{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Azimuthal averaging in log-scaled bins\n", "\n", "pyFAI has been optimized for histogramming data on uniform bins. \n", "Nevertheless one can perform this histogramming in a different space. \n", "This cookbook explains how to choose the proper radial unit and subsequently\n", "define a new unit to perform this integration\n", "\n", "First of all we will generate an image with some realistic noise and integrate it. \n", "Then we will observe the effects of the output space and finally we will create our own output space.\n", "\n", "## Guinier-like scatterer image" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:19:11.158265Z", "iopub.status.busy": "2026-09-15T08:19:11.158189Z", "iopub.status.idle": "2026-09-15T08:19:11.502080Z", "shell.execute_reply": "2026-09-15T08:19:11.501460Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "#use `widget` for better user interaction within the Jupyter-Lab" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:19:11.503768Z", "iopub.status.busy": "2026-09-15T08:19:11.503641Z", "iopub.status.idle": "2026-09-15T08:19:11.505859Z", "shell.execute_reply": "2026-09-15T08:19:11.505402Z" } }, "outputs": [], "source": [ "from matplotlib.pyplot import subplots\n", "import numpy\n", "import time\n", "import inspect\n", "start_time = time.perf_counter()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:19:11.507315Z", "iopub.status.busy": "2026-09-15T08:19:11.507237Z", "iopub.status.idle": "2026-09-15T08:19:11.663251Z", "shell.execute_reply": "2026-09-15T08:19:11.662707Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pyFAI version: 2026.9.0\n" ] } ], "source": [ "import pyFAI\n", "from pyFAI.gui import jupyter\n", "print(f\"pyFAI version: {pyFAI.version}\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:19:11.710475Z", "iopub.status.busy": "2026-09-15T08:19:11.710286Z", "iopub.status.idle": "2026-09-15T08:19:12.750642Z", "shell.execute_reply": "2026-09-15T08:19:12.749974Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detector Pilatus 100k\t PixelSize= 172µm, 172µm\t BottomRight (3)\n", "Wavelength= 1.000000 Å\n", "SampleDetDist= 1.000000e+00 m\tPONI= 0.000000e+00, 0.000000e+00 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 1000.000 mm\tCenter: x=0.000, y=0.000 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 1.000Å\n" ] } ], "source": [ "# Setup azimuthal integrator\n", "ai = pyFAI.load({\"dist\":1, \"detector\":\"Pilatus100k\", \"wavelength\":1e-10})\n", "q = ai.array_from_unit(unit=\"q_nm^-1\")\n", "method=(\"full\", \"histogram\", \"cython\")\n", "print(ai)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:19:12.752902Z", "iopub.status.busy": "2026-09-15T08:19:12.752673Z", "iopub.status.idle": "2026-09-15T08:19:13.495885Z", "shell.execute_reply": "2026-09-15T08:19:13.495256Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Guinier-like scatterer\n", "I = 1e6*numpy.exp(-q**2/2)\n", "#Add some noise to make it look real\n", "Y = numpy.random.poisson(I)\n", "fig, ax = subplots()\n", "ax.semilogy(q.ravel(), Y.ravel(), \",\")\n", "ax.set_ylabel(\"Intensity (counts)\")\n", "ax.set_xlabel(\"scattering vector q ($nm^{-1}$)\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:19:13.497838Z", "iopub.status.busy": "2026-09-15T08:19:13.497741Z", "iopub.status.idle": "2026-09-15T08:19:13.849880Z", "shell.execute_reply": "2026-09-15T08:19:13.849299Z" } }, "outputs": [ { "data": { "image/png": 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JX/YIm0NJ0E9A9zt1X+tJ5FnDEW0jgDruWM8luZf1MJBTdZbDrFeWkc6+DF1v1tCOoKfWeq/rx3rs0B2KLd42j5pnd2QsUryyL0EeApr5CAiY7LwKS5G6yM3DkrPAAthKg+W66kprpGiB2DhWOsR6vQCiZevJknc5tfT5sj88fon2h6NBfwigBmD0GzMyf8nLmubh6DhVrkimIcvFH+gT6uDlUx6Obm10pjiOviY9GsmUn5XPLpRIn0aqQOsHRbqkEfWqZHhlETdy1LfAH531vVU2lSaM+ppW0xW9NJKIIRnikSyVXmXpnRG7vMTYZ+mW7LqTlHh1SzqKX3ibC5yRbpUlMepl0wIxpLqOnCfKNpGLkvaXLzJ6+wGpI8OAITJo8Zksw8hWxhCWNMaAl6kuwGaNdaknY9sy+v4vXdS4fKzngxiQSiCTHRnOINpXPk+1/9m8an3LcqLJh5eH0rB8NST7BjGKvogiH0T6qnuDgXwGm7x2z436Xr9ET7N8dhvJtp0dVtfE+oh54nYd1F/OyOajsXmbehMDp0JCQTnzdC6hm+oIgMJ0bw3H6SRlZUf11JoiZUqUixqNlmPUe7fB0aA/BMwa9FvbDDHv4IvfNL+6O8x+k8SSbqAnx7VlqHJ4BZkx+lu+pxulN3gM62NCtpXuvQFYS1PxZfGsevH6mjd+msWSPAHKBoXmKXTyqnhq5lU70QJHyZe74IaxhgDMkJS7j+K+7RKLXcBunAa75aIcWPkzAm5YKV4sRRjWoVGvd4ZZGatsdi3UJrKsHWy5a86FUP2EHCB1gYnUywrDutHSRQKUrqp3tvVuOfTrlcB3fPvCkb81AGCLGotP0avbC4mnm7JF+aLFAuMn5IohwqWTb0aIzhadbeBzo9eVK98CyHqO7kUZvXtzuGL9XreZdT8zdK6is4b/wX1Ns8cOm9CdtkwB9h47IoZlsXbt81TmG/u5LfxcdHTp+QsswiUw76MvgCId2S49MN55911MZMEzzJEqX67FJAOD32HgvPWhb7Ccyr+TgB3zKNsfRkZ4AtA+2AG6w2/6A1zpLjTjv76GhhqW7seoUL4bLK/DPH7UePXK13RLtg895aH88IkxrXSgM5rIQwDmuy91x2VAA7rNFzTqCzOJLFedsVU6KYviTdLpSE3tLESnHYDrRWmrWFLFXa7kX34MJwH1v84qJGCdnMrDRMqZf9R9Je3qTJS4rz4WOVUG9Psug+MApsKv8K/4xQhivv9LabuEgEvifu+UnuA1Xgjav7/qAIWXhVfKhAiQZHlJubCUK0Ei9W3II3ojSrmZWUs3AIs+qRrUtQ5q3dM6pnXC2qbqeligi7SUeDnqdTUg5TVgAiw6Rfplo6nwguwPDOUaEMx6q5xSq9ucuhQ+/dF0dLN0gFT4AUBKbTmZ9ch+8KU0/LFuuncevVxyOKN6G3IAOD0AqT++xLWGCZD3tL3EfaufJGWmUM5IbqdLbClj4ckhMusERSdK18evNhw7wzbWIYTgIegPZmv7gEqvz5YuI3gyjXLkMQRhaX7yQgYkTVNA1nGVgUA+KDaou3G/gJSa6ZfmvZ4XmgvUtywJduU+U+9KoWofyXWSYMGllD/1+sOU7ZE2dNW8JPSkz0m9X8q9P3qVkcHNNWp/CMcd+gimd97Jby95A5l76W0K078tMkNcj/cMjsNzpmyreFgqz9SbSFL1SdLlWwLKwtzaRiUmLJehlupPMt0CST8jw8IFB9fj2SDxqsWSBgnazjKjIQM8yntxLeVQGZYOsy48rvuNJxvahMPwlD4JVPnk2wPVFtWPOhHcxHHU45f4X6uIpL7pGwMWV2WwA46kLbp8w12n7uTTYtV8svPe80WdACfUTaZdZOS3AFr3CHo9Y6U33hBIPtylhchvZoGWIXf2VTtSHo5cisP7moFL7rGVMYk24XozOtLXmttT058LG+3C2/rwv6bu4dDnPNNGWeznjd/TupE72+yvfAYdPDoFzQ617BptlSMdzGlvWjaKPOICo/KURopzHcJ1LpbdeCq5+7+3fX6kUrpHPncGUpNKp/EK3K49/WWto8A/GTga9BEggu2uEvxUB/E7jC/T+U1CQjR+E02tyrtW35XlsnSH7l40zcsSPNRJ6MHYCN5qIHfKgGB/IIzg66NnmJjGlW2lB3U9GpkjelUfNj93PTS6p4Y7SBWocUvpqAGb8Zgx5clpump6tiCAqoNt/NruN+QSufHGP3yVuiX7uurgusEQg04a/iB4SiO+tlXg2tPnLhI7BAHYB52DIaO7anDf8dzGxJBlBnHwjUTTnSzCWr0TQ9s03HUZG2sqv+kelEu44Mh2QcmA9QXSTUd1SPKsx5IbzFZbcl3koiB0hzKHL2vx4QMdbrXu4t54xgyVCtCFDs+nOPawZzxjwT3XUchaQ2vcj6YHBF3GmuFNd7M61NRoSjIpUH5iqjmiSLHSUdHYzjdI85WLTU7rRv3CKDrvpadiyUMuYQaqr/4IS2p/UnA06A8No4g4M4b1Gt4r+NUoMy3azBaZEaDUbTAzDfBoZJwUlRUjXmM5fBFj8PbyAGOdrDyqK2W4OOmNl6G7VyYr4lCVq2Si9tu3XAG9xYikM3ztVTVM+OM3o1MYpp7R3HnrHf7mhoMpjH7DjGXGT+hA+SlfX+k+JYxspj+hV3KSK4cav0DxBCBCKy+jUYgJAHcgDWcZVUTSdP2EPsK47TJsVgwWYuDKugWAapzTKDtSBxmxRu+8949k1wCN4uNH3gnoifFu+dDLiCy8THb5qG6NH1o8cj3kR93pL8qw7f1ugQTyTQjbmRfP3CL0WxxjmupOVB4OD4uoA9W/zXsA7a7hy0FIpoGU0zkfNXwJ3jVRRawpvOTw6gWNc/d+DDzTo9vQoZXBS4e+0935W3vulaZ4pqNtjJf4MQZlj1xjcV1K3JrIv36pWKliL7Ag3Znvc6aMWoMlko32jTckYZ3sdN7YwLd52hPjOl7nv0Ef7Wgf6ndwfWd2+Wf5BXUwpUtEh+IH0HbuZ+TM6sTKoDLar/naR28PIllMl0jnQXncdJEn20bRgZ8e8nLSlSVtlcGTKXQUza54mvkiL0qLcBSeZYQ7O/WUDqDhMQPOMqzr5awOpiyKK3b7qSzZtNQQNHfkCw9hoEgeHa/LxSaTGo2Et1ccpPXbecePu2HgC5ca3n/oWwK608t3fVlzYM/fD8TiCfs1TZdp9K2I1/UUfaFrcrG75vhtoF2KTFSqj7mDreu160R1ZUSsjHbf7wsNSx6Vo3CCtx7eQoXxM7SxhpLwXunk3ZMFFRj1ZjI3Phi29I6eP4N2TbriiQCmKYxzdWo/wvOxWuj+uJcnMbDloeiCnEfekZc78HSXvrvi0HygedK4RyYd6kIA7WUSKYldalZzZK72Fidb4bw36LOLxsn94iF7IwwXEQD8cR3osXER4pfZFQRqQbK2rCHf4RTJ22XWcEcjzx3JRB6KPLNJiD6eLla5onTWB7gYNdRGhr4p0+GtcDWaQoxmA8oeDbSNM1fPdox6uXNO/e8pAyZHGnIGvfRFN2gbvdONselHaYPFiSzHyB0CpT4yYgj5a+0oozYAMSircksy3W+qG0hvB2bwU70GcOjRuBvVg911yzh3F3l8B5+2jXxEZdu35kGR5xj1TB8AcI1l9fzFYSz5NwqCD3Y6HiUHejsbfCWox1aUh9eF9ewY+jn3XI6O5mMtVplcADWdjP56+kTpLq5T5tHChOKjIcEbviuvaR0d3JEsz7EGST4M8iU9dcfpMeS7Ec87sZx0+LKg41J6WQKjhCjumdYGmwPB+R/l5oSBRmCZBTdSyzQDJxrOmqg7nrE7oZt0xwmj5kg5CSCM1LMmEk2ARxdbCM4ptNRgljoxY1pEvGF00oii+hl1iYudV/vRzjAMKw1tGzqa7sCgQTuyDQJPb5F7wObN0j2+BLfSQyL3HF2lk3tEiKPfeOmYAFgki8KaykIYRM1JhQahRnzgA3CXkbtA4pFkaPQaLFEzqH4AhD4rn1J5ljG1yDPVMGH0rOxcbwZETo5E02VWA72Vz+HP6mEpUVsSqDqWNKnKLbxTAnYdAtWnyOnRX/K0mGo6AtTIQ1Ru06+0VS0rjWrSo+sUnUtYC0SCS+laObhMiiMj4Lj1U6PgNFoo1yXSDKQ8blltAjwyjLe8oJF1hvoAFKMmsdNJaRAtRDlMpf4vkZXzcr3bupVyk/LlYUJGvCG8Sz31cvFllTF86HvaPoUPPVGWRgvqOtlDV03TEW+63lQ5TDzd0xekTEMHhAQ7LLxo/YExxdQqNoZp2bWkTpQH1YGlA5Z243wWxHYKLIVcX/mZS0JZLMr60Wu8OC+j3AWWdm6snZ//poZZI+DU8jSHKkyQ0g5qZJrctjtHspaUFwyZR09DAPROtB/xA9hACAB3gB36za4qJwhJ7mKbbjUbwOO7F49xnaVF7OAzEuS/aqAOeSP5gHQ/vKlTaIcnz6L2JQfINO5JuIO80dsDnRnTmOmzPGA+3awHEKOFkF27AICfTtQ2caRYhZeUD7zaTXeqlalN3Un2OFFWf0gr6FHoF/FWr+kTk6N2yU13DgmUf4zH6sS6Nmk676G7jQPVfuD++ySSDquf/rdvsBlySV367jS8LGsm0Go4Un1aOi2Xa4wAq9e++2/4xkNvZx4liNBTfQAUD4tffnwTS49ekEYRaKxhyPzQtMh03VGQ3Is3U+peydP3Qxw1VPq79JIv1dfEw8xPgqWDVefeMGaW0xmKJW/rhfVIphzmtVydm2WQHFWH3l53zXO86MnHrhZj6lqjeWe/d+5uI6LesLJW/PJDJH+R8LPqRuoVnXc7A/O0dwCDHskPgD9yh/7NQw3v7P3607ZCDivrTJk9PhRF8PMIGE40Mki8iL/g5apu4PkFissSGdNMX4e/kk/pPL1kklMfZr+of6J0r4xCvld3Ta7Bw5vRugI630rDSRwvL+IHAADJzlOv6IsxzAxtRy7U4huGdjO2fdomn+nNDTHqn56bgugk+chyFDyz2wk8pEayhd/49PKZRpylg1Gn/UNJbiSpRwdImUV+M8RJeqsz+tcCRmAt+OiiQxvXjJWVJvTpbUmNbotH6nWtFmpSLhBcowiePkZGjwLUkxE1jubt1B1Smbxv6iFDLHId3VfdmwsirrOsExQ4thy7L0aJcjj0hkevXFF55XAry9J+giia/qiEequHaGT5io+lLEj9kFxTrvSK0kn3FSNPDoNCEprpNIUY11hpkPzlabygNU3WFlVU16S+5+mH9KO/Y7ncrDk9dS3MHtY0CXqnu0OeF2d3jNDeUZ11+1GzBQ7Lqt1dPN6yM3s6GSOQ6bZD8WxeNNylcsVRMizjhjxwa9x0qm4RjZln6GG6yVB8Lz3x97pNVVkHydAduC6i2SgqvyeI8rAqWlzSbI3MqC6Jp+4BYMr9htGkcigXpSEuL8r9phDSw6eIy4zEMd1vHFeINivJg3EAoZzyA/XgolyPXa6SQ3h29xIDr+lTXE+o3lRPw/2m6VdcXRBGbh61TqH/hS4/pyNELkG3FciubLnbeO44gKm3m8GXP1bVBae6FIj6RABMNQdb/7TMbeluxNxLhKx6rXiUf/owVNxnoLoNdTeW+mgnyO5DCGKIFTLos2k+yqIPqnuJL3i0e/LM5bPzaNuIfluGO3ponSWH36cypPH6s92SuH61y7Nh2xn6dVtk3ObtBzzdpDfKUstjDd3tUaR9tI1DYlFf2nwnXWuEUmqIQix9Wtdsr1GDjpTIsRyK8gsA7Lr3IZTjpVL/4DU7niFAOXgK2j02bogLwLS7jdRlKf0woiYtRBqwOORtkMrh/N+hP1ewLNBOpR399glNCaDCNfLQjY6hIAHRDnM5s+JZEaoy4ZJdcspvqN9suM1hqEkM3F2qbuiH6KT146k8DHVp5LV6M/JMtzAE10UJHRo33al/2S5e3SFM0oMbsUvrGdwTleUO0/BU7ZH7jSFL8kAEFnoxDGkp7ruM1GWz3fjE8tSHqU6oyUrrfVDI3G+EuxEqmR5/obc3kYgd50YjQ3F6Yki5ceGuL9XAZGFGTVcfqUNvi8pDhamk9SGuqVsLd8cBUg+jsJcxdOOmtmOPamONNTWvv5Ho5dS721UvXlbFU5adPb69zdHoa0wP4HRxe8ty+bgyjKU5VMg3ROreHnK4nOEQpPU25Mh7ZyRXw6T1fHk6WB/rWu3rpXthJ61xwHVrsXQDu6677v6c7/ILdKg4tkNLzu3hK20c6n7Tg13WVsOWXumrO04vU3e3CQHrguHQISy30N0RDHrTDWVrRZ4jvYbv6UPGK8qK+rdFj6Gszj8ZIk192igxKAPDCcpnFoUkjvT38pieK/IgoGF6gdBdzh6UZk26EhqUXVzH72sDWaK8UVeR997Ib9GHOgD4Rj3bJgXTkHWMLgDrcTEmfldnw3C2FgiVLwJQn2kOqfNsvA3ZzPinYgoddRsivNXiipFTQxsUPZr6SloNzfBhBqbw0yc8WjIrR68vFmmFDH2g6kPKshZCo8WXYEsNbbJIQUEnediyCVrjw+tAPk8BC6CLBWvPny4YKGu7Wyd2TXHr0Icsf/BcKv4anf/lC27v+4NIjh3xxpArnwNWz2OffounkkF09IaS1o9Hglbq0Hg7POQQ7Q3Zkk/kWmPTT3jYJ87Dwmm40KPdZB94SoNAw1OqUiEwPvS+/7VBfwmg72MY5dtwBzHovY9Pt1XKyepEd6dlJwofEwAor+5wTajJkW4TtKsWS9hOeo1PfF2hx2jxwco00slAGC0aXPlRHvBZACdo6s65p5+ZrpN9XCtd4nu66aSpGQdh8tQVQ71o9mtpnlHtGA9yJ91Qn038At/8EJbJT1pe4ZvfBoidemmMNiC7tASv8RI+2b5C1PgXBpixg63KT1lVXaB2J72jLX3HpwCpESPKXYzcWq9IdK1tgYQHU7b85R+T1mSj7K0c45146rfNQ1SO6oG+ZeDdE2u+LAP0ulBlCvSxvoFgw5AqU81KrR0of88c0cOQv+svaWnZWj0YdTcaCsyhyRhe+RutieFFyTHaFe36mRmap/dOMNDPaksjHUn6DO9KZZfD3x/PH4xqOhR/LTr62aqkHe/KAyzNeM+wCK51l15+HAs0Vb79xr7D3xYAWCc2vzT63qoBJFerR04FdywfegmH9qlPTnjELRC5smzw1/dOfg1DTgKUp/kU5TSWL43DBBCFquy6JUArVGUFWgZLByrX+0aAtrlZjuyG44YWjeiZfCPUJaJBQ9vFCo8JhiMkoan1igDdMia6e3VCFwYsjOVi192CRrhLzLJkeiI603GK2kKI0rm249B7mga56CxSaOUfhbqshgvzSyc+slI2AAkNmYjMZtEA9V1vMqhPPZT7asTtekWwUItCP53XZVWjtYfKTF0uotIph60s9VzwsOAl8b0AwGRoypQLiKV8qbrFtK/5fWChG+s19TUvhk/aFRwA1x//toZq/M360EtfaskrldiY2ReahrEEs14rp4ZXUjXvlIcD0D70TO9Iligrh+5Pr3kWOvKA9TCFml7VKWi/dPVok/rOCaLfYKkhMdSwYRb4EGINKXIoVnJBD2mVF0h5cujDyhiVXrK/6DqN8Ix0b0opwzYnoN9xaN40vKnM13KxfOqRQH8WVShKxUja7P1uadK93ZOZm7kvgLCD6veucfIu/VIWXQssmNo3APnAKACs4YUTQIKzzcjP3w/N22N5Jx95CMvS7/3BwdZ7C5z/O/TnFOrEOvnbLAbhIKfINl5rdDJkj2QiTMqguphMuqwRv3BX3cBx9SAyPfqoLNMywS+31IOqJLe2MJAd6eTpuUq/Ac+qY3Qt00SzN9ZGkw1lmbu0xsLDwMnVKumTkMF399Smi8q3Foxgy5I6ud1uQEd2o30egp+jp4rCQneiJ+TQckrfdrbTT/k0JNJubbIjsmR3pLyhy6yZlhsPyvZj0N8MdHyrniwDoudh5dX0d9qP1CM615k3pdfl4/XA9e5FLe3X6lb0W1IO/pgLnsZwoXz+w75B7lk7Q+83Fp26p/oL49R4S6GNp/Huunc/iyfBwlPjnjUcQ6+7rbIi3t7Y48lkJMF0ol1vkPz1/PntWu5DKxI+Gou60XA5eRee7uQ3Wci1aVTId/Vz+ep937nXJeDp8UmzugbmcTMcDfo1EBnah4o13+QEP/B+GpRrzoxRr2TCWNbIODb0CRQg9RjgzRrkBo8E3Q2Hl0/Qh7INMlpnirwkKjqSrtAtvYJ0sxyiLN4izxqVKz6QPK/K1fgryrRixrHWYIqXh0PUzOAY9dJFwuKnFJPGQ1LprAwOj8i1g7u/iMs+mxkqdiNNGUgMuZc7ii8OlEczuBPrJvFjLN0TdLmAGqKGTlpWxe8GpXTBcetNlom4hrSwnlK+qMfR6FnL0eXS/iW2kUn5sOpjDANUFzocI+Gh1tsDHVt1WG3R+ErjmJSH5HO/fFo2e7GjFh+mLoO+KcoR3TN5ot76vd/G+j7ZdR65ODE8Tuvu/0gZQaOO+syQd8CHGcMTNL1dPT93yteG2EO95Adv95D9RyVLH/jqH08nD4ui42DLy2mm/70oKxAaRt/Q7JpfC+e9y40bxaQhAOCKVyYHheWUn7c7u42n94ROuulIo37qVFvpuhTRYMEf6lai4tAUrwy1fROA6dpDyyRdYSQPSOokVBpCVLkEMd6y3LQuvbwNp9DKMi5YXB6sdAD1vhlx3emyTReC18pL6yEJ15eKJ+iZ6FK3M+EwS3W1pK3uN6kLksUzeRCFuhtL7RCFkE4enttKc7/p/V+HxyTPHj3plZxC2+nKvdQBC6/quoIg3HTKn9JmrotLc9PJNBkvGyye+0V7ThKSk107veWqMARavsoTUuZfJ+7m8gKtTMyNhNVRqRN1cmuu44TEXSZBv6Z0I5Wp24nhjgMYh7GE1E+NraEesdSxG1qy4hE3GwtxGFrUcJepj3071RblsBKcXmvwgoC+lb/hp/Zv58cfe0BeJivcZRQ+0uWr5Ai9lRx76kMpS447kzrVtFpfcthKdAgXw4YcwuvwzXiUdB5RuLsCjqYHpnfJVKfDGmWi/BBQhb3smtQh3Q5h2Yd7jx5hSTtImEi5lzJkJkBcWk9E5tBTpZfeiEt5jgCUExEukE+S9e2mKmccwjL3/TpH0idzC2wy6N/0pjfB6173Orj66qvhfve7H8t72cteBmfOnFE097rXveChD30oAAD8+Z//Ofzpn/4py7/Tne4Ej3nMYzZoQwwkMztBOtCLCFQG2D7MokXIBjneduCAV2orzJYyYeADqJc70aIJiTEd8aYLFRVUHMqkPeCF9ZEHR1Z5eIAYq1RGtHigxr3lX2/JpFtu0iHRmkEoL8mvyWj/kPKIdG/hYM1Ike4svQ48VL5TDmVoG9cTM1yxeTTOcKYWxrP0L7b0abhlQKUGtODHjHOlDzfAlXEu42wzXv0aASBRX/8yoycqh8lArscqvETqUfuHTxnoxQDPRjJUt+FuYDJjc2w8y2oNRVPcNYQeP6yGiqgDsUAI66joobtanbhTeWx0HSDJywsXu22ZoSwNY2L4RwutqpM3j9Iho5sbRrlr9ya8sHUGaLXA/fHlsGXHoV8xZOiysn5Xkyw/daq34GnItfF4GzScMqbQRZ5bFjGUYim8WWY5dk3qOeRtpM/wrzUrgcxGZjnAyMv5veU9vpS7jaP/S8Vzv2PUZUR2x2F+85h98AFm4tMHNYRGhU7BxNhbYJVBf8MNN8A111wDb37zm+HNb34z/OzP/ix83dd9HcP5jd/4DXjnO9/Z7ne7Hfzqr/4qfPM3f3Mz6H/lV34F/sN/+A/w8Ic/vOH9o3/0jzYa9CPANfURQn4gD8MrflctjAeZt4YfmZQ8HlwUloVLBEadMibSMCQXAW/qhmPrgPx5adeBQdyMe5GfgBheFLsbVhjpa46EYnSlBmRNkJYHwpimJZHCs1nBS5c8U8efNuq5Gr3c1kxi8SXy0dGP8edsq0j58oPRmHoavNuN7EfdEK2JiGgY9ZpffV1v7XzTTsrKIAx4LEaXVS5eHamkIekmhRcKsaSsbIFi4tWySKM0tX6BINtA70DzdiJmGCsXr0/KVz4ashzsoTf0J2yJCYAuusOicUBESKn+NfohWHVGdah9jdQVknYgZWd9kDwqXaY1jldcuqvO8eiQZNctl9cxa72lWhuKp1l3Vr8CtoRR6ZqUtrOuO9oTEpjFGd+TRHlPu63Fh9WzasfeHpSuQlJ8fD3b8zsoj5Rj5jmy3DI6Olu8GK3Z/r0k8vPuztt+QpFgmM9vquOboG/Ng012/y/vvvcPeTlexU6EsmtNF9i85rCkSV16+aCl07qIwXjmA1hl0L///e+H7/qu74Iv/dIvhcVxc/mP//E/svuXvexl8Ku/+qvw5Cc/maVfccUV8Cu/8iurlL3NAZdRoAcCaRxhJpDjtuPaSDuynSZ0ki5MU+VoO9sp1m/kPqN0cCLjYPuny1U42HFWnfqaeee3F059m1vHAGaEGppnvTGJ3mBYNPVNgfmWALVcGa4AKy6IdJKm+Ao86X5T+QIZ6NQMI2c/sPFq04zcbxhvMGanark6xWOzSrHYmsxEJq5uXIC8B8hGRnPVIbIReKQcVmauG4O2K+/QFZlWXp3k9CJlPR5brEgatjMNYA1YNLqOuk5lkkMSpaQab7Re2+RZH7li1JW3Hswdp5St6YgAuOtyuiFt77ZT/fhbBMiTdTU3B5OAuXNvuTxRGqgmSy8zlvGF7s4347iUY+fxC94eVFclTN2sYO4wUMvcrysdEFypP0JqEWuw1V0U+YfSc97GEJD3UNkbASviDYC1w0/vgaR5Qw9zYSF9g+q/JO0WQ3lZ5XTxiLKcn3Z18hZUs+5Ang4j3kvKvUXqXRe+djuX+pFuOeQVnrer3sueVF6emXelDA59KgNAe64WyNFu8sFmCfqHsQl2QE+Jbc4/uBPtvuRnA1KvWEyFzprfsHCju/vy9fXhYJVB/6hHPWq1gOuuuw4e9KAHwed93uex9Jtvvhle+tKXwoUXXghXXnkl3O1ud1vNGwAg/AD1tvKdr+IDt5rNfv0bXWsaLItAS8N6SoIGLcOT6seMWrD5I8zhAeZTnaHYHqYrDvTZZ+fUQ7TgoG4xpn99mWQkLXXBsfgueYBQI3yjkQsJLM960jRVBkO3jH0AAGcRYBn7chBa437T3loK+Ygi1CXw8cuaYax0MetM+cNbPvXCsPaN0GY1dtwF8m6c5b+uoA7ytG8OjH5mZBKdKJ1ykxHuN+7ioOuT/0R4WOe9fD8yFGm9EhoVlnMGxGKh7cjStqSLKctFiS502K5urVvue85CaYI04Me6WwazDGnphrHMWMSINhYkFk3pB9iMp94n6S593yX09VayGg/Cl9FBKVtN6HUs29w2bHsfNnfmybOv3noZb4OsIQXkvfJ/t+47tWVASzmeKTaLp2RGxjktECmXGiINHlY6kkw9fft7xtZwXfd07DJ2AbP8anodzq38HJ4yc7XpsdAX/3UDaylz465GucGlDGULVF/5XBPNWs95eHa1/Y2ApV9HhKSnkPl8fgdfczsxeP/73w8vetGL4KlPfarKe8tb3gL/9t/+W3jmM58J97nPfeDf//t/H/K65ZZb4MyZM+wHAL0XmL8Vk8rBAbvxZvxSkLeNLwgeAR9aRzBJx2ikvpKGIM+WTemv+SWptykPYlkB/05PZYiEEW+rYC4N+mVBmWcUnrbHdLqHK8phtYXCDerbKi+t06AJNL6BZ/IN0sx+kww8mTYZ0hKcx6HSNfrk52PJt3Q29Go49K+8bpNFWQSQcqDBr0V7sXwLVR1K8y91vsjTOo+ut23uato8vXZZdNhqj6Ukp/XmgHrEaZ7VV1peYn99AY55TNra55FI2Yy+BiRPCEEUeYVfMPqC7Jcqwo26z+WQ3U/pGtWr0QfcR5vW06Tfq1Qj3/M2YX/DcWXU1lJYUnlx/TtiiW4zw545pVh5Zn9Cfh/wGqXL6DJWOqXi8vWgxjE4h/w4dQxfN3uwRPJvG1T4IEL+iyTQEjrazHaCjXCiBv3P/dzPAQDA13/917P0hz3sYfCOd7wDXvGKV8Af//Efw3/7b/8Nvvu7vxte8YpXuLyuvfZauOyyy9rvvve971gBxLxLeqjfIRcI4jRVfrLqBjlbT8mtO+r1t1T5loWVISHwcJjW6aaebkNdMNCdhpp0cFaFu1ynKztt1jJgTSOWlEmNyGjXScMXrlemkY3ZpWYRbRWlW0WXbei1haT3FnYIQk8Qcr36EngIapTSRvPgHgCkEcB4yEdOGs/VGJZ6NmNK8jaM9jqpI2gjjhiIWg4xZK1FRMsUBqeU3/Kg57l6FkNzxnDF/od3S1rmXk9W6MbbJ3RdZdx8ChaOAmr4tuu4LipOvUa50Gv8ep4KhYpUP1D9lLJTjw/p36rMIPqk4pUYLl1g2HJIl7RwgnuwdMCYxwzfGTmWvpVWyTLa15oN1fBKZch294ZPJ91KWyq+wVvKrFSmSY7YaExZGBnaNtesHzoSJa0rGbrffISzEByAtnvfWgkhz9UL9PjzljZAKtQu0UmOeydq0F933XXwVV/1Vcqd5qEPfSjc9a53bfdf/dVfDVdeeSW8+MUvdnldc801cNNNN7XfjTfeeGJ6uzC7QNjT8E8LtnCc6rfGULd0m+lNG2ha+NCRfsup/BsZ960ubby8kKgyJ8ohgdZPpIPJG22jfijTqZ9GY43EFg3a9TJaVLD7WrckfQnKpOgtPCkHdJmU8UxnD5oe3ysVrBnSMtSXsXHacWlmDmnp7g6izAtwAQovmw+i99IZuLEu8Yh+kYEpjfXwhRPFA4MGd2E5mcx6vexALRaw1AkAMGOXlbfrU/zvitGRcdo14dFIqRy6wGBvJohOKOha/nxZc/fvOnoLo2qUS/m2wZzMawmLVXZyr2L3N55A2lnLi/dJxGLCRwX61qXTB/yse+CPqDkEiHpXC2rrXrhr+EaqvudDkh1fT+pQ915mFgKePpGO5rTi8jaMdYI/u1gY6ZV1Q1icDhUZ8TV/IQa4l78krkFPX6D+h0iMePYr6WjIQWxGPzTjP9Ja8+iHTFk9Fwb8bDixOPSvec1r4PWvfz38+I//+BT+ZZddBu95z3vc/NOnT8Pp06d1Bt1NvY195jsMRjOAgV9VTGx/D2fxm3j6UvsnUEc8loG/fqIr8Yg30k6c/PpAofQw+k3qaZ2oj0Tux7Mef4t3Tk+ymS2/c/OLqMZQVE9lKNIrzYg/AukcRjoSHZFkynZCsJuNyjPE+Ho59SDLbrgPaAdQI03WldGEuj6h+IBWmVhdJglu6unlPvtFpl6fkMwHUpARgUa/tPQFgPrRmPpwld4jqKganQ/94JTwi/AYCHwkSST6CytbdaytyFb5pPhC08Mr9qgyuXpzGvuYNXX/1PpRHiBql/rCn/GrvMrzhkmHhbQfgV4f9kendv4YaCSdIPwlVv93S187koxkU3W0R1H5AS7hJRjTW/sx9HjlstIhzoyko/gJeSj94QdT6gTfdk+HImMoA9K3JB/2VzxzM8NVG6rl1FDpjSEfKg30vN7XV/AWZYho2jRm8Kry88ejVnkjf30k/UHnVS39Po7kOdBY3WmmG+BYPgarrUTHNRrhptLa0wuCLm1FkJ1TNJbCtUo/Bye2Q3/dddfBFVdcAQ972MNU3t/8zd+w+xtvvBFuuOEGePCDH7xaDj959CR/KwAB+s6j89sKdHeVuYdM8lT0E3Sm/n7d9FNpJ/mO6pvhaeAn4ZqCIHwjELULK7fm292kAr5Kl6A8ZnsQ+YzM4I+g3WxqurvdgxN4RvnDtwEBTxR/PX6yGDPVZdEonD5Ydvrk4yK/V28GRD7LIju8chc/80mKDgodsnqK+AajFHGjqbvaJii8AUjdMf/FlifKR9L7pZHHaGh+nVZ7GTxZSMpAd+blbr/lfz4D8XCR7GuGJNx5CN8Oyagvei/6ES1X9GbIKWtnYdFqlw9qfss3F5auvC5E2cTzNLNDTp+Bqje7N96IWDwUT6k3QexyLDxdfmckJ+nJLBuAPdyaOopnHwWeme7xDmTqawynlMwP7fRC7dW/3skm8kxKKI/LyMcdxX9ld51QQksv17UMWKgDO8R7Xv2SemP2ygGJwKod+ve85z3wO7/zO+3+ta99LVx44YXwiZ/4ifDZn/3ZLf1DH/oQXH/99fB93/d9Jp/HPvaxcPXVV8NVV10F73vf++AnfuIn4EEPehA87WlP21iMDOGJsXtCDt24bdVkQqTrhnCXSRpxKTm79gIQAZCeaJvG8uls5p3MCmC6pZghMK3Z0TpJFwH625hkrnAT8TtXspjeNn2OTOPk1UOrTLmZdyjTy1PpjhwzvKUoE91aammD8tV6pRGC6HtadjQharxkyRHpdWYc7fC7W0tUV9j/RFkhkqkvcashSE5j7TIRzB30RAtJhRWktrub0+pprjSvuoTkXemS70bXSUUXjcfC7hXd2CmyFhR+1f2j4vk7z91Ii052zV0AwX8rcBsCQq9v6BFvdEjLjBwd1sTYit38Gv0m2sWvxmPbzUTo/YLh9WCXtW1p9Jx6jyKP6pUfTRHxBkj7AUCNu97CUTptpyLeGI+z1p+aiSB2yHkdm+Uof1N0T9tAlhd4u1p605pnQ5McZrHgGkMYHf4qrTw3oNWBkLEkHl7UwrPKzvQ02iHztodGGe14lI6l8NbJsXn4zISaXw17Ge3b+zkACAvsMg/jccrhNhES7kgcmxzCcsEEO0iw4FL0znIWXGCX6rO1lPREZC69AbDPp3loK2FhIRWenj3V++OWiDYWrLKA/+Zv/gauv/56uP766+Grvuqr4J3vfCdcf/318NrXvpbhveENb4BHPepR8A3f8A0mn1e+8pVw5ZVXwu/93u/BjTfeCD/0Qz8Er371q+Hiiy/eXpKTBm9nfOtOeShr6cbe9K4+qh/7cHV61WeU85D4s+UZ8Zvho7YcSP3Q9ox4S/ZuXp0Mgzcfro86Gv7nSNKVgmOnyzqDmG8DHD2itxSeHHqvt65sPArmI0P4yL+Ml1DRwvFoxM57NTyH9A0kbuL0lJ/a5TdkeXKUDonXiWxWuWvu8qd4daLyaBLHI7ve7ksxJZMY/KQN6O6u6+euylj4NfOGLBJlG1Qe9JbKIbv6/ZExdB0VD+WONSk3yTfZtfYg9WA9hpVP0030YYZbeZE+QXQyda0y6JsOuhMvhVDz0nr0hVw1PKDM6/je4yx10H72msa69x4hj8Z9uRncV31mZAx1sZ4BC9fR0wKvL0affI7Stf7xAxTpNvOpq8+X7sLPPMTy49mq+9LucidQH2aJP5EsS2t6R3gzW3JyEAIATHI5dZ7AmTNn4LLLLoN3v/oL4NKLT+xTgNUwd5jUxirfelBVkbn5oCu2Cz/QXe1u+/jTdbUb8PN21AFAxY63+Ec4o7yqj0JJtuyQBsB841FpVPrO5mN9SyJ1SR6e0FGlO/xYuiCUseoVL/GX8lI6BPdgFMnaeqI4NC48E4kaV+D3mPJo5rf7ylduH+VwUYIXp8tlEtMa4dV2GYneLK1dF3OJls/SLRUzzdA3EX25bLJbq9IEfhK0ki+NNy74VjOztmmPzc9lWXIS0a3mJ9B12ExUIrvKSbLOidwk5Vn1VK6TLCPDy7i7VPOqrr3sdHc8qbIb5apyRX3o/C4rEX4ASIZgbDJqf6K7xrvWz7ic/ohr3U16wlvpbZSDDiHePaunWse1vkVZKn6td3rPywCEN9VX5nvppC6ZDH2fHP3okCvTtSyDtyszDXglR88eBb73kVTiyyehbxI0iQy5hKb9B01qTdkVzASpDL87wn9XcyDhjtDs4CzcCjs8CzvYwQ5uzakp5+zgo0WnHezSrYXnDlLJr3kp7QCqhFS0TbuuedmhT5B6Jdb7+rC1e1rDtdJrqT8CN910E1x66aUQwYlGuflYBDc6zdooNRaYEXVmmxAhLaf0b0YfJPKGuDgd7WcuMs4Ev0Amj4bj7C9Q+pC3kdd25DVfM7wmo7G2UwI5Jq7DwyoHTUew+xDCnA9+rRdLDgurgHb0G3WvWdk7/uJeqKBekhk4nCDxW6mHGSmn4iZd1d7uKgKJ4kJxU+MFcme35snoOggtWg+NWKKFdrxhlJWGB2x3PIzUgwZvubs944/PmCYwd+eRmDJFBn2jQGWpkJtYuxzRcQnqbVDeXufFn9rxm58uY4QKRH9w2o/kmTvyRhkiWRbIF4LtjYa4bvqI/uoO3R79QO8Z/3g1DIi2kvdg3gOAqk/DP98Y5i2QbxJr/7H0V7QAsBhtq4ZcR9aIdzQE27ycnXykHumaYsHYyz3aU0dXaqFNfJfdwmmRbki0mxqeMtdxPXQKS3m4RjUPp83noo981XgC5vf5b9DPuMFs/YVD7VZ9+4eUKv78tHFO+YGj/6TuRJ+p8q6po5HxWiBN4k3xC9xwasz8pNxVyNATLhzWy60LCtf4dY16I32V+43B2xuZpYE9pJ8pg2WMI78fhbSsiKPZzpgkw64sm0KEkJxyv6FZxG0kJxBDWPHxjabIAJYfFipoZeDhGhUfghd9JMvCauJYPw6JhdD0DG3qHbbWuD4kWC441GirfuMZl9JlPI8nCw3ZMoK2gc6P1gn9yNfWLegz0NtAubQECxGkeogyxkO0ZZza9LVeKf4i9ISBsW/1HduNSOrEwRp6Zgzf0f1qPGuIr7hi+DQ9QkfpzlA9M8yOZEQ0jc7LQ9+FJtN5Djg9Xo3HvbnfJMMwb9TVqF8UbedRw1RyvYGEugRA6PHryUe1Jld6fxhT/A5g0OPJ/bKAFb/9dI4j9UT8tquSn+QqXzKb1H0Gf6Akf5u/ht9AR6u89adY0Lxg9DNFY88z5KVKKxFcObQcQj9TbxDpTv24I7HQg/UFVRxOR3UA+7brbZTfQHUTrKZ3ihnyVEVLSkx7/WnhMjpiJFv8meEk6Y18t9tWA7wboFxfqh815gx+rBz24gMNPPUmwcTvNGZ3QY5jLX64Yd0FWN3eM6q9fN51EvvbZKg6M/ShBjLaRj/N17LFBXkLYa2lGw6V4w2BQlg0EnJI5pBD8xmPwWOv76XBL/qgIEZDticDxXX7ay2qTR36vVmtUV0zWqssOt17LPlC1ymTQe/Vg/xFvIGlaw3VFEPmHneYQfZH8Io6Kfdmtwx+JJi2fBodx5aPiYSwRC6RNQbhhJZk9tDpRQa/iiawKC+G89+gP0m4DU6Rtdx0NvFGXO+ag9I9aKWLTdT5lD42Lt9Fn+AX5btGfZHjhZxEhLFbzAqXmZzBIvCYugp8vnixdLN0MtK98o30QPDf5cqtSg9Put+o8oCWOdPdrTExdK0x8FX+YCeSdnG1q6+NMOVCQ/gicYWxQlb2eUHkLSLPtQoknmf0djw06sDG4zvt+QKyG4ujDmMleRX+7E0HszyI0Sd3/ckiAwm/3EWJAWi5NrE6EroEbit2mQAsoz9888AMeKceJEnFB+A6Yr3vbkBu1wjKp/gyOvmoFj5YdRrslAdGnyVXPU6if1rlsB7z4b0QZC26reHFLJ81DM7IBP8tgaw3GSaTydfi3WnU0mNx0j38nB6HsMx5thK53Dqv10fsnuP1qO54M5pQ6Mewi7rOGJYf58xIZ8iaCTJCB+SVtt/RoD8UIALgqfi3qRNU4/OU+q3ihwDrotdkmlUG/oLzixxEGJ0ay/zfXZmDk2fpQsIz7kf++SPeKn3pEWqkrFKmUE8zzxotJxcVVpvX/iD7kFVel17OBs4AZLrWCCN+5kTZlWDu0stxeYv7TcBP+ckz/CBvdAptxFP4i3cg7jekHJHfPStvgMdpfL93boCvM5JDeZWnXOBIWdFiZiiI1ymN/W8tHDiOrXfTn5QhNHJN+RZuxvMNfa1r08XRnRqOdbHQ6aIhk/cbbaxrVxtOL+oUkvIdV4+e7KvWvZRj3FsjPRadIzzTGEftDekb7bx+Te9KcIZ7g2fvCxrW8cY8lVn4YE9LlVk0ZI/86L3eURcA1iKg8ZYBBgz+izDaNQ51o8k01Biv9wizG67Ohmf0IGyA89+gpzuxh/jtpcvoF8kdyHb5rfCdH+kzIsBRGExDyenyDXzyR2001Y5+fqJqK5qBfDOPll/wG5XHTLd4QdfN5KGTWWIrLxrpJE32GZYuy+zpQ0WgrbdHZ117YDSBmebqBhC634CBh+S+ueAYu8D13tJVub34dEjxm/6+UW/h1e5k4ckm7U0uym8ZmBKvyESVJ94MUNlk993UyQDpHy55R00ujUfJR318y8DTMd6l50NC0mkl3S02e0PhISVWF+zS6yOebDYUCOMejEe5/nXKxj7AFUOK+ms8i7IcVvuqe2fh1cukaXofqHRCH6fu3aHXcGsb6R6lW/Qj3WZ59HRkdTDSsf9srEiWbP+ej+yvD0j+1Xm5+lHgiv9QpzNc7KWjZWW4reNmfK/MVNNRKM4ZOO8Neu8D060/v6seAEwDfMIQd0DGma9uJNNl2LKgWaMvK+8KPdTjDYOFhNDNE1ZnHsdg7h8nG0NsxHtknFvTWetzHo2lvzP8m8a7ky71RLTfJngLAmvmlvym6gF1muIlSEDqDsZ7cMHSqZrhved+o3TSO8AyUoZnCCvjW7i/KEMw2jknellxzFFdUHm1DBNvCNgus43OoS9w2hwHsnxWNBso86Kx878R3Ig31HWDtTNZ/MjvCKxyBmnmB7JKQX+3nOqlDR97kYhW36O0apFostH04pniiyBDHl2gGcND9AGuqZsaqrSRLO/RvJdvHEayk1n3Nt04co+nqwXhlDDBN9RhJe8RLz8v3pVHB6ebyX5tSc92W9/iTsMel5rGXW96bv4QtvPmRn/jXo18JDyQLgYs3Zfgfhuc9wb9oSG7eBjhHYNfPPxNAmJ3H5G/ldFvZBmm9UNc4XePoHz9Q95LL0+kD9XBQRvKpHUZucsMXH1sOoh9973wloHbj+nyU2ksvafdb0oZLYvW9KEXPLw6WkQ6guEyY5TXxLOMdIkj9TSs1Wj2tIphuUUO3G9c/hFu4x0Yy8wgSADLrqVhoAOif3o198OP8agx3T48DMvTFwI0pCaLFrPazUW47ThhNH3XHgAkCxNs5alzLX0zQHi0Mq3XWS9IUnk8V7gqKV4SCWCRri+eu5RykZGykrrO911+5C6DaPH1y7egZdTGO/uavuMvAyMZQddj5GJk8eh4ghYrnqwbmza8rwsDE2+8oOmyjd1+NOqk8ramDYO3KxPBbbORMW267GAcwhLAdVRpebH7TXWtiT+Z7S44p6C72pwiJnx3v1nIpt78oVVC5tSGKPtga5r30aA/BIQ779t234UAzXMFJKXfrIEPdWRz+i2yX91xHsa2p/qMFNjbFQd8Hqx81ihl5ZXrWo+m3IgnGPyw08zqYKV77RXumsuiOTzN2UCkR/qrNCF3PAtqGnk9mqlNC2CAI/PoTq5HD7VqjB12JNcVPZIJRaZTRm2s+rrT3W61iGD6a+PXd+1wDChr2EBuaIO8DvjOgnKZaXoZaTRBuGNYhrFc6/I0b5d87S69bOqZhRXwBZxi6csLP/5V/SSmDYf9wVuNKAZ+4+3UK4Css8nHH+22cIeJYKiz+pd770wLisAaJsGqC6EP1UU+g4SHmx7pN8krohsOd+ZgR2mjj12J84t46cZwElLMnEwfYeR5NTylGvixLwlCA7/s3Ls1sreNmOEOYNDjnr/9wXZ9oS4isiOs1IE+ae2JW8FH6rSS1jXoTNwJQ12VYwKvjYScZuyKY9WbIcPQo/P2eHofpUq9DVpDFm/XAS+aRmcDyoelA+jqs+oDtH7R6D9Ko7pSPHPmEjiKBnSZZL7SJy6GWS4Hp6vozBTMAOq7tiHvqmZkkFU+7G+XyZpTuffUi2RWs41Hd2SpkrHR1fWlC4euJ9eX7p57jPxda+PS6CMzIHdsRduyoSfxeqr0zuKosTAfCQOv0qu3EEZ/Q06n6gGrbrZ8JdzgE5LJZwv4bnogptMrnGTi+sAXhuYQBbJ+fZ28dH1vLSbs+PvD+pRDuMC39nFmdPbS5RRCr2PeeqwfPW5Zf2R4SLi5dJjx7Hzb/QbZT7Y811MZ8g6O7D3C6aantfkWORPJ1RjszLpdN4AxOP8N+jWhJTefsrofJLTDUU65qniwT3nQcpcZdCJELS+A7vIz0GmhrjiR/LHcHuYzcsXZ4kpDou1Yo96Ww6gM15wEg5CdkVuNwpU8Cp58U+GN5MpdxpEz4zJjyVF4aPNS98BprHw5ixrVwMtg0DQ3Sr5L2VVKGlcBd0lRIHkjN+Z4HgB18QiN3dWnyEKIRyP39IUHNfzjndxOzBcLFr2M6sJcQYiuSHRAwVvpJtyIEHp5K63mEdSJVzziBiTfnPhRhYQBT3kxPGAG78yuu8Ij7YyYXVqULtY1ELcf5HXadGOPoXDvMXhRXB11JQqrmQS94Skn+/2sCxToNrdCUyoai5coU7TzbfEcfBpE8OyFjDkEG3p5vGf09ohGZbVCWOayDKLXRHpC3SWPMBYXo54dW/9qvh2vFt4KQdnwcQHqf+9rLksclWEM579Bvw8gQOwqE/z2qHSthydjLR/czIPGZZ8/NRb9p5fxlh8ee/wm9WZvArTsVNt1i5yBW1JS5S0Pa6STO8Kh8UFqmYY9A9o1wK30aiQ7cpHgmeW1DGYPT+g6s1Pf0jiroUzLAJfXRhMp9QY4XCbfnVa774w5aFzHUG9pJp+BoawMRgdXnA7rGksqBOSMkV7+MAMW2OJjvT+9EMF2rOUbkJJO9EFWhqJj6DoyUoC74HSjPfHyT4DpglOunRGnpPc4+yoqD3OL8g3hGf96TQdu3WHj5Rv3Uo5aHJeyefR0ITMEtw614pZRK++j4aENS3JcUUnJSKvt4dAaiwgT1zOadbKfHvCexW/p6JiiDk2nnfhY1ilBzzPFMteaCJqvfer+8t0YL5qUCucx6qsBH5bQLNd40BhNSlY5PtaBGqVrfzD6zYHtprOR51DHFfWwhsZHUnxd9xhX75FcjZO8EY/RG7RNrF+uZI5qOOCLRpFIgsHPLYOpG7I/qkBmuqWLRLHK4dQZ5eF1HYtWJshyu/UgaFyehj4eTqiblWYYG8oAEv7na4YHadRbtFjxiD6i+qS+yrVE4Sb+Vy1CNJ65U291PwOPdjWNCxpoWSU+5PJVY9MqvxbUb7kPvczkPHR9iXzz8dV6Kzksk75J0em17rxHXOlByqDljuO1d9DfVYyMb6R45vNotenEdUsL6pbJ5jv4ka6yrrCkqUfRGlJB10lvL/sDXS5nblii9FaGN+x6vD1dAPTQzK+1BiPj1dU5xqDcXZ65q4/oq+bkxFigSwkjWo2YNymXCOjCRGnuVcQKOBr0WwHxRN15PDed1XyVm8xcB+GHOk3QrDkxF3sUnr35RdFwWBlMReI6oW2seA/cbNxINNGbAWPqCf30rbQVu/oz7jcIuo7CtwQTci399j5RFnX+4L21V12uDGvnrOartwbJj2xT8y3jDEEfTiVdUrzdVOS71vHO/zo8ugPv7yYb+lRdFxlNpzYpNVYPt6vv60Tly3qtSvH6oe4jY+hvSxB5m6yjL7JHbxao0ci6fzKvFQ/DtYe1s9pRJ/1U8ZL69XZW7j2GjvrxtmjE/aBOR8awHCa6ruKtgXRdMmXp9nKnCHlvDc8GXtfHTp+RFaVHvD1nkNgVxuMXO6JgwfFyZxxshrvyiZ4mS7iqXfql5FadqhHPJ4+GH3oHeB/0lp64zn7XZdqP/HYAuEB8QuttVESEgV7bdEuANq/ZnqDqa6xDdpUhJ9RGRlq1kibdZ+oJtK4rjuTnlWkQEjNcENETbr16NI166vM+R8PyrFHdOV3WPZHWNKytgQEnZRYrVRnU0mCm7SLpF3ardDzRE2UFT9MK0KIZv5B+ZKh79IY//azRLbOo0R/yAGAGqxs6s+MBJr2gIHJNPGYAg6+PB3TBQtx+mIE/Co+J3BCW+mBNr4ajXNQ0HnMjqbX4UD70A0O604wXSsoAjgz9cBFADXJpfA54ejvZgpf1yLtyrIWBWpzoBcEohKWSY90ruTrNGl5mjFpvJlGejg6et3C3hm/LZaoOlWYZPaPdSPPSi/npLkSivOj5arQO3Sg85siQlyfAjgANGh79xl5WcD/60fJD58X4Ppz3Bn2Cspvt/GhX2O+3AaZYrpTnlXPWvWZKh5hGR8kZlRuDER7bCMPdjSgKobeMTQvXwbHdWIiyrc94vA39GS1Nl/oYtBY/o32Sx4umSfmea44pE5k8VRfsWRJFp+lhGiUEu05kv7Ta6xDuN6N7ySPEKZOv9UgwIyLpNCT3zL+a4Ju8IrD562bRJ25yuspL6uXLRFlG2XTsJlkoYBvCwWIkSJ8JY4ks3zCasfNB0s72EJPE33w9vUvv1YnqG1U1amjLXW5qGBsRb2ieSA5GWLCMR36TRJ36YBnvVIb5psGo85lHml7nZ0GeAxA8f6JcoTAHbNqx0e6le7q49MG4OM8LNS+R6zmfjPoEGldEYlDNscMLNowRB/2f7Dkqwo2QYpdIzKUMxddY8xnDBdOY5ykMP5CcYgKAyT+cZTN4ht5ut5qV/FgTUwJIE/pKHRIApLNDmuoHj2k3rhZqjLtl63okTIA7gymbQZ3yUZy0K9ccL5XXfTb9EvNOCAC6DHUhkvuJLpPJs+qaBD/aX1se/fYg5fZlfKAUM/G0JpuWgeCxsiVRXWUgSmQiRSzFl0YjAtA2W8R90zHZ90wPyh+JTnRCR64XU8nSG6xmc0WqPi3TMDXfTGyqpC4bQPOAYjgkYRJR3oIvYIK0wz7xe/6gla7sEuduU5+7okxCQEyQUhHY/minjI5XeRN+HmCXAQCNvvGiZcBSVwceUg8GpB3yPfTmTam8KU2lagLrJtX+UYih1werY0mGCbD0Ew8PeDOWv6QPJgCErCvLk2yw5BEZVCa7bhjJLHfWHUi7piIb9SPUMOp9Ko91LEvxIUOB1NeSY8sGPaQovnK4qqWS+uj2QqMMki5MN3QBMIZPQ++a7slqj6FFYxBiKY0Fuo6oXjnTokQsY5Bjs1j6V10oWNyxFhDtfMqFm/NLGRnPEswFEuxKeZY831e7ANF+TgNAKN/KhbbaPM/zfof+nAACjF17Vrq+hPIcWSsg73ZTN5nJpkYAdVJtUKZE/OHTzKm2U77xJKxmGIKyngbr8ArkhP71EW+My7ApvGVUJ843Aua3DbOuOWtdeGZDXUq82RNlw75AeQkDa+h+E/BFiIuEYMTDA7MtmihJ32aJJPKqu4oziEe7uNT1RJ7mynzek8uHud9QvMkQmyh0mGm+zgegu5YkqKfiYpUBpS2M0Jvu9cJ3wDvvWh+kXAjkOolraHpUHmHoT1osWfcA0H2qJ+mrep7rTXOtqK5Bdnshk22wgSCqjeG+wfgqdxmiDytr0o/s0KVI66KeUbFjL9/ASH949R2AbE9Dp6nuXPuKkG/RWi8YXTw5TDv62WlGX8A4hKWX7uln0qBPU91+bH6+Y0nd/45Oko0tiBqkMrZHMCEgW/xpP/oFTzFe3a8eQO7i87CVntDqZ2/pNjkfOnA06CchcutRri/7hrtE77eSH6HVp8WuaHpKO4C8czWjG4I7QlDlq+6xgjGfkT4jPdz3i35eHN5yJT/LnSbiZY2uFq45CjujM7Z/+rW12LFmCmumsnSWfGZgzeAnm8NKm5k9W54wOAAAwDHgFJ9Ca/l9A0mXOire0qjrhisqPr5hyYwtZpC6JIwvmvVJdfPKM0zmmQjMcERiQHYdjA89G74tr7cdSaftQ2Uhldu7oIrcQnhmPH0dLhaQFbtccLktn7lVyfKTxYpqU7KQYG/AOB87Mo/V/+lQYZWN9HfOzCwXkwUcB1T5uXEt2LqPNxjtIiEaDps+Hl4gP9RLXLuGdvkn4rFGh5E+M+kzeSO9fT3pZ6wWDg54eC41Wj8UVFaL6ig+hBoXhrPuM97xh70S7gAGPZ7AbzsMT41thuUGmdQIbr/5JrRDY66UO6JBIGUdlG9o1BeGs4sDh1zrz3UK6yKga/kOhOEtw7LM0bh6R+lo4KlxCptYVwcEuxzKeDfwZJq3AJkBTw8XN7gHo+pGrI1dxAyO4c1wpQ+7bdTLnUqpr78WJTuYVpdguhp42HVg5XBktfzafaJvAlxdHPZA+Rt8pK5oGY7jnfJQJQTQRi/n6+98+20V7aTLD3Y7OHUg9TYePakX01HiOsbu8LFQ90nnh+We59X1ozdGxJmhjna5RnjtWxRrmGMpqeMyRB0m1dXFmh4cHa30Oox7vC0IdXE7QjCnevwG+ZRrxD3qm71efGMZDS6IOnwlpa+RcOTDh4BQI+Oo0JdDzeM6tOD896Hf4I4Swsh/fF/2CGCto7JP9Hrf+dzmovy7OX9/6W6S/eEHdJUmwbCu6C519ukPnJjryOD4/qeld240/fAR2mmzniwmh/v+028t9PcH2N9bWvrRehS6JSx+eCtobD/+ooOjt6qTWtYRb2bBEt7etwS48LqNvjmgsGDpM9RwROJnj8TvPhGaRHQqA6b1fUXTp/ylNJBYnQECvy9FAFol4BSpVhf7VCLlREKfKH6Aq3VPdZDgWVi8P6v/OQLAjkwoS/HbTUWG58u55DwseMnThcpuvFOrO8SsR9o5cojegABph82or/70CNB961OuAFpOVqY9AQEg1QVSkZloOUqdpFp31RgsTsSIVddswI18ZbG0c5aRSl/S3xdoGgj96xte868HgOT7swM4eQFdlRHJb31xqEMCQGTDDUKCHeG9FM9mjz6RB8p6NpdSxtTu+XsyBGht7JXP9nu36fJwQsuuuyhtf0/vJgM4PeIcHoAeIikPa9izeJjpWOqxPA5anyxA8q/DkjVMI1FMTYdF/oIISfjZ1xCXu1Yea6HWv9HYWa5HkJ/7XZmvXF/7xi1/p5Y3XRaGX3fb87O9lHo+C829BxMkz9YxoPPbYP8JuAPs0B8YZn3l8RRsrj60fggHO5FW8prmsYKmGsCTcqZdcdoWgsTpldVPnXX4sPJ7sgqOpWu4449xGbyd9PbjZck0jh+/twOuXu9B4IOPWtU1vD36pnv5x9y9N9pQ7dbLe5Fm6STTFI0UTcqAVj7Js3g4ReH4yebp0VPVQrcLYycWAPpOtUOrfMYDPOzXKkqNozMYeP1NQlAXLs/Uf4SvGSseavfq6TRWfHvBVN+AVJcTUk5VDlo0ANV9TJXJziz3oZ8qsSiPX9+9+8Tx/+WOPkWW0XAUHXkDokNQ+q43dqz42ha6HAp3sIs+lKWGk5hf9ChadGuGAC/dxMNJPOD929KRp/m4Nu/xUCh5mFOHR2TKkHf+4Dhqq9hxpuZHu/Hlv8TndMuXnsakB8oTtaZ0Z97VbOgZ4JAGcDToFeD8T7lieL8xZB98w0XH1SkqAurfBD3VoT+hAY2SAQEu5R3xBINnINeDoRyrXjqEfvuqfiy+HHw3J+xlduVY+DytTbneQkglz/OmfxgeQ7HqwVJF1LcsuztbgIGDHMcy6hE0Lsg8Q4ZUZQLfdU8JH9dieLmGewDWIsLQkRnaVC8lihr3oMuDGo8a1q1bMFlE1xFQP3Aik3ePbrCa1eTVHV0gUNTRUAq0Sqz6EGUHkqZALEiAlCeQ738HoRcE/MkghjXaeVL3mcePpsv+E+2f0AWJ23bekN9+E/2IEY4NYT0Myn7Y76MhwCubWyWC2d6HqVlDuiWLk4T3Ms+aLWfKHcoPhI5McV8yj1zjc7dl8OCU1Gef3Dv2g8RlOro2nZbMtZyDo0G/FyCcdNSbg5wWi9gjqUxGFcnRa5Y4aouEyRNpp0+hpXrbCCTCThQNJ6iviYg1diScoKxtF19DLbssh0vjnCBr4bpvLdwd+YA3Cjxr0FQRbIxoOt5BXnJGkHSyjqxTaI1qjO8tueI+erRW4PciJY2LSRzyVPx92e6qMOKKAWtHtiE72J5fMvXBRnDxdCH0LnhMYx3wxMvH4rtHh3SdQ1D6YW1DUpaFR9kZgxehJ+eFuhAa2/jtEXTY/oJEAwDTb7voYUVRoXqsinjjGm0pHwTFHnEr9n3iNCsMXFnG0aPM5XJYgJdtkca2Y3zLYYy2f6RrpZ3RDcAYxpDgyuEX53jMpHsQ0VhRbBB69BqbDsMN6lHb5vgx4w9K4719j6bu0vcoN83ctw6ZwkKDCPSAKl/q2kmJwyYf+t/5nd+BG264AR796EfDAx7wAJb3mte8Bn7/93+fpZ0+fRq+9Vu/laXdeuut8LKXvQze/va3wxVXXAGPeMQjwD/qN4DQ4HNgJnb6oQARABwf/41+89mVU/BcFSe/LEQ6Mbj+7U0mQvMRS8Er/CZi6TgB7x6WssZW91wDxr7aqcaFdekrouNfD4tbtpC39A8HKM8lqS+hd1qw+OoTAkyZxvOHr7pXGhqPjDgs1gVDnu97HPvso27xBsPh0fC1N/FK2anHKpK6QIBcr7LuSplqep2NomDL8h6KUU/j4pu++kAes1LPtBgIfrczigcg8KnTbvFRpz6/NAa5rALFi+UVXgoSUcwgW6pvezGovRjmhT9iKq7iuf6xXCv2xZCRvPMfT1cbqC8y8zeuC4CEhWcWnP22sRTd8sPPhpLln4+MNwA/b6H2h5K5shyZvPqPd1976UM9qotOA07MeRKXvhZjxA90u9R6zFVLuJFyYHl+Wdz0wsfuqkVvg5eG0h6Gvp2ffDxTGRo6zoKp+I7PtVUeXix/+K6LVa9aF43Ty9sxvDZCa4hLDp7BwNLHaxNZN0iQvSFnNr2OEbUXSfxIxpY8gLwI2JUH2Y2DH+QBALQQlWhpXqeLBXawgxqHvrnfAEAqE0nFq88Q4lJ84LMd0cf9FYtSxEKzHVYZ9K985Svh277t2+Aud7kL/N7v/R7c4x73UAb9y172MnjOc54DT3jCE1raRRddxHA++MEPwiMf+Uh473vfCw996EPh2c9+Nlx55ZXw4he/GD7u4z5uVQGc78ZdaI/bhrWD+eRNSnSz3MkjFiTJcA0fhYqCoS27HSZlohgjTxUU8UZywWddjWedckERENpkpXjI95vuoVRFB8mDlgdA0I/qDrmRS2mYcVkNJU9O5dUNnZ6s01IxZsYziKUfGE1RZFtpdFZMgrDWnVzwMD5GWpv9SLu7OhnldOVF/Hi2LJ5LI0HwaOVg6cLYAmGA1QdNfqzXJosAz3xUhOkiqqFXTTVNUFUXR+5lamoniSNAli9J3F4ulhzyI2UygQqpe2j9wKWGUYcrWjZDfD+sqR4wZZVD8+hpRYs1Rj+QvqEWHXnMwEQWZkrvVAwGMPNk32zDhNM2lAl/PkrNuHUCLEP2sfoRbOU51wcIW09P4HXYSJpcAGnwm/Xs8iXyHT3dx2gGD0Etklx6a4gneaoPWGOcgz/UNuLl6QvDqgt50CfbN+brmMKfYpqfnx/Kje6qF0uzrbS0Z379uLVWWH3S+2/0oBs4M2QEVhn0p0+fhuuvvx4+7dM+LdxNv/zyy+HHfuzH3Pwf/uEfhne+853wJ3/yJ3DXu94VbrzxRnjQgx4EP/VTPwXf9m3ftkal1ZDbYpunUT4VbKJ2pxsAwYzQk86CPUH5jGkUGIqOs1F7NkavAShVEtFM8qauKLgz8BAg2vXOOEu3FyweUHk4EX0qfwQjYg0ts3zwSp14ekuDk/BDaeg3OUYZ1S411VviY3mzQsrqbv1Ys0DVRUS/mdltR+Q7557eEqxdeQTj1Fmia2i8kzR2H816gl4Uz5XR8riRyZpf8S7WRDkNtu0mW3Lc3eNEymfkN0MQyg67jcd2SptFRS27ALBMkfR00VroYjXQXfbbOzDjD0WEoVoGUWaXFzHc+9uFIsN5e2O+kXB49zqHsEvLHXluvM9HvGEyQUehYafiln/c/RPaZ1pO10VFixH5oig2X/I2yKUx7oGktSFtYG/VWdgYIQW/avTxOldRdCg9qUd3GhByovT2HUd9vCdsSa98jEYRVp/zZPZPhBrdpvZRmd97r5cXGfPYsIIIOICwK2/oEyZGiQmZy8wCC+zq04RL21VHQNHHip2Bo0W7V6syXtMYVlm2n/u5nwuf9mmfNsT7u7/7O7juuuvg53/+5+Ev/uIvVP4LX/hCeMITngB3vetdAQDgvve9L/zzf/7P4YUvfOEadc49TEfAGUx+U3IOEPEGgeu1hWbiO4D8Me3EibSMd9z1mm98eFJs7G4VnjYb+cBXiE6adaPK1BNmLd9x22d9/emy6Jz0iuaxgP38A4o3669vpOPiHD8o6lL67ls+9Va/rrMnBX3spL5XJ8dKHPBHvDqmeveOqiG95x9u8O6Q2EmsmrZMHggaZ6H5Pg+WF8livBPj3f3xJ139Kq3BK4PwvW8n2dplYlFlhG97ddEwT5DFRL5l6LxZJKDCu+FPQOcvdFtBb137cuJDv8L2Bxr3nOOEfvMIoV+7HR1H8vdpxxFqEktEFPUG2Vefgnxkq14dxifHemAdZmVGmJHlQrsezCHIGhrBqBu0D7LOxrKdbpWzyjSHd4coR3Rx+DllzXnx56rRKbFN1zDPP4mWylnz0WmGBRBOAT0tll0bc39Nr9FygFzrzfHu4rMWTuSj2A996EPwO7/zO/DCF74QPv3TPx2e+cxntryPfOQj8KY3vUm56jzgAQ+AN77xjS7PW265Bc6cOcN+5xrS5K/1Yu83BAx+i/ELdEa6uSbp3NFV/KohFs0gNZuWMxq1Cs+pQ6NmcNzhCQD57rrOHwwNnlEf5Pl1EPBTIzhpBHMGsEZRCxcN3g59ONsI3Uz69g+5Rp5P60XeMz5hgjGiR+04gKB7TNMN8anRaNASvFx13diV+QBWtRnGEzNYuyxdvdyY7XgzxjqRTY3Z9g/X0eTplKUloS6zZYxqvS3DVxuzrNsixbFVlIZkL5sshwdjA56Vz2ozpmPATy4wJuqjpveu4NR1V492G0bb9Z/faZR6GiMaS/f6mmRgDlfyfrAIsx5dSz7Dc+RTvLmhxFgkqYt66/UrRwe05eq2LdeodR7JmcmP6WjEmQgj4oLlkei8LB0QKg6NWINiPCGtZ8yPOsoNL4UWbD7o03Dwg6Ue85jHwPd+7/fCne50JwAA+O3f/m14xCMeAV/4hV8IX/EVXwH/8A//ACkluMtd7sLo7nrXu8Lf//3fu3yvvfZaeNaznqUz9pjDTZgfcwIWsnE78Ji/K2Wbu9XJfw1P75rhRNhFB/QwRDLTDQ6togdnmQcqNZ7tn0IY8SwfkDZ8OWFhSfJ45PZIsNOuMpXe06FaEMzfohsO2WffK6PhnlLL7ZxaVH0lp/Rb6T6T6lix2f0GeHp1dUHKouC5B0gZ/MM6GYB0t1lHbOgK4iCo8tduLp2H/n1XNXXZ7baktTqRH3OS55zx5If8KBVp9XguO0SPatCk5lzcv0kJntDWl5jLBabyll3rPQXS37mVyf5AltcftGoGy61lpS6sXorrQGaBXFYwHue64R/M0vaxunL/wDWVR8Rqv9SK2fzkiU7UHx1osWm7G0MMb0voH81W1p4rEJFJRfH7wMXHwAXituA9kqzJQdfn+ONbn69MH9LWx4fguDOYGIbyva2rN9xZ3RmLJO/jWK/+LOZy6Ke8PH3A4xfJGtBimSv6R8iStpfaAySYyZREDf1dNuXTUt44SbcabH2TfSRb9UCE+Nu/9fpHcPAd+k//9E9vxjwAwMMe9jC46qqr4Ld+67cAAODOd74zAIAy3s+cOdPyLLjmmmvgpptuar8bb7wxZ8weAjX9sweZwwHacjevSgx+k5DDHJ7q7jIz3WFZikvJWE4O0ZhdZ8LyIcauKgAihKRjlIzCcmIQLpPpYNBvDW/phRlt/Izwk2vcbyL3GfXelJ4DMEHvut9M4I34Sfeb2n6UueVmY70LpmC62Qga9R7eMPb8LqSLG4a65LN6+JLO3D2lckh+5JKzBBGryE48TrnLJGhuNQjEFSbNhZxEIHgJ+E57vZbhHYmuky4rU6B4U534WxH1dmOlHm6ZQrDDXJrloHI8HQAg2hV38xB82YZMfmiVxOW8cjhKEI95XAaps9RtEa49VghLdT/Rnlh407LJdpHlazqBfM7t9vTcZCxdrHTLnabqZYHJI+Dt5Zn6IKFxpujRC2Dv28yRE0oPVelD5uFj1fwl8dI13/m0FPoFFlxggWrXEJcbrNfIuM5Zd9ZEIubJARx8h96CO93pTnDTTTcBQP6w9n73ux+8+c1vZjhvfvOb4YorrnB5nD59Gk6fPm3kBLPvFgjdLwxYeVyvuyr1evqWEJuyDF74JOuJnA1NiQCqA4ZhJ4lOIW/SgV29KS8vBCXViSmdk8ulvbteRkl3x94Pb2lvswHYoRtrnqbJu+k0XRip5i6+3EKxymHs1Df6KjzxtOEbgzKK0zCcanusFQr4VhsCe0vgbxX6ZZrZ8Zd8a3EpjXUNTj4IHJqmeJcL7+PJQHb0QaQZMYbmVZly99qS22gw2Eo0VGjNlxq/HOUk8fKqOqVCpE4kIgsWXBaKowrC/qf0oa4Pkt37bOTVtw402gsWXehHiInpYlQT0GonISdbWEl/95kzK8Y79Dayh6Nel+Nmses1f7yaFZe7/Qh1R7AHlJwLQan7p/exZ8bt7VRlKTyj38jd/kiWfOnoPT+qTa3hypQZDwNVr8QwoiEljfGMKWVWR5po1WPry8aU5fYxg1fUL/twTPtXzfR320u2ntYUf8WV6NQ1G/HwcKq1YU8VOTcPT3UpqSNK5UZcACGHtkwAgLiUsu3427CNu/MAJ7BD/2d/9mfs/g1veAP88R//MTz0oQ9taY997GPhl3/5l+GWW24BgPwR7a//+q/D4x73uEOrswGcD1LNH45/k1DDb8pfM2Dkb1QG5Ss/ZpD97ZGcaDqgMctq4/qn30qelC+YOJzXhG4WRAu3tnsc0dIydDy1A17xVJ0augqadYdERfWgEu2deou3Q6/Tkf2xywlj/q3NCT9VNVJ3AMVE1ofVlAwl6itGUWSad+3yKAvC8HlOMLM7bO4Sil3EJitkVPUi/AZVyD8i7DRmVc4Oh0QPqjdtZpQ4RB+fp9BzjU4VPfxglpTfoyc6M59/Vh5JI+SbsnkfYB+QikfTfJwbDy3bfiz0LrjmndQ1Kl0sI2wO5nEHz0/BYWXApMpkjOo2M6MOA8H9dkXhow+XXVGT/KeGCXUfDmTB8wDurnzOtz3iseXGUkPdEscdD9zyWmtCfebtu/ywd829EnIps7Bqh/7GG2+E//7f/3u7f+lLXwrve9/74NM+7dPgkY98JAAAPOMZz4BLL70UrrrqKnjf+94Hz3/+8+FLv/RL4SlPeUqj+77v+z54yUteAg9/+MPhUY96FPzar/0a3Pve94ZnPOMZK9W/rQFh7Hpy1l5eT4IVoQUb30kmikeCYWhK8V4UvTCRFKjrRuBrz8NTBq/92059HOoSo7cY1fiTByqVvFTbLyVQB0ct5E2BlwdghrfMu+sRjShTtRAFjVu+ZfEPoFLpC+Q253sqKqSlB96hXi38J7mnby68Hf6l4LE3AaTs1YpQB0aRrRprxx2R++qbh0wJHAS779SuT/NKNYyK12WB8McvOzAJ9K5b453KNbJdxiwHIdrtx6XsRlq7ecVglDwyjcPPk7uUdhiFayS82SE+1Te+LFbSrr6uHoeAPCiw9ujfImQ9yiRd6jSjdn/2viMX8SdlSt2HfqgWqYepkJXNh77SFITm867j03cV9W4y5Z93ELsV3t9IALT+ZOhdFwkplYN5ENqhQFUu0DcltK9BfXwS7MiD2EMbbgfvMKksgaexe9om4h5COmPYVHi5jnSoSye9PuIGX1k3WCSZfvRg6BbwrgKUDCcdIA68aA2xM3lZJsJS+re1r76U9KivLFD6E47DWfYt1n7Sa/7bD5MCyOHG+SFT+4xnUe35FNNw8803w9ve9jZ429veBt/5nd8Jd7/73eFtb3sbvP/97284v/VbvwVPfepT4ezZs3Dve98bXvSiF8GLX/xi5ld/z3veE/7P//k/8LVf+7Xw4Q9/GJ7xjGfAq1/9arj44ovXqFNKsMS/jTHnDwa4dN/s9lv2a+fGl5ZzLX31g5+tH4RV/v4s3GaEhzEejnklWMr3ANGuOnmr4sgJQ2SOduwF31T19sAN12j41Cv+5dr1tUetKuJcSMvKV+lr04/xdN3YdKDxrHJbbxUUzYBvVA5FO8CR6TJv+KInGKwjOcSXPdyVnvIV5rvF0/7izB9/nUzFh/iOVz7dVzvx8JquHz5RgaaDgUN57znvSp2rjv4uKtWj6CB5WTIYb0cX4PxsPh5tQKdMQs5TR72JdJC8LR0lPwBeT5wQkcsc+dGbelv3bikMnQ19zbKx+3pl0FvTgynbTwcjL+47c7xneIUvPB29ch76+oxkwlyYylGoSkwcp4amXBLxxC+hJ6tG3dAv12VjL5dn8luzsjiI3lrEeu971uxtBGfOnIHLLrsM3vmGx8OllwxOl509XMml34/c5hnptH4bQu0uT/NIeie5pruyyO7qABcAxI5xwLfhOTgTcrluDh9rt77g58g/nvy6G23kN7liYGZbSmmKRpez8jJ26iu9xG/pXhlYom5Tl34Wb1dZczyPTwVZ/8mgldGZlE4Aqp/INHovu4uqSy6e3VvFCPGRyUoyjdEho2O4APkwKopbVZc7sbu+QEuCJ1Ob4FHZnab/bWoSHVK7JnhUn1RMHMaLyiBlqJNpIr6oDMeSS9ITchyqA8Uh5aXlpHWdiL4Wz+TJIuVKycmDWk9dViof5UU0ifK2ym7Q17rveQRH5DVTlFynlt/12Qndar0lAKYDAJbHVvLq8ikt5dd1M2ioflSHkrCD3kYdx6eJ7sd4km8vt6Rr162sWVc6JNX6aO+wS94OjLICcDlJ86bp7UeH7kR5g8k7ER0gaT51TzwlmQ6kbMnI67vpu3Lfy5p4eRp9ajL7jJ46TflvR6gSpS/HQyVsVwILIOGu5OV/z8KtsMOzsIP8O5s+Cgl2sIOz+W86CwnOwi7tIMFZSGmXacvfXfkLqUrMb8j7314LeZc/ZZqUg8FceumlEMFtvH19jmCfqDcnVUWhzPWrs7pD3XeqN+y8Txz4lGWhH9XFgsm3JW50l6YqDiPZcN0cXq7ehdbdWoh2+FFHaWn6YHFhsmicdENOkhFmAtz+VmGmDFh4iy0vq/4833tLjtpCk/cT/QfBiFIj7i2feustQehgKvmJ/GBbSBUjxE8Q76j7dGFkDrJrHUWfYTu0I34oaQLdGVS8xPVBIGVIfllvI6DRWhCA1Wk1J9ThVlOMefSauXJP0kS79fIxISYa1nskedjp2gFSqMsZRsApOlEdZpsZC2/96FG9k37UQegHWibfeTfKZOji6RjJ8h5hUydTT7vOEKz2NAJ2ObhLWTKZQ3Wgs0qj+pm8/Nb2ppSct98hU8FsP6VbkwOxT3tEqVPLIVIUr+3aV9edPO/2v/sNih8bBv0+QI3I0LXngLOTdNPZ4jaEqN185giBnYg7o+vsQgRhiJfoAiPiN2EQpsiVpy4wTKMXfRee0aIiWEjYCxZ7IdAXCLpM5gKB9kWljxRpLyTmT5SV9Gi7fY3cbxBgaPifFMhZr86ONCGa1WVzRTOKNT+UEJTViGn7TxTXMOTYKbKjE2Ur7cTJsyD1iIC6k1DDf5k1VitQ4xjYtXuCrHFN5TKXF+tEWhQ4qMuxHhJz36BGaRz+kV7P1f3QmAYg7WPjhmEmIzoEQJHnhZyshjgzxgW9ZXhyecIIN8vBZcoQlgtYC4RAjqeLwFPPLdj109JFW88b1skNbSnlbwlhae4nObwiM3c0bLuLg4DnWGb/FNWj7kEkbZwaY372RNmlmfz8b8YhRjqjnVluxJJn4WjQTwGOfzj47SNvA98kforPlHwAHinHkIP915fggyc7wlvDj5XH4UXxlHVE9REZhSa/HfWGNqcuQ70smqgMVptJ2aKe1FaONdLbab3eZ+itcjh4SO7lLEzrGA2cqgOjc+pKiA5xzLKC0NUBpzsp6yHA10CM+kYnDU3D+BC+5QCyWDI/2Xo2Q2OAR9MZvlEHSrbX1Z1Y7dajZ5GbELwJiYAZStyoNNERQBvIVjtJNlSGXFjpa8mKPjpY9O5dV/DwdDfelCDNk/gY5UW73on3DaxpycB1APVlp/frm+pgocz1JaH6BC0WmfYwYOli1J/sW9YQG8j3HqlomPJ4RXIsPq1vRjpbwzgARH70PF1jIPvpWuh78OOSU9yGn7oJj4gEi1CZc9Fsy1Uaq2ZjOBr0BwOEMLzl3rwt15x5SNDdctjSOByVRJkGRFPuLgDAdrkDvCl+o49v6W67u1WBQV7kgoO2XEShE5nCEdaHo3Ty/BCZs+4z1sfUTkhLk16M1BGeosPgHhy3GuA4EQ9XP6nb4J7pBIYO/F6tsSSPoCu5ELpcSB3GO/Z8B1zj8ZCV2tWEio7pucyZjzpva8jVSd+eADTXIZRvVXq9DMvD6tx3n/Ied4s/d18a8HN360WefKSCRdG8y1GvRyaGFcr/iFizK29EuAjfIK73QgeXP3W7Kvezw4REMsttynRZqHtj2HH6hy/LpMGeJ+V7RrlrDWAgRxnADk+nAPFHrfFnryiwbO2IHsl2p9H6LozY2qWnoSqZIEt40XGt7XjeG/TZ4Du1/ndOo9+gEemG/DazFa45q9xq5AJhhkYsVEJjfNJtZxIvjXzwEUpdRjqRMJWKHv36KwsLF7zTZQFc1xzT/QZJP/FOl5V8PN3kYsMr36FPlI3qUchQJ8XKMk+dLit0l/XqloOkydNlmQ7GTDYzmzbeQf5Gf/pcDYFhYrmoWGjNVSXGYyoJmmY0zRp3REdkkXoyz8hNJldHAlh2RDZxc1nINTrXdYGyGBFvMMHUabxRsQLfcw+/61HKZ4JdJs2QuvuANnKNRUnLE77qii4sg+WOYuC2POEqwh5R4apj6HMIsN4oyJFLPr6LU/cKT9y7Ojh42rB2XJucPuMb30E7rkhv7+2NzNjcDoKMobGzTWVi7LwyGoq7bhEWd6zRufW02FPt1Ngqtect7Z4Z9ljS0HbNafLR6olzcN4b9L0ZV/7Izu38b91qab4IaP/GhEa5pNGtQbvjALCDsmblNQPLMvSgB8pouth4/TfSm5QvtnZcHt1wjOitesDWB+x+MDIKHU/IaGvG3f23RlFpeLZZe4Dn6WEY9R797O74qE83fbHfS90kTuWteEkaT5anR6AjiHyLt0dnXVM/cul2Y9I5bjeyCRp/QhcZmUxWGR2IfhrEzu7I5Qcgli9xPd3GyT5MEuhda8MNSbW7Z8QKn/ravZUuiV2ztwChrv0vMj3WGeU+f85vFMLSp9f68rr1+XlV3hLFc4KyLh103i60/84ZyUqWkk2yjCHSYTmVOBqiVGLAwy+bQ7PH0LmWLqLtbwF8DjXf96Ovw+dEOMv6X+pe9ai8FwrX9pz7ZnaTifSNwepRrcEdwKDfCsXIWvPbo6JjVQ7lpiPLhLTHu5Cn7hrpZOF9M6QtRjoGyAjdCI7wALq+07ysKkDBxyhvMzYtGZTe4u0sFkYGK/PFqHo47jcVzyqDU65kphtl8erFMfT3dr9paeN+aPMBXa+yLiWOt8CI7pUeIHRHJ88glflinLeaqQ/+AG2pzegsY9x2lVCsqbEf7to7u8uezoUGVVqVU3iSBYvRxbbDKtq5NxDWDZJ7uuiyPso01SI03EiKduMFC9elZm6xpBZYht5WwmitbJHJ3foIdLdKKmPq49iIJ07gAG+/9tw0BPu5oX3DZe7qOF78eOANQe7w7PBoNF7+yudT9VtxHVVVMBMOZMYYUdwaJDijg/Iqp274LyqlMuXGOZMilW98DmGOfwwb9BsAF0jLBeHvgMIO4JqDsCpiDdQd9bW++ggzYS8TQveJH7rPFB97R352NcnuU+4jH8jJ0WImwls6g4Ud3pK0mecyY/AL68R0zYGTc7+Z2amfpVeGde2PgmZm1pD1oN7Tw9j9JgKLXhnmAS9RDFnlJr6nSqQycXnBYZSbcZ7lGz9FQ9PXuEMg6Kg0yvAvri/luslbhH8+9e8nrjSMd8HN7jhJp1vuSStdbZDSYALA3fTuegbpTgPg1enMB7PDPPANRxmZhvPUdHQHXfm1q13vgVz1OHPcRehmrttnjHvRf0chLD2IFgVS5hY8V45Zbp/nisjIQ16baMCma2axswDJLj1+a4wi03QJI4wYZ0ndmSbmxV1p+qFSJA9HXAz9VmzuHg36A0PCU67LzvxQ4YAKlTlDRB61SfokftnPeoXM2Rj+kSuOxIsERy42zYj0eZinpTJ6Z22PnvsN+BZdSzcMe4QBjUx3DFZpREMdVReNNzNbNKNe0E/1B9Qx0NQCwdB50xuqkSpSDynX083jZ+RFake4hsvMjA55R84wShUE/BlD4RIyZewTI0kY/v1lijT859xIpuEEuktfZBiGPnVrkY+RYWwBM2YtA17IrbQTBnw1pM0qaIsDuoDjtNXvXusSLdbij1gj//ycr9MisI1u/iZA7yVoGmNknJM/0sfZvTeHm1ljXNEHfvSo83yehq5I5FnTgsGr8TMLMPBUN2R0/SK6OEo8ip+PMxMOknwQm3gqApZTY6nbDeXf3XC0nDyXzshfO7AdDfpDA3XLEL/qYiF/K5jr30wPbrSL+GEd+UKpqQ0lQuZIR/QVo3XRRhGXHdIbm5dXEZUeqT5SBg2eZtBHQ0NUd17dSpcRURbLoDbr0tHNj34jeM+6zxR6+43kzOiPAk/2IafNpgazFc+Pqi+jX7SmkfU8uK734Ww0Ulca3dr9wKKx1m9KNBJ+Fn9TLj330oBGk4w0rSeYOgSP2Oybg1A3mZZUmtvUCMAi3tB01l1sFxPpe94ZSMViQ90uh8a10ejiQQwL0c40xTX6/Jppqw8nZEEzT24wBLMOvWGo9q/R7n0kLhLvzEoGbfDtgXUth1ajDB6929Wsob1mORkRfkzj13A4TOJoMWDn8jJ7UW5izXrdUXrdA6hLDW//PtcxXqRM1G+eaYTAcFbNbQXOf4M+ih4z+zuJ3UALzJNh92gC6k6zhRelm6iCBMVVZVVknLHLTjbsB7vw7OAka0ajriveKIN+HSH69EjkW7vXy6nB6bKeK41N4n4jYLq52On1hFqFvNV9xgNpeIdvJsS0Y7rfENDhLzgOFhzKxKRBg0bqxlXzu6LFz8MF/TJGzrYqzzO+iBxM8cgtfeY9nOKGggDu7i9zV0GwXWGmIbHy8TCWdIc/41KXDRY9hkXHIYYT3fUGqifY13ThQuoLBe9ZYC4mrA2C+hX0VD8XD4K6F25EoWEU5vFFyiLqVOkdGJrqo1Hj8WNDyAqDHyEx15z8mGh9ZvhZz4Fd1glewvh2d6SdNzQzB2IB+NF0zJevHq6T3vLs6Xazob+lTw6GWYIXtw4OcehhUevsQhnlpm+cdsmmvjTqDdLTY9fD+W/QHwKUYRz9Dl1lqENqbg6ridqtZpYONyxycFIO8+OPnvRlro4Hxn82iB1ZCMO27AsMS7ZvsHbXqlkav15cN6DFS/cWG55RP+E+g6iMXz/cpsVvckEgjfrI/ab2E7WIkDhBPoB2AxqBrPLRrCTEb52pZIi/DsJ1YvHwAIAYw3NhLGM8m6bGBk9cTlsQnOdg+O5Xo50uJoZs2oKhtO2oDxa82Y9io27mvgkotF7eyKeePa2rjXtqjCdjf8Daed+/Pw1dgrga08ZwfZxnhhYLz1rIR0b7SJ9RejQMWjQIts97KBvJkKwQuh+9v0AYRKgBgCUwgKsRH30a28z4QdeqBnv90XuNV8tdPp7FcUz7feFo0FfA2R+Of4cQjltdczSfOd1sHbythbq3lyZw+aPuD3nt1Fmli8Uuxkkt2ciP8hrOjHyRiL3dTH7WiEb7lcjz3W9s/K63oZfFQxObA25PIzLdMg70sXRxp6D6R+Cw9hvhUN0Gz9BIV8bTyHOyVFLQ7abyGx51YxGGtOEzb3abRl8hcmGhRq0FvusNl9vfDNDFhts8tEyUH82XOEqewQ8BuF+7oT6CMDp7JpI6kVXaRjuzrmZcqQg/tK97oq2DhZPzog9BnRN7Hb79zcYErnEvyfsCwXJZGVWZ1efHu/UoEmWoTJduwo9+Rp6H52X4w0P8QTPnES26wHwevf7FaEyuXr+t+H6resMtxRgdUgWArhxsP4SoZmle51nDV9YPXlHgcumdlZN+ADga9FtgKsTl3kJgn5NhfV3X0A121Qt0Vxwiw3w2UNSRg4gT0XDqrnDwdoBHsrF4gO/CA3U32mEevlf0dupn+HGE8DTYSZ3CMJ8T9FJv90wGvb0m+JX7oSqCDkG71li78iYO+DRSd9PiEDIClV2rzsN384JtomD7j+1mIkAYKcVyDYlUYm4psY4mO6abY8TTBYp0tYHafLabTFOLlJvHfKd0xsKD1teMy5IDKGQxd6KIjixIYvecObeccLfes8zarb0ww6BPmfqsdMsaGZ121ByDRuksefIFmvXYTrlICTyPbnZo0HhGG6Kvmzu0ubIMXdHWD8XfGZqMP9g5d8ey7nce0gd5VXo8vI0XBC04JfmIrKfT0JULdHedgcQTCoN+NOhPAhADf/3tVa7dcjZ0COpaM0uOywoahLmFQDFKB77aeZd6wGtiEZUiHqPwlmvdbyCLskNITixSTKPec7OZc78xQ1o6bjqzJ8qG3ysoOYKX3HZ0jw88QVByUddJPOv4M5/CHXTR0FAH37CMDHKE5vM+6xOeu9pammTLicJqHgRE2MkTde2pZdFvFta421SavgscudNQvMCQC/KoUd3dYfhuPQ9hCiyvhwsQdJFrDYIKOWnxjlyA+PBgnEQrdqOttboVWQcCvh4otx/TDcguiI6hb5V7fuEzsxBo6cbwVNOtjHC29ngFNJ4bTWSID/Uov9jFZmYhMDa9q5G+BeiJsJWXNVm0U2OdjTSciQJI4Pw36Gd2y2d/50RftH9zxOq330m2s/JpZ4zrK5EfL+OoPMFOeRvhnc6NtSx0598SNXjMPXqM8sCpv9o+hkzP/YbmK6PekTMyOK20Wl/1N+s+owVrerc/STypn9FPzHe+Rl2GOJKnRyPV9epU4qN5aeOKNJnP8qQBBMDCCIaz1aRhy2TP0iTzemrkkbv8xo44a76apsrk1QFNJy44gl/mSQxZQsd2yqnqFE+qSNtM0Gi+AsSjY5ZH4IVuMaj1lvldnrUYtI17rrJhkDrqNF6SHsX9wO1L1rd+rAzjnRBPvSVx0rLMJO6H7MxH35uaZsCdQueTXR5h+x0oveWhPTSO9BjyZka+xuwyB28NUsYYt0vmiMW/1zhiikjlkW1oj0bKq+Bsdcc57w16L+b76h+JGzr+7QnmgmIDX7UgWdmcq11xkOs7qJJ6+myLYOPKKHzrtYFYo7Yk6VZBWIwWSPHHrjE9/5ZB5A/dbyx9D+1+M6eT0t91s5nr6259WPxYMuq05ksgcDxda5up8nAxKkEZ9IYeo1nJ0nsCl7G2yBhfx30gbJa62+cZg0QP4RriguWuYnUP2TQRL2LUMVcOZpAKN5S2k+yr2qPUaN7MkLTcbtR1XIdKNKFhBvH0WwrPncaij3frmy7R7j/TW/BQTAmd+djO7zCrbjN43DQPsestH2frA9cZAcaOfdDFBzrq+9HjztIHQxSjN8pv4q7g4ekxSq+sRsOnSxfxnWjE2VNjhzhp1GLUeCd/se7qI6HoFd/dcjzdeUjMtXDeG/QHAzRcWszoM2Of8m3yiVvLVtccRHFy7Qq/+9VRbhBW+ffPvAVh0Wd8+WnECzGXwTH82wmzoSuNUyasrivGiOv59DcamU7a3ONnGvVzbjYtXcC0+03ToSWY0XDqCcBT+khQ7jeSTpQXQfeP6fCWG/Tz6KPxXuZFYzPCfAhKj27kbiJ95j1Ydi2fRbyJwD31dQcy1OWJAGZd+2LnBNx81DcHxGivn/BP1pcKqTmkGJ8cO3Mq7UhWeEhU8KH0uhCWwnUGNW/LOD/0bJsfHc5XjrR1YcR1s98czPjRmzoY44IcDrBsNWr6HNpSpRsLnMrX1CFs93XpVb5GKM4rzoJiQQjdX4ZDJIzpR4Y89YYP5aSOGcFSI+BgdbmRkXAQcIuNN4CjQb8WqkERhbY8RLVSN4/NLkHSJSc2lH35Pv+W6cZpz9BeWA7wGt9mlG10sZFlMHVCn94yHCVvN88q3yDW/oqdct/9xjH2h2+AiBU6s7uudK0WneEbb7nVDAG1A6bamSdyLd6tjqQ+gUyU9xa9137GdTzD+BB1rcC4o3TaTYXirdt51jRjF4mInhv+3SieehMwYbxqXHJNd8EJnzB2PWU5lkqQnBNczUeMvo2Qub0cs7Hqx7r6O/xRCEt/YQGGcT5hjJNnZejzDrpMMwsCKU7vW8S78jYMDrJSOkh3LdsYt+8N/VQ5bb237sq7vLyp0htaoyHXV4HOSAHx3Fmr0YA8+9msNPaR5CEsgImEsxSV1OgQFI+tB0h5cDToN4B12itzyUDaHeVvBbT3m4ZxMc2DLwpSe5InHgUqNyRBaP7tzR1HP8l16k5A8l2+lZ+NxE+adZiM6g7BdoeR9AZtLBecdO+0VXDL6engu98YfKLR25Tl6UblSJZRuE5DhjcbugmyTJIvaN317G4JiukpjTszlgupTwDD9dVMmkwXRnfO8lxLxr7SKgzgFA2XQ6uHfUhKZZQ0a41IvxsYxQ6XKshup2UKeqR/Dd6MqVWWikL8rdnureM6ox5Zm/dot57pMditZzrRcqOoBusRojoyvh6uBbGRaoabHLrDyJj4vFqn49c7O/FaX72otfF0oj386cWcVafOrOOnB0OeRztDY5XDxJ/hZaTn5yfeeXenX/DrQ+aOhzK/1lH8J3uc9ptnTxdQdxymPVIe83A06E8AskuDdtfZGxbplrOmqQsg1WeSnr6RGCPDzJuK7F9fXJjCtw84lOu6oVCIItmMwmN6dOi40gDkqnXcbHwadF12PNcZsw+Yh0RpfdywnFM6lHqZ6ULWzj2I+3P1UToFq16tNwPRjKJmuGD2iooYvTyL3EiiWQuT+DRlcle7nQarjShXB3KCrOWecocA+hGt9WZhRCvfUmRmbh1TFxX7RFGCO2PASx9xrN2blIvtJMeRbNa64lBYwKfXw9qEcS8fW5OGy5x157GGUmkML8bzZT2a1mMeGekSMdohl2AOKRhEn0FHP7SHLk9uzQtn9aDA4ZCL1jFOFo5vClfTO8LpeOvnpVw0HsKSvgmoB00xOVh39+lOfz89dhbOf4N++oTXyEVmg2G8AZLnqrNV/p6RenKM9vpdwCSsOYUWcXLxgbYRylCWsL4SAKlTT7fAOG8GquUfD2Edx640trtLeBKw5yJjyHEXM166cHfSiwI08XxdUfPzFgTSqFd+7ZYxLQ1/oavawhJ1pHiAQWPJ0UVw6UNj3KLvYpRlgMZ1k5Nakd0TZEe75xIXALrri4NmnCCbq2GDsW4ZqFh0qPmWHz+rM8sYduLkS5/3xkcYudKVZ7CYsatYLmY68pzhGBvtDNf92FWGqfRkFX0j/uyxIXWndtedvij08XSP6EeASp8UPr4z/Nj9hB+9yUd8S+AtgDyjOBoaIjyu53iBkdNHp/tqwmgBYuHP0AVkU7Qjep1v18bsqbE8Bj39T/jKWz73USXtAee/Qd+aeY9f6CJj/baq6rjo7CNHupWM3Ew4caOZP5FW1FsoxqpnDYniervOo/rB6oYDdn5N9njgwIWH6eXl2XyNaaLVuQmW24yS02HTibIEL6kZMGgzxUr2gTI1mLOUXQ+UtvGTvBkORTfqm9a51R9klbj9Tcpx7j2wmlFcW9Xp6mmCY9Sre+LGYXQrnjaxs24tKGSVt+Sk0rie1NA2WRJZTsxu5DhMFxPH0sPiCbqd2DBgLCgaCt35LunUV9+svxl3Gno9005WP+PuO/EOf1XPcUVBXiXGUx6AsXCQ/uaDIUjfSz2d/iL6vPWoWuXyHmel07AiYkOa39tlWBO/3tTVGoMcHUa8vDqalxcPeHYOEpkeBtUt7o0oOJryUsfSh0qVfX+09CK79O16apCfhjuAQX8IGHzkeogTWwNoO+XUPWdTlBsAtpM8s4veaEe72xbNMk8zeIOQoIcgHbpytB1s+2HoUVcMJgjkw9zAlSZywXGiz7in0laZRjnGcox0c8ffSsfp9kxWnVs8zbaRckr9ze7wsxldyjTKMBXlRlhXo5NmYyWNegCf3sQNWA88zjxatr50edQd6Iob7MTJnfi1O/ByB7wajOe9243YeS9Qd617Vxhu6YHeuY92tvt1yJa99fAWJ5Mnx1oqSz97QmfvYG8zMms98jTpF7++P7UyiDR2L9rPerthPooEb2jMCmZ2vVtvNFwWZpqZHvEIxpc1vGqZIoM97IOuHhjqH/nZN5xANtcvXlDYp8b2NGnc0936qqss2yHhgrUEH/nIR+BXfuVX4IYbboAnPvGJ8Fmf9VkK57WvfS288pWvhI9+9KPwkIc8BB75yEey/Fe84hXwm7/5myztoosugh/8wR9cq85tA+hVWwJIJVzbnpB3b7kcTGfX866++6nqNgJU/v64G5UJ5+U03glgF+BhPZXWw1v6wJ4SABg4uEBvE1ttgFN2myFAglOAXnsGvNOyAFr1sCylfgg/JO43KWW6IQ3m+hHtkrAMSK7cHaFHVa8JlzzxjXRoZZd4WPCIPlLOssTt7oGUWQfCpkMpUysjAEDRe+aZkfyqdbEjtAuWlae3Q0xEIRZ9LVkCV0Ipqk2boHTOGIY8IK986XUAiCmzqjQJm0Gaq2NyYqrPdJGHS4KUSr8pVYaIkCpOMWzTDnnZl1R3AbJuRB9Ihb7UASaEVHSuhlsqdABgX6e6Z7sOECHLrnpiGtZtpuNlSCZNqYtUDYEsx+yO6PGAxsPMg6yzSwspz01TjxTnQ+vYlAuJ1bnUE1W+5ldrhelAnhfa/pUnAsAOOA+AcRHlI+bVnYln8J+V6w0trVn0VLZa1lqaqEwI+RHYGXrVIXaNHjP6dJwyFoQ8sLSRj1l305NlZwyg+sOnlAqnhfFpHv0IAOnsXtbjqm3gX//1X4dP+qRPghe/+MXwoz/6o/DGN75R4Tz2sY+Fb//2b4d3v/vd8Hd/93fwxCc+ER7/+MeXwmR49atfDb/8y78M97rXvdrv4z/+4/coxu0FavddnN/KCQLlD4H7cq/gR11xhruTXHDdsZ46ibbqOVMgR5cEdACsOAE/rHXOobvfBPXf9N2Qxy9EGdBvI7kDLeraUMKu02n3GwCzXcydfsnSK7+lk8R13G+sHXS1K++1uQMWrqWeTGRijTKxIg3a0qw7B0zdAmD5SaSnGKdmoaSbgEmXDiZXdu+SjlRPUz7dIR2I9aY9pw5mm0Xi0C7R1K677JWPs6Mquw7vakG9kjqTPL068j+stapbLlU8XVJQV+vMDvUBqvzWY9Te0WNW+Q++W0Dx19dVyk7i2Zkv+5T7D/j9fXaY8KbHuedE0jhZgY6+/HG6OYtEwz+yP6Yu0amxGac7v0SQu9T87n7dpZdSKg79a/fIOuCggT+GVTv0n/RJnwQ33HAD3POe94Rf+qVfMnG+7/u+Dx7ykIe0+6//+q+HK6+8El760pfCox/96Jb+CZ/wCfA93/M9a8Tb4PamAeyzDIogen+ezu7FWrpnIOyMckQThdBtVh9KN3xLUDvk2UEdI3T3pZ27ZZSKfEzl0BsTrTz9bWekI1EDF93d1UJn5PVdb6Ou2k63lZenTbXjHshy84bp7R+is8QvutI3DibfvKjAmbc50S605EfbWG0R1vajk6bE6aibn11rFx7QkAvA6sja9mr0IstKq+kI5oukkZiozKwInmwAyK4B9m4u18PYifcEJ++67ETR3crJnertQCvggED1Nq7lrrHLBlKp0v62YEp8q8O6O7++jP5uveAp2jEPt3a9YqFvZS/G4+xbAQSft5aVqrasTPlNjFa90tA3CUpfMAjVc1Z3VPsdlT9qizYlqWGNlzsaMmSZMp4wUEVdRPItvnvTbBiq46kjP1dyaOb0yDaJOS1k5iFOboOZ3fteDq+FqD99fstdI9fIea7uztdwllq98lEt7srbwsUpgw2rDPoHPehBQxxqzAMAPPCBD4Q73elO8P/+3/9j6e95z3vgWc96Flx44YVw9dVXw8Mf/vA1qnTAC8B3gYlgB3MuKAcEz/8+3bqJnfR7zm4eKxYN1LXGMkotmcSvGyOa5jIzwxuzLilYBIzcZ+oCISh/AgT0cBAhu9/ovLwoOOW7Hi3FbcdaEETuN6brSQmFqdxvSh1JHZj7jDTqcdzHPfebpncK8UxXGAT9fnVG7rKUegx4szLRRQqU/iZoFswNSHFwKfpRnNHChOoNK1xxglkpdIspf708TAA7w6CgdJhKHdvis9sKdtyh203GS7sykZXZv0++K4xN4uqDxZUmNT1yQbI7TsFRrjnZfSaVemCuFMWvuV5TOXWx0vkR46z4oOfybVgcFB3WuDJRQ3jW1ccyCnm+dinKGbxe6AIPMc8fqbSjNIgX6Hm6CNzQxFKmnWvcU5eXTCnpW1ueIMhHDAGAucwYixTzsaT1SvBmhxNIeqExs2Dw5NTeKx/7aGj2FjyjvSTLKB8b63UxZ+jtDMXZAO6KrB0yK0RDLpW15B7vGvx5KETY4chZp+JXIx20+w2ONj/n4cQ/ir3++uvhox/9KHzBF3wBS7/b3e4GH/nIR+Ad73gHPOYxj4F/+S//ZbgSueWWW+DMmTPstxdI95XR7yRBydo2kKVq1G45rbbJH8nG9pt3w1m6AefyBOgHUxnuMxVvdNJsVI91fhqdDuu1ued+U4lHITEtfmY5av1aOjo0s+43Ib3Qm9Gji6d5Yp89ZNoIlDuOQWeeItsnYVPPGdlE1aErTdgXgiyvuesfUY29PLE4FcmmQRI8R9OZJXcCH1LnTWiUG4T7cSZdpMbiKI2JeiA7kIfErHUrXUdssR7OrHo8xKbMTex6TaQTi08zqp0hUcdX57j8URG4InyjxVuMWkDLZ3nAaUYjY0oTylCN1uM1240UnaGP5O89zm76pDJWWZ0kReOVf029jPKiYXE0ZIa8Df01n+EgOvdsOnysMJYANYxlvcbGg8fJqR/R7gcnaqm+4Q1vgKc//enwPd/zPfCpn/qpLf3rvu7r4I/+6I/g2c9+NjznOc+B3//934df+7Vfg5/92Z91eV177bVw2WWXtd9973vfPbUrRtb0D8e/zWD52svfXJHi02oj2lqOFV0Cpa4R71qPgfKyrgXkoV6cNGvxafVY73m2DhUqdbXzdL0KOq8elExJYxXD6VMeDdNN6DyjpylPLipqG3l6+fd+OFDFyJhBZJoxxaDAZ/VspEUwW77RDOTloXNvN0FMOyGy+ysLP2OHOFdXN2bVIsAShpRG6EYj3kSLCcbXNoo2z3j7RNpR9Z74XwCIysWj4SSeHsjsIm1jG8DuqjaezyNapLRbtPM0LwC+UOA0YddT/b8uCjnvuYg1nI91yBSTO+DpQfQ4W7ihDNTpaliL6AM5o9FvqBvRYfMjGBBOdasw38agXccZtgTOuHQeno52k4NCME96pI0sB/4Vc5QDJ2bQ/+Vf/iU86lGPgsc+9rHwwz/8wyzv/ve/P7u/8sor4bM/+7PhVa96lcvvmmuugZtuuqn9brzxxpNQ24dhOMsDVqU6gGo9b3Va7arDo+phUBM0SEJuTu3Azpxwi0O8/jZim6y00DCTlgEH4/CUKpyiTdNlGsZwo1kBiNxdiqVPvOFpeEb6VAhSh17hLezwqAQISYWPnHkrdAIwDHU5WcaGD3455Cw4GLenw1hGRtrsiz62sz+500s/EtzXUF76WwW9iKjzHNkdp3KrgbfsgL0RqPwWipt/SHRGTA1ndBJrXAzOf+503cTKEx0CxcgC3vJQqRDPzQN3oZG7nrFbPylnTchJhDp0dPwFRKx/5G8nsOBQ3dTLPG9BMBoyAWBRHz+Py1LpwsVbgQXsIcR6lNv+25BroBvqs/0A/KEsXKw4vEZ0ldZD8E61zXSHOjW27o37WlYcnB5YJYw07fqu+QhWwhbn8yH81V/9FTz84Q+HRz7ykfC85z0PlomJ8dZbb4VbbrnFzT99+jScPn36kGoeGBwjCwDmQ0YGvKVxvfYDWwQAICEjpz56BOhrvuT7Ajf8PpxipB81npL1YW/nx0JTmj7KZNff8UnPvvVB6M328cq60JfZJ3/ReXWEWkUjfL8rPhZf9n2c7Lwwk63ccmeV65f98RNBw0wjyxH5khMBqTZrFIJyAe5MKXEsGhSyEfV9RFNndv9LLGDOoRK/ZLdrBNKlENhH3RTXugeRB04+8xGH0Le6NRsWH9ahf3fh1ViOaRhv6kfOeKVSFY7VILupTjpRwFJW6ddOff1HH2W2im51VhYg1X89ofnxYe4m1ZfZ/xC2t3UmisNURmEoo26Xio6G/FIe7jfufyA8E8Jy9gPjdcCfh5m+pHQVNN7jOI1Xxhz2kW/zwpZ1pD+ctPmmZggqHVCHlvXLkNq/UmY0PLl55ZF3p94NfKPhcJZ3NtFHnu8Fszyo489hpPtM9SfYiamh+93nj3t1z6mhLBPsYE2s+oPv0L/pTW+Chz3sYfCIRzwCnv/855vG/G//9m+z+1e96lVwww03wKMe9aj1AoduMIceIEJl7J/lsnMo3sP1b4d2GuwaWtN9J9Cx4Mcnz8r68djmTt26qXTjAGiPjM+HJtpl6L7ijoHhKYhAXGloelBXjAZZusavdanZdDke9Lxk8gb/GVFqWGVBQ2d06H3dtC4UBwmq5F37GmicRi54yrZs7R6oZtJTHQJ8IS58dmQVe9eDfLdLsN18w8UCCR7jlVR6rFdym6PDaGOA4k3KdfhrF6YJft7Oq1u3jmwiX45C6oAqSssQPdF0N34wFFAayUu5DRm71zUv6r7isVoFxmO0egk3eIy9RN/VhpjXxhsN857gRWFE6YU3vfQkzcd7w6AOpDI1CNoHtcxeHrvMwUxny0PO06exM+mjEcuMeyFqzTZx6uXnmvGQk0iuOp7E4Mph+X9UUg6rduj/6q/+Cv7Lf/kv7f4Xf/EX4XWvex18zud8DvyLf/EvAADgS77kS+DMmTNwj3vcA773e7+34X7Jl3wJfMmXfAkAAPzUT/0UfO/3fi9cddVV8L73vQ9+4zd+A572tKfB137t165Rp0BxT3Ehwb7hIg8CSsezg53MlfzWHDqF2FxwpiPjsF11e8fa1m/AX4XEjPiNwltGB0HFbyeyUb/YkWxKnoowU2mXElZTxmUb0aiIMZSGpi+QMBn4ztsDGS1GlY/yKCPsICpN9YFX9BLU24nab4I3MYwW+C483d6x3nzItwTyrYOkqVbWKAqPq9OAHoGXU95TCEIuqJcJUgYEfNfiAYDcQZ+KeAM9OkyWs9qUM/iSne+qRzFWUonq0w8L6rveiGUHzYx4QyPoYDO+6q6lPHxoncJklzz1yDBb34KMD5USUYEsls6OfC+3ZdnqSC2S1g9hKXaXw3JYvPmbAPkirKaFh0zJNwalW/JHUYSylMNLuWjRdgrd1OMjcL26NvEMGd6wIeshwnd5G/UbynTSQ32caaXZqknvj1fTdSfahfPNAqM2ifTN+b03Rzhl1goxsR7cgrsJmeXgRjibU+rchQiQFvDDkc3DKoP+9OnTcK973QsAAP7dv/t3Lf2yyy5r19/xHd8Bt96qwzBefPHF7foXfuEX4PWvfz384R/+Idz5zneGa6+9Fj7lUz5ltfJTgDgw+B1IAIc69dUEPAXmTtBk+EiTX9V1hd70RNpsDM/GHx/HkC/I+eTZtNMx2SVYp6IKXlPhLTEFp5EiMQKtEWOr+81SjJFJoxvAD2kZut9Y7j2RC88gHGVGLmE0iXXptEVaSmz9muy52agQlNxCnV4gnAswFwHAFxb0nhNnw3wHnX4UxtKaTQk7d1atM4wFJAQlGq/YSwG6FdOMZAtPyK2G6RbDndBTo5sZfQdcEOwHxMWFGrhC18jwNUG6Hs2EIySuPjEeuG5W0cmsze3H4lnyU9XZyIsWFEoHUg6EvuCYMpRzZXPjnRiRluGs4rUX4zJeEIDtAmWVB3qdhnXMCOcXOZaRvNo4X2H4e/sKUTRfT58FuxGfDHyLpuk1qP9wYQHQxmkvWmI20mvf0JDrActwHhjxrTRLMfYTy1sAIaUFFlxgBwAylnw15PNT1Gs/p8NAegyY1kStvx3BmTNn4LLLLoMb3/qtcOmlJ+RbP/Qzj4zPQ8mc2Nkc8rAeVw3c0JujYYZQVBfEgI4Ne6GDhUqNcYMXzvBoCxGDvtWDQRgt9FJdFIm8Ab9upCeDRuI7C6NmPEvZOh3rveQj3yY4eM2nPxFES1+VVvH6fSuL99fiI+Wb+pAyJ4IT8TRpCNDFh5zplP6yDGDoJ9PFvVAp6+DgAkCLKd9Eo6YBYPHrWcz1SpMKL8qaxrzf9bdqzUChNAm5fFNmzrfpAfqOef+bpAxJJ3AYb4ue6JhY3VFd7bKmujPX2ojywS62pZNrR0/5t9aDrRuSLofkHkvXJmVIqO5b1RV9E3BeAHV9j60crDyVL9OlyAZ05PC8ZOFAb/uOS+qM1B81yHeyDpl+gibVR4frUGXtiFwALGt17hiVEvJHkZRH4ln3fXhw7puOokykPoDdG7gJBG9a5p4H9J7UDRg8YhpQNMy4F+mpJEjaXZNHzGWmRxI6JVY/u5afGn7P73m7dt/34JP4L+Ps8h0Cw97VdEiQsN7lf8/CrbDDs7CD/DubboUEZwvNWdils+Vvvk9pl2lT4ZLOApT7XToLH7n1nXDTTTfBpZdeChGcaNjK8x6GselPoPoOEZN+Iw8WwaVtCY52HnBODoncE0fDmeDXeNlhMBPUGPlRqEwqQxgvtUyOem4kGQQ7ag7iBI1MrzQyvZTLSDfL2XDJpIUwGZEI2q4HBf1tBJp4JkOmO+qyWA7B0oFT+vS3b1McfRB0CAblXz9bhkinCD9ID/KGn0nMqDwd8QagTa1rIt60m06bo8eMeZhqIeWbGlJudiJD6VrDciaum6BbF5knwu26rY32g0y/xMsjcUkEnjh6ja9vGAFnEGEH2z9OntDB3XtHLVtGqSlLk0Cbcwd8iNPx/u2+O4kn+Yd66PqoX47N4DZZ9vRjpoXRi1waH9w8OXSLzOaNHo6RcUXiYGzvUW7GsF8MmnlqrG/eV35veTTo9wFEgOUC/3cQGac4zy3hMXGBfqLupHG/LJCwhruc7FRWKEdHn6kwmrgMQgcijMNgVhwvz+afN6qCsgcHjpkhLQHCA7FW0biLgHVyVRjNDXqHeIh+LDOqR1lIal7kXoa3VLzrQlDQMMN/xQBpLQJm68GjZ7oGFlIkIjLOMbUwkJFxBwsxkhfwjVFq/NKPape1RjGnwSY/AeAO2kFFa3nuCXSBoBYCrX42LACQ7HGSD1c3LZICOeMQlmN+OrRk5m3iBrwsI3AsVxjzbHFo8QP+OBtGreYh9UyChw5HuQi+3iMnH9XZ9bWHl9N4nVgzTDR0TMtyhiDP8G80nj4OTThcBeZtOHwSnJAexoEiRyZ2llGi1gzcpTJW/w9T+QvZ/YZK4sEyl+xu4+o3b/MdDfqTBHdnfx+euB+/NTv3bctkDQ3VLzJooO2ij3fsJ/I9Q1nI9PkbBm+eZcB8TOq2gWfUu3kzNN5IS4XXXXJp7Acj9XSbW3iSr3HvTSmjHfc99jxWgRIjdGvtLRYOEUNVBQH+aAby9BxVTzABsxfaJp4V8cbYEWRIeoe3G/5SrxXG8NpuQJtP1dl+iwOrOViMe/ZWgONKQ7Vdt5u5HVxu1Ppx8sPF2yxgd+KgVToyyt08aaxb+oWPCl30SX7JMO6tx0Yb7/zv9jqb34W3FznmI77RgHXTS4Y3nKwZZmaGrTUIs0OhSYdzkWcibv2c1giQ8QtlJo2B5F8ttTbOxBy6Yly8Axj0eIDfSalmGfP7ykfBE8lvkl6dpBoTZhcL6uoxoGlG5cgYml0kjHZGiWuNITYBFN29OrLaptCysgjiPLrY+iMMDO6IRqZ7+Iv9fZ1XX671I5Sw8FpZO6TZPjdymYl0GeV7M9wMWLOo8TYk3k0XA3K4xRXoEZGNZj+ZR5ttpsktnivRmbFq7HSP5JhoLDF4i2DJHcFGgx+BGvVdN+wI/K/JA8B6MxD2ZcxybPCMfWthZi82gOgU8/RoqQwDf3Z6Mnj3/iWMesY/iXwx5Ig3Gv2Rk4vT9frlRMstRupQ70U9z4kNZMdDFL/3XHXmeTAaJy+iq7QRXTCklf7gMxi64LS/41qPcCif+RNm80591bEfVFV4qIFkHZz/Bv3wBNeJ37msBsR+Emv97cdQlGUNKaWb60D85NkBTS3rUI982uwIJ64vWg+e/3v1vR/QC4Tsc0588iUMT4c9AA1WGqn2spf7jenuYuB5kExXGE+fCA+1C5CcZSzeQzcbgwetl1avBGdBu+6aDqJeonfD8kRaycubueJ31fGQNTKkKw45SbWdqhqRCBqYoOEMgLgESXeecr0Iw7wactWNBWFKV6pz2xVdiJHa/Nah5zPesUuLLYy658gFxv5uNE2M4afd84Dl+XiZh2ecagM5kAlzJ6F6OkXlOdegHsfA5z/kM/guoeOBqjsE6yBra4GVlHtQpvfSp4Z0rZ+1QINgeBosDrYa+tGpsTO8M06MlYfWfkRUzGuBxcHqbjrd7Ya7znRXGiqrut+scbOhcP4b9IcAFEaxa/hvWzWN5R9KjlgsrDHw6Yemk6Kmaabcg5C44Az4ucZm33dRPthApif3Q9maXw06OqLWWyOv8VzpfiONyykaxx/e1CkwTC2+Ks1IN2XTERxDPQdKCF5gzw7qPHfL8Be7HSPXmqFqTGBctmjmVGKJnl6Xhgl1g3y2uzlbZOJnzw9BomC53nBEFPTnKzB3mxk3GJeRriOLiPqYhx8oNppEfhZesMgbGUqSNlwwSuM00AlqOX3eKHhiT2zyhka4paN4XqRPv8XXAvnYeY9hNFtpPP9NTMNz2swbekID3NXNdr0bDUNu3mAMi/SbM9Rj3jM797O79vIgKYuXlzL7CS6unaPgaNAXwLmf6zKzvuK5eNS/zbypvpLnDJ3temJBP3l2ifFndSBuREO/+nAWIuUQOGWfr+eZatNEYcIgdYuRM49TB41G5HmuPIrGkiOQ0TlR1h0UdLl0+6Cmd9pxKurN1ExntL2ll5xGzTYM7pUbkKFbTbSqUC0iIn1B4zIU77kBVfUuzNStWY56QXeXSdoQuJGh0qPoLUJH8yNHgWPqtM/wS3fUIxyrryCnQ3oRDIV9BArcX4Qc6urDoevGd+YtdoGhGO34C52w0hhyaB7Ht2HwlBr0xjcfZp+wdeh/Y6NflSOAcRkCv3l5b9RXOM1NgodqzXI0zZ1S9lNHUcU8Y87mlKh4RChVykQJ0iwm33fnOlpzuqXh+oHtaNCvAgR/B/+AVUndS5Y9eW9xx1lbJoSxy0yFqTLleg6N+vpWJdTLd6dKSKP4+Dp4D5RyDykk211pIhqt2ir3G4WHpswwXKekn8UTbjVDl5nbCkxXnBUD6tr3zO5sCeGozF7EhG45k24eKAzCGZcPunu/JeIN5aXcaqDUAVkQGJF2ULjm9DmRpC09UjjlYfJD2KscfOd9HR8EUYYAcfhdAtSuGLnlRDv+oxCWfBHSPlA1dFhUBJ1515z8GHBc9WJO+dF7EWu4C5JeW0/0eQDhMFHKN9HWC8R1znWZTz8EuDv95oIwGG4GvCKvxNBPPVgQLojhENj0CiRUx5fxDn+PSzP1iU7Dtn5dOeZDb8ypxyg3txk4xv4hHkXLJWgLrF4gULljmmYgz/rXDw3ypfnsu/yWJQ6XiTj244/cQ0Lj1SnDJvebkUvSHuA6Quohun4vwMDyAzcWFUk5OQZtNnCrUfH8hzTouOLIe0GjZvdgirB29cN+I/JCf3o7ucsJ8ifwqpG3nh8xftdGBVFRYbQhfXsEumDh0WykX/wMs1LuFQuGGR94mucZ1TM8ohj0OT16u2L4l0+vf3V/ut340YvnY3qhq9yH7Opgz2LFC96QqDSw+Xoj1xoeLu/AsB4Z+h6MXtqPhsQIEHHIe3YImo4dn7oRP8eV+NAXZefpbTj/DXoVSea2nClQ/3CBHlWm/jboaLnlTLvTCP02ueLIn4dK/aBHRj0M5Hd5+jAjgeOWpc3MrqzE6sTXQWb2AxzlDGCkkTzb/UZdGDrI5Mlh1HPt8doprIMIalvM6knoWN0TPpH7jWWgg+Cj+Ar0UdkpjsJ3Zkql38ysFegxU+3edfBIuKyEsTGnB3FdsWgi33HBx3QvQY5jyrf4ux9yjmDgxkGT5aPfrqkfvJDp1UX9+Hd1SMXkXMcQNi/7dkIbtbOzznrZ1sJg/VuPLUqE7mEB79a+KNrB6DNzug1c1SYz/BlvfgERgjOt0v4+muFNnivVsNnYXJDk+jPoTFhLLU1751G3G2q41589t24t/x3AoD9HH65uBgS96DiAnuptwBp+SOpry279xHSownR6bCd3pqfDW5oZwzr348ZTetA80NhNrmgjVxpFg64rjH06rDWa4oC3wSPQc0gvQOuKjp6WDN5+6kNfi4+1C69m6X1c1iR/8N8fI4z1k/iuXD+fvTQazTozfvE0Yo0ZTcPSgbrIpDaMHNx1he6IY9G/Gr0IPSoNAttNrzz0rnrJW+bKOdYXSHlnd3ILLoBpKHty5iPgxPl+phf1Ju7GBjo3GAe62yEnJb2kkTInDpkyaJTeM4U0XG30KOyQTrD3jGQAux7NUJRBnW95SehBOPQ4fQZhEKQrYDyzqz/k7bNneHORblogSsW1xcpJNRpOxSR2EWoJ2fCfPbuWw4GOM70dwSFcF1ICSGcPo48H0lUj7QBgZ6JO86s9YHcWpnc0ECGfIFt0SDM6lDchgzrKO9G5nAgBb+p+k3a5/k28fAgV7gK5eAoAki1rICcBAOIpAHB0wKXw1nkJERBO6TppNFqfhEueVGSeRYPZpQl3O+AfnZWBQfBICwIkBJS8l6X076TTCe+0LIAm3imG5/LjBep9s+LVkXm3R5/fBEVurRcEAChlAKIb1TVkV8q2m33eyj9m/8Ksg8Wq1d+EjAXcoQQRIKVEyjjDL/XXUViup6EY0AmhHvSTEnYjNiEgpmyS3CYeF6mVDxNCKuWrC5O0w2YYpTXlxgRQy1QN+BE9pqJDuYVkyqT1iEWOO2SiwyMqEybAEU8AUp5U+pVVvmxsVpMzPy4Jdqv6EJWdeVZZuS6Kad4e31zXVH2E1HUo/4we77qwoPvZZWTmvI06lo9rljnGi3Sx8NAbSizcgIc37Mj2q7AUuWuHqtHwh8kburC0hQ+IWMoRLR6z8ACD1F08p+W+EOsUS+EDNcJSxp/e27Ib18e0Dz3u/6tbYOFv24Dkqy1k7tM0lNdmHWbWsNSNKECrT/GUPoMlONTwltEy3eMh21jjJEqvsiu9syMPoPOQ0ml2ySpvvTXfZRq80MLN+ut6IuUfgKkb1Y/qNNpCc+vA1rvpYJVNtY2QP0Oj8OuFpWbQRhaB2fVkn5CyI2InS/KJ6LzHweUnzZYJvjSah7U7GHa528SaVzAz6vGPccm1U58yHGLLC7sU3bFOAWKgK+1yo517lULaMmob9ZFpYsyGHpUDP/oo7CXHEWyDe8vlxOShCK3dcUufOZh1qVm7o26mr+RRM1eXz6EZ0WGE1HjaHMis7k2zwPfafU0qrpdbd+JzN41bGsl/VEu6m48EU3Kc7UcU7oAG/SEAYSomPRq/fWRSAxl5J1jVvGxhsEYn5HQjscz4j5F1eEtvhCk6hGru435TYXFxmPuNadxRfwdCh2Vn3CBx3VrQcC0BcOuhf0tg4RtT2cr493w2thYEHpmsi2BkV7qgfw9Gea17bg3pNLNuYrns0tQBHHxD9mg282bOaK1M6SQPdj379qAaY/UD0AE6AHA3l+4+YnXRMTN+uwn2GYKn+FthE6HVm1LBeEzrfqdXx+aQM7HgGbvkeC4YQbSWZrCThQhXTZOs8eGf6WPT3LZBn5EGC4MJRRBg6nlrQ4qji7o36t2se2eoWcMjohlByC8cBiMz2q97LOP2SE0MJXQNxsP0rHd9ze9uNs3dBvlxVCqu/R525NGg3wrtUKV9fNlDAZr3lqFtOQWwXADrT5FdAPCC8pvovDMReBB61Jrh4VGDiDy4QFouyD/3aR+1B7o4qdK7Cw+fd2rfSQiIovF4YEX4wcBP3loELIM3Gkw/oy5UhJm5ciRc+AIHYcoPXwOWCDrCaLZCYrLZcI83aQi6jFGUGlO/QPboBFmXDuaGgVlLaBqvG+ubIt4QPojFZQuhnxwLANJPvhkUdEec6lDTw9Nl62NBrgkPk99kVJOwjEB0mDBa5am5rnHT8Mi1An3Sq+QRGvCBnquMdWP3fd8TZWmZ9B6GsfNu+Lpzg3n7KbXjA6zmdOB4cws3/cIwmcZcPTV2DSDahmG0Zzm1OHDAi6CDEPOdGbaWgbFfjfTRsDrjT9/wms/8DH7f5FyQnlG7zTQ/GvSbAZ2fZegfqJrlImKNgY+4XZ9V7jvVqIx1S9WYHs52tpEq9XNPl2VuRJ6+9kjF3G9s5nZZ22LbqgenPNGWplcHa9xvLN7hm4HZdhFGbLgTjl3uaHc82gHfCjOuQZ5rjMtvWvigjQN5gQyU+S4PsXvu7LjSNGZozsphNMSYnaVt4BmcM7STvGaAGOS9G8cGc8gLAIDWP5Ak0MWzP4KUF5Y7DTV8A3eb6GPVIKEtwKSubvfWLi6sS6DGsZXYACv7nrXwmB2NpKgZ9SmeVnVNH5uvPzT6YIDe6sMdLqIpMkgP63Fg6Ecwh+PVPMeZM807PyT8akoOaan/01rT27UeFkeD/vAQ+dzv7aKD/Dfh6sLJJc2KIYfpPcKfCMGBAGlWl2FdRcYS8nKbbBZXRnO/Mdkj8LISulY+g8RgFob6dNKTVy9r3GTMKltBP0E3d4qswcubCYJbE6gFxLqaqFcEo67dKWwwk1lkM8+OI25mwpyZ5YgqNg41wicjwbDq4juo3WhYYZg0fn7UlQ6OUbKlni1RnizPXcYd7voCYFo/bzFlgrcbHz/OsqczVPqmIZBRFxSctjPz19FyQVD/zvSVud3xLSDLMbvDPuLF6zKQSWVvlDuljxyWHV32kRsMW+Fuf0QLAe1I7mx+xtHe7j6mX0+2IT+u1TnZHM5/g365IP5tPYTpoIDQ3VfIb+/qJzv2aw2LfQ6ZmtF78hCstNDDoyJ+o7cEmPmEs5fjCgMAsU89lBNlvRFobf2DH55yk0vKjEyH97T7zKRuyhVmBQxcZpQLj4Fj7/4L15w1b6gsV5rIVUaWfXgiS8ArpPNVZniT36FvW2gcyEWFskRhNAvXnC4PQLnVuK40GReXHdcZoHSHiVNaZ3RGWF0Pa+rOLJ+BM3MY1UHzAEAb2Gtda3xXGRT8EOpjRdPEx7mY2Kmx+VHgcuzz8tYvFLI+vB29E3cXY4Fggbc3az2q7r6Ow8N5b+zziIa7ycUio/FJGo4/9E34yw+s/VxfMc4yISfrQ0NRbgNEesiUOFgKZ98PZDj/DfohEEN0+neOqoUa1sseJ8ACdGN1L1ecSTpciM4TNLM6jaL77Ot+U0Eajp04roeRMWe6sARl8oxpz43HSPdj1Fv+406EoGn3GdD6TuKZPvDn6jkbgZ7VRVrU7hb9SnyaF69Z3XTm1RQ9auoU1MD1Bgw8Qj8DSI1c6b5i+K/fpoCplI/oBbBtwULfbkwvwHL9YKGZIgneonhuFZTW0yNeg877nasoNcIQn6In+kjjHsB+fCUP2999g/Eu/fgny+J1AeXe49RPaHAbiauNdldzGyL8aIEx4hoOXc4zgeLnc58r6+wiDvvJkgPcYvSTkKXViKfe+0geetzgbgPwsWDQ11685qe6iPU7lHJL/yk9Vhd0m55N3iLqYFLeUFerXjVMnTCr2siWFX8EWvUOdDXo506UBaCZPeyiN8LpPLceonTJp/GWMp16Md+Ja74qjKTXFmr2MKYXc4ax+EyUQYqy2KJIQHotyyRprbpFcj/Qz5Rr8A7Ipu9HuENI/Hriw86IBy8e2WXerJ+kIzv5e4PtK+x2uWr0mzO75aoyt9PNdp8j4xkjntTYj/zorTT/Gwb+WPN6l2ErTfbyURJZYTNOtfHAypoaH2SbkkWFeNbMA6qUzMDVZvi8Wh8TO/3U4eFXm/Ohsjc9El6jGXYt4AbK3iajk1/r35j/TASbmfJzfpRv/7E81RG2DWZ3fIN+C8idc+u32uCeEgzdJedQu/Vr6LDTzRZv+oPZOZ3yjvNgRx+XvMvuunaUcox4uHr7eQmcHXEmV9CgE5qykKxyv/EWG1aEmsZb8lgO6z7T8NY+Ewimi8yCGofcp6mPauWbhNGbBYMmguhds4Qt76abTgHdCm+5qaahTTi7E29EkmEnz54QMJcG6upwLuSivSgZ7dZioa90Ux/WVvyJHfHwo9TA8A8jvYxceIDzRRjXA9XJjmRz7sHa9Zdr+DW78QfDC4aAtafGmuu2aFhyjPooPfIwjCDaxxsNXyN56MyZms8czqqINwSvuuboCDi2yw5OO/50OBr0m8GKZnNgf331PcCGR2XrAgFPdbnjR2adT/5MeEs8BWlG72BxlcM1DnwYXPebmHfsmmMsCLCkr3a/scNWWumu+40TjlLjOUatoHc/xlW6o6Iz4/TPgJgpknLZMRYfs+U2wVsUBBZTuMgQvJdgmlrjQOtBtL4iBvfILaORIMDBXGRIFJxm1BL+SBcEyh9+hbtGW5QkoAsPLwwmd5HZXj5cOi/PkGL4Ut7Alx3Jdcgz4hH54Ht0MG/UQsVFfr9X2EpJLxZR0o++8hDLdtN43wLyceyLNA7yUZzFW61PYBCv5mWm+e0XDU2b9zOgPht23mjxMDNcIsz5y1e8MRRXmsSle4sAabQrH/qVcDTot8JqN57VAuyfjJyzil81KFfqM1WGql/VcVafeFneD3kaPLqmfjndPYyJ6e2l27wTAGlfh1aUrz/jhh5O8VyXHTcd7XSTt8RpVoiBzdNMo94qmyVjmObgiGlx/enxRlup9sP+Z6wCx1firPoxb+bHCVMHm6VJuyadweSHo0wf6qNv7B5jxdG0pqwtw6gCx/UEc17F6eJs/VaDajfDqMS4eTvYLhI+znr/f5NlsJuORj6XLet9g/+6da8eMbmIGPGw/dVHcqznYVRfEcyeGjtKXwPBbGhmbNFlOCRt5DsC6+RViz+S6xGvOaldLoo8/i8WNyFk1DWbHjR1/Cj2tgRz1/5A1RydVjtFTxYDq+QOPlblyDAdP3VqNx/IrrPDU+3WSn1yffkHUG13v5k7UZbQhLra4NJ4i40p/pmn/4GsQyP1Ytlzi0y1GDAXBxuH83Bknlg4rJG7drG+dfYa0SFBm8CzIWm8Db7z7ANS+RHsasOSX06rchDDv7AieiMrz9od/P4twrxLSnfPiREjfcaHTPl8owOuTDX8IdqgV7vtt4MPo3M/mzDyZ6fcGVcpS4CdFKavwV3Trg0/mn4dmui5DfPCoXXCyGVGsSdjpiZ5dPkx5gAj5R146auf65fWGMlbMcdcMI1Z4G//9m/h+c9/Ptxwww3w9Kc/HT7/8z9f4bzrXe+Cn/7pn4a3v/3tcMUVV8DTnvY0uOtd77oaZwYQTwGiXYyUzsJeh4ocChABQLiOpLMH4EsNr7MAabasCNDqbAeQdhMkhCZN0FA//HSr3wzUpSZor7ScAkwprrflFMBu5/KoBizuLB5Y6B3+y6lSbs47Qe6DuT7m6j8hAIJBU/vJCl7TUEfI3U6lJ0DAYXuWQWbUb+uCgMpZFi3XgmXJ9VvrWN7XmWPX6yYtS+kXFWcBAElDy435XW3azVWxxQ/Q7v9Y8ol+qgysvFi+53R2XBEAvGpDGOs/4kHQAAFSSgATE1fnnQB22A349a9MNCyp1AkCYsqL5lSM4VTakshFBEhCh0zXrwEAUsLOAxJgaZa9dS7uK1kHBISUZU3TA+T+NWEw4Jh33aG28JDIsrpOxH9GdtcBAFbgLwW36sTazOKHAJgSe49SbZ72mJbcxAwjrpN8hKK6C6EsToZ0mAABp6bprGvVsutbHwchHgD0cIAGbks3CKwhBUuiO30bNCP5gOQxN7MzV7uP5r9RHZYRO9DZ509UBGh4fimX0p4JAXYb5+yszwLDgXoCVm0VXn/99XDllVfCO97xDvj5n/95eMtb3qJwbrzxRvisz/os+IM/+AP4zM/8TPiN3/gNuPrqq+EDH/jAKpyDQNtZXvs7wMSkdEHxW2DzjnlnSn7Up3+N/lSHWTpcqfOke9DAVWTK/WZi19T9QBUAbHehoteM+42lj/GYdVcay9de10PGt/R22iLUR9I7u+1SlqWDKceRS/BUtJxwv8bjPUszYomCLeE7pdIaPdBHVXUS4EV5s/kzO/AMv9CsBcN/XbvaHGIBO2MpWbjEdcQq66Zyc5/8qMmZHmhmqPrqJ3eu3EVnj67v5uF2o9ZWsbsNhnmRaw6nt1WQbjVaH+ne45clBuk3btXLXNvW+61GX6ZVPJ1halanmrjm24ZOE2bH6VbfDOgoyRa5szy6DuPOgYxbjG+fE8uPrqJ4AKBccmZglSX5eZ/3efCmN70JfuzHfszF+cEf/EG45z3vCb/+678Oz3jGM+ClL30pfPCDH2Q0MziHAAQExGXT78TBOk32UPwAfIPOhLKQYa98IlnViJzFL7hDfagOFp9J95vRI4+LvyEW0tc61jn+ibJ+vY7DU4LGN4pjLwAQkrU49Qzw6fjyRhnM+jLkCmM8Di16YAhV1LpNj6PaepjQI5h+3az55zlEQ+e6gZzYiQtNFA3FlUfphW70I9hz2BUkmEY8/ZB2E9PCQ/CKGDL3noEvOLdMvDaZO+nXfswjngOXFPnoC1n7PPbW46H2IqyPXoeReuy0Ie81ejp4U8a4MSTle/3seB+vqpj3VIeVbWIOY01OQOOTNdrZetK0/rhN6cem9ximIt20qkZCQf/j87M+QXam1BxWWZGXX345XHTRRSHOS17yEvjKr/xKOHUqu1Lc+c53hsc85jHwkpe8ZBXObQsIiBc4vxM6eRYXONgJtzSyzerd+hV+/6si2yyTZRrjpVHYUMSsV6hPcDptPTjLznTrNRW+5tDrlCkhlBCSluFthMBcnMWfE7bS5T0djnLcZr0MA30sWnU6rFhcWLoKGvWNgUUjF2Jr3kgp/hCH6Vx9umzUlx0xctyPmnP2k5ZZfi4DshN/wuEjbyug3whEhzr5DKjB3k+uddEJzZD14usTh8jcHrZSoYfODgpZ8bbuD+1bn7s3f0OjI6asi8jDeE/6zS9Gm8yacO6w4Aw1601Df9hZgnrZYqwDDIJywXgqibLb1uOAyeyMsCpsZaphKmewdRwdeorsDBx0K/rmm2+Gd73rXXD55Zez9Msvv7y558zgWHDLLbfAmTNn2O+2gWrQndCHr0zUAXbw94pJPymzGZ8Tj8PsImDALzXDPzKGxkZl6H4Tnihrj5zhUL729De0adjHuAz2e9NjniJr6jXZNyxDeMg/GPUjmn0hz7BCjzVtNcAXrIcL0tE2l7w2WMzNTut3x9mHr068+mmWdBfccHFhu/dYDUauN8fJRhJ376GGotCXypn9WNVKkzqv5TO5g+ztspr6uJlx2MpID92Nk6u7XPCsMvYrvdRNRtaxduOFjpKn5GHyMfXhGdPtPGngW31wiyE+C+GiwMH3lImM9YCs0UZ0WxcJebyYq711Mehn+NlzfTXy2+mxSD+SbWpv9hI5qBX64Q9/GAAALr74YpZ+ySWXwM033zyNY8G1114Ll112Wfvd9773PaTqq8D0hGJuFfS3VUgxhphBv2WNXemR/2ZpZ8vC3EdGj/aMHgNeSF1QHLxV7jfeEOaNGEtchmgh4A+lRpJtLZmuLtGIO9N3VrvPWFO8oNMzqlGmiXIrFJ6gffKNe6kPU98q+6jPy+sVz6dVL81CjfAnZYzQmO7e7uws/oxhM3A5kUamaThJH3NisBty0G1r2/A2/ZEDg1Xpz8Sl/rhTlS1SN0/IrboE3cSlpWyGQ7k0moV8kskMKtOP3vfTH6UNe7o3NDNY5x7kpfmLqIk3LI4YC9fqL6p/rJhyZmZjM33NtBbRTLXRSp5CjxDHFd5rF1WaxtPe7jYmElyd3zn4fvTIctfCQQ36iy++GJZlUR+3/u3f/i1cdtll0zgWXHPNNXDTTTe134033nhI1Q8ACDniDv/t150FLKf2cMdB6K44K5q9vYWYdKupO/AzFsXIJWjizURasutM8upk1v3GHRUiHey8tIVmr0OQYnB5m246qF2RJk+hTdLVxANh1JsHTil5QgflqmL45MvFg1pMIMydmQC9vIqf084Iesc/ctOJtppGM0mF0Xtr+vnJtIVRrzfs5NPd+4W7qhxyWDw4UNcV8gZhk+sHcl7DURGhnXaLRL7HewyDk1437tab+O2fCVzxpiE/mrcPNy31/cLk82IfYqVJZw4bqwzcA6jMRYehplx0UVxrSLd4jNWM8zYMeb5Z3GkjV5aZJlsAi3dkpMXcwVMZV++2rwX6Iay3yx/B6rCVEXzcx30cPOABD4A//dM/Zemvf/3r4corr5zGseD06dNw+vTpQ6p7TkC+Osmh4fYMT4QIPQxmgqmwk5xBXhgAwFQIykqzJjxjC9c3ipm3QFwGJAuYAA8BEpwq4RcN/fAU5BCd3m4kQsJTQUjLBaZDHQ5piiEodE1lUajDWTp1ZKUjgBX6MpU+o+qnDmajWGp1Vhu0Z6oDUqJhIpcSyjGSgSQfbVylK5ZoX/1ehbFcCwuWfktkJhjoTtSG0u+nnhEhS/HCiXYpf2eqK9QlAaQ6leiQeUMdTiKEJRWxlLCAqRjIqR4slvWuxnILT1l0oCEsD6dMNrSoPknqENInKANWv58JeeiEmwTMRmiqITnR1iGnF9kWm0HYShruMkuyedWFCAsRiTUEqV9ELgtYTBeqW+uj5C73iSRoet83dSocGk0xMMePHKcLHkEFZcRWuM6IZ8qm5W76GG3u6eXqYITKzOlQ2kPrjMij9I5k03w3z5E3wzcvBOKQlCP587IIXkJIey5IERZIe9qGB3f8fuITnwi/9Eu/BO9+97sBAOAv/uIv4Dd/8zfhiU984iqcecAD/U4KuBzbNWcLW+xG1rQbjaFTc+2ZW4PC9Dqe8B/hrXK/Cbosc/sxWIT6ZLr1J8qCqX8eMAMaq+0RiPsPclQDv4/fmo9ZDy1JKqQVNE+R9cru6kVpJZ7RFkqkVYaRXlbbD+QyHrLNrHIH9Teu2hhh1kdjlv/osVoLSP7sEcKSuc8wIKaGq5+D4z229NJqH7Mck7uoSl7XK/R1px/HEpkuOuWt6CRiuVQF4IdM7bUjbvm3z5BN8x9nR01vhfOcoZnVbch72r8ezP5nzkLRkG6q6Vjaqz5y7nquGXaiaW/TczVB26yEwY77jPyMN8aeP3aq4+cNryqF8uFplP8srNqhf8Mb3gDXXnttu3/uc58L//N//k94+MMfDk95ylMAAOC7v/u74VWvehV8xmd8Bjz4wQ+GV7/61fC4xz0OvvEbv7HRzeBMw5YPPhUEO7cHh7ILSyClW/dgh9B362d32yks+QFPZyF3nNH2BDGoR3pX3Yblw9KGo8OxijEW7IAmXPJAZu3Ut13m4HAkPAUJdnmXV+VZO+VFd+fNQNMHvN19XedpwfJtX+Jo7cAmsfOOxmFZzvZsr59xO7v1MCFniFetq0TLsgC2eqqG9x677Z5+cgtI7sJHZbLKgVheunn4znbTjK42Yuk23oQNcy8B6zwxW7109x3nD8nh9Lmuc1ET2VEv6W0nnuMfBOguN9Y3Enx3s+0EF/306tTf4dbyYJXuuRvO7dbP1Uu8Wx91y1UHSeFEl6X4IHfSV74ROkeQH6UEO2Z4ZZjatZ2oQ4/fbNfx8Lw2WdklXRrr4C6KD55e5Z/NZ+kNCjAqHyKWt1QRzBw9tQazO9EA7CC75aTyW8obqSTw+279mg9kMY1L1+Dd7343vPzlL1fpn/zJnwyf+7mf2+5TSvCa17wG3vGOd8AVV1wBn/mZn6loZnAiOHPmDFx22WXw//76++HSSy9cRbseqsF7wjLq1T4nhbbmlIbnvHzYrVhgpB1MuxCNTnqlungnts7KTQAYnRRsnPpK8/yTU5Nz6mnhZejdhrx0VqiTerqk8dyVquEp8xJodxqHh8tblSsRviRNus+EcgZ4QiYqF6Vk4ilXJiar7EAqGoIT0hce8l1y1T2BUQ5SJ62N6n3yZcmFGwAvq9Khi2E86F8A9miopmE86DU3EpuRJZobdn03Ke3QSO/82jopdRqKlwivVn0JO36S6ZQ3KrmcH/ZyEH6JlrfR9UmzGWGJGsNZ71YNCZk+aSWv7HlZ9KO6Gjom8jexchCZ9D6Byuty6j2WLu7wIPeszJQnaYNkyEykTKniti5bTtgk9NCueVkTOLrRMlEZpB7744MEJ+BB9apDD4i6L/pSQ5/qzB6tJmMjnqyHWtdkMZ1cHgWvXRvyFI9OA4SO8uA0uY7V8NbqiNNUul0CUy+oNE1uCvVIkExdd0Vg5pVEGVO/LvQ7ouAOEstL5L96GqxMT5BghxxzR1qj5+3gLJyFHZyFHZ6Fs3Ar7OAspJSvs4Qd7NLZfJ3Owtn0UTjz4TfCTTfdBJdeeilEsMqgvz3BuTXoAWLjcf8jexk7xm8jb7qLvdawr4bhVNegcuhw4qHv5vFCHWqeXzaMZNV0k39Ot436QhPQWXzzhl8tk0NDMvoOvWXU1zbigHKRUkdIZfwnoo/kK8uVbMOYlrHJkWWQ/OiMQPpMEjRWHUXGuam7ozc1sulfpluVKeqCGvSyjdvMZJSr4Ue6EzlUb2s2pHwoiHWX+1gyHuKaGdblXvKmBn2SdNzobmypoT0w6KkRS3lSg7WltQUHCloiny4OKg6lAZg26Jv4ZnQLPYT+oUFv6NfKDaBweJ42cKkelkFf5VJ5Q4NeymTyhHE8MOjzddezPx7I+tpqgx6glcs36Kscx6CvPMRCA1I33OUCxDbogengGu5OusIrCc0wN/RILg9CR4Yim7/BW/EHg6bXMRveWh2RPELfFgGUJ6GRBj0kvjjof8cGPaTOpxr4rUwlhxv9qcjSBj3VaQeRQc8pqEGf/+MG/S6dhR3cWpYBZ4lBv4Oz6SPTBv0JBE+/o8IS/DCgWw/8xNqNvJtv/NroKQgtvvuUbz5Cr4cZ9pP6tNNlIz3j+unRZgwcrHp7vD2+tV4jnQxdqj6KkNKQCQIh8Of3APWt44duh72caW+DZ5Nj6CAVGkSiSU23Q0DAx/SjN+rPY6vqIOiruEEXJWuGTupI0GaqdHW1F5/smaaf4NX1IHuECMCj4xCThcptvuucT6YTVWX5EG/wJ69uQ1kFLXfMoNPOxGjPXSHAQaGHh7bSh3r60KmgG/ekjn+wx5zJS0baFlY63j/O1C/q+rKnihUHZpn1OI2a070hZAWPrbLDvMkpJ+I8JMcx1ujQKSprXcx6jdty0tKvWzz6/eBo0B8C8BT0kJArw0KOWOMpoCfVbmoyPNVPoJ3tMvRAqtknbvZ7htlTY2fwBod6pRK9xh0VgxNh03JBEM4yqJfwpFlPnBEaFJ1FAKIZGjT70xtyndNlzVNktWKQlskDp0RYx1z3m44cHZ88i8jDQiKKMJqow2gqnFiHg54uK/MiPaLwn5FxvsZwR+M6Alp05zCpSFynSQBLPyGVhbY812ELaUx3uXAoC4bo9NUpEZtCP87QZIPQ+/ARV7ZRI40MzTDEZTlBlK1F03SbWsby6NRYBE6DUIeEvuhbQBxuJcNlKh4pPLiZwtL2simvMXh4s82FrIw03UiDZM6O1kfDM3JX0eDECbBDFj7GzP7TaMSej/Y+G7ryEGY5dr95vA1Pij1ChWoM7HswlMG57Sxv5Dd98iz236qTaqtROdANJ/Eqv3A3MjCeCouw/qO3Brj4Rqkrt/CyTpptb058dRUrr/69CDOrDE9LP5Voy546mwA0PyljOsqRlT4SHmUbcvUZ8AO1xJTuRamx6kHpMitH5FnXFtrUjNSNMM9wmKXXp3reHiGJvxm0vskt2xQgNbjiRQLLco1rnhfHmo912npq7Cxg5cWIDrt4wz14Wm3NHysjYs7s8Dq9oLGM8RN8bpzhxl0sRKyiIXNjAUaLh5mRf8/ZYRUvAABMeIA9iW0HSlU4/w36OilHv3OvFJiuOW1W3Ucn3M8dh7riTNMvK+sUyd8ZI2YCTxpLSt7I/QY7H4+/x9vNR/BHHlunRMvh0hlGumtUG9NRWE9jeStmq4BnoI/n7hOzmdRpIpHN1mqqjskjWtPwdgz8YZ6bKLIGMx9Fm50hqVrTbeC4Xuw1wwXGbLu0wxMOjcdNfau6yAjy+jivsiACV5WaTAXtNY1tMPYbgrMoGx2OZD0aKnud60+YgG4X3htcXQdCDmEwruFxMFjJ7GDDtMTxnosJ+tCFZnLIrLJmsddh2TaSPjV2HZz3Br11Oiv/3Z6KWF1YDnOCbDbsqyvOBn7L5AmwGRmaS9GMLKRlHeDNnC4785ZgUK8Jl8D9BgfuN9FpsivckqD601t64Li+tkJz89DG9pRbDC7aDWaFnClQLjuWm43lisP1lDz0KbRr3pDItze44pmB4gPgCAtdazD8xGPWiJ8a4Wf5MZqU3WgA8i7voYZZGsd9IX7lxYUEi7ysb2L4dPcc6U56NbjFabWH2OvJa2q6877HG40IbdZ9hekjYeLU2CBvDczGdM+ec/LUWMMtRsa9n6gPvd42XHrYW47ts/I+O/EKB3KdWG+NvPfBlt5eeby0tY9wlrvtLU5U10M3nT0XUtlnPcbKW7DjvfLqYjPjFoON51LOlF3YleTh+eCP9L6DA04Y/f13znb0mY/6/gZ+Nu5LGdZRwnpf+eIjvsa3fqarDY12HMsd8cCC426Lxb7xvvuN5xYT6OP5UqP+yDhV3cxFwAq54dsISa/xVPkn34Ilywd+tRV4Qs+m0m3yw+2MvG6GieorzAOYdu6dNfZn2VHjYq8mEG4X5seutwFUg58tCqShvpIloXd93S09mEtP4Ms+o0NgwI/cqda42+R7Rw6AalvtfrMfbPp4dZa30HWWt1VHs8a1p4cqJ9jD+WoDPxgLDklD9XPzAkt+aFzP4AzkZ5y5VqEG/5BnQsA0xzfruG1T7GPAoIc+UU78EAY4h1OK/xB12j78Znmwss3KpXrPGD+U/0CXoYE0whmXI4weg5SHkYlBFBYz3e87wX6Ybg+krjfIUK22M3Grjp6ekm+oF+E3PV0ZugwgmWwGfGdp1sw6URFn9AmzgnqfGnNG7bZGF5I3WwctP3YjYUbkbWnAKxgY7lRvAKJ7VAaRVx/jYOiSu9L2DRmiyl/XwETnuujH19eBQa4SxchFF0HGzvl0l9wwvXrdNORtPPr7LABM+Y5PPL2ueGEzTcieGXlbejTtraQJwZsKV6DLPN9g76n7797PwrqBVp/4iuoKyVyKLH9e1seGQb8GyE63+m0ZcaZB7Njv8Q6bvXFYRbjh49fpk3pxDg8n8Ib+/5XHxvbyds4380ZY5eZBaQTkyC2GbnKXGUroyxn3l4Yn06N6GOBZHwTPgNy5Vy5BtS7FoiLc/UfbfWdaQaPOoz4YudIo1hjsvGNsAUo+HhBV5x/vtQZODWGpXV1uX8b7nuBExllFv9J3PNzRntztxuAtg/Qo0/kr9B2sk7lO2pA2I9sMcMZyjGg0xqJDuf3M1quKmjOr1zpj/FwCwrawG0PDPOiDPu3Y9WRom2E1mAOUybF2bRt7UW8QFsBUa7k670hHHxLxZgKOBv0awAVwuUD9Drtz34TBIcJg4lrjsxrUaxcVs/Uw64M/4jcTGjIoQ5oJibnGrYjRmMqA7c6DAc0JgePukpzwlhpv3u+e8usLDAJb6vgkQC1KcN2iJIyU5CzC9gVvxkXyW8NjdganvNfMbhFLhOIzD8Aj7Uh/eOqmAy0dqzsP9YmmoTJp5B7L135f/Rdq6M/7U7eqmwgzmQ2ikQ/8hDtIqN+a+OhrXZEOV98AhmGO1gLhYOI07/ZPRCP6cITr4FmPpbUY6jxkanIe0+TzDly1zCEn2JcYDRFR3ijoGMLYE3Esfz4kpd5ptzG7aT6zQHDi1ePRh/42AWy7huJ3QAnbQ1+i+M2Q1JXq5O5g4z1ZbsNH3IaRO0+tl+EjbyanSr/BIokPQPJ00m3Q9+usuo7aLfpiUiYZPJibFdfHph/I8OTMWohs99yQabrMIM9XNJ6OWyGYXbxFXMBqW17wTKJzvYZ/SGP40W8x0NhiYEA/pWvs6tNxiFFv6VLxDuXT3wy0Lbv4Tla78ow0iXdAMLt/G71AllP5n4/ZE1pb1rBcKws+Y5TPsvXaWo1cE4/vSBeLR+8P+nlwFyNr3r7UvxtMkJPopzN9YbbPjd8AzOEB1NCVK20uJW1b+MqjQX8IwH6yKzvldYMt7QiAHvpyPSP+wewK+ub+MrsQWGKDoyPOlQMdY1zKHFkvHg7SjzzXzgTRh7WzC6EOyiVEySFTORbXG9NIN3bePX1mF53Tbh/GjnafOdbxV+5DMwa8vOf6uHU8C2vcdEaGd/j2aesMODGDDVQLOO+5FurGNP3YdK0LysmBvcO+947yyg9AZ06MzXgD3SY/nF0D0Ue2/uIl0pFc0gVjSxOuMgbOlBwm0gpzKnb59x0ihjC5Y3+o9D0XEPvQhIvOfet6oM9MNJvKZ0ba1KJuGjPWYqt799GgP0GgJ7wiHso1Z4FV4SOVTv3k2XmiehLujK98/RZgxqifKAPi+ITbWfcbp7unKHxn5JqDS6a1M21XGsQNp8jabz6SlY4A+34/kEYhRBve5PAh8FTEm9sKXN//rUa7vaCqWWE4z0juaHEw0wyzaxHKj4SmnAVmsN/W0WsOCUgNzMROu51moUJyjvBhUkZkaIPaKdd0nnvFwICf0Izy4rv1k5F/ZvkDN8z5wnFf3kJ3rGElB3SzLl2e69IByzAL3gjlub7Uet9i6I/yQ2N9ND1NyFhwzmye90ScCXRZcXvYyiWR8JXIw1fi9ADfdT2/wXJ1YW4vt58iIojd+70Z7uveM9lV69PRdoBnHkf6ke/AGJ/x158JaTnagQ12/EP3G4RANpb49rMNWrcBLV1rGQa0zm2c7hib0/7dllHpzkIT/Dz9xMxJeCVrm9i6l9t6lIdFE6olymPpwPLkfTC1DN3J/Kz5Rcckzr6bSu36gDvalCcxhm0/emLQUV97kPwIzmrdAp2brPXuNbO7uvHzThYLToQdO4pPd5kJPwT1rDkPfdWbCekOovUffjw7UM96FK1uv3WRsWb0t3HHrjpm29Ysb9paocOWt3beMLV1SJkhnrE+ZkTE+dVbfqYkOC83VY/5kxmYbz/W7kbonx84P+ayMPM7SWWrwVZ0QvrbxBD6SbTrGWw6bXbWbaEtNqoBG1on0MsQGT+jJ53Uqycr2EEN3W/CXdK19Uj0IGTM2HTZrZxZK290wnWGbiQzhqzBz5tdRnpO+M3zhRNq/VV55LOFuh7CYmn6Vc9rVGdunYJTXwOdHTFTEOGyvH386B1fd9l8JIxkzfdi4XP3HaPamBHEd3DZImEjsJ4UDT2zIS6j4W/W2AzL45QZYxlrDN2Zl7P6Nv64df+pOb8RYF1ja3hNA6xIOjbeLL+JjNJerpHvsTiAmYPirydny2w14jnUaTA8j/J62eYdX9Z8/Dp3GmzBXNlY571BPwOrDpY6aaPe0WnvpmhuMStcaQCAnzY761M9ESGmI8O602WjJxYPc6JsACmKuhIeEuW430RvH4yQnwnWnSLrnvS62G00H8nGWbgZ7jNTbyfEQjCtcdk5aTDDYM7qtgYXJk6HHeVNTIdT7bGmiNS/HGDzLjwxonWIy9vONcc6eTaffrtdJ+puMX0q7YroOHOnxgYHSw38uNeFqpx3uUAAWKK3DbcjQEjscUSohvvkNw5TMvbD84cSa8d/m2uMJzdatIR5nqEfDH+Zdjz2DTFmfOonXHFyP57fbffwFqO2Mu9tm7S3kxn19gPYXECM3wmOQoj9RNu9l9AbeWDgkmIgw6qd6elFwATejPtNaJjHbZmaDgbOKmOP0Kw1XnGxwyZabmQIgb4TbYQ2XndDGunqxIrf8rzI+rV2/OW9NJIt3/ZR/LNYqXX04VuPE4JZT7g1ltfWIiAxKBBW++Hf3oCFg6TGOVmgbOLl4RQ5zU99IGPOIBzFoT+MAZ/TE7ufD4MJRt3oD2OtWPWcDf8uQD+Oxoexro7xLn41UGdgTTjTcw22gT33gTan2W7ob+E5izO5FbJicTU/OI6M/r4sqP7z283yo0GvAN3/eMQR+juM3GqIsNNqt/IaubA4dKvccNrO5uTjgrPlGvCckold5mr+gwBpgf7+bnVQbiO9e7bO8eknw3JUX1fDSJY80CmP6ftv4JiiZb0PjHUjLTHeTltaOip9J2R7eqokWm8YFnEaZmaxQ/LcR2dhMO0dvcZ7bE2XH5pnPLm0e6w0XpU+jJ7yWcGz8FKfZjCUJNBtV5npiDxhudfFk++oBr9BjHvbIiaX8tEx9HaHlQDBG2HHjEnWHlP9LOmaGXtyZB/zOfDZAF5G6F0Y0cJ4qJsp89jqmKu5dcb8pOSEDVeXdV7e0aBfAdmn6Ry46dAwk/sY9RtPnV1VphphZiYyCiCscr8ZGdXDyDbBavfgZwUA1Dp3jXr3Q9hze7iS66Yz/X0Ebqs7401FWnOq6gHBPDl2lVUTf8DLcYP6QojfM8fvoAcyK3+fheY3iVvxG+90sJ14tgtLP3Blu+M8vROXhQQC00eHyjwsMJ/8aSJRngkZ7semWPmdRNkO5JoDfKECxv3tBfR+BDm8bEgbv0EYpTMcsCPqeI+qmz4wptfAoWnWfJJk8R3RzkSzmTfl1xjz22LJKy4r5qWjQX8AoKEgV/miz/JeqnG/lQtxI5rtuix2/STMGsmz7jczeMMTZXF8equzpZOibxsGvvZTJ6kKGjsKTbAIsHaYrfra97uCqX5jRPvZ2/AnvIRPvzbIwQlBuV68S78qjv1gS8p9E1bpHNoFBnznVGO7xFM01IAG2G/3new234Z+9Eh0UYuFffhuODW2E6epU2MbrpcVuPaMItBEBui820g21jcvMNAw/g1D2Xa3ETgqLeYxC4vgPeujHhnjW6Gt7eWUsIFvtCjweR02DGmkB9VnVLjhrIXzserXGP2YcO/hbMuC4GjQnwQ0X/TtEWgEw85z8+E4SPisGXZqWaa2JoiMAe9q7E2534zkj/iM8pw6aaOkH7LSdekJd049Gp7iOBAQ5QT+PGq1ZoxMb1aw6sdYUAwFV7yNtAR4eWcKz+t4KgxmBNGj1OrX0SUqbuiys3EG8/jNPH5b6CoOM9iNbMbzHO/WqjIknecat1vkbSmfH8EEyc3a0c/tJsLY3QfCfZYZNx9zSA4WMQaJvrd3uyOcdU09R2vquSVa1AZZYTrGNF5n2jL7DmnQH2Jnh58oDyfwev58oMl5XCS49ZraI+sHmaNBfwKQXXPoqbErDxLy+FJ+WyYUAGiLgpVyp2cwb5dYI07iwVjfKZnR7OLXSXdPcQza1TvQW2hs8YOMIZhRZhDiA5Ao3lZXGbGoyXW8vRxb5QIYcle53qzARYij1ETbX3t9T0Pkr2WxbU7p5PTjSQQ4lyfCHqY3ld1b6dpDFyrTCsWHOJkksy4eQD6gdWS7WaMPbiNaIWOt+436eHZV3ZwMdFOKu2ttW3zMG56e0Wqm47q6MmU6ww22f1bwCmjiRd3GhcDEcDi7e79P+2i8+YqTH8L2a/p3PRwN+nME/bTYQxn3FwAuF2xcLCC0EJeTxmWO6b/G/WbSd98I3bgZL3K/GepT6sQZmefcTjhReOKq6bKDzumy8+44edd53h1nOowlYqmDAUj//PatwwGmYOWDb4S+PPQptKvdbA4YwnLqewYI/OzneLB1KcL6WYHOeLPuIlsBEyDuutyFGNvVZ/5cuu9gKqfGriQjby7mThOF/cuEkYG+bsERhc60DM7pUJtVFxGlRvqRy0g78lAvWweh5x5GsbmLP7UHsr1v1kdTTQ+OgW8tRDDHcFs5k/kLi8GM6ucFmfv5NMyFrpz1S58LSVnDT87BssIdp54oO817GvP2CqOTYr3fic46gbrtsaS/fRj2twGbXXHWxNye1bu534x4Y7coTnqXdqtPN8BgdPJdctbtPtehU/iL1zy1rULwSUZ3JVGjeSBXJk3uS5j+/WOyjGp8WCp5r+oTjs4jt5qRHBTXYpd/uLt+aFA6WPmTfFbLTqSJyQeoW/hYelCjMvoAdDaZ8GBdushBaiiv7W4MiM71fs1jX+UPUGZ4j6PdeLBtJ193t4G1ItpVvonY/OJvT5r5NyITOM7iyDLG19AfBlZ8ZIsZf83UMZoCUF1M8BxnkWH4EGPuvNvM2p15qR+60mYH8g7nvUE/PCnW+fkhKOnvhHRm7jhSjy0Mc3lyuVYTw5o1Mdd7iAxzXYwY2lvebU7DvguHwGB0R+YNi0czJjw4rj/2IiW5i5dJXSJf/ym89fz1Ca4HeA4NNxvtdjPTlz16CNoeDlMGi/HsAiTC2dMC2vwpT7smu+vU0KYGuMDdJo/shrcMvpvL5BzAoMzdbq3OYvfWNfYKrpl5GCPQN+42yJSPi4l00m9UJt88yBNr9zDw554P252nDR0Ebw2sNwOij6hXsgpohq4yw7zYfN6Hv+YztkXWVI2/2LCXBZbxP4J1x4pOwJOe9CR4xzveodI/93M/F374h38YAAB+9md/Fq677jqWf/HFF8NLXvKSQ6vjQo71HrsQpHQWzoXfJ3VlSenWfRgBwgWQ4CxAWuvjeQoAdgBpt0LcBeM6QgDACwDSSKfSHmkX8Ks4gUw8lfPS2UDUKQCvjoJ6SMsCmBzeWBZTu0CuSZMAdvN1vjcsSy43KV9108FdVPcAgHlRMcSD7AqDO7LLZMi93UJdBLR2KfezuuMCuQ8adbRgWZ1Zfa8M3mZeyd859R7xpTwA1g9ppTibhsLy2j/tsBvX7tfbtycohn3KcaHTHnpnwx7XDck4Jw8x5f1TizdmAzWZfEq7GHntrUWydUb0eFq4AJDSZPyXGYa6TFKfJbdWkykfq/pB7s6rt1B8yhsPlVfp06P6QEy562+sh6X0QSnHezStR90bXrYMC1uHkn0g96X9ZI70rob1biClmt8p5GbhB5LTAkvb2Fzg7Ia58uAG/bd/+7fDhz70oXb//ve/Hx7/+MfDl3/5l7e0t7/97fCe97wHfvInf7IrcsHBVdkfzJ27EzZKqnGfEgBsk0N36lNk2BqUXf7IaCsUuECa0rUYr2HdIbTd6dAgX+L6QQSAweKgGV0Wj6KHZdRDPovA5W3RYfZcxDX9pr7dMHhlReSovNg6tbraZI259TDWCUt7j0TUyZHNkGT2NeohWyLtNiHm3aUENg+DJs+Qe8wOa+jrbo9p0RVDt1sbcTm2AOMJvs6zeCM5t8Vsf6KQWj/NxiMAAG4y1OniAKvRPJQNpS4nDHywq71KsQxK+Wjo/BUGvCN/njftQMWAPvgbLkOPIjeJtLWyw64vKsc0uiP6WfmD9lzDa2ahwPP8Ogv7xmC6GA1bnk6z/If6GXhj/Owr3575VbCtzx/cir766qvZ/Y/92I/Bne50J3jSk57E0i+99FJ42MMedmjxBwXPr0k3zuFmriZT7Z6snDUIx/llLaGThlZA03d6wllhXoc6KgEMjKBAZjOG/CnOfyIReCYfhRMEH7VUFwtl3Jbpwdt9Vcm2fqnUt64XqTO002NNmcHU343r8o8SZfQNwyrgU7MjV2y7JARA2WaIvB0to5/pI4xkQ445DcgyjGYgRh/MGNGzNJqBI2traIlVkXNTFVNzNEsylom0Sb0HWLejLXsLmTLNscPuXbz7aiPN1H2t0VarXVbrzK46JkBmxGdGXlM2I2kwfmLh7Rre4WItASJdmMzXieomqny+Ho1WpCWBj2t2+NeuKCrZmkd/qMKcvqr7AEAqi8StwidGdZZY5zGlB/hDQLRTvkq+zHeQRsb83HCFhb+NMWuk53w0rUAfN2u2pUnXmvUnvi1+3XXXweMe9zj4x//4H7P0t771rfDlX/7lcOGFF8LVV18N3/7t3w4XXXTRSatzEJDRXk7GNQebnLyjs2annXDBU5DSDtbv9tcd9Rm5WOSM3G8QAC8obimDx6a66USPMp4CiFyUZtxvIhi6AK3nl2AndupLOeDs4buQq0dddPB66S5FsSL1I197oUDlLGURU6OS5IXNKrekcwSpvLFhZcIFsvvVBIND7aavgZGLzowqW9xp2sLFN0TXQl6zJYBdsTKyTwR3aWjWBwIuZac8YY5uU667C0rqdYCFtvDO83rlt9144gXIxnw3rAFWTcdYzIR9jPZZUcGbhbW78Wv06YbNfvrHMk6GP5ZFT/V4q2UxF4wCZh8x14C2aLGUdVXd28a55/236s1T+WetJ2GldWf5YC+E4Yyem5gFYGESFxmhv+mK5SEsxW1n38Elx7mZhRP9KPY1r3kN/Omf/ik89alPZemnTp2Cxz3ucfDkJz8Z/tk/+2fwvOc9Dx7ykIfAzTff7PK65ZZb4MyZM+x3e4F6omo7WXWPUzlN/sVgxujk0lA/currqi9cqrE5OWjgZNSeQ54oO9IPMeCB8YmvAaSoDFtOZvU+1nXDWxofQKPTXpY+CPNtO/th74EiFSWsBjYBGeJRfOyaECHJ8I0yhOW++q0KiYkBLsb9I5KxoN8UOKBleGO0vWkapHJ6apncaGjLc32YlAMy3jweSL/RqawezZAEIdAtwT4noPoQ8JQ6t48s53TIXZfXlQ4NKUJVjsqIoHTQ36jrup4+Dde4n3789mgb81E0yprBr6NzOgR4/PZgONJnTXvMyhthr416s4CMP6/j0q+BE92hv+666+ATP/ET4RGPeARL/87v/E64853v3O6/7Mu+DD75kz8Znvvc58Izn/lMk9e1114Lz3rWs05S3T1BVjydsA+zUmt/Ru4tJnndVY1fPZlyT8z9ZlSOarwEHxlW4yj0l4924bDLcXc6DT0bz/VbnAktNxhLBzTzitmRH3bm5mHXJ93clCJtfwSRYb5jtfBM8YZc2Z+MPRTFy2sDWV8BzxmULVtTYd8y9DNVI4mKbKATzff0keVe8fiv27335JTdcPDub2OYKefkh6o2X1HeWV6OXlj+SSbvkpaqCbJ111q64ox0FWUKy5jCcdn/DIaXddhs1rChkk6yL2req+Sv6XMrnlWvTzijZsh+gzUyRevn5ZzQGxF6rY5208e6z7vYwBQ/il0XYsV0Lx/hZ1tq5Yf0cII79B/60Ifg+uuvh2/+5m8GGcSfGvMAAPe85z3hqquugte97nUuv2uuuQZuuumm9rvxxhtPQu2DwEmdFNt578GvhrdcBWt2nCf1QywHDo35TZ0Cu2ed+OXz8/Ku8Jad+MPQhG8JNk5QCaGUaUA/i2fSyp1zFAdGnStAUX8lhOXsthFK+liUfwAUDHbe0dcJAzqpwNrtsLpm20qzRwjI2xtg3emkoTbX8lh9mFSaqkOsuAGC37V8/tXdyaPbd5d5/02ucwPTj5hDO4en62LL47cX4NZ+HfQv2FaGUZ1PHB81xphsHCT/jiXO81xOINrXic2iL3zhC+FDH/oQfNM3fdMU/nvf+1648MIL3fzTp0/D/8/em0dZclRn4t+NfFvtvail7pa6tS8gJIEBARKIXayWzBhsD9g+HmMGBu8wY0Y+47E5B6OxjxmwjbE9Nh6Mh7GwmR+YGYzYDNiAzWqBAC1o7dbSm9Rd1V3LWzLu74/IyIyMjMyXmS9f1avq/HRKXZUZceNGZGTmF5Ff3Jifn4/9bCaMZafYsvaI1C6zooFc8eRVpkJl5ZYHVbmjbNpOr0Cwi2xWOZSx0yxl23aayxqwqF1kkxtO5R3kZBbsJv/h9bPKLCR/yrn3QGynWBQf9BTxwbLNG71TrEsKVcZ21i6yeUHIvQ2E9jlr7JCavSQRKA1Nqk05ARnHR9iNszhGlLYUabtR65RZVoUSHXsXVyo2AEhIR0gfM20m/04cM6U2YR77WC6XEnbtskRGHHfbz1FQhPinHi9T55wbZZlIm6MgpPs2zGYeZM2NaPu5HosEiByNpezlJ/JFZTlFMDZC//73vx+veMUrsGfPnsS597znPVhbWwv/fu9734s77rgDr3nNa4oXpAlE4Z+NmToiOPwd1V64c2upsXABH3TaPOXo7ZWHTS8FaYZejxGmSWI2xtDls+qZ2tfKzmynlB87rtvTItapbjhOOOuUM53tS/YUoPG31bectou2m923HH2tyBRcYRaQkbZ0fx72xirFUty/22nI8fuoCAm6aVOTco6lSfhjy7Ts300yaNiIuhYbP2V8t/82BhiFbbo3GVLmOJYuy/Y43mzDiGiizAThzsqbrHfSXmbxw/1BsssmCbhDT1+yXxS5PZLp0oUm4yLBWTaq7E/6Hh/2iBpGyMeNYteu0Msjo5010Y//W4T8j0VDf/fdd+NLX/pS6kZRvV4P559/Pvbu3YvHHnsMy8vLeP/7348Xv/jFhcvKvWupBc6MrT3e2R1b8sKJh3VBe0H9VTScglFZSHUYTtWo2xAAyZxpdfSbIZtlEUHFjc+xqdYoYTXC6C7V7iPAJEBhNBRbsEnu41kgV3Iy6h6dZD1wSkTy0VGK8hdrQsV2x9C2zpsuAVekHevaJuLLl0G6GDf972yDwfWxiGSqENS+/lmJ87ug2i5DQJp1XqchFA9+ZbpfRlOeapcRj1ITHAt+L3MbKRiZNcnWi0q07856lNBVm1F4gOJLncJ+lV1urC2sMlT7obrrEivXHVVleGQcq062z9DvwHI+J5q55C2m2jXqC9qbMndr2dCVkS+jRzMqglQ/Uo6XsTWKzTCv43E+DpDRK6tIZ6ZPSx3SdxYgkkHaYhLpsRD6ubk5fP7zn8dznvMc5/lf+7Vfwy//8i/jjjvuwPT0NM4//3w0m81xuJIKSpvtBADmghsyjepLNTvF6t1vy4TRpCCkYj6ya35ZGL4rba4dZQEoWUuWPT3bnZEmT6hKkbFzbdaOuRm2dVQWKnL9yAMTg+wwjqEP1T+11OCD4/WjoMwcO8XmSucqV4hg0nXyd4plCgZJeXfwrSq8ZdaAU2thRt1VuMyAOKheufICQi0R6rXDXWN1KMkJAQU+af8o/D0i6uXsliDZOcJY6nTpvqXvBhsL3+nwF9DdpAyBt2xZcent3VaLQH1MY0hrp1izDGUfETEPBkqjh7PkYPKkHMlVFsohLb+50ZmZlii5qXTaGL7MI8EZJyEsJ+g/Bds7zW99TtnMzp+VRs1zEIaFp8w34ChG5SkInlEuGn1+jIXQ79mzxym1MdFut/HkJz95HMVXAIJbrz0ekhUvuoLY55psF9xtVsuBsr9e2NAzwdl5cu0oSwB4mD3KUSaN1o5arpK5i2x8pry8vaw8SPa31OMpkYBsXwtNj+i6ZvutvhJY6TIj0GQVGSe1zi8AiTrF684U9OURZuFjr/+0Wf7UN1rm2y45nRjOzDrSDptpj9mAbdyw4z6VZbI4a9F1Jit/+dnXiYT5NaEgyS/9gTHlemReJvMkcXB5HATdSbCja1Y4Nn2WT0Pzx31J3RxsVDi/EuT0L9aGwcDIJNSUfivmcatk1spRqq9mNGRW3bLaX4/Nsj44523z7PuFgk3MhiN/f0Ew2OR1eQRuRGiJyQcBFMzSmT/BiehnDFeIYNouOSOk/8utd9cZAwJXaFl/Xl91G+bwYZgtXa9Me2T96zqfcS5TxjVkca3Lbi5f8/iQXHehqG2KjVRfh18LFQ8+q/2iX9m+bkUWksb+TOZL+GD3z0QWsvIY/TojT7abLj/tMkxbOetPDtsF3Ir5k+NS5UXux5uRrkz1q0Hy1Urh//Tf1Ww35Fx4WciwkT5loWGyUDNN2uf6HMjsZil2hz1mExlyMKqcPunyx0FvHU+ZYQly2hkdJZ+cBipsr4IVtO+72Lm04xj+yBilnYcxgVi6XItg86na85abzJF1JBs1oS8Ac4Mm9TOe5iMYG0GN+MgosxlV8XIJ+TYpIlCeaDFEGRFndBqhysxMkxFBp4IFyUmbAIuMdkjZJMod8WZ8YD1wsyFytknZSDLkCPNZdVSa3L64QmeO4EcW80lr71ExLJxDYXsobm/c0WTsUJGCjeMIxmpRGnPTqigkI4/dTxLpC1pT81CxPFF0lTTyvf7zukXK1HKZ8G+UGRCtDxKRbCq+1QgqMk7udImBpNuftHG9q68phXaxPlN2rJ5J1kd87A57bBean8yyg2JMquiCVrWVlLWZFE3QTrFbH9EOrlUR8EQJIXEtbzu0UTBP4d1lc5Lk3DvKDrc0GjGnIQORrF1kM+qQSpjLIC0MovCSx0mk7CA7YnsX/dJj5quKrLsIeCw8ZvWkORFnv8jgQ79pnMmzyD+y2zvvlOmwmX8zXVGUDajltGXPWAMYN8kzBghhE1U5ExwMMMgoa6hLFZPxLOKVtRPtsC5TiMDnTpkGx9cQy5escJbhgAE2MbfzlPMu71esrEFYMt3GI+1rll5jktp3qndk5I99eWfS88zeFyXnRdKapD2+a2yx2teEfhTol2bWz8jd3AxdZP4Ut1Isr1WHXE+9vGXkDGmZy9e8gbbTTmXOHSC97hnD/sy6pc6tFDjubmcOz7l8TUs7vI25sATL/LXMIzVZv6SE12HX1UzDEqW6p6992vlh+TNOOsm23W5pJqu4Z2xfcqarCsNCIFZJrhPGYXU1xyDCmpktXvc4qQz/HUaW9b8jtrXqXqYPrrY01tRYx+Pl57wOAdEj61g6koO25AyyXYbDnxxtaj9Z4rdafFBQ7HK7pF6j9dt8ZeeXXZXqvpRej6xX3jiI/mj3Qv7aV/p4K5EjmadcrPqa0FcMW5ZTpZwgNmteKn/ZfEVCJxHyy2+GbRRV/MtCeX+yfKjwNiFy74pKYl1lNyBUt+FTgNKbOtnfTQmV7BzLdiSrYbP8RVHpl5i8g+Zh/lSXLvYxoBQzMBDOxMd3XJ1E6JlI9bu5OHoEnylOsrPSIYcUxybt6QmVTMlJ0AKf0pVixWbjC6dPDHwmo09kfcHIzoec91U++2npREpfSivedbzw2ogMDJ1/SO1fQ/IOLXf07Zmi9ZHVQFU3vz3B1W4xVRP6MUPp4fWurlWS+4I7l4b5vMifIvmJQC6Zx4gYqvEPZTFZRsTwHVazyhE5d6tNZkz1jYnAhdtYBBr85PG0QYDTb+dAMufAZpgMqXA6WD4qHf26Dl5yg0bUpVP2TrEjScOy3op5WATyP+1HuDQmGR55EDChiNWxTH5bn52KnOlG9KcMiuz8ilAaMxmEvSjsWXzkvuVy7h6LalVso8BJ/h3HNhpDd4PNcY3ytrmgfKRbFBpiuLXxZWQ2cR82PYTxM4Eg4wdkkLAKbpGRtehFb9Xg0ZPraZbXdt6pwqw2C8oaptnOLCprtjXLdsbjeOjURWEnh6bNfm26fHRcJ6cLedM5TiTS5ayjM5IMxc/baZwDmXzFpfrmLLMCDO2rlOpS3KcMG4VXahZIp9OGi08tEyNPn5llGYKy0K7d01M0+Eb6agIgGmSW7OMlzOXdhTVtTAfjMg+1lXE+qzsWXsBrHygye++Q4wyzb+m+yVlmtlwn7xPZ1YZ58o6LGCubDp9SCkx7i2X5l/ZKyHzFZZzLwqjtRNa/oyC/jSJeDyP+ZNSh2BeECWXB+aF3ii0conEDEPO1Cj4PHZqyvD9FZw2V/CbfeLXKLxLDF1gSRpLnDBs0ZLXT0L7neqpm1SftkZv/8NBzAfIu4FVfHHKmq0rKY5FnZxhN26dEHjuEZTGw69pWSejLzLwXGVTkSVb2DRpjKxUv6iQYM8BaomNEu7EIbNoC13ikkvEsto2T+4LtECPKWWQ7n0zJTWTtBGmnMqYCitRtmK85rkFMjmMM6KJjFoF3pbH+sOuQHO+WG/ARstsumbY8Uol1CnHPIu95bAzzJfURhSH9KcvuCA2Up33zymzyRqkpE80m+zzUbrHhnP9pGuXGlJPk+xlVnz2CrygpfXHZCiU9xeujBgXFpSEk8uxJJqB2fx1iLlgbkKfc0TT1+fypElxCzqMkKa6wki7JE6VHvBlJH14khGWJchLEP6jHuAflhKR8adTQmcNkNuu6NoKC+g19rZV7g1c6VjNDUBq/rwfM8JaGvh804qZ+GmaIzdx5rAFIRrpJWoNQZE2E0k3H09t/TxLKRp7JIru2fVcZkzI9mbceefPYy6VceYfaLuZOKeQtp4gvOnbNOLGlCH1xmOGBop91aRYyf2h0AoZg5Fc6xGDxW4XykpVcPmm2MCTd0PJytGPZsIBZ14jKsJ20soo9JlxIfQ2lfoe12iR1ameE/mVPmW0Icj6mx+XesPssU4ZTgVNFb/Mq3qDk+j1NFhOcmwQYg4yRmj7vBlIxZCxWjdkqLLILT6TPoA6LQlROchLlzzSfXTaAPOEsk/mqGKSNkDXlC0dek4om5F8I6+4X7j5V5hbfkKf3kMcyhf8bqYiCHz/zbjJFweOkJvTjhSZpxk8yROR4x4WhFKeCcXn0eaYgOQ/LLjZTn4/85CP+lcimwuuYZWeYtCatHSiD8OvBVKpjjkMlBwFFjieqkmyb7B1h48i1c6zr79whIHIftE5XeH/a17iM/WwmlV5u7utYEmXH+oUREIoYaR+P5GUcSNzmrpnavLPS4f+Qv/4pBDCRLHP8x9nlDstbttzYHwUjxgxL7Hr8Oh+tdgQdG8XCX0Z23T6VzpsThZ76aa8oAFWF2hwHI8px6cvboOE2oltlmMJdpyp4O6/Dw68m9C5QcsOoMjuuFi8XQSSZEUl9yXCZuaUvpfLkk8vksicaw8nzKCFDM6PmFLetdOUF5SSFIt4QXF8PWPtaFpQzfyjzMMrOJftw2bLq4ZCQJMJjOnd9TUbWKfs8ZRC4yC6yRQamOdcwDMUou9zaKDPOtE1sEuJeGAZJLhPtplTIzpJhFOPIiEpTJGLNEIxiR3W7+CzyOKLjEPTtEtm1y81vq6qF1tpgdddiND+CNimaJ2u+AtlzGSOpHofMK0bXPDtN3kFDfiKvdn/Nm6OoZt5GTegLgIhA8Iyf8TQfafI7yu6wo9gYw4632qu8Merz2So4Ix47XRGRStgtStxRkR+55qGitBuxiNzx1M6z0HY8vjgGAUXeKIV2jUU5wh32jbRZ+5w288a4L9MdzLebGPMMvEmgHQtjY4tnS5Dt4jAXbpaY5ax8ijOj/cvObQz5UjAq+ZwI8uqCYxCVNwSlawfbPPaLIq3tinSBYXEm0std3+s2Sltt1NxC0fCTZsjKaDvRYmEsa0JfCBS9+EMCYP5UVYxahU2xcsp4G3w8KqiPL7+rbIG0o5L6vDYyJSJDSG0pvXOJepWbGko5PsocQ85rTlkO2L6Q45hhaMQoNOWQ0i/sY0Wnp1LTF30+kPPXZLKM/p33Gpnpi0xRuX4fFWT9m/jdllEkZRPxqDZGvliTGgMAM+nIdeFYsXnTq0x5I8ikF5B/fFkkAs2I6wcScEmXytuyu0rCVNmBDJDobwXehvlcKLAWIW+6isdzuTFsXDASIR/Z+So3b8pnKXqU5UjPyZRR5JxirVcT+pFgSHPGNVs/cqz5YORXSkqTv1wqNDM9fOFqMXtpRnLIpLLKyZLWlPCPK5BTBYUHvtmHR1tYzTlncjnnYui8oS4nExS0Z97kRQbelH6dCMFs/qh9P+cAO/dA3MyD8TCElHCUo860U2gH0LP4IYE3F75WtXBSFJ19LbB7bs7QlZkz3/bAJ3aqWvkNZfxdyBYAYV0jl+QpUaYdUYeGDGhy+8OBP/nSFh0nRwc3RoJT5joNnXtIOT5K1BtNfUdF3ljvZPw/O12xLaaIq3mgbta37eQhIcepLiQmGQOHUQhbcZJMhfIoH6vrUkMHM6HGO+uJQEFYx3WcBQ6lTgXgDG+ptPcjz2A7CbgmlUNsE/IPXqqSarnkUFYdOLFw1VEfMSRPMaeS2v3M5EPeVGWRRcDz7nJbgpAX/MiXUZ41Wy7W//P9UGjiDyBTxjIUQejKMjr7XAk3gOhllDmqft7OTyO1fYGyrTJGeELkHiyMNGOddjxtkFZRG45rHF8WeeYi8mjr88175I1dj0IDjCoCoZioCX2VSMhxSkSOcdo1bGM0UlL8zUwoVIew/nltZ5+nPLKXzDQ5fB+WP3WWvsy10P2iSPrRwKl1cNXbccw9deROl0urneZLRhpKpknMew0tOxHgzlHOsMe/fahA+sz7Ytg0FSV/L2yHciVzphmF1Or82oY5Wz5pZB6AOegwNeTlBjV2iMliSFdUafI4zCZnPgELvQkqZHMuAj85sKVcI5B01yOjgCfFmzzxhCt87cscL9O/MuuWl0KUsV0wLVn/Dkudt+zsx0m52teEfozQEVuqnbWmkWb/KU+c9kSZRfLkndUn5F0gO9TeyDH8h8SXT7Ud1KHAvRfJUMb7WC9rhiktQg3lTJfHD4tIkygWRaYquAZkRSQoRQd0WXr3LJlNGVmMq4wyY88Ryh1pVn8SMfIMdJlMFcmNUhOky0HGOUO+7stmRsAog4+h4+9h5ZbLmsu283jJx3l6OdlfLTIHCaM8ezJsF7c1nKQTUHD56rDySL1kC6Im9OsCtRsrUWMkMm6Yg9oZtlz3KbM7bNE8uQcyI8qI8oHWqRy7zKI78JI7XCZRSghLl5SIUiRGxQcfCd/KhMAkFA/ZOUkotNMrZe8aOw6MJCNKs1kifbj9BRffIXXTIZLRqA+xRSU1CKRGFaEC4l8cBbTdY9CBu+Q5WRtMKYJX0doAVHuLT/bXCoWqiX5edWCq7RHy6vx5JTTjQJ7wlDrkpShA0zc9oXft9Brt+DqBJIKASppd2wlnp8veceOctsua3S6aLke5Q2PTD5ttH3YurfwipA/G9EORj3NFziWPpb4uQmnYCC44bRZHYq2Aq81jMeodZSXatVrCW1iHnzW7nj21hcxGz+NCmWmuQte5mOmRQMa/Jpk2w1jG0qZo4Cv3OZrhrpr0xBNmzKRb/mR2m0wNfNoZRiF51MghGTlBxquQZtl2XCQ/1/VIe+Tmypsv1GTmV5OcLik4IumkJB7qviPBOB4BmTb1a7y0gfijZCOQd8Fsmfn+zU/o9S6rrp+Nds4JQiU7ogLBQo0gGs0wAuD0pPhgIPI9R57Av3xPimFRb4ZE3dFkPfOJPEyaM2QH2dSnbPHrWVx2UwK5zFc8w5s5aBrmh70Q1vLNsV4iOQiw86Da+qFgmM1xrM/IXach15ZyprOThz7kcCEPUpsnIu4RkUlGLUmmN0ItGuQ+Mas7ktNuhGXkNm7PXmfLY6Lf08rPsJEVP1wPjlLt5ifUFKQvQjLt/HmOjYrkMp1RJFVFdPblohml3XKpx1OJr8t28ShP4yLzQ56YQ8vNQ4Wq9b1YpJ1ie8wWw6Yn9JkgL5K6OH+qi0RT2DXDt6rslSFSOoJOUVK/MW1Hw9tr3aU1Q1BpxJuGm8Cm7Sg7wjXinOsSVOSXEu1N5Njxdh1AQbQaE0Wi17gwav4qQcgfXafoe6XsWM1pK77wlMyZ9vWQH5BEOJstIhJOVW2OVUJmEhuIDLE9SaAidQ3raM6Ur9M1Lwh1K5XUzlM+kj9KKM/1AIELk8RhM+iZ5yakMdRk6dBUhR6h6lEz3gpOEPOpHjTkR12QNLnOevpZjcZYbSJV0tYYZ4wJOcNGVrZD7bDheVZ8+WHSmjKLZ9P8qJIhJYwnjqj9K1LIp13v1Kmgcv1ktJCR44TjkTxOX0vPvFfkU5m6jVCsmi0zZoadtiaPzAGIk8xRCWcZcl9oA6jiZZaR3+jBV1GFYRzu2ecyUHdvMirNuJ40ZWayqynXfcx1DYvO5BcuGEgMysaNvL7nmb3PNcOfu6x8qWNpx9hsW5rQD4O6IZJSnegz+bAPQFU5Um5XsKQdNbLM9c0pkZWMehcoME96Xb+hb4G8PoxyPTSJLkGchsonhmj4LTDl3XIkB3KacZdHyP0oKLJANJFvlNd2xjGnT6P2kSGDm6H5S5zLaiPKOF/0li2CspfN1XyTOJ5LRTQIMWccSzxayw8GRmyvaDBVBsPIfoFY+SMPhoactm6pfPUeIWpNSZR8cgYH05/crgFGxluqOpQwVtovSl7nRJIh53WaIcXkHjgUe+wWU8Tb+8bmReWE/k/+5E9w2WWXxX6uvvrqRLovfelLuOGGG3DVVVfh1a9+Nb797W9X7UppEAiCvPBnXeQlYYjL0WepKWsGOitfwR1lC/maW6YzXCpCw3aAJQJENVKmakCobtMlD+xqn5LXfGwoG9LShkuaY0WSYa6USLoAAQAASURBVPtLR1qe8k4Uyz/S4KUMCvqXw9zIb4Z12hRo3TFixJYqdr4dp71RUXk0G2tGPK+UJW7D8ssxZ1P2ls37tSLvzP56PzkApH60q9qPofMVo9jOMQlYTVDJ4ihTro6CQ1wsGGblrOfYsWPodDq45ZZbwmOeFycg3/zmN/GiF70Ib3nLW3DTTTfhAx/4AK677jr867/+Ky644IKqXaoENhllDjSYYylLAMxgyPI2gsgrzH6JzB6Qs35EQs36lilnI6Fn6Z1+B19pXOeIAGS0jwjOcd4ZrBR7OvoMl+8Dqf6QUCSA5ZBLHBDlIT4wgsXPZXy18qnFwgzK234lwYJUGSWLYSGC/HkWuAVTR9KVNjiXZoeo3DkTgoIJ5yFpCaM90gQmd6+ocYC4VKzoMDtx8Owcng6gzMtHAJh0f3azM0rr7sTBuWQ+pW/PLnsU2G2Qt03GDQKX/nqaJ68+W3U1KXiWjEt0NMzv0o+QjIzjaqtEOUTgHB2dgv/z0MXdKuWwdMk8VJr7jWUas9Pp4LLLLks9/9u//du49tpr8c53vhMA8MxnPhNf/OIX8a53vQt/9Ed/NA6XRgIZ/7ePAsUuWO4S1RPaOFawjPDbsH44FutUTPnzEUzpyNC3k0oz1OyQRwNR0D7D0mQ8ejKzZzwQKeuFk/lRMPg3npmJ3JNsmeXkgdsXRQ/SPuBG/nHQBxMp7b5BAakf4iuHsyTx2TJlIHyjF+6v5eC4FnZ/Se0fKX19aH8q+Bq02yanG0mTeV+zJV7How4C0mwisGuSZrMsk7ymtgNHxmJ5K/RZ2ypD7ktcltyXPHFuCMnL9MVoRztbzjFlWl73qyC9vPVEmW6S+cgo8rgYkq7oo8Z1ncoS5XHc8qWRNVCNJ8tME97GQ4h60boXu8ajD13GoqG/++678fSnPx3Pec5z8Na3vhWPPfZY7PznP/95vPSlLw3/JiK8/OUvx+c///lxuDMWUIUSmZQSQvujLNIdTX6Tv9y8Up3c7TXE7yg6zzAbE7RMZD1CVY6CvDvull00Sii/u+y44VosXKTvjHWBcwnkEZRWUg7G9PjjxO+xnUtjUXKMzwJGtBy1eVOQLhbSsmo6wiNLX4pEiRkV1V6uAhNF447oMub+PtJusaOUm2KjiF2C+5E9rtvXLkMMIcmj2B6qi89RybztQDQ+4U4VEXAqn6HvdDr4xV/8Rbz0pS/FiRMn8I53vANPecpTcPvtt2NhYQGnTp3CiRMnsGfPnli+3bt346GHHkq12+120e12w7+Xlpaqdr00TOJbSuIyvAAQvNK2R5LfFCmHPDW6HVKOIuJciT9E3mjyJ9FQ/rqmmagRyEEcn79CKYvjHHnqxSsraG+nZIbA5IGkLdMJpDTS8imQsZSTxACZEqNM35V0bGTZkNOveJ2Y1DGy614lRDDNNTKnosCWQ/JEQKbUSr+9qtJAlJgUChSBo7dDICXRE7JEDJbrONgLCCYzqdCVjOKz7C6zxMrmBkF95DLaNnYS0HOBLh8pGAA5zxECSUK+ulHw1aK6jyF67pQM++bMZrLtE38DwAhyGtNQnpnhQiaDAcNG9h3lR1S3vPWr+rGkUdkjd50h1J2US70xqszGROWE/ld/9VdjmvlrrrkGF1xwAd73vvfhpptugu8rktNqtWL52u02BoNBqt2bb74Zb3/726t2txJEWikYs+lcsRRHjXOL3WZGVqYSb+IyeapEHrYx7OFH+k1UIu86orDUJM33lLkc59sn31uJCaBh8iYgpa+Ua2MlQ4oPYgpLcRLSoFHfOgXYLwX/K1OWvl/TZDipuooCbWTeE3m+C1fynV0zd8NWKFUJD4xayMiIN/9ofhWWpFBAXHlYmWz054LlZsmDMq8zBzrjDLdGgeVXVXp6k9QnqkcAGZrz8LaFndBl2JEmz2MyZWCU9xZT7YLENUx/OjnKGtYvHc5kPZZSsgzFKI+VKh5bRcrPn7aYVZU6mZ5QfCFv5d+I7QWwCwsLuPLKK/G9730PADA3N4dWq4Vjx47F0h07dgw7d+5MtXvTTTdhcXEx/Dl48GDVro8M9flHh76s/vO72v225AuPgHy7ttrZitWjkPmhifO2Y4Yhveh0qIky7VoiT0qWvBs5VQXWZaZ+zM0xULJtlpbiEBJRahK7xhbvu4k86xp9xtEWpYvOmTGvzKZMM4zYdGFTrOclKAtTGjKKxIXK5C8g3Zmg6DYARpYykfX7enQT9c4GIgKmotGUexvkzzdKQLK0tnGaJLt+GuWkZ4XdHvZqHkM75D2vfMizgZSm3fnSFalSVmo9c1/E3tgZBDPj4MGDWFhYUAUKgR/6oR/Cv/zLv8TSfeUrX8HTnva0VDvtdhvz8/Oxn0mG0niPYUfaEXdpjXT/xfLk33VU7+Y6pBtSkC5XbPpseyPvXJsVBjNrx9VS4TFFUJ9JhYNMpyQrG4qz9O6yFYNptF1jnfmzkDUoyVpfIUoOlGL2Kf8OsmGedJfy5S9ATicdhECTXzY/A0IWbo9KSHLmBlLp4RSLbiBVyC8nyZxMiA3azXU86z2yUXSFEyH7MUHIOJnDdllEA7XRsZHzD2pOIP87pvK36q//+q/j8OHDAADf9/Ff/+t/xf3334+f/MmfDNO88Y1vxP/5P/8HX/va1wAAn/zkJ/HFL34Rb3rTm6p2Z0NhdnQqfKtkWx7NniZt+fNT0Tw501LuWfgRQMP8KT4bnavQtF1ZU8CpbewmdExBNKJE0a6Z2pxEXaetKtnQtp8kOF5NmV8dUtp+XZFzVr6AOefvZW1sUYz8sadqopZF2qstKbJboA6Op1eVrqwD4v7miilP+dJNVlu4fMke0Izj7TkUE/iMKT4QyvsCzY/KpwovueQSPOMZz0C/38fi4iLOOecc/N3f/R2e9axnhWl+5md+Bj/4wQ/w3Oc+F/Pz81heXsbv/u7v4iUveUnV7kwEwl1S2a/u1o3F7y6uqScIMPxsUVwiW5AnV1pSko5hC1+DkI1jf6SRAOBn6I+D/2WFuczM7BKyZtXfkYcAhgDZeTR7SBzXfcC24zpuEL8Suk+VJn9fiefNatdRYLKqMfWgor4XTo/RXM+8LgWMh0mDflI6FmHw79hu6KQeeEMwQgz6cpc8vd72YtHqy3bYKfqoHDFmf5l+Nbyu5fpSkTbM9TgIiH/pxbBprx/34eJ9QA9MKlzgnKPIyrTv5W0MC2JZ3GLctls7PwqI80TSL4FDhw5heno6UxqzvLyMI0eOYM+ePeh0OoXsLy0tYWFhAUcffy/m56dGdXddYDY0c/oC4GJGOTfJdmfn4aQ7lt5H3k6bJ+JNYDRnxJvh9jL9S4tmY9tPS5NpOyXiTaY9dwQdkinluKLmsAQ5y3VtbqXrZ5UHTkbGcdRVRQe0fLAj7QTFJAYlVjqyo98wUtpPWptMOXx12uYwf6wdHOUkIuMk8pj22GpXTuY3/3bajh2INpyyFxSnlWv7wMjwD8aGVhzf3Mre6MosPrRnHot+d66Tl47fGSGRiy30jKWNiAxL4TxukkG2zxl52Mqj/tZlkiMdRUTK8BVsLP7kyIZpn5mMtgnshHV1lRXY0sTISpPMk2LLJFaBD8qeiLWx6Z+2octljtebrTxRmRR0qWR76eMx/6zf2fCVOe67/lsi7qfZNrFzoET9OOa7TmP5EKt/Mg9AkPpYrCzT17htjvkT2YjZCiDDOhm2A5/M28D01XnckS52axrp4n6a/sM6TrE0cf+Q4p86bl4nbUNy5CcQf7RJw27St+hfpBxPpGG73KhkM6+M5eVkOcYxnSb2eGKO0gFg428ZWtHlmP/pNPbRIB0BMnZWQlL0e3AEA17DAyufwuLi4lCp+djEvLt37x6aZmZmBueff/5oBRVZTLhh0VoUYuPvYDfWkUdoRCD2gq61DnUrEAJRzdJ7yDVLDw+cNYNeCYwdUtcLo4SM3EiEEWuG+F3VRlBDv5CUtau/bkijnBF24C3qZ95dWos6McosejUelP5gk2nXjOAhGJqwmjO8hWdIEeQ1w2SatiutQOTnhiDsF9X6MM6PbMQc3FLG9d2AdhztEVRtm2/EpstlPi6C8kRkqhYjP3aCR0F1bZvXo/HMypvY+JVpI4KK/BcKH+2fjfG7svKpvC0K8+dNX6ys3Gu0c/swLF3G+aHC1+B8pma6aBtXmcd9zKmjT0uuyWAeH/KkKxvZRpdh26ocjnoM+3uovSJ+j6FONKzMvHZGsDHKZQ/yu3+3X3ajDhSN/BTZixdfzaLH2MZX46RiGbcmhf/LY6aIj+lpR1646/B3A4dEBsZPpyejnukY0xO5fN6s13uB8oduRlXAVl6ot/p4r/imJ/TFQGFYSfNnw0j9qNFZbFtlLifpHVeLkfpKI/cUKHlYtJ1qIt6kEeT1ic7CaZFWXLusUkqbOH3VaTf+ti8cIWaM4DIhMUMEa0XWfTFsCoiCfpInLYr5Taiu65hj1hgRXm9wQPoDH0aJZGNAjXOL2cof1UT7PAIqbvMiO92ud+SWUVBGNa5uk/ToQXbaCXlypKLKKaysRw7RqI+X4UEj84aVzHtdJu36TcYbdYOhSWAY0nGdQ+rFyh7NEAjlQgmWiZ2fKzxlmG64bRXGctwRbzSprfg2zApvWWWesSAggUOaREmJS7bdOsfZHwmuOPiV2Rbp4SOHRdQZ2ScqFwJz1Jn4gCSXIbkbBuIoTOWI4TfLhH9UY8RR26q83+lla0Kezy6NO+QjJUl3Ef8KF7dBg88i32yB9OtXZSjH9W6GdSmPECg58iQtNgla3BX93waGrdwKiMtKxtt19WcYfcFH/iRTVn6j8xV+8+T9vpvPp1zWcn1Vyfo2l/HNehRkSV8mmMyq11++65NL1hp+9yfrWBnYfdLRRxN9q0Q/TpRp2S80kz1K+Vl9KCNL7uJKkPkyVbHzTNI01igoQ5ATbZFzFr6sfX14lC6YmbdgG4wyGEKOwZDj/PAsoxD+crP2ee+BcQ16s4ovMwtfIx/CD5E5W01zwjgzzIfJZRkbjKQsZx3KhJKyjErqy+4oS+EMf/WoVqYzTOIwalmjEkKXvTKyjBJvqspRrsDK5DSuWPt2W1oEWgXPqPoLTEFCX8h2seSVlDluexsxhbcOUGPHEQjXOsaf3wpQXYhjf5eSwZBtoxoUmRvKPReyztiCt+lEoSgpL5NDoyb0OVGZLCZXYRVo6yvU52cWg4plIyRAYj1kKBnSKi3LcZIawrCda6sAk1ARguxyUqQrLDyl5Y4nBoQ3gqu6rCEG0nT8pYochx49aAezHqOWk0OilA96sJdxblSIMX2RSpSzDmVMEMa5k2qinCoWB2d84RkusclZzIhtQhu0u7C9CRSh7OOBN0yWUzXKfMjOetRkLT7P/ACZY35t2COOcqbJNegiHWCleggm0AjRnU6zR3BVECi+SXJ+RPKb0TWzpXaULTibXPyjUIlvqK40o5CdzG+go7yRSmyenZankBtFJSEbsGus65ql7Yy7zmBbZlMlyrKDYW+YkbcrTSlzlPTrdenMckzN9LqTKV1usVzq8TOO2foU7TSQem6kIp0a+Zz6+gJpx42ydRit0FGjA2VdaxcqqlPJ+2uU6z1p46P8X2XW1/Oa0JeAHqGNU4qjJCoVDBqK2iAY5RYkpnlS5W2zXMLJYbY24DEwLGKK89x634YZUx65m6wsQY33Kx7XeoaiIHJ84ajM+Bi+OqB6m2Uu6RjGFPnKNYi78fvGBRsqqauuiGSpy5B/MFNFM4Uzp2XLDGfzJ4PUjwtpX1dGuQZpzZ56vML7ospbbBIe/eNC8bqN3ho1oR8R45a1KE39+l+momsHioa+zGVvxKcQTUiIxhCT5o+NnJFoVFjNCa5HVSiwDoDHGRmnDPJKisp8PRhzpF+KRZhBFEqyqByDdHQdBpGxsVhFoSmdRSLwvWjISpGPjJMYUdICVP9lIHfhY454M0YQAaJ0xKB0Up8v/xj76zr1haw+O4oiMM94ctjjKtqjaFhZBDHGHky5apONCXoDbV6EIR/H8EJXD+BioYuSNkbLXzXUQCGPP3necCMOJDKvWQYpyl2HEeH6wpJGHtNmmXNKqCp/tE8ayS0Esv7Nkb7I141MsWmGoY2aEh8XzGYeZ7Wc05YcK39knXqISZhxztgIKiMXZcRPLx4Ardp2SH6BiPvqJM7WIIKqiOEP44tIhZiku7qML+PwfyMUfFVYK0LOo/CUaajDVq4zzEtSfRckaGJUVrw2Qv7C0T3ypM87Is5T/hA5Q5ZPmYRzWJtllVumH7jzcNqKoNQFuwU+xBaSu+S7riZ43cnnkPII2efzmK8sfTatSj+VNRAY7lLJxBXD2MiJjGPrPHOsPk7oMjffQsbMpw8BpQYWmW2wzptCuR5ZFoFPnLfnPgDY7UBDzhdxz15IOxImJGJRmZ2T13ssPvZCRyhK9YtizqWlr8NWbjDyzz4XtAtAjCi/KSyL0bvI5t5ooeKvFBWEDN2QXW3LfK1Z942XCLm/buRNV5UUh2DJXSiI4mP4YLeXY4fUxI67o+7oWiT/RnydyBv/vsyWjBXKbDZO554TJSQzaShDgAvtulrY+uZBkTUBIxRSWX/MG+En6ytI6bKhJUHJwUtlmztPWH/LMz8z7HoUmXKapLqnoSb0YwAFRLhqXXlgfN0JahGiHhHo4TPrY2mfqlH1bq4kghCKNTS46oFgXoxKukfaQGoToMoPLJs0lF9ebftwrPPsdi5wQEI3bvBSZf6qMOm3dBXurde306xy1vv77XqgaJ3K7RiUZa/GmFFttx398pfwp7B0osoxb0CahiYdZeZ1iPxh2PniBZbI4zIzpsdhbinOKOVT7NcNm/uxiy0qWyl0WwzrZxnnRkZBX6sqdwu8sSNZRnpYyFxGSj0qKiC5mYwqQ2u/joxr0kn0RsHZLBXNlFfb5NWsuwjzofwtY9qoAsX8KCNWqu5K1IR+zBh3eMuiULvITo4/eTB8Jn/EGV7K2GQqO2O1s/eFi69+ZpuRL3wjk94NtsTDaCybR1UDHhZ2dBRkzehnsSdRwZcAwvq3+WRe4vJY7xnkcPZ8lAgpQOmNjqrY0CrN9ITJN7JQRlOu8mGk9tuIGexS22WMcV5pI/ImbW2WnloT+nVDtTKZQNJT9nan4nIXNTDJv0Mq5STJ6xVact3lPUSAKLqjLMG1Cy0Xkv049OahP+s/+GCCe8fbLQiGHuSsI8SIsiEbo4put+J3dAshSS5tgKsNnantrfPjrcgGUmITEfhhUGPj6q7fZrhlJsm/MkuAXKh6A+0i01uE0XaEzfKhxnqhio2ioB8A+v9l7ZUZio8pw7qMgEd8bI66oHJEFHsdjsFP0kwvp0xqzO6sGwrNbJP17wRgvfrsBFV5XWBc6nJNXJAQ0mizvfmKKGJ/nSMSJQj0kL8d12RSNPoujENaQqNIxMaMkfcTnLjHWnF+MY4qbAFCT9bP5CLvBga57a17ZBRMehOPCcOkNesxONpo5GQuExF7vkL1ZEWD8FJlj2yiAqlO3mLGXsoEQ0taxt0IlaiuMgjeJF1Hiv9KjmOx5I4Bz0QS+HHJU1IObuT1zCp7YvpZBiafUSax0W/ekaF2NPWin4mvUtVRaopJYWI5S7RXXilN1YiiBqWmcMpV8hcwQjSbMrIhamzojH/kxwRH3UmEnbT0/aGMiFLzcNpmW2XhCI9Z3lbWxmUZZLzqQZPSRBTPM9bua+24akpK9DFz51jjdzIlLYZ+nEhivDr4EjvEEir2aTzx/Ivq8Ech06prjZ+MVxY+sgBxtgcmBYsZmd2Et3oV8wUV+OMyOuoUynDVQrWRZYo2J1Ue2ybCpLPfoUjMzweLUJ0/k1TdSuU3oxgY3y6y0YZY1aQb2R8a8ggaeU911/GsryhVzcKOKnp2Hc4pMaoqFAYhxz1RcsrJzDPKJmtlMGyWfALGdBOFWHtkk61E02XM4CYOTuLsbQXYfN2JrX/XD67+U5rgV9jwQ7+kVFRGosyxllgAm/BxWYzQF8VpvFOsUpUL509EPjZeokN5JQy57Y2QszAhzO875Rxv502Xa6eIjJPrvmK9NOF15Umxlbo7bHlwzmucupNtLsTzJRbyjgvr2Qcm4StMKjbaNwdpWa949eatFBsIbJ3Fm+uH0dpsUqQxztnz0aaKcyAl3CPWv11S56TW1YvhmCx/xu9NkRK2HKHPAoEgyAt/Nnpjo0p3MV1HuRERgbABMo1cO9d62NBQklXAVUcCuIg0hkSx9OuNKqUro2KkMJpBPSblLZNbPkPFv71XOAcSGwdu1DKF0Bc9iKh4h9jC8puceSrcDKoKVC8bmgwQGKLkbrV5Z/pHjpg0ZlS9DEc9Qia3vhqK4+SZiEQh+cy4pDYaE/JG3ThEGvyNawqqQAIQyY3KkThF0MfU2XLWT7XDBnfJrAFD1esHNmIB6UbFgJ+IxbL5MNpXhyEYpo1PJeNj9Gm9UHW4xnGj0h1UN6DeepDiPJcxqz6K9GSoT5v7C8hm+YKzkfqDURbJj/alJ8cH/BF8W28IFI9iuDnesGOCHl1R2P03Soqje+KopH4EG2XKz5knv7xovb+1u05nnc+qR5m23wiSlkEmc7tS3Od1k9NUAsIYQgSb5oufdOoBqi57TNhMl17Dvp1HrMOGjKHD/6Wdy454Mzasgz58XO5v1GMs9a2T0pau9OpYRW2fgzhXjcoYRNbrP6+NAul06nJNssGE/s4778TrX/96XHTRRTj33HPx6le/Gt///vdjaX73d38Xs7OzsZ9zzjmnalcKwZTjbMRsvZLfbKLxFSGH/GUyMR6pFWHzSn2078PaZDPXsQaAElNUIw46N3KqsCpsgMSFiCf20VqkLWgcbTeUTE5u/PXSSGlHQoHrUeHstCq3ImN5y1yn2fXchJ7yk3QqZLk8KmeQb37zm/HsZz8bt956K77whS+g3W7jec97Hg4dOhSm6fV6eOITn4hDhw6FP3fddVfVrowAMkJhbiKSDX2jldPTq0hAk0/YNip0ZmnQaUaECTkHCOWQCEMpxvylg1BA70/gcfuTLBIbFy+/xoZigon/uECmrj2HPMilU692p9fhtiZZKz/Jg8fTEQSAuNzzvFG1M//wD/8Q+/vP//zPMT8/j09/+tP46Z/+6fC4EAKzs7NVF18JzNEUAyAIMOQ6lj7ajU8gcOnwWzSmyQ1SpIOHtCMRwAIY0t5DWylPWesJIigdx4iNG14fe2dEAngMF44Cn4uarqCqoSGCUTf9t1mAfvAZBdrtNFL7FK1MZZXfuCIdTboueScdYV8s+QF9LLdpeX+qBhGDK9WrceY7ScuKhrXp8NvDfpbkQ5HbLk/aDXhypKJyX4Y8F8qWl/dxsxFtq7lkUT5W1texT3OeOnUKvu9jeno6dvy73/0u9uzZg/PPPx8//uM/jnvuuWfcrpRCFCOdjJ8xlrdFZ9p0ONFc6UaefSeMNXTGBk5ncFpc+7xx44uUFfb9DUSZb7uOBbibS8M/ARi1ubZsc48YVvM0mA0daSaaXH+uwyZTk3JNJiaCkdp0q8pmybI1avsPY2ZVMreidtZLbgOsA6H/j//xP2L37t14yUteEh7bsWMH3v3ud+NrX/saPv7xj6Pb7eIZz3gGHn300VQ73W4XS0tLsZ/1QihjWScJDmVuRpTXiKguJGZWMetUzroic9fY4NzY3wACaufbUUBg4Y09LgPn1uDnsCUq6Pt5MGo5lYWqpAxbFQ2o1iOy0QSM/dYbsZ1sx1zOyCRvSEjMVPvrKBUhAgQmhdDWKIrNvlwmrya+eOyZAj7knPhMw1gfwe985zvxt3/7t/ibv/kbzM3Nhcff/OY34w1veAP27duHK664ArfccguazSb+9E//NNXWzTffjIWFhfBn375943Q9gaiz0rrMom/kBFnuTZ42M0a6hhn5Ctulscyux+3bhyrWeI+i0nK01+Z5nedsw3GEwSzz5WKozXXW/p/uKBGrfrjNQocjPzYICb8mpPuNY9NwO804qqoWjo7veuaZCR9XuePGJHS9UX0YG6H/vd/7PbzjHe/Axz/+cTz72c/OTNvpdPCEJzwBd999d2qam266CYuLi+HPwYMHq3Y5F1SHFhgpRGTukqqwUcLOWKfa8vozLN1o5GN8UYVK2Fz3qc0Jmk7dTIGBR8FY4rhV/Awq9y25RllUTubXOxIPMNLwexwDmgpR5pYl5JdUjSOmPYX/GxOIxzpg2HpY34dk5YtiAeBd73oXfuM3fgMf//jH8aIXvWho+sFggHvuuQdXXXVVapp2u412u12lmyNBkUEGsz/GMryR7Kub2wPYL79ItmJEdRoWmcADs0Tq4thgt1rmQYYRT+WfpMWxpzE4iPZDcnz3TGno2WlZ95VCGL5+fTwIiKBa4xQsxORg4yomgAkk9PF1cIfUwtRxrEufXLCxyHerj+44WKg4IfUkBhXob4qtbKavn5sfIlgMu55tXvk03Xve856QzL/4xS92pvmZn/kZfOtb38JgMMDRo0fxpje9CUePHsXrX//6qt0ZM/TOrOO7yUeV95QXlYgCWq5AQ11/rs/GWKU1FSDv2o1J2NF30jBpXxomzZ+SUB8hdKSisjO6Iy5knSBsan35Jt8ldqOQ/h1u9L6w6XXvGP5KrfJD5ng1GaM7Wvlb+aabbkKv18OrXvWq2MZR73znO8M0r33ta/GLv/iLmJ+fx4UXXogHHngA//RP/4QrrriianfGCtX8VMmFyCxlZBJYwr8idwEBNMlEtTSGqAXLRF+Z6MdnXhKYs+4TX98qUfFbo5JFNHmuUc50GwZLwlDaVXb8vjnJ8XglD+PVX0+yxGZSsd7C3q34Kt8cVRrdy8olN8eOHQM7vgO1Wq3w9+uvvx7XX389fN+H523+CCnrIb8ZBZPu30RCbwbFvjvIMXmBlKdu01RoQr8p+53aIIo2QoKznnsoFN1nQA82qv5+r+1KBDPxNBYpj57hZtaD10CiU2khxWxqoltt/PaM8oiVdMR1/YJFlevly1aH6taMzaY8r3K/BP2xUFYcf75KTIIPVaByQj8zM5M77VYg8xHI0H1X2zV0LHzeIlpwIk8pyzac6OlrttF+ZCAcOER9SsVU90B2XwsGbvWagUkHqd1tWRbfrwoieNNuhddPQC4nQIOdSXI3HdhgKBvXrlVvMqV3iNU2o+16SCcAMcd07tVvdGX4U3n9FDZjF9QLpKtu67L7Gm4sRtracyTUQtiKQMb/x1nCuqLw5/gq5EEFyx9Zlz4GWUilUpMUW2l1dh6nETdWmgA9tuW/870x9ljrBeyPKwTk6aRiWm+MI4TkBkhM9KzwOOxuJNxPthyJzNMTLPnZ6PadWGzKhinmdFVVrAl9jQwUW/RLVGQhbZ7SxdDQkpO5s+46bY6UFyO0ESPYnXaj29gmyCQCv8zzYw63WmDwyCMPoiYMW2SRbT5Us3iTttwmSVujPluhDjW2DqJ1mKNjgljH5gdByUmqJLUx+yNF1Bl/RJ7JRNaurxME8jaHn2kgoLLoN6R2uB25r67HDqmTBFFgsfJGtouY8KgztHGSJjUuzdE+Qbqt3L2J1qefbC51+8Zhs30cVDsPV2WLIDbBzVYT+oqhVCKjbd87DqibcfI75HiwSeq93m5WPOvKk/7E32giuy6Y0PpNet+woX2tZ3PXERsjT7L/pjFHbC+sZB25sK3Zh3M9UvLMb1TgyzjtFcFksc4tAr2ItUY6xr/moMZQTIKUZh3BzrUNp0/9NxSbtZk3SAd/uoEmKEZ92XmOIvlGXfVV6PikNKwDI7VDBfWqfrPtjZ02rVlnjQ3CaSoBIgGIsWzQvHlBGySLIlKynI3KX+O0wlbWbhMBYoJI+VZGFRxUyYMrcCZPOWnnTocPpkMgmCqdL6jfRmPEOAgrjahTLrNwVaUvuGvsZnq0Z85UZyxw1bHqT/en0qbHBFy/SVx0Oipz2GwymyHYvPukpTOGSqu0KdtmsrGVB4E1qkdN6McErVkfxweYUXZlpTKhJalAPSjwr9K3RLYxvW6hfAkZZWS+xbfiFEOROpWlA1utzXIis9pD+tlGYRzagM2KTUiusmZi1blssj8ubKausa6ad7vc06DMGtWhJvQ1Jh5Dv3SQCNLUGB3B+o+hpF5/iSkOFhMW1nO9UHbPhPrb9GmKDQ4TSWPc33QTyXOoojCmmwFlpmjGsRKrygg1pxPqNhs3iIbGUq9RowyYxkWMT5fXlwNb9V5dL9FsjRo1AAQDgfqW2xBUqY3YTJdwi769JgeZco4RLdcogvVurwqve9o33zQ5UP0WKY/NRnxz6wHWSaO/iZpuNEyW/Oa0afZNh8nqJzWKI++bvPg9WP1dWxP6TYrJ3CF1gkHe+s++VrY4uGAUmLLSjhqbDxMmx5kwd8YExkZuPuXEOktYiOrZ5xo1TBSZwhvX+sqa0K8LJi1EIxXXnNOk1aHGpgChwoHNhEPF7ttoL0YDYfPXYeKxwdr4DcDpVt+iqNunGEZ/Qm3NbTZrQr8O0BFvJgUU/r+oT0XS55yq27yx4MYDEmNSaFGwsdIGYDNf3sIRmzZzZWusC+ousslx+iyS1diab+mtV6Oa0NcYC/JKgigrzvtphyDCzLjWXIwaCWjrPf+Gwr27bI0aNU5XKFnZ6TWjXsurNgdqJlWjRo3hGFtEnRo1atQYDSq05OlFsmvUsFG/odcRZXZpzbZXzx7WWB+oV2Xd12o4cBo/hlSQoZpIrjcIHOtzrhnkmuDXON1QE/p1RKldWodZrGdNa9SosZE4Tck8gNxLhapBTVDzwhVt6TQed9Y4TVCzwRo1atSoUWOSQVwr3kbEaad7x2QOYAiAOA0XFq8H6kdEjU0B9SUiu7sSeWOaLtOLVas0OS5fi/pR/VejdWMeFOyWWyMdk9DHakwOMkgt0WTq0NVebzyZ7HRCMImDlcIBwiYNNFnRCfOgfhuepohG75ulw+YgniOQl8z1CITqo89MzPqHagk95965tAq4fJ+ENq0CFbwNJ6WL1ZgIZI7dKdgsq+4vmw6Teskm1a9C2GSVqAn9aQwib9ONQMeHEptt1VhfEAFiyCNLbJFdck+PLVdr1KhRI4at/tQbJ+eqCX2NGjVqbARoQgYfm3mH21BqYMwuk3l8wqFnxrcYJlECYoM2oO3FRsuaSEf/mfzrs5kwKROjG07o+/3+Rruw7lChKyejA9SoAvVsao3Njk3Ufx0kTN1+BrnfTNhETV9jC6Dub1sWG0bo//iP/xh79+5Fp9PBeeedhw9/+MMb5cq6gupQk1sMegfW+ik5uaivzZZCvTagxmmKzfDlo8bGYUOY5d/93d/hl3/5l/He974XKysr+PVf/3W87nWvwz//8z9vhDs1CkDpzOsBSY3xg0UFu9NOiqylRo0aWxJqfFkT7Robjw1hZu95z3tw44034t/8m3+DdruNf//v/z2e/vSn4w/+4A82wp0aBVHToxqbCjWh3/ygsrrfOnJLjfGj7mKTg9P5A966E3pmxle/+lVcd911sePPf/7z8S//8i/r7U6NGjVq1JhocOk45HFtfY0aNbY6Tuf5m8Z6F3jy5Emsrq5i165dseO7du3CkSNHUvN1u110u93w78XFRQDA0tLqeBwdMyRLVPWiYfZHyCvBkAUz5cvDLAEeXkcGAznqkCcds59RpgQ42+/MtpQ+Uq8Z+27bnJEHKe2TVgceJA4Rp7RJStuTdNWPAWn57vCBgKANrHRwpLPbQsb7u/LbSMNw1iORLrRlpEn4xMm6B2ny+GbnJ/NvV7tK+29tn0GJdrV9M207zoW27XTxZNE5ZPhn2HOlM/826xRWwSjXnjA3/zarYR13rVuNuSFTftfpMmylnQ+Px8qURjqKzMgoVA4Hx2NpmIwyorlAlgQwGfWOWAXHyo1shr+DVF1jecjw3/BJUnAZtJ14mbF8xlwlm7YlqXOG/dDFwIZ5/Zgpnt/0O6wHGbYNu2Y+HV+FDd8Tf1NwG1CYJ6oPYufC8sM6BmUYZUqH72aZHB7Tftu2dE4Kj6XZlqE/8dsnbj9uOxbzhqP4M0n/EG/XIenM47G2d/oQr2tkAw6/EWuHZB6K3baRfdUmbDhlHjfThkk4uC0SZRv5Dft2/XQa075pT51ny776O14HDu3K4PcoHxv+ROdk+DeHf0cpzLQy/F1aOfTfkvuhH8Ow7oReQ1ovOillsLmPGzfffDPe/va3J46ft/+XK/etRo0aNWrUqFGjRo1JwMmTJ7GwsJCZZt0J/dzcHGZnZxOz8UeOHMGePXtS89100014y1veEv594sQJnHvuuThw4MDQStaoYWNpaQn79u3DwYMHMT8/v9Hu1NhkqPtPjbKo+06NUVD3n9MLzIyTJ09i7969Q9OuO6EnIlx77bX43Oc+h1/5lV8Jj3/mM5/Bs5/97NR87XYb7XY7cXxhYaHu1DVKY35+vu4/NUqj7j81yqLuOzVGQd1/Th/knbTeEMnNr/3ar+H666/H+973PvzwD/8wPvCBD+B73/sePvCBD2yEOzVq1KhRo0aNGjVqbFpsSNjKF7zgBfjwhz+MP/uzP8OTn/xkfOITn8AnPvEJXHnllRvhTo0aNWrUqFGjRo0amxYbtij2R3/0R/GjP/qjpfO322385m/+plOGU6PGMNT9p8YoqPtPjbKo+06NUVD3nxppIM4TC6dGjRo1atSoUaNGjRoTiQ2R3NSoUaNGjRo1atSoUaMa1IS+Ro0aNWrUqFGjRo1NjJrQ16hRo0aNGjVq1KixibFhi2JHATPj61//Oh555BE84QlPwKWXXrrRLtWYEPT7fXzmM5/BYDDADTfc4EyzuLiIL3/5yyAiPPvZz8bc3FypNDW2FlZXV/Gv//qvWFxcxOWXX479+/c7091xxx248847sW/fPjz1qU917nCdJ02NrYXHH38c3/zmN0FEuOqqq7Br165Emm63iy996UtYXl7GM57xDJx11lml0tTYuvj4xz+ObreL17zmNYlzBw8exLe+9S1s374d11xzDRqNJIXLk6bGFgVvMpw6dYqf+9zn8u7du/nFL34xz87O8i/8wi9stFs1JgC/+Zu/yeeccw6fe+65fPbZZzvTfPazn+Vt27bx1VdfzU996lN5x44d/MUvfrFwmhpbC3/0R3/E+/fv52uuuYZf+tKX8vT0dOK5IqXkN7zhDTw3N8fXX38979q1i1/84hfzyspKoTQ1th7e9ra38b59+/hlL3sZP+c5z+GpqSn+nd/5nViau+66i88991y+7LLL+LrrruPp6Wn+y7/8y8Jpamxd/Pmf/zm3Wi1ut9uJc7/3e7/HU1NT/IIXvIDPO+88fuITn8gPP/xw4TQ1ti42HaF/29vexueeey4fO3aMmZm/8Y1vsOd5/LGPfWyDPaux0Xj3u9/Njz76KN98881OQr+yssK7d+/mt771reGxN77xjbxv3z7u9Xq509TYevjgBz8YPlOYmb/1rW9xo9HgD3/4w+Gxv/7rv+Z2u8233347MzM/+uijvHv3bv6t3/qtQmlqbD186EMf4n6/H/79wQ9+kAHwgw8+GB679tpr+WUvexn7vs/MzH/4h3/InU6HH3rooUJpamxN3HHHHXz22Wfzr//6rycI/be//W0mIv7oRz/KzMyrq6v8tKc9jV/96lcXSlNja2PTEfqzzz6bf+M3fiN27AUveEHdaWuESCP0//f//l8GwAcPHgyP3X333QyAP/vZz+ZOU+P0wMUXX8w33XRT+PcrXvEK/uEf/uFYmre85S180UUXFUpTY+vjq1/9KgPg733ve8zMfP/99zMA/tSnPhWmWVtb47m5OX7Pe96TO02NrYnV1VW+8sor+ZZbbuE//uM/ThD6t73tbXzeeefFjv3FX/wFN5tNXlpayp2mxtbGploUe/z4cTz88MN40pOeFDt+xRVX4Pbbb98gr2psFtx+++3Yvn07zjnnnPDYxRdfjE6nE/afPGlqbH3cd999uP/++2PPmttvv9357LnnnnuwurqaO02NrYk77rgDt9xyC37/938f/+7f/Tu89a1vxROf+EQACJ8dZt9ot9u45JJLYs+eYWlqbE285S1vwVVXXYUf//Efd56//fbbccUVV8SOXXHFFej3+7jrrrtyp6mxtbGpVkssLi4CAHbs2BE7vnPnTpw4cWIDPKqxmbC4uJjoO4DqT7r/5ElTY2tjbW0Nr3vd63DVVVfFFqa5+sbOnTvDc1NTU7nS1Nia+MEPfoCPfvSjOHjwIJaXl3HVVVeF5/K8u+r32+mJj370o7j11ltx2223paZZXFzERRddFDumnytm/xmWpsbWxqYi9Hqr41OnTsWOnzp1Cp1OZyNcqrGJ0G63E30HiPefPGlqbF30ej28+tWvxrFjx/DFL34RzWYzPOfqG/rvrP5jp6mxNXHDDTeEkbU+/vGP48Ybb8Sll16Kq6++OvbuMvvBqVOnwmg4edLU2FqQUuL1r389fuqnfgp///d/DwD4xje+ASklbrnlFjz1qU/FxRdfXD97auTCppLcnHXWWZiZmcGBAwdixx988EFccMEFG+RVjc2CCy+8EI899hhWVlbCYydOnMDS0lLYf/KkqbE10ev18JrXvAZ33nknPv/5z2Pv3r2x8xdeeKHz2bN9+3Zs27Ytd5oaWx833HAD5ufn8aUvfQmA6hcAEn3jwIEDsWfPsDQ1th6uv/56HD58GB/72MfwsY99DN/+9rfh+z4+9rGP4f777weQ/lwBEOs/w9LU2NrYVIReCIGXvvSl+MhHPgJmBgAsLS3h1ltvxSte8YoN9q7GpOPFL34xiAgf/ehHw2Mf/vCH0W638cIXvjB3mhpbD/1+Hz/2Yz+G733ve/jCF74QW0Oh8fKXvxx///d/Hw72pJT4yEc+Env25ElTY2vhxIkTWFtbix37wQ9+gKWlJezbtw8A8OQnPxl79+7F3/7t34ZpvvzlL+Ohhx4K+0aeNDW2FoQQuOWWW2I/r3/969FsNnHLLbfg+uuvB6CeK9/4xjdCgg+o95LuM3nT1Nja2FSSGwB4xzvegWc+85n48R//cTz/+c/HX/7lX+Lss8/Gm970po12rcYG4wtf+AIOHTqE73znO1hdXcUtt9wCAHjlK1+J2dlZ7NmzBzfddBPe/OY348CBA/B9HzfffDN+67d+K9Qa5klTY+vh9a9/PT7xiU/g5ptvDmdVAeD888/HM57xDADAL/3SL+GDH/wgXvKSl+C1r30tPv3pT+P+++/Hhz/84TB9njQ1thYefvhh/MRP/ARe9apX4YILLsDBgwfxp3/6p3j+85+PV73qVQAUcXv3u9+N173udfB9H3v27MG73vUuvO51rwv7V540NU5P3HjjjXjhC1+Il73sZfj5n/953HHHHfjwhz+MW2+9tVCaGlsbxHqqexPh/vvvx//4H/8j3Cn2zW9+M+bn5zfarRobjN/+7d92RoP4/d///dhuix/72MfwiU98AkSEG264Aa985SsTefKkqbF18Na3vhUPP/xw4vhzn/tc/If/8B/Cv48fP44//uM/xl133YVzzjkHb3zjGxM7yuZJU2Nr4dChQ/jLv/xL3HXXXTjjjDPwnOc8B6985SsTOwR/5Stfwf/+3/8bKysruO666/DTP/3TEEIUTlNj6+Kzn/0sPvjBD+KDH/xg7Hiv18Of/dmf4etf/zq2b9+On/mZn4ktvM6bpsbWxaYk9DVq1KhRo0aNGjVq1FCoh/01atSoUaNGjRo1amxi1IS+Ro0aNWrUqFGjRo1NjJrQ16hRo0aNGjVq1KixiVET+ho1atSoUaNGjRo1NjFqQl+jRo0aNWrUqFGjxiZGTehr1KhRo0aNGjVq1NjEqAl9jRo1atSoUaNGjRqbGDWhr1GjRo0aNWrUqFFjE6Mm9DVq1KhRo0aNGjVqbGLUhL5GjRo1atSoUaNGjU2MmtDXqFGjRo0aNWrUqLGJURP6GjVq1KhRo0aNGjU2MWpCX6NGjRo1atSoUaPGJkZN6GvUqFFjk+Oaa67B6173uo12Izc2m781atSoMemoCX2NGjVqrDPuuOMObNu2LfzZsWMHLrjgArzmNa/BV7/61cL2lpaWsLy8PAZPx4PN5m+NGjVqTDqImXmjnahRo0aN0wnf/e53ccUVV+Btb3sb/vN//s/wfR933nknfumXfgm33347vvCFL+Caa67Jbe/kyZMQQmBmZmaMXleHzeZvjRo1akw66hn6GjVq1NggdDodbNu2DTt37sS1116LD33oQ+j3+3jXu95VyM7c3NymIsebzd8aNWrUmHTUhL5GjRo1JgSXXXYZWq0W7r///vDYBz7wAVx77bXYvXs3LrzwQvzsz/4sHnjggVg+lyb9y1/+Mm644QZccMEFOO+88/DKV74S//AP/1A4TV4fLr/8crzxjW/EPffcgxtvvBF79uzBlVdeiT//8z9P2HP5+yM/8iOhBGnnzp247LLL8KY3vQmPPvpo6XJq1KhR43RBTehr1KhRY0Lw0EMPodfrYc+ePQCAt73tbfi5n/s5vPKVr8RXvvIV/NVf/RW+/e1v4+lPf3qM9Nua9LvuugsvetGLsG/fPtx666348pe/jF/4hV/AzTffjMOHD+dOU8SHxcVFHDhwAG95y1vwn/7Tf8I///M/4yUveQne8IY34LOf/Wysni4N/Yc+9CE88MADeOCBB/D9738ff/RHf4Svf/3rePnLX45er1eqnBo1atQ4bcA1atSoUWNdcfvttzMA/s3f/M3w2MMPP8wve9nLGAB/7GMf43vvvZeFEPzmN785lvfRRx/lTqfDr33ta8Njl19+Od94443h33/6p3/KAPjIkSOpPuRJU8SHs88+mzudDj/yyCPhMd/3ef/+/fyqV70qlt/2Nw233XYbA+DPfOYzpcqpUaNGjdMF9Qx9jRo1amwQ/tt/+2/Ytm0b5ufnsX//fhw+fBh/8zd/gxtvvBGf/exnIaXET/zET8Ty7N69G89//vPxqU99KtXupZdeCgD4+Z//eXzjG9+AlLJUmqI+POMZzwi/LgCAEAJXXnkl7rnnniEtob5O/PzP/zwuv/xy7Nq1C9u2bcN1110HAPjBD35QWTk1atSosRVRE/oaNWrU2CD8yq/8Ch544AEcPHgQ3W4X3/zmN/Ga17wGAHD06FEAwN69exP59u7di8ceewy+7zvtPve5z8Wf/Mmf4Jvf/Cae/vSnY/v27fiRH/kRfOYznymUpqgPrnQLCws4fvx4ZjssLS3hWc96Fr7yla/gPe95D2677TY88MAD+NKXvgQA6Ha7ibLLlFOjRo0aWxU1oa9Ro0aNDYKOcrOwsADP82Lntm3bBiAi1SaOHDmC+fn5RB4Tb3zjG3Hvvffivvvuwx/+4R/i6NGjuP7663HrrbfmTlPUByHcrxQeEh35k5/8JB566CG8973vxYtf/GKcffbZ2LZtG06cOOFMX7acGjVq1NiqqAl9jRo1akwgnvvc5wIAPvGJT8SOLy0t4Z/+6Z/C88Nw/vnn46d/+qfxyU9+EgBiM/DD0lTlwzD0+30AapbdxF//9V9XYr9GjRo1tjpqQl+jRo0aE4gnPelJeO1rX4v//t//O/7mb/4G/X4fjz76KF73utdhdXUVb3/721Pzvve978U73/lO3HfffZBSot/v46/+6q8AKP153jSj+FAE1113HaampvD2t78dS0tLWFlZwfve9z489NBDldivUaNGja2OmtDXqFGjxoTiAx/4AN7ylrfgV37lVzA9PY39+/fj5MmT+OIXv4inPOUpqfle85rXYHV1FS95yUswMzOD+fl5/Nmf/Rn+5//8n/ixH/ux3GlG8aEI9u/fj4985CO4/fbbsWPHDuzZswe33347/uAP/qAS+zVq1Kix1UFciw5r1KhRY10hpcTS0hI6nQ46nU6uPKurq2i1Wk7d/MmTJyGEcO6+2uv10Gw2QUSptvOkGebD0tISGo0GpqenY8dXVlYwGAwwPz+f299WqwVAaeIXFxcxNTWFdrtduJwaNWrUOF1QE/oaNWrUqFGjRo0aNTYxaslNjRo1atSoUaNGjRqbGDWhr1GjRo0aNWrUqFFjE6Mm9DVq1KhRo0aNGjVqbGLUhL5GjRo1atSoUaNGjU2MmtDXqFGjRo0aNWrUqLGJ0dhoB8pCSolHHnkEc3NzQ0Ot1ahRo0aNGjVq1KixmcDMOHnyJPbu3QshsufgNy2hf+SRR7Bv376NdqNGjRo1atSoUaNGjbHh4MGDOOecczLTbFpCPzc3BwC476OXYG4mucnJukHKsZonlkDpnQIYYHbkz2GQofIWKs5oi4ysxFabcUoG5uTxRDKXLeuAXQ87jV0OZ5yz86XVkxFvDxsypW6uNmdHHYaVD062q/6V0+pq2XaYTJSXUsVE1dOawjzO8S9tcRfIXb7OxzoPGWnImcZdlnHesqH8SM/PzvKiNKzTmunYsG37Is2/LV+k9TWSKSo/5hOF/jDnywOnHfNvCrpi5L/Ox+HvFOUz8tjlqPRmWsNXDpMpX4PjFPxr10ffomy1P1t+R/5F1zRettVMQVmmXQ78gfVv3KfInmQBAodpzHQEhrSumS6PwotBkJz0k622YwAyaCMAIOIgn+W/4SsRwjQ6j66fbmufCb4UYACClCVdlm4v36wTRe0omQCK7gpfKl8EMXxW9fKlQENI9XtgR7eJRxx7PPhMYXub6ZtCwk9cBw7rJ0g5NAivBaEvKSxHEKMhVN0kAz0ZzYIKAro+hY+egSSI4LhuM9LtYfiqH80c+M1Bo3rEaJBuH/X460vCmg/4UtkVBDQFcLwLDADsbKm0jPi/Awa6EmgR4FEyTUtE1/zUQPlEBLSD4xTU457eEprwsMubRksQ+hJYkwzJjDUpIZnRFh6mPAEGo+ur/rzEq1jkVQDATjGDOWrDZ+D73S+jzz7Oaz4DXeqiQ03MoIkvrNyCC1tX4vzWk3DSX0RHTIPQwCl/gON8DMf9h3Bk8F0AwFmNJ2BP63L02Mc8TaEB4BH/MHbSGWAwHudjOND9FwywAoDQwhzOal6KOe9MPLD2FRABc2InLmldi8PyMJbkYSwNDuAJ7RcAzPDRx0A00eYmenIR3+n9Pc5rPxdgiSO927GCJQAShCbOa1+LJs3A5y7u7X4WDcyAAPSxjAvaL8KqfAyP9r+D89rX4sTgAE74B9DCnPk0QhenMCvOwJnNy/Fg98vw0UUcHtqYRQ/LYAysc6onac6bhU1L6LXMZm7Gw/xGEnrkLLs08U+3P5zsZ5ws609mPuNzUN50AIg5m/xmlm99gkojv5k2zPwZbVqUoOtr5/SJUvIY5C/MYzwaYnns47YddhNpJncbxdwJ8rvawraZQrRjY6E8hD523EXubWJq2LcJewr5TQ7mkkQy6V+QxmUv5iNFx4YSdQTkJDkIiNIF9oij9FL9TRTYM8l5mMfhj+ljUJaL6MeIqqtNjfaO2cpDpjWC+jEi/+zrqx4JImoWJpDu0jJ+z6cNWNzk3z3oAQApCVIKCCGH5lXphTFGjsi0ZBHVwSbs9sAQmoSJ8HbTgwBNFn2O11dK5bcm4JqUmySegj7DTBhID4JkUFa8vSVTjJwr9xTRpoDkUiOwqwd0YU0ZAoooazseyZBA96UX2iUCpIjKC00Ej8i+FJBQ5Fy1JcMTrI4HfXIgBQSxYV+AmeAFAwL90zD+BtQtLJkgDL/bjYDgBr71JcEjhhBAg6I2bBDQIgrIN8EXitQPmNAkDom9BOBDD4LU47ghgJZgdH0CCQTXEmho/1kNDjyoMtotDrtGWwDTniLtKwPCdIPBDPQk4VQfaHnq/FI/Iu6P9yU6HsEjPdBRdewzAJaYbxI6HuHImsS0R2gEzl/U2oVl38fjvQHOmWoBBAzAOOH30RYNtIRAM0grQJhqAssDiQZ8eAH53NZs4wxvCot9iadPvwAr3MfD/iLO9XbAg4eu7INA6DPhxGANX137O+xrPxML3tmAAA6sfQ2r8jh0x9jpzeDi5i7c1X8cyxhgTS7hvu4/YL79cvg8wH29z4cdVqCJi6ZeiDPENsyijTOnfhQd4cEj1TC3db+BKdqOp3VeheN0Cof6t+PE4AE8s/PjWBZdrGCg7FAD27zdONe7BF9d+xus8SkwBri/+0XsbT0Vs2IXAMI57aeBQLi/+0V41IQgD4DEA91/Uu1O07hk6nqYz5Z71z6LU/IITnWPRDeagQ7N4aKp63H/2hexLI8gCc4lLd+0O8UuLS1hYWEBRz9zeXWEPi+pHAfyEFF3xvA30iRQv/lSzaWcKONDKgG231r5/KG8PuRJl+Vbqj96asV10jjmnPXnjHNmPs4+bueL2eOU40ipkyb1jvokBgFwkHOHTU751/E7D0ufVq5NfpEkfYkBSMJ39+ywTXITpNg8L+Okz0Vy4/WKE93YbLe2bfkczW7bvmpbDE3uNQmBJvSm2+bMuSaTdl2tOrBVXkiwzXZJHRSkkN6UwUJYbReh18liZJ2hBz22z7E2Dh93FJLBRDpQQITjvrpJu/ElIvQzmsGO5Q/rHAy8mCBZxPpTeN2NPGa9TZKv7dmz6Lp+RAwp9Sy+voUt24h8l4E/RBx/dFhfKaK/TUT2NKFX7c3xwYxF9HWugRThDL2eGTeJd1iKHnzoPEZdCAFZdnwliNUX0ax9gzj8G0F+c5AjmdCThJYwhybq+SKD2Xvdqvprgj63MiAIUjPiesClba75mkhz6Lca5DC6kuBLYLrBGOgBJxTBV+UAfYN+SCZ4QpH4VZ8w5Snf+5KwHEzgCoryqnPRFxIJoEGqf/gMtD2OtddjvQEYwFntBnxWBH2xL7Gz5YGI4DPjkbUe1qiLhgAubM9jqS/RkxJ9lpgSHgYsscY+1qSPbY0WpoWHNZ/hEUGCsSL7gB7cguF5j4N4GsxtHBkcwqP+PRAEPG36OtzbOwhmHws0hWN8CjvFdpzl7cKK7OOe/m1Y9I/i3MYVmBU70McAR+SjYVsxJI4N7saZjYuww9sPHwwBQhMCM+jgIXkQU9TGbrEbj/IiHu3fjuOD+3H51A043P8+unIJ+xtPwsHB99HlZXgQOCmPYs7bi22Nc3Gg+8/Y07oKs+JM3L12Kzq0gClvB7Z55+LxwT1o0jTmvL0AgMcH92HJfwjTYmfsTlqVxyETM+8RBBqYEtuxJk/AR986ywAkFhcXMT8/n2oD2MQz9CGIAgJbibFy2WKsZZTiU8rPJK7GC0Y/7IgUuScrHyfzpJrLTezJmEF0+xUdyumP+ZRNa9dYW7mIrPZNJ+H48USx2gYl/QzdsOtkpCPrPNvnzGzBK8l53LAbnifDHsXz2fVKXAt9jJLpyeGv5ULIlkzYh9KahfSne0c6u4ntcl1pQ2Ou/msyXTNjRLQiu8bf2rTZFJllcpQ4TGjbdhhF4EZo07CVdqsRW+fYMGnVC/F0UT/R/SHrHrPKBEAcUDAi2wXLP6uOYPX8QfIR4uhJoa/ROev6BobU+chpRVzsdFbdYv66+41N0uHw23V9OMgbDlRSrkVibkX7aaTXZNd03SSqmhyavkXVTX+W67yKyHJQEsEW4XDYB6PSBXFssGA6pW2y4T+RlnpEg40wbXi9ot/t20g4aqLJcCr0LeCoN1w+QrebInwhGUfUnnrAbD/eWD+CCQGhD2RUiAYWerDhkfp9IAk+EM7YqzTAwFdl2tKXLlMw+NCPB3WtGmRKfKwmIIR5smiQAGEA5UdLKHua7J+UffQZaJL6SkKs5DYNIrRIqLpyNJDqSYkmCRAEOhAACRATBhzUIyCuM6KJk/4AfZaQ5GOH2AFIAZ8J28RuPDz4HlbkCSwOHsGAV9HENKbFGdjGs/DQwLLso0NNTKMNn2axTeyGIILPAzB8LIjdIPLQRw/HB/fBB2MVa1j2j2JKbEebpiG4jzmxEw146GEA/Q1Eso/j/kNY8g9Bchc+97Eqj2OFTwS+n4mWmA1JeFcuwUMTc94erPiPA/I45r2zsSIfR1sMMIMzAQBtMYNpPiNllt26dhCY8c5EVy6iz6tYlkeH5hmGzU/oqwSVjOJZxcz+sEFJLoJN6uEMBP/ahGKIn7E8Ml+ZiTx50gHqLed4vRvpKMteaBPpxN9FWF3nEmkoed5uu7DsjHKLnCOKNaNzsJBWhxgZNyiBi1iabZVGsBPkOoX4m0wjLS/UbRVrvlQyaRyPDUwMskMA6zerywc9eNFuBn+7xnNR/eJkjIKXdSR3Me1FGc0Zy1h+wdGMsklIglnC0LbtTjggSCHpJpkPxwIp6YmTl9dpN57H9DU8HMo3TG+HgALqaLZxbLClSFbUrRXBUm2n2896fmmCFrRTnOS7ybnJzsioHzNBBDOguk7J2yue3tSYx6RQOo0+DoSyEHa0V6ybG9KYeF3MDBwMsCI5TtoAxfRV+9igQIICAkvAEyp/SL6DR0X09KPwvPbTblcK6qg16ol2N9NSRKjDySYAAgwhGD3fC+cuw9l1KO05EUMwgYOZcug2M2a5Aa1TjwaGIvBvoI9RVEcioOUpaY8itXHfNVnX9fSC8voMdASHj+oBq3UBmlB3PCVB0mV4gsESWOorUtwIJDArvso/22A0oYh1XxJ6UmnifQnMNtW/Him5jUeKfHsBgfdISWoGUklqfAkMAhIevhaC15iAKlMEfg0YWGjomXnG/f2TaKKB3d5ssIaA0ZVKN7+zMYMGAacGjCYRpCCs+MCyP0CTBFrCQ4c8eKTkQ21P4PDgJADgvMYCTvlAHwMsYxVLfWAbTWMOnbB1T8pF/OPyJwAAC94+CDGHbTyDLvVxjE/hbNqG81tXQjJjVQ7QIg8n5Qk80P0Sru68GoQmBuRjX/tZIAA9XsaD3S9jf/saNLw2TtIKFngWPnwcxcnwGvvo48HuV8Jef3vv00bfFjin/TQsDh7Gwe5XATAeG9yDU3QYF0+9FA+s/SNOycN4sPslAEDfX8Ep/xAAYHfzSpzTvhp3r/49OPFyjEOgiXPb1+CR3rdwfPAgot5cHjWhrwJDQgmFkBKlLlrWVwhG7gEFB37mkrWklZmlP9dCwbDArHIokr/rqRHbX8OHTJ9NX9PSmdfIWQdS0wtpMh0hHOescm1WHLaf5RMBscoPI+o6j54Gs9OaDMEUrdo2gKCOOY6nkm5y1AWJqtvHSFhNlHdAQDDIvUFkzVlzF0GPkUc2yicjTcbfMZ8CMu2QAcXSmMQ/JKsphC4k/RFRV7whoCSavJiDA1exBqk3yWHYIJrNxPJE6RIDHnvW2/RFXwsZlUGB5tn8AkLQxDsgcTY5F/HracKUmmhaFXJy5wx4nEyaJJwswh0ScoOcm51Hz/rbRN4uh4AEmQ9JJjEEkoM2nVFAIpQQ6YNmn0E0CNAyFiI9q60026Z0woQQMiaF0dD6fIJa/KkHosGVD2aWCYIiKYwigpFGX5CMzZ/o+hGixbgNITGQAkpaoyQqgln9S9FaABGQW03yo8FPZEsQo+35IalvBIOa8LFBHBJtCUVk2B5gsdKzC9JkltH1lQ8twZBBvXWDiaC/+xytFwCiRbc+K5mOZKWX1+3kAWiIqA76Me0HA4YpT7WxF7xiZhoRiVcEGljzCR1PyVUGQunvVwfKnif0wAKY8iRWPRG+5rxgBOER4DGhGVyjASuyT0EXW/U56D+E7W0K+gVARDhbzoNAoU6+LQhTnrpmJ/o+VnwfDGBKeCAQpkUDc02BVV/ilD/AvNcEEeAz40Svjz4kmsH79iStwCMPe7FN2Q/adlo0cFnrGpzpX4Dv9T6nrgkaWOBpfLv795j19mBn82I8KhcxjTZa3LR6NePb3U+q60ceLug8Hx4aaNI0Lp56Kc4SO9FAA8f4FE7SCti4K3Y2Lsa2xnkAgEO927DkPxKemxVnYW/7h3Cw+1XMiF24qPMi3Lf2D5DhFa8OPnr4weqncEbzUiy094Ua/FGw+Ql9FZIblwxhHEsLsvzk8H8FbYb/M2xl29GfxFMdYYdNfS4xc51RVuYsuFGGKQnJ8sE2l0Xw85x3pjEJcgrRjvlo+GYTKSOpQUui9AjykFUWGcfD/CZRZ+N4zFiccKeS8uB/aV8Q8uRnx++JMpCosq0qcuZPKzfhQ9BvtI2YX1afCtNGBNUmrNl1YMO+3d4wEhq2U+VBNszGMPwKyIZ5i7OjrNhMvaM7RfWxBy22/4i1YVRds79ZRB36ttCDhMjZmPzGcCFGdsPmsfu0Ihvm+DScMzYGYaHUQJNfwwAjXoa9CNbVUK5ZedNWOFhx5TFmxeMdPT5IiKU1HiMU9lnNts17NLq3KdagRjGBDQr8jAaUHHusqa5C8XvGcR+q64eQROvrZl4/U0du5gMRPHBIPKVxbXSVNPFPfUzD7GPmdY308UAUYca0q6Fm2yM9vq6HOSvvEYfkm6GIOyF63OsFu3oxqxogcKjXR5BWS6cGkqLrQIAHNRDT8hgRVE4Gl1TNtjN6wcLcTkDgGyLQ7jOhZ3w9Zg4IvADWBtHl8wB0gwmflqBQVsMMTHkIB4JrA0bLUzr5kwMZyGrUIlmf1Ux8Qxj6/mCwp2Q7EivoYYanQCB4Qa0HUs1HT3kCA9mGFwzimmior0tEWOE+BAt48NAmgTZNY0bsxM7GRZijNjy0cGhwF9piG2bFNsxSB6e4i2P+wyDuY6GxHwMMsBpozKfETkzRFDrUxhR3sCSPYJVPYlvjXBz3HwEx0PF24/DgPghqYtY7E8cHD0DCh4CH7Y3zMO+dA4KHRf8gFrxz0BKzOOkfwrTYCSKBU/5hMBgz4kxMiW14bHAP+rzi7rAAVuQx8MCPDSDSwejxMlb8Y+iLdJtFsOkJPSOSmZSFeklED24KfqscDhlMBJlOLIb5UoRk6ySpbUYZ0hxykPQh0pxcvpHVLAT7q4MtIaLEjHiB8nJLcRzEOXyBmgTPPhfLFNl0+hL8L5En/B/ib33juNN3jjeLPaNu+uosE1Z+x7GQGBtpzHQpZMPZRE77GcfN04S4/Cbhe5zAxjTPaeUEaVKlNeG1iohsltxgKCxyFtfZc3TQzBDrexGpzpS3WIRI15FdFyL8NT7wD7mhSa4NNyP/jPqYr7aQOJqkWpN0zWGNp2+sfipzvFwyZvIpXo0wf/S7vYhYE8/oGpLzViWjr+sZc7YIrXPW3JIdERSx1b9zeA0jv0M9unV9w2SkvdDvqoA06y+ZiCKvhH02VcJFsT+1xt2svyJ0ASkOvm5ocq5zi0Ci4gez89GsP6sIOMG10Xp4TZjDCDvxJkg8FhhQshtjIKcJvU3utX3dFk3B4Uw46+vLwIBJSX4oWPgKgi/VjD5DEWvtWU8KCALankRfKvmMR4xVn9AQSmbTl5oEq/Janv7yoL4g6Kb2ZVRXCaBFDM9T5P3ompLaTDdUZJy2UF83BjKY7UdE0Nseoy2AJUmK3AfP4OW+qtN0Q7X5AEqSM9+k4KsA8HhPYp6Ur4/3BtjdboYDAIDQFErOs+oHunpBaJK699bYxwlexYJsg6A09gPJ6LJSH+xut+AN9JcYwjTaGDCjxz6OYRHTmMIcTWFKCCV9ohmc3fohnOMt4NjgAL61+gVcMPUCnCF2YgFTWMIyjvj3Yk0u4nxvBzw0cIq7AAhnNC/BTrET22gaK3KAw/5hHJMPYUfjXBzo3w1iiSvFuXisfxcaYhZTYhuO9u9An1fhUQvbGudioXEOWmIGi/5BnNG8BAPu4kD3K7hk6uVYHDyEQ/1vAwDmvb2Y8XbhvrUvwA4rqYY6AhIDnPIPY9k/CoEGGD6GyW4A4IR/AOYHAAKB0Aj0+8V46KYn9FXAlHYA+jlaTk9PZcNB2nIVE8wJgpuJNAlQTt/Yyp9ZJ/sLCSPbV9u3NNvCkKQ4orGo9+8QCZHpW5lydB+glHOZgwrNDIwnuBli026jNCmMaS9XHopWPGnfhHF9zHpkyW/MdCZhl8bBkHTa/kZFh3mzul7uAUFANg1iNlR+Y+fT8gXtup5RBVKIjyJtmgQ7fXBp5sPZchnNDIt4W5FuE0JMfqP10qpdOF3qE2P/2g8gkt8EZDKV1MWJvnaG7XpYyJIAmXZ1xJmoDEtTr6U4GbbCtnee5OAftwTFXjQrhAwHZ3a88kiOEzxTAuKcNlgz5TsqJUJpjPpqoOonOSK88YhHSsaiI/1EcptoAKnbTnIQLYYjYh2voyLQvhEhyJcibHdzAMKs47db9Qpu51gIS7vOqrHRIhkSad8ItwnE9ecDqUhbI5AZ6Tp6BHR9NbfrBVIe1nXRs+3BTyeQ3Qx0fThef4KaOQ8HVlDSEz3jTlCSGRXZRoW9VLPiMoqFH/TLhmA0EcWp91kR+2ZwXw2k8m3AKmxlX+p7Bej5KioNURRGUvvXD3T2BGC2IVXMeVZEnKBCUa76hDPaqixBwEpQR1+q0JSzDWDGY0w1GCsDdW7AQF8yGg1lqyuBbU2BhgA6HnBoVcl8Oh7h8JrEXEOFrVTXRvWzGeGhIQgr0sdjvQEWGk30BaElouvgM2PZH2CJltEiD+c3tqMtBFZ8H8tSM1El5znRl1iTPghK/z8rGoAAfAzwL6c+jcvaV2GhdQXu7R/HDHfQoSbOFtux5vuYwtl4Ruc1+Nbax4HmpZhpXo67Vz+JM5uXY0fjAty1+v/wpPb1mOUpAIz71j6P+41gpLuaT8SlnRfiPG8n2p1rsMJ9HMcp+CSx4j+E5bXDuKDzQhzv34fj/gMAgEd6t2FxcAAAMMfT6LObOx3q3462P4fLpl6BB7tfiS163dbYj7OaV+AHq5/CvsaTsLf5RJzAKTzU+1pMzpMXM+JM7G8/C/esfQY9Xi6Utyb0VSNTVlNstBXZBBLx1mN2c5L9VB3+0LezncF4CdsvBo4fK2J76Oy9u1zFnQwmV3RWPlGOnYZU85ursLRNMtI7zWrCwtYUFEW/x6c0Hceh36bJ42EZ9jGd3pHWbEcK/xe3ndZesTZK+dv818xnmUnIb1xp0wh62BYWqU8rPwbbuP6V4wQfkZMUa3o27BsOmvKVUH6hk6aT6ni9NalHNAdq6sIZRlQSq1Z22UFDRKTY4Z/VDErSEREV2H7rQURYbW2fwmZJj2alB1NRm4WLXJ3XKvDfPmw0S9bTxZz71ZcqdN/q8rF1B3qAZLjlXHBrV8/ymY0+oM0SBzIkjsg2YA0+EpUKvhuTqolehBm1Y+Spro8QMiTHpv9s2Iy3lfEvmQOM+CCMrDYCEJst171WDViiwbOUwTIkjqLXhBFvrLYz7fr6KKnFsdBfA/TXIz1oMaxEG0ZF8whEavCgU9rzMx5Fi12Zo68cLcHoS2AQkHyloQ9izQcFe0G6gR54B3p5vXGUMDqSXtAKYviSgsEFo+MhHCyAGV1fzcI3BNAUqrxB0HbRfAthpqkW6qq6Ehqk+nbPV6RetTfQEWqAs+YzZhsU3uOzTQEBQoMEZj0PDYrS+azWCzQFgciDh6lg8auqZ5MEZjw1YOhKRl+qazPjeWH7rbEPJc0RePL00zBHZ6AvGRJ6szVgICVW0IWa8W/hjOZl8MQ2nOAV+NxDGy3soDPQaV0NT3RA3MJFzWfiwf5tmBbbsMs7DwCwvXEW5sQ81qTE4/0DWMEadjYuAgB0xDZsb5yHBSxgmVqQPMCh3rex4h9Fk9rY13gaHvMPYEWeCPvEdm8PptHCA/1vQcJHX67gcP97mPPOQkfM47HBPdjfuApT3i54pDT+x+XD6PfXsIY+1uQS8mCbtx9T3g4AwGP9e9DjUzjc/x587uXKb2ILEHpCglRWimIkPEv+o96PZUg9ZVQxiyi4yJydZLg/dp3IRSqjs8bbkjPSuXzKIMVhEjcZj77GslV+SjnGP4k0CTmNKiMowMprkR2riBiLiGVx1MkiO07/YvoGjv3qTmsft9Oafcsok6w0tq4+LNPRrk4Sbh0j65BZbqIuybw2aXeSehvW8ZBoh9fW4XcMBml3DSoQP2ZqqnUYyMQgIszPCVIZnjabmBDn60Z6ZzXJaBI2CH7aM0MljKyEA0CDWDu7bkDqE2TeEGdQIlOYJnLaIPHmNY0VHQxQrIFNXJBjl2fXNyKCyUg5wZmAQCdkWibCa5vsdtGbya4DB3WjqEzE62LmMPt21JrmnH7CqWD2H4h/FTA948TjJrwn2SDanAypCVBscOC6zQE1MDSviZrziEI8himtZ6luTZO4U9BOZtuYu7Rqos+ISLyAJsAqnwjuUS0bMhvGo6hMoiiMZoMkJIkgdryS6ej48tpjNXAJZuzDY3rxcyS9YUSEHAz0oaREghgdYqxpyQ+rEJAdKPLfEgh2hqVQI68x5SEk8Q2ppDISwJqvSLzPSnLT9pR0py8ZnQaFg4128IXaI8KMp/bzGbCKmONLhg6F3RECbW5H15FVnikhMN8UWOpLSCnBzGh56stM12cs+SfRQAPz3gwubD0Ra5Kx4vvwQGFkHAmGDx9EAmDCGY0L4EPiFHfRpBl00MEczeHM1hU4LJdABOyjy/Hw4Pvo0Bx2evsBAPNiGm00cdQ/gSX/MHroY2fjIjRpCk2awpy3Bx100GAPEgM8NrgHADBD27HT24/vdf8Bp/iYfvpgRuzEdjoDjwzuDsNXnvQfwe7WlWhBae23e2ejKebQDTQzi/IwFuVhuCDQQIPa6LNepEto0TSmvTMw5+1W+QcHsSZP4KT/SKmFuJuf0AuRP8pMUZTe3dUNW9qjQVLtCMFEJSQ7FJdUhIVxvsGDy6chPsSjz2SFqgQS0qW8UXKyItEAqfVjiiQ0+uXkLEf75yonTeIS0/Fb9XbJbEy/0wY5uo1sP7JkNhpmeEuXrEZfJ5dtQnKaKg0RuxqSzkqjY7iZRJyAobJCVzqbbDskIQlSn7CRJNxEZIXUdJByIJQDxP2M+0DBsbjUwyD14eUkZ/4s2/Y50j4Z/urmj7TGAcmVDn9sk6kkn+PEOwNpNkLJDcfJs+1T2H5GWeFAybZrtHm4/4Z53YJ2cC1GDdsusx7KuhAcBCeLyHcsbWBT715r7t6qBzNk+gQK9eVa6qElN+aXF0GGvCZlcCpIhufDaDhWU9kRjTxiSF/dHCoeu565N8i0XsdgDlb1JeT4zrXC7B+IFr8SlAxFa9QFIYyAI6w29DkuD9JxzxkiPugxrnnb88MNo3xrwBXw5WB2OSLgfSnQFBII5ElaHiRBaAmJgVTpWiIaegcKFTSI4TV89KVATypy3BDRY3fAUTx4hiLq6jrq8JMcRPqJ/NP/IiinSWph7IAJHQ+hNr7jcahpf3QF2NYitISSCA0kYU1GZenHniDlXxNqYNCXQKuhWudEjzEdyHSWgt2smkFkm+CCQDIw0/JwoL+EFTnAfm8bBhwpwns+oyUonPnvSh8rgfxmxZhYvm3tVpzZ2IMnN56LR7o9TAkPbfKwjWexrdlEJ+Bu22QTa1Ji2R9gnmewSl1IYlw8dT1meTrWXwQRpqkBAcJh/wc44itifmHzGdjp7cfX1j6C/e1n4SxvLwjAue1n48TgQfxg9VPY2flx2Fjm4/ja2t/qaYIQXfTQJeCiqRfHjj/Q/RLAjEumXoq7Vj+N7WIvLmo9A45viTHMeXvCkJZ9XoWHFi6auh6P9m7DI71/DVIx5rw9OLd9Le5evRU9PpVp08bmJ/TjhLUQMxfyzEonyhHRQzhLu19ER0+EzNCIQ/zJW25i9h4wyrLbjvPbtgcpCQ074gMRhlXHYNaegttsmIbeNUAQASNN2EZEip2+meQd+c65vkKERBpw9qksW2lfJ5zH2ZgSpPBQYuBhk/pY2FHTJien7ey/Q3+sYl3p7O5kphEBg4mRD44SD7XBhpwmnWhr4hj+lTWwyAg1mSCoFDlDppng03vUnA6ibIe+ZKgBSmyql5z+RF8UjHSaNAUDAe0gZ9XVMbtcCqZUj82ygNhF040UkyFRSOrjJqP7iIxnku2qqfGPoEi9lORMJ6URl14P2BA1gyAOByfRTrKRH/qREg5iAlIf77aBhh4i/CqqZqWDvoF4s9uDgqicuO7cC2L9az994/qZEWFcUATdVzHtA5uxXWSNZmwIGfqoF6TqBbMI6i8tgs/QMeUjUxyUYe4Aqxe+MpK7x4a+U5Q3kvmo9B0h1aw7AmlMYHPAAiz1/WiEsIReMKvkNUpio3dBVSU2iUFCDXJWfREbFOhH5JTHapEr1MChF2j1u6wIe4PUIKQdRJnpB/f+qq/83NZiFe8+4t5oBZKbniQ8sjaAR8BZHQ893+y70eWZb2qJDNCgQMtPava+7RFaQcjKrs+Y4Q7awfXpsoQHYKbhqQENqVl2AJj2VEjLpcEAU8ILjz9l6jo0SS2MRUD8l7GC7/X+EXtwGRa8szDDbZzCGpgJLTQx6zVwfHA/Hu7fi0tb16GFBlbkSXy3+y84v/VDaNMCjuIUrpx6Dg7178OD/btxWes6nJKP4f7+N3F564U46h/A44P7wvrP0nY8sfV8/KD/FZySjyf6tWulzqL/MBYHB3FO+2ocH9yPvlzCFe3r4DevxKJ8DA92v4wer+Bx+RC+1z2V2OF1V/MyeGiHC2uX5TEc6H4FA0NKQ8YdorEqH8eD3S9jwGsJn4ZhixF6+xE3qrmCZB5Q5Q/TypppEU+eldWMmWvbcGegoUmcCRI+WAds1hXj1caLNVEuWaasV4eTzRl/Djtvv8nC16KaiXWXo/OnkXCHzzGSAYt86DyWndifjn5qD05MhhrrUxbJTjtuHrL7sbZvvvl0GebFY8tPF6l3lWfWz0XC00g2HMcZ8eZy2YMjTar8ho166PS67hbRTrlEtgwknXw67ldDohHzPchDMT2y/s2QLjguCZv1Nfp6fOmDQfaC9FF9orrHN28y7Zq+Gsd02Y66Kt+Sz0Nb2Wa2TbQpUpDGsGsqzuxbTpdFYX2MAU/ot1EfZz+K19UcF6cp2GLNYv5uDjCMaxqbMbfqDlDssRF1f7aaMDjKVrcP/4hr3e0oMOHAIZzx1nIV/bddtyj2m+pfCAcYCM9wYnJHbzil7WriTsYFVdU2rjc0mTe+2AQDEg6+nNiPEv0hMDxmtL0i+epfpZPn0BdiCjeg0tp+yVFYSQKFOnIdXcYjDjdoksGgSrePDmepzkXXRMceQOgTha8RRmS7JwleQNZ1KE09z6QX+LY9c3O64KuAbgfSOvuozvqcOefUEIAMBggqNr5evB5cNyiy3mWJFjXQgtqwiqFm6L3g/iGoBbMsVVs1gsk6nySICB487GrsDeRCyoYPRl9KDLiPFdlDg3pocBPL1EeLPCyINlokAmnTIKgXQTDQ5a7qZ2Cscg/7vb3wuY+TcgkNamGVl7AoD2Nv41KsyRNYk8ex4J2BNR6gKTrY4Z2Nu3pfQh+rYVu0aQ4NUhtdrcoTIAh0xAIIAj25jFP+YTRYoCeXcMo/hFV5DGqILSB5gCmxHX1ew+PyIdiYEtvRpGlonj/gVZz0V40UEsv+MQg0MSW2Y1UexwztAMA46T+asJcHW4vQh5v/ZDx5x42saDUmSsh52JwVjgocLtNJkfooozy8vQpp76Mwokp/mmXb9GtI2qxZ7zBN2hcJM7QpG7N1jjKyzmkkCK0r4s2QuqX6CscmT8Z1d+0ia75BbH9TvyxQvA86Z/Wtt6cuLw+pHya/SUHCbRfxSpQVsj/LRYO8EYrvKAsrvSEDATmkLDF7ysFIFhP5VximbTJYsI7aA4OUmwOVmI2AuOlBWtiGyc2l3DuuBvWXRqhIsz1gkHFtGnBHoAmJnbt7uXYljch+VFbinPG78ksCLGBQ61hbaMggggqzff052E02IplaT2+HrjT9ISHD+sejKBkRb6AHTxG5T6yx0PbMmf6Yd3Eipts/elRRMHDjsFwlBxIRgeZoI6eBFBDBwlG9YFNDQBoz8fG6e8Y196UIZu9VvxhINaBQxDYKBWluMhXNtqvZap3OvM0lE7q+F7VLQKz171rjrttM59Oz6EJLeRDN2BMxmsRo6HQBIW8Gm0cpf7R+XtlsB5GSfEawOZZCIyTyhJ6vvG8GM/kyuvxY6ovgSwOh6wfSGFLUZdWPZDYDpnAWvieBtogGCsq+bm9gldUs+7THOKPVQD+IjKOj7TCUpl5vbNUbqFZqBOcHktHygNkGYSWIaw9SoTQhASLCXJOw5OuvBoymIPQlY9k37vegkY5JFZllnqex0GhCD85mGw2s+j4kdfDk9stwklYhjYfylCewt9XCYk9iW+Nc7Bdn4BTW0KYGFrxteEr7FVikFawEceAHkrHLOx/bO2fjc8v/CwOome/bun8PADjD24vrZm7Eg/4J6K+49hP4zOYTsa2hNPj3rn0eDWrj3PY1UT8DMI9pHOUm1vgU/nn14wDUBlTnd54HADg+uA8P976JovDRxwPdf8Q5radjR+N8/GDt07io9UxIHsR2ri0CYt5I9lseS0tLWFhYwJEvPhXzs/pGd739R0DFGvqhYEYhWU0Gcu0GGxUc/7WID0PLidtOJdP2NRvW9nnLNYmxcTxX+2T5kLV2IPNcSrl2m8dcNpgwB/+zbcTSy/jxrDa3z9tTYGC31j7NboK0s/s4W/86fk+Yd9lIpIkT2pCIpZZpE+BI1xwvh6L0MduIH9fyCvOUWUb4uyYxZl7bftK32AJNY0ARDS4o6btVTsIfXW9plR1kjBNJih9Lqat5PtyZ1fjbbds4H/odt5Osr+Vv8Lv51SE85thFNe4DWaQ+TvCljMsFbd287Ysm0GHYUjXCgRkeUxN6k8qHGnzoQU8wU4voSw2HfhuLU82Bh7YN0y9Asoj7Z8686/9ztFmTtpXYyCn421z8qTX/0mg3fU6T+qBVQz29rnf4WEM0KLS/LCjbjvZFfKOoyB+E4TylUY7O44XlBFp3pvBHt3NPRlIfvZHUgNWAp+PJMD68rr+MtV00gNNl651qOSh3yuNAg0440VPa+LanouSs+YHUSChCP2BgZUBoB9FrBgwcXWMstIBpj9BnRbgF1OLYnkSwyDaaX1ELZhkCahDQ8qI02mc1iARWBkoeJKF2sO1LGdZ1rikCQi9xWC7hDG8ac6KF5YHEKgcbP1ETfZZYQx+r6GIBM+F17ggPEmrhtgeBw7wESWqTK8lAB0100MRhPgkPhAYamOUOfEickIdwT/+f8azOK8DUwglexSl5HEf7d+KE/2DYD2bFmbh06oW4d+1LaIs57GlegWV5Amp1BmGep9EXHog8zPI0enwKA/joC8Unj/bvxuH+dzBN29DjFfTRDW0LNNASswCAGbEL2xr7cf/aP0IaspsmzWBO7MQFjafi+73PY4VPwIUmTaMjFnBW8wo83r8LK/JxrPFJs+cDkFhcXMT8/LzThsYWmaG3x13232XNlrAzyvhomGafw//lMZY0lTGrHv/VfskOKTch6TDT2rbTiCjFDw6VyLj8dJTrksO4inSVk+mD0b6ZMh2LIGu/XWWxkSfhG0XHEzO9dnqKrlnYTnY7GMdtbUEsrdWPTHErHO2TGFMbBxxup47Bs45zwTSp8hsgOaut07KjnYHETL3Oxcb50KeUe9m4DxLRb8zZ/JgP+XxJzM8Mk93F2spR58RjxJTFxH13Pl5c2nZE8iGy84VtQ0GXsSLX6MoY/c9QG8XKTdbJlI4ERxJ9wu6UUb+xNyZLxvB33OrGmXjTRuVEMqe4/aTN+D0sSM/+GvWjrK9MEf1nIJB3Ra3rWMqPtK8GCUmhOUBFdDn0IlszudbT6wsXDlIS5ZgRcrSv0X0iZaRTj8tuOCDXFCxGZaPpKPRPGvU3ZSpAFBFH7ZKKsNXC8oIvIczmRlnqXMOYlddtYpJ8zxggqDUFaqDQDiLW6LWpakZd+bc8QLhBlenndEPlYajY8vp2174Q1J5FXmDPAzAghJp2/YVmwKwGEJBoCEIDejMuve4AaHsCPjN6PmMt2CGrJQgzUItbW4LQI8JyIEVqC4Gur8JWNqkBYqBFAiwGeLR/H3Z4ezAt5iAAzFMLPfbRlRI9DNBEA4IEZqmNNe7Dh48GCRAT2uhggc7EGnysyMfwmH8Yu7zz0ffOBoHQRhN9DABq4HD/HszSLFo0Dx8S82InluXjWJVLaHhnwqc+GEADAotyCQNieFjAkv8QGD62Nc5V9cQCfO5jyX9YtS8GWJMnMO+djSmxLZDpEKbEdrRoBov+w+jzMno8haaYA5GX+gzu8wogGWvyOJblcXQNMj9N2zBLO3BE/sCd2cIWIfRjQpnNpbh4qKHcZXIUR9c6kTziILzps+NDfMiasU/TZ6eALdvuXWnJsMtpTCHngCWwVWbn2UyZTYzlWm/yPAMB64mfNUCwdShkHUsUQXEbZl9wDiTS6hbYtv+O2YWjfMexYdCXw1YBmfZd5dnHwpd39OJW4yeDnFnljCK/ST3vGiSE5xDlt3TfMSSYXVSnqIockX/YXZ1yXAcO+4C5ODixs6xdFWMgEbYtqwW4cShapmbUdZ3V/cbBwIlibR2QUqS1sSkpCaLRBBsvDb8uidoE3cWdJ0bY9boEh1/mpk06n/m7eS50I7jtyPg3bNZAdqKvhZkvIr7xBbKaJDMbEhy7Txt9DqyCBojAjvqC4SHS0yPUyjPMzbGC+jnuD62Xjxb3kvUYioi2lgqZtwgbdjRplgFhHgSyElNWo2frW54PCr5qSI6WGerZcoJaCAwAkAQZ3HM9KSCCcwMpws2oGiJauNsSMuzyWgrjEaMRNKXa9ErtGKvbrC0kejK6P3rS2OUVCKPorPkULgpue4g9nrpSRboBgFWf8FhXxaTf2VbEXbfBmR2Vti8R6v99qNn5jqfaSEqVthkMGADCYl/N+GvZTU8Cy77EqhygLQSmRCRv8iiKgDMIyjkx6GPG87DQbGBKzoY7za4JQo97IAI63hRO+YQ2PMyiASE8THsESV187tQ/4arOCzAt5tAQhF3UQVcylgY+jtOpQGvP2OHN4HEso8sDtITAquxjWizgktY1OIFlHB08iCP97+PcqUshvPMw3zgb23kep2gVx+Uh3L/2RTx76t/AE7N4jJcxxU0cHRzCI/6dmPHOUqEk4UHCx8HBt8HUwNne03GodzvmvbOxt/VUCHgAGF15MiT0Gmc2n4i2mIdkFdZy3jsbC439OLl6CBI+fEgs0XLQh9TKAAFPPRONl1CfV/FQ7+uwsU3swXnNp+DIWj5Cv0UkN5toXFKhrKYKe8WkOQXLLGjbvRbAIr7Dys2Su2gjznCNnOGDTpKjPq78mflS/HENMNLqX/i4YxAApEuM0vyLvqu76+eoQmb5bPxrV912zU7jKishywCigY1VJgCn/MYMMxmWQ1F627aV3y2LMcoLbLK9Q6Hliy2T4TSfYuVQ0kenRCay7QrPyazqEY6ZNGGVkWzENdHAtl3te3A8LqcxcwZ/y2iQEwvPGFRZj2rMtmejjNh4ChSTzJhRZWypkUs+o8qJ+xku1rTIe5o0xxzMRbKaqA/oWVwConPW40+yQDTLrqLtxEJOIpK/KB+DQYBRJ72LLBHHfPVlJAqPpD2R/EdJNgJawiIk1PaXi9iiT0OCE8o+rK9KfqCzV7pzHwMW4Y61Mghpae5Aywz0wzQUzmJLwIg8g/CczieIsTrwwFBhKrW8hlkRdz3IAghrfqSd9wRHi2eh4s33JaHtyXAhrW59Eejyu1KEsd4RXeUwVr3PhJ6vJC8DqUj/tpYMBzA+RzP1AHCyr9tehbHUA5Z+UD6zlg0hsAG0PWB1wFjqqxZoe2oH2JZQYSwZCKQ9DC2Fn28CJweM5T5jW8sLylEDq7mmGlT5DDzWVfIbAaV9bwbdaLEvQ+2/WnRLeLB/F767+jW8ZP7HMCXaYDAOrKqFrA1qYEp4+Orq/8OUmMeTWs8Bg9FntbHVtNfAmhxgjQc4Ratql1b/WHAbMSQPICDwgpnX4d7et3HYP4Cntm8AA+ijjxNYxE7sgE8SS1jGfaufRY+Xgxn/Fi5uXotpsYDvrN2Kp3RegB6v4bu9r+C89rNxyj+ME4P78dTOq9AlH0vyMdy9ditMeGiBgjV0A/Qg4KElZnBe+zo83PsGTvmH4VEL+1rPRI9P4pHev+Kp7RtxxL8PBwbfxjAINCDQwADLp4fkhslc8Fgdcs9mFzYc/s+NouUSwbmLrIsQuoojR/TUPD7omfascgotprXSRxoG4zzH/x42cz90Zt8klgFNIOPjbWLm2vAnrR6uxaRZs/l2GnMW3tYD2H3Hlr9ELMdh1zxnTL1l+WCWm5oWxoy0q70cea1qONPYZTp9QKxKCTv2TDkBCflNzIaVPkxg+60ITCx0IkjNVNvTjq7+G/PHsBlm031R/27ZIv18Is1VI59sGBKgaP9PGxxeT1WybYuDJjMGCqZtsxET+ShxTVRqimbpYUXcCWi74rQcFsUU1cBcbBtTjAFRCEuO2ktdmoh4RrPIUXW0wfS18Y7+AGOAEx5ArM7m+gFtJTptFqqyqnjylhQrNM1BrogkI2zHwJ4ZDsgoQsNcIBsrgSL7+laxH2OCOSYfIUTRa7SOncDB7RHpy80unng8UxDPHra8ioIdb/WGTBzYpuRgHYhdAwHVD2DUk4PZdbNJ4gMFCq+NJ1TwBHPGXy+85SAfIYovb8559K32ibeVvjSsFp0a53Q0HW1Lk25BaoGrbp1+EAO/pXbOQs9o54FB1AG1sHW6EWw4xSpNN5ix1/5oMt8gYHmgvnp1PELTIP4MYDVIOGAOBxwNQegzY2nQQx8+ZmkKkjnwQTnhs48ur2LZH2AgFeWcETNYRhc+9bAgptHnLjzZRZ8ZLVIDly56+EHvNvTZh0AbO5sXYcE7G9NiO9pookMCPlS/89DAjHcGZtHDA/1vAQA6YhZ7Whfi4d5dYDTRbuxCH134GMBDE+d4l2OWtqGJDs5pPBGP+4cwgI+djQvRohnMeLvAkHio/x30aAAfEmc1n4TjgwfC+PDbGueiz8s46R/CruZlWPaPYk0u4rHBPejJZTAkBryGE/6DaNIUzmw+EUf8+7Ekj0CggTOal+Ck/yhW5XG4IDGI6fKHYdMTehVVpuKNpXKS4XIgN9FVBRcn9EC6vYSplNe5lX/oYCZBUDPYWaa+Pt0Ptw9G26XN1Bchzwl/yJAqscHXTCKMlLyG7ZDkmlktAhxmDYhhmnY9S+rDdjvbb+Dwf4Zdjo7nkd+k2bbTp9q08uTp3g5yXk5+gxhpj1wMDlrES+Wx+rMzjbsedgQW1/l480SEN9p8ySDprroBEUOy/YRRX53OacCF6DrGJTAmJw/+b2xxH7PM8QFDTI5jwhwIWKfDLu/Qp1PMi/T6mKReE+kofGVwfTObw6VFtwYd5uy6WTaxMVCJjiEgXQj8SfiLqA+Q7ad1GaMvH/orQ3wGXJUZ/Z7Qpmt/dD1S1gLE7rfAClEUoUb7KQICb8uDZJCLoXeuNa634RsZddcEWiUJNsKCkrWo2P7xdwPB0UTBtReIL5b1Q0LPYTQds031FweG2kgKFM146zj12kZDcPg8iR4zagDQk1Fsd2I1EDDbWG8AxYLDxcJeoLv3EfUTPfvukYpNr1nOWl/57gm1uVPoI4LBgC4biqRPeYrUr/pqoW1fchh/Prb2gICTfUZbEKY8EV4D/bhZGSiZjgrlyeh4Ag1SM/yLso8u+pjzOuhJ1TbNhoqEA/bQoA6WfYk+fAgCOqIBX/pgqDq0RQeEJro8gMQADAHJPg7074KEj2lawNmNJ2LB2wsCYTu2YbbRQJ8lVn0fDMKsdxZ61MSdq3+PBlrY6Z2FC3EhDg3uRIMWcE7jzPAaeNTEec2rVDnwsbtxKb7b+zRADZzdejokfLRpHu3GHO5c/X+QGKBNc7h46qVYk0vw/R589LDQOAcr/mM45R/GNm8/JPexIo/haP8OeGjBQxs+ujg+uB/z3l7saT0F9659DgNeg4c2djUvQ59XsCZPwKM2fO5BS3EaaENCQsLYqWsINj+hHweIElrvoeCMcIj5CwYM7VoCsoA+nwzyWzA/B5stqWffsJCYVpjOYbIUe1ffFJkHh+kY5JJ8OOtn74g6ys6zhEgF4QgNapaftsurOmm/bdQ5s13DvqZtGnkyw1uKuN8xn6xBqX4bm2Evw7rDbSNhG/GpKBu6DFjpYv0D8esWGxDEXbZDXTo/IKi9w5Nlhe0XEeUwSRrRdICIoWfWE5KZPBASicg3hGhWN+uRQYH/MgrJCCAiRon0NtWlBKcn4hz1YOsDXKSpZw508qb8JPFlw+GaPYudmtBYUzAsKSnCkamb17PQLl17IFeJbaiVo32ItJ8qn5RqJln9HkW+gVUPc/GrJrEso7Catn/BUfUVOiDwInjdh1p10y9wzBYbdY81ieWThkdGaErDA0DPQgcSlDCyjZaPiLAv+CxCXb5k5a/+ItAgCaZgx1jjy41HMrTRENIIaRlF1NGhKe1BA4hjoS8B9UjQ59RiUFV+Xwq1UyshIOUy0MAH3wcCAu0zhWovnwlNIdWCUmb0gt1mPWKs+l74iOwzhZtBrQ4EZpvqoSShNPBNoUk5oxv0r47HWBmoNtWRaQQz+kxY8dXGU0IEMh2OPkrMNhldH3i8JzDfVIMLgNCTwLY2w5fA4z3CjhajD0I/IPJqx1pgrkVYCeLQEwFzDcLSwMfDawPsarbCcJeH1nzMNQTawXT/qq8kQU1BWBwM0B9I9KWH6YbA+c0ZMBgPrvQBMDwSkEEIzFlvHy6e2g6Pm5hpeJgWHlZ8iRlMAczoScblreuxwj08Tku4e/WT2OtdgvOaP4SrO69W/QoSx+kU7l/7MtrUwfbWi/CQvwgf6nPDcQam0cYCz4AAXNp6DhrUwq2n/hckJM7ydmIbz4b7fAgAC40mjspVHPUP4561z4VE+q7VTwAAzmhcgl3Ny2BjX/tqnPIP44HuP+H+tS8iGPbgnrXPgI17cm/rh9AUU7hv7fMAgCX/UZxcPQRGkou0aA4XTb0YD6z9I5blUQCE8zvPwyl5GI+Gu8gORylCf8899+C2227D1Vdfjf3798fOffrTn8bS0lIiz+7du/HsZz8bAHDnnXfiu9/9bux8q9XCDTfcUMadMaHgy5uSMyFujED8nYOMIQR6hPzqHVewzJgEKIdvWuKSmo6SAwZ93PYpi/xmLlS1zoez0QY7tMmziaxzaTIW/e3VScxcefS0jp2BYm5ms19oFoRYwRT8L5fUykpH4f/ix+1Y+qn2DFds4p+Vxj6PIWnSdpR1LepO88OEZS82s0+OfMH5ZGQUNvyl6G+z/zkGJfp4bFEnW2lMckxBAnO2MPTHtQA47T6Lzjsjqhj1i83kW2XFBiipXzQ4JOQxV5zXRLdbvP7qn0i+El/oirDNTCmLWb/QeqzMqB6hlMfw2UnirSoAgZbcGBgIEbW5qjpHvlEg6dLtEvhuL3ylsH2jfhV2J4N0h3aAkJg7QbFLahyO2ltHi1HEXYZ11Jpz9Tgm9O0vExQNQnQdfa2NN9paSX3i71dzd1kzvjwH1dQEXZNy/bvetVUC4QBB6MEHqbI8cNgmAvE4+bpOeoGr7het4NoRgClPhlFmgEDzzmqtgIpNH/kYPiYRPXoagjEd1j7aCVbLcTyhtPdqIBPlAZS2X4XDBFZ8CkNyhmUaC2qB4AsEgJYQ2NFsYK4Z6PuDWXwKyu1KJRFqgtAgYOA10JcSa9JHSxKWg/bY1mxgIFXknilPYGUgsewfxSOD72Nb8zlYkhJLLLGdptGlHvos4fmEZfQgiTHLHQBq1n6+0cDSwMcaehiQj1nu4IrO09QiVVY0ugkPLW5imdSuqi2awmWt52JRHsIAA5zdehoO9W/HojyMu3r/CB89zHvnYMHbg2+tfQGr3EeXV8HwcWbzcszQAjpoYRlrmBHbMY9ZXNZ6Dh4d3IVVPoU5nsKBwXewxsvY13oGHu1/BwNeDa6VxIK3H/PeHgDAtLfT2u2VY4Rfoo+Hul/HlNiO+dY5AdeKnj+H+rcX3i22EKH/1re+hZtuugn33nsv7r33XvzVX/0VfvInfzKW5hOf+AQefjhaCSylxEc/+lH83M/9XEjoP/KRj+Dd7343nv/854fpZmZmJozQF4VFPNNgk6lCRaQUkPaCy5M/9UUe/OXI4nrAO8vJ41f4Ek43Gt8UKrVQB8c3X94uwm6bMPy2ZDGs/59GlGP5LbZpy2/0cSD9XFYeFxm362WTm/Ctr/+02jyTLGW44CLEsNrdHgAk6pRx3lVle0ziJNDJfIm0+vdEnYxMbJx0tampETeIa2wWPZzBNgtL8QcRyYnrJ1z1UOXbEg+3fYMs2mO3rBn2tFtTl494+5i7WYeLNYmN8oI8ukxYg5I0EOKDJvu0XSeH+4nBlHndHdfBNKgHL0nCHiWN7bKbdh9ZgzMyjofjC1Zn4mYCyU+YL66bD+LGJCpOiJ5emU3slCFFshLTdlSaGalIZTclHLa+Xy+GNcm4WQ8tWXHd/urjYnT9w6g9FET7Ce47YnPRtDqv503MxbPSiE1v1ooC236QX6XXhN4gwuH1iTT1en6gIVSMeO1/S7CKdBOcF4jWMDQCn/RCWN2GDREMJFgPfBQGrEibRwAFGnd9XlAUAacpgJVB4E+Q2SN9LZMfpj0iTHseWkH8eoLSxxPUotiuz+h4ejdcQosIfWKs8QBzaKhyCZgSAmvBFVXhNBmMPohX0SDCAIwB++iTD/UfqxCaJMHcR0+uoU3zaIoOQKzixJAEY4CeXMau1i400MKKr66KB4E2mljBGiQYEoxp2oZH5J0YwMf5rSuw5D+CHp/CST6OabENC94ezHi7cdfqN9GkKRCUKqJF0+iIeUxzBx2vDWIfA7mMXd75WOYlSPkoenIRXbkEkMDOxvlY8h/GinxchZ4E0KA2OmIBbbGAPi+jzyuYEtvRlUuQiBQSLZpCE1NY9B/CgrcXC94erMgTkOhDoIm2mA0HCh3ahjV+HHlQiNA/9thj+NVf/VW85CUvgbClEwF+//d/P/b3pz/9aXz0ox/Fz/7sz8aOX3zxxfjIRz5SpHg3hEjKOEbBuDeTIgJTmqyGh+/6mjQY3Z0xU4xckWjSJBYZYCNPZpScvLIfAmLf+DNm61nkKFeXnepXoNNILUY/+exQl4YMyEVcY4ltUp+0lynN0XnSJDtAuj1zGsYcpAyTz5hvDv32IUqRFNl11MetQYUuG1nHcuQbJr/RzVJQfhP332Ej5qYVSpAC4/assJ6NDi9TUL+wDjbRNRwNSFs8v5kmIqZ6AWlI+MmoY07ZiJ5FjwYh8YELgdX0aFBeaNVFwsNBcLx+6RKWIHShMC5N6rVx36wUnIu3ozZvEdzgWpkbWxEQyqJcxD9L+qPXTNjphCFJcUqN9OyvkLHNrqTZLyz/NQnW0W+YI2INUrTYlyoCTpRWE854JB4R+KR3S9XtEx8kRGVqKQoF12sgKbSrNj6SoW9av64b2GehwmMSw/cpsIuAvOpBigrmx4zQN92dpR486EeW0dbSaCMiteOrEKaUMahb8AHVEzJoI4Sz8hII62CGudT+M4SxAVU8/CRBDyyUnEV/dB1YXVWQCnOpbwMdHlMyMNuQkFBymeVBJM0Z+BQ+fvuBVKYngVN9peHXXxr6RnhMyWpTKmYl82kJNbhoCGC5r6LeTDUYa8E5QuCr0nCpukGl63iEpb7Sy/el2h12hggeqdl7AOiijyWsYo/ooC1EGAFntd8P2qCBVenjzMZ5uLhzEXpSbVAlIXF3/3HM8hTmqYkp0cA8zeORwT34ZvdzuHTq5RA0hfsHxwECdtIsJPfwj92P4Xw8D2c0zsaZYg5kPVfW0MUSlnFX95MAGDNiFwjAvvYzgy5O2M6zWKMelngRAHBW80loi3ncs/aZMGwkQeAZndfgqH8QD/Zvw7OmfgK7mpehLXfhm2sfx3nt52CHdzbmeRrnt6/F0cE94U6xjw1+gCX/YVw69XI82lOz9xd2XoR71z4bW/i6x7sUZzcux7+sfRjTaKPt+/hO9zMAgDlvD85tPztM63Mfd6z+H+RBIUL/4he/uEhyAMD73/9+XH755XjWs54VO766uopPfepT6HQ6uOKKK7Bjx47CtseCUrHnqxsEuLX7JWQ6MemLNjNMD6/GvMnigzve5ZlBMN0x5S3owRen+JNzgMEG+aSEdEUTKKP+Wfr6tLJcGvPAfkhCCslsDElQgkynSI9skm2fswcW4XHbL8egIkui5KoPYAwKYF0nK22W/MZF2IOZvkxSr48bacgqyib+7sFBQLoZ4Us/RgjNPFZ+TeJiJC1LfqP/1lNjBglUxB0xYp0KM5/OK7QOXxMjB8kGotjwDLBtwyCPMflNxmx4bhjkLkuGkswXkMtQkpJCrM0BWkhIAwPGtdBDkyBx5I9J8m3bmjCHvkYSo6gPmHbjdTNj08e+DBhlhfUzCGxkR5cR2HFdV3BIoCkgz/Fz+rEmoAdPZgX132TKfkjNqerBW7iwVZN1Uosx9S2v9fSm1j02y04MwYqYtzwfzHphqdLr+9LsFwg2g5KGlwJ6rG/2gQap6C4A0BQSfWPtgt7oSZDSvOt8fhBrnqFDKkZxhAbBjD0YaFK0cZSEHxBfFQtfz7DruvWlgKRgES0AETBr86vD6kCEbT0IiL/aNAphHQjATENJaAaSMOBobN2gSD4z1dDtos5NNzgcYEhWO8kSGLMNxokeQQbzQQsttXHUqYGajxbB688D0Ec0h+FL4MTAxylfYt5roCkI7QYw3RA4NVAP1o4Q6IOxIDqY91roCMIRfwUnfLWT6jaaxqxooEmEjvCwwn083l/GGTSLFfSwwj3M8zQ8CJySx/Gva1/GvvbTMEXb8aypG0CYRxc++hhgjzcHXwI9nsZT2j8MX7Ri90AXAwxoGQxGBy3MoI0LO8/Ho73vwIPAPM/gFK1i0X8ER/p3oAGBbY3zMN/Yhws6z8OJwQEs+Q/jgs4L8Ej3m/CohbNaT8JdvS+jJeZxbufZOElrONK/C4/7D0A/P07KY7in9x348NHnNRA8nNu+BicGB7DoH8R9a59HV54EQ+K+tX/AeY0nY1Uu4oGBisCzRn2cpBUAjAf7t8FDM6zTiv8Y7lv7PPa3n4kV+TiO9u5AXox1Uexjjz2Gv/u7v8Pv/M7vJM7dd999+N3f/V2cOHECd9xxB97xjnfgLW95S6qtbreLbjfaetel068Epd5hLgJV0o6rfPtpHzuXk4i5jKR9o8466CSQmZkTZFj9Y/jjshkmd5BJl18JiYpV96wZ+1SYBM8xaLCrmyrxQbIN7MFEWI7tJ1m/cryOZPlFRp6E1h2ISW1ix0JnonM2SXfWxU5spLevq3kNEm3nshN3yT7tTONyKW8aLSGJHeeQMCobmtHZhFf3MSsfdLV1f2d3u6f5aPqWJmUzzpsbNsXvr5RGcbWpK3l4LF5vQw3ndst5nfPdjuZ4NWoyPS/tzqy/Cqiwl0Zfk4i1ianPt28n2McQkXpXG7qX6yS19FEEo4jEI/jbbCgdI1+H6YyVHdzvNjkHogFZzBd91r4OGdc93hWjPmzOLeh2ITjmGSx7TKz2MSB1Ui8Djspx3AfQAwl1MBbZJhiAhLP5Vvl6oKQHJebpKC49WfaCqSyKpw8HMoj8jmwBA0Pmo3xWs/rR1w01a60HCXphsS5DGhbDLyeIJDgCjGZDbwAWhZ/U5euZeiWb0Y8BHYknClWpG5dZEXgRjF7U7rDKB8+sOwOrUqIhBDyhrtay7IFAaIumCi8pCFNeAwChK32sygFmRAstIdSOsACaJNAAhX1/yX8cJ+QJXNC4WIXLZAGPOuhBooMm5sU2VTf0QAy00cCAGBDAFHagRwMIJqygBwm1ZmOg2w8CHggDXsM2sQseCCf8h7BCa1iTJ9GgdtAMHggeFsRurNFxrMDHgNcw7e0EwcOAu2Dy0BQzmBLbcNx/CEvyENbkCQDAijwGgLAkDwMAOjSHM4IIN1NiDoL34nH5MKbFdhA8LMuj6PIyBka0mlW5iOP+Q+o5Rh6AhvFsFGhQB6f8I1iWx7CaU26j2mCM+F//638BAH7qp34qdvx5z3seDhw4gM997nP45je/ib/4i7/AW9/6Vnzuc59LtXXzzTdjYWEh/Nm3b984XS8Gokj6M+wnTQc/xD6TSP3JaQRhiM8w1GdOX8jIq23FHskKek8A+2e4PylpwrcIRT44wEb7pA5IssrJA4dtBmVfA5fkyD4XO2+/NR15kgfd7ZJWtnAcJyRlW0TqmOt4nna065HsLinHhuRTb9ZElsJlUYzKqdMBEUuUQ2z8qDRR9BvTQNEBY5ykRGUb5elzqd2IjRlgI532x5jFLj7nEK8jESe6q+1rGlyLgZPHomI1eY0IpNnWemaaE3miRwVD6NCCrkFJms/BcYr9uPyPrlny60GUx14wqyUvJGTClrJGYT2Ezk+6+wbEUtuA1aWdlXX7ngfmOhBPyHhdzLIN2Yv+amD6iOBKDaQHXwahI4P20cRXi3iUvlzN+PelgORIkqTP6yNekH9gfJkwv4z4gUZdlyGI0RQSLSGVxAZRFJ2WkOgIibbQm0VRsDhUhItiG0J9ndADTS19ic85qdl1gfhjqikkOp5UchpWu7v2ZPS1QO3AGoSwJDVT3/NVOgHGVANhPHm9O625iZRWSDaEIuYSajGuXgy7FsidWkJtNrXqA8sD4GhXoh+EmdQynJmGhx2tBhb7AwxY0f2BBE7wChZ5FT4Dy/4AEhLTngpNKQE0yMP+xjzmvWawjoDR9gjzooUzaBYEwonBATza+xZmhKd0+zSPJ7VeiA7NwwdjTUrMNTwsiDZmeQoDCXSEwExDYImW0eYmPPZwjE8GCnz9n8KA13Cg+8/Y2zgX5zQvxvd7n8MD3a+gy4s4t30Nzm1fgwXvHBAIczyF3c0nYGfjIhzofgXbG+dh1jsTB7v/jDNbl2Nb41z4PMDB7ldxyj8U9EHC0f4dONr/PggCBMJ2cTYubT0Hj/ZuwxSmcEnrWhAIZzQvxVmtKwAA9/W/hocG34Ue+i35D+Gh3tfBkNjRuBC7W1eGfWVKbMf+9rNwpP99HB/cl3GHJlF6p1gici6KNXHllVfiiiuuwIc+9KGh9q688ko8//nPT2jwNVwz9Pv27cOhf7620p1ilYa93ANwZDBQXL7jeIAX0uGbL8XYcD5ndpkrT7EdaXn4WoYc9pLtYE/lILu9U31gR/hG42WX5VvaubQdbtN2z00NH2nY5yHHU3eRtWwP2yk2cTxPOsT9SfjqSm/9DSTSre+OshQ0qz3SM6a6YjOv8b91foQkxD5vnqP4OSutuTtswp8hu9Vq26b8JnVX27AMy7fAJ6de3PLd3pk1ls7MmmI3sbutvg6gRPvpa6n9Demj5b9zd9igXHsH2NiCZ8u2tmWuc5COnVk5sGdq2yM/ov6gy9L2fGlIIoPzYTqdh60FsnZ6V52tY3bkG4YKzymh48RzeJwZwW6w+tuJsbssorbRx7xAFqPzaqlNGBYzkPT4LEK9PqDCXkbSleg4IdLWy0Aao+vR8vwgXKUKPzmQ5gABYfqmDjsKJb/xg7YimFF0lK86Hn3Um5TkRkKRbF8SPKHkPmu+igpjtpcfPN4EAU1SC2ZXBoSZJge70Eax6j1SpHzAUfstDyKJVtvjUI+viD7Cmfylvoo5LxlYaEUDAILS4yPIf6qvpEJtEfkFAEfXZCANUnXoQ6oFsUKg5wcRgUgtkj3l++hKiSnhqQEAM076g+BvZXDaEzgxWMGiv4qeIGynabTQwJr0cYKW4UFglqdwSqxgGi3MooM16aMtBNZ4CV9e/b945tT16IgdeFQu4f61L6DHyxBo4MKpF2IOs4Ds4mtrf4vz28/GrHcWuryKM2kOPggn4WOBZ9ClHroYYDvPKjmOPIp71j6Dq9qvQJ/X8P3e59CkqfA+7PMqAEaLZnB+53kAgCY8zPIUlmgFi/7DeLx/L85pPwOLg4NY9A+gy8tooA0QhZFq5ry92NO6CvetfT4WvUbtNuuFi2C1hv7u1U8GG1gxALmxO8V+7Wtfw+23344/+IM/yJV+YWEBR44cST3fbrfRbrerci8diem+DLCLHYxSdvg/q4yhmeJZUmZQUzdryjKXp/yYbjotPRWwTRiu7zbsZS3KjZFDu67BYzErf2bZWbZT/ErT12ub7u/3Vh6zLW3yS9Fx0yV2HXfVz+FHzI55LC2/4VOa/MblcsxXux0c5bPxL6zjdt6Y33Ye3Q/M9MExpz2j35gymyFILnnQZTAiWQ8nSb12yZRmuOod2CRNYlN8CF2w2kCTLzMd4OrGuuGTTsYUYIY+eGgTBaTHHbc9xUBwXMtTokqZNoD4ngPmdVbtGW3qZdaQQp/svpaIMEMUFh2fDY/IOhAflMTLJaut2Jlf+xjaIxj5IsJIQf/V11AGgx8jRWTMOJLo5ka5bPhHsYtsesqwF+BqMm8/QqJHK4GMeDORrh/wIMEkwl1Q474hrJMZ/lMQVKxxPQgzyg/XCBgDDF2yuaEVGS2i28UckGhtu9kxB9YARZ8VRn30tR0EdvRyH4Ii4EAweCBCn5VMx74u+vcGBQttjUuhQ1QCakadADRISZ3UQEP92/KiyDcCxiZYFM34AyrevK6HRyqijATQ9VWrDSRjhSV61EMbTUwJD2tSwgtap0UCAgQJFcmmz4SO6MCjJpa4C0CtC2iSwAJ1VFsw0EETHjz0uI+Dg+9jobEbTWpjt3cBCG2oWfEpPO7tgeQ+WmhhO03jpH8UJ/1j2Nm4BB5No8drWBw8BKYOGmIWQmzHocGd6EHtaruMFlreGWhQG2c0LgGohQEvA9AkPsKsOAtTYjsWBw+p6wSBVbSwGuw8O+Ptxkn/EJblY+gGNgboooGOsg1AkIelwSPY5p2LFflYIN0BfPRiF7knl3Gsfxd8zr9DrMbYCP373/9+XHzxxXje856XOHf48GGcddZZ4d8HDx7Et771LfzIj/zIuNzJjXSJiAuUYyGozUCGmbTKL/MBpWy8enswk2fAknjzJ9iZ+r8mgMZhN+Vw2Y3sROdte0lbTJSMRmMbCd9tRcg3XOwsVi6A9IXMroFCYvBh+WD7Ya+PiPEIh28uAp6ZzjjuZIH6bZNyXRK+OuqWyGeaNw6kkXH7b1eVHGmGDQ6iKqQQVyA5CHDVR7+hbJIKGMQ8InWupjPLi5o76VNI8oBws63k1kNReZrgqLyBC+asfIxEFnkmWhiS11x0Gl0Xo71i5FkfU/5Fu7/Cum5Z/sSyQF/4cFCgywjWIoSbaFm+uBb22re1ni03Z9/NfCKY1dWLUIOCY9fG9DUc3GgpC+u1BBRrA0Yk19FfLeJ+B/U27mtnl7MajoIKhn7HHhs6Ao4I8wpw+HEo/jUgCrIprVKEHixQsHsqOLFMKGpvdWLAQklcQlIfXdlwN1yoWXwPABOHkprwOjCFEh4ik9xr/yN7euVF9BihMFwkkZbaqMFDk/QOtYqsSwZ60CEs9Y61Kna9H5Br4TFWewJCqHjukqNFyFHceRUOc3lAoYqSg+PMaga+adCAgdSz/Ai+gqjjPiMmG9Kz/ZIj0k8EeEEIy55krPmMpgDWpI+T/gAnxQr2eDOYEh6O931MCQ8NQZgSHgSANclYkz48ENqeQFs0IHyBrpTwwegID1PkYcASK/AxDQ+SgTXZw4ODb2M3MXY2zsf5zaertSeScEZjBsutJ8JjD7OYwpxo4Gj/Dhz2H8CFnRcCIKzIY3hscCcOs4o9v6f1ZDzQ/xZ8DCAg4KOPs+mpmPfOwa7mE9CDxAriRB5QM+jzjb2YEjtw79rn9NWFQAM++tjROB97Wk/GnSv/T5FzAy2awZ7WVfB5gCX/YRzqfxvnt58P8kVI6INWDhfG9nkFh/rfcfT44ShE6I8cOYJ//Md/DP/++te/jk6ng/PPPx9PfepTw+MrKyu45ZZb8F/+y39x2rnxxhtx9dVX4ylPeQqOHTuGP/zDP8Tll1+ON77xjaUqsWEgDNWwa9kHC1FOzpMVkrOQtIai3VcZ+SLSEAF2iM2s3WZtX7OkJ0bbZctxKNgyMKPtwumFZJ3iITZTZC2mLjxrR1g7f9a5oL1T6+bcjIoydq5Ng/bBFd4Sw22I4IVn9wfXxlAU2DUlOGmbatkbZ9n+kHnMPg4jdKQ1cHARdFdIS7tKwrTpsGPOlhouxzafcjYlWx+TKLJFcIaPJEK4UDDyL9pRNopeg+SAIJAjqFiA2mf1d0y+YYbIFBz9nnDGGFCYtqFtWumsNtLlAXHSlrBtkKxEe+WwFdud1hyUgBJt5AIBwYJa85LrWVVNeuM+OP0IBnKpajNr8Jbqj6EdV7dwJMcxz8cHXWqj+nA312BwpxdtSutrERt+avJrRs0xBxhhyEnLZ8X9Fdn1g/nscHhA8RlpAGg1BsEAQUWw0YMv9U9AoBFtPyWI0fM9CGJ4gaRGBnXT8h61CZRAI9zJFoE+XkIIQELG66DbEICPeNx7/Zjwg0Gknjk30zS0JIgBIQKyLxhtkqGmXs+Gq0ecWoCqyxQErAyEktQIhsfBDDkrTX+TGJLUgMKHejR5RGgLLblRG1ABKmTlGqswkz4rLfxsk7E6AE70BGYaSrZDpOLO+77ywbNuh4HhW894DurZeJYqRKVuIwIw3aBgIMA42ZeY8ghNIuzqePAIeLS/hpNyBU9o7cDJgY+jvT6mRQNndFRo0GNdiZ1tgZ4/wAl5CtNYwPLAR58lGEBbCDSCh8EjcglgwjRa+PLK/4czvQuxv/lkXDL1MhAEfPg4Tqcwz9NoGasTGiTQgYcD/nGc1bwc5zefgjUJnKQV7PDOwuWzP4UvLP9/WPIfwsnVRyExwK7mE7C9cR5+sPopPNK7DY/i20b/iPd/D01cMvVSHO5/H4d6EcmeFmfg3M61uHf1s8iDB7v/hCZN45LOy3DP2mfDuPUabZrDhVMvBACc8g/jQPcruezaKKShv/322/H2t789cfxFL3oR3vSmN4V/f/3rX8fv/M7v4H3vex/OPPPMRPput4sPfvCD+OpXv4rp6WlcffXV+Lf/9t/C89LisyextLSEhYUFHPqX51Snoa8w/GRk02AZ7FQ2GukKkn0O/+cuMyujI032bLbDdp72CnXS2fWLzWanvS3jB5LHhtkAR7wk5XzkYlH7mjTFj5NpM69mPfWcSeAc5TvPcbrfbORBxu92Wa71Ay6f2Dg3LF2iDLsIVx67rPixRJcb9jcwXE8fy28RfYNUp9mzo5kk7MXOm2VQLB0njlnlx/w2CKjTTpDWlS7sCuSup7M+JuGlyDfbL6OOthzFFaaSpbC6NkUDqFAOQTE/zDKi6hBi5Nb6N6xD8Lv51GZp+0YGkY/X2yb49iy1PaBh47qynd6qH7tsWuf04CUW+jKojxlm0s5n+xNLF9pANBgK06tj2tKAhTHDTdGOrcTRoARqVj9aRBvErg+ckYGvejGtXgOgd3blIL+OFc9Q4Sn171Fsf9NH5Y9+xJCRTqWNwl02gpCYBA7irGstuiL5WvdvzvY3hApVqb9i6Pjsun31rq9rvlAbS1F0rQYysqXroBfZ6sePRypdX5KKM0/66wjCkJ1NwVj1KZyV9yiaedeLZnVbKJLPWBkAbYHwC0XHU+Rf2eAg6g7Q8pTcpo8BevDRki34UGkkE6a8aDZfELAqfSxJJXORAQfa25wFBdegJxkr3EMPA3R5gMODezEtFjAndqGLHo4PHgRjDZd3nob+QG3/1SSBw7wEAaAJgXt738AZjX3Y5u3FgCU8CPTlKRz370YDc/CogQYRTvAKerwG5h7O8nbjof5dOCGV1PuMxqWQGODxwb0AlMxmobEf2xtKInPKP4Ij/e+F587rXIf+4AhWeQkn+QRODA5gztuNWU+pTx4f3IcBr2HeOxtLg4cgqIlZ70ycGBwwYvMoeGhhobEPZzQuRpdP4cHul3BW83KsySUs+gcwFg39FVdckWszqKc//emZ6drtNt7whjfgDW94Q5Hi3cgbdWMYrBdNzgyIbsUUmL5R8qEZnjJNZpZnZ3L4PJTQu9uMIYcH6ohJQGwbLh8p5XQ8bS6ZSmZRbJXlskOGBJkdNijenCa5Tfhg56f4RTSJEOnfKOkXUSKP8xwQtbdD8xs6TrDKCF+p8TqYdSMrndm1TSKnzye6PDnKNfNzPF3Md9sv0yc7bXq1XDP3Gaqo4XYSPjp8d84Ms2XE7Zvyz9pR1nYt1nQcu/6RDMG47lD9OiJZbNiiZFvE/OewzBgxzfDdOVMd9gMjY/grwW4bfY1s/Xxq25qz0Ob9Fs4CI+iyVrvG+qxKpOVPBOOqMRDFUVEHIxVIXP5jbgwWhsskTbyT/cCU27hs6TbilGMhoY49piKibZ7TMqawbsF1YaLktQzvaU38DRgkXp9Vs+vxeug8OlILBXlDCVFsnQjCumuJjLkGIHoXR88i+/Gv66jbJSY5M3TysXYMcpI+Fr0MQOCI/OvaESdqGloJ3AsXAUORXZ3eJNBhYDFGuDhXXxd1Tn8lidrFHCwQENpvCqWF19Kc8CMoRzuzEqJBg5bYNIT6WkGESHtPahDQICAIggNBFAY3M9cCtARh1Y8WB6/5jLbXwLzXxJJktAggQej6jL5UUqG2R1geSIAFptHCUT6JASQ8Isx6AmtSwpfqvThLLSwDWOJV7GicBwDoB9KYFXkUfXkcDX4SJNroscQpuYw1rICogS41sCYfx7LcjoZYQU8uYwfthOQe7u9/Dz/UvhEL3hnoUANtXsLhwV1Y9I9iT/s6POY/GhL6KbEdDIllOoIeL6MjFrC9ca76nRbQ8NohoZcYoCdPYqe3H4/7B3F4cA8YEi2axZy3Gx2aw7J/FGvyRDhAAHfx+OCUur5owaMWerwMgOGj9/+z9yfBmiTXnR/6Ox7xTXfMqea5CoUqYiRmkATBAWBzFNnU6yc+Y/eqd23sTfdCZlrKZDJpI5k20kJmMtNCeq9Fst9rkWwOYLMbAwcAJEAQIKZCVaFQc1VmVmbe8Rsi/LyFD+HhEfHd7yYKTYJNN7uZX0S4Hz8+RMT/nPj7cd6onmHLXMbtUyzMzGU359aQIvL0PQ1b+X2VhM1DT5rk1o2/v7uk4igafX/nNlhuN1SmGNQUzd9ZITF7+2RItiT5hlPaD2v1TuX1ZTuj7SpJ/w6lvhCPsf4B2SEUZ2f3XnH9ubZMX/jJNMxoI6svjOZgEunKCPN9EyGdJ7z0h7RszYWsfK5PWl7Sv+xcqw3ZeAjdJ1jWpFaRkL8v+mrMo81fUKelR36sDfVFtNnEqZUaeXm4xFb4y1RWX0qBieDr8ufCbrSBNpHrGPIZX0ef5Z7qNZQna5cYm/SVD/Nokr+kXzuhPvPqk37oUD80gNWzdHJ5UvqI08n7Y7OvIAHcBQCXh61MmhopMeFaa/FnT1uMD/XYR2VJ86X0mtxTHg0eCXpmf/58MEHCeSNuVaQbeQ/uW7dOu3+M2G6f+0mUx1+PhqY6SkpqKBZio01nxDZA3XuODSGkpaUQG8G8VXERaDT0pwtH2fclA8IHvIYzHxaH5k+0IfpU4K83cgIHv1lIa1VYpGPeNBOA47pgYQ2V//owMpbSNIZBIcrIOB1diEv1Y+VA9NTYFtVnWiizwjIrLGPfprDrrOBA+dS40Jcj48JMTgr3fyFu86lFLZzWwq2lcFy5Nl0cK5PC0YIE97UgPHqPKheL3ohwcexCUKrXr7JQWaWyzju/Wwo7I7+IFgfqbywtF8fOCFjUysgIs8KwVThP/Xbpvr7MreUu2WNHJiiwsPBSdcRL9SFjI2wVhomPd7+v21zUnfg31hGH9ia/e/j/4Uivc6pX+fz8X/ON+e/x+urrFJS8d/KL3F2+hZWe8q35H3BUNwFWDuSUQ045tTV3yR4Pjd7BQ9Mf41U94FQbzvsLy89yUL/E47OfppSpm2da8fTpH3KzfqE1/07sdZ6a/wHX9Sqj8g4em32cghHXqm/y3PzT7OsW475NOn26NHqMx6Y/iWQvsBeXn/e7zirPLT7N66uvDcroS9/TjaX+TqcWOAofxHrS7VBpchHSIBe5LXk5MNWuN3WgmMYJp8Pe85g/QTvr6DiBdw1r+8dtrLKBvF7SdI9OA+3WZEdYyV2TwnrZUbRmzRDP285eki1Of48+xgyvjTCGFlc/rb/Fa5cefZIy6Ru4w7WXVne1hAgQ9lFvlR+oq6X7Gp3WpTB8Of9d1xzn53yT1n246NfZubGc1zcAk7TwgMp9PPdOJo3A0g1Jc9yVJUlb+vN11gA0rmp/7EBclNUnIxdJ4lnNL4SUNe+s/umTOfSlorOAeCi1PPt9egVUnICy1Bt9lnzRrEUSgWeqd1xz0ViHnfZAF5y2zolGrrk7H391fAFxkyL/5cOI47gryVj782k4zKBrEB498MkcqjXrs0QnawNM9zu9+iYHo0LjX7IFmOY96OG4Ol0KD+JThmr4MmJEKUzd0GVwdYXQlyGsZCpbWvU0/d8G2zZeC5s5xQXaiYx0kW3hAbkCs6KO4TYNLnpNQROfPtCMSqORpgMutnyowHrPfKVprB9HpzECY9838bwKh5ULMTkrvFwa+tDY+P4SR5kRaYyCQhQxwlGg1gDbpTDz+aw2dJpl7Tj0pREKbRbOWnUUGQf6hXEBJ56IXxrhxmrF2BSUuC81tTqPPbioOcY6as6N1YpLxQwjwqpWTrQGMTxU7rNTFLxRL3htdciLy89zwdzDu8qfce1jn5VUPDz5UXaYITKhpuKryz9ipUsKGfHO8T9gx1xBMLxr8jOobHOjfplnV9/CiHCleJSLxcMcyZw7Rk+yVVzh5eUXecvow2wVV7AID0w+xHF9jReWn+eByYc5rq/yYvUdAO4avRMBXl19BQWO6le5Xj3N/ZMPcLN6nlN7nUM5ZZW41u8dv4eVzrm6cru+3qqe56S+jmK5Ur6Vidn1QP67S38HAH37QdWfdCDPdwG0Jf+9Roczq9kEXCfyB7MPgYc8Wx8CGig4CHx6ykvWKa0snbd1c34Ndaf5KprK60Fv6Rj0AlF/qnexaAree4C5JPMnl512rgyVTYtkaKjFqwhZ0rHua2uoJwcy2fnMw9gtT0BYTYbWXFY6cyVe8ufz8t2MA7qvaWtvn2RtGBrfNVX3HktW7nYfCa2yHsrkYHiN/Jad1ZozoZ+7gLeR2b0egTMtwf3d0Lo/vDx/TzV0kzRf373TgMGzUtStlbfnGe3BbQCoTnwSdFFTxnZTJqcRBbnBcGrt0nqmrmHn3VTVofFwEVICqI+gPwez4VzPfBDfhgYE52UbFRqDUFvAP3/GDE27vtss1UMTINt7PfRNWqOfP5IJT+U1+ZsbMJSvE92N96KH326xbDM3UyM3jGlH19RwTk5Hmo4vF9bMh2W/Lr9mPenRhrhrRbwaxtuFaIxRY1pDkdSj/gnR+iLiPPLGKxqpOqiP4OPEhXCUSgDqTdsKcZtfNTHsXZ4QSSdE8THiNy7DefiNOOC9tIA63v3KKhNtU+/cwt6GyjP2XwmurVZMpcBgnF8puQWbTafgjfoVrIzZNhNqq4woGYnhxJsjJYYtKaipUJTC30u75iIXi/tZagUYBMNucZfbeEpqTjh1X2b8/Y0Yjv3uqk1MInetVo07zDovfjNIM3OJqbnACc1+R4KwU9zJUo8wtmDH3MWF4l4EOKpfx0jByp5wVL/OxfIRxmYHEFZUWBTDiC1zCcMYaGLPL/XY021gavaZmYu8Gen7HtCfRZtwhr+z/toUTR1+mr2ZaROO/7rIMVnSAXnn2kxKIH5h2LQfRGiH9NT1deaUkKENqDr5+vXRxBstQ5sqnRW7vsPD76vHLYDqgJaWATIkW+h48iXzaGd1Qc+Xj3WAvtcgIUOEiT7Q1Sm0J5wfmg/r6krPh7dc/pUgqNPixWcootWvjcpnIq78y0BfuTyyTUdGUmbTekM5yWSnNBfrkLCQccxzr3lvSuT4vF3PbyJSGvDYGHUJgOkBlK18ifdPO0YafqooatMuarehBUySj5V9nuhUhQDq0y8Qg+sKojrtKO2a/B9SkNd4xBsB+deQwT5K6g0hLFvn6Ealibx1CZi/KdP3yDBiSaPNkLYjMUqcvOR+bskIHafUtmg+fCbtbVof+qMB0W6rIPUgsqGXFKLU1lFeQqjGQBdR/wUqmIfW1xBiuaePocYL3/7yEOpxoN1Es8zgNpQCt7uqrQu3uNSGRbBOXhruMi5o7THUhGZswu2qOE93mmdc1GAN6qPYhEdayB/khsW4RlxEmgCcC3E7wCrNlxMj6sJk0sxT5613oSjDuJXigFjlPfduIa2/r/Ex6f0YicCFsVvwergybJXqwbrbJCo88k5rcQtarVvY6ug5LlpOiCEiOBrO0Uo4qeFw5TaxWlrnVZ97z7sAJc5zH/qhUjcvRwaer25xZ7HDRTNltyyZFkLpufgv1RUGYasQPn30B7xj+h5+YPoebq6s3w3Y0XS2pPTjonx7cYttmXC3XGJv8tNMjIuLdI1j9nQ7jtuRuBCTBSXvn/0Mt/SE6/Y6Xzn9vdZT4i3Tj3OxuJcHzWMocCoLbuotnlt8Bk286McyBxaA8sLi8+wX9/Pg5IcBuFw+zuXycQD2dAtBGE33Yh1KzfOLP+Xu0bt4YPKh2G9Ts8fD04/yzPzfcWpv8L1Ot71T7N90ClFuXvnznzg7yk3/u3Czl3eSXKjH70F39YrUHiB2fjmiGxgLebmN620XPNOo0A3bFEHlGX2tYUwGLtozZGxgzHRDXfqDc+9kq8n5rrw3b3dZJaf5nCmjq077fATl2s2bng9v8k106uuHPI9NFQr1dZuQoJieudz/f6srBjbjbZXJwEjqIe3U2YpsI+28ubwEbEadEoDSqXcoak70pkmPDg3IDUZCBM05kA1ytO0k6ezuqlkZZE2d4XeCLjWUa+uwyS6yaTQazcFckjfQTiIY16afOwDel3PXTJseE/qLdjkNu5WmbWzp6I5tT5s6kXX8b83y9fZRyNs650C3VdOqLySb6KO+PaF82HjKUVJMKwJOq4uS/Gm7baZbqKf2VJSQx0WvSQ2jxDNvjQ9TGQybxpAIx7Xv7wDow3wPIDqAd5v0Y6qb6blWqVBbw6ysIuh3QNPN/1LchkhC88Ug9GTgzgc6Tfo1YeKj4yytsFXauIuri0nv9JhbF6oSfGhO6yMBefnBWKusMDbOcFrWEn0lFgfG3W6u7tzYr2lY1I7qE261o5UwKRwAX9TOAFBgXjvuuwux6bzzXzv9Ms8unuaj27/IhVHByAinNVxbrpxnXtyojo3jyddiqWvXD0urjI0D9JNCWNSWU2s5qWu2yhMqHbGoS25yzDZTpoyYmILregQIM51wnUPeqJ7hqHqRH9n+z7hlFyypubfc4bCqvde/eWgrcCJztmXMCMOL9Su8tPwiY+D9s5/kC/PPsGsu8+T4g3zu9HfYLu/jYvkIS3vk+koPeH7xpzw6/Um2zWUUWOoRB9WL3PA0mzQ9MPkA2+ZK1KFQKOyKv1r8LldGT3KhfIjn5p/mwdG7GDHh6dXnWepxy3i4VD4WDYTr1dMc1a9Ej/22uYN7x+/lucVnfHhL5W98p9i/VWnIUTTsQPruCmj85/bFqnQ9ymfJ7lUv+3rRB8w65frq7asze4En+vby7TsrDAfktlYxpvn69M7zJBfTqm7TY+9ddEnV/hG5lhaTyO7l5OfyaMvso5vQdy1pY4cDnwHmKCM/L+05JUkBzc7l1Jr8vPjffdSjzpzt6deYLa03aXfSVRunIDP9P5cxoB7Z0HXzaBcQd+T10G9y2aG5SZc39aYGzZrnT4fe0xy3pqCni4iGjZTyNmimiHTkdaajeC92GP9cFvnQxkJd+kvv+GhUnQz0tfIEMJTR3BqRod7sKRSmYTzfvf/iRlNehqvHKRUix6TdNvRVpUPBGZhDkQ4SPNspTzyMQ/I1QxuFEo9+aF77uRv0DMwhieMUxkrbj5ZM97hTrLTHQPxcSgF2W4esvZrSIfBTMRgBof09eud9SgN+w++QLwXxaS/0PUKC3uq98KjzMaTl8pFylBhnCBSJDqmOMdqMzxfaPxKNdYbQlBD6uHlzO0oMcc6FiDcBlIe2Ba5++DO+HUKzyVTth7rShj4z9qEqC3Hgfsfscu/4bqaF03flQbr6O2hshIV1FKGVhZ1RwVwVW/svOIrbHda63jD+b6+4wEltqaTCaEEphoLGYK1QTliyJWNOZYeF2XccfCwVFqOGEkXFtXOB8/6XFBQYDutrWD1lr7gHM3rMGU4yY2YuUcg2pywZm31WOudW9QL75QMc11dZ6QmXykcpZcpSTziqX3X9jnDJ3MNCVhzX11joAQA3qudZFQv2insAKGXMltnhYvkwSs3N6jvM9YCj+iqlTFjoAXvFfdS64thH1FnpCSf2KgBze5NaV1wqH/X1jjix11oGwKbpPw1A/yYl7QOkPalL2biNJNAfhOh8svOdb89c2ApdoBuFnVE2XSg89GUgj5wz9NWjF2x3H8drjYgO7WRNPSmQTKtNF7A2hRL91oxH74JRXzbzjGtCF3I4Lq8vzZyghuZk+ubtaU8AzAF4p+dzHRPZG9Fv0rr9P2fOlZ58QzSatCm94DtFxUn+XM6QSpsYChldJoI30eYtO5C3l36Ty+4F65ro1mMMrEvBGEg8s+1dWaVBAimo9wAvB+ctqkprbUaQl4L2xMMb6Cqi2bTL+ijW04SC7PQRqc5NF7XzJB3QM1UD775vkXMAsmE82sCbpu7GiiGEok0jybQoNB6cDT4ivN7NV4WkH0L5ZNOx7q3RhJFsfyxLDJ9sbjVGicvjqCyOsuOi7jT6hvHs6pw8GmKN7sDahpoSrkTajge1DQ0mWYgaAHtSXW3D3G307ksm6e/C8+1rbTzsmuRTmljvqTHgvOiOM1Yap8+iNi1Pd5wCpCEplboWxsbx0gLlJui9suLj6XtPPg78z0rLSVWw9DHlt0uNHPsYwQgocPQecPHlF7XE+1SQyJ3fKpSbK2Hp866sA+qC48qvrPsbGeeZrxVGArPS6bu0blfX+8YP83jxCEbgYOXA85VJoBYJuyNDtax9PzqDxumQfP3AyQq9PDEu4svYGLa1ZF6VbJmSkRSsVJkx4VRXHMsp98oFyvIhZsVdHNYrVlKjKMf1EkPJSIRaLaeyYERBqQVbOuXZ6nmu1y/ygekj3D95NxUV367e4NLoSQThps65a/xuXlv9Na+s/ord4h5uVM+x1GMem/4klpqD6iVeWn4BQ8F95Tt4ZPwjvCE3eWn5lyyqQwwF16unWdgDdot7UGpUXZjJu8bv5NXlV7hWudCWL9ffiPPzjtEPsNJjThdvYKk4ql/juH4d60H7RPa4e/xuBOGwfvW2N5b6/gf0UjiQ+L3YFOo2k+N794cskkA7Ec+uO6/eQ7I33IV2aL3BmbvYptz9Dagq6iPZnGlApPpsugvtgK6hbW7dRL7zaY8h0QKTMLyuQGIknMHINC3d0qLJGoH0mmkAfJtqIg4zBT02TSHSUvomieOVRsbp4/T3Gxmd8wKdKDehLrLyOYd+qI/O2lG2LwWe9loATlN/3+W8GQH35rvLxjbQC+qjqjnI7AB9TeoU8l1eh0F9pndrwWTQyR0PRYXphExMQH7Tdu1ugpXI7iSNEC6rywH/3pZET7t0dejLvobbHgGwaXQc/ojY9G3QT+v+52BqkDi7JwXm6ilBfnMkawbnV26UpBFkUsMjD6WYnte0D7Shm6Q0ogaQJ4EcEw8+0PsMDuWaPFAYG8saY90GTR1qj6PHpOEWA50nnDOiIK68i9CiPp+jMhlfTwi3ubSljwzj1hQEOo14DnrYXCpEtCmNdSEuk0dH6K9AfbE04L70IUuDpz5tTyFu59awudW0qJ0H20fymRQ2UnEc4G/49aVRn8+B+aWaaMyUvm8n4qLflMFI9mtRQh1hEevIR6cZiwPttZXo2V+peG++A+vBFleErbLZXdYWytTAxGjcKXZp3e6ytbo6poGzL80mWTeX6hfICjulobLKUaXMConGxcgI901HfsEs7I8cBqlUee5kwd6oZLsoGInz3q+sUqmyVbj1EbXCae08/aY45XNHv867Jz/GXT7mPMCYkrHuMhEDOqG2FZ9f/AaPjj7IjrnMH83/Tz4w+2kuF/cwLcdIDScsuSGHAOyNH+cij7MtJa/WR1yvX+HZ+Wf4odkvsWsuAHBiaw50QqULvnn6u9wzfjcXiwe5qDt8ZfEH3LKvAcKj048xMTtc1xs8dfoHVLpgLNs8Nv0Yzy/+LOr87fmn2DKXuXv8Tp46/QNWetq510LaLe7lrbOf4+n5J7hQPMil0WN86/QTKDULPeSbJ//W32O3j2X/DgB6/89ZMdNvN23C5T6POATxC3Tdp9Q+j/VtpKGvB5vKW7uIspO5W1XnpeH9Nh2MsM5oOGNRa6qr+nw9yQFiWS8juhR78qwBlTHKRk5JCHqvdcd5307rcp8ea0D97S6YTc+HeybXpY9+o7TbFIGy0CocZK4Zl8F6gse01aW5Llm7zwDsbV2T40zlvBl5nq7MAZCbA/rwI7Y1XDgbtJ+lQ76wM63f2QXJtQ4Vp9FFfDt6cXDPULr+0nCDuXtZvKTQtNy66TsXUz6OfQZCP6gPtI8O/SJ4133fBx59V0CfkZPV29wAPbo7oJPOy/7bXnuPUvrKUMSbpp50LBogv642F8KyqSukfEfU7tcQ197aeg9/fDyFepPHSQDeA20MAN39Vmzy5SNSYVQokxj4kUfvK1HcPBNfn83HyZuPYT6E3VwltC/TKRpKsTwgwTPuvOfp1EhnQCmOXhWAdugLVcendzH2mw2cwht1aT3P3WsR+q/SJqZ7qCtw+Avj2mNFsNa1vVa/EZS3I1e2MTzAeflPayd/u3TywvYhEvpK4bBq7hsBtgriF43GQHJlp4XLe1o3cydEzwnlCzGEPYFFiJFkChFO6trrIZzWNS9XL3JgX+X+8h3MZD/qvl04T/28rilFKIqCwky5Yt/KjrnIrtnmsfEPUrLNQi1GYSQFUx0Bjtd/qisqalZqmciIfXOBO0ZP8lL1reibWanlpn0NcJs5CYZCRhgVaiq/g6vwRvUMBSMsNZXOUSwGwy67PDJ6B6d6i1eXX2ZhD7HUvLb8KpfKRzisX+XYU2kuFA9RyIjr1dNcXz3NyMe2v1w+jmK5vvoWjcfH6QMwkV0ulg9zdfUUdRJxZ5P0/Q/oIQEo36O0EZ7fEPRLczNprrd6IHo7dQzSZHqRRk+25EHfeQHmADH+k1weAsZZ/WcB9VDBusW8LZpMv44qPn744FsylTGg+4Cu6oFCt5h/ejIU0WcA8A4A/QbUx5rbusMAeO8zGgIQDcf0AOMMWPtTMdPG9JsNEGmqYwTwKcCnJ0+qKz269+mU5GnlHyiS5+nVP8/Tp2Q45Ss+S56fF+L7pjfSS1qkM5V8PSnfvOc+SUFOnE598DBy0tud1eovaZqoqQ59uuYVJKgpgLXhWzXf/VbSgvG8iGu/WvcM642hn+gUSwaR4XZIueL06J4qnsxRF7IyzaDJreKehX19MWichOa1KE657o0HPeXKB2pJuiFXulBXvO6qJoL6lG6jahBjEfUgNekPo+lmUtLz6nFjaaKn2UeG8UVsEtVGkfhlIABJ8eA3jWQjyaOpts1utOkHD3fOYrVoxjF2VOijpm/z5HTz/ZCdF9w4hUg7bV6+W0wcdoANu7QGGZUVv5lbUybUVYh1tBjfbvWe+RD6UnAe9Uobyg6ETaeayD2CA/sL67Yq2i7Dl5F0vJ2xcVyLp884T/24cBtIza20XhWA5847ik6YPYU4b3vg8U+Mg/O1n9iVaqTzLKz18fQNC7W8tnqNq/XzvH/yi8zMCMF58mdFQaHKwrqdZEsDE8bcXT/JrmyxJWMeG/8gC1uztDUWZcuUTCgRFSZiqEWxqizVMpYSkR32ywd4bu4WlxYypsCgKKXMqBJvuiMQhYZrBPSljCllSq1LBGHCiO3ifm7ZkudXX8dSMbc3WdpDnpj9AgpxcevF8iFKGXO9epqb9XMYCkqZ8uDkh7lZPc/16umeWQhjs8OV0ZO8UX2bWv9TBPTfy5RSF9alQKX5ruqCdbuzyjnCW8YUqA7KepCcpJyWczYdBzYLgymoSelCa0JfhnxD/TpEKUmlm+QF1luP+KfvQPvWUGk0odJ0ZAfd+uocupZTZrx+KTOhE65zEFj3y2qMjTQfWV4Jb5aeupLzYcz72p7qJP5cn+55P9wO/aYD0vvQY5bfd0M81Ue/SWX2ymmAeqfKnBLUyhtAYgJKgxGU/E53e1UfBtPRYrJQiQNAuLO5Vfgdy9FGQz35CAAv3h7Slb0u5fK8CPH0no4dFYG0/51RgFohOjsNBkjKJGA+XxPQ1EWkswRvdKdfYqv9TrFhjII+LSDuec/iAF7bkGrKAZnB0IxLeq1Fx4k/2o1v59E4byrrlhsGwNlEYLE+PKUH2KId3QRFChe2MqTC2Cz6jbTK9OkTou04wNucL6VuGS9pmbCIU3F89hA7HWl2k60RjCqF34VVJdkIi4Y6FBaPhl1k02REMUm9LiIPlMb6iDPOn16Kxo2rwkLfkbGUCnNbxE2kyrJ5txbeeKo8RWd/VMfyzVoC52mvNIS+VG8MuHYergyTwtGBZoVysHLRbXZGlkXto+Go21yq8MB/kd0vC+t2jT2twJSw8vfOxbGj4qg6HV6fO2C+N3IbTh1XcFS5MJaTwvXLwtNlApXn+mrJzBRcGJXsjwpurFZcXXbxxZXxmENd8J3qFvfJBe4Zv409fYxtM2JmDCup+c7qJg/YfcY4Xn14XSjCPZ4qE9LEFFitua5HqN32AB1e0VtckC3ukj1OteINPeaGfYVvzz+JolwoHuKByQe4Vy5wxIJr9gZPnf6uG3tqbsoRVbYI9Z7yCR4ZfYCbcshLyy9yXF/lphzx3OKPUbU8Mfs5vnX6Byz0MJa5Y/Qkd4yeAGBXt1jYm/HabnEv908+wFOnv7+WmvPdpL8H9G9aEs6k/Xy39J0OPecc8gQ2injTk8JiYNmkTJ/xsw7gJ23qDUEpguNtnxHzPug0pN86Ok+LbrSm/IAOXY+9f9mdWWf2pglup6BHAqJwLq+uwTRoIAyB/b7zQgxP0ALGvt68fF5/SC1azoY7ym5Mv0kKhl1WOjQg+o/DuTXHEe/1yRgC+AkYdt2SZu6pc9PUock0BsFaXvsaj3TLcOgkD+oC/aZPjsAgdSZ+FXDzN/j1W92ZU2ckWSjcMmqSeZ978f31qAoJ8G3dK0mdoXT6NQoSo6XdL1HnlLLkkzG2CVW5Jqm2aSPuXNp3yfMmgPDQvkz/6FkOXuMeilTet60FsUH3dcZQoveQ3NToCO1LgVd6a0fjKJZpFAnANrTfeB59DIWZyCiDERHmfnK7Fya0r1lsm3/RDNLStQLWutCZtafXGHA8/WBE0QB348F84OOHFBa9tqYt+IWrTYQcIJZv2tVMi9yX4YwX93+txseUF+aWSMFRdfHmC+toL6OEL1/jAP7KCm8s3CJVAbbKxn8RNquqVaitWxg7Nu7tvrLOYz8phJFRb5C4PMFrHt60+2XJ2Li49ocrZcsUTMeGee2885UqK62ZFoLYEUvZYalKyYgdCkBYqhv3K7JDSRG/FvzFySfZM/dwV/EYE1OwsDVH9pBnVp/jfVsf5KLZ53Qx41SWlFowZcRl2WFJxQ09ZsqEqY65U+7m4vSnWFjLkd7ihcXnGU8+jMVQyoQHJh9mZi5iMGzplILCj5Hw+OiHWTHnm8vPcMfk3XE2KfBg+W7m9hbPLz4bgbnF8uLyz5EEY40oqHVJmpqdGvpvxDtHb6eQMS8s/ow7Rz/Asb3GjerZ3rx96e8IoF//gN08rXt7b6LCGXoMcklzHQauZGA5fXhtJCMH27369IHZZjLLJmV66xlIkvT3EFUjeoc3rLMnX/M8loFoOEl+7ZkDfcAyLd8Bv9KeSg0KaZdpUWFiRf6nts5r+LcPlPd/y6cLoqWnzqTeHFDlIJisrUP0n9h2r0MHMQ/o2Ies877ra3NryLLx67ul83N91eTjl8uI+qbqpAf9+XrBdTYFW1WkQxtBXgKZU2pNB4wnyidt6A6Hzzf4+NNum1pKhmzaEtPMI89nT3VJuS4kgDprVhDbiPT5fflUbsfebElvQGBL7YHbtzWXZGBc07bnMnonXLs9Z338XbcwOL2ef61JF+EGsNqeyKHX1tO7Wn2btCgupm0ZCc0YEGvT5vYWPI0r7X9NdG1kQAg/mRgwkvDQg/bKQCc2Zk3YOTVvQ7ud2XFKu0nBvNczhMRMp334CpFS2AJVKFQiiQ6pkZT2ihEoTJPPqjc6xH1JGOG+TmAd4Bbjy+AWvirKshIXH914zrttYGQwSIJaY9Me30KcnLrSuF5gZARVpfL6TIxh5PvdqjIuhFIMBvVg3qK1iZFxSlyDJhSIB+8LrbGqTBnFug1wWB9T6Jy51IiPv69YTu0xR3oNVJjJNktWiLgdZksMFTVLlEIMp/YAQbm7fJRDu2RZfYtb9UssdEUhYwwFl4sHASgomMkorgMA4VJxPzfsq1zVFzszZiRTKjmh0lN2zSUUZUXNUf0KpcwoZMw88cyHVOuSE/sGqmErNsPUXGBlj6k8V76UCQUlqkv/e9yRsy593wN6lfU7xW6a3PPO7SjrBN8GveWsdJaeQYcN0/pdY9eA6CF91tJlfJacjjNAd+nUc6ZsH0lG7UAMe9N+6m5CxRmg86gx/dFq8npyitMa2WEseqk9a73lsbLs/e+vDYa3BEm5+mvpN/kY+Xb00mpSGQP5cg/5UDoX/Yb+DbEGZfv/14L05ER4W2h63f/l9JvcpRZk5vKTz/xpU7RXvvrv/+7V1eTLAGOQe5YnXsRFzAjGAXSAWa/nN6P/DII5o73tS9uZ02Ja8gKITz3D4oHYWVSdDVKv3HCNJhrM7ctug67OtYHzIa2vW1uP7XWe8fS4zYrOprmm01qj3eEMlYRnn9I+JCxOpfnKSJAlPTqQ1J7URdtICrmKpB9jXHrvkXfzpAG+xtdRJwaCePkhFaLxw9/KNtTNlTUR6Lvb3NFwFE1oLk0KO72qLWIUmXFRx7wmuffCBlOBP7+sCowoI6NukayKj/uebcSWPAPGSXz4wvi49DT898BFB8e3XyX6ir8WqEPL2rFRC3FrFJ4/NuyPla1wThxtZjZRVjb0G8xGjkZzWgmVOKrNWJxHvrLNF4IQHrNWuL5w99TICBdH8PKJZe6j9FwaGyxwXGn8EgCwO3KjVlnhUAyVhQO75DU94onxZQpc3tII314dcWwr9nUbKKkE5hbePv4pN3YoL9a3uMvscGd5iQvFL/PZk9+ioOQDs59D6y3GxrBlCm5WK2Zmwr6ZMTbC107+nIUu+KHylzjilBMWCG6X10qEOSv2dBvBLdidmTIB9C5dKB9kXN5Jnp5euig3j01/knvkAgtWXNMDvnHyO1wu38J++SBPnf4uebSaI/saR/PXmnnIiEenP87Lyy9yo3oOgJeXX+SSeYD3TP4zPj//DU597PtN0/c9oH+zkjP0i+Qh2R92simwIWg+TxKArN7bqaeX+jMAgFvlpKl/w3pzzr8M1dMCr0GfPkDd/aS9loqzTlY0JLrlU2NomMe/xhAZuNaEt6Rbbp28Xt47XV551gaH5xJQvzE/P+jTA/b76Dex0jVgvy8kpsDG9Ju0TGoMKN0wmLENmXHRB/T75OeGQKryOk59CtITnnsKfnvpN31qGJ9vI+Dp60q/HqV1twRvKjNXSP1Hmez+M4HWoln/Sgv8DtfZ1rXX6xz6Uofl5GEd1zZFQMSi1rjFsZlNEyPLRI9vMgUyIJsCz3yH1iEjJTU4hsD+psZC0K8Vyz+l2Jzz9RAi4EQgLiDqef+dfCmkbt8oQc/AWQ+ce7doFO8jD20LRpfE861+yeasIvHRJOIi5tRqovFditt9FRFKbDR28jUFZW6TetDugLslLM+NO7SKW1sQ1hyUfsfXEAJzWtgob1EbSk+Tsdn9bv2RwfHkQzumYll5I0AlpcCEdjpjLGzKZHFRcsaeWrNVapSvCndO3XHtlar9VC9FObYmPn5XtTu3N3bP05Wn05xaR8mpFA5XjlYzNs6rPi0cmDcChysYGcPIX5/XYLXpCxVhITUvLg94eflFRhS8bfyjVKqIjrhb9jAIK+vaumuEi2yxbZSJOMPqVFfc1BO2mbFXluyUBbtVwS1dcGAX7OiMu0fvZSwuPOaRnLIjI3bMiC8t/i0Pjd7GveVbuFXVPFR+kBUVr9pbfHvxJxzb6wDMTMFc4FSVW3LMa8u/5si+ikE4SrzqU1NQMKHUggM54Y7Rk1wu35LOJBT44vwTTMw+F0dP8Mj0x7hVv8hLiz/n0elP8OryK9S64L7JB3hx8XkWeoBgeGjyIxQywWrFt+efYr98kAcmd/PC4rPcO34fBQVfXPzfLPzi2vOkvwf0IWU3/lnPSBnybHUkbIIw2nqsVawjv+dK37tOBekI7wOWt1FvC+/l9eTgLlEydk2Grlpq+rBkQ5SLVhUDfdLKt0ZOny6p3p3yfW3wL+vIec1kteRlunSoP6kOmujQEdSVsxF3PpzPwXVSZ6pDqlsLTOZgOtMrzytZuZCpt5+l/bKXnjaEdqxZq9HSJc/W042dbGcYAa5dA6A+zdsa4sD9TcfWtze7/3qn8MbAvedZlFJH0vnYopT0GSVpA72aeb/19PFw+MlGrLbqy5RryexpswelHX576M6e4p0hzW6RoSf30BTqzr7QnkZSXPTbl3vdWAZjS6Czu25Stm0UtM81kFpat7z0NECTPguUnoT019RHEtwzfqFJ5q9vUoi6E0JQZo1zMpNuacJRut/NZk2utlRGK08mN21aWNTbNLK5HpuvbiMv8W1svPsa29EcNbKMdD8AWg/cC2noQWHfBKEB8Or7O9x+BerCVdLc39ZfM+I3jPLlS9Ms+g1hJ5FmsS00O8eWEuLjN/dEumBYvGznrXdceoJuuBCW+N6vvSOnSOi4VmEsBRPZYYxhGj47eNPGGUrKUh0tZmYKSv86OLXWR8mRKHcshomUqJ2z0IpCV+yaCxRiONYFLkil4+PvmH0KGVPjDR+zR42lMkt2zD4Gg0VZUHNkb3GzvgbAihVGZgDsFHdjMIwoqYCaioqKW/WLkSYzt7eomDNixoQRR/YGp3qKkS3AxdIfmX2W9piZuYClZmmPSHd9nZp9prKD6orv2JtM7QVUtgGo9JSVWg7tNW4n/R0A9OkDcyj1vSi+uzREdwHadI5InbhNCk9fPcr55Qldb/o6as5Q+zaIeBPqGaS1+HytcVsHxuSM/ltH2Wh9GciBq384J+08e7fZTdsgPnTmQLQYoDe8ZR9yW0fN6UvnBe/r6Dd5/hw4dzzk0lK13YY0nz+XjllfnaGP167DYLM+aX/Lb799z5t6cWcbYEdQn3PcQ/LUmkZUAoKiMZDLPDukpcvYPPPaC0fb8lteby83dmdPmwZTNLiSBbJnpRawldg/DcwiGkVpuzex21Lw19inPeE5U903SEObdw1+3RCN0V7a51Pw3e2vtL3xK0HLsM36ua8J6vSUKE8RNcm0b0/iSO1J2hG+SORfGSK3XpoNm9LbsP2YCF5sd6GQFKA3RkMqJ21j2FgqFd7cysFE0fgxUySJKJPcXysfuSbc/iEUp6O8ePoMMPJ9UQOLunDhKP39JNqM28g0NK8mEo7fJRdYKiysYbusWVkH7q0ndrQeG76NigPzgf7SxH13i1hFHVhd1MLIbyC1tA1dZ+73DrAqnNoG7If49YGDPylCRB1XVtUZI9PCbTJVCIxEmBVwVCmVhVkhzErnYb+5dNqXRiL/flG7HWMfHe9xt/kgIrA/ktbrYV7DUa0sbc3IlGyVhqVV5rULNYkKuzhw7fRu5pxFOZJT7pJdLMqr9ghQH7e/4F3TH2NpLSu1XChHHNYVJQV3l3vM7Ic51gVHMucWK16vvs3V1dcBuG/8Qe4p3xVHYkTBjk65yRGWBTUrXlr8BTUr3F3hCGMzs82OzigoOLHXOFk6AP7k+IPcM3o3/+Hk/80Dkw8zkhnPzv8DOf3G7XDrZqJb9Orqf331Nb6b9P0P6MVwdnSZwI1f9zZ485LzLBT+N+69nFNpwtXbCXUp0KHm3IY8t5urF7mpgXCOMJjqKTxnyh6iiuS6huyDISjPEerydvj163arHWjDer6+f7Ws03VNn4B/v/cZUGlb851i++6DIfqNuFfqegA5YBT0ZOvQb/ooRWe1vTfaD42BkNo/Z4H28HbtAeidJuUuuF7dPOhKhqED6s+bzuLT+2tdsBnQeRKW8Uzwqt6OyMJKJrSVlnGAb2NuzBj1fbfe+Dhr0WcnL+2hShd/NuC2x6gI7UmAZIvCEgTS7btWRJ60ziSlwDpdaJqHoGyteVBpQjsmnvU0kgzSRGbp60YjGoF+CoqDEdTw7xsdjd/wKQfUTT/7NoS2Z2Ok6mLHQzscZZOcbGOCV9/tLhs+6jTgXJpjGu93I8WlAvUbRiXx60VY1SZy3hXxmyO5PEITAjI8qcNjQXHANkTRqbThzYfrlXUc8bHx1B6fp1JB/BiNfPmg+7IqvBHhQHchyoVRRaXCyFhGONrLvDZYxEexcbz5hafVxPCb/l4VHM9dE/0mhTIyzqAAfBhLJ7s0DghXlTAqmtj/N5bCsnb1LaxQejA/9dz7lcJpBdulk3VYuTjyE+OpNwIHS3f/7Y6Eee30LwwcLC3jQhgZExfUgt/l1sLKKnOr7I0MS7Pgej1Hj2G7KBmLYWxC6E7DRAyntuaorjmpXbjPPTPjstnyMt2Xi/u4wKueX64or9hbXDAz9vzmTRMpmOuKp1bX2dEtdsyEO4wzFh4qPkw9eR8rq9xihRXhPrPHYV1xtX6Bzy7/GGf+QkHJY7OP8frya5zY6zw6/XFeWHyOFTU35IgHpz8a7nb2dZtK4FW9BcCOTtk39zKa/TzPLT7TWij70uprXKu+gaXisdGH2DGX+avF7/bcS+dL3/+AvvX27ktKw7WW5PftpLPe5k01ea7+d7H0GyM5D3mgjm65HnkbgSw4k4/eW26DMq18IftA+wapLy1Fved7HUpI8mv8p7+uXjmSvNfPicB6qB+OXZQAhXhZaEfsGJDXKZPqlvaLP+rrO0nO91J71pyPnuK0jUk+SfKdxb+IuqfnM/lp28P4ZWKa6xveJ6GrNLuWH3NGnvxc33U066MB+T1dk+7ESgaSB+WneXv1oRn/cF2yRrTKaDMkPfncmRx89QDOWGeqq0bjI29T3JhpbdsT4Z3x64bPJDluGVlJwfTWaOQkC2415JeW/m2DAdoRfGj9bqZqa9DWUJG6C2NdPVk/ixI30QpSezhPmgDP9EpzSzfoXhPdwnE7klA++o0uYdG38fMmtEDieEjSH9nzK2unTep1U7cxlGzS18Ej7+TGbwtA2HmWCPBDKmJ/aWsxZHgEiu/XOnZQZkx6QyEc1x7Im2B8mOatVydjJq3/3UJjI0SOfHgzpm9I4z30SphDQqWKrSVScQqaDa2CzNAeQ+DFNx9Ew/VK3Z9C5McvfKhKEXdNFEaF88iDMzCmBdEPMzJ+YXCtTIxgxOn3xqpiv3ROtpVVbq4qxBbsmSkmGrKO2jM2ri2lEUYYarXRQ28QDIaFrTllSeW93dsyZqQl89qyJRMqtVzXW7xRPePKyoRRcTdzWVJrzUoNuzJlpcIcgxWl0BFq5zxdfYmL5lHGss2F8iF2mHJgX+d6/So3q++w0EMEoZQZgmGpx7y2+iqXysfYkm2mUvDa8lssWDDXUxTlWv0djvUmc5ZxgyhFub56mlN7g6UPeXnLvsZcj3gz0t8BQH9WkjZQGaDJbJTO5U0/GwhqCjyT1B8acgO5uTwNx5voIlEpYUNvfVKGNWU64TZj+zK91gL6NJ/fR/Asmo4T1C9LxOudjqkHAEk/9gPkpJ6kXKsNHfqN/6VZ/rOMhxTUpvJDve23exIg5Qyd+knZ/bpEvrQ2c2ooX3ruTOpPQDv0gpCWMZMbNrmMlq65HBK98z5jIG+76Z03stI7/I2M/B4OgDA9bACOK9f2BA/J74IhjXoP7fpKAnI7NI1U1ibnpIF47vxZz1RXbi1dSHy+fE4MPL6iKpJ4kiNlo6GDEI5D36SeWJVE9zaoUw1LN9thG92PIK+BrEOx6RsgHCIbCXldTbvxFB3T8q5LorNbiz1AHcr7KGtXkK9h8Wty34nX1cbbrIml3wy7a0saTjJE3yH+29STKNE+DkOT3CfuHmsvsg7gVSF6vgM9KQB6QxL7R5qwlkFIw/9PePy4RbWVmqBEcju381prmpj3mSFXq8QNoSprYqQeIz58pOK/GiRfdwzRuAn9lS7eDX9VmA84QF77/oh8eZuAeWkW0wbgX/rN3xT3pWQSAbiwqBtAX1sn0xkVxK8EK1/3yrremRYu5jw4Ko9RR+NZqQPkx5VladVx0I2b9TdXNfujAlBWVjmsayamYF9GWBOAuovKMxKhwp0bi2GJW3QbkkU5tTW3ZE5FjUG4W/ZQ4MRWzIxwqEtu6QFPL74MKFvFZR4p7mXOijlLsG5n3lOtOWLFShfsswu25qnFl3jb5CIzc4m7R+/iHtnjhdXXuVFf4/rqGQRhYnaiPks94rXVX7Nd3MmuzNhhzBerr7PUY6zHQtfq55EaalYUjDGMsKy4Wn0DQ0HBmJol1+rneLOSqK5DTn9708HBAfv7+7z8lz/H3u7ob1qddlILnAf898noP+1A7Hche9OQlmmdt1HmzHpU+6PXdPKxxpBqP7zXyjtrl90hmo5Pg5FwYH1bB8p15ekZbR2Q1Uvn0WGaz1A78vND4Uh7y2d1DbUj16kvX74OYqgdKU3HhtdgrmtyrtPdmR757x6RLVV7hq8jJwO6EUj3qRt51tLZIbUVPjKlPrTKhd/J9aBDrkear4ffHfNEsNaTL6WuJCA11T2n5qTgWZP+adE5Wu0JUVPSvD1yoj5N/0a9Mz1b3d7Thr66YlSavFzSP6Gt+XGnfVFet9+tzRZtZmWB1u6troxp5e1E4QnnSbjx+bwObSKUT9uR9GVSZ2tYk/ry8I1WG5khpTa3i4jT9G/a12k9jZceENdXNunr4C0vpKHBILCqiyg3gF3j6TKBohQi2qTXI6c++xsbF9mlzuZFE+vf6THyVJ2VNVRW4uZUpWk6wnnSHQXnqCooJWxi5eRPC42hJFM/znEl3puuUXatMK9DmTAWbZ+A8X1/XEnry0Bp3M6xxyuXe2EdJz4sijUCs8LlEdzmT6+fOtpWMERmhdOp1qa+Wp1n/riyHFQVd4zHXLXH3LILHiouMhK382xphKeWN6itsKszZqZAMiegVeXUVtySE0qEO8wugnCoc67bWzw1/z0eKt/DfeXbCAtQSzHslRNeqG+y1AqL5Vunv88jo7dzf/kEnzz5Vzwx/giXioe4IQc8N/8MW7LD28Y/iQCnLDiSEwC2dcqIkgM55dvzT3NkX/NjbbhUPsq94/diqXlt+RWuVU8B8MD4w4yM49A/Ov1JlvaIF5efB+CO8kkuj97CN09/Dz3Tgeow361bt9jb21ub8z8BD/3fQPLc8U46TwjK/vcsjc1OeOPchm6J8I3oPd9lmTPDTrImX/wnqbt10f9UNKEAdRe3JnWt3ZF2oG1rdopdS98Z4qx3PMniPbZraExD3me6slo0nxZnfSB0Zs5lH2pTbxhNSbxta3TN80XdafTreOLjP+18fX3Qp2/UmzaQlux3n2jJzuVl+qbiutsi/8IxILvDhU859MnCyFxE28tNRi2RVhdHzvtafn7wbvfky78mpG30+Vqx4uO1MC/6H3CtMJE97e7j6/fqralnPHiZG197awqGZmkmN3RwsiASmiGMBxrGTGK9gf/eFhZL90zTJnMfZz0Fi+n53uYn1JI0Gk1ojyYUqAB20+g74u9dm5RtPPG+S5L2BW+9hPOxpc2OsikwD3HwrTcghJ6FtYnxFeSqNAZCWMwahky8rmFnWYX2/hJ+7INHPQXywRtvQl/jDKcA7kPEmBgq0+cNNBy3AJdWCMxa21SfkGdeG7fINm2zB9ZRB69v2Dm2NE09lbrQlY6fLjHGvdAF864/nLwijpX/7e9tq3Bau3aPjPO4lwKmdAVGnqojOFBfKyzqZjMqI85zb8R1962VpZBmP1SrLu8dk5JVrUwZMzIlpbj5ttSal1cnFLakVLfgtBShQqnUcudkxMGqZmkt20XJke/HpXcsjaXkrmKPw9EPsmPu9H3usFeFcrU+4qXllylkxsXyER4dfYA7yytslxPuHb+HmbmEwbCrO9w1+gFGjAHlmdWfs19c4e7Rw5zYmmv1tzmxN7k4fpI0uWj5DteZ+M3BpRkT9uVOxuOPcr16kRN7I52QFDLhvvH7eKN6lpUec9foHVxdfQMRw+Xyrby2+gq7cokrxcN8a/UZNknfDaH8b0eSN/GvT95/VKXOTs7hJp7GchtywoLD9O+M8qG+WG8O8M+qZ0B2R+6QDhvVmde3iT49eYKsjq7p9b5yA/oL9NXVHyXpDB3XlukolYxXn859J9K8MtBNeb4egbGvcv3p6p/r1+mvdK72tCPK6Bn7vvHK2zeUBrq/85wYKtMzHaQvXzwXAJLSRMJJDaQ088D5nnJNFyRyRdu69CVp5AVQ1s2TomLN6kvrHahjsN62/NaunaGOpM6OPlGnJp9s0n/JiZaNmZTJbcAGhvrfg+OvXo/8L6u951yrXl9uSP1QviUjvzVb/dGejJEClN1G2sqj8XZsdXPe5FZ9TZ3plwL1lJ9GeHtMxc/DvLzbpTXVw5VrvPYJzz7RxYFkbb4cZNfDBlKp7R/aXCRRbUK+kMLscIDege3KfzlIt9CobBOBx0VocRdHxlN9cAC6jI+8xpALQ1NGoyRskuX+L6WhHIUdXl3IygZgxzUBXleL2wTKahPxpvBcenB6hEWuoe9W1nnVSxM87O56bZWlVRa1+1tZjQB9qyiwKFMp2TcTRn6NgUU5sRUFBSMPxI0f6FotC26w1Dl1fH6FcVYWWqEoUxlz5+gRdsyFGEazRqmomVNxq36JU3uNMSV3Fo+yYy5hKLhSPspItrEoJQWXivvZK+6ixnLLXmPJMRMpqO0xp/YGR/YaC3sLSxXHfSw7lDJDgbk9xGDYkn2v/xzsil25QqUnLJO48rUuWNpjLpQPMTE7FIy5UD7MVnGFLXOFi+XDGEpGMmNXLrNp+r730KsU6FmbQG2Q3M3iouFEP86bvVvsumg8t7GBlNvEqPv0PxdFJn/6K2wWvUbe9Mg47Ug2PfmEpg+HqBgAIqgU/TJa+ijdXVCHI9ms3Ywq7cecrhL07t1dFqQ33KaX2burqiT6hfPniOIUENGmO8X27mJLt658R6ZNd5Tt6Ed/23Ndw7Qdyif+n447NskgtK/75m6uZ5Y/xSfrvN+wNmqOiyojG+wFl3hKrTSGwQCVpl+I1zXf9TWArdAmkU4+X3NAfb6sk+f0caBEkaZcAOihfwK1RtvXmy8D0umj3og35NSOZlzbVB3fP2H84hgkHOk8f2xqo2Ok3Mgm8zuJKtPyvhNbYYy28q+VlnDsU2DavymV84YH3Y1oBNXigVITbb0pX5gQDaeJQ996VShYNU2EGFEqWzRS1NNi1G3QVCV0HkE9GLUemDrSTEplKZLxExy3uzBK2P7R2hCaMjFE1PGkoaG6xPZIs3Ns4L9bXDhLC4xEKY0rUXrKzKIuKE1jGgRQG0JJBrpPGXeOVRDD3BrUOnC6VdSUHq3HRycOaDtZfndb04x6FQG5sPQ8/kKUWQnHlfG6uM2tAqh3kW7cwNRqWNTEfC5KkNtMqlJHzzECF0bKyC9IrdRx5kfGgfqVdfx29ecr7x0PKVB4bi2be3F/VHC4slSqjETYKQ2VKgcry6wwzhCQoLsypeTJySVeWyxd6EqfRiKspOL/+8Zv8Pj4h7lSPMbV+hYAUxkzk5Ib9ohKa0wtPFxcYmzcA/XqcsmxzCkFHiou8DQFM8bcY/Y5qStO6pqTGvbZ5lBOOcYtTr1L9rFYrnLIg9OPAPBcdY1vzH+Ht4w+xL3jJ/n8/F+TPowemvwIE7OHUvPs/N/z0OjdPDL5WT43/3WeWX2OZ3y+x6YfZ8ce8cLyswC8UT3LQfUST2z9PGm6b/z+1vHr9TO8Xj/Npum2AP2nP/1pvvjFL/IzP/MzPPlk+xPE5z//ef70T/+0dW4ymfDP/tk/a52rqopPfOITfOc73+Hxxx/nYx/7GDlv6j96MmGRjE9iznqunhlWcOP0ZtB0oqw+KsumAJ9Ejx7A28q3YfSaoTJr0IpK4Tnxw6A9QTIDMtwNPrh4NtJs1lBpUlddKvt2wlG2DJtwTYhr1Frg1yON8+xWG4AwBDeY+zlkiPTKFg/E01CXfeBZujvK9qYMNEMX+CNtvQfH3P+zzkAwOODSofVkb6Izpmq7ziZvry2Tgvjzyk/LdwyOLBltgGgzuF2wCsPGRKTsaAtcNPSbLnheq3q+i2wCUFv5xAGWPk7/5pWdYSB1AOeaeozL7wU3fer7obXoN/RJamgEkJuA6gA8O1p5mUYcCO1QkTrWPzEPtMNGivgdXTUxWLLSAV4F/WzYMdTn70zNnDKTjKN7pDiA7AB8l6Mf9LMeTKtvc1z4KQ0FxYgiYpvb0/d1i0oTPOTaxJ+PHPqkj8NjKRgoQjIfvez0jZpuPBU9/Ij3brtyK2vcOgU/1iE0ZfomUnXe97jY1tcVOPiFKDO/o6zQxNF3u802Bq74R2dYAlR6GbU64yJErVmp48qrQFEoI/+1woiyrCVu9yG4HWCD5x7EU3aaHWmLArbEAfVKhdPa6RT49Ke4RbOntQPkzuDBb5Dl+nxkYFnDiffIzwqJBsh+CSeV83GUInz68N8xlYvcW7yDIznlSjnlQjHh1kq5YU+4ad/gleUXee/so1ws9pnXyu5IWFkBpvzI1i8wlj0MJWq3GRsTd4q9IjsUxhkxr9aH7OqEGWMAtnTCiX2DT88/yf3lu9kxlzi1FQdygk1m/5iSkZYcyylv6DHH9iovLr/MA5MPMfIhMAFOZclMhEcnP8YrK7fo9u7Ruxmb7c7jvy+9vPwCW+Yyj0x+jOcXn6X2Me6fm3+aveJ+dsf38O35J1tlVj4KznnSuQD9pz71KX7t136NCxcu8Cd/8idcuXKlA+g/8YlP8D//z/8zv/IrvxLPzWazVp6joyM+/vGPc/XqVT7ykY/w3/63/y3vfOc7+a3f+i1Go7+ZBa7+EZGdW//icQ/JdXnOAjsdaec47+X3nc3f4b0v6bOAdxCUCmuX6USvaWVZB6KJL4xBfSIQW6OzJD+GgPVZ7Y7ge+haXjR7+ca+ys8nCC0v1wGZLt/w7rI6gCTzNNSfZyBF6es/34Z8nCLwSc7HfHTBbWscU5BNBJZr1W6pNdDfrXxB5hmgfl1K5fU9rfvauFZ00Cc5jn1H+3zr/iAB4MnxJqA7Ldc3/CmAbbUjtSza+kVPe6ZTk0WTo6F8mfx1TUjlSlCvv2wcbskGLuWBr3neNNcDCA1wtrFVYgsTgN2vd1JXLNu+18n6IUSfSadswsbP0po+DMZINtfb6zIawEtocc/jyUZdfEQbumC+L0VOffD8NyuPIyC36Voh2nOkaX9DSelubOXpJek7wPd6cFmYzpiHtinpgmbBh4YEyDafaq3p8G2ziaxQNtXViDbRdhTq2H9BpzCnGu1U2nJcnPrGYKh9+dZafv+4SPso7GtQ4Gg8IS58pQ2dJwD48NgOfy5sJM6XozApfJx8haVVJiLxEWGkoRIVIt5AIhoQYXF7KSWlFJRGqKyj1xgMy1pYqKPlrKxhbFwM+pW1GHFfT0oxzIor1KrUatmSEWMxFPGOcrz1iZQY5vF+Bbdj7VILFijb5gqGgqvVC1DuEiTcrF/mormTsd/l9aZ9jYW9xZQJJ/U1touLbMkul4r7GckMK7Bd3MHF+l4qFigVeQDXE3uLm/IyoOzIFYwUHNjXOLU3MJTsFHfRPNUsx/YaM3MJUcOxver7bOLO9d7769O5AP1kMuFf/at/xTve8Y613vSHHnqI/+l/+p8Gr//3//1/z0svvcSXv/xlLl68yAsvvMDb3/52/tf/9X/l137t186j0t9ocpimn0bj3pf18Ltr05Hqla/urusV3vP4z2g1zhO8AV1GkvrXUVx66jmT9rOB7LUUl5aspH09VJi24aE9dJk1dJU1XwI0vPnCvx1Qn7y8+xa49pTp3102nQN2c2DamzL0OUifyUB46/y68r7dna8T0n4jbWKgDNFq8rJnHXu1BkF9p03+/xSDpUgBuh8Z1qUEPJ/dbG3p2gxDAs4z0B0oLlFurwc1aVji6W6dz9WOMiUaEg1G1049jWxJbJiefLmR0tIzaaf4UJQ6XKZJaVjI5Ng28nrt1rT+FCBq/8s0pfoMbfbkbBkfPz0YNk6ljqxWC7THYBFF/cZSoUwEpYOp6Yu0HNpElElriRtNpXNKm0XPYfFqiDozKurY9rQO4yk3gVZTiN//VBw4TTntAfAq9G6uFVoXKDUFGhlbwcwpjEVUWNki2eAqeOsVYxoueRNu07delMpTvUJJA4ixqDU+DKTGRbAhzzKZT2oN06KmEGVeFzHSTtREiX0aHhUCkXoEJCExnYfeeEVOK4N6z3phNL7WKpWogxFh5BfFWoWJAP4LhQrsFRpB9+tzw6RQJuKi1SwT3jy48JVLdbvDjo3r952RclQ5j/1RpZR+A6ilhZ3SxZ8fex79VimUohxXMCuM7xPlR3Z+HBHPr59vcVTPuV4fcFF3mDDiDrmLOyb/gG0zjn1S+We9MfDK8gBFGUvJQ+UFPydgpZbreszMjhDd5u5il1Lcu+2whrEY9oqLPGw+wli3uVY/yzeXf8yTxc+zK3sU1vLlxZ9Sj9/PfvkgAK8uv8yW7PCOyU/xuflvcK8+yiPjD7M7/hhHMmfOEgEeHr2PY/s6f7X4PR6f/jTG7PkpIbxaf4tX628B8NDo3Yxli79c/DYAx/Yqx4tr5ClExQnv5pm5xEOTH+Gp0z9gec749OcC9B/+8Ic3ynfz5k3+t//tf2M6nfL+97+fJ554onX913/91/mVX/kVLl68CMADDzzAL/zCL/Drv/7r5wf0pqDZIbSmTVTzd0ELOL5JFJkzkvNQrOP215uD+k6SNUD/bKG9um2ym2tOCVrHh5fkYbmp7E349cp6Ks46iorXSI3xvPUMJJ5lvETZ3TmkIt4bdY75NUDNORedJxgzfUZKBBIarE/H08xdPa225X3SI7urVA9Np4/KlIF9gU5koSHEe1YUHvHnWiTPHkpSAPUd0O4Nncwm6xwnZVoq9EXRyYyAVk+0wEWmSyfvADDuzewFRRBOY0gEXnvMq9GWde2QdvmQLaPViAcMaT0t8DyoW38+8TGzA41lrZEBhM23+trUcOBDpJysfpIINxEgNqltPK3p8/g1zfvj41xoe7FTTn6MY+4Nno7I1IDKzodr1vY89yXx9KZtT+qP3uiEdoMHxlZN1Cn12qex4wtRTKGx7wKYT1Ok2fi5EcNg4rzUXiOAZkdUiGUcT960dA/8dUefSTjwESi7OssEGMedY3MqEWAl8Xsa2xnf0CZHY/EGkAfaBtDCNlFsxHmXVzhQPfEhLSsrvn6iQRBixYeNn8B5sle2WVdgRZlbB9h3y4a65HaKxbeT2B9Cmxc/8vdyE8LS1RM875V1eSfecx8emUW4lxFuLV3eiffqH1fKsob7toTjyi3qLcTRcIw4L37hjYQTKxysLGPj2rS0bt6e1pariwqryp3lFlulifesAIURH4fe0XxeX67YLgzbRcFDxcVI9Vn6Fb1zXXFdj7ks2yypeNneRBRmOmGKY3hc12NWfvHq1BRMsvumlAmPz36aQiYs7AHfWfwJ94zfzZXibi4UY358+5d4YfU0nzn9TR6e/gSvr77Owr7Bh6a/wA1OOPK8++cWn+Gu4i08Mnof75v+Q9Ib+zurv+SGfTke7xb3cM/4PQC8sXo6AfIwkV0emn6EFxef57h+nadOf5/7Jx+glBm1rnhm/vtskr4ni2JPTk749Kc/zc2bN/mn//Sf8mu/9mv8j//j/wjAcrnk6aef7lB1nnzySf7wD/9wUOZisWCxWMTjg4MD/yu8Of1bNfWoRvdWY1WfP7DPZiB5oORgkvRF3iq0aV1DL8/0U+YQQuheEUx2sqd8p8o14TOTl6UEtKN087XyrwnZ2Mon62WFvl0H6jufgxOlw89BQN3vno2f6Tve7kR2rncKMjuyOlX4tmm3TL5ardOeBNTnU2+txz2cWwOmc93SfGl7+4BrPOfrEJrGf1dfIgZSCtLz+azJxSFde5oc850BzFv1hfzB2762bzLqRQ7aM1pLa2psQtlJvb1KMt69D6hGsQz8Dy45SQyLlqIxX+iDBqjn0y9tT9wZtZdS1Nw4ooEH3+741tfl7HJUK34FSdB/nNpZv+T9kHRAHh0mgN40dGRLlG/rOnA/SDsCQijFdPOpaEQkTQ6/mlZq+xkStJekD1p9lbRV+gE+WReGnglfItIoNb62TnvCJlZNrPoGCKqX6D7+NXPQJh7w8DgJ/P/U8CKZU2m/lJ43H9SPUWKCB12aKDPN3EzXXAS9nJYhTKcANSZ6zcFHehH/JcHXFygxqq7Oph63A2ugt4AzEkbGjbf49hsCh961yYWOVLcZFWExbpMnRuHRsAGVuLj0tftCURpXZuTXnRxXsF1K5P6rNBF1wPHpAbYKIRhFggPtE2OYmYLa908Y/5V17RwZYawmhrU80SUzRowoUJQTXXJgb/Ja/W0uj97t6vPOUWGFRdmWCSNcVJ0ayylL5lQIsGemFBhWVFyWy1SqHLNgqUcc11cRXVLZ17lYPsRILrBn7uZ69QxTKblQ3M8pKwTDTHa5XL4FcBF3Xque4u7ycWpgyYKb1Xc4sm+wSCLbVDrnsH7F9/kolj+qX0cQxrLDfvkgRT3hsH6Zo/o1CplgzxGc5U0H9L/4i7/If/lf/peMx25xwic/+Uk+9rGP8aM/+qP88i//MsfHx6gqFy5caJW7ePEih4eHg3L/u//uv+O//q//6zU1S88DKV/U2pfnrHTORakbZtUeD7vTbM3gnSk7bd/AxkADgvLwhr2RVzrVhQLCem+9EF8A6ybnOeSFd6g/k8kJMta0QQxuN8gh0L5Gh4aw26m70S1DZi36Tabzeeg3UR5tOb2APtU3rbOhIbXkZ9SkQWAejYp2M2K+lHufAvyh1OdtP9Noe5NSDqTP5mW08+dFulMiyZgC5wASaHVrlJ3l7dVjCLSvSeua1/Ie97QzUagxMFIw26NHGzuHfND+StJdKJruANuaS16/ALAar74HfAEMR7yWAeeoLw0AF+1kCYsWQ/741aCPKpR3U3YbxX4IXxM0wL9uX7V3AO6mlAvfAffe2HGRjhxVJ9ataX2hhQGE93P13RUH6gN4jrqljwI/rn1TJVBuwLdNG6+9+PaINvHjw7+xrP/XJu0M3vygeSHKqnbXXUhKk+ng8tVqKHC7I9nYA93eHhnrIt/4Pg5UI1FhZCwlbu4Fyk7YXddmoFq9sVHZ5BFnm+g9Vt1GU7U2RkghzSLfBpS7uWiBld88KgxBIX5zqKabKXCRa4RgKAhTo9SibndXK4yloeOED5s1wk6pnNTK8Up4Y6nsjYRxIZxWsDtyep1UlmlhooHhQmyKpw15vr7A7sg4YwRh4lkUYTMpjDASYnSeY/8aGhvYlcKF0ES5bk+4IFtseyx3zIIb9jpXl1+lKp9EZRzHbek57RdlhuoEUeFUTjnUU050CcAV2eIIuKVz7pN9TnXJys+XN6pneQNFsbxlusWuXOCB8gJ/Pv9N3j75EPeO38pL9RHbOmFb9rhr/E4AblTP8fTyc9xRPMLKwKEe8vTqs2jyebagZGEPeWX5l06P8olYvl58kbm9CcCl8hFGMuO4vsrrq6/7Ud78HfimA/p3vetdreMf//Ef5z3veQ9/+Id/yC//8i+zteUWIOTg/eDgIF7rS//Vf/Vf8S//5b9s5X/ggQfeRM2HksC5wmLePpVG4U2k6QxE6NnQ2ksNjrUUF/BP5kB7UtZFxgkhRuUs+pNZL6/Frw+reDoy8hCUuT7StFN7ouGYAtbJHqDFrKXfBMOpLxyl16MlyzRfLTpG1lBYSBNWNuX1yu1HZeqUD/3fF9IyPe/ztQyHnjUL4s+nVKizePd9beqj5qTl1L9tzgqJGUDfWmA7kFL6zXkj3gzqdAatJQfTxh8rDbWg1zBoQHL/Nbrlhs7HpIlB0q13He2kk29DQ2WTMuKNgwhsE6NJUqpM363pQZak0z2hNYWvAcGT2qoniNR2m3MjJufQR+qKSiufEPQZ6Bttc+Xbt2eozP1nNxgHdws2fRMAc/4VIY3f7haPBoDul/f69giC8QadqgvX6UC9A7ZBTq0mguSRqam0iH0UQj6GWzt61VXibrGBs288sJYWiNUYBz7duAtgaQ3B4BbRuOurVRcFJ/R6peLpNTApbNxdFnVRcMLjozTKojZxx9fCj61bc+DqnhU1S2uacJVApW6rqtKo9y+7ET2tJYaqDJ5xCxTqotwEW/nmqjESUjAwMuryeUPjwtiyqOHWSpgW7nv69gjGRcG8Vpa1sj8WDlcuAs+lccHNZc1OKeyPhKeOlsxMwVZRcHHi5lOIjjMyMFa3udROaRz9Zl4zNuFrg7DvA92f1jXXVzV7xciPv3KvucDSWk6pmEnJA+UeD5RP8vbxW3jZHrciwVyQGdtMOLE1E2OweotvnvxbPrr9y5Rmm5d8vpmOES0A4VvLz/Jy5cJCPjj5YWpd8MLyczwz/yPC1mA1FV9dfI5nVl/nkenH+PrykxzVr8ebyPqZ7mRPEN3u3EPvnPw0p/aAb/oNoq5X3+JG9awvXzORXQCeX/wZguHJ2c/z9PwPW7HrN0n/UeLQj8djbt26BbiFtQ8++CDPPPNMK88zzzzD448/PihjMpkwmUy+p3r2p/O9UNbGms9BTH+OYS36wmiu5YsP6Ze8QYZqlPwgObGuHEKLiz6Qzz3gz84XKS6+VC+ARprP6EOyBl2TEv9T6AlxmQDCXIdUt6zeSL+JJ1qvVXpXVQ5SWUKZ9Jq0/uv1yg+ebwBvND5623Z2+XPlU19HQBl9YyLQcVun7Q4vp3U0obzuvtT7VSCpNnqEg65tldp5B87l10jyeDDncHjQNRnTXtmphdHIaPRqQH0uoq3PMCB33Z8YB5I2agMQ7j2yt8eW0qStuREQhqonT9Z/rTCPfe3RHEyncmSw84KsEDWs9QGBRI7/2do1NvybGDr9jD6NurV65jz9mVAymnupO9aK9wJL15gI12OfEiIc+d8pvSjpL5uMgUktWW174VtfC5LGxUW/ybgozogIFB0lWc2lbaMkfdwYbX8FSd58rfryVFnjNm9KvPDGK5UuknVfg5zc0vPpU3eJ8RqJvy4m9HnQ1MmqvWEQdSIsRHalV3Wz6yziQnGG+pfJVyYT57arr/TOoxDtJnwJKMQtYFVxnPrTSmIUnFXSgGlcIOu+MsR2AxPjDJulFS6MSsZGGHsDI0QzrqzbhMqqC2FZewA/KWBWCK+u5lRW2bZbTIz7QnBUq8/noueowtgYCoGdwnDdnnKrvsH11bPcM3o7hdlyO8dqzZiSAmFsDFaVki0eGb2PUxWsbHP3+N3c0CVKTS1KaQ07xb3caRyuvGjuwKDsjn+Yby2/wNjss1/ex5ZOWFKxZMUryy9xwdzFtuzycvV1X+4u7ikf4/nqS+wU9zA2O5059XL1dSpdAsJdo7dhZITVitdXX0OxrPSUV5ZfYm5vsm0uscsO5jb2fT1/iTPS17/+9dbxV7/6Vb7whS/wkY98JJ77pV/6JX7jN34jcuJv3rzJb//2b/MP/+E/PH+F8l3+venJOLDW9wdEj2H6t0Fyj0bp/EWP78btEYhLfMLx+sLn2ilWsjYOyRZ65A3JzPNI53qz2yzd6y0ZQ2ngemesunUPXWvvgNsnN+gq7fMDqX/X16HxWNOeVt6hvpP2YV4+npdOE5qC7Xrah2f1Syom76M+nTY4lxaWnnwdlQb6oCdv79Csyd/fHO3vyxR0SABJAdhqJvds5Be7NK03Kd8hT8SpugGqlM116B/+ASSdeGNz+a0pEoYs5EnBbUcBn1q2ovq6kn5u6dcUkLzv/SVpCWSgT7rtbO/y2lw/6ytF75RJ2y+ZPmhsQXyT9I6ZdJrh/k8BeP9Yxo2oknPNwttUXogG5OTGbR2zWy/AX/H5UlpV+CDXRJSRRLdG10hhSac77TehMx7Cr4Y/H7z8efe482GBKnGzKdO8oREczab0m0OFcQ4Gnqr7KhD8vAGYB11Wtvla4GQ1YSNtMrRtbn3Y5dVz7H2/WG18KcFAmteujkKSqEDqZEwL91driLjjZM0K50RbWtgrC7YLw6SQ+LWgCXfZxLBX39dj474EVNSc6IqF9eE1ReJOr0bcYuCamlLELWwthFO74np9i+dXzzLFsMeUXZmyzYSSwj+r1O/+usX95dtZYlDZ4o7ycQ51xbEuWFGxUsvYXGC/uJ87yycotWCbLR4Zv5Pd4hIXinu4q3yCe8of4FL5MFvFJU7r17hk7uGO4mEARrLFfnE3946e4NXqW9ywr7GgYizbmMRf/nr9LLfsa8xkj53ibi4UD3GpfIyx7GAoqVlyvfoWgjBmCrpgJDMKzufEFs0D1q5JL7zwAv/6X/9rAP7Fv/gX/JN/8k943/vexzve8Q4+/vGPA/Dxj3+cvb093vOe93Dt2jX+9//9f+fHfuzH+M3f/M3Iq3/99df58Ic/zN13381P/dRP8W/+zb9BRPjjP/5jdna61k1fOjg4YH9/n5e++o/Y2/0uYtcP7Sb6Hy3pm6aDoLdPqdAQ6XbDujSU2TBtuHvtmVSckNblUx3gnuf6DMm2PZ76vPxA29eM5drQm0P901emQw/SeL7XlZfTb9bI7p1DQ3rn5/N61unTkpMBp8FyyfkhykxHJz1bp1xWqk6aV7P/87zhVN5dLXnpb+k0O0KYjgzJ6pE2/Sb9nQBA9xEogWRJvg59J6FVaMZDxlMLmvLtaC606kllS+u8kz2UL+jclOlbaNnQP9J8XkYs387X3p01PZ+Jb8kOVUpLp1R3d61PlnR0D6EfI5Dt0SvQa9L22t48RKqIJm0MQN3abt2tsvn88Sl40VOPdxolB3VUmLAxU+gbq0JtTccwsB6opu0JwDIYYu32Nf0dAG3w9gcKTiu/b2ugcYUFqGFc3I6vJnrTQ/kgN/QNECk4VRa2MuwwW/UYVrU1VCrMa8OscLF3lmqYeJrOyjqefIhfHxasWoWFNT7GvPPQr6wwKaxbwKpNtJzAqQ8hKw0BqCsr20TcmRrlYOX0KQUWNgB9OFhJNAbGxkXTEWBvpNzy16aFemoRcefYZl64vACntQPui5q4EZTigHuIfuOMFGWndH1WaRMNp7IuBOa15YrT2r0v90oXY740zps/MiBi+cLJde4pd9iTKSe1i/xzqkte1wMu6i5TKZmYgpERaqsstOZlvcUdssOYEXNbtR6bN+SQKWNHjQG+vvwUx3qT901+iS8tfodts82Ht36ahX+PWFVe0pu8uPwCS3udj87+CxZquVa/FMNWhp1iv3HyO9wxepIroycA5fnFZzmoX4x131k8ypPjj/K5+W+wXz7EnaO3A8pLy7/gRvUcAO+e/CxWa/56+e94fPrTHNpXeWX5RcBy69Yt9vb2OnMwTecC9E899RT/y//yv3TO/9AP/VDcSEpV+f3f/30+97nPsbW1xQc/+EF+/Md/vFPm1q1b/B//x//B888/z+OPP84//sf/uLMB1br0pgH6c4DYc9Nbvpv6NwW2SQqP6n5ZZ+ndh0rWl2me3Rvoqkkd6yg2mnhVzsi3tl4Nrzb687RAWQ8CC56PtfJ7+rUFANtlZZM68/Oxnd16ukbHgIygV2/+DPCGV3cvMM6BcB9yDdf6QHqmZ4oa0jauaXM7T3J+SKdNAH2Ql8ru6Jo1sQ+gh1ObAnpoA8cU0Of1RHdku2wAc7msFtBtAeqQJymblYmyU31s8nRJwW0EkaFtGXAOMgaMjDaoTIB4bgQEGZ3pGoBpF8B2QT2tfJ08ZHXH6bAO0DuZ8XcPiG/3d2hLWq8klBfpzAOb9XUvNaYF6NvhLYUeoyDW6XkgwbOZAP/kCRp10uS3q0fcsHn9m68LjYx0EaySgPykfxvdmv5WmoWmIWeIiQ9t4yPQlELM+eApL42lssZx7mm+BuT1NfJ8FJisf602wFmzcQhl0kdaYTRSaaaFpVLxUWbEc+0D3z3sjts8qqw2seZDn5Xi2l5ZV35pnXd8q3Q8/FqbBan4OioVVpaoQzSkxMWdryFGvgl1La2T4yLbuN/gdn+N9CIf0rL24TLHxu0sW1kX/WZhHf/dKkyM+PULcFKFLwxCYeDmsubIVtzQY66uvsy27PDQ6F3sFiXjwhklr6+Wro9UKMSwtDVv2Nf51urP+cjWx7hZX+PZ5Td5cPJB9mWbqZRcr+aMpaTE+Nj0MNeKA05ZUXNYvcBpfZUnxx/lyL5BTcUFcxdfXPwOSz3kQnFHHAsjBZfH78HYBYVaLhf3eorPnAP7Oi/VTzEtLnKpfIyj+nWuFJfZkS2+OP8k28WdzGSXbZ3y9Oqz1FTsyGVu2pe5PHord5RP8OLyLzi1b7DSEwD2zJ0oyqG9yra5k1oXzPUmmwL6c3Ho3/rWt67dMApARPjZn/1ZfvZnf3Ztvv39/b8lm0h1re712XvAQF/aMNtg/bLm2gA4Tx/ALVGdU/lbsa9cX93tQuEdIblXqSdvpz06nK8VfUB78qTyWi+3JJ+EF1GImtCnT1qpto/j+1T6vfWRE95frzstreupqt1pFHTMdO1RvaknH0ehN6RlkJOp2nzXTuUErm/ogKxtfdz1qEc+FtmcSLnOaZ0CLd58HNuOwsQOGRj2Fle/L0XZZ9ygUZ0+XdcXPTNPej3lwQuNXrFPQtKsX3zZTh7J+iPTJakvbWK3mzPZgfMfVEz6JM6COCfTcrFAc0qgHfEm0b81JyWR0eTYLGXzr3VftOdlOq1jVRtW5PI3fZMvVnXe4mb3Uc2mU1dXbd9moYtUNlKpd+qlayukCZ0ZtGt1U/Bap/OM0Ee+nf53MAyi/158ed8+TWUGj7gf86hSS9nu+LfWH4SrrUeAJlM+XbHgjoP9rhpi0DfNFRSbrPdozjfadGZL8nUkfSSU4haaNn0l8XbM9Y4UoZAfF5lGpTEMQteEOgKnXrx8qy5aTe0pLYpg4zx0fVKi1OIAe2n8mIk3RsSVC55zCBtwEYF7az2ANN73UXJu5OWEPjRxbji5IRRnKU08/LBb7dgIYxVGCEqFpfYg2hkEKwtjSo50RaWWXZnEcRsBViwrVsztnKvVy4zLe5jJRcaUVGqpJXwTgVpqVGFCyQGWBXMUpZASVWVFjaLM9YRXq+807aZkWtzPRXMHW7LLXCs/xiMuFQ/wev0stT3lxF7HSEGtc071hMP6ZWbmIoWMKGSEICz1hDc8cC8wFBiO6lewSWTDWisKGbFt7uDEXkfXRT3sSf9RFsX+nUnibr0z0wbe7Q0qoze6zm3Ijlz7KFk506PeWdyrDFFsHJ7PQoWto9ikfPY1+ZpoMWsmdbLhVG8+zw8/Ux/oB3ni/TqDEWtkmGZjzPkoUFFepmvrfJNUjB/LDMGJQGdHWX++swttf9tV/OZWEbX15GsZL2cB5Lx8pk+YQ52INUmZdeOU1hPentY2xzatNzRrHehPL0dUlehK87YKvxMVBsV3ZNOA5QQ9RNyZyV4flcYLDqgRnLEdN4bqKSLt3TMHI9cE2aF9jTXfZFBaOgQAt25m9EW8yaO/NPkacAsQvhS0DIRwfaCtQW7L4+4XujaGSrcPxOfr47O7qWvboDvkMwp1A3i1b2OoqBs97fbiNnjkpzKGrwV5Dfjs7SuPRtMwmuLvgXbEmq7c1Mse6u3j6AfgGSK9NNz6AM8bwN0YDyBi3SJZzxk3oqxsEes2xplQDrSa5PYVjN+oSoHS75BbW/H5XL0FxKg2Lv66jXXlQD4F3SPP63cRXhy1qvC0HYVWDHt104KRaeLohxCTBtgfVxxXBZWn4ZxUDcce2/Db5577XogyLZTjyvVTiTLx4S1XVpjXjsZS+q8Bp5X7CjBKpqMRt9tsyLNYucWygttAKg1ziQfsInBjoUwLYSuTNS3cF4JC3EZV08J568MXgGkhFDJinws8MvpY7NMLY+H6suLq0oHnI5ljqdllwtgU3GXu5a7yF3m5uknJXbxjci+fPf1XzPT97I0uAHAiC1as4uBMGLGv22yZgunoCfbLhxE1fGf1l9zS6zw+/SnqHvBsqXhu8WmW4/dyuXwsjvWYkj3d4gfGP8bL1Td5av4fOmVfW/01r/HXnfMAEx2xqzPye/Ut4w+zbe7gQI556vT3v7c7xf592jClu3TmSTkbTK+VnQN9vQ3evPSHNjyrTBqacmgLzJg9ubvXxp5fn885dEJ71xgiAm632X7g3oThXAPO6QG8XrZihuk363anHdhdNoSjlL75sC4cJbTqCgtlOyEth9rTq6s0oQnOmg9n7sSb5ttgfuXRfjohLXuA/6a7y7b0kTZX3uABYQrS+/I01fS7P5NrDKjUB+JzF9g6oP6mJP9mDl7xBAC3UnhuDQH7kE0cYKKHhx1rHPokpc1GPaTAUtTfvpmx0Aeiw6JITXRIPMEa6skNhnSRbMahbukaELhNziWGEoSp23DoW7oFuZ4OFAy8aOSIOzsUvjN46RtbNqk3kZ/vHNsB6tK+loJsRTDYCL5bchJPL7R3m3WyXP/kRluIa29E0WAA+X6rrYtdngxAMyy+P+oEqENDFTKhPE291nPjAQ/gNXqyUz1LUfChLCu/NiRw6wNoD4tfw2Je49UMgFwERmKpk9g98fb1fVol1K90Qywj6h83rq/mtYuGky6yjY8Z/whe1o7HXxRN2MnCg/RFLRRGnQdem4Wup5UQeqhSEE8DKz1FJ3yROFgJY+NCSi6to8wEHU4qtyDViDt/VKnP4+ZpYZyHvvTz0yrMSgfc5yu3K+zeyFCIcForhV84O6+Vo8oy84tnDxbNrrfHVeoNAVkZ5rU7mJnCRanxl9/QI6zCNlMUpRTDjkx5z/QXmMgWx1pxS46xWKZScl+5y81VheAW1s61ptCSfQq2TEkhhsIW7OsOJQUXzL08NvogX1l+gi1zB5dGj/Lc/NNs6YSJhb9eus1PRZ2XHWDFAqHgkelHuVF9m8P6VR6efIRXl1+h0jn3Tz4EwFH9Kq+uvgzAy9U3uVZ/B0vNXaO3MzH7PL/4UwCO7TWeXv1xpOGcJ33fA/p2hI7vLp25EPJ80oYqGb4GG7hi+l7CA/LOoOZ0d6s9C9BJ8582ALkfQDeX406xSe25SHepP98wtad9ebo+AAEAAElEQVRPliSXNLsWfkj3el6+1RfiiyQv7RwQh/+Gxm/Abeveb5KVO0tejiw90FC65zqyU3366mzk9OvWVz6dR4kea736aT5fWQo6Q574M2lzfi4FL60mZbq3gPUZ/dObsgrSwz6wn9bXB+r7zrVk+4JDsmN3ZeC8x8vc7gptEF/0cA/VkTawV4XB1B6mfL62CysJVvb545eArD2dCD1BXJwjkg1NtolTrxdeCZvjNGWzZ7WofwY1OqflWm1upPpyyTH945rSWpq6z/9uUxLQH09250PTx9BnPLXmRd/tl/yT9kEsHy6nNB4aGK9pTqe06//4CJf+1sdhacZHoUUBiuWl6YtEFTf1k0dQIelAtJTzskEkpQ0pJgBND94d5nXrEAxgk3mmNJQW48+bVC+veZAfvPoKkbvf923H+GeYTaZUUL/ybSxNs1lVWOgajAz/2QDx50amGUcX+tJRlQxQ4b5elN7grVSiL1Hc8FGaZkfZRa1slc0Ylt5QiP2a9P9S3ewYISxqZ5BPjOPAu51iDSMRZlJSWcVaZdtMmErJCMMFc9n1FdZFxqFkxAi1htp/27Aoc1aEzdIsypa5wgrhWv0MK51TMOZY32C3uJddcyf7cicXyofYNhcYI8ztrdbkuFI8xA6XAcPMXOSQV1C1nNpb7JrLFDJmZvb9HKi5YB/ioH6RFacxhv5STyh0wsXyYQ7tdZZ67OuBiewyMxe5WX+7Z/S76fse0Dtv+Hk2fhpKyrmittx2kmEADrehg/S3fwNqTr5bragl9UC5TEN1hqfumoWRPmsI3ei80evoMwnYHvDWB4++DHmJg2daGKTzODrJkKc/jI1027bua8Ja2k5oV+Bo0NLL7Qib91ta5mzAOUy/CRl6QHVvnel570k8M196Lv7T1N8H/NflC2+Hlrc8zIuQJ9NB/D/r2tlBrrl+50z5UIa36RD9pi//QNWt5nTK+ZMeiEW6SJ9evV7w1BpwBfo2ZApecAi3Qs9zawjoRT1TsL0maQP4ch3anv6khrQ/VJI+y4B4n5y8zjgPsjyhfSnoTfK0QHjQrffLR1PncOqpvzf1gOekfe72sa0dU0N246lBQXdn2yU6t74Uud/NIl7XXwFEqrr1AYXYqHnbA590X+DDh8sJhSXq1weiaaLXdHuhkRMXyBIeHeJjrlsvz7UhgGhLk9+Ixkg2cXdYD9bjImH/e2ys+/IQdXb56nANFxu+CHp5XYMnXcTRbPDAP/DPQxhK1BkC4auBixzjdoc1aATuMWpOpB0RvfOhd+bWeewnPiLO4cp9HZgWDY99InBcuX4cGxcBp7IOrAfaTKDlVJUbj4mLDuk2nfJz0dF1hFnhvP9Lq8ytsiPOS29UnOffj9ukECqr3uAQTqra1WdKFtbFq98qXMV7dgJelwlbLMRy0664YrYw/gFbijNLatymYDMdM9aSW3bFgZy4CPXWcCxzrCgGYWxL9suHUbvFU/NP+nlyxDeXn+GJ2c+xKxeZ6Zj7xu9nT6aIPW31r8HwyOgDbMkeFssB7nrNkpeWf87bxj/BheJ+bnGCYNgyl5hNPsA3T1/HJhti3ay+w9zc5NHpT/Dc/DMc22u47zE128Wd3Dl6OzdP/1MB9G9aEtScwzDYJLTh7aRcB73NnWdTas7QbqedMn28+U2oNeEFuz5vpM9ssvPsGfnUr2eQs/j1PXQXINmBlWF+/RoOvHrZHU/9uh1uOzvXJqDemH4jJVJXUqAKHb45nEG/YUB2jxFgJJEtG+jG+nQu+o1tH6dGSk4jiv0QX6/9O8XCemOhpWtuOJCBMf/WzQH0pvfoOmAXAHQfjWUtINSEudRXNgOZA/QeMdrIGOCSd0RHSos2ZcSXH9zV1joAHvM17dNAg5KBtoQ6vY6DxoIk+YbGRjxg7KHchM2jMBasj44eedba7qOMitOkhheO0gDsgXoboK2d8yn1JU0BoOe7nXaamnwZjkZI8DAnYDgw2Yz4QfGg2mII4SNT4FxEyo6rpzC1B8YmAmHf5BZHvrYm6lN6IKw4KklsmzRx3UP7AvxPvfcxcgxNuEqDYvx8TsF82BgqRIEJIN6YOoL0OuG/NzHm/S6x0oQbtbhIMSGaTujhqd/11bXBbzgVHk8kO+r654kzCEwLkKv60JTq5XujwwgsV80i6wJY4R9n0hgIijAOce+Bk8pF2Bkbd1wGkK4uUs68husL4dLYxa0vUW4s3cZTInBhrN5AcvWe1MKidgtlL4yVeS3Ma7i5tOyPDCtVTuqKa4uCrcKwXRoP9GFVKyurrNQB6/2RodLCGy/Kia0oxVAKvGIPuHe0zb6ZMK+VV+pDKlW2mXJQVYzEYKTmMye/yaPjd/NA+QNc1B0EZ0BMpeCv5p9hJhd46+iHuUf2WamlUmXLlDyz+Ctu2Tf48PT/BcAb9gW+ufxj9nSbGRPCjg3fXH7eh5Z0x9vmCg9Ofoi5CK9VX+P11Vf5yNZ/zqFMuOrH8KnlnyAYVODhyUfZN1fY0jH5d6e7x+9iZi7xzdPfpdYlO+ZO7p98kGfn/56b1XPcql5k0/T3gL6VNvGONHmHqT59IQVvN+V8fB1+QbVS+gJPqSxBRldIfsZRchI5g20KT+oU3CcgK63DW9LJG7w3X3S3rcsncNYusu7tmXDPe+sKL/2Ba7Fsp/J+D3aq/zkoOG4R8EBd0nO+VzdJhj4BZflUXefZjrLDXAuc3w1029T7H8d3zXwOQLlDD+rLl6LqALaGi/Tq1tJvXZ1JXWm/avdyr3q5KLJrmQc+GhItGZrMoSAgUyYFxZmnfsirnC8wbTcilEmU7ckXdkhtRdRZc4u1i7tIHLE5aT9KE7XkDCGNrulpSYe34dkPJSchMRz6qvH9HKg4mmdo9W3PVxDfOXmbmljza5qZyRv6CuJuNY23WvPBzFGIlMzAiOcT2pPPlX5jTDqhU19TotE15AuhKOP2VgkPX2k8zXERqO9/adWQ1OW/RgRPfuqV155SSpubL8l1473zKb0qcOoDLz7ms4YCHOUNGmMhaWOYZ4GTH5Kqa5+N/e/9Rx7Ap5tLlcbJCB57xe3cahHEL3xNZQddARbW8dsD3cXQcPdDvPlQfmxcXSsrMYa9hDI+T6XC4UpZqQtbGc4548ZyzZ4g9ZSRGPZHBVNPm1GFUeHrFChLwdTu+KS2qLp+K4z4eA4KYtg3UwotWFjLdXvKzJQUGEpb+LYKQsGDox/gUnGFkRFMCLGrsMLyYPlWCpn6MdI4XQ845WJ5Lzv2MpURdpgwVcfNf6n6KncUD3CleMC30S2wfbh8HwtZUVNzvXqa+8q3sWMusiwf4VgrxsUVrugTXKue4lJxPwVjXqm/wfXqW9TmGFM8zJXyCWpWcby2zZ2+jrkbCzGUMsXdbzWO7LRZ+ntAf7up481O0psS5SbU036U3Z5saYMW93hoH/YkhyM8xSU+bteVSXWtyR5hza9EF+nlFISLOdDq5ouy1H1w61WJXE47BRnShzhuC+z7OuNiznVl27LPRb8ZAJ3d/k30AdpfDjJA3pKd6iaJIzLTgax8yxhI69GkzUm9LVDQQXFnI8G8vjDmqfGw7pbJef0D03FtSsvk5YX19kVPfjqqdwHqmRFvOgi0D6h3z/VNq1bkmb7bOtbnAGqzPKExAgJ4XJtafTUEygdAeKD4qAwYUAnXe4MvEK3bIv0a0GvsrBXVApb9lXSvN5tMNdeDMSayXvdUfOq5b7zdwZhw2qV0nc6Qpo+I+BAY0Dnq2TevksW10lfaiRWT3vKunuDVbkVNinQTxXr9VKX5sBfb3K3DGQt+TCM1zNXVDb3pgbo0kZaCPkUC5uusD3NDwUCyiLXZVRUaEB4Avvs64XQvfV0hCk6obxUWqzYq+rocdWZhhWUtnNbC3kgpUDAOOIdNshQHzMFtLBXCU55UEhfLpvPAWjiuGyOkEGdcOANFOdQF2/WIHVNwYVQy8THrF3VYI+BA+NTTdhY1HNfWyxJPnQFBMAiXzQwFFrbmUOfcX+wxZUQV54PT7ZHRu5kWxn9BaCbsQi0Pjp/EKpzammN7QiElhpJjXXK5eJCiMLymt9iRsTd2HKAvUS4VdwBQyphts88Do3dxiwNu2Vd5aflFHirexthcwZgdbugBxuxxZfRWjuqXuFw8SOkB/Y3q29TFgklxib3yfgpGFFKy9NSbhT10c4wxBeM4VQ0lQkHNZgtkz7Wx1N+mFDaWevHrv8Le7vjsAn/Lktjz7cw6nPQ2otzQ1D1ASelL8QG8KYUn1LOJEaJ4XvsGcs/YdXbtbrMK63j8a8NbQnhr9AglaUNfmSF9+q8NrhFYp1+njHbpNzA8fhvt9Kpn6HZW+U3qyY6Vbh9tsrts3vazNp1CB3aNzXVJynfyDhz3dUXf8pOYvw3UA5jpr0e8/AxsKnTAZ+r5jfKk/3xWpmlHSh1rrvXtPNveqCnxREewSq8+7XwQjYmoZ9MXXW68tPL1tUkT3TrUl7RNPbI16y9FOhtvtUNYBv27dXUixCRtd/kDzYPYXwG4tiLW6LqIN9pc879jBBbCFG90TvUMNBeb9z9NeMrQxpzrnvLjc91CVJlUVmhfA2qVZe09sSiVbeiohbFJeVjVBSGIptVGt0IsK1vEaDN+JCJ4rtVtOhVCWKrXLUTUEZrdastk/QHAvC6izMoaSuMi6aysYWRsbEsTDcftIhs2mKrVAWKD+xKyqIOh5XjzgWLjOP4O4C/9Lrbz2jCvhb2R5cSHoCw9B954Q+20CrSfxKjw6kcPPw5UByPitBJOakd9uWvmdHK7u8LuyOWpLNxYut1eZ4ULabnyeRTltHLyXFhKOKmVm0sbjQ8BRkYYG6FW5ebKslUYVmq5taqYmQLxfPs7pgUHK8vKKhfGhpPKednB8fRXav2urspeWTI1Bce1pRRhwYqX6gMu6Da7xYj9kfBvbv6fPDh6G4+P38vICMd1xYmtuCVHgHBQv8R3Fn/i9RRKmfDW2c9xWXaZUPKqHvLc4jMoykOTH8F4hoCl5punv8uV8gnuHj3JPbLHlxb/nlerb6PJ1l1h1j9Yvpv7yrfxuflvYL0HXrE8PPkoO8WdgPDU6e+xU9zFnaO3843T/9+bv7HU38okhrXe8ttKA0DkzayhQ4NxaXCx5mCSNjc7VnBWGxKTPqWkrCkTrkgalnOTeiSnxfTkl6iMz7qmH87w2rroBqZfhkBD0+nWE2PfD+kwRHMBELdIrDOGoc5BeabTL4P0m5xHvjalbjBNB7BfxiAtJi2/hn6Tc/LXfsHYQO8OLcjr0Ss7KxPydL4csEa/ICOtJ9SdHvvLAp0p2HcuL7fuXLwW7q/mJahD9BvvDk8gJc3iRO0C9FzXJF8v5aa1aNIBohSA9QrWJG9oh6Tx3pOG57JSb3jj6l9TX5JS6ksyzHmb0o860YOdAtRNk5BQjJIp6FWPTYu6aLseUZ8vgbeSRntJQWRfHzRx2luRbXrGXAFJgHRQq8Xdbz7DtcrFex/p3M7NrZHHsWnq6e6w2lB9XN2uEpvskIoSd1UFImAOMmxHd3cc8tU2gFgnoJBQ3nvH1UTDoVIT758AfkM90ajRrsGhye801Vk/xyFRGBfOGKmC0S4B5Da39LRo5FkVKt/PAewLMDHOBJkULpzkyobv6BIFGXF9uLLuC0IwEBZWPKiHed3Mt61S2RHnVT+tnJEwMc6YOFypjyMvXByH+8Z9KRiJMi6bMpVVjitlpxSmBq5MDCsb5pv7f+GdJzul86wXaijGJag4b70Pa1mIa//RSqnUPUPGRjjSGlVlYgwLa6m1AftWlZEUPDTa5WQFC2u5uRIeG32IE73BVxaf4a3jH+JYlyylZkdnfo7chR1/qJm7YhAML66e4tRe5VSX7BR3MZV9BMMryy8zMbtcKB9EvUNyqQu+vPwUN+vXIpi/a/QOxrKNoryy/BJLlpxKxb3j95K+AKbmApLcP+5Lxeb49u8AoJfmxfxmJRU45w5d5045lcZV3HmhbMbFH3phpy/MdWVDedujUrewJnU2n21bF9foN4SEyKgva9BOi67Sk0c8qNcBGa3ymS6S3Ezryg/SbELd2jnffsnmQDMAjub8MP2mm3co9dOJcqCU6ZmA9zaAbc4Pgvo89dJv6E6BTtdkfd9Hq0nHJwJves6lyK47V9p6bNC/8VKK2gbalA1zPgxr+yXvgqTabrmATpNzmlaaZffjHPnRCeo4k+XU4vif0Z5Om/rnXado60QfkG3ydelMOZTqG/qApMJYN3W2uPZJ7nYV6rtNko8N6WtYPTYW2leSNQK9bU3bm3LY+1Pf7ZeLa/Hsg+4hX6Kf0IC0Zm6srz+tszFouuM1NDW01cPt3zEEpUhyhgiiQwQagt6+Erdwl0hLMkl7Q54gQ7zcSk3jwdYGrNdJ+fyLiOAAsUJcfCoSvP9Eb3todxgr4/OVQE2jY2lCdB5Hs0lj6jtuffjtyhTG4YWwEdTKSqsbA60q6KBeh7Du33owHiPt4KPfGDAqnNaOntN8zXDzWQzs+o8lK3Ue/lHRyBVfd21hpcpIXFSb4N2v0daH0HA7FAIjU1BbjbCu9sPqdp11gN7x+f3XJe/4OrLXWSFMdcRMLlKrUiDsmgnHMmdllboWLhQPMq9OeaN+levV65hiimHEhBE1lqnscLl8hGN7g0JGjGRGQcGpHvNG/ToLPeBy+Si7xd1+LOYuBr+9ydTsoygn9jovV99Ckxm/X9zLWLY51QNm5gJiJlRiuVA+wFJPqHUBQKUnWFaMZccfL5jbm2yavv8B/fciCWwUClPhzQ11Kd169TapOSI0u9p+N1Fu1rcvDX15NmXGt+9MmU4XWUclSg25ofCUQ9FZEnWaaDFD5Qeis3Qi1qRyB3aXNcmXik4kmnxDpXVtkCQSTfZkTL3OG4FtekBuz9eEHm+2e5huMLfE76KkyXH6RSI1bltRbrI68y8L4c3RCW+Zgewc1It0xyxvq+iZe6fFCiTVEVpv0GwDqbOWXbiL6bkEPJ8j9e3AGuWlnup0F9nkq8Bg+U5FfWUCuEoWJRo/Jn2yPRgTpUvb6bSpkRGSCz6TcuO9iSD9O7umuvfy+vMvBJkMBx7deU3aBL7p0iyeTL3d4atJjJO+Rre0fS6SjUnAK5DIcLusKnVdtOQHPQJlJC6AjbITuNmi2LjxCRFmok64elQCfcjrF78M9PRTekzTV+EWDWWsOve0Mc5LbwFrXdSb8EXIJjrmRkoA5sY0PHMX1caF83U0lZJSXMDKGhOpLrGfRWP0mzB2aVSasGts6NOlp+WkY1D48QrXgs6VNmErT+uwuZV6ao0zCMbGsrIhOpBQ2cboUCXSdJovSsKphVmhDtT79gTDpPKGS60urGN4DI1EKUpHqzmqDDPPnS+8UVD711Pgx1dWOFhZ7pgIhYFlTdxB1o2di3ojNbGsIGyXcGNZIzhqzs5IWKgyr5Wt0rA7cp70F06cZmMj7JRCYYTT2jKvlbERJkbYKQ2TAl48XTK3jrJzeVxyXFuurU740uLfUrFk2+zxD3Z+laPaMreKXZXc0lOMCNs640BOuDR6lDuKh/nc/P/ifbOf4O7yLRxUK47kFINhX7f4xuJ32Cnu5d7xD7Kv25Sjd7Jb3MtT899nmykXdBuAC+OP83L1TZ6ef5onZj/PtdU3eW7xGfK0qzNO7U2eXX6KJ2Y/RymzeO311Vd9BB2ft7iHhyYfAeBW/QK36uc78obS3wP67yYJNKB5KJ2Hb95N2kunYX24xjy1KDIbhA9M07owjLdbTyue+xoj4Fz5+vVz9JskfGevu3JdedN4PM6zIFlc2X4KlXRBLbCOfhOUaMlrxe3PZOXt8O6ihlMvyX/SbfuGO8J2qEFDRkVfCEphOHzkutSh0uTGkNdhU/pabgR06qPHcKAB7SHPuvIMXF93rS+74Dygna9Ua2QloQCx0gLh6+tq02XWUnfouS40dJR1qUWFWR99JqfPnOk9Tg2OxHgZjAgTwKIHxoPhMQPY1XTXW9/oWG+7LgfENOZJ6Tf5jqteSDLN2/dtA+qzvvNgMA/tGaWENvQZKUmeCJJ9zPR228nmWkoR0Hh/OnpO6glvQHza3hBFRnEgPuQ3RqMX3vp6UvqL8YZVytsXwsJSiUZAuDopagK3vsT6KDOuVCE2RtdJgXgIdRn0WNZFvO2VsOG0X7Tq1wk0XvrGgCpxhtDSmkiDGRnrrVFaO9YqjeffqufACxjNFkOLM36qANr9I9tBaBd7PkSyWdlm3gSDQnG0nXRYx6ZZgDuvmx1jC3FhZq2GHWaDIeI49AsP5nfHyvHK8e6XVrlz6upaWeGNhY2yX18sOVgZRsawVRgqdUbbwapmbuvomb80HgFCpcrBwrK0rj9GIhxXLl793eMZ77Y/w9gIM+PCQp6wYEkNdsYl2eZ6/QJfWn6Z+yYfYmQmbBUTHpn+OAvZ5WV7QC2Wys0IDuSE+yc/xJ7scEn2qFS5KDP2y7uopz/JllyK/fX15SdBRjwy/TEKGQEwYsbbJz/Jc6svctO+AsCRzFl4Lzx+fte64juLP2WhtxhKe8X9XCof5bnFfxjMk6a/A4A+fzCHR8ftLBR9E6rPU+QmhOP4z+1XIN2X5NnUHGn+bxVdA2TSjJIdn0nFSevJ65Dsd4qGUiCb5pLkUla3hMw9qCop1sjoK9/60a/qIGCTnv4QX3cAvJmAgSg3w+eDDqmOKSjX7FoqKwW6PWPRS4PobWhv+c3pN/TUHXRfX4dvSGKA0AjL5bb6ih559IxZT72D1Kq+1Kd3ok/P9Bg0BvryD1QJqZw1oPs8KZHT6oL0PB5Yp3Ow0x4H7kIkq04TW+3syumn/gzTUNritAHbrVyaCA7VJjnaD53hcWg9i7r1dPon6NRpD63rnU3C0stCQ2fpeRamdJC0Pc3t0IR/bE/zRs9Yd3NT9yuTjlGqUzp+SenOImGvSHxv9VTTlA9Att3WoeGRINDPvUDdKcT6DaUc6DUavjY4YJi2P5Wbbi6V1uIeRenz1s/z5B4JegZDNETFCdKMhK8hRCMk6CE0ISbxMlCNvhBwnvfg/S/EE4W1KWe8IkqzOLamCUMZfBlIEgBa27vaGv/MjcaBwkjaNKCgkFWo1BkSBse3D7LCF4pgvC39ItqdUqjjwlzHnw8hNkWERW1ZqTOQVlQUzlzhSJfMpGDXlMyKS2ybEROBl1ffxpg9ZmbKWI3j4zMCKRlRMrcHnOqcLXOJESUoVJ5ivdQ5J/a67+8txhScyJySEUYNK51jsSyZc8u+So0yMVtsmUvJOBmm5hKFuIg128UdHNnrLOwBoBzWr1LIGFVLKWOW2u8U3inuppAyhrPcJL3Zq0n/hpI0f2I8DUS+y783SzWnU/P3ZsgWkKL1NxwTPy9q2n8bT4Gkzg36R8M4BC/7UJGoS5jU/f2vIqgx/otFjzDBU1qGdVMR8t1xm/JyZvnBtG4dh+8HNX06D5SL58+hSz63goxMvvbOQemWX1tP5+Tm869TNGtnR2e5vf6A9tsw7/+8nvDWzeu93WfBuqJrpsuZZcP1FDW9iY+rQH9Ze93/37eRUaSjxJQcy9nl87ok+d2bJZFH6/eASCHSI4J+4Xijbkz06KwfGipyVjuTfCko107ZcL1ZsNlXvrU4NjlvRF10mNhXG4xB9JB7KkjwficTr+GKN/oEL3zcmMmaHiNMYznrgbAx7XFwOjswXkiA4/hY8ymlyOkQ6EWFuDIiTRQZRTyodeWMz1MYTyXyephsDDTVxf8Zmk2bJLkW+PuR596aLzAx1p8TKu+tB1hZE2PMh3Y4L37ThyGFDa+MKJPCYtXFm1ccPSZ8UbDeYg46GBw1BxzdZxS88TgUMDIuvvxpLRxX0uKvG4FZ6cbiaNXImfvNpQL//nAlnFQOrE8Kx8M/qV3YyknhFrOOjbBTlJT+624hLtqNEbdA9vJ4xJXxiIvjEYtauVXV3FrVzAphYZacsGClyht6zIHOqVQ55IQlKxZ6wudP/5CCQ+4pt7kwKjEI28UdPDj5IfbZ4/rqeb6y+DQWy65MuSRbsW9P7Rs8v/hTXlj8GTeq76ACR5xyaBfcrA94YfFZ5vYGR3qdry3/A5dHb+VS+RhKw5hXlEM5pqJmYvZ4aPLDvFE9w7XqKRTlpeUXeGHxZ7yy+hL3TT7go9qAJFhMgHvHP0gpM15cfo5N0/e9h16lQFPeuZ/5eiYVZjgJypvLjU+FC738/HOFguyTaxqHpD0PHSfRZ+MdZTcv415KG+wOC7wZFJszZYibG4P0GZOEGsjmwNrdZTuc/g1TMPjyMIwtrndzXo1f7DsUMadnB9k8aaJra41Ah6OetGkdfcad7PL9O3x1/2bI6Vi3Q78Z4te7k/1zsrMLbE+9Of0mLTO0i2zs7oBs0nGkeUt71eKllF2VU3habU2Ao/bEeO/kFbe+3QPoFi/dqPO+albGy37zk/S3qZVlTf3iwVikCnXlNaAez1XwsXV8W11ceu3I7/Voh/PqQamXEbjxBFlCux+9bm64e/QMoCwB6jm1J4yTKSy2Nm19fAMbtpVG7nZoQ2cXWdHY7vRanYWQDF72QGMRQpSWhi9vwmZN/nwrXGZCnUnpRalRUhR11FESgIlR8DuwIo0hgKZRZVxoycKHlgwp/C59iMjwNbTWZu+UUlygB4uwqk0E68EzHvuAcGs3BoGly5t3o+va1cSHFxrDwlFprKfm4PMtrWlkBW3D+xoHzF1bGzAfPiSFhbIifpMp9WsMItVGfYx8Yau0kWKzXVoqdSEtJ0apFOaeI1+reIAPSyUueF359QtGYG/kytTWUXGW1s2/3VHzSBsZOFi5LyjhEbbyC1cLcZtQlQZ2RxKj3ADMCuHWyqIo0wJKKXybHO1GvPF1q1pxYVQyGxkqhR2dYdXtNLur20gNV+slCpxai2HKP9j5Vb66+CzPLp7ivdOf4sTWLP1DemZKfmD6gzzO23jVLpgWhgkGKrgiu5SyzfMIPzj5BS4UlzAIDxUX+fri81ytXuZD0/8nz6w+z4qKt85+lstc5nr1HZ5bfZHHph8DYKWnPHX6+9w1egcXinu5oLsUHo8KhkenP8EOe4wUvnL671jpKVuyz7smP8PXlv+BUksu6A5fWvwuJ/YG50nf94B+0EP1Xbyb3E19huf6DM7y+ZOs13ljSg1dL7SGR9BZInoUWLt6L5QJx/28efdQ30S29PzuCnTUUKG1S2zqsUxlaI8MCf8EUNgXZhL6+OxNngHZ8Vqf3skLpEP3YEDXoGcDUh0O6K+jdxJ1qDdDKQVNZ7Qr9GHejo36w9fTypqWTe8FbZ2OPI34GzpjnxsLeb+21OwB4etSX7uHpmp+fnhK9+u2Sf6+cvF12wP4B4q2bxVN5IWxGpATx7HJ1zc0g3UPTuOkzg0NDU2bncnqLH4dMA6a6z1yhlLm5Q4AuR1+Lp1yvp8SwyFmwmVsFn42JTUb3/bi1n7d03rD/+kmTancKKX1paB5UjZympapby+evhJBvb9PQ85Udl/qTPvkESBoEnEsKyMJsSl4zJMqmg2ktPWRTtAW8A8GSQD6AfiHePSKsxULP1+tCtbX3epfD7ZjCFAVv4al6YXQPgORMx8MNfH9GegssaS/FoynynPn3ZcCwLgFrKG8SCM7nvNjWduguwPZFolfG/BtFPEbQtnGyAkRcWIoTHVcesexdxUta5gYiX09MkEXd2yS9k99IcGFm1xZR9cZG/EUKOWYBVMrlOJCW16vn6OycE/5KDMpWGjFCSt2ZMq2jJhKiWHMHcX9WCqmhbBSQSkpZMKLq6+xZS6yVVwChCO7ZCkFUyZMpWDkV1K8Ub+AlYqVXOGgepY36ldY6CkqY/bNPRiBe8orvLp4loU94c7iEUQMW8UV7kCZMGbbXMKivFx9lZWeMpFddot7Oa6vUhpDaS6w0hO2ijvYlotcrZ9jpXNKmWAwVHpKzbL3fhlK3/+A/nuRBPQMKspm8eLPAfjXfd4/r/HQMUY29f5LBup1g3IJBUO1eZpmxTST3fqY2ftC74vb3mTU8JQCnPNoAEgGvXJJLXC9BoimgDIrL7HaARDe2ZE1eWPnOg3pGssI6ReD3pCWaV0tANsDageTJMUzGS39whu3v39625B6xnv7LTmVzsO8zpaHXNZ79nMA3gvIh+fJoExdc3xWWQbyp9fyR8GgfE30X5OnJdAfZ0C9FX0mAbyD00cg9cr2A9LGOEgBbiOjC6xbw6EyDNTTFq01OHrAoAwN9wBITsu2coU+k+6coL/uph5pCesAfBqg1+idesEhRJvJo9H0EYjiGWNpLcD1hoNIkyvsvirZ2Did2sZEDC2pTd1WXYSa9m2mTXkSsT33k2gbgKvpcRYFQ815eBoTNpmHIfa6A+u2tdh16eO5G9+PxlNmQpSbAOoDiI4LbJPjNOxn+L/2soIXPdxDjs/fNFlEqW2zgDf49A1KTfPlw53zRoU6AF55b/qkCHQqx41P81exraH/m6BbwYg4rV2897BDqvHzwKAsanGAHrcwtvK/C3Hc/YXCvFYujN0CWWdowFbZkEcmhfu6UNmE9egf2dOimQentQP0VpX9sXHce5QTFkxsidGC/ZHhav00K2u4UjzMXlGyVGVul9wvF9gqXLnDynL/6AlGRtgqDHNrKbXESMEXl19hr3yYO2SGQTi0SwqMj0NfY2UFKN+pvsQxJ9wpE74x/xwCTM0+xzLnjvJxts2Ii0XJl+pvMpNLPDp6P4cs2SnuZNfcyWUuciSn3LSv89zqLxGEvfI+7hm/k2+c/lvqcoUxWxgZc7F4iKnZ51vzT1AwYttcotIF2pnwZ6e/B/S3mXqjz7Qy4CPRnH9QOul2aDGt8qbx2mu9wQLaWPD8UW5iOouK46PPrKM2tegzw/kcDWVAVtp3Z4a3XEPh6ZEdqCu9FCfxZXvpL56e0kuzKWBDytRgWE5juvNkQB/1kYk6O8rm9JKhlNFvmj7pCXspNOC7Q8cJsjaIwjS0adhgfl8m7e917eszQHJdzyq/zoPv7b2GFpM15yz6DRDjxQ/1VaTWKGLcwr9WvHXR1i6vvalV16YRb/IyiYGgofKsSOR8B7kesBr1/dINdSlpdI6edojXpQV0M89063wAhdlYdQyFNfQgZ/iEfk8NI98GxS1M1QDimnCHnd1q/fiK2Fb0lKHUJyPPHznhkXIjfiOnvG5afR3l+fabJOBEAzlD9Bknu/A0mOCpDnQUvPEhxiLhvDf6BAeG0xQeFy6cpKHxtAcAr1R+UWGM8ENKi7E+3KPbobXwO6kaUcamjvmNBO65C2cZOP0j0xgBpSgra1pGQRoaNH1qFx6pWogGQmFCPHcH4GsMlQ1cfp8v2HhZP0QevTh++sjg+fyuXO2Nk9L3i5gw111PHfsNn0ai3DOrWdaOirNVurCXSyvcXBp2R8q8dmEo98fK1Pf/pGjWbYyMclI7EH+Hz7Cy7m9RKyPvoa8t7JTNo/K0cgbASpWd0riY9OrCWC6tMi2Ei+OCG0tLKS4ePsBSa461QlclH5z9AxRY1o6CU+qIi+ywPyo4rGpO6pq9csSr9SGVtdxV7/GKPcBg2NYp753+QwSDUcOWKV1/as1rHPCXJ5/i2F6jLz0x/hD3jt7Ka3rEkZxyrKe8voT7Jh/hZvUdPnf6m7x19jNcq57isHqJy9P/BwAzc4Entn7ehb7EbZoVtjArZMwTs59FMH7BLLxt/JMoNZ+d/1/UfgfZ86S/B/TfqySwdsHpeUIgtlISGtIJOifAN45XmZTfCOCL0KK4bELFCa69AfDlvCl9fOw+0YH+coasdV8zzgxvGcB7DrRhbdvX1Tvo/ZUkCEuPvA3rGdxRNnwRODOefMibnpPWfx1vdkcv/0/qSh3g2bfroSdufK6fdyulefLUcSFLBqI3vD/SulttGtItLZvWlx0LZ6twVp5NZaQ6xOQ4rp0dYKH9LIke9S6YW1ttCmTP0C/QG1p5czpMR372vGvNQYl5NBgMwes/5GVfZ5D0pjSyzqZ94/TMP1gODWMOyEPkGeUMw412LHVII6VI6/94a8aSoaw3qNQ09cT6NHnsZMA/798wvh6wNjz1sOg4mVvZmMcY8/Rx25tFrInm0fCIC5pFk/XXrq7oIUcpkrCOzSNO231G8Mi7Ky7SikZdRCUuMk1DYjaPL78I1Rswhc8XPiLHWSkwxmLF+HPOYClQv4lSO4WnvltL4B+H2mx/WYgyEo1eeUn6VHEc+MK4rwALD+ZrFUppqDmlIYaF3CoboF6pcFwRd291oSyVygrzWhjFc7A9kviILwS/a6zzwIMwLlx0oedXh1wwU0aUrKxGr/6tldvx1Xn8hW2m7JkxW6bEqjA2JQuteINj7i22mahhboWDqqK2MBJDbZUtJhzZm3yl+jT3jt7BmKnrJ0oKcYuRb3DCjdW3qeycK+XbeHT0LuZ6zCFzXlv+dav/X62f5VRP2B69hRkuPOUpS66uvslx/TqWii0mXCrup5QJ31r9GSsqJrLNY+Mf5PnVXztvfPkwbx1/CJUplorXln+NYhlR8o7Jj3JQv8KhvUHNittJfwei3Mib+Ef2+7tLLqpK/1+/7hskoQHLInTpNWeV92ViBJpz1B/qDA/EtUV8BJ2oZ3+uSMU5syuSuvsyCT392hUxWJE049VLf5K8/qQNQ2VCuaG0tszA+diGrP4N8w7po71j1NOu2Na+fM1xeyzW1Z/MpygrLyat/zoHue7pPdJJA+PRN09zPYb6uVf0+Z4j6xh3vedb53Q4X5InBW9r9RjI09Kx1S8BgvUZOgmCRIle8ASkd0ulRlSfLmv0i7ppZksOGfn9pzt5Qr4eu7m50EDRFlAeFBvArzSi8v71Bmk+9YJ8kfzauvFtgG8jJ43wo325CTFt0hb21qLBk9ydj6Y1D/pTE08+sSqSTmlkBx2a8ySgO55HW36AYGAEYyCtLf0iEbzz4Vr3MdCOM58mAb9ANWl3Uo87dhq66D1NnPlcTv62Cd79JtKRRKMi9Wgrjbyw0LT0Hn0EltZ9GQihLkM4SsFx8w0wMc7D7qg9jpqTGhmlOA0WdWNsGnHlQnz6UsJ4ODpN0KiWmpvVkqV1X2MtLq68iHBaN3HwawszHJifGuPpQkqNUktFYdzXgIkYTmv1axzc96OZjBgL3LSvMEaYyiiGJq11zkIPONI5b9TXeKN+Dasn3FU+yN2jt7Bt7kCkwGAYScGW2WduT7hev8LCHlLZEyp7wsIesrRvoLpkYnYZUbJj7mC/uJ+b9au8UT3HQf0ConOu1c9yrX6BBSsuFncykQkLe4s3qmc5qF9ipcfcWz7JoV7jDfsCt5tE9bz8jb8d6eDggP39fV54+p+ytzt+c4RqRUNt+R5FuRlILtrImxQ7/zxRbtKkdsO1Ae0yG30hOEf73LuqPgN7nC2vE4mmoxPD46ywdvOuPtkblelPg5GJ+s4P0IMGd8Ud6ocefboyoruvKzsv39s+7dJvhvohP59Hw+nTLT1Wuv2S05oG8/iLfXx8hcTt2dMPyXFvF6y5nqjX+ciTHufXoEWZ6VBDbH++mFelS7mJHt3md6SPpNnScn3X+sqkHHM1Aacm9aRtyMr7ay0ZMV/WJtp9keuqa9vTeGpbkWHUQTDt6+9Mp8CnT3WIEWu857Ydk11asmL1GuTQirST9lHqibdZ5Jo86k0e5SYA+77oOEFeCnLDjqu5rAb4JvSZ0A8QKT0pNSVE07G+nkCFCpSZNFXW0Jn3OMCaxoevtcnnQk9aDLCoh6PdhUWx7rfEca4SL/yyLhj7CD0rH6kmNYpSwF31fHWwWd8W4iLehPNu59cmvGWIYGOAlfoY7r6/FAe4rR97i/OUp/U3Orl6Vuoi3swKpdawmNYvVvV5K3We+VNPy5kYF5nm6lyYlc7zHvvdy7b4zaNqPE3HHbt2uzYFQC8e4J9U8OLqiKvVnPvMBfZGBaXAceWi1pR+R9iTylKpWyALLpa9Ac+Xr5gWhvtnI759vEAwbBeFb7+Lfz/2ZP1CYLsUXp6vAGG7KLhZrfj28gu8VH+Dt85+jj3dZmkP+MLi/+aHZ7/EUk/5i/kfAPDo6N08Of4wJ7ZCgVO9xefn/7o1nj+29V+AzLiux3EcDIYLusPXln/E1fo5glmzXzzAA5MP8s3T32Olp4QJe9/4A1wsH0aAZ+ef4ti+ns1UBSy3bt1ib2+PdenvgIf+TUwxxrqQx3nv/J3D+7ZJcjuSvkn1SMFtxb4XQU3R/G3i/RdxnG3TF588z1e4v030OVNvObt/NomzH79SdMUPXgN6PcACnfj7eV0D7XLl+vTo0aHzlSXIkM45wLuAhvTJXuatL0i+UcED3ye3U0+3mk4yG87JvI9Fsjrz6z7Pui8KfeOaunbP0ivWkaTUxbZmyjTlhy8NfiEQ1k7lZhfScySTeU0bvkLyO3g/B2T3eb5D+cRzmpcJvOlBD3zP+a432lXWB9LXpjVc9D5Voqc6qT+leeRjGhcD0+7DmEXasDXGjg//J5XH8I+34XZLY9K3FqQOrAMQGoBujIv5HmQUpo5tjv0gLl/4IhLGNKwPcPW6a2kbRJodYLs8fxA07tpqJIRvlMhZb5hvzmNdWYPBRm+4oFg1rKzxMeZJdGmMj6bdTV2Fsa2xiYaH1zvkKZMxDCMdbtFSXEgNq25nWM3khdmxss5wCLKa8J9teYVpdqstjaPWlN67X9kQy72ppbJwWBUs/LWtwtFsjivhpHYAvVYH5MGFvZwWDphPC2/IWNgZ4etwx7W6uPPXl6Dq2hg3sPL/31haSqNsl24HWcePb/LcWc54fLLPblkw9THpHXfesFMKlVW/INYyt2HX2MY7sVuUIMrXTm8CwswYJgHAI4xEKEWY25qXllf5xMHvcFgf+Pli+dri31NKwTsnP8rziz/lqn0Ra8a8a/LTPLf6Gk8tv4AgvH/2MaZmyhfmn8BS81L1Nb65/Ewy2u5vYS1vVC/zncWfRM67ADNT8MT4/bx9/COE58Cxvcpz8z+m0gXp81SAlZ7w7cVnuLd4K2+b/BQPT36UUmZcLh7k7eOPs2n6ew59K+Vv03VZ5Yz35zmfwNK8ONqn++o5Q3aODDQ5XPtm6AGoxKcg0ltvDrA05l+fb1if8FiOnMtwNvfOtX73yAnVtF5cSb7QTwNhNM6MZNO42drnCS+mTKYkP/qi2ayR19Ghxedu+qihy6Z1eD1yMm5/t3XzhczSMwZCVg/dfCkKSxeapse99Q7USZbHCUrkJmUEIjd8ExF9erXKSFblENAl02Gg7qxMqzuHdM26uy0vnQ9r6ow88jAv2tnjY0d93vQ+yevtld+jW2cY1BuPic5nPTY7/PegUwpSe/ogFI9c9eE8g3X5wRHJAHafTkn7pdPu5DApm/LH47SFrE/6J29o19D07UgIPO++KnyeVkSdJJ/TQJGs/9JHVf6ucPAnadsa3VJ91k3/NI+bwv7NEb5mIBg8QJfkfaJpP2uU0dTR1JhSZiQ7TtsWZSRAPxgmqWyb9GfwTzSzsVnMmzY6pQeB99b7savUbcoUcjjPvVBZR7MRL9cSvo64fopfd4Q4xiMfN6DCfVlJ1+aHj5Auhj3xMRCNJZrFr8a3K5RRdcaDAGMpKDBUtP0/pQnx8V2hQhw3P7RdccbN2Lgly8satsWFtzTivPMCccFprcrC1hzUC27IaxixTM1FFGXL7HKluJdX628golTUGIRb9VUWesJOcRe75m4O7dNcq1/kzvplTvSAGtgxd7XGfoVyokcc1a9xVL/GjrnMSLa5Ub/C1Oz78Jiwa+5wu9UC2+ZKS0atK1/+Vax5CGELQdg2l5nIXuc+W5f+HtDfdlrnkb6NSDQDSbOdOeW2oty429oJPM9iXKHZBGuDelse3DWUmU6+/ozpF4JBKkvctCqWymRIfOp0osqEZPyTo8+4EPHgeCiCjvTTYsTpfybtJ5OnQjfiTOB299FBog5nRSDycyAf/03Lr5VLBtQlGZPG4y9kfdwxMDZAI05Qv8HwZrEHO23y/3R0zY2NAf16DZMkrzC01rs/PzRAO/U0DnVDBOQhnysX7JO2UZgUC1xglZaM1gLUoEwLgfaonS76jPJCO9wPCf/mHnfx5TvRbDSzL4J+7qg3Qk2kTEB3Y67kOHhSRXy4wQS5DPSXu6wuwkhCH0n7MXqn85b06CoelMYFsv72Sff0COPQGA0teNkWKUlEHZUYHEG8bil0zZ+UCTO+U3eeAj0kXbja0cW3sZHVRMcJsd/Tx0O+EVQAes5rb5voOqKRZ24I/UcMGWn8nDHigGkE/mFcbFKvuCg5waNf09zagbvevs3dUXjCut1Y62bnVmBhTfTKF5Gu5FJplJV1EWuCx9sC89qw7TeMmteGWennhuJ3iXUwtvRRdKy69o182NC5dTHcx8Ytmp3XIUSn64PjSijFedVD+EkrymktTAoXGadKKDXbhVCgrUeWkw/7I6fLyjrP/rRwFJ+Tyl1fWBfVBhwlx4gwr8MXioZmMzOGC6PC62dZWhefvjRQUnJfscfSajQWDuuKkRjGYlwAL1yYyUemH+Vb8z/kyN7JheInefv4Y5QiTKTgJ3d/gedXh7y8epWnF38IwF5xHw9NfphruuSWnVOz4ivLT3Dv+L08PP5ox+BcAHO7RKl5fvFnPDp6P3vFY3xu/m95YPIhRjID4K2jH2bXXEGBG3KITWbOS8s/58bqOQCeWYVdYYW3zn6Go/pV/nr5h2yazg3ol8slv/mbv8kXv/hFfvVXf5X3vve9nTx//ud/zqc+9SlWqxUf+MAH+PjH258M/uiP/ojf+73fa52bzWb8N//Nf3Nedf6WpgHKBeBAwO3z8zWjkch55eXhNgf42J2UUkJUz+baS8HmRsAGOkjhHph9wHNTg0UEWBPecuCae+6u2V02Gj3ddgyGxDTrQ1q6Pm6hVl9mwCjp6BwMkZ56+4zCTJ/1ITF7gHluFOTRa4ZSLq9jvEjzPTciGrc8ali2JMALPzVMuy/OMgLWGVEDVXZA/1n5tf+486HirDCWQpcPn+PUnvodSM4zr9O5qSssbM1B9lBoyI6ctR5yTQC/B5+p4WICKN1A5QQM523ok9cCvPGatwX6QDdtb30wKppNoXp0in2QtTrnvdPQUgJ/3iSx3d08CfUnRhINZ70T6eaM5ICzotrm2Xf1dhM27iLrdaltQT4wQpgX2vSR+xHBMqhnrmlsYwDaAUAPpWD0tG4ZcXHnF1XpHwfJwl6VCLLFX1tZEx9jRhUraUDOpkWWxpCoEw6/5MdJXalehTRtc4tVFTzYX3lgPjLKyhsMBiK1xoiyVdq4qVQNsc8Eml1jcbQfcO8BI0plndfb9UsTU94ITAtH3wn7BpSAGOG0dgtTEWGnVG4snU6zUdiwC0biFsy6GPJuUWzwrK8sbJeO2Rci10wLZ6ycVOqNDtgpTTQkjDiaTriGNwpGRpgY4fpy5dYAiOHU1qxEqHx0psLTbZZWmZmCqTFs2xE7459mJZaX7c341V4svLIQxjpiV2dxfEaU7OsOB3LCxfJhtosrfHv+SV5ffY3D+mUemvwoApza67y4+Asenn6E/eJ+dmZXuM/s88LqKf5q8bsolleWXyJgtUM55aZ9mleWf0WdeW8qPe2d1c/NP4M9Z+jKc3Hof/u3f5tHH32U3/qt3+J/+B/+B772ta918vzSL/0S//yf/3NeffVVbt68ya/+6q/yj/7RPyJde/tnf/Zn/MZv/AZ33313/Lvrrrs6sjZKLa747f5t+EJ705LJ/s6ZpPlzUWLSiDW3IayPD35GxZErvq5OSWQPZpMsX3/GOHt6ZSUdIuEx2NWtwQCb8OZ7AFLUr+/a8PUYyadT31CnhD7Orw/UH2V129tfxxp9Uu9fR2Ry4sz5EsYj0Wejcmv06+jaV2f4L1M+9sVQnjXyBg6jHn3X///s/VfQbdl134f+xlxrhy+fc7pPR3Q3OiI2CRAZpEiAAaIsiZZlW7Yp+slVV3VVpSo/qFjlKt8HX5eLr3rxg60Hsy5LZVK+tikzib6kxAyCAQQIggTQjdA5nvTFHdaa4z7MuNIOp09DgoR5ap9v77XmHHPMudJ/jPWfY/TOXWvfUP2BQ9bYv+H0d7bFksEUgQZnfmVZZ6CHqc0Nvky2rJAR6Aq949e1unX67ZUlqfuGLtqaX+1XdZUKgjMg4twPWGGBi96jXttPLvlboJZC0fvsDaTbfVHVX73J55fMyFot3u1tsOzIDQqJhtPQpRNlkM6X9vuBYAS0T2nr3/4I3dnv0zuA63A7ETTy3IPsfHFr97LW+DagkKxti2MPIfquT9zkgXVuLCkO+C5VPFXHzVHRmqsgNbQRHFg2ZOeMEMhGLqurTYbGvE6hJ0Mse/F9z22IpJP5Y3zfIWSlW1yLl+2AewDgIaqO9W3zc/K8Vua1+jcIEuUIcNPOuVkvWFq3eNd6I0CBc7vkxM6p1MWwX6plqZax5+CXJiUIC/Mw0yUXukQQLpVH7Jk9KmoKDAUFqPLK8hkqPWPf7PPO0Xu5Wj7BgbmXAsOUEVPZYSIHgFDpjIU9i7NvtWaux1i1LHXGeX2dEftMzGUm5hIgTOSQHXPk5g7DSKZMiyvsFXc3PqVMKRhzpXyMUpJxsWMuM5b9nrN2uGzloX/sscf4/Oc/zz333MMv/MIv9Nb5b//b/5aPfOQj8fd/+V/+lzz99NP8+q//Oj/+4z8et99///3843/8j7dStrcMLUDcpqhd/yDb8iY5XHrASie8xXbiQlZb6fV0r38AJ6NiQzpPBoyUesXUZWNdSfURGomzhh8x7nWz1nTulrFkFCXNX5KmrlSkS2uJ+73OGtpn/YdxC8NUmr6kR/4YdTz8HXpKSw/oHo+12+N/UedunPu835Y+jfbi27fHE96qrDu32rpKtq5hk7Y6fMpE5Jg9dSSTK15GCADdJzOvk3PKN9VpnY7tc7RDMWrtb7dtb8+3rVQ1PLrztn7bJrp2OOFblgCoGk/0BLh7vcWStW1TUiRXb5Vump3CA3U07RPSIXeHxs1R4FormiVhSsr0nro5+G2cHz2XKkQOe1QrLX5pHGMRjVFymrOSgDFC7xuEQepRpkfoOzNrfNvUznnKLZGW05LXjJ8fWuQ9EL3hUR42HoA+7YLn3HrAnZ1QKC6BlRHbpHKRvdEgyc6980Etg3qQLqhqY1GpP/LxuOWLVQN/3UbZQAD0OKpKlUXuEYgJrQRYWGHsj6uhGZkGnJe+UuGgrHw0G6XMbu21hrbuPJyrA9KlaHzpFPSrNNBaHFCfFM7gOK0Md00s08KNsRb3tmBZC2e1MDHK2KS3EQHsT/xi2rl/LI6NMwqWVjgYuTY3F93jqThZxwuLiIt9PzLOq1/jotu8sjxH1HCXB7BLhcIv6r1p55zZJVPG3jiEuVqujkeMPJi/VSVAr0Y4qecstOZAd7lrPEa1QCphX6cIhoWe8+riz7l7csDdo8f5wOgHeak+dhF6FHZ1yoXMmTMDwFBgpMBSUVAiCAUjlJpze53XF1/moeIpds0D3D/e4+TiFS6PHqVkynH9MlOdMDaHFOO9zrn+0vxPmdmbPDD+EPPZb3uPvXDP6D2c1q9xbt/ouUL6y1aA/n3ve9/aOjmYB3jve9/LeDzmxRdfbGx//fXX+e/+u/+O6XTKRz/6UT796U9vo8qdLZtEQ6G6g6C+3X9faC3tAMp1xfHFM1kKW2WrDXz9bcJeShG5mC7s5RBQbgHtQWDRAvcteQ4j5PO1StYw7Ud9Qo/BORZwFJx+4L4yu2ykkWxAvxGSQdqhuAzQb8IctY9Tg/qSgfq3mFHWte+huLRpQyvWIjTG1Ab1t83jDwbjKvrNBiWs5grILjf2NqUEhTqm1X4VaF9Rtva2xsywTXDaLOpuc0MZYnOaS+CbSw+INpZAhWnQX96qIZDpIUJvBthYJafS9KwliCmNco9tBM2a2uSUlKFbV/BM98nadEh98xh3+j48eM094+rnOOiW+tVIuWn3E+B5bYciyTS3GWMjqM+z0kZwriGRU3NdQFMfr7uf+TzjqwCFqb2n2/h59H37YxF58/hssxouS9entY5uFED9qKgbGVsDB74RFlRTPW3pEy9b30OeTMpRXFyISpfFNfHoS1EsbmF0Pv6wNqLWPPIOMQus8XV2isSebi86VoVJYdkRRwEKnvlFnTj1QScDFIWLdlNm47+onUGg6ugwYRHvXZPag2Hh/h3LwgoXtTD2GZcFd6u7XFjmtdt3OArH2BkiByNLpcKNucTAXiGh1Nxz7HdKlxHW4oyJ46XT43AEI1OwsEptYVyIp8m4fU/JUYyBDzCzyvGy5u5JwQPlPpU6I+b+ckSlcGtRMzIuKs5Frdw9GvOGPePlasF9csT9xT4W5eayorJKoSWX9YBL5QirsNA93rXzH/DC8ot8Y/mXPDb9FPu6Q4nDFjumoMbE6+59k49xd/kAv3P2S3xo+mPcVz7B/fIOvrj4l4zNEU/t/HVOZcGh7PAOuRfZ+Zu8vPg8x/UrAJzIOQv7Ji/O/5h2sVT+TUBelG/M/jVNItn68hZd2+vLz//8z7NcLvn+7//+xvYrV66wWCx4/vnn+Ymf+An+3t/7e6wKiT+fzzk+Pm58vr1lU/rOnepP+uVv00EAZ9uGwez0uVFHQB9NZEj+UL0kyz2duv0rubdl3ZxL/7yFn6vmVRjUoSl786Ir20jPvKyY16F57KXf9Mke6rNH7057af3N+m7X6xlTrz5tGk2bhhWOx6rSpj0JtIRuKKPZpKvrJjr07VuzrdPvin42KWtkuKla/dAYYnn1Vx5Cxdo8ZQJYzKgJ/e1cvcbP2MeQ3j3bpTXWDrDO9AuGAiQKTfgeZeWhJoMISXJ75rX30vZ95/0klaSnbut4ZDIgJVLKQWND97x2Dn59f3moy8DbDw1SttfseEgKJdmgyPg6gcve0EeSgWA1m2tfJ4Sn9CYbgXoSjNVcHr5OBO05NSbzknfCgfptISxm0F9whpCIUhrraTQBmCfgLySQ3ndYS3HhLQtPh6ohgv1wfJY26QqOOx/GEig3Cqk/8Z54DUmeAnfehcec1c4IGBtLYdRTX9Ii2eC1V39sAzUmjDH4IQIv/6zy0WkkLdgN0XPCQtdby7QIGBx4d28MEtgv/NKvsYGJD1M5Me53kDUxht3C7Zt72o3B0XJO7Jxr9QUnVc1r1QVvVhcs1PJadc4tu/BOPjgwY46M8JX55zjXW4xNweVRybQwjI0wMYV7I6FO/l3miIfLJ3l49G6mjHm1+iov11/lTObc4oJKLXvscu/o/UzMVUT3eGT0vVyrX+al5dcoZYLVClAKmXAoU07qV/jm8gsYGXFUPsTl8hHAJcQaywFXR+/m6ujd7BRXAMvDo6fZN1dY6sy9MSjewX3FUwA8UL6HK8WDbFPeVkD/5S9/mX/4D/8h//gf/2Pe8573xO0/9VM/xZ/8yZ/wP/wP/wP/4//4P/IHf/AH/OIv/iI/93M/NyjrZ37mZzg6Ooqfhx566O1UvVs25eNHIBrvEr797TyZ21z7AOA2f8J2M9S2P31jbY9hQ9072WcHK6a5WSnarOw/3OycvKFuw62Xzk53/8/BZU8/K+Y7tB9GaT37VrXpA45Bhw2Be6pPZ99wRtlNzqcho6KvanvM0ntcOvI6erTPPxmQlTeTVC/23QJGK48ZPXPXM/9DerSb9uknA3WHDvE2pVE/Q0qDfa4B1FGPHsDZ7ieT2a9XH7hMV/Fgm6xt51BI6++qEsB3D6iXrI/mS7KG+wBpzakM6N8f4repdh4ysQ24m1Fn2kWztglQN3rv8cw3fkc6Teorgt+2ri2jpmFfZzrlYwvhGpOBkBagCpkx4Wkvbb6+SDOEJ9FXqfFthmTzkEIyZrqFtzCdSzVQaNrz6PbWajBo4sSLCz8ZF8K2xqzN4UdjoJRkMISFuBHQqzQSW0HypgcOe2taMTiPfLvU6oyDuY9rP/ILYy0pkk8A77Wfp1AC2A/0pvBmxeC87nWDK+8W44bwlgurnFc0DDIjysikxFUhc2xYFDs2MC4ckA+c/BDSMizMXfroNSGL7blWHNsFF7bmWjXner2gRrlWX3BsF1iUSi07UnJgCl6pnuXMnqBYdkqJ2XiNn5MK95blSHZ4sHyMh8p3saNjbtiXuGZfZsmSE51Roeyywz2jd1HIIUsV7ike46a9xuu1y+Ya+O8AI625Wb/Ec8u/xODCUx4U9zOSXUpKds0Rd4/exaXyEaZyhFBwtXiMQ3OVUgrerL7KkbmXu4tHAOG+8ikumQc6x3tVue1MsSLCz/3cz/FTP/VTvfu/9rWv8alPfYof+7Ef43/5X/4XTDu6Sqt84hOf4P3vfz//9J/+09798/mc+Xwefx8fH/PQQw/xwjf+H3cuU+zbUQJlQ3wElTsVWi/Kvs1wg+Czk26pzzZ0nE0zz66NtOP3r5i7eMNeVW/dfCnDkWxgOOMqrA4nOjC+lSEtB6gr39aMskM6RPpNAEb0H792+4487WaRXanbqnrajUjTyQi7RkbfOBpPv772A/KCG6whq/mz23d/3d5lMdrzPbZtgrXeejnFJKckaNYmrws9tBRpZqvtySDbSPqk7e1NWX06aEvPCO+26TfsipSMfA6y+g15PuSibUFczeB7S1YcTpz/XD5J9/b4Mv0GM7y2Ab46Gkof9Sdkeg0gOc8i2456047CklNWcjpI3ZpPzerW2p2jOBXBoy0a9VW6eueJpnLd2rI1m//88gngOFB+ghqVbdJZQ/vQtlZHrYmZWnF0G1Vn5IW0UC62ezaPXufKU4XGxsZLLBlTqZ8QreeiKik8Zc0tfvXmhcBZVcSkUbPaNIN7EQCz+x6yvo5D0imvVwDBc9tMnnWyFPZKlzjqZGmYFtZHu3FecIsD75U62lRY5Lqw3lioYafU6OkPC2tLkzj1gvsNiWs/LZw+S+u+u7l0GWZrDVF24NZCmfmQlkcjE2+fu6V7q1B5r/315RJV2C9LnqtvUGjBrk65ISfsMmGXCYdFwav2lDNdAnBJ96ik5owZ7ywuA86o2S8NN6uKWe0GcFNOGVNwtzngZXuTESP2dIICZzLj2F7nmdmv88jk+7lcPMiR7nFDTqixKJavXvwqlc6ZyC4fm/49/mrxW5zpMY9NP839csQSy5t63MgUKxienvwgR+Zufvfi/8ujk0+h1Hxr/ns+bOVrvLz4UzbNFPu2xKF/5pln+PSnP82P/uiPbgTmAaqqagD2dplMJkwmk+6OQCnpLR54xIWKwZT0obU2AZtvtTRe/w/QQ7YByR3ZOWde2Qrg59SPTePTd9qs1i8tBl1dr83bblXwcxfAUpczHX7GGM19oDCfr77xCqTwhn3tw2LQPj29fr37JDsHM53Fp1O/E+ehmIAUsm3OV9benhJmrTnea4nc4bxWOmEhN5XXx1Hv6zM8yQbrSQgjMXwarxtPPP59KLmnfeAB9IkT/19jrDSBtQx87+k2t5+6/QyoC7hFqP7XUB/eQ5e4zdoEw5GjrpkyodO+G1pTB808pUF29MAOHquWDpuWhppJRr5YMoaa7BtrLJ4nHerQBN95ncDjj4t582PyFtcVRIArLvZ4iLcexpgfg5wikzzeTZDckBu+B71b4F6yL+LHkgyAJK8Qt4g0GA4BMJsM1Poguv74NBMoxYgvpAWoQcd0SbeNM+KxzvflxoLvPers6DqBxgK1DxNZeJ587fn9RettVDiMjnLjH1ee9y9Fnc4x0vzX2VqE4NmPADsb41IlhpmcGKeZzboPbw4W3shAXFx4p3fSL7yhsH4egzfaeHC+W7pb6NKGdTEOKJ/Vibcu/tiEl5rBq26KcNU4uZPCzZV7miqFpGM5r13YSQuMxC18DbJfvFiyVxbsFoalv+VXChe1W2cwMUIhwkXtItlUqixswdhvB3Vx5g3sFsIDsu/WiVhhrzikwGDUcG5rLpsdLsuUWuHAlC4HgI4pMJzYOWe6ZGL3HQUH5VxmHPoIM2/aE15Y/ClXi/u5UnpmiU4QucRDk49zxdzHjk4B2NNdd+7jXlVcKh7moLiPv1r8FkfmXu4372ZP9/ja8o85t8fMWVLpnPvKR7m3eJgvzX+XU52jpNCVU3OJhyef4BKXWOp1til3nHLz7LPP8qlPfYof+ZEf4Wd/9md7wfxv/dZvNX7/7u/+Lp///Of5sR/7sdvoUYhnYIcmcpv72vXeUsllSP9nW2pLR3Ymp7FtdWlScdq6DnXZnptV9YUQv77Zz1BdWSEy3E5ac9Ye00o5ffPfai8MH/f4ROpvp0PKN2RKY/tgm4EyOIeDVBTJ9G7LaTXoqdc/zz2/4xjXlIaeaZFdkxazSZ9tWQN12vW7G1d3k/8epD1lddu/tyky/H2lqA2majVPXof7zjcLXWrIOieAJFpDR/Yg3771taFPMKZaMqW1H+3RtVun2y6Xp8QFtPHT1rNnbIG3HmGrrjmAzbKOrtM0qFo6BBm+v1U2e/sO0KkaHSjZcRfCzS7+buzLru2Gyh6M5tSW5u20/3jlt6nG3uy21jfG3E7uXuJ5eNREiwklLLJtZ4UNdKOwKFVw7iETj3eai+ASCm+FwoLZ3JAymaJCCk+Zwmg2TScnL409UKHyEI8NHnyme+kPWeX3W3UhIyvrvPsiDryHW6ohyRR8fHtJKUFCNlgRz5fPFLUerAdefhjvee088JVNfher6hNLuVjzYyNUqlTquO7ntWVmXZhKVSh98qhChD3GTKWkFBdmckdKxkZYWMuY0u1nFI2qkbiFyhU1F7rwxyiYd8qYkhE+yIcuQGsE5cy+SaUzSsYcFQ9idUmlp4yMYam3sHrBhBEH5m4uFQ9wVNzPmZ4gGCayw4SS6/XLXK9fjp75HTnkcvkQu+YKF8y4ZW+wa+6ikBJDwUh2WNgTwLIjV9i0bOWhf+aZZ/if/qf/Kf7+X//X/5UvfOELfOxjH+M//U//UwA+85nPcHx8zN13381P//RPx7qf+cxn+MxnPgPA//w//8/89E//NB/84Ad58803+ZVf+RX+wT/4B/z9v//3t1Fnfcm9ye2FiG3v9mBR3koiqI1KIzLNdokEWoLYKrNrVtQEzzWbR8bJjbVVbxkaiZdW1cu9/0P1ZK089XUGs8vGvgbay6rssL5tH11GYGV22N6kTANtclDb8GCbtO5u0zc7A2Em1YinCOvKem10oP6u3wz9GfTNzrswhvabl1Y/6n93IvmgvdPYlTUQ5abvrcWKcd12nbiizD8Ng7tqXWlXyZ/c0qrjp1LzWHKDL7S8gOwwdNQP4HRFJJmNSojA0vZCvxXPdC5PmtFqwrhyD3wj8+1A6fNSN/c35eUUmYaMbOs2kW7Ej2VtmwAOlYa3OXii8zcbeVjJdKydhoMvoYKXvUePvnnMIWXw4OYmWk5xaRtuQV+DDzOJBUm65eC+rUPSNfWfvqunlqRxBFCdA15IEWkRt9DURbF1mpZiseKpS9l48jHlRVUal2UA6KEE2k6FD2EZKEOSLtXwkg5gZCzGT0DDAPD7woJhJUWjwXvca5xnWsRlf11YYbewCZCLSw62VGFR+9twdmzntfhINC7c5EjUh6A0Eagv6nBcYVJoDFF5Y2GYFhqNht1SOa+hroXd0iWCsv5YVNnj5KAoMbjMsJOiyeXPDZCRCDuFoZSCl2cLLqx7C3BUjpgY8W8sHNi3/qBfX1YclC6ZFMDcWuYIM1txsz6jpkYQnhpdiXNO7K/gPnPEha0YScHjo8sc6meoVTmtZ3x29kvcO36au8rHAXh28Vn2zIhPT3+Cz138FntyD+8a/wDfO3Fh2WuUx6c/zHPzP+C1+lm+b/K3Adgv7uWhyUf56sWvcsqcazrj0emneHHxx9yov8ETO59BgOP6FZ6b/x4Ad5VP8Oj0h/jLi/+9cz72la049M8//zz//J//88727/me74lg/Z/8k39CVXVB6Sc/+Uk++clPxt9f+tKX+NznPsfu7i4f/vCHeeqppzZVA3Ac+qOjI1745v+Tw8MeKs4dLWumaBUX+k70tZZjvkbWpnSaVjPZxpjR7MsGfPjB8JateqvVzsbXx/Xu1FnRT5+XSxmeu8ZTr+7sW0ml6Tueq9oM8co9KE5zGcDVUL90xtPPp9f+jLQd2doTz9//boP4TTjwffpsypVvVOlpk3Pb20aL0gT+7Tpx/5B8Wjpps02nfd5HUwyZGo3v2VBTn6vaSqNtBENtmTlvPQBBlWGgr9INJ9nmouc65O2CDq32qY2kem3+e2yT9+XrBSAaA3FL1q7LH8/BcJLpdcx1besQAGQbELfkRf5+PPxJr5TZNZuX9t+oS3f+EniX7PRqzQnNfgZ5+dn3nFeejy+PuR684TF8ZaN/9zOEjszHndp4IbEetIFzJ8Sk+Kgu/jjaaOQokI/DyQq6aiavLT98QqjHQB8JrXKdQl31c5GH61xm51ae0Co3JoI+VdZnTgnKufva6q+yoQ1eVyJ1J8gemRCrn+gVFz9vF7WJWWUFF0Wn8AZAaBPy+oo4Y+OilijLZZ714TgETpYpbv7IwFmlnCwt90yL2O8ipBfAx8z381BbR60ZG5h4rtCsdtx4Cyytm7uxScbAUi3PVbe4bHbYYcSFtewXBYU4L/5+abioLcdVxVE5ciDeWiq1XMgcEbjMHjUuX0EhQknBha2Y2ZqxFExMwcg78BTlQpfc0At27JQlFTNZYOoZr9TPcKHHvG/8I8z1lDP7Jq/Wf8lR+S6m5oiJj59/bfksZ/VrvGfyw9zU6yiWe+Q+/nT+Lzi3x4zNPveNnubcXuOsfoNHpj/Ay4s/5Wb1AlNzyFOj72ds9rmubwKwJ/vs6h5/OPv/3HkO/cMPP7w2GdR//V//1xvJevrpp3n66ae36f7fYFnnVZHhOqs8hJv2JdBkRw0BvAFZ0VPp267TJzx/VEgMuzXtoutCBlyCeUXpcei16wuRl+6UGe50wIsaHiDRzyA9ACregnPfi6ahxAeXdpv1bI77NMjsqSDpoRf3S5jvFW06Y5T0p+GaGpj/AdHd45VAUqNBp71kfa/ppO1x78xftmHd+SM0ZbWP7UrZ/reuGFc8fgM6rPXaS3ccje9B9NA5uaLkaq1QcWV7chnhOIeNkraHBm2AvrLfMO52v5pkDbbP+2/pOViv5zg25ijcP1bcw7XxZ6BI61fmxZVM3bXHI/dKJ+5x6EGzSyoslowAViS7LNMcOF3aejbj1PfFjW/rhWb323xeVdrDd33G6yT1HKa+c/jj5Z9Ar/rzpB2Pvf0mIwDUXK2h2EyN/nsMsiQv9gaEJEoSZqIhPQDc5nhcWMrIz+/R1XiQnyehysfXnqN21liBBu0n6B0iz+QmksY5cdsaby/I36L4NQ9ep0KUpQf4lhSRJn8RGOg/pX8TWav4zLguQRQ4+o7iQPPSttp7GS76jfjFuGEeHQitJYzXUXhmtbKwlqOyZE8KRmqoVHmjfomSgqvl/T5sqAtvWUj4BFqRYBCmhWFWw8yecKZvcpd5hBqlwgF/oy5pVH5Tde8RcBQdM8IyZqwHzO2M6/VzAMx1Rs2EhV5Q1UtOcQC8YsbU7FPjMsgqVTw5ahbM7A3mesLM3uLC3oz9Ggxj2efUvsmUJTvFZU7qV1hSUpOyx64rb8ui2H/vyspY5NtRXwY6gNZrou0SXWXtt6EPCZ4OQU8SpSGwA25h4YbUGmB4EWq8BbIygVRckNrfp/o+JWQE7jxthqk+K+k3K4rD82voNx0qCsP0myi482RxN/8GQA00lDWAEyInv5tNdoB+0ypbLbBtGEb+nOxZKAy6+g1OW1YHYIfzPfPcrzQSWA1SwxPJ9hyTYW5D2r8SnGYIrrdfGp74xtBXyu0rudG3pl085TyCbHlNhxa05tSVYdkZuO/bHWREFVrwKuJbD8BCPO8IBJNRse6w+4tuoC+/qW8s7fMl3ld66mbb42kR/+upLFnFTr/Z4tt8cwMEN8F82B/G0l046/RzR6XZr5AST4UxOMaz9l8yUYW8b9fKxfTIJPjGRtR7ZbtRbkIJnu38/M9t5TACERelJlBrQltwNJWgo6FFq9JkJLjNbZMh08X3U2SLXU1mOCrpzUBYnJrrEfpQFdTTuFzEnOSNV2tiiMoqGA0CJcqMEFbT6bLQwM93sp3H20WvgQDSvYcfoTRKRTp2gUcPMDEaF9gK6ZZXGDgYKUsLp0sn48jA4cidBTcXzjt/z1SZ1a7vENUmBN0uvWfehbx0+0oRH1Enze+kgJmtmVnLkzuHLK2LkjMywhdOv8BISh7beZB57a6FiSmoVZkYw8QIbywWTHXMRAz7peG0rni1eplnFr/Pp/d+kgVwKo7Ljt1hycgfE8ezv6884KYu2TElu4Xha/Y6B+VDjPUyf3Xx6wDsmas8Mv0Bvn7xG8z1xLe3PDb6CA+O3s8NOeG16q9QXXL/5J3ZuSa8vPi8m1MSs6SUHd4x+SjPzX4PYwseKj7BK4svsF/cC6P1CV2jnI1rfrfcXmknZ9Jh4Lmd3NLfY3S7KDmdiEC2A6r6imZrDmQTI8Vk/azTzy+cXckJ3yQykfGZXQdBVmAwrqPyNItzUA1kjRX4tmSU3bYMReQZyOaqxnRDSPaVjbLBbltvxfEY4uG/1dIxWFoGRjRMo7+vXzcgvuvuc+UNlU7Emwx5rjIuOjr4v22Any/gtLLa/hCPfG2wobVLq2l7uvPfQ17wVTz6XL86qyOWPDxl3JxnpO3TJy8NSkn6nSLGePiq3rfts+yKB1iuLv7yaemx1tOd6yfZcfH99bQTSJGABrzKazprMrpUWmA9yRFRB9AJBk8ygvI3B/k4wltD9adJKbXL7OqpN21vfd9qhpRIKhliRjTOdx5qMyRral/xiYfu+rPZuMPlY3GJp3ItOtp42ysAbKuKMcQ3HY5uYhr9u7rqt7s3JYFDL6T35+rnM9J0aCZuUt/WiGK99z6UGLXGU2qWdQiJqTG0JMCuz35rSRQYkx8yL6so3DGrgfOlYWycHgub3hhYJMaBnxQhUZUzCEq/alcVlpVE/caFcrqUGLZSPXifFi7KzaRIYSvDuAoDN+aOcjM2wm4Bc5sMhhC3PtQ/LAtGUnBa+YW0qpQifHjnRxkbYWw8nckbA/ulcFJZTr3r/0xmXACThQP795WP8kD5EJUtOSwK7i4nfH1508+dMJWCP5n9S8ayw/eaT3GLM25Y6+10p+RY9njXzt8E4MJe52sXv8r7xz/CVA6w1Pzp7Be5YME1rvHMxW9w7+j9jGTKH85+gaXOOCzu5/7xB/n67DepdNY4JRd6ylcvfpV3j34AS81XL36VWmfcrJ7jVvVS+wweLN/5gH7jbKYryta0mLdQJL/874QO0jP+bQBr1n6dDrn3Zd2Cw0a7DUIaIuu9s9JQotV1ABrDyCV5oIReT31oH1xAeVvJ2kb5GQAb2hcqDM1BOB9abdyCsp42Q/QikR4vu/+v1/s7FOYykx1B7YDevl6iJmXgONeh7UrbBPS2Xau9urX6zPuK27LjnB/bCJql9bvZvHkYB+Yyr0+PnEb7VRVoTB35dK6aMmnVXdNFb7uIPHPLINTLwOmQStmGBkAd2t7otiV/G4Mm6BcBa6tplA+JRiURZOee4uD9Ds3iNl+zucODe832xe0E/O5PrXyRpes/nQYOJafpCp7o9Ddqqs3FmumS0J6BN/XseOvbhzk3gkTBg+v26RoXJ0cjJexuhbzMgXqPtz5cSo03AmHRcduoifq15tnPXXObA6nidWhz6J3x0TqXJaOlaLiTpwnKee4tO6lBnZEMzOeLe/PFqLkRFdcm+J6WmbzcaKk1efwDVShw3ms/BeKBdzAa0vnr7NVpoRF1WHWLYSGB+8CBX3qQPC40zoVTW5hbp9ekaN6OS0NMXBWoNqWAFC6bbK1OB5cZ1hkGYXYLcQbAaeXO7Gkhno4TQLsD+4U6b36pjn5yUllGPtoNKK9W54gtEe903JMRKsoNvaDQEhVhKfDK8i94QO7j/vIBrpgdSi0pMIgI94/eycye8ezi8xwUj1LKCFWoWLjoN1rxRvVNHiifYMdc5bx8J5gptZTeMHF0nR12eKB4Fwu94NxeY6HnXC4f5cg8wCGXuFo+hailpOTN5deY2VsUjLhcvhNj9hgB7yzfwwkzF+Fea65Vf8Um5Y6Hrfz2F/PWP5Hase5zh0pvltm30NeqbLXrG9M/D8PFhaAMp84G+m6qS8wyu0LXOMahUzfMQ78oBa+7DEz38LFYGX5ThufcOd5WzFOvvIE2vXLcvHT1kv45HdSzLVv6++uptzoLbXtbp2Lnt8ZrIu+z1Wad7KCn5G3W6LeqSJ8e7To9ejbab9PXbbRrddkt3ojbVpctS/9p2gph6S5GX62JlLYarpCQligpu2vIotqNppI6ydqtGIfQ0r1hzLdLy/LpnMYeljfWLuABqkZdpPM9qx111wjoUh/59/BJALtdJ/zOveM9I00D0US5iSMIhk3L4PEaEiLehGPRjnATQguGvttng21MYj62MK6wKxkvQV5zDL6O3yOEeXd1bJhJr6MRF6M+yDLZPOUlLrYlgdVQt9awSLn51iAA//BxC3Txia68ZxvFkuRC801FGkOuB/HlaLD1dgqlMOkNRAhBGeLSB0Bf+UWtE5OFpvTyl9bx042kEJfgw216/cJC2ML3qbjMr/Na2SmEqXEGQKADGXF9XVSW88rVXXjPvePow07hot5MC0dtqtRyslRscCihvLK84NxWlOIosodmyr6MOdEZcy640Atu6Dmv1F/hxL4BKlyWXaZSOga9Ku8cvYcrxT18c/klsAtGVhlZpUCYMGKswvXl1xlrzWVzmbvLJ1kKnHHOCccYGTFmwh57PDL6INbOOK5eZMSUe8qnuKt8iJHClfIxHhi9n4fK9/HG8itc2BsUMvHyLJiCR8dPc0/5Lu4un4zRdTYpt50p9t90iVFuvvWPvg1RbkLZjJ5yR8qdoubY2wyDuWnoSgDV1SEiO/XXUXZ085CMg/WCV057j1njOawr+PkD2WVXZnldmVG2X5+Vug7NVy8NRfupM32yV+nZiUrT0kEZ0FVbumq/nr31Wo/xTcbdq2ens/7IOEPjaEf46aMOteU1dOq48Ybbd9FLqpvv66nXmf6hCDidqDIQr4BOpJwEyppZXjOwlntz2/KzzKqDEW+gmYHV9keVQU3yEEc9Eij1Vm8ak67qtxmdpxPxpkV3Ud9WrThDRJzOvdFscnlhbNqE/05W0wkRxtaQE+qGvy2aTsz62pqH9unV5KHnOicZQXabX58SMfWEuFTxCZjonS/rkXGg4oQSkja19YOwgBPy80azeiF6jR+pbxPY+EFvmvJI9Ss1Pmxm4qtbFUaFi21eWUOtxoN27z2nqV8+zoZX3v+tVBwNiQBoU18Lv13xnPqMjhP492Xk4xPHG3pxARfxVCBp0IsC7z7oETz2AWQvrTC3hmW2zmQcjBd1HvlRZvCKl2E9cA9rGwJQrxVmtTApwnGA00qcR15cJJyjkXsjMCmU63PD0rp2l8bqM+7CWUXk6Y+Mi1F/7iPWPDgdY8h5/Y6yowp/ObtJZYUHigOWNoWRPfDZZWsLZ7XlcOQWtt5c1vz++f9JYfZ4x/gjPDE6wqrT6byuOZELaixHuuePr8VS8yezX2Sup4xkwmf2f5KFFWbWotQIBTftK3xp/us8Mf0xzuw1Xl18kSd3/jqlTEgrRWoKDEe6x64Z81r9Tb44+1co8HD5PbyjfC+fnf2CS0pFCkCSTM1gECuw/DeXKfbf3dLyGvaVbUNEDpWMs55k3wbAj/HlVwDJ3v5z3v+aMTV03aQffwdasWhTs/5XZpodjEOe3aF6stBqt+aAfKGXdpK7IFfuayMxYZiC1L9P8WncN6bf9GTnFbrjWDWGjmq+boNjnj/oV50fm1CHwlNJ03RtQtEx/um2sk3wHw3pJ836YWwr6TwrSuRcbFZ949IexrrfoXiO+B3Xp6/LxgaPLjbot1FtVf01h7LL419TP6+HNtvnXvG23NCkRWfJ20Y6T9gfqT+udVu1Rjz5uE+zU1piptNQyRkDSlwgHNr70zf8bbPe3PfmxDSz0iZYEVTWDFRLsEEyERqGmF0uicbidsRtjXlUFBP17ZbM0x6NDYu1JhoO1oMh05jjxDt3Ojeju9QR5EKJzWznBKYVoRAbQbZBXTZWbxSE8YQ3DI52klFpRCO4z+cJTWEzA2desxkP+0KoyvB7qcIIt4g4ePItxAy2pXGGwcmy4GhUR7A/Ni5Zk1VhGceWkllZdUZJoBcFL7wLnUnspwD2SuWidmewW1NBlHFWOdLN3MKkdn/BeeUXVjiuas4r5fKoZK5usW5tXez5/dIwNiXntVLggP60EOZWqT30OWAHKy7M5V/OP8dd5V08NnEhz611Ok6NcK2+oFZlypQnx9+HpWDClLGULBXm6sD8rpSMpKCuleeqLwKGK6MnuGf8Pm5WL3BWv8Yb9oyxTjEung4XsuCCOZY6mJce6BsEodI5ry7/nCvl44xkwtcWX+SB8fs41RkWy/2j72FJzTPLP0Spub94iv3iHi6YN86R15Zf8lz7zW/c3wX0W5c1gH6wzm08Tfte3zfEbPykSiAjNl3XVga+97dL0VI2qB+fBptEwnGvR4d59V7WECe+Pf6hOvnDrYNQ8r/+ZhifsmS3756nZgdsu/96w1NGINna5x8gnbOql9MdnqY9aK+9vaHnOtl5e99gI058mNseXft48tlvJS3mHK6XgaVw7rUe6nm17jj9f5rtXAvw+4aZ7e8Fke1jGhDXgF59zVv1VlLyOzq0wbVmQleVUC8/3uv6yvTTDfqJ4jdIvNTprym/Ox/ZuNv8fXrqtUB97yXWo0f82rk/Z7L8vSxUzgEcnbapf8jmRdQPw4NODSGAs/O/M99JD23N8+Cc53Ml7TkJv5vUlXwigu80ed61Mx/5GEU13VO9/GYoyzREFy1HG+3zSym/VNI48/7C4s+0qFckLbJV0iLTaGSE87h1roe4+MEjHt7kBC45EI2w9joGRxx1c2ghOydSN4FuAyn2PBHsC2UWOlM1edWXNq0CMNl448LcbB7CXDmqjmQZa51nvbZQFskYGhnleGm8IZQ49LUqtSoL/8atLpIxUIqj7FzUcF5bLo+dblYdON8pAk3HcLJUFtRUFvbK0i+wdUbrjoycXlhu2DeY6sgl2lKoVKnVMucWtyxYLShkxH3lI1SqzKz186jUKHOW7MuIEQVzKq7Vz2NkzBV5nMPiHVitsTrnROcc6IgJhhpLRY2I4dBcodJzUMuuuUzpM82KCBf2BjN7kwUFr9ZfY08fZqFLBGFqLnFcv8y1+usA7Bf3cFfxTq7pG4BSyJiJ7HFcv0hlLxBVzrneuW76yncB/Z0unSgyvrylDLCZ7AZW3pICtGnG1k67dljHYfThsoj6aDiraEOS6bPy7YGTp9QrQP1ARJeWjCH6TAzNCQP6hvb9mWNdqMnwwNqgxDZ34G1OIMluGgUmRpVZ3e9gOMo1UWnU69Ok7EgGite9CfAhSD0lJQCgbhbZTLdeb3+rr/Zbgg3Dcg6WmB12QKfGmLyR0ZqSaCS0wXqOUIRmu3Z0nKHSkel/aCviTSfajkcw1gM3kZSdNlSKbTJQiP/dWICa67MCTA+1ycciGqk9KWymn6M4puyc6cxPAilNL7wfp/UxTuK8STY+174NfDve95yeklNuwr6s744etObR/059decmetNbdZqnYNPDvyoufVv3dt1cn3YCqDZg9T1HygwROGtegUgv8bSTPDFUnQNgD3yNcb74ZV1EsApQhMg2SuxHcTQYV8diYwIpYn/B0573ZTyyVhI9J8xrHtvd3ZqcIeJ6SIBY8TQcFSbGxvCWjWOK86gHL3wh7n4U3iqEhbG1SnybUHqwbdC4uHXkufGz2kXgMaJcHtfx/BsZB7IdP9+B67Fxc7S0wrwWCqPslZbjpXvrUeCi0FxUEmk8YQFtrSnsZG3goFTOKmFphcvjIhpDSwv7pY/eI7Cs4LAo2C8K5rXTwxrllYsFO6bE+GfOfdOCV6oZLy/PuTK+i9IdaMaFcObYKewXBY9OfwCjBa/MFlwqR9QoJ/UJv3X+C7xv/KMcFQ/yCjd5vLxMYQ0zW3O8rFmqMtcaBK7Zs3CCUVFzSUY8XFziW9UN7iuf5NHifdzg1J3zWG7JKQe6y2XzTt67/wS/cfrz7Ms9fHjyHwKwYwpKOUKnP8Zz889yXL/YuiYs35z/dmPbBXOu6Rs8M3MhMe8yD/H+yWd4bPKDjCiZWsPvzX6WTcp3PqCXAszAMAIAC2Ds3+RygV6gvwqEbiIzW/C4FdVH3hoVR8Pta3VxHtbhkI5JpjAYTSXrNz47e3nz4sAmhDtvfz899JukL8gqoLfKcBik5gy3UTHey9bXpgW6BZTCU2kGdMvkqMkAyRAlqAN4m0gxxeDfko7j+5ecChM85+35Xxe28m0t3tDI3/WvNQo2NNz65EUg3Hf8/F8d+D08gkbwllja7ZRWhT5Bq/tycjKwvNLj3dfHGuBODtZdffGgr69eAHC3UzZ6GxBBOkAOxgJwdHVyKkq8HeMhbPMSjmEaY4jMFd7xQf28gduYlzBPwUDRVt8DRklDbANsS0ePHOB3FtkCYhxoDvNlxIIxqGrzBWmuqzYXww6do4HWkgB284SNXnT/5sL2AGhX0Y0pAP1wNQevv4iyCOsUJMS/D/3HqQbcgtXUPu0LBkCR0W3CJ19FITgOe3hrEuPNZ2MqVL0/LYSglCjHgfIU2aaQ5GWvVDxA1kiLwSil+IWucX2EfxuhzqvvvOlKaWCMCxVZq4s7H3QrDeyXTm4hLiKOBQqRmJzKqo897733i9oZAiPjdFHg9XnFrFaujMa8Wp9i1HBJdqgVdhhzF4aXLpbsFgVTYxgb0FJY1C5D7TtHh1QWFrUwLRzgP9R9vrf+D9iTy0yl5MroEkYLzlhwLOeI7jL3GWAPdZedosAAZ3XNQ+MPs2fGjER4aHTIi4uv8+X513hq8ikqsZzoLb41+yxPjT7OTnEvlVXeNf5BDCMsNV+e/yvuL5/gSvEA35z/jk8c5crLiz/FqlsN8dDk45zUr3JSvcR7Jz/MG/VzvF6/yqOTTwGwI7vxHHizfo4bi2d6r4m+8u8AoA8Xd18JT1BfZx3/HWg+UQeA3W2VVTrmfW/ZXxxTfnPfRIZkf7ZpG0DQKvSQqjq6zAbopH0c+6gkYZeIxwYDdWJ3Q/vzp0uzNGgenTrtuc7BL36crX3xudODmAR6s8M25re1PXofu7IIXsuwYXDapatO42nVHldP+z7d+uaqQYUaQo3SqtdTtY9f0qbehId6Y0w9RkVHT+3Oed/cdUC30DnH2tSbhoy+c6BHxlDdvtIeUp9hMDiGoGcLqXT60ObcrDIM2m2GzsF4rFbJ8gAtgNdBAyIf7PDl09atEU6y5xJ0zVs65nr36ZOL00BuSNUSEO+T2z9d6XRbb4RIpnX8pbLy0deRG7z+3uiQDGgqrNHB1UxPXY3XYfTUty7LNPVNudEwSWKzcWrndwhHGQB6kBhBfetcCPVywyinREW5PedoXEwcYUK6i+dc/Vz1/NO+tUmrXq5uMHjcG4BMx86MOQmRpqMgWY0A5EM7K2ntQXjj5eokvQrfRkhoKoSSzLsVX9+EfvDhJr3hnVd3iaQ0arxTCFN1/PORf9th1FBSYFXj7bFO083MWo6KZFKFl4hjU3L/6EGsKiNjODBFjGO/pKb2Y5yagl07wq2/cNF4dsxlSjGc64KJjKj0gpv2VY7rlzHFPkudc2ZfZ84Fc5ao1uzL3cz0jOv1S4gYjBgUy5l9g6k5Qjjg3L7Jhb3h592wa+5yVMTCsmuuMrJvInqOpWLX3MWO7FEgnNdvcFy/wi19lU3Ldz6gX/VAyKkiQ1SYdml49e8ATWZlya6e2P9t9rkFLaarQ/DWb+rl366NS5SUe2GHDID2GIa698G8VpFbRejPLut1XzFHDtTLgA55++at2eH5ngRNkRazirLTmseBNoOZXe9EGQD1w/XWHPdNde14+P3Ys9/ubUF2DvXp0EEKMgBch84/X8dmbVbq7f8bpP706NRuv8lh7NBi/N91bTsYPAAbiaqtP41aVJWBvt0h1BgVJvTjpqgLRDf3sAdQH9TuA9GtbQ1usB+kR/mNfsUDtoy60tUzDTaPkrM53z/opvF8iXzxbFFmBLyNUyfFZR/y5sdY+NJdZ5R07D/R2pzuJmc9VyQYZw7cV7ZABuTFeQ/AEzfHVk2k0wQPf6LjNOvnYSdzAyLIdwmpwrmb6eznsFbjpzuFyQS/Yit4z42Ni1ol6Ii79o03DkLYSsjDSWbef99foMzE/kiGT3hLYMKxirq6OiHrrJAi3gjOcx8j+6hrG6gstTcKE+DHh3BsXvCBc19boue9EBd6cuSpPsssxkEh3hOvsPCOpqBz7Q2rWoWFdQtjlxbmPincwrroNUbcPBtcfPlSQmItoV7iZcClUjko3TLTkREeHu9HYwFgqZaFWq6Ox27RLcJZFfS3zGyNWQo1ysJaTOWiFY2NcPd4RGXdvI6NcFZZag0GhHKpmLBXlCyt8mp9wonO49RdaM1z1TEPyBFLq9RUfHnxmzww/hD75h4AzplTcAYKR+xxvX6Rry8/x8en/xmHxS4qFwjC1dF7GMkOX5/9ZnaVuI6Oyoc4Kh/ilBmHo0eZ2Cs8M/u/eXTyQ+wXe0yk4OXFn3Kmt9im/DsA6O9waRsBQ/fsbfnrG/ffOiRbgXNfGnSaLbnyMcnUhhSlQPtZ008zas0GY1qb9VVQKTbILjsgI8Sqh95+nKdlTfsh+sUQzWYF/WiYftPTRoRe+k0flQZnUKHaBdZ92VwbnHyN7TvhKMNaidwQMdm1YzMwblqc+k2zyLZKLz+/TdlpU6bS03LzjnJg3icvn+NoBGwofyXX3n9stkGyukMGQNv+aZdtePfBAAqr63rrZYbBtrSblpw4vLjOIHk+E4B2v4foN7n+eRzyRvjKLfVyAlrgvp2tNowhzL0HgZtldyUMiOGHTNaHtiC0H+uq0lz46hrlXu+2UZIntApGTmKJSWznor70GT9K7ekqbf6/oBQm8NxDhJhm2Mxcjrs9mKhn2i6ZgSSoBt69Mw5UvVfYHyaX0dbJLT2XPV9LEDLAigftlrRQVhGW1lCI9eepyx5rUIzxhpQ/GCliDZGTL5nORrLETn5OghETjIqiNQ9ujh0YD4BaNUXR8cRMaitxQa/j1LvWlXVZYEN0m+CnKHD0GqvCbhEMipDNVlioi0dfCMwqN0+XxhoXtp7XQinKuRVuLJRpkd5OVNbVLcTV2ytdxtjTCnYK1/6sdqEuBeedD1ScWqGyyoXCxBTcP3He9bJwb3WWtfKCPaVSyw5TLk8Mpffo19bJXlhlYZWzumap7rhdnYyorOGNZc2fzX+JK/Uj3Dt6F/fKIUeyyx5TZrZmagrCKoulKncXT/Khyb382fyXuSQ7XDEHfM3vn1Byl+zzJ/NfQ2SHx6Y/zBfmv4pSMZYdPjz9jxjJLmc2LWY98JliS5lyvfo6by6/BsB946eZyAEALyz+iFvF/SzHH6HagNbcLt8F9J0iA9976vVmqN0eqKxWJzzl2d6ACLzuvGzKAcZkXpp1Y8r7WSE/TqdJdVbq0wI0PcJciMZVfQ4BqNZx7unHPUxWtBdAu2gp0W9a+8T/F0BTWx0NyEyb2/varN3eQB2ZXt3tw3PcN963em5L40/HSFhHmbktV7fXPXh34/eB9vnPcFyAjY5j3zgSGu2X3zleeRkA8y2Vujqs2Z/XS+7qrI2SXPOhrp+/dbcCzev7jd7T2Wm7sUHg27faRp56GEemc+cwdXTbFHiT5mhT3XBRORpTq+FuIEnskOxc15YnHQ0QNPfA56edtGSkwYs046pHbXMjqDHsnrrZ/vCMUK9nu3aM5x7fmjTpQBESty51IWUdDe27/bvj3aYExtnUbD4kEH6cLEcFzWRJM5Nq4OT7WSNpD2FRap09W9vzZLL+wlM7f0oEuUZC3Hsfuz6jN6Vwl83oNIWErLBCWnydTjSJc+re2hiS0RTCaiohwowwLZKZvPQKlsYnmfI7woLa8Al8/0IkxqwPp1vwCcWMsP57PgeBaIo4A0Nwbx7O6pq9soheecWF2yxQRkY4oGSpilHDRe2yxZYiXLczKuvmb08mLsGUGCqr3KznVFguyw6z4iH2zBUfLScsioaFVOQBRxdYJlJwpbzCY/p+dswRFsPj4/cz12Ner865YMKeXGZiLnMkV6jLh7nQGVYKRKbctK9wbm9yV/kEADvmMhNx8e7Hss9BcR8Ac3vCgnPuKp/guH6Js/pNXqu+Sq0Lti3fBfS3WwbBfJ2ugsau2wVCbY49K373lI6eK5IoNdqlBwV+RfjKLrMwk8nw6K+cZySVHupKQwcV1oW3vH36Ta679zR3Hg7NCBrN/QGAD9FvxEe/aY2J0KbVlwAYOkm6BtqkSDQtxfpoHkOGyUoaShqT+rvvbVN9Ooc4PAFW6N3Hm7/d0uC2++/5E2hVP/5YdqLarHh7BGT9+f9WUX16d3XPx83ardnXrrZB3QafuQ+YZ/UCuMtBvJuuADo2BNObjKFNacnfGgTPrgYQHRVp0ojW9L/pHHXbtqyIKCj9HZKdc8KJuzPrQFPj2DQcI00yEIl2TgZ1G2V40bEr0QBovynwNBDnT3FeYslAaEBveVz3MOYIjyW8FQiHpmlQ5OdTDnYt0SffcLoE2pLSBOKBtiQZik8gXeJbB5feJwDiNP40/2kG06JbzRJTJTAejoFGnnqK3BNkGKDGUZJCmxzQI8mbHhqORKk8yM9pOuEWpiKNW53xelQq1LhoNOGNwnkljs/uz7V5LYyMo+QsrcRFtJUKSxt0cYtcQZgWKQkVJOAuOK+7Khhfr9Y0tmnhIuWor+eMC8tpXXP3xEH8hYcdS6vUAvul4b5il4VVjtVyc1kxEmVihFfqM2qUEsPEjNkpHCf/XGteq06ZSMk95oBLk4+5dQHAzC5YqLBQy0zmXMRTw52xE7PDgdnl/cXHebM+44KK753+AH9w/mu8Xr0EwIen/yFTOUCpeff4Y9zighOdccIZL1VfodY5j00/RU0Vj62lYq+4yn5xL5aKl+ef58Le4PHpjzCzNzmzb/LK4gsYSoQCZXMa9ncB/R0twtsetrIhsz8M41oZ8Y60IZ2n0e86Kk4+B+tpSWqKtx7eUkyi9OhAeMs4bh2IchP07gL/FK1nSMctqTRhTNuErRxo06Sh5IAzzEczVmI//UYcxalNn+mhxahpheiM9Vpz2mqf5mEdcuyjzEiLwtOiAHUAdLvNQD/5m51N1gWsogqZAGByHRig4kgW9lL724d6udGT465twGVo65CQA35CJ4Nsow+FlV51SOB0gKJyW8UENBbAYat/8f316R6qCCgB3A4bH6l+4NF7ABaNAQU13bpwe2ONxoYfSE4haYCyAPo0Tr9ooJSkfvOMpUCkKPWHpHQSw6XRfAmofTjfJ27K5idSdYLQTC5gxGIxMWBB9ECj1DaFTA5AfagEfeLoMmqOQDQsQkbYnOpjjGJtTr+xudRoW1ubwLwq1JhIg8mzxoofb4llVCY6TeXHI/G/BPALYxuXkUEbx8rZYckz7+Qn+pMD+c1oOVI4Cs2sNm4Ng5+LaWGZ14alB/bhDZoCY2N9RBmh8mErC1EOx7XjvKtLheRoPI7vHhayCi6SjeJuUxe1sLBuDcGlsaPRKO62teNd7JoBexc7HiZF4N7jx+Juo0YS4Af3ZqAUw9Xx2Bk9XtY9U8P1hWXmBSytT0RlhCMZcUtnvFafc6h7nMuc2jv/CnGm1Jmtub88pFblZr3kqBhhUc7tOb99/r/x5OgT3F8+xgPju7i+XHJmF5zKjIeKS56CA9+sbjDRCYc47/pDk49xZeSSQI3Z5/X663xj+Sd8dPofsytTxlh+9/xfcP/4g1wu3sFlPeAL81/BmB0eHH+Ir1/8JpfKh7lSPs4zs1+n1gWK8tWLX/ZZY91Z8tj005zWr/Pq8guD10q7fOcD+pz3Dekh/e2gw/Qr1N/v2xK2Umhkk1Vn/23evs+rvq4YkPVxzH0HbLJ49o6Gt8T4yAyDBGD6s8sGcNIfttI9yFaFtBT66DfJa9gX0tKjrL6wlYP8/A2AZ2NIrad38EoJGy5W7dGl1wO97rhAb2z7vjmNyGZQsW6FtW0G9O6cA9ljNwfTt1U2UWqgGU1Ver+36nZeNLTlrNJyUz53o19dD2w3qRfn+fYMglUvWBqhJDd8KxBVHq4SgW3/raDHQMjUCwZHgJja7qz1BiPeQrysNu0mFgPtcJXdEq7l7lw0+PNZ3w3d8cZSa2/by9+xATO+fnMBbrNtCBMJeRSitLAVmoZMemcUDC3izLq+EjDOLx0jIS593r/z9hsvQUnc9Pimw896WtTrSmlsHHdjLUIYE0AA8P4zLWpHXcnk5PLC4tsQBz5Eh8m59s47rhHIFeIivlTWxNj3lZ+T2vdfaxpX8DuEa6hWp78VdWEiNdBsUljM4wXsln6+jPg2rv+RSWEwc3C/tI7LPzYwLlKknMoqt5bK1AiFCLUq55VlYoRJ4Rbgjo17bpxWFqsuy+uxzrha7HKgI0rZZcKIwsKFLrmhZ1TVBOMpr1bd2TQSQ60u4o3Vgg/ufoRL5h6mUnBa1RSYSMVZWmWucxZUVKpM/PjO6hrVgkpnXKu+zk1GXNibLHXGNxZ/TCklpRS8d/phxnIvE3ELXJUaq5XThyWlCrtMsLpEsZQy5ero3VxbPstCTwHlzeUzLPWMbcq/e4A+ALU+QK/KSvrG21aExh0pFLXd7VsBCOn+3ObdcOy7/WRaA6ojD9nXHaye6bf6qUvgNK5FIZGGs2I/rK8zuN+D/R4wt55+E9o0Zas/LtIeW5yTdv0BKk2jTZ/uPXPXhzoG6Tc9YmP7tNMZA33gdz2CbEbjGALNmwL2tg5tYNRus0mdbDur5hq2vt42LRExks6Ptt7tukPVVqmX7dt8FBkY3KiRNs+NvkPb54nfpjQAcAustm+7G/Wh6Tobekvh6+U8+dwoiUAxO8WbGoaJD/ID2M3UzC9jL0/aB0xadfJ7aKZTHkM/Ukl63nL0GT0xM2zPm5mcgqMa4L6HrI3zSztT2HcbygF2fusRbXH/tRnst0kJi8Ia4xJJrHz3QiwYSP54SAiRmrfzBkIA843pSVShUqwzAFSidz2A+5FoRB1BZyPqQHtdeC99MgCsSoN+YxEXjx634FWyM6j2+ru4bx6gK3FfrRnFxo+n0mxBLj5GfTZe51YTH00HQiSf0ii1+sWuI7dIFqsssnkPdBb1Boh6XUJG2JFkvHuv70Wl7EzS03FuNXLoL2q3wLY0wvG8phBhSc25LlB2mJqSHcp0bdVwTU8QNUwYURqhUosRYSKGM3uCUlIw5qnJ+1GEhbXcWi6YmIKRFOzqhIW1zMXFqw9nWU3NzfqYWgSl4qx+lQC3J7LHdfsSlc4ppeQHJ3+Hyk6AghJhKrvUUrCw55Syw0R2mOqYsexjqZiYQ+4p38Wivsmptcz1nJv1t9i2iOrb7rJ+W8rx8TFHR0e88OJPc3g4eXs6sW932Mp20TvT5+1ExsnLNjpsG+1nE+qRsj4SzhD9JiuyllKkK2gZ2h9mEv9I0BWc/BW6y5DeA/Sb3ig+q8Ye564tu1uxE15zlezWdsdI2LB9q59uv9qvZ/t3h+7SM4YN2nRoMO3EVm39cxlteX3zkMvv1Sev15bV0s1mO1vDSEiq+b1zR++b7lg/gdUIBltqORnpqa/W9G4PQC9wqpvtswWEvW0SqEXb21Pd6E1t6NPqSz2gbO2LfWjrd95UpVdeW78EfDOPeO7d9oApbW/20dDfA/pOplXbothkOrcj+TQ85A39aNRVTyFSDb+bfdosSk2+r7ZNB1mi4KRj3tdnnlE2N9pq7x033pgLNJkQDjIuxsz6dTSXZnhRBxaN98ISl7qEOc0vxXaITBeC0rUPSatqnxgrLOep/TYg0nAqNVTWUEq6sALJxp15ylk1ivbWpKiZ1wWVCiNjqTyVyUjwtrvzY6nCvC5YWmHsw0qqH1OQKwJLa+K4dgob6TPpDYij+Sw9oFd11JylFZbe0+6OAZxXhqNRjQieShTCXcJZJewUDlBf1BIXuYbFtKUo4yLMuzNuLur01iN47oO8eU0cU+DNq9djr3R/T/yqXLfw1nnK3XmknNuK+yZjJoXztB8vLQXOkz/yrwPmWvNX82tclQOOijFXxgV/MbvOmJL7il1+6fjneHj0Pp4af4ixb1OpclwtARgZw35RcqtaMhbDxBi+WV9nV6dYveCPZ/87T08+w2XzIH3P628s/4QXqj9HEN47/mGuFu+M5+nr9Tf4yuJ3eGrnb3Aol9jRMTfkBEUpKLik++yYgmv1C/zx7Ncyqc6su3XrFoeHh50+8/Kd76F/O8uq2PXbhIPcppgenvy2Nlf77cRWWWRhZbjHTl2hQatZS+PYhFoDicIxUG8D+k3ii6+g36zKVDoQOtPdZFfRbwbCVq4qg6EuhygvA7QcAaUV+WeIRiSmOzcb0ZrwL2nW10tjSPV6s8j2HYDbCW+5to14akLWf98i4sGSuVw3qh5AjKbfoS9PkWhSl2RAduZ669lF6KJPvXz/Rjr31B+SYTSB5NxTvmrha95msH9Xp5k5NnihpeEt7g0nuWnp0bMvRr7zOmbHydIdX0O/7LsHYg2joHXKd8B8Po90+2oAbnGOAo2Uv6RQskObB7Dpac4XUab2bZpMNLIIp6o7H9tRcxKZKPSTspIG8JeWmTYpJ0Zsw9DQbOyRXiOpbbitmeyYtdcapDGmPAS1NWBs6lsDmYZ4CQbKjcnmJID7AObDSCqb8e4ltREcUA60GLfQVWOM+PC38l75kbEU4r4Hygykxce157G798iOUx/7CSNVty8swDUCi8wIAGJG2WnhFr9apBHVRhVGHuQHY8lk+3ZLZ3BUFiaFxvkSlLkN6xdSMqjAmQ+6Vuoi6QCIdV76C6scL2vunZbUCsYKB6Xz0ldW2C1HTApnWBiEqUmLjd9cLNkrHAB/bHTErBZm1jKrDZfY83Nq+Gv7P4rRfVSVk7pmrygYG2G/KHnTnjNToJq6hb9Y5vWC5+ef5a7yMS4V9/Hx3R9npFeosZzLnCuyy436ZZ5b/iXvGH+EBUuvk/J89UVu2Fe5b/w9vLL4IhbLw5OP8+rii7yGZcyUx8efZC4V53rCX8w/ixFhqReA8NTo+zm1b/Jy/VdsWr4L6FeVPppMLNmKjka5nadK7JDGe8IgL9+0KXe98bMFKtY2l4DYNuhTmt/Xgp18jMP1HO1kjd6Rg74SGdCXdKWjTy9Xwf/tGVOi33j9htqG/Z0+u0A8eRbTvpWRbHroPc19bdkthCZ+HL2UnL55beuW8MbK8XVUzEHfCr03EN1PKaKpf2//q9DqgIERd21Tv89YCPX9X1mha+P3Or22H053f2545DLaYL3dUboP9DK6svZ96rhtmZysUgKWbn+gR6w9xdt6t3cFY4FWHX+9NxjqLXpJ6i8fe3MeWoNbo1er7dCp22rb5oDnjdL85MfGg+EGZSUZHH2XU6zr+82/ry8dpn9S0Z9G6UoI31rz3DcHcbzNOWxTt9K52D027bcf6T+vg++4YUCEveITUfkxuPj0xHY5oA8JtWLkG38uhX25ZgGsx7UE0p0D4/tOWYfDeHLees6Rb9YL0XFCf+4thI8cpNndqafvXIelFWa1i1iDgHqefDiuLv69B/PSfJmXhc2gUvVzocysRdUnpDKOarP0kzsxJvpiKtWoj1XHi19Y98Znz4xZ1hVLVU7sEoPBqJNz3+ghzmvLWVVnt1zxRpiTe67eW+9Z+EaVC3uLkUx4YPQYJ/WCOUuWLKmoWbBgphcsqHDEK8OuucK5PWGhC6b2HiouGMsBB8X93Kie49ze5FSX3GffBDOl1gXX7PPZ2SlcLu5HsVuxxPtWjn63bFLEOA9u+3PH+ylASjbOdNtbzPbtxbeRECV20zYbnFIb1tM8es1KWSv0y98grJIxdCms0NVxZIf06+/XRaUZ6gufnKn14BlqY9aMvVd2e/vAHLfHLdLfvtNus3oq0upXNjyWzTba20bStlXzvbIfaf3O5wL/5JTm91CMbHFc1tRtiW7qsFrsRpet9xjmqsR1IgMyYsr7daJNVi/rp9O//ytmjTFH0KsH4ok2vMtJV7Lx+Tr5mOlvR9aOfLyeLhO9vXm/bcpN/N7nMc67UoyxiNhMxyhmNXCOoMu9qRDTHk8G7AbESGPutPHbAabci+3mI5kQ0pAb4HsOaGPc97gh1Q0LU41xbWprGke2oYufx0CRkbg/CBZ/6Wl8CxA/QmOMhbEYY13Cp2DYhbnUMA/ta8JFzSnEptsLHoDTPJfCpRN+F2JjYquQJCpkqxVgp6jjJV0Y2zgHQnZaRShM6M957aeFbSySLT2NJwfk4OqV/vqa18mIqCOwd+Ew26ZXYZRSlIV1YSTd4lZHzTlZwuszVz/M+82FC4M5NspZBReeZjM27nhV1oW8nPiFsbNKub6w7JWOdgPK8dLVvTSB88qNpfBgu1bHsb++sJzVlvPaRcDZL0oWVnlzsWRWKwUunPU3lzc5qZec1hXXlkvmtTK3lrlaDsoSgzC3lpNqyRG77MuYYznjWM6gqLk63uV7Jz8OOuf5+ec4rpYcc8EZMwCu6SmYyzw6/UEKnxS0lCmPTj/FXnGVuR7zjdm/5l2j7+Op8YcA4ZHJJ7hSPkrFgj+f/xrX6xe5U+W7HPo7XTrujS3pLquFd2W/lSg523LtIz96XZvwgNMN9VszjmhJK4NUp7V9uf2rI7voIN/c/emnFMmKfdG/0dItcdB72gzx6YfaKL3z0svXD16oNq9c6dJvevnwQ/209Q2ummx7T70OB35oHhv1MjeQ/92rQ6/s/HfPPMT30m3d6ZmLDFj2zauSfvfql/3u6Jq3pTHWxhha05L/7TCytPVp6CKNYTQQZZSbez99feu3tUFni+Od2vdsz+u3uNpdznvaHr2xuac1ugHzvrI62uS8p3YZx78PlJOAfKNe4/QW2uB9EOBDNudBTgacGxz7JDvFmu/h3Ht9ml7qUDd8Tzz5dtu2zAb3nazfWCEA7NQmAPQo09cLgDTWswHyamd7jDcfpkvFZ3yVaEyEtzZWk1EQoLTN5sASFpg6YyFQZgJnPpwDlZcR+Oe1Jk6/0yHFfA+lUkPtx5FHpak8SA/yQnbacKnmXvllWLPgAXqguLg48C4z7UiUuc24/cSrj4VNtJNcvzYN6qJ2lCBPpo0UnqUVryNUVtgpHdd+YdP6A4nyk7yzyvU1Non/XilcVI7GYxVuLZ2BNTawW2ik9VTqDIPjpaXyISjPbIUAU1NQIFgUq8rIGB9lR6mscvfUjffGXF2CKcD46Djiz5lChLO6xqLslcLJ0mIQdoqCC1tjcOE6C3Ex6I/rG/zF/Df5xN6PsiOXuV4t2DEFc5bMWHKFfd6w1zjRM3bNJV5Y/DEFhqdGP8CJnFNSsKNjjuWcQmusveBry89ypXwcoeDFxefYkyNECmqUd07+Gterb/Da8i8AGMkuhoK5njSO2a5cYr+4j/3ifr4x/41/Xzj06caQuVGybd9uddpukAG3yG3ZUT2yG6Ent5R5O1QcNmmT33U24VkH38RAvXhjx3HXe7njQmN+eukisiZcY3DFtEBTcjPmLpzUFbAyo2zPXDlG08BcDhyXQYpL8FC12jjvWWt7fqnk4GzocunQd4b6oTX2HoH9YS26/a6l3rQb5dd9u7/2sVxVcrl9Mlv9CkSeR/69V9zQ+ZHtX3VdRVmr+hhWb13dPnGr9cjvt5DTQFaWWE+zMbf3h442KOJ12Yj+4eo2I9Ns2KxXv54xSFi06eq06Q5d3ekZr6ZrmnTNBxbkoMq5nCg7DFQGT71GmMqcmx/V1Ex8oB6FftLcDx2BdMolBUSykWiiyjSCC5EMjT5uf0NuDyWKnvtlDsjdEhZtRc9pnkoB3Lt+/b3On/sBQCafaPPe4caknT056E5rEySbZ4lx24XkRQ+3+LBSIjcMwnKc/PyIvHtNKAlpvtgL6S/CWKqM/57LKiUtYg1rIQpx3vhAsxE8nx6ocVz3sQnedTdfpVGM4hNaOR69ABMcxbYUYVI4PZbq6DxhMS04Q0BwRoC1/jj4cZbGtV9Yl1XWIOyagufss5RMGJsHML6PQoRjO6ekYCQl++Yu3qhe5sDMOCju874aQ43ySv0sZ8xYIhxyhaU950JnvGm+zkF5P2NGFBSMGTFmB2SHqblErQtECi6X7wRgYc+4sG9ys3oeRTkqHuJW/SKH5pBdc8TSO3XmesYN+zLnepN97uHI3M2m5TueciMZkJOMHiLbUEXezpJTV/LPnZYNrH193ykbUmQ6fW7ah2xY39dbd7waNI2eupEmMvQA3WC8a9v374v0m3Q65g17ZQ5SabY+jgO6CQN0moF+N6kXxtgAc34sG+nZrKdRXi7/Dl23Hd5Jd366bdrts+1tKs22x2kVDyZ/P96n023u61VvVZugZi/a1y5C2kBes33qI6eqpL51M1l5l0K/XkONMupFu11KYNQvLz/1V89TW8nQQZOX36ue5POjvi9FZNgxohrIJV2J+cuhSEcRR3NpRMsh1Yl/WzpK0FuDIyPIi5oM6iie3mLalBjBg/K8D/e9AVolUXnCGwsJcjO9/ahjf5lUCuMpMyjG/81BdgTKGQc9lEJs9NRr6IPkhQ/HLpdVq4kGQ3iylOJoLMFj3pwTV5w893thXWz8QEYK/PqldRzvIswrzssv4BeyenCtwqSwMbqNmz/3tzRh/I4Wc1G7bLIjUaaFo84ECs20UCbGhc6cFAnkL/3bpEIcAK+s88SX4hbPlkaZ184zX4hru7DK4Ui4a2woRLhnUnJlXCDAXikcjoTLI8N+6QB+aYTSCGeVcuETVjlgns66kBirVmW/KDgalRiB55df4IXlVzipF+wYw05hGBm4rmeIWK6UR7xr/IN8c/F1vrn8ModlyUKXiAo7WvKX8z/gG/PP8ebiL9nRMSUlF3qLryx+h11gTyYIsKsjSgoKGfGO8Ue4sDc5rl7kHeOP8I7xR7hSPg4oryy/gGJ5YPx9FIx45+i9fHD6ad41/kGeGv8AD5bv9edLwZgxezodvKbaZWsP/fXr1/nZn/1ZPv/5z/MP/+E/5JOf/GSnziuvvMI//af/lOeee44nn3ySf/AP/gGXL1/eus5mRZzXNixJaXzfBjgr+nZFrukrHd1uI5rNoLx12VwbDcFzvzbOPJsD401oPzFqzib1wD0tho+Fyy67Yr4Cb7437KSgYa2D0g3xCH58OkC/ER/9pi+jrD/nOrQYD4x76DLOq9LTRgToZqdNWVLfAtVqoLioQKyIChR0G4ia08ngehvRfoZKO3pNPEb+4SluW28ozqh39rRzG3zG1qxNb9KxDYvAYPSh25El0nzPHYOYCBFR9eqwYfdBntKJPJM8j1sYLH0Rb3pAe1dn30/0Sjpw1/EUS5alNZfbmzVWow7BG7xJYqkICgOgtl4j1Tg+UdliUWh3rPEQZRQShezYhv1ufCFqTvOgavYCKnmw1Yd/jHHZMyDfHGMTwDeTSnW94qFemH8xNnrEQ8hCRCLoTImj3JiDwUH2vkJTDf+t+zbDtHRo6xJoNzH8ZQDhSgeUF0aps/CYuax46mrTKAqJmwIVZxnaKoxM7SG9xsWlog5guyysbk1DiFbj6D+2Ed0mnKOBqmOAkWny6ErjotuERbiC93RL7cJ/CmkhLSAIapwO4Og76sfiEkQpaV2Ek+UWmjq6TCFuDLcWDvgWnnt/Wvl49JJ4/UvrvPRLFdQ6WZWfwL2RcrxMHv9S4HQpnNfKWWXZLQ1qlPNKORhJPCeCR772H0UYG5gaYVS4ZFQnS5uOk8KFrYCCHTUcjVxEn4V1NJ1P7P4tXlp+gz+a/W/84O5/wswqpzrnku5zWIwpjHKjPuXBycfYlTGnVc2fzn6JK+Zh3jn6ID+0+5+x0JpTe8znLn6Bp8bfz/08xZcXv8mFrRGx1NT86ez/5PLoce4qnwCUB8ffRzf7QiqFjHlq58cZccjNesFNOeP5+e9zWr8OCB+Y/E12zaWtcOFW7tmf//mf5+mnn+b555/nn/2zf8Y3vvGNTp0XXniB7/u+7+MP//AP+cAHPsCv/Mqv8NGPfpQbN25sVefbXwTi8pZ1nzvRnTQ/wVseP9s+LCT7BM/9lnKCR3YTb3ne7zbe3jvksdcN6gz35edJBjzYUQfpEZ/PcVf2Cv8UQx5aDeCtz4PcM8aVi3GHPPJ989S7mLTH2943z7LB/DOwu+XZ1j5Xct9xk/b2vJ0kXbd+u7FqX9/crTrn+tq39kcibOv86oxvVemRu4F62+Dzt9Qmb7pR+6YBrPn23Cvbex7nYHWgv7W3HKXPWw9dqkpDU0n99y6uzfpvL1Z1wgLwHXJOhKra+B37baLj5DH3llpzMWjOke/XWXJhrRKNqcbGpsyG4WDcnErQy8ttxprXbH49EvewvkHRIQH4ALrzuOuhGA+8Q3+5t1w9OGybqY3v2bFsvxEIXnMXPz5x5sMnXy4TAHy7r5CtVUgRbcL8mGz+AmCu/NqBGGFHQuz8MEsaj5n6uQ2ZXfNLISzEFXEe99JoNAAClabwx6pW91agyG6lbr/3f6ijyoyNMimc4ZDTcWLR1AaIia9GRrg8dsaLVeeND4ZZKcKsViyOn7/wtk0hLupNGPfICBMjjI2j7pwz56ZecN1e+My4buxjI6AjLhVXef/O+yn8vzEjdk3JS8tv8MzsyxzKlLFMgJKFtdxbPMk9o/s4GpXMBK7ZV3izfp7Lo8eZmkvsm7t5dPQhRkw5sW/w/PILHJQPMTGXIogvZMRYpuwwYYcJE0YIwkPl93DZPIBSc636Oi8s/5wXll/GYlnqggqXzOq1+llu1a+yTdkKnX7iE5/g2Wef5Z/8k38yWOe//+//e+655x5+6Zd+iX/0j/4Rv/7rv87p6WmjzSZ1/k0UEbPB5y083VZ3TgPQvxXDoSEnyN5Ebw9U022G9YAtB3ZrkERuLKzVZ43MdfSboNsGOg3SRTah3wyJ791uBnXSoWPUtz2C7j4Q3N3uIsoM1O8F9W2azcA422B6sKwB61G/XIch3frGkPavp/6sOGa9ddqge9NrKTXvtM/3taHF7dxfNrhMb6vuRvXb4E+3k9/oK4GvRrz2TU6v6Fnf3JvVENFu53DlsHOs4eFNOq4D9fHLBmoG0B7gXABu4Q1Guvoyz3YA8LFBM2pObx9kb0NWjUO7ZkfXRMn0yPzt+WFM4R8TJI1Au305ZOOlAeRTRZONPxk0TlYOyINXXkK9ICWA+KzrSIPx+jmPsfOGB4qL9dttlB3mJ+nZeFNBWogrOOpN3n9OHzH4RE9hzHGsYLP5yvXOwbzNAH0yAFz7EAkn8OTboTOj5z3o56+DUtwnyjGOglNrepEYohmJ1zPw5CGFsJwYOBoLxh/sw3EaY2lgXjsjb1yk8JQu9jyxr5ERSuMoNiMjVFJxqjNu6IxFrTET7aQQKiwHxRW+Z+dDlDJiTMkeE6am4PXly7y0+BaXZYcRpXtDoDUPlO/l7vI+RsWcc+a8Vj/Ha/XXuW/0Psayx0T2eKj8XkqZcK63eK3+OlfLJ9nzfHeJ+EUprGWiJWPGlLLDvcXjHJirWK25WX2LN+pnebP+JpXO0Iwh8Vr1da7bl5jrBZuWrVDjI488ws7Ozso6v/zLv8zf/bt/l6JwtIbd3V1+4id+gl/+5V/eqs6/vUUQKTufO74cQQRMmT5yO+uXxbW7nbCX24atDGE7N+nnDoa3VFOsBkEi68OJSjHsqRezIgyj6R/vSr23fQOCB5E9ITBNTz9Cb+hLRFz9XlC/4bHom4dW6EyN/WQKDfXbkufG09btdtHhcD9pHUD+W5ptNu23b763CltJcmH1lVWyVvWRqbTydNsW4IOjngSwaFqe7Ta47gBDBWMTiMpDWwYRA3zxPk732tJuo80IMqvb4sNAdjZ3PdsrQHO3aP8cZd8Df15Ic5QbOpLJyCk37W7iotLgtV47f816fWNNg6ZRNwDfPNpO02GbdAm0l6B78KiHWPigWGuaunggXRiLEdvwoIc5EUI0G8k83HTqRA695Am6tEPxqbV5UDUDzCER1CgLfxnaT4qakQ8/WRoXsnIkjjvvYtg7iktMLJXpXFvD3LqoOyOxjdPKiDIxNnrTx54OE6LjFOIoNiNjqZWYLTaEpTSi3FgUnNeGpXVUpZHn0c98NtiJsewUjuqj+Ay2NiWYGhmXOXbuaUB7hTqgH05jCXPndZF0S3UAXHn53M3DbukoNm5sbhHt2CRu/Ni4Nx+VTfHsR8aN89X5kpvLGiPC+6aXubucgsLCx6RfqtPh7vGYg6LgvHa+892i4MpoxK1qyfunn+RTB3+LvdJwSXYZ64gbcopF+drsL/mlm7/Ag2afA5lQUvCgucRSltyQU1/Pck/xGB+d/ifcxRWmjDEYLus+Y0pO7TX+cPYLvKIvYcorPLnz1/nzxf/NC9WfU8iYJ3d+nI/v/id8YPKDfPXiVzi31+KZ+uj0U6gZ88fz/6P/+uspdxSFXlxc8Morr/DII480tj/yyCORnrNJnb4yn885Pj5ufP5tKhJAV2fx61sEJLEDusBjaxlBry0P+6YAHDLwuU5PyYyAVbLXy9NYZ5WYNXPX8Pj36WqGVWiD2rVtAohu7xzaTjr+rX0r6TdvoeiqNxe3U7YG51sgzdYbhN7FxquO31r9evZtO5ZtDIb2fsn6WzUt205vQz40KByhywg2t5QPkHkjUx9byojK9IPKfCFhM978gIw+UNtbtwfIZsBvrbqk9kOLbBu6D6ixSR+9/bToKA5ME7cF0NzQJZu3TdYbtPWIBogETj4ND3ReEsjOvMCEhaD58UsGzFpTJNJx0okWxppHkIEQqtEkT3bmyU/hMEPfSUagMLlINE2qTVhMazIjweCyyAbefO5VD15x4w2D0gP1ANaDLR8oOoLzTl94MN4Zf6ynCdiLo9eMfVjNuTWMTaD6OAMjePVDdJ1KXYSZGwsfQtPrUxr1VKDkKQ9rFBSnZ60OdE8KZyjMaqFSB8KX1oH3pRXu3XHe+9ovV6qs+w4wLZ0uZ8vUV63OCFpYOKssbyyWjMUgCGeVZWlhhwmXZJe5rVmqZWEtZ5XlvLI+26wytzVza1lYZbcoGJsCVeFmVWEQ9s2Yu2SXby4/x1JnPDH6JKqGe4uneGz0URbWYuNsu6NZimFqRpzLjKVPLnUqF1TU7JsjPr77wzxY3ENpz3h5/nmujt4DCC8vPg/AmS65RfDOK1NziYfGH+Va9Qyl1nzP+K+tOfNTuaNIYDZzwfb39/cb2w8ODri4uNi4Tl/5mZ/5GY6OjuLnoYceupOq34Eivf/ofN5KF1t6dlv6dTj6W1FxthhHBFjr6vr9a/VY06/kN/HhOmt1WQlig6592/uAdnp4DIL6lr4O/0i2v28MXTG9Oq8c7wbHfOU8DG1fA1Jv69ztadd7DJrQqB+P5Mei57j0umJ7Og1P+LXjkcaftX0N7esTOwBCN5riobZAmzLTN/z+shpupYgtw97elTJ7x5bJ6xzLPgDtt3cuvS28/pu2GzAa1t1eNtUnjjzzbuf9aPw+/OYggPrmo2DNcexTU5pAftWpHW/3fftaHSQQHwYlafuAwaHZtwYHX7q1Egc/wWyNNSTSRxqGT7yrp4W+mtXSdn3PhQ9gv68EGozx9Y03PAPlJ8bCx9FYXHz6bv5diT27fUUmI+xTdVx0kx2nIMWIRqPDecW9HEOMnqMQPfWQjA3j9c/Tg4QEXRq/J/rPTuG2Lf32SlN4zZH3vSxsitYj4kC/VQfyK1V2CkMpwtIqSwuFFkwYkS2XpValVo16zalYau0X6krUaWnVx6evqOwxM70FKLtySKWwZ+7mSvEQM62wGS2mwjLXC87tNeYsmOkpM3uLGstcT1Fd8MDoCXZkF7DM9YSx7CEIC3tKSRGP65G5yq65wr65h7vKd3JWv4FozT3lY73nzdC5dMfK/v4+xpjO4tbr169zdHS0cZ2+8t/8N/8Nt27dip8XXnjhTqr+thXHuy8an7cm0LSoOLcjT4hUnI1PASF5+DcBhNtkz5X1cte9JRBS9JrBOvLW6TdbesN1VZuBfbpNBtihMmAk9coWVtCKWhW3os9sMIYOZadlVLmnRau/25yf3HO/oYHX6XeoTV9Iy1VUml7dBvblT8RMvbXt2uI3PMSDHmih93Yhov2yOxQZoc/SysMz5m8EXObYDcG20it7qLS943FbX7ba4AWXpj75G4yYYIscIHrVcjA3RHuJFJf2nGVVGrJbADGnnkSQjwfQbe97+oj0z3Ee3rJ3WwaG25FhUv1w6iY9AwQuPE0leuUzykoYZ1HYLGa7SV50pFe/YCyUpqY0oW1TswBkHbC1HYoNgAnngLrvEZAjMQFVoNNEmo+n4IQxFZ7O007wFH6FXsNiVSNucWnu2Q8APyw6DdScQhwVZ2yaFKHSKEvrqDBLa2KM+bkVliqMjXIwcmA0hM5cqmN7j42yV1pG4njyEwN3TyyTwuk89lFzFl7+/siFrwxUmN0C9kdubs8ruLUQjpfCpZHj2R8v4bBUdktnIFybCzcXcFY5uk5lHfAW339hXKjKSpVpIewWwvHS+gW1hkd2xtw9MRyULpzlRW05r2vmtmbHlByNCi6P3edoVLA/MkxL4UTOsaZiWhiOq4qL2sH/o7KkFOFa/TK/f/GLfM/kh9g1u/zZ/Fc5s3NqtVgst+SUihR57lTO+Wb9Ff7g4l+w1AXXls/y/Pz3ONRdri2+zLfmf8S1xYJX7Qm1OeDx6ad5cfFHWGoem/4Ql/SAq3LAI8WD/MDuf8x7pz/Ow+MPcaT7GIQKZWarnqurv9zRxFKj0Yh3v/vd/MVf/EVj+5e+9CWefvrpjev0lclkwmTSkxH2rcZ1/3aGqgRAOqD+LYXLFAHycI9bhggUD+6BzTPPZkB0k2yzUmym29owhx74r8hWq1K4h+KqOV0j47ZKQEyDoS4NnUylqwV6PVvjGJqjvjGFc6O13QFms0F4Su+latczHph1dHBLtmIyFfEerga50rBdWEfvF+qErczQSfjt3FlpnO0wmncinGRDtZYOK+v6/24nNO1baft2lTYywQHwRlbWTtGE8sT/zqkhomv57QJoK8RmM/RjBh5DnPXA/fD0itUhJzP346o6/jKM+se+cmWbRkO+8FTQblZcHFjNZaQxpTG4JEqhbo+OA9vyS8VdFgPcezKgHjj4GY0kZZAd6CuXA8nY8F7SfFZErOfKB4lN8N+s29Qp324yz7C7DbQWqvpTr2kQBY9yGqMRsCiqzgturcsCGzj/QadFfp4KFNET7WTVfp4LUcRYD8qFsf9ee3BeGouqA9wmO1/CQlVVtzg1mDLhu+C847kx5ZIraZznymfdLcXb4eJuj5WVuFBVVSgLmyLi4r3opPfOFpcBNly6wVs/Mg6MX9QSE0jtFm4OKyssrcsoW6swLeC4SpyFwxHMazdP4Zbt1hU4Wo4RF9NegzHjdfv909/BUPDeyccpxS2s3fGA34gz+pa18Gp1Ro1yj9lnadUfC3i4PEJVmFvLldGIwj+jKlXmWnNk7uNH9v8Ox2q5MnqIT48f5MDs8JX5F3itepX7Jx/hqtljRMFZXfNXi9/CyJhHpz/EZY44KL+HunhXfLcTyr7ucN2+xLeWf0qlcyY6YldLvjj/VR4ZfQ93FY5x8uLi8xgKDkYf5+HJJxApOeacTcsdJ9/+5E/+JL/wC7/Aq6+6cDtf/epX+bVf+zV+8id/cqs6mxd5ax/ZpN6dLne4P8nGcdtc5dD+Nvj163TOdVuny8b0m2Guua7aH0WsnuuV/PF+gi5J/5asxv4+gT2UnRY2aHTTc57o0JgGt/fNXXub07c7FyvmtaNXT7899Zre7fbugWO1Uq+h49vuZ0i/rNLQqdDZ3tdntq2za5Pr5m0q6241jf19hpD3JEtzUw6yOyKFrIJvm9XrtVcabbJNjS+afm94i2no0JC1ommjTtsLP9Qo83A3rJ/er5066w5RU78A+/p1TGMfcIZEwK/xb99C2hw49095AvDNwWnsP5cRKnflCI2TqvmnqZuXnbeIkW+iNG2cTvltqPEmIsofvi3l56A09vv1A0hGP8lZ/dorJ4SZDCV3weRe+OzqiVFtBO9jIU9ulcZlpDlxITFVHmqyIddvQzx/3XvhgwEU2qXj4RJJVerqFYQEUspZBTMbQD4xA66SYtNrmGv38G5EzSmMk7u0ytgIhgno2C9KFh/9RmKiKYMD+eH70irW024qC6IGa2FuLTOWICnh1sQYdosJ++YelihGpuyZu7FAwYiRuARPBsOIkn0zYiQTxmafHXOFW/Ur1FSMzAHX6ueYyB6XzH0AnNjXOK5f5txe57J5gANzhZISZMQte43Xqm/xWvUtLBaRkgUVE3MJi3K93pyNIqqbu32+/OUv8zM/8zMA/LN/9s/45Cc/yaOPPsqnP/1p/qv/6r8CHEf+7/ydv8Of/dmf8eEPf5jPfvaz/I2/8Tf4uZ/7OYx/Lb9JnXXl+PiYo6MjXnz5/8Xh4eaZtLYvm3qt71zRTbzea4Xcrt5KSpq0hQ664WuhTV8fbVpvRb8SE0sNjENh2JOvWfu+3d3EUs19A56voYRY2qOr0p/4KhTb85ZhqE1PMqre8eUe7cZ267zdK+QN97NZvfbbjU67vrlr12nLuI023Tcp2ROm7eXvm6+OvKyObR+vbF/+ZO30S08/WT1tNmv8ztTpHDI78B0aVqXrWlbU64kek1ul0bubvqd+vcc1bG/v12x/Y+qb8iMkbOgtUb+GyEzX9L1/HA1qi80gd6bXqjZaB5pXa3uuQzb2NEfBuyyNsba52A0vrY9b3tmf8c9tq07bE9/Rv+UVb4d/tDFWerO+VYPx0YrqumiAZqsp+kz+ViJ4y4PnvBERJ9seFp8C1NY09Lakha3tEtqHZFQhqowxljwsZjAIDEoVsr1mVojgPeADJtfSGrR3T5qjAOIrFea1YVLYOL+OMpOkR9qNNxQk02HsPeyz7DwTXDhPi1/oap2HPaCrmU39hxCWhSinVToupY9mYxX2SuWicnSbeQ0HI40g3y1WdfUORsrMP1Z2CvjasaX0NJl57ak04hbIjj1zsrYws07nsYFZnXwthThaTq1weSy8ObfUnj9/ZSIsauW0goORcF4ps1pdSEtvjBxXlrG4BcmVVc5theLi3N+UU945PuDITDjzya3m1vLKbMlNOWXMiD2dEN6JWCw35IRD3WPfjLkyGvHs8gZzrbDUfPXiV7i7fBeXyof52sWv8Z7xp7i7eASAz89/iVP7JiB8bPr3mMgeinJDTnlx8cfcqL4FKI9Ofoi94mo80a5XX/eLZ2tu3brF4eHhirNqS0D/6quv8hu/8Rud7U888QQf//jH429V5Y/+6I94/vnnefLJJ/nABz7QabNJnVXl2wfoVxVdAQjvgOzwTYPdvG3zNnjYVNfMXl8FajvNNjREVgDe26s3kOFW3WW41rAZHKN2gWy73959HlH1ANnhDLca+2vWz6u09NwG0McumvukT0aUnbftm4eeMQ4A/S44HzAIOoA8B8zaW2clgPZt+o2DgTarAH34ndBIarORPjTBea9BkF9/Q/voAdY5+G+q2wDCQyB+U0DfOhypXg5Gm+3D740Afd5/bDfUJpOdgyvN2sU6prE/AMkmoO+OYxNAH+t17LUA9ruyhgB91C3KTLSRNNamfm2dGvMpiQ7UpqsAWGvSmDP5faAeQmIoJzfXJQfRsX4QoSkKDCT6itsljfMrB/q5DralQ4xoE4G2epCbDAyRND/BMx2NBq9nDu6DUVOrwWagN6xBCFQlS9NgKMSysEXD0AghKcN85JeXA9ywyIB/7UG+aqD5pHqBsmP9XCrpe842DAA+GBQhao6j+Dj5I8+1d55nZad0EXAWViJdplbHm5/Vjg7kFrK6LLCnS+NCXQb7Xn3MenEGwKJOi2VHxgH/QiQCfUiZYAVHrREPwBe1WwxrxH2Ol5aROG+8+10jIhyOXEzNa/WMV6tznhhdYmxcRoKXZwvum46YGMPZUrmwLuLN3FqmpojGwrQQ3rBnLKzlbjlgoXVcRDsxhlphpnM+P/u/eGT0AQ7NPfzZ/Fd4aPwxLhf3ccQuS7XMZckZM5Z6wT577LFLKQu+uvhjrtUvA/DU+Ae4sLd4ZvlZJrLHO8r38WD5fm7IKZXOubA3+Nb8dyhlinu34MJWFjJmYc94dvZrGwH6rTj09913Hz/1Uz+1tp6I8LGPfYyPfexjb6nOv/1F6FBU7pg3P90s3I0k9NN+Wq9qnj/g1Om6kX5Zu8jZ3qTPwI9e14dJSHUVr3ktp36dPvgbdCQM9vc1OEbvJRP6Qf0ghzo8SAOnvKdN26sa5zySc12t9Ezu77/xpA9iBnjqEgTm9YfG0OmsZx4CUGn309N/Xz/hCdkZ05AuPX2t2LzBzoEmA7rGY5bJzA5no27juPRVatfvPcBZVwPjbnczIKZTL/we+t4nI7yHH5zSXIj/HeeiLau1SXCesB6vam834C+KHvmxXkuWZMcvG086XEH/bBxx7lfoFTn5/ePNxyY5CF6nrwZt0gLX5LXPO/AqZO0FbV7qmZGQA9P0WxHJaSJ4r3fOvdcIWBv8/c54MsAfu0/x5cOShiDTRsOmb54zHbSxJR6qZMh5f76kWo2jGY69uppCAtndiDfZsZQk3WJi/0I2p5lOCpRiQV3dEMs+aZnGEbK1Bo89NCk27ZLOA7duwIZjJlAYpfZzWWQLox3YT2M1fq0A3uCqMiO18pUKcUYENJ9IAaSPwyMVqLNxCyFbr+PzazCIUCbGxbSvrJvasQftgfJiIdKcCnFvCPbLpFspMC0Mc615vZpxZKYYDHsyxohbQFv5aDXPzb+JSsWuPMS+TBgbQ61KKcKcioVW7LLrjB8sRlIIzakp4hqCiZTcXz7KyOwyY85CzymAMSUjMS4Kj4ozMuSI8/oap/YlHh69hx1zlanOuFk/z/X6RSYy5bHR97JUS60VL1Z/wQXzeD49VLo1pBd6wpv1cyiWhT3luHpl8Hxolzu6KPbfz9KmCG0IuLcq7oQB0NtdzBl51BuCc9+vW2xZbQj8woNyAwATb2srqCtBXl5WAreeCiLZTTeA694nbr/wCPb7vN7+7tM7BsmAWvvBJk5eB9iENkNvDDYD4yoy/FahVVTcg7kZJbmv602Of7te0tfpROojnAN3enHyxmUV0JcERjoAcBPROfgnPYW3MgqHZGVyes8fXTudQ7ZJ75QEnLpiCMMdkZ0HWd/0hx3s2DV9i1eVuC2AxjwbZ968q+sAMM/7afUZIqoM6pxLHhqbKJKD3pWLcr1Qm6TnNkLj0DcMCfzbg4g+EdVmGNyoQHseEpjvlvbx89ezTQC48RYhH0Y2H4E+kyFS2ideOH7aOl+iVz0aMz7KjTOTUvInf0IL2mgXaDtK85yIkYCCN98LiVx0Py9BXjidwxBcW41dFx6cWw30Fm0kocqTdSmOKhTa1DhAH7K4plCV2lz/nc+YJK+8qIs3v/AV3YLVEOKxaZQVotQSZs+9JRBxYSfn1sT49ReewhPj4ft5csmfXFsL4D36qm4OMG78UwMny2DgwKSAulI/H45jX/gxBOOhFKjwCbIEdsZwXrlY9pPCjXxRW15ZnLNbjpkyYmRKxsbFo7+olYkp+PLsWc70nHdO7uJoPGakhlpdmMtjrTjWGZd1h1orrC4p/eJYgzA1Bcf1kgJhakY8Pv4Ax7rgpt6gZMwOU3aZsFMULNQl/ioQpjrhtfo13qy/yX3lUxyVj6Bmh5P6VV6svsz95eN8cPIjXNia56o/57nln1GzpKBk39zFByd/CwWu2xe5Ub+M1YrT+jVer77EpuW7gP5Ol96IO0OA8DbES3g9epvypEh3lE15740xraPBSFZ/A7pLjICzAsTGLLkD9fK3JCtoPyEcpfTVEa93L/1GUFOC1gOe+oI8usu64h7+20Xacfe7EJmmDeq70XBShJd2hJoQLSbbLm5uGvSbdlSZodInL27fIKpPrNcH9L3BIdKkzHQi3rTesOTvoP0AOxFv1hoowVgbGEP7LcRWb7IIT8j+/XEF2kDbdci6idWa27YC5MGoWQE+Yz3ZTnZeQoiSoX4CePN0jVW65sA5hqAMgGZV+7Y4cYC5k7DWaPKGbzA/jUykaztNE5hOrwRWG/SevN9AH8nG1mtUZNu7xkczfrzNeOntYn10nqCDZvJD38HD6fpSZ1z4+tGT7cckmREqKIE+lQCw8yjX6jjtiFLZIvLz22PMqT3uTYXrzAgu4GA4bL5bIyH0pAN9JpsnF1/dcdEXtmBkalfPJh1Dn8HbDo7yEgBwCnHZpNWATzrl2+wVdYxcU0ejReJxCkaHRt2DIZu9o/AVKivM1PHwC1HGnp+vnnojONAcDEPHY3eRaUqBslD2xLLwYN3x+l0fIwPnnlvvz5wYDtSqA99Y970w6TyoFUTctkWdqFuBfjMyjqtfqaPnnFbKbuHkWYULZytwZMa8b3wXIi7kphEXZccWEmPLv2/ygyytsmvG1LVhpi6sJQbGOuISBWMjvDr7M27VN3i0/LvuuKnlVrVkxxSICJXO+e3zn+ep8Ud5Z/kuru785xgfO37pJ+CSmfKOYpdnljc4HD/GJR5nT0ZcMGfHXOJdu3+Tb8z+NbVazq3DHneVTzIqr/K1i3/J46OPcW/5JAAncg7FoWtz8a+Y6wnblO98QJ/dhUQch2o7N9K3owh3lprjbMlm2VKeB4ibgZD84WAycLAOkPpVL+uMjwFQ2quHFKz06q+j/YRxD+m+EpgZ95DvO3ZDAHHIiw7xrUu3zYB+UffW+BrbUxv3wNk2TGSrw+CWCjL7vP+NOb0DZSVolcafzek57d/t6usAfqiTAe3gJguex0bT1tzFMdGvx6q3RHF/Xzv/t71rzXAHS5+8IcDe04fE+j2gslFxSGZre/BCh748EG2A6F6ds3oS/cO03xgMlf6XKS1w3tChpVOUsxrsNwYQTq1BwyZUyq6BTE/jQyBubEB0ZKS5MT4EaU5FacvND4kDmaFvbaVgkMbfxmFqydUo2FNzxN3HmiE/Ay0lGRN5L7EfDfWzNxBZ53W2psL6NoXXJwH1fBTJwIie++j9lxhTHu0e9wDIK2uap6v3jMc+/Pk68uEtQ/cuvKWbi+DNFpyHu8aNLSSCMjgZgbqjJPCcrykI8+j49G5iRyb5E2ptHqtAjVF8dBoJ3nWHJEJ2Wnx/hagL7ynOtFp4X6DgvO3BoAC3ENYCs9rpWRpQb0y4Bbs+06w/IIUIC+vCZhpxxsbCwnldc0svuFxOGFFwXsNu6fIHWD9rSyrOdclxVXB/8QT3FksAXqj+HNWSB8p3U4jwZv0SL1ff4OHygxyZewC4kIodNVhVZrbmjDlLNWg9RlEmTBhRcoNzllojCAUlgmPGj0X46uKPueACi/LE6GPsFHdzwjGvL/+KBcuYGOvy6FHO62vcqp9n0/KdD+ghPYzFeTC3uZ81yttqCPRRc1b9Xl2kZSDo7YC2IeC4ro3rsfFnRQOGUUdezddbBWpCvfiAHwB8OdDqKQ6UDuxfSb8Jd7S+tjJgvBiim68D6hOvlEaXkunR1EX9zbHbfQ8g9Q/DfvrN0Pxk2zvA2umltBfIyoC4DY77UFnJpc/7zHTdCNS2x5fVaQP22E/Y1mmQ7evrpqXAqjH19r1Bu9aQ7khpy+uAvqBTX9sMMAdEFpploDfwttvgund7Gyx3plUjkHS7JR2uhmEQNm5YtniQuMPdMj42aeQ6Srppe15TLPYoVgKGbe5bS+XpVSGP9Z63HTZ8Gp778KaiRbnJ1wrk3uTUpntaB6Mg3XaaE5k80dowBFaPOMhQlPYz0+0PstKbA+9tD7rEMSWgHpayBrNCCNSf1vmcjSAswC0kb9scf2gTFrKGbcGAsaRzLAByVRfPPXHw/RyBX7wbaEDaWLoW+g99FDTfSOSRfZQQGtO1NZLpq5px3x1PvfZGXbhFW4ge/kKIHHzBcf/nHrwvPYA34owL63+LuPj0Cx/3clK4qDVihBEh06xSqXKqS+4tJuyI4ayqMaKMRJgaQ6WKqlJTM7eWq+U7GImbo1v2DYQJxr/hvdATrtev84HJR5jKGItipUZxMipVTrjBRCeUcplSCsZaUmrJTU79MRAKDDtywI7ZY2yEG/ZVzuxNBHjn5P2ojLngjJv1K1gsNUuWOuOpnR9HkH+/AH0n+6qYNRf4cNFNKSh3onSoORvQU1aJy+RtNY48W+mmUWW2LZtSUrapt9IQEVJSpjs9HkFN4UM+bio7LALuvllQr2s3Mo1v83aETA13X9ul6aC6nn/v34RtkpjKPSFdP+55Z/rDWK4pHcpMtzP3FMhltxYlq088klNx3FO63SbrZ9O1A7GubH7M8idkr6wN+202TE/RVfZUPvSAQzZQe62d5ftreChXcNTXlm29M1sAd2eT9Ojj6QMo/ZFoGn11+wlxyFf7JdZTcSJdxHplRMH6+0I0GEN/RHDdtBOahpBISN6VU2xSZJzglVcVjLHuNtGag1x3Y1xiqOARDnScQJuJtJoAgL3eicEdILrv15tjRtz8xmg4Et4aSASneVSaoE9OKUrGSkbDyi4rkyVhyr3ZefZbJXHiS7EsraOIpkvL1SuNRW1BCBoYaCiFqKPV+H4KcVlywVGXjN+/sIaR3x50Db9Dhlgjjhdfe10dUA0x5Q0h8o0D+k6G8UZ1nV2TI6PMvU6FiOfMu+RZlQf/tXURcIxIPEJLG7znynmVjIeRcWB9po7yMhKlNLC0wl6pzC2cLsXTptzt92isnCydXocFzGt3PuwUwsI6D/20gIvKfXfhQ2Gp2kg05YwfJ3daGMZGmNaXoBZO1IWpPL+AsSnYLwoOy4Kx3eGgnjI2LimVCNxYWB4cf4xCDDtSclpVXJLH+b7J4wiw1BqD8Eh5mdOqin70b81+j7uL+3lg+kNcMpe4qGvOMvw1ouA+c8TlyWcYi7BXljy+8yleXnyZ15Z/wZ/Mf5HvnXyKR8qnuDr9jzmWM67XL/Lc/Pe5nfIdD+jvZGlncG0X3YInfRu9J5D/FhcKihTc3uLZbUCkeGPAd7OWLmOyu+kK3RqJqlbMt5heUNqpM0C/UTHe093HyRfSG5V+EJnA76bc8XB8tzmH/By3M73CAAc/r59vHogWNBCNRvHgOXpjN6TTbMgjd3PfBs1bAOFtym0D4xXyhGH+e+7yEv+fQ1vr9Yn11wB88b+HdBjU3f/dpFkz2NIGsr2/z/9JnPdtdHMAuQG0V1JzuD3A79vlHPV2RJdO/aG+ArgOoLcF8tvAvS/Oey7LQ23fX9ZH0DWC+YHxDcxH4KkHekgAaW0veDhJ8vloeMMD2M0A9OBYlHTOBfVCu/g9APYw8vw4hDkFURcNJw85acQZOSEOfdpuo3Hg+szmIOicXZfJ3EglxKXPtPDfNV4WzTcnPvQlKVpNGKcRx8/PPf+hv7AtgPf8KIQFtYoDtPmRcl5vYa6OLhMMGOvDUYY+Qtx6Z0wQw3OGRa1xfgTGxjJfFtHTDo7rHhbrJiqOMMqi3Fh1wH4iysiEhcCur8qfrrslbpEuDnzfnDvgLsCFCBO/tG9k4PrCNsB27cdaClwauzUOInBeuTEp8OZiyQULrNS8ozxgVitLq0xNydzWFOLCVM6tMqtdCMvdYsTMe/yvjA12uceZrXjdnnDZ7DLTinMW3GcOmFvLqT3ly+e/x0Plhzgyd7NrSj6882lKcXSbV+pT3lh+nevV8yxxDj8jhucpec/4+xHZ47nqFrUq9xSPc695BwCXi7vjMX918SXmzHjn5K9xmSscmQMuj6/w5cX/zSZlsyxO/76U4Lkc+EgApZ3PHek8fUSav7fuQDJgvM1Ddds+DRGoB0+/rGq3oVzJ52Blxazuiv19ciTckIf2r5LLCt3CMdxW3xVt2jskf25Ls2pP/UHMMzS+9nbp2dbuO7Zr9d+nU0fUwNj7+mxv6ujaqdBoo0NttrrE8vprGvbN5apzZ+Upt+Ka2PSS7ZmewX0rS5/RoWmfbGMN5G28KGnti/rdCcNsEA13fksA0HnpHKam7oNlqI626rTqNQ7RJqdqZlAO1dWW5Hy+QwbWoeVAfV31lsBtz255km2H3HbV7BTWAdn5hZzr3lNTwvbW8etVOOsvpw7lemYq9M7DylNK/aJRjW9TmiFGm6EqhWTwpL8S3xaE33Hxb88pGq8+DUYFzhjRlK3V4Og12urX7fOhLj04d/35WPHWAf5Aqcn7DnSZ8CZPcd9LE8btPlWw4SQlkoqLdLV5mFxiLPd9JMLYuEywIcvswoP32i+8Dt9D/VpqltQsrcY3KAic65KFWmr1ISopmUhJYdybCxVlSY0RYWSc919VObXXOLPXKETYK+5GKblWvcxCK/yyZkYY5vaYi/oagjIpBCsXvLZ8kZP6NQAOzH1cNg+y0Dk3rds2pmBHdjgo7mVHJuyaffbNvQMnV7d810O/TRHHiGqXO5LZtVFM6wpVto2SIwjB47+VfpLauStrk36zNtitdX1L5a3QbwRUitUZYW9Lp1Xx88NbkBbdJXqth7zU+e3Wt+mjoYjvfyhh1O2WSNOx8beKdOeuz4NtDH1JtjbqE+L41D8B0lsRyaZFe9v0CE2O37xN/ntrPd/CguBgLG3rbe+T0yciPHGH1ojnQw/3nDWqNOjzK2SvK+5wKp0Ms4P1nZKN6C9voQxSboCIkgKPWKUBHNWQvPKNZkMGl/ewZkmmQv1N2Vx9unboPe03Gj20oKYXvLknX6jb9d6nPgl70sXkW9EExT0lxrGndZn67gLoT8m2vB89vsFw8eAb8rweMUJNBjgV118dMr76NrY9B8GrreH+nUBtsMMDjUf8PNbeQ+7CLzp5gYOu8VBITPAUE0QF779fyNwugWJT4EI65uEvIzDGhY+M1KasfQgHiZcxEmVmDYvaJ5SStIg1vABqx6mv6gyc4xasVurite9NXbbVWl3UmspHrXGhKN3xWFj3O4zupHKLV1VhfxSoMsq1uaPaiHGZZPdLw8jAuHBhL8ORrtTPH25spREuauW0skxMweVil9IIr8zm7BclY+NanuuMc2uoa+HqeMxOUWAsfKu6wT1mn0Mz4bhybxN2peSu4oizKt3UKlV2jOGgvMRd5d/m989/mTfrb3JX+bd41Z7wevUsry6+wMen/zmPFO9HivejwF8ufpOaC75/729zOBKeXzzLN+e/DcDV0XuQ0dNc1n2+sfgCJ/ZNPjz9u7xn8nEWVLyhJ0yk4IKli3yzYfkuoL8DRUIoSF9U3xofvqcHUujG7WVLCA0ZdNsG3EcDZhXYbOnqQzwO02Uyo2iVsZHz+1dx1jei3wTg30e/KRjMKLsKnIusMAgEjDckNsZqA21aXPTbKRqM0baMobCTm8rdlHff6qcXnJvizhsiUTZd189g9bZR4t1OOZWqL2kY2b5Vi9QFBpN/teutAvttDv6GgPy2ym1QXNw09ADmDXn0YlKG01R8jPFICfLASHwiJSsJPOdgs6OD9SDdQz4V731NcdWb9p6iK0I5tseW89qH6DyhTvT4ag/FBU2q98xZgwoDjmOvdPTUPEZ9No9Ohsn6DTKbYH4tfWoNiA8ymkBeMUaxatIiX0l0mwieBQRLVRfR8y74WO3ZXLcjELX1CQt1XXQYF1gzLP4MIScdrzw4LYgGgtsXjk+aX0EwmodVddx8Y93vKpOdL4oNlJYA1K2m7LAxIs3API6NjYmiAiddcZz32qPvuudgTAvLTgELKyy9MVqKUhROxtIapoX1R14YFxpvPQJQpv4WrWRUQZ/KpvHtl3BWueM3EmXHw6TKOkMiZK7dLdwiVwucLtP1UFmXGXZsDEbgvLI+QZTLIFuKYETYKxxGqFSZV5ajcuRzrTrQ/5g5ivN/o1pi/YX4cHGJG3rBK8vXeH7+Byhw2TzAu8afcGFXteSQXS5szVfnf8KJfYP3Tz7D05MfAuDcVihwVLyDnellvrj4l1wpH+OguJ9vzX6HmbqFsb9x+vMYgaUuEAzfO/kb3LCv8NWLf0mBYaHnlLLDTTnlL+d/wll9jRrLNzBcLR/j/uI9A2dCt3yXcvM2FOcdN2xGQ9leegK628iVns8mzSQByo3GkcnfpP5G1JpNqsjtz7X3ogzO6SqaDOLj2w/1K/27enRN8K7dJvzo60fovYx75tU9p4dkrG+ftq9pu/GxX1+ld+77VGhwBlijp/S0afezyRgG9renTnrqDqq3pt/esa1XqavPhmXbdo06GYTso6709rHGyGnvld6v/fuHbjVrx9WvT5v+kr5r6m/T0jcoyTb3Go7ZhwRuNz0t09YgPOkdAH7706eK676rYOLZ5zZn+/gOH5BocJDOpOidDqC3TU9qGzK+bWgX46WTLZQl8eJzdbyD3Y/d1evcMrJtoR7eS59nau2MUJrmVW6UCInDrn6fo7i05lhDsqc0XwUpHrzVfIxJj/y0CXx/B+iTgRHkh6dFkGNwPPf8t1sYq4yNUivxrUVurIa3GJNCmRYhNKhfvCspkVSesMqqCzk5MW7fpJB4zQk+3j3KJBoEysKGZcFQYblpZ55SYyhEIi1HqXl5+TVO6ltUwMhcZk+usmcuUYhhYgxjYygwqCpjOWAkB7y4/Aq1unG+tPwKlc5Z6owLe527i3s4MIcUGM71FjvmCkflw4zMZQq5zL65n4fKd3Nmb3Bmr7HUMw7NPYxkB4Aay45cYir7zPWY0hxgZMfz8Tcr3/XQvx1FBGldxkoVvvg69N+k1wsn3fC38f4G1RL425qKg88au1F97xGXdYtA+ykot1XE3L4c8YvFtKb34ESPbM9YxL9kHdjXXZjrQduArio9CaQabZJ+6h/mnTCcA15956lnzTFZUS887Zsb2Wq+VpW+66LVp6MnBe+4ZPuzi0t6dM+Km+MWuGiPLTydb+s6benPan0afa2q3zv/a+RBeppr6/tKGevqeWH5MWtTPnJZmneeq5rRRgbba7BIk6davA6bvjUQbSSe2qpIFyw2FwInz77zdPePNS+N+OuN7/SPN+86jt0D1vy0NYqt8/u8pLkKjTXrC+JbgcSdTyAxgPsozybZAcx35jXqHACjiRA62h8qLoJOxI/tZ2b6Ejz1EaB7XdtvM2IHmtdNbVyEGaH2sdfFjzEHsZ14+xn4VrLFt2iMxR5oNQrU1oNVVc/K8iQdP0/i5yeC4vh2IIwDCmOprF9IS4hDn6g37l2zewMQxuDaKVhYeo0N4o0L/EJaNy9hgevCSlzIGr32BkqUGvGAXmO2WfGg+8LHiw/RdEL8+fMqj8WfqD+1urcBE+OgwbmPXhNuC0Ycz35awJtzR+vBwF0TQ2Ud57604uPuuwg457U7gmOTjs5CLaUaRISlWl6pT7lXDtk1JRNPwSnFoCz40uyzPDD5Po6Kh3hw/CGOdI8dM2K3cEmnzmvHuxfg3uJxDsxV/nT2i+yYAwTh68vP8UTxo1zYa7y+/DKf2f8vqOyI4/qEgpIro0c5KB7AUGCp2WXMZdnhd87/OXO9YCw7PDn+BM8s/oCb9nUE4R3l+zkxd3Nz/ir3jp9mLLuc6hmbFlHd9on7b0c5Pj7m6OiIl179f3N4OPk3rc7mRRXVGjElqPUUmDsh9/Z4/DpAQxluAJvTfsJTY8NwmOvGsAmnf21f62XIKsrUSnqKrubjd/bpwPagw9A4esageIBqG9v6xtqbQRYG6S6dMXX48P5B3d7eHsNAv511AH31WrKlHUloaEy9sjXrd3U/nYhFuby2bPJ9Wfvwu9NXZlC0aTUdvenvN98e5TZ/NuvS+d7L/LFD31ugK4C/huw2IBfHHVe64DR6caXVXprc+gadAjRLCpTrlNpk0VfyfnPOeqSWpHZJj8zACF7QvhCWbXmZVzqMu0NX0aZuKapNCvOY5LX2t+ZCY+SXtF9y/eKYMmC7KhSn36bWNAyFvkRJsW74nveFH7/mf/G0E5N9l5jxNclx9a223jxqc1+g5DSi3OS6kB+LFOElRsrJ5NVqojdeaY4vhMi0Ko1kVG2PfeWzwwbQHeQtPR/e4Lzs87pEcWEpk1wH0sPcFRnIX1rT+G01AXhLyErrgPbcJs/8yCRDJM/qurBhoauXkZ8rJAqPA+4OUE8Kx6u3CvNa2C2VyjqDILACVWGpwo6vW1m4uZCYAfa8Sh72EP0G0lgUv+i2dm8Bxv4l9ptzy0WlXBoXMTZ9iJBTqbKolZ3SedIDDSksmF2q8tzyFqiwzw4HRcluYRgX8Orsgv1yhBXl2cVN7pVDCgoWajkqRiiOV79XGF6tTzmxC67KlKUW1GqpdUkhI2YsOOWMkYzZYcJUx4xNzZfmv8uJPeXR6Q/yjdlvM7e3EGDJgrvLJ7ln9F5KGfPC4o9Z1Df50PQ/4lQuWLKk8rJvVN/ilcUXscy4desWh4eHrCrf+R76nGe9bQng9NtZxEfLaX1/yxluA9cb+oHNoDriH44bthHcA2WjhYDhMjUbeOrJZA7UE2FdOMnGPPTWCbr3oZhvd/Hz08fHTsTazdQMU93ZPjDW3vCWAcysO04BYIR6rvNuFtlwp9as3W3OfcdbLjSSOiW33xo5qWvnuGy16Xi222NtyRrqM/STe9Q7bwC8Eujmnvd2v5uOe0iONtVY38bDgNu5dLy3chuPegLWfltErK16Da89oIH+4MHlprx9PyEBkEZPNaTEUY2ixCykQzJ7Dk/0LIszLHPvdDwF/fjz/WHouRe9qf/KwbnrUzzY7Tntoh7x2pKmvqvFty5HS+Ln5/2kDhMgzmTn/fq6NjO+JBuHS2rUnlxtvLEMxBfr5QagHcgZDsRm4NyD8fgUyQwUyWSqPzbt8zFQY8Trb7KjV4c3CxCBt/iFq/kCYwdM/VuFQHmK05OISy7OnDs/KnXhJTW+LXJKxERR/piX4rzvQWUTbgK4Y6TZsQq3sLFxWV9rdV7yyro3BGHhMeIRRAbUK00e/FqdUVCpi3FvpPEkZ2HD3Ln+KoWqViY+os3Ep6mtbNDH1SlwVJyFVb/Q10W/mftIN4JwVzFlacPCXbcQt7bC1ExZWkuFckl2KSkoRDBSMLM1CyoWVGg9ZakWi3KGZSolI0YgJd9Y/jljs8eV8iGO9QIFKpa8sPgSx/U1jIy4JLvcXT7GXN3i1itmh4ncRcEOzy+/wL4csVu+A4Mw0RFLPeXN6hkeGj3NSA2WBZuW73gOvSO3mNv7NEI7rvrcaaXDtEs0SNwrOcnvcNsKJYaR3EpnyeZh0ybbzIsfI5uMTdbLjgbckM5Cw8jrFbUupOdbOe6rdB/Y2DP/idO/Sph0N+Xb3JOr01KlvUAu1B86Ru1++ubH6attkmlv203K6j5VpNnXRudXtw9tt+noLL1DHdzXqSepXlt2TsLe6pRrjXVQvzW6ZX3f7mHZumx7m4nFQ5gI3lqGUQBRDXAX2qzqNxhbuazwMzcgQwjLNnhs6dIZRGibb2vJ6eimrbqrVY+QNfDcPcBsxojPxtk4bVvyc9u7PZQI+gYUCmPy4xs6pyIP2vPCG28CAliNeiQTIafWrD39MwAc/iZOuUYZ8W/QiWYYR8ADYTepJvLi/QJigt5RS/ckFo18fSNNHcLdPsSLJ6sfPmgWg140PtkLyQwEDXNITNpUiosFX2TnV+4bsl5ekBPeGoSFrEYcTab0jx6DA8qlaPTCxyy2HrAXXr8439mi5dIE3ZynvvDnp5sj1xc4oF77U9HgQk+eV07fGJOekBHW6ef6d2C/si50ZaXWLUC1yrxWrCqXiymHZhxjCNTqjQGBmbXMauVIdhiJiQbBUi0XWnGqC87qOup2qnMEZWScMXOtfoGZvc4BU8Iy7qUueLl6lpolO7LLkexwd/kod42e4FL5MA+OnuCu4h4manhz+Qw7csA95ZPUKKI1S3uLN6qvYu1FT8LJ1eU730P/Fsv6ZFLKtyUMY5bhVnmLGVtjAqNtPPUpmo1uMl4RYuSdTagwIdLOWg5+INatqSfiZNoV9VZEtknRa7p6q18vIL2hLkO//ZFt1Eep6efTb5tYaqh4HXr58dId0x2IZDNI07kDRf0TVbKQmO497h2IeNOQdQdKXJvQJ8/3tYpms1U/ZMjGb9skvGULw63dHnbnL09iFJnNVU6C/NNvw3CUt1NcBBw6HvNNQ2A6Id6F6YGR4uQ16D/rPPu6zju/PmvsRqqiMcuqk+t0U5+9s/n2QNPSJM345qpdGkvfkLw3PPD0UxZZ9zE9oRYbxoMmUJ5CTab6biwSI9u495Pe4+1fGwQfdFrwmWLjK06Hqi4cqDMhkZS706c+PW1HQNRlPQ26hoWbyc7Jov74SElpbO50LiSFo4zUHb8/0lZ8x5K1heS1r6NRkWg1tdcn9+yPjKXwfRWethNPSUmLX0M7I8qOf+tQe0966a+RyqY3DqrE0Jnqdaj8+R6MgrDQdeIpO5XC3DrIXojLAjvG0VEqlXh7rTQ/xo7ys+M3WeC1mXBQKgelcmsZ1iG4vqZFmCeocID8olbuK4x73CJcVHC+dLNQilCpUiDRKHi1PuN0ueABcwlwC2kPRoazyl3nl8oRI9Ne3eh0HRthrxRO7IJvLI55pLjMWKeM6xECXJJdCoRzW7FjRiyl4iV7zPsmn3GLYG2FinLBnMIYPr37XzDTOsoWhePqFV6c/yFfRXi4/F7eUb4XgHNm3JRTAL45/23O7OuA8sX5r2x92/j3HtCvK4ILTdgpbzGb6+o+Tbwj3H522iyKyla6CttnmhU2jsVtPMheS41YF19+07LqAS/D/Qg4esiADquyoop/CboNmFuVzXVFP7R48wrujcs6WkscX6tepMU09XCL0rLt4v9bexx75G2ySLSvXh/VR1pyNsxW2yjR4LlD13NOXdqGSvNWSjuEZUMfchfi4GkxeMqsaLNZPc2mRMB48KlkgFmzectEZkB7sOQAPJftdWpQWlrUhd5L2wP9tUDd6+0OsT8X6RoAAYzLGpkNWay4xFp0mHXzE73cjbnIKSZARhtyOmj83pSVaZv3GWkuzrgI30PyozCnsbvMQIl0kjBODXVSn4LLCBtKHQFu4MK7EhaYhnGLNjPIBuqOeMyeIvekseTRZHI9oodfAs0F8oW+tnU+qQZaSqIFSaZj5bn/gXIT4ulb0hyJ+Igvfr4Dnz+Mr/SLZ61CjXBRu3kJ/PmgTgDbIVusM3aSfyBw82tNt5Fx4YwBvz41vp0AmNv8jYc79wvvzT+vHGielk6B4BHfL51nvfJ9Lj0PflIkj3ulrl1hhF3r+P6BEHxRK2NDNMyORo4+M7cOjN+vO8x1jNTC2DggbQTesGcYNVwy00j3UVFeqU+4Ukw5lJJ5rVzUgBbcLfvsFYZbdsGZvWBPd3h++Vec2mvcO/4Au2KYUHK/OeCmnWG0YMKIfd3h1fpZju1rXBn/EOcsONNbfOX8LzgcvYcjcw+H4x8G4Mze4GvLz/KOyUfYMVdY6BmvLL7IzN5kai5xdfRuXl78GYdyN/cUj/OV5b9ik/IdT7n5dhTp+cfg5050KOlD/n17zWP7rfTbckwCm4WM9OCOTcaT672q2po6wpq+hsepskKHlf26dh06R9w33CbX1eEribs3kiUM9NsVMji+3m3Nh16qt0Hpo5pscn5tQNm5LdqNNH/00482+B0QV0fNbNvaczjf353zt1S2bT8ENvsOVUO2rr9VdPY1Owse5779vVM4AGCHLpPO7zt0q+7Ow4BB1X7dEfnS2qrX1665T/Lf626PvY4Kek675tzHEIyQ/U36dmwMvz+C8xataFX8/s3M3SbIjl7wIFeT3qtKuCSjf73vluHHmRsGLazuqDRxLtJiz3S71uzYNOcheNRzGzs+GcPbhXyhang7AtF4Cd/Ff3cc+abdnh/DYJiktwDaeCMQFwOTFsXGtQP+t/HjdnVSgqfwCRQcq0QjQHEgfVGLj6yTePiQwmVG2eqMjrFx0WuWlviZ1Y4jP8oelW4RrbKgohRhX8Yuo6tYKqn9fNnsaLrwlktrWXp6TikGC56iI+ybMRU1Viyl5/Cf2jd5s34BUBbqMs+WYrxxYKmpMQhze8xJ/Qq1uiyzM51zw97izF6n0hkT2eNq8QhGDDfql7hs3sFE9tzx0CUTc8Ceucph8Q4Ozb3smctMZJdNy3c99LdZZIDffKezxjbCTFLdpujk8d80Gs5thbfclOpzJ+k3a2ks4uusmLuV9Bs3D9Knwxr6TW+GWk/n6acoidelGY5UAx3rrVC/IvVkQ5rObfdjnIduHcWlhwqjxiB55Je3pfh+V52jHVpNT5v8Lcg2mWL7kkEFKk3+Pew0zTnauIQnPWw8nStf7OTyMg/xZi8gZHsqTHBNhk0t6krbOxzvb+1+tMcQhV59chpLqiitOq2EUQPyVxZP0xHj/bDa3B7HhKexrKD9dLK2NnZ6GDd0fLQ1j5k8wIWUpGf8ObWiBaCDvqGGEbdIM49jH6IGBcpU27NNsHWaPVP4qDCoRMpVBpUj0Ax6xBjtEk7f8N17vrPjHL3/0oyWE8egYANlxy8ILcW6CDP+e6C4LNUlwCpxLuilLeIlbaJR5Be7ojFme3a3cfPfmudwNNSv5g2x2EOCpnGh7Je1jwJjXFx4oBahzM7Sk6pgWljPmw9UIs9ht0LhOfgiUNgQtScB7kDnWVphqcJYlFktLCzslS6iTaDvOCAunFUBqLvPbqGURpjXcHOh3D11ITbB8emX1i2UDQmyalXOa8u0MIyMMwheOrdU6kyvF+1NLskul8yUq5OCr83PWCwtj44u8VB56D35yrQQjquak6rm3uIQW8OJn/kzWzESw+VRydeWN7lUTHhidInz2jJaGgoK7jOHvG5PmLEE4JHiMhe65HXrKDMLvz2UqTnk8ekP8+zsN7iwNzAYPr379xn5dZOH7HHBklIO+f7d/4jX7DFzL+N94x/m1eqrfHHxq+2LYbB8F9Df4dLm5N9JgC9S0uT23QYd57b49ca/gt2kjffUbwIQTeDgr9FHytWGSFhUuqrPaEQM9RMAeD/9Rin7OfW3W4wHgW9Z3IDeqzLcbiR2w/abUlycK+P29WnIalJkEsc/gOSusdCZ71UUlTtdeqlDK+ZiU5pOb6bYnrY5GI/1CLgife/osWLfUOmVrZmxsCX47e1DEbEe4K+R5wFcO2tsykKbuTn7gHm833aB8cqoL84CHzQIJID1HDz2eGeDvuuKwEAUniAjGR7bGiIpok4On72+waDIxhEBqQfJkn1P7ZMRJvm5ktRFY3hLp6u1wROuwb+e0XnoGCjGL94M/eWhLRWXETaEsDT+jYLg4pzHkJg+i22KdON0TZQb96nUOLYXyQCIuTxI7cMi4NoKc2sYG+voLMYZB2G+yuz3pKgRH5NeY//J2x68/bUVquy1y8JTcaw6Co71YNx4l7vLkpsW7boFsrC0woU6j/rIv01Y+hjw4rcpYAqXTOqkMhQCO0VKiBX6rVWYFspeCa9dOO57uB0GI+dgJIxNOKLOMAj+jUtjZyzMa+FwZDDidQZ2CtfvuIDd6jI+3ztfnt2gsCVHZsLBSDheKgu/aPZle5PCOjzxZ+f/PxTLvrnEB6Y/wkQKJv7NwD1ywBhDrW4B7Hum38f99SP83vn/wdXx93Jg7mZPd5gYQ6kTRA2v6wntUlCwrzt8bOczVLrkvK74wvxfcXdxH39t728zYcxCK070mN87/03uGX+AqV8DcCIXXMi8I3NV+S6gf7tLfJKFMuQC21hg9k08D3FbeZKBjPjfyvqJ27mmbgAV+R26Vz8Z+D4kV1brGrnaQ/Mrw4BnEz1WDX0FAAuUkO4i2ehv6dkeV7R1+wnvP9fo7PBL374uSgsAo2kQDKimrfZxW8tTJz0hLPsmsN2+T97WPPQNztM+lNu+lrbq1wPGzrHRgTG1u8/O79592tOuZ5y9Q2/pltdZN1UbT2UPKgsAc3A/3SmJ2/J56+/TDalHLvmmDOQOjqUlIwP+nZqNbb5d+9RpA+u2seDBfkjGFMBjn14pUOJ2pXuVp+EP99cnIelyu6V9KkPby0/nttZ7+4mPrFb0nsb10CxGwoJZ8edLbgikTvI3Dfl5GAl5/piG+YtzKZoAf/ZIDW+TNGjshcY3CMG4yvqW2JbMEGl66qFFzfHzkptLOS0nzFs+l0UWkiacYe1jVOABtxdcqYBNa2EKCbo77nx4mS6kxb4h6ZXLJOs+hUl+CAgJpZpr/XMaTyA4O+6/RErPTDXy7ufWMpHCGxCWsRRMzYgd47jxtWq020WNo8oYmMgBgrJj9hmJMwbmes5zi9cwei+ik2hUjdhjV2DPHHEgO0xlRK01ryyfZyQ7TLgLgKk5QqmZs2QsBbVWXK+/xVXzICPZZWwqJnKIBU7sTW7qDSrZcxMtU/IjWVNjtwyr/l1A/zaXGI7SlzsaNUd8co2t5QnukoWN4sP7Nm6x7BaZYsFfuRu0WQueAshd5YXv0lVaFZxem45hSEYHRIU48n2AdcXC2sEuum3Ubxe1PcBxhW7t0rcAVHC0ng2iyjhaTHvhrtc5bnfn/GD23EbbMHdefvBq9Xqzbx9UrCu9hlcbaaya3k0W7K4qvcZaj+xV9VZ3sJ0+20km2skdFDYAjj2w6/dg+yf+UNs1Hu1GVtPbeCPQuRUN9C9+PtVbF3HRawD0OXjrPa5ZBJjB82rAa98qmuvl2zVpSb5WXLzLinOouXh31a254ZkPHvDQztiYVTb3ouO9rH0GU55Rtl3ColarJnrm80XESV+NuoVFo2qFOuZ8cXNuI3UlGTnqQXweTjJQUqw1Po58qlNED3ZBgPthsWh6E6AoTsaiLiiNRUQpJVBbkqyQaGphjauHo884xXN5CbQLzrteei+8RWLCJ7f4V2OkGyMw9tSlJmWJSP0ZGRfOcm5N5MEvrKMcBWNjr7TRsz8t0huT8DZAEWY1cW2BKuyVEik+wVYQcdF0zuoUBtPi49D7Ba/BgAgx7ZeqnCyVo5HhxNZcn1dcHY9ZWKVWeGx86Ln5yvWFZeQNARHhLrvnY+AL7xl/iokxTMT40Jfw+vIN/ujiN3ly569zF3dh/Jv9ubXUOuGD0x+lFGHGkpf1Fs9c/D6Xzf08Of4EKpZL5cNc4hHOmHGfHLLkjD9a/GseNz/KrrkMIjw2+hgvVV/iTy5+E4AHxx/mcvlOHp58PJ6fgQ2hA9fCUPmOB/QipaOibFC+bSEoVxQH8J2+W2dp/f+z9+fBt2TXXS/4WTszzzm/8U5Vt+qWalCVRssykoU1eJT9jLFs48bvhd30iwYHBERAEBAEDv6RA4gggilME/gPpoiHIiCIjnbTTQc84Jk2YHAjgyXjSZZsTZZUVVLNdaff/Q3nnMy9+o89Zp7MM/yGWyW7tvSre07m3muvvTNP5lprf/d3DUk0iT5yc+Pec7avaeSmuT5NX4NCcQ7GKrpOP3dL4TcBWrNEN+Nl9Brgw1SXagoP7eiRHfYcDJxTkcWMq+KdlE0w0svYcDoWlXt398Fx/HyvpBpds96S9i4yltNRms3GG0qEzPQZ+svaZM7LaRhw8tJtH95Wa1NJboC1XyprzX5DyGxVl5mBt+CXDMlz4a5FzHrXWNRkrPZi1GHYcB/UN6svIAQaxTxw0u57kxL0E6MLFIbRp+vgrLtjilj7FW2c0TWUtEk6vpvGIXaNfAGfiCpU7Z9Lic5G/7mFDLOAMUpIntWCuOCM3BzKEuRrJpPMwHW6hkhvRhEaMOLZjecM+EQ7mSLRlkYXmefEG8hdNhzBQVqaaHQTI+Q5FCY4zLU1FOKemY0aanW/exH1Dkp7s2nfOkruVNU2wUzKbO5KCZSRbQcg/Fyth4kZiNlnaxUqY3F7D1L0vjDK2FiOmwJFonHf+DY5d3y4wsY7JrNwv0uA2BCN8wYHR7oyssyzDLNzK35DqYuUz23ikZ9al132uBH2K8ce8+IULo2cnqU4JpwmToVwa+rw/JdGwsS46zxthIO5YhAKA2MJPPrC5crN1W5RsLvloDjbfv6mjfoEUbDjCfXv2ikv1Ifs6w7bRclEhG1TMCkMVho+P7/Fnm6zLTf4nu3/lVeY+jtNecHeYcKILRkxEuEFe8BcLVd0j7dMvofbzTP80sn/E0V51+T38+bRu/jS/DZHtuakSXZVRcWOjvi16b9hp3iId2z9EAB77DHSEXflEIDD5iWenX3S35+bBR9/T7HcOGPaLP8Lb61Nky2dRp8AE9k4GdSgQETM6URtPN6g+4o2EmSvrER0LlbVX6VrMBxPW+J1WSy67N5YOtYhfSVZUV0demQN2yf98p2dI4PnF/rs1uu1M5bovLrxSjWSzitKVmWxzcCYF6p0x9sd28BYhwQGY3tV1dDXUOVlcvrqnqZ056Lvc9/3dWUuHDvr6oD265lPYwZfyD/kmTbTqYy6Ufr1671E3jFpwTSEwZ9FLic/nxuFLWrJKLc93hAZTsZj7qTn07zoXLSLptfc0lswcb8Pxk+kHUNsOSbaNXMzrT2mRRbG2Pnu6yQOene0DZHJ5yT1sah27mRlRnnHxxcCvjxjedHse1ZCRD3vwzkD/o3mVxEknqXt/GTzkb0FqYxdoM8EZ0DnvYU6VoUQ5oqRe0k/jaCLyeSFME9lXHQ/sPYExhoh4eAFKI3GhFPBgLekpFAR6uMDAyPvVBhgu3SZYgtJfYdSq+OhHxeuz5MmJY8y4oz5wtdrrOtvapUTq9QeypffxoUkEFEh0FjnmI8o2S8LRiI06tpaVU+raTEIE1NxudrlqtlmQkltLRUlhRo/B8KWVKBTnq0/BcC+eZDHyrfT6JxDe8KBnbHFiDkNViqeKN/LUfMiB/XXMBiuF09RUnKnfpY99hgzJuy2GFFRYaj1mFqPaTqbbFeV31MGPcCq7LHhKSdxatY0hk6pjciyjLWnEZnRQm4kYh3ayU5X6zoB6xjpsV5BpMAc1GeJUd2StcIQGzy93GjXZWNZpXfv4T4nbA3jsPfc4kEd1ElOXa+f6nGV8Tuk4+Jghqk3h2Wepk3XeF+4ths6Fhv9hlYa/+v0LevX7cpf22FYV2iP5ec3G55HCRH+5ZVoGfGDesW6/cZzqtPnCKTLHE28OM5OPy2suI/ndpyPKCLrIN1GizSQaXMr2b/5ekBLgaxvb3C37tdhNH0rS2susTumDHKz2DPta6ZpU6rkbXykeuG2zIzSyIxDmxM9Oicx+p7ktVYLukIzRyAy4nid1EN78uvXxbKHVYaUZEqibqEESE7uUOazlI83ZqEVdZtlO9CxwDsfpATjX71ugY8+OCjBiA8bVV0G2ADhIsJuKqNU2b1lCYmuUqReaXPYB+YbNCSqSsZ8WMCbFM4wLwT2Kxj711xOcRnYcHZKYbt0M3HcqM9665JDjTz2fm6dUT9X5aRxf7MmORMNPjGW1zusGMxVES3YZcJ+WTIyQoNSYznRGVM7xWBA5hip2TKGK2aLsVTUquwyoZLSrRQI7MmYipqv1Z9hzpQ9c5Unqm+koOCenfFKc0RplbnOUVPyaPmNHDUvc9C8gCA8Wn4TYybcqr/EFiNKfxVrnVKopfCXvWBEwRjDmHXLuUNufvzHf5xnnnlm4fiHPvQh/vbf/tsA/PN//s/52Mc+1jq/u7vLv/23//a81dm45HSNOWPNedNRLuvX93hqSEtb702WbDLDeyN6S1mta27U21WyhdWJpUKddSgtezAH6zLjnAssyhX1SbXWTzgl9NFyOt7jHihMC46zjuET4C8r6nbhLpsUkQyfPyAvOAK99J+blQXGm/MuUdcOhWW2D6Bdf9lG7R7ZyMD92tNvOpne7DkQtR9XsdbcbKL2guhgpZzHz2ZTOI4vCv2ZaoPxu0RenoW2lTU2YOJ1QB/tYM+9/otwmgz7nWPvBxVKG2jT4JLMqE+2UTLpl6LB0VC1Xac14fS7ePgFVXIjX7vHOqPUjOUlyA9Gc199gtEe6iQdQvtghHfdkMTT3uOphnOk62dVMCY5VDlhlAcKgjfGaz9fpbE0alDFw3K8sY62jP1GHWQnGMbhmogo46Jx0XQV5tY4+AxEuJQzeCXi5sPPKE9GZTwsBpSTxnh8uPvsjPiQXdb1XRnluDaUJhj34iPtDqo2tw6WM7PCxFivm2Onqfx1KARm1jkvBuXKSL2zAMcNEY5TGY+3VwdDGhmXhOpgLuxV6sfuovHB0Zh5Bp1GXXR+UoiL2BuFOjkWc6uUIhQibJXC3bl7XxgLR1YjneWduaUUwaIc1DU3JhWXpKDRghemM0bGsGUKdsuCTx79PLfqW3zb9o/wieN/w0S2+OD2H+R2PWckhiuVyy7bWEcBOrMOznO9vMH3bv9feUHv8Vz9RZ6b/SoWp89Mj/jEyf+XR8cfoJQJnzr5Lzw5+TCXzHVU4Y4csl09ztuqxxEPHZvqAZ87+Xf+dnTX6KnJ9zAyOzQ657PH/6rnF7NYzt2g/3N/7s9xdHQUv7/66qv86I/+KD/8wz8cjz399NO89NJL/MN/+A+TIuXrHM6/LCp7IRv2gjGHf2Kf7u2YjHv1mP11Gw5gtfsrQ8zndl6y13yBrzL8lxrusn7m2j65g9fFR4B6MfqCYhaN+kF8d/886OAZ4VQbcaPcTkbYoRJgSQtWX9/Y+zSNpseSPnow612Dd5WBugAKX3JtXm9F/H9O5UiRpjca++epl5fXzcy6TvMA0/BGqBsjrMoau6mKmhmfC2HRBdn9/QnqVn40tXNflzsF6zgOy/VJuPUYZV4pa3GcC9hub6gnM7ljaIfrEeuDaraqEOpr+pwfj1IzQ7a1StFZjlBv+LlbwRvsnc21gTYz0W06OZG/3hu04X4y2Cz2HrpLcyMSMPNO2yJstfGmfDDSc1aaMAJrE2++RhnJ2I9jVLdRVSQYt8TIdu4IhfnJn7aFKPOsTWgfHETrHbRgkRgUxG0oziPoOaTLSIoJjIyNlJUWh1UHh593mW0dPCa/XhFn764QtTons5YEyQnMN6FX8Ua6AbYKbY8d53AEJyqMf1wkOM/UCpVxRn6tylYhni/fReZv2iMmUmIYc69p2BNDZQyFCKW4C71flhQifnVCuDoq+ersK3x+9hxvG32Aq+at7JZTZtZytXw7iOHF5h6ljuJgpo3y7PxzHNjbvGP0AQQ4sLf44uw3eGz0Xp4on+C62eXINhzY27w8/yxvrT7EneZVjml4++jb2ZPrnDQHfK7+VWYyj0b7y1oCQiElbxt9O1vGcM/e5IuzT/Hi/DMUUm5kt527Ff2BD3yg9f2nf/qnGY1G/PiP/3jr+P7+Pt/93d993t1fWJHsVu0W7X35nP3tGR+7Ev9zCiEpUhPf6muJ6bZb1U3gqg9lhZG17lBWRhQlkzdk1AdDsK+OP7fUyFucg8TG0jM/Iv74UPKoPlXD07Dv+gzp5w2ivvq9YxjSlXRcvFG/MK7civOfJFBTSqv9qY3QTh/R3svPL6i1zv1Bu063zdD1yC2A7nVZ9bMYPL/h7/iUP/sLLQs6bWKAa7C2B2QlI7LvPt7kUbjgy7GEBlLzD1m/rZ9YutdThH1Il4E5Wap71ne8Z8Mg2jqtIzc6I5lj0cKb5z83zeW0n+MiqXLYGLu0BGO8s0E26tX9yWawnXad3DzMnas02PyKJlLJzMCP7fNBOiOzIc2JYnqvS7wC3SF3LocRh8eOqwDxXGIyEpLxC55nzt9b+crI0JM3fA6QFvVy44ZioWXEx381wXnCAp5o0MjtFxA0UkKGCH+drXY4CI56ByPokTsnSc/AfqM4iIzBwWZmgRvB6x0cioCrF1KEv7bQiIPtWBwEZ7skQWxQGmmwPtDaeCy8Ve9Y+PveGPUwHKVE2C4Kao64Vb/CSWG5bB5GPH3OleJNzGk41DmXZYSiTLXBqOHQHnDXvhrn9FiPeLb+LE+N3sOuucbl4irHjeWZ+ac5al7hgfFT3J2/ylyP2JMHmDDhUF/khebzbMslAqT72LsyW2afJ4sPcrkccbP5Kl+cfYq7zVcpGFEyYd1y4WHxj33sY/zIj/wIDz74YOv4l7/8ZX74h3+YyWTCBz7wAf7cn/tzbG1tXbQ6F1Ikz8QK6NLMpaeRLyDFmWE/srEM1+/68JsNoD4iICXYVZAZ5cIzyi7JFLs8i6ybH+mDEInvcyMYST7fq3VQT1u6ziqKe1+ElYGOcYssyo7QFbtmvXO4380pGXDOWhaoM417SeYsMt1Vi2WMOV28Sr6ysJAMyr+FT8X84y2js0x9Hr3vRPIXDWJfuqpGR3SFoXdOpZs1dllpQWZy+E53ZaGF84Z+p3iJPjnkpWceQqRdTLY6sSDIG5e955LuIaLdwq57A9ZaZ/AuQGaCxSTqM9SSQWxSvbBJtctmkztYIYrvNj8qy2A6OdQnj/6HOcgNcht0ygzt3L+JExn08/PS7bOL8U+bUJOIJktaFTnf/fzbDHpUiqUmQFmUcVnHjbCJ0x7mTRHnK1FCLl7HuDNPFCOWuS3SLeh1DU/YYPyPsiRTwahWH9WvVTAqlKJsF038+aoKJ01o44zc2o+7tuKoKT1kaKdsIoOO09/prgpzf6wyyqxxmWHnCtulxiywkyK5u6