRWf96G1299NcALABWuIIJwAJgAaqiOgDAAmB1EzDKXjcAC4BVZsgo87UXDrAYss5evJz+5fsr6YlnNtKundtp/769dPDAG7R79yv0P89spG/+YJJO/+ZdNPqjFQauuAycqqhTVVZ5ALCgB2XV/bjrBmABsMoOQd28/kIA1uQimjt3EU32++MaeemHQw54Byt+niwzRDW79kICFgPTN25bTZ/45j101LxxOvrM79Kx82+k9y8YpxO++kNa+B8PhmDFeQFYcKrFuQRgQRdEFxD6ugDAincc2DnGP0igHQn0HLAYUtT71vw++Mh4i1WkJGCTJI8DTGbGRyh8J537NTIe/4XErG242u1kXTMz5tP5zZxpnIufR8sqm8IAFpwhOMad0AEAFvSoE3o0SHUAsOIdAwBWO2iBsiyBvgCWXo1i0GgFWUlgJEkeC3QmF80lzxuhcZU+PhI9jnzVL0MbkfKqnZlO1gXAwifqZ+PtRBxA5haw2IFhZxg/yKDTOsAOJX6QAXQg3zqwceNG46HHGS87PY0xS5oXgAVIalcCfQcshg4NGxwPV7jm0qLJBOdnJmnR3PoXiucumvTrtOvRgGPKBPVH0q32dP+kn6aPGsTGaURArUn/F41wH7mco792H1IeY4tgesCw5+iyHSe1M1ouCxcuJI//04mt4kkbGh8fN1DV7qSG8pCASwIMa/gHCQyKBLxL1hGDSNYf3w8Mmq3m716f5z4BsAZFS8t9HbkArBkBFAmDLYMaaMyqV8x5DUEGTJrkE3BpgCS1TVHa1Xm5fZU+PqK2NvI2Q7O1MKZd05bK39Bf1ba0mTIEYAGw0trBpNyj6+0ZYOlGEYdyd0IHBLDYMcUPMiiyDrDbyv3P+k8eZgGw4udWrGBl1S6UEwnkCrACEIm8E8UrPgI2cedtYGmWT8BF6pRjHdrn5FhCzhtC1QyNj6iVtnDVTFbUVP+btaHPZYgDsOLnyU74ZoNYBwArw77KQVSEslwTAAtQVWSo0n1nB04AK8v9C8Bq7TAAsAQTEGaVQC4AS8BFQhswJF1C+zwf63M67spr0ni1KeMWQVOet/nxdr9xGpF3yuLadaW70mL72nqFC4DVer7MYocGuQwAC4CVu+1B3bzhAFgALA0pRY4DsKIGP40xS5oXgJUVK1BOJNB/wGLQke1zOq6gIoSRmPMMJpxH3oMyWw6lTlWPBTCxH7mI1DVDJp+1RZA/XsHpIyMjZN75MnXH9C/sv+qL1UbsxzCsPsflA2BF59tu+mmDUndSO6Ovt9hbBKdGaWholKaKDFbtXkO75QssOwBWQQBrbBtNv7iNhrGVM3YrKwAravDTGLOkeQFYggkIs0qgL4AV2UZnrSIZ8JDtdR55Nti4zgcQwu9F8fbCxo9cBPU4YMWHLNVe8Jl2nT6XIcruB9flgiRX/zhNVrlUHyL9VelxENUsHYAVnW81FCDulk1SO6Pl1xfAGopMGB5VasEFpYWFtPk7CRPcNl9HpRZZNapVPPJaQZ/ut45n6V+75bO0mZMyLsCaZsu5dnPEka2uJSJ28Fs5+q3OdxMQuG3L6k/cnQGg+nkNcfJx9UmuN26s4uqKS3e1EZc3h+k89NgiWDdsaYxZ0rwALGuCwWFqCfQcsNoEiWaQUeZzAKz6XKuBAPF4uSS1M1qG/QEsDSABqISQlcZ57ydcmLYrVBkaotEpDYhDrVfVdL91PM21S952y0s9BQydgPXiTpp4cS+NjQVwYhzvvflfQbEBIQCQTJCVN4Cwr437Z9IKOlZdkC8AK2rY0hizpHkBWKl5AgUsCQCw1La9AsMfACs632ooQNwtm6R2Rsuv/4DFjr1AgoSzszQ1OlT/i+EhkNWoola/KqP+FsFRXjUK0gXUIuW9AIKC+v38FapJ26rOcPWJ84bpCqIERIK6aqNDNDQ6ZVaxePVK+mS2LTrrmKLRoXp/hyoVA2SuazByCfsQ9LdZn6VvJQndgLWNqsv30vTyP5gVAV69mlgebFETRz8Ix3hlK/hnQCZynp1//+TE3X+gsTAucKC2vCUt18wxlzp0Hp3Gceks1QFyePneMLVhlS5SJrqK13Dtul1HPNKOtB/0z1mXq21db1A2dqwuWUfONi/ZTBNE4fgaUOP+3K3HuMdjp68rY5wH0bWCJfOaK9QTOT5y4TaKWkYArPpUgVg2CQCwAFh6TkG89bw7KDIqLmDNMjhVqBZAy5QBkzpQ1Coc98FEAMoMWgAwYVqt4t6ex+m8lc/Ob9p1bVEM+iOgIv2SYw7DNEffDRA2qSMsG9TjqT6E18Dl6+kGGM12xGh6vR/lUXS5YeMAa9g44TupGjjx4dZAfUxE4erQ3TujWwgNHAQQw+cEKOx84kxH6m1STvK7Qqkjco5hYidV5XrknOQ1/eTz/mpdda265gBEwmuMlHFcu9SdJGQ58NY+076rLh+CGtrWdUt/5NrkWEKdl+PSJsdNu3zdDL6BvKWcOddkDCSf1C/HrcpJ/i6FcYDFut4KrjgPAKv1/AfAygYVKFWXAAALgCX+B8LWc+4gyWhwACsAH4+hS6BGQ0lcms7D8XD1J3gvSp+PQFKgKHLeLmvqUX2xypr3rgSGktQheax6jDLKOQn1tWoI1enhCl+5FD4esNaRee9KIEo70a53sZqdl3Pi2Ccpr/Pa8TgHXbcT5gkAi8/VbXwQE/Diwzpk+VvvHO+bSf0SShv2saTbod2HpHLgelxtqDTnWEk5fd3cZtAvWd2SlcqwDVVvmCZ1Je1zXB1B2934WiFfpmsFSwyUhixJ0yEAq/XcB8DSNxPiWSQAwAJg6XkX8dbz7qDIqLiAJTAhocCDBq2Gc3oVyQVIaluflJVQ6g9XixzlW0GLrovjAoOSLqG0pUN9Tsc5jxxLKOX4GIAV+aBIM8AyzrWAhzjMdigOs50ux9ox13F9Pi5d59FxadMOXXkkTUK7THjsrxgZ0JK8stomeSRdQjtdjl0hl5FVPD4vdUgoZeRYQjtdjnUdEneNlatNqYOvz94qaAOU7ofEJZR65FhC6Y/AnE6XMl0I+VqaARYbKYasOGMFwGpt6AFYWZACZbQEsgAWv++DX/5kEDeXIr31XFpGGRUUsNSWN4GKqVGqBO81zZqtgQxLMVsENQip8vrz7WZ7HeeT8wItBuAcIGZvHQzzK8VrqMuCtGZ1cFkbyKSNsF4lF3knLdwiWO9zeG1SvkRhU8DSTrA4yXYoeex0OebzrjinCRDIu0JJnHvTnv8+V7jyYvdBjiNb/Kwtd5JnbBtNBO+aebJdTt5FMuWDrXKcX65DQlVH/RPqyfpmVo/s69VtWG2H+aXNSF7rS4nSPwmDMtE6gpU93Y7kl9BuQ9I5zDx2Vl/19bQZTwJYzYwaAEvNzTFzIDvH+EEG7epAs/sQ51rfh5ARZFREHSgOYOmte/IBCjaKFlzIthj5iIQ5r8pGPigRKT9Lsm2P65APSTQC1izN8iqWqtP9kQvHp9fDvlo3i07nuKvu2Xr/wr6JUxBbXm1RVH1uKC/1lCDsG2AJVAWPNqfX7vS/UihOfJxzb5xwhgMFPuKYG8dfPyu18tjnzQqLrFz55Qy06T4EqzxhrU2hiOEhpm+X1Ldccl3O67WvWbUd5pdrtfPGpMvWwUibpo/We18MTHLdEtptqHTZXhipV50PYdSuQ/ezw3HuS6sVrGZGCYBlzcMlmP+a6QPOQR+gA9AB6EDndKAwgJXbQWdwsf6uVW77CgeCXIDVjfdjOlong4f1t586Wn+c45+k3SR54upHugGkpGPJQGX/47L8L8ucA8DqnCHNIn+UgfyhA9AB6MDg6gAAKwN06JWuyEc1MtSFm6u3N1cRAYtXT8Kv63UZSvQKUORDGDHt9rJvSUFkUPPZcMXHAKz6/JHGmKXJizm6LmPIArKADkAHoAPJdCCLnenL38HCgCYbUMipuZyKCFiDCgy4rnTvZ8UBFq9EZf3x/fDYY49lWgHr5lzDfdq4caO55KTtpDFmafImbR/5ms+9kA/kAx2ADpRJB7LYGQAWVqpy55AlvWkBWOmcekBQfuQVB1is0+38AFhwepLOn8gHXYEOQAegA8l0IAtgLViwgDymrDRCTtqQvBfAzkSa+pE32YCXXU4CWC5nFWmQQNEkIFsE2+k3AAtzZ9ntAq4f9wB0ADrQaR1Iyj263QsvvLD7gMUNtvNUFmXbe6o9yPJjhxI/yAA6kG8dwBZBODza8UAc+gAdgA4USQdyC1jtPJFFWUggTgJYwYqTDNLLKgGsYMFpKZLTgr5CX6ED0IEi6ECuAasIAkQfi3WjA7DKihG47jgJALCKNYfB5mC8oAPQAehA/nUAgIUPVpTqXTcAVpybjfSySgCAlX9DDWcKYwQdgA5AB4qlAwAsABYAq6yeNa4bEiDCZ9phA0plA+CkFstJxXhhvIqqAwCsXhnXqVEaGhqlqV61h3acTgNWsMAUkEBUAljBindgsv59MZTL/rfZIDvIDjoAHcijDrDlTAN7hQGsIc8jr1KLXFyt4pHH0NIKXlqd7ySMcFvc18ivQrVe9qGT1zNgdTUC1gRVw7Gq0kTU91RHcfnSpqsqEYUEciABAFZzwOI5Az/IADoAHYAOlFcH0n7VlkGsOIA1VKHK0BCNTgXG0ADLUP5WheJAKi59wAAmDd33Iy9PkPrfRNWjakBV02PD5MmBzkREcfnSplvV4hAS6LsEAFitAavvg4QODJQEbDs0UBeHixkoCUBXyTxgG3DAGqXa6BANjU6ZVSxevaqMBtvuBF6CcJRXtoJViUptlmYj5xnU/POV2hSNhnGVT6AnaTnJz6GU0Wl2OucJV00qVHOeD9JnuY8Sj3cE+gErRWzTniyqnlq1mh6j4eExmm6YHnmVypUvbXpDxUiABPougUbAqlElnJ9knm0yb87O0tToUDjnml0F9vyX8pj7lNagpXlamDQvb1OROWPusacQfpBBJ3QAOgU96oQe9aIO6Oop5QCsqVk2/Gq7ncCMDj2PDFSxQa9VolsIDdgEq2B8zlNx11bDSL0qr11OOw+mjTrg+aCn+myuod5H45iYrY/BWPyFAQAAIABJREFUtQXOSqVSCa6jRhW8uxXZGtoO2MlkIV5tBJzIAibJ1JAu+SSUjHIsoZ0uxwghgfxIwAYsfugUzqE8tyWZN3leDubBWqUez3qvArDggPbCeexXG2KH+tU+2sX9lVQHoKulAaxZMu9dCURpAGoFSPZ5KSsOhH0+Lt1VLnAsjDOhz7vS7fN8HDgntYoPccZB4XQGLwl1XYhnBi6ZLMS9BWCJJBCWVQI2YDV8jEfPWc64rHi1D1YCZAAsOIBJHcAi5hM7VMS+o8/lujehqyUCLP9pamDIxdjboQCInS7HfN4V12k6j06Pi9ttyrGEUk5CnR4AFq9mVWqyYhVsDazJSha2B4rz1U4ok4U40xHAwhZBEQvCEkmgfcCSualzoAXAKpcTVzanXexQ5uuev4xmZpbRyLEnY9sqtu52VQfa1tUBGB+WQdot6+ynJt2Krn3aCy+8kLyFCxemWkVI2pDe864bbXiqyoAisGKHGl70ypTk02V1nM+rrS5m+54ur/PacT6OS4uk+06IbMGpbxH0r4c/5CHvmU2NVoi3CoYf9pA2EKbSPa1HMlmI/xz3kQpi2FLvXcXlS5su7SKEBPIiARuwnFsEeR6MzGPR+bcSvBs7a94ZDbZTtzFP5R2wZiKDt5IW9dvRhcPdVSczMwjFOJdih3S9UWC6iMZnNtH4/BiAwngXarz1OBct3lpXT6G5rfRRn9fxmPsjbzICYNkgpJ0BASsJ9TkrboAneMF7qFLxv1KYoFzoxOu82sHQ6RwPXyLX22oYvpRzIu+Q6XoQzwxXPEYyWdT9I35fSt6Zsz5koQCLzHtYjnyp0+stIwYJ5EECNmD5uwRE1+UjF00AK3ivVD4sJA+Iwjkxw5yVe8DSqweLVxLp4344DQV0WvLmRPWyP2KHdJsRoGo1nq3O90MH0eZAQp9LV6MPAxIAltaNAuruwANWO8YaZWULD0KZLPLg2KIPkEAeJNAAWBmAqNNzbKEA69hraJL8VayROzepIQ1WIAKHYnwFn2qVbyVNBstjk4t5FcOvbnJxsJLBdYUtyApHPR+fmrnzIv+Jsp3P0Q/t4CPeu22ZYoe0zFl3zNixM7p4ZRhvplMjtrOqj5260rtr1NeGeHHl7tLVWMCKzDFq7gr1snGuiuh3vx9UaRBUcQBWDpyCTjsZqK/zQCiTReh7IAIJlFwCAKz4eUZvWddOonYwjIPgcgx4ZWvFNSHshJCkDLepM5IvgCZOIxU39ddBzpQLnZaTrS06MfkChzu2H3a/cNy1FQmxQ1qnGKqMvhx7Ci1aQeQcJ8kjYy+hbFENj2N0QPJhbLs2tpExHQA5u3RVz3+RucieY1hfee4K9dKaq0z++hbrRSvq8TzJEYAFwGpr61xZYE4mi5L71Lh8SCCUAAArA2CF0uMlI/WxgcDBCE/bzoU4XK3yuRwSu4xpJHBI7PxhBySykhbpPNIPhH1xtMUORZ1IgSJ+yq8cTXvctU7ZYyrHdhmtKxjzvox5dKyLs6Ll0tWmgGXPh1pfGfBFRw3ss87zP6XvOdRPABYAC4CVQAdkshC3AyEkUHYJALAyAJZ2IsQhME6tbNtT7yVEHIogXVanuKycl9B2QiRdQtcqhD6n49I33Y6rvM6HeNcdcLFDttO9aMUmGl+8jGZ45VPGrJmu2GMtxxJirLs+lvYYDtqxS1c7B1gCmvkGLQBWAue6LKs0uM54h0kmi7I71bh+SEAkAMCKny+SbBEMHSrLqQ23DlrpIVAFzq8zny4Txn0nxLl1jPOET4Fj8oX1xHyZDmDVM2dc7FCoOyJ7szVUbQ+0xqxBVyLjfgqF5817gaoeqR9hz8a4YWwLKnuXrk5q6D820DvZDq0fPon+SshzntbZ+ctokt8ZNbLhlVv1gCpH8ho4wGJI4IvCDzLotA6wQ4kfZAAdyLcOpP27I0n/FAjblqR5UwFW8O6MgOvMipX+3yrSzkXgNPA7NvLPmU+XseNSkEPlzEidjR+5CPLpenLkvAyKI5rmOtim8b/GMgzH0e1SMq5muB06ZaDK1EYU6lLoyAYnTGG1lRXj75C9rKYg1Hrp1FWeS5RqhfOQPcfIsYTBQyXR6Zk7lwVbBP3Kwo+85Ew/WQZp7VEaO6MXRXr2d7D0+CEOCXRCAjJZdKIu1AEJDIIEsIKVfgVLOyCIwyFNqwNih9KWQ37oWq91ALp6ilnoGTjA0lSHeLwTANkkl41MFoPgGOMaIIFOSACAFT9/xK1g9drJQXuD5ViLHcK4Dta4DuJ4QlcBWPjAA95BS6QDMll0wjFFHZDAIEgAgAXAGkTHMM/XJHYoz31E3wB/rAPQVQBWIucaKz3xjkRZZCOTxSA4xrgGSKATEgBgxc+LWMGCk9kN0BA71I26USd0tpM6AF0FYPUfsKZGaWholKawktT/sWgyBjJZdMIxRR2QwCBIAIAFwOqkQ4a6Wjv4Yocgq9aygoz6KyPoagkAa8jzyFO/Si3eKMauxnQCgrgO1Q+/TxWqdaLuJmAQe00okwroZLJodIwnqDo8RtONJ/yU6TEaDsd9mMbCjBNUDdOrNBGWj0sPMyACCeRCAgCseFsiK1js5PHcgR9k0CkdgE5BlzqlS92uB7o6gF8R1FARWR0KICcTZLULJHEgFZfebnsonwqgtM644jwR2f+mx4Z9eI8FrGkaG1ZQNVElL8g7UfWoGlCVqSc4iEu328YxJNBvCQCwWgNWv8cI7Q+WBNgOLXtwNX6QQe51gO1D2XWVZTDQXxGMABZDhwaaALj81aQhGp3yDebU6FB91Yu378WW8chT50cr9dWyBojTdWj40emR/lSo5uxvkD47RaNDEo839C5YQFp6ebkAy5huXqFKClhhXl6lUqtWLdMHy0nA1QyGBBoBq0aVcFXWo8oob3+uUGXInxcrNZ6zJB4z1+q5MUM8i0FL+reteN5MmldWsHiktZNB9Bjp3x1PbqXv3L+RFt+zib4xvpaqN6+hr9/6DF2xbB3VVm2J5OVyui7EywcaAKzyjXlR73MA1mrzd1PLBViz7AQwmEgYONsCOgZy6uBSq+htfL4DEcJTpIxHYXqt4oOXdhAi8CQgFl+3gbxKjWZVPzmtUqkE7dSogne3OrpK1Qw8swEWu1d6y5+sZlmAZfIwcMWlD4ZDjqsYLAnYgMXwFM6B8nDICx5c8Zyo4/JgyszF/hxs5lo9Z2aIFwWwHlq/k7521wZafN/ztGbzLnpt3wGig3tp/8G99Oobb9DaLa/RZbW1dPH4LyOQVVRnC/3uDBgAsDojR+hj9+UIwCozYMUBjwEaBqA6ZIWrXgJUYvjlWEI7XY45tPPIOUmXUKcHfahVfCclhD0GL85vACz9akwzkMA5tzyzAlZ9yx9vF/TIM1sB40AqLn2wHHNczWBIwAaslrsF5IFQONfJipeaa2X+yxgWAbAeXLeDrvnJc/TA1Au0afs+Wrn+IF07QXTREqILbia64l6ix9a8Ss9u3UG3r9hAl/5oih74zUsGtOAYdt8xzLOMAVjlHv8866bdNwBWGQFLjLuEsYZcGX/Ja69MSbqEUpd9zOmuNJ1un+fjALDMylVNVqyCrYE1WclyAwFAqbNyyQRY4dY/cajlnSwLpMJ8celSHiEkkB8JtA9Yco+quVbm0IxhEQDr4rs2GLja9fpB+vETRP90FdG37yKqrSJ6eA3Ro+v5eB/dvXwfbdj2Bt36+Aaqfm8VAAvv3ZiPpdiOLI4BXXnUAQBW6QBLb/HTcTH0PghVRqeCrWcMM0M0WpNPqXOZ+rtaITS54Eie1oqjYOdpSI/2p75FMOjT0BANBf2aGq2YrYLyzhhgSo2fyLXDYWLAYlgK369iYKp/zILUufrKFhE+cpEfaEBPkkvABiznFkGZB/X8J/GpUWqYa4P3YLPOaXkHrNuffIG+fd9G2vjyPrp3FdH7Lj5IF9xAtGs30d79RNObif64k+ihNURfvH433fTAHlq7ZQ9dtGQV3fTIH2LewbqWjlfvvpl3ik+6lpZddpr/LjHHAzi59CR/e/rxl612nl/2oNR1FJ13iziuKu38oE7V3pHn30vLbvkKHanS/PeapQ4pL1vjVTjnK3S9Bifps67LzsP5VT5zLaaOhO04y8q15jvECla+x0fuM4Q+XJRdDlnsEdu+pO/6ajt54YUXkrdw4cJU780kbUi/VKwbjX4aXcERO+Bs6PVEbpwBH3R8A+H5UCMOAZcx7xIoA8Fl9HmpVxwLcfTtPK70SH/0thkL7OyVNKkLYSrd0nrSKu4CrPArgoEOmd1/CqKMq2qORV/kHSw+48OXr2fqgxex6ckdX+SEBHohARuw7PnU/8hF8Df+9PwXxh1zbZtzWBaDltTG8ByRNK+2R9rJ+Pelv6enNu2kXz13kM64jOgfFhDd/Qui7buJvnoL0dEL99H8a/aa4fvh8v303i+/RD97cgutWreVLrrpkRCU6nUKVAjMKAdUQCIVYK2mCIRpmImBNtMXASyBITn2TqNLFUBdf/5RBvoMlKn08HrsPsfUI30MYdKqq1k7rcqGfbHqzEM6AEvpdw7HJw86kpc+8Fycl770qx9Z7FEaO6P91r4Alu5Ax+MMOngPqmtQ0/HxasN5cwFWL5xYtAEJ5FUCDYDVxv3VqXs9i0FLCk3cx6R54wCret162rFnH925gui4i4mGLiQ65xqi6nVEh1QO0iGff4XOvXw77dx9gJZO7qG3nr2WFi1ZT6/u3k8nfm1Jg8PSDCTCVZ6UgGWXkzbiV71W11ewBLDClbA2AevB1STt16EsgMo5p9Hxc/jhVSNcNpYRx7x12X45Y0naBWDJOCJMoi/9zAPAKsEWwU4Zbqmnpj7FHvkQRg6cC+kjws5vGQRg5dXNR7/6JQEAVvw8EwdYZ3x3Db2+fy9dvZRozgKidy4getf8g3TEvIN0xJcO0Gev3kHPv3yQXty7j8657Lfk/f1/0ueuXEv79+2hY866pgGwZDWmvk1OOZ72atCD1uqU47zvkMmqGMPRvXSegZgAlKRMuPMjgBtZaRLAkmMFd1x3PPgE/Zb6dTkrTdeh49qZTJIel0fXk7c4AEvpN1awGuaDPOkrAAuAVYrVFwBXvCOUVDYArH658Wg3rxIAYMXPK3GAdeJiH7C+dQfR4ecR/d35b9Bfz99Bb5+3kz793Z206eUDtOXFAzTvynX0F5/4OXkfvosqV66i/fvfoGPO7hVgCQgdReddFrxbJcBjwU7o0AlQheDlkSdllCPcEmpc9UfSBPhiwC5oy91OsrLhNal+5yUNgAXAyosutuoHAAuABcDCylsiHQBg5dXNR7/6JQEAVnrAOuHytfTK3n30gwdep3ee/xq9aeQVOuyM5+mY6ha6+f7dZigvuO6P9GcnrqQ/Pel++suTa/T17/2aXt01Sx/+3I0NT6zdIBG/GhRZ8YqAi+W4BsB05Bz/nalwhSyujAAWr2BJ3PMoLNcUfFTbjvoj16jqlvek/TC6TTBSRkApYdlWjmM/zwOwlK7IuCJsmBf6qaPSNgALgJXIuU66yoF88Q5H0WUDwOqXG4928yoBAFb8fBe3grXgxt/SU5tfpRXrdtOHvryVvON/T391+lp62znP0oJr/0jjy1+gw+f9hv7kuIfIe8+P6fCzH6D7Ht1ITz+7ic685AcOR0q280UBw3dy5Jy8B2UdO2BGnKNl4dZAfsdJyquv99mrUwIvskVQ6rbej3KCj3aQpZzUb9XrKt/ptLoM8ufMA7DyNyZ51pd+9g2ANYCAxY48T0L4QQad1gGeMPCDDKAD+daBjRs3GiZN+lAn6YcruL6keZsB1h1PvEi/f/l1uuVn2+mQT60mb/hhOuzMVXT5HZvpd1tfp/d98XHy3nE7/flHltJVS5+l6S2z9G83LKdv3fqQA7DY4RRwkq+V6u159jkFYgIzelufAFLc+1KOMpHPtKvyslqmP0LhgqGIE+io3wvrtLb4CZgJhCkQbGwnedlIf6SNnIQALABWnvVT9w2ANYCAldenvehXsSXAhg3/IAFIoC4BNqBJIaZX+bhPeQYsoseoev2viSFr4ysH6Ib7NtBbRh6jt5zzOP3zFU/RfZNb6T3nT9Ihp/6crrpzPU1v3Ua3Pbyazrzkbvyh4ZxAjnYiex0HYAGweq1zWdsDYA0oYPXKmKOd+C0ygyYbAFbdsUYMEmAJALDi57+4FSwGLP7Nu/4p+tEvttIzm3fRvY9vpG8s+R198tLf0AcvXE1f+f7v6KdPvEDPbZ6l2/9rFZ31r7fR1Ut/DcACYJmdOVkdXpQDnPVSBwBYAKzcPYEdNDAZlOsBYAEqIIGoBABY2QGLIevsxcvpX76/kp54ZiPt2rmd9u/bSwcPvEG7d79C//PMRvrmDybp9G/eRaM/WmHgisv00kFCW/lzyLGClb8xwX3iHhMAFgALgIWvCCbSAQBW1LnGESQAwGoPsBiYvnHbavrEN++ho+aN09FnfpeOnX8jvX/BOJ3w1R/Swv94MAQrzgvAcjtyZXJwAVjQgaLoOwALgJXIuc7VKszUKA0NjdIUwKinYwfAAlBAAlEJALDSA1ZRnCP0M5+OPAArn+OC+6VxXABYJQCsIf5CUqUWccZrFY+8LJDSS7jhtvTXnUy8QrVe9gEQF+pNI2BNUFWPT3Ui6n2GRzpfleq50qaHFSICCeRCAgCs1oDFjhfPHfhBBp3SAb7v8IMMoAPF0IG0H13iBZ2kX6vViz8LFiwgb+HChaHTqk/GxZM2pF8q1nUNDVWoMjREo1OBMTSAMpT/VaA4kIpLBwyl0iutI0niDYA1UaU6U03T2PAwjU03+r0TVS/MNz02TF5QKG16Y81IgQT6KwEAVmvA6u8IofVBk0CDHRq0C8T1DIwE8mgfkvh6nczDMugVYDFb9QGwRqk2OkRDo1PGAefVq8pofZvd1OgQ1f8ivIBYjSqeF5aZZajxhmi0FpQzkMPg5v/dkUptikbD+CyZ/HqFTKCoVTkNSVJGp3Fcp3M8XEWpUM15Pkif5T5KPN4x6KRyDVJdzQ0br0bp1SmZI6306TEaHh6jaUqbLvUhhATyI4FGA+rPmzKf+vNsk3lydpYi86+eM+15L+FxFoOW9CEez2dJ88Y98BukORHX0ns7KnbIu2Qd4QcZ5FUH2Eo12ofe3y/9nqOy2KM0dkZfX98Aa2qWDb/aXqchRRvuWqW+ndDACwMJg0kAXlLOnAvSuAzDF6+QcZydBMkndctxq3KSn0OTV/3hyIYtgr4zU6n5SmscFbMVMrjWwHmpVCrk56lRpQMOjB7QMsXFsEXdW1654jFywRXntEAqPE6bHm0VR5BAHiRgG1B+yCTzkZkbWs135nz9oU+tUo9nnVuyGLSk0MR9SpoXgFU+ZyqrzqYpJ3Yor441+gXoYx3gf7Z9SKPng5I3iz3ia09qZ7Sc+ghYs2Teu/ICB4ANu8CGDTKSrp6uyupXuHpkl5cyki6hAJMcSygAZZeT/PZ5V7quS/IzRM7ytfrAZxwWzsfgJaGuC/HE2wrFsLkdWwYm1xbBtCAVl9/dKlIhgX5KwDag4Zwq84qeo5xxWfFqH6zE0GQxaGmMWdK8ACwAluhkJ0OxQwAZgEyedYDtkm0fOnkfFKWuLPaIry2pndFy6Ctg+StCgSEXY8+hrD4JpAj08LFZnbK2CvJ5KW+XkXQJbUdDp8fF7TJyLKGUk1CnB4DFq1mVmqxYBVsDa7KSBcOnlTJpXAxbnEOr36mq57GACVsE66JBrPASsA1oesCSuahzoJXFoKUxZknzArBkbBEmtTFJ8okdasu5HttG0y9uo2FsM8Q2yy7pABs32z4k0e9By5PFHrEMktoZLa/+ApaACIcCJxIG58w2uxCwZKsdh44tgpJP1yFxDgPYYQGE9cp53Qc7HvQl7KMcSxjW4TslsiWnvkXQvz7+sIesvE2NVoi3CoYf+pC6EGZewZoeq6qPWqgVLIYotWVQgxc+clF4psAFKAnYBtS5RbDFPFkJ3o2d1Vux25iXshi0NMYsad44wOJ3ZmVeNsYxnM8BItpZQNytD7GAdfdOdWcS0drN8fDQScBKVNdmmgDQxY9HlyCnLQhvs0+sjLZ9KOM9ncUesZyS2hkt0/wBltlOV3/PaahSCbYORuHFX8mKeYdLG0gVN8ATfIAirFedjwCUThfnwpXG53Q6x+2PXJjyCgr5WN4Nk7oRJgYrUWAxbKEVm6iqj6PUvxRIFmD572GJjul3tRjK0qSHLSMCCeRCAg0GNDIfRT8m1DBvGfDy51n5KEYEPDLOUVkMWhpjljRvLGA5v2qLv2so8yxCN1iJXMQOaed5ePleItpJVeUUV9dGj3V+LxEUJdyC16Iuv29EBMACYGWc00X3ixhmsUd8nUntjJZJXwBLdwDx5pM35BMvHzFsufBs0QlIIAcSaACsHBjQLAYtjTFLmjcesEZpih94yd9mVA/M9EO58MNJ5nzzLzEaeA0f1gS7LXIwFrAn8fYkq2zEDmlgGntxL42NOYDIhh851mEEzDbThBxznnCOCeoPyo2t5RMMcH+gsRfDTDS9/A9uiJD2FADq/iPuGLuCy4q1Io/2Iet9l7VcFnvEbSW1M7pfACwYvdQrR1qB+hkXw1Y3J4hBAuWWQB4NaBaDlsaYJc3bFLCCnRNme7cCrMj8JhBmVgXVV2plu3q4K4FXAdVHQuLqg+0prO3ReiF2SEPJtECR7ZTbYCPHEl6yjqpriSbuDhx83mZothYq0OI6JT+H/G1cya/P2W3rYymv0xB3w+iAyIUtYx7tg76XehHPYo+4X0ntjL4GABaMXGGNnBi2crvUuHpIoC6BPBrQLAYtjTFLmrcVYIVbJjUQGZiSbcNe45/8sPPyNku7jFnJUsAFm1NYm6OdJ4mLHYoAVtz2Oxts5FhCduZDqGLYUitV9ds8iO2kqi4nIOBKk3MSJskjeREOBHix0uTRPsh91Kswiz3iviW1M/o6AFgwdoU1dmLYGuwOEiCBkkogjwY0i0FLY8yS5m0JWPJ3CuWP3htQUtv7BKYkZNvhius02JfC2hftKDWLix3SgDVBGbcIGpjhbX683U99iCIOiFzprjQbkpLkscvguNCgxSYxj/ah2b3VjXNZ7BH3I6md0X0GYMEAFtYAimErqS+Ny4YEGiSQRwOaxaClMWZJ8yYBrNnZ4CMfshIlX1xM9eVZvw75mqw2uIh3/h2ofstU7JAGrNiPXDDYqO2DJh+vdlnAw+kTa3eqd6h4i6C1FZCBxypn+mC1ofsVxl3lAFCFBqhwbGPGkY1FHu1Dr+/fLPaI+5jUzujr6QlgcYM8CeEHGXRaB/hmwQ8ygA7kWwc2btxoYFAbn2bxNMYsad5kgBX9wmutUt8emOrLs7yKFX7kIthaiId5hX2Y10xXXYDFzm74tT55DBJ8pl2nTzNEOQDLgJMCMeM8G3CSyoKvAMaAEr/Hxf9cH7nQ7XOeyPtbMc55K+cd5/P/UQwea7aTzXS5DOdYBmntEcslqZ3RMuwJYJk7Hf9BAh2WABu2ZQ+uxg8ygA4EOsDGI2/3RBaDlsaYJc0bB1jaICI+eCtM3R7TOMACdOQfOgZ5jFzuFgBr1kDmwAGWNvpEjzFLh787ntxK37l/Iy2+ZxN9Y3wtVW9eQ1+/9Rm6Ytk6qq3aEuaTMrouxMsLGACs8o497nv32AOw4gEBgBUvm25DyCDXD8ACSOUR1ABY7vkuywM/nr+SPsjTc13PVrC0QySg9ND6nfS1uzbQ4vuepzWbd9Fr+w4QHdxL+w/upVffeIPWbnmNLqutpYvHfxmBLF0X4m5HqwxyAWCVd+zLoN9ZrhGA5TaqbPQAWPGy0U4B4unkBMACYAGw0t0z/ZxjSgFYD67bQdf85Dl6YOoF2rR9H61cf5CunSC6aAnRBTcTXXEv0WNrXqVnt+6g21dsoEt/NEUP/OYlA1pZHA+UGTxnHIA1eGOK+7S9MQVgxRt6AFa8bPrp8BS9bQAWAAuAVZy5pRSAdfFdGwxc7Xr9IP34CaJ/uoro23cR1VYRPbyG6NH1fLyP7l6+jzZse4NufXwDVb+3CoCF923Cd0wAWO0544CZwZMfACve0AOw4mVTdMjpZ/8FsFxbspAGCeRJAmwf+nmv5KHtgQes2598gb5930ba+PI+uncV0fsuPkgX3EC0azfR3v1E05uJ/riT6KE1RF+8fjfd9MAeWrtlD120ZBXd9MgfQgdbHMTj9deadHzOV+h6AZLLTiMvOHf8ZXXH6tKT6l+JMue5jOQ96dpIW5JXyl9//lF+nZLPVU7SPI+k3LIHr6WmfVZlpM9Hnn8vLbvlK3Skvj4TP4rOu6V+PSKTZY46PC2PpnJp0b+mZR19kfwdDgFYvZN1qFcdHkPU29kxBGDFQ4QAFht5njvwgww6pQN83+EHGUAHiqEDA/2Ri39f+nt6atNO+tVzB+mMy4j+YQHR3b8g2r6b6Ku3EB29cB/Nv2avAf8fLt9P7/3yS/SzJ7fQqnVb6aKbHolAj3bQBHgMjFiOoMCRARYBIskjMCLp9nGQz64/rDMAF/s89y3MwzAk9Uu7D64mV5kQjuz8AlgCSnLsnUaXqjqNTOxriMmbqX9BW63K6rHpRhyA1VnnvBtjhDp7O0YArNaAlacnyuhL8SXAdgj/IIFuS4ChoJ0f6ynbhzysIvWzDyyDgQas6nXraceefXTnCqLjLiYaupDonGuIqtcRHVI5SId8/hU69/LttHP3AVo6uYfeevZaWrRkPb26ez+d+LUlGQArWJGZcxodP4dXrKxVHxtG7GOBF4EUAz5+nUfO4VUsH3B84NB1t2i3XcAKV8ISAJazrYz9M/JoXbbbzjUAq7fOe7fHE/W3P54ArGSA1U8Dj7bjx6iIsgFgdRstUD9LQKAgizRk9R6AVYLPtJ/x3TX0+v69dPVSojkLiN65gOhd8w+hapVWAAAgAElEQVTSEfMO0hFfOkCfvXoHPf/yQXpx7z4657Lfkvf3/0mfu3It7d+3h44565rUgKVXiXQ8dOhsoLKPBbAEaHgFycDWUXTeZbxtj6HqXjrPwFsddnRbOh6264Se1RSuYIXbAQNoE8CzV7DslS7ur+sarDTdJx1v2T+r33FldT3diAOw2nfIuzEuqLN/4wLAinfexclgB6WIjjz6HD+2/ZQNACuLy48yaSUggJVF12XuA2CVALBOXOwD1rfuIDr8PKK/O/8N+uv5O+jt83bSp7+7kza9fIC2vHiA5l25jv7iEz8n78N3UeXKVbR//xt0zNlpAUvAJwZSXDBigYh2GP1VqtPoUpOHYcpfyTn+smBFJ4SdBO1aoBK2E9e+AFYIXu5th6YeVx2RtDb692CysuH1hIDaWccTgNVZeXZ7vFB/98cLgBXvhIuTAcCKl1EW563sZQBYaVEB+bNIAIDVmXmLbWQWWRbm72CdcPlaemXvPvrBA6/TO89/jd408goddsbzdEx1C918/26jexdc90f6sxNX0p+edD/95ck1+vr3fk2v7pqlD3/uxnQrWC4osT8OEQGPmNWfABL81Zqj6PiTjiL/oxE+bBx50mnmAxTh+19J2s0KWOEKmv+BjvrHM5QDZ1+T3VY7/UtYttsONQBLjXeXILbbY4j6OzuGAKx4I5wKsKZGaWholKZm4+srO1jg+n3d6ClgTY/R8PAYTWfx0FGm0BLIAgVyj8rchxWsEqxgLbjxt/TU5ldpxbrd9KEvbyXv+N/TX52+lt52zrO04No/0vjyF+jweb+hPznuIfLe82M6/OwH6L5HN9LTz26iMy/5QSrAcm1fa0izYcQ+1s6rhotgtar+sYf6+1cNbdiAEwE2j0Iw4/S49qVt2SIo+ex3ylx1WGXb6V/Sst12ngFYnXXOuz1eqL/74wXAigcicTLYyxLHw4QMU2pXwNDoFM0CsKIyAmjGysMJWBPV8KvF5sNa1QmiTsBRJ+ooNGaUt/MArPi5PTKft5irBn4FiwHrjidepN+//Drd8rPtdMinVpM3/DAdduYquvyOzfS7ra/T+774OHnvuJ3+/CNL6aqlz9L0lln6txuW07dufSgFYFlb2QSUBDa80+j4Zp9pV0a3/onzYCug+uy6AId87GKZvYXO0a589U/KOgFLtW/OS78FsCJfKazDnXFkQ/hSn6EPy7WWS3z/kpfttkMNwOq+w97tMUT9nR1DAFa8EY4DrIo3RKNTUq5GlUoNgNXCSUnj0Ax6XhuwpseGyfOqNKFYYKIaPVan0kUBWOnkNUC5AVgyR7cXDjxgET1G1et/bSBr4ysH6Ib7NtBbRh6jt5zzOP3zFU/RfZNb6T3nT9Ihp/6crrpzPU1v3Ua3PbyazrzkbvyhYYE1hObv2MBB76yDDnkWW54ArHjjGw9YFarZQBGsYI1W6g+oKjW/7qnRIbU6EcCZyV+hylBjfrMaFj4s0zAX39dBh5JBuj4bsMaGh2nMtYdP4CgIx6qsKwJeE1QNdcSj6pi1FdAqy9X7ICf6FrTprHuAKKPEl+ICLPk7qa5Q32My97F90OlljJcCsBiy5l3/FP3oF1vpmc276N7HN9I3lvyOPnnpb+iDF66mr3z/d/TTJ16g5zbP0u3/tYrO+tfb6OqlvwZgAazCFUysYBUbBgBznR8/AFY8tIiTwT6adixqAlG8ciWgFWwbFKiarVXIc72Txemy4qVXwjjdY3CrUcWEQb+w9bAuY5F1wUMbsIZDaLJoQEOS5xHvGvT/TdPYsD429BR910qXdb2DxVsSZRtipG5pA2HRJeACLJ6vWsEV55G5D4BVgnewGK7kd/bi5fQv319JTzyzkXbt3E779+2lgwfeoN27X6H/eWYjffMHk3T6N++i0R+tCMvAMeu8Y1ZEmQKwoAdF1Ntu9hmAlR6wQqgyUOTVgUkDlQajAL5Cx4bz6fMGGBishmi0Fn2/yy/jWDErOGSEMizhdTQAlguA2LuPgyRJ1wRgp8mxhFKfWvXyuF19XteHeOElEAdYNmS57kUAVt0ulGYFSyDrG7etpk988x46at44HX3md+nY+TfS+xeM0wlf/SEt/I8HQ7CS/N10UFB3cZx2AFZxxgr3VW/GCoBVN6S2oyFOBnta9rn6cbDiZAOTHBu4Utv8dLoGMrNyFQBWJD2+f/U+IE+RZGEDVtVLtkUw3EXogiI7TY51qNvR6XGAV3jEKPcFNAMsvl/44U3cfSNzH1awSrCCBWerN87WoMsZgAU9GnQdT3t9AKx4OBEnwwasIXtroGtFKgakzPtYrvzhlkIGNo/CrYYlXOGJc/oGJd0GrNiPXMRCUMwWQbXV0NSpV6ikroA5Gs6Xm0UG8upbAVaz+0nmPgDWAAIWOwk8CeEHGXRaB3jCwA8ygA7kWwfSOgdp/qhj0rziZNiANao+TOHJe1QCVAJE6jh8Z8vzaKhS8f9eFp/X27Xs9670OaxoxT5pb+Yk5vWcDVisX9EPUHj196M0JGkMYGBSOuK/TsVfI/Q/YjFcrfrvZCmwmjAfyYg/r6tHvPgSSDuH6vtF5j4A1gACVvFVG1eQRwm4DFse+4k+QQJJJMAGtJ0f3w95NKDcp7TOQVJoYiciaV5xMngstPPRkbgCsI7UJ2CHsPNj1WGZwg4lmd2Qp10JpJ1D9Twkc18e7YPuZy/iWewR9yupndHXsHDhQvL4P53YKp60IRnUrhi0Dk+Sra4Z5+O33vRLNjBs7U7ZKJ8nCYgBzdInmWvzaECzGLSkNobnnqR5RUYs347PWQCszsu0IDYedijLjIUyaSUg9iHL3CVzXx7tQ5braadMFnvE7SW1M7pvAKyCTOJ60BD3YQ+GLe0Ujfx5lsCgGtAsBi2NMUuaV5wM1gHMofl7YFbUMYEdyvOsOjh9Y/vAc1jWH+spAGtAtwgWdfJEv/NriGHYBsd44Eoo9TY6PTcJPOTRgAKw8juHah1CPNs4wQ5h9u6FBFjP2v3l0T70et7JYo+4j0kf5OnrydcKVr+2WfSrXayetfUkGYatF9O61YZ6ydo60//DPPctgXSwglV3cNMYs6R5BUJ5KLQRRLwud8givSxghxJMbsiSCwkAsMqygiV/1FG+nMOfyu0X6DS0O0XRL0v5X+rhL/oMjU7BOOcEDG3Dpr/C5H99KebvkchU1ymHfKIafu3JtMufgOrUv3b76CzvfxZYvlClw+Gx8K+zRK9A6pEwejbdUbt1cHmZN8JwmMYmxvwvbaXrTfPcuq863rxUprMArLpzmxSaGAiS5hXA4jLtPglG+fafpg+SDNlxxQ8ygA4UQwey2NqkdkY/pOrLCpb52yH6M7azs1SrVKjWADp1g6s73fF4s3abncsJaHRcHgW5rgbASvsHFjvgMMf+zZNMLrajULt9bFW+1Xm7S2nz2+X5uN064srHpbv6kDStG3XGtJ1l0pd7X+Ahj08ouU9pry2NMUuaV2QUI34kQwKZJGDboUyVoBAk0EICPIe282M9zaN9EBvWqzCLPeK+JbUz+jr6AlijQ0M0OuWApwBmRiv1FSP5A40+lEl6UD4uf1w6gwOfC596R+uZcoFFUFf9nL+6Jf2aneU/JDlEo7VRGhqqUEX9TZUwj6tNV1tIS7U6aBu2YRdgBQ7ymPqbIf4CU3QVx6zccN5QN4LVr0j5KkXXpriOJqtkkfqCspH6fH2WBa/I304x19LYx0gez9VHXWdj+YY5POiPXrdq1sa05JeQK+R4+EcxuU3/Wp31kKNPprzc265rsuSu29YXpNPj6gz7yQUnqBocJ+qr/C2a8Jqlz63