rCxDiKTpc9VrxBr5FVBxwDjssamxwYF6kXjmpN+HcrVEYYl24cR+rGv18Z3lZcTuOlpFblztw6jLwqxzrnq80dbsglJlJS+qRRj5XfyPXtdwGwZYTSG/TbzR4zazmxDZfLijt6wgvNMe8YXeXdxbfg9hsItVXK7Bl4T6fcske8SS7zZPVN3CjfxW25x7XRN3Jsb/LLJ/8ffv/4D/v72PCe8Q8ylm0syi25R9jAe4d77HKpdb9cLh/nevVufvv4Xy7cS33lQg36T37yk3z605/m7/29v9c6XhQFP/IjP8JHPvIRbt++zd/5O3+Hf/bP/hm//Mu/PGjUT6dTptOUNevu3bsXqfqZimQbTPUc4TgBZ+8ehmfB19sLhN9cQMloOS+OdlQ8/KaPxz4Y2v3XUsUbtX3wm15HQjI8/Qb3Ri88SPqzzvZds77I3ibFOwUbg6vxRjKaxhtldeYsUk2e/l5b4LIPcm2m9wKl5ZD1ep/LqjlepmcIJUZuum4oNK/XLz4vLRWWGP5d9SIcJe9nzT6DYboM1pKMdD/OAE/IYBeu4npGecoaG+R25J215Bsie4zNheoDx4GBuU+OSZi3PPGSiLSHMWBsun7NQBQ+RGP724Wx9WW5DYZe1AeiGR8ZbBCPvkorCO3Ms4u4+QDBye8tBxlMk2Mzh8UZ647LJXDaIyliHphvApzHRZHdxljH5mIyDnjpPDqSfnmGWsUx0wSD1UjimnfQH8euYsXRbYbhFPm8+s/B6J57Kk6HUbcx8o74BFCa4gaS6VOJy+x6jIkR9cJj72O83k+GQTEGCnVtD2vjIES4aDs4Iz9g8mfW9e0M8QTBUXWvosKA8VH0RlPWWXy94yY4iM5orrwqt+eW3VIYm3C/OPx/KXDP78SN/PRWsViujyqenh1ybC2PFpcYUVKJMCqEm7OayggTY7hd1xgpmFnLi/aAB2SXkRjEuBFsy4hSShr/arUKB/M59zjhpnUUk6/qISfNC7xUf57Htn6QbVMxUoNttgHYkhI7/m7GZg/DhCcnH+bYNJxwhAD7us0z9W9wT2/xptH7+dTJL2K15snxdwNwbG/y9Ml/Zd1yoQb9xz72MZ588km+93u/t3X8L/yFv8D29nb8/kM/9EO89a1v5R/9o3/ET/zET/TK+lt/62/x1/7aX7tIdc+5hNBCeDnD4FtwQ5nOLgtPdthYZuQq0zWbSvbvun2tWbe1LN1XP3uI98JL8rIKLOyfIkuhNUN6L3mx90Ey8ma9GAH/SBYWjfpeef39h4fcRvr2jnGT69Wul3RY0n4BFhUMvmXXI6u3AJnJZPXpFOFAXgasuH9k8fwCNGfZb6bTfqkBu8K6XTaVfffvxo7aWT27NaXn3Sw1jrXzHOi79VcY192No0MKrRy2xH/SbZfpt/aYOt2v69AskxEFdKzzzvcFWNGS54iTq8m6Guzdi9Jg+ONhDfQa+m7upP09fhmYtw1uy9bKQNCt017CQUkQqXjphGxRZrFT8Rc/h9CE7bh5k7RBN9tX0JkLzdqHVYd4r/p+DC4yn8aiMdN3/kgJVztAc0y8P2k5TlEr6dwdmjajKml1ImhtVVp4+/BGhGA4J377CHUS5yjVYQHSK5mMemXaOBrKuKrh5871SeSkL3HGOmRj9eMIcCAhhc7yt32Q7xhyXDS+0BIjEvejzNSCGoxYTphx3BwANcbsAQ7eM2NOxcivGDh6S0FosNyzM45kjlJxvXiCkgrHkFjQoFgaamy8T4yU7BYPYrRiLCXX5BFOmDPV29T2mD3zFGPGzBkzouSguQlieLBwiJap3uFIX2HdcmG0lUdHR/zMz/wMf+pP/an4ww8lN+YBrl+/zjd/8zfz67/+64PyPvrRj3Lnzp349+yzz16E2udehJya8hzlikGkOKVcz5Ky1OhbbEMGqVlZWwrWur2kcJFns77sYVkr+pPNxnDhZYjO81xzIHReLqaHzlNwEevT9ini5ObtzZr35Qp6URc47erbofnMwaPnVjyFZS5X8tdbt3pXB1nUMzsVw0pnVjPr173Rz0cuFzStvR3BQlRds88oOSVkl6t8qegWlMZdv42HJLmc1HeEumwiSnITpL8sRLmX9CHS1kP8XC5QTmZR9NZ4JEWlI4tMq31ff/k4AqQljS/ok4xnRTwN4wK1pXrWHU069Eb600gAIte7e5d1aCFzKBLJKLSaIttDxbGwmPbc4t5kpdjBeydAbBo1zJqipa/1UKiYBAoHdUnc9n6Tq7QpLuMMh7nw5ytj4596PY2vF8xlJfDOB8PSbbQ9aUzMHmNVuFcXGAnR9nRnGpwBHeBDE2PZKiwjD9eaW2FqTWTWCZH3kXGGdcjsOilcVP7lE7f5VjXJdllj3ebXcLwySuUVbNRBa7ZKtzm2FEd9WYjbKDsy7ngoe2XBlarklanlmtnm4XKHe82cBqVRx1uvwEnTcGs+5y7H/Nb0V/jt6X/nifISBYYjnfOS3mNmGw50yst6wFyVubpssQdyTEPDvrnG+7d+gDcVD/FI+QSPj7+NowZebY55wd7lQI44kCMOOYmO+JiSB2WHAuFO/VWenX4Ci+VN5Tfyjuo72NdtigWback7p6dcWIT+X/yLf8HR0RF/4k/8ibXqv/zyy7zjHe8YPD8ejxmPF/k4nVG7bBiO/lHEY9Vew0yxMmBMng0bL4iUp5IhUsR7RbVer3mWKXbVXK5Nabl2keVZXoG1MsUu7WIZ1eWwbIdnl/5+gyOxCZ5+gyyy7qHeD+05E+ONCHKWTLHdIixSWF5gcfj+DIrUZck5C349tme9TLErZS2B2XRx98v0IauXh7aiVTPUlnawt6+rXMYKeTEhUf4yChjqZcNYA3LTUmhIVnASrEQHQG1QHBchXYDmKCl6nIxCbdVJJcJ04ni9sZwpNczy3pLUhv0srZrr6v5x+wnE69Sv68oSjXoTo/BOnuRVCHCeHJbTzRQbxhGzxHYiza6NH3do68dWGBsx7CGiHaAvxhvxDmceDB9dkJ/rbkxqU5gGa02s5+AvPnIu+c8m0VBK654gjglRalsko9k/ZguB0uPs3UZMy7QpncFOSI7lxht+Oo06mkrBRc8LSQw2AWYTEkpZwk/aUV9WxkY8fZPJljAuP8cl0IjQSDC8beSkr3wCqDlQW/e7UCOcNMJWYSkN3KsNM08hWRk4atz9UPrf+VbhklPdq9M4TOEw+IXAFW+6hVWIcWCwVidjUsG0gVenwuWRQuNWLErjNsjOfBR/u3SQHyNwWLvfZinCLKwcYHnO3maLPXbNiBuTMa/O5lQiXK5K7tSwVRRsFwWXbMUTO9/NXGu+ML/JQ2aPwq/ElcZQePjSUVNzLDMaGh6RS0y1YUbDc/a2G4P/lV8qK/a0omGLSoSX7CGvNi/xzPS/8+T4O5jbI16cfYrHJ9/FtfItXC4f564c88LsN1G9x4d3f4hqbqi04BG5zLE2jIq3sTW5xu+c/PvBn25eLixC/7GPfYwf+qEf4saNGwvnfvqnf5qTk5P4/e///b/Pb//2b/NjP/Zjm3ckK/6CURMiM0uzxL5GReTsOoiQss6eovnGiaXSvK6st2423LUzysoKXVfoduZMs/3tVdadk267ob765PSPfUkMb+BY38rAYjSg1zZYFqnu1mtVW3Ne+uZxYcydeVgrnLzG+Y1D0tL+vCZ0ofdUR9TKe3RQzoZjWKXyKezDQfmS/dONAmdRY1g1jNWR7vz0SmaWocYrb5lch3abRVKqFDFefiukhsNzIOnfhX7yL9q6hN0Mq/7/mYxEUdm36ASZ4dsTxc8hFb3qZDXbX5fEzWWxfuylM3wlzd9KN1vSGHNjPtc5YMujUxghPCn63e4nc+b8x5gwyjsnSkpSZToGfHscaf5tdqyJPO/OAA90kHGjq18ByIXZNF0OU4/QeNrIWjMfXXzCJ0LEXmK215yZphTnvCAwy7DzpWiExRg/2rCCUIgz3ktRanVUmFO/sfa4duw2wVEM12XaaKSx7F7nyrg5mNqUmbcQYb8YUYqhEJgYYWQMpX/HXq4K9quC7UKoxLAtO2ybXYwWPDf/Eq82X2VPxq0rqcBYCralQhHGUrItFVtScbP+Ci/Vn+fV+ne4q0fUNJQUGAp2ZMSOlMz0HjU1lWxxuXgTd+pnmOpdShnzcv0FrCij4gq37Qk75gb7xSOUYnil/hKv1l/mXvNiz83bXy4kQv/5z3+ej3/844OJomazGU8++SSPPPIIr776KoeHh3zsYx/j+77v+85fGfHGqv8yuOCqPiLUdyIIOnUUfXmR7OfcpdfaSEZ84J5ChrhoZs6tu7oYkNWMPgkWtCJZVkxqtYoDPWxQXRY5NsPnI6vJkvCeyIAe4Vy/bJUeJpmlxclTsg2jS6uHfQJ9m3dZcpumEy6Q2GcIDFkiZ6inwqlyKHSw4gsbXXOYCdrb5lRlKU7+lO3D1G+i39LNr8vmX7JL3de2//AqVU49rUP9SU9CpWRFEaOiA+1jBD+Uhc2Y6diC7suMR69br6G8oMOSzashyu/1bw1DvHE31DbeL34gIfKvtDfq9sFSJDz/JYqKTDD+2e7ESzJQg8oLQP9hs7xvI2wenY/D6MXLZ32SE2n2X2zBbdB0pyQ7ns+p7yeuEgTDMDiHinYTagUNxLG/BN749NsJm1fDGJQGV88AxqQNrq4Pd6/lSaZCpN7NFdGYD3q7TbbOYo4baXOZ3qVorEQ6yUYN4h2BaVNEFpvKNBBWIASa6PC4KL9CTEo1944AeKYcNCaeKkQpjYs8B+aZ0mjkY2iscx5UE499yPo6Kdzm1OAYFEJyAjysB+CgTk7CtEmOkxHnYKCu7Z3aJaeqPETRzZ/jqh8Z9+9xo4yMcwIqDDeKXcb+GVkZ2DLGzylcG5UxY06I8Bs17OoWvzH7LFtmi/dOnqS2cxoa/Lo7OzKmFOFOPWevKNmSipEt+K36d7hnb4MUXC4f55oUlFIyV8uujKlly19HYddc5YHyQX51+m9oqBnJHi/NP8ON6r1cLh/nxeaQnfJxtqhQhafnv8aRHrBJkFZUz/oGXCzPP/88n/vc5/jO7/xOiqIfZjKdTvnt3/5ttre3efLJJ6mqaqM+7t69y6VLl3jhlf8b+/sXR3ep/i52kJ0BKMa593n2rLR6hgynuoxKsr/FoIHbW3vV+NZhs1G7Rp0z9rNsHpbIdpCSgbkfSmKlzbBBv9BGe4/HR16X8QbowogcBLZn7AMMM9LNKDtUr3tc6amn7jelK+R1+hykx8zr9cJnMgrKwX7y6vn8qZ+rJW2Wtg99ZtcsiSbMRetYqLPwuTP2br859Cdn9OlCgrJT2U6+th3XbZJ3Nfi5bbhFyE1LnmRtBO1mc9XMkI5QDH/ceiM5l981bjUYprKgU2LHcYbfAjwltk118n76dO2DyajXVVfVs22seF6ndXxhDNKe22AQd/XN++/+mxniQV5uAHdx7C67bBtqs6BnpnuQZW0wptpZYzO3wkFoVFA1KYrdo0+TUTx2+07HiPUWqTdzo9BEp8pROZoYic/ZcCBFwx3MJuDwXamtyXjcne61NZRiM+M90Vh2f8KNBjYdJ8Nxu4tngnErAY0KU4/LL42NmWtDcqkmOgBK4elYa5W4cdXBUwoqYz3+3DgUnjjayKPayas8tWRwPI483j44AbW/D40oM9veBDwunOy78zQ/hV/VOKqFOzNhp0x9OLYe15fD0cNJoxzVyvWJoVHPR6+wVbgVgePGGeiCi9g72kzLcaM8NCl8G0ddWYlQGKESOGwck9CkEI7851Jcoqk7dc3cKntFScPc7xsw/Nfj/zePVk/y7skHqBWOmoZjW3Nb7vGg7DGi5Ng2XK7gQE94oTnkqeJBUMNcLc/rHUA5sjf5wsl/5H3jP8yJ3uMLs1/kmyd/CCsjTmSO1TlGCkoq9nWbT8/+AwUl3zj6n/jEyf+LreIBHiy/gc+d/O/cuXOH/f39hXs+LxcSob9x40Yv1CYv4/GY9773vRfR/bkWwbgog+Bxl7mD0m/UnL3TzCM7Jf5ZJJBMbS4jOS/rthFOlSt+WAF6KQ0X6izhlodMp0Ggr5MxND+ruOuHZK+j/2Kjfsabgbp9RWF4BapzXPErJwvXLFzLju7d4Fkc44prLv4/C6FYXax37qGFMJ+Z4F59uo28MsFo2lSxtVcw1hCdM/qcxwrEOvq0La/+evTUXTOyfRqVUr+6YBgPNxg6nym+gKNf0lQ6/PfiI+3L2ufHYxSZ+GzOZQajcXnUP+jixrEcoy/JSVk2Tgnx0dUXLmDfg3G/dJUikx8D7J1VgPATk3D/+Htd8Jz98TeY325Z246DF2krtXUq1dfEHR/i35BvsmXhPsvXD1x0V/ymzmAXJGMeDVF0yYVlOnTnSuJ/JZuH7k9sZJKDEKgv3b6AdLxR8aw3+DG5+QtJoWprmMdzwXnJIUHOSJZWe/ct4OzV36eVCZt6Ya7O2LdCjMCrOvy8eIN9r1JvxItbPfCMOEYS3GdkBFM63Py0Vg5rZc/veg0sOGET7Lx2xjsIW4X7XBphXEBRB2555U7dsFMUDhtP4NhP1+pYZ8ywbFNwoDUFwn5R8lj5bkayw8v2iLEdU6v17ZS5Oi6bQznhhennmcge14rHmVlFsdTaYFFu1l9mau9yY/Re0c1y7gAAzJtJREFUXmx+h5GUvG30+3m+/hzj4ipbxXUKqbhdP0Otx1TVN3G9eCslJQpcr97FWHbYlV3WLa8hcPzrpAhElh5PfxT/3Mn237l0mf4XlVj64F4uZ+P2ASO90ZgGGD1OW1awn0T9YEk9SWMZFLPq3OaydVW73sOrcP3ncTzTS3I9pVOlT/+eY8vmfa1665RzuKladso69/SGv+WFqn1G05Jzy+SKZJ/Xb9qWs0bD7q3Q7W/Tz13Zg2UD678Hs726TfZxAbPPZnO6UFeHb5X8mEqrq+4oYix9YHxOfj4QXU9vzfrKVjD6O1lHZu4cL78WcTMxfpo9X3rAn6eukmMQKB1Do8RHH2sC2vpJdHqNUfnkU6daGo15IRjzOc7dSGD86fwUWq+a4ExI1Cle1+BHiIu023RlW0VpzyR+XnrH5O+d0lgXse/qFv4k4fPD8QD1aVQizGRuJZ4zXpvASBNWA2of8S9Ixn5YGwkbiB2GPtCBuoh7bfGbd0O/bkMrwNjzb1icMe+ytyau+rDZdqsUVJXaOrrIQojRemf8NzTqEmg1PsZRGceDb9VF/0sJdZXjxiWaGmWsYu4eUNcPljmOEORI50ypKcXwpvIdbJsHud1MObTzSF1ZSYFFmWvDjJrn51/lTnOTLSqm1jKzDbUqlRim9hYzvccD5du4ab/Gob3F9fIxbtnnuWtfYqaHzPSQQ/sK9+xLHDPjWvEEDxSPI8Dl8gn2iocY6fpx9wvPFPu7ugQWkKycB1ym3UWeffV0smNCqpUZVxfbAChLWGVapXAPppXsN44tZiX7zUrGGgHxrDfLwokbZLvdrATZG0CUTst407caFPcSpOPqjy/i+PN5SEWNOL7jFdciGP+yTj0Rnz13kyKOujSHz3SSPyXZS1Y+etvQzvq6os3GpZNpdvG8f+2qJbM0Fs9tWtbVOxiEm44vs0DzhYJTlRCibbXXbDHojI5bFoEWo+tFpgk6rdd3Lzwo/5pFk2PW2J66Icrdm+F0MILejXAHWctXCAQijl29rMG6klhu+s4FHYcgN3kJEeRgxOeZdMN5d08So6U5q034npv+xiRsfIjEB3iM18YbmAlSVBhLY02ih6SfOrPOMPQ5Dr70rDuhNNax7RS+HyPqjVQHvQGXQCm4DHE+MBFWEyA2+b2RG/lxjr3zk8N8KmOpMzhOOFeKQqarkDbMBpKrSpTKZ3UNWWG3TKLQzCFJ4ek9Ms7wP24Ms+AMaFgR8Hz0kh4xRtxm10BLGZyIqYUro8BhT3QwrLpEUSPj6C2PauHZY8t2KVyfFDQWDuaWRpXHdwp+9fCAxgpPjS6xUwozqxFDf2fuHIGd0nBr7ozw7aKkNJ521G+irYxLVFUaYd9OmKNcGhXIfM/Dayy7RUmpQtmU3JZ7bOuEbRnxRHGFe3XNHMtl3eW94x9gypzn9Q6X2fVwHsMTxRVG4w9yT2fxHnipeZpXjr7K27Z+gNv1V/jc8c8C8KbRt/BI+b7eJ+CMOccy7znTX94w6M+5nEc212HhORRnc9nBOdBlMJS+dhj/UF6nTb/h2FdPpFht1K8jL0S3V9UZhMgMGMzA6eAzZJSPQ3CeHriKCEqx0mh+XZV14SU97RTxjsemfW5+Pc5SVPzvOnckzuoEXETJAbAGp3ivdeb/XaX6ggF+HiX3Dk5RvDG8zAhPWHmGDXbRSO23dteRWrLTVzifG+p5vVznCCuRNtymg/UOsJFh/TT77QVjXKIeAYyjvnuFVjIjCdgJsvlaMRVtfvc293zopZvsKY88txI7udqtTiU7EjfTDtwngSI0fW/1Sm7cB6x53EbTM1AHuQmrBd4Y95Fqmxm6IWNr2CwbwEqFsRRedhM550PfPvqP29Dqpt5Fk61KNGzj5tmObuF4qBsx9P6c9fOR6xU2z4Z6OYdAbZ1D4PpPewRKj9dpFI/ld/Pa4CPrfh6KEG/x82RJTtDcn5tbeHWmXJ8Ik0KZFI47vr1h2Olj1UXnjxvluZOahycFY+PoLk8ULo8c0mDawD5bqLhNuGMTjHM374VA4yPxV0elXzlwusys5bBpuFSWnFjL7brh2qjiclVg1eH3T6yl9jf1q3KM0YLCr02MjWHXuIyzxzKlRrksW+yWBkvFiY55qT5imxETGXGvrhkxorSH/M78E1wr38pEttnSMcjEzR8lj47fz1HzCk9PPw7Au0ffxolavjD/Fd45/jbu2Fs8M/vNhft1qLwBuTnvEqKISPx8MVCc8LeZBPeQ2bBtDsFZt5+1+lijTv40WtXf0rmW4a6Wjk+I8J9BNfrHobJkHnrlneJeWTY/vYc3ufZr1Bu8zp3jCzoum8/lsrQ7ZoHlwnr66puzHhXDh/trtp/leSGdfy+gi3VVAPqdWT1D/0oLmrJSzhKDuK/qCt1X3mpZU82/9LUffB7p4PmWiksgSPGRlrfJHy99z541S8LR5yUbY4DVRP02+K2vuVoSu9RkzOcaBaM8OAg5DCdh4tO/3TxvoU2rq3xlInz3HThWl0TT2JLldUnHpdW/+5LmK3fCbGc+ujqEY84pSCdSxN/z0nfWO8K/NlgTXndHo0lcrWhUsv0ASU6A4nR1aTR7JfmDjoFHPbNO0jNtbFVqD8OxquyWwqRIcJ9ShEJc222p2DZlxOqHyLviKCtDFH5sDONCorE+tZbaaozWW3XH1OvaqDLVmpqGQmCuFotSiKGioMBgtebV5nlmesKcKXfsixixjMQw9rFxEZc3NjIE6ZyD5nl2zFWuFo9xtXgMQ0El2+wU1yioKDEYrTlonudO8wK37fO82jzLUfMyM3sXuwEC4A2D/qKKgEt6VSAXMM0uKdRp34qnyBQrsmGf69VdO6PsakmwNMHYSkVg2Zyc8pxeeI6DkEdhzX5X7k0IYjfNS9Dpv5sp9rSOrcjqrLN9GV07bbQ1R9LfpjVf0juvF14En0V2oGNzynkc7K9jbOVdb+L7xfbJ4F6+lWR9o95dmh7jWjKjK4Or5MZbrk+/cMh3EqYstAPtckNVFDGLBtyZSpQ/oHOfTsoAJWOnaRiTdlYW/PE8gt7bPjeKJRnufdldo0GvKdKbZ4tNcftsGLkcL6svu2yQH5o7Cs7EmBP6Nj5xUsLta0tejpsP8xAgN8kA7mL+08+iq1UO63GGccC9O0x904rCJ/PaiDIyNiPX9pldrWHaFG14Di6SXhpL6ZNmNSrMrYl0liLERFWqOW7e4d5HRn2k3xnJgf0mYOchLfbNVZh5qNnYKONCqYxGrHytLgGV4qgvA659u4DHdjxXviaIjnrZY/+bO2mUl6aWezWUYnhsa8S4CLn0XL+HtXJn7mTvlIa9ykTWm6PG/Xswt8ysdwBM4OhXbs5n3JzPmFrLXllSWxgZw6Wy4uXpnOdPZrw0dZCWQzmhMTMeGo+4xDa7jNmSgn3dwVrhpfo2/+nev+KkuUvdHPDfj/93Xpzd4dbcZZ7d1S3GWiEiTEzJzMw4FJdvaVcnbGtKjHq5fIJHRx/g6enHeai4wXsm3wPAb81+kc/OfglQfm36n3jV3uTNk+9cuP+HyhuQm/tRRBA/1S774flAKoRktJ02U+ym9Jab0Xd6o+k8MspGPP1ZoBZr6GM8TGbTftaB/fS2WRyTmgJUO3AUb6T2UlKerbgoRR88yDs5YUwCvaxAIv745rh5x9ufGTDGv8zvI6RmvSI+82wMCXZOh2sZjD1vKPdi9/25+wnXCWGzM2S1HURXBWtnE9EZnMKhz5zxtwnrTFuHJe2Cgb5MZjQ+Zfk4Vhi9ubwFnv1lYoNuUX6mqw7IaUFldPFcn3wvOlA2LqiNM5S7lI9dGTnEpa9ehN4Ym6A+ASu+BMMfN3cqqGbw1aS6h72kA6U0LZrJbsn1yfndcwPc9eP6DVh4IRj2KSJvxMafL+o2vmKDTuKj5V5/Ee+3pvuqQTwjToLZOKpNkxwM3/e4aEiUnum+C2w+QcfSWIoMugNQiWWuhkKU7VL92ANDj8T5k0xmbYWpNVRGqfw1rbzj5Kgm3T0zV6EwSmFgSyy1GkdB6UOXc/+Kcptxw1hTX43C3bkwLpTLI5eVdeJD7gFHH7D2c+tgNRWJez48xhpVSnHMNmNjqP3jN8B7ahX2y4oXmgNqCna9DRbYdbZNwcg4ektVuCY7gHBn3mCB5+rP83z9WR6ffBc7us227PG9Oz/GbrGPKlwyP4phh5nPQD0xhUM6qnKiDTXKjlzhW8b/M1+pf5UtucRT1fsBuFV/mTv107x3/IcQM+ZEDB/Z+yN88ug/M1XLjdH7AChlNHBX95ffBRF60/OXh5j6jr8Gxf9KXcQgRFXPOdJ2ivFJwIhv0iZEL9esvVlG2YF6a8N+VkXEV/SzSsel/fefc+++oT7XPRaOy8DpvvtJkmG5ICfTRxbe/4NqDNpEa01nz/yJdGRucF26sJu1oFnri+9tv9HpTe6VZcbmqvP38bkma3zeuHRQzad7lC0va8obrLYsyj8oaFn0figCH3QIZn1a7RhCBLrz2Rz2+ZwtmNKKFYv838UvWdlsToJR3zoiWRR8QS/n6PcOO8J6Fo+HpgubjhkYXudAbuRq50SK5oc514XfQc6Ws2StxfcR1gHaegZdcxhO9GFyTH3H2QtOQYiwB4pNG8aSRclzFhxLGptqools6d+ZNJdN1kX8C3Ek0iOTdAtQJkNitHHnwiqDw86PPF7eeB3m1tUJzDeBtabIL4V4KI5Ji5bxuuGcD6uuzlhKJt54r9XBe6zCVmEoxEXzR0bYMSUjMUytpUAYyxZb5iqlFlixzMUykSvcrF/kln2Ry8U1ksvi9J/TcMQMq8ph8xLH9hUuFw+wZ64xkh2mzFGUUiZMzGV2zVVEKmpgzBUeKN7MvrnOib3NyOxQyWY5lr7uI/QiBukx4FRr5y/mv3hVdGl20ftQAr4eH5U6J30iX/4poqQiwkbZZf0YdBmzR6sY1s0oq8s482MkeAmmLDCOIMP9xU2Vm76kQxR2wzmOG0DP4Vr3RvX9E60zpuBILPYb3jb3MULsu116XdYS4F9wfmNla5tdzxzkZbHNfS5J/cXjIn6hrC/67xv2tj3LfGYKbHo/5G/PlUVTH/GrPzbUPkAqBj3I3DzrtNsguh8vSWjTo1dr+jNox6DMsEHVG/ULzDShO+1pQ2fcQUYorUi7kx258IPBlkFWQjGiqO9DdMUvQNxvJNI7DtySfce70Ju+BFddwz3IakX2c5n5tc6mKJxTEjNPYGwJkei2coEZx69AkFyGYJi76Xb9hSh6OJRgOOKN4mRsQ7hlA0RHYsQ+9yIKvzIQdJ17qFSAAlnrklwVknLGxwRd/nPgh88z1IKLsI9MgkEFmI+qRIpJEc/C49WymhhvCnFQGsVBbQwpq23MapOtIAQZY8+EY4GJUaYRouP0L8Rz8xdw0jjozX7l2jdKNObVOwXTJhj6IF6eWncsbKQtxUXiw7UJRjo4h8Bh8t2By7LF2AjbpfDyiUVEqUTYrQwH84bawqWxYW6Fo6bhbm3ZNgXXy8e5bN6EAkeccMScqin5relvUBr4tu1Hkc5C8iEnHOgJV7nEq/WXqPWYt1fv5M3V+zjRGffkGBD2ixtcKh5BVbHa0NBwu55zo/gmxnyVz8z+I9vFAxRSdn4Ny8vXvUE/VKQPT51BX4bKedNOLisuOh6gOKeAeXTlISDlfYTflBvovR78Zr2OV8FvgiO3Lt1mV76P8vdmihUwniqz9023ikZzUVwvjaUYt2S7Mf3j6YuKy5646nom6MnqeovQoZ4SHR4bvy/MyWlYZVa1CW+4ZTSYK/Rut/ehpCFY1Cp6y65sOJuxvhT2wwCV5PmW5MMNGOB9RWNLBqE0nppy4XhmmOdGadTHOwpqZVh2awDWn+8Y5T2MN33j0EyflFiqv78ue8ygrBXF+a1tJ2CobRf3HsaUjie2mHa77FjHQcgpLtuK9UTbtcfwHhoXbey9Zn2Iv8cCy4vk91BHLwBjrIPpWGisUJo82u48jLBPwHrjOFBOBikR80/6ueZ+q4gzhIMm3dE3KjFhVMDBCzAqmshkszBdoT+8Ae6pKhUYl5apNaiH74wD9z8JxhQy0Z40Tv5u2WAbiSw2gRJz5PcfjHDY9Tvzgu3CerhLiPo74/z23DAyysg456AUlwhrXLgstHMLc4Tausyt41JdMqomUF/mc+ISS4k4o/ygdm1EnKEfygzYKQO+3rJXFYl/XlOEfrc03NXGbYxtHJRGFKaqzKYNr+ohKpYretlvzhW2TYGIUCEYA8/rHa4X2+yaMbdmc75h/GEKhLlV71wYKjE8r3d4fv5p7jRf5a2T7+PB0XsoMRw1NXfkkFoaQLikO8xkzoEe8MmTf0dDw1j2eMvke9yVLfd4R/FDFDJizIhRhr1fVX7XGvSnLZJy2gHhwXjRbzx8FtrEp3u2F/npItAuUh987TXb4PVel9LyPHTwkdbl9IUr+hKBDcd65nLalYFFQf0hsgCfWuCr7+C7l4hdUE1grYywoZ+Feuu8rL1xdX/86Ha/3U4X5rWtm/ol2rV/n6eNrguLYdwh1XPjP9lhPRU7ddctS9Ro65F/9mbHaa9p73wNHR/oK9QfkpX3k8lYNfW9JY86t4zkxakeFttjzLcu3UBW1qBrPobYr7Tr5M0yhyZdQo0rWQvddByzNitLoHwczhybHx28nTpR76CfOybZmLorCIpL9qgRKhNaBXy95PIzqEqeBCsfq6sXxpey8rr7I0WqW4Z9Um9h8KKetz3TLlQPVkfPDorWvHSPhTGJh82EyL6FdkZZUay/rorPPKswbdLcGB+hD4w/gUvewVu0pVSAFRmFrSIlpzLZ8klt0ypIo+I20mayw4hcBN/PN86QD/M4Mql+o8q4cAZ+YdRxvnvITuVlKDD1rDZujgwjE+7NAOdxc7RVCDtNRY1yWFvm/rU5KQyHTUMlwnZh0NrVNypsmQLLFjWWW3pE7V29EmFHHNdNo3MmOqKSLWo95kvz/8FO9Tgj2WZEyczzym8xYq4nWBpKxljvLhoK9mSfE2Yc2Jc5mj+/cO2Hyu8CDP05l8B24f8kYo3zv4vpN8GHztZXwrhvKkOy/tdt4tucG4436LC637X0HNRL1tB5lVOwuvu8JBrLPllL9Ow93MfA0i9fl471LHPYU28Z0Pe8y6DYM/TX3XOwcJ+JT7K1gbxBfTrztVRsJkdYnOeWnCWCNp2aVT+z/Hz38zkX6RgV6ThE82AIH96FvXTrdWRspn4/ntvNx3r6QL+Ppfk17yuSDMCcljA2CkNCW7q0x6+tJsNjzxlh0m3Ymv8F2Zm8sEqxALlJRnbeJr+dnDGfs+nkxrxk41fyEaRrko7luHVnyOY9htpOJ6udOWzpl4z6fBEsXkfvWGimX+B8714r8dj3eLn9POXzEHcCZvsNkhOhfmNtgh2F803PRR0Zx1YztSnxVCEO2268UxSx9bioea6rgI/EKzuli+gH7L7zG4R5lojNKhHv3mbzSew77i/w4Ac90/wquAh/4Vh0wGHkt0tDZYiOyMwqDYpFaVQpRFIyKXH0loXAVmnYNSMmVC6Crw1zndNwTK0NIjAqBIOhUWWmDSLTyPBzqFOmzDlhxqHO2GHElkwYyRYTKnZlwgjLS83nsTqjpGCsI048jn6sFQsXxh8prMUg3LOv8GzzqYU6Q+WNCP2qIt1ssGtkOD1zl8lY0yFoxyoZCIREUhvCeVLCp/X7dew3a+i6JiRFTgkdWuzLcup9CssYb3qytJ6pDGDjHeNN45lgzrNINobNZauHxYhd0V5wUJ4lGWDPUtSYdubYruwuLEbEQ5leh0migvHfe7/580M4+/PqvzfKv2bZ9KcQDJhuBtZTFPHG80I2V0iGdXaut15f0f7gQmqfQvpucWq1XFdd16vbC4NZ1iBF3U/Vd2eTZTKaIYcvpYj+GvoHfbJIdo5175Y822nKOOuTOAUoVaddiMJH2kp/XVpJuiKmXR1bDWbw51RbQ86Ak3Dq7jktQK0FATOPShzTzBYRX5/NIiKJ4cYZxDZyvLc2dWbXWnEwlmgEh30QOCO4VpfISnER8GBEF6KceCz+lofwRPy5cdASBbYLy1wD5CZll1Ucd3xYoTBk2H+UBmFm07UK2WEnhXMSBNgulbtz93mrVObWR+ONMzwVB+c5aSSOsRTlpIHSA+pLcQZ6beHKSDiqHVWl4CAv2yVcGcG9uXh6TNirDFeN29z6zJHL1FqKY6HZKQ1bAoVx8/GqHjKl4RvGV/jc9IDn50/z7PSX+L7d/xXDiIO55bLucM+e8Jy+yBeOf473T36AB8pHeZNc9vPhEl093dziSvFOHirezW05orHKjrnCD1/6cY5r5UBnvMo9QDlhRi0zFteG4HbzHJ+a/je+ZfK/tKgu1ylvGPQbl66B7w3mC3rJps2u95fGz21QDYt35y28n65xczk+brEMDhI20tK3KfdsRu2wXsPjUwyyYvPm5v105PQaqLIm7aXQn8X2nK7ZJqWPCnJd+M/6nfh/zyBvEzrR88DGb1q6fYaI5DIdhKU/KWek9bTpO76Wjs7o6d1MuoYh24KXrFOMl++x0iGauqiXt2hipWCApSyv6xVft2elIBq88RhxDoJBGozLYJDGqbY5teOwPrmug5c2h94sgc7QiYK3xhL3DLCwTyHvU1uf0pwG/drzEY4HsgPfTlL0Omz4tbkxrKntwghyyA0p2p10SccDk0y4LfOha6s+3llIfQbnI1BkWg89AVzWWC9SbXJ0jOATE6VVhOA0BOhKcnRChlfXb56PoPCR9oDNt5q48IPvPssc2wa3qbZWjY5GHa6bxCnHiKOFDPdkYWAsrq9CnBGuwLRxEfEwbznLjRu/02FSKEe1M8gVYb/SGLlXdZAaI45v3giMovPj/jttHJY+vJnGPlQ/MsJD4xIRKHDJqdQ7Akdzy4ltGOkIQ8OXZ3fZMyN2R4/xaLnFWCYc64y7OmXfbHOsQsUW7xh9J/vFVSwNt/SYB8wOqsqRdYmoXm6+xMze5m3jDzAxFQWGu7VjzQkzfcWz3dzD8ujo/dysfwfVOXu6xdP1b3CneQ7bIk9dv7wBuTlNCVG/uN7Y93d+fbWyzp5a9qa6nQJ+E/RcW5d16q2qsgrus0qndeZl4NxSiMmATBkwHJaWIf36jnujt1Pyl1W/HF9P6IeUSLve8nJO93/f/X5u0K6lHZ+xjSwRsezceenSFbFCxmlux1PJWWb9Ki04hqTDy2Xo8Kkl+rVV7WuYW3C+TecSLy9D7bIx9p2PfS9GeIf6jJFzXQTd9KizhsaxUxbHsQgtyv3CxFKTH8y+9Y69O9b8fBpRbmS366UkUOFgyzgncwokGel9HUpXHhk9pK+Q9xv+SRt2WYjOR4mpujfu/WfNGHEyHYM+raysmS7R2M//wvhI91WT1be+ZrhTmgABkqR7wLRrpp96RyCsMAR2/gSXSZCaQsIKRqKUDMa2KjGSXlsXmQ8xm1phZl1iqFLSvoJCHNRm5g36sGnWJZ8K7ZTGamuODcJ2UXCpdJH5QI/p5kSZq1L4XK2HtmZbKq4VV3hT9VYO9S6HekCtNoKuC6l4qHgLRsbMaTjRGkWpUY6sw8XP9ISpHrBvxkykxCCcNA21KnOdcWJvMaYAnTOzB1yv3syW2UMQxlSonQKWLXPFX8OKiV8JWKe8YdCfQ3HY9yL9nadB7zqIsk9j0AhJv827Xj+jrMQ9B+dTwryurmjgFGNrtx/QW8ySTKXi+u2dHn9uk3tBxMF8enRYyLx6XuW8M9mKrM7s2lvPw4teD2XdMSxrv4nzM3jvkYChfcVs6hz44t7SqY91ZJw2dYMvOQvIskeEdA1eoWUEuy1OQXdtZXldrUSSo1b6VxhMmpeh6O5aXeXtA+a5x5hvt0mUg2olizQvMdRDiasZ2eeO7FVc+vl4A8wl8b2rH4c/14llBKMvr29MG1CTb+JcUF8Fa42jZ+xg6RUHqcmvl1UTo975X96P4hI2tRNiSWaQJgch/57jwFUTdWNu5EP4STgnopDAJCMRkx90Csw7JuqVIva531oaG43hMJeBStKGTa/GctIUzHwkvvDnQpZXg/tpH9XuWRow9d0kWqVRKmPdv4W6LLAmuUFGXMR7ZJRJYanVJZkqxEX1S9GYOdYQkkA5tqCQ6Fo1bGZ152rr4DVHtWO3qdVF+l+eSkwKNbdwVMOJhbm6z8E5qdXh/g3KwVyjYxBYciaFsFcJlUmyjhunT6PKzZnbCLxdCtfGBdeqyjkbCo8XlxlTcmItL0ynfPzw3/H87HM8JHucWEudXfeX7T1u2mMu+wyyxzrjrhyiKI9W38h7xt/PflVGnQGmtuFm/RxfPPlP3GuOeGn+JZ6Z/lceNXvsZMmj3jH6dt4z/kO8ZfK9nBgYl9d50meRXae8Abm5iCIGiRi4i4PjnKY4rLuyCX3kRpSWfs+B9kJcWhVZD+4iGab/tCUY16elBl2hqwxBeobFKcbTNK57bwQ8vb0APH1fdwHasopycj0ozrqUmOvrtipfQYftx5gWPaUal8VxrWsW1tOznW9Ls8au0f5CSghZqab16r4uvcGxer+L/7dTbeESDtTrZZ/Rnnr56WwTYoLF0GuktroS/HNN+vuFJAsy2slwrCNf+1fS+iAy7kQyIjfOctvSxxu8EW3WltWitszgN2GovZ9b0WhtG/++YoTz5P3kwgj6gHjy7RZvfLaxtU+Ose0ugy7i57m10TMY3dn+hbChNFwn6VzcxO2e9soYb+RGo120Xa8LA4qYfvV1FBUosdGp6I4tvOWBLCuqZOeICEFFMuMaCrHeJ3fx5GCcNz33T2ksIWvspGhacxWw+4d1wbhwFDGl0UhB6bjlHV8/OMdg2jgYzlZhmVuX/bXRRPuoCJWH0ViEsZcHxM8WwVpnmIfFkVtTw1bpjP0At5lbiXSU4Bh5ThpneFelMvLnw+Nxu8RvynXUlODeQrtVWtXYKZ28UK/0wQ3nPChGUsKoe7UTvFMKc1XmmSmxZQq2jGGvMhzMHWPNQ+Mx32Y+QiUTKjHsG2Gi2z4zbUHFDoW4RFR365o5Fovl6ekv8ubynVwu38YXZ7d4bvqbNDrnbdW3MzYFj8jjXCp+mM/PPk5l9nl8/B3cayxztRzrAb86/bf+blIaLI+PP0QlWxvFUd4w6C+q+PDFYhKPs77Us4jeKbHEiWpy/fYbUVqKf1FK0HFYk2FAbqfemUmz1w1DDowv4pCHZHffft1+O+fCHPU6CEPGVs8YBo2zofn3Bs+KacyhzIsdarve4JxkAoamZ53SnY/ulPbNV7yvBoV2FFp1v3ZNpVyBJXoM9ZeA22vo1j01cH7V/Ob6Lbtd+6zDVeoNtvPGdTgejO6hsnAua7+itKfft4vXdHMjOwnOZAxemmDYZo7FKpHZ2Nb20bP+23evN/Ba41T/3F4tqyVjBSPW0ts87z17OHQx+Qu/vl6Z7evm6rhj7W0hub7d8dNyztpnF3vz0lsHTWbYdlcXuk+EvrGl42GFAvCrHJ5cMYOy9L+BXJMMfuT/BjKluEROfrOsi3BrfE4b3y6fXde3oBqSTrnKYfNsZZSp564P3PmBj14zp6nxMsL7IxjppaSxh9dPgPdg0rFGw+qAREz+3Bv7lZ+vsJ8hJKOK9Jpei8afT5AjIsXlzDp+eotyrHNGFIykcDoDtVoabbhaPohLDqbUVhlJEaP5JSU1J7zYPMuIh6ko2JGKk+YWt+Q5Kqm4qYcc6gkVFTNqKgyVTLgi1zm0N9kzu2ybq5Ri2DZX2C0eAqDyJvkcx1k/1UOOmld6rnJ/ecOgv+giJvPUz86OI9ly/uoo+BI5fq/6Ji02ySgrPorat4u7XcKvebkuIj7+cWEMQ8G5OIvT0Cc2hNqG9O55/G+0ATXovZiYqtuv+uP9KwMDRmq3ioRI94o56kTE1y99hm/P+LKiYZ/JWaL/Z92sulH7Jc5DeBO16DeyOVnmCCzd5LrMgVhTt0zUoA++5DaKvudp0j/kkeVNmuWbV7MNmqloNr3ZcW/UpOytKxzEzJFI87PCqM8M1Lzuugmk+tXIZIkuOjMLAaZcoeBzLbLI5JtIVTv1WbxdcnrJ3h799exjq+mNAQgUfqugZga6a5Oy5XaTVAW9czgOgO1J3NTnSloVChPeYn5lwo8oZG8NcgPFpeM8SNq3YkHqI/lChMoEAzxPJpVfNcnOGYhtTBbRtypMigRxKsXxzjtIijDKEEtFZjA33rFwLDauTkHIYusi96ouKm8zpSqjND5hVL5iPDJetucImDbO2B4XysyGa5GywwZ9K+Oi6m7wKRJvcdCZRmGrIEbkp54xB/G4emkDnXMKy1LEL14647xWmGnD1+xd3lTuMZaCg9rdIVNqXpgf8A3jq5Q46s3DpmGvLJgUBXPvodyqb/KLRz/Hd23/GPvmCvtSYMTwXP0Fnqu/CMDj4w+xX7yJA44wVhhLxVjCb8LN+35VcEPezpZ9HBD2dAtFOZAjBOHV+nd4bvYrrFveMOjvYxEp/MPyfIxSIeGf16KM7NHndJSW68JvHK++ar3CkBAcxWRfvGFtxYAVEJ6lGWDX6SNkqD2f65dgG/cvG2x/EfqSdLml8GKlfurnXk4zjh4oDJpljX0tS9cp2ZTNRmT99stWzNZ1Fs5CvxkXwNYx+k/n/7ScgNzwzxbfxFPlxYyq5+hbn0fJqSlb8JfocEiLEnOBLWbAWO9CbhZgK8Eo1Z6Ie4THJMPW9bXoHKzjaKSxpvlvZ2T13XpnKETJuzobY9uyvK4SZTujNyOlxIj1hxNdJdkqQ2K8SU6H8Sl5BHVgT20b2i02Ig3PtTTHCc7jPjdqWpH4sHG0MLqQwTXh+C2l192qidAfER/l9v02HmMvAQpjTTTKw3wKyXBP8JzkUtQ2seOE8F6A5MT5JyV5Cvs5wo6umQ2OlJNZBmiRKCeNo/K0Ksw8O07E0xfOqJ9Zk/Z6eAfGJZayjL3ujcJhbWLCKVWYGIXCJXa6OTVxg6ta5aRxcxwYb5yRnqLvhbgEVnfnwtxCbRUpHS7/qFEqn1wq7F+oJMFvJpVwx055dnqPt46usC1CoyWHJ7uMKGlUuVPPmUjBSCqeKK5QYphb5bhRtkzBTXvMzNZcl33HfW+u8fatH2Aku3y1/iKfn/0yT4y/kx12mVABsG22QYSX9YC7csyeNOyZHd46+Z8YMWFsS3727s/wQPUurhSPc132+I3pz3PLvoiifGjr/0TNFs+xfvm6N+iF9TZi6sYhoQsqAonbeOAFvomsUNTg0pRvaNQT4DebGPUbwG9w10hjtOj0xT2CVsFillkaIdo2QPcYZAyGH5cp5x/Dg/PYr3cnfrZORx7m0tFvKAIrvl/t1qVTv0cL/yBeONM3R0JP3+167kXaM0et9fY+QauLW+KV9jXtGslnjcIv6Ccro9nnUpZOiTAMoVp27oL1CueyW60bcW1Zni0LP2/0+jPq26sFuVnVo+pK3ZNRlB/rqYZ4WECA0Qz+5Ltdh59FD5wpbHLtLdmlaDkvHd1jn13nJYjpOda+F9x8urHRcojSLy04KrlzFHSDsKqQPWlaj6hwdUIW3Ej/ma9Y5Erl4/TzsPjI1fjMkcXq8UvufBSZg2FMori0EeOYZIfrFbD14XiQb6Q9I+GpKlFGqtdk43QGtpPTBEcxypAEzclgMrmpEo5bf08EA75WZ0irBPeM+IgEz1WPm8eRcRz0TZNdY183OAGBkSYcDyoYcTj7sLEWnOGu4pJGhVe8qnJsLbsIBYYxI88Z7yBO26YEFRpgyxgClqJR5ZXmhEKNh9coEykZi2HWWIrCMJKK68U1UMNEdnmkfIpLchUjZZzPqd+RMWHMlDl37S3u1l9ir3iCkYwpFB4pn6Q0e8z1hGfqp9k1+4DlheYrWLVMzGWuFm/lZvN51ilf9yw3Ibvqqr9NzaaLKykj7Hmy4bi016cZ52narZnNNVZfV/6qOmv0K4blt7WwnH0m0GBuPo/DbDGywRys6mZgfL3y+/vVVbqu1EG6FsiSelk/go/mn9d93xlXV6fwJsi/b9r3kuoqslnW2IsoEv/Tf25j/da8tmuISZZF8go3Ei1wtoDHeXoCzpwY1H+gq4WNtUGnlm6d+7glq+M0y8C5geJu+WQcultC2+e6oiT967oMG1bb/YXIfEtOpyxs6o0fNGsjC/VaaHFNxzT/HLRrGe0BX59M+wV/Hm+4Zn3FTaxCyy3Ix2q7EXBxjCtxzzuJs56srzQmF+WPn8WmUfQx//h/I8tN1r8Rz1LjmXAC5Ce/So6xR6NBbzMHIRrlKjGZVNiYGuAuLoLuWXaQ6DC4iLnGzLUFLlHVtJFo2FvtEHQJHDfCYe3+xoXbLHvSZKsWYbzG/0li+XGQJDe+0vgNrtaxyAgwbVxCqqn1exHUGeYntqFRZUTJVdmOlk6gtGxUmVvLXlkyMs71OraWF+sjDnQGAnNr2TUjHii2mGrtNsciXJKSRi175jrfOP4Qe+wCcMyUI064yxH3dMqWjigxHNhb/PbsV9imYFfGbJsx7xp/iH1zlWM94POzX+FKcYM3VW+jYMRMLZVc4oHqHQv3xlD5uo/Qr1uW0h9q46MDm2dIPZtSbnVBzwI1acnzDDOnGMNp4DfnXs7ERJPLEeAsEB7jQwI97UVASrAXfJ+IdzzsfYTjnDOk6PR6SJZd1peYtTe8nZessqxZ1DsmyzPNbtjPqfcOdMqy1YS4r+CM/eSsOGvpRLJc1i29keENSjAWO0mKWsU4xhJUWtCV3n5zeUPFaH/7uNrRJ9cZzYJmuc/a0I5WXdJ5RNEmY3QJbURTxNpHUrsZbttwHv8fSbq39Ij1pEeHtqxoYGo63qLVXHFNY4ZW2u1bbQNESUlR4NC3pji7irThPx1DO//eZdsJKwuQroMzZm0W0Q/RbhdZNsbBblDNnACPObfGG8k29hvpPbMoeGMDjgzmPnNsMKwLD8eZ2SLLvhoYesTDWopo6M+sofD3eGC1CX0EJhshZY5VnDHsGGtkwcA+aUyE+JRGW+GhSWEjP7yG64jLtR646adWGJvAmusAxBMPx2m842NQdkrLvdpBeALr38gk3vq5VeYq7JQaHYGjxkX5EfeYuVdLdDKsOnYbq/DyibJVCtPG8uqs5sZ4xFYhjAqoLdycWWqrPDIeefYa2CkNhZ+ERh2+/hU9xGLZ5TJzVSoxPDIukOkuh3bKM9zihrnMYd1wk4Zbco9S9zhqXuaXj3+W903+MNtyiZnfV7alY8ZU3JZDQGl8m0eLS1wxb2OneIi5VozUMjYFd+o5z8x/jVv2Rd6x/UN8dvrfMRS8c/sHOQZu1p/judmv9/7G+srvHYN+yTn1G1edhx6exvEs2aPwgnTzhlTW46mNRYHEebbZC39j+M0GWVbFR4V1pWyhD8/drrIGQ48sP70aInPKsozCso9ucR3s/5l1WmIcrmwLa2dn3ZA5qdWJdPU7hyjxxiXF7O5Pd8uM9iVqLDPCQ5jxrDCgvP9Vv6VVctCzGfVDcoNOLaz3Yh1n32pWz+sSjD3/j/RsBh3seukm3RSiTYZvzjgji/OZRasX59pZvBLxbwPMNZkhH77nmHrxsoM93wuPif/pOA4sbm5Nm3oX6/cb1pmarR6zC7XQb2iT4DI5hCWe06524Xiqn/WUjbMTkQ8+m79eQb/gOOQQGfXPrTC0yPUutObKdOYi3IaO3rLTv9cocvYTWHYk3nNd9iA3bRqNb0jsNAl243XEbUAt/XULG2styQkTwePtk17WOiMdwopBWpEwaIzuFwbqxq2AKMqk8Ma656gPxSWdEkqcg+AyzCqFT+sSHJFSPKxGnENxd24jraZVGBvDtZHjfHeYeSd/YgRrhMoIW0Xg7PfAV3XR++1CuGInzNVyt64RhAZlXiu7RUGlY6ZaUhnhyNYc64wdJoykoDCX+Ibxt3Kt3ON28wrPzr/IO0YfBApmfm7HjKjtEc/Un+KOjBibK0yKN3EkJ7zavMTJ/GWulO9iu3iEoriMocSqdb91Sl6cfwZQHqrezQvzX2Wd8nUPuTmP4vccp88LUJ3u33kr4I3YmOTnbP1EJpxTLLcn+M06L7YN5iSOUVZU94b20hrnAeFJG4qXtx+Q0fPycceX9dkvL8FQ1rxeQ30PHjbDeq3RZT9MZvFYiHivV6Tz8bx+V6v1vK9loev8/l/1WxgqSz3VJddgk7mQ9M9Zp29DGd4UXl4ng/G0DdDcIA4Wm7YMymTIkRnS2q/jwLHe4az86ccQ8+LpeNk6JzWbvGXz2BpfeJfRuR0C/rpHgdb09NToMfKd3kqKtK/zHlC68JzceO1pEC9N32Oi/cjpPEezBjljUS4i3ULpaEr4pPGahBmJjgoBwuJXLbL2YZts+AvQmlAC1WPan6QE5yOuImS6mTBv+b/dc63VB2dQh+yzQu5UuAi5Syyl2SJdHGGsH5JERd1Cn1mbwHyjvs8Qmgwxh5CMykIr+2ujabNrbZPckQl89c6QL8V9L/y5mU0MNwKMjXCpdMk8a3XZZFWhCNlmBSojPvusc6DmajmxDZPCsG9G7MiIo5jNVblXN37ja8W+jCkQEMfYV6lbOZmYHR4tvwGROVNucte+iEqDgzk5zP6EihFw2LzEq83zHNpbVFKgohzau7xcP8cd+ypGRmzJZWb2AJsRkU6bW6hadswDrFvOPUL/j//xP+anf/qnW8f29/f55Cc/2Tr28Y9/nJ/6qZ/i6aef5m1vext/5a/8Fd7znvectzpnLpLRToKP118wJEF8pPMsbDgiAlqgvUy1q9oGJpvVYbmAaV8XNnResCbxWPKl/UaYximj8OeZTGpFGWS86UJNXOeoKZAu7CfmJ1h937j3c7FhcquWCqxNYdnte5OkTBuWhYRREeCaWXFR71OUPvaapfU7kJ3z2JjblSH+2DqJqzaF2dyvEgx0D60RkfV/thlEZoHVZKEf31fIxLpiGtJmUKELY1ksfgwd6MoyyE2rdVefFjyla4p6UcZ6/ZaPI9YJkd7gPMRorzecB2A1aV7DHHhDWRK2vDvWbtKpZSUYkytG4OvKwnHjN0Fqx7FQv9k0wGKCsV4a6xhrNISlQqS63d7a9JMvSJtLY4Te33q1NZTGPQsV8TSQrk5hlEIdDr32rDbgueK9M+SYYtLavOCz3PrPoU+LyxYb3BYLkW8+zGDhMedN5oRV4iwBVUfFGJht5jatoBT4LLBGqTzUJzxa8o2p88ZRZAYUXCnuZ6s46pEqrGLgWGhmHiu/V1qmHrM/KZSme7urM+LDPnh3nVLy5nGh1GqwCpMiJcGqFepa/QZZ5VppuD11kJvLo4LjRqkEtitxmWmbY15tTnhvddW193M0zeCtN+dzdoqC3bLksLZclm32ioanm1s0zQ4jChT45aN/ywPFDb5j63/ha3qHfYE9JojdYbcoscUDvM18xGWilRLBORhPFL+fg+Yb+PnD/ztNx0bbK24gwO8bf4QX6s/yhel/HPpJLJRzN+hfeeUVJpMJP/MzPxOPFUUbv/4rv/Ir/IE/8Af4iZ/4CT760Y/yT//pP+W7vuu7+LVf+zWeeuqp81bpnIskPL6GW/giuhFEPa79tMavwHpZW/u6N/6BtZ5TsYkTsJ7A9WAoZ+6312A+Y9mIR/4Cyib0in1lAyjValmwNmRnpSz/GgvzGmFTZ5PtnAA9tYgFB+W09JFLjf3wRs2M+PO2yVO4cnW9zD/ZlKDIGX6+wUWMY82y0vhvFY26inggSzAWRRew7bHVKqw59DoHOZtJbpT2yws11yiii1Pe59iEfsTDMnLmGQ8VUU187uJl92e2dSXytkfZCXfudFo+Dvcrz5yMTOkQ3Q4wluCE5RH1PEtrdExayhJhVy24Se7Y5H9i41qymqR9GFGYo5zqMkbK/X8Kv+fDqjDHrz37jaA2m0/xbcUb9eH7vCn8CofbNGrSZYtR+kYdj3ww9hvvuOCj5JZkgAdMvXo93GZZiYZ9gVKVjqMeXMR92iQdD+Zuw6tBqS3M1Y1pr7KxTWlc1L4yilFn8DuojN8cqz4S3yRHgkw24DjwbbjvXET+Zn3MkZ2zZ/cJd+WduWWrcNAbq3DSKDsyZqusqK3LHKsKe0XFdikc6ZyvzQ95tNzDYDhpLJPCOSa1f9BtFwUTSmpVHht/C4fNq3zy5P9gSk2JocDQqPKerfezZx5EgN84+a+MZZsHqnfwteNfZq5TRAveN/mDbBUFKpZn5wfsMKaQcbwvrxVPMJJtPjP7OdYpF4Khn0wmvPOd7xw8/zf+xt/g27/92/mbf/NvAvChD32IX/iFX+Dv/t2/yz/4B//gIlQ6tyLZf11wI3vQZf89n84ke9if1qiX+OLZ2KjfqNfwmGNlK4fVX6WPJFd9qbx1XmRDI8njHMuaLmnfsmjy41m/+el4TTe5Fv3zmu6/nv4Xxjyk61BfPYfX1rtTb51+e0RrwA3nlaRvPs/6m1sxrqW39Rl/nwsiBnQJ99NFRNY3ncNc36HPm8p5jUpvBL1TtPXJvwG6U7a2M7P6sde+vzV1m90fSzPARgEd43pJdwuJpJaomGqEuVjvAgZ4TtuIDo7RIoVkgHqk90D/Y0j9mWVadF2FRaM+f7MTJ2ZxA26mN2nsxkfg1WsSMrMGh6xvUa3ryAScfOgxvlEzSE3flU1v3rS7oP1GS25GcNDyDb1G0sZTkzr1OtGa+7TgmdoHByPNs4Mq1d5QrwyMBWYaHBFXL9BSug2y7liA4uQLqnkp/e91rnDUWAoRRkZorL+LxcmojPgNxS7DbOkFNeqyvpamaM1zIcLYCLUaCoQ79iUq3aJin7Ex+N0RVJSUBOhOw5a5Rq1zpvZlVJUGxTLnjn2JY3vEdmQ1Uixu78GhnXFkb6HUvKv4MNtFBaJctfuMtGLOCTebF4EDxrLDrnmIdcuFGPSf//znef/7389kMuEDH/gAP/mTP8m1a9fi+f/8n/8zP/mTPxm/iwg/+IM/yL//9//+ItS5sOI2erZXH86NsSb0cS7wG+MfTuerW18/a2VzFeMjIavGZFgni+yqvgAujPGGYkC2vzcW4EXh+Ab6RJhHNxusW31Z4KTvF+Lnommrs2ZJ2VjXSTIl55JkCjEbjO8iS3CGLmLF5SJlr9f9a2lQX3jJN76eogxF3ld2242wZ/oI0jbsvMGWr1z00j0GZyAGQzq6Sdssj6sgQzr6Nr088eG4LmZfDee68JwF6skOZCevn2dZXezbm5/+ZxHpMZ1U/1+J82F9Xhf3mMyw8r770Jcx1vtH0tpEu+wnoOqTNuGpHX1SJYNSa4Fg47iwgTbSrQYE49fBadzv+8SWMUlUkA/ScnaCbs74dXXDemmj4qA9Pqof2HO6Y6mtifSUZbYqoOo44GtvwIu/lxS3CTVuho1wIFpxBEdzmYzvRg0TL08V9kptQWFcdlilEpetNuhRe8O99NesUWHmo+5jD6eZFI49Z+7nNTDp1P7vxemcLVNwZVRyr7bsFxOulw6Ss1c5vvmj2jkULSdJXGbZ0kCl7p11YhvmtqCk5EHZ5T8f/hseKN7MW6sPMrEGERhh2NdtUMORznlJD1Dg4fJxvmn8DXy5vsWEEWLnfOLkX3CvaaioQeC9k++ioqRWSz3+Vp6ff4ZX5l/gJT1A6oKSgsu6wx054mbzHE9PPw7AtfKtXK/ePXB3LpZzN+gnkwl//s//eT7ykY9w+/Zt/vpf/+t88zd/M7/5m7/JpUuXuHfvHrdv3+bGjRutdg8//DBf/epXB+VOp1Om02n8fvfu3fNW/czFPSBDNthzfEF7OkoAxypwCtkCQslmGWUFEXeLnDulpTjZqptnuF0U5bbinHpvw+uErlE93abcZ+pUhyk+Lab8NYYXXUTpQnvWgM8kh+c8KCuXsC/lTELrsgqFVI2b3lKB5SO3HTeRcZo2Yb1/rTYhBOotJ1IkM1VpG5XaOdaVJ15eNJByGswNSsDcr7VRNCvu1lO06RrH4XyA96wh1xvGwcBN4e1un7mB2eNMRAYVb2QvnIcY584M/MCN3qXv7CZ1CtSc+RT3/dzyzbohFu2MXovm2WFxlmo+Z5DgQeFYSNhk1UTJwSWy/pqHPQJhi2thbDS6S7FJdlwFdxrUGa5dFRpcHyNjHSWknwsj2YbbTPZxU7T44mOmV2MzCIxGwx6IfPSB2jJEywN9ZZiduSUlmvJzZAR2ioa5P157Jyng9ktRplYiR33jsfYTk+g/I5+/13VSpIh8MNqNP6c4xyBPNGXEZ4vNNr82c7fZVYDRKMFzrMIDoxGVuM2yl0fOkK+tUhrnHAjO6XjpeM7YCFdHZbxHrCqvTN18HzS3+OWTn+Pdo+/mcvEgW6bgBy/9YU4aw71aecbeZktHbMuIh8cjPnH0X7hnZzw0eh9PTz/Ow8UNHiw+EO+tSia8bfIH2ZWr8di9pmZLhC2TAsANM754/B94aPRNXC0eB+Cr009y2z4f69yun+GgfpF1y7kb9H/xL/7FFmb+277t23jqqaf4h//wH/LRj36UpnFG02g0arUbj8fU9XDU8m/9rb/FX/trf+281T33EuAk4n8QZ6Kg7EgO/12aLXWViFPCb9Z6geDHf1r9hvrdMJNtn4hWmKG3D0h0n331NrI01igD8u5zxLQnzpcpEmosKevq24FPuRf5smuypMNuuwVo1mnv8byPzADuw7YvjLvTpnNq+f23RA/Xcf+hZXO/am5PA7M56325joz8fJzPgTs0H0JLrmb3REf0kkfAopx0qrdZBoWItvKp5yj9ElX7Ls+S5+8ypyEatUlemIfg3LT6ad1qiSpyQY/g6y3r2zsUPeq0nKa8irY+tx2XvuvXvfzhEkQ/N+qQCDxzAk5ncAYWl7xmMrjbhq9fYaDtCGVDzlyNRRrUXFbSKP/udAjGeattj7MaKS1jnfYUuZWFMCdO79pDgCJTvqZHlChpn0FWAse94Pnow2qQOJYaIWS0dVAbYGEzbWD3sZLu8bBiEgz7eNkkyxTrdai9QyE4I94ikYpSEKy6jcBqlcI7B1bDtUj3ueP8d7h6gAkjrpqHKWWEiFAYYae4hFHL3NQ0VIzEQXTu6pQdc5nCox2umYfYkctMfUBsJMKuqVAepLHCzNd7qf4KO2abh+RRRlTsmmtMi8e50zxDpbAjLvnUteJBYMbLzRHgjP6GFMheVc7doO9ugL106RK/7/f9Pj7zmc8AsLe3x2g04pVXXmnVe+WVV1qwnG756Ec/yk/8xE/E73fv3uWxxx47R83Pr0gwOoCQtOr8hLtI4Go+96HmAcJzmk2P672xRIxfSbhg43eTsjJpVXAcBqL0y86dxtrp46Q/q8z1Ou6X2zVoxDtl5wV3WQCRelTiaVZFurp1ZKt/02wG1Vkx3wtORNBhTdmncTCEECLcrB30OyGtcwPOx0WVzPhNpcedzKw8Z0suGuaDJRjX4kypLoPLMsM3QUyWY7Hbbdr95BjwHHIT1RvoP/f3EoNOP05eWwGZFfp6Y2nxeMdIZmAloWO059ciGb3JCVlgxvHXMIf1uLGqg674z+r/RQNSednvMCrdghSpkskzhIh6WFWQ7GqEaxZhQzj4TIK/pNs1T3IFfoOwlxQN8J4Vi2CsK2Al46+3SVaK/mdz6r+Mi6Z1LhjtVvMMty5y3kCEx7RXMQL0pY3hb1QYiU2EV6H3APkJ/fhNAEaz7LDiYTIkfWorjAu34jFthGO/ujQp/H0hTv86c7IChaWbAwerafz9HyPyfkGlUBcenPrHbSGe8Wae5n1uA4zIGfUugZWTOTGG0qRMt47KEnY8HHds9/h9kw8DTq9C3KZbEWViYEd2XB/a8Mz8Ho9W3wjAc81d3j56P4Jw3DSoKFtFwZWioqrhJTniROcIwtP1r7MrV9iVh9lizFXzJsrRLgfHz7MtFXtUIJY3V9/IrrnMzeb57FegWGasUy48sZSq8uyzz/Kud70LAGMM73vf+/ilX/ol/uyf/bOx3n/7b/+Nb/mWbxmUMx6PGY/HF63u+Rcp/A/1fOEcEa5ymreyh/BsAr8J+wXW7TOxzyx3PMQb2isdlJWwGFk9J4Hj/7yhNcvoMU+R/VaNp5PsXhtTLNJEinFwjwV8fR+UxjstaEsft1RarJwX985Yg+pSQKXwGVg3vD9PyxCztMji3HX6UR9KktMYz6fSRzgTE1FfWUZJ2aXvvKjSdQyHqi3xN3qLCZbB6qpDEBkJ2T27BlgOqxGLqPFVMmNdWMzSegp8fV8bhaXOhtM9G1BuqHcw+ctlZA5IRwOR5CyIasSlh767kJsIGTEN1hpCEqYFHH3mBOTnjMmeP7m82Eemtx9nQaKCdPol87UwTk6Azxhxb548gt1NcNXVCSTbjOk+1BmLT8j0SmY8B2pJ46FQgbIyGLuBb9764y7i72TnjDdWhZktnCsiRHpLZ8CmpFGFKCdNEa+LiDK3LvNrgPMIMPbz2/j7uvS6NwiVCew1xGRPwfmaNYU3rCXywSMO6lL4S1nHOXLttktlZoWZNZSi7FXOMZlnTlwhSumfQQoc1U5e2MQ69pz3AIe1Y8YpgkHvH12h31rh1WnSb2pd1tftUpgUJj7mGl9/pzQuki8wMm5+5hZuzZqoX2WEiRFmanl5NmO/qPjK/DN8fvobfHj7xyikwqpwWXfBGkbG8I7RNW7N5hQiXCorbjXC3brmcH6L/3Hyr3hb9R08VD3B1ari2WnJnJpbcgDAy/PP82r9Rd629f08N/8tPjv9pXgXXi5u8KHJ/4U7ckhFycgKn5j+P1innHtiqZ/8yZ/kxRcd5qdpGv7qX/2rfPnLX+aP/tE/Guv86T/9p/mX//JfRm76n/3Zn+UXfuEX+DN/5s+ctzqveZH4r/F/m78EhmU7LvZTNma95EpnKLLmWEMSr/ObmtdZueiBDcmXnmvQX1eXnFvdXE5/H8VEakOdiN9bcD9Kp59uvzmH2kpRfXO/qv761U/dz0p5bDDG03cz5HckmTKMXR9iVYnHtb+OdOrKQL1u/Rg1X7MsqTp4mXv10P6fcE+9dW6Bvk2ywuKxENFOKPAedaNDJq1jIdNoEpW+S2bAxo4yPLj03XttPyarm+Tmkcw8Ih+gNKFGMOrTSk6uiZNpwoqOLwGZn1ZPUj99G5f7IEYtnLz/Hv7CHAejd3FMeJpJP/6w8uP3AATYTYDEBJrJWp2BPfdOhc2gVUZCwigi9KVR4bhxBvnIOKx/4JNX9RSTfjNwANRahYaE4Q/jaLwx7cbq9HYOgdN97hNDjQrXlyocN8Jxk4zw0ihjf25m4cQ6TvqcjcfBexxufqdMhnqOEhuZQHWpHNTWRfHjdXF6Wxz7zdQqM6s+yq9cMtd5y+ibmPuxjAvDTlH5yL9yVDccMuNIZ5xYyxYjSi2Akqvl29kpHH3mK80Rl8q3cKl8DPX/s9TUeswr889x2LzCnGn8mzFnZsBIhUrBfINX67lH6N/+9rfzwQ9+kPl8zp07d3j00Uf51//6X/Ot3/qtsc4f/+N/nC984Qt8+MMfZn9/n8PDQ37qp36K7//+7z9vdV4XJYfgrMUCs7Zgj9Q7JXhzOfXZ0pYb9Ldm3bPi5M+lxDfPCmtjaDynuQ6nu3briz89s40X4P9dZfgMGF+9lbNXsPjI3+CURsthTdlwPvMpmaohJCXt7ytFdO6jpZd6me5LGgqcEby9UXcb1VlWeoxLJ9cbVLqkTq8+qd1at8xGt0qi/EvXf5leS87n4/MGmXRa5ZfT4djdweUbbFOfS53zzu0Y4TDdeYhK5RPaFtT3/nCqd8effc+hSeFnH/DY2o7o511Gk9HPTY5zd85fR2/BM6m1I/ndkhh73FgDwi2HxQSctxuFLtxfksnKYV/BXwg0kZpd0/ZMpnpObvta54m7suFFIGpoN7Mm9lEjNGE1SDqrI75XlbSiYIFpY9gpm/g4F4G68cmswgbiMB9hLMFA9t8DRj/8Do0kA7/yJGYBohMcBhFhWjsDO6wCiDgDXhvi5tntIl3zUmCeGefbpTBtHPSmMgm+UxrX79zCYR0Yf9w+x1KcQ9J4mE5tLRa3kqDAleI6V8vr3KnniEAlQuPHU6sytQ0nMqekoLAFWzj+eIvhevVOtmUHRXmlOWJirhNgSrWe0Ogci+VO8yyNzjv3g2XGHEWZMWWmR6xbRPViOOFeeOEFtre32d/fH6xzeHjISy+9xI0bN5hMJhvJv3v3LpcuXeKVW/+Ivf3J68AYXL8ocN70lqeF36hu7mBsyniz7lhV6/WGsFLeEojTOuPVZsn4VrS3Pbot7bP/nAxBeAZgLNLXL9rPXjMguxfmg9LF+g9CaTqwn+F6HXndfpWOfupldcewjuzs7dPVpwfa0+7Hh4OG2nQgM9I33wt6D7dfODfYTofnS1mcl1yHCLnR9Lm3TSa8pSPpe+ezDhxPn5OxthAtHqyXIqotyE2APWj6DOJSVoYqNju+Ql7LqM0YU+jCbEL7Tv/aq1vWV/hOqJ+PVdrns7Z5vZahp+36bryBnjiTOTBXLSiMr2M9JWPoP4wpmpFen2GKSolsNa2kTp36Oc2lM94UtcZ/T30syifKDnWDfl1qze79pQq1LSg87Mr2jMElYTKtvqxd5JCPMkmQm9JYZk1BoKwM9aNu/mfUZFCmIM76qHpIKiXA3MsNugS2GcUZ5Dn7TF7m1sTIeWwX4Ex+VSDi7ZUI0RGcEX1cGwqfKXae1ZurUEmgt3RyS1EqoxzWJrLPKMJO6dhj7s4MO6VSmjAmccw1KuxXlrtzp9t+pdzxePixUV468RAYj8EfF+7ZenMmXKocG85JQ4TogKsT8Pe3pspx4yLhW4VhbISZVe7WlqOmRnGbZh8YjZgUgqry6sxybGu2CsPD44qZdXj8WuGwdnz3DQ1PN7fZ122qwDro+xeEbVMwV8tcbXRhaxruyCFfPPlPjGWXR8fv53PHP8tcjykY8Y7tH+S52a9xu/5KHMtV8xjfNP6D3JZ7vFx/gedmvwo03LlzZ6k9DReIoX/44YdX1tnZ2eHJJ588c1+OWeaUS/6vgSPgPODzzTabIfc2bCfoGvjphb5E1m+zbtZXXMa0Uy4brKmLj23cz+suQuSkX3NoiseldudtgCZSPVZ/IRFTX9ZYESdnLarKnkjfulSV95PS8lw3Ya9ZNgaCX4DsLq3Fqfry/xlalQpsM6eZ4hjpJYUsfUS0H8+9ofgzydEsJL6sWj8jS1uPTbLOruhuCGoU+hnSNwZkc2aWcP2WjDE/Fx2C7HOvHrm+/XqGyHmLrjL7t9V/FqUPOnd57K0G07O9ORQSVCZF6tPnYNynSHmPQ4Iba3R3wvUUsn7DXoM0L92oefCN83lrLdJ52IqjbcwyyPpjEXcf5kncGkO4hsEYF0kZXQPWvhRNY7RhPM7onlvPWQ+cWGFk0r6QwJkfHiXxcWA715nEctNY5+sG+MukUCaFg7+EOdgqNcJ5VB3WHVy0/+ZUKEQoxRnhY5MmaWykZayfNM5O2au8A+KN/OM6QX9uz1JG2LnCTimUxvVh1UXp90vDyJR+A61yZ17zcjPDiPJQtYPM3cboIMsqTO2cXzv5LzxWvZ3LxSOAMikME0oaVcbGMFfLUdMwVUuBYGTOp6cf51r5NvaLB7lR7FNUH2Tur/SbRu/jVv0M95oXEYQ3V+9GircxU8sRUwoz5kCO+NrsVxkx5p3Vh/ns/OdZp1wggPr+Fjnl/5YvnV68vv0Y4tMIPOV4xC159QMYlzWLfv0GdVdVDGNYLfFMRUz7SdUnf9X5wVND54bmYOC40I8dHxS/TP66uqxXNDzxz6neemWNsa0yphb02WB+hwS2baEV983y9mdQ5HSlDXZeVvGM/fR/DsbTWa3gDR9dqb+122jrn0E9eg9uNralfmmAKHhHpLt9wh1XbxyHuvk8DynpI+okSIOufEY4Rftw+flY1uHhz1cR8n0NAS+epqPf0VkYo/+Yt1MSBWXv9GZOVNjnEHD1kBy6MJre75LVXOgksO50ug1ngw+lshCSk56rYcDzuedORD4X6b9uM24aU95vSHIV2gdDeoGPoaNx0DWMKWDvQ8oLcE5DLhsvv/BGvhGl8Dj50iSaylFB3PAaNjc36iAyboNx0seqg9ncrOccWxtpLSvjIDItrcUZ4KV/YFiUE9twYi2lEcbGUIk73mhgCGp4sf4Kh/Ygmwsnt8FipXFOlwhTrZlRU9NwqHc5YUojDRMqLhU3mJg9ju1NChmzYy5xuXgQECrG7JjLPFQ+yZXyMbbNNSzKQfMCSsPl4k2sWy6c5eb1XhzF4mkoHM+pf4iMMGeO1Af2mlPAb8RnHd0k2niaNudSTsEcs5n84GT1sQAJ/Rlgc902TJa1TN7vxSLQXkEQ1LPCxBWIGP3P38KyfNVhoU23H1AxyNp0lIuK+6Aaawk4jwj/qWX4N/y6uvombFA91l1Sf3C7ykpdguG0mbORw0DWKsZZI7LCOG1F1QM2ftO+FqVm7DM9bDbRwBfsCsadQB+JZsa70DGkO+MUjfjxtqw8O+z6McFuAqvWSDP4TdTXTQF91JwhEp3sZ2lFxkMkPsrzsqXTz5A+oY0RFvKZB9lGLJYU7Q/4ev/miHWN37AaVhUC7KbwDDWhrzg2HIRnHphuxLPeZPMY4DnWmrg6UVtDaWw0dsPP2yJUxnpnQdgtG44bF43eLhsO5mXEyVc+cVVgrFF/LcKGVpctl0jdGTjug0NyVLtNqIHislF3zuBoLAOLz9grGYz1oKviIDhTC7NG2C6Vk8bBeU6aND+1ephNA0eqvGgPGOs2+7LNTumi60dWOWmUrUI4tpabs5rroxE1ylwbbkxG7NYuYn8wt0wKoTKGUuDOzLasMZfV1l2lw6bmiIa7cgg17MqEK2abV+0BodVTk+8B3Gbbu/WcO3LEq80zPDtzbDZvrd7HeyY/yNf0Nl+cf5La3uW7tn+Mu1YoKdjTbQzCjDl3ZX0M/e95gx6cUd9XzptqcoUSmTF+VlGBB35T+I2LXF/EuEWMfwCvkC3Gv7jOooN4J2mZDE/r+HW09yIWEaAHJiWCUpyO2x0YzBobM5KuQS16CufYGdGv02uxjApyrfYXRMMpAzqFVYih/gI9RAxhXrATGUKGA5d21d5z9w7VaNS640LCgrOAc49iIh1lsBg69bTnWLesSU2ZQ0yW1QkEBrmh7nTxRqE3vBfoLXOj1keCc5x9y3mIBrkfZIZ9T7HsTrS7i5fvlNxh0VzXlscmWd7CRYO973OaHGdsd8+LP9d3LOjb2sCKbVFuxj4hOj19sKUEYXGUnZq8XZeJlkA/6ebePRaSw9Bk+w+sN+IDs0zYeBqgLSY7Xhobx2E14e8bm4x+I0ppbITWOIPW4fdjoitNrDbOEVG/RUYiF334yc9JCZpq6419P4eBRaZWx2wTXRVfvxRlVCrSGOZWOLaG3dIybRy2/vLIcmIlRuDb9wCcqNusWxiNhnxlMscAx2Vv/fU8qsVvQoVp49hsIsON17US4SGzx464TLBWXYS/JCSXarP1jsVgCuFgbinFUV2GjbGH9YwXm0Mekj1qdfCk79z5EbbNLpUUPFVdoW7cRtptSn715Oe4XFzn6uhbeFOxT6NwbI/4Hyf/noeqd3OtfIT9okKbbYriCUaTXa/DNi/qAYpyvfpGSpRKDEbAYLhUVHxg6yMcY7m3wX7LNwz6pSX/0V/siy8teEYE5DlI27iZe7Cvm1I+NkoPv9VarSNS1hC3qt8VL+K1+lin/SZClhhim/bTO3SJL7q1jneiu8rQrK13fVcaky1xbZl9y9GvfRn4/W/EXnOK7lbJ6pm/xfOr2m+o26qS677uOFoNs6KdL/lvdeXYdLWRPtR3lB3MOVlP3mCdAQO/NYYB2ed+jcJvPXxf/LXnxnybRabjD7VkJF0DIU4XM94y5rtq5SsZffCk1jxodm8NXZOuIzF8bqikx217PkScsR6dooB1j20y+a2PSsD0O8M4fTd4thlN7DN4Zy/0JBBx9DEZVugr06E90vb1dZtuNRrDRoIeAbqj3qFw54ymfQpBfpBWqyfMFjCqkfM9JKMKbRKnP341QTyDUMDhB3iRRsO79s5OYMYJEKAwD6EvA1GWEWG/qFxE2zr2pcQA5O7kAgepcXz0glFh2ljE89LPrKUQv6lZDTP/RhqZgv3yQRp1uPuZNhRSUmEoEEZmB8OIRi1bUnJCjUXZk8tsyRaFFhzrjNvNc9TAdnGFLRlRq2Xus8huyx4VJYc65U7zIo1OwWyxZR6mtgfcqb86dKsulDcM+iUlj9zfj2h9SN7kssterAOxRAkfT1hvA2dKOHW+rD2rX2hhrs6537VLiPBvcF+szA67WBIE5Az3Q2+EPd1ri/U3UvF0+gQL4GI64MIGsABxEX/sPJJEeVn3ZaVCsmk6peKdaW4Zc2tfggE3ck2VBKAbiYcNjHovR8JGUm/EI5lqw0b9MsRTm4FnoKxTB1grgVQOn8kMvl5xeAN6qO/u9cs3rXqDE5LBnkf/F0RlqwfiZeXGcNpYmq82BKM5fc6lW7LIPIkWsrvC0HJKOs5FMFgl16dnw6xr6+t5I7S1eRXxaL80J/m8FqI+Au1YdErjtHcGMBFjXkgwb/0ctRTQllFvRCkJG07Ftw/c9rlBrX6sjr2mFMVKmNfkKFjFw26g8h5EYMAJUgRnTE8bYVK4zbalwEnj6S/FMdmE4jbiEnWqvZNUirJVuDlprN9oa6Bp4Kh2UJq5wryB3SpNwbhw0JtGYbtMv7lS4FJlOKqVw1q5VEnLoShEGBnYoaDyHoJzDMRz6iv3mpqxMUyk5KFijzv1nC1j2C9LtkvhqIZj2/DV5i5vKi4xkQqr8HD1HgoKTqxlYgoOmXFAwzeMvhtFqbXhBXuP35n/MiPZ5fHig1xhm0OZclvngDDWESUFL9gDvjr7TQ7tS4Dwjq2PcNC8yHPzX1m4H4fKGwb9mkUCKw33wbgXk35Ip8X3nwt0ZYPu1sxcu1G9TbHovX1ZNoUe+dacGqu/MqvtObW5kBLGvdyhc0vrp4PYnF41vwkrXI/AHrQiA6yQGcl9bb4uyhJj31m1wYJcPH8a2E8Ica1q0me4r9MuNI/GRR7SzAzqwYa6EEXduGyIw29DeJzR1qWmzGVLiFwvg+147Hok+F5Hnx7DNZ3rHA/GZWbo+ROd+c30pZ8JpiV2TYhRqNMHcUnvuOB8JIM6YuE1RXgjl7su3hshgo437gPGO2a4xY8rm6MYfe5AdCTbVGzVRKPbqmnRXRpj4z2ogDHJoA8MNjHC7P1nax3W3SWGssyssysMSq0mGr+NStywWgfcPyFK3XYcQpvWBmwVJmVDYw0za9gqmiTbmhhRn/nqDuqhnDRe73j98PPgZsuIUJlk4IdNruqj/2NjOW4chHJUODac2jo4zqWRg+acNMLBXGI0/qQRtop0PxzOHd5+Z+y57/09EPptFA7mjgt+bIgGd60uMdTMws35HAFuTCruzNw4tgrhzrxhrxJ2K+NgSICocLkcobiMs7UqV6uKO/aEz8/vcnm2yxFTTuJsQYM6CszOT+QSE3bMmLEU/OrJf+Fec493j7+P79z+Q1gVTqzhJQ54qf4cr86/xFu2/gBDZV93aHQ8eL6vvGHQn6qEB8AGb64NSpuQ66ySAp3lppIuEGO+LiZ7nTDfRvCgofZDepzBWBjsz4c/Xo94cdIsLoxcBLRt5eUQ4GXyZJ2kYX1G6cKOSaEfUrRCh1V6nnpn5imK+P9s2t+qn8Ky8+eN4c/76us3D+utKO0o5Aq5y/R4LUvLaO4auR1nJRyKxzrGqWYfhmCBgk+a5CZgIcFT+PmQwWa6zs+CM9QTlfa65yrleq8z9WnPerYCwqKBn/YIZFH3sEcg7z77nm/sHZgmd+tLNgfZ40OiU0a8hpJvBNY0ysA5b8TGy5Kz5lgbMp2ntFqhZa5viMJnVz/KL8XGOQjZcMPcBGM+Qlo0Ye5z3vzQr8VBafByHP4/QWgk6u9hMH6eQgIpN7446zE67wxrG7n1EZfVtfGGd+gjp/cUcbrUNtFuhgRSimtfq2eyMcT2AZIjJAacIjhG4DntXT+VwdNWuoj9buE2EZ80mph7cJSYhaQIvvvXJYkamyI6KXfsCTXKnowp1P2SFLhitjnWOYc6ZyqWkTehj2XKnpYO749yzDGXioepuMOz9ae4IW9hIjtMpGBGxVXzENuVQ/m/ap9hZu9ywoyd4gFKGXOn+SpbpuTQtp3NVeV3DW3l/Swi4v++DqbvlLSYsjaFZKvVWn0Jbv7WFrm0rKKgXCZb/PycpZxijk7VZ18/G/Q9WFXWFCOnm2cJL9TVbRdoOru8fBdVzrufpaLWne9zLOsa8+vMgbDez3zZ+fxcbsBf9Lys8j671dep072ca/WRGeALhniIvnZPDijXV0+yaHS3z2gkLzoLeWS8X3bSezCGkgeJ842s3hDtGqqLg9J0G0ajLxE3hu8tFeOnxZsoX23IyR9bDoUkY9np6g1mb4yKn88AkTFiKcTGTa4QsPXZuGXx3hBx7DUx8RRh/4D7XgTaRxYNM+n8OUM0cMh3V19oryR4/RqVFO0XWnAY18ZtehUPwclnLOgsOKhNpNkkJbeyOKM9rkZkKwuBC7/xSjqaSkdbOTLJ2K/Es+GIg93UlqivY9tJ2V8Dnr72jsBOKeyVhtLApapgtyg4qjWtIihsl462srEuol+rMldlqi5LrIhjs7nZnFCr5ZJsRT77SgxXZZuZNhzoCTOZMcHBZU6Y0aBMdcY9e8Qte8y14s08VL6ZZ+a/ycv2Fkc6oxLDREc8bB7jraNvpqDgdvMcz80/w4vzT7NjrnO1fJJSXJR/ZCoM60fp34jQn7EEKI5LbnL+UVfxzCFnobQUb9RfNPzGMdko5wUbcZFdQReIwzaUgTl/jL+Tzv3A8YekadLtJ0Ip2th4NSVo05NkqljI5soQY85py2nlKadn5znnoh7jL6eKaiemjwuN+gvOMexmsg3lNOw84v9zEXrnizsZpOZCFkeGDMZeaIyvvwCLURfdzLPG9pRBnPy6GP7uXKDrt/X9LFJZiofwZIfjxlPA9tNWxoi8j1Sr9b+DEAX2xp9dEjVMqwaLTDILUXlpuQ8x4utw9OJ+fwbQTJa3XC2m5bIkEgiJ3xEoPF1jmIPIHmNsZKYRAkRGWvJCiVhsk7ZwBhhRwK8blMYmh0FoiXPRZg3GruuzUZNFs5VpUyRYDLjsuTjDONJGZhlkRVLWV0Td5tZgxPtzYRSRDYdFNN3MG+F51lnFsd8cNy4LrKqwXbr8s3PrcPAWBweq1cTHUE3YcOvK3LrvFTAuFLEJBx+ckGOPyQdnnDueetfP7VlYDYFJxobTKEwK8fq475Vx9e7OlMq4MW2XhuNGKcRF8ME5CY2H5ziHBB4ZjzixboVtbOByvcM9O+Ur3ATgimxziW1u13OuFTuMCuOSWFnlxFpGTclIDL9Tf4pn51/kw9v/Z25yxJEUvHP7h7is+5RacKQ1t+Uel82EHdnmiu5yffRdHFe3+PjxvwRgp7jOO7Z+iBM7YiyP8vat7+ezx/+KdcobBv05lZit9pyNevfMFf9iOYtsT4sZE0iv2fspqQjPrXRDDxfSR8DK93QUVjg2NTajYft6n+/7McED/ea/F4GlOPD7XfJpibplv78EOF7RONRlwHKVRNnQd06G2q0omum2wJTkjLMYPlvHiD/P2yQz7C7E59nEIIbha7iGbu75vMIIz6ETEiAZMuwM0I1u98yTpg8RciOBZ13pXSnILnvvcX+NcwM+9Sex27SXIItGkyg5l40lnw/Josjq9QjN8xWM/l9GlvSpVSfe1F6/4NdK577r7hFIWHvbWqnwVJOkDKhDJUJYrI+8Z30bv2G1iZSYrn4deejVwV18/4bEZV8GR6LHQa0zDH2jCVITpsE5DJrkqcRxWMRTPIbVE6KDEIz7sIehMpa5FQJEp8BHx62QovWJuSfOCUTZAVYTrwkp+h8+lwIz62k5FbYK1y7UN+JkjSXsOxBmNkFyLCmWIerk5bN2r3ZUlZURLo8ML86PuWstRbPNsW1QhSOBUgxbWkU2ob2yYq8w7FjhqLHMrGWrKDiwjXMmRPjUyX/FMOGp0bewXRScNGOm9oiv1r/GK1qxY65xtXoKi2JVafyoG6Bgh3eOvovCXOLE3uXV+vO8ohUWy9znmF2nfB1gRr5+ykVlnj23jLKbwgrERUpYEzLRanhu9WRNvVfVWfbCXTa+dfsfkrtxo9P1de5FNlDlFDqHp3xWejPjvi5Kz1xs+ptYOraO/JboU85JK2rbIz8cWHvO17wfFvq5gLKO3JVGvaZ/hozqVpx2WJdVU9hNYtSOj4ZKPbxm2v2g0SKPBqe0KmaXVXv6bddJXwccgAF1cn6Ztp657zo8Kfnt3ZqJHhWccdqW1X50aHY/S9v/zTshbSbtfg5jWuw51069Ue+17xmeCasckktwdQM8p/3zaF+3nKEmv3a5kdbSUrTlYLQdm3YRr3/3nnDRf4+X16hKjPC7cTnITKNCbZNDkPfnNg0v6higPcHhyPe/S/YXWHYUF5mvfdR9XMDI4+KDHINj4gl4+Uhh6S9XcJYVB8UxkhyLxjpjWoCJEVQscxoadcdrtZxYS4EwkZI9M2ZHRmyZgrExjI3jrJ9qw1QbjmzNTBuMwG37CoVMuFo8xpHeRqlRnXOr/gqH+hJT7sbEU4pj12loOLL3ONZjHigczh6tOW5ucaivcqQ3OW5uD1zVxfJGhP6cy0VRXbqH2DlllN207w2gNInGchWTTZ78afnLxGWkXcZ4s5pCMszd6Rhvfu+VdZM9qTFuafx+bSr9vVCGVvoknFtjvpdBbpa9+c9YWosRuUHVQoWFcDCng9zkLDh90fGeiHjcGR3xzeqn+By9jhz+sg5TT65r0FGTMRf07mLRNTzuVq0KDJzvblBdGEbPcTE29qkdmM8QZWXCpOfUlqmNDpwLbYyxaO2ymC4a9SFinudcCWAWiZ9MSAStLOiY9x2gOQEWU0YKSYn3idvcma/SKQ0mtg8R8so0zhj281QaS20NjRoKsS5Kr0RMvTOGE3THRbOTrlNrHOQm6ucM8wIoyibOp5WM0x+JVJlungyBCagUpUEI7FIhCdbMCnuV031uhWnjxlyhlEahcYb+pHBZbCtRxqIc1i7JVAPsGG393EvvqBTiMr0WBsaikdISHGTGAnUjnDSJJ78QGHlqzMavDBzV6fEV8foCN6eWvUrYKoTa35yVwMgIO6VEXS6Piuim3auVy+xwpYT9SjhpDHOb2HK2jGGrMBw1FlHhsLa8PHNMN3MaXpjdAWDMiF27xXdt/8/c1ENeal7hcwf/B4+NP0QlWwB8284fZF8e4NhavmZvY0QoRbgjhzw7/yTHzS3euvUHuaQ7jM1jbG1d4xG5zDFzXra3+W0Px1lV3jDoL7AkI/Ic355ytoyy4g2C++0UvP6Lc0QGnQKPS++H5RT++AZzajy05qyG8BBrjnfC5PXCphO558+uj4ppj6sLaYlzkiJsC23OmgH2IstFX7OlcKG8XtDnHPpclwZzSBVzjgZ4NIaXyQo0ju3YbYuuMYaDQ8gxbZJUa1bFM7zD3KZSRBYN6gU8eg9cpI/KqZ3dlahnfrzdDzEGHTDacTVAQ9QzOGLtMHjgNe/Oa/iumrfxn/04XIBdF+Y6MMcYv4Kg2Vx1eedDgNnBW5JxnuPnC6yvmJyJoKPVFOGH0JcsRPLjuGjLr62JOiTGGz+OoAMpdWS+0TYfhw1zTxuKEvDwMQMtySkKkf2YtVaFuTWMjLM9rAqa1VGPyXf3qk3UkELcOOsyvfqNpyROeatw0rgETVaFuTe+AwZ+ZJS5lxf3XKjD6Vvco63xY51ZN26DclS77LGXKnc8jPe4STCiuXVRecEZ+zMcd32tSmnc9WvUGfEhMj+zcHfuIDK1Wi6VFaVx1+DmfE4phkqEg7lhZtWPxWHjFceAs126+79R2DIlhcBte4svnfxX3jn6MEf2Rb5Yf4ZyJjxSvoMb5RNMxj/A880Xedm+5O8PZWbUwXqAAzvlRGr2dJu3lL+fQ3OTL5/8Fx4b/X52zTX2dZvfmP1nju095ro+5OYNg/7Cy3m+Ff1yUnwsnEamxIfaJjq5JhuE0xZwu8skr67n9iiwpP/wIjmtxRDexEOyl2s3SKc4OA+n0XfAKuqlt5N+8esac0vLOnq3r2uPvTHQrDtf3b567t++Oe7eqwsq99x3Z9qhueQe6K3La+xMrHnvneEntVnJDOPwPb+vL0qH7m0Qx7uh47AKR7+OiJ6NpCvL0LwskzPYZuBnsnTu3Un3+JTeW7p7LBrm3dLTV3jb9ffrGoTHQfr5dZyd+JzoyM+M/a5O7adsujlyXRYfuW4Pg/UnE5e++9f0XN9cskV66xqPrRdd3AiLJqcjZpGNmro5Eu8EBPR+Q37bJ30EIqTGGf/51p4EKLaxrftP4IkPKESjLvuttW6KrdeklAxao+k+UMk373pqylDXX9PwOWx8dYw8fi+7umi8quOgtwoGtw9hZgOnvptbx8SjWFwU3hg370eNpfT38MwGBwFmqjS2ZiwFRgxGHESpomBHthlRMhVDI2C0QCgotcBqDQilTNgrbjAF6uYOt+pXuSfHVLLDxFxiV7YYcYXCFBgpObAvoygjeYjbzUsIyo5c4mjN598bBv0FF5EQoThP+I1wtoyy68NdUpN8ZWB1G8H4zWLLx702nEeM515eUi9G2F9LQ6lTYmT6jNdfcFHmLkvNafQ59aqRsHQVI6vmGFg2jzQHHH1kmDmDrI3K0o2ra7Zfy4HN+xtyAl+/eQouorSmboANZ9DQzY2y7PvyDmlDbrxh5N7n3oB0lsbC5WlFtzPDP2eo0WBlRKupR6fumDZxCCRF0aMR3fWW1RvDfnLXYdBZeucGRhpvqA5dj8DY0nWIFqPhSa710e3QJI/ka2as5lSb4VpJFuJS/OZPDy9xhnDbWM83vAaITGEstS1Qv+kzQoVwBl8wPp1RKfFcgPsEgudC1F0Ha6ht2hpqCRtXA/NMd248Zr1JxwtRZn6uSlFGGTQnJJ2qxL0NQ0S9UWEkSmkspUnJoApg2hiM8RtJbYp611YYFTZ+n1mhNA5iowpGMigQ7nvhnQ9HewnH87BS4OoZH6yYemiRw7wrlXEG9tS6VYDSrxJYdZlcRYSpf+wZX19wUfpGfRZb42Z1boWtIvDSO/75w1o5duloHS0mwkmjXBo5Paa2oLbK1ConjeuoFAfbOajnXB+PsKq8Mqu5MRlRW+Ve3fA1vcObql2umAngNulum2u8f+sHOLI1yogni8tc1l0Mwj17yG/O/iOPjT/Ag8U3AXBX4U7zZZ6ZfQKA69U3cMN8ExNTMLOWih3ePP4OvnTyC9yV56jG34HFcqN8M+8YfYCfO/zfWKe8YdDfp5IM6DfKa1XuF33nmUtkurmPRt15QYB+1xRBjSCndCTUgztP237tkjsiy5ySdR2WxdDchZfVt5xm+eM6huQ5RMaH+nS2vl8Z9MZwbpjmWP3BbLDR4cAFOJZljc2bDcBiFjLTtmA+FzEPWb9Z6WaKbeH8vV6B3rKLkzfZHGr+vRPR7i0RxmGiE6iS00iaTHZy9lwk2T3/JervSuPhUbGeFYw3HG1G/xnYbkIpYjhNPW2l8VF24rjC2Kw3zht10JJwLDADRc77KBECJGmmbdrKAMWpNTkSIavs3DpMf2VsZMxxiZd8exW2Cusx78LYG/PhjTjKMrbO1UW5wxiCkW9x8ZUQsS9NcIBgphJ/FuNCmTXO8C+MM+Qb/4qZWygK12baJKrKkwa2C9f3sXXfa7+J9crIYfvDBtivHVsqA7ulYeoTm4+NMCkkbqDdr4SjJjkn+DpbRcFDRYHnt2NsRljrnK9LZYkB5uooKS+xizQlJ/5mn9qGQly9l/SIEQVPmCt4H4ERu7x96/t5af5bvDD7TQA+tP0RrlZvY8tcZV+3aURcAqqm5lCmNGJ5RC7zNSmZZ/fYoU55wd7p/Sn0lTcM+vtZzprVdFGg96xPJ0/aj481G60fyRRYi8rTjcGlv3h9l/POnivD0dgQMrkvZdkLdEkkudX+lNfv3H8TF1g2iuKf4wVcBgVyPzJiRHgZlG7oVAiPRutsU/1O0Wao/eCtsBj1vfgy0OeK8fYt1uTfw3kfyBzuewFK1zbmW3CUrhzJ65C10+x6LxuDDjoV7VEFs67Tt2YyOscjPl8CzeagFqm9N7aTtOzaREdP4vGAsU9sOG3u/YWNxngZ2TS5fwSDzVY6NK5SRE1CP5quSc72kzPc5D/l3JkJ0xNYckJ0Pd/HYQOcpzMD3TvUArMc0+9XCGrrk2WRDPAmRMr998Lr36jXQRSjgg2bcknUlsHBqUxwWMIcJnlhHgJkxm3KhZFqpJoMkX40W6DLfiuVOLjQzGaPB3FOgCFsPAb8xtx4SwBzT1wfoDIqITkYHmIDRmG7dNF89YGMm80JBsNuaThpBOO5hkYijgjCy983I47sHZ6ZP81+8QRCQa1zDpoXuFZc4sFij8OmoVbDTA84aJ6n1jGVuURZ7PLV+reZMsOYip3yHewWN8izzShKvUEent8FBn3fLQ3th/Hrw1hwUBniBqIzyztrIqd1YCx9fUYDdNU40oLo8rriMW5rGHb31dDt9u2N1nPzxwZexssbcYpGpyrqr8uq+0u9gSAb7ssA1nQY+vtcC5N/bkX82/i1cDpllfV3fvLzt+mKJsC5PGZbfshr9ts+x77zVYPwORqd/nDc8NiPOx+CrvTq7I3k1uFs9cB/IOxDcpd6UXaaAn+uY7gOlWR8LWLE82NdPLx7bGiC4GRyIl96q25WxzcIEL2gQ0636N4rFutx4UjwCxSrpr1J1+vijL/wU/BGdeiLBFVp8dv780HvYJgrHtbj4TaFOIcisNwEfUNfOf59rmlDsDPKF0vflRE/trmK3xTr+8EZ9nMriDFxpWFuhaLQzAkLOHdvoBOgTBKPh8RSBvWUl8q0CZtdtZVYKsxXwOYn1huJ0f6RSfdF6feSO2fBUVZWxkk6mCcMvQA7hfEOBmyVPrusdZCYyo/joFZ2ShNpL8n2qjeaFiJHRh1VpjiM/deauzxQTni0usRNbZwzgGJMw0QLFGGulmtmm4P6GX5r+su8fXKVQkbUeszL88/wHbvfy0PFE7wwnXGXI15pXuS52a9hKHmwegdXzVv44vwTCDAxl9ktHmWvfCJes1IqBKFh/cSVX/cGvYghZGtNRVFtCBSSry+IRY5fPy955WZ4+FZzQSjZJJNqmteLzZDa07HTdRmFpRRwJienxBntmxpuxhn8F501NtJEdsb3dQCZcTCU4uz7AADEo1dfS6x54Ew7D1hN3GvxGl+/EFa7aMiNeCPCdgzai/ZXFwzdFcfXFevhCDH6u0x/b8D1QWSCYbnO5tj+OsE4k0yXYJKyfHwxYi4tyMqyMsh131MvRuY7uoestH2SQjurBiPWB8SCg0CMNmtmhAcDelVei1yfKM87BCK4YFd0GDzzi59fI8q8SVSQkPzREE0PJW5aJVFqGuN0d1j7tBE11C+yeZoHp8Ab/DMPu8mj+6Geg7c0jH09SEmixsYyMg6iM7cGUdgumtZm3MAn31iYFDbeA4UoVn1yKFKU3ohSijKXAM9xEJxG4bA23lAWjhtht7QcN8LUGi5Vytyrv1MqcwtTC0e1cGmU+Pjv1Yl5aNokzLsqVIXL+jqzcG/uIvbhb+QN91oTjXghcNwo08ZtiB35ja9TbfiqvcMT5SXGlFQifOnkPzEtn+Ty5IMAHDUNB/YOvzL913xo6/vZLa7zXHOXS+yyxRN8cPIohpK9omTbXOUt5R/lxAovNo6h5pFiH6M7PIvhLZM/wMjsYD17zVuqD/JA+RT3mPL09L9jKHh8/K1869Yf5vn5F/js8b9feh/n5evfoGfRU3U/ahNrxM8Krxu6xnOCGnTiHZwWfnOhZd2NmGfasLm2Mizl0LuIFYAhasn7UBboGqM+nN54jPfua/lb6lwogd5srs6Kua+aDZZNViNWXaMzMfKctsQQ58pqwNrR+9ZQzvr7C+3Fd6ohk2UWNe8zakMItysn131dvH6uf4zUJ33CaoiILNwOQ0MXH8nNjUcnJtenHeleVSTfAJzrmp3PFWsb+e3IdB6pbp9vG/O9LC8dQ78V9Q5yIs6e+D3fMEuMngeT2UsI1zV/VGSR71yPNLLgJIh7nOSXMMyF/5YgJZLai4OuhBK540k6B/x8DpkKq1TZqMHj4+Os+u/BuCerZ8KqRqZLgOmUEmgYXXKoMJrAQBOdkCDfpM22AMZozBRbGo3+fm2FWtwm18BIEzb3Tjxu33HXu/oB6tKoWx0AZasgQnEm3iJt1PVv/GchGfoBk1+r25IiwNSqN+YlQnkUD7kBZuIEhes0MsK4EO7VDUe2oVHLK80RW1KxpWMeKN/ObnENgL3SYBplxoQHqndRyA61hg3XLuPrTBqgwVgFHVFQccIJNZYrxRZfnn2KQz3ixug9VGaLw+ZlDpsXeKp6P5eLG6g2PDf/dXbMAyjw/OzXGY/eyzFz7O/1TLHudjWE3ecSSIwCr1Lv3/3WUdLT4DzknTmT7MXNwbpjvahMuwv9yGtw2y+7Pr1zcx5zISCmJ1IlXp+zyF1Ht9OO4TTtenQKwNX8e29f51RWiZJNxiVLqp6DzqcWsV7D1lSv0eQ8HoUSjGb8v9I911Em7zOLqvdGnTeJ3Pf0Jd2uBeIqxZp9Bdw5XWMutmN9Zygaqe0Gg83DraupXosVNjDDrDlNLSabtkpdFaOe+WpDNPlzo7j3JxMM1vaKw4JBvDATSbeYBCsY+izCpHK++8CwE6Lqof/Y1rdv1HRkhPN5X+25Eh+ZH7JcgkNk/f3sotQJg9+oMLMmZmXtLsQFxyZAl2r10BQvJ9BFhhWEWoWZZ6EJLDxz674HRhojDtICLkoeHILAGhRCMA4vn6BKtXX1AzRnuwysNmEjcBp/WFWorVsdcHAapVbH/X7UNJw0PkusCJXxvPq4Y5UUHGvtWWvgWvkUu8WDrq/CUogwljHXy7dTso0gjKRwLECizKg5YeZkNC6L7InOmEvNWAy3mhc40RMeLN/OmDG1HnJoX+Hh8u1MZJ+aGQfN8+wU15mYS7xSf5F79ojZBnBo+F0Qod+kCNIDzwGXffX+R/Ei/aTX4bWMJL6RSfW1KuEe6MKI/PH7DWs6z2L8C3hT+JP4lQWb/SbMmhlSlxQV7+KHKH4LMnMe/YgnST6H39BSHdbUT2ApfMYsOTfY75rV+uoFC+SCHjEtFpwcapIfD4b+APwjfu/8FFMIdXVZiHx3dMiTPJ2mLDDdxI7zDvtMW1cnjq8Hd9+3STXHwMcQoLbPgRu3tdKJsg+PIY86t3T05xs1rX5yTHtOTRni8oGS0m0sTUa3EUU7qwMtOsywekDY3GmiQW0EGpuPMQzewW9s1j7IsyqRRz7Ad4LcQmxbTy8th724jrTFjBPGEVhnckO4tsYZ7erYbYLfFe7BYGgHY31kElwnrAYU4ig6Zx7fHyLrRZSRIt/W6+sSWDncu3jhqo7dRsAb9hIfMZXx+qub1+3SnZj7+Z02cDAXtkrnNIwLd88FB2HaSOSZP2mEvUo5wdFVXhoZZ9SrM/oPa+c0bJeGz01vs1OUPDXaZ2ZhZpWTRrk9nXN1VPJoOaFWR0lp1bHbXLI7bOGoPn/z+CZbTJhoxWV22TIVk8LwSHmNm7OGqbVUtuSWHADQYHlO7wHKSEtmqnz7zkeYqeXOvOZSWbFv3s3l8knucuyvt+HtWx8BhIPmeQD22abREZuU31MG/WARcT/Pr3fu5xZX/EX3BYGRdh3jwvHSrzbu3Ebf5fUSx/3Q9QrG8GnnQRjmApflePVIOfnaOWenLkPZXF8v+O7fbWXZvC41xn1o6vUKuXmtyoDhPcTB3jLccwx9tE5WyF5p4GvofFCHXlkh2o1kbQJri/uuXvxaJWdm6fbTNerXFBmMPCBCppIhn6LVg8Z97jx0/k30ltZTTabId6gXNE5JnJLyixH0zBXQcD7pCG3Mu8mMbhPj5cFRbDsfwUki+xwSQLljQmOdgR9oHyPjTSanEI1R8+C8xCh/z30b2iiAsRh/rPGGfhhPgcbF2ADVCYw0jQpzNXHzbDC+g9MwbYwzwo27jgG2k09DIQ7HHubHRfaz+ZG0ofakSU6F+AoBs+/aOiPeGdVunrYKH3fAb34tNGWwVaHxijiOeidn2jhWmzBrb6p2MRjHYoNfYSiFRksK3CrEcRPmQJmqZa8sEYVpo+yyzaWiYssUTP3gjpuGe40yEsNIDGKgZI/n5p/n1eZ5ro/fy4PFDhMqTpqG3559Aqi4XL6dY2sYUfKg7DO1DScyo8GyoxOOZMq+eZBvGn0fczGcyPpwG/hdCrnZtCSoR9/f/VLi7P2Fcdwv6MqmOst56STrSFql25LzS8clLP/Z3Md7prfvs/QvC81jpGcjHU7R72s6b5sUCWG6i+9n6alz0OFUhvnr5TrpgirBB2rVCedWqS29H8+hLE7yMl3av4T1f3lDMoMhfK5lYYUhbAyVvMJis47z0MLF96wM9A+p48wER2VglJmp3fOz0Wh05n12+9XOFWldlQz+0l6SCX0mDQLLj2pwEdJfMN6DlOhnQkxKBUSjP4cMxTqdFafwewirGNGqaUHKQpuw7sBCWzPw2zCiFEY97WSCAoXFRRucPF8/GO5hYTQ4YvlYQzbZJvsL53InzQgR5lNIdk94mdZj3AF2zYgtcbHrqXVG/cgIk8JF9U+sZeqhOiGLbUNDg8UqbFExkoJSDCLClJoTbWhUaVQ50SPu2BdxLrtlzpTD5hUKGsZS0qil1jkNDs5zpHPmNBEUPrUHHNtbCMKJvUOjM64Vj2GkYCTb7MtDrFvO3aD/7Gc/y5/8k3+St771rTzxxBP86I/+KL/1W7/VqvNTP/VT7O7utv4effTR81ZloyIIRorW3/3u/zyw3e6HWJyf8Xyfi6o9Q2R9/eLYkX6X+bMiDjLymvQNasI+lTUqt74KZ8P038cS30Zf58WFAl9rLU5fBKIp0Id5F3Vr+0uMWYdxXjzey1KjLEbXhzDwPaWbFGsBp9/9HjZNZlChGPGObbJ/Y/sOd3sPi0vex8YlRuL7Txpj00bRLLFUt/Rt6mxfCx+lNslQtWpcNtfOnAw6LC1dJeLPjVj3OZPdNeQdvCVtsQ1Gd9cUDnMaYFbh+iRYDZQxAm4yVpuMnz7rOM+km6LQidd+7tmAAid8bU2E5tQ2X83wMBpJG0kdft7paMRBYCaF9ZtZHaSmzKL4W4WNGHanvzeivWyXwVbZLi3bhY3Rc7ca5TbKTq2jklTcRtbKOMhPiMLXNruNxcF3Am5f1UFwAowG4M5cuD0Tjmt3vDTCdikOrlMrd+dO9lGtHNVppbkwMC6E2/M5U9swMjAphGPbcHs+58TWGIGJMeyVJV9rDritJ4yMsF+WWAt35w0H9ZxX7CH35JirVcWxbXh69iU+cfzveM6+yqXyKd5RfTtfmf7/uDV/KUb037/93Xzz5FvZ120MwqFOeUnvclcOea7+NM9MP8EdOeTZ2a/w4uxTAOzpFo+Zt/H7xt/ff3/3lHOH3PzZP/tn+WN/7I/x0Y9+lKIo+Mt/+S/z3d/93XzqU5/i4YcfBmA2m/Gud72Ln//5n4/t5HX4khS/JH4/oTgJy37/X7YixkdKXjuaz6+bbK6nKRGqc7b7yW1yLZHTUpW+xkXFIDlU64zY+IssiSb09anfQhFwbD/LjdkYgluGrw9G/xJSKHykrRWclcWI2nmUlbCVDcsQvWQLAy/qESvtPsUELLo36tfUqUuVGKLb3cyzTg/Xf5fecgj7v9jZivMBcuMhRssyzSYnIYPCaOcc4jKrhoh4n6PVkddl0nE3j0YjPESO/bd0b0XnphP1R1MWWYGCRL0YcfO+vrWJojNuXs1lCohqK0ZiWlFmjQZ4hOx4nLvrxxn3Tcxe2462h34aFRprKI13NMjuE/VGvJ8nAxTeQVB1G1yD4Q5EpyO3IISwoVViltfKO14anADvsDQZxEnxOPiQsCm7VKXxm1pt1kmYV3UwllkjMfNseJTMFeYIO6Vy3DiqzZmFsXHUlQdz2K3cOMN+hQARqrLrUBknK0Tzjxtl7I32WuHqWChFKAwc1zC3ypGFB0YVJ9byzPGMHVNSYNgthP3K8Mz8HiXCm8pdHrJ7VGIoBL5S38Gqn1dRtnSEWOGL81t8afqLbMse7xv/MFMpOWaGGOWtkz/A3Ozyot5xyaHnykRKLpUV2ux4ecpdOeJ69W5Oitt88eQ/8GT5zeyb6wDclSMsSrMBy825G/S5kQ7wT/7JP2F/f5+f+7mf48d//MfjcWMMu7u75939uZawbcVvf7mvPbtyhjeiiMcobihDBHTZG3yhAcN4877q69B1rhnlXdXvmWgLQ6jhtTbkBq6FLB4aLuLf210Z2brneerW03+rTjSALmBuL5yq8uvAuD+PqV3zp9+qKwOfz1qirDYl4bmWTYWe6pEy9FuTzr9ZN+v2o+FxNTxH+c8i4t5Dv0t9v/yipmNuT5Qz4Bcw65LVjH32JJ4ic2Yyh6Z1+2TGfxcfH2AsrTHm94l/7sVxtrVsO1iaPNHcqA+v/nyIkVs+bDb1YwsR+8QyI1HHMOdpBSP7nM1H6C3fnBrHG3VN50IUPtenPU6ijoVCIz5jbLwhEhNQvk8+xDEUb2Cb9D3HvefQmrgRGcdmk++hDuO32V/0h/3YS+NpKsXj/8VF+BtNSaXAfTck7PxRnSWn8v00OAdMxM3v3Cr7laFWZapCIcLIOLz92Bh2igJRF/mf01B6E+Cl+ktcLh5kx1ziwE6ppGCux7xQ/w4j2WbLXKEq9hiJg+A0KJfMg/F6TsTwSv0ME5lwXR7hZv00NXPAUJYPsC17lKI8bW9zaG8yli32zD4W5cje5l7zEuuWC1/nvnfvHk3TsL293Tr+6U9/mhs3bvDkk0/yR/7IH+GLX/ziRatyqiLBcLyPEBYROfOKRdL7NP2v304Cc8i69c/rlpN1IErrQkD65ANSLG8/eO4c75XzuPeGZJxJ9pr3l+BhQCvm8bwgN2J6ujrH63G/o/X377HTLq+XVYmhKK8GY/IMoqVtePbz06eIc+twjO6vp0foa/GRkRmoSktWF6YzWDQZxZIbxr2QoM6Bvo3BfU0kyPOGU7J9s9tEW+Ns04h6URnWO1N/9TglGLMar323RTDaTaePSPUY/nxN23UuJCHkc7M4MuhEKEyKyjf+eJ4WK7DQBFPZiOO9T3h69X5C7iDlYwhxCdeiFI1R+MCeE1hxKmNbBn3YEGujgZ10N7iNuYV4SkorsR/rx2i8vnmYxm1WtYyNZVxYKqPUfi7GRcLYB4iQEaUyym7Zxt+XkgzOqXX0loEj37UTdkvlpEkwHdWUPMqtcLj2MxvoMGFStJ2FcQFHDdydezn+Hq3VUV1OvPE+LoTt0rBVGETgRrnDtWKLE2u5aY841hlCwwuzX2fEAQ8XOwhCJQblkOdmv8bj5bt5oHyKI6Y8aHa4Itvs6oRdnbCjE/bZ4qFil6/Vv8mz889y2Mz54vyTfH72i/zO/JOAMqFimwlCwTP1p3iu/jRjUwCWg+YFnpv/CuuWC2e5+Ut/6S/x8MMP8/3fn3BAV69e5e/9vb/HRz7yEW7fvs1f+St/hQ9+8IPRyO8r0+mU6XQav9+9e/eiVY9FgMBe8rpJTPW7vJwp++36vZy+Hyn8m6wHGhQM5U1gQ2fNcPtGccV24GrnzdDTorpcWfmMkJ1gFVkfPZT+FSmBtWA2SEZVuUKfHHJzkcUEAy07lls3A7CYU5chw7EDd0nHs7kXdZlsIIPcrNntKRyQHHKT02D20WqKKNoYWkZ53l+MVIfIsj/vYTe5Ub1gcAc5PuKc69AHqwmMNwFDP1RasJtsz4CAZzHL9FfacJDOXOZUoHkUP6/XWJ9t1pfS2Gjw9jHyBAO8MI71xnoD2OA2XULgY5do9HeL4KPJHkojnkEHoBQbN5QW4rLGChl7jS/BSA/XqPZGsyE5JQJxwTXAZQSHR595vXMWIfGNVEOiKaKzFusEaBcO9pPPS+UZe6aNM8rl/9/em8dMdlR3w79TdW8vzzrP7DP2eGwPg9nsIa/ZAgbHBg8QG/t1gICwEhFZCQlJSARSkCMhQCJYkUBAogQRoghbSjL+4JMd5zOfwUaAAiR+MYtxHK/y2B4PHpux59l7uffWef+o5dbtvt1PP/vi+lnjp/veWk7Vre7+nVOnzgFDEhUs91WhXbPaxupdEwySgFB5fHsGUBW5kiMIGI01iW9khLpkVEzAulNNhbFYu8FkrLPDNhWjlSnsqUttlWcd5Uax3iEYi4EzbT2+iiAkDMQmqVRE2u++kSrMZClGZIQWUpzKZjDCQ4hUhJQiXD3+AVREDAmJl2I7FBNqtBdvqL0PY3IIAgLbqIaa0MdchVmHz/McmkjwfArsq/w6RkQV20QVh+tvQ8QSda4i4iqGZQTICl5GV+LJ1o/sisbjze9iVp3pWlP9sKqE/rOf/Sy+/vWv49vf/jZGR0fd9Q9/+MPu9YEDB3Ds2DGce+65+MpXvoJPfepTpW3deOON+PSnP72a4vaF/jyQszDzgj+eK9GjwOaIC28trCtt1TPfUBsSqyDbhhiufZZqA8jSCc8saN4yqOhK1Oly07Ee9a46LWOdljykvq5ZHeWtibZXqMqlyObG28vCupzxrjK47E0nqe4sZ8oakrIodBLFVUJnLPTOvotWba9cD/k6XUvsHFk/a201L3nGhUu+ppQTwYXiz3e35ykXfbaQCsmjuhQlGxGFumTwbePa6JIT+E5Ldt6X/U0m+ONz6wSWoOfjzK3hxR7zcJU2Prwt6BFo6rbwC49IuzvEyJSEpcqE4rO0B1LzrzRLosmzxlvh9GvrgqNfo1CXveeqFRUT/92du7AzRK6NSORy2/uC2CgOMPH2cx0/88bNMI6XXmW9I8BogRxpt19txLlubCPVpKwt7YA5eGsOysZ2g521a81EhUyCKr1m2krXi4VWJNpK++Gnik3YSsJkotuwfWWKoYxSFkVkZGfMoIkahlAlgX1xHVkaAdCHZrfJGjKl49NHpF12KiLC7soIUqVDZ2YKmDXGPQLQ9qLsVBBjWFQhQDjDDRBixFSBhMRTyc8RZUBMVUh5NrZH5yOmCJPcwG75EsQ4iefVkxgUq+Zy87nPfQ6f+cxncPvtt+OSSy7pW7ZWq+HlL385HnnkkZ5lbrjhBkxNTbl/J06cWGmRFwQ5/WttInLQskNZLqf+IuoSFuWmgxUI0RmwWrCEvuT5rMsjK1oZiz4LVlb/EnXL2UXqV3ggZX0uVL78Rp97C6AfYR/447YeDzgnh6VD7+cGsoSu+rY5QNVy9FDOOtw+iroc5eXcBHDfjrqt4bli21Nej9eyd61rrj03FWep7rEDUVhq/ZZdv7E4OdiR++76na4zXS0YEUwkGm9K3WuCI9JuqTldXxeyxNkRfe+1si5XnJPksiE7CzOQP0czLsX6YGlnXWvVV8aFpvP5WmLtj1a7zljyrRWPXpF6FCwxVp7bjr5oFRYd9lFHrLGwuwaaxLOJX2+i5qD7HL3t134NKjYZZJXwkmIVy/v1UhOn30biSU37kVP6dNsTFR2XPhaMSOi5rpkDrdYtp5UxGlkebWeyzU62lJWJDAS0jL1KGLKfUIIMCjEJ7I2GMSQkBIA2K2QKaGYK81muSBEyVGULgELGjDZnaKgMCWsfjoQzJNwCc4IR1FBnAnOKSdUEg5FxgqaawVPpfXii/d94OnkcADARHcSIPAvT3MCe6AJMyLOwGKyKhf7zn/88PvGJT+D222/H2972tgXLp2mKxx57DEeOHOlZplqtolqtrqSYmwI60RJjKZFR9JeY3q9a7OFYMidgViPiTZ4YKriXrAr6Jb5aInRkGqzpM1uRCDNWedyUa82MfaHhE7RiM4grTT8M6mazXIu/f5bauCzkm3urp1RYV4QlWfV71st3CqzPuCXDq7opQjaMZadc5OZVGzc9hQlwrixFUt5jPjoUEmf9paK7UVnEGn8u/GysZVDG1QTGR9y53/QZvkv+xJrMO+LtyWf79O91+sH30nWtZdyPPqTJrzYfW6JuCXeqRL5bYtq22YgrMnMKlSBNYK0SEkk2riLCEX7rH2/HLwCkZlyx8fNXsGVzBcT3pdcC5wqD76YD5OQ8AemkVkZu65GnWOjwkoA5JwC02WZjzXcwGNrpVJp5tCE2JXRIy5aZF3tQVbHOLpsaNxxA++HrcJr6fWSWVqIINcmOhLeNa1CqgHmbQN38zMXGUs+Rbj9RjFRpNxttvVeYzzKMxxJS6L5mE0ZkwlK+Uu7AY+1JTKUC+3gUY7GENKHLpxOFhlLIWGEEFcxlKZ5NT+L+1rdwce1aDNE4CISdcQVzWYa5TAt3sv1TMBp4xei1uGvm/0OEEbyscinO0CxOpv+DZ5MHwFA4HP86dkaHMI35whqcpnnMUwuLwYoT+i9+8YuOzF9xxRWlZT74wQ/iIx/5CC666CKcOXMGN9xwA371q1/h+uuvX2lxVg2+RXq9wkwOAv0lLoz/5GZw38mht6L7ux0RLZSt1uzbbRRCtxT/+r5tlSh7ZWSeCAwBWvUQrMZqvth+CBjMD3xpIvVtsp8bzFJg98FXornV/lpZdqSjQfsxf/s+B5hnsARS35d0m1sLKQzWWt6P8Hf14xPbYjkC5cPx7hWI/yDwlJ6uEXh+305h6bheaMoXxRHsbkt8p5+6b7EvKAneR6fMZ97uTOR6uSHZSrh2LZn35WbbZwnKLeRwRitlCKgfnce9MuMij9wCxXCPAspz8cnDLrrnhlwZ0OUYkVAFC7wl/gzSX8cwr9nsJJiFkancUp+XyZWjYlx6G0M+d5EBigdhfVJvVBgw9OFZG7bSKXqw7jTmunlOdmegpYSz7qcgKNauLLF7VnDrITUXqt48WNJOTCDBLqa9Yn1YtSbZ+cNnRjGLSEdPsgmeEqXj45OAIep5sqlY5OEtE5VHzplNFSqCjIVd368KgfE4QkWQSSCl57CZKdfeCOoQpGU/kcygShFGqIqKIEizAzCZppjmJqQYwkXV38CYGM2Jf5oiZQUCoSIEDsWvgkKGyTTFK2sXQ1IFQ4gwpYDd0UHsFbvR4gw75F5URYRpOy5EGKMa2qwwy3HJau+NFfcdueGGG9But3HttdcWEkd99rOfdWU+8IEP4E//9E8xNjaGQ4cO4YknnsB//Md/4MILL1xpcVYN1PHfalqWlgsq3WNdnZ5Wtp8Bov0M5L6zimNfyngXW4fc/wrgXmMvJU3mW3GVwT1kLUdHufXKRbHi/S7i+6BvUVpUU0vCYp7XcuQYoO6qP/0eLiQ9sRSBCiSU87+OZS0gAHe9KHWP6ST5+nqJ3uRx9gE6Nf05apmX6Gkx762AMxfLdCakcm2WkPmCwtQlKbn7zurvfVT8mPm2lt+aTbxU/GhxoYp9R91TXJDGlbN9mALC9cGOqAPFyDYKOYG3Cky3ztmdzKozxrw/ju5svHq8fqx6f4xOwfMUIOs6k3FHe5S74PjX/NmxLiyEYmZYJz/nvv+SYCLu6L7tr5Ml8wxNohXnur71uU+52+cgY0ZTMeYz5XZD2Cy4WBCGpTDtaOs9w7bHSBRjhGLUSaLFKc5kLcyp1CW1igUhEoS2UlBgVEQd++PDqIkqIhIQIO2ew/qJKSiMyt0YlXsxmyXYEx3A7mgfYhKoiwgTYif2Ri/BHnkII2IMAoyGmgRYIYJEDIkaYsRYXILTFbfQnz592k2ij0ql4l4fPXoUR48eRZZlkHJtM7KuBvIEVBvECrxOWE03nQ0J52uerZx1txQmFCOnC5bUxUW5lX4DgU20GFIbcK04Nx2TwMXJuhq7G0YJ7rWjsZTdjtVAF1NcJAYYQsEia1nKoENfiYOunLfTM3lTVz+WbRRdbsoj4LB3ZrtMEfeJqqFytlwHuXIWeDKkkalvYigdN76jX2eFhnPFKY8gU3wu7vBlYdeB4bu6sCdvZ/SY8sO2ZKzRQhNLz38a8HYhzGS4Q6Nee5audiUBcw1p+uoTb/ssMiXd+876yptXG7JTJ2HKM9UkSjoSrzx5XKIqztt2h1oVmWRSWpyWEpowgx3xt+4reudAJzay7j2WjAuPsM+nEoqF8YnXFnArk0Aut2I4tx3hzUdFKH3QE+TCUyZmPNbPnpGTbGnWg93om0kFYpH7rddtNl7Tn3URmqgozKWEuVSgmQG7a5qEz6YCM22gInX0m2ZmowQB2yo6Tv1cyjjdUhiPBSRpc+pYrJNLzSQKDZViuxCoCoGU9aOXAhiOCM1MR8ZpZoyKIFQFoU6ERsbYVhGYVi083pwCAAxJwq6KwEzCGJESw1JiKlGoI8+fFJMm8g2VYUhIJFBossLzPONWJAgYUxEqIKTMOD8ex2yWYSrRv+eSCCnP4bHmXThS/U1EYgSnMIX9tA2VRWZ+X3FCPzw8PHDZrUDm1wI2pvxaZqzVHROI7dfJypJDPab1y4o7OEwouEXPvR4fNvr4erntrHa3GyXO+SDgorVyQ8CyEmte67pvGctCFmFe/PJcynMbIAeZ8wm34yorayyOXeR1AJebxaDonlNGzvujXCGgEp/3wm3AJ/FOFo/kd8rB3QS00H8/2a2/+gLj68zm2uMIa89lMXBmW2IIT4OzFNw+c/8MhE/wLWG0DNeSSUCHqvQkhE0mVSYjA9o9hJTbnyAwWIjC7kLhAK0j3vnBWuvW4veb7yBYAQFBWR6KE4xYKPNx7Hj+dmimD+0+owlyZpQABpBkmk/ZEdtIPIrJWcIZ5EJtEtgdWrW+8VLkh3uJtGnOkv5IsHGXyZUDa5HPjHuNVSAYxl1GapntvarQvvU286skxnAEF9d+SDKSiJwunzEwGjOqUp89aCst+a6qMJFsdLstBdSlQFwjNDKBxJj5d1S1lT9jnVmWCDqDLDGm0xTb4gg1Eogpd+kBgH1yDBUlcbqlUJfkrPmArq+YMadS/Kz9PWyTO3GocgSn1AzGZQ0TFGEyBeqoQTBhjhpImdFGG5OqAaSjmFNtTFEDADCj9Mo8v3Y5FNWd33wkCBPR2TgXl+KJ1ne71mwZVj0O/YsLfl60lSYAy/+hsjnrFldp8T9mg2LjUKQ+5sdljX9lyMWqw34DL7kyltPAxsey5sc0kJsbVw4LHU5d6Uey2Pb8eVsxWfyGVuHz5WSmguxdJHaQ8ZS2NZjMXXpawcq8CJBXp5fMBb6+MnNKXt82SondvSjINvA5gvxP5zDstYU+pr0UorKuuqYeem7IUH0/PKS1xNvmqFCnu9+y135GWTbX7Rl1//CtUzEJLvGw72MvvchA9vSZDTmJDrOEVVi0vJa0kpPZj2bjx6TPD+TqgfkuNcoj9W4e3RhzZJyTcUAnghLQSaEiU18ntOJCQio79sgL9ZqxttwDgAShQjqUJIMxn+kgpIoJqdLjbXGGBqcgG+iB8ucWQWCIKqgiAjOhoRRiIZEyI1WMjBUiEm5XZSo7jYhiffCWM6ScgRGhgggxSwgQKojR5NwaP6vayKBQpQgJK9jo9RNiLxKkaPIcGup5zIkaFGIMie0YFIHQrxAIub83Q5W6Ha0ncov4aidrGhSMjXJQldzux0aYl00GF7N+cXO3oV1uukA6B8USdzFsmExay++EQQ8XD2zJ95obMMpNISXARvtolZHJHhbyMgx8oNU0WSpCp3sLI++74LvsxWEnBitR8BO3Ljc95etFnEuvdYtblliqrKJeFr5cQGds+KK1PyfBIB2HvvMTZsmtfiyeYlSqX9n2+uwWmL6ca1DnGDtfm7aspTsStidr3dbjylgnrcoJN0OZyDWSGIq8djqE1xlnRWFulKah2lLtHXYVxMiMy43wSDYDzu3GSWWeu84Cq9sVrr88Mo5xGIZgHWrStpMq4Z63TnxFLk683dXRLkH5rkhL6TmKCGBjibfkXrHtO3ejIejXzVT73+vwmjaUpna7aSvtKhMJQ9yVdsUB7IFaxs6I0Mi0NT5lRk0SEsU4Ppdgf60CaUh+ohgvqCamVQvnRhOoCK1YpKwj3gwjwk4a1TsRrJAoBZEQ2pwhMd//MWlXn5qQECYu/WyWgonRUArgDKOou2czwnVMYw4VirCTRnBSTWJM1LCXRjCZJqgICQnCvEoxTfNoqkk81fovVGkMFZHnbxoEgdCvCoSJ0LKyZIU2hYvKoBg0S+vC5cj4sm+qMwwi0gpNMTRGj+vrgEFdcTbTnK8TyIa5WNNOByTqq4jC0hnA5WawRi1Zs2ZA1tlb7TUApQdGAZPdVbexXNecxWaKNcKDXCCnEtePHm5DXSEinX/5AmPgfD66MtX6yot/yNHUK3wr2fo9lIdOWfV9Q659uU0Pvk+6EApKCUfqBQEq0++FyKPNuL6Rh3zszpLamXxLh7f0r2WmL+EpSTbqjbW0u/JGgbFuMX5yJkvKbdlYZC4KjRuvsyDr8xV2l0KYNnTbeq4kqa7Dz1aZqMgMqcplII/cR0LpNjhXlmzUm3wO8nIZ68ywkWBNxB1x1/HqyZxhIOh4774iANK+/Rl0pBvbT0T6kGnKhCGpTJhLRiyA+SxXJmzyKGuVV2wVEaAe5bIL0m1Z//nMKA7jUitR2nIPtDNtzY+J8HxLZ6qVxrQ/n+qEbQeHqtr+TUBVEpoZYVc2hG2ihm2xQCNjtBVjSJKLklMxD0JCIDJaRwyB2ASVqAqCFIQqS7yhfiUEJGoiBrIR1EiiJqVWHHgODSQAgGGuYYhiVEhgnxjHLLfwpJqEIi587BUYO+R+nD/0ftzbvBvjYh/OjgYPFhMI/SpAa8jL+8HYSLDbcYP9ehG8X61VlavY7QI/rushUz+sB8lbFKydZ6Fig1lri+bawcEgc9i6t2KhrecLtL3Sz38xsdjXKjRkoU+sfH+92lzs9RURpN+1cuJaHrbSmBA9K/SKw5uHvkuml1W9Q+fvZ/FHmXXatWut5d6Q2W+yc948At+pHIGLFvPuwRSIf77LkMsAlCglDGetL+xSdDiL6O8FS4y7Zcv7LX7srWd813jsfBs/FmeH544MsNb/nIu/8VbNgKf8AEbfhMlm7S6zJ5gw1vTiFBT+GrJu1SRb1Fr/mQmq83lR7lxrrfL2WevwkYTMyuxUJF9JyQ+2+nNMMAmfPD3QEu4IjMyuP7KRftyIPYXMa490e23o+PGzChiNdGlH5k2/NlY9sybzgvy50L0IECoidxeKKF8NinWmWAFClaSbCwAQpC36idJKRUw555nhJmJISJZOZpsboEbDUGC0VIZnkoewM9qDqtgDIkINMQj6IGxGCpPqeTybPofd8qWYUadxKnsaADAq9yKiGs6kT2A8OoCIRpBQjISbmFancCodnKYHQv8iw5J+Y10c+wGssQTotBPZBiOsAqANFPllIykXy8KA87pUizGZnxvus3JN8rW+Li3LTYbUKRQRBnU1spEx1tTlZqXhc8Je97tI0pJ0uOWjQIA9YuwTOUfgYL7bgJWw3PcUiGjw9g2hZU9Gn5D2NBYRUPCzt4xL0QAEHH3vFfo0XVCJRRxY+KPW75Csq+YR0pxUesqI3amg7vj31hKuP6HkLO3+vc6+yTOT2mRUNqykH7PeRQuCtiLndDVXCix5JSe8LiHgK1G2VAk4J/Eg456C3KXJycf6gCxbZ3ojg1VGlHdNGWVWk1gdvcaS/EgwmG2bcP7h+hnlh3ztnOXRbqy7irbYR4KhlMlea+rk5wC858j5+iBoNxrOgFYGTCWMsVgXtLH+pfm6bWX6IK0C0MwYIzG5jT+bEIvBGBbk5SLQsLHvE6Ut9xHpdiSRyyrbytgkpGJUIwkCI1MKU9zAEKqoOUVNgkgrBwztrtNQCU6k90MSMC53Q4AwQlXUuYIGZ5ihOTyvnsPT7Z9gpHoOZrPTeD59CGCgQnVAME4l92FITCCVNZxWDWTIMKWexZQ6VbZKShEI/YsNJI0WH1wlBgYRQBGgVvD8gdAZfFdNwVin6DU9oZbmKqaj4XSMQQjTXsCGgP9YV8q1ZhVQminWd30hwLnwDNheqUV80YIZ2bocyC0JzcNE+u4h/VxzBuwWMCSsS9Ewz9CP4mKvu9CSZW36kYq8en19/M1Y2JbvcPlxZJ476rKfjCm3KtvR5Zleu5UPl2AKDCG024lT8Ax5JsPEc197nVgpJ6P5gVDrbqNDMxIEdyd7YuiMsvq9dp2piEzXUeR0N7ehZ8fH2s1F64Xs3G/ItJf45N7VyS3r9l6q7Gu20wcC0FQCApqQQ1nLN6OtBBLzWRDG6p0woaUIo5HSuwbeg9KhMbXiyKz96QFosi/zKDGAPuxqw2c2Mk2wR2NgOBIu0kw90spDS+kDrRkDVQIqBIzGhJrUMqUM7KwSZlJGM9PE3SoTluinzGhkjLFYoKUYrUz7zGeso/8kijGTpkjMw+UUmEULU9zAOA9jREaoCYlYEDJjyR+KBNIkQxUC9aiO19bejQbaOKWmsF+MQ5JARAQBwrgYxzZxGMNyDyKu4VDlQryidiHainGGG3hBnQYAjGIIKpvBw63vQC0h/PfqZ5p5EYPIHhdZyTYFlvPYVsP+tBWgDzQvZV5NvSUlJ1r+09DW317rbAM97YESgHVDj2+xz2WAOtTxzGgp/XT2uc7zTe5/C5dbLVmXSeatBbV40TO1kUcu/aK0cMflLjd+gbwJ6tenKz9oMNM+RNta7Qu7CMXPSmdyn14Wep9gdnXTuTuxkORGhO65plyRKVi94fnP63qlc2bH03nPGj9LrPZkCLA/bBLKtWHJsSXNOfNHYSNUP38vvr0Zh7UE234UG4LNBEG+lmUzulJhx8BOF3td5/79NioOnPuOlcKWEUapsFlhFRfn3VrVhVNCdDc25KQ+QMq5Aog8pCQh3wewluiEKbfQm/4ZhEyRmxvbdiw00W8r3VhVMMainGgKMDJDtjMAbbYhLeGUAQXS9Y0s/j1J+lc3UVomBlAR7NqdS3U2XUFATWorfSPNQ0xan3t9SJZQEdrlRlvOc+t9LAh1SXghSZGwQj3ScvqrbUhKDEltkWizQp0inBUPY2elgpqQ3q6Dnqd2xqgJASGAeZWiSTpyTg0VtJTCpGrgDDcAAia5iQZnGMUIhmWMmCIolphGG20oVGgYL43fhCEa17sTyHBu9GvYLc/HYhAI/SpBP3ybRXaF215v4rCiWBrRW3kMkJW2Z9XOr4bVQkkfBBdFZU0w8OPqKJSfClt0fz0z4vass3Bf3bxhmXO42LH1K77Uj4S/V75Quf4FFlG2A2thmbcidRJ06vhbVnEh+Tr8vr2Ouov2vlVS0DbaXaE0JUPP94allLnulExF0Q+/WGcxOwudU14cey9r/cLtedLAudlQTpXJkXa/crdKkysQnb+4nmJUuJOXK3P9UYaKF8fAnuWbrNS5/N57+1dQZ692x6JbIeiW0/Nqp1wxKPYIFxPeV9NsC8JEjSmMjclZ7wH7tcHeQd9cIbFRcKzbjSRGVXrKBpm5MspcpvzQnra/PL6764s9ZYM0+U68rLB2jSXmqJnO1pq3Zf3rmfX422YDWJK1yrO2vnvWeiKgkekY/hExZtQkEk7cHNalTkYF6MOpVZLYLmoYiyQqIp8ba/lno5wwGC2lkCAFgRBxBAVGk1M0VQLFjCYnaHEbSs0jApByE9NqEjPcRIPnkHEL2+Q+CIqhzMztjM7DhDyAOsYxKAKhD1hXEIllWkZXBsxq47shrcKOz2KgecTCMjABLNZKyVkhsMKauieR6D09/RTE1VYeiWzQ6qUpFssUr9SK7ruSMPKkUoRSgqyt6wtc70WIRQ9L/HJ86521n7tl67Jkm/u+hdbbLeglh3NV8a3w3rx1jt2PekNl82jYYe6OxD2t7n5Um9wNSRTu+3IXoteUjGMQdbPLB75Aerst6PmwbDQT4xtPClLoz73vIiNJQZCCAEMKZd7nz8KSUWtVt3JpAszdISS93RP7WjEhZYFESSTKRpfRdTI3PnbWfEecTV+RIfHWmVGZeokSSJRwbURCIVECrUygbbPRCi2f9iPP5QXZrwCTJVbpVF/DUrnoM41MuJ2GROn5iowPvTRtCAJqJkpOqvJkVHamYpHvMiirJLEm5pNtQjsjVCWwvcoYiRlVY7WvR8BQpMl9JPTfWGilRUHXn0t1HwTCfKZdambTDE832tgWxYhJYDJp4N8mj+FE+wlN5iOBWJBTfkZlhIh0FJxisixN4quCMBYLPJ8kmEpSEIBx1gdkZ2ke41GM3WIE22kEDZVijxiF5Bdwb/NWPJ/O4OH2f+NHjdugkOHZ5L/xUPP/x/9p/r/4pXoKcybh1DTNYzQ6G/+rds0Cn4gcwYd+tUE6acBKZ3nVsdN9nXyx9eXiCCzZrLGD1SEIc1hn7UgSkclquwSn1k0Z+nIJYKGz1y7lgKbmJAP4wjOWHLN93Xz/N9qZgxWH/VVa6NmthYm9A4YE9lxW/n3KidRiUR6b3R42BJalibiDif3aMITb943vGgf1tsB39Jc/ztxkTr6Pt+d7X5QzJ+kuA2pnfx75tL75fkhHbVn1zw/4ffdfQ+4cQI8x+r7jfafAjserp//msufSUH7QtKO8L7El/FaGzLvuKzhsr/ny2PnsEFIgP+AJs9YIOpQkM8BEJvGRiS8PHYM9NYpQrhQAUijnQw/AhHHMD6FKj+SDbZhKnUBJ+84rY8HWUWSamURkyLK1nttINDWhHJNNjCsNYKPr2F0GY/E3812R7NpuZQRpiLeN8pNkOttrRVgZteDDUT5rNtRlIwMqgtwh3NmUEJPtU7veWB/40RhoJNpPvibJRLdhNDKF4UhgNBKoDsU6nCUINVnBweolGJa7wNCHbAHgdPos7m/di9+ovg1NFng+bWK+OYQ5tJGywg4aRkNlIAA1ITHNDYB0CMsH29/DsNyP8egAZtIU82ihjRSKGI81fw4JiVdVjyKmKrbJA1Ciiqda/4md4gAOVC8AANTFdgCMscrbcaL9AOblLuyQ52JQrL9pdIuDlmTmGqzlpde0Mi2yjcW4PqyHW9BAffb/wV15LOX50yrOX5k8tKmM6auGgk891mcNbwQsh9Svlj7gu78s4AO+KHLeaZ0ua5ZycthZdVU+N4MqK76ff78y6CSfPNhXuU9+OwubHYci/F2F4jLq7dvvNQegcJbA2sH7nFXI7dhUvFAoQI5E+y27Lj0Lu/N3LzRmyLzXRyE0Ztf/PZl6LC27i2BJtPDXYMlc2TmwVm5L8juhv7a4MK/uNVkXEU8h6dhxYW9k/g6DMn73qWdR90W1elxO+rVLjDSW+1jk5RQICedx6JlhkkkZdxZzLTW2Fb3zoK3v1txClF/PGEgVO1cVP8OtlYNAqMt8j0CSxK7obNTFsCH0SrfBxp3GDJBIW+XZXJcENFSKOZWipRhT6lk01BQEgMnsGaQ8jwoizHOCBBlSaFecjBUi1LBd7EcGIDOaTMQSQ2Icw2InfAdtIkIEqZWpRRyODRb6gBcRjJuDScO8JnCW38Xshti462toLSUJLBBqVPMkYazvfQoSwCRAS4lEs5ESp61oqMsOrHmUHl6baV1KH0zd9Sxr6TdNvSzZfdw5+pL9npZxw7y6ZDThJfv0WZSH82aW6MbT07JNtk3TU2cZb9xkCAs5QmdobOlcLmwpLwN31bM2Zj0G5WW79cekxeSuOO+9M7kW35O3U1CMauNZ0D1Cbl1mhHFJsu5B+luI3Vw5pcDWFYDKilFu7FgiYrQz6Q09P0irZdZ9JiYrq3XBkSLPIZsZiziTtXjr91JoFyHrHkTwdjS8+cm8jK8R5WEqM87DbRJpVxotP5CwyJNOEbuDqtYC38q0dJFgF7HG+pBbua2vvfUz1wdcdRntnqNdhWYTQj3KdyIy1j78lsRn0IQ+In0gt618JUEnlBIAKpHu+YWWQlUSRmNCywhnD8M2Mk34q1JH0xEEEAucJcdQJYICYyZLMBbF2C734nX1K9EyuwMHoyraihFRRfcrCM9xC4lijCDG0+17sV3sxf7qm0BEGKEadtAwTmISI1xHFTGmaA6vqr4ZAgJNlWGWGng2fQwvJI/hDfX3o0EJTqtf4dHWt3Fe9VIwMjzZ+gFeW3sPiGqYwQwGRSD0awLC1sryuvbQ7jSLJMYBmw8byfVlOaTbHlBVPT7vwihta/V1MGgegIXkLrTHPk/rfr1EMS2BWrgwUBpmciEXHh+OBFPv9nwIa1bs7FOhMzrNguL3cTtZLPIMsj3CaFqLeqebiaLckuy745g5sXHYS8NMFkh7sV9NoFWBuPuyunCW5n2ZFd5ayy0ZV8bv38qjvPm2qZHKQM4dKre8u7CV1nfcElfjq24PmWrinCd/0nHZRa7jcU7QbT/uMK3pUwoFVjY6ew6BPGa8nTxrsc6YEAnlDrwKM4e+v76NJ1+YR9N27J0LSLw5t2qG8B5zZgh+TApkbtissrFRdFpKIBZ6BJFgNFLhdO2RSLm5ShQ5sl8RcOUU63IAwKTJvN0tkJQfNk4ZqAqgLvVf7Wuvw4Vuq7COemOs5fWIkSpCKwN21QTmUkYzY2yvkJOnJvX9RDGmE30gVsee10JWJJBBYZLmMEZjqIsIo4Iwl+r7baVj0yujHNQFMIo6EjAqJHDp8JVIWaCVMV5dfRcqVEXDMxhKSGzjEUgSaCPFFM1BgbE/ehnOkS/DDDWgwKiIERyuvR3baQcYjLh2FA+1/wPDchcmokOl67oMgdCvAexHcMV/u9ctc0tAwCqh117yWmPZMqyRRXxVMMhD6HF/Azy/RSkFQE+ZfbJaikEf8TLnpEjQu4m1vmrtpNpC7WTrul8mm50r7zeqh8z5ZVNngbH1SyJlNwi6qndYnLtuF2TJn3Mpqe8g8sUxlPRhdgdcJB17zsK2bVi87UtBoBiO0pBnsHtUPgn3+7NtWAu9sLHyqdherzmwOwudZF5b39lZ1t09zucncwqb9/iNy0cGctFm7C1Bdsx5VB3/OVl/eqtiFZ6fIevO155y9xVrO2gzTPSZoitOM8sPCAvosJkZWyXEWPwFjOVfPy6rUDByiz4LIMv0TgAZBUGQcR8CYZusQJJWFljlcmVgzHALdUQQHCFThCEh0YYJbSlH0VIKLaQYojEAQMIJXsgex7A8DxWxzUTl0QeQI0TIkIAohqQYjAwJUihOMa9OQ/E0YlFHVW5HVU4gRYoz6RM9VkE3gg/9mmNlLDK6JTKHOQMCAlYUy/2Yul/KFcLKfW2sDPxf7H7sa6PDRW4pDqCQpInRbZEHcsv2guDlPT9PltLwlr7uYncZOqLclMESPxflxowzJ/Umaowduy1nXrv48EaQ7gg45Kzr/dAZ+cdXRLT12ron2fCIwsnXiU6lJY8bk0ejcSqJ3RlwRDOPTOPPkbDXKX9d8Hk3Fn07Tus4Y9tR/vzB7nvkB2WJYKLocOGf3QGxuxH2gKyVPWN9YNQflVvJHTsejtyb3hMl0FJ5XH3FNlqOPUhrE5jl7j4C+bgrglExMeoTRUhYx4t36wkwvvEMaQh32/Rn9yoiYsRCW+pbmXa3qQpGytpfvqWA6cS6zGjrfU3mUW4y87GqSiBTxoIe6fKJ0nXmU0YktPuMrsPOLSgmEypTCZwdjyKCRKIYs6ly85Ey4wWe0z7xitFUbOLVS8xlKRKlFQx/rjNu45ftn4IxjZqQYABt1pGdhrgKIEMbbcyjiWGuIUaEjFt4pv1zHE/+D55JHwYA7I5fjohqOJXc37XOeyFY6NcQOtFUyNIaELApsJyMtIO6rgzUlnVDWqaZd7HVB1VKijxp8bDkaIXcT3phMZlUbXhCVlSUbxFtLBcEgImLUX2VHQfB34Qos4CXRrnxwECpuxL5ZJBQJPW2rpmHMpcbmxzMRtApi2rT6T9Ppu+CHCAoBUM4TVhHz6Rv6ziLuD9xsD7v+XUJdgR2ocy1Lq465+4z/kFWwMZf1+KkSjgiLcCFe94MQZGO1c4gVGXqYsKnLJCx/pwTrA89FyLnKCZkZhyCGLFxucmMrBXfzUYJ89WTz7ObB2IIya5fP6RmS+VWdFsWhozbrzQbIlUKNjHVtauN9X+XQlvLq5GCJJ0RNiHCZCKMIqAt6zaTbETAjqrSyoMCRmPGXALMZuQSSlUFGyu/JvaNTNfTD0u/t6iYz4tWDBitjNBQGZ5vp6iRRJ0IVROfUvvlMxqpwkhEkLHecZlJOtUyXe65dhs1ys9HxILQ5DYm1Rz20TgyZjTNVM9lKSaphSmawxgPQ0FhhubxaONujEcHsCd+BQBgmGuo0h7I+pUYwxAAwhwSPN78LobEThyuvR2PNP8dgyAQ+jWFWrUzdhsRBAK7A56DlNvMpr6lgIAB5mfr4MU03mUS8FVraxEwxKi0b99/oIfbxaI+zo402cqLEXRQsOemuJw24NwXeNnt9e0pf23IWbf92LyyhJmL1wt+8f57Aoi73XCcEsHdpLdYzjLbsnMAmsb2PYBsXTY6+ylY5r3iHbsFlihbgukrLt1hKykn5OZ1p4LhXFQ8K7iVXoC1HmfIPRsB7Pv8gK2uoGCOWhQUC9Og8pJA2UEY2dzZAOSuEwWlwJDyzPj0+x8/O58ZtFyS8qRHbCzs1kpvdyGU+Wx3foytqG0lEAsF6d2zJR25N1cEMSKRk2SbwXUmFTqTLAhVoRWHzBBzm1GWkGeOtWOOhA5laWl1xoRYMFoKSI3yoDwZIi+th7Xca+s96djxIOyoRJAgJMw4k6SokHDPgWEs8hljLsswqVqoksQQVbBHDqPNCtPcxBCqSFlBEGE0inBGNZAyY5zqGI0kWkohQw3nx6/Bjmgn6iJCW1UhQJjjSZxKHsa+6DCGxU7UUcU8tTCVnkDGTeyvvAyCJRQzAIEd0SG0uYHnk0cxKIK/xhoij9G7upaoDQMTg3+Q8dKLcSkuNgPqWmOlxSP3v62PldRNl2JdX16H+cuej4s8lrJwM0vpeqXHbC3Hy2uk+HpVVrNvqe4kuAXxy8fSW/fruNFP+H6+7157fjbd7sRTvaPuOONqwV/es7N7S94mgOoUfqGPWJ7ISUN5yoONatOtihTbtWMq2f9w/7cuNMIrm9crSmgPzNozDZ6R2ZsTa1EnJ4+OTw9DxPNDq06pMdd90h6Zfy5pFLiwNsibo66lQZpkZ4qgOkZftr4ETIhKYmdFZwbmU8JcJtDKyJFuS7htmEpAx7m3B2pTpePcD0XGL960BwDtjNDM9HvrhuO3F4k8Gg4DqAkyfvSE8UhiOBJQzJhOMjQzRjtjpKznJVFAQylMpxlmVAtNc7h1QtQhCGiihQzzSE0YyWEpMasSpMwYo5p26yGBGlVxbnwRJqIJDIkIw6hCQCBR85jKnsZe+VJsE7sBlaCJFn6lnsSz2aMYRgUZt5FwA6RS7IwOoUrDmMqe7p7wHngRsqj1gyABQdK43mxOYqNlD8vmxQEBeNuLywYzQpSiDQ67r70C6Epqq82d/et4/HU1vmaIACrJBkuCUeaT3QVFKHUNMj7esO1Tx73SHYyccZKwpNHIYUlkh0wuI2yHzKUuI92jzGXnPmTdEd8yv3hbvcS63tmbR/AdwS241SAny0x9FJHuX0trrbdRdPzxWmJtI9AUVAzjQpIneirOX354mABDhm2ISF3OG5tTYuDcgpQ/H8a9x7aRZEK75jgLci6jhbZ0azcVq8IIFJ9nTMpEhsl99xlAYrLACmKk5jUBLmkVoF1YUiVy4m/a1CEjzaFX0m49Q1JBGov6fKozz1oZEkVoG995IF/eurwJdwnCeMyYqCiMxYzpto44IwkYj3VknJYh59o1BzjTJkwlmlwLAs60tVVeMTCXEqZTxmzKaGXaNz82/vnPNTM0M4XYKAKJ0hFvYgGMxVpBONNWWtEwYxyPBXZUJcZjgTYzftVuYz5V2F2p4GC0DduojrZizGUK22kIu4XAd+f/BfPqOdSEnrmz5Bh2iiEwgF8225jJMkREOLuurfIpM3ZXKoiJMCr34aX1dyCmGk6m/4OftHSmWABIOcNJnsTPW3fhnub/g3uaX0dFKeyXF+Bw/WjvD0YHgsvNGkNvga2pua0U+stMuz9w2a9ND7yoQ29upJCKWwVb1dXK7kasxGe9X8jJgfsx5uSF2hi4vSXsGvQqv8q+84WuGCgzpgzsX9/T37/b1uuuEZwrjJ+VtdNNxlqpYcq4Dd0SGZxLjEcwO11IbOfu8oJLhDvGVWzfuoY4aSn3U3duLUax6bV8SrPEeqS+l5j6G6LDyu/tuFiC77vX2P70X4+0kz2UKgqWeO2KxG4cDAITF8ZsFRnFJR9L7/xBZhU8WOXBHA7lDIAm6wr2QKr+FwllXECKbj9Zx1pTxrIfCeWs9MIoH26pQbvMFJQRf+5gY+wDwrpOQVv5dZInzpc6A0oq5x5DxOaAKblETJFRbBKlXWMU5240NilUPWKXQGo2FS4ajZ3LWDBGY2AuIX1gNwXGYn1wVpLx4/fGUBHWj54xFgtE5qBsLLTffcZ6PPOZlqciCM2UURECOyvChK/U4x+JBOocA9Ax6+eyDFVBGIu1QWs+zdBWVfxa7W0Yk9vR5Ayn01mcFY0ghkAzYwxLiYQZcyrFmfYsIlUBMeF5bmFU1KGyMzjR+hlOIcIwTeCC+BIQJA5XLoTiGTza+k801SSGaTsOxkdQpSEkpECL+H4MptZ1wcYgxUvLYrv+cq8u+szHizVz6CqCt+yc0gqul4XW5AD9DCzKSspdgsV8fazWV00vxrhC8+iTdtf4AvV66089KtIC9wtli40PNK2OBPbrn4tvbdUO639OfLuVHk/tKe5MWBmc4uIpXHmBonSGzfpJnKw8+tfOt9eXh5HuUGecglAYh9ezUydKLP7WTuH36PvP+7sCeXjPkmF6ry3hBwx586zm/u6HVSpcqEhTKjedeIeYzT+bpdVF2gG7yDY2kZO1+Pv95Am3YPz39cFY9sooe520LIm5aRNQWVliod1mAO1SU5O6HpCHubSyWgjSvvLCKEo6JGYeltKG4IyFPmMQkc4aq+XS/2JzDdTG6ew5pJzqdgWhIqxyHWFvdD4IVTQ5xbxKkYGhmMFg1IRAgjmcyX6F+SwzEXUYTZVBEIGgkHADLZ4DAFRoCASgIqqoiTqIEwCMmGqYkAcgECHlFhrqDAZFIPQBiwKRRFFP3loILkUBGw6sVsbS37N9LKH9FST+hsh1y7Qyza8WHGkrXESfHQfuCtFYVqZ0PhZoq1eUFmYYNyH/Zg8l0CdqvguKc2kpH1f3PJC3C2HG1FGeOqzyPUZYFBtFmVwcdDbJnzoi9tjywvjgC8EQxt3KuaSY+VNKeAQ0TzhlI834S92SXOXJkJpQmraYnzgrn6Oi/7wO66gQS4WaTJ2i4J8rEMSoygxwikCuSNj7GeuoNvnAyRBohjTuOcL0C9bkuq0E2kog81QFIoYUDIk80o6vLBDpkI8t427jLOwAMkXOTcj671eEtq5XBWMo0uEoldHgLLmPzeHXtiIXRnMsZgxH7KLVzKeEmYRMe4TYkOz5FJhPgWZGiM3XkSXo+pyBdt0ZighDkQ5bGRMgzLpqK8ZMqhNOWT/60+kv8f25WxGLNmpCW+c14ReomvdneA4z3MQ4D+P5VopftduYSVNUJeHZ7H/wP+3vYA+NYrusYZusYq8YB7FAXezGodpb8WvVd0GQxC9a34JChgea9+K+xj1409D/xrjciZQyk4BKYSp9Gsdb3+v+cPRAcLnZAtBZaLe+b7JOVR4y7m486OeC8FyWDiGs2W7l2rTW+4VcxAj5r+FCMF5nS3rMvplxJcsuB46MLl45cQcXGc5VYyntgDySal1GXAgPLiXauUuOJc6ss5E6azIXrLd5X3l7BIDNGGxB3y0FyMmtC1M50PgG2ZEwsnXuHizgXlAWlcfNPRllAcZk7JugARfVR1t483CQzAQhVNeZgCLBzg+b2pCUPjG3/vAwLjR+pllfhlQJCGiiTULoA6cK2hbONi49O2s3s/ZTJ5iMqoCLo+5b6m0dS8Kl9/xS1vHqI6FHEXMumw056c9Ly5wFkKQzxCrWYSMT81mpmtjzdu4SBqRkIx/5w3VJoLTLi7lmlAF74HU+JUxUdOz3RkZoZGTIvu7TWuPnU0JEgJT62dSkXTNaZ1Um9nwT2ofehtHMvCWWKICFzrw7HJE7wDufMiCA7XI/fmP4t5CoKuayDIIkJJH5x5jNtFVeEmFMxrhn/tvYJnfggurFmE0V9stXYVvtfDzLMxjOaoih49A/2P4+6jSMQ5XXICKJ3fH5iOR2bONRiOgIUiRoqAyvrLwZbaSYAzBDDVSi3ThPXIbjre/0/VxYrDuhT5IEcRyvtxhrCnJJn1fy14pWuL2NiY07QsKLJyTjUmEtgxv3KfbFqorer2HyCONimxyw0lo9ko30+K31mH2hVnb3ceBk3v4j5o7PSa+6JS4sRP0Pl+YN5hZ0/ZVVJLKW+OeHRAuiFkXquJBb5Reayx57vU4RKbZB8E57kfmf/9isYgVL5qkggiXf/abHqGjudedNu1Rs91ZE0aNOx6y61l30mo46ZBpn9hr3W/D89PuNw098pUNW5iEirUJAxFDKj7Nv6+reLOnP2EaTyUm/dZNhYvh79vavQp7xlQwB9uVVTFAwOwek+9SW9VyhlJRb9K1+K7X+g0TZdvTruCNspSX+VgYdPcdkjYW2zuuEXoQI5PpijhHRGOY5Rax7dGUrglBRAqNUAYPR4DYqNIQK1UEgMDPqNIxY1jGtJtHMnoEAMCL2YFq9ACYFAYGICCMYAUQFihkJmki4BcWMKo2DKMEsz+JM9jTqNIztcjeO93nWhec+YLkVx5e//GXs378ftVoN5557Lm655Zb1EmVNsXrZXTfKr+TqgcHQUVI24FhJAOuetXdlycjg4MGs8wRtid6kLltMYuXcTLoa597WeaIl9tunzY5iA+8MrNUmzErbO3p1QqwjzHRGpllCU6UNdLnOLL6TwQ/sOkH6NEZdbjC9FY4ec0JFim8PWALWss9dyzU/nNo/Mo4vSleEHbtpASuW54bCrkjPRpV1zenRvyXavnXcypEfIrUWaC/KDfJMsk62AvnNM9Dqw7jkXFRsXRfykrrHQCiG3HTx6s0/G8LSlrUhJGH+6sO25KLPtDJhXFMILSUQk0JkXJEEAbFQqEnlzYl2s0mNZV0fpNXuOZFgVIUy4/J2EUxfBE2uKyIPmWlj0afGcl8VuctNZsh5ZEh+RTCqklETjJrUryMTwaittMvNbJKfxbCKwXBEGI+1q82Q1O42KTNqUhPvuVRhJmEkhqxXpXYXmuMEp9QsZtBAQgkEgLlUf+kNSYFtcYR90TDGRBWn1CzOjV+LvfICZMyQgvQ/IjAUnk4fwOPJvZilhttZaaoERApDIsYEDWGW5nEqeRin2vcBABLOkCit1pxq/wLN7JfYQcO9VnUX1sVC/2//9m/4sz/7Mxw7dgxXXnklbrrpJlx33XU455xz8Ou//uvrIdKmxovB3WZQvFiz8TJJEFbZ17onhLHoLcD2HGndgArZemMlssF2tWnoxUruGi3kcrNSXVlWs5pLxXevUDlNHLh64aCmNXH2a4MKft59iW2PaDrO/cWGK/QPjvaCzXJkoxh1tWmpcU5G7cFe50LhH7gs8df3X+eRbshZza1Liz8Ga41W1v+7ZBzWdQUgEPvWa+Tyeu4z1HFdKeH6kVBQ1oZp7vmVtAU4l5NBXYmi/R0X66XmqzfW997Og7L78Uye9dmGorRx43P3FYa1TusssGzmwH7sADgSr5gQm8g4ypxLsOEsLcG3FnYCvJjyZDLEAlWh0PbPD3CeATdjQk0ogHTEGmsVT5jQMllcI+PDb/3WGV7seAVUIn3NhqG0toMhmfsozKV5oqqazLPfWqu6VQ7TzK4JYDgC5jN9gLYitX99k7VCAACnW7r9qtBkHtB/51KFoYiwrUI43dKjzpgx2dbzWEWM8+QE6pF+fo2MMSwFZtMMp1WSzxMYEzyCnXEFFSEgCZhOFFqsMKdm8Ujzm3h55Q3YIc9GyhHOr74Fk9lJ/GfzFp3kKjqMieg8PNK8Cyk3UKcxt4ZqFGOMJoDa5VBEeEZNYVCsi0nxi1/8Iq655hr81m/9FqrVKv7gD/4Ar33ta/E3f/M36yHOFsB6W4bXBuTsDwFdKLWkYQ13DQYhQ0u1NG9UrOB4lqro9LPs9za9Lh0LidlvOjrr+mW9w34DtbUBQO5/3gtCiVXer8Te/d7lCkMn7u4HQK/49l1wBLj3hC5anVlQeTGFClFfuhWBrvCVPSLy2KgwXFgn5P3f0wGdIpK7DPl+8I6QezsQztpuI+3YKC++eFYaM/bMKFP+WNi7ZuvYqRIe9c93IfJ2raXeur/Ye/6s2deSGNKQebsTUPDB99aYjvrCucuNN8WMPN49GbkU68yu/lwxwyWqEtCHXYU5JGv/ZqwPp9p6sXAR/UGUJ4eS3iFjGyEnVXliKZsIS9u5tTLQznSbNqGUnw0WAFoZmT51m9bKn7Edv1HYhN2hItRN+JxMaQt9xRy2rQqpd1CUCXupMjAYMQlIEIalhKB5nEh/gdNqCjOqjYSBKW4iQ4a6qOBg9HJUxBhSEqiSxGz2DMBNHIguQMptMKeoooqJ6CB2xC/Ftug8zFML89TGPFqYRRNnshOYy04jW4SVZM3ZETPjnnvuwVve8pbC9csuuwz/9V//tdbibAnQliJJ/UFd2WoC+mIjrQ3HgDaQTMvBkl1hysD5r/wiq/WuuMIW/35dWSz0eLmknE/qNtPmje964hHc3pFEi4R10KXjl3OP01rRB/ks+YpUH0v+Yqa+MzSkRTGZFDzi1tuqX5yT7mO3ztrt7Rh0KjOdc+T0XHPduqcUIvYYkqd3PIqKgZadnTz2q8vOOSOPjGOJcOGf5wLDRrGwSa2s3L6rDqB3Byy5t4dpfcJP3j9BjJi48HHyibkldtby7bv+MHIFRnlryCov+aFf6+tORj5DjEm7wkjS47RhJTWRzhWSSge7tNZzG9LSyi6Agp++DZ+p50ETehvmUrF+bS3+9uxzM9N/rY98VRBqkgrEn6DDU2plTJN4vRMB1KUw1nzdfzNjJGaBz2Y6d0BNSFSFxIiUEGIOx5N78Ux6Bi9k85hN5zHNDWSUYUTUcbjyGggaQYPbqAqJmewEiBNcUHkt6mIMNaphlIaxN34V9sUXYnt8CDM8jXk0MIcWprmJM+kTmM2eRcotDIo1d7mZmZlBo9HArl27Ctd37dqF5557rme9VquFVisf2NTUFABgerqxOoKuMtQKRgRZjnsJszJ68GIqLaIODy4fL+Afn/vQL9hQ/z5NSufe1Rk9fQdYobcLAwOqrO1+cnN5e7366TNH1FmHUd4vsy5b1nZX0wyoYhvUK4xih2xdfXD5WEl1fBZKynWV6dwLLxtTZ5mONqiM8HaMtbMN6rKIc16GUdJen/qsOubbv1fWj3eva77QXa+zDV++Msu+6miz7Hrn43PteSJ5r7nH9aK13hamvE5Zf/7S7nF9oX67rrtheOzP1fFdZDxrsr1n3VhcHcqvm8Z1fdO2k6Gb8TMTYKKNdM+x577i6nuvuShbVyQcM4YiLTTvHcn1XvtzAO++32dHX52Wab+eLpMVy6L4OVOF+fVCN/qWb7+8NyZLmHXbmi3asTL0M/ATTdl2BRnfciWgUmFaMu17yoP/OjMuPDbCkdUaUlVkr5aQ26ytVlYbPca+b6a5LzwIhfm3CojsIO5tmxEWQMvr10bX8fu3Y7WRcuxqtGEaFYR2lWGYMnZXgpHYxFum87lU9xUJRjMVJqutzvaaKH0ugBPrQ5+Tc8V5wqe20v8amY5SI8CYz7Q7jyR9bS415YxLjf16a3lW+ukM2FXTsiWsy02lusxERQ80M4rAs01GRRKGJDDZZkRCKyHNjFERBGkSUqXQ1v+UGdNZgiEpMSYlKqSQskLG+mDsqXaK0+k8AEbGCZ5sP4gfJw/g4tr/RqoynIaOMx+BEFEEogSvrFym1wlSvL52FSLSbjppWgEDmOdJ/HfrDhysvBHjcg9GeAhHKm/HqfRRPNK806zdhfniukW5UR0/dEqpvpbmG2+8EZ/+9Ke7rp97zp+tuGwBAQEBAQEBAQEbFFPrLQDweOvb7vU9zX9ddntPtL/f897MzAzGx8f71l9zQj86OoqRkZEua/xzzz2Hffv29ax3ww034KMf/ah7Pzk5iYMHD+Kpp55acJABAZ2Ynp7GgQMHcOLECYyNjS1cISDAQ1g/AUtFWDsBy0FYPy8uMDNmZmawf//+BcuuOaEnIrzpTW/Cd77zHfz5n/+5u37XXXfhkksu6VmvWq2iWq12XR8fHw+LOmDJGBsbC+snYMkI6ydgqQhrJ2A5COvnxYNBjdbr4nLzF3/xFzh69Cj+/u//Hu9617vwta99DQ888AC+9rWvrYc4AQEBAQEBAQEBAZsW6xID8PLLL8ctt9yCr371q3j1q1+NO+64A3fccQcuuuii9RAnICAgICAgICAgYNNi3Q7Fvvvd78a73/3uJdevVqv45Cc/WeqGExCwEML6CVgOwvoJWCrC2glYDsL6CegF4kFi4QQEBAQEBAQEBAQEbEiEtJsBAQEBAQEBAQEBmxiB0AcEBAQEBAQEBARsYgRCHxAQEBAQEBAQELCJsW6HYpcDZsaPf/xj/PKXv8TLX/5yXHDBBestUsAGQZIkuOuuu5CmKa6++urSMlNTU/jhD38IIsIll1yC0dHRJZUJ2FpoNBr42c9+hqmpKbzyla/EOeecU1ruwQcfxEMPPYQDBw7g4osvLs1wPUiZgK2FF154AT/5yU9ARDhy5Ah27drVVabVauEHP/gB5ubm8PrXvx579uxZUpmArYvbb78drVYL733ve7vunThxAj/96U8xMTGBN77xjYiibgo3SJmALQreZJidneVLL72U9+7dy1dccQWPjIzwn/zJn6y3WAEbAJ/85Cf57LPP5oMHD/JZZ51VWubuu+/mbdu28ete9zq++OKLefv27fz9739/0WUCthb+7u/+js855xx+4xvfyO94xzt4aGio63tFKcW///u/z6Ojo3z06FHetWsXX3HFFTw/P7+oMgFbDx//+Mf5wIED/M53vpPf/OY3c71e57/+678ulHn44Yf54MGD/LKXvYzf8pa38NDQEN90002LLhOwdfGP//iPXKlUuFqtdt373Oc+x/V6nS+//HI+99xz+RWveAWfPHly0WUCti42HaH/+Mc/zgcPHuTTp08zM/O9997LUkq+7bbb1lmygPXGF77wBX7mmWf4xhtvLCX08/PzvHfvXv7Yxz7mrn3oQx/iAwcOcLvdHrhMwNbDzTff7L5TmJl/+tOfchRFfMstt7hr//qv/8rVapXvv/9+ZmZ+5plneO/evfypT31qUWUCth7++Z//mZMkce9vvvlmBsBPPvmku/amN72J3/nOd3KWZczM/Ld/+7dcq9X46aefXlSZgK2JBx98kM866yz+y7/8yy5Cf9999zER8a233srMzI1Gg1/zmtfwe97znkWVCdja2HSE/qyzzuJPfOIThWuXX355WLQBDr0I/b//+78zAD5x4oS79sgjjzAAvvvuuwcuE/DiwOHDh/mGG25w76+88kp+17veVSjz0Y9+lF/ykpcsqkzA1sc999zDAPiBBx5gZubjx48zAP7Wt77lyjSbTR4dHeUvfvGLA5cJ2JpoNBp80UUX8bFjx/jLX/5yF6H/+Mc/zueee27h2j/90z9xHMc8PT09cJmArY1NdSj2zJkzOHnyJF71qlcVrl944YW4//7710mqgM2C+++/HxMTEzj77LPdtcOHD6NWq7n1M0iZgK2Pxx9/HMePHy9819x///2l3z2PPfYYGo3GwGUCtiYefPBBHDt2DF/60pfwe7/3e/jYxz6GV7ziFQDgvjv8tVGtVvHSl7608N2zUJmArYmPfvSjOHLkCN73vveV3r///vtx4YUXFq5deOGFSJIEDz/88MBlArY2NtVpiampKQDA9u3bC9d37NiBycnJdZAoYDNhamqqa+0Aej3Z9TNImYCtjWazieuuuw5HjhwpHEwrWxs7duxw9+r1+kBlArYmHn30Udx66604ceIE5ubmcOTIEXdvkN+u8Pv24sStt96KO++8Ez//+c97lpmamsJLXvKSwjX7veKvn4XKBGxtbCpCb1Mdz87OFq7Pzs6iVquth0gBmwjVarVr7QDF9TNImYCti3a7jfe85z04ffo0vv/97yOOY3evbG3Y9/3WT2eZgK2Jq6++2kXWuv3223HNNdfgggsuwOte97rCb5e/DmZnZ100nEHKBGwtKKVw/fXX43d+53fwzW9+EwBw7733QimFY8eO4eKLL8bhw4fDd0/AQNhULjd79uzB8PAwnnrqqcL1J598Eueff/46SRWwWXDo0CE8//zzmJ+fd9cmJycxPT3t1s8gZQK2JtrtNt773vfioYcewne/+13s37+/cP/QoUOl3z0TExPYtm3bwGUCtj6uvvpqjI2N4Qc/+AEAvS4AdK2Np556qvDds1CZgK2Ho0eP4tlnn8Vtt92G2267Dffddx+yLMNtt92G48ePA+j9vQKgsH4WKhOwtbGpCL0QAu94xzvwjW98A8wMAJiensadd96JK6+8cp2lC9jouOKKK0BEuPXWW921W265BdVqFW9961sHLhOw9ZAkCX77t38bDzzwAL73ve8VzlBY/OZv/ia++c1vOmVPKYVvfOMbhe+eQcoEbC1MTk6i2WwWrj366KOYnp7GgQMHAACvfvWrsX//fnz96193ZX74wx/i6aefdmtjkDIBWwtCCBw7dqzw7/rrr0ccxzh27BiOHj0KQH+v3HvvvY7gA/p3ya6ZQcsEbG1sKpcbAPjMZz6DN7zhDXjf+96Hyy67DDfddBPOOuss/OEf/uF6ixawzvje976HU6dO4Re/+AUajQaOHTsGALjqqqswMjKCffv24YYbbsCHP/xhPPXUU8iyDDfeeCM+9alPOV/DQcoEbD1cf/31uOOOO3DjjTc6qyoAnHfeeXj9618PAPjIRz6Cm2++GW9/+9vxgQ98AN/+9rdx/Phx3HLLLa78IGUCthZOnjyJ97///bj22mtx/vnn48SJE/jKV76Cyy67DNdeey0ATdy+8IUv4LrrrkOWZdi3bx8+//nP47rrrnPra5AyAS9OXHPNNXjrW9+Kd77znfjjP/5jPPjgg7jllltw5513LqpMwNYGsTV1byIcP34c//AP/+AyxX74wx/G2NjYeosVsM74q7/6q9JoEF/60pcK2RZvu+023HHHHSAiXH311bjqqqu66gxSJmDr4GMf+xhOnjzZdf3SSy/FH/3RH7n3Z86cwZe//GU8/PDDOPvss/GhD32oK6PsIGUCthZOnTqFm266CQ8//DB27tyJN7/5zbjqqqu6MgT/6Ec/wr/8y79gfn4eb3nLW/C7v/u7EEIsukzA1sXdd9+Nm2++GTfffHPhervdxle/+lX8+Mc/xsTEBD74wQ8WDl4PWiZg62JTEvqAgICAgICAgICAAI2g9gcEBAQEBAQEBARsYgRCHxAQEBAQEBAQELCJEQh9QEBAQEBAQEBAwCZGIPQBAQEBAQEBAQEBmxiB0AcEBAQEBAQEBARsYgRCHxAQEBAQEBAQELCJEQh9QEBAQEBAQEBAwCZGIPQBAQEBAQEBAQEBmxiB0AcEBAQEBAQEBARsYgRCHxAQEBAQEBAQELCJEQh9QEBAQEBAQEBAwCZGIPQBAQEBAQEBAQEBmxj/FwXJ8ItJR6QgAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(2,1, figsize=(15,8))\n", "jupyter.display(I, ax=ax[0], label=\"Synthetic\")\n", "jupyter.display(Y, ax=ax[1], label=\"Poissonian \")\n", "pass" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:19:13.853086Z", "iopub.status.busy": "2026-09-15T08:19:13.852985Z", "iopub.status.idle": "2026-09-15T08:19:14.210669Z", "shell.execute_reply": "2026-09-15T08:19:14.210014Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(figsize=(10,8))\n", "jupyter.plot1d(ai.integrate1d(I, 500), ax=ax, label=\"Synthetic\")\n", "ax.plot(*ai.integrate1d(Y, 500), label=\"Poissonian\")\n", "ax.legend()\n", "ax.semilogy()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Selection of the log-space rebinning\n", "\n", "In this section we see how to switch to log-scale at the integration level (and revert back to q_nm^-1 for plotting).\n", "\n", "pyFAI does not like negative radial units. Hence log(q) has to be prohibited. I would recommend the $arcsinh$ functions which is a well-behaved function from R -> R with a slope at the origin of 1 and a log-scale behaviour." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:19:14.212631Z", "iopub.status.busy": "2026-09-15T08:19:14.212534Z", "iopub.status.idle": "2026-09-15T08:19:14.324275Z", "shell.execute_reply": "2026-09-15T08:19:14.323684Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_3691927/1556268601.py:4: RuntimeWarning: invalid value encountered in log1p\n", " ax.plot(x, numpy.log1p(x), label=\"log(1+x)\")\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = numpy.linspace(-10, 10, 1000)\n", "fig, ax = subplots(figsize=(10,8))\n", "ax.plot(x, numpy.arcsinh(x), label=\"arcsinh\")\n", "ax.plot(x, numpy.log1p(x), label=\"log(1+x)\")\n", "ax.legend()\n", "pass" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:19:14.326313Z", "iopub.status.busy": "2026-09-15T08:19:14.326202Z", "iopub.status.idle": "2026-09-15T08:19:14.608488Z", "shell.execute_reply": "2026-09-15T08:19:14.607705Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.geometry.core:No fast path for space: `log(1+q.nm)`\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.geometry.core:No fast path for space: `arcsinh(q.nm)`\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.geometry.core:No fast path for space: `arcsinh(q.A)`\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(figsize=(10,8))\n", "jupyter.plot1d(ai.integrate1d(Y, 500, method=method),ax=ax, label=\"q_nm^-1\")\n", "ax.semilogy()\n", "x,y = ai.integrate1d(Y, 500, unit=\"log(1+q.nm)_None\", method=method)\n", "ax.plot(numpy.exp(x)-1,y*2, label=\"log(1+q.nm)_None\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.nm)_None\", method=method)\n", "ax.plot(numpy.sinh(x), y*4, label=\"arcsinh(q.nm)_None\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.A)_None\", method=method)\n", "ax.plot(numpy.sinh(x)*10, y*8, label=\"arcsinh(q.A)_None\")\n", "ax.legend()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Going to log-scale helps to reduce the noise at high $q$ as one can see in the log(1+q.nm) or arcsinh(q.nm). \n", "The maximum value for $q$ is only 0.56${A}$, so after taking the log scale this remains in the linear part of the curve.\n", "On the opposite, one would like to histogram on bins with larger numerical values. This is what we will see now. \n", "\n", "## Creation of a new radial unit\n", "\n", "Let's create the $arcsinh(q.µm)$ unit. \n", "$q$ in inverse micrometer has numerical values 1000 times larger than in inverse nanometer, and should emphasize the curvature.\n", "\n", "There are two ways to define a new unit:\n", "* with a Python function implementing the formula, using NumPy \n", "* with a mathematical formula as a string, using numexpr (which provides parallel execution for array initialization)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:19:14.610190Z", "iopub.status.busy": "2026-09-15T08:19:14.610089Z", "iopub.status.idle": "2026-09-15T08:19:14.613517Z", "shell.execute_reply": "2026-09-15T08:19:14.613024Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A function implementing the formula:\n", " def eq_q(x, y, z, wavelength):\n", " \"\"\"Calculates the modulus of the scattering vector\n", "\n", " :param x: horizontal position, towards the center of the ring, from sample position\n", " :param y: vertical position, to the roof, from sample position\n", " :param z: distance from sample along the beam\n", " :param wavelength: in meter\n", " :return: modulus of the scattering vector q in inverse nm\n", " \"\"\"\n", " return 4.0e-9 * PI * numpy.sin(eq_2th(x, y, z) / 2.0) / wavelength\n", "\n", "Mathematical formula: 4.0e-9*π/λ*sin(0.5*arctan2(sqrt(x * x + y * y), z))\n" ] } ], "source": [ "from pyFAI.units import eq_q, formula_q, register_radial_unit\n", "\n", "register_radial_unit(\"arcsinh(q.µm)_Numpy\",\n", " scale=1.0,\n", " label=r\"arcsinh($q$.µm)\",\n", " equation=lambda x, y, z, wavelength: numpy.arcsinh(1000*eq_q(x, y, z, wavelength)))\n", "\n", "\n", "print(\"A function implementing the formula:\\n\",inspect.getsource(eq_q))\n", " \n", "print(f\"Mathematical formula: {formula_q}\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:19:14.615461Z", "iopub.status.busy": "2026-09-15T08:19:14.615368Z", "iopub.status.idle": "2026-09-15T08:19:14.619492Z", "shell.execute_reply": "2026-09-15T08:19:14.618900Z" } }, "outputs": [ { "data": { "text/plain": [ "arcsinh(q.µm)_Numexpr" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Litteral formula can also be provided:\n", "\n", "register_radial_unit(\"arcsinh(q.µm)_Numexpr\",\n", " scale=1.0,\n", " label=r\"arcsinh($q$.µm)\",\n", " formula=\"arcsinh(4.0e-6*π/λ*sin(arctan2(sqrt(x**2 + y**2), z)/2.0))\")\n", "\n", "# This uses numexpr which is multithreaded" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:19:14.621167Z", "iopub.status.busy": "2026-09-15T08:19:14.621076Z", "iopub.status.idle": "2026-09-15T08:19:15.070530Z", "shell.execute_reply": "2026-09-15T08:19:15.069842Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.geometry.core:No fast path for space: `arcsinh(q.µm)`\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(figsize=(10,8))\n", "jupyter.plot1d(ai.integrate1d(Y, 500, method=method),ax=ax, label=\"q_nm^-1\")\n", "ax.semilogy()\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.nm)_None\", method=method)\n", "ax.plot(numpy.sinh(x), y, label=\"arcsinh(q.nm)_None\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.A)_None\", method=method)\n", "ax.plot(numpy.sinh(x)*10, y, label=\"arcsinh(q.A)_Numpy\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.µm)_Numpy\", method=method)\n", "ax.plot(numpy.sinh(x)/1000, y, \"1\", label=\"arcsinh(q.µm)_Numpy\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.µm)_Numexpr\", method=method)\n", "ax.plot(numpy.sinh(x)/1000, y, \"2\", label=\"arcsinh(q.µm)_Numexpr\")\n", "\n", "ax.legend()\n", "pass" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:19:15.072569Z", "iopub.status.busy": "2026-09-15T08:19:15.072465Z", "iopub.status.idle": "2026-09-15T08:19:15.265524Z", "shell.execute_reply": "2026-09-15T08:19:15.264508Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots()\n", "ax.plot(numpy.sinh(x)/1000)\n", "ax.semilogy()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Nota:* Expressing q in $µm^{-1}$ heavily distorts the curve in the low $q$ region, causing an oversampling near $q=0$. A factor 10 to 100 would have been better than the 1000 used in this example.\n", "\n", "## Conclusion\n", "\n", "We have seen how to perform azimuthal integration with variable bin-size in pyFAI, especially in the context of SAXS where it is desirable to have larger bins at large $q$ values to reduce the noise in this region." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:19:15.268186Z", "iopub.status.busy": "2026-09-15T08:19:15.268050Z", "iopub.status.idle": "2026-09-15T08:19:15.272129Z", "shell.execute_reply": "2026-09-15T08:19:15.271526Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total execution time: 3.766 s\n" ] } ], "source": [ "print(f\"Total execution time: {time.perf_counter()-start_time:.3f} s\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.13.1" } }, "nbformat": 4, "nbformat_minor": 4 }