HVnczLu6CEL26aMf1RC7wkEcDmsWgpTFmSfOKjFj+WnbcP/2748mt9J37N9LiezbRN8bXUvXmNfT1W5+hK5ato9qqLZG8eZS3vjbEHX5Gh+2sbYfi7m+kQwLtSEDsQ5Y6ZO7DfFWCLYJD1upVaAQCEAnBhLcRuv4oI6fLlkLPo4b8sfUwDFWoJhOswJOEkq5D1zlpn/NJ3LSpwJHTTVsxbeo2EI84PKE+tJCLbdjqcBQ4vvJHHT2PBGKIt/MJiGmHXDnbZgKTc4GjHpbXs5s5Zzn/4Xl23uvtGgeeK7Hrk/5YdU1Uo067BqB6E9X6H7BUbcVfY1iyHuF2RR711HqM+yf9Fnma/FE4qVargYwnqOqqT+rhmiNt1usxjco5I4+6/OodEqATuLHG2upbpE5GqqqqU/dJN6DTpT98PoynHFtdd5O4GFBb/22w4mM7T54NKBv1uGuzr0OOk0IT50+aV2TEQyDtcChw9dD6nfS1uzbQ4vuepzWbd9Fr+w4QHdxL+w/upVffeIPWbnmNLqutpYvHfxmWgcPSfYDRY5XHuG2HmtziOAUJZJZA2jlU3ysy92G+KgNguaCJnWkbZvSxARjlVHEd+rwu3yw9XKGQulpsTbTrMk5/HZpqlQDwGvKplS1Xmy3gQd8ciLuNuG3YnKAQOsXBvKaP7XjDOFVpQuexp8Y05zgvr5bYZcJj32n3Iiss2qlX/df9jECPyiOQE9Zvd96RV7KYvsr94flAKvVIaGDFX20yMMjpAmJCo656uA1VhwBnFCIccpK+2eVd6Xa7Rl4BsCp4mqiq1Ue7jEt+0m8JpW1T1tFnO5/kjwmbGVAtH9d8kGcDWgTAenDdDrrmJ8/RA1Mv0Kbt+2jl+oN07QTRRUuILriZ6Ip7iR5b8yo9u3UH3b5iA136oyl64DcvGdByjQfS3HP2IMrFtkMxtzeSIYG2JNDMPrS6r/JsH1r1vdPns9gj7kPSB3m6v33ZImi21DXZIhhuxxNo4ZC34UkZna5hLW26QI6Uk2MdxpzzwaoOWg1wGNk6OErhNem6EY88SdaKmSRuG7a2AUucaj0NNnWSGYqUk96sXGIn3AIt3b6pQ7Un5ySU9vWxjst5Hdrn+Vhfk5y3Q8NJw1SdkBWrYGvgRLCSFVcPty112fFm/UpyTuqVUJcJ47KFUfod9Md1zVxG1yVxCaVOPm4Kz5KxedjKgLpWruQ+ybMBzWLQ0hizpHlFRjwKIjcOuX8X37XBwNWu1w/Sj58g+qeriL59F1FtFdHDa4geXc/H++ju5ftow7Y36NbHN1D1e6vyD1gx9ktfP+LtwaBth5rf5TgLCWSTQCv70Ow+lrmP57pm+cpwLos9YrkktTNahn0BrMQfuRDjIGEAJKZ8lhUsAz1qS6EAjlW/FlAjOAWTMZfRXxW06+Atggb+GMIcbUrbCDPf8LZhywRY4YpRdNtXOAXaznR4wo/47+5Etwn62/ui9UW2CGqQk/qnx6gafsGPISAAKXHeuTnJG/TB1Ml1WemRfLq81Xdz2KysaXI4dgWL26kOD5N8eXB6rEq8VdBchlVv2Fe5jnbkbtUdXlaYHpV9eD6IcF+4n9LviLz0Ndt9jam/5djaHYg5HlQDmsWgpTFmSfOKk8Hi13P87U++QN++byNtfHkf3buK6H0XH6QLbiDatZto736i6c1Ef9xJ9NAaoi9ev5tuemAPrd2yhy5asopueuQPkbq4XvOOL29hV3M7P5BzbndXeWJtjc5jx227k/a8nR/HkXHTYxgXt+2Qub15pVzvNJBV/Zh7vyvJ4XzVldpRaY8lMKj2Ie6+6lZ6FnvEfUlqZ3S/+wJY3IHoRyu8+jtVrhUp85XB+paloUqFhjIBlv2Ri8DoNTNSsef4YxfWqpqeUO13vfQ5fY0waKkNmiiwbdga3sHiVQn7092W0eF3ctgQNn7kwtoa12QyNQ62Hl8xptxWmB7zTlXYH1m5Uv0J2tR9lLjps3x0IawjKGAdS5kQKPS1WHn5lOR3thHJz31WK2rsVCh4dNbjuCYDOKGcEsid+6Dzm7g11nYe1S+/PRuK6/PLsMjV7qtOj9Tfamy1wOPjg2pAsxi0NMYsad44wPr3pb+npzbtpF89d5DOuIzoHxYQ3f0Lou27ib56C9HRC/fR/Gv2moH74fL99N4vv0Q/e3ILrVq3lS666ZGG+cv/2JFlG4aGfJvVbL6PtTVtrLB0o85m11DCc7Yd8u2BPb9Ej+NngQ6eiczVHawXVfVFAoNqH8Sf61WYxR5x35LaGX0dfQMs3YlCxsMVKrWiBXBqcDa6Oba2YevLrIdGIYEOSWBQDWgWg5bGmCXNGwdY1evW0449++jOFUTHXUw0dCHROdcQVa8jOqRykA75/Ct07uXbaefuA7R0cg+99ey1tGjJenp193468WtLGuY8fvhXGx0K/2ai2U4+yl+Z9beKRx8uCohF//ai+XuLDEfhg4QgXwBM/pd2o+8PO+sFYDWMT6dtkm2Hwt0HrnmhyYOZxi/dcgXRB2/VMf+jRH5e9WAn1BN54JXwa62uPiItlxJw2YfIKmmoA/7DQq3nMvfxXKzTyxjPYo9YTkntjJYpACvjE7fw4xZSHoas5zeubdhyOSuiU5BAQgm4DKierJvF82xAsxi0NMYsaV6REQ+HluUZ311Dr+/fS1cvJZqzgOidC4jeNf8gHTHvIB3xpQP02at30PMvH6QX9+6jcy77LXl//5/0uSvX0v59e+iYs66J1MX1+iAVvJ8rdkFCsRcSyldo+TiSR73fq89xHr3lPFJGrXRJvXHnpX2EDeOndSNJ3LZD9T9ZYd/40a3Lka3Fzq/A+pAkGyJMbQGg/T/2vj1WjuJKfxQpUhQpWuUvBInEKhF5kGU34o/L5uaFEiEBIlEe4A1hs5msnRFyFnBIiAgkLCsCF1hANgSFl4l5xcST4N0AdkDEwQ4Irne5xI6DbQwr/7g2NiTY1/Y1ftzr+/10qvtUn66pnunumenpmTlXuurq6lOnTp2uOV99XdXVUR7pFLNjctZKppN2yXVN1PPSeiAJH3wky+23HPuUYBW7i+DChQtRIZbl3pBm5+0CWjPdek2ApIJf037pAltpI6Maph5I4QECUALCvP/0eygjgJadYJ11bUCwrn4IOOlbwEcvPIr3L9iHD87fj6/etB873jqGXW8ew/wbNuM95zyOyunLUb1hHLOzR3Hq+UkEawrmvSsmQ5LohCTJDox45UMzGfN0Oj5jZbCyWRnSK68rnjTFk7xjDxeHvO8C0+8/RnjC82ab47jyiTqi5c1BnxIzW7w0mnQ5MxwNO9amiFEq0jsPJBEs6rc2lng+4UHXlWBF4+o8eEQ+TMt7ZBy5+OKLlWBJh2g66ohl94ULbL0LfVqzeqB9D1B/bvdfCVZy/OJBBt0pGdvOvG4T9h6ewd2rj+BjF76N9319L0447zWcWtuFex6dNjf2oltfx7vOeh7vPPtR/M0X6/jhz17AwQNTOP2bd8Z0kV5eCmhmpPhdXCY6dPTtiEvkh2XctCRGUkbKJel15aUuTTfcO9kv0qZdHIq9lyrDgkuYDOlp8nkHV550uXnueVJ9zeRkGU2X1gPNCBb1VSJZSX2WY18Z8SHJ5m7lK8HSwJ/4Q+lWp+tHvS6wlTYyqmHqgYI8UEYAzQNoWZ4WppXlQQbdChnvFt75R2zYeRDPbJ7GZ767G5UzXsV7z92ED1ywFQuXvI5la97ASfNfxDs+/yQqp/0SJ52/Git/P4k/b92BeZffHdNFei3BkjjGRIeP4TW7Iy6dG5JURd1cS9h91ilvSZmTb/U6+bLdmk4m41l84+JQ8iYXTZYI8kwTdU5LhhKWCErZ8B2taMmgCDSkxy4fjNctpDTZJx5oRbCa9VmOfWXEh2Z2d+NaHjwiO9LijLS5kBksqrDdJ7Navv2n24PoQ/qx6L/6QPtAuftA1sFBFjBLK8uDDBpPSRAkgvXQs2/i1beO4N7H9uC4r6xHZfQpnDBvHNc9tBMv7z6CT3xnHSofeQDv/twK3LhiK7btmsKPb1+Dq+97MqaL9DYlWEk74oaEi5cVNm5ykbDjrSBQXJaeZCfutBvWI9uv6faIlkuwqH91ZmdZXkYYLQHkTS62SVJgiFQk49vJNXGXXKlH06X2QNYYKn/XHPsIJ2X+MKbJB3l8mRZnpE8LIVil7rVqXN96wAdsfdsYNVw90AEPlBFA8wBaFjBLK8uDDHKzBEGyr3bbC4ZkTe49httXbseJX38aJ16wDt++fgNWrt2N0y5ci+O+9Dhu/MUWbNv9V9z/1HrMu/zhUr7zJtum6fbIUxr/KQ51IHCpipYeyEMKuP9y7CsjPrCNRR3z4BHZlhZnZDsKI1iyUk13P+gPg48V2FrGZBUYMg+UEUDzAFoWMEsry4MM6hIyPpJ99D//tg148A+78dLOA3hk3SSuWPoyvnDli/j0xetx6R0v4zfPvoFXdk7hgd+O42s/uh83r3hBCZbOiJnVOUMWZrS5PfCAEqzOjJvz4BHhRVqckdiiBEsBIjbYkJ2j7GklWD2I8lplqT1A4FG2320eQMsCZmllWxEssvP8a9fge3c8j2dfmsSB/XswO3MYc8eOYnp6L/700iSuunstzr1qOcYefMYuTS6bv9WezgzE0vpRcajUIXFgjCOCRTEs7z/10zLiQ9rfWafk8uAR1Z0WZ6SdSrCUYJVuQCY7aLO0AtvAYIc2pEMeKCOA5gG0LGCWVjYNwSJbr7h/Pc656tc4Zf4yfHzeTfjsgjvxyYXLcOb3f45FP33CEiuSLaO/m8VMvdZ58qU41KHgpWqaeoD6Wbv/Gq+K/Q5WuQiWeGG3UCDoVb15yV2/2Zu3nS3KKbA1jcd6cQg9UEYAJZuyLm9JS5oIJ9LKJhGsQrGmRUxTWzpPgLrtU8WhIQy0fdrkMuJDt3+frv48eEQ60uKMrK93BIu+NC8/fFetx78DUiQQ+QgL5Vn7eOvcLgV/X/3U/pgNvEvQCMbqY/6dqtrxmbRBptvR2eWyXmBbVbP9yuycZAJhsEWt7W/ePW1JUMqFH2tsKJ8mv0+jr5rd9x4oI4DmAbQsYJZWlgkWAWC7T4K1fPtP0wfJh9TH9V99oH2gP/pA1gd+fUWwzDc6+AOM4SC8XvV8pb7LA3TLNJMIRVJ+p+1Kqidrfjt2JdXVjs4ul20gWIZcSQIUjpdX1RBxKvq2yCgWx/a5DeRW1SpWzmyzGxbKmt/3o3RtQN96gADexrUu//7S1kM2ZQW0tKQpC/Axwerbm6uGl9IDDThUSivVKPUAdEnz1BAsERwbGcHYhGc2KBzkj1V5tqaCaj2QC0gZ54flk+ST8mnAQdfszFRcz4Q7IAn1mPwknUafnOGiD0SG503qCtpIchMYG+F2VWC+f8J2yPo5j9swMgZrl689bIMpF9nk9aNrQ7UazZDF2iDaNTIG331KO+jqhJwLbKtqfuIUD6w0S+UhYWb2SuTbjz068i3z47XpmXqgSA+4BGtkpIpqGF+q9SjWcFztxO+wlY4yEqxWNut1Dz5LDNK0fZDh4lCRv3etSz2QxQMuPgxjnMuDR+SnLA/92K89WSI4Ehv8i0AeDuYt+NMyQiYSMqBTPi8prEQkbIrlE/VERMM4gAkMH2UdlJb5iTqnQB94jNlMtk01qUva7NYjbQjrtEvbiEiRP6xdCXWEH7NstEn4muphP7o2xPRHbTPkrJnfpe0FpF1gq1miGRDWaNaKQhDNXFG+IFGxyOQQKUu4subHlOqJeqBQD7gAOlIJHyLRb12mfXG1S7/ZPICWBczSysoZLAZAPTqY0KU+MMh+dnGo0B+8VqYeyOABFx8G+XeZ1LY8eES60uKMrLc3BCsJ3O3APgz68pzScgAdIxqOvCxHgMHnrg6jr8nSRC4ndTAAyWuCqNSrYlZM2tusLqmL9fvq5GssT0dfHSTns4l1yjJ8L1gnyyT5l8ixlJXylC7w3wW22MyU+bq9j0wRYfLNdGUlUknyGaKdiqoHOuwBF0BHmv2+C/qt5gG0LGCWVlYJVrHxuUgs6GVdLg51+Cet6tQDHfOAiw+9/N30qu48eES2psUZ2a6eEKwqP0l1AT5p4G6IREhcqAzL8ZH18DkfW+W71/mcj1KPTNP12DktvaHlc3VUfQMa1tdQziGGUi5JVubHbHDBM8Em6XtZ3peWeVxvvxAsM2PlI1KAfKcqilwOYWq5FDBJPtKoKfVA0R5wAVQJVhQXlWBFvpCDAE235xclWEVHOa0vrwdcfBjG3/7AE6zUm1zwAJ+PIQEx5ZNmWJrlm2V70ZI327kc/d58V8Y5J5uq9O7S2EQ4i0PL91LWRbp8yyadOhrtSqhD+Clmk6PP+lGSJ04bohjXb+R5iSATyZh8e0Bl2xfa3+rcBTYiTnbnQDGDtW1xTWxqQcQoJF5ChgKWJF66yUXeEK7leukBF0CVYEUxKYlguasA7NJqJ162ikeZrndTd8r4mcle1Zm4OsPFoe7tRkvYxe9ry9UZWfN7GaG07l56wMWHYYwBA0+w6KaawboNFpXonaqEgTu958TvIo3wJgwuSPE5HxkU5DmlZb0+QkblYnIplsUZ+XATCFlvmrrCd6aofRFBc23g9jvbtMfsDN/RitUft8nrx1Cer1n/+vzAeQn3qcgfbCOw8XtW5CsxeyW2bicf23ezHILVPWDsZUjVuofJAy6AKsFKQbDcWOZ7MMYxtVNHituy3k7pVT2JRKhb2OTiEL3razGGsGd0MWjT2qwP8Ny4lbV8kryrV8+HxwMuPnTrN1FmvUNBsMp8A9S2aFBSZl+4wDY8YVJbqh7we6CMAJoH0LKsd08rmziD5RIdJj98bHggKN6zbbVLY+wBGC9zj3ZztA/VfHJh/dGOs/0Rl8uMGd2wzcWh2LvASZsltVyC7v6+k5akZ8139er5MHnAxYemu8ya+NP7XWg7/ZvNg0dkQ1qckfb25B0saYCmFTTz9gEX2IYpUGpb1QM+D7gAmve31clyeQAtC5illU1NsHgH2JDgNHy+gzcQMqQoJE3eXRqTd3mNv8ObIGf0e5aZ6yxV4bNUzX4PLg7ZJejmB8rfXXSIUBLxsvnurztr+SR5V6+eD6ogj6QAACAASURBVJMHXHxoustsy/jWn2PXPHhEv/+0OCNjhRIsBatSgZXsnK3SLrANU6DUtqoHfB5wAbTVb6iI63kALQuYpZVti2CFZIeXqcc/l+FsekSyNCvmljHLxePfEmz8liEvBfcsS1esKiVWNeCQWXrO95GO9L5UEuFJynd/3UlyWfNdvXo+TB5w8cEuU+aYRTGG03yUeW66D2NSHjwinEyLMxJTlWD1YQeRN3CY0w3ANkyRUtuqHvB4wAXQMsSHPICWBczSyqYmWDywkEff7qt83R10cD4ffRgjr8m0lE3KlzKa7jnpaopDLZcCOgTJyrs/7iS5rPmuXj0fJg+4+KAEK/0sXFqckZirBEsBqucAJTtklnRTYBumqKltVQ+EHnABNMvvqVuy/UWwxM6pTHD4GGKF3X1V5nvTQpeLMyRvd45NkJM63fJ6XhrcSsahYNMl3tk2adOJpHyYmbBot8Akuaz5GiyH1wMuPijBGgCCRcBNQUj/1Qed7gMUMPRffaB9oNx9YHJy0oxq0pK4LE8L08omzmDJnV59M1Vil1ezKYVvF1tJhty01C821LC7ttKnPQzhEsvKeImhkE/rO5VLP2jqhK8aCJbYtZbJVTCkp9kmvscRcUrcvdYhWIlyZvlhBr3Dyy+GvuVKsKbMeDErHlGcSIszMqYUNoM19D1bHdBxDzQAW8drUIXqgf7ygAugMtj3Kk02ZQW0LGCWVjaJYPXKL1pvsUSoW/5WHOqvGDnM1pYRH7r1u0zSmwePSFdanJH1FkawZKWaHgxg6fV9VGAbZqjQtvs8UEYAzQNoWcAsrawSLMWdbmCW4pAvEmleGT1QRnzoxm+ymc48eET60uKMrFsJlq5lL81adtkx06QV2MoYwtWmXnqgjACaB9CygFlaWSVYSrDS4EpWGcWhXkY8rTuLB8qID1l/b+3K58EjqjMtzkj7lGApwVKClSVCqax6oMQeKCOA5gG0LGCWVlYJlhIsOfjpVFoJVokDopoW80AZ8aFTv8O0evLgEelOizPSDiVYRRAs+dJzEfVlqaPMtrVohwJbLHbqiXrAvMArA3wZ0nkALQuYpZVVgqUEqxu/B8UhDbz94gElWAO6yUVDYDNfvuedbyqoVOudm0lplzR4y09gbETYa3cDqmCEdoHykQHWw0efTNq8dnVQeWFz8MHMEYzVw49iprUjjZy0VabTlM0g4wU27w5OcvcmuoejWLzNFxKlXIpdnhJ3b/Lp1jz1QPc9UEYALRvBolhNsUP/1Qed6gPUx/VffaB9oD/6QNZNlwgz0j7Ik1ygJzNY5jsi9hsgwVO1ejX8wn2GAbZsSCzd7qC+VflW1902ZJV3y9N5uzqSyifl+2xIm9cNnZ66GwiWIVeSGPGA1vkYI2c7x6zfE0mSd9TqqXqgMA8QwMdioed3U/R1sikroGUBs7SycgarsBuiFQ28BxpwaOBbrA3sVw+UER/6AY/IxrQ4I9vTE4I1NjKCsYmE5Qo0OLczLSHpCgfsY9VoBqlaD8oHZC3MN98Mic800exSTIa/c5Kos7G8dJhJewhEszomWJ6PNOihtCWZVGfQVq+eKY9Npjz7I/RnqD/wk0NYZd1y0CXzk3RaO8nn9FHMDLbyN2Nsm9nm1ve2we/S7vAptAx0q2rNZqZ8xCtWGrWKkKFvkIwuxjYzS5UlX+rUtHqgWA+4ADoyUkU1nHmv1qM4wvGz1W+sE9fLSLBku8g++f/Qc7vxn49O4tpf78AVyzahds9G/PC+l3D9rzajPr4rJuv6W+rVdALGO3G83/2kBKvYGKe15feAxqshWCIYEQs3AMe/aG/IBi0dDAf+dlBAywv5Q4xi8G9nwSRpcIM5lW2mk4lAsw88NtNP5WUdbKfRFycn1WoVQZvqqPrqYz0NNkV6DDixPa6fZNvDa8HSQEFIuawgTjGd4Uc2Y773LedMsjWmvxK2dyogva3ug7Tfk3aBLfqIY9C+2ioORHLpXwXxjz9KGUGkLLFyZ7/4nI9J5Tlfj+qB4jzgAugIP1Ci36dM++KN5zfWicEv2VS2GSzZLrKP/p/csh8/WL4d1658DRt3HsDbM8eAucOYnTuMg0ePYtOut3FNfRMuW/Y/MZIldWnaxfTBP3dxqLhfu9akHsjmARcfhjFe5cEj8lPfzGCNJIG7HYyHQdmQgirqvnxLWGgw3WK2xujhmZNKRM6kHbIOmfYNOnzXm9Uh5OvVYLbJkEHKZ5LBpMWnh2wQOphwxsgS+UDKuHYnXeN8OtqZQ/ZV6FdBnth+88N0y7A/Wae0W+Zxvs9mV85thzh3ga1hBkrOSNk4RMTIN9OVRJiy5tuKNKEeKNwDLoDaWCt/VzItfk/dAts8gJYFzNLKyiWCsq1k3xOb9+GW/34FqyfewI49M3h+yxyWrAIuWQpcdA9w/SPA0xsPYuvufXjgme248sEJrH7xL4ZoSV2aHnxC5d5jF4cK/9FrheqBlB5w8cHty8NwngePyC9pcUb6sCdLBKv8JNUFdxf46TzVIDyY+bJES+oxOsSSRL7GR7ZBnss0X5dH9zqdyzbxdfc4FczcVOs8YxUuDayHM1lJeqhu1uWmm9mV5hrr5aMsY9O8hJHt5iWOHr9SGamL03xknXSe6t4mA7YLbDGChW1YPOojUkn5DpHSJYIpQ7aKlckDLoAqwYriRzOCddny7YZcHTgyh18+C/zLjcBPlgP1ceCpjcDvt9D5DB5eM4Ptfz2K+9ZtR+1n450jWG585DiZ9thu+bT1FCXXR+1xcahM8UBtUQ9ID7j4IMnAsKQHnmAF7xnFZ52C5X1Nlgjy7AgFeA6+E2Oo2h38iASId5Fo8C5lQ2AwdZMu1sGAIc8pzeX5ujxKWcp3zhvqkNfJ5pERu/PgxFgVtFTQvJMm5UIyZpZCch3Wprif7A/DKW/zubz0IbfHlknQGcpRm8hOu2OiLRcMYGybuS621crF9Rt5nr2Tdln5aGAUawfb7X0HSyz/I4LEM1irarDLBWW+TANI2rQia74MaJpWDxTpARdAlWBFcSSJYD3w3Bv4ycpJTL41g0fGgU9cNoeLbgcOTAOHZ4FtO4HX9wNPbgS+c9s07lp9CJt2HcIlS8dx1+/+r2FTkcaVAOJBlIhfsbiWIe7FyrG+dsuzHt8xSTflO6se7FJyn55WebIemW5VrsfXGwkWPazjVSBy2bkbCZLksua7evVcPeD3gIsP3ljS499Tt20aeIJFDjQDbBuExDbtsaDtJ0kRoQkG7bxUzg7+w/eGKJ/y6mJzjBHedMEN4M45l5E67Y13ZCmf5U2dbh0xebJZAC4tvxMEw6sn7PB8zdhEOqX/fKRR/lBceVPW2abdlRF2GZ8zaXLsibXZuWb9Tfkx/a3ubTQwsn6X7fEQLJhZKwY2MXtliBTnV/xky8SjrMCWJO8PbpqrHui2B1wAVYIVxZEkgvUfK17Fhh378b+vzOG8a4B/WAg8/AdgzzTw/XuBjy+awYJbDptb9/M1s/jH7/4Fjz23C+Obd+OSu37XSLBk3HRiVlIsizAtsjdR1qeTYmueen263Lwk3W5+GN9zkyypT6Zde0p27hKspAdy7m8/SS5rvqtXz9UDSR5w8SFTjCnZ7y6v7UNBsPI6R8vlBOAB+XHI++8CW1JQ0Xz1wLB4oIwAmgfQsqx3TyubRLBqt27BvkMz+MUzwOcvA0YuBi64BajdChxXncNx/7oX37huD/ZPH8OKtYfwt+dvwr8v3YKD07M46wdL0xEsQxia7OjoXLcbklDcpmv2YZp4OBfLl+8WN6knSZ+pfwyNO/VGO0/yA0sbg8MyExJbZF7MPrG6ROxsSToDQubUEz6kbLSnfPjn4lBsqTo93DO70boRiB7OidktK5c139Wr5+qBZA+4+NB0l1nzW24RS+Rvv0/SefCIYl5anLHxcWoKPXkHSxqg6fIBRr/cExfYksOKXlEPDIcHXAAtw285D6BlAbO0skkE67ybNuLI7GHcvAI4eSHwsYXA3y2Yw4fmz+FD/3YM/3zzPrz21hzePDyDC675Iyp//1/45g2bMDtzCKd+7ZZGgmXJUDhrzqsLeOWCb0dHQ0Yi8hQtuaYVD2I5vSUw8SXXdgZM6vHVk7RbrCnHZCfcCZdnxGydDlZ589lePoZlWNbUE7XT7LjL7WMZQQLtbJiz0qMM/ZptcHEoRpzsbrRu/HGIlJXLmu/q1XP1QLIHXHywewf4YoX8rfqu9wmh4t8pH/PgEZVNizNcDx2VYPVpJ5E3cVjTLrAlhxW9oh4YDg+4AFqG2JAH0LKAWVrZJIJ11rUBwbr6IeCkbwEfvfAo3r9gHz44fz++etN+7HjrGHa9eQzzb9iM95zzOCqnL0f1hnHMzh7Fqed7CBYTE4ktLnlgGc7nI5cxg5twZ1iXsBEh8ckzkXN1k06WN3qj5dI0g2Q2h+Lrsn6fHr4udco8JnBp6zHycnZrDGZGrJk9sfoc0teDay4OKcEajljbj6108cEuK5a/N07z0f2ty/we/N7axbQ8eER1psUZaZ8SrD7sIPIGDnPaBbZ+DHhqs3qgkx5wAbQM8SEPoGUBs7SySQTrzOs2Ye/hGdy9+gg+duHbeN/X9+KE817DqbVduOfRaXN7Lrr1dbzrrOfxzrMfxd98sY4f/uwFHDwwhdO/eWfjDBYTE4ktclDiS8s8HtD4iBTr9MmnJVit7OP6Wc6tK8kGWS51GZrpGmCCZZf+ub9yZ6bKymXNd/XquXog2QMuPijBSv+AJi3OSMxVgsVgoceGgYLsKGVMK8FKDqR6ZTg94AJoGX63ZSdYC+/8IzbsPIhnNk/jM9/djcoZr+K9527CBy7YioVLXseyNW/gpPkv4h2ffxKV036Jk85fjZW/n8Sft+7AvMvvboibdtAiMUUSDl9a5vEmUObbiM5SQKtTEBOWT0OwzIyRWArI+pz67YwXXadrvIyP5TmfSZjJl7bKtBjEuPXIpX+yHlfOPZd29Djt4lDSJhUgEiXeu0qSy5o/nJFOW53HAy4+2Fglf1+c5qP7W5f5Pf7t5cG3PHhE9ZSWYJFxFIT0X33Q6T5APxb9Vx9oHyh3H5icnDTjgbSAmAXM0somzWARwXro2Tfx6ltHcO9je3DcV9ajMvoUTpg3juse2omXdx/BJ76zDpWPPIB3f24FblyxFdt2TeHHt6/B1fc92UiwGpb0eXZrZWLCgxU6ynJ8nQc3vmvmvYhguZ/drZX1cTnW4+a7+uR1t6zYJTe2q65rM89E8aDLvU62uHkOcbM75fJOvFIXt4XzSnJ0CRbM+1S8DNPZyEIQrES5pPKJ+XmG2lpmGD1AOCljsBIs8fCnRTxJizPSv4XNYA1jZ9Y2d9cDjcDW3fpUu3qgzB6g34MLoDLY9ypNNpWZYJF9tdteMCRrcu8x3L5yO078+tM48YJ1+Pb1G7By7W6cduFaHPelx3HjL7Zg2+6/4v6n1mPe5Q+X0t+9us+p6nWJXItBTSqdPdahOFTmqKi2SQ+UER+K/o3nwSOysdQEq2gnan3pmXm/+oqBjQZv+q8+GOY+wLMzZQTQPICWBczSyrKPaMAhYx7ZR//zb9uAB/+wGy/tPIBH1k3iiqUv4wtXvohPX7wel97xMn7z7Bt4ZecUHvjtOL72o/tx84oXlGBlJTdKsOR4V9PqgUI9UEZ8kLG4iHQePCK70uKMbENhM1iyUk0PPvkp4h5LglVEfVqH9tuy9gEmD2UE0DyAlgXM0sqyj2hEI+8j2cf/51+7Bt+743k8+9IkDuzfg9mZw5g7dhTT03vxp5cmcdXda3HuVcsx9uAztozUpenhixGMQ4WOlLUy9UAOD5QRH4qOmXnwiGxMizOyPYZgHX/88THAkQK+dNqKkgDNp1Pzhg+Y2r3nDGw0c9GuLi2v/a+f+wDH2jICaB5AS4sxdM/SyrKPaFwi7zXZJ/+vuH89zrnq1zhl/jJ8fN5N+OyCO/HJhctw5vd/jkU/fSImW0Z/y7ZpuvtxjXEox3hXi6gHCvWAxqspE79pzEh/WeJjWpyROhcuXIjKokULulJREqBJAzTdfQAYVB8zsCnB0j40qH08bbs41pYRQMmmrICWBczSyrKPsgJr2nugcsMZhxiHCh0pa2XqgRweKCM+FB038+AR2ZgWZ2R7Fi1aRARrUaEEK7ZbkrvzUNKabrl2W6aT5NPmi52YzEcXzda4wwkUsmP0Q5qBTQlW3v66AUu+twTf+N79WPEK64jyltx7P77xvSW4/LH/lyk+9EPfGTQbmTyUEUDzAFoWMEsryz6ie0+xQ//VB53qA9TH9V99oH2gP/pA1gd+hBlpcUaOLXpDsOR2q0SWnK1apYE23UlSFZKvibGR4Cv2gozVq1XUxbmtX/NKN8hWgsWkKP9x7b1EsJZgyfOhjud/Y86/ce+G0t1v/S0m32cmDwTwZfMT2ZQV0LKAWVpZ9lGOB79aRD2Q6AHGoUQBvaAeKIkHyogPReNVHjwiG9PijGxP7wmW+fBhRGoC0sPfkAi/8D41gbERzqvA/ebHWDW6Vq2HgxBD3KL8iiR1hiyRTtbvDFxcMsfn4TGor4q6qSOyfUq2xVzj+hPqUdLW1mCQgU1nsJz+m6VfOYRq62PBrJUhXM61KT43s15L8I0b1mHr1P/DihvELFgoE8x6hbNhRq4NG7O0Z0hlmTyUEUDzAFoWMEsryz6isY4EQU3rb7OdPsA4VJIxtJqhHkj0QBnxoZ3fXp6yefCI6kmLM9ImQ7CK3uTCftyMBkPyS+7u4Iiu8ZI9Jjkkw+mQxFhSZXU5X5FneanflJXkSICMK8/npkwFtr7wA4z23NpL9QvdXF7Wr+m2BzkMbEqwRN/N3K94SeBvsNaSJUpPwRIqms16ZR0ul8sFBZGSpIzTZgbMLZPZtnbaNVxlmTyUEUDzAFoWMEsryz6i0YcEQU0P12+l0/ebcShxVKsX1AMl8UAZ8aHTv8dW+vLgEelMizOy/t7MYLlfkZcDr5DEmPehSI5nniRJ4TQfuTyf89HN53M6ujLNrrEsH6WsJVVTqFfDmSqSk200aUG4ZHlN5x7sMLApwWpvgBSQovux4vmARNnlgTxjde8GWOLEs1d8JPJlydYGM5u15N7fBLNbYb5dfqh9PXdfl0Hbl2byUEYAzQNoWcAsrSz7iMY6Ph9qXntxZFj9xzhUkjG0mqEeSPRAGfGh6LiRB4/IxrQ4I9vTG4IlSZM70yM3vZCExpeWeTR443M7kxUCBufHBng0y5SwdM+V53M+xvTQUkMiT3VUZbs4HZNVAJOdr900A5sSrDb7Fc803SCWB1K/9RAs/4YX4SzYvb/BErNhBp3fj2CTjHA2TH8HXR3UM3koI4DmAbQsYJZWln1Eo492Y09h5QlzJEbq76h0945xKHFUqxfUAyXxQBnxobBYGsbOPHhENqbFGdme3hIsajCRIQYQh8CY97GYqEigYTk+MujYc4c82fz4QDRxkwuSZ5umpmDtaKKnWq1iZGwiDP7OEkW2T48dBUcGNiVY8X4tf+Dp0vweFb1LJQiRIFiWbMnroj/zZhnx97L4Pa0pOwNGBI1nw9x0OlvbbetglmfyUEYAzQNoWcAsrSz7iMY6sq+Z1Qa8FD3s03V6r5exR/RzWS5TOgE7WurIW64TNquOWD9JuleMQ9EYehVqdgVLDauiC06qldwq1EYXYxuX2rYYo1ZvBaOL7RWW0KN6oKkHyogPSb+rbuXnwSOyJS3OSLt7T7CYwISzSQbYwiBiN7OQoFdp3ORigoFAgpEhbrzJRDJYxjfVqNh3vmS+tUPq5zrpSPmCkBkHm7zW9cuboelsg18GNiVY2fzm62eS9NjrkmBRPw9numjXQf7nGS0uz8sLmXC5111SxeVYztYtf1+abjnQY/JQRgDNA2hZwCytLPuIRiCyn42MVFGVGx6ZOD+C2LvCPeuDYmVEz2xoP75Ifw9amnGIR7arahXUQla1bfEoKnzCAuGxmZwpR+MgSbBW1axegMjZKJRjOU7V06YeKCM+FB0P8uAR2ZgWZ2R7DMEqepMLaUAhafGeVCH1KRDGBjDd8jkDmxIsHQB1q4/1i14mD2UE0DyAlgXM0sqyj2gEIu8rEan62IhdgUAP+apjY5ZgyYdtFV5WHj5sa9jBtkX+RNJ1wgy6JmYo3Bm0mB3u7FozvYpHsfst730n0oxDPLKtVcSsFc06SZLEQoYgtZBLLEtKtmHxqBIs605NpPJAGfGhE7/BLDry4BHpT4sz0paezGBJA7qVljNhdgmiAk1XgaZb9zJJLwObEiwlWEl9ZFjymTyUEUDzAFoWMEsryz6ikYjsF8FMVbjza0hUmAjZ1RGMHfywLiRDsR1kifQ0y2923XziQ+xQy3ZwvUZvtFFSw/cak+rl8nqM3XN5/9tNMw7xCDdGsFwixUIN+TQjJQgXyTUjWM2u2To0oR6Ie6CM+NDu7y9r+Tx4RHWkxRlpz8ASLNlITQ/mAJyBTQnWYN5f/d2mv69MHsoIoHkALQuYpZVlH9GQQ/YtXgrID+UMaZIEJyQvsZ1t5XUiL3zORyY0fO4ek667+XweErDEh4Wsn+Xdc87XY+zey36QN804xEPZOFHyECcj6Oa7580IFsnq7BX7W4/pPVBGfMj7u8tbLg8eUV1pcUbapQRLAafjgCM7WDfTDGw0cNJ/9cGw9wH6PZQRQPMAWhYwSyvbimDF3qVlgkJHXhZIWCHz5TK9tPksx7jD5zQz5tPHcvYYbKDUQLRYD8u555yvx47jHeMQD3NjBCtxpskhVD45X56+e8Vu1mMOD5QRH7o5RvTpzoNHpCctzsg6lWAp4HQccGQH62aagE3/1QfaB6I+UEYAzQNoWcAsrWxLgiWxgAkKH8Nr5j0oXurnI0SOfAMhS7puZqjEZ0M8clW7Sy19GkTIkm0eeZ6Z62YMVt1TBoPkWDdx8woiTGIZYKIcK3MJlimvM1fsHj1m90AZ8aHoGJIHj8jGtDgj22MIVrc3uaAKdRAUDYLUF53zBf1Y9F99oH2g3H2AlvHSnwSfZuksYJZWNhfBmqIPyEe7wSbuKMsEh49M1vjcPbrX6bzpzrc8cxXYEn0SJFxGyvp9ejlPj6n7X7O+6V4jPI//0ewU9xnxXpVDsIKdAD1yZnXgKOyS1EqwK6HdWdDq1q3a437Xs1YeIJx0+++wnZMPsuIR+Sgtzkh/FjaD1erG63X1QFYPELD96on1+q8+0D4Q9gECj7L9JvIAWhYwSyubRLAkIJYmzZtpKCkq/YCwkWBlRTKVVw8U4wElWFPmgfzAESwJ+sDTkP8PPbcb//noJK799Q5csWwTavdsxA/vewnX/2oz6uO7YrJUTurS9PASDCVYw3vv9Xfvv/dKsJI3Bik7wZIzZQ3vWCnRKi3RUoJVDDnQWtr3gBKsISJYT27Zjx8s345rV76GjTsP4O2ZY8DcYczOHcbBo0exadfbuKa+CZct+58YydLBlX9wNWx+UYKl/WDY+nyr9irB6l+CVZrZMyVzmcicEqz2B/6qoRgPKMHqCcFakCmg5FmSIQcGNAv1xOZ9uOW/X8HqiTewY88Mnt8yhyWrgEuWAhfdA1z/CPD0xoPYunsfHnhmO658cAKrX/yLIVpSl6aHd5CtBGt4773+7v33XgmWEiwlasl9oBu+UYJVDDnQWtr3gBKsHhCsbm9yQd1CDoiIYF22fLshVweOzOGXzwL/ciPwk+VAfRx4aiPw+y10PoOH18xg+1+P4r5121H72bgSLH3fxvYlJVj+Qbb8rWl6uHykBCt5cF32JYLdGPyrzuT+0CnfKMFqf+CvGorxgBKsHhAs2ukiS7BpdwbrgefewE9WTmLyrRk8Mg584rI5XHQ7cGAaODwLbNsJvL4feHIj8J3bpnHX6kPYtOsQLlk6jrt+9392gG0Hj/deig+LnXWC3XdOwbfulYOrJTgjJvNlXOmSlWu+bHfuOeMaUVbk2519Tr4Ut4Xlrzw72AmIy9x24SmBnrOXBLZyeT6ncpxXqYDL/Uq0ozHPaY8o77PJ+kbIWZ1PuL7gnYwqqIh2eW10fdbDcyVYoo/28D7YvqY2NMamgn2iBCt5QM0Ei7COYof+qw861Qfod6f/6gPtA/3RBwZ6k4v/WPEqNuzYj/99ZQ7nXQP8w0Lg4T8Ae6aB798LfHzRDBbccthQ+p+vmcU/fvcveOy5XRjfvBuX3PW7xkEMExMmB3xeYRLFhCLpPBioMlEyhMVHhjjP0c+E6sMXPmJss3pCe9zrNCC1MkT6WC8NxpgQhXksx7rtYNaRi8gZt7FFm8KBn882roPrbvBHwYNGtsc9KsFSguX2iWE/V4LVmmAV86xYaxkWDxAO6Z96oNseIFLQzj/1U8KHLJMpgyhLPhhoglW7dQv2HZrBL54BPn8ZMHIxcMEtQO1W4LjqHI771734xnV7sH/6GFasPYS/PX8T/n3pFhycnsVZP1jammDZGZqAbPhIRGNeSMJO/jLOOJlmdMSMkUtmnliPWHkmXIYUBXo+fDLNYgX1B0RF6GP7fHU98Qi+Zetnm6LZMjuAbGWTIUFc3tOmlgSrdVlrS48IlxIsJVi97oNlq18JVjqCJQcO5DP532pXWylLaalL08n+H1TfKMHqNrVQ/eQBJgV5vMGz9xqvhmCJ4Hk3bcSR2cO4eQVw8kLgYwuBv1swhw/Nn8OH/u0Y/vnmfXjtrTm8eXgGF1zzR1T+/r/wzRs2YXbmEE792i2tCVaM8ESzRdESucaZIkmYZNoMoDxkJj7TxGTkUtxm6j4F37qGli0SqWLCFM0sSf0ybQdrbL9Z0iiJmRhQt7QpTgK99bhEURAlKS/T1kYh26s8JViiP5TgfvSqH2i9UT8gAC2bP8gmHhykHWSnXYZO+tLK8iCDBijSDrKP/rPsastl6Ch1aVoJVp4BsJZRD7TyQNYYKmMRkrOVggAAIABJREFUxz6NV0NAsM66NiBYVz8EnPQt4KMXHsX7F+zDB+fvx1dv2o8dbx3DrjePYf4Nm/Gecx5H5fTlqN4wjtnZozj1/CYES75jJZbd8VK3ZILFJCgkM0xweMlhCjIT1PFlXGlkiUwFpOuMa0LyZe1pUVc4UGabY8sH5SC6pU3p6vGTp3Rlez2QU4IVDax7fS+0/nLcCwLQst0Lsinr4CAtaaJBRFpZHmTQQEYOPsi+vLva6oBl+AiV7DuU1hmsVtRAr3fCA1ljqOynHPs0Xg0BwTrzuk3Ye3gGd68+go9d+Dbe9/W9OOG813BqbRfueXTa9MWLbn0d7zrrebzz7EfxN1+s44c/ewEHD0zh9G/e2TiAkISI02LzCB+JiOWJMnbDCDl75CEzsfJ2JugUnHH2KeFGEQFJ+fDZXzYbcNh3qFrVFZIoV3/DoKmVTe3Uk7Jsg02SABaQVoJVjkF9r/uB1h/1AwLQsvmDbMo6OEhLmmgQkVaWBxkEMHLwQfbl3dW2IwOWiTGMjIxhQr8/Fbsv8h6VOd1TgrVtMUZHF2NbJ0bwqqPUHsgaQ+VvhmNfR+JVn8epPHhEvkyLM9LvtIFgpehdBBfe+Uds2HkQz2yexme+uxuVM17Fe8/dhA9csBULl7yOZWvewEnzX8Q7Pv8kKqf9Eiedvxorfz+JP2/dgXmX3904gGBC4M442feowlmkhE0vfGQmlueSGbc+IhOcJzatsLNQ1o74sj0eCMXqykuwuP4mG2ukrSetHNvfq6MSrGhg3at7oPWW6x4QeJTtnuQBtCxgllaWBxkuwWp3V1sJqDZdr9odac1Du2o9mTx0kmB5dU1gbETsFCtWeoyMTSTb1ecDKXsvutyOBoJFpEf4eHRxSH/ykKFWZZpdb3at1FRCjfN5QAlWZ2bL8+ARxZK0OCPjjiFYRX8HiwjWQ8++iVffOoJ7H9uD476yHpXRp3DCvHFc99BOvLz7CD7xnXWofOQBvPtzK3Djiq3YtmsKP759Da6+78nGAYRDLmiA0UhumGQx0PA7Uc5yOJ55YZ1EyphgiaAZ287clIn081JEJiq82cWvYhtYiIGZrCsrwfLalKJNifWkL9vrgZwSLNGHuN/qsTE+DJFPlGAlg3ASwWp3V1sJqJSeGBtBpVJFXQzs69X4eayMlxQltyNWVtRh8lvpanXd1afnLQmoS7BqlVEwpwJWoVZbFYyXu0F4mulsds03gte8UntACVbOmOjEsMIJVtEzWPSh4dptLxiSNbn3GG5fuR0nfv1pnHjBOnz7+g1YuXY3TrtwLY770uO48RdbsG33X3H/U+sx7/KH9UPDQzRYbEXglGApwWrVR4btuhKsZBBOIljt7mrrEp6xkRGMTXjscMkNn8tjjJjVUeVzkrEP00L9YbmxKj00JAIXn6nyzk5xXXbQEZSp1tleqnMEY3VatlhFVcx8WRmfLVYf6xmeYyPBqiGkVGLAvg2LR/nhbgWjtZpZ2re4RnmB/LbFo2LWMyRpkiRR2vaBCiq0NDC8HugJ9Ad8zqkvYnzCJk32kwd8BCv+SkvUvyhfxiWOfYQPMn8Y00NBsIhkzb9tAx78w268tPMAHlk3iSuWvowvXPkiPn3xelx6x8v4zbNv4JWdU3jgt+P42o/ux80rXlCCpQTLzlAowVKCNWwEqlV7lWAlD+x5kEGDKjmwaHdXW6mL0iNMilzS4ZIbPufj1BTq1QoskaFlhmZpoSBapJPl6VgR8vKaWzefc1k+p6OtR6SNbkEUzZJHInEJtkh9Q5Z2CdYqQ5oqqPDMFY/iPWTJFWFRrKoF5W2ZVahVKrDynE9HmU/l+J0slrFKNdHPHvARLIo3PpLlxiSOfUqwhmCTCyJX/H/+tWvwvTuex7MvTeLA/j2YnTmMuWNHMT29F396aRJX3b0W5161HGMPPmPLtBpk6PXhGHgrwRqO+6y/5/T3WQlWdoLV7q627mAmccMKl9zwOR8dslOvipkqOXNh0lXUZTkmNb48vkZH7/WINFmC1yAnZrZ8tsg6hiztEiw7iCeyQ75iViQJj0xzgZAs2QGzmKHimSq7mQWX56PUoQSLvTFQxySC5ZIsNx7RuRKsCBeGZgaLSdYV96/HOVf9GqfMX4aPz7sJn11wJz65cBnO/P7PseinT1hixfI64Eo/4BpkXynB0n4wyP07T9uUYEVA6g40eJBBoy55rd1dbaUuSpsldnmWCBpiQkv2wpki3lmwgeyEbfTl+/Ik4Um4HhCriGg1EjFBsNguqXeI04kEywzvaeYpXDIoyZBMkxydy3e3+Dof5cwUy0sCZuoK9SjBYm8M1LEZwaK44y4LlHGJY5/OYA3BDFaegYOW0cG02weUYGmfcPvEsJ8rwcpOsNrd1VYOZCiduMkFkRuxfNDIEVlxSA/lV6tVRO9QEblxlgISoXHKGTucOlzbvGVYV6US1enqpiWChlgl2KIEyw7mR3nGinKYIHHaR7b4GhMjU2w09o7VNtosoxkB49qT6uPreuxbD7QiWA2/dfGbVIIV4ULhM1jd3kWQBj00GNZ/9UGn+wD9WPRffaB9oNx9IOvgIMuWuGlleZBBIyw5GGl3V1upi9MByRIvnYfbtMv8ESJRHoJlSJAgYkanIU5Cn69cOKCi2Sh6mh0RtGhwkUiwzAYZ4p0rtz5pj3vNEC9RhxjYsT8G+UiYJv/kZhYVSYoA8PtZvMmFXfInrtG9s9clYeIlh7xEs9UMltBpt4qXhmq6rzyQNYbK3xzHPsJJmT+MafJBHl+mxRnp08K+g9VXPVmN7QsPuMDWF0arkeqBBA9Q0G/nn34PZQTQPICWBczSyvIgg9wvQZDsy7urbRn9LduWOm1nqEKi5M5gDRlpSu23qSnz4DjhJ929bCJbcqasezWp5pJ4IA8p4H7MsW9g4lUb8SgPHpEf0+IM+5yOhREsWammh/dpXyfvvRKskkR+NaMjHmAAzaOszACaB9CygFlaWfYR+VfGIbKP/vPsakvlpK5+TdvNLXjgogQr9X0tCod49ivYBMO3FXyeyKFl+sUDjA95YgzHvkGJV3l8wGXIB3l8mRZnuB46GoJ19oJFqYMJFUpbEd9UF9CkAZpWspW3DxQFbP0SgNXO/vZAnqDPvx2OtWUE0DyAlhZjqP1pZdlHLh6RffyfZVdbLsP3QI/DiWWKQ/0dd/vFesIHimF5/6mfUswa9jhFPsiDtWlxRvrXEKxuv4PlApo0QNPDCUqduO8KbP0CDWpnGg/kCfr8O2LyUEYAzQNoWcAsrSz7yMUjsk/+t9rVVspSmu+BHocTyxSH0kQ3lWnXA9TP2v3XeNWDXQQXnH1KJpBoF9C6BkT9tKzBfLgxeBnZfFiyE7Z3QgcvEemDowJbipAtX5JOId5RkV7W3dGGFKNMCVY0QE+LMYQlaWWTCFbX8KgPYqi2PepzeX2hOFRMfNRa2veAEqweEKxF//SpQgkWfX0+WEdMR7FzUbuAVATBoDpi9tM3S7IG6fCbIvStFLaZj2l1OXaYHaOy6khbV0nlvMDm7rTUyReB2yUMSeUpP9anRrFYbi/VTlxNqrMdnW7ZBvvpdz2KxasWY1RsPewWy3Uu2yPTuZSVq5ASrCiOpiVNeQgWlWn3SbCWb/9p+iD50J3V1PP4rLD6Q/1Rpj6QB2uzYBI/rDFLBIuewYp96d4QhTwkJQJjbowlK90kBC6JcXdfSlO3r82u3qZ6BEEzcnVUaRvgTDo8/mtaZ/nkXYK1bfEoKvydkXDsvKrWwZeB2x3QJ5V38+ncaUduKuDqzq2oScGkOpLym6hqeakbOltWWoxAnqDPsY9nZwjEOK8sR7Ipa9uygFlaWfZRMXdTaxkWD7g4NCzt1nYW6wGKoe38Uz8tIz4UjVN58IhsTIszsj09eQcrRrCmiCwIgmXIB89wRfny+yGxWa+YfCX4GKIkGuY665nA2EiQ9uuj6/KDji6RETNOloyE9od1jplvkIT1xWxjG0ie2xce3W+axMr5Zvgcn7EtMRsC3Wb5of34Jdcb6jTyVVRHOF+0vaUNvSdcLrAtHm0y80MDc+v3kHSFg/XFtaj9POEVkLUw38zCbIP8vgl9VyQmw987SdTZWN6G5wbSQB+VFMTQZzt/jNK2SbQ9Jl9xPlgZfvzS6ie7grq87UFgN/sF7gcvqREN9octk/kxm0JbTZ5op9Hd2hae/bbfimEbrC9CnWH9vvtrfV+ihI+EcFt9RxnImTyUEUDzAFoWMEsryz6iWy59R/bJ/4ee243/fHQS1/56B65Ytgm1ezbih/e9hOt/tRn18V0x2TL6W7ZN093HKReHShRS1JQB8gDjQ54mcezTeNWDJYJF7yIYI1ixGaCAfMRIQfiBxhhQUBmTH5ePZnAiAkJEqlqtItBZR9X3UUSrbwpTSWmHxEyE54aoMUGqCIJiiGN0buS4LSERMjo4zUcf4fTYzB+TDPwQgkhIith/pi2esraNRl4QOGq7IbuR/4zfrW3dB6vYfWafJxxdYEue9SHCUgGTBEMk6CQc9HM+aHkhf7zREhD6OGR8wO5dvcffJUnSSVExHPA3lHfz2Q4TSRNsd6Ms129IStTWqM6ItFH7a7Va6I9VqPmW8Vl95muV0TdXZD7bELY5RgLYj0Z3VLcpItpLWw/H/G9PWLlTvygbb1ukp+X9FarLlGQAdX8DMb+GJNKVKTOAEqgntc1tB5+nJU0kn1aWfUT3nOuhI5OrJ7fsxw+Wb8e1K1/Dxp0H8PbMMWDuMGbnDuPg0aPYtOttXFPfhMuW/Y8towOWcmGCvK9FpV0cKlNMUVsGxwNZY6js/xz7NF71gGDRNJa8Ga3S7QJa7B0mSQDcgbwhAL7ZIM9MFQ3CRfl6NSAO9WoVdcrnJXSS5Ngn3qE+M5CPyEXDt0G4Dl85Ubfxn++cZ+rkNU7Lo9Rv0jz75QEzQ4oqAeFkHUxI5DmlpV4mhdL/htyNYKzuyLaygesr+OgCW+L7PnJQTvHWEIIaVvnyLSGg2Ss5u+IhSEZPNPtlyZkkLLIOmZZx36eHr7tljKwgfPKexkhNqECUX1ULZo4MYaR8JplMaoxupz1GTUSQYoQoyUY339VrbA7bIAgb22eKu2XYp5TvpmUeFTZlm91fNrBcx2YAKkmWLz6XGUD7gWA9sXkfbvnvV7B64g3s2DOD57fMYckq4JKlwEX3ANc/Ajy98SC27t6HB57ZjisfnMDqF/9iiJbvfmieB6sKxoei7oGLQ+WKKmrNoHigGT606utlxodWtnf6eh48IhvS8h5pr1kiWDjB4kG9GfQL8iAJAQVjvm6OYqaF5fjIgVucm5mrOs9YhUsD6+FMVpK+UE9ArCKiJR0mSVzTfGGLkTN1CrIofUBplucjtynVMbTVLcvndJSbich8tsPUQ3pCghXLLydYusBW42V6bkTNPQAPZo8s0ZJ6zCDeWZbXguBEMy6OgQ16BbGT16iYqTckD7K9LMdHrkKcm5mrVTxjFS4NXBXOZBm9nvaEegJiFREtVm+Oog5vftL1oHC4RJHt4jYm2CJ1cZqPXDmdEzn25TM5Y9kSHVsBKJGsWMwRsaHMAJoH0LKAWVpZ9hHdculHsu+y5dsNuTpwZA6/fBb4lxuBnywH6uPAUxuB32+h8xk8vGYG2/96FPet247az8bzEyyOweIeSpsKT/ODutgqjHLG/cJ90+IeuThUopASN8WNh/Gr+c66oTOfJQNfqhU+NPtdcOyjWNdMbhiu5cEj8ktanJE+7C3BosBll6VRMKcBvmdZnQNGdlkez7jQbnz8nhETg4kxVEdGYHbXM9eqZqngmNy5Lwyckb4QUAwhqdiy0mGpCVZSW6hO2R5O89EpF6ubAz3J8kyc1Gd1iHZI8ua215Wne2H8F78PXhvYlh4eXWAzS8OcWadgeV9AlKKJmtFgyZsLDny+bTFqdhs/IiLhYJ+us36WDcO6qTsNweLyEg4cXWapopVLZ7ut33lHKsoPiEttdBT0/hj9bVtcM0sFzaljQ6xcIGzeYeOy0vzWxDHehlhZY0ewZNHqbmYLXWPfWLm4fmM7z85JQmXlXQvKcT6oAJoH0LKAWVpZHmTQ3ZYx7YHn3sBPVk5i8q0ZPDIOfOKyOVx0O3BgGjg8C2zbCby+H3hyI/Cd26Zx1+pD2LTrEC5ZOo67fvd/MV2kN1opIB4eunHSjb3udTpvJSNIkZnhlJjg05eYFz5Y82Cj9FPH0rJdMp1oX4hnJb3u4hD1LxODxOoCG9t6GWp88c/EU7FqwdgsHm61sjeVTvHAsJU+vu7Ty9eaHWU5mW5Wpk+uDSo+dCyupIwPefCIbEyLM7I9CxcuRKXoDw3H3sFiYsQzLBRwbWCKAMq+c1SpYKRahdUhQCaW75Av932kRH3mJtGMl5gxkzcuCRB8+QltiQEnl+Mj1RUrJ5cvMtAEm3FEy4ZCW6UO1hMSTm973Xp4CSOXtffBZwPb0rtjGmCrRKwqcZML+06UDcjBgJ39K8GRZnIon/I4bc5rtWDpmtURRm3nnMtInT6CEgC0JHYMghFYsa5Y/VQtLbsL711sIwiHfNl3zkJTE/WZ64JohvL2QG2UfcWknW3aXRmX+DBpSmEL2xlrW0x/6CPH9z4/2zaUIDGoAJoH0LKAWVrZJIL1HytexYYd+/G/r8zhvGuAf1gIPPwHYM808P17gY8vmsGCWw6bHvLzNbP4x+/+BY89twvjm3fjkrt+10CwYvFdYodMu7FaXuN0ExnzUFDG66kpmOXwXDbL0eBAhLVygNCVdJN2daW+LL7IIeviUMPDKdooqLYYFmd6FWvceEh2+PKy2Ocr7+YRHsl4n0V/Vlm37qzlSyw/qPhQ9G8+Dx6RjWlxRrbn4osvRqXoJYLSgFKm7UxO78hDIX7pc6Bzga3EsbH/TSsSJPvfW7laMKgAmgfQsoBZWtkkglW7dQv2HZrBL54BPn8ZMHIxcMEtQO1W4LjqHI771734xnV7sH/6GFasPYS/PX8T/n3pFhycnsVZP1janGCFMTbYXTZ4SGI2IZKxl9L2AQU/2Is/ROOVGAEuNHkASAQhpi++LL3BjnDFBD+QMUexCiSyq8V7z7F2BnUGJJAfDCW0Sz4szWR3ebDZxaFWS9WDXU3FQyB776OHZ4b4uPlEHmIPouhBoE+PmIEyZfgehDvKyuiUREjCfO8OrJl1hnbGdPrsDvP4ASGTslh9om3hhk7cd2urgh1v+dw+gIvVG/iCn7vG/ezxj/RVj9M+fOC2+o5yDMmxj2KxzB/GdB48Ij+lxRnpUyVYnidWwTtY5Qng8oZ1NB2CIu+I2FHdHr92Wr8LbD2OfwNdPc0aWVAa6Jb2rnE+AE37mykzgOYBtCxgllaWfUR3WPr1vJs24sjsYdy8Ajh5IfCxhcDfLZjDh+bP4UP/dgz/fPM+vPbWHN48PIMLrvkjKn//X/jmDZswO3MIp37tlpguo1fG1ZA0NOzsamVoeZ6YPbL5TZYIGp2iTCzWxpd3G5LDGzyJ5fexFR3eOuN67KyclGUyx8vQpf6YTc7uvFKHTcfrS2W3W0ePzl0cspvwuKEkJApRHE1Y2uzsBGuXPJvFCSIOExExygTRojpDQrHN0RPlC8Ni5CUkYkRsXFvtA7a4zYk6mRzxckmfTsc+2c5Ib1LbAjIV+TJsk2278EM7bRGu6nUyCR9akSuKSRz7lGAVu4tgQLD+6VONINEkWLULaBLcND0ERK5JX2rn/rvA1usAqPWrB9rxAAEoAWHef/o9lBFAy06wzro2IFhXPwSc9C3goxcexfsX7MMH5+/HV2/ajx1vHcOuN49h/g2b8Z5zHkfl9OWo3jCO2dmjOPX8FASLZ4QoDjKhkEc7U8EzDfFZp4YHYFzWF1fda3ROBM6Xz3bJa5zmI9fB53xslc9tlW3LWl8ru9mGHh9dHIoIlphRYYIhiEdEIsKoYYhAwuY8PFNlSRWtBPctIec+lKBH1k/VSkIig5ebz+d8ZFn3nHXK+851urK+c24nX6Oj1GXSnrb57JE62Aa2j875uq8s55XomESwaAwlSZZvTKUEKxpn58Ej8mla3iP9bwjWgrNPUYLV4yAtb4qmox9DM1+4wFaiWKimqAcye4D6c7v/SrCSYwcPMujGyLhy5nWbsPfwDO5efQQfu/BtvO/re3HCea/h1Nou3PPotLmPF936Ot511vN459mP4m++WMcPf/YCDh6YwunfvDOmy+iVJESmmXTwjI88+vDHLWtlaLaHl9w57XXL0HkroiLLcNpdJs/5fGRb+JyPMl/aKK/70jKPdNB5K7u5rh4fXRxqWCLIA3k+cmTwnRPBSMo35Yi00VI6Z9dVSSCa6Xfl3LpalXXl3XMq78vz5btydO4jWK7NPl0+u1k/H10ZOysXXnDlWL4kx2YEi+IOkSwZ12SaY18Z8UHaWUS6cIJV9CYXRThR63CAt8cg1I374QJbSeKgmqEe6JkHygigeQAty9PCtLI8yKCbI+PRwjv/iA07D+KZzdP4zHd3o3LGq3jvuZvwgQu2YuGS17FszRs4af6LeMfnn0TltF/ipPNXY+XvJ/HnrTsw7/K7Y7qMXkkWZJqJQ4xYxZfGSbssyfDE7uRNLuL6YkvteAZJ2pGYdkgct4OJT2iT0R9rT4g7LO/KcX1Enjht7Mphd6g75rMe5Lk41LDJBQ/c+WijQ3y5XbRELik/KEhy9KH4aKOkuLxVb5bgRe8sNdhFgg02haXdfHtOdXVIZ+olgmJZpG1ckyWCrUhaQlsSfWHr7G2iFcFq9jvg2FdGfGhmdzeu5cEjsiMtzkibC3kHiyps98mslm//6fYg+pB+LPqvPtA+UO4+kHVwkAXM0sryIIOGSRIEiWA99OybePWtI7j3sT047ivrURl9CifMG8d1D+3Ey7uP4BPfWYfKRx7Auz+3Ajeu2Iptu6bw49vX4Or7nozpIr3RxhBNluZJAmJICy/tiu/Yyru/xje5CEhMQLJEOd6mPabPJTIeAuTawkRM7NBrliCF+bJeu3Ov1BGSHLadylo551osP6vdPSBTst9w2iVY1L8MmRFL2wwZsgN7MVCnPCsXbvIQKPDn22tC1uaJvsCzPjRLE+q3mz6I6g2psPVzeWcHWNafRSfLunW5+c3az7IxGbERhZPP72M17DJLcqyrSVuMn6SctL0E6awxlPsnHTn2EU7K/GFMkw/y+DItzkifFkKwStA31YQB9IAP2Aawmdok9UBqD5QRQPMAWhYwSyvLgwxypgRBsq922wuGZE3uPYbbV27HiV9/GidesA7fvn4DVq7djdMuXIvjvvQ4bvzFFmzb/Vfc/9R6zLv84VK+8ybb1rE0kS0mcCUhNh1rW5vtURxKHZ7SC7rL99KXzC8p3m/Lr6R7JfOQAv6NcOwrIz6wjUUd8+AR2ZYWZ2Q7DMHSJYKDv5xO3vRBSSuwdS+Yq+b+9EAZATQPoGUBs7SyPMigOytjINlH//Nv24AH/7AbL+08gEfWTeKKpS/jC1e+iE9fvB6X3vEyfvPsG3hl5xQe+O04vvaj+3HzihcGmmDJGagKL+lrk4xIvw9KWnGok7EyWO5YEcsQO6nd1cWzXcEsnzMr6Ar3+FwJVmfG6XnwiGJVWpyRcc0QrFOOPz4GOFLAl05bURKg+XRqXmc6zzD5UYGtxxFfqy+dBwg8yhYD8gBaWoyhtqaVTcIjso//z792Db53x/N49qVJHNi/B7MzhzF37Cimp/fiTy9N4qq71+Lcq5Zj7MFnbJmy+VvtKRZLFYdKFwYH0iAiWBTD8v5TPy0jPhQdr/LgURacke0xBEt3ESw2IMsboOn8vldgG0gc0Ua14YEyAmgeQEtLmrIAXxqCRbZecf96nHPVr3HK/GX4+Lyb8NkFd+KTC5fhzO//HIt++oQlViRbRn8rpuTHlDy+UxxqI2Bp0dQeoH7W7r/Gq158B2vB2ZmeeqYFvyRAyxPESlHG8yJvKewa0mUbCmypY7MKDokHygigZFPW5S1pMYbib1rZgcOjIY37ZcNcxaEhCa4D0Mwy4kPRv+c8eJQFZ2R7gk0uCiZY0S5LvGuNZ7elVuCRRHZiOxGR/oTvhbTS77ueVKdPtp08pw12B6m09Us5mW7HphKWbQQ2Xr9N973Zeuokuaz5AxBxtQkD5YEyAmgeQEtLmrIAHxMsKtPuk2At3/7T9EHyIfVx/VcfaB/ojz6Q9YFfFpxpIFhFLxEc4W1g2xm0JxEHN5/OO/WCrqu7HfsTyzrfH5mqo8q7N6WtP61cog3FLrGQHTJL2iVY9MIqb9UafVOkcfycJJc1v1Gz5qgHeusBAvgsv6EiZMmmrIDWTYLV2zuktQ+aB1wcGrT2aXvK4QGKoe38Uz8tIz4UgUGyjjx4ROWzYBLXF+4i+KlMoJy2In5iSN2TK6Sjl2AxKQiPY1WahQi+4SG/u1Ex5GwCYyM8+1WBneEhwsB6LHkgwhJ+C4Sv2+8+RPmxOuSsF+mz8uE3SmQd5jrrIbs8Nlt9gd3VOhMYl0xRvmOvbUdjm/02O3LVauTvWFtCm8O2BP4OfBrZx3aW8+gCW03OWrnfvrAxkmapxOyWlcuabxVqQj1QGg+4ADoyUkU1jJXVehQbivyN5wG0tBiTBfiS8Ijsk/8PPbcb//noJK799Q5csWwTavdsxA/vewnX/2oz6uO7YrKuvyXOabqcuNHp++LiUGmCgRoyUB7gh1R5GsWxT+NVL97BWrQoRoBaBaC04Mc3lTqE1BkjLIa8iCWCIQmwA4AYgZlCvRonBhOWgITBPCQMNp++32FnzIi8VMC6DUHh2SGpx37zIy4fkbeIBJGOarUa6qyjausS4GL1TWEqKS3qt9vjura5bRNlYnqlnE3H22LbTteFT4weXxtkXSVJu8AWI07mK/GCSNmo5BApK5c13yrUhHqgNB5wAXSEH+5Q3JHpAn/I3VnXAAAgAElEQVTjZBMPDiQONEunxRjSkVY2CY/IPvp/cst+/GD5dly78jVs3HkAb88cA+YOY3buMA4ePYpNu97GNfVNuGzZ/8RIVrN26DWBgyXBjU7fExeHShMM1JCB8kDWGCr7Occ+Fx+kzLCk8+AR+SYtzkg/Bu9gFU2wfODORICPNhgHxIBns6zxDXKCYLkzTqzLLUPnPLtl0tGsmCFlPvnQ9no1eLfLED6SIzLER6rPp8/YEZEzIlJM9my72FY6mkFRJfrAo88eX1ulHKf5yPrpnNruy/fdHy5XoqMLbEqwBgpPtDE5POACqF0tIH/nMl3A7zkPoGUBs7SyPMggt8p4S/Y9sXkfbvnvV7B64g3s2DOD57fMYckq4JKlwEX3ANc/Ajy98SC27t6HB57ZjisfnMDqF/9iiJbUpenBJ1TuPXZxKMfPVouoB1p6QAlWZ2JLHjyi33xanJHxoQ8IFjvVIVpJgwSZT2kmUDSQkNf4nEkGP93lfCIZPvmQfJiZqzrPWNHSmyrq9XAmy9QrNtdw9ATEKiJa8oY0poWc1NOsDlcuqS3c9rBNpm5ZtoDBV2N7+X63PrrAFiNYdumfG7ecmSorlzXf1avn6oHee0AJVnLcaEawLlu+3ZCrA0fm8MtngX+5EfjJcqA+Djy1Efj9FjqfwcNrZrD9r0dx37rtqP1sPD/B6qM4206MHoayLg71PgqoBYPoASVYybE9S5xRguUM+KtjE+ETRyIyIXExBIPffRKOd4HLzAKxXEDSeNYotkxO1GnyzTnJR0Qpyg/IWnVkxL7/NTFWNUsFxyYaiVysHBO4ivPuGJMZsl8uDZTtkW2W+VNTiNXhlUvX9gYSynaV8OgCW9ImFSASJd67SpLLmj+IQVzb1N8eUIIlsMCJWUkE64Hn3sBPVk5i8q0ZPDIOfOKyOVx0O3BgGjg8C2zbCby+H3hyI/Cd26Zx1+pD2LTrEC5ZOo67fvd/sdkwAvpoCTzjjscmJ357BwhJMia+i9UWcom302av3m7KJNmcok6DYeGKjNh71SnKFt5OYZOLQ6OVCkYXb4sCiX2IF2VpSj2Q1QNKsDxxVPwO08aAwgnW8ccf3wASzYxNO1WWBGh22Yp0DgdmPtprATGoeAIvv6sUC8YN5UPywUSJrttldREAsi6qZ0RuDMHL9Nx8sxlFRL7cd5cS9Zl2CaJo28mdJ3oRPWizqGOK3kELgJXazOkGm6WcbIuv7a6/3PMG+9jO3h9dYIN5n4oHHuL9K4dgJcollU/MzxoiVV490F0PKMFKjktJePQfK17Fhh378b+vzOG8a4B/WAg8/AdgzzTw/XuBjy+awYJbDpsb9/M1s/jH7/4Fjz23C+Obd+OSu37XiJ1pYmg7Mm5ZOi8TyWobMwjzI2xuNhYpwzUXh0ZHa6iNjsJyLCVY3Q16Q6JdCVZybM8SBwonWGefUizByuKMgZQl0iZmzAayjW2DbOsfkwtsQxJntZnqgUQPuASrDLElD6ClfYhH7Usrm0Swarduwb5DM/jFM8DnLwNGLgYuuAWo3QocV53Dcf+6F9+4bg/2Tx/DirWH8Lfnb8K/L92Cg9OzOOsHS5sTrJAMNezSKklSSJDiD9TiD9paPUSMrTzw6TP1RTtKUl1mJUdoh9y1N/7+cPSAT84wMX415IX6zCZTMTtCwhSrL3gYxitKor7a7wRrMbatqqESfTMEo6OLYea0zMM+z0PAxF+0XlAPBB7wEawgZnB/ih+j39MUOPaVER+knUWk8+AR2ZUWZ2Qbwm3alWBJp3Q7TTNPjaDSmlB0265+068ES6FHPRD3QBkBNA+gZQGztLI8yCCPyVh33k0bcWT2MG5eAZy8EPjYQuDvFszhQ/Pn8KF/O4Z/vnkfXntrDm8ensEF1/wRlb//L3zzhk2YnTmEU792S0yX0eshGTbe88M1K+OQCZvfuNTc2ixl7IMs1sPHEE9Ylo68ioPK8NJ5ky/xqFn5aFbJbu4kZppsnl1eH+k1RIw3gmJyx3Y4DxvNygy5TN62sZwY6eIQkym75NzOYNF7vum+1Rj/VeuZegCJO7H6SJaNFeFvh2NfGfHBtbXb53nwiGxKizPS/p5sciEN0HQ5QaMf7osLbBqE1QPD7oEyAmgeQMsCZmlleZBBfUTGt7OuDQjW1Q8BJ30L+OiFR/H+Bfvwwfn78dWb9mPHW8ew681jmH/DZrznnMdROX05qjeMY3b2KE49PwXBkgRCEh7KDwlOfJAUn+2xnxxhosE6+NwcQ2KUpK+hDMmPYKw+Fn0nkfQklTdL4ukJeUSygm82OnlcDx/ZRqO31a61ZFPCu8msp4RHF4eYYJl3f2nmigkWHzlImdkssZSd8/WoHvB4wDeDxXFMxg/Ok0eOfWXEB2lnEek8eER2pcUZ2QYlWCUM2PIGaTqZgLrA5olJmqUeGCoPlBFA8wBaFjBLK8uDDOoQMq6eed0m7D08g7tXH8HHLnwb7/v6Xpxw3ms4tbYL9zw6bfrPRbe+jned9Tzeefaj+Jsv1vHDn72AgwemcPo374zpMnoluZBpwho+d48+HGIZ95ovn/P42LJME4IlCaGrpxXR4vr5yOXpvOWutSFJ5DJ9cnRxyBIsANsWj6K2eHGwRFAJ1lDF4k43thnBorhDJEvGNZnm2FdGfJB2FpHOg0dkV1qckW1QgtUnQVzeNE0HpMsFtk4HNNWnHug3D5QRQPMAWhYwSyvLgwy6pzKGLrzzj9iw8yCe2TyNz3x3NypnvIr3nrsJH7hgKxYueR3L1ryBk+a/iHd8/klUTvslTjp/NVb+fhJ/3roD8y6/O6bL6JXkQqYJa/icjyFhsUsIJR6RTGzGKHzYZMvyw6dg5ifQIdN8XdTL+huWKrJscvmG3XzrY/DlBZtYxfXElghKAtfQFrajf44uDkmCZTdUMu9g6RLBfounZbK3FcGSMc1Nc+wrIz64tnb7PA8ekU1pcUbabwjWKWcvaAQJDsSeY9qK+KZShRSE9F990Ok+QD8W/VcfaB8odx/IOjhIizFZgI/xyEewHnr2Tbz61hHc+9geHPeV9aiMPoUT5o3juod24uXdR/CJ76xD5SMP4N2fW4EbV2zFtl1T+PHta3D1fU82YGdsl1qXQPA5HwlfKW13tq3ENkDinWIbNrmQ8vLdqiR9bh1M3KQdjPWurCFEAWHipUiBPZ48qS+mJ2HZo5R3d+Zle0p+bE6wANCGF7rJRZm4Sl/akjWGyoE+xz7CSZk/jGnyQR5fZsEk9qshWJ8qYJv2vuzRanSpPeACW6mNVePUAwV4oIwAmgfQsoBZWlkeZNBtYACkI9lXu+0FEMma3HsMt6/cjhO//jROvGAdvn39BqxcuxunXbgWx33pcdz4iy3YtvuvuP+p9Zh3+cP5PzRcNGmIEZn+mR2S96msacWhAgKbVpGLFPBvhmNfGfGBbSzqmAePyLa0OCPbYQjWgrNPiQGOFPCl01bEN9UFNJ9OzVPQy9oHFNgUddQDcQ+UEUDzAFpajKGYkVY2CY/IPvqff9sGPPiH3Xhp5wE8sm4SVyx9GV+48kV8+uL1uPSOl/GbZ9/AKzun8MBvx/G1H92Pm1e8oASraKJYwvoUh+IxSM+644E8sy48puLYV0Z8YBuLOubBoyw4I9sRvIP1T59SglXCwC1vlKYbCagCW3cCuWrtXw+UEUDzAFpa0pQF+HiQQXdXxlOyj//Pv3YNvnfH83j2pUkc2L8HszOHMXfsKKan9+JPL03iqrvX4tyrlmPswWdsGalL041xetB9ojjUv/GynywngkUxLO8/9dMy4kPR8SEPHpGNWTCJ22QI1j99Sr+DxQ7RY/8ApAJbP8GD2lqEB8oIoHkALQuYpZVNQ7DI1ivuX49zrvo1Tpm/DB+fdxM+u+BOfHLhMpz5/Z9j0U+fsMSKZMvob8WwYjFMcaiIyKZ1UD9r91/jVbAkPM9sYFqckfHXEKzjC3gHS1Y60Gld6x57OtzNe63ApqCjHoh7oIwASjZlBbQsYJZWNolgdTNGqe5iyU4v/K04FI9BelZeD5QRH4r+zebBI7IxLc7I9hiCdfaCRZkGxWkragpo5kvy9JHC8L8TX25PIjdJ+Z1aFij1y3Sn9Kseb/9MBrZVqPGuTSbWBdvjBn2t2Ycdk+Sy5pc3wKplg+2BMgJoHkBLizFZgI/xiMq0+yRYy7f/NH2QfEh9XP/VB9oH+qMPZH3glwVnGgjWokXFEizzTQzeJjYkD/Wq/EJ8zqdeSeQmKb9TxEXql+lO6Vc9qQkWfdjREClBsFbVKqitCgbW5jqfOGPtJLms+Y5aPVUPFOYBAngZ4MuQJpuyAlo3CVZhN0MrGgoPEFH81RPr9V99UPo+QLF42PtqHjzqK4I1NjKCsQkPiQrJyViVZrXEdzN4lkt87yMgaeHsl/lOxwTGRqIZsYbvhsiPGzJhofpc3TEbAn32I5Axef5eiVNvtQr60GLQBqc816vHjgwCCdi8f9sWI/rYI80+iVmr2DVZOkkua77UqWn1QLEecAnWyEgV1TAuVutRrLIxrYBYlAfQuk2w5CADeBry/6HnduM/H53Etb/egSuWbULtno344X0v4fpfbUZ9fFdMlspJXZoePqKhBGv47nm//s6VYK03M81ZH/j1FcHyfp2egD4kMBH404cMxcxWSH4mjFyUb2e/+Lo7aPDmN9NdgbWBv3hvPoIo8qVON10Rcra8h1C6dup5JuKVi2DBIUx2/Ovm8zkfWZDP+ejm87ke1QPFe6CBYPFDKbMkO3ywVXBM6heC9eSW/fjB8u24duVr2LjzAN6eOQbMHcbs3GEcPHoUm3a9jWvqm3DZsv+Jkax+HWyp3Z0hBkqwOuNH7Y/d96MSrB4QrKI3uaAZngkfmZBEha7TuZ1h4tkpIlb8BfmIZJmlMG55rsOXn6TbleVzPvp0ymsyzW1Iai/r0mMmYsXLnpRgFT+A1xrL7YEGgsWxR8YlmS4g9vQDwXpi8z7c8t+vYPXEG9ixZwbPb5nDklXAJUuBi+4Brn8EeHrjQWzdvQ8PPLMdVz44gdUv/sUQLR0Ydn9gWGYfK8Ea7vtf5r7p2qYEqwcEq+h3sKr8VNUFdxf43XNX3iVaSfK+fF8e6Xfz+dx96sv5bhmZ715rsF9ntZgs5TnmIli6RLDcDEGta8sDSrCSYypvckEOlgMPWuZ32fLthlwdODKHXz4L/MuNwE+WA/Vx4KmNwO+30PkMHl4zg+1/PYr71m1H7WfjSrD0vRuzYYrsT5pWwlXWPqAEawgIVuImFy45cZflMUGZGEN1bCKc9aD3CsKlL1ReLikU8o2zZsEsmF0KmCRrbSJ58e6YzeeZtnA2TeaTTvec69FjrlkrScTSESwgaZMKENkS72clyWXNb2uErIXVA214QAlWdoL1wHNv4CcrJzH51gweGQc+cdkcLrodODANHJ4Ftu0EXt8PPLkR+M5t07hr9SFs2nUIlywdx12/+78YWbMDq2u+HO2QG67C+PCFj+DKs3klRng8+RR8uGGVBl+7FLcl6LH1EMHxyFROvhS3ueRHyJ1xDQ+Cl+CMZvWzDm9Z1jHcR53BGu77H/st8u+lpEclWL0gWP/0qUyD3bQvIMsnhnJgTOnYJhUU4Gmbdh8ZoTwJAGbJCy8RDIBIbmhRNxtkVCDzGpcaCjLk6nZtkOfmPQYBkLz8ZmoKtt5wkwu7BFKWV1KVqZ+5fcY99xEsu4tgeF+DDQPpfSm+b86GF4Jgwbyf5ZHLnN/GCFmLqgfa8IASrOwE6z9WvIoNO/bjf1+Zw3nXAP+wEHj4D8CeaeD79wIfXzSDBbccNnfl52tm8Y/f/Qsee24XxjfvxiV3/a6RYDEZOXtJ4zUaeCVcv+3CUwwpIyJmB20Jsva6T9+9l4ak7cu4Ugz0YuTOY5u3/rB8q7Ixe0Sdw5CvBEsJVr/0cyVYQ0Kw3MFy350T2erEt7uUdOUmXT6C1cbYVIuqB/reAy7BKkNcJZuy7tqU9iEetS+trHzgJwdEtVu3YN+hGfziGeDzlwEjFwMX3ALUbgWOq87huH/di29ctwf7p49hxdpD+NvzN+Hfl27BwelZnPWDpREZColFM6Ji6k0gTd5yCbLSfh9ha9QVzlSd/GWccTI9RDoF37o3PjBuLMPXW5eN2aMEq6FPDLN/tO38O+r9UQmWEqzcA+5uDyZ4lir4YK2zwYYSpcLvmxKsvucD2oAOe0AJVvYZrPNu2ogjs4dx8wrg5IXAxxYCf7dgDh+aP4cP/dsx/PPN+/DaW3N48/AMLrjmj6j8/X/hmzdswuzMIZz6tVsaB9NMiuyseQVpZqW8BKdBVyMx8hEsN0/qlmk5+E2TnyQj9QxbWmewek8chq3P5W2vEiwlWIUP1LtNzFR/8qCnHd8owerw6FzV9b0HlGAlx5qkGayzrg0I1tUPASd9C/johUfx/gX78MH5+/HVm/Zjx1vHsOvNY5h/w2a855zHUTl9Oao3jGN29ihOPd9DsMwMjufdJl6Wx6SJz5vNfCXIxgZYPplY3iP4lpy14iWEzntafvKUrmzMHp3BaiTdQ+aTYe4PZW67EiwlWEqwdDYsVR9QgtX3fEAb0GEPKMHKTrDOvG4T9h6ewd2rj+BjF76N9319L0447zWcWtuFex6dNnfooltfx7vOeh7vPPtR/M0X6/jhz17AwQNTOP2bd7YeTLuEJkZ+oqf/XoKTIBsbxHlkYrq4fjGjFqzCiM+GxcowIUhZNmYPlx2So85gRX14mPtBP7RdCZYSrFSD63ZmPrRs8iCkn3yjBKvDo3NV1/ceUIKVHNuSZrAW3vlHbNh5EM9snsZnvrsblTNexXvP3YQPXLAVC5e8jmVr3sBJ81/EOz7/JCqn/RInnb8aK38/iT9v3YF5l9/dmmC5BMg9D4mIl+AkyMYGc64Mk6Jwhsqnt9N5MXuGhFhxm5VgKcHivlD2oxKsASRYNGinIKT/6oNO9wEKGPqvPtA+UO4+UOZNLohgPfTsm3j1rSO497E9OO4r61EZfQonzBvHdQ/txMu7j+AT31mHykcewLs/twI3rtiKbbum8OPb1+Dq+55sIFixHffCWSN+B6vhmlim5yM99l0qMfvEuuxgjgmWkIm2aXeW+DH5YRJWiXYabKw/fVlrC+sfoqMSLCVY/dL/lWANIMHq+8fC2oBSeoCATf/UA+qByAMEoGWbhSabykyw6EPDtdteMCRrcu8x3L5yO078+tM48YJ1+Pb1G7By7W6cduFaHPelx3HjL7Zg2+6/4v6n1mPe5Q/rh4aHiEglDaKVYCnBSuobZctXgtUDgnX88cdnAuU82+KWDfTVnuSlNP3iGyVY0cBaU+oB8oASrOS4lrREkAgW/c+/bQMe/MNuvLTzAB5ZN4krlr6ML1z5Ij598XpcesfL+M2zb+CVnVN44Lfj+NqP7sfNK15QgqUEy6zMKdtAWu1R0ufrA0qwiiVYxx+/CJVFixYpwdKNJTL1gTKQMCVYSirUA3EPKMHKT7CIZJ1/7Rp8747n8exLkziwfw9mZw5j7thRTE/vxZ9emsRVd6/FuVctx9iDzxhyRWV8AxnNG54Brs5gDc+97vfftRKsYgkWcSslWEqu+o5cEcFTghUfXOuZekAJVnsEiwjTFfevxzlX/RqnzF+Gj8+7CZ9dcCc+uXAZzvz+z7Hop09YYkWySrB0cK0ES/tAvxAvJVhKsIob7E+MYWRkDBNKsIrzeQd9rQRLCYV6IO4BJVjZCVa/DI7UznIO5JVglfO+6O+l8b4owRoWglWvIvgWRyU4VuvtD/KTCBPlyx2WTHoEY/UuECxpg0x3kFiUYXleGWzwEqxVNduvRhdvC0af2xZj1N7/UXB2fGhKZ6tQs3I1rLICWfNtQU2oBwr1gBKs1gSLBl4UO/RffdCpPkC/O/1XH2gf6I8+kHXTJRrvpt17Qo6Ne7JEcGJsBJVKFXVBOurV+Lk0MnU6idBkzRd2pa6byyTVxdf12D6RDn3YQLAMuZLEiMa227B4VJAqkhldjJB6xQa/q2oV1EJWtW3xKCrhSdb8mFI9UQ8U6AElWK0JVoG3Q6saAg804NAQtFmbWLwHiBS080/9tIz4kHmM3eYYmnww0ARrbGQEYxMeIAzJyViVZrVCwkV5dlYhKheQtHD2yyzzm8DYSHheqWBkbCIayCeRHpnvq8fkSeJXRzW0K1Z/he1ybKhWoyWIMf2ibSNjCNob2F6te/zSZocqugMXVZ8LbKtqgkjZ+OcQLJrN8hIsmqUS5MzKZc23FWtCPVC4B1wAHRmpohrGxWo9ik9Fxpk8gJblaWFaWbmLYFExSusZfDxzcajwH71WOBQeYFKQp7Ec+1x8GMb4lAePyE9pcUb6tCczWCNMnlziEJKQCPwjQmOMputEphziY2e/+HqC3tiSRNZjyFlCPVNTqFcrsPbQskbfUkaZL22wadIf6THkjPSYdkT5U6TH2DP4oCQ7Yd60C2zR8r6ArPJsVHzpn4+EUchyiJQ9z5qfJ/xpGfVAZzzgAugIP/wxS7LDB0EFx5k8gJYFzNLK8iCDPJ035mg5xSa3D7g41JlfsmpRD8Q9wATL7X9pzjn2ufiQpuygyeTBI/JBWpyR/uoNwUoiEZaQhEE8JCAxYmTIWUBY7CwXEyq3fNr8xHqmYEhPSKrqVZ6pmrLkyNrGbZI2cJqP0h5qhy+f9bCsHhMHQy6wNcxAhTNS0RI/ms2q2KV/8fCVlUglyce16pl6oEgPuABqN/GRsUamC4gveQAtC5illeVBBt0PCYKaVtLUTh9wcajI37vWNTweUILVmTiVB48oPqTFGRlLekKwqvxU1QV3F/jdc1d+yiFaSfKt8pOum/poWQ0t6aujyuSH5GUbZHlfWuaRTlNeCZbsiHnSLrDFCBa/e7XKXRLoLBm08dkhTLpE0HpGE/3jASVYySCsBCvZN3nir5YJ/OniUOZoYbEmc0ktMEQeUILVmfg18AQrcZMLl4iEBMou0WOCNTGGqn3HighQOLPExIXl+NigN7xRNj++hM8FDrK3Su9TcZ22XKDHtCdGvuLvWE047YgtEeRyTLzkOduvR+8TZxfYaKYqvnMgvVNFxCnavAIEZvyulUzTIkHd5GKI4Gowm6oEKxmEEwmWwQ3n/V0Z42U6TSx29NEqhwYM8+lpqx75rnCyD1xsSzxvYUuA4Y7PfG2SeVKnTEuZPky7OGQii9jN1qxyidarNwaeThKsJF0G6/h+iXeNG61pPyeVDe4y/ibVJulrUmQQLynB6kBcm5oyG33k8WXfzGBRUHcDtHm3yRd0Kc9uclEJ31HimavgR2qJT/jOFAU0mcfvOtnlfEafs027t57whpprcQCjd7NY34jczELaIPNj+l0CJupRguUlU76BQCOwhUsAzf0V71rFwMXNl2ATkLHgvraTP4jhXdvUDx5QgpUMwkkEK76ioo6q+54txe4scdmVD2N/S5LllktDNvKUaVNv7IGi0RXgcQxzfXV0y1ZfXQXmuThkdqDlh3hh0FhVk3jiRJJOEohmuppdc0xq6zSpHjefzuXDz6RK3XJJcgOen4cU8LiJY5+LD3x9mI4DP4M1TDdT25o84GnXNy6wDXh81eapB1p6oIwAmgfQsjwtTCvLgwxyoow9vDOszDMP5QypinZetA/uQsIUPIgR7+XyoN5HJERe/OEil2+sxy/nxFOhl21u2JXWyES7SZLdhuzJsmS7PW+0JfINkSm2WdjCZZPqmnJ0pnz42NAW9nGJji4OxT4LIn+xLlHgc3mMETOxbJ1k7IPm8CFhWG5xjR72EoGTDxjFag62geuh81hZMZtk6pFksIM2yPo9NgXElB9c84PQxjb55Vjh4B59BCuIQeyz+DH6zU6BY18Z8UHaWUQ6Dx6RXWlxRrahJ+9gSQM0LUCqRKDRD/fFBbbBDa3aMvVAOg+UEUDzAFoWMEsry4MM8qSMb3Y1gpy5YsIQIx4Uq4lgiNUMUo7jty/PLceySTvQ8nU+SjnOo6Osi9JMnuga7xZp8gUpovxWmyxJvUn1yXxuX1JdPlsNgQ1mv3h2z5DKPtth18UhuwTd/cm6BIPP+egsUwctMzRLCwXJIZ0sT0d3BoivuXXLcpyWZcX3IeVS+Y7a4LXNaRvbbdsu2svX5FHKyfwBTPsIFsUxH8mS8Y3SHPvKiA+urd0+z4NHZFNanJH2K8GKgYSSHdk5yp52gW0AY6o2ST2QyQNlBNA8gJYFzNLK8iCDHOqNbYZ4VIJPcUiC4abtTAI/MRaEyyUSFl8EMTMkhMvysneHLLEeWZdvmaJrm5Tha3yM2eIskef6uHxDmRAbk/IlwWIdpj4x4yXLcpqPbBudtyJ/LFuSo4tD/u8seogCEw4+UscUhMF+15Guy35g0jWskuU4SvjyfNdcOXneLRtkHWyT/RxK6B/ZTv5epVuOzn1yVudgJpIIFsUySbJ8sY1jXxnxwWdvN/Py4BHZkxZnpO1KsEoSpOVN0XQ6ousC22CGVW2VeiC9B8oIoHkALQuYpZXlQQZ5MznGhkRIDvyT0knYIeVZhvPoKJfYcT7JuekkOdbpKyPJDevjoy0Xkp66826ZlJNpW45n8MRsGF9jeT5yviFeoby8xmk+sjyd9znBqlV4eZvzu/URBSIRsXxaEkdL9FahlkQwWG2sXJjpy/PJu3Kx8y7ZEKvDsZeuSb9JWTedJMftHNBjM4JF8YxIVlJc49hXRnxIsrlb+XnwiGxJizPSbiVYHNj1mPjjlB2mTGklWAOKJNqs3B4oI4DmAbQsYJZWlgcZ5FwZx0Z8SwPlwJ8H/QYjiJy02BVQlnXLONdiG0bIeprJSayScjJNMnzORy4XWzoYzb4l2sLlwmNMzuQFPjGbXCTVRXJ0jZdXWrm4P2NLBH1k0bFF3sdepV0cStzkwpCI6P0mI9dAsGgF4ChqtUF4TmQAACAASURBVFq0I667Ey5HB0k8ZF7sPS6+4MyguWWd867Y4NQB2S7nmvUNmU/XuE3N5ERTBzHZimA16/8c+8qID83s7sa1PHhEdqTFGWlzIQSLKqQgpP/qg073Afqx6L/6QPtAuftA1sFBFjBLK8uDDBp8SRAcGxHL9XjWyBKAYDad39OyJEIuUZJEwBIJj86QHLAueuKcuAPt2ASayRn7DWHhepp8VzEmR/IOqQrb0swW6S9KGyIkfMDvUAUkim2K10XluE2xumL2hbY5/rdksQ8IVsAJRmPLtoJ3qQLyxMu5RolEeQhWjFAwUzAkQ/jVVy6UpXeoqA77yZLAILGszrO80CEu3beBbIzP9LHdxnb2jadNzeTYXYN4zBpD5W+WYx/hpMwfxjT5II8v0+KM9GkhBGsQO7u2qfcecJ8c9t4itUA9kN8DFPTb+affQxkBNA+gZQGztLI8yKA7JEFw4NMuWekmSSmyrm62I4NuxaH8MU9LpvdAHlLAsY1jXxnxgW0s6pgHj8i2tDgj21EYwZKVajrdO0bqp+Z+UmBLH5xVsvweYADNY2mZATQPoGUBs7Sy7CPy71DF1iJJT5F1ZSBB3bzfikN5IpaWyeoBxoc8fZljnxKsIfnQcJ5OomWaE45h848CW9YQrfJl9sCgAqgSLI3bg4xNikNljqqDYxvhAxGlvP/UT5VgKcEarqeLJXkK148AqMA2OOChLUGudeH8uy3zE0olWEqwuJ8O4lFxSKN3ER6gftbuvxIsJVj5CVY/LU/gb6602pFKCVhif+gpsLkvBRcRYbWOgfaAzmBFRCTtsj8asKeVZRJKnWgQB/rapqj/FOmLnuLQQEdEbVynPaAEawgIFn1tnnfSqfCuTZ0gEkURLKpHtMHsLJXJ/vA7JBO9AYQiwaebdbnAFvv4IG/r2ukIxfqUYLEn9NghDyjBiuJhWtJE8SWtLBMsKtPuk2At3/7T9EHyIQ1c9V99oH2gP/pAHqxNizNyzNuTTS5G5La2hqxE28ZK4zKnCyFYLjmqoyq/o5KGaHWyzWnqG1CZBoLFH2akAS99jV6ed2gQbNUowbKu0ERnPJAn6HOMZPJQxieUZFPWtmUBs7Sy7KPO3C3Voh4IPODikPpFPVBWD5QRHxjDijrmwSOyLS3OyHb0nmCZL70LghWbHYry49/dEF+Sj8lXUCHyJolWjMxMYGwk0OnXR9flRyRdMkVPWCkvsss6U9ZJhIbPw+NYlWbtqByVFzN4I2Ooj40kzOjFZc23Rkx7uLzww4CSKOtfT/tcYDPfFLGRbRVq4SyW+Wih9Xn47Q0iSLFZrkg++AYI+1h8q8OU4fxKdwmcbYcmhsUDPhISzfSLfhf2ZfnbYPJQRgDNA2hZwCytLPuI+pP0naajmUP1RXZfuDg0LPFK29l/HigjPhQdc/LgEdmYFmdke3pPsPir8mYAHRAK/mih/aq7O7imMmbWKC5vSY0gQaSjWq0i0FlHVc6esV6rbwpTSWmWFR9LDGwIAzITKpbj85AQcZuM8/kay8qjrd8lex5y10yP1DmgaRfYJMGKfQlexkGa2aqtMjn0wcIwGcx4mRNBtEjKzlRRvpC3+VK5ptUD+T3gI1gUL3wkSwZxSjN5KCOA5gG0LGCWVpZ9RHfI9Z+eZycW6rPAZy4O5Y8AWlI90F0PlBEfio4jefCIbEyLM7I9vSFYdjYhnHFiAuASBkNOwtkikxZPcd2ZKtIhyterwexOvRp+4Z4IGV3n5Xw+fcYOIm1BnfTV+RgxYjv5SGSI2sK6JXljW/jIZejo5vlscWW4nPSdSXtm02RdA5x2gS32DpZcHpg08xQjW3JmS/Qz4+MUX77vblxU7UPggSSCRQFbkiwZwDnN5KGMAJoH0LKAWVpZ9hF1JfabHpVYtdsHXBwaglClTexTD5QRH9r9/WUtnwePqI60OCPt6Q3BYiJiiIUgCC6p4OvmKJbDsRwfmUSIczNzVecZq3BpYD2cyUrSF+oJiFVEtKTDGtOhnKjbyPA5H9lGOso8SsuNPvgaH5PKyfwhTbvAJmewbPwz5MpZ5mfJ1zYsHq1hFVahxnlJM1NuvntuK9SEeiCfB5oRLIopRLIa408wQGbyUEYAzQNoWcAsrSz7iO5Okh8T833xeEjjbqKPhtQfLg7l+/VrKfVA9z1QRnwoOp7kwSOyMS3OyPb0lmBRQDazQEyy4kv+7BJBB9xMviFpJB8Rryg/IDHVkRHwDn8TY1WzVHCMdu5L1Bc+zaPrlYotKx0WmwUj+1mXKcPtmIK1ha9L8JF5Mj0lyk0lLRFsMasm6xnwtAtsiQSLyZNZ8Tcae3eKlhLWajWMLt4WRjdnKaCNeZQfEbXEJYhWXhPqgWweaEWwYnHI+W0zeSgjgOYBtCxgllaWfUR3Rfoy2hE2it/yukk7cbrhOt2PZjJ0Taw+YFxqWkbeY6lbpqWMpmP31XuPuuAjF4dAD+zsvaYHeEl/SXJZ85P0a756IO6BMuJDUb9TricPHlHZtDjD9dCx9wSLSQUTpRgQRYBHs0q8TGakWoXdiZCX6REhkvnmPayIfBkixzNn8j2qhnJEsojciLKxoBwQH7ZFbjNvSFUYWK0tPjB08hLbFvNFSKycPLOpR8y+4Vny4QKbl2CZDQWjvjNKZEoQrmBDCwcEzaxXVMbuRkhLCsP726AnHsf0TD2Q2QNKsKLYlQXM0somEaxUJMeJ2RJEbTpRJv4g0GyUJJeqC1yyutyYnqg78tn/b+/cYydLqvveihQpihRF+QvhRHKUCCuJ87BYqR1PXlasSCayoygxyPxI4naW/ATjsIwTY2GcMI4w/IAAGkOQzcseDBi8HSAJ9hAjDB4MgiXhh9ls2IVZoh2WZXcxjx+7Cyz7OlHdvqf63Opb3VW3X9X3fkb6zb23bj3P+Vad862qWx1NG+bF80aJWGiH7Le91USc/9C3OSTE4uWGN3PlCQnEJQDBGsDvYBVvCBxpSzF6GKqNGqpcXISGLT6s8AYJlC8BCNacLKSSJjdmpMZNIlg1kZmd+jqbZKm+w7UEx937FQqdiGtOvPkVqspG1NvIF+zFYho7STefvAvi2YnERl3qCclYGxbKn8s7d+wl/lx2oR3S02urESe6ldytUpmJPR8vN7z8cY0aliOBkGCNxxOZjHWcm48zS88eOPBxpPcrWKUPzisPtzhwgJUu/9T6hYatnGGMmiCBfAlAsOZOayppcmNFatxkgjUy27B1ss0TrIAs+fDlWwT9LgVduVIbYtNrmF5d2RrfxvP3ri7zulbkTA9cMuHh7o3U8ZV4czwuk0VohxrEqdouaIiUHxYCIuXj5Yb7DLlBAislsECwdOdYtROsnizSMU/HoZ5dIVg9U+iywZl3aUasTU6hYVs5uhABCRQsAUewHAno+uf6Q2hA2/rNrsO6GLRU0uTakho3mWDZ3QtKZuzVr17pNuLmytHpMvtVOTL1ybMunuaradyzzV/rYuPpvV4baetTczVdWxkan+tGdmCEdgiCVfAgO/CqhfbBf2pjxxJ738Mxoos9yrEz1r7u5RssWwHuuxOMocsuNGwDHztp/oFLwOF53b/QgJYwRnQxaKmkybUvNe7GCJYlL9YBSXZMzCqYTePudUbZ5Ru+03I1XK9ahyo9BGvXmA/tUINg+a1/4eAUrFT5eLnhYb48I4G4BEL7AMFK979T7YwdfyBYapy4bmQ2z4Jr2/ehYYsPK7xBAsOQQGhAt90HU/LvFcGqDk+ab8trtF8JTmhLXLhu9XPvLDGyaWy4Hv5kSVX9+4zz9Eu2CGq6sLywbjyvbfdCOxQ7pCI8UCkWLzd8GCMbrdyEBEL7AMHqAcFyRmjdmVnSrz+73UcZugGDP2QABsrGQO73ZTmzhalxYytY8y15S1Z/LPmpSJFuDxw1DkTSb62ah1zMPx6fnUKqB2PMjLtNo/cunj+JtiZB+q4R3qhLZKuirTuEam1C1SDVtW/TdH7dKpTiw3x/5Vap7MEW0ePcI+mj8Zul84QEYhKAYPX0FMGYwglHAl0lEM4cds2HdEigLxIIDWjoDO7j2dWpZIK1D5lQZvrMcemywg71ZfTsfztKtA+77t9d7JGrY+pEnm0PWwSZ0dv4jJ4F2DbvMWz9Nwi0ME8CJRrQLgYtx5ilxo2tYG1zjCLv/hCpmC6xQ3ljFLH3J4ES7UOsX20rvIs9cnVJtTO23hAsCBYEa3/jHSUjgY1KoEQD2sWg5Riz1LgQrP6THevc7OoegrXRIYzMtiiBEu3DrvqpltPFHrm0qXZGy3FXCBYEC4K1xQGNrJHALiVQogHtYtByjFlqXAgWBMs6P5u6h2DtcoSjrHUkUKJ92FQ/TM2niz1yeafaGVsPCJYjWLGPgGPhkLIiSBmGbZ2hlrR9lECJBrSLQcsxZqlxIVgQLOv8bOoeO9THkbSfbSrRPmyqH6bm08UeubxT7Yytx14I1uwkJT1lZ3ZtnrqUaQhCIuSe7e+JVEfrtpwQpUTJpo/da1yuRZArB+IFw1ad0qS4OieXrsUGydxTmmLxY/kTjgT2I4ESDWgXg5ZjzFLjKsHSscONH/whg01gwGGcP2QABg4DA7mHLh0UwaoYniUya5MW88ON9e+HjMdjmUxroraqLPs+dr92HTNJI+WtJHIhwbp0zpCqK8cyOndJ2jhW7u+MxOLvx4WmVCQQl4Az8NX4WtD44eqUa9BSSVOO4VOCFZceb5BAvgRCO5SfAymQwG4kUKJ92LW96mKPcuyMbc9eVrCqClgio86AC/O/H2F/02Mik7GuTLT/yON0Mv9tkelkItPpRPyqmN7bMhtl6W+ZNH+vRH9v5GSyvGwrUO53RyRDw9YgWG41q5VgudWo4LdJqni54bsZECkFCeRIIDSg4/F87JxM5+Obn3zSsXeL1y4GbdsEi3F6d+N032Ud2qGc/kpcJLBLCYT2oe99s619XeyRyyfHJmm5BRGsJb9Kb7f7TScy0l+0N07B6cm4JlSncjI5kVO3LbD+NXv3A42VQ+EJVrOsxjdYPk79bdbIEDpXdp2nCpDr/gz1omGzW/nMalZjBAuIVPXjjY5w5YY3MuUBCRQhgdCA+q3S1bhZT0LteBzrYtByjFlqXLuCxbi9v3G7b7JftENFDAVUAgksSCC0D33riynt6WKPXL6pdsbWoRyCZYmNI07VClPbd1OOHM1Xq3xjXPzJdJbOXc/cbK1bBdOrOcyirSwlTvadvdc6aTxD7nwdCNvp9qTQsM238l2TS+dGMjq+sjDASDaRihGvlqwJQgJ7lkBoQMc6XtmxzN7vYMzqYtByjFlqXAgWpGobtjq0Q3seAigeCUQlENqHbfSH0vPsYo9cm1LtjG3/+fPnZeRYlg1cdZ9a0FKDFhr5tme3UhWGVwdWtBAsPchiOvHfXp2eTOTkdL6S5Veqwjztc+wegpWFkVUY2sT70LA1twQ6ktW2ihUQJr+VMDc8OobxAgnsTQKhAYVgzUnFUnu0imhau7Aqbur7beSZWjbxNmbPQju0t85PwUhghQRC+7AJP+zQ8tglwbrpppsKIVgVQZpvx3Nb/ka6IqWzsM4oLNne4r7DcodbnJzWRtV9ezXWrYNmBSsgaVVZWoYzeroFMTSA4TNGamNGqksnDQ3b8WgkftGqOlGw/tbK3ovIfKVL5Nqlc36lKzd8xVjGaySwcwmEBhSCtZpgLXz32zaup4z9sTgu3H9brN/zjuVkeiJeP21ldgmzdbD3XfIiTZJ9C+1Q1endIUu1zs/542zdJJ7qP7bDwqW28cz3wtnhOx9+KLBwCYT2oYvfdehpBkqwdFugDkDmkAs7KCn5aRn8G0TJva8Nm/+g2xqc6puEWVl6mMVpnaf7ZssNjmG4XwFrKfvQQXeI9V8wbBWRUvyY1auAYGHACrcCVK+zBEID6h14O/bZ+x2MZV0MWuouCTdupcaNrmClyGOdOLG0sfB1dLKNPNepzwDSLtihilxZYlR35yvH8wlAie2wYAKw8+BHwpUSCO3DIfp969a5iz3KsTO2fvtbwUodeDEYSbNoVqlDuV8wbCuHFyIggX5LoEQD2sWgpZKmHMOXRLBqe7Nwcqy1Q+7eT/rpjon5CY3V5NzJ6Xzctmmt3bPhbXlWYfVEY5Vu/nMk1WTiqjpM3A4Od+DTfLJxtqpiJi/HJ7LQVltH7ud6jMgitENXjs3kXnS4Cbak+3hBuJsc5JRbLx1u1pNAaB9KOGV21/5qF3uUY2dseyBYkUHTCon7+TabkmQRGrb1hh5SI4HDl0BoQEvor10M2l4JVtvJsZ4MzUlOJVsfbregB+NlgzzVK+yO+Pi08Tz9CbjOTrldF9UBTkH+Ntznaevj8o9svzfhy7bfl4CjUusQ2qHGNkC7bb0aXuoDmOxPhTSGnYBg+UOZcsMbmfKABCoJhPahhFNmd92vu9gjV8ccm6RtKp9gQYBWzqCpMod2DQ0bYygSGLoEQgNawpjQxaDlGLPUuDkrWLpd3G8LV+LSRpZ027rGCW3WqvBleRryZH/rUbe/63c+/udDbFl6r1etV1VeywFSYTyNz3WpDQ7t0MLvLLaSKUeY2la6colULP7QR0La3yaB0D40Vrjtarfe97Dvd7FHzo6m2hlrcyFYPQSQVXCf70PD1jagEIYEhiSB0ICW0P+7GLQcY5Yad2MEK+Z8xAjKqvDY+8o26c+MBKfh2p8qsenb7m2Yy9M9t53QG8bDNi4lVtq3QjvUIFiJ31rNx6iAMLFFcC4a7taWQGgfIFjBboAlY16qndFxwV0hWEsEagXFfToQdyWr0LCtPfqQARI4cAmEBnRXfXFZOb0iWMFpt412K3EJbUqMuPjw5ha+Rp5nZ+K+t5q476n0uy6fbjYmNw53snXw8Zr5V/HbTuj18csb60OZlPQc2iF3Gq0/OdAcsHTt0rH4AwWrrX/1CpaJ44af3NNsY/EPfCij+luQQGgfIFjpY12xBMsNhm4Q4g8ZbBoDbsDgDxmAgbIxcPfdd1fuQqpjnGPMUuPGVrDmB1Ys2TZnyUdFYvS00pH47XlnZ+JPoFUy5MhWGL86nCI4pj2MY1fJqnf2sIt5OW2n3fo6JB5ysbAdMiSIPC9dyQoJllSrVooPsw3QHN3u9Nb6kyJVL3GrWJrenkaYG74FD50sD1oCEKyzyl/MtUfObqXaGWvjdrKC5Qwbf8gADIABMDBMDOQatBxjlhrXYU+dYWsEuU+fxUVWi7JSTB20503lByGBkGANsT87GeTaIyenVDtjZQrBgvxBfsEAGAADW8VArkHLMWapcSFYi+TAOgPcd5MPBGsQ3KQXjYRgsYK1VUPPDPowZ9DRO3oHA/vDAASrm/MO6SlfbhCsXnCPQTQCggXBgmAxmw4GwAAY6BEGIFjlEwXIXDcdQbAGwU160UgIFgQLx6pHjhWrBvtbNUD2yL4UDECwujnvkJ7y5QbB6gX3GEQjIFgQLAgWBAsMgAEw0CMMlESwHGlxTjF/yGBTGHCOK3/IAAwcBgZy7ZGzGanf+tpJMQ656JETU8psNfVg5QQMgAGLgVyDlmPMUuO6+rDaMIiJ+p02EkztVNwUtoYEWMFiBYuZa0gfGAADYKBHGCiNYNlZRu7L34ZXso4gWGt4/CTdqQQgWBAsHKseOVZ2Fpt7VjXAwDAxAMGCxJRMktapGwRrpxyBwtaQAAQLggXBgmCBATAABnqEAQgWBGsdElNyWgjWGh4/SXcqAQgWBAvHqkeOFSsWw1yxQO/o3WKg9wTr9ETG4xM5PYNIlUyGtlE3CNZOOQKFrSEBCBYEC4IFwQIDYAAM9AgDpROs05OxjEYj/zc+OZWVzrglVfY+RrKWxXHv2spflsaWY+PZexuH+9U67SCjOMG6IsfnLsk17xBfkWOj49HonFyav/SxRGy8Y7ni3+SG+4TcIIFKAhAsCBaOVY8cKzuLzT2rGmBgmBgomWBV5Kqx+jSVyWgkK0mWJTL2PuakR+O48sZycqqrX1OZTKYzMhBNo3Hra2q8WN0I70y+2gjWtUvnZmR9gWBZwtTu9V85HslxzaqqfOqH3PD23AkdsgQgWBAsCBYECwyAATDQIwyUTLCa5CYgLCFx8c+ncjI2K16TyXyLoIvjVyqUOAXxGytkjmBNZLpAchbTNFfaInlH61KXUbfhZDKv/2QaELaFuvA+tqLZRrAqJ/7aJTmXTbDcKpUhYT6P3PAh0wjaHpNASLDG44lM6nFsMp2PN30eD5wMcu2R6/upPwdixwl+B6tHTgyrA8NcHUDv6L10DOQatBxjlhrXyUidYWsE27+dqkmPJ1QB8XIExL7z9wFZ8uFB/IDATJXs6MqVvrfpNUyv04mMNL6N5+9dXUaizlJFzlx8996En7l8Git4kCmLj1X3iqkFp9aTI31jt/iN5Fzr/sCASFXbBR3hyg3XMrkigbkEFgiWrpy7McDe93g8gGBBepi9BwNgAAz0BgODIVg1ebHfc410dcoTnyUEpnJ0Ru3EyRGrMH91hGzeeq9XJWRV2olM28I1H43LNXnLYDrBmju6s++s2r7ByiVSsfi2LO6RwEwCCwRL+70dE+x9D8cBCBaOVW8cq9Jn1qkfqz9gYPsYKJlgddsiGKxIqVOi1zbHZNm7RnyzCmbTuHudZXbxw3ehs2Tfa3xH9trCNW2jHkuIIPE8AetGsK7JpXMJBMuvggVEamU4lAIJLEoAgsU3WJALCCYYAANgoEcYKJlgLT3koiI18++jGnHtO09amtvyGtvLbHxLUFy4bvVTIqSEx6bxZcyIT25dGlsENf+wPFsv7j2JaugxkEsywbpy7A+vEEeQ9Fsrey8iuYdZxOIvuteEDF0CECwIFo5VjxwrVge2vzqAjJFx6RgomWA557kiH/5givl3S+G7sT1A4uxM9NupRnhFiuYHSNjvm3z8xiEX84/LZ1sL9fCKGZGyafTexWuUmVSX5iEX/je7AuK2jEzwbnFVr41g+VMEa0xVBwFWRGqOCz0psEG2KgbgVqs0njnwIvv49qHTCdofSgCCBcGCYEGwwAAYAAM9wkDpBAvisEgckEmaTNoIVujY8owESpBASLCG2MedDHLtkZNT6mFKVqacItgjJ6b0WWzqx0oLGBgmBnINWo4xS43rsKfOsDWC3KcRCeTULifFVAkONHVAAsskAMFiBYuZa0gfGAADYKBHGIBgtTvnkJbDlwsEa5lLz7uSJADBgmDhWPXIsWLFYpgrFugdvVsMQLAOn0hABtt1CMEqiUJQl2USgGBBsCBYECwwAAbAQI8wAMFqd84hLYcvFwjWMpeedyVJAIIFwcKx6pFjZWexuWdVAwwMEwMlESxHapxTzB8y2BQGnOPKHzIAA4eBgVx75GxG6re+dtKMQy4gMxBaMAAGwMBWMZBr0HKMWWpcR+5ZbShpPr0fdQFT/dDjEFrBChYrWFs19MygD3MGHb2jdzCwPwyURrDsLCP3h79Nb586hGANgZr0o40QLAgWBIvZdDAABsBAjzAAwYLE7JMEbbNsCFY/yMcQWgHBgmDhWPXIsWLVYH+rBsge2ZeCAQgWBGubJGefeUOwhkBN+tFGCBYEC4IFwQIDYAAM9AgDvSdYpycyHp/I6dkGidQ28txk/chLHLGDYPWDfAyhFRAsCBaOVY8cq1Jm0KkHqzlgYH8YKJ1gnZ6MZTQa+b/xyWnlPC9dGbEEyN7HiEcsjgs3Zc/qMZaT6ZZJW6w+sfoT3oqJVoJ15dhj6dyla7XvfkWOrZ6Pr8R9+pb01y6d83l6rFZ52HyPZUmu8fJ4MwgJQLAgWBAsCBYYAANgoEcYKJlgVeSqsfo0lcloJCtJliUo9j5GRGJxcsNj+aeEx8pKSUucNIJVkaMWonPlWOac6ppcOndOPPey7n0svY0jIleOR+LIm7tqvhUJ04cgPo9IAIIFwcKx6pFjxarB/lYNkD2yLwUDJROsyWgsJ6fB1j4lInpVcuGfT+VkbFa8JpP5FkEXx69UaN5BfLtC5vOM1MGV3ZZnFTaRqdbtzBHD2XNzRS5Sh2id6zzrep1M5u2cTIM6+rKHGx6uYF05jhCnhn/vVp1aSFhFnBLSX7sk56r0QT4u/Nwl0TWzRpE8DF4CIcEajycyqcexyXQ+RvW5nzsZ5Nojt5Mh9edA7K4HfgcLMgOhBQNgAAxsFQO5Bi3HmKXGdWRTnWFrBNu/narJSkh+7HPr/ZzkVGW0xgnIiIvjCVlNZtyKmk8bz3M6GYl3hqYTGU2mi6ssNtznWZO2auXO5T/PpyJnLp+6Xo38Gyt9QTsGSrYUU+q9N7YBjuarS7P3buXK6bidXInY7X4zLLQtSOnq1Sy+zSsgXFoprkhApPox7MbYp5NLboyw9z3u5xAsnJ2tOjulzGpTD1ZYwMAwMDAYgtVGlupVpYqwtDkulvRYkqLhy/I05Gk60ZWqcMVrJCMtV/N05ei9XrXsqryJTNvCNR+Ny9WTdvXgGytTfqVJ3+rVEaG2laqAILWlb4QF8SuCZgmXlscVCbQQLO3Ptq/b+x72bwgWBAuCBQbAABjoDQZKJljdtggaguKcEHVK9NrmmMTerQqPva/KcNt63Ja+qUyss6Sz0bZusfswf/fsSGFbuJbR1r6Bhi2uYFmCE//Wyn47NXf+Q8K0mH6+euVSBfHZIjgXJXcLEljcIliffGr7ur3vYZ+GYOFY9caxYoViGCsU6Bk9L8NAyQRr6SEXSjZqR6MR177zTklzu53djjPbcme/maq32Pm0wZY7H74kz7MzcXWauO+p9Lsun26WX26dq/i6RdASqiDfRtt66Iilti8kWA0CZFabrl06NodaOGJUr2CZOBVlqg+vqLzj4J2Ez/VhF7qNkEMuFjgFAUYCECwOuYBcQDDBABgAAz3CQMkEyznSFakw30H5746Cd2N7MMTZmbhvoNyR2Y1wR0RMXn57no2vDI1kmQAAIABJREFUZMgRkzB+lTY4pj2MExIf3YZYEx2t10LdbB1sWxr5Nw+58L/t5eLYcgdMqiz5CgmWiH5n5bBhtgGao9edXpQULZKmSPo63/mx7+o5O7I2w2H82y6Ny3XIEoBg7ZZgnT9/XkYXLlxY/DB2yeCZ+1HxsplN3jHzDQbAABjoNwZKJ1jWYeY+WElb4gsgK35oeMiE5dDaHhKsIfbfXW4RdNwKgtWjmWIc1X47qugX/R4iBiBYkJa+OnOLK1iH5nZT36FIAIK12xUsCBbkiq1YYAAMgIGtYgCCBcGCYA3FjaedpUoAggXB2qqhP8TZX+rMqgUYAAOHjAEIFgQLglWq2029hiIBCBYEC4LFbDoYAANgoEcYgGBBsCBYQ3HjaWepEoBgQbBwrHrkWB3yrDt1Z9UIDGwGAyURLOfou+9m+EMGm8KAc1z5QwZg4DAwkGuPnM1IPdzPTiTxDRZkBkILBsAAGNgqBnINWo4xS43ryDIHEpQ6t3649QJTh6u7odWcFSxWsLZq6JmR3syMNHJEjmAADKRioDSCZWcZuWf74joYgGANjaYcbnshWBAsCBaz6WAADICBHmEAggWJWYfElJwWgnW4hGNoNYdgQbBwrHrkWKXOcBOP1RAw0F8MQLAgWCWTpHXqBsEaGk053PZCsCBYECwIFhgAA2CgRxgYFME6PZHx+EROz3ZAqqYTGY1G1d9kuoPybJt22U5bbmH3EKzDJRxDqzkEC4KFY9Ujx4pVif6uSqBbdJuKgZIJ1ng0kvHJqfhVjHWJw7rpkwnEVCajsZycBsTKlV+Trq2Sr521M2hfsnx2ky5OsK7I8blLcm1oXjztLVYCECwIFgQLggUGwAAY6BEGiiZY44lMxoaorEsc1k2fSiAqIjWRaRg/LD98DuN3fd5Wvl3rs6d0bQTr2qVzs5VFCFaxZGOIFYNgQbBwrHrkWKXOcBOP1RAw0F8MlE2wTuTUbbWbTGerWEoc9KqOuz5XV0fKdGveqZz4+zM5C96P7CqTe+dXl2pSV+d7MnH5RQiTT6Pv3erVrPxqlcpuSazz81sUTdtOT8Z+S6GvV1h++Oza78J8ec16u3Ia+dq6qOx6fG0jWJXzfu2SnINgDZHHFNtmCBYEC4IFwQIDYAAM9AgDxROsszOZTkZSfcekBEWvSg70uSIbNcmovoEy945c2PdKPirS4UiREiQlYhq/LlvL8tcZkdLvqyoiExJBH7feEleVb8iXJXg2rhKvOr6WoWTKP58tqbdv77xd08n83m+7tOX27B6CVSyfoGKBBCBYECwcqx45VqxK9HdVAt2i21QMHALBmq081YRHiUNFjAxxCcMdOdE4eq9XJRIVgZnItLpa4lOvWIXxNZ27hu80r7Z3mq4tja2jX4kayShsT1u+VZnL6q2racMiVkoeIViBF89jsRKAYEGwIFgQLDAABsBAjzBwEASrXm2anNSkKUZUbHjbvQ1TwuJWrsLwGCHScE2r5EifdRUsOb96BcrFt6tZml6vWu6q51i8aqWrJo0aZwBXCFaxfIKKBRKAYEGwcKx65FilznATj9UQMNBfDBwKwTpTkqArO0pm7FY/S0Da7m2Ypqu29TW3++kKyMIqVYOUNNMkbxG0pMxtBdT2mPAqr5bwxfo067BQ79MTmfhTGN33aPWWyUY7dnOin6/bDsuGYAVePI/FSgCCBcGCYEGwwAAYAAM9wsDhEKwzOVNCouSo3lI3nkxm2wEtgWq7d2HhNjx1+Nve2Tw0nr020phteLF0jfjNFSX3nZke3d7aHlduW75hng1iNiNgPl9PtvpLqiyRayNY/hTBGgfHV4r1uanYgCQAwYJg4Vj1yLFiVaK/qxLoFt2mYqBkgmWdZe6HQYo2qec2gjUgn52mHpAEIFgQLAgWBAsMgAEw0CMMQLAgLpskNSXlBcE6IIYx8KpCsCBYOFY9cqxSZ7iJx2oIGOgvBiBYEKySSNEm6wLBGjhrOaDmQ7AgWBAsCBYYAANgoEcYgGBBsDZJakrKC4J1QAxj4FWFYEGwcKx65FixKtHfVQl0i25TMQDBgmCVRIo2WRcI1sBZywE1H4IFwYJgQbDAABgAAz3CQEkEyznXzinmDxlsCgPOceUPGYCBw8BArj1yNuPOO++U3ImZCxcuyMj9l5MwtSA3u+kGsNRZTuIxIw4GwAAY6B8Gcg1aqo3JMXwOV9ij/mGL8QKdggEwkIOBXHuUY2csl4Jg9WiWOAdgxGVAAgNgYFcYyDVoECywuStsUg5YAwPDwkCuPYJgQZRYKQQDYAAMFImBXIMGwRqWw4ODi77BABjYFQZy7REEC8eqSMdqVx2GchicwUC5GMg1aBCscnVJP0M3YAAMHDIGcu0RBAuCBcECA2AADBSJgVyDBsHCgTtkB466g18wUC4Gcu0RBAvHqkjHikGm3EEG3aCbXWEg16BBsMDmrrBJOWANDAwLA7n2CIIFwYJggQEwAAaKxECuQYNgDcvhwcFF32AADOwKA7n2CIKFY1WkY7WrDkM5DM5goFwM5Bo0CFa5uqSfoRswAAYOGQO59giCBcGCYIEBMAAGisRArkGDYOHAHbIDR93BLxgoFwO59giChWNVpGPFIFPuIINu0M2uMJBr0CBYYHNX2KQcsAYGhoWBXHsEwYJgQbDAABgAA0ViINegQbCG5fDg4KJvMAAGdoWBXHsEwcKxKtKx2lWHoRwGZzBQLgZyDRoEq1xd0s/QDRgAA4eMgVx7BMGCYEGwwAAYAANFYiDXoEGwcOAO2YGj7uAXDJSLgVx7BMHCsSrSsWKQKXeQQTfoZlcYyDVoECywuStsUg5YAwPDwkCuPYJgQbAgWGAADICBIjGQa9AgWMNyeHBw0TcYAAO7wkCuPYJg4VgV6VjtqsNQDoMzGCgXA7kGDYJVri7pZ+gGDICBQ8ZArj2CYEGwIFhgAAyAgSIxkGvQIFg4cIfswFF38AsGysVArj2CYOFYFelYMciUO8igG3SzKwzkGjQIFtjcFTYpB6yBgWFhINceQbAgWBAsMAAGwECRGMg1aBCsYTk8OLjoGwyAgV1hINceQbBwrIp0rHbVYSiHwRkMlIuBXIMGwSpXl/QzdAMGwMAhYyDXHkGwIFgQLDAABsBAkRjINWgQLBy4Q3bgqDv4BQPlYiDXHnUlWOfPn5fRhQsXxGWQ+pdq/BzAnvvc5xZp8AF/ueBHN+gGDPQLA7kGLdXG5Bg+7FG/MMUYgT7BABjogoFce5RjZyyPuummmyBYXRREGjo2GAADYCANA7kGDYKVJlfwh5zAABgAA3kYyLVHECy2BrFSCAbAABgoEgO5Bg2Clecw4GAhLzAABsBAGgZy7REEC8eqSMeKDp/W4ZETcuozBnINGgSL/tDn/kDbwDcY2B8Gcu0RBAuCBcECA2AADBSJgVyDBsHan/OB44fswQAY6DMGcu0RBAvHqkjHqs+dlLZhhMBAGgZyDRoEK02u4A85gQEwAAbyMJBrjyBYECwIFhgAA2CgSAzkGjQIVp7DgIOFvMAAGAADaRjItUcQLByrIh0rOnxah0dOyKnPGMg1aBAs+kOf+wNtA99gYH8YyLVHECwIFgQLDIABMFAkBnINGgRrf84Hjh+yBwNgoM8YyLVHECwcqyIdqz53UtqGEQIDaRjINWgQrDS5gj/kBAbAABjIw0CuPYJgQbAgWGAADICBIjGQa9AgWHkOAw4W8gIDYAAMpGEg1x4VS7BcQ/hDBmAADICBYWNARMQZqpS/bREsMDhsDKJ/9A8GwIDDQI49KpJgVS3gPySABJAAEkACeyZYKAAJIAEkgASQgEogZbJP4+RM+mmam266SUYXLlxImlXURF0K0rRc02ZwkRNyAgNgYKgYyLExOXGHKk/azVgCBsAAGOiOgS52BoKVuGUFYHYHJrJDdmAADORgIMeY5cTNqQNxwSwYAANgAAw4DHSxMxAsCFbW6iWDDYMNGAAD28ZAjjHLibvtepM/fQMMgAEw0D8MdLEzECwIFgQLDIABMFAUBnKMWU5cHJ/+OT7oFJ2CATCwbQx0sTMQLByrohyrbXcS8mcgBgPlYyDHmOXERffl6x4doSMwAAZKw0AXOwPBgmBBsMAAGAADRWEgx5jlxC3NaFMfHEkwAAbAQPkY6GJnIFg4VkU5Vgw05Q806AgdbRsDOcYsJ+62603+9A0wAAbAQP8w0MXOdCZYrjD+kAEYAANgAAxsAwOpTso2yiZPMA0GwAAYAAMWA6k2SeN1IliamGv/WDo6RadgAAyAATAABsAAGAADYKA7BiBYbBFkiyAYAANgAAyAATAABsAAGAADG8IABGtDgoTld2f5yA7ZgQEwAAbAABgAA2AADPQFAxAsCBazFWAADIABMAAGwAAYAANgAAxsCAMQrA0Jsi+Mm3YwewQGwAAYAANgAAyAATAABrpjAIIFwWK2AgyAATAABsAAGAADYAAMgIENYQCCtSFBwvK7s3xkh+zAABgAA2AADIABMAAG+oIBCBYEi9kKMAAGwAAYAANgAAyAATAABjaEAQjWhgTZF8ZNO5g9AgNgAAyAATAABsAAGAAD3TEAwYJgMVsBBsAAGAADYAAMgAEwAAbAwIYwAMHakCBh+d1ZPrJDdmAADIABMAAGwAAYAAN9wQAEC4LFbAUYAANgAAyAATAABsAAGAADG8IABGtDguwL46YdzB6BATAABsAAGAADYAAMgIHuGOhMsN797ncLf8tlADC7AxPZIbtDwMBQxsBUXfRNHint7lub+9SeFP25OH1qc9/akqLD0QtvF/6WyyBFjhqnbxjaRntUVsuuaxGs69evC3/tMnAKXSZ43kEgwMDhY8D1876PgTljWZ/kkdruPrW5T1hO1Z8bh9Fhux+zbzyk6hBytZxcOfnk+Bv0h+X9IRWXEKwtkcRUBeSA/tDjfvX+O8T+vePj98l/ft/d8tJ3f0ledPk2OX7zrfILb/2svPy/3i7TW+5txHXpDr391P/wCVWowyEYopyxrE/ySG13n9q8b4d6k+Wn6s/1aXS43KHcpF5y8krVoRKsnLyHEldlE9quZc/0h+X9IRWXECwI1s6Ii5KrD9zxgPz8O++Sl773i3LrPQ/Ktx99XOSJh+WxJx6Wbz3yiNx277flJdPb5AWX/1eDZC0bEHjXP/JyCDodgiFKNSZOX32SR2q7+9TmPjmdqfrrG26HqEMlEX1q+6baorLJsaeMaRCsorfm5AzuOcA/5LiOYP3e7d+U1/z3O+X9p/fLl77+qHzijifkV66IPP8tIs97s8jL3yPyB7d+Sz533zflbR+9S37x7afy/k//cUW0Drnt1L2fBHAIhihnLOuTPFLb3ac2b8qpKyGfVP25sRkdLnco96XPVB0qidhXPUsuV2WT44PQH5b3h1RcsoLFCtZOV7Be8M67KnL14HefkN/+mMi/eqXIL79TZHqLyAdvFfnwHe75UXnXhx6Vu776iLz1I3fJ8a/eAsHitMud4RRD1DQuqcakb45qartxRpp4KcXZTNVf33Bbivw3UY9UHSqJ2ESZfctDZYNd29w4lYrL/hGsqxflhhsuytUtEafUzpeqgKWgPz2R8fhETpc51ylxlqXf4bu3ffx++eX33i13f+1Rec8tIj/0gifkea8XefAhkYcfE7l2j8iXHxD5wK0iP/O6h+SN7/+O3Hbvd+T5b7lF3vj7/2+3DvZ0IqPRqPqbTDNXX3J1kht/hzpbis916rGOfNcpd8NpXT9PHRO2Gm+L417OWFaMPDYw/qe2u09t3ipGN6CTnPql6m8vBGuL/TVHRqXHTdWhkojS27OP+qlscmx5L8a0LfaxVFyWTbDaBNQWZgfuVe9t3C3epyrAg944nJVjP5nKmTreem1zDpe9a4u/x7D/dPMX5DNfekD+951PyNNfIvK3zou86w9Fvv6QyM/9usgPXHhUnv2ah8X9+40PPSZ/+2f/WH7n4/fKLbffJ89/4+8vEKyV5LNzW6cyGY3l5DSTWGl5uTrJja/lHNK10UYj30b4CnnnxA1ls07aMC/zHDVE2xqHXL418dcJgNHoSC5vq7zr16vtU36cMm1vC4vKI3msvSoXbxjJqGWS7OrFG/ykh2v7DRevzsjtgkyO5HJyefFZzdQxPNrmhXq5CZsb5OLVeJlbd8Ba6nR0ua5PLoZy41ud2LT23sZZ8z5Vfw7HUR221iGO0WT9banNvvzLR42+Mjq6vPmJoG23IWPsURLh29+qt833u6Vjkh3Dan34vraj+jl5qGzaxutYWF5/SJTrLjBp5bpFfKaOLRAsq5AN3qcqwAH89GQso9FEpsZ5mU4mMk1xClPimHxjHWoX4cevvUO++Z1H5bc+KvIjLxAZ3yTyrNeIHL9W5EmTJ+RJ//ob8i9f9nV54KHH5ear35G/+Mzb5OJb7pBvPfSYPO3n37JAsLZWZyfTQB9ZZeXqJDd+IfrMkomtc1f5FiinqCHa1uAeyzcWvoExLWcsi8ojtR5VO47k6IYmEakcGeuwXL8sR0qywrY7Q96Im+gABHVMbXe0zWG9gvx37QxW5YV1cs+jkezc8QvrsQXZpOrPjWNRHbbVq6r7Ikaz9LnF9s+c/uYkw+Wj5nNWXdtksKOwVB0qidhlu5LHpKqPNcezXdZTZZNjr7P6QwIW9oLJLfaxVFweNsGqgDvbxuVnBlWo1dUNgvp+t0YkVQEO9CfjyGqJOpR6rZxUN/s/b9PkxGwjrFbBWvKqHFpNUxO5Os+TiYaPpG0r3Iz8aZw672jaUzkZ23zMSsXZmTz9VbfKdx97WF59s8hfOy/y/edF/vqzn5Dvu/EJ+b5/+7j8i1d/U774tSfkKw8/Ks96yR/J6G/+N/mpV9wmjz36HXnqT75mgWDNV7ACmbgtfZ3b3Mxr5LZorsyrSY515bFVto28mvKsyhlPZDJWeVtZmtWdRh4b0KclP57w13XQ9sfq1aiLxV5TjnOcNsOrVRi/Dbb5ronHGbZ01WZ8crpExy0ydPVMKsfIOZBLm4GKGiIdh0Lj0xizaqfHxq3eqzPkZsr1fsUqw0IeiqEOZQR1zhnLovII8ow5GM4Qu5Wpy0dmhaoiUy0OirZZr74MR74Cufl36WQrtd3RNi/Uq6nDi0eqI2ObXBo/vtdtrvOZxTf69PF0xW+2snKkK1Jtcmurk4bp9fp1mTlEdf1qsroQpvGra7utbaTxq3f1ClBd/xuOjubb+l1evl2mrTdclFZ5LdFrqv5yCVYrRmtZtNWxVQYqu+sxnTVl5Ma9Sq8N+bT0iSq/tvDrcr1RRyPbUN6d9B/RT6O+itPN90ElEbFxZfPhboxpkbPq1V7b4i3B7abrqrJps1+xsOiY1qneDsstsqrzWtY/2vrT9XpyTX2BaL9QHXSq83KMpo4t5RMs3/nnxmg2OxkYURWmvVpgV8uT6xvdVPCnKsABPLpaok6hXs9CAlMTCXWCW1ddZk6rOqsVYdLthyPjwDty5h3QiJPp4qxKq3Gcc2rvz87kaS+dEaxfeofIU35a5K8+5xH5C8/+pvzlGx+Qf/6qB+RLX3tc7v3K43LjK26XP/NjvyujH36nTF5xizz22CPy1GfGCFaLTM7WbLOXt5NDYl7WGXfpW2Xr8jJkTMuxV7s10cnPxq/KSKyPS5uqz4W6z+voV1Jb6xVpzzKcurK0vY37Nj0GOLTplurFED2VoU+bUI6Vx4r7qCHScagxuM9WXdQBrgxLtXVnPpa5sKOjo3pF4bIchSsxLt+FMdFuEdxAGY0673KLoDHEdhWqVZbOANZyC95Xcg3lFrQpZRxPHcOXYiDUlatXrUPFwXXf1jkOqvppu8L4tYPh02s810aXl24Hs/fafhtXw0I5VuXNbWW1+hEL8+0xDpQrt43g2vrYevj7CHarsg0Jdfkk6DdVf3kEawlGlQSpHtrqqDLwbU7QmW9vBB9ejzWJapO9ixPKMcCRH4+qeLn6b9NPU59K8HK+j0/VoZKIlH69kThWf1b+jb50g9xgfdBGvOUO/EbqWJensomRqbbw6JjWpQ0Bnpa2zfaP1v40m3jwY19Vn0i/iOpofdmn4vLH/+6TZXThwoWF1YE2oduwjSogprQ2AWlYpTRDuipDZhwNjefzdkowRsCHry/sNsCkKsDJdD6zHnEo1TnUq3X6XFjV9rlTbPXUcGbVoXVOe5hX+Kxl+PxrWSuZs857I+3c6Z5ODIE7O5Mffdlt8o2HH5U3vf+78v3P+bb8+aNvyPc8/Yvy1ON75c3ve6j69up5r/2y/KmnfUL+5D9+n/zZfzKVX/jVT8m3HjyTH/6pNyxgtJJbo+xafmFY1YbMNmv7UvNSeamMNb19ruoRYtbUKyyrIhHj5rdgYZwqT5OH1iOMZ8Ot02frWcWZEbgGsVvIy8UZy8lUsWfb1FIXK4PY/UIZQV+IpavqrCuWbWWburq2ppSjeSZco+Pgwvgzn0H2DkY1hs0cmctHs7HJO7POSXbv1VnW8aotX/dOw/Vq49cOV3IZmra+5oxlUXkEebaNmb4NVVwzXodt8nnVhtW9t5huc2x9mvTxPrXd0TbH6h2G63PYjtCmaRs0fuvz3Nlwq4BNR8TgRNNWVyPHSnbu2fXpuZM9nzU2YVoPvfo8Xfra1oZtUt3YNHqvV82nSmtsug3XfDSs5ZqqP2cvozoM823UMWinrZONV7XDjJEunn2vTvn169XKbUNnVdqILBd0FNNvjflGmS1xq7KcftfUv5ajV5Vh+KzhS66pOlQS0TquLMm/c/xoW5zsasy6PnAxbTKgcz0S2qayafiFK2xbcn9IKL85rreMv06W4fgdylef9WrLDdNrv2iLa9OtcZ+Ky8MmWHZAU2GpUPWq4dWgUSbBih6ooM5geLWdo343dd9xudUl+87da1oNd8+pBKuKaxx8zUuvNk/jqM+I1ZxoaZ3Ov+GP5DP3fEs+evtD8vd/9j4Z/aMvyJ/7idvkLz3rc3L+V74slz90vzzlxk/Ln/iRD8joB39bnvLM98t7P3y3/N/PfUme8cI3LbTtIAmWkZPKxesolOumCVZMn6rHxtUQrVi9HMFa1h6bn82j7d6G2XT23sax9y6Oe27DtcpQ6xqms/l3uI8aooXxZ5lDM9uSdXRZV6zcLN2RXL6sK1nGKLXl68Y4DderjnvuuXaUq9WxlDI0bX1NNSYOz1F5BHm2ORTVDLo1tPqNVWzs1rbqNaGMtnJjYantjrY5Vq8wXJ/1GrYjDPcrGu2O84xY1Y7eqrzce81frz7NCkdb4+u1ke4GuXjZYc/YXBuv7d6Gab3UWbW2PoznyzX9JOOAhBzcRjEa1kmf3bVNBvq+rnu7zoLZ+iBNO26dzozMrWzC9G3Pq0i1JV+aXq9alj6vwGl7/bvpUElESp6biRORs7Zdr7rdMpwoU1nt4Kqy8f5Ggp2Ljmmd6huRlcvLycniVeWmVy1Pn/Wq4ZqHHR/0XVtcfbfm1dqGD3/4w+L+2uTrFq8OcwWr7uiN2R4r7FC4YWdfU8CrOqlVQJvgbdjKQy68U9iyvcm/OxNHbKpvUxodaOYot24RtM6xycfXLQir6unSBOGeIGi57v1osS6OYL3jY1+RL3ztu/Lrv/N1edI/+6SMzn1QvucZt8jL3nGPfP6+78oP/cxHZPRX3iZ/+h/eLK+8+XNy7d4z+Y+v/5D80ls/sADgmXPfIpNl28dWtdm1odG+RPlp2xfS2/yaeS3IuVFuvcXS1rcqo5lHY8unjRvm1VIvr8+g7hP3fVMV5mRbr1TZvP32w2ZdfHu2uUXQb5lslh2Vg9bVy6MNLy2rZVYmS+6jhigcf6rxZuaw6pjlt+TU45Y72EFPxrt68ajaKrhw4lxrvsZJDsbFTmUEY2POWBaVR5Dn4vgZOJMuvhmzq3Y0jOhMlpW8YjJZWWbTmQvrlNruaJtj9QrD/XMTH74+/r3WN3BYwvfu2ZNTTVNfw7gWL/ru6kU50hMa9Zuey+1h1U+iaDqVt+otCG/o0L1TZ97Ha7bfY9e/j7UhaGNdj1T9uXErqkNtU3VdgtFYHYNwL4MgfOZo2u8O6+/gGo55Uz4eH4066vdzZqWxWhlrWQm0urdEYF39+7atwGlQ77b2pOpQSURbHtsK87r07ZjpZ3FMmuFGx/Zt1SeWr8pmbp9X27u0/tDe79rqUclK+3stL79bw4zrXqYeQ2Gfb+mDAY59+WEeXk/p9fZ5BWktLntKsJT9RpbenXAbs6HNAScmuE2FWwWkALtyEG199Vsn59h651Bn6udtnh8e4DrNzOlcIFkuvc+7eSiC/40tW4ZxKB1p048Jx5PJbMUijBs+Vw62Wfmq8/vq/XfI8es+VZGsu7/xuLz+vXfJ9x79gXzvsz4i/+bln5H3Xr1PfvA5V+VJ//R35ZW/dYdcu++r8psf/KQ844Xvav2hYb960mhfvS2xEZbX5ibBCmUeycvIrDW9EpRGvUaz76RUfuE7TyaCAbERL1IfzdPW62xGwhf02Ygzw5CPs3CYhMNDXaZL16hL3Z6W8AZObd3Ce4/T5vZS7UOKx6WHXJg8fF0zy9HyVl2jhig2/jTC7ZgUOCPqpAYDu19tWBa+bhlB3jljWVQeQZ4L46yrszG0s/dNmcyM9Hw8UqIalcmqMle8T213tM0NPWi965Ud21bb9jCNi2ffa50dPizObX5KitqOgw/zb5s9rh0WzX/mGM6cx0aY1mshzzmu3cqMT2MPs6i3w7l3qYdcNLbWNtrb7jCl6s/18agOVd7uqu21YZWsluu0VQYLeTnH0a48NeXtt2uGso7IIewr1Xd5C2WGPpTqrVl2kv5tPWw5S3Harjc7NqTqUEmETbuL+1DO8TFpJtN9kCyVzSpbZt8n9YdGP1ity1BW+q1oUv+wmAr6QCXzIKz6RtOmyazrKuyk4rLsFax1hLJF4a4SvnufqgAL6t7c66ooJRTxAAAEJ0lEQVRBw3E/q0iSI1k3vu4z8vY/vE8+e8+D8p6P3C0vesvn5cd/8dPy9276pPy7X/u8/I+P3S933nMmb/uft8hP/offlFff/KlWgtUbeamcLAnQsBKupdarTTY7rus2DFHK+LLLODljWZ/kkdruvbfZObF2pSNGztexp8vS7tnWxvpCqv6cHSlCh5akLJP3ob4LcZrQjlQdKomIYWHI4SqbHH9p7/0hARv71KnF5eGuYK0j5D0P+lYBOcDuQ9zZN1jBqsvZnGA5kvXMl35I/v2vfUI+9tm75cEHvi6PPfqwPPH4I/LQQ9+Q//PZu+XFb7oqP/Hid8rJ2z/qiVkfZLO0DTsmB0vrYslLqfWyddT7Hdd1CIYoZyzrkzxS272PNttZX7+6UdtL987PpK9jQ1PT7tnWxhytVP25cXAfOrT13rnOUnW7ZrxlOLXtj92n6lBJRCyfIYerbJLtfQH9oXR9WVwOk2CtOTCsq2CrgBxg9zmuI1b270W/+Un5sRe/W/7GjZflB57xKvkHz36D/J3zl+VHf+435MJ/+b1GXJeuz7KhbYuE/BBksm/HbN1xKiV9zljWJ3mktrtPbU7Bw6HESdWfG2fQ4eotXvvQe6oOlUTso46ll6myybGn9Ifl/SEVl/3dIgjBgpDoqgZXsLAlDAzBEKUak745qqntHgIGSnci2+qXqr++4bZNFocalqpDJRGH2s5t1ltlA8FaTppydGBxyQrWHsiWVUAOsIl7mCsZ6G2YenP9PGdgPsS4OWNZn+SR2u4+tfkQ8Rmrc6r+3NiNDjfnfMb00SU8VYdKIrjeLjEZ5Pgo9Ifl/cHicmsEyxXCX1wGOYAm7jAddPR+2HofyviXitO+ySOl3X1rc5/ak6I/F6dPbe5bW1J0GCMVhM8JV4ocNU7fMLSN9qisll07bxFclinvDttpRH/oDwyAATAABsAAGAADYAAMdMMABGtL32YAyG6ARG7IDQyAATAABsAAGAADYOCQMQDBgmBxAAIYAANgAAyAATAABsAAGAADG8IABGtDgjxklk3dmSUCA2AADIABMAAGwAAYAAObwQAEC4LFbAUYAANgAAyAATAABsAAGAADG8IABGtDgoTxb4bxI0fkCAbAABgAA2AADIABMHDIGIBgQbCYrQADYAAMgAEwAAbAABgAA2BgQxiAYG1IkIfMsqk7s0RgAAyAATAABsAAGAADYGAzGIBgQbCYrQADYAAMgAEwAAbAABgAA2BgQxiAYG1IkDD+zTB+5IgcwQAYAANgAAyAATAABg4ZAxAsCBazFWAADIABMAAGwAAYAANgAAxsCAOeYLmbQ/978pOf3KkNXdPF5HX+/PlO9Yjlt+n6lZ4f8luvLw5JfpvG8pBk58Yb5LdeX0N+3eWH7LrLjr67nuyQX1ny67Pd/f/ODrsxednB9wAAAABJRU5ErkJggg==" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# HY8 Peformance Curve\n", "\n", "The curve data is copy and pasted to this file, TODO UPDATE IT: **./data/hy8/negative_slope_performance_curve.csv**\n", "\n", "I think HY8 has a bug when I am using meters instead of feet, it doesn't display the outlet curve in its UI shown below." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# HECRAS\n", "\n", "HECRAS claims that it can handle negatively sloped culvert better than FWHA method.\n", "\n", "The file is at: **./data/hecras/negative_slope.prj**\n", "\n", "The results are copy and pasted into a csv file: **./data/hecras/negative_slope.csv**" ] }, { "attachments": { "image.png": { "image/png": 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kZkMfM3ALS/799nXbidWsubWx+O9mvW4Ay+3hqC889F0a/bp4+I80+Dajj/SOr6ICt4AVF6xiAoCtIk1bCHITgNEibmErx7zHTQB2+k7GQ46YO7DxqLYBWEqJx/SN7+Sgt9cmYEHFFoTFQw6BqEuaBLAl1Xy8LQB7vOYf8ghgH5Ir3GQAC5eS1wEB2Gs91vYbgAXPGIAFT1AhPAArCOQ9DGDeGbD5BzCbfvLVACaXWOoAwKTy2o0DmF1DTwsA5ql+hW8AqxAp8BQAC5ycHBqABU9QITwAKwjkPQxg3hmw+Qcwm37y1QAml1jqAMCk8tqNA5hdQ08LAOapfoVvAKsQKfAUAAucnBwagAVPUCE8ACsI5D0MYN4ZsPkHMJt+8tUAJpdY6gDApPLajQOYXUNPCwDmqX6FbwCrECnwFAALnJwcGoAFT1AhPAArCOQ9DGDeGbD5BzCbfvLVACaXWOoAwKTy2o0DmF1DTwsA5ql+hW8AqxAp8BQAC5ycHBqABU9QITwAKwjkPQxg3hmw+Qcwm37y1QAml1jqAMCk8tqNA5hdQ08LAOapfoVvAKsQKfAUAAucnBwagAVPUCE8ACsI5D0MYN4ZsPkHMJt+8tUAJpdY6gDApPLajQOYXUNPCwDmqX6FbwCrECnwFAALnJwcGoAFT1AhPAArCOQ9DGDeGbD5BzCbfvLVACaXWOoAwKTy2o0DmF1DTwsA5ql+hW8AqxAp8BQAC5ycHBqABU9QITwAKwjkPQxg3hmw+Qcwm37y1QAml1jqAMCk8tqNA5hdQ08LAOapfoVvAKsQKfAUAAucnBwagAVPUCE8ACsI5D0MYN4ZsPkHMJt+8tUAJpdY6gDApPLajQOYXUNPCwDmqX6FbwCrECnwFAALnJwcGoAFT1AhPAArCOQ9DGDeGbD5BzCbfvLVACaXWOoAwKTy2o0DmF1DTwsA5ql+hW8AqxAp8BQAC5ycHBqABU9QITwAKwjkPQxg3hmw+Qcwm37y1QAml1jqAMCk8tqNA5hdQ08LAOapfoVvAKsQKfAUAAucnBwagAVPUCE8ACsI5D0MYN4ZsPkHMJt+8tUAJpdY6gDApPLajQOYXUNPCwDmqX6FbwCrECnwFAALnJwcGoAFT1AhPAArCOQ9DGDeGbD5BzCbfvLVACaXWOoAwKTy2o0DmF1DTwsA5ql+hW8AqxAp8BQAC5ycHBqABU9QITwAKwjkPQxg3hmw+Qcwm37y1QAml1jqAMCk8tqNA5hdQ08LAOapfoVvAKsQKfAUAAucnBwagAVPUCE8ACsI5D0MYN4ZsPkHMJt+8tUAJpdY6gDAsrx5FwfdySHDsuh16FPXdaef/iDd2yGMbwKw75+7NPdzheuyaebmcf2sYa1e07v7kPpul/bHlNJxn3Zdn1pnDMCG0xjAZg+h8eFSC1he8+aVodrtU+YrpWPa7y6wvZnYzoUJFdq5ueo7GSCrXrDxiffqldvDUV946Ls0+rVJUQGsybQGvSkAC5oYwmpDAVrENvLIXURVgIccUTNDXK0owGP6VjLJfaCAvwI85PDPARE0rACANZxcbs1fAQDzzwERNKwAgDWcXG7NXwEA888BETSsAIA1nFxuzV8BAPPPARE0rACANZxcbs1fAQDzzwERNKwAgDWcXG7NXwEA888BETSsAIA1nFxuzV8BAPPPARE0rACANZxcbs1fAQDzzwERNKwAgDWcXG7NXwEA888BETSsAIA1nFxuzV8BAPPPARE0rACANZxcbs1fAQDzzwERNKwAgDWcXG7NXwEA888BETSsAIA1nFxuzV+B/wN1pxBjhAlVpQAAAABJRU5ErkJggg==" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "attachments": { "image.png": { "image/png": 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n/HxnZryuiis7asUkiiYPseNVnq/b8PNojgWx4ycrKQgggAACCCCAAAIIIIAAAghslkAuwH9d4d/Ejueqi14mr4SJx7Hh64gdPZDf3J3mIN+sobIQQAABBBBAAAEEEEAAAQQQ6BKYFsvmxY5GmHi+U6MjcDQrOfKPscR3cXSue7GyoymvXvXhMZaudWfYm+YgMxQsCwQQQAABBBBAAAEEEEAAAQQmEpgWyz7FjuYlpM+Xhj4fMwnv6UhfUBqfPglVfIgY4fzwgtLuz8Rmr3sldtR5xvIGXnr6BpcciyIfYwkw4ucNhk5FAAEEEEAAAQQQQAABBBBAYHUCuQB/kYo1KzseuYdfUQmiRyqGLFLuyExzLIoUOyKzHJR43DcCCCCAAAIIIIAAAggggAACWyPw7Vj29vy52VBuvbpjK0pHVdULGYbsQ+wYoiINAQQQQAABBBBAAAEEEEAAgY0S+LbYsVEMdbVyLIgdW7aauiGAAAIIIIAAAggggAACCCDQI5AL8HunFbGbY0HsKML8GokAAggggAACCCCAAAIIIHAUAiHA92kZDNmV2DFERRoCCCCAAAIIIIAAAggggAACGyWQW82w0eouWq0cC2LHothljgACCCCAAAIIIIAAAggggMC8BHIB/ryl7CO3HAtixz7sp5YIIIAAAggggAACCCCAAAII1ARyAX6JeHIsiB0leoM2I4AAAggggAACCCCAAAII7JZALsDfbYM+qHiOBbHjA6guRQABBBBAAAEEEEAAAQQQQODbBHIB/rfrsYXyciyIHVuwjjoggAACCCCAAAIIIIAAAgggMJJALsA/narqyJ8hPDkWRYodAUb8DMGShgACCCCAAAIIIIAAAggggMBWCeQC/K3Wd8l65VgUKXZE0Dko8bhvBBBAAAEEEEAAAQQQQAABBLZGQCzbWiTHgtjRMrKFAAIIIIAAAggggAACCCCAwOYJ5AL8zVd8gQrmWBA7FoAtSwQQQAABBBBAAAEEEEAAAQSWIpAL8Jcqb8v55lgQO7ZsNXVDAAEEEEAAAQQQQAABBBBAoEcgF+D3TitiN8eC2FGE+TUSAQReEQgdpA8GfIAP8IH1fOBVH+0YAggggMBPAmHM8u9BIMeC2MFDEECgeAKhg/zTn/7kgwEf4AN8YAUfyE1Six+cAEAAAQReEHi377xdTtXl1mYY9k/na3WPSfdrdY77t0vnD4HpdfH0zne4tvPHw3N1DRn/SD9V5/pA5+rnzq26nC5VUsWhkwbTciyIHYO4JCKAQEkEiB2EHmIXH+AD6/lAbpJa0jikrQgggMC7BN7tO+/XcyI03KrL+VpdL6240ByvBYo2/SFYPMWLXCVToSScE8SSIJz003PXV0HoCKsLk3Kz5/48kGNB7PjJSgoCCBRGgNixXpAjwMSeD/CB3CS1sKFIcxFAAIG3CLzddwbhIS7RuF+ry/VeBYEjJt0uyWqMuMJjbI36okbcj98v87lX13MQOazseInp3YNvO8i7BTgfAQR2QYDYIdgScPMBPrCeD5iP7WKoVEkEENgYgff7zlZMaESO2+W52qM9FppZP+LyzkqLvqiRruxIH295KaJ06/AO7hwLKzveoehcBBA4JAFix3pBjgATez7AB3KT1EMOOBqFAAIIzERgSt/5WL0RV1KEijweZ6kfN4lLPDr1CwLEiMdLgtiRihqnKatEiB0d9FN3gmPEz9Q8XIcAAschEPoDAZeAiw/wAT6wjg9MmbAfZwTSEgQQQGAagSl952NFx1PgqIt9Ch/NCo/hujTv8xg+/HgR6dCqjf6Kj9z1dTqx4yWedw9OcZB3y3A+AghsnwCxY50AR2CJOx/gA8EHzMe2P06qIQIIbI/ApL4zvKvjnL6oNOgU5+oUV2KEZta/xJK+KDQIIt1fcvlBIydq5NJ/ZFAX7NdYBrlMTJzkIBPLchkCCGyXALFDwCXo5gN8YD0fMB/b7vioZgggsF0C0/rOx2MpnSdWfogbUQBpn4bI/1zsk09O1MilD2K1smMQy9TEaQ4ytTTXIYDAVgkQO9YLcgSY2PMBPmA+ttXRUb0QQGDLBPSdrXVyLLygtGVkCwEECiVA7BBsCbj5AB9Yzwdyk9RChyTNRgABBEYR0He2mHIsiB0tI1sIIFAoAWLHekGOABN7PsAHcpPUQockzUYAAQRGEdB3tphyLIgdLSNbCCBQKAFih2BLwM0H+MB6PpCbpBY6JGk2AgggMIqAvrPFlGNB7GgZ2UIAgUIJEDvWC3IEmNjzAT6Qm6QWOiRpNgIIIDCKwFb6ztNpVHUXPSnHgtixKHaZI4DAHggQOwRbAm4+wAfW84HcJHUP44c6IoAAAmsR2ELfGYQOYsdaHvBLuVtwkF+q6DACCHyBALFjvSBHgIk9H+AD5mNfGOgUgQAChyOwhb4zih1rCx45FlZ2HM7tNQgBBN4lQOwQbAm4+QAfWM8HcpPUd/ty5yOAAAIlEcj1nakAccTtIRvnWBQpdgQY8TMESxoCCJRFIPQHAp31Ah3ssecDZftAbpJa1kiktQgggMB7BNbuO4eElPdaMN/ZORZFih0Raw5KPO4bAQTKIBD6AsFW2cEW+7M/H1jPB8zHyhhrtRIBBOYloO9seeZYEDtaRrYQQKBQAsSO9YIcASb2fIAP5CaphQ5Jmo0AAgiMIqDvbDHlWBA7Wka2EECgUALEDsGWgJsP8IH1fCA3SS10SNJsBBBAYBQBfWeLKceC2NEysoUAAoUSIHasF+QIMLHnA3wgN0ktdEjSbAQQQGAUAX1niynHgtjRMrKFAAKFEiB2CLYE3HyAD6znA7lJaqFDkmYjgAACowi823feLqfqcmuzDvun87W6x6T7tTrH/dul+UGPUE56XTy98x2uTX4E5HQ6V9eQ8Y/0U3WuD6RX36vruf0BkdOvhaXXPrZzLIgdP1lJQQCBwgiEDlKgs16ggz32fKBsH8hNUgsbijQXAQQQeIvAu33n/XpOhIZbdTlfq+vlUkX9ozleCxRt+kOweIoXuRqmQkk4J4glQTjppw9cH8ptBY6H8PGu3pFjQewYAC4JAQTKIkDsKDvQEmizPx9Y1wdyk9SyRiKtRQABBN4j8HbfGYSHqCLcr9Xleq+C0BCTbpdkNUZc4TG2Sn1RI+7H77H51ItBUlFm3IU5FsSOcfychQACByZA7Fg30BFo4s8HyvaB3CT1wMOOpiGAAAIfE3i/77xVl9NjxUYjctwuz9Ue7bFQsfoRl/qxlGSFx6sa90WNdGVH+njLryJKtx6vikyP5VjsVuyol7uk4E7x+Z/xz/zkoKTgbCOAwPEJhL5AsFV2sMX+7M8H1vMB87Hjj7NaiAAC8xOY0nc+Vm+EeDmKGI/HWerHTeISj05Vg/gQ3qcRz+8cbHeC2NGJzaesEgll/fK4TFtiZyvHYrdiR6d1NdxWpRr7zE8OSidvOwggcHgCoS8Q6KwX6GCPPR8o2wfMxw4/zGogAggsQGBK3/lY0fEUOOo6PYWPZoXHcEXDdT9fLJqc21/ZEQ/l0uPx+F3H89OEjpBFjsUhxI7+m2Ujs/DdN0wAkX7Sc20jgECZBEKfINgqO9hif/bnA+v5QG6SWuaIpNUIIIDAOAKT+s7wro5zV7h4PDGRCA31L7GkKzlGvDQ0J2rk0tMm1kJHWl56cNx2jsX+xY6XAF8/85ODMg6psxBA4CgEQl8g0Fkv0MEeez5Qtg+Yjx1lNNUOBBD4JoFpfefjsZTOEys/xI3HgoGQf/y8XNURGp2LyXPpCaj2/SBvlJdcHzZzLHYvdgQ4w/B/f+YnB6XHzi4CCBycQOgLBFtlB1vsz/58YD0fMB87+CCreQggsAgBfWeLNcdi52JHZuVGvRQmWYrTcuhs5aB0TrKDAAKHJxD6AoHOeoEO9tjzgbJ9wHzs8MOsBiKAwAIE9J0t1ByLfYsdQ8tiaqFj3DM/OSgtNlsIIFACgdAXCLbKDrbYn/35wHo+YD5WwkirjQggMDcBfWdLNMdi32JHeL6o88BR+pvAvz/zk4PSYrOFAAIlEAh9gUBnvUAHe+z5QNk+YD5WwkirjQggMDcBfWdLNMdi32JH275JWzkokzJzEQII7JZA6AsEW2UHW+zP/nxgPR8wH9vt8KniCCCwIgF9Zws/x4LY0TKyhQAChRIgdqwX5AgwsecDfCA3SS10SNJsBBBAYBQBfWeLKceC2NEysoUAAoUSIHYItgTcfIAPrOcDuUlqoUOSZiOAAAKjCKzdd55O4Sdfu59RFV/gpBwLYscCsGWJAAL7IkDsWC/IEWBizwf4QG6Suq+RRG0RQACB7xLI9Z19AeJo+0OUcyyIHUO0pCGAQFEEiB2CLQE3H+AD6/lAbpJa1ECksQgggMCbBLbQd6ZCypvVn/X0HIsixY4AI35mpSwzBBDYJYHQHwh01gt0sMeeD5TtA7lJ6i4HFJVGAAEEvkRgC31nFDu+1ORsMTkWRYodkVIOSjzuGwEEyiAQ+gLBVtnBFvuzPx9YzwfMx8oYa7USAQTmJbCVvjMIHmv/y7EgdqxtGeUjgMDqBIgd6wU5Akzs+QAfyE1SVx8cVAABBBDYMAF9Z2ucHAtiR8vIFgIIFEqA2CHYEnDzAT6wng/kJqmFDkmajQACCIwioO9sMeVYEDtaRrYQQKBQAsSO9YIcASb2fIAP5CaphQ5Jmo0AAgiMIvBu33m7nKrLrc067J/O1+oek+7X6hz3b5fmHZehnPS6eHrnO1ybvBfzdDpX15Dxj/RTda4PdK6u6ro8r/+1rO6l9V6OBbFjAJYkBBAoi0DoIAVcAi4+wAf4wDo+kJukljUSaS0CCCDwHoF3+8779ZwIDbfqcr5W18ulivpHc7wWKNr0h2DxFC9yVUyFknBOEEuCcNJPH7o+nNsoHLfqckrKHjp/IC3HgtgxAEsSAgiURYDYsU6AI7DEnQ/wgeADuUlqWSOR1iKAAALvEXi77wzCQxQV7tfqcr1XQeCISbdLshojrvAYW6W+qBH34/fYfCpix2hUv534toP8lqHjCCCwSwLEDgGXoJsP8IH1fMB8bJdDp0ojgMDKBN7vO1shoRE5bpfnao/2WGhW+1jJyFUWfVEjXdmRPt7yQkQJdQptiuLLO3hzLKzseIeicxFA4JAEQgcp0Fkv0MEeez5Qtg/kJqmHHHA0CgEEEJiJwJS+87F6415dz1HEeDzOUj9uMqgyBBHkVJ1+e7QkiB2pqJG+s+OFwDGEov9ukaFz+mk5FsSOPin7CCBQHAFiR9mBlkCb/fnAuj6Qm6QWNxhpMAIIIPAGgSl952NFx1PgqMt6Ch/NCo/hCoTrhl4s2pzdX9kRD+TS4/GB71/LGrgmx4LYMQBLEgIIlEWA2LFuoCPQxJ8PlO0DuUlqWSOR1iKAAALvEZjUd4Z3dZy7wsXj8ZHkBaT1L7HElR+hTkEQ+eXxkpyokUtPm9p5QenjEZrBRSbpNb3tHIsixY4AI356nOwigECBBEJ/INgqO9hif/bnA+v5QG6SWuBwpMkIIIDAaALT+s7HYykdMeGHuBF+Mfbx/owYM79c1RFqnBM1cum9VrbvCBn+adre6T92cyyKFDsinRyUeNw3AgiUQSD0BQKd9QId7LHnA2X7gPlYGWOtViKAwLwE9J0tzxwLYkfLyBYCCBRKgNhRdqAl0GZ/PrCuD+QmqYUOSZqNAAIIjCKg72wx5VgQO1pGthBAoFACxI51Ax2BJv58oGwfyE1SCx2SNBsBBBAYRUDf2WLKsSB2tIxsIYBAoQSIHWUHWgJt9ucD6/pAbpJa6JCk2QgggMAoAvrOFlOOBbGjZWQLAQQKJUDsWDfQEWjizwfK9oHcJLXQIUmzEUAAgVEE9J0tphwLYkfLyBYCCBRKgNhRdqAl0GZ/PrCuD+QmqYUOSZqNAAIIjCKwdt95Oo2q5ldOyrEgdnwFv0IQQGDLBIgd6wY6Ak38+UDZPpCbpG553FA3BBBAYG0CW+g7oxmpW2EAACAASURBVOARv9dikmNB7FjLIspFAIHNECB2lB1oCbTZnw+s6wO5SepmBgkVQQABBDZIINd3BuHhyJ8hU+RYEDuGaElDAIGiCBA71g10BJr484GyfSA3SS1qINJYBBBA4E0CW+g744qO+P1mE2Y7PceC2DEbYhkhgMBeCRA7yg60BNrszwfW9YHcJHWvY4p6I4AAAt8gsHbf2Rc4+vvfYBDLyLEoUuwIMOInAvKNAALlEgj9gWBn3WAHf/z5QLk+kJukljsqaTkCCCDwOwF9Z8sox6JIsSNiyUGJx30jgEAZBEJfINAqN9Bie7bnA+v6gPlYGWOtViKAwLwE9J0tzxwLYkfLyBYCCBRKgNixbqAj0MSfD5TtA7lJaqFDkmYjgAACowjoO1tMORbEjpaRLQQQKJQAsaPsQEugzf58YF0fyE1SCx2SNBsBBBAYRUDf2WLKsSB2tIxsIYBAoQSIHesGOgJN/PlA2T6Qm6QWOiRpNgIIIDCKwLt95+1yqi63Nuuwfzpfq3tMul+rc9y/XZp3XIZy0uvi6Z3vcG3yXszT6VxdQ8Y/0k/VuT7QubrZuV/PL483J/Y2ciyIHT1QdhFAoDwCoYMUbJUdbLE/+/OB9XwgN0ktbzTSYgQQQGA8gXf7zq6QcKsu52t1vVyqqH80x2uBok1/CBZP8SJXvVQoCecEsSQIJ/303PUh/SmMvBJDcpfnWBA7csSkI4BAMQSIHesFOQJM7PkAH8hNUosZhDQUAQQQmEDg7b4ziAlxicb9Wl2u9yoIHDHpdklWY8QVHmPr1Rc14n78/jWfe3U9n6vLxcqOX1GNPeFtBxmbsfMQQGBXBIgdgi0BNx/gA+v5gPnYroZMlUUAgY0QeL/vvFWX02PFRiNy3C7Px0baY6F59SMu9WMpyQqPV+3uixrpyo708ZaMiBJXlcTvV0UNHcuxsLJjiJY0BBAoigCxY70gR4CJPR/gA7lJalEDkcYigAACbxKY0nc+Vm+EVRRRxHg8zlI/bhKXeHTqEUSQU3V6iiSdQ+lOEDtSUSN9Z0dG4GguT4QSYkdD5fONKQ7yealyQACBrREgdgi2BNx8gA+s5wPmY1sbFdUHAQT2QGBK3/lY0fEUOOpGPoWPZoXHcMt/FSESwaKTQy49OSnkHdqSft59b0eOhZUdCWibCCBQJoHQQQp01gt0sMeeD5TtA7lJapkjklYjgAAC4whM6jvDuzrO3fdiPMSG5AWk9S+xxJUfoS5BEPnlF1lyokYuPdPEX0WVzHU5FkWKHQFG/GR4SUYAgYIIhP5AsFV2sMX+7M8H1vOB3CS1oGFIUxFAAIG3CUzrOx+PpXSeWPkhboQfRumutvh1pUVO1MilZ1pL7MiAmZI8zUGmlOQaBBDYMgFix3pBjgATez7AB8zHtjxCqhsCCGyVgL6ztUyORZErOyKWHJR43DcCCJRBIPQFAi4BFx/gA3xgHR8wHytjrNVKBBCYl4C+s+WZY0HsaBnZQgCBQgkQO9YJcASWuPMBPhB8IDdJLXRI0mwEEEBgFAF9Z4spx4LY0TKyhQAChRIgdgi4BN18gA+s5wO5SWqhQ5JmI4AAAqMI6DtbTDkWxI6WkS0EECiUALFjvSBHgIk9H+ADuUlqoUOSZiOAAAKjCOg7W0w5FsSOlpEtBBAolACxQ7Al4OYDfGA9H8hNUgsdkjQbAQQQGEVg7b7zdKqq/mdUxRc4KceC2LEAbFkigMC+CBA71gtyBJjY8wE+kJuk7mskUVsEEEDguwTW7jv7QkfYX+tfjsVuxY7+b/+GBja//1v/VvCpfuFV5zeEe/RzUHqn2UUAgYMTCH2BgEvAxQf4AB9YxwfMxw4+yGoeAggsQiDXdw6JEEdKG4KZY7FbsaPTyPu1Op8u1a1OvFWX07m63quq6qR3rqh3clB+nikFAQSOTCD0BYKcdYIc3HHnA3zAfOzII6y2IYDAUgTW7juHBJSl2vpbvjkWhxA7bpdT1azgCALH+VoFraOq7tX1/BQ+BgjloAycKgkBBA5MIPQFAi4BFx/gA3xgHR8wHzvwAKtpCCCwGIG1+05ix2KmTTLuiBtVVYVHWBrlI+wmQkgVXqLyeLwlfic52UQAgUIJhP5AkLNOkIM77nyAD6w9YS906NNsBBDYOQF9Z2vAHIvdr+wIYkbzro7Q3l/EjhbJQ/hI920jgECZBIgdgi0BNx/gA+v5QG6SWuaIpNUIIIDAOAL6zpZTjsXOxY7wfo74ro5nYzsrPTzG0rqALQQQyBEgdqwX5AgwsecDfCA3Sc312dIRQAABBPzhPvWB3Diyb7GjI2zE5npBaSThGwEExhEgdgi2BNx8gA+s5wO5Seq4HtxZCCCAQJkE3u07+693CPun5l2Xzx/3iPvJr5uGcpK3RAzDDnF553UR6Q+GdF8j0Xkq45lbXZfm+t5ihuESO6k5FvsWO3qPrDQtTozzyjA5KE0+NhBAoAgCoS8Q6KwX6GCPPR8o2wfMx4oYajUSAQRmJvBu33m/npPXP9yqy/laXS+tsNAcr4WLNv3xC6f5H/2om9VfhBDi8SCc9NMHGbx+GmPwkl5ijsW+xY5eI9/dzUF5Nx/nI4DAvgmEvkCwVXawxf7szwfW8wHzsX2PoWqPAALrEHi77wzCQ1wJcL9Wl+u9CgJHTLpdktUYcYXH2Kb1RY24H79f5RPO6b+a4tX5A8dyLIgdA7AkIYBAWQSIHesFOQJM7PkAH8hNUssaibQWAQQQeI/A+31n+77LRuS4XZ6rPdpjoRbtYyXJCo9X1euLGunKjubxlN5jMzG/+txz+xhMVF/i8RHfORbEjhHwnIIAAscmQOwQbAm4+QAfWM8HcpPUY488WocAAgh8RmBK3/lYvREeG4kixuNxlvpxk0GRIYgg4Z0b8fxMnevVGem7Od5cJXK/V/dn1o0QkylqKDnHgtgxREsaAggURYDYsV6QI8DEng/wgdwktaiBSGMRQACBNwlM6TsfQsJT4KjLewofzQqP4UqE64ZeLNqc3V/ZEQ/k0uPxge9fyxq4JseC2DEASxICCJRFgNgh2BJw8wE+sJ4P5CapZY1EWosAAgi8R2BS3xne1XHuChdBXDidkheQ1j/2ka7kCILIL7/IkhM1culpU0N5yaqShyCTnvD7do4FseN3ds5AAIGDEyB2rBfkCDCx5wN8IDdJPfjQo3kIIIDARwSm9Z2Px1ISbSG8oOPHYyoPAaR9LOXlqo7QipyokUvvtbx9R8jp9QqS3nVxN8eiSLEjwIifCMg3AgiUSyD0BwIuARcf4AN8YB0fyE1Syx2VtBwBBBD4nYC+s2WUY1Gk2BGx5KDE474RQKAMAqEvEOSsE+Tgjjsf4APmY2WMtVqJAALzEtB3tjxzLIgdLSNbCCBQKAFih2BLwM0H+MB6PpCbpBY6JGk2AgggMIqAvrPFlGNB7GgZ2UIAgUIJEDvWC3IEmNjzAT6Qm6QWOiRpNgIIIDCKgL6zxZRjQexoGdlCAIFCCRA7BFsCbj7AB9bzgdwktdAhSbMRQACBUQT0nS2mHAtiR8vIFgIIFEqA2LFekCPAxJ4P8IHcJLXQIUmzEUAAgVEE1u47Q/n9z6iKL3BSjgWxYwHYskQAgX0RCB2kgEvAxQf4AB9Yxwdyk9R9jSRqiwACCHyXwNp9Zyi///kugba0HAtiR8vIFgIIFEogdJCCnHWCHNxx5wN8IDdJLXRI0mwEEEBgFIFc3xnSj/wZgpNjQewYoiUNAQSKIhA6SAGXgIsP8AE+sI4P5CapRQ1EGosAAgi8SWDtvjOU3/+82YTZTs+xIHbMhlhGCCCwVwKhgxTkrBPk4I47H+ADuUnqXscU9UYAAQS+QWDtvjOU3/98o91DZeRYEDuGaElDAIGiCIQOUsAl4OIDfIAPrOMDuUlqUQORxiKAAAJvEtB3tsByLIoUOwKM+GkR2UIAgVIJhP5AkLNOkIM77nyAD+QmqaWOSdqNAAIIjCGg72wp5VgUKXZELDko8bhvBBAog0DoCwRcAi4+wAf4wDo+YD5WxlirlQggMC8BfWfLM8eC2NEysoUAAoUSIHasE+AILHHnA3wg+EBuklrokKTZCCCAwCgC8/Sd9+p6bp96OJ3O1fU+qviZTnqUf7l9ll2OBbHjM66uRgCBAxAgdgi4BN18gA+s5wO5SeoBhhdNQAABBBYj8Hnf+RAazqm6cbtUp9Ol+lB7eKPNxI43YL136ucO8l55zkYAgW0SIHasF+QIMLHnA3zAfGybY6NaIYDAtgl83HcGYeN8rfoLOW6X5+qO+7U6ny/VpV758RBA7tdz8+7LRiSpz4v5BPEiuf5yqS7xfZnJ8o0mn2f+yaFJ0HMsrOyYhNNFCCBwJALEDsGWgJsP8IH1fCA3ST3SOKMtCCCAwNwEPu07g+DQCBZDlQsiRvpYS70fV33cqks89krsaFaJhPOf16b51NunitgxZIAP0z51kA+LdzkCCGyEALFjvSBHgIk9H+AD5mMbGQxVAwEEdkXg076zL3bcLu27O2rxoSNiVFUVVoIkqkQ4/+d5vZUdzcqRNn2o3CTbSTbIsbCyYxJOFyGAwJEIEDsEWwJuPsAH1vOB3CT1SOOMtiCAAAJzE/i478w+xjIkYowVO35f8UHsmNsTMvl97CCZfCUjgMC+CBA71gtyBJjY8wE+YD62rzFTbRFAYBsEPu87Hy8H7T7KEsSKjNiRPn5S9USNziMqyTs7BlZ2VD/y8RjLIh71uYMsUi2ZIoDAlwkQOwRbAm4+wAfW8wHzsS8PeopDAIFDEJir70wfXwl5No+U9B9jqaoqrMoI53TOqxd9PB+BqV84+ovY0cnnXJ3PSZkTLZNj4TGWiUBdhgACxyEQOkiBznqBDvbY84GyfSA3ST3OKKMlCCCAwPwE9J0t0xyLIsWOACN+WkS2EECgVAKhPxBslR1ssT/784H1fCA3SS11TNJuBBBAYAwBfWdLKceiSLEjYslBicd9I4BAGQRCXyDQWS/QwR57PlC2D5iPlTHWaiUCCMxLQN/Z8syxIHa0jGwhgEChBIgdZQdaAm325wPr+kBuklrokKTZCCCAwCgC+s4WU44FsaNlZAsBBAolQOxYN9ARaOLPB8r2gdwktdAhSbMRQACBUQT0nS2mHAtiR8vIFgIIFEqA2FF2oCXQZn8+sK4P5CaphQ5Jmo0AAgiMIqDvbDHlWBA7Wka2EECgUALEjnUDHYEm/nygbB/ITVILHZI0GwEEEBhFIPSdPi2DIWjEjiEq0hBAoCgCxI6yAy2BNvvzgXV9gNhR1JCrsQgggMDXCBA7voZaQQggsFUCxI51Ax2BJv58oGwfIHZsdXRULwQQQGDfBIgd+7af2iOAwAwEiB1lB1oCbfbnA+v6ALFjhoFMFggggAACPwgQO34gkYAAAqURIHasG+gINPHnA2X7ALGjtFFXexFAAIHvECB2fIezUhBAYMMEiB1lB1oCbfbnA+v6ALFjwwOkqiGAAAI7JlCk2BEG1fjZse1UHQEEZiJA7Fg30BFo4s8HyvYBYsdMg5lsEEAAAQQ6BIoUOyIBg2sk4RuBsgkQO8oOtATa7M8H1vUB87Gyx2CtRwABBJYiQOxYiqx8EUBgNwSIHesGOgJN/PlA2T5A7NjNcKmiCCCAwK4IEDt2ZS6VRQCBJQgQO8oOtATa7M8H1vUBYscSI5s8EUAAAQSIHXwAAQSKJ0DsWDfQEWjizwfK9gFiR/HDMAAIIIDAIgSIHYtglSkCCOyJALGj7EBLoM3+fGBdHyB27GnEVFcEEEBgPwSIHfuxlZoigMBCBIgd6wY6Ak38+UDZPkDsWGhwky0CCCBQOIHJYsf9em5+vjUMUuFzvt53hdPguitzqSwCixEIfYFgq+xgi/3Znw+s5wPmY4sNbzJGAAEEiibwvthxu2SFjSiAXG7fYRrLC4PkKSk0l96vlcG1T8Q+AmUSIHasF+QIMLHnA3zAfKzMsVerEUAAgaUJvCl23KpLIirkKne7XKrF9Y77tTqfr9VjLcm9up5PVV21XPpAZQ2uA1AkIVAgAWKHYEvAzQf4wHo+YD5W4MCryQgggMAXCLwpdnyhRiOLCKs3Bh+b+SF2nKvc0zUG15GwnYbAwQkQO9YLcgSY2PMBPmA+dvBBVvMQQACBlQjsVuy4XU7V5Xqtzs/3haSPsVRB8KjTfwodYUBNPytxVywCCGyIALFDsCXg5gN8YD0fIHZsaEBUFQQQQOBABCaLHUFsSEWDx/YXHl95wq/Lbx5jqapa/AjPzoR3ijTpyeMtA0YzuA5AkYRAgQRCXyDQWS/QwR57PlC2D5iPFTjwajICCCDwBQITxY5bdTl9T9gY4tCIG8+D8bGW+N1cE8SPzHtGDK4NJRsIFE2A2FF2oCXQZn8+sK4PmI8VPQRrPAIIILAYgYliR1hA8fMRkcVqOZRxT8RoxI/Oyo7Hio/Bd3tUVb0yZShraQggUBYBYse6gY5AE38+ULYPEDvKGnO1FgEEEPgWgcliR+fnXZv3YHx3tUdah1TQqB9xiXXKrOoIgA2u33Iz5SCwbQLEjrIDLYE2+/OBdX3AfGzbY6TaIYAAAnslMFHsWP8xljmAG1znoCgPBPZPgNixbqAj0MSfD5TtA+Zj+x9HtQABBBDYIoGJYscGHmOZgabBdQaIskDgAASIHWUHWgJt9ucD6/qA+dgBBlJNQAABBDZIYKLYEVZ2rPtrLHOwNLjOQVEeCOyfALFj3UBHoIk/HyjbB8zH9j+OagECCCCwRQITxY4tNuX9Ohlc32fmCgSOSIDYUXagJdBmfz6wrg+Yjx1xZNUmBBBAYH0Cb4odt+ry4oWfsTm3y3dfVBrLfffb4PouMecjcEwCxI51Ax2BJv58oGwfMB875tiqVQgggMDaBN4UO6rwso76V0zSXz+JjYi/jjJCD4mXrPptcF0Vv8IR2AwBYkfZgZZAm/35wLo+YD62meFQRRBAAIFDEXhf7Hg2PwobYYCKnyEBZIu0Yn0Nrlu0jjoh8H0CoS8Q7Kwb7OCPPx8o1wfMx74/7ikRAQQQKIHAZLHjCHAMrkewojYg8DkBYke5QZYAm+35wPo+YD72+TgmBwQQQACBnwSIHT+ZSEEAgcIIEDvWD3YEnGzAB8r1AWJHYYOu5iKAAAJfIkDs+BJoxSCAwHYJEDvKDbIE2GzPB9b3AWLHdsdHNUMAAQT2TIDYsWfrqTsCCMxCgNixfrAj4GQDPlCuDxA7ZhnKZIIAAggg0CMwWewYekHp6bSPn5yNDAyukYRvBMomQOwoN8gSYLM9H1jfB8zHyh6DtR4BBBBYisBEseNWXU7n6npfqlrfydfg+h3OSkFg6wSIHesHOwJONuAD5fqA+djWR0n1QwABBPZJ4AOxY1+rOIbMY3AdoiINgfIIEDvKDbIE2GzPB9b3AfOx8sZdLUYAAQS+QWCi2FFVt8uputy+UcXlyjC4LsdWzgjsiQCxY/1gR8DJBnygXB8wH9vTiKmuCCCAwH4ITBQ7wmMspyoMTt3PvlZ7GFz346hqisCSBEJfINAqN9Bie7bnA+v6gPnYkiOcvBFAAIFyCUwUO44BzOB6DDtqBQKfEiB2rBvoCDTx5wNl+4D52KejmOsRQAABBIYIfCB29Fd37GdVRxhU42cIijQEECiLALGj7EBLoM3+fGBdHyB2lDXmai0CCCDwLQITxY57dT333tlxu1Sn87Xa0w+0GFy/5WbKQWDbBIgd6wY6Ak38+UDZPmA+tu0xUu0QQACBvRKYKHaEVR39lRxDadvGYnDdtn3UDoFvESB2lB1oCbTZnw+s6wPmY98a7ZSDAAIIlEVgothhZUdZbqK1CBybALFj3UBHoIk/HyjbB4gdxx5jtQ4BBBBYi8BEsSNUd7/v7IiwDa6RhG8EyiZA7Cg70BJosz8fWNcHzMfKHoO1HgEEEFiKwAdix1JV+l6+BtfvsVYSAlsmQOxYN9ARaOLPB8r2AfOxLY+Q6oYAAgjsl8CbYkd8L0d/VUf8dZP+ezy2Dcbgum37qB0C3yJA7Cg70BJosz8fWNcHzMe+NdopBwEEECiLwJtix7HgGFyPZU+tQWAqAWLHuoGOQBN/PlC2D5iPTR29XIcAAggg8IrARLEjrvBIsx5KS49vb9vguj2bqBECaxAgdpQdaAm02Z8PrOsD5mNrjHzKRAABBI5P4E2x4/ErLGFQGvycr9V9R8wMrjsylqoisCCB0BcIdtYNdvDHnw+U6wPmYwsOcLJGAAEECibwptgRSe1vFUesefhOhZo03TYCCJRJgNhRbpAlwGZ7PrC+DxA7yhx7tRoBBBBYmsBEsaOq7tdzRzR4CAheULq0weSPAALzEyB2rB/sCDjZgA+U6wPEjvnHNTkigAACCFTVRLEjrOw4V9d7Vd0up+pyq8JGdao39oPV4LofW6kpAksSIHaUG2QJsNmeD6zvA+ZjS45w8kZg+wROp7DyvvvZfq3VcA8EPhA7Hqs4wgqPc1A9qv092mJw3YOLqiMCyxMgdqwf7Ag42YAPlOsDS83H+sFT2PcPAQS2R8C9uj2bHKVGE8WO8KLSx8qOdkUHseMoTqEdCJRGgNhRbpAlwGZ7PrC+DxA7Sht152nvUIAsrbs6Ys885vESuZROYKLY8Xxspf71lfYXWh4rPPaDdKnBdT8E1BQBBAIBYsf6wY6Akw34QLk+sNR8bM+Bnrr/HrSbwRyHwJC/H6d1WrImgelix5q1nqnspQbXmaonGwQQ+BIBYke5QZYAm+35wPo+sNR8TAD1pUFUMQh8SMC9+iFAl2cJTBQ7wiMrp+e7OrJ5b/7AUoPr5huugggg0CFA7Fg/2BFwsgEfKNcHlpqPCaA6Q50dBBBAoDgCE8WOB6fOz8/u7JdYQguWGlyL8yINRmDnBIgd5QZZAmy25wPr+8CS87EgePiHAAIIIFAmgY/Ejg6y8NOzp8cvtHTSN7yz5OC64WarGgII9AgQO9YPdgScbMAHyvWBJedjxI7egGcXAQQQKIjAR2KHlR0FeYqmInBgAsSOcoMsATbb84H1fWApsYPQceCBW9MQQACBEQQmih37fmdHGFTjZwQjpyCAwMEJEDvWD3YEnGzAB8r1AWLHwQdZzUMAAQRWIjBR7FiptjMXu9TgOnM1ZYcAAgsTIHaUG2QJsNmeD6zvA0vNx6zsWHjwlD0CCCCwcQIfiB2P1R1hgLrc7tX1fK6u9423tle9pQbXXjF2EUBg4wSIHesHOwJONuAD5frAEvMxQsfGB17VQwABBL5AYKLYEcSNIHJU1e3y+K7u1+p8vlZ70juWGFy/YDNFIIDAzASIHeUGWQJstucD6/vAEvMxYsfMA6XsEEAAgR0SmCh2hFUdj19eacSOqk3bC4clBte9tF09EUCgJUDsWD/YEXCyAR8o1weWmI8RO9oxzhYCCCBQKoGJYsfAyo7w07NWdpTqR9qNwK4JEDvKDbIE2GzPB9b3gbnFDkLHrodklUcAAQRmIzBR7Ajlt+/sCIPU6bnSY7aafSGjuQfXL1RZEQggsAABYsf6wY6Akw34QLk+MPd8jNixwEApSwQQQGCHBD4QO3bY2l6V5x5ce9nbRQCBnRAgdpQbZAmw2Z4PrO8Dc8/HiB07GXxVEwEEEFiYwJtiR381R1jRkX4e7/FYuM6zZT/34DpbxWSEAAJfJUDsWD/YEXCyAR8o1wfmno9FsSN+f3VAURgCCLxNwL36NjIXjCTwptgxMtcvnXa/nluxJfw0zPNfLj0ej99zD64xX98IILAvAsSOcoMsATbb84H1fWDO+Vg/aIr78Xtfo5PaIlAOgXiPxu9yWq6lSxLYr9jR+anb9oWp3Z/ATdIHKM45uA5kLwkBBHZCgNixfrAj4GQDPlCuD8w5HxsKlEKaDwZ8YB8+sJOpo2ruhMCbYkf352Xbn50Nre0eW7r9YfXG+Xr/UUwuPZ4YBtT0E9N9I4BAuQSIHeUGWQJstucD6/vAkmJHGuCWO8ppOQLbJxDu1fAvfm+/xmq4BwK7FTtqoeV6rc5RvHg+xpJLHzLGnIPrUP7SEEBgHwSIHesHOwJONuAD5frAXPOxfpAUhY44EvWPx3TfCCCwLoH+vdnfX7d2St8zgV2LHafztYprO+Iqk/A9lD5kpLkG16G8pSGAwH4IEDvKDbIE2GzPB9b3gbnmY0MB0lDafkYnNUUAAQQQ+ITArsWO5J2kVXx8JYoeEUpMj/vp91yDa5qnbQQQ2B8BYsf6wY6Akw34QLk+MNd8rC9s9Pf3NzqpMQIIIIDAJwQmiB3dd16EAar9fPGnZ2+X6pSoHY3IkUsfoDTX4DqQtSQEENgRgdAXCLTKDbTYnu35wLo+MMd8bEjYGErb0dCkqggggAACHxJ4U+z4sLSZLw+rNqLQkr6sNJfeL36OwbWfp30EENgfAWLHuoGOQBN/PlC2D8wxHxsSNobS9jdCqTECCCCAwFQCuxY7pjY6XjfH4Brz8o0AAvslQOwoO9ASaLM/H1jXB+aYj/WFjf7+fkcoNUcAAQQQmEqA2DGVnOsQQOAwBIgd6wY6Ak38+UDZPvCp2DEkbAylHWbQ0hAEEEAAgVEEiB2jMDkJAQSOTIDYUXagJdBmfz6wrg/MLXYQOo48YmsbAgggMJ4AsWM8K2cigMBBCRA71g10BJr484GyfYDYcdDBVbMQQACBlQkQO1Y2gOIRQGB9AsSOsgMtgTb784F1feATsWNoFcdQ2vojjRoggECOQLhn+5/cudIReIdAkWJHGFTj5x1YzkUAgWMSIHasG+gINPHnA2X7wJxiRyp09IOn9NgxR7OyWjVkX2k/RYM9MinLk7V2SQJFih0R6CeDa8zDNwII7J8AsaPsQEugzf58YF0f+GQ+1hcw0v09BnnqPD5Y3//sQwtSAqnvp+m2EfiEALHjE3quRQCBQxAgdqwb6Ag08ecDZfvAjsoxCgAAIABJREFUVLEjFTbCYNTfj2kxiDrEgKURCByUgPv0oIZduVnEjpUNoHgEEFifALGj7EBLoM3+fGBdH/iG2LH+SKMGCCDwG4EhwfK3axxH4BUBYscrOo4hgEARBIgd6wY6Ak38+UDZPjCH2DEUJMW0+F3EgKaRCCCAAAINAWJHg8IGAgiUSoDYUXagJdBmfz6wrg9METv6AkZ/P4xnQ2mljnPajQACCJRIgNhRotW1GQEEOgSIHesGOgJN/PlA2T6whNhB6OgMc3YQQACBIgkQO4o0u0YjgEBKgNhRdqAl0GZ/PrCuD3wqdgwJG0Npab9vGwEEEEDg+ASIHce3sRYigMAvBIgd6wY6Ak38+UDZPvCu2NEXMn7b/2UIcBgBBBBA4KAEiB0HNaxmIYDAeALEjrIDLYE2+/OBdX3gE7GjL3SEnn8obfyI4EwEEEAAgaMQIHYcxZLagQACkwkQO9YNdASa+POBsn1gTrGD0DF5KHQhAgggcDgCRYodYVCNn8NZVIMQQOBtAsSOsgMtgTb784F1fWBpsYMA8vaw6AIEViHgXl0F+6ELLVLsiBZ9d3CN1/lGAIFjESB2rBvoCDTx5wNl+8A787E0GEq3w6jU349pQ+nHGsW0BoH9Ewj3qXt1/3bcWguIHVuziPoggMDXCRA7yg60BNrszwfW9YFviB2CqK8PrQpE4C0CUexwr76Fzcm/EChc7PiFjsMIILAJAksPfMSOdQMdgSb+fKBsH5gidvTHhf5+GLxCmg8GfGB/PrCJyadKHIJAkWLHUKd3CGtqBAIHJBDv1yWbRuwoO9ASaLM/H1jXB8aKHWE8iP/S7ZDW349pcQyJ3/F63wggsB0C8f5Mv7dTOzXZMwFih+fD9uy/6n5wAumgF7eXaDKxY91AR6CJPx8o2wc+FTvC+JD79+pY7hrpCCCAAALHIEDssMTREk8+sCsfWKLrJXaUHWgJtNmfD6zrA++KHX0Bo78fx4mYHr59MOADe/CBF8plvLF9I/AGAWJHHADDEkifYzCINvV92MndG33cqFOJHesGOgJN/PlA2T4wRuyIwkXo1HPbaYcfz6kDXPO7Y8zv2PH4dow3bnoz20bgAwLEjhgQ60CP34Gy8f5sHO/PzPcHfV/nUmJH2YGWQJv9+cC6PvCO2NGPhfr7oXOPaeHbH7Iw4AM78oF483ZmaXYQmE6gSLEj4jII7qjzI1SUOWEbEjmeE9n6/n0ej/f01G9ix7qBjkATfz5Qtg9MFTtycVFMN88zzyN07MwH4s07dULnOgR6BAoXO05lBpCEA3Y/ig/0xJBe/zZ6l9hRdqAl0GZ/PrCuD/wmdqTxT247dvjxePgW6GLAB3bmA/EGjje0bwQ+JFCk2BEG1eZzlKBPO0xqSvaBD0UPYse6gY5AE38+ULYPjBU70jgo3Y5z4ZgWvgW5GPCBHfpAvInjTe0bgQ8JFCl2RGa14FFygKjtJkNH84GJogexo+xAS6DN/nxgXR+YQ+yIMRKhY4cB7tHmItozfX4db+QYrPlG4EMCxA4d0vQOCTvstuwDifDxWz9J7Fg30BFo4s8HyvaBV2JHjH3id+jP0+3Yv4e0+rPlcUndzJv4wGsfGLq5403uG4EJBIgdOp3XnQ4++OzdB+IEOKxnzfwjdpQdaAm02Z8PrOsD74gdQ7FQTCN2WNXh0ZWd+0C8mTPzNckIvEuA2LH3QE79iRF8YJwPvBA9wtgq2Fk32MEffz5Qrg98InbE2IjQsfMg11xm3Fzm6JziDf1uROt8BDIEiB1H7zS0z+DBB7o+kIge9eS4t79EwBXKWSJfeZYbHLI92x/JB3JiR4x7+t/pnLbpx4113bEODzz26APxZk9vctsIfECA2LHHjkCdDWB84HMf6IkcccI8ZwAR80y/58w/5BXynjtP+Qmk+QAf+KYPTBU7mr7VmPj5mIghhlvwgXBT+4fAjASIHVu4sdXBAMMH1vGBjODRTKBfHB8TCAzlM+a6MecsmXdafign3bctCOYDfGBuH3gldoQ+KPyL33EO3PSBxs91xk/ccV/CB/o3erzhfSMwkQCxY4kbVZ4GAD6wDx8YEjPG2m7o2pnSxgQSzUQ/KXPMdWPPWTr/sfVwnsCaDxzfB4bEjhjz9L/DfDdN80JK7+rgAwfygXhzTwxsXYZAnwCxY2xg47x9BK/sxE7v+EAiFITxtf68c/1v58Y80+/frgnH0/MX2B4TPA7VYcx175wTynjnfOceP+hl4zJt/JvYEfqK9F/TP43pT51jXsAH9uMD/Zs9vfFtIzCBALFDB7ifDpCt2GopHwiCwhJ5DwkVc5XzSd5D176Z9klQ2gQqSZmf5Je7NpSTOya9zKCa3bdp95zYEeOe+B3muU3/MVdfKp9lxj9ccZ3iA+nNPiGwdQkCfQJFih1hUG0+U25E1+jA+cCxfCD0CUvaNAT1c+efCAWLTP5/y3/o+Iu0NMhs6pucnx7/dHvp/EP9Qhmf1tP12wy82eX7dumLHeH+Cv/ivRwnr3F/9v507v5ZfvOPeZiWwTTe/PGm943AhwSKFDsis1rw0HmW0XmyMzu/8oGlxY5XZX96LAgGn+YxdH0iRMwSYAzlNynt9KvI0NQ3yX+uAHbJvNM6hnLSfdvfD8Ax/x7zIbEj3APhX/pd339D/ZW0ZcYBXHH9tg/EGz4Ga74R+JAAsePbN7HyDBx8YHs+sGexY2l/CoLB3GUkIkQdvLxTxtC1M6WNCW6b+iZljrlu7DlL5x/qEcoYWx/nfS/gL5l1TuwIvhr/NffG3P2R/Obv4zHFdKoPpDd9vPl9I/ABAWLH1JvRdTpyPnAcHyB2fNeWiVCwSAAzNf+h62ZMGxPMNjyScsdcN+acJfMeU75zCCc5HxgSO8LcNsY9je8ad7/bV+ON97d9IN70HwS3LkUgJUDs+PZNrDwDBx/Yng8QO9axSQjol7gfEqFg9iDpk7yHrp0pLRdEpukNi6TM9Phc26GcufKSTxkCSSp2pH4aJqzN/hJ9hTyX6YNxxXWqD4Qb3j8EZiRA7Jh6M7pOR84HjuMDxI7j2DK9L0NQn+7PsZ0IBYsEYVPzH7puQton4kLDIyn3k/xy14Zycsek71Mc+VXsmOPelcf8/SGmmM7tA8SOGcN8WQUCxI65b1L56fj5wP58gNixP5utfZ+FgH6JOiRCQSMezFXOmLyHznmRlooLTX2T89Pjn24vnX+oXyjj03q6/n3BZUjsCJPU2uZz+b98lumzcMV1Th8IN71/CMxIgNgx5w0qLx0+H9inDxA79mm3I99vQTCYu32JCNEIB5+WMZTnpDS/slOySBLFjsYvUx/61EddP39fgimmS/kAsWPGMF9WgQCxY6mbVb4GAj6wHx8gduzHVu6rz20VAsklOKYBatweW048f4HvMSLCUJA95rqx5yyd/9h6bPW8rNgx1n+ct8w9jSuu3/YBYgeFYmYCuxY77tdzFQbI+nO5/UATjp+v9x/pMaG+7ts3sfIMHHxgez5A7NieTdwn+7PJkFAxpx2n5j903YxpYwSEb4gdoYwxddniOYNix5y+I6/99SdsVqbNiB0xTPU9E4H9ih33a3U+X6uHlHGvrudT1dE7wvHTidhhsChzsGD39+xO7HiPF//C65UPBCHh1fGpx4YEiql59a/7JO+ha99M+0SA+IaQEuq3pJjy+MOVX15Z5L7p+7r9ZfonXOfhSuyYKcSXTSSwW7Hj9aqNIH6cq8vl58qOx4D6XA0iwJmnY9LB47h3H9AX8OG9+3BJ9Q9CwtztHRIn5izjt/yHjr9MS+YxA+d9Ip70r/2GmNIpY07u8pr/XsEU0yV9gNgRY3TfMxHYrdhxu5yqy/WxeqMWMJJlHVEIid85VvV1S96w8jYg8IF9+ACxYx92cj+x09I+EISDJcoYECQ+Kmcov0lpqWjy2P6m2NEROWL9l+Avz2X8Gldc5/YBYkcubJU+kcCuxY5T8xhLVdXiR3htR/J4C7FjoUnb3B2b/AyWa/sAsYMPru2Dyi/DB0NAP7eto0iQfo8tI71m9u1h8SQVU4gdC/jDWNs7b/57EdPPmRI7Job0LssR2LXYkSzmqKKwEb77j6rkXlJqZYdBdvZJp4Hu84FuDYbEjn3abQ1fUSZf2ZoPDIkUc9Zxav5D141Jm7Pu8nK/8oF9+QCxIxezS59IYLdiR3W7VKdE7WhWdiQgogCSJHU2iR3EDmIHH6h9gNixr8mQySt78YGfPhCEhCW4DAkUc5WzZN5z1VE+y/gVrrgO+QCxoxOr2vmcwH7FjvqJlXYVx9DqDWLHQhOfoc5JmkFrzz5A7OC/e/Zfdee/3/CBJcQUYgff/YbvKmM/fkbs+Dy6l0OHwK7Fjk5LJuxY2UEMWeSvYAbV/Qyq0VbEjv3ZLNrON9vxgf37wBJCCr/Yv1+wYXk2JHZMiGhd8ooAsUNHWl5HyuZs3vcBYgef6PuEfT7BB77nA/rg77Hm11hv2QeIHa/idscmECB2bPmGVzcDEh/4jg+YaH+HM3/GmQ/wgSEf0AfziyG/kFaeXxA7JoTzLnlFgNihIy2vI2VzNu/7QJhoj/n0r7PPl/gAH+ADn/sAseNzhvwQwyP4ALHjVdzu2AQCxI4jdAzaYIDjA5/5wOlU/elPf/r1M0oQIZp8Zgu+jB8fKM8HiB3l2dx9zuZDPkDsmBDOu+QVgSLFjk7AMnSjSdMB84GyfGCk2DFGEBlzTqcPGiOOvDqHr5blq+zN3kf0AWIHvz6iX2vT+35N7HgVtzs2gUCRYkfkVAccOqL3OyLMMDuaD3xZ7BgjiIw9h3DiV6X8qhQf2L0PEDvMK442r9CeaT5N7Ihhqu+ZCBA7dEbTOiPccDuSD+xY7Bgriow5bzbh5Ei+oS36Oj6wvA8QO5ZnzI8x3oMPEDtmCvFlEwkQO/Zw46ujAYoPLOsDxI5f31cyRiyJ58wmmgiAlvV7/Qq+W/EB9zpf3Iovqse6vkjsiDG675kIEDt0aut2avjjvwUfIHbMKnZE0WOO79mEky34mTro7/jAsA8QO4a58BdcSvMBYsdMIb5sIgFiR2mdiPYaOPfmA2ES3P/M1YZ+vkSPzYoenwonP3xowPajz5nL/+SjP+YDDx8I9yMWGPABPkDsiDG675kIEDt0rDpWPrBtHxgKSuey2UDenwbVrv/9J3z3zmi0KDLgX51r5/Jj+Wy7D2Of3+1D7PidET/CqAQfIHbMFOLLJhIgdpTQcWijAXKPPvBboLjB43sP4tX/u0JNR/j41J/3eI+rs7Ep+gCxgy9EX/Bdti8QO2KM7nsmAsQOnWrZnSr7r2//F0Fe6OeGAsKZ+r/Z8x6q61pphIvvChdr857Vz/SL6/eLpdmA2MHnSvN57R32eWLHXFNc+TwJEDt0NsOdDS64zO0Dv4gauV55KIjLnftu+pJ5v1uXuc8fatuaaWuLAcofL/7M5idz9yHyO+64ROw4rm3dt2z7jg8QO+aeDhafH7HjnRvQuTpsPvDaB14IGiGA8q9cArMF0L/42JhyCB/jhY9PWI2xxehz9L2v+9698yF2HNu+e/dP9f+ef5orljtRXKjlRYodncmVDux7HRjWx2H9IuBcqK+SLQKzEeiMAS98+RvnfSImlHTtbLYwDm1zHCJ2bNMu7hd2+bYPEDtmm+vI6EGgSLEjGr+ePH37JlaegWNPPvAiEIz3kW8EEJhOYLYg/sW9+k4ZRxdQ3mHx67l76su3Xldih7nR1n1U/b7jo8SO6RMKVw4SIHbovL7TeeG8Xc4vgqTBXkMiAggclsCvAf6L/mLua7cuvMzWXuPj42XROGx3nsA2bPMtHyB2HHZ+sVbDiB3funmVY6BY2wdeBClrdUDKRQABBHIEZhMTXvR9Y8tYUngZW4dR5609zkwtP9ho6rWuw44PHMcHiB25IVH6RALEDh3kcTpItnzY8sXEfmI/4TIEEECgaAKjhIYXfe/c1+fEl1nL+caYOsRsznKXzn/OusrLfLRkHxi4V4sedDR+NgLEjpI7Fm3f78A6MCjESe5svYOMEEAAAQQ2SSD297v4fjXXGBrLXp3/7rGl83+3Ps7f77yL7Za13cC9usnOV6V2R4DYofNatvPC9zO+A51/nNzurrdRYQQQQACBwxGIY5Lv0+PdIy/GbYww4gPjfeBwnaUGrUKA2CEY/ywYx+9zfr9MjFbpGRSKAAIIIIDAwgSGAr85i1w6/znrKi8ESibgXi3Z+su2ndghWP88WMdwHMMXosayt7ncEUAAAQQQ2B6BpQOcpfPfHlE1QmCfBNyr+7TbHmpN7BCojwvUcRrPiaixh75PHRFAAAEEEEAAAQQQQODABIgdgvjxQTxWLSuCxoG7RU1DAAEEEEAAAQQQQACBvRMoUuzoLJUSwLcBPBY/WRA19t7HqT8CCCCAAAIIIIAAAggUSKBIsSPauRY9BPg/A/wSmRA14m3hGwEEEEAAAQQQQAABBBDYPQFiR4mBfaltJmjsvsPSAAQQQAABBBBAAAEEEEBgDAFiR6mB/5HbTdQYc+87BwEEEEAAAQQQQAABBBA4LAFix5GD/qO3LSNqHPZu1TAEEEAAAQQQQAABBBBAAIFRBIgdRxcE9t6+jKAR3rfiHwIIIIAAAggggAACCCCAAAJDBIgdexcDjlJ/osbQ/SkNAQQQQAABBBBAAAEEEEBgAgFix1HEgr20IyNqTPBdlyCAAAIIIIAAAggggAACCCAwSIDYsReRYE/1zAgaHj0ZvAclIoAAAggggAACCCCAAAIIzEyA2LEnEWFrdSVqzHw7yg4BBBBAAAEEEEAAAQQQQGAOAsSOrQkIW6xPRtSYwwHlgQACCCCAAAIIIIAAAggggMDcBIoUO8LjFM1ni+LCGnVKmfS253Y6+SGAAAIIIIAAAggggAACCCCwJIEixY4ItBY81hAW1iyzJ2RE0Scy8Y0AAggggAACCCCAAAIIIIDA3gkQO9YUHpYqOyNoBGHDPwQQQAABBBBAAAEEEEAAAQSOToDYsZTg8I18iRpHvz+1DwEEEEAAAQQQQAABBBBAYAIBYsc3RIlPy8iIGhPs7RIEEEAAAQQQQAABBBBAAAEEDk+A2PGpEDHX9RlBw6Mnh78HNRABBBBAAAEEEEAAAQQQQGBmAsSOucSKsfkQNWZ2YdkhgAACCCCAAAIIIIAAAggg0CVA7BgrUrx7XkbU6OK3hwACCCCAAAIIIIAAAggggAACcxMgdrwrYqTnZwQNj57M7abyQwABBBBAAAEEEEAAAQQQQGA8gV2LHffruQrCQv253J6tvlfX8zMtHGvSWyjNNfHa8J2KGP3t9Lxku83RFgIIIIAAAggggAACCCCAAAIIbIXAfsWO+7U6n6/VvSb5EDiCrlELII3A0aanwLNiRyJkpOek19pGAAEEEEAAAQQQQAABBBBAAIFtE9it2BFEjfP1IXW8Qtw/LxUx+tuv8nEMAQQQQAABBBBAAAEEEEAAAQT2QWC3Ysftcqou12t1jqsxmtUcKfhbdTldqviASzzSFznCvn8IIIAAAggggAACCCCAAAIIIHAMArsWO07NYyxVVYsfHVUjCB3namjxB7HjGM6rFQgggAACCCCAAAIIIIAAAggMEdi12JEu5ug8rhLe55EROlIIVnSkNGwjgAACCCCAAAIIIIAAAgggcAwCuxU7qtul80srzcqOWuj4+ejKkLmIHUNUpCGAAAIIIIAAAggggAACCCCwbwL7FTuq5y+vPN/ZEV9WGkSP/mMq8VjfVMSOPhH7CCCAAAIIIIAAAggggAACCOyfwK7Fjk/xEzs+Jeh6BBBAAAEEEEAAAQQQQAABBLZHgNixPZuoEQIIIIAAAggggAACCCCAAAIIfECA2PEBPJcigAACCCCAAAIIIIAAAggggMD2CBA7tmcTNUIAAQQQQAABBBBAAAEEEEAAgQ8IEDs+gOdSBBBAAAEEEEAAAQQQQAABBBDYHoEixY7011q2ZxI1QgABBBBAAAEEEEAAAQQQQACBTwgUKXZEYH6NJZLwjQACCCCAAAIIIIAAAggggMBxCBA7jmNLLUEAAQQQQAABBBBAAAEEEEAAgaqqiB3cAAEEEEAAAQQQQAABBBBAAAEEDkWA2HEoc2oMAggggAACCCCAAAIIIIAAAggQO/gAAggggAACCCCAAAIIIIAAAggcigCx41Dm1BgEEEAAAQQQQAABBBBAAAEEECB28AEEEEAAAQQQQAABBBBAAAEEEDgUAWLHocypMQgggAACCCCAAAIIIIAAAgggQOzgAwgggAACCCCAAAIIIIAAAgggcCgCxI5DmVNjEEAAAQQQQAABBBBAAAEEEECgSLHjdDpV8cMFEEAAAQQQQAABBBBAAAEEEEDgWASKFDuiCYPg4R8CCCCAAAIIIIAAAggggAACCByLALHjWPbUGgQQQAABBBBAAAEEEEAAAQSKJ0DsKN4FAEAAAQQQQAABBBBAAAEEEEDgWASIHceyp9YggAACCCCAAAIIIIAAAgggUDwBYkfxLgAAAggggAACCCCAAAIIIIAAAsciQOw4lj21BgEEEEAAAQQQQAABBBBAAIHiCRA7incBABBAAAEEEEAAAQQQQAABBBA4FgFix7HsqTUIIIAAAggggAACCCCAAAIIFE+A2FG8CwCAAAIIIIAAAggggAACCCCAwLEIEDuOZU+tQQABBBBAAAEEEEAAAQQQQKB4AkWKHafTqYqf4j0AAAQQQAABBBBAAAEEEEAAAQQORqBIsSPaMAge/iGAAAIIIIAAAggggAACCCCAwLEIEDuOZU+tQQABBBBAAAEEEEAAAQQQQKB4AsSO4l0AAAQQQAABBBBAAAEEEEAAAQSORYDYcSx7ag0CCCCAAAIIIIAAAggggAACxRMgdhTvAgAggAACCCCAAAIIIIAAAgggcCwCxI5j2VNrEEAAAQQQQAABBBBAAAEEECieALGjeBcAAAEEEEAAAQQQQAABBBBAAIFjESB2HMueWoMAAggggAACCCCAAAIIIIBA8QSIHcW7AAAIIIAAAggggAACCCCAAAIIHIsAseNY9tQaBBBAAAEEEEAAAQQQQAABBIonUKTYcTqdqvgp3gMAQAABBBBAAAEEEEAAAQQQQOBgBIoUO6INg+DhHwIIIIAAAggggAACCCCAAAIIHIsAseNY9tQaBBBAAAEEEEAAAQQQQAABBIonQOwo3gUAQAABBBBAAAEEEEAAAQQQQOBYBIgdx7Kn1iCAAAIIIIAAAggggAACCCBQPAFiR/EuAAACCCCAAAIIIIAAAggggAACxyJA7DiWPbUGAQQQQAABBBBAAAEEEEAAgeIJEDuKdwEAEEAAAQQQQAABBBBAAAEEEDgWAWLHseypNQgggAACCCCAAAIIIIAAAggUT2DXYsf9eq5Op9Pjc7m1xrxdmvQ0uT3hsRWu9Q8BBBBAAAEEEEBgvwT+5t/629W//Kt/td8GqDkCCCCAwCIE9it23K/V+Xyt7jWWe3U9n6qHsHGrLqdzdQ0HwjmnS5XIIB2IxI4ODjsIIIAAAggggMDuCASx4x/+w/+N4LE7y6kwAgggsCyB3YodYVXHuVY0eoB+iCBP4eN5WrMSJK4I8d2sgsHmuUqIT/AJPsAH+AAf4AP78YE/+5/qWd6f/dn/WJ3+7H/YT735GFvxAT7whg/0ol67IwjsVuy4XU7V5RpWbvQeYwmPsCTPrtTnZZZ2lLSyQ1tH3A07PKUUu5bSzuCC2rrDG3FEldl1BKQdnsKu2zBaWNkR/82xwoNdI83jfLPpcWyZtoRdUxq2hwjsWuw4NY+xVFUjahA7huwsgBqksv/EUjr5UtoZPFJb939fDrWAXYeo7D+NXbdhw1TsCDX6VPBg123Ydc5asOmcNLeTF7tuxxZbrcmuxY5kAUfVPNbyy2MsqSFKukHSdh99m12PZ2E2PZ5NQ4vYlV2PSeCYrdry/doXO4IFPhU8jmnFn63asl1/1lbKGAJsOobS/s5h12k2263YUWVXcIx/Qek0ZK5CAAEEEEAAAQQQ2AqBIbEj1I3gsRULqQcCCCCwDoH9ih31j620Pz3beVnpyJ+eXQe5UhFAAAEEEEAAAQTmIpATO0L+BI+5KMsHAQQQ2B+BXYsd+8OtxggggAACCCCAAAJzEngldvz///W/ETzmhC0vBBBAYEcEiB07MpaqIoAAAggggAACCHQJvBI7wpn/+T//vwSPLjJ7CCCAQBEEyhQ7POZySOcOv8gTXt7z+FyqzC8OH7Ltx2tUePdOz4bu2wOY+add3bd7Nuu9up5jn3vq/Ox7/V6tZ3+cvkx8z60tp+55u271fv1N7Ai2+0//6f8pXvBI7de5L42vu729czZN00/9+dRuW1texZsf4IhNd69GEqO/CxQ7vMB0tHfs6sQwOTtX1/uuKq2ygwTCPRoCqFTscN8OotpV4pBd3be7MmGvsmESdmoipkeA/Nh1v/ZQ7Wo3b9ft3q9jxI5ghP/wH/66Fjx2ZZC5KhuCpOZ+DfdoHGPdr3Mh/no+WZtu9179OqM9Fxh+YfR0qtr3UrpXp5izPLHjjZ+mnQLUNSsRqDuEOHCvVAfFzkAgDNDBjulErH4bcXU+X6uHlmUQnwH0l7N4Yddmwv3lKiludgLNX6CMs7OzXTPDjl03er/2xY7/8l/+vwZZeEFp/9McLHYjGWPdrwfxgp5NN3qvHgT2F5rxmOteLudW7HCvTuJentjRUUGrKizzaoTuSQhdtAkCwa7nc62A1o+xMOomzDK9EsmgHTJx305HuakrB+zqvt2UhaZXJrGt+3U6xs1d2bPrRu/XVOwIQsff+Bt/s/rL//Of1zT/0T/636u//Mt/tjmya1WoXrlzSua+7te1TDFbuYM23ei9OlujD55RFJnjd91c9+okqxM7iB2THGeTF93vz7/8V1XoHOgdm7TSyEolE+xwhQ7NxQaiAAAJc0lEQVR+JLetn9aza6iu+3brRhtRv2DX5DFC9+sIZns4pWfXUOWN3q9R7IhCx7/8q39V/d2/+7/WkMOjK3F7D9S/Vcfmj33u128hX7ycxqahpI3eq4tDOEIByQoOYsfnBi1P7EgcqKosh//chbaZQ6dz2GYV1eolgV5Q7L59SWs/B3t27VXcfdsDsofdcG+mQkeos/t1D5Z7Xcchu/au2NL9GsSOVOgIVf3H//ifVP/iX/xVXeuwbXVH14CN/dyvXTA73mts2mtDLr13mt2NEAj2an9w4fES8Pq9He7VSRYqT+yo3wXw/AtUPZh7z8Mkz9naRb2/TISOwsqOrRnpnfr0g+LkL4zu23dAbuzcnl3dtxuzz5vVyd6L7tc3SW7r9JxdN3y/hndyhEdXwoqO+C9s/53/+X+pd//dv/v31d/7e+d4qMzvnv3aVQDu1906RM6mvXRz4t1auF6p7gWln9mvQLHjuSTeT+J95jkbvDoM3FEJbTuGDVZUlUYQ6AXF4YoweLtvR7Db8ik/7eq+3bK9XtcttV28N5u+1/36Gt6Gj76ya3qssfWG2xJWdAShI/z7+3//H2y4pt+pWtZ+7tfvGGCBUnI2zaUvUAVZLkjgx6oc9+rbtMsUO97G5AIEEEAAAQQQQACBPRH4j//X/12v7vin//T/qP71v/m3e6q6uiKAAAIIzECA2DEDRFkggAACCCCAAAIIIIAAAggggMB2CBA7tmMLNUEAAQQQQAABBBBAAAEEEEAAgRkIEDtmgCgLBBBAAAEEEEAAAQQQQAABBBDYDgFix3ZsoSYIIIAAAggggAACCCCAAAIIIDADAWLHDBBlgQACCCCAAAIIIIAAAggggAAC2yFA7NiOLdQEAQQQQAABBBBAAAEEEEAAAQRmIEDsmAGiLBBAAAEEEEAAAQQQQAABBBBAYDsEiB3bsYWaIIAAAggggAACCCCAAAIIIIDADASIHTNAlAUCCCCAAAIIIIAAAggggAACCGyHALFjO7ZQEwQQQAABBBBAAAEEEEAAAQQQmIEAsWMGiLJAAAEEEEAAAQQQQAABBBBAAIHtECB2bMcWaoIAAggggAACCCCAAAIIIIAAAjMQIHbMAFEWCCCAAAIINATu1+p8OlWXW5NS3a/n6nS6VElSezBuhevO1+oe93/9vlfX86k6nR6fpry38/m1oHEnDJV7uzT1e9TzXF1jA4fO75R0qy5v8ehc/PFOsNm5qeyr7Nat56uaOYYAAggggEDJBIgdJVtf2xFAAAEE5idQB/Hn6tyqD9X1fK7O51/Ejrdq8hA62mD8Vl1OTyHhVxHhrYLGnzxUbhA7Gg5VVYVzfhN9YolD+cVjS3+HstN6/1be7TJSGPktI8cRQAABBBD4gMD9j9Ufnn8ECX9k+MMf418YqqpK/gDRSe8XN3De/Y9/6P3x4tQd3/t5xP2BvKoqzFniH2tezY2Gz3unLsSOaAjfCCCAAAIIzEHgGaRfr3GVxq26XK7VNRE7His9ngN9DKpjcF8H2pd2IhCPp3WL5yZp9/utuoc5TX3sUl3iqo/k+my5l4HyXtUjmbw0YsZAneqJVVJ+qO7t8lz10pzfXaHyEHCStOfqjrfqHgoK+Q9NpobqnnB81LG/AqXleb7emhU1rdgU6vtqwtYrwC4CCCCAAAJLELhdkpWlQSz4Q1XrHfXYN2KcGnleGMtfCiahbZm8mnlAGKqDiNKbJ0Qs75yXqwuxI9L0jQACCCCAwBwEnkH87Xp5PLJR/9U/BMjPSUYT5IfCwkSkl14H6XFCkhxP6xYmEJnJwSPIj8F6cv2rcmMd+vXJpSePlzSTkU7+z8oO1LN5PCSe3zknU994bp1t75yhOtbtiAyC7nF+8OrkkwgvKduUQUgP16SrZtLthEMoI2eSTvZ2EEAAAQQQ+AqBe/XHPzzEjtvlKXr8Uu6o8+rVI3Geks9wOK9kDA+Xhrz+8MeBR3hHnvdLXYgdefs4ggACCCCAwPsEYkD9/OvKvRY9en/5rwPouISz9/hJvL4uOVzXBu1NZToCQZP62Hh1/aty++Xl8gllNysmHm2oVzh0zn/WaaCeP8SOtE6pWtDPLz1vUHBIWPWvjYhydY/Hw3f/2nQ/t11fNvYdH2lhthFAAAEEEFiIQCMkBOEgzjke3+lw25Y+7rxRqzrqPxwMldkTMfp/YGgqM+683+pC7GiA2kAAAQQQQGAGAk1AnD6+kogddcAd/yISBvMJYkdTxkB9O8cSAeC3cuuskvNf5TM0S+qc/6zXgNiRXQkSrn9Oxurs0/w+qnvCaKA+ydHHZlpuSEn3c9vEjh8YJSCAAAIIrEkgzC/iao6ecJBdDTHivOy1/bbm8uqlfyJ2jKgLsaNvF/sIIIAAAgh8QqAJiO/V9RJfVNoTO6JYUAfxE8SOKuR3Sl6KGSYPz/2m/NCIRLxIA/2hcus2J+fn8gnpUaB51uOHOBH5pWXW1QnXdh/bucVHTJ7XBDHkx0qRNJ8xda8nT8mKmHBNeOQkV/dY3/q7NxFLOeS203eRdPKygwACCCCAwLcJhHEsCh2h7N64VrWPt3Rr9vt5v62kaPPL5dVLb1aftFc+tn4/b0xdiB19rvYRQAABBBD4hEASEDePbNSiQLqa47m08/li0I5YkFzfESt+1ClMBNolos3LMrPXJ+cPlVvnP0LsCOfVgkNsw/MHdTvlPiubnlfXNREgkvPDhKV5NKZ5D8azvvX+m3UPxYf8Gz6Rfabuz+rGr9tluJ7ZVR4d+8ZcfCOAAAIIIPBlAvVqh1ToeJTfEQbSFRHp9lO4b1722TtWv18j/sGiaVYQToZfVporM6THv/l0XlDaKy97Xii7d25Tnd4GsaMHxC4CCCCAAAIIFE4gCCVxJjYGhZ+eHUPJOQgggAACCxMY+lnWh3jxECUef1hIxJAfokHmvHo1yJCoEf4YkeTXaV8ur+QPGKl48qMumfOydekUXu8QO34ykYIAAggggAAChRNoV+X8BuJWXZrVKL+d6zgCCCCAAAIHIhBWcL7zx4EvN53Y8WXgikMAAQQQQAABBBBAAAEEEEBg7wTCSpINax0VsWPvHqb+CCCAAAIIIIAAAggggAACCCDQIUDs6OCwgwACCCCAAAIIIIAAAggggAACeyfQETvCjg8GfIAP8AE+wAf4AB/gA3yAD/ABPsAH+MDefSAINqe9qzbqjwACCCCAAAIIIIAAAggggAACCKQE/jsx0E3c8Z5pWgAAAABJRU5ErkJggg==" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# SWMM5 Model\n", "\n", "A swmm5 model is created: **./data/swmm5/adverse_slope.inp**\n", "\n", "- For the culvert, don't set any losses, entering the culvert code should handle all these automatically.\n", "- I loaded a hydrograph from 0 - 300 cfs in 6 hours.\n", "- The depth vs total inflow in node 54RCP_2 should give the performance curve\n", "- added 3.5ft tail water at outlet\n", "- Had to use a hotstart file to get the starting level correct" ] }, { "attachments": { "image.png": { "image/png": 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dgJ/bGqUPKSD8DqmpLAIECBAgQIAAgYcEhN+H+Jw8gEA3/H7ve397KDV+4VX3cdhpYfICwu/kh0gDCRAgQIAAAQLrERgi/P7Yj/1Y8GBw7zXwX/3If3P4BxeD7z/5J/91+L/+7/9cb/vn//xfhH/37/4319dM/40Jv4dL2wIBAgQIECBAgMDYAkOF37H7of5pCPzET/zEzQ1JM78x+P7Tf/qj4ad/5ufCv/pX/3NdTrzVOS3fXLATRhOI10H8ZYjwO9oQqJgAAQIECBAgQKArMGT4/eKLL4LHug1S+L3lOvhnP/rfhRh8f+RH/ln4z//P5/U19O///f8Rfuqnfqa+XOPyf/pP/6dra0b/voTf7iutdQIECBAgQIAAgdEFhN91h9VbQuo1x94Tfv/Nv/lfW8E31hND8L/4H/7H+t/Hr/7qt8K//Jf/k/Ar/Ib4enXLT3HLwY4lQIAAAQIECBBYtoDwK/xeE2qvPeae8Huu7DjjG4Nv/PnX//p/EX6FX+F32f870jsCBAgQIECAwHMFhF/h91z4vGf7kOH3W9/+tXr29z/+xyr81P/7/wm/wq/w+9z/HSidAAECBAgQILBsAeFX+L0n5J47Z8jwe64O26d/zcbrwBdeLfv/HXpHgAABAgQIEJidwHPC79fCZ0URisPjS+Er35j+G3ah6vEx6obfr31WhC995RvtWduvfRaKz77W3taa1YzXj2tmztej8Du7/xVoMAECBAgQIEBg+QLPC7/H8PKNr3wpFF/6SvhGK+A8HrSuCweC1HVOw4xHN/x+0RN0YyD+7GuX6jNmrxyzZ9Ql/C7//x16SIAAAQIECBCYncArwu8XX4wZZsas+1LAW+a+k/D7ja+ELxWfha8dfvERxyNf73MwZs8IpK8sU/id3f8KNJgAAQIECBAgsHyB14ffJth89tmXQpFCUB2QjrdJH2cF9yHoazFANftbt9C2zkuBKi//WGZ9C/ZnXwlf+VJn1jHOTI42K90X/Oa97ST8fvGNtnlnJjjOAh9ujz/cCp2H33w52nTWe6+BeRu+MqQ+qy7hd/n/79BDAgQIECBAgMDsBF4Rftu3Pcfwkn8OtFk/BN46zKRbppt9h3B6si8d90WIt9c2wbiv/PZx+edN374FV5C6JSCdht8vQhz/9EuL895x3NI4nVvuht/8uPwaMGa3jNkzjhV+Z/e/Ag0mQIAAAQIECCxf4HnhN5vRSzO89a2vncBSB9o0a9uElmNA6hz7xRfhsK8147evq5457J7Tt57q+1r4zKzvhS+euj1E9oXfL+JY1c5xFjgF3H3ZcSb45IvR8jHLl+M52frZa+D2dj8jAK65TOF3+f/v0EMCBAgQIECAwOwEnhd+OyGn9ZnPbN9N4Te7hbbnvCZsZOGoL2x/cZyJzGck1xxUhux7b/itb33+UvhKvH09/2VDawzzYJyPYb7cF37TLzIE3iHH8dGyhN/Z/a9AgwkQIECAAAECyxcYPfzWM3nZ53BbgSgGn+wW6Uv7zoXrfKYwHRPL+dJn4bPuLGTa7/nu2eD+8Nv8wiHO8Kbbn+twlX/euh7b9EuRPPBmv/CI41LPFOfHdco0dneP3aOBNz9f+F3+/zv0kAABAgQIECAwO4Hxw+8Xob4t9uTW1+MsX/PlWM2tzYfPBseQUwem7Pbq3tuem1ulmy+8Ov5t2Xj7dP7Z3/yNu+X7Z1HPhd9mrFJoTeU3wbYem9YvI/LwmwJvurX9s+yzweeugVS+57GuZeF3dv8r0GACBAgQIECAwPIFnhN+hwodnRA04Kze4bPDA5Y5VtCYUr1nwy/nSczIvupaEX6X//8OPSRAgAABAgQIzE5gleG3vu35K+EbAtnggUz4HeoXP/MuR/id3f8KNJgAAQIECBAgsHyBdYXfdJtt9/bbeQeNV83mXVOP8OtaiteJ8Lv8/3foIQECBAgQIEBgdgLTDr+CxDWBc0rHCL+uWeF3dv8b0GACBAgQIECAwDoEhF9hZcjwLPy6noTfdfy/Qy8JECBAgAABArMTGCr8xtDjwcA14BpI18CP/diPha9//evhm9/8ZviVX/mVsNvtwm//9m+H73znO+EP/uAPwh/90R+FT58+hT/7sz+rP3v+l3/5l+F73/te+Ju/+Zvw/e9/P/zd3/1d+OEPfxj+/u//PvzDP/xDSK9Vt7zIFrcc7FgCBAgQIECAAIFlC6Q3lPHNZXyTGd9sxjed8c1nfBMa34zGN6VxNufP//zPw5/8yZ+E7373u/Ub2N/4jd+o39TGN7keDFwDroHuNSD8Lvv/H3pHgAABAgQIEJiVwBDhd1Yd1tinCvzkT/5kXX78273xx/O6HYTfp/5zUzgBAgQIECBAgMAtAsLvLVqOfUsght8UeN861v5lC8TrQPhd9hjrHQECBAgQIEBgVgLC76yGa/KNTTO/k2+oBr5EQPh9CbNKCBAgQIAAAQIErhEQfq9Rcsy1AmZ+r5Va/nFmfpc/xnpIgAABAgQIEJiVgPA7q+GafGPN/E5+iF7aQDO/L+VWGQECBAgQIECAwCWBYcPvNlRFEYpq26kybi/DZtfZbHVxAr0zv9sqFEUVulfF4jqvQy0BM78tDisECBAgQIAAAQJjCwwffstQlkVo51/hd+xxflX97ZnfXdiU8ZchVaiE31cNwaTqMfM7qeHQGAIECBAgQIDAugWeEX43200oy004TvQKv2u5ynpnfkMcfzO/a7kGUj/N/CYJzwQIECBAgAABApMQeEr43YWwrYpQHu5zboffuC++Ma4fhyni/TExOO/3xV27TXk49lheiDsOx7mldhKXUt2I9sxvapfwmyTW9mzmd20jrr8ECBAgQIAAgQkLPCv8hnq2L33Otx1+jxz59rhchCLNGNefE80CdOtzo/l5ISbtLGgfS7f0egEzv683n2qNZn6nOjLaRYAAAQIECBBYqcDzwm8TSpsvvzoNq4eZ38MXYXWOaYXnODjZ/tasb3cGeaUDOZFum/mdyEBMpBlmficyEJpBgAABAgQIECAQwlPDb2i+8KjadoNr+vxn3H9udjg7px6obL0Ov6kMozglATO/UxqNcdti5ndcf7UTIECAAAECBAh0BJ4bfvPP5u5Dbrx9Od3aXIfYO8JvPQuc3RLd6ZPV8QTM/I5nP8WazfxOcVS0iQABAgQIECCwUoGnh986/8YvrUohd//nb+rP91ahumfmN45V99bnwxdnrXQgJ9JtM78TGYgJNMPM7wQGQRMIECBAgAABAgSOAsOG32O5ltYp0D/zu04LvQ7BzK+rgAABAgQIECBAYDICwu9khmIRDemf+V1E13TiRgEzvzeCOZwAAQIECBAgQOC5AsLvc33XVrqZ37WN+OX+mvm97GMvgZsEjn8mYf9nDuLnh848birYwQQIECBAYCUCwu9KBvpF3TTz+yLoGVQzu5nfPETMwFcTVyiQX6NvLa+QR5cJECBAgMCbAsLvm0QOuEHAzO8NWCs4dDYzv31BYgXjo4szE+i7Ts9tm1nXNJcAAQIECLxEQPh9CfNqKjHzu5qhfrOj8T35LMLvufAQt/shMCWBS9dqd9+U2q0tBAgQIEBgKgLC71RGYhntMPO7jHEcqhezD7/dQLGU9aEGWDmvFbjl+ntty9RG4DqB/Bq+7gxHESBAYFgB4XdYz7WXZuZ37VfAsf/xPc7sw++xO8tayt+AWj7/pVFTszl3Ffa189yxthMYS8B1Opa8egkQyAWE31zD8qMCaeY3/j8u/nhet8Mswm+6ULtvzB79x+B8AkMLdK/RtN5XT9rneT6/3IhjtdSfS9fhUvusXwQITFNgiPAbA48HA9eAa6B7Dcwm/MaX5/zN2TRfrrVq7QL5NfrW8tqt5tr/t8bV/uMvM+Y6xtpNgMC4AkOE33F7oPYpCcTw44dAEphV+E2N9kxgqgK3BJ+p9kG71ilw6dq9V+RSma/ed28fnEeAwOsFhN/Xmy+5RuF3yaN7e9+E39vNnEHgrMAtb+jPFmIHgZEE+q7fkZoyeLV9fRtj2+AdUyCBBQoIvwsc1BG7JPyOiD/BqoXfCQ6KJs1X4JY30/PtpZYvWSC/hpfcz7H6lvuOvTyWgXoJvCUg/L4lZP8tAsLvLVrLP1b4Xf4Y6yEBAgQIEDgRGDt85/WfNM6GVQsIv6se/sE7L/wOTjrrAoXfWQ+fxhMgQIAAgfkL5EF47OX5a06nB5fG8lIrhw2/21AVVdheqrDeF48rw2b35oFnDojnF6GoujXdW+69551p3oo394bf7YdQFB+uuC5WDLfQrgu/Cx1Y3SJAgAABAgRuF7gU2F657/aWT++Mc15vtXS64fdSIG32lWUR2vn30jmXJO4971KZ69zXDr+fwqZ8F4rqQ6iE31VeEMLvKoddpwkQIECAAIEpC5wLjmNsf8Spr71vlTfn8LvZbkJZbsJxAvneEHvveW/prm9/O/ym/n8UfhPFyp6F35UNuO4SIECAAAECBG4R6Auw9267pt7nhd99oNxUIbW/PNzn3Ambu00o423M9SPeNh33p/XLtzdvqyJcV25nljirs9xs2rdhZ/uKq27jvkZ6HccIv+sY52t7KfxeK+U4AgQIECBAgACBmwVS0IzP1/w8N/xmwXUbQ3D6PHAefvPlEMK22ofZzvZWZ/J9l5azwFsH2vQ543jOcd9uU4bi8BnkvLy8Pa0GWDkjIPyegVnpZuF3pQOv2wQIECBAgACBVwik8HttXc8NvylsxtbkoTJbbs2y7md76w/yZsecdKazLwbr7jl1uSlsNwXEWeL6sLjv3O3SZ9tz0ggbegSE3x6UFW8Sflc8+LpOgAABAgQIEHiFwLWzvrEt0wi/7ZDaGHUCbguuu28XNvWXX2XbHwq/fe1pNcDKGQHh9wzMSjcLvysdeN0mQIAAAQIECExRYPTwu/987/Fzu0kpC7Jp0+G5Z99hxjbNNsdjjrc2h1YYbu87ve05/xzxoVILVwgIv1cgregQ4XdFg62rBAgQIECAAIGpC4wffkNogunpF1zF25Tr27jbf8+ocwv1UbgdYrvlplC8P77+DHJT/uUvvMo+t3ysytIZAeH3DMxKNwu/Kx143SZAgAABAgQITFFg2PA7xR5q0ysF+sPvK1ugrikJCL9TGg1tIUCAAAECBAisXED4XfkFMHD3hd+BQWdenPA78wHUfAIECBAgQIDAkgSE3yWN5vh9EX7HH4MptUD4ndJoaAsBAgQIECBAYOUCwu/KL4CBuy/8Dgw68+KE35kPoOYTIECAAAECBJYkIPwuaTTH74vwO/4YTKkFwu+URkNbCBAgQIAAAQIrFxB+V34BDNx94Xdg0JkXJ/zOfAA1nwABAgQIECCwJAHhd0mjOX5fhN/xx2BKLRB+pzQa2kKAAAECBAgQWLmA8LvyC2Dg7gu/A4POvDjhd+YDqPkECBAgQIAAgSUJCL9LGs3x+yL8jj8GU2qB8Dul0dAWAgQIECBAgMDKBYYIvzHweDBwDbgGuteA8Lvy/8HoPgECBAgQIEBgSgJDhN8p9UdbxhWI4ccPgSQg/CYJzwQIECBAgAABAqMLCL+jD8GiGiD8Lmo4H+6M8PswoQIIECBAgAABAgSGEhB+h5JUThQQfl0HuYDwm2tYJkCAAAECBAgQGFVA+B2Vf3GVC7+LG9KHOiT8PsTnZAIECBAgQIAAgSEFhN8hNZUl/LoGcgHhN9ewTIAAAQIECBAgMKrAU8LvtgpFURwe5WZ3Zx+3oSrKcPfpIZ5fhKLaduq/t9x7z+tUv+DVbvjdVu9CUTSPcvNpwT3XtT4B4bdPxTYCBAgQIECAAIFRBAYPv3XwzQPrLmzKIlwXgLvhsrveR3TpmGZfWRahnX8vndNXR9p273np/OU/t8Lv7vOwOfze4WOoivcP/CJj+XZL7KHwu8RR1ScCBAgQIECAwEwFhg2/TdBtB80Qwm4TyqIKhxx01qobLrvrfSdeOma/b7sJZbkJx/nnS+f01YFd/ecAACAASURBVJG23XteOn/5z63w2+rup7Aphd8WyQpWhN8VDLIuEiBAgAABAgTmIjBo+D0bcmMoTrPB3QCZ1uPz8Vbp5lbltG+vWZefjolhuu+cXP54/rbKZ5+P2+ujW+V2ZomzfeVm074NO9tXXBXu87Ytc/l8+I0zvx+u+AXIMl3W2ivhd60jr98ECBAgQIAAgQkKDB5+WzOsqcP5jHAneNYB9q1gHMvpnLet9rdSd7anKuvnfN+l5Szw1oE2b89x325ThuLwGeS8vNi81J5WA1a3ci78xs/++szv6i6HIPyub8z1mAABAgQIECAwWYHBw2/vDOg1M7+RqBMo8/XWLOt+9re+v7p7Tk7d2Rc/j9w9py63fUt2nCWuD4v7WmE+K+9se/L617d8Gn7j7c6C7/quhKbHwu9aR16/CRAgQIAAAQITFBg0/IZ8hjfrbCtgZgGyPiRfz5fjzmy9VUZWdn5Mvvmk7Lghte9yudeH33ZoPql+hRva4dfnfFd4CbS6LPy2OKwQIECAAAECBAiMKTBs+G1u/21//jUGzfzztimA7nvd+nboLJTWu/P1bjlJLT8mbUvPPfsOM7b9tza3v5yrqTN9gdfpbc95v1Kd635uhd/th1BUH9cNsvLeC78rvwB0nwABAgQIECAwJYHBw2/sXOfv/KbweOh3vr+qWl8iFWdd678R3L09OZ58CK75MbG69vqhnjOzwu0Q2y03heJ9KVlbL3/hVd/fEz62ZC1Lefjdbd4f/savv/W7liug3U/ht+1hjQABAgQIECBAYESBp4TfEfuj6nEF8vA7bkvUPgUB4XcKo6ANBAgQIECAAAECtYDw60IYUkD4HVJz/mUJv/MfQz0gQIAAAQIECCxGQPhdzFBOoiPC7ySGYTKNEH4nMxQaQoAAAQIECBAgIPy6BoYUEH6H1Jx/WcLv/MdQDwgQIECAAAECixEQfhczlJPoiPA7iWGYTCOE38kMhYYQIECAAAECBAgIv66BIQWE3yE151+W8Dv/MdQDAgQIECBAgMBiBITfxQzlJDoi/E5iGCbTCOF3MkOhIQQIECBAgAABAsKva2BIAeF3SM35lyX8zn8M9YAAAQIECBAgsBgB4XcxQzmJjgi/kxiGyTRC+J3MUGgIAQIECBAgQIDAEOE3Bh4PBq4B10D3GhB+/T+GAAECBAgQIEBgMgJDhN/JdEZDRheI4ccPgSQg/CYJzwQIECBAgAABAqMLCL+jD8GiGiD8Lmo4H+6M8PswoQIIECBAgAABAgSGEhB+h5JUThQQfl0HuYDwm2tYJkCAAAECBAgQGFVA+B2Vf3GVC7+LG9KHOiT8PsTnZAIECBAgQIAAgSEFhN8hNZUl/LoGcgHhN9ewTIAAAQIECBAgMKrAsOF3G6qiCEX2KDe75/ZvtwllUYabq7n3vOf2ZvalC7+zH8JBOyD8DsqpMAIECBAgQIAAgUcEhg+/eRDdh+Fq+0gTBzo3tiVv20DFKqYlIPy2OFa/Ivyu/hIAQIAAAQIECBCYjsBzw28IoZ5hrcL48Vf4fcVVJ/y+Qnk+dQi/8xkrLSVAgAABAgQILF7g6eE37MKmLMJh8rcOw+nW6BSKm2PS7dKHY/fntrc3IbaqylAU8fw81O6Xt/FW6KaO5rbruD3VWYSiriA/L4X04zHHNuyP21SH27mffiv3jK864XfGg/eEpgu/T0BVJAECBAgQIECAwH0Crw2/ncC5rUIdJLfVPpDmfWgC8WnQbILscXteZrOvKDeh/qRx63O9+XGxnny9Oe8QeE/OS4E5nhZDcArteXstRwHh13WQCwi/uYZlAgQIECBAgACBUQVeE373n7VtzfruZ1lj4txvPwbaNBPbFzLz0Brp8vV8uWHdVmnWubsvW6/rb9d11Xmjjtw0Kxd+pzkuY7VK+B1LXr0ECBAgQIAAAQInAk8Pv3mwzJdPWhIzcLyVeR9Wzx6bhda6jHw9X44781uuu/uy9Z66hN+eAbpik/B7BdKKDhF+VzTYukqAAAECBAgQmLrAc8NvDJhp5jVKNOutGd4OUAzAzf5Ltz3n39qchdhu+a1Qmx+X2pLK6bTz6vM6jbfqtmfXQEtA+G1xWCFAgAABAgQIEBhTYPjwe/zSqKLvTwvVwTI7Jt72XH+ONm3Lbz9uQmnfF14d/65vHmqb5ebLsJryDp/jrT+uu6+j3pifl26zTm1IoTiOTOe4k/UxR296dZv5nd6YjNki4XdMfXUTIECAAAECBAi0BIYNv62iR1jpBtURmrDyKoXflV8Ane4Lvx0QqwQIECBAgAABAuMJCL/j2S+xZuF3iaN6f5+E3/vtnEmAAAECBAgQIDCwgPA7MOjKixN+V34BdLov/HZArBIgQIAAAQIECIwnsKzwO56jmhsB4deVkAsIv7mGZQIECBAgQIAAgVEFhN9R+RdXufC7uCF9qEPC70N8TiZAgAABAgQIEBhSQPgdUlNZwq9rIBcQfnMNywQIECBAgAABAqMKCL+j8i+ucuF3cUP6UIeE34f4nEyAAAECBAgQIDCkgPA7pKayhF/XQC4g/OYalgkQIECAAAECBEYVEH5H5V9c5cLv4ob0oQ4Jvw/xOZkAAQIECBAgQGBIgSHCbww8HgxcA66B7jUg/A75aq0sAgQIECBAgACBhwSGCL8PNcDJixKI4ccPgSQg/CYJzwQIECBAgAABAqMLCL+jD8GiGiD8Lmo4H+6M8PswoQIIECBAgAABAgSGEhB+h5JUThQQfl0HuYDwm2tYJkCAAAECBAgQGFVA+B2Vf3GVC7+LG9KHOiT8PsTnZAIECBAgQIAAgSEFhN8hNZUl/LoGcgHhN9ewTIAAAQIECBAgMKrAkOF3WxWhKE4f5WY3ah9V/joB4fd11nOoSfidwyhpIwECBAgQIEBgJQJDht8j2TZURRlk3qPIWpaE37WM9HX9FH6vc3IUAQIECBAgQIDACwSE3xcgr6gK4XdFg31FV4XfK5AcQoAAAQIECBAg8BqBV4Xf1i3R1fbYud0mlPtbpcvNxozxUWaWS8LvLIftaY0Wfp9Gq2ACBAgQIECAAIFbBV4Vfo/tym+JjstFSFl4tylD4XbpI9UMl4TfGQ7aE5ss/D4RV9EECBAgQIAAAQK3Cbws/G6r7Muw9p8HjrO+5SYcvw4rD8a39cPR0xAQfqcxDlNphfA7lZHQDgIECBAgQIAAgfCS8Fvf2lyF5mbnXdiUwu9SLz3hd6kje1+/hN/73JxFgAABAgQIECDwBIGXhN8465tmeOsgnL4J2m3PTxjSUYsUfkfln1zlwu/khkSDCBAgQIAAAQLrFXhJ+A1xtnf/93/LKlRp5jeyZ7dD+8Kr+V+Hwu/8x3DIHgi/Q2oqiwABAgQIECBA4CGB54TfO5vUuj36zjKcNqqA8Dsq/+QqF34nNyQaRIAAAQIECBBYr8CUwm/955DS7dHrHZJZ91z4nfXwDd544XdwUgUSIECAAAECBAjcKzBu+M1uh67/1m/6Uqx7e+O8sQWE37FHYFr1C7/TGg+tIUCAAAECBAisWmDc8Ltq+kV2Xvhd5LDe3Snh9246JxIgQIAAAQIECAwtIPwOLbru8oTfdY9/t/fCb1fEOgECBAgQIECAwGgCwu9o9IusWPhd5LDe3Snh9246JxIgQIAAAQIECAwtIPwOLbru8oTfdY9/t/fCb1fEOgECBAgQIECAwGgCwu9o9IusWPhd5LDe3Snh9246JxIgQIAAAQIECAwtIPwOLbru8oTfdY9/t/fCb1fEOgECBAgQIECAwGgCQ4TfGHg8GLgGXAPda0D4He2lXcUECBAgQIAAAQJdgSHCb7dM6+sViOHHD4EkIPwmCc8ECBAgQIAAAQKjCwi/ow/Bohog/C5qOB/ujPD7MKECCBAgQIAAAQIEhhIQfoeSVE4UEH5dB7mA8JtrWCZAgAABAgQIEBhVQPgdlX9xlQu/ixvShzok/D7E52QCBAgQIECAAIEhBYTfITWVJfy6BnIB4TfXsEyAAAECBAgQIDCqwODhd1uFoij2jyps695tQ1WUYbMbtasqf4FAf/j9FDblu1AU+0f5eWguhY+hKj7sr5G4nB1TvAtVc/Fkrb5UzvvO9RXLS9vy5ay4bHFbvQtF9THbEhevaVPnFKstAeG3xWGFAAECBAgQIEBgTIFBw+9uE8oiBd4Qwm4TNnWAEX7HHONX1n0Sfnefh7IbZHef76+LGC7z8JvCaghh+yEUh33xWnqrnOzcusN54M2XezRi2eWHUJWXyuhpU09RNrUFhN+2hzUCBAgQIECAAIERBQYNv3HWt9zsZ/XyTgm/ucaSl9vht5mpPZ3BTQIXwm8965rC6DXlpGPzstO2y+F3t3kfys2nkJ5TCc3Mbyojbr1czvE8S0lA+E0SngkQIECAAAECBEYXGDT8hhhyi1Ce3N+8D7/bODPc3BKdH7Ot0m3SRSgOSenyOXFWOZVV5LPNo4uuuwGt8FvP1qaZ3T6XC+E3zvym26OvKicPqbGuPKjmy912xGC9P7eeAU63ZHfL2M/8pjZ1i7HeKyD89rLYSIAAAQIECBAgMIbAsOE39mAXNmUTZg85dh+KD7PC9eeCs9ujDx3PZ4ibIH04pw676XPD+XExlFQ9gftQqIUXCpyE34thsRt+s8/85p+/PQml3Q71hdt8W77cObdVdhaE68PieWfa1CnGar+A8NvvYisBAgQIECBAgMAIAsOH330n9jOzTQDuhNU6DKcg24TX45dkpe3dc2LGLZovQWrN+u5njY9JewRFVSaBk/Cbf243HXR4juEyzQxnAbU709tdP5yfFrJz06YrZ367tzrH9eMXX2XlvtmGQ8UWMgHhN8OwSIAAAQIECBAgMK7A08Jv/X1X5f425m6QzdbrIJtmgeOs8bnw28wo1xm3dc64fmpvC7TCb7jms7o94be+dprP4Talv1VOd8Y2fUFWf9nHFsdwm83sHpb7z+sG5WM5ls4JCL/nZGwnQIAAAQIECBB4ucCg4Xe7yf7cTBNWm8/2ZmG37mG2nn9JVh1q8/CbfX64FXjj+dm+l6up8JxAO/ymb0ju/Nmia77tuTVz+1Y58a6Ad8fPCNc3E+R/uiibwc0bnn+u+LA9D9rd87rrh5MsnBEQfs/A2EyAAAECBAgQIPB6gUHDb/psb/o7v4dbkbOwW3cxXz9+Rrgoq1B1Zn6rqjz83eBDcbGMOgz3fVHW6w3VeBQ4Cb/1WDV/pujtv/Pb/tKq+hbk/DPD9a3H2Uxtvm8/y3xaR2zA6Qxv/HbnGJjjc/fneOvzadg9aVP3ZOstAeG3xWGFAAECBAgQIEBgTIFhw++QPckD8pDlKuuZAr3h95kVKnvSAsLvpIdH4wgQIECAAAEC6xIQftc13s/urfD7bOF5lS/8zmu8tJYAAQIECBAgsGgB4XfRw/vyzgm/LyefdIXC76SHR+MIECBAgAABAusSmG74Xdc4LKW3wu9SRnKYfgi/wzgqhQABAgQIECBAYAAB4XcAREUcBITfA4WFEILw6zIgQIAAAQIECBCYjIDwO5mhWERDhN9FDONgnRB+B6NUEAECBAgQIECAwKMCwu+jgs7PBYTfXMOy8OsaIECAAAECBAgQmIyA8DuZoVhEQ4TfRQzjYJ0QfgejVBABAgQIECBAgMCjAsLvo4LOzwWE31zDsvDrGiBAgAABAgQIEJiMwBDhNwYeDwauAddA9xoQfifzUq8hBAgQIECAAAECQ4RfigSSQAw/fggkAeE3SXgmQIAAAQIECBAYXUD4HX0IFtUA4XdRw/lwZ4TfhwkVQIAAAQIECBAgMJSA8DuUpHKigPDrOsgFhN9cwzIBAgQIECBAgMCoAsLvqPyLq1z4XdyQPtQh4fchPicTIECAAAECBAgMKSD8DqmpLOHXNZALCL+5hmUCBAgQIECAAIFRBYYNv9tQFUUoqm1vn3abMhRFGTa73t13btzXGevdP8phKwghxDqGbved3Z34aSfhd/shFMW7+lFuPvW3/ppj+s+0deICwu/EB0jzCBAgQIAAAQJrEhg+/JahLPuCYgqpffseEe8G0309ZwL4dTX1lTl0u69rydyOaoffj6EqPoTmVyFx+f3pLz52n4fyrWPmhqC9BwHh90BhgQABAgQIECBAYGyBZ4TfqirDyezrtgpFVT1hBrUbVEMIu00oi2ofuu4R7pbZXb+nzHWc0wq/cUa3+njo+G7zPnRnf7vbuuuHky3MUkD4neWwaTQBAgQIECBAYJkCzwi/m10Mi3n43IVNPRvcDpHb6nircnOrdDyuOAbnGJjLTbh8l3S7zGaUmnIOk791GE51pXbtz9vGoNzsawJ73J6OTbdwnzt2mdfEI73Kw+9JkO2E4VhP95ju+iNtce74AsLv+GOgBQQIECBAgAABAnuB54TfEGKwbYXPOsT2BdXYkHx7XI4BNT2/NVT5uenYPPx29m+rfbiO24tjuK4Dcrq1uXNO3Zbs2BjKW+E+1ev51vAb6s/7plujP4VN+e5kdpjqfAWE3/mOnZYTIECAAAECBBYn8KzwW996vJ+1PQbhTqisQ2SaZU3BM2bhGC6z8HxRvVNmfWyaaU63QKc69s91Kj8972w7W+E8VnB67sUmrmjnzeF3P/vbfCnW+1BVp7dGr4hvcV0Vfhc3pDpEgAABAgQIEJivwNPCb9gH0Hhb8eHW5Sw0tj6Xm4XVSPlo+M3Lzpdbw5S1pd5+Ybb4JOx2z20VvOqVPPzWs7pvfOa3i7Wt3h3vGOjutD47AeF3dkOmwQQIECBAgACB5Qo8L/weQ+zxy6+y0BgDbgrFJ7cc9932nJ3bGo7u9riezxo368c2pJM721shua/MbGb6JAynMj23wu/Zb3I+883P8Rbo8vM3PuPNeE4Cwu+cRktbCRAgQIAAAQILF3hq+K1nf9MXTEXIPFQ2M6313+Ytq1DVX4jVbEtBtf67wCkgt87NB6UJselv/Pb+HeE62Ga3Pme3Pcdvpk7nHj6jXOf2S7dI5/3I22K5FX7rIT/+nd+jbx5+43Lzd4CLw5884rgUAeF3KSOpHwQIECBAgACBBQgMG37nBCLAPmO0TsLvMypR5mwEhN/ZDJWGEiBAgAABAgSWLyD8Ln+MX9lD4feV2tOvS/id/hhpIQECBAgQIEBgNQLC72qG+iUdFX5fwjybSoTf2QyVhhIgQIAAAQIEli+w3vC7/LEdo4fC7xjq061T+J3u2GgZAQIECBAgQGB1AsLv6ob8qR0Wfp/KO7vChd/ZDZkGEyBAgAABAgSWKyD8Lndsx+iZ8DuG+nTrFH6nOzZaRoAAAQIECBBYnYDwu7ohf2qHhd+n8s6ucOF3dkOmwQQIECBAgACB5QoIv8sd2zF6JvyOoT7dOoXf6Y6NlhEgQIAAAQIEVicg/K5uyJ/aYeH3qbyzK1z4nd2QaTABAgQIECBAYLkCQ4TfGHg8GLgGXAPda0D4Xe7/O/SMAAECBAgQIDA7gSHC7+w6rcFPE4jhxw+BJCD8JgnPBAgQIECAAAECowsIv6MPwaIaIPwuajgf7ozw+zChAggQIECAAAECBIYSEH6HklROFBB+XQe5gPCba1gmQIAAAQIECBAYVUD4HZV/cZULv4sb0oc6JPw+xOdkAgQIECBAgACBIQWE3yE1lSX8ugZyAeE317BMgAABAgQIECAwqsCw4XcbqqIMm92ruzRWva/u5/Tr6w2/2w+hKD6Ebdb83eZ9KIp3+0d7X3aYxZkLCL8zH0DNJ0CAAAECBAgsSWCe4bcbdrvrSxqhefWlHX4/hU35LhTVh1B1wu+2eheqPA3Pq5tae6WA8HsllMMIECBAgAABAgSeLyD8Pt94TTW0w2/q+cee8Pt+hDsEUns8v0pA+H2VtHoIECBAgAABAgTeFHhZ+N1tQlkUoagf1f4W2P2M7ababy9Cmd8znZ1Tbjb7W6rjOamcIhT19OG+nO2xjlY5byo4YCiB68LvfkZ4f9tzufk0VPXKmZiA8DuxAdEcAgQIECBAgMCaBV4Tfju3JW+rfcjdB9l0/+s2huA8GBeHW2N3mzIUh88Td8oL+3LKTag/btwqZ82j+/q+Xxd+83bFWWGzwLnIkpaF3yWNpr4QIECAAAECBGYu8JLwm83gNjO/nRnbwxdkZaE2npPCbG2c7avDbv7FWvm+eHB3feaDNKPm3x5+Q4if/zX7O6NBvqGpwu8NWA4lQIAAAQIECBB4rsDrwm+a0c370w2p2brwm0PNZvne8Jsm/2fTUQ29SkD4vYrJQQQIECBAgAABAq8QeEn43d+WfPo53Czs1p3N1+PyLbc9X5oJfoWkOqLAzeF393ko3fa82ItH+F3s0OoYAQIECBAgQGB+AsOH3+zLqIrsC6y6tz7nX1TVd9tzpKw/u9uUd/zCq8Z4W+3ruaac+Q3LbFt8XfiNn/NNf+PXnzya7WBf0XDh9wokhxAgQIAAAQIECLxGYNjw+8Q21+G579bpJ9ap6JsF+sPvzcU4YSECwu9CBlI3CBAgQIAAAQJLEJhL+K1neltfgLUE/eX1Qfhd3pg+0iPh9xE95xIgQIAAAQIECAwqMN3wuwubMr+F2qzvoAP/pMKE3yfBzrRY4XemA6fZBAgQIECAAIElCkw3/C5Re/l9En6XP8a39FD4vUXLsQQIECBAgAABAk8VEH6fyru6woXf1Q35xQ4Lvxd57CRAgAABAgQIEHilgPD7Su3l1yX8Ln+Mb+mh8HuLlmMJECBAgAABAgSeKiD8PpV3dYULv6sb8osdFn4v8thJgAABAgQIECDwSgHh95Xay69L+F3+GN/SQ+H3Fi3HEiBAgAABAgQIPFVA+H0q7+oKF35XN+QXOyz8XuSxkwABAgQIECBA4JUCQ4TfGHg8GLgGXAPda0D4feWruboIECBAgAABAgQuCgwRfi9WYOeqBGL48UMgCQi/ScIzAQIECBAgQIDA6ALC7+hDsKgGCL+LGs6HOyP8PkyoAAIECBAgQIAAgaEEhN+hJJUTBYRf10EuIPzmGpYJECBAgAABAgRGFRB+R+VfXOXC7+KG9KEOCb8P8TmZAAECBAgQIEBgSAHhd0hNZQm/roFcQPjNNSwTIECAAAECBAiMKjBs+N2GqihCkT2q7TO7F+srw2b3zDqUfYvASfjdfghF8a5+lJtP/UVdOqbe9yHkl9G2asqL5Z4ts78mW18sIPy+GFx1BAgQIECAAAEC5wWGD79ZGN1WoSiqVnA535J79gi/96g985x2+P0YqiIF17j8vucXFeeO+RQ25btQVB+yMkIIu8/D5pCEz5X5zB4q+xYB4fcWLccSIECAAAECBAg8VeCp4Tc8O5w+u/yn0i+y8Fb4jbO21cdDP3eb96cztW8ek4fjQ1H7hRiQ+wJ19zjrYwkIv2PJq5cAAQIECBAgQOBE4KnhN878lptwuCt5twll7y3R3RDbWc/OKzeb7Fbn/XHbY7nl4R7o/b5NnH1ubsU+7osziMdzjrPTu7Apj7dtN7ds9207YbRhL5CH35Ow2wm68ZS3j7kUfi/tMyRTEBB+pzAK2kCAAAECBAgQIFALDB9+j+GxaH3gN4bRIhw21eEz3SLdCbutGeP2ebtNGYrD53ybfYeA3brNer8vVXiyL9UdQthWoQ7G8Zh0fLo++ralfZ5PBF4ZfuNnf33m92QIJrVB+J3UcGgMAQIECBAgQGDdAsOH332orMNt9nnf7nqdOVMYvhB+43n57PFJMM5C7LX76rZkIT3ODMfQu9/eN0Pc2rbuS+Zi718TfpvPAwu+F4diEjuF30kMg0YQIECAAAECBAhEgaeF3/qW1rKZUY0VTS78ZsG8cyk0s8spmDc7+7Z1TrMaQsjDb+jc5nxyi3MUe/OY7q3NPuc7pwtN+J3TaGkrAQIECBAgQGDhAs8Mv+FkJjYLlK0w3Hyu9nDHcX2LcprRfeu253RcHKh8Bjlf7ttXHIN5zxjHsNud7e3b1nPqqje1wu/u81D2fttzDLT7L6o6e0xi7ITfTlhOR3mepoDwO81x0SoCBAgQIECAwCoFnht+44RvefzSq9btxnlobT53m76Yqqiq7Eut2vt6v/Dq8I1aeeDNl+PQdtZbbdnf9lyH7nQ79H5muG/bKq+U6zrdCr81+/Hv/B5+uRGy8Hv2mFRfO/zG2eP0d4PTs9ufk9X0noXf6Y2JFhEgQIAAAQIEViswbPh9AWNrxvgF9aniJoGT8HvT2Q5emoDwu7QR1R8CBAgQIECAwIwF5hZ+t1VxnEmesftSmy78LnVk7+uX8Hufm7MIECBAgAABAgSeIDD98Nv+O7vHv8n7BAxFPiwg/D5MuKgChN9FDafOECBAgAABAgTmLTD98Dtv37W1Xvhd24hf7q/we9nHXgIECBAgQIAAgRcKCL8vxF5BVcLvCgb5hi4KvzdgOZQAAQIECBAgQOC5AsLvc33XVrrwu7YRv9xf4feyj70ECBAgQIAAAQIvFBB+X4i9gqqE3xUM8g1dFH5vwHIoAQIECBAgQIDAcwWE3+f6rq104XdtI365v8LvZR97CRAgQIAAAQIEXigg/L4QewVVCb8rGOQbuij83oDlUAIECBAgQIAAgecKDBF+Y+DxYOAacA10rwHh97mv30onQIAAAQIECBC4QWCI8HtDdQ5duEAMP34IJAHhN0l4JkCAAAECBAgQGF1A+B19CBbVAOF3UcP5cGeE34cJFUCAAAECBAgQIDCUgPA7lKRyooDw6zrIBYTfXMMyAQIECBAgQIDAqALC76j8i6tc+F3ckD7UIeH3IT4nEyBAgAABAgQIDCkg/A6pqSzh1zWQCwi/uYZlAgQIECBAgACBUQWGDb/bUBVV2L7Zo3hcGTa7Nw+8fMC2CkVRHB5lt8C0v9yEuqru+uXS7b1D4CT8bj+EonhXP8rNpztKdMqcBYTfOY+ethMgQIAAAQIEFiYw3fD7RkCugks8ZAAAIABJREFUg2weoHdhUxbhGIDj+UWoDkm8u37LQL7RlluKWvix7fD7MVTFh/0vQ+Ly+8d/4bFwv6V1T/hd2ojqDwECBAgQIEBgxgLzDL9N0D0G2/0A7DahPMw8dwNrd/2WQXvk3Fvqmf+xrfAbZ32rj4dO7Tbvg9nfA8cqFoTfVQyzThIgQIAAAQIE5iHwvPC7D4yb463J7VnZbNa2Dq3p9uV423Q8N60Xoeim3FbIzZ1jKI7lts8vN5tWeU07mgCdbps+VHFrW/LqLbe+7fkk7HbCMK7lCwi/yx9jPSRAgAABAgQIzEbgueE3C671bcrp88D5TGq+HELYVvtblzvbc9EYUNPnePPtIZ8R7p7fWY/tOSTeVMjpMU1Q7mxPh3s+EchnfoXfE57VbRB+VzfkOkyAAAECBAgQmK7Ac8NvNrtbz+am9SxMtmZa97O9dSjNjunyvTnzG0/ont9Z39d7nI0OIdzTlm7bVr4u/K78Auh0X/jtgFglQIAAAQIECBAYT2Aa4TfNCOcOnbCa72rN8GY7WqG4e353vTlvtynrb4uu83br/KzckyCd77OcC+ThN3Rucz6ZCc5PtLxIAeF3kcOqUwQIECBAgACBeQqMHn73n+9tzcDWlP1h9aDcuo06bo3Hd7/tOc00p/35+qGkEAPw8fbmvIx0zBttSYd5bn3mN+w+D6Vve171VSH8rnr4dZ4AAQIECBAgMC2B8cNvz+3G+8/ibqv8NugetzoAH78Yq/0R3m5g7ay3zs1mnru3Pl/blp7mrXFTa+Y3AmR/57c9PmvUWV+fhd/1jbkeEyBAgAABAgQmKzBs+J1sNzXsRQIn4fdF9apmmgLC7zTHRasIECBAgAABAqsUEH5XOexP67Tw+zTaWRYs/M5y2DSaAAECBAgQILBMAeF3meM6Vq+E37Hkp1mv8DvNcdEqAgQIECBAgMAqBYTfVQ770zot/D6NdpYFC7+zHDaNJkCAAAECBAgsU0D4Xea4jtUr4Xcs+WnWK/xOc1y0igABAgQIECCwSgHhd5XD/rROC79Po51lwcLvLIdNowkQIECAAAECyxQQfpc5rmP1SvgdS36a9Qq/0xwXrSJAgAABAgQIrFJA+F3lsD+t08Lv02hnWbDwO8th02gCBAgQIECAwDIFhN9ljutYvRJ+x5KfZr3C7zTHRasIECBAgAABAqsUGCL8xsDjwcA14BroXgPC7yr/t6LTBAgQIECAAIFpCgwRfqfZM60aQyCGHz8EkoDwmyQ8EyBAgAABAgQIjC4g/I4+BItqgPC7qOF8uDPC78OECiBAgAABAgQIEBhKQPgdSlI5UUD4dR3kAsJvrmGZAAECBAgQIEBgVAHhd1T+xVUu/C5uSB/qkPD7EJ+TCRAgQIAAAQIEhhQQfofUVJbw6xrIBYTfXMMyAQIECBAgQIDAqAJPCb/bKhRFcXiUm92dfdyGqijD3aenWt9qT9pfbkLd0u56KsfzmwIn4Xf7IRTFu/pRbj69eb4DliUg/C5rPPWGAAECBAgQIDBrgcHDbx0c88C6C5uyCNcF4G7Y7a73Ub9xzJvtiecXodqmsrvrafs1z2+05ZoiZn5MO/x+DFXxITS0cfn947/ImLnP2pov/K5txPWXAAECBAgQIDBhgWHDbxN0j0Fy3/HdJpRFtQ9BlzC64bG73nfupWOuaU/3/O56X53ntj1y7rky57W9FX7jrG/18dCB3eZ9MPt74FjFgvC7imHWSQIECBAgQIDAPAQGDb9nQ24MoWk2uBsQ03p8Pt4qXdQJOu3bW9blp2NimO47J3N/sz3t88vNptWGZra6CdDpNu5DsL+1LVmzlryYh9+TsNsJw0t20LdGQPh1JRAgQIAAAQIECExGYPDwmz432+phPgPbCbR1gH0rGMfCOudtq/2t1J3teb0xoD7UnlhtFZognhfcqfOatuSnL3hZ+F3w4N7RNeH3DjSnECBAgAABAgQIPEdg8PDbe3vzNTO/sX+dUJmvt2Za97O/fbPDOdObM79v1Bl37+ttfWb5nrbk7VrwsvC74MG9o2vC7x1oTiFAgAABAgQIEHiOwKDhN+QzvFl7WyH0QsDNw259enZsq4ys7JNz8n2PtudY1m5T1t9eXeftu9pyLGvJS3n4DZ3bnE9ug14yhL7VAsKvC4EAAQIECBAgQGAyAsOG3/1twq3Z3xhg82977gTS1rcxZ2G3FsrXu+UkwvyYtC17rsvPv2yrW073/O76sawYgJsZ4G4Z6Zjz56Yjlv7cCr+7z0Pp256XPuQX+yf8XuSxkwABAgQIECBA4JUCg4ff2Pg6cKYvpsr/jNC+Z/n+qmr9Ld9tdeGW5u7txvtvn2qf06OX19f6s0Z1Y1v1n9x63To3C9H3tqWneUva1Aq/Ne/x7/wevixsSR3Wl4sCwu9FHjsJECBAgAABAgReKfCU8PvKDqhrUgIn4XdSrdOYVwsIv68WVx8BAgQIECBAgMBZAeH3LI0ddwgIv3egLfgU4XfBg6trBAgQIECAAIG5CQi/cxuxabdX+J32+Ly6dcLvq8XVR4AAAQIECBAgcFZA+D1LY8cdAsLvHWgLPkX4XfDg6hoBAgQIECBAYG4Cwu/cRmza7RV+pz0+r26d8PtqcfURIECAAAECBAicFRB+z9LYcYeA8HsH2oJPEX4XPLi6RoAAAQIECBCYm4DwO7cRm3Z7hd9pj8+rWyf8vlpcfQQIECBAgAABAmcFhN+zNHbcISD83oG24FOE3wUPrq4RIECAAAECBOYmIPzObcSm3V7hd9rj8+rWCb+vFlcfAQIECBAgQIDAWYEhwm8MPB4MXAOuge41IPyefem1gwABAgQIECBA4NUCQ4TfV7dZfdMViOHHD4EkIPwmCc8ECBAgQIAAAQKjCwi/ow/Bohog/C5qOB/ujPD7MKECCBAgQIAAAQIEhhIQfoeSVE4UEH5dB7mA8JtrWCZAgAABAgQIEBhVQPgdlX9xlQu/ixvShzok/D7E52QCBAgQIECAAIEhBYTfITWVJfy6BnIB4TfXsEyAAAECBAgQIDCqwLDhdxuqogrbt3q024SyKMNm13PgpX2Hw2M9fefH7UUoskdZV3Lu+EOBFgYSOAm/2w+hKN7Vj3LzaaBaFDMXAeF3LiOlnQQIECBAgACBFQiMEn5brvcE03Pn3Lq91RArAwi0w+/HUBUf9r8Micvv+3/hMUC9ipimgPA7zXHRKgIECBAgQIDAKgWE31UO+9M63Qq/cda3+nioa7d5H8z+HjhWsSD8rmKYdZIAAQIECBAgMA+B54Xf/Szspjrchtzcghxd0gxtfM5uU67iDdNpX+O3rbr78/O7xu1zj3s72+tbq4/l1tXGmqsipOVuO0I857jzWLSllkAefk/CbicMt060skgB4XeRw6pTBAgQIECAAIF5Cjw3/BahSIFxG0Nw+jxwHkbz5WjYXU+u+fZ8Oe1P5x5Dbfzsb1N9fnxcTttDqENt+vxwbGPW3rIsQwrsu81xOa/RcltA+G17rH1N+F37FaD/BAgQIECAAIEJCTw3/OZfStUNoGlfvj3CdNbr0JwC7blzEmjn3LQ5L7Oe9U0hvDngMOMb95WbEL+Ha1uVYbNN67uwKVPdh0It9AgIvz0oK94k/K548HWdAAECBAgQIDA1gUmH31ZQzQPoFSG3BZ0d3yqzOegQfkOqYxuqOgTH9Spss1DcKtbKiUAefkPnNueT26BPzrZhaQLC79JGVH8IECBAgAABAjMWmHT4jbO++5nY1u3J+Uxuyz4LuWe3x2O6tz0fZ4Lr25s7tztXVXW4/blVrJUTgVb43X0eSt/2fGK0pg3C75pGW18JECBAgAABAhMXGD/8Nl80Vf9t3vrztnmAjTOv+1ueyypUh1uP82Ny4Cu317O/3Vup9+XU+7JbnLvreXWWTwRa4Tfuzf7Ob/o49clJNixWQPhd7NDqGAECBAgQIEBgfgLDht/59V+LhxU4Cb/DFq+0mQkIvzMbMM0lQIAAAQIECCxZQPhd8ui+vm/C7+vNp1yj8Dvl0dE2AgQIECBAgMDKBITflQ34k7sr/D4ZeGbFC78zGzDNJUCAAAECBAgsWUD4XfLovr5vwu/rzadco/A75dHRNgIECBAgQIDAygSE35UN+JO7K/w+GXhmxQu/MxswzSVAgAABAgQILFlA+F3y6L6+b8Lv682nXKPwO+XR0TYCBAgQIECAwMoEhN+VDfiTuyv8Phl4ZsULvzMbMM0lQIAAAQIECCxZQPhd8ui+vm/C7+vNp1yj8Dvl0dE2AgQIECBAgMDKBITflQ34k7sr/D4ZeGbFC78zGzDNJUCAAAECBAgsWWCI8BsDjwcD14BroHsNCL9L/r+HvhEgQIAAAQIEZiYwRPidWZc194kCMfz4IZAEhN8k4ZkAAQIECBAgQGB0AeF39CFYVAOE30UN58OdEX4fJlQAAQIECBAgQIDAUALC71CSyokCwq/rIBcQfnMNywQIECBAgAABAqMKCL+j8i+ucuF3cUP6UIeE34f4nEyAAAECBAgQIDCkgPA7pKayhF/XQC4g/OYalgkQIECAAAECBEYVGDb8bkNVFKGotr192m3KUBRl2Ox6d1/euNuE8t5zL5d8x959P2Nf94+y7lTcfmf/7mjFFE85Cb/bD6Eo3tWPcvNpik3WpicKCL9PxFU0AQIECBAgQIDAbQLDh98ylGVfAEyBsW/fbW0e/+hzIffc9vFb/KoWtMPvx1AVH0Lzq5C4/P6+X3y8qvHqGVxA+B2cVIEECBAgQIAAAQL3Cjwj/FZVGZqZ0KxV2yoUVbWQmdFzIffc9sxh4Yut8BtnfauPhx7vNu+D2d8DxyoWhN9VDLNOEiBAgAABAgTmIfCM8LvZxRBY7Wf8osMubOrZ4HY43FbH24abW6XjccUxOMfAXG5Cc5d0fu5+eRtvhW7KiHdaN7dVN+vH8J2fF9uSr99STj6eeRkXtte3ah/7mO4Gj/1Oy+32RKpNKI8788JnsZyH35Ow2wnDs+iQRj4kIPw+xOdkAgQIECBAgACBIQWeE35DaAW8GOjqEHtNaIzHxOCcnlNv83PjcnEMxjEkF53QfAjf+XmxrHz9lnJSO1IZx1Ab627y6mnZhxybf2a5ngXffy56W9W3iaewHgN8Ws5rnMuy8DuXkXpNO4Xf1zirhQABAgQIECBA4AqBZ4XfegZzP2t7DMJ5OIw5tAmtzZdGZZ8F3m8/BMe6H/m5+XLceWn93n195SbQbpk92+uwm89+Z78QOPwyIG4rwybOYNdWaYY8lTe/Z+F3fmP2zBYLv8/UVTYBAgQIECBAgMBNAk8Lv+lW50Owi83KQmMrHHZC39LDb7KJt4cfQm8VtlkovmkQJ3RwHn5D5zbnk9ugJ9RuTXmOgPD7HFelEiBAgAABAgQI3CHwvPB7nNk93sabhd8YcPczw/Us8eFPBMVjrrntOZspzkN1bZDVUwfNdFtyalM6Nz8unvjWegLuHte3PR6T1dsK+83nk+O3YiebeLtzVVWH9VTi3J5b4Xf3eSh92/PchnDQ9gq/g3IqjAABAgQIECBA4BGBp4bfOnjmt/7mobH5cqv6lueyClX9hVjtL7yqv8AqBeRWMM3Lib1/Yz2/vbr1jdNvnHdSbpLunndmex1402eDU+DeH1vvy7Z111ORM3tuhd/Y9uzv/LZvY59ZxzT3LgHh9y42JxEgQIAAAQIECDxDYNjw+4wWKnNOAifhd06N19bBBYTfwUkVSIAAAQIECBAgcK+A8HuvnPP6BITfPpX1bhN+1zv2ek6AAAECBAgQmJyA8Du5IZl1g4TfWQ/f4I0XfgcnVSABAgQIECBAgMC9AsLvvXLO6xMQfvtU1rtN+F3v2Os5AQIECBAgQGByAsLv5IZk1g0Sfmc9fIM3XvgdnFSBBAgQIECAAAEC9woIv/fKOa9PQPjtU1nvNuF3vWOv5wQIECBAgACByQkIv5Mbklk3SPid9fAN3njhd3BSBRIgQIAAAQIECNwrIPzeK+e8PgHht09lvduE3/WOvZ4TIECAAAECBCYnIPxObkhm3SDhd9bDN3jjhd/BSRVIgAABAgQIECBwr8AQ4TcGHg8GrgHXQPcaEH7vfWV2HgECBAgQIECAwOACQ4TfwRulwNkKxPDjh0ASEH6ThGcCBAgQIECAAIHRBYTf0YdgUQ0Qfhc1nA93Rvh9mFABBAgQIECAAAECQwkIv0NJKicKCL+ug1xA+M01LBMgQIAAAQIECIwqIPyOyr+4yoXfxQ3pQx0Sfh/iczIBAgQIECBAgMCQAsLvkJrKEn5dA7mA8JtrWCZAgAABAgQIEBhVYNjwuw1VUYQie1TbV3Qv1luGze4VdcU6dmFTZv0sN+GhqrdVY5bK6a6/qlsD1HMSfrcfQlG8qx/l5tMANShiTgLC75xGS1sJECBAgAABAgsXGD783hpChwiuQ5Rx5UDvNqEsitAK9btN2Nwd8ptfGBzL665f2a6JHNYOvx9DVXwIDU1cfv/CX1BMBGTlzRB+V34B6D4BAgQIECBAYEoCwu8to9HM+B6D6i3nnju2G9y76+fOm+b2VviNs77Vx0NDd5v3wezvgWMVC8LvKoZZJwkQIECAAAEC8xB4TfjdB7rN/vbeoghlfY9yM8t5uE26TpXNsVVVhqIoQ1l2ZlnjLcHp9uAD8YXAuJ+pTXUcg2v71uVme9+2QyUh1GVV+5nMbHu+eLa+eLd0M2vctCWW0+5/udm0bhtvjPLCp7+ch9+TsNsJw9PvjRY+KiD8PirofAIECBAgQIAAgcEEhg+/2WdhixQU9yEvJc/6M635vvxW6ebYQ/CLx6bzQgjbqhOGa4lz4bcp63B6HT73dXXKbYpp13WCHM8/Cd75URfqq4Nu1s9tlf0CINvePS4vfgbLwu8MBumFTRR+X4itKgIECBAgQIAAgcsCw4ffPMilurvhNF/Pl+PxfetZUO4Nn91z9vXWYTed22w7hOf9LOwhZMfdfdv2RdVPPeXlu/tmhrv1pRno+rlO5d22d9dbNUx+Rfid/BC9tIHC70u5VUaAAAECBAgQIHBJYPrhN2bSsp4lTc+n/TkTGHvC6iGM7guJZcYgepgdrjPw6bbm8Dc+83upvp59TZndtnfXT3s75S15+A2d25xPboOecke0bRAB4XcQRoUQIECAAAECBAgMITCH8FvPqJZVqMq+WeWocC4wxu1ZsD0TQPtCdd+22ru+ZTsrM248fNvzpfqafa2Z5qbAzp9p6valu16fNNn/tMLv7vNQ+rbnyY7VKxom/L5CWR0ECBAgQIAAAQJXCQwffvPP/OZfbJUH13agi7Ox528DbrpRH5NPz7Z61wTL/JbiQ8isA29qU9aGfYhtztnfGt23rVXPfqVVZtH+Aq7Wvqy+eGprX7H/LHPb4jTId/f3NWg621rhNzYr+zu/Z4dvOs3XkoEFhN+BQRVHgAABAgQIECBwv8Cw4ff+drx1Zvd25beOt38cgZPwO04z1DoRAeF3IgOhGQQIECBAgAABAiHMIvzGGdPeL7oyglMTEH6nNiLjtkf4Hddf7QQIECBAgAABApnAtMNv+ru7nduHs/ZbnJaA8Dut8Ri7NcLv2COgfgIECBAgQIAAgYPAtMPvoZkWZiIg/M5koF7UTOH3RdCqIUCAAAECBAgQeFtA+H3byBHXCwi/11ut4Ujhdw2jrI8ECBAgQIAAgZkICL8zGaiZNFP4nclAvaiZwu+LoFVDgAABAgQIECDwtoDw+7aRI64XEH6vt1rDkcLvGkZZHwkQIECAAAECMxEQfmcyUDNppvA7k4F6UTOF3xdBq4YAAQIECBAgQOBtAeH3bSNHXC8g/F5vtYYjhd81jLI+EiBAgAABAgRmIjBE+I2Bx4OBa8A10L0GhN+Z/I9AMwkQIECAAAECaxAYIvyuwUkfrxOI4ccPgSQg/CYJzwQIECBAgAABAqMLCL+jD8GiGiD8Lmo4H+6M8PswoQIIECBAgAABAgSGEhB+h5JUThQQfl0HuYDwm2tYJkCAAAECBAgQGFVA+B2Vf3GVC7+LG9KHOiT8PsTnZAIECBAgQIAAgSEFhN8hNZUl/LoGcgHhN9ewTIAAAQIECBAgMKrAsOF3G6qiCEX2qLYXurfbhLIow2Z34Zh6Vyz3muPeKufa/buwKbN+lJvwZhMvFb2tGpNUTnf90rkz23cSfrcfQlG8qx/l5tPMeqO5jwoIv48KOp8AAQIECBAgQGAwgeHD770h9VLAvbRvMIqmoDqQF6EV2nebsLkU4i82ofmFwLG87vrFk2e3sx1+P4aq+BAaurj8/opfdMyuyxp8QUD4vYBjFwECBAgQIECAwGsFhN/cu5nxPQbVfN+9y93g3l2/t9xpntcKv3HWt/p4aOhu8z6Y/T1wrGJB+F3FMOskAQIECBAgQGAeAs8Pv02gLNO9zfGW33T7b0hBsJkNPdwufZI+03E9pvuZ2nTu8dT2rcvN9r5tWZl1WdV+pjLbni+erS+E0NoXy2n3q9xsWreFH0zy8me+nIffk7DbCcMz76rmXyEg/F6B5BACBAgQIECAAIHXCAwffrPPyhYpSMYQmMJg2hb7l4fafLnb93P74vbsFuU6fO5vu44h+5iEmwL7tuVVxfMPwTzfkZYv1NfqS+xaFZpw2217dz2VvYxn4XcZ4zhUL4TfoSSVQ4AAAQIECBAg8LDA8OH3zGd+91/y1M6jeRDMl7vdOrOvDrt5mI6Zcx+G97OwrdnVvm15VT3l5bubmd3L9aUZ6Pq57my37d31Vg2zXxF+Zz+Eg3ZA+B2UU2EECBAgQIAAAQKPCCw2/O5Rdpuy/qblPHT3bWsOf+Mzvz3huB2228G4KbMbdrvrj4ze9M7Nw2/o3OZ8chv09JqvRQMLCL8DgyqOAAECBAgQIEDgfoHXhN8Y+GIwTM+pvXkQzJfT/vR8bl/c3r3t+TSAxrDbmgGuP557uq2urW+G+vBtz5fqa/Z162nf2h1r6Palu576PM/nVvjdfR5K3/Y8z4EcqNXC70CQiiFAgAABAgQIEHhcYPjwm3/mtwjlZlv/zdwUCutZ18PnatvBL86iHm8XzvvWBMv8luJUXvtLprJbrvchtjlnH4j7tuXVpOX97dGH+g7t7X6pVVZfPLd73lW3PbcNUhPm+twKv7ET2d/5zWff59o/7b5NQPi9zcvRBAgQIECAAAECTxQYNvw+saGKnoXASfidRas18lkCwu+zZJVLgAABAgQIECBws4DwezOZEy4ICL8XcFa4S/hd4aDrMgECBAgQIEBgqgLC71RHZp7tEn7nOW7ParXw+yxZ5RIgQIAAAQIECNwsIPzeTOaECwLC7wWcFe4Sflc46LpMgAABAgQIEJiqgPA71ZGZZ7uE33mO27NaLfw+S1a5BAgQIECAAAECNwsIvzeTOeGCgPB7AWeFu4TfFQ66LhMgQIAAAQIEpiog/E51ZObZLuF3nuP2rFYLv8+SVS4BAgQIECBAgMDNAsLvzWROuCAg/F7AWeEu4XeFg67LBAgQIECAAIGpCgi/Ux2ZebZL+J3nuD2r1cLvs2SVS4AAAQIECBAgcLPAEOE3Bh4PBq4B10D3GhB+b35JdgIBAgQIECBAgMCzBIYIv89qm3LnJxDDjx8CSUD4TRKeCRAgQIAAAQIERhcQfkcfgkU1QPhd1HA+3Bnh92FCBRAgQIAAAQIECAwlIPwOJamcKCD8ug5yAeE317BMgAABAgQIECAwqoDwOyr/4ioXfhc3pA91SPh9iM/JBAgQIECAAAECQwoIv0NqKkv4dQ3kAsJvrmGZAAECBAgQIEBgVIFnhd9tVYSi2j6xb9tQFWXY7J5YRavoXdiURSiK/aPchIeq3lZNWamc7nqr7vmsnITf7YdQFO/qR7n5NJ+OaOkgAsLvIIwKIUCAAAECBAgQGELgKeF3twllWYWqfGY4fWH4jf0pitDK8rtN2Nyd7WPb8/K660OM7DhltMPvx1AVH0LDFJffv/CXFeP0X61tAeG37WGNAAECBAgQIEBgRIFnhN/dpgzlZhfS83O696rw28z4toLvwx3qtr27/nAFoxXQCr9x1rf6eGjLbvM+mP09cKxiQfhdxTDrJAECBAgQIEBgHgLDh98YFvczvvUMcLo9uCdExlt9022/+9nVeFtxudlccUvzhcCYlRXLOwbX9q3Lzfa+bdnY1WVV+9nLbHu+eLa+EEJrXywntvt4+3TT13z9oZup81aNspyH35Ow2wnDozRQpS8VEH5fyq0yAgQIECBAgACBSwKDh98Y9lKgDVkQjo2IYfeYREP8XHCz2gTCtCvOGBdvfp73XPhtl9WEz30Y79Rfu/Rty8Fa/cl3pOUL9dVBN7v1e1vVM+Khu/1kPZU9v2fhd35j9swWC7/P1FU2AQIECBAgQIDATQJDh9/urc51kE2ptg55aRZ1G6oUkk8C5rlgm3ftzDH1TGuqozn+ELLrfXFmOZtd7duWV9NTXr67CdeX6zt8SVac8a0tum3vrrdqmNWK8Dur4Xp6Y4XfpxOrgAABAgQIECBA4FqBYcNvDHHHW3iPoe8YDlM4Ts91O2PATEG43nBNGDxzTE9YPYTfPUodyFu3Q8e7k+Nsc5qJzvV6btdu7Y5fhnXsX9x1qK+nLc2p3bZ31/MK5rWch9/Quc355DboeXVNa+8QEH7vQHMKAQIECBAgQIDAcwQGDb/5Z3gPze2Exzroxm+CzgNjDH/H4NkE0XS78LlgeGn7say+mdnYtFb43re1b1u9K/Yra1+97fBtz+22t+tr9rVmmpsCO59p7valu75v4AyeWuF393kofdvzDEbteU0Ufp9nq2QCBAgQIECAAIEbBYYMv3HG8zTo7WdVD7c+779g6rC+b/A+YMaQ2f7Cq3NBsAmWx9nlrO56xjXNQKcQvf/M8WFmeh++s3qLzgxui7JVZnH8oq77ncD5AAASTklEQVR4UGtfVt/Jvmtvez7X51aLJrnSCr+xhdnf+e0O+SQ7oFGDCgi/g3IqjAABAgQIECBA4BGBIcPvI+1onVuHyXxmuLXXyoQFTsLvhNuqac8XEH6fb6wGAgQIECBAgACBKwWmGH7jDPLhTyBd2Q+HTUNA+J3GOEylFcLvVEZCOwgQIECAAAECBMI0wu/+VujuLcnGZ3YCwu/shuypDRZ+n8qrcAIECBAgQIAAgVsEphF+b2mxY6csIPxOeXRe3zbh9/XmaiRAgAABAgQIEDgjIPyegbH5LgHh9y62xZ4k/C52aHWMAAECBAgQIDA/AeF3fmM25RYLv1Mende3Tfh9vbkaCRAgQIAAAQIEzggIv2dgbL5LQPi9i22xJwm/ix1aHSNAgAABAgQIzE9A+J3fmE25xcLvlEfn9W0Tfl9vrkYCBAgQIECAAIEzAsLvGRib7xIQfu9iW+xJwu9ih1bHCBAgQIAAAQLzExgi/MbA48HANeAa6F4Dwu/8/p+gxQQIECBAgACBxQoMEX4Xi6NjNwvE8OOHQBIQfpOEZwIECBAgQIAAgdEFhN/Rh2BRDRB+FzWcD3dG+H2YUAEECBAgQIAAAQJDCQi/Q0kqJwoIv66DXED4zTUsEyBAgAABAgQIjCog/I7Kv7jKhd/FDelDHRJ+H+JzMgECBAgQIECAwJACwu+QmsoSfl0DuYDwm2tYJkCAAAECBAgQGFVg8PC7rUJRFPtHFbaj9u6WyrehKsqw2d1yzj3HxnqST/NczQfpzQ6fhN/th1AU7+pHufn05vkOWJaA8Lus8dQbAgQIECBAgMCsBQYNv7tNKIss8O42YTObYPfK8JuF7PqXBZlZ79X0qrb1Vn7Txnb4/Riq4sP+FyBx+f0LfrlwU3Md/GQB4ffJwIonQIAAAQIECBC4XmDQ8BuDXLkJT588vb57Nxz5qoDZrae73tfka47pO+/121rhN876Vh8Pjdht3gezvweOVSwIv6sYZp0kQIAAAQIECMxDYNDwG2JIK0LZd+9wPSucbvfNZjp7t+/D3jbOJDfn5GVuq1ROEYr8nuGsrHKzad/GnO0r8tnpwzBdCJitc4twrHIXNuWxLc32vm2HSkKojTozv9kvDE771pgebiVPlbfalHnmVY2wnIffk7DbCcMjNE+VLxYQfl8MrjoCBAgQIECAAIHzAsOG31jPMfylnNYX+Jow2wmc22ofnPeBL4XCOuhlgfHQnfz85pxU525ThuLwGd78uJg/Uz2Hgk5D6WFXu9yQtyXOdKcK0/F929K++rkp7yTMto6JK3mb8+XuvnP9OSnwJRuE35cwz6YS4Xc2Q6WhBAgQIECAAIHlCwwffvdm+5nJOhu2Zin3M6Vxx7ntreDXlBdnRA85s/6cbJpx3YfiWFYKy/UpWWA8W08+vtnx+eb63PbM6qEt+3LzWenUp9a2vLy8bz1lx2B+CMbnwvtV/WlV+rIV4fdl1LOoSPidxTBpJAECBAgQIEBgHQJPC79xDjjOvh5CbjtA1rp94a/e0Q2izWzyMUinsuL2a8NvOufcuHbr3B/X08ZD+D0cEmeZs3Ce+t7Z1hzericaHYJyq66sb3lgjoW0jts3YiJPefgNnducT26DnkibNeN5AsLv82yVTIAAAQIECBAgcKPAoOF3u8m+zbcJrMfbm/s+CxyD4BXb87AXZ0bTDG+9Pd0O3ZSVZodPb3vuqyfHaofS4552ueeCZyvE7k/u29a+nTkemNV7sW+pn+mct/pz7MErl1rhd/d5KH3b8yv5J1eX8Du5IdEgAgQIECBAgMB6BQYNv3WQS7cjn/8yqvq23mNKPXyp1XF7EwirqplRbc+qNqG6PrasQpVmfuMQZrcMX/7Cq07b6uFvQm5dbvdLtuqQnfqVhdCsvsOXaPVta11eWdjdb6+Deh3oz/ft8EVYF91aFY2y0gq/sQXZ3/lNTR+lYSodRUD4HYVdpQQIECBAgAABAn0Cw4bfvhru2XYaEG8uJZ8tvvlkJ9wrcBJ+7y3IeYsQEH4XMYw6QYAAAQIECBBYhsBSw289U5puj17GUM2iF8LvLIbpZY0Ufl9GrSICBAgQIECAAIG3BJYTfrNbhuvblt/6gqu3ZOy/R0D4vUdtuecIv8sdWz0jQIAAAQIECMxOYJrhd3aMGrwXEH5dCrmA8JtrWCZAgAABAgQIEBhVQPgdlX9xlQu/ixvShzok/D7E52QCBAgQIECAAIEhBYTfITWVJfy6BnIB4TfXsEyAAAECBAgQIDCqgPA7Kv/iKhd+FzekD3VI+H2Iz8kECBAgQIAAAQJDCgi/Q2oqS/h1DeQCwm+uYZkAAQIECBAgQGBUAeF3VP7FVS78Lm5IH+qQ8PsQn5MJECBAgAABAgSGFBgi/MbA48HANeAa6F4Dwu+Qr9bKIkCAAAECBAgQeEhgiPD7UAOcvCiBGH78EEgCwm+S8EyAAAECBAgQIDC6gPA7+hAsqgHC76KG8+HOCL8PEyqAAAECBAgQIEBgKAHhdyhJ5UQB4dd1kAsIv7mGZQIECBAgQIAAgVEFhN9R+RdXufC7uCF9qEPC70N8TiZAgAABAgQIEBhSQPgdUlNZwq9rIBcQfnMNywQIECBAgAABAqMKDBt+t6EqilBkj3KzCyHE7WWoF4fq7W4TyqyeotyEWJOfcQXa4fdjqIp3oag+dhoVt79vXw/bD6GIx+4f5eZT5xyrcxQQfuc4atpMgAABAgQIEFiowPDhty/kDhx+6+DbrmdbVWF7cYwGbsPFuta78zT8vg9l+S5UrcHphN86+OZh+FPYlO+CADz/60j4nf8Y6gEBAgQIECBAYDEC8wu/u7Api06YumY4hN9rlB49pi/8brafh7L8PJuZz8NvE3Tb4TiEsPs8lMWHN36h8Whrnf9sAeH32cLKJ0CAAAECBAgQuFpgjPC7rbJbow+pZx9Ot8fbmZtbpjtdqWd9L8/ynpYfy+6ps3Xr9OUyO62wekagN/zuQthW+UxuFn7PhtwYivPZ4DMV2jxpAeF30sOjcQQIECBAgACBdQkMH36zkFmkGdpzs6759n1ATZ/d7bm1uR6ZuD0dEycIN+X+M8bt26CbUeyWnx+T74sfS65Cb9he1+XwcG/Phd8QssCbL8fw25oVTk04MyOcdnuehYDwO4th0kgCBAgQIECAwDoEhg+/ecBMhqdB8/ilWOn4zjF1Hk3hOZVTp91QFt1Z2s652yr70q0z5bdmffeB/TALndVn8SaB8+E3DuiH/ZdfZUHYzO9NvnM7WPid24hpLwECBAgQIEBgwQIvD7916EzhNX5+90w4Dec+29sJuvXYZNuuLb913IIH+MVduxh+Q5rNzcLvYVunoWdDcec4q5MWEH4nPTwaR4AAAQIECBBYl8DLw2+clU23LdcBNA+/xfHW4wvhtLnVOQXoOF5Z+L1YfqornZPVt65hf1pvL4ff9EVW8U8aZZ/nrb/tOf9yqxiO888IP625Cn6ygPD7ZGDFEyBAgAABAgQIXC/w8vC7n9Gtb3suq1B1Zn6rKn2Gt+eW57xbrVub8xDbzBiflh8/1tu5vbkO2NlnlN32nAvftfxm+K3vXH/fDr+xps7f+TUUd/FP7iThd3JDokEECBAgQIAAgfUKDBt+H3HMZm8fKca5owq0w++oTVH5BASE3wkMgiYQIECAAAECBAg0AsKvK2FIAeF3SM35lyX8zn8M9YAAAQIECBAgsBgB4XcxQzmJjgi/kxiGyTRC+J3MUGgIAQIECBAgQIDAdMKvsViCgPC7hFEcrg/C73CWSiJAgAABAgQIEHhQQPh9ENDpLQHht8Wx+hXhd/WXAAACBAgQIECAwHQEhN/pjMUSWiL8LmEUh+uD8DucpZIIECBAgAABAgQeFBB+HwR0ektA+G1xrH5F+F39JQCAAAECBAgQIDAdAeF3OmOxhJYIv0sYxeH6IPwOZ6kkAgQIECBAgACBBwWE3wcBnd4SEH5bHKtfEX5XfwkAIECAAAECBAhMR2CI8BsDjwcD14BroHsNCL/Tea3XEgIECBAgQIDA6gWGCL+rRwRwEIjhxw+BJCD8JgnPBAgQIECAAAECowsIv6MPwaIaIPwuajgf7ozw+zChAggQIECAAAECBIYSEH6HklROFBB+XQe5gPCba1gmQIAAAQIECBAYVUD4HZV/cZULv4sb0oc6JPw+xOdkAgQIECBAgACBIQWE3yE1lSX8ugZyAeE317BMgAABAgQIECAwqsBzwu8ubMoiFMX+UW7C7s1ebkNVlGHz9oFvlnTdAfe0sVvyq9vcrX966+3w+ylsynehKJpHtZ1ee7XouQLC73N9lU6AAAECBAgQIHCDwODhd7cJZVGEVtDZbcLmzeAzZJB8o6y729iFfaOe7uErWG+H349hm8Z993koiw8hra6AQhdDCMKvy4AAAQIECBAgQGAyAsOG32Y2tRV8r+7pkEHyUlmPtLHbmUv1dI9dx3o7/OZ9/hgq4TcHWcWy8LuKYdZJAgQIECBAgMA8BAYNv/WManVhdq8bFvP1tNwTTrdVKNKt0/tZ2+aW6lRXc25VlcdbrdMt190k/mYbQwitOk5nsePMdqy/3Gzat2q3zkttm8d1MFQrz4bf7YdQVB+HqkY5MxEQfmcyUJpJgAABAgQIEFiDwODhN4XUXrwUcNPOfD1bjmE3C63bKgXQ7JhYxLYKZf0h4bg9htH0geHOcam6+BwD6pttTPWlIJw+i9zUk5q228Swne9Ly3nb8sqXv9wNv7vN++Yzv4Lv8ge/p4fCbw+KTQQIECBAgAABAuMIDB5+i0sznt1Qmq93l1M521ClsNqaWd1/mVadRPNzo2N3PbOty0hlZ9vTYs/+Q/g+Cc5ZPWfblgpex3M3/B56HWd+i/cv/EKzQ80WRhQQfkfEVzUBAgQIECBAgEBbYNDwG3puWW5Vl4XFenu+ni/HCdqynslNz/XhPcG0Kb597sXw+1Ybe+q4PvxeCNUth+WunA2/9WT4u/YXoS2XQc/2AsKvS4EAAQIECBAgQGAyAsOG3+Z23/h52HRrcN3Rw7c9d8JxvL353G3D9SxrFaoyD5Qx5Oa3NyfGW8LvW21s6ji0vxWG2/tOb3vua1tq4zqeW+F3+zH7/Hf8wiszv+u4Co69FH6PFpYIECBAgAABAgRGFhg8/Mb+1IHxzN/5rQNvumW5yr4wqhtgm6Ccf/a3puqW3Xvbc/w4cKrjzB/X6ZaTbq0+aX/2Od64L2v/5S+8KlqfW67bvoL/tMJv/eeN/J3fFQz72S4Kv2dp7CBAgAABAgQIEHi1wFPC76s7ob7JCLTC72RapSFjCQi/Y8mrlwABAgQIECBA4ERA+D0hseEBAeH3AbwFnir8LnBQdYkAAQIECBAgMFcB4XeuIzfNdgu/0xyXsVol/I4lr14CBAgQIECAAIETAeH3hMSGBwSE3wfwFniq8LvAQdUlAgQIECBAgMBcBYTfuY7cNNst/E5zXMZqlfA7lrx6CRAgQIAAAQIETgSE3xMSGx4QEH4fwFvgqcLvAgdVlwgQIECAAAECcxUQfuc6ctNst/A7zXEZq1XC71jy6iVAgAABAgQIEDgREH5PSGx4QED4fQBvgacKvwscVF0iQIAAAQIECMxVQPid68hNs93C7zTHZaxWCb9jyauXAAECBAgQIEDgRGCI8BsDjwcD14BroHsNCL8nL7k2ECBAgAABAgQIjCUwRPgdq+3qJUBg2gLC77THR+sIECBAgAABAqsSEH5XNdw6S+ClAsLvS7lVRoAAAQIECBAgcElA+L2kYx8BAo8ICL+P6DmXAAECBAgQIEBgUAHhd1BOhREgkAkIvxmGRQIECBAgQIAAgXEFhN9x/dVOYMkCwu+SR1ffCBAgQIAAAQIzExB+ZzZgmktgRgLC74wGS1MJECBAgAABAksXEH6XPsL6R2A8AeF3PHs1EyBAgAABAgQIdASE3w6IVQIEBhMQfgejVBABAgQIECBAgMCjAsLvo4LOJ0DgnIDwe07GdgIECBAgQIAAgZcLCL8vJ1chgdUICL+rGWodJUCAAAECBAhMX0D4nf4YaSGBuQoIv3MdOe0mQIAAAQIECCxQQPhd4KDqEoGJCAi/ExkIzSBAgAABAgQIEAhB+HUVECDwLAHh91myyiVAgAABAgQIELhZQPi9mcwJBAhcKSD8XgnlMAIECBAgQIAAgecLCL/PN1YDgbUKCL9rHXn9JkCAAAECBAhMUED4neCgaBKBhQiMHX7/fz+J11mSJiwzAAAAAElFTkSuQmCC" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calibrate Losses\n", "\n", "Since it is outlet control, the losses are playing an important role in the headwater calculation. \n", "\n", "As shown below, a combination of entrance and exit losses were compared,\n", "- dashed lines are swmm5 models with various losses settings\n", "- the orange is the outlet control calculated by HY8\n", "- the green is the HECRAS result, which is very close to HY8\n", "- the blue at the bottom is the inlet control line\n", "- the highlighted two lines are the closest to the HY8 result\n", "\n", "They are\n", "- en=0.2 ex=1\n", "- en=0.5 ex=0.5\n", "\n", "I would use en=0.2 and ex=1, since that is the default values for culvert used in the HECRAS model." ] }, { "attachments": { "image.png": { "image/png": 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} }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import sys\n", "lib_path = r'C:\\Users\\Mel.Meng\\Documents\\GitHub\\SewerAnalysis\\source'\n", "if lib_path not in sys.path:\n", " sys.path.append(lib_path)\n", "sys.path\n", "\n", "import swmm_tools as st\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "... SWMM Version 5.3.0.dev0\n", "... Run Complete1\n", "\n", "... SWMM Version 5.3.0.dev0\n", "... Run Complete1\n", "\n", "... SWMM Version 5.3.0.dev0\n", "... Run Complete1\n", "\n", "... SWMM Version 5.3.0.dev0\n", "... Run Complete1\n", "\n", "... SWMM Version 5.3.0.dev0\n", "... Run Complete1\n", "\n", "... SWMM Version 5.3.0.dev0\n", "... Run Complete1\n", "\n", "... SWMM Version 5.3.0.dev0\n", "... Run Complete1\n", "\n", "... SWMM Version 5.3.0.dev0\n", "... Run Complete1\n", "\n", "... SWMM Version 5.3.0.dev0\n", "... Run Complete1\n" ] } ], "source": [ "ws = r'C:\\Users\\Mel.Meng\\Documents\\GitHub\\SewerAnalysis\\references\\culvert\\data'\n", "# run different combinations of the swmm5 losses\n", "tmp_folder = os.path.join(ws, 'swmm5/template')\n", "tmp_name = 'adverse_slope_loss.inp'\n", "\n", "results = {}\n", "for kentry in [0, 0.2, 0.5]: \n", " for kexit in [0.5, 1, 2]:\n", " data = {'kentry': kentry, 'kexit': kexit}\n", " swmm5_inp = os.path.join(ws, 'swmm5/tmp/loss_en%s_ex%s.inp' % (kentry, kexit))\n", " st.render_input(tmp_folder, tmp_name, data, swmm5_inp)\n", " swmm5_out = os.path.join(ws, 'swmm5/tmp/loss_en%s_ex%s.out' % (kentry, kexit))\n", " st.run(swmm5_inp)\n", " results['en=%s ex=%s' % (kentry, kexit)] = st.extract_node(swmm5_out, '1')\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "... SWMM Version 5.3.0.dev0\n", "... Run Complete1\n", "\n", "... SWMM Version 5.3.0.dev0\n", "... Run Complete1\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the results in one chart\n", "\n", "hy8_curve_csv = os.path.join(ws, 'hy8/negative_slope_performance_curve.csv')\n", "hec_ras_csv = os.path.join(ws, 'hecras/negative_slope.csv')\n", "swmm5_inp = os.path.join(ws, 'swmm5/adverse_slope.inp')\n", "st.run(swmm5_inp)\n", "swmm5_out = os.path.join(ws, 'swmm5/adverse_slope.out')\n", "df_swmm = st.extract_node(swmm5_out, '1')\n", "swmm5_inp = os.path.join(ws, 'swmm5/adverse_slope_loss.inp')\n", "st.run(swmm5_inp)\n", "swmm5_out = os.path.join(ws, 'swmm5/adverse_slope_loss.out')\n", "df_swmm_loss = st.extract_node(swmm5_out, '1')\n", "\n", "df = pd.read_csv(hy8_curve_csv)\n", "df_ras = pd.read_csv(hec_ras_csv)\n", "invert = 63\n", "df_ras['base_depth'] = df_ras['BASE'] - invert\n", "ax = df.plot(x='q', y='inlet', label='Inlet', style='x-', figsize=(10,10))\n", "df.plot(x='q', y='outlet', label='Outlet', style='.-', ax=ax)\n", "df_ras.plot(x='q', y='base_depth', label='hecras', ax=ax)\n", "for k in results:\n", " if k in ['en=0.2 ex=1', 'en=0.5 ex=0.5']:\n", " results[k].plot(x='total_flow', y='depth', style='o-', label=k, ax=ax)\n", " else:\n", " results[k].plot(x='total_flow', y='depth', style='--', label=k, ax=ax)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# XPSWMM Model\n", "\n", "Import the xpx file into XPSWMM and run the model. Similarly, XPSWMM is sensitive to the entrance/exit losses.\n", "\n", "Model:**./data/xpswmm/adverse_slope.zip**\n", "\n", "Results: **./data/xpswmm/adverse_slope.csv**\n" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As shown below, \n", "* dashed lines are for the different losses\n", "* en=0.2 and ex=1 gives good result." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hy8_curve_csv = os.path.join(ws, 'hy8/negative_slope_performance_curve.csv')\n", "xpswmm_csv = os.path.join(ws, 'xpswmm/adverse_slope.csv')\n", "\n", "df = pd.read_csv(hy8_curve_csv)\n", "df_xp = pd.read_csv(xpswmm_csv)\n", "invert = 63\n", "scenarios = ['NOLOSS', 'EN02EX1', 'EN02EX05']\n", "for sc in scenarios:\n", " df_xp[sc] = df_xp[sc] - invert\n", "\n", "ax = df.plot(x='q', y='inlet', label='Inlet', style='o-', figsize=(10,10))\n", "df.plot(x='q', y='outlet', label='Outlet', style='o-', ax=ax)\n", "for sc in scenarios:\n", " df_xp.plot(x='q', y=sc, label=sc, style='--', ax=ax)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion\n", "\n", "For this example, HECRAS and HY8 give very similar results using default settings. For SWMM5 and XPSWMM, the entrance/exit losses need to be adjusted to match the HY8 curves.\n", "\n", "As shown in the figure below,\n", "- using the HERAS default values of entrance = 0.2 and exit = 1, SWMM5 and XPSWMM can produce similar results\n", "- dahsed line is HY8 result\n", "- both XPSWMM and swmm5 overestimes the headwater depth, and XPSWMM is slightly higher than SWMM5\n", "- HECRAS is pretty close to the HY8 result" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "... SWMM Version 5.3.0.dev0\n", "... Run Complete1\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ws = r'C:\\Users\\Mel.Meng\\Documents\\GitHub\\SewerAnalysis\\references\\culvert\\data'\n", "hy8_curve_csv = os.path.join(ws, 'hy8/negative_slope_performance_curve.csv')\n", "hec_ras_csv = os.path.join(ws, 'hecras/negative_slope.csv')\n", "xpswmm_csv = os.path.join(ws, 'xpswmm/adverse_slope.csv')\n", "invert = 63\n", "\n", "swmm5_inp = os.path.join(ws, 'swmm5/adverse_slope_en02ex1.inp')\n", "st.run(swmm5_inp)\n", "swmm5_out = os.path.join(ws, 'swmm5/adverse_slope_en02ex1.out')\n", "df_swmm_loss = st.extract_node(swmm5_out, '1')\n", "\n", "df = pd.read_csv(hy8_curve_csv)\n", "df_ras = pd.read_csv(hec_ras_csv)\n", "df_xp = pd.read_csv(xpswmm_csv)\n", "df_xp['depth'] = df_xp['EN02EX1'] - invert\n", "\n", "df_ras['base_depth'] = df_ras['BASE'] - invert\n", "\n", "# ax = df.plot(x='q', y='inlet', label='Inlet', style='x-', figsize=(10,10))\n", "ax = df.plot(x='q', y='outlet', label='Outlet', style='--', figsize=(10,10))\n", "df_ras.plot(x='q', y='base_depth', label='HECRAS', style='x-', ax=ax)\n", "df_xp.plot(x='q', y='depth', label='XPSWMM', style='o-', ax=ax)\n", "df_swmm_loss.plot(x='total_flow', y='depth', style='.-', label='SWMM', ax=ax)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }