{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
\n", "\n", "**This is a fixed-text formatted version of a Jupyter notebook**\n", "\n", "- Try online [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/gammapy/gammapy-webpage/v0.14?urlpath=lab/tree/hess.ipynb)\n", "- You can contribute with your own notebooks in this\n", "[GitHub repository](https://github.com/gammapy/gammapy/tree/master/tutorials).\n", "- **Source files:**\n", "[hess.ipynb](../_static/notebooks/hess.ipynb) |\n", "[hess.py](../_static/notebooks/hess.py)\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Analysis of H.E.S.S. DL3 data with Gammapy\n", "\n", "In September 2018 the [H.E.S.S.](https://www.mpi-hd.mpg.de/hfm/HESS) collaboration released a small subset of archival data in FITS format. This tutorial explains how to analyse this data with Gammapy. We will analyse four observation runs of the Crab nebula, which are part of the [H.E.S.S. first public test data release](https://www.mpi-hd.mpg.de/hfm/HESS/pages/dl3-dr1/). The data was release without corresponding background models. In [background_model.ipynb](background_model.ipynb) we show how to make a simple background model, which is also used in this tutorial. The background model is not perfect; it assumes radial symmetry and is in general derived from only a few observations, but still good enough for a reliable analysis > 1TeV.\n", "\n", "**Note:** The high level `Analysis` class is a new feature added in Gammapy v0.14. In the curret state it supports the standard analysis cases of a joint or stacked 3D and 1D analysis. It provides only limited access to analaysis parameters via the config file. It is expected that the format of the YAML config will be extended and change in future Gammapy versions.\n", "\n", "We will first show how to configure and run a stacked 3D analysis and then address the classical spectral analysis using reflected regions later. The structure of the tutorial follows a typical analysis:\n", "\n", "- Analysis configuration\n", "- Observation slection\n", "- Data reduction\n", "- Model fitting\n", "- Estimating flux points\n", "\n", "Finally we will compare the results against a reference model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import yaml\n", "from pathlib import Path\n", "from regions import CircleSkyRegion\n", "from astropy import units as u\n", "from astropy.coordinates import SkyCoord\n", "from gammapy.scripts import Analysis, AnalysisConfig\n", "from gammapy.modeling.models import create_crab_spectral_model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis configuration\n", "\n", "For configuration of the analysis we use the [YAML](https://en.wikipedia.org/wiki/YAML) data format. YAML is a machine readable serialisation format, that is also friendly for humans to read. In this tutorial we will write the configuration file just using Python strings, but of course the file can be created and modified with any text editor of your choice.\n", "\n", "Here is what the configuration for our analysis looks like:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "config_str = \"\"\"\n", "general:\n", " logging:\n", " level: INFO\n", " outdir: .\n", "\n", "observations:\n", " datastore: $GAMMAPY_DATA/hess-dl3-dr1/hess-dl3-dr3-with-background.fits.gz\n", " filters:\n", " - filter_type: par_value\n", " value_param: Crab\n", " variable: TARGET_NAME\n", "\n", "datasets:\n", " dataset-type: MapDataset\n", " stack-datasets: true\n", " offset-max: 2.5 deg\n", " geom:\n", " skydir: [83.633, 22.014]\n", " width: [5, 5]\n", " binsz: 0.02\n", " coordsys: CEL\n", " proj: TAN\n", " axes:\n", " - name: energy\n", " hi_bnd: 10\n", " lo_bnd: 1\n", " nbin: 5\n", " interp: log\n", " node_type: edges\n", " unit: TeV\n", "\n", "fit:\n", " fit_range:\n", " max: 30 TeV\n", " min: 1 TeV\n", "\n", "flux-points:\n", " fp_binning:\n", " lo_bnd: 1\n", " hi_bnd: 10\n", " interp: log\n", " nbin: 3\n", " unit: TeV\n", "\"\"\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We first create an `AnalysiConfig` object from it:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "config = AnalysisConfig(config_str)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Observation selection\n", "\n", "Now we create the high level `Analysis` object from the config object:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:gammapy.scripts.analysis:Setting logging config: {'level': 'INFO'}\n" ] } ], "source": [ "analysis = Analysis(config)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And directly select and load the observatiosn from disk using `.get_observations()`:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:gammapy.scripts.analysis:Fetching observations.\n", "INFO:gammapy.scripts.analysis:Info for OBS_ID = 23592\n", "- Start time: 53347.91\n", "- Pointing pos: RA 82.01 deg / Dec 22.01 deg\n", "- Observation duration: 1686.0 s\n", "- Dead-time fraction: 6.212 %\n", "\n", "INFO:gammapy.scripts.analysis:Info for OBS_ID = 23523\n", "- Start time: 53343.92\n", "- Pointing pos: RA 83.63 deg / Dec 21.51 deg\n", "- Observation duration: 1687.0 s\n", "- Dead-time fraction: 6.240 %\n", "\n", "INFO:gammapy.scripts.analysis:Info for OBS_ID = 23526\n", "- Start time: 53343.95\n", "- Pointing pos: RA 83.63 deg / Dec 22.51 deg\n", "- Observation duration: 1683.0 s\n", "- Dead-time fraction: 6.555 %\n", "\n", "INFO:gammapy.scripts.analysis:Info for OBS_ID = 23559\n", "- Start time: 53345.96\n", "- Pointing pos: RA 85.25 deg / Dec 22.01 deg\n", "- Observation duration: 1686.0 s\n", "- Dead-time fraction: 6.398 %\n", "\n" ] } ], "source": [ "analysis.get_observations()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The observations are now availabe on the `Analysis` object. The selection corresponds to the following ids:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['23592', '23523', '23526', '23559']" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "analysis.observations.ids" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can access and inspect individual observations by accessing with the observation id:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Info for OBS_ID = 23592\n", "- Start time: 53347.91\n", "- Pointing pos: RA 82.01 deg / Dec 22.01 deg\n", "- Observation duration: 1686.0 s\n", "- Dead-time fraction: 6.212 %\n", "\n" ] } ], "source": [ "print(analysis.observations[\"23592\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And also show a few overview plots using the `.peek()` method:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:gammapy.irf.psf_table:PSF does not integrate to unity within a precision of 1% in each energy bin. Containment radius computation might give biased results.\n", "WARNING:gammapy.irf.psf_table:PSF does not integrate to unity within a precision of 1% in each energy bin. Containment radius computation might give biased results.\n", "WARNING:gammapy.irf.psf_table:PSF does not integrate to unity within a precision of 1% in each energy bin. Containment radius computation might give biased results.\n", "WARNING:gammapy.irf.psf_table:PSF does not integrate to unity within a precision of 1% in each energy bin. Containment radius computation might give biased results.\n" ] }, { "data": { "image/png": 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2d3xyZvn1B70zyo34zdlsZul79A+Vu8dsBsfOVMVNbITZq3KFyuZvpkzfJIzADnmodJm+3r5S+d3MP8iki3g+vcf7Qwjtr7UnV4YQQpgs5eP5PElLJb1yils+YVr2W0rSzpJ+LOluSXdKeneNPAdLWi3p1vz4UKvaE0LoYNN8+6kQQuga5eJ5HBlfwgDwPtu3SNoSuFnSVbbvqsr3M9uvaGE7QgidbprPCQwhhK4xzeN5yzre+XCJB/PzNZLuBnYk7YUbQggNatnJlSGEECZVxPNJefeSdgP2B26ocfn5km6TdKWkvSejPSGEDhInnYUQQneIeN76XU0kbQF8E3iP7cerLt8C7Gr7CUlHAN8hHcdcXccSYAnAzrvs3OIWhxDaTpcG4BBCmHameTxv6Yi3pD5Sp/srtr9Vfd3247afyM+vAPokLayRb6ntRbYXbbPN1tWXQwhdTdDT0/gjhBBCmyodz7tuV5OWjXhLEnA2cLft00bJsx3wkG1LOpD0h8CjrWpTCKFDTfMRkhBC6BpxZHzLvAB4I3C7pFtz2geAXQBsnwW8Bjhe0gCwFljsztgBPoQwWSpzAkMIIXS2iOct3dXkWtK3uF6eM4AzWtWGEEI3iFXwIYTQHSKex5HxIYT2N833fQ0hhK4xzeN5dLxDCO1vmn80GUIIXWOax/PoeIcQ2psEPb1T3YoQQgjjFfE8Ot4hhA4wzT+aDCGErjHN43l0vEMI7W+aL8YJyfLHNiuVf8XDj7SoJcNmzir/a3SLLWeVyj+riXsMDLb+/5mh+vsn1DTocmUGSuZv7h5Dpe8x4HLf3w1DA6XvMYdy7ZrZO7P0PVasSzs477z5M0qXbVobxnNJfwa8G1gIXG37zFbdq/3efQghFMURwyGE0B1aEM8lnSPpYUl3VKUfLukeSfdJOrFeHbbvtv124ChgUbNvrxHR8Q4htDkhNf4IIYTQrloSz88FDt/kLlIv8DngZcBewDGS9pL055Iur3psm8u8CrgWuHqi3m0tMdUkhNDW4ryFEELoDk3E84WSlhVeL7W9tJjB9k8l7VZV7kDgPtu/AZB0EXCk7Y8Dr6h1I9uXApdK+i7w1VKtLCE63iGEtqdpvhgnhBC6Rcl4/ojtZqZ+7Ag8UHi9HDho1DZJBwN/C8wCrmjifg2LjncIob1p2i+CDyGE7lA+ns+TtBS4zPZl5e40gkfLbPsa4JpSLWtSdLxDCG0v5m6HEEJ3KBnPV9te0sRtlgM7F17vBPyxiXomXCyuDCG0tVZsaiJpK0nfkPQrSXdLer6kBZKuknRv/jq/kP+kvDL+HkmHFdIPkHR7vna68m8USbMkfS2n31Ccfyjp2HyPeyUdO0HfppaStLOkH+fv1Z2S3l0jz8GSVku6NT8+NBVtDSG0rybi+TxJSyW9suStbgL2kPR0STOBxcClE/tumhMd7xBC22vBKvjPAN+z/WxgX+Bu4ETS/q17kFa1n5jvvRcpaO9NWjn/+bxiHuBMYAmwR35UVtYfB6yy/UzgP4FP5roWACeT5hoeCJxc7OC3sQHgfbb/DHgecEL+vlT7me398uOUyW1iCKETlIznq20vqTfNRNKFwHXAsyQtl3Sc7QHgncD3SfH9Ytt3Tsb7G0t0vEMIbW8iO96S5gJ/DZwNYHuD7ceAI4HzcrbzgFfn50cCF9leb/u3wH3AgZK2B+bavs62gfOrylTq+gZwSB4NPwy4yvZK26uAq6jaBqsd2X7Q9i35+RrSL7Idp7ZVIYROVDKejznibfsY29vb7rO9k+1KbL/C9p62d7d96mS9v7FExzuE0N5KfCzZ4ID3M4AVwJcl/ULSlyRtDjzN9oOQOprAtjl/rdXxO+bH8hrpm5TJIy+rga3r1NUx8rSZ/YEbalx+vqTbJF0pae9JbVgIof2Vj+djjnh3muh4h6aoxoLhnlppNY6GrZlW40dRNfNN7D16c75a+ft6RqbN7Okdma9G2Rk1y448/rdWWl+DaTMaLds7Mq23Jy3urrW6XBp14fcmXCNba46pLn3gwkJJywqP6oU5M4DnAGfa3h94kjytZNQGjOQ66c2WaXuStgC+CbzH9uNVl28BdrW9L/BZ4Duj1LGk8m+zYsWK1jY4hNBmSsfzZud4t63Y1SSU4tzbcqGvMOhBAAaGBjam9Xsgpw1uTKtcH/BwvqFcdtDDnUPn55VrAENU0obzDdbIN5DTBoaG8/UPjUzbUJXWX6h3w6BznuFOZP9Q6i+tHxzueFeu18pXTNuQO6P9g/XT+gc1Mi3XMzA43F8byPcYGH7bDA2lNg8ODL+PocH0fHDII/JVrhU7zxv/bQv5a3WuK6PKxb1Ye3tTO3tn9FDpW86cOXNk4SYIqPG3TT1j7fu6HFhuuzJi+w1Sx/shSdvbfjBPI3m4kL/W6vjl+Xl1erHMckkzgHnAypx+cFWZa0q9uykiqY/U6f6K7W9VXy92xG1fIenzkhbafqQq31JgKcCiRYs65o+OEML4NRHPm93VpG3FiHcIoe1N5Bxv238CHpD0rJx0CHAXacV7ZZeRY4FL8vNLgcVKO5U8nbSI8sY8HWWNpOfl+dtvqipTqes1wI/yPPDvA4dKmp8XVR6a09pafn9nA3fbPm2UPNvlfEg6kPT75dHJa2UIoRO0YLH8pJK0SNJ7JX1a0imSjlJaON+QGPEOIbQ3Qe/En6DzD8BXlLaZ+g3wFlJH8WJJxwG/B14LYPtOSReTOucDwAn2xo9ZjgfOBeYAV+YHpE7qBZLuI410L851rZT0UdJWVwCn2F450W+uBV4AvBG4XdKtOe0DwC4Ats8i/YFxvKQBYC2w2K71mUkIYdoqH8+bPUBnwkl6M/Au4LfAzcA9wGzghcD7Jd0B/Jvt39erJzreIYS2lvZ9ndiOt+1bgVrTUQ4ZJf+pwIhV8baXAfvUSF9H7rjXuHYOcE6Z9k4129dSe356Mc8ZwBmT06LGPPeAhdx08yNjZxyHDesHmDmrtb9KH1u1lq3mz2npPVY9NZP5m21o6T2asaZ/Blv2DYydcRxWbehh/syRa2Em9B7r1zN/1qyW3mNN/+Ns2Te3pfcYrybieTtNNdkceIHttbUuStqP9IlodLxDCJ2tTT9xDJPsT4+W6xzdfMMDY2eqMnt2uV+Lc+fNYsP6ch3Doc3LrX+YN2/2Jus3GjEwNHIheN17zOnfuPakUesHys9WnTWjXJltZq8vfY+y5vUNMlTys5nZvSW/vzNnl7tBE7adve3YmdpAp8Zz258b4/qt9a5XRMc7hND22nWuXwghhHI6OZ5Lmg28AvgrYAfStLo7gO82ekBPdLxDCO2txFHwIYQQ2lj5eN5Oc7w/DLyKtBPVDaSdr2YDewKfyJ3y99n+Zb16ouMdQmhz2mTrwhBCCJ2qdDxvpzneN9n+8CjXTpO0LXnBeT2xnWAIoa2lxTgTenJlCCGEKdDJ8dz2dyX1Svr0KNcfzgvu64oR7xBC2+vkOYEhhBCGdXI8tz0o6QBJana71Oh4hxDaWxuOfIQQQmhCB8/xLvgFcImkrwNPVhJrnehbS3S8Qwhtr5NHSEIIIQzr4H28KxaQTuV9cSHNQHS8QwjdITreIYTQHTo9ntt+y3jKx+LKEEJbE9Cjxh8hhBDaUzfEc0mfkjRXUp+kqyU9IukNjZaPjncIob0J1KOGHyGEENpUd8TzQ20/TjpIZzlpH+9/brRwTDUJIbS9Dv9kMoQQQtYF8bwvfz0CuND2yjLTZ1o24i1pZ0k/lnS3pDslvbtGHkk6XdJ9kn4p6Tmtak8IoVMJqfFHCCGEdtUV8fwySb8CFgFXS9oGWNdo4VZONRkgHZ35Z8DzgBMk7VWV52XAHvmxBDizhe0JIXSgTj5wIYQQwrAm4vk8SUslvXJqWz7M9onA84FFtvuBp4AjGy3fsqkmth8EHszP10i6G9gRuKuQ7Ujg/LwJ+fWStpK0fS4bQghA56+CDyGEkHTBdoLYXlV4/iSF/bzHMilzvCXtBuwP3FB1aUfggcLr5Tltk463pCWkEXF23mXnVjUzhNCOBD3tu8gmhBBCoyKet35XE0lbAN8E3pNXgW5yuUaREUdw2l5qe5HtRdtss3UrmhlCaGNdsAo+hBACEc9bOuItqY/U6f7KKEdpLgeKQ9g7AX9sZZtCCJ2lMicwhPvuWVEq/7qVq0vfw/Pnlsq/xRYzS99jaHCoVP7BoRHjUWOyW/8/zeBQ+XuUbde6wd7S99hqZn+p/DN7yt9jyOX+TXpUfpyzT31jZypYtT7Nfthj3t6l7zVZuiGeS3oBcKvtJ/P+3c8BPmP7d42Ub+WuJgLOBu62fdoo2S4F3pR3N3keaS5PzO8OIQwT9EgNP0IIIbSp7ojnZwJPSdoX+Bfgd8D5jRZu5Yj3C4A3ArdLujWnfQDYBcD2WcAVpH0Q7yOtCh3XMZwhhG7U1ttKhRBCaFhXxPMB25Z0JGmk+2xJxzZauJW7mlxL7TncxTwGTmhVG0II3aHz43QIIQRo33guaXPgp8DJti+vk3WNpJOANwB/LamX4UN1xhRHxocQ2pqIxTghhNANWhHPJZ0j6WFJd1SlHy7pnnxI44kNVPV+4OIG8h0NrAeOs/0n0m58n26oscSR8SGEdqfYxzuEELpCa+L5ucAZFOZZ51HozwEvJW3kcZOkS4Fe4ONV5d8K/AXpnJnZY90sd7ZPK7z+PW0yxzuEECZE9LtDCKE7THQ8t/3TfF5M0YHAfbZ/k+6pi4AjbX8ceMXINulFwObAXsBaSVfYLrf9UIOi4x1CaHsx4h1CCN2hZDxfKGlZ4fVS20sbKFfrgMaDRsts+19z294MPNKqTjfEHO8QQgdowZzA+yXdLunWSlCXtEDSVZLuzV/nF/KflOcJ3iPpsEL6Abme+ySdnrdRRdIsSV/L6TcUR2MkHZvvcW+ZlfAhhNANSsbzfuAW4CP5IMVGOt3Q4AGNIzLY5462sFLSP0ka9/Hp0fEOIbQ1qdyjhBfZ3s/2ovz6ROBq23sAV+fXSNoLWAzsDRwOfD7PH4S0n+sSYI/8ODynHwessv1M4D+BT+a6FgAnk0ZeDgROLnbwQwihmzURz1fbXmL7spK3asUBjTsC/yPpp5KOl7SwmUqi4x1CaHNp39dGH+NwJHBefn4e8OpC+kW219v+LencgQMlbQ/MtX1d3hr1/Koylbq+ARySR8MPA66yvdL2KuAqhjvrIYTQ5UrH83mSlkp6Zckb3QTsIenpkmaSBk8uHU/Lbb+XdBbNv5EWY/5S0pWS3iRpy0briY53CKHtlTzpbKGkZYXHkhpVGviBpJsL159WOTk3f902p9eaK7hjfiyvkb5JGdsDwGpg6zp1hRDCtFAyno854i3pQuA64FmSlks6LsfddwLfB+4GLrZ953jb7uQnto8njaj/F/Be4KFG64jFlSGEtldyIPuRwvSR0bzA9h8lbQtcJelX9W5fI8110pstM/LGUg+wL7ADsBa403bDAT6EENpNyXg+T9JS4LLROt+2jxkl/QrSCekTTtKfk0bRjwYeJZ3M3pDoeIcQ2prEhB+MY/uP+evDkr5Nmm/9kKTtbT+Yp5E8nLOPNldweX5enV4ss1zSDGAesDKnH1xV5prq9knanXSYw0uAe4EVpP1l95T0FPAF4LxWrrwPIYSJ1kQ8X2271qeWk07SHqTO9jHAIHARcGhly8JGxVSTEELbm8g53pI2r8zHy0cEHwrcQZr/V9ll5Fjgkvz8UmBx3qnk6aRFlDfm6ShrJD0vz99+U1WZSl2vAX6U54F/HzhU0vy8qPLQnFbtY8B/A7vbPsz2G2y/xvZfAK8ideTf2Nh3L4QQ2sckrdlphe+TBkCOtv3ntk8t2+mGGPEOIXSAnokd8X4a8O0c1GcAX7X9PUk3ARdLOg74PfBaANt3SrqYdKrZAHCC7cFc1/GkU9PmAFfmB8DZwAWS7iONdC/Oda2U9FHSwh+AU2yvrG7gaB+d5msPk+YVTpq8hdb5wHbAEGkv3c9U5RHwGeAI4CngzbZvmcx2hhDaX8l4PuZUk8li+xmV55J2Bfaw/UNJc4AZttc0Uk90vEMI7U2N78/diDxCsW+N9EeBQ0Ypcypwao30ZcA+NdLXkTvuNa6dA3LctpoAACAASURBVJwzVjslzQW2sf3rqvS/sP3LscpPsAHgfbZvyZ8W3CzpKtt3FfK8jOFtFQ8ibbU46oEVIYRpqHw8b5upJhWS/p60jewCYHfSlMGzGOX3R7WYahJCaGuiZft4ty1JRwG/Ar4p6U5Jzy1cPney22P7wcrodR7VuZuRu7EcCZyfV/1fD2yV58qHEALQNfH8BOAFwOMAtu9leBesMUXHO4TQ9jp4TmCzPgAcYHs/4C2kaSt/m69N6ZtUOoVzf+CGqksNbZUoaUllq8cVK1a0qpkhhDY1Sft4t9J62xsqL/IC+jFPxayIqSZhTGlNWH6ef7aGCpspDOTprhuG+jemrR9MP5Prh9ZvTOsfSmkDhXwDQwPp2sYps9A/OJTTCvcYymlDw2kbhgZHpK0fVL5vTyGtJ3/tHU4b6hv92kDPJl/T83R9w2DPiHzFtA396fsz0D/cpv7+wZw2/B4r1wcGBwpp6frgQOF95+eDg8Npg4Pe5CvAUP4eDA0V/q3yU9dIG37dWKwodmgrT4sfF/b2pud9fcPfx1mzJy68dFGHulG9hT3Fb5T0IuBySTtRIsBPNElbAN8E3mP78erLNYqMaGs+8nkpwKJFi0q9l4f+9ESZ7PBEQ1MuN9G/xRbl8g+U31hmsGSZRv8/LRoqWWRgsPw4XN/s/rEzVRkcKvf/cq/Kv/dBl7vHQBObA82ZUS6+9aj897eZMp2gZDxvu6kmwE8kfQCYI+mlwDuAhuefd+e/agihewh6Sjy6xJq8pSCw8UCfg0nTOfaeigZJ6iN1ur9i+1s1srTiiOYQQjfpjnh+ImmL19uBt5H2Cv9go4VjxDuE0NbExO/j3QGOp2oE2fYaSYcDR012Y/KOJWcDd9s+bZRslwLvlHQRaVHl6sqofQghQFPxvG12NanI5yd8MT9Ki453CKHtTbepJrZvK77OO5xU4vWVI0u03AtI+4bfLunWnPYBYBcA22eRRn2OAO4jbSf4liloZwihzXXqVBNJdXeTyucsjCk63iGEtjfN+t0bSXobcArpuPjKZFcDzxi1UAvYvpYxFnXmA4JOmJwWhRA6VQfH8yFS/P0qaU732mYqiY53CKG9ddduJWX9E7C37UemuiEhhDBuHRzPbe8n6dmkI+O/SjpU7avAD2wP1C1cEIsrQwhtTz1q+NFlfk2athFCCF2hk+O57V/ZPtn2c0ij3ucD7y1TR4x4hxDaWuXAhWnqJOB/JN0AbNyb0/a7pq5JIYTQnCbieVstrpS0I7AY+BtgFanT/e0ydUTHO4TQ9jr1o8kJ8AXgR6Rtq8pvNhxCCG2mgxdX/gTYErgYeDOwMl+aKWmB7ZWjlS2KjncIob1pWne8B2z/41Q3IoQQJkRnx/NdSYsr3wYU/xgQJRa9R8c7hND22nCq32T5saQlpLmExakmDY2shBBCu+nUeG57t4mop6GOt6T5wA6krVPuz5uHhxBCy6U5gVN2SvpUe13+elIhbVzbCUY8DyFMlU6O55J2s31/nesCdrS9vF49o3a8Jc0j7cl6DDCTdDzmbOBpkq4HPm/7x020PYQQSuncTybHx/bTJ6KeiOchhHbRwfH805J6gEuAmxmOo88EXgQcApwMNNfxBr5B2iblr2w/Vrwg6QDgjZKeYfvspt9CCCGMQUBvh46QNEvSC/OhNaNdnwvsYvuOBquMeB5CmHJNxPO22dXE9msl7QW8HngrsD1pu9e7SSf3nmp73Vj1jNrxtv3SOtduJvX2QwihtQQ906zjDfydpE8B36P2yMquwPsarSzieQihLZSP522zqwmA7buAfx1PHWPO8Zb0nBrJq4HflTmpJ4QQmtXBH002xfZ781zs1wCvJY2srCWNrHyh3mh4PRHPQwhTbbrF82qNLK78PPAc4JekTwn2yc+3lvR22z+oVUjSOcArgIdt71Pj+sGkeTK/zUnfsn1K6XcQQuh60zFQ214FfDE/JkpT8TyEECbKdIznRY0cGX8/sL/tRbYPAPYH7gBeAnyqTrlzgcPHqPtntvfLj+h0hxBGEKZHjT9CXffTXDwPIYRx6+R4LmlCtuBupJJn276z8sL2XZL2t/2bepug2/6ppN3G38QQwnQ3zQdIJlJT8TyEECZKB0ea6yUtJ629+V69rQXraaTjfY+kM4GL8uujgf+VNAvob+amBc+XdBvwR+Cfir8QivIBEksAdt5l53HeMoTQadpt5KODtTKehxDCmDo1ntteJGlX4GXAf0naEbgWuBL4ie31dSvIGul4vxl4B/Ae0h8q1wL/RArSLyrf9I1uAXa1/YSkI4DvAHvUymh7KbAU4IBF+3fmv1gIoSnS9J4TKGkfYC/SriYA2D6/yereTGvieQihTTzR/2jpMlv0bd2ClozU6fHc9u+As4CzJPUBf0WaVv0xSStsv3ysOsbseNteK+nzwOW276m6/EQT7a7U+3jh+RWSPi9poe1Hmq0zhNCdOvWks/GSdDJwMKnjfQVppOVa0p7cpbUqnretbbeDh//U0lusePhJttl285be47FHn2KrrTdr6T0eXzeDubPbb2ObR9bOYuGchgYSm7ZqQw/zZ7b2ANcn+teyRd+clt6jU7RjPM8bfnwUuBO4yPY1Y5Wx3Q/8KD/II+BjamQ7wVcBnyaddvZ0SfsBp9h+VSM3qFPvdsBDti3pQNJCz/J/poUQul4jq8C71GuAfYFf2H6LpKcBX2q2slbF80nzZMm/DVY8VPoWQ+s3lMq/9XbzGOgv12kbGCyXf6v5m5W+h12uczN3ziBlu0ODQ+WHLst2uubP6mfI5e7TU/KdbD1LlI0yPSWHbRfOLj+ivGD2glL5+yZm7V/LTXQ8H20XPUmHA58BeoEv2f5EnWpMGnyYzRgnT45agf2HRvI18v5PBg4EHssV3wrsNlYhSRcC1wHPkrRc0nGS3i7p7TnLa4A78hzv04HFLhspQgjTguSGH43XqV5Jv5B0eX69QNJVku7NX+cX8p4k6T5J90g6rJB+gKTb87XTlVcoSpol6Ws5/YbiQnNJx+Z73Cvp2DGaudb2EDCQT6t8GHhGw29ypKbieQghTJQWxPNzqdpFT1Iv8DnSp4R7AcdI2kvSn0u6vOqxLWmXvZcB7wc+MmFvtoZG/jwasL267Ip328eMcf0M4IxSlYYQph0BPa2ZE/hu0oE0c/PrE4GrbX9C0on59fvzEcGLgb2BHYAfStrT9iBwJmnh9/WkqSCHkxbaHAessv1MSYuBTwJHS1pA6vwuIo2w3Czp0rxndy3LJG1F2sv7ZtKIzI3jeM9NxfMQQpgITcTzhZKWFV4vzev+NhplF70Dgfts/wZA0kXAkbY/ThodH80qYFapFpbUyIj3HZJeB/RK2kPSZ4H/aWWjQgihaKJHSCTtBLycTadtHAmcl5+fB7y6kH6R7fW2fwvcBxwoaXtgru3r8qd151eVqdT1DeCQPBp+GHCV7ZW5s30Vdc47sP0O24/ZPgt4KXCs7bc09CZri3geQphSJeP5I/ncgcpj6Vj1ZzsCDxReL89po7RJfyvpC8AFNDEoLKnRdjXU8f4H0kjPeuBC4HHSivgQQmg9pRGSRh/kEZLCY0mNWv8L+BegOHH2abYfBMhft83powXwHdl0LmAxsG8sk49iXw1sXaeu2m89eYOkD+U9Yx/La2KaFfE8hDB1ysfzeZKWSnpl+TuNMOrIjO1v2X6b7aNHW1iZpyPWemwNHNFowxrZ1eQp4F/zI4QQJpUwKrdY6hHbi0atT6oswrk5r2QfuwkjuU56s2Vq+Tzpj4MXA6cAa4BvAs+tU2ZUEc9DCFOpiXi+2natwZOxLAeKB7/sRDozZjxWAL9j0zheievb1ixRw6gdb0mXUf+vg85YBR9C6HgTPCX5BcCr8vkBs4G5kv4beEjS9rYfzNNIHs75Rwvgy/Pz6vRimeVKxwzPA1bm9IOrylxTp60H2X6OpF8A2F4laWbJ9xvxPITQNkrG83l5Gsdlti8rUe4mYA9JTwf+QFqn87pSdx7pN8Ahtn9ffUHSAzXy11Rvqsn/A/4D+C2wlrS454ukxT13lGpqCCGMQ4/c8GMstk+yvZPt3UjB+Ee23wBcClR2GTkWuCQ/vxRYnHcqeTrpoK8b83SUNZKel+dvv6mqTKWu1+R7GPg+cKik+XnXlENz2mj68+p8A0jahk2nxzQq4nkIoS2UjOerbS+p1+mutYtenuL3TlJ8vRu4eLTT0Uv4L2D+KNc+1Wglo4542/4JgKSP2v7rwqXLJP200RuEEMJ4COjtmZSdRj8BXCzpOOD3wGsBbN8p6WLgLmAAOCHvaAJwPGkrqzmk3UyuzOlnAxdIuo800r0417VS0kdJozGQ9tBeWadNpwPfBraVdCqpE//Bsm8s4nkIoR00Ec/HHPEebRc921eQdpuaELY/V+faZxutp5HtBLeR9IzClixPB7Zp9AYhhDBerdr8Li+iuSY/fxQ4ZJR8pwKn1khfBuxTI30dueNe49o5wDkNtu8rkm7O7RLwatt3N1J2FBHPQwhTqmQ8b3aO94ST9ELb19a5PhfYxXbdTxEb6Xi/F7hG0m/y691I+9aGEELracLneHcEST3AL/NJbL+aoGojnocQpk75eN7sHO9W+DtJnwK+RzpXYQVpndAzgRcBuwLvG6uSRnY1+Z6kPYBn56Rf2V7fbKtDCKGMdODC9DvU1vaQpNsk7VJrMU+TdUY8DyFMmSbieduMeNt+b16b8xrSJ5rbk9bM3A18od5oeFG9XU02DqnnwHxb1fWGhtRDCGG8puOId7Y9cKekG4EnK4lldyGJeB5CaBedHM/zwWeVxelNqTfiPSFD6iGEMF495fZ97SYfmaB6Ip6HENpCyXjeTlNNJkS9XU0mZEg9hBDGq5NHSMajshtJhaQXkPai/UntEqPWM654LukcoHLw0IjFpPkgoktI2xUCfMv2KWXaGEKYHkrG87aZajJR6s7xnogh9RBCGA9hNA3neFdI2o/U2T6K1LH9ZjP1jDOenwucAZxfJ8/PbL+iibpDCNPEdI/n0NiuJiGEMHUEPdNsxFvSnqS9v48BHgW+Bsj2i6aiPbZ/Kmm3qbh3CKGLdEE8l7QZaWreLrb/Pi9Yf5btyxspX+/kyhBCaAuSG350iV+R9u5+pe0X5sMZBscoM9Wen3dhuVLS3qNlkrRE0jJJy1asWDGZ7QshtIGS8XyepKWSXjnV7S74MrAeeH5+vRz4WKOFxxzxljSrerupWmlhehjKiyKGCosjBodSf2DAw/2CAfenr0P9G9P68/P1gxs2pq0fHMhfh8uuy883DA0W8jlfG/5bce1gb06buTHtqYHe/HX4R/upDTmtv7eQNmOTtPUbht/PurWpnRvWD2xM27Ah/bhvWDec1t8/uMnX9Dyd5j04OHyq9+CAR6QN5OeVa8Xrg0OFtIFcpvC9YLBWWn7uQsfTdTqhlUl2PcPfE2bk71nv8Pe4J6fNmNFTyJae9xbTcpn+DcPvce1Tw//24yGm5QjB35FGvH8s6XvARUzAOUItjOe3ALvafkLSEcB3gD1qZbS9FFgKsGjRoq75SymEMLYm4nk7zvHe3fbRko4BsL1WanzmeiPv/7oG00IIoSWm24i37W/bPpq03/Y1pINvnibpTEmHjqPqlsRz24/bfiI/vwLok7RwvPWGELpPF8TzDZLmQBqBlLQ7aQS8IfX28d4O2BGYI2l/hkdb5gKbNd3cEEIoaRqOeANg+0ngK8BXJC0g7UhyIvCDMvW0Op7n+h+ybUkHkv7JHh1vvSGE7tMF8fzDpK1Zd5b0FeAFwFsaLVxvqslhwJuBnYDTCumPAx8o28oQQmhWG498TBrbK4Ev5EdZ44rnki4EDgYWSloOnAz05XadRdqm8HhJA6RtChfb9eY6hRCmq5LxvO328bb9A0k3A88jDWK82/YjjZavt4/3ecB5kv7OdlPbV4UQwniJCZjcPM2NN57bPmaM62eQthsMIYRRNRHP226Ot6SrbR8CfLdG2pgaGfH/uaSzJV2ZK99L0nHNNTeEEMrrkRt+hLoinocQplSnxnNJs/OUv4WS5ktakB+7ATs0Wk8jHe8vA98vVPq/wHtKtjeEEJoimd4Sj24jaVdJL8nP50jachzVRTwPIUyZDo/nbwNuJi16v7nwuAT4XKOVNHKAzkLbF0s6CcD2gKR23082hNBFpuuR8ZL+HlgCLAB2J83RPou0x3czOjuer1lTLn9/E1taDgyMnaeguE1oo4YGy3UompkuPzTU+k7L4FD5/zEn4/CU/qFyy/dmNNGouX1blMo/u3d26Xs80f8kADtv/ozSZdtZp8Zz258BPiPpH/LZCk1ppOP9pKStGd425XnA6mZvGEIIZXVonJ4IJwAHAjcA2L5X0rbjqC/ieQhhSnV6PLf9WUn7AHsBswvp5zdSvpGO9z8ClwK7S/o5sA1pBXsIIUyKdpvrN4nW295QOZtB0gxgPN+MiOchhCnV6fFc0smkXZ72Aq4AXgZcC0xMx9v2LZL+D/As0h8q99iemCPpQghhDNN8V5OfSPoAaf/tlwLvAJreUivieQhhKjURz9tuO0HSYMW+wC9sv0XS04AvNVp4zIlQkl4LzLF9J/Bq4GuSntNsa0MIoaxOXQU/AU4EVgC3kxb2XAF8sNnKIp6HEKZayXi+2vaSNup0A6y1PQQMSJoLPAw0PBG/kRUI/2Z7jaQXkg5hOA84s6mmhhBCE1Ti0WWOBM63/Vrbr7H9xXEeTBPxPIQwpbogni+TtBXwRdKuJrcANzZauJGOd2XF+8uBM21fAsws28oQQmiW5IYfXeZVwP9KukDSy/Mc7/GIeB5CmFKdHM+VFtx83PZj+dTelwLH2m74yPhGOt5/kPQF4CjgCkmzGiwXQgjjJlLAafTRTXIwfybwdeB1wK8lNTyXsIaI5yGEKdPp8Tx/4vidwuv7bf+yTB2jvi9JT89PjyIduHC47cdI+8n+c/nmhhBCE9TZIyTjlRc/XglcRPpY88iydUQ8DyG0he6I59dLem6zhev9QfGN/PUy29+yfS+A7Qdt/2CsiiWdI+lhSXeMcl2STpd0n6RfxgKfEMJoJnKEJB/7e6Ok2yTdKekjOX2BpKsk3Zu/zi+UOSnHqnskHVZIP0DS7fna6fljSCTNkvS1nH5DPlK4UubYfI97JR07RlsPl3QucB9pJf2XgO0beJvVxhXPQwhhonTyiHf2IuA6Sb/O/dfbJTU86l1vvmBP3qtwT0n/WH3R9mlj1H0ucAaj72v4MmCP/DiItMDnoLEaHEKYXsSEj3ysB15s+wlJfcC1kq4E/ha42vYnJJ1I2lHk/ZL2AhYDe5OOWv+hpD1tD5Li1hLgetKOI4eTRqePA1bZfqakxcAngaMlLQBOBhaR9uO+WdKltleN0tY3k0a632Z7/Tje83jjeQghjFsL4vmEkNQDfBSYCyyzfV6d7C8bz73q/UGxGFhH6pxvWeNRl+2fAivrZKms1rft64GtJDUzkhNC6HITOUKSY84T+WVffpgUkyrB9jzSdnvk9Itsr7f9W9Lo84E5Xs21fV2e93d+VZlKXd8ADsmj4YcBV9lemTvbV5E666O1dbHt74yz0w3jjOchhDBRJnrEe7QZFvkTw3vyJ48njlHNkcCOQD+wvF5G27+r9WiwuXVHvA+3/UlJs2yf0miFJewIPFB4vTynPdiCe4UQOljJEZKFkpYVXi+1vXTT+tRLmi/9TOBztm+Q9DTbD0KaglE4mn1H0oh2RSVWVQfoSnqlzAO5rgFJq4GtGT3ubULStbZfKGkNm55UqVSl5471TajS6ngeQggNacGI97lUzbDIMf5zpF1HlgM3SboU6AU+XlX+raRDxa6z/QVJ3wCunuhGVtT7g6KyNcqr6+QZj1pbNNb815C0RNIySctWrHi0Rc0JIbSrkvu+PmJ7UeGxtLo+24O29wN2Io1e7zPG7UdUUSe92TLF9r0wf93S9tzCY8smOt3Q+ngeQggNmeh9vEeZYXEgcJ/t39jeQJqyd6Tt222/ourxMKlzXpnyN0gL1et43y3pfuBZefJ45VFqEnkdy4GdC693Av5YK6PtpZVfottss/UE3DqE0ClE606uzDt7XEOa7vFQZbpb/vpwzjZarFqen1enb1Im7709j/SLoeG4l8te0EhaA1odz0MIYUxNxPOFlYHX/FjS4K0a+nSx4FvAYZI+C/y0mffWqFGnmtg+RtJ2pK2nXtWCe18KvFPSRaRFlasrH/OGEEKRJvAIM0nbAP22H5M0B3gJafHjpcCxwCfy10tykUuBr0o6jbS4cg/gRtuDktZIeh5wA/Am4LOFMscC15F2I/mRbUv6PvDvhR1TDgVOqtPcvavaPgM4oOx7noR4HkIIDSkZz/tJJ0NeVvLY+IZnVQDYfoq0KH70CkdO/auuo6FPI+uegmb7T5IOIs2DNPBr2+saqVjShcDBpL9WlpNW8vfles8i7QBwBGmh0lMMfxQaQggbSdA7sXMCtwfOy3MAe4CLbV8u6TrgYknHAb8HXgtg+05JFwN3AQPACXlHE4DjSfML55B2M7kyp58NXCDpPtJI9+Jc10pJHwVuyvlOsT1iEbqkk4APAHMkPV5JBjYAI6bONGI88TyEECZCE/F8te1GR7mLSn262AjbWwJIOgX4E3ABKS6/nhKL1EfteOeRlX8ndYh/T/oFtZOkLwP/mg91qNfAY8a4buCERhsaQpi+JnDAm3zK2P410h8FDhmlzKnAqTXSlwEj5ofnDu1rR6nrHOCcMdr4ceDjkj5uu96IeEPGG89DCGGilIzn8yQtpfyI903AHkqHh/2BNPjxunK3HtVhtovbX58p6QbgU40UrjfH+9OkU82eYfsA2/sDuwNbAf+v2daGEEJZrZrj3QFulDSv8kLSVpKaWSAZ8TyE0BZKxvPVtpfU63TnGRbXkdawLJd0nO0B4J2k6XV3kz7ZvHOC3sKgpNdL6pXUI+n1lFiQWW+qySuAPfPINAC2H5d0PPAr4N1NNzmEEBpUZnV7FzrZ9rcrL/K89JOB75SsJ+J5CGHKNRHPxxzxHm2Ghe0rSNOaJ9rrgM/kh4GfU2I0vV7H28UgXUgcVDseOxRC6FJdOZLdqFqfStZdmzOKiOchhDZQOp43O8e7ZWzfTzpwpyn1Avhdkt5ke5Mj3yW9gTRCEkIIk2Iaj3gvy7upfI40svIPpIN/yop4HkJoC50ez/POWH8P7EahH237rY2Ur9fxPgH4lqS3kgK9geeSVu//TZPtDSGE0qbxoOw/AP8GfC2//gHwwSbqiXgeQmgLJeN5s4srW+kS4GfAD2nisJ16+3j/AThI0otJe8kKuNJ2y47RDCGEaqL+KvBuZvtJ4ERJW9h+Yhz1RDwPIUy5JuJ52001ATaz/f5mC485V9D2j4AfNXuDEEIYL03kCTodRNJfAl8CtgB2kbQv8Dbb72imvojnIYSp1gXx/HJJR+TFm6VN14GkEEIHUYlHl/lP4DDgUQDbtwF/PaUtCiGEcSgZz+dJWirplVPR1lG8m9T5Xivp8XyC8eNjlsqaWR0fQgiTR+qGEZKm2X6g6v2XnlMYQghtoXw8b7upJpUTLJsVHe8QQlvr0pHsRj2Qp5tY0kzgXaTDIEIIoeN0QzyXVPNTR9s/baR8dLxDCG1PHR+qm/Z20iENOwLLSbuanDClLQohhHEoGc/bcVeTfy48nw0cSNot6sWNFI6Odwih7U23mSaSPplXzb/I9uvboD3nkE6/fNj2PjWui/QHwhHAU8Cbbd8yua0MIXSCkvG8HaeabDLfXNLOwKcaLR+LK0MIba8HNfzoEkdI6gNOmuqGZOcCh9e5/jJgj/xYApw5CW0KIXSgLozny4ERAxKjiRHvEEJbE9NvxBv4HvAIsHleLS/SoTciHf8+dzIbY/unknark+VI4Px8LP31kraStL3tByelgSGEjtAN8VzSZ0nxGNIA9n7AbY2Wj453CKHtTcM53h+0/c+SLrF95FQ3pgE7Ag8UXi/PadHxDiFsogvi+bLC8wHgQts/b7RwTDUJY6q19U+PRv7ozOqZOTKtd1aNtFr5ekekzewZmTa7d6hG2sjd1TabMTAyra9Gvpw2a+bI9zhz1si/S2fOHpnW1zeynb29I78/NdNmjLxvb0+NoFTje1EzrdGhBOc/1odq7Ew3OPJ7PDAwMm2wRtrQUGuOdu+RGn50ievy14b3hp1itb7xNX8YJC2RtEzSshUrVrS2VVvOa239wGMPrmr5PVY9+lTL7/HYk+3ZHVi9oa/l91j+ZGviVtHjG1a3/B6domQ8b7t9vG2fB1xIWlB5G3BjmfIx4h3GZI8MSkMe2elaP7h+RNqGwQ0j/rpdP7ihUE8lbaCQlhLXFdI2DPXmtOFfDusGU9pTA8Md0Cf604/0E+uHf7TXrO/LX4fTnnoqdTiffCK1ee1T/cPXnkztW7t2OG39upR/3bpCm/pT2uCG4Xz05+eDhQ7tQC5T/D5Wnhe/j5VvRo3v9yb5al1vtMNb6fxXOu0zZpD+YC/cY+asEfXNKvwRMnNmKts3c/j73ts7st/Vv2Hkz0izuqc/3bCZko4F/lLS31ZftP2tKWhTPcuBnQuvdwL+WCuj7aXAUoBFixaV6/GsX1uuVWtL5gcYHPlHez1bbL81AzX+WK2nv7/cVuxbLdiMDRvKlRkq2aatthRDLvc/2mDJ/ADrB8p18Hfaovy/4Tazy733BbNml77HgMv9nACsXP8o+y54buly3abTF1dKOhg4D7ifNOiws6RjYzvBEEJXUP5vmnk78HpgK6B6pMdAu3W8LwXeKeki4CDSL8uYZhJC2ESXxPP/AA61fQ+ApD1JI+AHNFI4Ot4hhLbXnh+Ct47ta4FrJS2zffZUt0fShcDBwEJJy4GTgT4A22cBV5C2EryPtJ3gW6ampSGEdtcF8byv0ukGzRU31wAAIABJREFUsP2/eReqhkTHO4TQ3lR7nUE3k/Qvtj9l+2xJr7X99cK1f7f9gclsj+1jxrhu4mCfEMJYuiOeL5N0NnBBfv160nzvhnTBHx4hhG6nEo8usbjwvHov73r7aYcQQlvrgnh+PHAn8C7g3cBdpOmBDYkR7xBCW0v7vrZxCG4NjfK81usQQugITcTztjoyXlIvcLbtNwCnNVNHdLxDCG1vGvY0PcrzWq9DCKFjlIznbbWrie1BSdtImml7w9glRoqOdwih7U3DEe99CydWzsnPya/L730WQghtogvi+f3AzyVdCjxZSbTd0Ah4dLxDCG2v48N0SbZrnI4UQgidrwvi+R/zowfYsmzh6HiHENreRO77Kmln4HxgO2AIWGr7M5IWAF8DdiONaBxle1UucxJwHDAIvMv293P6AcC5wBzSlnrvtm1Js/I9DgAeBY62fX8ucyzwwdycj+VT0EIIYVro9H28bX9kPOWj4x1CaGsCeiY2Tg8A77N9i6QtgZslXQW8Gbja9icknQicCLxf0l6kXUb2BnYAfihpT9uDwJnAEuB6Usf7cOBKUid9le1nSloMfBI4OnfuTwYWkeZq3yzp0koHP4QQulkL4vmkk/T/2bvzOLfqev/jr3cyS/dSaAt0A5SCslwBK8gP5aJcZbkqiHAF3EC04r24exVURFSuIuKCgFARXNlEUHZEEUFlaUH2zVoKLS0tLaXrbEk+vz/OOTNnkpOZZCaZJJPPs488mnzPku85M/Odz3zz+X6/N1A41mY9sAi42Mw6BzrepxN0ztU5lfVvMGa20sweDJ9vBJ4EZgJHECwDTPj/keHzI4ArzazLzJ4lWCRmX0nbA5PM7J5wHutf5B0Tnesa4GAFiY2HALeb2cthsH07Pj2gc65pVLY9r5ElwCbgJ+FjA7AK2CV8PSDv8XbO1b0yx+JMlbQo9nqBmS1IPq92BPYG7gO2jZY5N7OVkqaHu80k6NGOLA/LesLn+eXRMcvCc2UkrQe2iZcnHOOcc6Ne44+tZG8zOzD2+gZJd5nZgZIeH+xgD7ydc3WvzJ6PNWY2b9BzShOA3wKfNrMNA4y0T9pgA5QP9RjnnBv16rEnW9KbCVagbAF2M7P/N8Du0yTNMbPnw2PnANPCbYNOMeipJs65uiaV9yjtnGolCLp/bWbXhsWrwvQRwv9Xh+XLgdmxw2cRjGhfHj7PL+93jKQWYDLw8gDncs65Ua9K7fmlklZLeiyv/FBJT0taHI7bKcrM7jazk4Eb6UsTLOZzwF8l/VnSncDdwOcljS/h2OoG3oNdtKSDJK2X9FD4+Go16+Oca0yVzAkMc61/CjyZN+/q9cCHwucfAn4fKz9WUruknYC5wP1hWspGSW8Mz/nBvGOicx0N3BHmgd8GvF3SFElTgLeHZc451xSqkOP9M/LGyoQrTF4AHAbsBhwnaTdJe0q6Me8xPXbo8cAVA72Zmd1M8Hvg0+FjV+CPZrbZzH4wWGWrlmoSu+i3EfTyLAxH7z+Rt+vdZvaOatXDOdf4UpVNCjwA+ADwqKSHwrIvAd8GrpZ0EvA8cAyAmT0u6WrgCYIZUf4nnNEE4OP0TSd4S/iAILD/paTFBD3dx4bnelnSN4CF4X5fN7OXK3lxzjlXz8pszwcds2Nmd4XjdeL2BRab2RIASVcCR5jZt4DEmDNMGVlvZhuStsf2u9TMPgw8HL4eT9DZcnApF1TNHO/Eiyb45eWccyURlf1ozsz+SvE1HBIbTjM7CzgroXwRsEdCeSdh4J6w7VLg0lLr65xzo8UQ2vOSxuwkSBrIvt8gx5wEXFbCuV+Q9GMz+3j4yeVNlDCbSaSaqSaljt7fX9LDkm6RtHsV6+Oca1CSSn4455yrX2W255MlLZD0znLfJqFswIHsZnaGmf19sBOb2enABkkXAX8AzjWzUgJ2oLo93qVc9IPADma2SdLhwO8I8mb6n0iaT7BIBbPnzM7f7Jwb1cSoWGTYOeeaXtnt+Xozmz+EN6r4QHZJR8Ve3g+cHv5vko6KDdQfUDV7vAe9aDPbYGabwuc3A62SpuafyMwWmNk8M5s3bdo2Vayyc64eqYyHc865+lVmez7UHu+FwFxJO0lqIxhnc/0wq/7O2OMdwD+A1tjrklSzx7v3ooEXCC76+PgOkrYDVpmZSdqX4A+BtVWsk3OuAXkKiXPOjQ5ltueD9nhLugI4iGAg5nLgDDP7qaRTCGaNSgOXmtmgi9sMxMxOHM7xkaoF3uFqbQUXLenkcPtFBNNsfVxSBugAjg2n3HLOuRgPvJ1zbnQoqz2fLGkBcIOZ3ZC0g5kdV6T8ZuDm8us3MEk/Bz5lZq+Er6cQ5Hl/uJTjq7pyZdJFhwF39Px84Pxq1sE51/g87HbOudGhzPZ8qDne1fRvUdANYGbrJO1d6sG+cqVzrq4FuX4VX3DBOefcCBtCez7UHO9qSoW93ABI2poyOrKr2uPtnHMV4Tnezjk3OlQ4x7sGzgX+Luma8PUxJKzzUIwH3s65uudht3POjQ6N3p6b2S8kPQC8heByjkpYlb0oD7ydc3XOJwp0zrnRoez2fNDBlbUQThbyEjAGguXmzez5Uo71wNs5V/c8d9s550aHMtvzuks1kfQugnSTGcBqYAfgSaCk1dd9cKVzrr4pSAks9eGcc65OjY72/BvAG4FnzGwn4GDgb6Ue7IG3c64B+NqVzjk3OjR8e95jZmsJZjdJmdmfgb1KPdhTTZxzdc9TTZxzbnQosz2vxxzvVyRNAO4Cfi1pNZAp9WAPvJ1zdU34kvHOOTcaDKE9r7scb+AIgtXWPwO8D5gMfL3Ugz3wds7VOV8YxznnRofGb8/NbHP4NCfpJmCtmVmpx3uOt3Ou7vnKlc45Nzo0ansu6Y2S7pR0raS9JT0GPAasknRoqefxwNs555xzztWjeloy/nzg/4ArgDuAj5jZdsCBwLdKPYkH3s65uiep5IerDkmHSnpa0mJJpyZsP0jSekkPhY+v1qKezrn6VmZ7vt7M5tfJwMoWM/uDmf0GeNHM7gUws6fKOklVquaccxXlAXUtSUoDFwBvA5YDCyVdn7BM8t1m9o4Rr6BzroE0bHueiz3vyNtWco63B97OubrXsM306LEvsNjMlgBIupJgZH9+4O2ccwNq4Pb8dZI2EFzC2PA54esxpZ7EU03coJI+vk+p8FunPd1eUNaWbkvYL6ms8G/AMYlluYKycS3ZgrIJ7YVTak5MKBs/Iajz2HGtBdvGji0sGzOmsE7ptsL9SKcLy5LSIBLuY8n7DUcuvGeZhKlHu7sKirq6Cvfr6S6879UQLKPQmINxRpGZwLLY6+VhWb79JT0s6RZJicsnS5ovaZGkRS+99FI16uqcq1ON3J6bWdrMJpnZRDNrCZ9HrxMCgWTe4+0GlTRLTs4KA+CubGHA1p3tTtivrywV/lx1ZrO9Ab4SylIK6rAlUxjQbuzp+zbO5IIAdUNnX1lXJizbDNEnRVs2B3XYtKEz+H9TX502h883b+4r69ocXtuWzfQVdoYV7ewr6+kJ/s/GAtVceK8Gm20ouvBULMiOnscD73T4PBW7F1Gg368s3K8l9mMebY/K4tvCP3TU2td+tLSk+v0PkAuvo7UlTS5rYTUVVqNvv/ETEv74GJL6Xju4SSR9AfK/oR8EdjCzTZIOB34HzC04yGwBsABg3rx5JX8865wbDbw99x5v51zda/gFhhvfcmB27PUsYEV8BzPbYGabwuc3A62Spo5cFZ1zjaDZ23MPvJ1zda+SH01KulTS6nAO1qhsa0m3S/pn+P+U2LbTwpk8npZ0SKz89ZIeDbedp/DjGUntkq4Ky++TtGPsmA+F7/FPSR+q0O0ZCQuBuZJ2ktQGHAtcH99B0naxe7Avwe+XtSNeU+dcXSuzPa+n6QQrwgNv51wDqGgfyc+A/MUOTgX+ZGZzgT+Fr5G0G0GQuXt4zIXhDB8APwbmE6RTzI2d8yRgnZntDHwfODs819bAGcB+BIMVz4gH+PXMzDLAKcBtwJPA1Wb2uKSTJZ0c7nY08Jikh4HzgGPLWc3NOdcsymrP62k6wYrwHG/nXH2rcEqgmd0V74UOHQEcFD7/OXAn8MWw/Eoz6wKelbQY2FfSUmCSmd0DIOkXwJHALeExXwvPdQ1wftgTfAhwu5m9HB5zO0GwfkXlrq56wvSRm/PKLoo9P59ggQnnnEvmKd4eeDvnGkHVW+ptzWwlgJmtlDQ9LJ8J3BvbL5rNoyd8nl8eHbMsPFdG0npgG0qfGcQ550ax5o68PfB2ztW9MqeVmippUez1gnAmjaG9dSEboHyoxzjnXFOot2kCR5oH3s65ujaE+VzXmNm8Mt9mlaTtw97u7YHVYXmx2TyWh8/zy+PHLJfUAkwGXg7LD8o75s4y6+mccw2rHufnHmk+uNI5V/+qP//U9UA0y8iHgN/Hyo8NZyrZiWAQ5f1hWspGSW8M87c/mHdMdK6jgTvCQYa3AW+XNCUcVPn2sMw555pHk88n6D3ezrm6l6pgH4GkKwh6nqdKWk4w08i3gaslnQQ8DxwDEM7ccTXB0ugZ4H/MLFqy8+MEM6SMJRhUeUtY/lPgl+FAzJcJZkXBzF6W9A2CqfkAvh4NtHTOuWZRyfa8UiTNIRgcvgZ4xsy+Xa338sDbOVf/KjuryXFFNh1cZP+zgLMSyhcBeySUdxIG7gnbLgUuLbmyzjk32lS4J1vSpcA7gNVmtkes/FDgh0AauGSQYHoX4CYzuzicpapqPPB2ztW9Zs8JdM650aIK7fnPCHqrewPmcL2FC4C3EYyvWSjpeoIg/Ft5x38Y+AfwZUnvBX5Z6QrGeeDtnKt7Hng759zoUOn2vMjaDPsCi81sCYCkK4EjzOxbBL3j/eskfR44IzzXNcBlFa1kTP0l2jjnXEw543A8PHfOufo1hPZ8qqRFscf8Et+q3HUTbgU+KekiYGmJ7zEk3uPtnKtzvtSZc86NDmW35z3Ag8ANZS4bX9a6CWb2GMEsVFXngbdzru55qolzzo0OZbbn682s1F7uuGJrMNRcVVNNJB0q6WlJiyWdmrBdks4Ltz8iaZ9q1sc515g81cQ550aHMtvzyZIWSHpnmW+zEJgraSdJbQTTul5fifoPV9UC79iI0sOA3YDjJO2Wt9thBAtSzAXmAz+uVn2ccw1MKv3hnHOufpXXnq83s/kDpZmEazPcA+wqabmkk8wsA5xCsEjZk8DVZvb4SFzeYKqZapI4opRgIYrIEcAvwlXd7pW0VbRscxXr5ZxrMJ5q4pxzo0OZ7flkSQsYIMe72NoMZnYzcHP5NayuagbeSSNK9ythn5lAv8A7HMU6H2D2nHjKjnOuGXjY7Zxzo0OZ7flQc7zrVjVzvEsZUVrSqFMzW2Bm88xs3rRp21Skcs65xhDk+pX+zznnXH3y9ry6gXcpI0rrdtSpc65O+ETezjk3OpTfng91cGXdqmbgXcqI0uuBD4azm7yR4CMFz+92zsWU0z/ikbdzztWvstvzQQdXNpqq5XibWUZSNKI0DVxqZo9LOjncfhFB0vvhwGJgC3BiterjnGtcHlA759zo0OzteVUX0EkaURoG3NFzA/6nmnVwzjnnnHMNadBZTRqNr1zpnKt78vm5nXNuVCizPR91s5p44O2cq2sCUk3+0aRzzo0G3p5Xecl455yrCF+50jnnRofy2vNRN6uJ93g75+qcz1binHOjQ9ntuaeaOOfcSPOw2znnRodmb8898HbO1T3v8XbOudGh2dtzD7ydc/XPc7edc250aPL23AdXOufqmq8Y75xzo8MQ2nMfXOmccyOt2T+adM650cIHVzrnXL1r8o8mnXNu1Gjy9twDb+dc3WvuZto550aPZm/PPcfbOVfnVNa/ks4oHSrpaUmLJZ1a5QsYFQa7ZwqcF25/RNI+tainc66eVb49bzQeeDvn6l4lG2pJaeAC4DBgN+A4SbtV+RIaWon37DBgbviYD/x4RCvpnGsIHng751w9q/y0JvsCi81siZl1A1cCR1S83qNLKffsCOAXFrgX2ErS9iNdUedcHSu/PfdZTWrtwQce2jS2ZaunK3CqycD6CuxbbFtSeX5Z/HWx51OBNSXWcyClXu9g+5VyXUllxa4v/nqkr3WwfZv+a9tR/rXmv46e71pC/RL944GHbhvXMmVqGYeMkbQo9nqBmS2IvZ4JLIu9Xg7sN9T6NYlS7lnSPjOBlfGdJM0n6BEH6JL0WGWr2k85bcFQjpvcWX57yZrKtKNQuTYkSdXv3SD7ldP+JpXX8t4lvV+ljxvK765i28r93hvJ9nzNaJvVBDNrqAewqELnWVCJfYttSyrPL4u/HuD5iF7vYPuVcl3lXGv8tX9tG/9rW+x6K3WtFbpfxwCXxF5/APhRretVz49S7hlwE/Cm2Os/Aa8f5LxV/b4opy0YynFD+ZkqVj7En7Wq3b9Guncl3qsRu3e1vn/lbhvC77S6ac8b8dHMqSY3VGjfYtuSyvPLbijheaWUes7B9ivlupLKBrq+Sl+vf22Htl8lvrb5r6txvcO1HJgdez0LWFGjujSKUu5ZPd7XoX7/VfNnqlj5UH7WqqmR7l1SeS3v3XDerxL3r9xt9fa9N6op/OulYUhaZGbzal2PkdJM19tM1wrNdb31dK2SWoBngIOBF4CFwPFm9nhNK1bHSrlnkv4TOAU4nCAN5Twz23eQ89bN90Uj8vs3dH7vhs7v3fA0XI43sGDwXUaVZrreZrpWaK7rrZtrNbOMpFOA24A0cKkH3QMrds8knRxuvwi4mSDoXgxsAU4s4dR1833RoPz+DZ3fu6HzezcMDdfj7ZxzzjnnXCNq5hxv55xzzjnnRowH3s4555xzzo0AD7ydc84555wbAR54O+ecc845NwJGVeAt6UhJP5H0e0lvr3V9qknSqyT9VNI1ta5LtUgaL+nn4df0fbWuTzU1w9czrpl+Vl3pJB0k6W5JF0k6qNb1aSSSUpLOkvQjSR+qdX0ajaQ3h993l0j6e63r00gkzZF0vaRLJZ1a6/rUu7oJvMMv2Or85YMlHSrpaUmLB/uCmtnvzOyjwAnAe6tY3WGp0LUuMbOTqlvTyivz2o8Crgm/pu8a8coOUznX2qhfz7gyr7chflbd8JX5M2/AJmAMwYI8Ta3Me3cEMBPowe8dUHabdLeZnQzcCPy8FvWtJ2V+7+0C3GRmHwZ2G/HKNppaL50ZPYADgX2Ax2JlaeBfwKuANuBhgi/qngQ/HPHH9Nhx5wL71PqaRuhar6n19VTx2k8D9gr3ubzWda/mtTbq17MC11vXP6v+GNnvCyAVbt8W+HWt617rR5n37lTgY+E+DduO1Or+xbZfDUyqdd1r/Sjze28b4M/AHcCJta57vT/qZgEdM7tL0o55xfsCi81sCYCkK4EjzOxbwDvyzyFJwLeBW8zswerWeOgqca2NqpxrJ+i1mQU8RB19OlOqMq/1iZGtXeWVc72SnqQBflbd8JXZ3kU/B+uA9hGrZJ0qsw1ZBnSH+2RHqo71rNw2WNIcYL2ZbRjRitahMu9dD3BGeMw1wGUjWddGU+/BzEyCxiSyPCwr5hPAfwBHRyuqNZCyrlXSNpIuAvaWdFq1K1dlxa79WuA9kn4M3FCLilVB4rWOsq9nXLGvbSP/rLrhK/ZzcJSki4FfAufXpGb1b6D28hBJPwLuqkXFGsRAv2tPwoPGgRS7d7cCnwx/hy2tQb0aSt30eBehhLKiS22a2XnAedWrTlWVe61rgdESsCReu5ltprRlpxtJsWsdTV/PuGLX28g/q274in1fXEsQQLriit27LQSBoxtY0d+1ZnbGCNel0RT73nsMOHqkK9Oo6r3HezkwO/Z6FrCiRnWptma61nzNdO3NdK3QfNfrSuPfF0Pn9254/P4Nnd+7Cqj3wHshMFfSTpLagGOB62tcp2pppmvN10zX3kzXCs13va40/n0xdH7vhsfv39D5vauAugm8JV0B3APsKmm5pJPMLAOcAtwGPAlcbWaP17KeldBM15qvma69ma4Vmu96XWn8+2Lo/N4Nj9+/ofN7Vz0yK5pG7JxzzjnnnKuQuunxds4555xzbjTzwNs555xzzrkR4IG3c84555xzI8ADb+ecc84550aAB97OOeecc86NAA+8nXPOOeecGwEeeLt+JGUlPRR7nFrrOkUkXSPpVZLuC+v2vKSXYnXdschx35T0jbyyeZIeCZ//SdLk6l+Bc85VXyO04+HzpZLuztv+kKTHBjnHs5J2zSv7gaQvSNpT0s8qXnHnKqSl1hVwdafDzPaq5AkltYQT7w/nHLsDaTNbAuwXlp0AzDOzUwY5/ArgOuD0WNmxYTnA5cDJwNnDqaNzztWJRmjHIxMlzTazZZJeW+KpriRow88Mz5sCjgYOMLPnJM2SNMfMnh9OfZ2rBu/xdiUJeybOlPSgpEclvSYsHy/pUkkLJf1D0hFh+QmSfiPpBuAPklKSLpT0uKQbJd0s6WhJB0u6LvY+b5N0bUIV3gf8voR6HibpnrCeV0kaH66s1Snp9eE+Ao4haLwJz3v8cO6Pc87Vuzptx68G3hs+P46+DhEkpSWdE9brEUkfCzddQRB4Rw4ElprZc+HrG/K2O1c3PPB2+cbmfUT53ti2NWa2D/Bj4PNh2ZeBO8zsDcBbgHMkjQ+37Q98yMzeChwF7AjsCXwk3AZwB/BaSdPC1ycClyXU6wDggYEqLmk6cCpwcFjPR4BPhZvjDfUBwAozexbAzNYQ9LpsNdD5nXOuQTRSO35NeF6AdxIEzZGTgPVhvd4AfFTSTmb2CJCT9Lpwv/gnmACLgDcn3Rjnas1TTVy+gT6ijHowHqCvoXw78C5JUQM+BpgTPr/dzF4On78J+I2Z5YAXJf0ZwMxM0i+B90u6jKAh/2DCe28PvDRI3f8fsBvw96BTmzbgr+G2K4C/SPoChY004bm3B14Z5D2cc67eNVI7/jKwTtKxwJPAlti2twP/Juno8PVkYC7wLGFniqTHgSOAr8aOWw3MKHL9ztWUB96uHF3h/1n6vncEvMfMno7vKGk/YHO8aIDzXkbQy9FJ0Kgn5RF2EPwyGIiAW83sA/kbzGyppBUEvSDvBl6ft8uY8D2cc240q8d2/CrgAuCEvHIBnzCz2xKOuQL4A/AX4BEzWx3b5u25q1ueauKG6zbgE2HeNJL2LrLfX4H3hDmC2wIHRRvMbAWwAvgK8LMixz8J7DxIXf4O/HtsxPx4SXNj268AzgOeNLMXo8JwYM5UYNkg53fOudGo1u34dcB3wnrk1+vjklrDeu0SpcCY2b+AtcC3KfwEcxdgwJlRnKsVD7xdvvzcwG8Psv83gFbgEQVTQH2jyH6/BZYTNIYXA/cB62Pbfw0sM7Mnihx/E7FGPomZrSLICbxK0sMEgfgusV2uBvagb1BlZF/gr2aWHej8zjnXIBqqHTezjWZ2tpl15226BHgCeDCs18X0/6T+CuA1BIF73FvC93Ku7sjMal0H1yQkTTCzTZK2Ae4nmPrpxXDb+cA/zOynRY4dC/w5PKaiAbKkC4CrzewvlTyvc86NNvXajsfeo50g/eRNw53+0Llq8BxvN5JuDGcOaQO+EWusHyDII/xcsQPNrEPSGcBMoNJzs/7Dg27nnCtJvbbjkTnAqR50u3rlPd7OOeecc86NAM/xds4555xzbgR44O2cc84559wI8MDbOeecc865EeCBt3POOeeccyPAA2/nnHPOOedGgAfezjnnnHPOjQAPvJ1zzjnnnBsBHng755xzzjk3AjzwdsMi6UuSLql1PapN0p2SPlJkmyRdJmmdpPtHuF63SPrQSL6nc84lkfQ1Sb8Kn8+RtElSutb1ioT1eVWt6+Gamy8Z7wCQtBTYFsgSLPt7M/AJM9s00HFm9n9lvMfXgJ3N7P1Dr2ldehPwNmCWmW2u1psk3T8zO6xa7+ecGxl57W/kZ2Z2Sm1qNHxm9jwwodb1iDOzuqqPa07e4+3i3hk2TPsAbwC+UuP6DImkkf6DcgdgaTWDbufcqPdOM5sQe1Q86K5B2ziiRvv1udHBA29XwMxeAG4B9gCQNEPS9ZJelrRY0kejffM+WtxRkkn6kKTnJa2R9OVw26HAl4D3hh/3PZz03pK+KOkFSRslPS3p4Nj7XCPpqnDbg5JeFztuaXjsI8BmSS1hvX8r6SVJz0r6ZGz/fSXdI+kVSSslnS+pLbb9bZKekrRe0vmAitT3JOASYP/wus6UdIKkv+btZ5J2Dp//TNIFkm4Kr+U+Sa+O7bu7pNvD+70qTOdJvH/xFBhJKUlfkfScpNWSfiFp8mBfG+dc/YraE0nfDdPZnpV0WGz7ZEk/DduxFyR9M0rvCI/9m6TvS3oZ+JqktKRzwzbgWUmnhG1Di6RjJD2Q9/6fk/S7InXbSdJfwnbsdmBqbFvU5rTE6rIk3PdZSe/Lq+OPwvb2qajdH+L17RzWaX14jVfFzhVvhyeHbeRLYZv5FUmpUu65c8PhgbcrIGk2cDjwj7DoCmA5MAM4Gvi/eMOY4E3ArsDBwFclvdbMbgX+D7gq7M15Xf5BknYFTgHeYGYTgUOApbFdjgB+A2wNXA78TlJrbPtxwH8CWwE54AbgYWBmWJdPSzok3DcLfIbgF8X+4fb/DusxFfgtQY//VOBfwAFJF2pmPwVOBu4Jr+uMAe5L3HHAmcAUYDFwVvjeE4E/ArcS3O+dgT+Vcv+AE8LHW4BXEXzMe37ePgVfmxLr65yrnf2Apwnao+8AP5UUdQb8HMgQtBV7A28HPpJ37BJgOkE781HgMGAvgk83j4ztez2wU1678H7gl0XqdTnwQFivbwCJ400kjQfOAw4L2/b/BzyUUMepwBnAtZK2HuL1fQP4A0HbOgv4UZG6/wiYTNBW/jvwQeDEvPMWu+fODZkH3i7ud5JeAf4K/IUgwJ5NEKx90cw6zewhgh7eDwxJOm2PAAAgAElEQVRwnjPNrMPMHiYIfJOCxCRZoB3YTVKrmS01s3/Ftj9gZteYWQ/wPWAM8MbY9vPMbJmZdRCkykwzs6+bWbeZLQF+AhwLYGYPmNm9ZpYxs6XAxQSNLwR/dDwRe68fAC+WeA2lutbM7jezDPBrgl+CAO8AXjSzc8P7vdHM7ivxnO8DvmdmS8Lc/NOAY9X/49ehfm2cc9X1OwWfwEWPj8a2PWdmPzGzLEEguj2wraRtCYLoT5vZZjNbDXyfsJ0LrTCzH4VtXQfwX8APzWy5ma0Dvh3taGZdwFUEwTaSdgd2BG7Mr6ykOQTt7Olm1mVmdxF0dhSTA/aQNNbMVprZ47Ftq4EfmFmPmV1FEPD+5xCvr4cg/W9G2Ib2+/QxrHsaeC9wWtjGLgXOpf/vtcR7PsD1OVcSD7xd3JFmtpWZ7WBm/x02YjOAl81sY2y/5wh6kYuJB6lbKHGAjZktBj4NfA1YLelKSTNiuyyL7Zujrxe+YDthwxv/RUaQqrEtgKRdJN0o6UVJGwh6k6OPSWfkvZflnbsSit2j2QQ97EMxg+BrE3mOYAB1/JfFkL42zrmqi9rf6PGT2Lben1sz2xI+nUDQzrUCK2Pt3MUEvb+R/LZrRl5Z/vafA8eHvbsfAK4OA/J8M4B1eWNbnkvYj3Cf9xJ8OrhSQZrda2K7vBC2s/HzzBji9X2BIDXwfkmPS/pwQpWmAm0Utpfx32vF7rlzw+KBtxvMCmDrMAUiMgd4YQjnskF3MLvczN5E0OAacHZs8+zoSZiLNyusX9L5lwHP5v0im2hmh4fbfww8Bcw1s0kEQXn0MeLKvPdS/HUJNgPjYsdvV8axy4BXF9k22P1bQXDfInMIPqJdVcb7O+caxzKgC5gaa+cmmdnusX3y242VBG1npF/bZmb3At3Am4HjKZ5mshKYEqaRROYUq6iZ3WZmbyPoOX6K4BPIyMy8NI45BO1Z2ddnZi+a2UfNbAbwMeDCKK87Zg19PePx9xzK7zXnyuKBtxuQmS0D/g58S9IYSf8GnESQHlGuVcCO0QCWfJJ2lfRWSe1AJ9BB/+m1Xi/pqDB14tMEDfK9Rd7rfmCDggGXYxUMKNpD0hvC7ROBDcCmsOfl47FjbwJ2j73XJ4FygueHw+P3kjSGoAe/VDcC20n6tKR2SRMl7RduG/D+EeTif0bBgKcJ9OWEZ8p4f+dcgzCzlQT5zOdKmqRggPWrJf37AIddDXxK0kxJWwFfTNjnFwTjQzJJqRrhez8HLALOlNQm6U3AO5P2lbStpHeFQXoXsIn+bft04JOSWiUdA7wWuHko16dggGj0h8U6gsA8/l6E6SNXA2eFbewOwGeBXxU7r3OV4oG3K8VxBHl+K4DrgDPM7PYhnOc34f9rJT2YsL2dIN9wDcHHfNMJeqIjvyf4uHIdwUegR4U52AXChvWdBLnTz4bnvIRgMA3A5wl6czYS9LxcFTt2DXBMWJe1wFzgb6VepJk9A3ydYJDkPwly5ks9diPBnODvJLgH/yQYLAmD379LCXqn7iK45k7gE6W+t3Oupm5QMGNR9LiuxOM+SJA28QRB23gNQa9yMT8hCGYfIRhAfzPBJ2Px4PSXBLNaFevtjhxPMAjxZYJBkb8osl8K+BzB75CXCcbT/Hds+30E7ewaggGSR5vZ2iFe3xuA+yRtIhgs+ikzezZhv08QfDq5hKCNvpygDXWuqtQ/rcq5+qTRu/iOc87VTDhN3kVmtkOsbCzBgMd9zOyfVX7/E4CPhCmGzo163uPtnHPONYkw9e5wBfN2zyToqc7vXf84sLDaQbdzzchXeXLOOVcxCpY/30iQupAxs3m1rZHLI4I1BK4iGEdzE/DV3o3B10/0n9/bOVchnmrinHOuYsLAbV44VsI551yMp5o455xzzjk3Ajzwds45V0kG/EHSA5Lm17oyzjlXTxoux3vq1Km244471roazjlX1AMPPLDGzKbVuh41coCZrZA0Hbhd0lPhcuIAhMH4fIDx48e/ftfXzK1VPWumI9NRUDa2ZWxF36Mvi7QwnTQpwVQJZYmlAxT1X8mmcP/k93CN5sEHHhpy+5beeq5Zz5bBdwzZphW3mdmhQ3mvetVwgfeOO+7IokWLal0N55wrSlLi0tnNwMxWhP+vDuei3pdgbvlo+wJgAcDr5+1tf7vvzlpUs6YeX/d4QdnuU3ZP2HPoovFbOXL9XgNkLZiyOx4op8N1ueLrc6XCUFmDRM/RdoufMTHw9tB7NBjbstWQ2zfLbKH9DSeXvH/nn786dajvVa8aLvB2zjlXn8KVCVNmtjF8/naCxaRczEBB9uqOwjGp08cOHHss21y40vns8TODJ8OYP6H/Ku5h2QDBc3ybySducEWkmjvL2QNv55xzlbItcF0YsLUAl5vZrbWtUmOJ9xrfs/oZANpTi3vLDpv9xoSDCoPc7lywqG9fT3ZfUJxKGN6VivbzXulhyVmuoCyl5g40CyT8QddMPPB2zjlXEWa2BHhdrevhnKtX8sC71hVwzjnnXGDbsX1j1trCnu5crBd8Szgwc1xsMObsCbOAvl7uuLTSBWWZXAYoMsgy1jubttIGVyYZqOfcEt7Ze9qbhIAm/wTAA2/nnHOuDh0+e3+gL9gupiPbWVA2Nj2m6P5R6kM2lhYRDb5MxeLfaGBmXJrCQN718bSSEqSa+48sD7ydc84559zI8FQT55xzztWDU+97qqDsA7tkC8oGm37wle4N/V5Pap3Q+zzqlY0PBIzSWVLxgZqKphPsE/WMJ814Uqp+s5+E7xtPP/G0k9FMnmpS6wq4xrFxzXLG9awjnd/gTpoB47auTaVcXcq9spbux++tdTVKJ9H++rei9uIfzzs3EoYyCV9bqrWgrCvbPehx/QPcwgA4msc7aRYUz9N2QyK8x7vWFXCNoatzCy3n70OarsKNU3aETz084nVy9cfM2HDzzaw641SymzK1rk5Zpr5zL6adc0Wtq+Gcc6OYIF3ZcQKSlgIbgSyQMbN5FX2DCvPA25Vky8b1TKGLx7c7gt0PPLpvw0OXw9K/1q5irm70rFzJyi9/hc1//ztjtu5h2//aHe24X62rVZIV3/sF2XXra10N5zh7v9dU5DxbtU0C+lapjP6HvplL4gMBox7sVL+VK8PnhR3j5aw7PyDvJW9C1enxfouZFa4+VYc88HYl6erYBMALE/Zk993e1bdhxYPwrztqVCtXLzqfeYZlH51PbuNGtn3/gUzpvhKdcjZMr0wQUW0v/vAXkCvMo3WuESRNGRiJ4uNMPPAOc7tbUy0FO8bj6SiPO77cfBSgD7aMfKOkoljC4kPDyV93g/DpBBMSt5xL0NWxOfhfbf03pNsg2524cpprDpvvv5/n3vd+yOXY4YrL2Xqbx9GsfRom6AZAYLnCqdOcc85VWEqlP0pjwB8kPSBpfhVrXhHe4+1K0tMZ9Hh3kTf4LN0KWNBbmPZvp2bTteRZln3ko7TOns2cBRfTmloLqx6Fw79b66qVRSnAA29XQyu2vFhQNmPcdsM+r3r/L5xJJJuwvLlinShRH3mpPdVJvdzO9Vf2ypVTJS2KvV5gZgvy9jnAzFZImg7cLukpM7tr2FWtEo+UXEl6OoMe707a+29Ihz3g2W4PvJvQS9//HmppYYefXUbLtGlw6/nB98Qe76l11cojYVkPvF3tbMkEbWxPrm82khYFber0sVML9n9o7aMFZXtts2dBWW8aSuzz7Z5w5cp43ne0X1KQPVhaSZJ6TCtJkpRW0ihpMg2p/FSTNYMNljSzFeH/qyVdB+wL1G3g7akmriSZri0AdJKQagJB4O2aypYH/8HG2//I1h85KQi6sz3wyNWw62ENN72k93g759wIkUp/DHoqjZc0MXoOvB14rMpXMCzeRelKkgl7vLcU9HiH88dme0a4Rq6WzIzV3/0u6WlT2eaEE4LCxX+CLWvgdcfXtG5D4jnersbGtYwDoCvbN1Cy3NSNpB7saFBlV7ZvKthoQGF8/u/elJSEYCe+dPxAS8bH65s4CNM5qPSS8dsC14Xfty3A5WZ2ayXfoNI88HYArFjyKM+c8H62+fpX2fOgwjSBbHfY4215CzV4j3dT2nTHHXQ8+CDbfe1rpMYFAQNL74aWMfDqt9a2ckOglCDr+amudmaM276s/eNpJVHA3Z3QDkcBeHz2jmjKwJbYrCa53gV0CqUS8sPjyg2u6z2Vo57qMvpUduVKM1sCvK5iJxwBnmriAFj51INsu7qbdV/+GpvWry3YngtTTTqK5ngnLKzjRiXr6WH1ud+jbccd2ero2B9pyxfC9ntBS1vxg+uVhCUMNHPOOVdB0cqVFUo1aUQeeDsAsj1B4DxtbYY7TzuxYHsu7PHeYvk53p5q0mzWXXEl3UuWMP0L/4tawh6zTDeseAhm1fWCYUUphQ+udA0rrXTQs50QsEhCEm2p1oJHDut9YAmP6Byxf72s72HhPyX8c65AkwfenmriAMj1BIHz86+eyKvv+Cf3/+5i9j3yY73bracDgC05H1zZzDLr1vHS+ecz/oADmPCWt/RtWPVo8KnHrDfUrnLDkRLkPNXE1b+VW1YVlMVnQonMGD8jeBIG0EoN3M82UPpHPMc7ZQmrWUbnKHExGg/Im5lgkO/F0a65r971inq8t/vc51k1vY3cN8/jmUV/7NuhJ8rx7v+32oa/P8bap8Z74N0kXjrvPHKbN7Ptaaf2/4W6PJxmtUEDb0k+uNI550ZCk/d4e+DtAMiGPd5jJm7FrB/+ABNs+MgnefC2XwGgng46rI3uXPCDkN20mRVfPJUXzvkFax6f6KkmTaDz6ad55aqrmXLccbTvvHP/jcsXwsQZMHlmbSo3XN7j7RqEJf6j4BFJSiVJK0VawZDJ6JF/XJmVGsbBrql4jrenmriAZYLAOd3Wzs6v+3fGXP4r/vXhDzHls2dx02E3sHHDMl7JTuYNK37Li8tvZdNf/0bP8uW0zphOZtUq7/Ee5aynh5VfOZ30xIlMO+V/CndYvrBh87shnNXEA29XB06976mCsm/v95re56WuZpmJTS0I/VNJohUr4wOKe5/HZpyIniWmhiT8uCSllQxHrWc/qfX7j06VndWkETX31bteuTDwbm0NloSfNXdv9vzNDax41WRedeMjvO6udezwt1YOvvt61t90M+nJk9nh5z9j8lv2x7LCMj6ryWj20o/Op/PRR9nuzDNJb7VV/42b18C6pQ2bZgJAylNNnHNuRKRU+mMU8h5vB/QNrmxp65sucOvtduDQG+4l09PN3889ktPHP09b+nBu/+/v9O6z5c4bgyddnSNaXzdyNt93P2t/8hMmH/0eJh16SOEODZ7fDVGOt/d4u9ob7Lvw5a5XCsq2bt8qYc9A7xzciUujFz5XfIBkYkd34cI4le7pdqNck3+/eODtgCCVAKCltb1gW0trG5NSOV6ZKCZ29/+1oPaghzzX1THAemauUWXWrWPFF79I25w5bHfaack7LV8IqRbYvqHWMOgvLej2Hm9Xe2fH0krKlZ9eApBOBS1zV0I6YItirXbCx/+9wfiQazS4gdI5ap3WUev3H5UkSDV3tFDVVBNJh0p6WtJiSacW2ecgSQ9JelzSX6pZH1dclGqSbk1e/KQl20GLQdb6D6KMAm/r6KhuBd2I617+As8d/z6yL7/MjO9+l9T48ck7Ll8I2+4ObeNGtoIVpFQqcSo055xzFeapJtUhKQ1cALwNWA4slHS9mT0R22cr4ELgUDN7XtL0atXHDay3x7ttTOL2lmwXLQa5YoF3lwfeo0nnk0/y/Pz5WFc3cy79KWP33CN5x1wWXngQXvfeka1gpckHV7rGEKWV9OT62uLouRJ6rXMJK7JGAykzsbIoJSU1yMC3pLSSpF7rxGO9B9lB0w+urGaqyb7AYjNbAiDpSuAI4InYPscD15rZ8wBmtrqK9XEDsGzQBLe0JgferdZJ2lJ092uqITUm6OX0wHv02HzPPSw/5ROkJk5kh19fSvvcucV3fukp6N7Y0PndEMxq4jnerpZ+99zfCsqO3OGAgrLnNj0P9F+sZma4WE48deSV7g3BfmFQPL6l7xOpKBTvN6tJGAzlYkF0yqJtfe8vGyB4jm8aIE+lX6A+Evksrn5E0wk2sWr+2TETWBZ7vTwsi9sFmCLpTkkPSPpg0okkzZe0SNKil156qUrVbW6WCQLqtraxidvbcl2kTQk93sH+1umDK0eD9TfexPPzP0brjO3Z8YrLBw66AZ6/N/h/9r7Vr1w1pVLgKd7OOVdlQir9MRpVs8c76Y7ldym1AK8HDgbGAvdIutfMnul3kNkCYAHAvHnzvFuqCqwn7PFuT+7xbrMuUjaWXF6Pt8YEgXfOZzVpaGbGy5dexupzzmHcvHnMuvAC0pMmDX7gsvth/HSYslP1K1lFSnuOt6s/Ua91knhQ0ppqBaA7ln7SNy93NFCxTzrs3S4ciknvEvMQ7+nuOzpaPj4V77dL+m0/WE+3a0re4V3dwHs5MDv2ehawImGfNWa2Gdgs6S7gdcAzuBFlmQxZQSqV/CFIO12kLFUYeI8NU026fR7vRmXd3az8+tdZf81vmXjIIcz4ztmk2gtnt0m07F6Ys1/jt6S+gI6rsaS0kqTAe4cJc0o637iWoFMkHaafpFU4k4TF2vP8QB2Sc7J7ywZJK4n2G3QRmgZvOlz5NEoHTZaqmqkmC4G5knaS1AYcC1yft8/vgTdLapE0DtgPeLKKdXLFZDJkB/huGGNdyFIYeakmvTneHng3ouwrr/D8SR9h/TW/ZZuTP8bM73+v9KB746pg4ZzZb6xqHUdCMKtJrWvhnHOjXBkTmpQTn0tKS/qHpBurV/nKqFqPt5llJJ0C3AakgUvN7HFJJ4fbLzKzJyXdCjxCkGF5iZk9Vq06ueIsmyVbZGrNXDbLGPWEgXdej3fvrCYeeDeaXGcnz3/sY3Q98SQzvnM2k9/1rvJOsCzK796v8pUbaamU93i7urNVWwnpXkX0DpIM5/aOp6ZEaSLxwZi5aKaJpL9A+y2qM0A0FD90gGTTeC94tfJ4k1LHRmvOcKOp0tfhUwQdt0P/oRkhVV1Ax8xuBm7OK7so7/U5wDnVrIcrQSZDrsifl50dmxgHyFoKAu+od9RTTRqL5XKsOPU0Oh95lJnn/ZBJb3tb+SdZdj+0jGnshXNCwawmta6Fc4PrTlgIpy0drL8Qnzowep4Kg+t4/nckHnj3Bqr9Uk0KRQF92gZOF7G+KLugbDjTCg6auuLqWjVyvCXNAv4TOAv4bGXPXnm+cqULZIr3eHduCQLvFC2Y8nq824IG37oLG3VXv1467zw23nor0//380MLuiGY0WTGPtCSvOhSQ0mlknv6nHPOVVQVerx/AHwBmFjpE1eDB94ukMmQTSf/MHR1bAKCwBtlyOaMdNg7HgXeOe/xbhgbbrmFtRddzFbHHMPWH/7w0E7S0wErH4b9/6eylasRpdMed7u6dcS1S3qfR/PN/+bdswr2iy9+Ez1vVfBrvivX11OeDdNP4t0o6TD9JP5bIHGAZPiDklNf73rKBhggVOoc4BUWBXcjMZOK98KXp8zAe6qkRbHXC8KZ7qJzvQNYbWYPSDqoQlWsKg+8XSCTJVck8O7u2AxAOtUG6qQnmyOdCrrH1Ztq4j3ejaD7uedY+ZXTGbvXXmz31dOH3vPwwoOQ64E5jT+wEgh7vGtdCef6i2Y1yWZji9qEP7Lrezb27Rg+nz5mam9Rfo5zWzjlIEB3GDMnBYzx49Q7FeHA7cSAKSSD/FwNFBgPGryWsPhO/ByVSHVxw6SyU03WmNm8AbYfALxL0uHAGGCSpF+Z2fuHUcuqau51O10vZbNFc7x7urYAkFYbUoZMbBCap5o0jlxXF8s/8xloaWHm985Fra2DH1TMsvuC/2c1+MI5IaVTnuPtnHNVV9kFdMzsNDObZWY7Esyed0c9B93gPd4uks2RSyf/HdbTGfR4t6TbwTJksn0RilrDwLvHA+96t/rs79D1xJPMuvACWmfMGN7Jlt0H28yF8dtUpnK15j3ergYeX/dEQdnuU3YrKPvVEdN6n0cznazuXFOw34sdqwvKJrSMLyhrDwdjxnu3c729wX2SeogH7AUfbNm8SnQ0D+PntFo93d6DXjoBavIuXw+8HQAaINUkEwXeqXaUy9IT/9iz3Xu8G8HLv/o16y6/nK1POIGJb33r8E7W0wFL/wZ7HFWZytUBpbzH29VCYRT50NpHC8paYwubvRA0x+w+Zffesihn+6XOtQXH9kSzmcR6D9ss+LQrF3v/VELwmJTJYQnPegPPfrMOhjnW6jetSb9tQ9HIUwJ6LnigilNI3gncWZWTV5AH3g4IUk2sSI93Jkw1aWsZA5kMmVwsQmkJvoWiJedd/dlw622sOussJhx8MNP/9/PDP+Ezt0H3Rtj93cM/V51QS9p7vJ1zrtpE7+QMzcoDbweAMsVTTbJdQRdLa8tYyGbIZPsPvlEL5DzwrktbFi5kxRe+wNi99mLmud9F6SJzRpbj0d/A+Omw04HDP1e98JUrXQ3Ee61XbHkRgL+sXNpbNrYl6MmeO2mrks43bUxf6ldPLmiTo3m/4zOe9PZ+D/ZNH27vP2V3NFtIn97e8sHiqRLjrWr3DFtSb/0IyCV8rJZWBdrkBhLM4+2Bt3Mom8OK/BWa6w57vFvHou4cXZm8ubzTKawnW/U6uvJkN2zghc9+jtaZM5l14QWkxowZ/kk7XoF/3g7zPgypUfQLI+093q7Wgm/AHSb0zYs/riVICZk2ZtsBj4yC9rhp4Qwn0QxULQkBXlI+d1wUrPcLThMW2omdpO9plGJSoRzvpHzzoa5OWav0jmZMK0nS5HG3B94uoGwOa0nu8Y4C7/a28bAZOjL9V05Ti7CM93jXm9Xnfo/M2rXseOGFtEyZUpmTPnUjZLtgz2Mqc746oVQKCL6P1eLNonPOVYv3eDtHEHjn2pOnl7Mw8B7bPgGAjp7O/se2eI93vdmycCGvXHUVW594ImP33KNyJ370NzBlJ5i5T+XOWQ+iFJxMd++4BTc0ktLAIuAFM3tHrevTKGaM277f/3GrO/pmMHmlex0AmzObesv6lofv6zxpSYXjb8LpX5M6ngf7kKdvGfnYsSpcaCdHLiyL94wXni9aQCc+4DKpF3i09gynmn06DxjKPN6jjv+GcQCksjkyRXq8yQSB9ti2YFqqzrwe71Q6hWV8Soh6kevqYuXpX6V15kymfeKUyp1444vw7F3w5s+PupZT4awRlukZpb/yR9SngCeBSbWuyGgxobVvSsAtmWDMTTw1ZEJrsFJ2PJ0klws6Q6L86/gMJkl539HzpNlN4pK2Jq1wGZUNtqhOFIQn7VePs4DUY50ai1CTD670P78cAKmsYUUG3qmngy3WzpiWYJXKzkz/5eHVmsYy3uNdL9ZecgndS5ey3Zlnkho3rnInfuy3YDnY8+jKnbNOKB32QWR8WszhkDQL+E/gklrXxTlXf4LBlaU/RiPv8XZA0ONdbDpBZTroUjttLcGgn/web7WkyPV4j3c96Fm1mrWX/JSJhxzChDcdULkTb14Dd30X5uwP03at3HnrRfhHp+V9b7uy/QD4AjCx2A6S5gPzAWbPmT1C1Ro9poaDJuNLwL/YsQqAeJdIvJcc6DeDSdRrG83/DX092al0W+IxfUWFgyvV+39pkVK/nvFoypQaBVm+jPzI8xxv5wh7vFuSe7xTmQ66aGNMscC7NY11+5QQ9eCl836IZTJM/9xnK3vi274EXRvhHd+v7HnrRO80i1nv8R4qSe8AVpvZA5IOKrafmS0AFgC8ft7e3nDkiedzRwqCaAafEm9LNhyLEwbK42PnSFnQyZKNTW8XnS2T6xson06a1aT3PQsl1SkpNaNU/WYwSUrxSAjgyg2kyw24PUAfplHck10qD7wdEATeFEk1SWU66E619/awdGbzU01asC3e411rnU89xfprr2PrE06gbc6cyp148R/hkavgwC/A9NdW7rz1JOrx9vnoh+MA4F2SDgfGAJMk/crM3l/jejnn6oj3eDsHpHIGRXq809lOujWmN8e7Ky8PVi0t5LLecVVLZsaqs88mPWkSU0/+WOVO3LUJbvwMTN0FDqzAqpf1KlqSu6dr4P1cUWZ2GnAaQNjj/XkPuss3WA9xNAiyPd3eW7b9uO0A6M71tc0dmQ6gbxaSbKwnu3cp+FgAFKWQWLwXPOrxTgiUKj0byaCL2ljCfkMM4Gq1gI4LeODtHAMH3i25TnpS7b2pJl15gytTrWl8bGVtbbztNrbccy/bfulLpCdPrsxJezrgqvfBK8vgxFugpX3wYxpUNHe3eaqJq5HfPfe3grIjdyhtnMYLW1YC/YPm6WOnA5CxIODuigXlvSkksSUpo7KkPID4eaNAfrAZTIaTYjKSPMd7ZAlo8klNPPB2gXSWovMXt2Y76U6P6+vxzubleLe1Yt7jXTOZl1/mxa9/gzG7786U44+rzEl7OuCK42DJX+DdF8EO+1fmvHWqb1YTTzWpBDO7E7izxtVwztUb0fTTCXrg7QBIZwfo8bYutqS3ZmzvdIL5gytbyWWBXHZ0LSPeIFZ985tkN25kzs8uq8yqixtXwXXzg6D7yAvhdccO/5z1Lsrx9h5vN4KOvO7Z3ufLlo4F4PSjOso+TzS3d1xbODtJtvfjyL7OkaQFd5L09XTHZzAJU1L69YwnzH4ywHzXpc7tPVineZQeM1DqwlCXlR8un++7uCbPNPHA2wXSOcisfJTlix9j1s79Vzpsy3WRTY9lTGsQeHfnEgZXZhXMCOGB94ja8Ic/sOHmW5j2qU8yZpddhneyXBYWXQp/+gZkOoKge6/jK1PROtc7q4nP4+1GUDwonLXDVgAcuUPfqrCvdG8oOObn/1wCQE+uL3p59w7B7I1tqb6pAKOFcMa2BAF9Z6ZvxUJOt+kAACAASURBVOFoGsH+qSH9j4uXDRYnlT2DycAxe2I+d/579d+9tJxtozCgH2hmlMHe1w2FPMd7oI2SxgDvAN4MzAA6gMeAm8zs8epXz42UdA5aUxleWvJQQeDdbp3kWsYwNszx7s4fXNnWhuUE2W5oHTNidW52mTVrePHMr9O+22vZ5iMfGfqJzOCpm+DOb8OqR+FVB8Hh58LUnStV1foXpppYjwfezjlXLdECOs2saOAt6WvAOwny9O4DVhNMEbUL8O0wKP+cmT1S/Wq6aspmM6QMlDIyHYU9LO10YS1jGVukxzvVG3h70DJSzIwVX/oSuY0bmXHZpai1dfCDCk8CT98Cd34LXnwEtn4VHH0p7H5U07WMvSk6/j3sRtDvj3pVQdmJf1ra+7wrE6SCnPOmvl/Vm3qC5/Ee74ltkwCY2r51b1kur9e2JRX7dZ8w+2tS+knv84TFd1L90k8Ke7xL7S0vMiF4v/PG9+vXS5+QRjLQtpJ7rZNOm5gdU2Y6jQN8VpOBerwXmtnXimz7nqTpQAUnC3a1kukOPoKUINexvmD7GOsOeryjwDub3+PdimWFZbq8qRkh6375KzbfdTfbnv6V8lNMzOCZW4OAe+XDMGUnOPLHsOd/9fb8Np3elSt9cKWrrXi8mApznTOxFSaP2Sloh+NpJV1hGskLmRW9ZduP3x7oixdb1JcGaAqC7Gy/2UrUb/9+lVFhkB2XS4jkk34XlByMJgTZA+3XLz98gHSXAXPBG2QWloYnSNVgcKWkWcCxJGRwALdYfOqeKiv6W9bMbhroQDNbTdALXpSkQ4EfAmngEjP7dt72g4DfA9EIk2vN7OuDV9tVUk8UeKcM69zYb1s2k6FdPdA6jnHh4MqeXH7gHU4z17Wl+pV1dD79DKu/+10mHHQQU44vIwe7pxMevRruuQBeegqm7AhHXAj/9t7mDbhDvbOaeI+3c85V1UjPaiLpMmAmcCNwNv0zOA4FvizpVDO7ayTqM+hvW0k3UPjBy3pgEXCxmXUWHgWS0sAFwNuA5cBCSdeb2RN5u95tZu8ou+auYnq6o4UWwLr693h3dmxiPKDWvlSTnvzpBNuD8lznFnxoZXXlOjtZ8fnPkZo0ie3P+ubgH9llM7D0Lnj8OnjyBuhYB9vtCe++GPZ4D6SHkKIyGkU53t7j7Wrs03tvLCgbm94+9jwYLLkinLsb4OWu4NfwjhOn9pZ1h+101ELEe7ejHuoUsbSS3nSRuOJzXPdL5UjoLR9wEOQgncvq6/Iufo7YeRLnFA/rFK9n0iwoiT3dJfa4ezpJ+Sqd4x2mPd8FtBPEtNeY2Rl5u51rZo8lHP4YcK2kNkYwg6OUbq4lwDTgivD1e4FVBH8p/AT4QJHj9gUWm9kSAElXAkcA+YG3q7FMd5CzrZSR6t7Ub1tXx+Yg8G4bx7go1cQKB1cCWEfhlFauslZ/5xy6/rmY2T/5CS3bbJO8Uy4LS+/uC7a3rIW2CbDLobDPB2GnA5suh3swvbOaZD3wds65qhGkKvv7pwt4q5ltktQK/FXSLWZ2b7RDkaCb2PZuYHElKzWQUgLvvc3swNjrGyTdZWYHShpoZpOZwLLY6+XAfgn77S/pYWAFwRLDBeeUNB+YDzBnjqeVV1o2nJc7lYJ0d//elq6OIBBX2zjSqTRmKTIFPd7BTCbW6akm1bTxz39m3eWXs/WHPsSEN7+pcId1z8E/fgUP/Ro2vACt42HXw2D3I2Hn/4DWsSNf6UbR2+PtqSau/kwfO7WgLN7jPak16PyY3Nq3am00WLK355fCnt94h206zAFP7AGO9xonxEy9024nzO092GqWg00PmLBx4HMoqrIVnKvcwZVJ9YiXDTYPuktS2ekELfhCRz2GreGj5IR9SV8bYDxjVZQSeE+TNMfMngeQNAeIWoHu4ocNNFa514PADuFfKocDvwPmFhxktgBYADBv3jwfAVFhUY93SkZrpn+Pd3fYi51uGxcUWAs9eT3eqd7Au/yFH1xpMi+9xMovfZn217yGaZ/7bN+GZQvhyevhX3fAqscABUH2If8HuxziwXaJemeF8VQTV2N7bbNn2ftt6gna6fggx9ZwFpMo2MzSN0AzG5bFA8feYKjUgYr9gt2hB1IDBsOD/bYfICUkaSn4Zp9No16U+WWYKmlR7PWCMCaMnU9p4AFgZ+ACM7uvjPM/UFZtKqCUwPtzBF33/yL4Nt8J+G9J44GfD3DccmB27PUsgl7tXma2Ifb8ZkkXSppqZmtKvQA3fNGsJqmU0ZYfeHeGgXf7eABkLWRyyTne1uE93tVg2Swv/O8XyHV0MPO755Bqa4M1/4TbvwpP3wypVpjzRviPM4O87a1mD35S11/U4+2pJs45VzWi7MGVa8xs3kA7mFkW2EvSVsB1kvYYLL0kduwN5VSmEgYNvMOAeC7wGoJ79lRsQOUPBjh0ITBX0k7ACwTTuPSbgkHSdsAqMzNJ+wIpYG35l+GGo6/HG9qz/fO0e8LAu6W9r8c7k+sfnKg96FXNdXmPdzWsuegittx7L9uf9U3ad9oR/ngm/P08aBkLB38V9p0P7RNrXc2G1jurifd4uzq0uqOwL+rZjct7n3fngt7sXSfv0FvW0hp8TyelQ0Rl8W3Dm/e6cNrBwhm9Y+9PhVI0BpgsvOze7YSe/qTe8lJTYwa7d027Oqaq98mDmb0i6U6CmUp6A29JP6L/N6IBa4A/m9lfq1KZAZQyq8k44LMEKSEflTRX0q5mduNAx5lZRtIpwG0E0wleamaPSzo53H4RcDTwcUkZgjkVj7WBZsR3VZHpCQdXyhib6x94Z6LAe0zY400L2fzBlWOCwNu6Eie4ccOw+b77WXPBhUx61zuZ/PY3wy+PDAZO7vW+oId7wrRaV3F08B5vV8dOvOGVgrLTD+r7VZm1aL7vvrY5lzctcb/c5DDAi+/TuzVhzu50PCWlN78jFjwlBu3F9cu7LjHFpaSl4PPOU4wSrrEe5vFulmC8wrOaTAN6wqB7LPAfBFMGxi0qPJKtgXMkXWVmA3UiV1wpqSaXEeTA7B++Xg78hmA+xAGZ2c3AzXllF8Wenw+cX2plXXX8f/bOPE6K6urfz+llVpgFBnBGEEEGFxABRTCKiEZQElFfZDG+AcGooLwSYuISiaBmEaMm8mrkRQzizwXUiETDpiIGDUhQMUFFB8SwIwzLDLN2d93fH7V09XRNdw/0TA9DPfO5n+m+devWqZ6e6tOnvvecUKAGD/riyiwi5SJBIze334h4i/JFXNwBJMPQeLuOd1IJHT7Mrp//nLTOnSkcPxR55hI9Q8nVf4I+N6TavBaFWbnSXVzp4uLi0rgkOeJdCMw3dN4e4JW6gWGllKMsWkRmA/8gtnoj6STieJ+mlBotItcDKKWqxF2h0KLQAgE8gFcU2aoKpWmIR49waDV6xDstM0bE25CauIsrk8u+J58iWFrKqT8+E8/C/9IrTN60AgrPSbVpLQ9zcaUb8XZphngdNLF92p5lPT4SNAImKjqSbO5pr34ZUua89soLVjqQqC7HqKtDHu+IzcZvj8O+ERKOY4k4O1SuNBeYNrh0e0RilIbt61jN06EQosfpzoGN5hB1bwqSWUBHKfUvoM9R7luVCnc2Ece71gjfKwAROQ09b6JLCyEUqMWHvrjSJxoVFWVkt84DQAvoznRaZitAd7yjI96m1MR9WySLms2bOfjSi+SdKWTuWgDn3wrfnw5p2ak2rUUiRiEhFQrFGeni0ji88Z8Po/qu6XwhAH+97rSobTWh8PW2lU+/I+n1hD/SzbU4tcZieHsBHa+hsXbM+GF33hN0is10gk7yE+Xg0MYrglN3vPGk3u2OBXTqFNKJR0TaQ4dUhE5fQuI51w2lJcpK6iLSPMpIiIgPvQ7Njnhjk00ijvd0YBnQSUReBC4EbmxMo1yallDAuDCL/naoLD8Udrxr9UhKhuF4e8SHVjedoBENV7Wu1CQZKKXYO/1ePN4Q7c4Jwo/fgi4DU21Wy8YqGe9GvF1cXFwaj+Tm8U7oiCLlRKv/q4D3gVub1BgSy2rytoh8AgxA/843xU3317IIGNlIqrxZwCEqyw5A0akAKMPxTs8yHG/8Dosr9WiL5ka8k8KRFx+n4uONdLjQj2/yEmjTNdUmtXjEZ0pN3Ii3S/NjT+V3UX0nZbW3Hh+siV58mW1EwUNGxhO71+E1KrU6lXh3KpDjVB7eSULitMjSqQR9PJylLU5d8Yvk2KPSDY2CHwuJRr5PlAWVdpJcuTIuSqlmlfarXsdbRPrW6TLLZJ1iFNT5pPHMcmlKair13N21Xv29WX0kfBGXQBWaEtINHbcHH1odpZHpeKuaWPWUXBJB7f6C7574P9LapJH/2ArIK0y1SScG1uJKN+LtkhpMWYkT1aHo9TP2FIMBTQ+GpHvTrb5ao8906+wOnumMKpuD50vQUbT2cJKVJFgl8mgcS6cUf7HGNXRMvHmdth+Lc+0kZzlRKmE2B6lJKokV8X7M+J0BnAd8hv4/1wv4CHCoWe1yPBIwysIH0/Vyw7UVtuhJoJJq0sjymHlf/dEab0OGomrdiPcxEQpy8MHx1JZ76fTHXyOu091kiJtO0MXFxaXREUnu4spjRUQ+VUod1eLMo6Vex1spNRhARBYAtyil/m087wn8vGnMc2kKaiuNcsOZbSAAgcrD1jYJVlEt6Rjlc/Dip5Y6BXQsjbcb8T4WQst/x/4PD5Hdq5jsoVen2pwTC3+a/tuVmrikGHsk+5vy7VHbT219MgCby7ZZfWYe7zPzukSNN0vH2xdXmtHWRCUX9qista9te6JulFP03QlvjEWTTtgjxXUXPDpFkWNFoO3bnRZc2nF6/RLNTHIiSkxMmlNivKZ2uiGxxZVnmE43gFJqo4j0bkSbXJoYM1e3t3UBHICgzfH2BKupJXz70iM+NOosrjSlJq7jffTs+pT9c+YSCmTR/sFHm9WF6UTA1Hi7WU1cUo2TQ5bhDX9Un5Spa7t3Veyx+gJadHYNE5/oem6/xx8+humc2itNWvITGxL1IHoTYYdRiyoOGKkFd5JXOOmunbTbsXBKT1j3mPUab2w20xDWh7LOJ44j71BN08mhdsrIkqic5njH00wi3iJyIfAjpdTtTXncRBzvL0VkLvAC+lvqv4EvG9UqlyYlWGUsoMztAAdAqy6ztnlDVdR4wo63T/woVed2fFoaoFC1bvGRoyJQRe28mznwdSa5w39IxhlnpNqiEw+vm8fbxcXFpdERSanUxAgc/wgYBWwFXm9qGxJxvMcDk4ApxvO/A083mkUuTY5mpAHMzDsJAGVzvD2hGgISdry94ker43iLCOIFzY14HxXqnQfZ+24p4s+h3c9+kWpzTkjciLdLc6FDZjvrsblYsiJQYfWZUhR7lDtgZC4J2q7NAeU1+qLLvvsM+YmTvMLeZ0Z37dFoM4Lt5Do5ZklxHGcPBzdsEaZTtDxWVNtRIhKnqI8TTq+FUx5vm6G2hydGYZxEEJp+caWIdAfGANcDpcBCQExJdVOTSDrBauAPRnNpgYRMxzunLRUqA6ktt7b5tGoCnozwc/GjJDoqKF5QATfi3WC2/p3yV//MkV1taH/XT/F3aB9/H5fk43XTCbocHxysKQVg3f6wM5fh1R+3yzho9fm9+rqFVn49W5XdATVTDTpWUnQsVBONirM9PLDhTqejxvoonde42UqswkGOO9drW0PQHPYxJUAnIimQUm4CVgNXKaU2GzZMbWojTOrNXSMib4rIVSLid9jWVUQeFJEJjWueS1OgjAI6mbltqJAsPDXhiHd68AgBb5b13OvxA/U53u5t+gZRfZjQgkns+bQNGWedSZuxP061RScskqY7KW7E28XFxaVxEZGEW5IYAewB3hORZ0TkMhJfE5x0YkW8bwZ+BvxRRA4A+9BTC3YBNgNPKqUWN76JLo2O4Xi3yimg0pONL3DE2pQf2s/BnNOt5z5JA9EIaSG8nvA3dvEKqtZ1vBNGKVh8O3tXVxCqyeaU3/wG8SWi/HJpFNwCOi7NkLy0HADSbAsjzZze3VqH07f6DM2smc8bIM2QqZjl4TWJjro6SSW8DllAnAva2PKC1x8sP6bsHY7ZRxyeOTpoDoscnSZRUv9CTvtCSsftiebdjiVJOdEQaGqJt1JqEbBIRLKBa4CpQAcReRpYpJRa0ZT2xEonuAe4C7hLRE4FCtFLbH6tlKpsEutcmgQV1C/WrfML2OvJxh80CurUVNNGHabESF8F4ZXxAS0Q4Xh7vOIWH2kI/5hF5fvLOfxNAW1vnkDGmWem2qITGjGkJkpzHW+X5sOGUj2hmD0VYMfsIgDObZdj9VUF9Y/kI7agScjUextOabrt5rWZwcMnYRfAcixtTqxT5o1YTrhTRhTH8Y7Fd+ybTR15bK/ZyogSQ5ISt3Klozw8MQ14vLSE1r4Jph1s6dlMwNB4p2hxpVKqAngReFFE2gAjgXuA5uF421FKfQt826iWuKQOw/HOysqlxteKjKAuNdm/61uKROHL62gN9RmOd61WSwZh7bf4xJWaJMrW1ai3Z7D3q9PwndSagttuS7VFLm4ebxcXF5cmoak13iLSSil1xN6nlDoA/J/RHMc0Fu69bRfEiFR709II+rJJr9Xzwx7a+y1FQEbbTtZYy/EORWYwEZ+gBd3baXEp3wOvjaf8YGeqd1ZQ+Nv78GRmptqqEx4r4u063i7NEI/NUXmuZDcAIRXum3TmKUBkdDdUJ/uUkyzCKQuJXUKiHKLWsSK1kdscossOJBr5jbWo0TGrSQwizkfqz53tFOl3kufEPUfDPi1iPp0TpUy8nRSUqVgsIhuAxcDHRuQbEekKXAKMBp4BXmsKY1zH2wUJhdAEvF4fQX9rsjQ9dVXlvv8AkNPhVGtsmkePDAZCdcrGez1uxDseWgj+8hNUVQXfbexEenFrcq8enmqrXMAW8Xa/PLo0H3q3PTuq791dnwHOTnOHzA5Wn2YVxNGdPbOCJUBA06/VQRX+ounkeJr6cCf5iRMSkSVFRzlIPRz3PQqZRUyn3fjlUQ4Fb+I46qYUJ6IwT0z5C1HjGnK8E4rkLppMCKXUZSIyDLgVuFBE8tGzRHwF/A0YZ8irm4QGOd6GsZ2UUv9qJHtcUoBoQYLGtUlLa022IeEPHNwBQNuicBliv+F412p1I95elBvxjs37j8C3qzmYMYHAzmV0nD0d8Z64KaWaE+LxgChX4+3i4uLSyKRC462UWgIsafIDOxDX8RaRVcBwY+wGYJ+IvK+U+lkj2+bSREhII2T4fyo9hyypIRioxVO2kzKyyMnJt8aaq+trgjWRc/g9aBVuxLtevlkF788kdPoo9v/vOrL69aPVoEGptsrFjuBGvF2aFWaxnMpguIDOyC5tgEiJwrfl+t3JdFtp+Y7ZukTQjHybUW5IvDT5scRprX3t0V6HlNnhqvR2OUudbRxF2XWVXOcuvPg09vGt8Q5R7hM5d7dJKgroNDcSiXjnKqXKROQnwDyl1HQRcSPeLQhPSCNk3lHM0IstVJQfJq1yN6WeduTYxvoNLWx1MDLi7fF5CQbdypWOVOyH12+BgmL2b+lE6OCHtL/rLut2WyAQYMeOHVRXV6fY0BObwP8+xXcZPkq//DLhfTIyMujYsSN+f1S5AxeXo8LMZALwzi7dac7xh53mSwr1K3K2L9vqCzjcqTGdQq/h7IVsshJTa2x3BE1HPkJeUWe8vS+eU+xUOCemI+8wXotwcqOPZVXbjHC8zXEO2VKM3xG6ahU5l32fCI13jAqYcbO+OMyXyPiWSgoK6DQrEnG8fSJSiF7X/r5GtsclBXg0Dc24DnkycwGoKDtA65q9lKdFVlI0q6FVRUW8XamJI0rB4slQdZDq7/2BAzffTd7IkWSe3dMasmPHDlq3bs2pp556wl+QUkmVFsLXKh1/5+KExiulKC0tZceOHXTp0iX+Di4uLi4nOuI63ok43g8Cy4EPlFL/NFaBljSuWS5NiWjKinj7MvVoSvWRQ+SH9nMg96yIsemGxrsqUNfx9qGF3AUkUfxzLny9FDXkt+z90wK8rVrRbupPI4ZUV1e7TnczQKBB99ZFhLZt27Jv377GMsnlBMfv0d+QOWnhxezpXj2N69by3Vaf+bY9OTu8uLLWKKZjRa1tixw9Rg0Ge58pjbBHg52K6SgHIUii1y6nqLWlO4iQpDQsaux0jPAO9iwt9ZeHd45GNxwnGY/5mh5t2fuWRorSeCMij6IrNz5PjQU6cR1vpdSrwKu259+gl990aSHoEW/9QuzP0vXcFQf20JXDfG0rngOQZkS860pN9MWV7kUlgu82wYpp0O37lJWeQuX6Jzlpxgx8+flRQ12nu7nQwLRk7t/NJcnYM5n0bqv/NrXeADUhXZJWbUt9WW5klMpJC49rk6ZfZ7L8uiTF7lD7jcI5TvKTCFe7gU7xUREj44eTnMVZVlI/Eicji7ndnv3EzGpix6xiKRFadEunEt1nw549xsTr4IwnmkbxeJan6BrvlPkKm4A5IuID5gEvK6UON7URcRNIisg8Eflz3dYUxrk0DR6FtbgyvVUeABU7NwLgzavjePvqk5r4cbi2nLhoIXhjEqRlE7rkYfbOfISMHj3IG3ldqi1zZNmyZZx++ul069aNhx9+2HGMUoo77riDbt260atXLz755JO48z733HNMnjw52eailOK+++6je/funHnmmcyaNQuAw4cPc9VVV3HOOefQo0cP5s2b57j/1q1b6d+/P8XFxYwePZraWv2L5OtLltOjRw8GDhxIaWkpAFu2bGHMmDFJPwcXFxeXExGRxFsyUUrNVUpdCIwFTgX+JSIvicjg5B4pNolkbn8LPc/h34B3gRwgoeo+InKFiHwlIptF5J4Y4/qJSEhEmqdX0oIJ1NYgGmjGvZ+MVrrGW/ZtAiCzbeeI8RlWxDvS8fak+VCu1CTMR/8Huz6BKx9hz6xnCB06ROGvH2qW6QNDoRC33347S5cu5YsvvuDll1/miy++iBq3dOlSSkpKKCkpYc6cOUyaNCkF1uo899xzbN++nU2bNvHll19ajvFTTz3FWWedxWeffcaqVau48847Lafazt13383UqVMpKSkhPz+fZ599FgT++OyfWbt2LWPHjuWll14CYNq0aTz00ENNen4uJy4bSv8d1YIqYDUx8iD3bHOq1U7PzeP03DxqQyGrVQYrqAxWENSCBLUgPo/PagEtQEALoKGs5hGJKNQD6NHoBHJQK6VF5OuOO97hx+m4yt5sI80mVov+ccJ87Ww7Oh5fOTTN/FHh5ngM80fCre552c/NPp/5twqpkNVaGgJ4RSXc4s4n0klE3hORL0XkcxGZEme8FzjDaPuBz4CficiCJJxeQsR1vJVSf7G1F9EXWfaMt59xck8BVwJnAdeLyFn1jJuJriN3aWIqj5TpjrdXvzhk5eipqnLKNwOQe1Kk453uTQegpq7UxO9HhcQtFABw8D+w8tdQPITy7/Ip++ubFNx6KxlnnplqyxxZt24d3bp1o2vXrqSlpTFmzBgWL14cNW7x4sWMHTsWEWHAgAEcOnSI3bt3R42bN28e3bt3Z9CgQXz44YdW/759+xgxYgT9+vWjX79+1rZ9+/Zx+eWX07dvX2699VY6d+7M/v37o+a18/TTT3P//ffj8eiXsPbt9UXAIkJ5eTlKKY4cOUKbNm3w+SIVdUopVq5cyXXX6d/zx40bxxtvvAHot+NramqorKzE7/ezevVqCgsLKS5ObMGli0tjUBOqsVqtVkutVsvuyj1Wq9GC1GhBTs4+yWpmyLAqWElVsDLhY2kRP7pTfjQhyLCTG25hJzrs0Jo4OuFHc9wYDriTsxsyG+Fm4kGs5rSv2RdxDOPHPs6LBy8ePBJusVAOjnm8LxXHDQIeUQm3BAgCdyqlzgQGALc7+ZoAIvI4utxkGPBbpdS5SqmZSqmrgD5JOsO4HE3lymLglATGnQ9sNjThGN8mrgbqhtL+B/gL0O8obHE5RqoqDkdEvLNb67rAkwPfAlBgK54DkG5ITarrloxPM9KpBQKQltaIFjdzlIK3pgIQGvgAe26YSPrpp1Nw6y0J7f7Am5/zxa6ypJp0VlEO06/qUe/2nTt30qlTJ+t5x44d+eijjxIat3PnTgoLC62+3bt3M336dD7++GNyc3MZPHgwffro17MpU6YwdepULrroIrZt28bQoUP58ssveeCBB7j00ku59957WbZsGXPmzIl7Tlu2bGHhwoUsWrSIdu3aMWvWLIqLi5k8eTLDhw+nqKiI8vJyFi5caDnnJqWlpeTl5VkOuXkeAPfdcTtDhw6lqKiIF154gVGjRrFgQZMFQlxcXFxaPMmUkCildgO7jcflIvIlcDLRvibARmCaUsrpm+j5ybMqNokU0CknfFdHAXuAuxOY+2Rgu+35DqB/nblPBq4FLsV1vFNCTUVkxDsjM5uA8pIjlRwmm1xDemKS6atncaWRx1irDeA9Wsf7u01w8Fs4/Yqj27858PUy2PIuXDGTvbNfJHjgAJ3+bzbSjL+MON2lSLTscd1xH330EZdccgnt2rUDYPTo0Xz99dcAvPPOOxESlrKyMsrLy/nggw9YtGgRAFdccQX5DotP61JTU0NGRgbr16/n9ddfZ8KECaxevZrly5fTu3dvVq5cyZYtW7j88ssZOHAgOTnhbPT1nofA9y/8HsPGTgBg/vz5DBs2jK+++opHH32U/Px8nnjiCbKysuLad6IiIhnA34F09M+X15RS01Nr1fGFU5n4/xwJf5TOL9G/mJdVp1t91xfrCy6zfOH3pvk+N/9Fvbac3Uqi8187Luyz/lcccnI7FJJxyiBil6CYWz0RybUT88KcYp/RyyyjsZ+XlY/cYbFoor6g/TULL0iNLv5jJ+SwWNOLQ950IwDWEiUmdhroeBeIyHrb8zlKKcfojIicih65zaFlYQAAIABJREFUjo4c6dyglIpYoygi7yqlLmvKRZaJZDVpfZRzO720dd+TfwTuVkqFYmUHEJFbgFsATjklkWC7S6LUVJqOt3ER8HiokEzyOMIBTzty64wPS03qLK5M1x1LVVMNrbJJGKXgswXw8TzYbvyvjHgWzj4O5f5KwerHIO8UKoI9OPz6E7S99VYyznK86+VIrMh0Y9GxY0e2bw9/sO/YsYOioqKjHlff/7KmaaxZs4bMzMyI/qORJ3Xs2JERI/TkStdeey3jx48HdJnLPffcg4jQrVs3unTpwqZNmzj//HAwo6CggEOHDhEMBvH5fI7nUVlZyfz581m+fDlDhgxh8eLFvPTSS7z44ovcfPPNDbb3eMTQSvZUSt0sIr9SSiUidK8BLlVKHRERP/CBiCxVSq1tXGtbNu0yCqzHPs8hANpk1dr69Ov31vJvrb5TW0V+VlaFwgW6TEfR61BJMcIRNJ3niO0GTmn6ItJ7RBewsTY5zOh41XC6NjgFBRzmdkxd6DCHJ4bLbbfTlIdoDmdkl44oB6fZ6TVwzJxiZFbx2FXAx7mypC5CwhISk/1KqfPizivSCl098VOlVFmdbRlAFroTn0/4Vc0Boj/EGpl6hUYicobxu69TS2DuHUAn2/OOwK46Y84DFojIt8B1wJ9E5Jq6Eyml5iilzlNKnWdG0lySQ21lGaIJyrbor1J0x7ksvX3U+Ey/4XhHSU0Mx7s6cS0hSsHy++CNiVB5AIb8Gjr116UaB//T0FNJPf/5EHb8E+3cSex+4CHSOnem4LbULUBMlH79+lFSUsLWrVupra1lwYIFDB8+PGrc8OHDef7551FKsXbtWnJzcyNkJgD9+/dn1apVlJaWEggEePVVKxMpQ4YM4cknn7Seb9iwAYCLLrqIV155BYAVK1Zw8OBBa8xll11myUDsXHPNNaxcuRKA999/n+7duwP6F/N3330XgL179/LVV1/RtWvXiH1FhMGDB/Paa68BemT76quv1jcanwePPPIIU6ZMwe/3U1VVhYjg8XiorGzA+/v45zTCdy0TCsAoHXPxvd9o7sIPFxcXC2lAS2g+/Uv+X4AXlVKvOwy5FfgYfUHlJ8bjj4HF6GsRm5RYEe87gZuBxxy2KXR5SCz+CRSLSBdgJzAG+FHEJEpZAmIReQ54Syn1RnyzXZJFsOoIooHyhr+DVXmyIATVWYVR49N9uqSkNhSI6E/E8VbGam4xNbfvz4S1T8H5t8KVM/UoxJlXweyB8PrNcOMS8B7NMoQU8cEfILsd+/9RRmD7dk55fj6e9PT4+6UYn8/Hk08+ydChQwmFQkyYMIEePfTI++zZswGYOHEiw4YNY8mSJXTr1o2srCzHVH2FhYXMmDGDCy64gMLCQvr27UvIyDc8a9Ysbr/9dnr16kUwGOTiiy9m9uzZTJ8+neuvv56FCxcyaNAgCgsLad26NZqmsXnzZtq0aRN1nHvuuYcbbriBP/zhD7Rq1Yq5c+cC8Ktf/Yobb7yRs88+G6UUM2fOpKBAjxYOGzaMuXPnUlRUxMyZMxkzZgzTpk2jT58+3HTTTfBNCaDYtWsX69evZ8aMGQDceeedDBgwgLy8PGsR5gmCAjJFpCcNiAoZC+Y/BroBTymlPqqz3bqD2emUTtETuESx/cg26/EPO+nuSIEtCr6/Wl+MXGvL7V1pLKg0qw0HbNdsv0e/jnts133z65FT3utES6I7EXe0sg5sdWl1otYRttikK5YtMaPg0eXunSPk0ecdWejHNC46Uq0cIrj2HjNnt32+hOUkiSQrP85oYMQ7JqK/YZ8FvlRKPe40Rin1BPCEiPyPUup/k3bwo6Rer0YpdbPx+6jyGyqlgiIyGT1biRf4s1LqcxGZaGyffTTzuiSXYFUZHg2ULxzxrvG2ghBoraId7zSvD6W81NaJeJsOpqqqP9Pk7vumUb5iBa0GDybn1ACt9vwZOfcGuOLh8IUz/1T4wePw+k902cYliSwnaAbs/gw2v0N18e2U/vYF8kaOJPv8JlurccwMGzaMYcOGRfVPnDjReiwiPPVU/ODA+PHjLemHnYKCAhYuXBjVn5uby/Lly/H5fKxZs4b33nuP9PR0Nm7cyIgRI6KkKQB5eXn87W9/i+ovKipixYoVjnYtWbLEety1a1fWrVsXsb3GeA8WFRXx1ltvWf0jR45k5MiR9Zxti+Yx4Dbgx8AvE91J6ffae4tIHrBIRHoqpTbats8B5gCce14fNxoegw2l/wZgT1WF1dfZqLWQYVSwBPAZjp3ftpC42pCWmE6sT8If96bMwVFCYsN0SuNl4QjP4VBcpp7t0ceK3RcuVmPXZzvMa0lcEquw6fTlwnzNvE6igLrpAalTAdThPOpLPVjX9rC0p+X+WzRCfu4L0a9R/xaRDUbfL5VS1gVfRC5VSq0EdorIf9WdoJ4oeaNRr+PtZJydRAw1TnxJnT5Hh1spdWO8+VyST6jmCB4NsDnetV5dauLLj45G+b0CWrTjLWm6461VVzkep+qzzzj8+utk9DiDI28voaw6RHqH0zj5xz8lvU7WCXqNhK+W6I53n/+G3JMd52xWfPBHVFoOe/66GW9uLu1/fmeqLTpu2LZtG6NGjULTNNLS0njmmWcA6NmzJ48/7hjAaDxa7uddg1FKbQPqrb+QwP6HRGQVcAV6NgEXFxeXpFauVEp9QPz7AYOAlcBVTlMAzcPxJmxge+B76EYDDAZW0cSGujQOqqbccLzDb4WgvxVUQWZB9EJWn9eDUj5qtTqOtxnxdpCaKKXY+/BMvHmtOaX3x3h61VKe/yP2vLyWraNG0+G+X5J33XWR0Yjvz4Av34S/PwJXPZGMU2089vwbPl/EYf/VVH22jsLf/AZvbt1lqS71UVxczKeffppqM4CWHWlqKCLyMvqHUisgVyk1KIF92gEBw+nOBL6PXqfB5RjokBnOVnJS5kkABLSg1We+b9PqBjGA2pC+EN7jDV9fvRL90W/OYY/OWov8HMPh9sWV+m97XDdWBN0x8h0n00jMiLiD/MQ544nTvEaE3GEhp11CIsphX4fFp04LQh2vKg7RbTlBrj+J3T9JHmZmJaVU9K3YFBBLajIeQETeAs4yciUiIoWkQIzu0jiomgpEA/zht0IoTU+9ltuhc9R4n0dA+aIj3um6HMDJ8S5fvoKqTz/lpMHpePPaw48WktP2NDLHfMfue+5hz6/up+yvb9L+rrvIPNuozZTfGc4bD/98Fr53B7Q9LUlnnGSUghXTCHnz+G7JZjLPOYfca6PWB7scD5gJU10AUEpdbz4WkZ8muFshMN/QeXuAV5RSb8XZx6UenFIL/vFz/W56SAu7gCNO1eUnQRXWcYc1xNEOtc/RASWqz5SkiC13oCfKsQUx5R0R/nSsIKSDZtxBwqEi9OZE9TnPHP+fOJYjHG8uu4MeS4vuiO0YplbdyWn3emJXOG6ojKe5kcyId8OOK1OAeUA58AzQF7hHKeWsT2wkEvnicarpdBvsBbo3kj0uTYzUHsGjSUTEW0vXHe+Coq5R4/1eDyi95HDEPFbEO1JqotXW8t1jj5F+akfy2m2FC8NOtL99ezrNnctJM6ZTs2UL344cyY6pUylbtozQ4cNw8S/Alw7v/Sap55xUSt6Gb1ax77sLCB04SIdf/Sq8eNTF5ThGRIYZbTj6B1RclFL/Ukr1UUr1Ukr1VEo92Mhmuri4HEcI4JHEW5KZYKQaHIKu5hgPPJz0o8QhkZQRq0RkOWDedhwDvNeoVrk0GRKowFtH4935+5NY/+8zOS87OoOYzyuOiyslXV/oU9fxLvvbEgLbt9Pppj5IbRb0uDZyP4+H/DFjyPnhDymd8wwHX36Z8qXLwOMhs28fcrpcRut/LsJ/4U+hsFeSzjpJhIKwYhpVgS4cfPdf5I0eRWbPps/D7ZIkkrzipwVg5m6tIbGiaS5NQNCIdO8qDy863nBgBxApSWmbrq/VSfPoQZF0n30xpv7RH7Hoz5R32BZSOhbVcTLKkoYc/f9QZKTdaSGlJ2qc0/HqRqHFaWGobV7HYmEO9pnzOkbBI2yKntdpAWes/OYRch/D/ojjHueZTlIV8Sb8ig0D5imlPpNYRWQaiUQK6Ew2FloONLrmKKUWNa5ZLk2FN1ipC/NsebyLupxBUZczHMf7Pc4Rb0+GfsFXNZGOd8UHH+AtaEt27d/hrGsg3TkdsLdVK9r/bCrt7vgfqv71L46sXs2Rd95l76sl7KUDOSXj6TB7Cb72HY7hbJPMJ8+h7f2K3ev64GsvtL/TXVB53HMUxXxaIsaHUa5SalaqbXGBrw9/bT2+oL0uITmcV2r1VQZ152zbkXBhsxojtWBxjp4JMqJypeVEhjGrSUZojq3qk9GZROyFZ2JnK4mTitBBJ+30XxhLMx7rv1aL0H+bh7QVvDF+R1afjHaAw3M4ZCFxGOeYkcVhHnGS2Di83nV2jrLluKFxItmJ8rGIrAC6APeKSGtwqGTUyCR0T1wp9bpSaqrRXKe7BeENVuINERHxjoXPK6C8BOourszQoyladbg6mlKKirVryT6jCAmUQ58b4s4vPh9ZffvSfsoUur75V7q+9SZtrrqQsk0VbBk6hIMvv3xUlQ6TTuUBWPkb9u84i5rteyl88AG8rY+2yGvqWbZsGaeffjrdunXj4Yed77wppbjjjjvo1q0bvXr14pNPPok773PPPcfkyZOTbS4rV66kb9++9OzZk3HjxhEM6gvNVq1aRW5uLr1796Z37948+KCz0mHr1q3079+f4uJiRo8eTW2t/n5etPxtevTowcCBAykt1R2bLVu2MGbMmKSfQ3NG6f9k/UTkelNykmqbXFxcjn8E1aCWZG5Cz9TUTylVCaShy02alLiOt4gMEJF/isgREakVkZCIlMXbz+X4IC1oSk0SK1SjS018EYt4wLa4sibseNd8XUKotJTsnD2Q3wU6X9hg+9K7daPDI3PpOvF0MnIr2PPAg+x7zKmmUxOz8iGqdlVQuq6M3GuvpdXFF6faoqMmFApx++23s3TpUr744gtefvllvvjii6hxS5cupaSkhJKSEubMmcOkSampyqlpGuPGjWPBggVs3LiRzp07M3/+fGv7wIED2bBhAxs2bOD+++93nOPuu+9m6tSplJSUkJ+fz7PPPgsCT8x7jrVr1zJ27FheeuklAKZNm8ZDDyVSLb3lYBQ+ewf9g6kdYdmJSwooq62ytVrKamvp0jrPam3SfbRJ91ER9FpNGT8hFYpqGMXMvOK1mplgWTn8xMNpn4T3VVpUMxFbCx/L1pRCKYWmNKvVncM8V4yxSik0LWQ1c7yGslpDEfFYzem86tqmlOb4+ohIVAu/FtE/xytmLu9EWjJR+htjL3CWiFwM9ADyknuU+CQS8X4SuB4oATKBnwApr/zjkhz8WhUeDSTBiLcpNQlGRbxNqUnY8a5cuwaAbO9G6H3D0f8XiZB+42xOGVpLXu9WlM59lgPP/7+jmysZ7PoU7aN57P7XqfjaFtDhnuNb/rpu3Tq6detG165dSUtLY8yYMSxevDhq3OLFixk7diwiwoABAzh06BC7d++OGjdv3jy6d+/OoEGD+PDDD63+ffv2MWLECPr160e/fv2sbfv27ePyyy+nb9++3HrrrXTu3Jn9+/fXa29paSnp6elWmfjLL7+cv/zlLwmfr1KKlStXct111wEwbtw43njjDf2jzOOhpqaGyspK/H4/q1evprCwkOLi4oTnbyH8Qik1395SbdCJjEfEauleL+leL35PmtVy/Ho7M89ntQ4Z2XTIyKY8UE55oJyqYKXVgipEsB5nPJ5jZ21z8I4c97U5viZ2J9dsdofaEct5jnZePYjVzB/TyY5wYh2/XJhOvM1pT/C1CJ93uDk51HVtE8Ry1CO/dBg2O5yHvZl/P3s7nvCISrglExGZCXwITAN+YbSfJ/UgCZBQmFMptVlEvEZFsnki8o9GtsuliUjXqgg0MOKN8hKsm9UkU1/IY3e8K/6xhrQOufizd8E5o4/N0JxC5MqHOalqEiHtPPb+7nf42hWQc+WVxzZvQ9E0+NvP2bepAzW7y+k059Hk5uxeeo+eFzyZnHQ2XFn/wu2dO3fSqVO4WFLHjh356KOPEhq3c+dOCgvDFU53797N9OnT+fjjj8nNzWXw4MH06dMHgClTpjB16lQuuugitm3bxtChQ/nyyy954IEHuPTSS7n33ntZtmwZc+bMiXk6BQUFBAIB1q9fz3nnncdrr73G9u3bre1r1qzhnHPOoaioiEcffZQePSIXvJaWlpKXl4fPeM+b54HAfbdNYujQoRQVFfHCCy8watQoFixYENOeFkpPEbnN3qGU+lOqjHFxcWkZCOD1pEwueg1wulKqJu7IRiQRb6tSRNKADSLyCLAbyG5cs1yaCn+oEo9KR3z+xMZ7PSjNR1BFLqIML67UI+EqEKDyn/8k53Q/tD8L8qKL8TSYc65Hdn1KkTaHbVXnsuvue0gvLia9W7djnztRNrxA5af/4sDGAvLGjD6uJSYmTpp5x5X+CYz76KOPuOSSS2jXTlcmjB49mq+/1heGvfPOOxESlrKyMsrLy/nggw9YtEhfOnLFFVeQn58f014RYcGCBUydOpWamhqGDBliOdF9+/blP//5D61atWLJkiVcc801lJSUJHwe3//eBfzgppsBmD9/PsOGDeOrr77i0UcfJT8/nyeeeIKsrKyo/VsgB9GrTR6/97NbAGbJ+O9s9RHyjCrBW8vDd4Va+9MAaJveyuo7WKOXmW9lbPPYbnCbiwZDWjhS6vHo/0Px5CGxiuBEZt5wyoHtsI7NsYy7+Tuxt5/9OhQuquOwgNTMLuKQ6STeYkjrfGwmeRxfg6hhtlLwtj7jt/0VMV8f54WwzWBtU5JI4UXlG8CPnqkpZSTieP8YXZIyGZgKdAJGNKZRLk2HX6sG0hOWmpgFdOpqvEk3HO9a/f1c9e+NaJWVZLcqg9NuTI6xInDFw3iO7KVj8E2+2dOVXXfdzakLFyD+xL44HBMVpYSW3M+ujzvg71hEh1/8IvnHiBGZbiw6duwYETHesWMHRUVFRz2uvuxMmqaxZs0aMjMzI/qPZrHsBRdcwOrVqwFYsWKF5dzn5ORYY4YNG8Ztt93G/v37KSgosPoLCgo4dOgQwWAQn88XcR6mJZWVlcyfP5/ly5czZMgQFi9ezEsvvcSLL77IzTff3GB7mzsi0kMp9bmta5dS6u8pM8glgnYZ4f+Z3DQ97lVWWxo1rioUvuPoN+oJ5KXpX2Sd0tvZ+zyOafesHRy2JZZWL1GUw97OCT1svU6VI+ts8ziMj6i6GdOo2IVq6jr5UcezNjscJZZ9Npw0514rteJx+L24EbTbDaASPYj8LjbnWyl1R1MaEVPjbVQf+41SqlopVaaUekAp9TOl1OYmss+lEdm07m0yjci1JCg18Xp0qUmo7uJKXxriVWhGxLtizT9AhOyCCjjt0uQZ7fHCtXPwnX4BJ/XeQ/UXX7D/6dnJmz8Wb9/P3n9AoFxRNHMmnuyWceOnX79+lJSUsHXrVmpra1mwYAHDhw+PGjd8+HCef/55lFKsXbuW3NzcCJkJQP/+/Vm1ahWlpaUEAgFeffVVa9uQIUN48sknrecbNugV+C666CJeeeUVQHeiDx48aI257LLLdBlIHb777jsAampqmDlzJhMnTgRgz5491ofcunXr0DSNtm3bRuwrIgwePJjXXnsN0CPbV199dcSnwSOPPMKUKVPw+/1UVVUhIng8HioroyuzthCsRRMi8hP0IIv5/IQI8bu4uDQ+Quo03sBfgYeAfwAf21qTEtPbUkqFRKSdiKQppWpjjXU5vqiuPEL20jvYhe6UJCo1EREEX5TjjTcN8SiUkZatcs1aMk7OwZtdCp2/l1Tb8WfA6BfIOTSII3uC7P+//6PVJYPI7NWIBXa+/ZCyv77G4W/a0HbSLWT17dN4x2pifD4fTz75JEOHDiUUCjFhwgRLFz17tv6lZuLEiQwbNowlS5bQrVs3srKymDdvXtRchYWFzJgxgwsuuIDCwkL69u1LyMgnPGvWLG6//XZ69epFMBjk4osvZvbs2UyfPp3rr7+ehQsXMmjQIAoLC2ndujWaprF582batGkTdZzf//73vPXWW2iaxqRJk7j0Uv3L3WuvvcbTTz+Nz+cjMzOTBQsWWFG9YcOGMXfuXIqKipg5cyZjxoxh2rRp9OnTh5tuugl2bAVg165drF+/nhkzZgBw5513MmDAAPLy8njjjTeS++I3H+wxqNuUUnNtz1cD5zaxPS6ES8ZXBsPSvr1VewHo3CqcjCHDp383qgiUW31K9P+7iuARAPye8DU+0xf9XUpzkDnEyhedqEsUNwruFDk3A9Px5lYxSrY7yuXqL9PuGIZ1KFkfIWsx9rVHpc0ItlNxIqe7CvHqtzi/ZsYvm2N6PEW/UxXxVkrNF5FM4BSl1FepsSIxqcm3wIci8legwuxUSj3eWEa5ND4bnr+LAWoXa/o/St5rjzdIquHBT0gFIztNxztQS9W/N1L52We0PRvd6fZnOs5zTGS1gVHz6XDgSir2tmfXL+6iy+t/aZwodLCWwMs/Zff6NmT2Opt2t90Wf5/jjGHDhjFsWHSqZjOSDPoHxFNPPRV3rvHjxzN+fHRq1IKCAhYuXBjVn5uby/Lly/H5fKxZs4b33nuP9PR0Nm7cyIgRI6KkKaA73r///e+j+idPnlxv3vAlS5ZYj7t27cq6desitteKgIKioiLeeustq3/kyJGMHDmy/hNuGcTyjxKq9+DSNJgO9OayvVafz6Nn+E33hJ3msoAeBDnJ+PfJS0uztpl6b7tzqBHtHDpVXIwlP3Fy/pwL38QmrH+OdiyddOTKwUE21+9pEbkI65d8xLLDjv01i3Uezg56dDEfpy8Bdofa64mWgVpfOJTNwuPH78aTIr26iFwFPIqeJrWLiPQGHlRKRd/ibUQScbx3Gc0DHL8VQk5wamuqKVn/LlqoluoDu+i3+yU+KriaLr0u5CCP40lQagLgwYcW5Xj7Ea/iyKffcGjMGHxt8sk96XM47ZYkn4mNk/viveYRikp/zrb3guz53e8o+vWvk34YtfoP7FxSCt4cih57rGn05CcQ27ZtY9SoUWiaRlpaGs888wwAPXv25PHH3e/3TcRJInIj8BnRH+EtZ1WXi4tLykmhxnsGcD6wCkAptcGoWdCkJFIy/oGmMMSlcfn0r0/R//NwFb/d0o6zxv6Rw9/9BwCPP62+XaPwiB+NaKmJx6eoPVRB7rXX0uHKznhX3gXdLkuK/fVy7jiyt39E2z1vUvraX2h10UByrhiavPn3fc3+p5+ial82RTMfIM2WTs8lORQXF/Ppp5+m2ozjKmLUCMwAzkOv4tZRRD4HNhmtIMZ+Lk2MGXHdUh7++A5qepQ6Pz2sCK0I6AGCvDQ9SBIhaTAe2jOdmN6QPcrsVWYWEIfIsy167JgFKfJQEX1xy8jHkH84L660L5aMzGYSL/uKdWrxMjlJ9IJPp6i1Obf9zoEZ6Y68rRS9t7LG23Kea8Ho41pzh8f5SCxBQqoRFJJ87XaiBJVSh+u8X5vcmMTDnC7HNVrVIQA2XvY8vrRMCrv3pXVuG0p36DKnRBdXAnjFTwCNkBYK3wbz+jnp3MNwzo/InvhbeGUctC6Cdmck/VyiuPIR2m1dQ8W+anb/6ldknt0T/8knH/u8mkbl7FvZ/+8scq74PjkOCw5dWhJywsZ2lVIRydNFpCPQCzgbcLObpJigFr7DWGsULyvKDGcw2VGp60m+q0q3+nL8+j7mWzpkm8NMI5juDY9PNIVfoukEY8tOoh9F/Os5OvLRx3Xqi9rTwXm294UMp9irohVVEdptS1dtO0KMzC4hB1mJ3TZrbntGFNOhth1DM/5WEbIbU2oS8WXq+HC8EfCkLsixUUR+BHhFpBi4A32hZZPiavdOFEL6xfqMAVdyRv8h5ObrQaygkf7Pk+DiStA13hD+ANA7vWSfFCK7uAC0EHyzSs9m0hT3lNJbIaOe5eQBpVBbybYJNxHY+90xTxv6YA673tiBvyCPkx76bdxFMC7HNyfyn1dELhDbG1wptUMptUQpNVMp9d+ptM3FxaVlIaISbknmf9DLxNcALwNlwE+TfZB4xA1zisiFSqkP4/W5NHOCNYSU4KsjKQkFdee5IVITr+hvm9pQLZk+28I3b5ru4H++CKoPwelXHLvdiXJyX9KuvpdOlb9l+wfCtnHjOOX5+fjbtz+q6dTeL9jzu98TqEyj85yn8LZ2lze0fE5gzxvGAX8Ska+AZcAypdSeFNvkYnDEyEwCEDCqBndqZb8m6dlMKoLhqGdumu60hIzVhQHbupx0h0I2jpmtLXlFdA7wiH0dIrDKJvaIhZNr5TRfeOFh9LgI9YmZVcQmbDHxKAdbzIWP9gWNRuTZXmBROUSoYxIRaTfzbie6a3RGFHGwJSL67/SaNUOE1EV8lVKVwH1GSxmJ6Av+F+ibQJ9LM0ZCtQQcVGChQK3+j9CABYNe0ccGtGidN4EqWPWwXq3y9B8cm9EN5XtTyNr3NZ14jW1/19g29sd0fuFFfAUNlKhWHmD/naMo25pGwS03knWum0nthKB5f141KkqpiQAicgZwJfCciOQC76E74h8qpUIxpnBpRGpD4buLlUH9LqXd6TqllV44qjwQHnfYLGYWMiQnNmfOlAg6VpK0uUWWg5egM+ek+45XcdExW4m5zSmZiv0Y4QOHx8WwNZYl9uObOvp4spuYtkdkh4kcD7YiODZ7TXmKvaJo3fHGAY9rmlrjLSJvEuNVa+qsJvV+8TBuPd4JtBORn9naDDhOVPwuYbQAAYfvWSHj4uxtUMTbkJqE6qR29/rhi8VQWgKX3AueJv5e6/HANX8ia9xvOWXQAQI7trFt3I8JHT6c+ByhIAfv+y/2rw+RO+RYjLeDAAAgAElEQVQiCqbe1Xj2NiMmTJhA+/bt6dmzZ71jlFLccccddOvWjV69evHJJ5/Enfe5556rN73fsaCU4r777qN79+6ceeaZzJo1C4DDhw9z1VVXcc4559CjRw/HXOMAW7dupX///hQXFzN69Ghqjfzzi1a8TY8ePRg4cCClpXplwC1btjBmzJikn0NzRCm1SSn1B6XUFcClwAfASOCj1Frm4uLSUvA0oCWJR4HHgK1AFfCM0Y4AG5N3mMSIdV5pQCv0qHhrWysDrmt801ySiYRqCUp0VDtkREgaovH21et4p0HFd3BSLzjzqqM39lgQgfNvJuvuxXT8fpDarVvZfuMNaBUVcXdVh7ZzaNpV7Fm2h+xzTqPwsT81+9t2yeLGG29k2bJlMccsXbqUkpISSkpKmDNnDpMmTWoi66J57rnn2L59O5s2beLLL7+0HOOnnnqKs846i88++4xVq1Zx5513Wk61nbvvvpupU6dSUlJCfn4+zz77LIjwxPz5rF27lrFjx/LSSy8BMG3aNB566KEmPb9mwveBG4H26NXeXFJEli/b1tLJ8qXX2Z5Bli+DmlDIagdqfByo8ZHh1VuaJ81qmgqhqRAhpVnNRGxNWS38oxk/9j4nlFJRpdLNvojmMIcYP3ERiVqcoZSmR/KVqlcWEmG7OYc5Xik0VJ0zVLbXIvp1EYefyOPpTVOa1UIqREiFCKig1YKa3uxHtf4e4rGax2h2QmgRCzqbM02t8VZKva+Ueh/oo5QarZR602g/Ai5KykEaQL2Ot2HoA8AAo1S82R5XSpU0oY0uScCUmtTFdLy9/vSobfXh8zgsrtQn0X8P/mXqV6p1Op9W96+gaEgaVZs2s3389WgODhgAVQepmnsH/7lqMLsXfUvmaSfRcd4rJ1S+7osvvtixQqSdxYsXM3bsWESEAQMGcOjQIXbv3h01bt68eXTv3p1Bgwbx4YfhpSD79u1jxIgR9OvXj379+lnb9u3bx+WXX07fvn259dZb6dy5M/v3749py9NPP83999+Px7ir0t7Q8osI5eXlKKU4cuQIbdq0wVcnY49SipUrV3LddXr8YNy4cUZFSr0sfE1NDZWVlfj9flavXk1hYSHFxcWxX8CWyVVKqVFKqdFAEy7YcIlFuidNb16v1Q7UHOFAzRH2VWtWM0tuZ3p9ZHp9lsOsEe1s27E7lqbTZ8dj/ES4mRLdrPlsTnaiODm7li2mo2xzlp2dYqPZjm86vXYn28Tu2JrYHWXHLwjGeLujbDrApmMdUiHLoba22f4G9mOY5+jFYzXLyXb6YnAUr22qkQa2JNNORLpatug5vNsl/zCxSUTjnS4ic4BT7eOVUpc2llEuycejBeqJeDdcauIX3UmvDFRGbsjIhZPPhe7N5DO6TRdyfrMSJT9k19ISdt8ymqI//wUxnDVVuoWK5x/iwJsfULHLj7dVFoW/nEzuDTch3tSoqWaum8mmA5uSOucZbc7g7vPvPuZ5du7cSSdbHvOOHTuyc+dOCgsLrb7du3czffp0Pv74Y3Jzcxk8eDB9+vQBYMqUKUydOpWLLrqIbdu2MXToUL788kseeOABLr30Uu69916WLVvGnDlzoo5dly1btrBw4UIWLVpEu3btmDVrFsXFxUyePJnhw4dTVFREeXk5CxcutJxzk9LSUvLy8iyH3DwPBH45cSJDhw6lqKiIF154gVGjRrFgwYJjfu2OUzJF5BTjcSOUhHVxcTkR8aQuj/dUYJWIfGM8PxVoxCp/ziTieL8KzAbmAg1aXCMiVwBPoGvC5yqlHq6z/Wr0W5gaEAR+qpT6oCHHcEkM0QIEJfrPrQX1BZINcbzTPK0AKKsti9ww6nlIb536aLed7AJyZ75LsPYHfPfuJnyTR1Bw2+0cfnYmh/6xlZrDfrytsmn3kxG0mXRn45ScbyE4RVXqSnE++ugjLrnkEtq104MIo0eP5uuvvwbgnXfe4YsvvrDGlpWVUV5ezgcffMCiRYsAuOKKK8jPz49rS01NDRkZGaxfv57XX3+dCRMmsHr1apYvX07v3r1ZuXIlW7Zs4fLLL2fgwIHk5OQkcB7CZd/7Hj/4yU8Qj4f58+czbNgwvvrqKx599FHy8/N54oknyMrKiv9itQxmoKffAngwxjiXRqYqVGU9NiPVGd5wRqkNB/SsJ99VZVh957TRr+1+r/7FM2DL453uEFcws4DYN4UXNNo6jX95+/++lUmknih6QzH/R+0RZlNaYV9c6eS+RX36OGRGcc7PHX38iLzbDgsu68o97MeIh1XoxzbeZ+Ti9tSJutvH27H/DbzHSXZoEYU3RY63UmqZkb/bLDCySSlV09R2JOJ4B5VSTzd0YhHxAk8BlwM7gH+KyF+VUl/Yhr0L/FUppUSkF/AK4RfEJYl4tAAh6td4e9MSl5rU63i36XL0BjYmadm0eeJtArcO48DKTRxYNRk0Ib1TewrvuJmckTfgSUv8i0djkozIdGPRsWNHtm/fbj3fsWMHRUVFUePq08VrmsaaNWvIzMyM6D+a26QdO3ZkxIgRAFx77bWMHz8e0GUu99xzDyJCt27d6NKlC5s2beL888+39i0oKODQoUMEg0F8Pl/4PMIpEqisrGT+/PksX76cIUOGsHjxYl566SVefPFFbr755gbbe5zSQSn1CwARGQBsTrE9JyyZNifbzERSGQyvWwkaKQMzvGHHt7UhlfMab2x7AR0cHNu680M4Q0ikO60/89gKzjjO45Dy7liIlZ4w8vh1KkzGcdSV47jEigSFEkz0YzrSdofa3Nd+BHNupy8wEccy/i7p0jw+txpKKmNzhqP9WeosSGzR6JsicpuIFIpIG7MlsN/5wGal1DdKqVpgAXC1fYBS6ogKf+pmc9wnyWm+eLRagp5ox1sLNDzinWE63jVlcUY2H8Tnp8OcZbS54lzyB/fh1AUv0PXtf5B3w/hm43Q3d4YPH87zzz+PUoq1a9eSm5sbITMB6N+/P6tWraK0tJRAIMCrr75qbRsyZAhPPvmk9XzDhg0AXHTRRbzyyisArFixgoMHD1pjLrvsMl0GUodrrrmGlStXAvD+++/TvXt3AE455RTeffddAPbu3ctXX31F165dI/YVEQYPHsxrr70GwPz587n66quxPgI1xSOPPMKUKVPw+/1UVVUhouu/KyvryKtaNtfaHrtlW11cXJJCCjXezYJEIt7jjN+/sPUpoKvDWDsnA9ttz3cA/esOEpFrgd+hr5xv4sTPJw5eFSDkoPHWzIi3ryGOdzYoOFzbgDR9zQDxeunwxxdSbUaz5Prrr2fVqlXs37+fjh078sADD3DTTTcxe/ZsACZOnMiwYcNYsmQJ3bp1IysryzFVX2FhITNmzOCCCy6gsLCQvn37EgrpkZpZs2Zx++2306tXL4LBIBdffDGzZ89m+vTpXH/99SxcuJBBgwZRWFhI69at0TSNzZs3Oy76vOeee7jhhhv4wx/+QKtWrZg7dy4Av/rVr7jxxhs5++yzUUoxc+ZMCow87sOGDWPu3LkUFRUxc+ZMxowZw7Rp0+jTpw833XQTsl9fKLpr107Wr1/PjBkzALjzzjsZMGAAeXl5xiLME4YOInIa+vU++taGS0qoNmQnZYHwHfKurXWJwt6qcN+Xh/S+9kZp+U7ZYbmV410pB8mFFQWOUcIdnCPDMXNcOxR+SRT7fLEK98SaNWaJeft2u5wmulaPs3TFjLg75PGOyJtu2R4d/7RnJzElJPZjmPvW2mppmMf1OwTYmlt2rhRqvJsFcR1vpdTR6gec/tJRr7ZSahGwSEQuRtd7fz9qIpFbMATwp5xySt3NLgng0YKEYmi8fQ2Qmvh9fqQm47iKeLvE5uWXX3bsnzhxovVYRHjqqafizjV+/HhL+mGnoKCAhQsXRvXn5uayfPlyfD4fa9as4b333iM9PZ2NGzcyYsSIKGkKQF5eHn/729+i+ouKilixYoWjXUuWLLEed+3alXXr1kVsDxpXrKLCQt566y2rf+TIkYwcOdL5ZFs204DbjcfTU2mIS5iw4MJWeMXBea3RDIfNkCh4HWQOXpsj6HGqrmhVroxnU8N0zfEkHNbhE3TQI8YlYEv88zHGOchP7LOHdeexj6E5SEhMmyOlJuYDm5xForXlTpIUUxbksf7ezbPcSioj2SLyF+DPwFLlXD2qSYgrNRGRLBGZZmQ2QUSKReSHCcy9A+hke94R2FXfYKXU34HTRCSqzKBSao5S6jyl1Hnmoi2XhuFTtYQcvgmroK7786VlRG2rD79HEJUVrfF2cTkKtm3bRr9+/TjnnHO44447eOaZZwDo2bMnjz/+eBNaYnwcHEepuRqZa4E2Sqm7gbGpNsbFxaVlYKa6TKQlmaeBHwElIvKwUam3yUlEajIP+Bj4nvF8B3qmk7fq3UPnn0CxkSdxJzAG/YQtRKQbsMVYXNkXvWhPaeLmuySKVwXRPNFyElNq0pCIt8/rAS3TjXi7JIXi4mI+/fTTVJthvx+cUjOaEacRlgu2TqUhLmHMhZbV3nBdgu+q9ccBLRxLK8zU+3KMGg1B++JKB2JFih2SmsTFilDbdogV6Y4nXYlFrGwqTjILJ2mI/Ryd5jPnUY5RcIcFnHECqrHO2y4/Cd8liLBGt902znps3qVoZvISO6myTCn1DvCOiOQC1wNvi8h29CqWLyilAjEnSBKJON6nKaVGi8j1AEqpKkngL6qUCorIZGA5eoaiPyulPheRicb22cAIYKyIBNDLeI5WDRV8uSSEVwXQnDTeZsS7AQV0/F6BUNZxp/F2cYmN+cGqtdhFPQ1Eoefy7omr8W42BAxdr/2TMt2jywp8aco2Tn98sFbXfeenh+9qhtP/hTNleB2kiDhoqMNa8GiHsaGSE/0QiTno8eapb1+7S+HkusSy2CldoP2YsRx0zcmhjnNepvrBflxTMqLZdN/m3PZxZirCZGWRaUySVZHy6I4tbYH/Bn4MfAq8iF69chxwSVPYkIjjXSsimRjvT2OxTUJ5D5VSS4Aldfpm2x7PBGYmbK3LUeNTQTQnqclRZDXxeTyokBvxdmlhWB/K7nd/g8eA29A/oO5NsS0uLi4tACGxdHqNcmyR19FTVv8/9Mq8ZunlhSKyvqnsSMTxng4sAzqJyIvAhcCNjWmUS/LxqQDKG+1cK2NxpT8tegFbvXN5RXe8a6PLhbu4HLe4UpMIlFLbgHsAROQHRGapcmlC2meGlz6ZxXS02nAe7yyjCmumL/yRvrNCL6pTHdLf2DWhcHTb79Ezndjzg/sNdyjeu9+SPqiIELW5MSHi3dg2o7ueBF00p4WHjrIWh+Na423RcGvRpD1bSowCYk7Hilj46BChdsozbkWybfOEHKLqfuPuhD2qbt4JMSPkXlsppGYlO5HkRrxF5M/AD4HvlFI94wyfawSE7funK6VqlFLnJc2oOCSS1eRtEfkEGID+XpmilNrf6Ja5JBUf9US8DamJvyGLK70eQqFMDte4UhOXloS5uDK1VjQHROQuoDf6Wp4rgI9Sa5GLSWu/LrevDB6x+szqlHbfMMPrM37rz2u1sONtFWNxcMicsmw4a6LjpPJw2Oyka7Z2VQ6OsoOcxQmn+RJ13h014Kaz63SKDhU7HaUzNpwyxpivqdN4ezpBcx+77tvc115UR9VJbWi3ye8gM00lSY54Pwc8CTyfwNhfU0eFAawB+ibXpNgkev4no+u004CLReS/Gs8kl8bATwAcHW/9H7chWU18HkELZlKr1VIdrE6ajS6pY8KECbRv356ePesPGCiluOOOO+jWrRu9evXik08+iTvvc889x+TJk5NpKgArV66kb9++9OzZk3HjxhE0vkCuWrWK3NxcevfuTe/evXnwQedK51u3bqV///4UFxczevRoamtrQYQ33n6bs8/tx8CBAykt1dd5b9myhTFjxiT9HJo5ZyqlfoQuNblFKRU/j6SLi4tLHASFSOItHkZGvAMxjylykoici75mpY+I9DXaJUBWUk6sASSSTvDP6HkPRwBXGS2RdIIuzQi/CtYrNdEEvN5EVEc6Pq+HUFB31N2od8vgxhtvZNmyZTHHLF26lJKSEkpKSpgzZw6TJk1qIusi0TSNcePGsWDBAjZu3Ejnzp2ZP3++tX3gwIFs2LCBDRs2cP/99zvOcffddzN16lRKSkrIz8/n2WefBeCJ+fP5x3vvMHbsWF566SUApk2bxkMPPdT4J9a8KBCRYcB+4FLjsUszoDpUTXWoGp/4bc2LT7wEtJDVMn0+Mn0+fB4PPo+HoKZZTQ/lKjSlhZvxo6ytetRUofRQutEitxtBYcdOBxy2mV0aymrOu0b/xNqmlN4024/TeBOx/TQU+74iEhVFN49lP0fTPsdxtr+LiAcRDx7EaiEtSEgLRvxdvOLRc7WbfyflfIzmgKcBDf1atN7WbjmKQw4FHkVPa/04+vqVx4CfAb88lnM5GhKJeA8wcmiPU0qNN9qERrfMJan4cXa8CQYJNvC+T5qh8QbcXN4thIsvvtixQqSdxYsXM3bsWESEAQMGcOjQIXbvjtb5z5v3/9l78zi5qjL///3U0ms63dnIHsIS9jUkIsqwCmJUcNgZhxkZXFBx3Ob7dRl/A+rMfHXU79dlHBGRVQUUUQFBRBAFRNnXsCNLQhKSkLXT3bXc8/vj3lP3VNXp6uqklu6u551Xp6rOPffc596quvXc537O81zGHnvswZFHHsk999xTaF+7di2nnHIKS5cuZenSpYVla9eu5bjjjmPx4sV86EMfYuedd2bduuHVbOvXr6e9vb1QJv64447j5z//edX7aozhjjvu4NRTTwXgH//xH/nlL39ZKAs/NDjEtm3bSKfT3HXXXcyePZtFixZVPf54RET2LWm6DpgB/CJ61AIKiqLUhFFGvNfZOi7R38Wj3Z4x5gpjzNHA+4wxRzt/Jxpjrq/5Do5ANWHOe0VkH2PM8rpbo9SFIJ8nLXnwRrzzBKN0vFPJBCYf3p3RiHdtWf2f/8nQU0/XdMz2vfdi1ud3/KJ+5cqVzJ8f18SaN28eK1euZPbs2YW2VatWccEFF/Dggw/S29vL0UcfzcEHHwzAxz/+cT75yU9y+OGH88orr/D2t7+dp556ii9+8Yscc8wxfO5zn+M3v/kNF19c+bw6ffp0stksDzzwAEuWLOG6667j1VfjeX/33nsvBx54IHPmzOHrX/86++5b7FOuX7+evr4+UtFENLsfiPD5887jHX97MnPmzedHP/oRp59+Otdcc80OH7txwFVEOkcReb8x5hK7QES6jDHbmmaZUkRHMrzbuCUbBz2G8qHUylfNsj+aQJ9P+ioZlqfGC8QpV26Kc0O7FMu5K1SV9Gi3fZMh/bmwnXWkgrbct13fhEfKJyr60hn6KNhpiqPkrm3DrmsqaNudDcdacHdSZ2hzfoRUiHYSpu3l3jmwOdxTiervbNeTRk/1FJG/N8b8CFgoIp8qXW6MaWSltqoc7ysIne/VhGkEBTDGmAPqaplSM7LZIdoBGSbinU+O7muQSggm0Ih3q1FpVr/lL3/5C0cddRS2wuwZZ5zBs88+C8Dvfvc7li+Pr983b97Mli1buPvuu/nFL34BwAknnMCUKVMq2iEiXHPNNXzyk59kaGiI448/vuBEL168mJdffplJkyZx88038573vIfnnnuuyv0Qjn3LW1h21mkkeqZwxRVXsGzZMp555hm+/vWvM2XKFL71rW/R1dVwSWAjcN/IjwCXOK/vAg5prDnKcAzlw2y+btaM9sipXj84UGjbMBQW0LE62VwQf+6to97l8wCcr0cg5Vk2fFTK412cz7q4v2+MYhMqT1r0jmMddKsPHsFPr7pfyeRFiCeaunaMVqric9p9c1TdCufWQc87RZHssbdZTRJjdJa4QD0qUo5Ed/Q4qdEb9lGN430pYR7Xx8FzuaiMebKZ0PEm5ZnZnMuT9wVCKpBOJlRqUidqEZmuF/PmzSuKLK9YsYI5c8rrqgwX/QmCgHvvvZfOzuLUldujQTzssMO46667APjtb39bcO4nT55c6LNs2TI+8pGPsG7dOqZPj9OxTZ8+nY0bN5LL5UilUvF+OOkEt23bxhVXXMGtt97K8ccfz69+9St+8pOf8OMf/5gPfOADo7Z3HOC+CaVvYLPS7iqKMgGpZXZDEbmasPDNdBFZAVxgjPmh28cY8/3o8Yu12/L2U80J9RVjzA3GmL8aY162f3W3TKkZ2aEo80jSU50ynydIjDLinRSVmrQgJ554IldeeSXGGP785z/T29tbJDMBOPTQQ7nzzjtZv3492WyWn/3sZ4Vlxx9/PP/93/9deP3II48AcPjhh/PTn/4UCJ3oDRs2FPoce+yxoQykhNdffx2AoaEhvvrVr3LeeecBsHr16oIjf9999xEEAdOmTStaV0Q4+uijue666wC44oorOOmkkwq/BsYY/uu//ouPf/zjpNNpBgYGCvrvbdsmrOJiloi8T0QOptzxHpuhsxbFTsDrSHYU/lKSIiUpEiKFP6uRDYyEf87EvqF8nqF8vngSX/TPN1GxaFJgyaREF3eSYekETXecPEHhz5igKJrrEpRsO6B0cufw/xyj4r8Kx7PYTjvR1BnPN0aV4/rG803ktJMh8yYo/AUV/tzjnZQkSUnG4zoTLxOS8FbhbAYikBRT9d9IGGPOMsbMNsakjTHzSp3ucJvy7Up/ddnRClQT8X5aRH4C3IhTsbIZgnRl+8hlw7dNUj6pSZ5glFKTdCIBQTsJSWrEe4Jw1llnceedd7Ju3TrmzZvHF7/4Rc4991wuuigsNHveeeexbNkybr75ZnbffXe6urq47LLLysaZPXs2F154IYcddhizZ89m8eLF5KPCHd/+9rf56Ec/ygEHHEAul+OII47goosu4oILLuCss87i2muv5cgjj2T27Nn09PQQBAHPP/+8d9Ln1772NW666SaCIODDH/4wxxxzDADXXXcd3/ve90ilUnR2dnLNNdcUIvDLli3jkksuYc6cOXz1q1/lzDPP5Atf+AIHH3ww5557LvSHF5GvvbaKBx54gAsvvBCAT3/607z5zW+mr6+PX/7ylzU/9mOEC4ElwDnAPBF5Eng6+pteYT2lwczpmgXAmoG1hbbBqKhOdzq+qzkQyUlW9ocOV2cqzvk8td3mgY6lCrZ8fJFswoYmjSv+iPTK4hNExHhr6oz27pbbv0KYtFgTXbyNojtwUt6/sJ5rqSlvs+NU6766dsSFcZxjm5CyfhXHc2yx+butrATikvHZSH7iyzc+VmiCNQ82fpPDU43j3UnocB/vtBlAHe9xQjZTwfHO50ev8U6Gl/mTUpM04j1BuPrqq73tNpIM4Yn8u98dOZ3zOeecwznnnFPWPn36dK699tqy9t7eXm699VZSqRT33nsvv//972lvb+eJJ57glFNOKZOmQOh4f+1rXytrP//884fNG37zzXHdhF133ZX77ruvaHl+W/g9mDN7JjfddFOh/bTTTuO0004bZm8nBqWZAkRkHnAAsD/wx6YYpSjKhKTRGm9jzBUj92oc1VSuLP8FVcYV+WwoNUl4JldKLo8ZtdQkvObvTvdoxFvZYV555RVOP/10giCgra2NH/zgBwDst99+/N//28DJ5p7oXqtijFkBrKC8yltFRGQ+YQW5WYRzgi42xnyr9hYqmXzhBjSD+TBzyZZMptA2EBWVshMvXWdnMIqGB56orDvlpxAp9WXUcEuiF6LBVf6WjDBetVSuZlkY2NlsBft8sxxGqFxZMSOK54ZA0UTTaH99sh03kl3IiOJ5r9z9z9rJn6a8YqeNkKek+VlNKqhz6rdNkW8aYz4hIjfieVeNMSc20p4R3wURmQF8AFjo9tdc3uOHXCZyvNPlGm/J5QmSo9N+pSNHvTs9mc1D6ngrO8aiRYt4+OGHm22G43g314xxTg74tDHmIRHpAR4Ukds0HW3tcTW76Qr63VQi/ECnE24Z8gqepQ9XalLwmhwpg3X6qvSojEe64uJz4H1Orl1zuKI7bp/QzvJW35GQwqbK0x4W4dlfU5CVuO9JuZNdeO5x+N3jY51mXzYVN7ONKVnmXiAE23FRUz9MM7KaXBU9fr3RG/ZRzeXPrwjTSf0OyI/QVxmD5LJhFCSR8jjeQTBqjXdHW3g13pGYpBFvZcJQ+BZoxHu7McasAlZFz7eIyFPAXEAdb0VRgMZHvI0xD0aPfxCRNmAvwmuVZ4wxmYor14FqHO8uY8xn6m6JUjfy0eTKhEfjLblg1BHvOb2h5jZhutiUWbPjBioYY0YswqDUGRllFJDtS4XYKojIQuBg4C/NtWRiYgvpACSjwihtTpEcG+NcOxgGXLpT8UTK7miipY2murhR2UKk1ImoJ2ygtmjOoi/0O7pCNyMVxrHL3WCpjbC7Ed1EqTzGG60vtiD+PxqvILspD68XRZ6lPPIcr+v8rvpUbNGLovO+3YaUR7KLJTO2sFH5eL7sJdloEm3CqZbXzGI60viId7RdeSdwEfAC4dHbRUQ+ZIy5pZF2VHPkbxKRZcaYUWn9lLFDPppcmUh7HO98HjNax7svPOEH+U42ZXRy5Y7S0dHB+vXrmTZtmjrfzWSUGm9jDOvXr6ejo2Pkzi2GiEwCfg58whizuWTZB4EPAsxfMN+ztjJafGeNtkR4Xu9KWic77mU13raQDkBnMnLOEvHvgbdapKe6YgHPd6fI1/RmPykvQuOTjnj14xW2FytiXMfWlNnky3TiuxgoFLJx23y1dwqym7jVOuHiu6jx7FehYiixc5/3yF6SjiLfOuuVKmyOBYSmFgb4BnC0MeZ5ABHZDfg1MOYc748DnxeRISBLXLlycuXVlLFCkAsd71S63EGQXDBqx7unI83kjhSZTAebM5sJTDBmcoSOR+bNm8eKFStYu3btyJ2VumGGBsit30ByYCuJtRurWqejo4N58+bV2bLxhWw3zPsAACAASURBVIikCZ3uH/vSzkYZVC4GOGTJwXrLQFFajCYGmF63TnfEi8DrjTaimqwmPY0wRKkf+Vyk8fZNrswHBG2jv+U0d0oXA4NtBBLQn+2np00/JttLOp1ml112abYZLc/QX27lxY9+grmfOpPJH7yg2eaMSyT8Rf0h8JQxpoEpaVqbVCLM392RzBbaOpLhed3m7x7Mx8GRXGAfY0lDLpIjJE0cRU2Y4SUNbiS56qsnX8S50tqebXglKT45ScFMVxMz/F0tf2S+8uRKX3YR8QShbHTbF3n2yWTcaHklOVuAu24UVbcR8sCREUWbdbOlNJMmZDU5OXr6pIjcDPyU8C0/Dbi/weYM73iLyF7GmKdFZLFvuTHmofqZpdQSE0W8kx7HO5EPyKVGH62e29fJM/1p6A7LxqvjrYx7kqHzYvI6h3wHeCtwNvC4iDwStX1epYqNwXUOEwWZSMhQ3klRl86V9Q882TP827BPnEwZlWRaI0Q3K22t2N/3ZOawY/vkJHaRKe9fZFHhYsDjjHt07D47fBHcAI/z7Ok3kjNeyJLidejd97t43axTHMlKUrJBfGHW5kkv3BBEmhHxfrfzfA1wZPR8LTCl0cZUCnV+ilCH9w3PMgMcUxeLlJpjJ1emfBrvwGCSo78Knjelk7+sTkF3WDZ+7qS5O2ynojQTSUWnQ0f3qowOY8zdNKUwnaIo44Fm5PEea/VohnW8jTEfjB6Pbpw5Sj0wkdQk1VZeATCRN5jU6B3vuX2dbBtsows0paAyMYhuzZucOt7K2CfpZKVIR1KThBNJtIVzupJh4GVbIj7P24mWQ87dnVjSUJ5ruijvtpTLKypKN7zLhp9kWdTPk++7qOx6FRlRiiL4VlrjKafuzSfuNPkzoni2UYkRJm57S8tHkW63LfC8L/as5T9OIb4sNs2gWZM9RaQDOBfYFyhMemt0XZqqxL0ish+wD8WGXlkvo5TaEjve5RHvRD7YLsd7Tl8nJugC0CI6yoRArBRLpSbKOCDl6HVTEjre7ZEDDpCRqFphlKWkMxl/rjNRWrkt2Vh6MKU9dN1c5yztk19Yp69K58lbNMahkuPrdcbd5z7ZR2n/EZx337bsuG5BoEIaxbI1/dIVl4JjXiQNGV7iWUkn7j5POBdTBWm7J62glMiOmk0Tk3ddBTwNvB34EvBe4KlGG1FN5coLgKMIHe+bgXcAdxOWBVbGASYfOd4ejXcybyCxHRrvKZ2YfBhB15SCyoQgkpoYlZooiqLUDW9qyMawuzHmNBE5yRhzhYj8BLi10UZUE/E+FTgQeNgYc46IzAQuqa9ZSi2xkyvT7X6pCdspNTF5jXgrEweJJldqxFsZD0xKdxeeb8yE6S/daHWuJPLqRhmHcmGwZSiIi/blTXlU1hQmKpbnhB4pQh1Hxl29RqFjGW4/X6TbtrmZPPz9iyd6jjRuIWpe5SRQX/l1X7aQaiepeid1eiau+ov0xDbbCLft527fvn3usbPvbaMnOgpNjXjbWzwbIyXHamBho42oxvEeMMYEIpITkcmEOQ93rWZwETkB+BaQBC4xxnylZPl7AVsVcyvwYWPMo1Vbr1SFlZq0tXmymgSmEOkbDdMntdGWbCdBWiPeysQgbbOaeLInKMoYJp2wMsLYoxnIWelI6GDlAjedoNUNV6agOR5Bp+1z3vxFaCJnz5Q76EVje3TkXr15QTqSKFu31I7iDZQXxhGf/tqTprAo00r0WOSMe8YpyD6c42TXyTvOcMFWV2oSDH+h4bsIsDIVXwVSM0bqbTSxoM/FIjIF+P+AG4BJ0fOGUo3H9YCI9AE/AB4kdJDvG2klEUkC3wWOA1YA94vIDcaY5U63vwJHGmM2iMg7CIsqHDrKfVBGIh9e5KXbygvoJPNsV8RbRJjb18lmujTirUwI4oi3Sk0URVHqRaJJIW9jjFVr/IEqA8j1oJoCOh+Jnl4kIr8BJhtjHqti7DcBzxtjXgQQkWuAk4CC422M+ZPT/8+AloCrB/kMeSMkPZHt7Y14Qyg32ZTv0qwmysQgpXm8lfGJjQJnnaIp1rdJRk8ygTvZrjwquzUb3hl1J2jazClupDTwlHgfLYEvyuvik0b4pCslyyCOpvv6i5Tb7ouaV7tn1co0girlLHGucCdaTXnxHV9O8Xz0vJDtpkgyVFxOHuI8320Sv9+NollSExGZBlxIWG/AAHcBXzbGrG+kHdVMrrzdGHMsgDHmpdK2CswFXnVer6ByNPtc4JaR7FFGj+Qz/GXDZNIH70Oi5M5UVwYkvf2O92NvdGjEW5kQaFYTZbySdbTals4oPaatTpl0nG1bTGdLLj73d0XSlMnpONNJuwnvkvocwaKsGaZcVlKRojR9HrlI1KFIz+1TgvgaR+vUWSdfKl8M+DKoJE0F6YanqI9X4uIroOPbb89+uTru0gmLxvM8G8R384Rw7ldborGOt0T/msQ1wB+BU6LX7wWuBd7WSCMqVa7sALqA6ZEmxh6pycCcKsb2HVnvt1JEjiZ0vA8fZvkHCYv5sGDBgio2rRSRz/DGpnZ2GzC88LY9i7OYJBLsffZHt2vYuVM6ya7uYOOQaryVCYCNeAfqeCuKotSLJirNpxpjvuy8/ncReU+jjagU6vwQ8AlCJ/tBYkd6M6F2eyRWAPOd1/OA10o7icgBhFlS3jFcuN8YczGh/pslS5aMlVSU4wYJsuRzCQJg2bevJ7Ed6QN9hJlNOtkwWPa2Ksq4Q1JW462TK5XxRVcqzDA1FAwW2rLBViDW0/ak42inlZ0M5RNO//CCM095dNuNrNoZQSNGaivgk4YU1eMp5L12ViokK3GjxnZ75b9p1r6RCvP42irJO1wCGT5zSsIboXefl3fwFbixdxZ8mVPcKLyUZDUxnrLzeSeoUCmPeF2RxmdScfi9iJwJ/DR6fSrw60YbUaly5beAb4nIx4wx39mOse8HFonILsBK4Ezg79wOIrIAuB442xjz7HZsQ6kCyWcwOSGTpmZON4RFdILsFNYOPMKqrauYPWl2zcZWlIaTCjNDaMRbGW90pUPHe2uuv9CWkPB5EDmUeTeTSPQ857TZ1IIZR2qVj4ruJMVx2CjPmjGS7roSBafQcTq96/rvl5f1L9VJjzhWhXvzboYUn6NaaRv5kfbfJx3xyFkSniwl8RjxIPb4+S5afBlh7LZyjvwkldg+2eloabTbLSJbCI+IAJ8CfhQtShAmDLmgkfZUM7nyOyLyFsJchymnvWIBHWNMTkTOJ0xOngQuNcY8KSLnRcsvAv4NmAb8T3QFlDPGLNnOfVGGIRFkICdk2mr7cZ83pZPsxqV0zPg9Vz9zNZ865FM1HV9RGokUCuio460oilIPwjzejXW9jTE9Dd3gCFQzufIqYDfgEcD+IhmqqFxpjLmZsNql23aR8/z9wPtHYa+yHSSCLOSFbFttby3N6u1A8n3s3HEo1z17HecdcF4h8qIo4xIxOrlSGXdYCUGR9CCKK9o83gO5WKowEE2uTDgR3cGoLePkjbaSiyJ5h1j5icvw2UJGwif7qIRvzqJLJbmLdxJo9NSd3FlIp+3sT+DJDOKb+FjIVe47Fs6qPilMXCTIuetQGsl2xvE6sJ6MMHbf8sTR7Wy02GY3AUhVlWF6x2le/RwQkROBI6KXdxpjbmq0DdUc5SXAPma03w5lzCBBlkQWcunR5+uuRDqZYObkDnYKjuOlzL3c+MKNnLHXGd6+r28e5Nt3PMemgRyfPm4PFk7v9vZTlGYigrdghaKMZZKJ8NwujhwimQjdm64ou0l7MnawrMPtyk+s3jvjSK3ykQzBFAr0OBUXXSeyoHWuDp9O26vF9kpIXIe2fN2Knop4POUI19m11XIqyUuKh3XG8zjtpcuGt8+OVzlIVnCqHVOsBtw640nKf+8TJm4rXJi50rraugjD0iyNt4h8BVgK/Dhq+riIHG6M+Wwj7ajG8X4CmAWsqrMtSp1IBFkSOci11/5qdk5fJ1u3zGW/Ofvx46d/zGl7nlZ0shrK5fn+H17koj+8QDYf0JZMcOuTq/nIUbtx3pG70VHjiwFF2SEErVypKIpSR5oY8V4GHGSiW0MicgXwMDDmHO/pwHIRuQ+ixI+AMebEulml1JSkyZLMQb6j9k7u3L5OHnjpDT5/7Hv53N2f4xfP/YLFMxfT09ZDh/TyoR89yD3Pr+cd+83iMyfsRVdbki//+im++bvnuO7BFXzmhL141wGzmznLWVEKSAKNeCvjjs5kmG+7zYlMp2w2jGhCfU86Do9uzoZRzg1DcX+b29udbJeNZA7tjoQlLgYTbz9RiND6ws2VJ14aT5uULINYRuP+VvjzQZuSV24hmUrrOeNGkfHAI92pFp/URjwl44uj/54sKR55TGxXeZsNfPnyoieKCiGF/bNBnLe9UTQxjzdAH/BG9Ly3GQZU43hfWG8jlPqSDLKkcpDrqH2i/MN3n84Nj77GypWL2KlrJy6898J4u6aHocF5nHTkUo7b07A2FzCrfRbfOH1fzlw6ny/ftJyPXf0wl97zV/75mEUcuccMEgl1wJUmIjq5Uhm/uMVQUtFzWygl5ThdnVG2kg3Oulb33Z+LUxIO5vJRf0emEjnZ7pk6qKCqKHI/q1Ss+t33cplIrJ0u0r2UrFi+zOsUexx0t5d1ZIs15uU22X4+rXmR/KOwDV92mPK24ownw1/gBNHFUt7RbovHGS/o9z0j1RMBmvgz/3+Ah0Xk95EpRwCfa7QR1WQ1+YOIzCTUxQDcZ4x5vb5mKbUkabKkspBpbxu58yg5bck8bn96DV/7zQt8733fpa1zDc+vW8flf36S9dkXmbXTGu54/UruKPnETO2YSt/CKew1J81fN8B5t0xl2u3zOXW/N/PRtxxNu0pQlCYgCZWaKIqi1I/mVK6U8HbD3cCbCf1ZAT5jjFndaFuqyWpyOvA14E5CQ78jIv/LGHNdnW1TakTSZEnnDKaj9o63iPBfpxzIO79zFxde/xrvOmA2P7y7n0kdb+Z/zjiPo/bciW3ZbazZtobV/atZ3b+68HxzZjNbM1vp6dzIixsfZkvwJy576VqueH4njprzLj7/N2czc9L0mtusKMOikyuVcUxbMj7Hd0TyE5vPO1ckFwkDG24Z+WwUtt6ciaPmU9vCqKkrP0nYSXxFUV7K2oyNLhcVchke1xUrF6I4PTy5rr2ZRjzOXaGojSc1SjDMVgujFSZNlks4irc/vMRk5BwVNt+221K+v9aWhBNBj20pz75io+DuBNJEyWRM1756Sz+boSw1xhgR+aUx5hDghsZbEFON1ORfgaU2yi0iM4DfAep4jxNSJkdbFuhor8v4vV1pvnPWwZx20b18/48vctoh8/jcsr2Z2h3+CHSlu9ildxd26d1l2DECE7Bq6yquevR2fv7s9dzx+qXccd2VHDTlWL5w+IfYc9qiutiuKC4iYNTxVsYpaUdqEhd3CUk43o6bRtBiM5wMBc7k+CjjRdYpbpOyTpwjXSlkHHEHNOWyCR+ldlboWWW/4v4udi+qrWbpZomxS/PuhYTnIiDwZEKxDn8glTXjscSlvJ94xi2WsxQ77VJUzTMotz16dDXe2/IDAHSn6psWuIka7z+LyFJjzP3NMgCqc7wTJdKS9fjqsypjlqTJ0pZNIB0dddvGwQumcOW5b6IjnWTxgimjXj8hCeb2zOWzh/8Dn3nr2Vzz6AN85/7LePiN2zn1plvZe/Jb+doxn2fn3gV1sF5RIkQ04q0oilInRJoT8Y44GjhPRF4C+glvixhjzAGNNKIax/s3InIrcHX0+gzglvqZpNQaCXK059qQzs66buctu9VGFiIinHXQUs48cAk3PvEc/3XvD1m+8Tbe9YsTOW7uKXz5qE/RndY84Ert0awmynjGzVphI6Rpm93E8XbakzYDRhzlzUWTK212E4CBXDgx0y0j35aI1h0h40ccBS/Pxe3ilWv4KIRyK2c1KS1gUxSVjtYtyrtdYSyXOAuJGzUuzxaCKZ+0aNcocrgK+zFC9L0wS7V8u751rGQm6dhkZSXuBE2bo33IlL8/Ezji/Y5mbdilmsmV/0tETgYOJ/wIXGyM+UXdLVNqRhBkgTYSnfWLeNcDEeHE/ffgXft+hR8/8F7+3wPf4bcrf8Yff3IH//7WL3LC7keMPIiijAbN461MEKzspC1ZrskOPI6n1Xhvcypcbouc8EHH8baFeJIe6UNxFcZy4iR4vqwilateeh1pT6aTUoffp7/22WlcKU50U98nJfHb7CnI48hz4ouBmIRHOOCTu8QSF2e8ktSBw203tjNRNBb4q5K6Wv56kmhwyFtEOoDzgN2Bx4EfGmMas7MehpWMiMjuIvJWAGPM9caYTxljPgmsF5HdGmahssPkI0ci2TU+o8SJhHD2mw7gTx+4iBNn/CcDGfhf93yUs3/5WQaygyMPoChVIglRjbeiKEqdEELHs9q/GnEFYRX2xwmj3t+o3dCjp1LE+5vA5z3t26Jl766LRUrNyVrHu7O+t4/qTUc6yX++813845rD+PDN/8Ejm37NET96gv952zdZOn/3ZpunTAQSAkGjM9sqSm1w83jbYjrtUVsq4ZSTl3zU5uauLp9caaPfg/k4ONgVhG5DOjF8ZBVcRUh5vpLAN5HRG/H2ZDXxZB8pyrBSEgX2jetOXjRlT+JosG9dd3xfZDxfyCASD2jXCTxyETfibKPVVhoS2jB8cSLf0fHdGciRLdtWPKm1PGe4G11PSu1T+zahYN4+xpj9o23/ELiv0Qa4VHK8FxpjHittNMY8ICIL62aRUnPy+fDLlOoenxHvUvacOY3b3/cN/uP3P+Pal7/GObe9l1Pnf4Z/O/ZvtQCPskOIaMRbmRikE+HPe9I+Os5OKtJppzzZTbK52LHckg2d9v5cf6GtK5WPxoud8fbIN0t4XUEPnmqNPt1v4HE2vaM6znDBafSmxvOW9fENWNbP98wn1/DqvkttA+yhdzOTFKpPuk67Kc9qYo9V3q06afXrHsfbXui4MhTr0CcTsWNtdd+bM1sKbVPa+8r2Y8cQmlA0vnCgjDG5ZlfKruR4VxIE13eWnlIzgnyeXABJIN05qdnm1AwR4QvHnM4JKw/kw7d9nJ+/dgF3XnYPPzzx39htRlOqwNaMgUyeV97YxmubBlizaZDNg1m2DOYKf1uHsgQGetpTTOpIsev0bhbvPIW9Z08mndSEQztEAo14K4qi1JEmuL0HishmZ/Od0Wub1WRyI42p5HjfLyIfMMb8wG0UkXOBB+trllIrMplBMnmhE2jrbuhnqyEsmbsnf3jv9Xz4li/y0IabOen65Zy64JN8+uij6elIjzzAGCCTC1i+ajN/fnE9f3hmLQ+8/AbZfLHzJwKT2lL0dKTo6UgjAluHcmwaCJ1ygI50ggPm9rF45yksXhA+Tp9Un9ztExUR0cmVyoTATq5MiZWGxBflqSjiZyPfAMlIdrItE0dAt2bDdd2iOpNSuWiMcllJUVshUludm1UkeaiQ29s3mnjXtUmxyydS+m3y9PNG4d3zQ7jcP6HRmczqKYJTkHUEzroeu2zUX3w5wyvkFPdF3IuzpZSXos+aTPRY33mHjY44G2PGVCnsSo73J4BfiMh7iR3tJUAb8Lf1NkypDdnMEJl8InS8uyZOxNulK93FFSd+lWuXH8n/uf9L/Pz1T/PzS/fntN3+iX85+ii62qrJmtkYBjJ5Hl+5iWdWb+bZNVt5atVmHl+5iaFcePLba1YP//TWXdhvbi9z+jqY1dtJX2eaznTSK6MxxvDapkEeenkDD72ygYde2cgld71ILoraLpjaxd8sms4ZS+ez/9xeskGWp954iifWPcFzG57jhY0vsH5wPd3pbrrT3UztmMrMrpnM6p5Fb3svk9KT6E53h49t3fSke+hOd9OZ6hz25JnJZ9iS2VJUmGF653RSibHzPgxLUryV5xRlvGGrWFoHvD0Z+x5W7512pCaxE+5kNcmGz7fm4u/uYH6wbDwr984749nMFakqnSzf5W612U986QF9EhYrtymqDBk5nu72rcvqyjDiFcod9Ly3mmbsvCad2p7l23WOmceRr1RNskgf7smcUoqrHbcXA9kgU2izx2ooFyctyETncXf+wI7T2pLQYX8JjTFrgLeIyNHAflHzr40xdzTEMqUm5DJDZPLhh7x90viWYIzEGfss44Td3so3/nIJN7x4LT9d9Smu/+EhnH/QP3POoQeRbLD+2xjDig0DoUP8cugUL1+1mXzkFPe0p9hjVg9//+adWbxgCksWTmHm5NGlfBQR5vZ1Mrevk3cfOAeAwWzo3D/40nr+9PILXP/MLVz3178yqXcl+fQK8iY8kfa297Jb727sN20/BnIDbMlu4fmNz3P3yrsZyA1U3G5KUnS3hQ55Z6qTofwQ/dn+MofbMrVjKm9b8DbevvDtLJm1xBuNGQuoxltRFKW+tLbbXV0e798Dv2+ALUodyGYGyedDJ6d9AkpNSult7+VLR3yaTx/6fv7jnu9yyys/45tPn8tlj72Nfz/q4xy959y6bdsYw/JVm7nn+XU8GDnaa7eEBSi62pIcOK+P847clYPnT2HfuZOZNbljh2655YM86wfXs6Z/Dau3rQ4f+1ezZtsaVmxZwQubXmCAAVKzISlpyM5nYN2bkcxCjtr5EP5hyYEcttu0MhuMMWzJbmHz0OaCM92f7WdrditbM1vpz/WzNbOVrdmt9Gf76c/2055sp6eth650Fz3pHia1TaIt0YaIkAty3L/6fm588UZ++uxP2aV3F87e52zeveu76UiNsdzymtVEmSCkouhmRyqcktURRcDDZWFE05Wa2MI47ulgKJpo6UpNtrRlov5xRNdGXtNuVD0aKF9lwRvfjSbf6dHXz5cX2hctzxXKr1c5rnfSpC9nd9zPFixyI9m+4jux7XEQIhdFuvMjTD4txM99x9YedydqXpi0WZQtpXgZwFDeZlWJAy/xOLWJeAv+z0ErMQ7u/So7Qi4zRC6KeHf21Hp28tilt72X/zrm8/zzln/gM3d8lcc23sL5f/wLe977D/zL4Sdx4Pw+utt3/OP/Rn+Gu55byx+eXctdz60rONo7T+vi8N2nF7TWe87sIbUdEx/7s/2s2rqKNdvWsHLrSl7Y+AIvbHyBV7a8wtpta8mVaPHak+3M6p7F7O7ZnLzoZHbt3ZW9pu7F3lP3Jp1M88TKTVx7/6v88uGV/ObRv7DL9G7OetN8/u7QnZkUHQ8RYXLbZCa31e5C7fQ9T2cgN8DvXv4dVy2/ii/d+yW+89B3OGOvMzhjzzOY3lmbqqc7SpjHWx1vZeJgJQJuWjh796896RbGKXcKM1HQxmq9ATZmojSFyco1FIJIzlKUU6Qg9aj8HSsvi+OMa8rlLJVkGL4tJYocVvtYnfOe9DrezvNEdQ56vL3y7CPVxmOK0ygWX1QUybmtBt/TP+vc4RuI0ka2J2P5ybbo7mdnsoZBkiZnFWk26nhPcHLZQfK5yPGe1DqOt2Vezzx+fNJ3uHvFn/n8H7/Ic9lv8v7briffvwfzOg7mwBn7s+esyew9ezJLFk7x6sEHs3lWbRpk1cYBVm0a5NUN23huzVaeXbOF59duxRjo60pz+O7TOWrPnThi0XR2GqVkBGDdwDoeXfsoj659lGffeJbnNz7Pmm1rivp0pbrYrW83Dpl5CLO6ZxX02PZ5X3tfxSj6fnN72W9uL59ftje3PLGKa+57lf+8+Wm+d+cLfPCI3fiHw3auyQWJj85UJ+/e7d28a9d38cCaB7hy+ZV8/9Hvc+njl3Lk/CM5cMaBHLTTQew9de+CPrXhJARyKjVRFEWpF63tdqvjPeHJZ4cIbMS7u/Ucb8vh897M7WfcwKWPX8UNz9/MK1238zq/47b+Lm5+dBG5P+1BYtu+LN15LjtP62bNpkFe2zTI6k0DbNhWrFkWCSctLtqph3cfOIcj9pjB/nN7q9KQWxmHlYW8uuVVHlv3GI+8/ggrt64EIJVIsahvEUtnLWXX3l2ZO2luIYo9s3tmTfTRnW1JTl48j5MXz+OhVzbwrd89x1d/8zQ/vPuv/Mvxe3Dakvl108SLCEtnLWXprKW8tOklfvTUj7h75d3c9vJtQDgZbJ9p+3DgjAMLfzO7Z9bFljLbEgmCBpVNVpRGYCdXpouK6ySjNndiXTk5G/Eeil2FzVFwojsVtyUkPEe68oq0sRHvyueRSpFhd1Ehd7Ujjag2Sl3a3xeb8E/C9Ezu9ETL3V6ZoHiMYtsqY9dxJ4vaY+qN9Dvr2uV2mXf7zk+HXWzlJaHt4fMt2fhzMTkb5nCf1j5lBOurpSl5vMcU6nhPcHKZIUwuQSYFqXSToohjhHQyzYcO+ic+dNA/sWFwA/e+di/3vHYPd6+8hzcGHyXB9TyT2YsnXt6F3vZepvb2cPDsTqZ0tTG1u51Zkyczv3cq8/p66Yh+dIbyQ2zNPsddK4u10P3ZWAdttdFWj70tt63IrhmdMzhwxoGcueeZYcR32t60JxuXBnDxgilc8U9v4sGX3+A/b36az17/OJfd8xL/+s69OWKPGXXd9sLehXzhzV8AYO22tTy29jEeXfsoj6x9hGuevoYrl18JwPye+bxt53By5j5T96lfOirVeCsTDFtIpyMZl9/oToVO+KbEUKHNyk7aPJITN8XgxsG2aDxPert0fNGatppxZ3nsMDrOq0caUamojs+xdltKnWXXsa+UntDt58t+kvdcDNh+RZrs6GnKCVxUvLjwyD9c8gV9eNzWFmnpXefaSkZsU9IZNx/teUpiJ9snNbET/7c5EsaBfPh7lcnHzviOohpvZUKTzw5h8kJmfKS0bhhTOqawbNdlLNt1GcYYnlz/JL996bfc+tKtvNb2JBuADcALA8AAsH5046ckxaS2OBXfpLZJ7N63O2+d89ZQFtI9k1ldYRR7p66dmlFCt4xDdp7KOn2h2gAAIABJREFUdecdxi1PrOYrtzzNP1x6H0fuMYPPL9ubPWf11H37M7pmcOzOx3LszscCkM2HqQ8fXfso97x2D1c9eRWXPXEZ8ybN4/iFx/P2hW9n76l71/TYSSIxov5UURRF2U6k5SXe6nhPdPLZDOQgkx6b6dvGAiLCftP3Y7/p+/HJQz7JluwWtmW3sSWzpTCjOzABA7kBtma2FqXaSyfSZQ72pPQk2pPtY8KZHi0iwrL9Z3Ps3jtx1b0v8+3bn+Pt3/wjixf08c4D5rBs/1nM7m1M4dp0Ms0BMw7ggBkHcPY+Z7NpaBO3v3I7v33pt1zx5BVc+sSlzO+Zz9sXvp3jdj6OPafs6c+7OxoS4k8orCjjlGQhu0k876QjGUZi2pzvS3sUoXYj3hLl5c4Gcb/Ng6Hb0J6KozlJKZ/ImIomGSbdXOFi5RCuXKScfEFqUX4RnHDGC4yU9I9HdPuV9vctS45gU6Voubt9288dz27POP3y3tzj5Vib024GmsBTsCf6vUl4JDk2uu1G1G3E3c3Hbsk449v0sPmanhjH329jLVHHe4IT5IaQrJBNt/YHvVrcjB6zumc125ym0Z5K8v6/2ZVTFs/jJ/e9wk2PreLLNy3nyzct55Cdp/DO/WezbP/ZzOptXDrA3vZeTl50MicvOpkNgxsKTvhlT1zGJY9fQne6m/2n71/QhR8w4wB620eXu14j3spEJS3xz306YeUisdPVlgwdLDfFoFVL2MxYAP0mcrwHy6te5hxn0jryRdUxpdwZT3qcYEvgcWh9FDm+JQ6t6y76tmUKFTaHX+aO47bZ8fKefpW25S4PPMt9tvhwx7PpINPRhVM2H18Y+Vxmm8WmOxXPYbLjbXGy2CTYCsCU9g1V2VQNKjWpIyJyAvAtwlJYlxhjvlKyfC/gMmAx8K/GmK/X055WJJ8dQvJCtm1MVUxVxglTutv46NG789Gjd+fFtVu5+fFV3PTYKr5003K+dNNyli4MnfD3HDyXvq7GzSGY0jGFU/c4lVP3OJUNgxu4e+XdhYwwP3j8B4XctPMmzWP3vt3ZrW835kyaw6zuWUzrmFaYoJoJMvRn+tmW28bSWUtV460oilJHhMaXjB9r1M3xFpEk8F3gOGAFcL+I3GCMWe50ewP4Z+A99bKj1QlyQySzkFfHW9lBdp0xifOPWcT5xyzihbVbufmxVfz68VVceONyvvqbZzh9yTzOeesuLJze3VC7pnRM4d27vZt37/ZuALZlt/H4usfDtIwbnuWFjS9w92t3kxshW8n79n0fZyYTmsdbmZDYSZYAbYWId9zWFeXl7ko5ub1TtqBLfFE9OGSjsnGbT0rREU3WLJKaFHJcV454V5J6+KLgQQXZhi+fdT4o7z+ShMWXWzzhiXjb56640xdx9ok/ffITG/1OjWBf6Tbc8e1dB7e/Hc+VsGSDcK1NQ3G0fO1gOKlyTtcoJzoNi2jEu45jvwl43hjzIoCIXAOcBBQcb2PM68DrIvLOOtrR0gS5DMmcMNSlqiKlduw2YxIfO3YRHzt2Ectf28wP7/4rP7nvFa6492UO3306Zyydz/H7zqQ91fgLvq50F4fOPpRDZx9aaMsFOdYPrGf1ttW8MfBGITNCKpGip62H//3H/83r215HEomRc34pyjjEzZTUHum9u51MV51RpqYup6hORzqSLzjO2WB0/do/FH+33VSFFjuvyHWsrX7cJ6VwHcVKUotcEPe0VvnWtU6m62TbC4Ocx/F27Qw8jmECq3ePt2adetda70VA1MG1xe6HlemE64aPtnBRuN2QVNLNPmI12/E2slFbNlo3lSg/7i52W74x+p30kevbw8/IHr3FNSV2BHW868dc4FXn9Qrg0GH6VkREPgh8EGDBggU7blkLEWSHSOYgaNO0Jkp92GfOZL5x+oF85oQ9+cl9r/CzB1bwsasfZlp3G2cftjN//+admT6pcekRfaQSKWZ2zxw2H/hOnTuxcWgjJBJ4qjoriqIoSk2op+Nd7cTgETHGXAxcDLBkyRKNR40Ck8uQzgqmo7VzeCv1Z6fJHXzibXvwz8cs4u7n13H5n17im797jv+58wWWLpzCop162GNmD3vMnMSimT30do6di8G+jj7WblsLiUTxvWllVIjIpcC7gNeNMfs12x7FT0civBBuT8QXxF1RlpKuVJyvuSvKy93ZFkfBbTQ0MxRLtzZLuK4r3c1FmTHcyZVDifIor8Vd10aX3cizL2pcqbS8jXi7X+fA02Y8awe+bXnkHT7Jio2m+yQubpuNnCc8Uhw34h3YSLZTUTfIRxNX0/FdBzspPBPdksjl3ew0UvToks3kyvoZJ493Ptruw5NHN1G9Eqrxrh8rgPnO63nAa3XcnuIjnyGVRR1vpWEkEsIRe8zgiD1m8PzrW7nq3pd4+NWNXHv/qwxk4x/wmZPb2WNmD4t26mGfOZNZvKCPXaZ3N+Wk3Nfex3MbnguzmmjEe0e4HPhv4Mom26FUoC0Z/h60FxXVCSsU9qQHnbbw+9qVjr+3qWjdgZKKvgAJR0dunVJXIlHIauI43rbN/dpbB9XX5nOUfQ6wdZ5Ls5xAaRaU8jb7zJWkWGe4yGmP1nGnhVhHNnAaY4c2bstHFSOTSSnrl8vFxzYXnTPz+fITkzsfxQ6dibafywbOsijrjOO82/EymbjNV6x4MHLk7+uqZfVgdbzrxf3AIhHZBVgJnAn8XR23p3gw+QxtOZDOxuReVhSX3XeaxBdPCgOfQWBYuXGA517fwrNrtvLsmi08t2YrP7nvZQajH4kpXWn2nj05ioz3cOD8Xvac2UMqWd889FPap0RSkymq8d4BjDF/FJGFzbZDUZSxS2u73XV0vI0xORE5H7iVMJ3gpcaYJ0XkvGj5RSIyC3gAmAwEIvIJYB9jzOZ62dVqBNkB2rOQUMdbaTKJhDB/ahfzp3ZxzF5x9CQIDM+v3cpDL2/g4Vc28vSaLfzsgVfpz0TRtrYk+8yezJy+Tmb3dTCnt5PZvR3M7g1fT+tu2+EoeV9HHwO5AfLJqao0qTPunJ35C+aP0FupB6lCGflYatKZCp93OxHv3nQYee1qK890ss0Jj9ooa3GEOpRBtDkR3UhpUjSRMeGJeI+UU7sUX8TbmwXFFD+6uJMmrbwjP0KGo3wuH43nRLKjqHLOF6F2S9DnfMujCZzOnUE3cm0pZGfxjCEJa3u8LDOUj8Z1MphE2wjy5ftoo9wA/VvCgnFbtgyV9dseBJ1cWddUF8aYm4GbS9oucp6vJpSgKHUilxkgYSDR1dVsUxTFSyIhhQj3mW8KJ08HgWHFhgEefnUDD768gadXbeHhVzdwyxODZEt+KNqSCWb1dkTOeAfzp3ax+06T2GNmDwunddNZRSrNKe1TAMgk0Ih3nXHn7Byy5GA92k0gFVWzdDOddESyk55UXJl3clsoP+lrj3XfmzpCPXe/k3Iu1x8uz2RihzGRtNKM+PuX8FSztI53wrmpVUjTF5Q7zdVeY9t1fbISFzte4GYciZxmt38iUS4Xsc/dC3+73xKUO+MJ5yIkmQr7BY6DnoyyQLnjiZRXqbTbtWMUL4vGcu4SJqODm3JSRabT9v0pl6uknErX1vEeevSxsm1tH9LyNeM1x9wEJzu4DYBU96QmW6Io1ZNICAumdbFgWhcnHTS30B4EhvX9GVZtGuC1jYOs3jTAqs2DrNo4yKpNAzzw8gZufGxVUaSqtzNdcMpn93Uye3L0GLXN6eukr6MPgEEJSKjGW1EUpW60ttutjveEJ5cJr1aTnRrxVsY/iYQwo6edGT3tHDDMvbKhXJ6/ruvn2TVbefWNbazeNFhw1B9dsYk3+jNl6/RNXQEzYUgMnRqDVVqENif/dmcqininOwptfW3hd2W6E/He0hWuszUTuw+5qMS4G721E/9ctYYNdLuqESsFEVeu4ck+4guSVopgp5JRJN0xIJ4g6UaUTdFjuG6UccSTfcVd104mdaPGCU802ka8i+U00cRMx76EZ3Zj4JG72OPsLrKTJe0yd/vWvJwrYbFReMcoK0/JOncu7L69/tfaZaFSqYkyockPRRHvrsZWE1SUZtGeSrLXrMnsNWuyd/lgNs/qTYO8tmkgcsoHuehPbwAwIIYOdby3GxG5GjgKmC4iK4ALjDE/bK5VynCknCwkVu/dmYqDNFPaQ13vttzWQtvWXNg2mHM10aGz7hZesY6ldYBhmKwm0fORXLFEhaI6vqI1KU/RmFS+fFt23MBXfbLKqpq+ipO+Spi+5a6cxvrArhTHPivuF0pShnLlznV7qtzJt/18FypFRX0ix3zISRU5qSf8XAwM7F9oG7ytfJzRoY63MoHJZcKTpDreihLSkU6ycHp3UWn73z71Ai8CgwlTHI5TRoUx5qxm26AoyhhGJd7qeE90gkx4i7Ctu6fJlijK2GXO5Km8mBMGJJpUlcshKT09KhObhMQRU1v2vaMot3eY4WRKexwBHciHbVknUmojuuucgjxWopDyRLfdiK6/mE4kEymSpFC2rg+b51soz5ZClI98pGh0vA/lbUWFfjwZWbwRdF+J+kR5xNuua6PWLj47s3lnsmY0XnsU6Xej8L4c5OnoToTblitkc4nXHcqF58FUenah7Y4yS0ZLa3ve+ssywQlykePd5b/trigKzO7txqztYhuRtjGXAXW8lRYiLeHnvT0ZF1vrSIYSEqv1BshEFSnzJk47aJ1C1yl2ZRAWKztJeZztIlsqzHD2RUulKEtK+Jj3VJC0mm3Xoc/lywe0drrjWm130bY89vocb7uGT1vuYpe74/kc6UJ1TGfd0r3wXVy4x70t2sZQUP4+tbnVRiOnvacj1v7vqOPd6hrv+lalUJqOyYZ5WNsnqeOtKMMxq7edIBc73iZXXpVPURRF2TFklP8mIhrSmeCYbHiLsL1bHW9FGY5ZvZ2YfDdbTZi3mGxtikUoynghmbAFb+KIt51omTOx1GRqu42GxhFvYSBaN46U9keZTnwTD1NORDXpiRAnC1ITnwyl3HbfZEnfdkvHd/u58opUYvjt+7br7o8vmlmQznjaiu4S5JNl49mItxu5t8fKta60wJDPdvf9afdEvG0k3SfnmZTOlbVtNxPTn64adbwnOlFlrc6eviYboihjl9m9HZh8F/2iEW+lNbHRxbSTYtBmOskFcaaTwPhkIKETnpTYGd+UDMfJeKQMrmPnk1wkPMt8bZZKVS19DqirK897ZBsj6chLcS8G7Lq+i4GR2nJRgRt3+6mCjrx8H317nYs89HTCV1wnHrcjGbp/7uyvoLDczfAStnWmaheMSLS42EId74lO5Hh3dPc22RBFGbvMmtyByXXTT+Rwq+OtKIpSHzTirUxosmF0oqtnSpMNUZSxy06T2zH5bgYkvJ1q8up4K61JEl+mkzhbST6SnbjRU6LFQhwVbUuEzwfyccl4u8ZIEWXx9POtYftVyqPtLqkULffZ5EaZjSfFiV3uFqFJ2jZnyzZ7TOCMEVCeVcSum0y42w0fU04E23iPBkXbcG3yaaXbk8my/bLR7Y5k/J7ZbDJbc+WFx7aXiardrhZ1vCc4kgvIJaCtXStXKspwtKeSdCUnU0jEkFXHW1EUpR6o461MaCRnyNSu0quiTFh62/uw86s04q20Km6U11a2dHXfbVH029V621V8ea/b8vGkPBuNrRS9Lm4rj/L6nLbAM6Lt5/b32Zn0RK2tnUUl3j3bjStNxnba8dzedjxXHe/rVygj7xhYiII72wgoj+YnC+uGr92ouI1utyXiSHYuev/c/RqK3it3W21Jq4GvjSMhtLzSRB3viY7kDBl9lxVlRGZ0TaUwDyxbu9uqijJesbKTNsfxzptw3lDgZN6wLl5Xys0dHeXsdrzXbOTsBT4PfTuoJnJabZXEkcbyTQdMeJz2hGeDvguOhEeSYjGO7MVOkkwUyV7KbbGLbb+kM669gHILJhHYC6J4sM5owqVvIme7Iz/ZMbR0pbpkE5xEzpBJt/aHXFGqYafuqXHEWydXKoqi1AWVmigTmmQOsup4K8qIzJs8nRU2IJSvYc5aRRmnFCYPOhKFNhNGv/NOTujAFp4ycQ7wrig1nit5SAZRFcagPCVhcU7q8hR6lX7FiqLBJWO4+CZDGk80Wkr6F23LscTKO9x9tE6lO0HSUjS50pRLZxKeyZV2eVEOcE+qwHx0N8HKRFy5SLyN8m0Vl5FPR71cWUu5JGVHaXWPRB3vCU4yZ8ip460oI7Jz3068Uoh4q+OtKBY300lgdd+R5AQgHzncpsixjCQpSdfJDu8k5XAd5XLHt1rHu+CUehb6tM4Fp9gdN2G3WT6GTzbiW+461F75SWFbI2VJ8clKPHnOC/3iCyIJstEYdh9j984eA1dqYkz03NnFlFhJSrmsJFNLd1mlJspEJpmFTFtrf8gVpRoW9E0lsD8IOrlSURSlLqjURJnQpHIw0N3aVaIUpRpm93UiJg3kMTq5UlEKuJFnG/22E/YAUja6bVz5ic3k4bQVMmm4bb6Zgj4byttGikiXDzt8f3feoa+fL6uKXSVwj08hW4kvC4qbJqU8q4kvP3fSE3325g9PFLtzqUS5e2dzsIf9k9EY8fi+bVkLU95l20dru93qeE94UjnIp2v3hVGUicqs3g6ENDCoUhNFGQZb7tt10tKRRKEo04lNoee0xbKT+MI250nd58MnEyndFsQp++J+voGHTz84Er58LOkimzxpAu0rr2a8XE/tXsDEg5Tr2IvTDiaLtmWcMaxz7cpPCukWi7Tg5VhbfPKT7UHQiLc63hOYfC5HOisE6ngryohMak+RsLlqVWqiKIpSezSRtzreE5lsZpC2LARt+jYrSjW0SVT7Opev3FFRWpSCzMGJ1FpZgxupNYlyqYmNwhZlEPHkk/ZNrrTeWlEu6sIiJ/Jb6F0u+fBJOWzE140Qx/3KJ3f6s594bHIlNL5iOZRnH7GTG11JiE+KE0f/nWh19LwQ8XYnlUbbT0ucj71QdMiU9yvalm/fdgjRiHezDVDqRyYzRFsWTFrfZkWphvZUJwAmUKmJolQiWSSKDt3dvJN2MFXIVlKUrwQodsYtRfIK8Qk6PAVnfI5iicNdnNWkuI87RODLtFJUnTNRvn2PI19w2b3yEzedn80qUr7dlOMg20woxXKaSP6B63gXXxAVO96JokcAiXT5RW2FLC3xftuLAb/+e/todcdbZ91NYAa2biQVgGnTmvGKUg2d6dDxzuvkSkVRFKUO1DUUKiInAN8ivPtziTHmKyXLJVq+DNgGvM8Y81A9bWoltm5eFz5pa6vcUVEUACa1dQOwZWALPU22RVHGMm7U0mbIaKM8yONGXu3zdleFEY3jk1f4o9VuhNbTVrrQuNsvJ85xXV60xi3d7s904pkE6Yluxya5GVHKI9OFCLuzamFSo9tmyovalE5+DJw867aXGyGncHhcKVD46E7CjHOG1y5O65O0tBJ1c7xFJAl8FzgOWAHcLyI3GGOWO93eASyK/g4Fvhc9KjWgf8M60oC0tzfbFEUZF0zuDN3t1/s3MafJtijKeME6gCm3aEvktLrOq/8ee7g8G8TOWKESZtE2yvFl2ihN+zdS0Rqv7rtqKcTo5Bc+vbQUSUI84/mKCRX03PF4hawmYi9k3G2Up4D0ZVCJCxLF4yY8bTuCUCrXaT3qGfF+E/C8MeZFABG5BjgJcB3vk4ArTfht+LOI9InIbGPMqloZMdC/mRs+dFythhtXJAcz7AskOjqabYqijAumdU0G4JXrr+OZO24G4MTv30Zn9+RmmqUoijJx0Ih33ZgLvOq8XkF5NNvXZy5Q5HiLyAeBDwIsWLBgVEbkczn2fHTzqNaZSGzphGn76k0ERamGvRYfw8buX7Dg5Ry8HJ438prTW1Gqw/GnrPwk7UaUbXB1hOBpzlTrmPkmVxZnJElIubyiaHqkT9bizXQS4kZrKxe8KZ+E6StfX5xHu3xyIwUpTNKzbvlkzUTh7oPTvxAhj7HbSHtkJcXTYcNXeV9u8e1Cs5rU0/GuJmt9VZntjTEXAxcDLFmyxCfTGpZJvVM56PGnRrOKoigtyr5L3wYP6vlCUbYHX9YOt6Ji4cfbTWCS8GT8CEKnsSg9IeWpCOPt4vSLxvA4p941Ck9dpzhyQKXc2XTlHbEjHa+bKClk4/ZzddeJSKaSSDgXBtEwPi24ewFhZSJJV2oSHWcp9HFTLIb98s72bVvCyUTjO2b2wiTv1bNvH63tdtfX8V4BzHdezwNe244+iqIoiqIoygRAI971435gkYjsAqwEzgT+rqTPDcD5kf77UGBTLfXdiqIoiqI0Hl+RF5vvuyi5hrGSkNgZszKJbFGmk+EnA1YqkiOe6HZRHm+f/qRA0nnmybvtkalYvPnGjVOy3TfR0k4E9UwCdbeb9EzqTJYU0BHKj1NRLm573B077eRL3+TKnKlhUTHVeNcHY0xORM4HbiX89F5qjHlSRM6Lll8E3EyYSvB5wnSC59TLHkVRFEVRGktR2sGSzBsACZMoenT7JU3sKOaC0PELPFpj143Ll6TkS/oE5UVSDo8TKOUOva9ypZW/FOu0fcNZh9q3MH5aSPfntNn9dY+ZPT4+zbjtnyiSoUT93dSKJhv2c2zvTnUBkAmyZWa216iAjqBSk7rm8TbG3EzoXLttFznPDfDRetqgKIqiKIqijA1UaqIoiqIoilJnSsuau7iR57gkuhNx9pROt7gT/8QUZ/DwlToPiiZDDl/wxie5cLN7mBJ5h7uOLxrt8zdNkS3l4xUi3uWrFkXaSyP3xjO5kkR5BN8dwx7blOeY1bKAjkpNFEVRFEVRGoRPflKczi9yhp20glaKUiT1sLIKV35S4tP5spokPM67z7EUz/Li7CJRqj9vWsNy3XmRdEXKUwf60gT6JC4WVz8fy3PC8Vx9vN2+mzrQ50cHnswx9XCRW9vtHjGbpqIoiqIoiqLUAhnVv6pGFDlBRJ4RkedF5LN13oEdRiPeiqIoiqI0F88kQ1eSEkh5NNZGvJNOBLs033SxhMUmynY3K6VNw5hn5SJOFhBPv4IlplxCUmRXBemGK/9IRtv1FfjxTRy1mUmCwJ1IWZ4RprjMUGRTNF7gyYhSS2o5pogkge8CxxGmqL5fRG4wxiyvvGbzUMdbURRFUZSm4nXG3EqYnhR6VMi0YR1VVxNeSIlnymUtyREqQ9riM+54BSfXcWh9DrVdxyd7yQdxmj5rc3siHXeo4KP69O6WNmeMXJAr2geA9mT7sOt6j3WtqH1akzcBzxtjXgSI0lOfBIxZx1sqvXFjERFZC7wcvewFNjmLK72eDqyroSml29rR/pWW+5ZV0+a+ruexGM6eHelf6+Mxnj8blfpU267flcpttf6u7GyMmbEd67UUIrIFeKYGQ43mMzbaz89w7dV+hurx3ap2f7fnu7Qj++q+bvS+jtRX39vR72vpa/t8T2NMTxU2liEivyE8VtXSAQw6ry+Oqpnb8U4FTjDGvD96fTZwqDHm/O2xryEYY8btH+EbUNVr4IF6bntH+1da7ltWTVvJ/tftWIyH4zGePxuV+lTbrt+V6o9Pvb8r+ld03GtyfEfzGRvt52e49lF8hmr+eap2f7fnu7Qj++q+1vd2/L+3w+3vWDovAqcBlzivzwa+02y7Kv2N98mVN47ydT23vaP9Ky33Laum7cYKy2rNWD8e4/mzUalPte36Xanc1sjvilJ7RvOejfbzM1x7tZ+henyeqh1ze75LO/p9qfX+6nu7ff1q8d6Wvh6L58YVwHzn9TzgtSbZUhXjTmqyvYjIA8aYJc22Yyygx6IYPR7F6PGI0WNRX1rt+LbS/rbSvkJr7e9Y2lcRSQHPAscCK4H7gb8zxjzZVMMq0EqTKy8euUvLoMeiGD0exejxiNFjUV9a7fi20v620r5Ca+3vmNlXY0xORM4HbgWSwKVj2emGFop4K4qiKIqiKEozGe8ab0VRFEVRFEUZF6jjrSiKoiiKoigNQB1vRVEURVEURWkA6ngriqIoiqIoSgNQxxsQkfeIyA9E5Fcicnyz7WkmIrKriPxQRK5rti3NQkS6ReSK6DPx3mbb00z081CMnisaRysd61b4nrXSebUV3k+XVvqu1oJx73iLyKUi8rqIPFHSfoKIPCMiz4vIZyuNYYz5pTHmA8D7gDPqaG5dqdGxeNEYc259LW08ozw2JwPXRZ+JExtubJ0ZzbGYqJ8Hl1Eejwlxrqg3rXRebuXzbiudV1vtvKnnxfox7h1v4HLgBLdBRJLAd4F3APsAZ4nIPiKyv4jcVPK3k7PqF6L1xiuXU7tjMdG4nCqPDWHlq1ejbvkG2tgoLqf6Y9EKXM7oj8d4P1fUm8tpnfPy5bTuefdyWue8ejmtdd68HD0v1oVxX0DHGPNHEVlY0vwm4HljzIsAInINcJIx5v8A7yodQ0QE+ApwizHmofpaXD9qcSwmKqM5NoQlaOcBjzAxLk6LGOWxWN5Y6xrPaI6HiDzFBDhX1JtWOi+38nm3lc6rrXbe1PNi/Rh3H/4qmUt8ZQ3hF35uhf4fA94GnCoi59XTsCYwqmMhItNE5CLgYBH5XL2NazLDHZvrgVNE5HvAjc0wrAl4j0WLfR5chvtsTORzRb1ppfNyK593W+m82mrnTT0v1oBxH/EeBvG0DVui0xjzbeDb9TOnqYz2WKwHWuWL4z02xph+4JxGG9NkhjsWrfR5cBnueEzkc0W9aaXzciufd1vpvNpq5009L9aAiRrxXgHMd17PA15rki3NRo/F8OixidFjUYwej9rTSse0lfa1lFba91baV2i9/a0LE9Xxvh9YJCK7iEgbcCZwQ5NtahZ6LIZHj02MHoti9HjUnlY6pq20r6W00r630r5C6+1vXRj3jreIXA3cC+wpIitE5FxjTA44H7gVeAr4qTHmyWba2Qj0WAyPHpsYPRbF6PGoPa10TFt4+CbqAAAF8ElEQVRpX0tppX1vpX2F1tvfRiLGDCs7UxRFURRFURSlRoz7iLeiKIqiKIqijAfU8VYURVEURVGUBqCOt6IoiqIoiqI0AHW8FUVRFEVRFKUBqOOtKIqiKIqiKA1AHW9FURRFURRFaQDqeCtjAhHJi8gjzt9nm22TRUSuE5FdReQvkW2viMhax9aFw6z37yLy5ZK2JSLyWPT8dhHprf8eKIqiKIoyFlDHWxkrDBhjDnL+vrKjA4pIqgZj7AskjTEvGmMONcYcBPwbcK1j60vDrH41cEZJ25lRO8BPgPN21EZFUZTRICIfEpFVJcGO/Ws4/kIRGYjGneZsY7WIrHRetw2z/p0i8vaStk+IyP+ISGe0bkZEptfKZkVpFOp4K2MaEXlJRL4oIg+JyOMislfU3i0il4rI/SLysIicFLW/T0R+JiI3Ar8VkUR0sn5SRG4SkZtF5FQROVZEfuFs5zgRud5jwnuBX1Vh5ztE5N7IzmtFpDuq6DUoIodEfQQ4DbgmWu1XwN/tyPFRFEXZDg4AvlAS7Hi8xtt4IRp3vd0GcBHw/5xtZoZZ92rCIIXLmcDVxpiBaKzXamyvojQEdbyVsYKNYtg/N1K8zhizGPge8C9R278CdxhjlgJHA18Tke5o2WHAPxpjjgFOBhYC+wPvj5YB3AHsLSIzotfnAJd57Hor8GAlw0VkJ+CzwLGRnY8BH48Wuz8gbwVeM8b8FcAYsw7oEZG+SuMriqLUmP2BR5ptBICI/L2I3Bed978vIkngOuBdItIe9VkIzAHubp6lilIb1PFWxgqlUpNrnWU2Ev0goRMNcDzwWRF5BLgT6AAWRMtuM8a8ET0/HPiZMSYwxqwGfg9gjDHAVcDfR47vYcAtHrtmA2tHsP0twD7AnyJ73uvYeTVwehTtdmUmlrXRNhRFURrFvsBlTqDjg80wQkT2JpTjvTWKYueB9xpj1gP3ASdEXc8klPeZZtipKLVkhzWwitIAhqLHPPFnVoBTjDHPuB1F5FCg322qMO5lwI3AIKFznvP0GSB06ishwG+MMWeXLjDGvCQirwF/A/wtcEhJl45oG4qiKHVHROYDrxtjDnDaOkXkIsKo8hTgSeBrxpgXRCRhjAnqZM6xhOfE+8PYBJ3A69Eye7fwV9HjP9XJBkVpKBrxVsYrtwIfiyLJiMjBw/S7Gzgl0nrPBI6yC4wxrxHqBL8AXD7M+k8Bu49gy5+AI0Vk18iWbhFZ5Cy/Gvg28FQUdSfqlwCmA6+OML6iKEqtOAB42m2IdNPnAf+XMLJ8HvA3IvIj4J+juTPvAhCRa0RkZxH5toh8R0Q+sQO2CHCFc6dzT2PMhdGyXwLHishioNMY89AObEdRxgzqeCtjhVKN90hZTb4MpIHHROSJ6LWPnwMrgCeA7wN/ATY5y38MvGqMWT7M+r/GcdZ9GGPWAOcC14rIo4SO+B5Ol58C+xFPqrS8CbjbGJOvNL6iKEoN2Z8Sx7sCtxhjvulp/wjhnbr10Xjby+3AqdE8GURkqojsDGCM2UooI7yUcomeooxbVGqijAmMMclh2hc6zx8gcoKNMQPAhzz9L8eJXhtjAhH5F2PMVhGZRqgbdGfvHw78oIJp1wG/F5ELrINcuo2o7TbgtmH2YTX+79rZwP9U2LaiKEqt2Z/wDt07otcG+JvI0S3FBimGiM9h3YRBu6uMMY/tiCHGmOUi8gWiDFRAFvgo8HLU5WrCOT6lGU4UZdyijrfSCtwUTaBsA75s5R4i8iChHvzTw61ozP/fzt3iNBhEUQC9T+IwKBQL6Iq6GMAg0GyiijXUFMkeaqpQCOTDVJDwE9J8eUmTc+Rk5s3Ia+70R1XdJrlOsl/4Xa/dvV14JsCvunt9wrFtksequklymeQpyUNVHZK8d/f9P++++2Ftk2TzfXfS3c/5u6cDZ6eUhAGApRwLnLskb8ffSpacfZHkJclVktWXH6zgLAjeAAAwQLkSAAAGCN4AADBA8AYAgAGCNwAADBC8AQBggOANAAADBG8AABggeAMAwIBPxpTy7wnzX1wAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "analysis.observations[\"23592\"].peek()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data reduction\n", "\n", "Now we proceed to the data reduction. In the config file we have chosen a WCS map geometry, energy axis and decided to stack the maps. We can run the reduction using `.get_datasets()`:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:gammapy.scripts.analysis:Creating geometry.\n", "INFO:gammapy.scripts.analysis:Creating datasets.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 6.8 s, sys: 609 ms, total: 7.41 s\n", "Wall time: 7.55 s\n" ] } ], "source": [ "%%time\n", "analysis.get_datasets()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we have chosen to stack the data, there is finally one dataset contained:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['stacked']" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "analysis.datasets.names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can print the dataset as well:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MapDataset\n", "\n", " Name : stacked \n", "\n", " Total counts : 7474 \n", " Total predicted counts : 2326.93\n", " Total background counts : 2326.93\n", "\n", " Exposure min : 5.97e+07 m2 s\n", " Exposure max : 3.15e+09 m2 s\n", "\n", " Number of total bins : 312500 \n", " Number of fit bins : 309230 \n", "\n", " Fit statistic type : cash\n", " Fit statistic value (-2 log(L)) : 73346.62\n", "\n", " Number of models : 0 \n", " Number of parameters : 3\n", " Number of free parameters : 1\n", "\n", " Component 0: \n", " Name : background\n", " Type : BackgroundModel\n", " Parameters:\n", " norm : 1.000 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV\n", "\n", "\n" ] } ], "source": [ "print(analysis.datasets[\"stacked\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see the dataset comes with a predefined background model out of the data reduction, but no source model has been set yet.\n", "\n", "The counts, exposure and background model maps are directly available on the dataset and can be printed and plotted:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "counts = analysis.datasets[\"stacked\"].counts" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WcsNDMap\n", "\n", "\tgeom : WcsGeom \n", " \taxes : ['lon', 'lat', 'energy']\n", "\tshape : (250, 250, 5)\n", "\tndim : 3\n", "\tunit : \n", "\tdtype : float32\n", "\n" ] } ], "source": [ "print(counts)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "counts.smooth(\"0.05 deg\").plot_interactive()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model fitting\n", "\n", "Now we define a model to be fitted to the dataset:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "model_config = \"\"\"\n", "components:\n", "- name: crab\n", " type: SkyModel\n", " spatial:\n", " type: PointSpatialModel\n", " frame: icrs\n", " parameters:\n", " - name: lon_0\n", " value: 83.63\n", " unit: deg\n", " - name: lat_0 \n", " value: 22.14 \n", " unit: deg\n", " spectral:\n", " type: PowerLawSpectralModel\n", " parameters:\n", " - name: amplitude \n", " value: 1.0e-12\n", " unit: cm-2 s-1 TeV-1\n", " - name: index\n", " value: 2.0\n", " unit: ''\n", " - name: reference\n", " value: 1.0\n", " unit: TeV\n", " frozen: true\n", "\"\"\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we set the model on the analysis object:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:gammapy.scripts.analysis:Reading model.\n", "INFO:gammapy.scripts.analysis:SkyModels\n", "\n", "Component 0: SkyModel\n", "\n", "Parameters: \n", "\n", "\t name value error unit min max frozen\n", "\t--------- --------- ----- -------------- --- --- ------\n", "\t lon_0 8.363e+01 nan deg nan nan False\n", "\t lat_0 2.214e+01 nan deg nan nan False\n", "\tamplitude 1.000e-12 nan cm-2 s-1 TeV-1 nan nan False\n", "\t index 2.000e+00 nan nan nan False\n", "\treference 1.000e+00 nan TeV nan nan True\n", "\n", "\t\n", "\n", "\n" ] } ], "source": [ "analysis.set_model(model_config)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SkyModels\n", "\n", "Component 0: SkyModel\n", "\n", "Parameters: \n", "\n", "\t name value error unit min max frozen\n", "\t--------- --------- ----- -------------- --- --- ------\n", "\t lon_0 8.363e+01 nan deg nan nan False\n", "\t lat_0 2.214e+01 nan deg nan nan False\n", "\tamplitude 1.000e-12 nan cm-2 s-1 TeV-1 nan nan False\n", "\t index 2.000e+00 nan nan nan False\n", "\treference 1.000e+00 nan TeV nan nan True\n", "\n", "\t\n", "\n", "\n" ] } ], "source": [ "print(analysis.model)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SkyModel\n", "\n", "Parameters: \n", "\n", "\t name value error unit min max frozen\n", "\t--------- --------- ----- -------------- --- --- ------\n", "\t lon_0 8.363e+01 nan deg nan nan False\n", "\t lat_0 2.214e+01 nan deg nan nan False\n", "\tamplitude 1.000e-12 nan cm-2 s-1 TeV-1 nan nan False\n", "\t index 2.000e+00 nan nan nan False\n", "\treference 1.000e+00 nan TeV nan nan True\n" ] } ], "source": [ "print(analysis.model[\"crab\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally we run the fit:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:gammapy.scripts.analysis:Fitting reduced datasets.\n", "INFO:gammapy.scripts.analysis:OptimizeResult\n", "\n", "\tbackend : minuit\n", "\tmethod : minuit\n", "\tsuccess : True\n", "\tmessage : Optimization terminated successfully.\n", "\tnfev : 312\n", "\ttotal stat : 64490.20\n", "\n" ] } ], "source": [ "analysis.run_fit()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "OptimizeResult\n", "\n", "\tbackend : minuit\n", "\tmethod : minuit\n", "\tsuccess : True\n", "\tmessage : Optimization terminated successfully.\n", "\tnfev : 312\n", "\ttotal stat : 64490.20\n", "\n" ] } ], "source": [ "print(analysis.fit_result)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is how we can write the model back to file again:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "analysis.model.to_yaml(\"model-best-fit.yaml\")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "components:\r\n", "- name: crab\r\n", " type: SkyModel\r\n", " spatial:\r\n", " type: PointSpatialModel\r\n", " frame: icrs\r\n", " parameters:\r\n", " - name: lon_0\r\n", " value: 83.61894929306811\r\n", " unit: deg\r\n", " - name: lat_0\r\n", " value: 22.024836258944713\r\n", " unit: deg\r\n", " spectral:\r\n", " type: PowerLawSpectralModel\r\n", " parameters:\r\n", " - name: amplitude\r\n", " value: 6.290310266334393e-11\r\n", " unit: cm-2 s-1 TeV-1\r\n", " - name: index\r\n", " value: 2.785083946374748\r\n", " unit: ''\r\n", " - name: reference\r\n", " value: 1.0\r\n", " unit: TeV\r\n", " frozen: true\r\n" ] } ], "source": [ "!cat model-best-fit.yaml" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inspecting residuals\n", "\n", "For any fit it is usefull to inspect the residual images. We have a few option on the dataset object to handle this. First we can use `.plot_residuals()` to plot a residual image, summed over all energies: " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "analysis.datasets[\"stacked\"].plot_residuals(\n", " method=\"diff/sqrt(model)\", vmin=-0.5, vmax=0.5\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition we can aslo specify a region in the map to show the spectral residuals:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "region = CircleSkyRegion(\n", " center=SkyCoord(\"83.63 deg\", \"22.14 deg\"), radius=0.5 * u.deg\n", ")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "analysis.datasets[\"stacked\"].plot_residuals(\n", " region=region, method=\"diff/sqrt(model)\", vmin=-0.5, vmax=0.5\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also directly access the `.residuals()` to get a map, that we can plot interactively:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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lBwHgcm+53umRgdXB1l2hfVDoacEpHxmAs9Wav3/TdsY+d8GfiBaPMsVLwLqnOZRXZas7H/RAf0oC/5hzj7Qm5ykdRKy0CxDjORMtMG1L1HYGvGS2G+i19P680AAOoPPf/r4DaqZ3wuUm52mHC5yzDJyv1XPCym2mSD+gFroIoRjmFqoAVXTKVNLIb7UIIbgrnULUAvQaFZRciGGAW4wK8JzbDPJMWvlH3BVkjQvfLN1pVNINYPYyYKZm7nwJt3+fZaG/Dw+EiKCZIek/cstW78D9NRIwGBrEuukueulBuKcF7urI1lkGVnfhNJ2HNAqa3LpLwy2z/WuXqpAuud0avJLp727WZDZo9zezBzncknFwBdTi6cKoDLQwJgfA+meGBb87F8Z7crd/skUQyEuAc56rgpPP7+bFA+lBd64wUw1iDzsctDF4xJwu5sI2+vrIqCheMosdz+gzowLxBdQAMnPJbr12BljUCh3731WZ+bmWbgDFYNEAFxu36p6HBymLge+wWPuUdyuwxcwXSnZrdYlrU6zSrMgWpcCA6itMVIwvLhjXMgOrUBnXc3+d9JdzQyBZtETn9/2LxiNuGkR0H9C6i+Mm997H3vLMH70EmjkJf39zZWvS9+uiGGf7nfJTEQB7cY6Es9ScPW/cwioXMAs2EZAwmkhQIw7QnACakfnAptH0tllVVAfYkv6LWZgpiDXNMaUnXTw3ZkXlv90SzoEWPwoAUTIavoY93EQawHNAcIuNd5ZbXBUq5hAINEEiWXPhPhufKRyWrb936Xj0xfE9L8WFbPCqPA1gDSrArVaSDupt0AoioGLHwTNn69fGA2qlnXTXpl/QyhIpcT5n7iNlbGRYPJ8DT/MDYN7cMAr2tMBtDeJ7cL3zQ8xGHX+Pm0StyHGDeeHi9H0agis5zzVbkXnbDrB5OLBmq8EBdj+cBvDIca4tz+DKNtsNqgvAwtikgLpaiME5u2yd5XCGpF93y2gFbZp8rxu342J1q8V0B87Ur9J52wewbuJa83nKwJqt1Vw26tv1pH8AyVrrAV6Dw505XwDobFxrcqMZ0HQoAzhGi+PTYzQOmQtE5oBkWP3SwJaO5sedy3gnWiSA1vQAcmUYJAJsBK02K30LYGUDV3QCsQfBCoj9UZWwjp3K0HlrqBOeSXFBlWyaQ7o2GuR7TmGVNzPuaYHbH0T0bgA/COBzof7Hh0Xke9L7fw7AdwP4/SLyW/badwP4KgDfLiL/4Fn7CCtIfdvBUe4Vf4zh9KCMW3ZV1tmVNSDo0NrxZ63gMy87qu+ZBM0sAa+c8nxUPU4HeLVUj3QdYOhu3/4hcCuwkQZmmhSc+BCLgFu9ntpz1V6fLKKyPQFvJ9UoNb5VLSSKv0M2z/aRj3HyApyrNDcVGNQAgADokRY0a9hmMM2/50XMXecoHGirLWZ2Lszq7sQTyAoxuDcUD95JQ6GO2k5TMoeCKqFRBZVBfLvWAex9B9hiVqvP0/UNOLjP2XL3BUw6g7rKKzZewLXFOeW+obQVZbtGadcop8fjGEpFL4sqcRV9VL0ijXpSESsH9W5KSfcwny36+/t2RCgKgojKqYq7asE3P+g+oPUWjA0Kkj9DRJ8B4J8Q0U+IyM8b8P77UAUaAAARfaH9+ocA/E0AzwRXYETFvUKlEWMIqsxCIm4RahCho/bTBK4eaQVVcDjj5zfpGRhMZYuDxwrA9wyFXVrPZLVGMvuaXOB8d5MKiFhi+8YH3RuNen6XGswcnifWe8L9XF/rZtQM3s0kF3O02h9FXZhcuMaAldpEjki2oPL3c+WPjIUo8jCd1kAul01uvgXSJPZD0z46sYIq3OrOFrpEwv10LU1m0q1DTtkJOcDn+/bfA56eYbkrpbGhdxWT4Z6S/2M7epzhSaAD3agIIvTuc7CAZG/xdy/pnMPPx+UsAz/3sehHGiBNn7/NdCy6t1xvf1jbBG+d8Cki+gVoq4WfB/BXAfxnmHUTC7xU/jnClJIeyGz9QBA6p1bfNIDM3G6Xq6vtBAcwoQKibgEe0qqkFGXNg6bf5Qw0u1jx466gAPvvYcjMObCGFF/fJd8TQxqBiwo0szSgAIItLKEJoLv+DNUp5xdZo9gu/ixmHTWuySquIZ/n53o/X1fMB3n6T3o4E9eaLV79mRazbNE6F5lq/YfbrfueihgS1ZDdfGID0maehFl4U9YBpSIPu+7+Pa2ocsqBzq7dnL2QA2x+P9p3KQGvUwWdQXze8iRUyFIBB/aZG3sz0heaTAPQzaA69uVgOtS8JmHvZz96LzzuOde3cBDRFwD4UgD/mIi+HsCvisj/ntupmy7jQwA/BeDPP++2A2BzTqcBbDx+CVgjdUY8dUZv2s4mWuGln5hBcQoGIFEQyWXWXZMGIQTYC8Jc+i6ApBal3KLXzpNVHQEIi4T7hlYOVoE1+NEcuc7AGmDGRR/IskDsbylVFfUdYEOcZOiS+gPnx6nHp5qpIItuUz8DVwdBPQst3OuzBSOAzM5N7zM9EtF3nUPnEtywyv+Vsa9utA8avKPAEH0xLtxAj9L8Rt5uKsmdgGtYrE8brpVAVOxmGpRLHJ/IFIASUPC9vR4i6u+LX7fKOELXMmHqmk3gc2SVRMw0zE0gmV3/ie9+C4EVRCjLPbi+JYOI3gbghwF8G5Qq+E4AX3PpsyLyZ97MPrLVil3aySVgzalJ8TnP9dxbKrtt+Wt7DtKHR8D388vVMZxsc89D9Xp51zj1fFRuG6INjT2EJB2tHFB57Es5vDaU/TMFQGTpPQSy1iXdlPV7PWArR2xsoiQ7K+aMi/OHkABIBWizliwZXEfKVZYazJRHgGYKUI1r4W7v7HZrhZgp//tiQHWcb8tQIx45oIxxHuI8e8AwrZfe8sfvA93fbAne1N7Gg2tCeh+xaQoIZiH2S9/prNeu4Wg7UTDuVId3AQ/2NaUI0nVtXNHZdGeJp+u2NwjGdb3ZYr1JTevNjnta4C0apOUpPwzgb4nIjxDR+wC8B4BbrZ8P4GeI6MtN5PZp2yIAn/a/P/PtnzW9n2+mvTuqgZGkfhRUQM7vLJNrdQayCViVqRpVRNN+d2LHg+MaIOglqtP23dV0UDBgpe00PtNb9HXSwM0GByUH5ijjtGi1K+nvh7A2YuxcVa+Ulyngtj+uWBxSkz0Q4Apcl/qA6bFIAGvpa2gbcDtNQDUKDGYeGPmaEIW26saHiRu2SVmdQ+JDO9LcJJ1nja7vZRD3wbG9dZ25XF1EzkFzKwcT+25AP6cB8meFWFvLYNACAEKk21PaSLqKLyZxGSFGK4cUhCwRiNyPsTgaHbBbNIEZWP16f/zjHwcRvZ429TbZK3c/Y9zTArc8DAz/BoBfEJG/AgAi8rMAPjt95pcAfJlnCzxt2AV95H9/0fu+VEJ1KnGvaW3G1PJEsoU48jadW8vBok5luvH2QJ2j5XulJwBjBkLWQ2lYCA7OGVsdhLwMc1J8yg+TNcgjryDqIzF+D6wxJy47gEr8nFuBVrmki5AHqUTFpsXKK01y0GuA4nUXCcHl5823WTwybilH5fR4OrZxDhlSD8Pd5QWwLqtiAbeND9bTq571OFOMksSjYuehKLwQRuL8tBimXN7JzaYhTxlgKx37nGBYqpwQa6ZArvePOfS47xRgC1pRHdrgei3Q5noOgKmb8XyuQ2uWalii+VwAAzSj4uuCTvFN4z3veQ9ee+21Rzd+4Fnj3nJ9S8ZXAvgmAD9LRP/UXvuL1mrh1oYD7KXhQJgtVg2MOAVQg7d0t8obzXnV0L5IwK3gfcUQoA+m91TapGCz1tCta5tsAPCsFIIKNlfasGzXqNuTAB5uK6ht+nM7RfACnpJjWgAxJ7cyUzJ7WH3Ox3ENbu4S9VH7iorz1DRX33/cHwzJPdF0H8h55oSfM+e6vXKK+4ayXaOub6CcHoM/9dug9RrYNsi22hcJVCrk0dsghyv0w0P05YgNDwFe0LngxFdY5YBVjB8WHuI4xGhsSlZl6LoWz5hIua+5Em3yYBKobnyYLUGjnMTEvS9b3hQLSqagcuK/VkYL5sW9xuLuwNpQzeu5UImXvIqZN83iuIjPAKNlzyWA9e0PQW85u7/f3LhdVSwi+loA3wONGf91Efng7n2y9/8IgDcAfLNlLP0BAH8nffTfBPCXROSvEdF/BeA/AfD/2HsvjVNvdbbATwF46lkVkS+4/f3SZE3s8w+nz+44qkt86XPvd7KXU+M6s15FKDQ8Q3LORD+mXNS2gdpq/zaQAY8UTBHjPYenD/XgOefjPKc7Mg0BMYuur9P56taYT62jghMOaDKS6f3Bb27ZR/7uAJh87qP0tq2g0xPI9RPg+gmkNaDbnJcFVMxCLwuoHuJ4Yn/C6SeFhkQnO+dmTTeuoG5WbFAAzr+2OMaodDJg9T5ZDeceTKaHZBf4dL0EMh2C+B55Ktgoj4UFToUkcnanhd7vH6hcYZxHSHSIzfO5dD9mnn/fmSNXLOZj2Fu7LzuIAK63U6RARAXA90LTOD8B4KNE9GMi8vPpY18H4L327ysAfB+ArxCRfw7gS9J2fhXAj6bv/VUR+cu3MlG8YhVani3gq61lYwLI7rzMYIudEpRbtk8B2BEsGFZKuNtu1e1+AsPq8LzWhTa1Wts16voYdXsC2k7g7VoBaNuAPgRWqDPkhntUXVYEZ3dJum86xlROmltbc0vVW1BKoZcDuF5hPRwD0JsUZJ3c/JDqOVI5vdin8a4QsQVjg5yugdMJ/XSCXA/rnFpDebgCm6eRpWaKu8Uwd2OA/d7h3RiUB25GERRsaT55boNvd2DNKWn5XvAFY3Ro6NP7I790VAoOSsH2m4J0TKPCylP2wnrOHWXTQuqfK1aZ58eVFbBCK2IHqGf3Qco7dpok7v+ZAn6pcYtFBF8O4GMi8osAQEQ/BOD90PROH+8H8INGI/4jInoHEX2epYb6+GoA/5eI/PJtTWw/XhlwzdTAPhjlxQVAjj67hXVhkP17hkd0U+Q471tLbs1aheZwVjaRZFpxaI+xbI+xnF4HrwqutK0aBJEOy+cCiqZRkfRnO2rpeKeXpStXm9zU0pV64HZSznZ9MoFrLwukHkC94VQforMGQ5qhfAdBOoEoS4FLnD/20lwDlQjG9A3oTemA1oblygKqBdKNBtFQc3DGSmncEIwxS439PcujjX5gxHZR1S3P1zFbjF5E0YzSyVZrsb5YkBHMukQbhVWZFvQIVu7kHkGEfVbECD6NxTksSfvRQSEhGO67nfd8+Z8FrPG55PE5n/7Mh+B5Bt0qLfAuAL+S/v4E1Dp91mfeBcu5t/ENAP7H3fc+QER/AtqW+9tF5LdfZqKvDLheGntB55zuNAJaXS0QlvlhIAaoXrwxLw11rXtYpiz6s5sqgBciVONYD3TCoT/B0p5gOb2B8uRToNMTYDMaID9odQGEMNdumlsoLkG4O3a3XC5YsC4yUj2wtJ0UVNsKPl0r8AHmlhfIcgVIR716OzZeULBgg5j+gj38ot2iXN+g2u8CHufcK8R2KWK6K3OnSwFKAS0LpFb0ekSrB21r7alX+6BNvgZx/INXjPYnxHGmeqYlU1DPMxA2WbCZdQ4MukODea6xJheAdS4L9tQztuIQbmvkLQN26XrTvNgLI0BQMIFhJqByU0OlNaxlzgWKy7f3LF0N39btcK4vlC3w+4jop9PfHxaRD+dNXfjOfpJP/QwRHQB8PYC/kN7/PgDfZZ/7LgD/HYD/+HknfWm8UuDaQZE/GsLR2BH8kLPKp04FJAVMczI2+HLOah55Oxol1uh9wRaXmIx/JZIBrLjGoT3B4fQ6ltProCevg64VXKWZm8c8AG4CVomsAlWul8sPglX8BGWREuG5N1DbFFhPj5WKWE/A6Qmo2UPHBFRN+2IuygnzceRtCoz3pFG6KrpgMUtUcIXlhh7Wd1AApQK1qXUDgEoBHY6Q40P0owaz2vIAW72KRoG9c0DKdB2SWPp+uMsP+FI06JMMrJ6BsEqNIgo9rlE26yLUGUin0y65CGKL1DNqm3LOxvuqR0UTLTUVU1gwsGD2xiJQCBn9ty6olu0prj2wumZu7NuXC2FsVOM7LzteMM/1t0Tky57y/icAvDv9/fkAfu0FP/N1AH5GROT2YoEAACAASURBVH7DX8i/E9H/AOB/et4J3zReKXDNYwSoBrj4CNfM3F/V5SwTyDZWq9Ubv110rXJtuHRAGoi65jdyNaasYKMa4FOxYaEVS7vGsj1GXR+Dr18HPXmswZ1tWDVSCsjADVYOOd40rdK2jXLLaXIDUDVYMhabCL1JCpw5sJ6ejG10Y6y5gOo6Ur2MOxYQmhBa13YrqvylVmuTjuIcuJ+nnbaBWsUVxFZ+QKxW6/EK7dFnoj34TKzHt+G0PMJ1fYiVDljlMGUI6KGm/GMa3sPe9fXqqUznCPFksTqw5n0UDNBy8J60D9w1l7GYuK6DV8lxX4MWOStb5TItfr4NQGkkEUGl2b0njHQyn4fQEC+KKjTisa2Y++igkMV2PJjH1I1aUN2H2xi3SAt8FMB7ieg90IDUNwD4xt1nfgzq4v8QlDL4nR3f+sexowR2nOx/BOD/eNmJ3nlwZchkwWTr1V26Zl0wmRewqPiwB1tYNrVsmwTINl4AyFSvfiPAQmYtABkdTLtFnN0SJpFIpD+cXsdy/WmlA974NOSN14FthfSuFmspqrVaF8hy1JJVUz0ic9upNyy9RT6oV/U4sLZyiCR0XywATIGdCK7kfNPgee13C0KVdtLMBkolw8LYOkUbnUIdKCpOnS2mEHgWpU/ABfLAUiftWGU5oi9X6IcHeOPR78d1fYhrfoDrfsTWK9ZewpoEMFlvRIi0Nlf496q8mCsVwEVuZEgXRttsLLofqWh9WK1AA5Px5bRiEW1ouLQnFwsPSDqqqVyFdm4OEtYDuuXt9rJEAYdnKGi2wbCIhbR3LIDpnAbARsbHCM76+9WDXWG1mlXdG5Z+PQV3cyNKYoH333rpQXRr2QIishHRBwD8OPQO/X4rm/9We/9DAD4CTcP6GDQV60+NqdBDaKbBf7rb9H9LRF8CpQV+6cL7LzzuNLjmFRnABLKeOeCcW0e3m2ZU4hQg1IY8J7SHUPR4fdALNwXJ1IosXVOnRmXRaaqyAWBuonKd1FLgikmtNrPeUKu6x8sBshwUfDzAAyjAmrWjYRUYwI5j8ePo6cE/qziy8kriAuGqoiJRjcqQUoJeCDoC8z893yOyvA80cVisO7Hruuj+66KguhyxLQ+xLQ/w+uEduJYrXLcDTglYm2h7bAeKapZViQyMdejZmguej/3S7wE8MrvIao2PDJRisfvaFViX9XG6GUcmA0EmFTJqa5wg9yQ6L8ojlyUBa5korNwHLjj0nfWa55sVvICRPTCaao58bwdYmNel1jwN0SLLT7gdzpVutULL8k8/snvtQ+l3AfCnb/juGwD+tQuvf9OtTdDGnQZXAMHriVusaTjvGjmCjkIAChf0XqOtBoBRWJArY1LowAMkHqhxNwxAioavUwI/UUWxRH4A4SIWE6wmsxKpLgZyBq7LYVis9XBGCfhPkm7BnTLQLRaJMoFIzBMOskMVS5aGiwkSTLFv5RhNvYs6inU/YJZJOCwnubO3OpERzKKwjBf05QCpB7TDA2zLQ6zLQ1zXh/h0fxuu2xLA2jqj2UJYuYMZ0PJVPWxnYSttoQwWgtJ2vM0KRvbnQkVeyNzlAg4edQYqDmC9xrI9QV3fCO7UBVYcQCOfdp9N4h5NMXC1HOJcCZYDZWFZRlrbOUgNYfORp53v1T2wDrWxYdWTNMv3dUpBcKtNYG8rp+sOjVcGXLt1SB1lfpqapQnus+p8L0UfPh6SdjmrIFcmeTFArn5x4Y9w3naBIo3kewnpphZlHw9dCLFIhzApr3r1QMGNK1CKWqwGrFIW+7xzuzNn6NJ0oZAU1vJlLVI/D5rDWgFRXVgitlYmA7zdeo25G+9aSOkBpoJCjMJeRDBEuz2ft1pGAuX2MlBOWYparQ6sT5a34Qke4PF6xHVbsHbG2hRYHSwAYKFRPlxsXwutqLKi9pNRNUO90gOVGeycK8/ud0VDI/UgfLEmGnxu6Rtqu0ZZH6NcvxEfkLKAShsgGzthCFlqmn1OhXIOoZHg99l+TMEyX/Vo5LDqyyoWM/kSyXPgiDoM4XFOoJrvh/3P582Ueda4F265g4OgPKlTAJcAVj83yjQb2OCygqNhXCb1B8juQXXkHhYw+rA2aNtZRBLABGlWakmA63um7ALlGs3tN+6x1yOkVNNZLeGSs3N3vSHMCgPIVvQ7LsTi1refJ51X4v3MMkc5jnk77RAgntFlvM7SUKxpX2FTvLJ9aQ6voHLXIgnRHNoojvAcXmCSPNzqEaf6ACc64rorsF63grUppxti0QTUlJDuLaqjIGN7Ylq2w2rtXMAd0HbZg5McehMbXMe3g1HIMkfOUp8UXHk7oaxPwKc34hpIb4Ac0OsB7gG7Pit59ZVfK1P0yh0fZjA8z0LIUX+/P/1nBtS9uLl4XsUuj3bcB5n+yr3OLosXvdlxL9xyB0eBCmeIuIYqG0lFgQ2bMIgUVEkEjToIHs0feQX7MQPtfJN1a3Od1ZrCUiTNhQTGzTsNYoAEvSxRktkPHGDT6yFcx3ATe4NE5LlBHDjss87fDem5MgU6PB0qTSJKLnWeDOZV594bRCQCZ4BZ1EjBKTSjBjoqdXROebys3OdCJwW79clI9WqrBsk8iGU6sp0XbLxofmmvGiTrFMAaTEI6nU5LFAtgVVnVqkxauL7otXJOj5B0a2U9sgp60YyBRg3d7yto8YC70txX8HYamRVcgKqLKCwjoZdlePChFzy41hBbQQljIOiUBKyXAmZxTTBXcZ1x3dTBu1Lw6fuxTYrFOFenTWpjLzNut4jgzow7Da4EwYGuNYcUmvQNQlQPAYhVHQI0z3DMmqxkjQpT99WcD/i00TFuyPwwTBYiRnVRtv6iv70/eMUS5ZO76ME175ow+tqHj4i1HNUKoiXKNX0srNH92k+TzGInDrAEkLRtN9TtyQjGZM6QtFdTzppgNFTalNqw4oGFNhx4xRW9gQfrp3G8/iTq409GgYSKdRegLMazPsC6PMSpXGHDYmlQCSB0giALmBUSLNxwKBuWsuHAJ1zxExz6ExwsyJSFa4Ygy9ALCJ7RzkdtJ13EivWkYi2fVW0BmlqduwYwtVXzkj2StxwHl4yr4Ni1tFWCa3Vg9ZzaLA40ue37YJUt4NEtN4Hq1r1Ulydno3hXDQPYQqQas8QQaSBX7sIQqnFg3WRBx8gCedlxW9kCd2nceXAdUU3N6YO4CyeaBXhB+WfQWGTuvUroBUBeqGChG1bwjoJOPdJXWhkFCnuJPwDhnkWdvX1uq0d0XhQsqSpYih7PxsuUVhQcIQgnHNFQsXmaks2T0b0bo8ruJcO88XLGFRfawKn9S5YtJOnoVAP89fvDqtGmiJovXHnDgbRAom5PULYnppFg59KAtS8HtOVKiwMssNOkJitO6+5r6RrIMmaisKCyWqyVGmrKDPBcUmAO2LViIixecUfqUVC3rgaNJsvQF1eNtu9yI2h4KbojrZCjvkG65Q1z0eIIv912VudN7nbOvrg0sieV6QDNyaXQevD7TAhGcZg1bIUxntvqrWwyuLrF6jKOt0EL3HOud3Q8K6qZRUUuvoeRXB2iKg5k5qbpDdbjwXdX3S2CRnW0Sy5DtwAJWDMPxr2he94nEDmpatEs2LBEDyu3uvfVR2JWxSoLts5T/icwgkqEHlkS4nm/bhX7nEjQRYN8VC3jgWdFKwFZlZS67y1FpYEMrCcs/Vrd8+0anOUSKwFc0ZcD+uEBtvoAWz3qcWMZAs5QS7iwQDpNwbLKPfher07KWQFakVYiuOc5pFlYW+eraUckHZw6M2TQ8uN2AR4NFBpdUxbTe7Br3SX4cGoreCsRaCQ009SdH7ebgOsSwF5y7buZFg6suriOrRQQmlNDngoysgzPwRXeneDmNjFvbhBwz7nevXEpqrnnSPf9qsbrgxLwh9XbUnsakW5v8KqxfXtIg+OlCmE620/OPgiLlsnElLWwEaAJWHNd+5n4MVyTU/d96upG954ixB5Q6ktoJoC8q6lEn6yZnyujPNSaH06C4iCs5Sp4Qp+jqygValigCfZLt1Sl7Ynm/QIRsJN6QD88xHZ4gNPyEGu5womOg2tN9fx+LH42Cyv1EClgXoaarNXuQGn6tZsvWqTntVlhgFi7c5SRNdC8SaOU5GYTOpl1aMUYvRxMzLuCKBVGtBbykOw5yJGaZc0VpWa7My/D0z2TF9GnKZzl+7ElnVa957ser1MPuUMGWYsvt8bTrHw8zYp+0UEXFodXfdxpcFUQLeOni4ikkXnVSyDrPGulptqq1OC9toZrb7mMmKXfnJXtotJzTAVSKFz3iOhmSsAf7H0OJrmqvolrSzGgGeWlWeS4WcBOc0BH8A4AahF0IRwLg6WG9S6kD51zfVkOUcss2NzG8yaCnRgblKrYMOruHQjURTf5xO1a6QArrY10rnrQtCuzWk/lAU44mvU9KqN8segpKDlSeIeXkeXynAbYygG5eaFTLJssoRegC4xgcSuZRwXXJhWraMVWCJx3KLCK6Q+UA0o9oNaqIjebykLStupS6ZyuF3NY4I65aLmyi+7QOMf5niakbADadVl4xvPgfDW79GJnsC2wKsPII0979xzkf1p2e0vCLXSfLXAnh1tgTVLsP/F2gOVBhtjG7FqraykBrLmls7fxAM38kwhhQz0XUTZA3e/Hh1YBtZEsTumhTgDgwOolmGt3Tk0j6P5ThHBqM7AWhgZQKhSULYNCczz1Mx1lnK9IW2O4ZhShTvoBAC6Caj72Qho4q+2kQbHtpBH13iyftWri/HJEq1dYFwXWkxyC2lDLVcF1634t7TqKDHfWQdXOvwdi1HNYxmLlnWxtwdLAj4OPWJBn8OEijFUqNqk4tVEV5otSoQWVD1jKEbVeqVrZetItmtgN9ab6EK1pAYaVMEMExAVcKopsaLJojralDmarcqokC8tyxwkbPLoAZYZotbZFMwVwLsMoUfmVcmite6/fo/aB29EWIALdB7Tu1hCQtmTBaK2ypwTYXFaGpg357abf9+DPzN9FtNZqtcetTOYyqmXpwsyxL9G0sOBsL1jLXjabFezVYjoH1k0cXFnBp1FYda1DgbYjGh8WlgBa7iaqIoQiGv324cAaIOkq/kj0RXZT/SG9QFMMnroZuF6rNux2Msu1WQktK8DyEq76igWrLFh7iX9eibU2ToukoGj2mgJG4kO72dwba7cC9y50ESjhBXToIpUXhEaEQuru+/YUhG0+TamBGtkQCxY6YC1XWMoTKxwowKmrkpkH7YgVZK20NyzZtoCblp0WWnUxoJo40Hnh9/tlD6x+TnJqHeMcYLHL09WfqajA+Fi/v0H6OeWJPR5xC9oCuA9o3bkhIFz3QwCEc5HASEVhdBzpWq1SbDsecbj52WoQc5guWT8OMGHVyMiQZQCVt5R72QJoPdl9X1GjXFnFdT9M1qoHKZoQrreCrRPWjbA1/afgOuf5Fya4gcDs3y9opgmQreU4h37eLEl/oxIpaNlCBDClSPn59Y4KV9uncVxfx+HJJ1GefAp8/RhYNZhFx4eQCrgWAtzalIKtM06t4rpVrI1xarqIrNvwPgoLatEsAVQXi2HAxGhW4zEBTIUfeq0o2uxE4O/SvWQUhH6GsDVGE329suBUC1oter4rQIeOB4cHYK/SWk+Q0wnSmvKLV1dAXUAHbYBDXECWTbBsmi5WeT2LGeyj9/uiAP/pMQGmoXo1ro3C8dTxwoKNFaorW2RDbaexTxpeQLacqzy4cLZebKhFfE8L3KmRHyAHmRwMcO7IgbX0bYCoC7rkslcwOg2rwdWSNtTIJfQH1K3KqRUxCUjKcLuirvvmuTeYy2r86rCrd5+X8VNEgbVbowI3Cvy9mA8GeIbCU8QzBnepUoHnlsUZfz0l8HfzBqwUtq/a/8u6KWA9hei3LJtpCozOtFN7cwyqwxePzegO5nkB6WaNswzwm2QFJYk9y4j2Szq3HvxzTldAwVu7Z7C1UbjQCwCwlvpyxakvOJSjlScvWoFFbBekm5ftk+bxz89j21AB9JQtEtfMmkj66yYfkwBWF+hncaFO63jXiwXafLJ2LQ92nVnfj8tSEst03fdda9/UIIyb9PfQuNPgChnW1J70T1Iro2xxSqSfCw0AkyYEB9foEfHcwTVblQ5ePggAdUZlaH95a5WhUeLBGYbV6txnarInpvrUg7dVy613ykKBY+6WwsoYSoFdFEB6JzQicApqeEI84BxwNzfw2VHi/BlGH9kVSPoB2wm0nqKrKwDtrlA1uOWK/KWv4NKjbh8Y1mPvwNbmPTuX7GDYLdDUXWQET394iTStS4OBnHhrYPPXjWrRxWvwvUG1MOPEFSeuWPmArV6h1INyr95BwXfoWry1ArVCatXCDWKVuWxTT9lYgns9aCFIyalzA0zPcl33VVnpGroH5cHG2lVHuLRT6MwC0Lxm6VYmLJh6ysnTQfx5x31A6w6OHGQCUtqVrdxetugya/4dJ+/jQT3bLgcHqgGlMrnql9qMRN6raPlrlxSlxWhkF4nazg9mTs0l9OAABjRmNCYUJjTGEEiK/WIAt1mvXZRb3URQRLBZpgIEkWrm/Nql9Js9wObz5BZ5tfS1ItYC3LMDtnXuqNA3TVNqq/XrWlHKhlpUXcuru3z07A2IUofdrFRfhFTDa6iS6Xm1uomUUeDzDQtXhlXbO6EJsG5sC5Lu2z2CAa4EImBlQmXGqVScZMG2PMByeAg+PAYdLZ93tWM+HFTZ7HClLcJdL8LKiwm7CjgAINYFtKo1WUCatod2ZgzkOIBTU5cyZdS72KJSz7sMexUeiNDFlM3g7W9u38q851zv4LjYS4l2vFRSAjori5Rxk/YE1Gq5VmydgxscwDr2M/Y5R7ADZGm0em7O95rV6rRCXhg0q2FstwuhcUEvblExOiu/ujcqAlQ7oZgVxsRIHZuw8FBKAoaqmI9LLZs9sbzRoEGKtwWH9Ynyktmm/2AC3AA0cr6jBUgGD10SGBKRAe3ND6N6K3Mq0bgQWlA6ADbOJHKVXTdAan1vsY7zaBdLN9t0cVtZ+fZTX7DWKyyHB+CrR9Y6CEC1s331QEH1+FBT0OohOg7suzJkiUrmAjTStD4qI2slpjNbrPlvPcq0wLhxgW7XyOgbE/GO4o6i52MKYvo+byM/lUgDf7/Hxp0H1zwGxzm7wAquqZ4fCOEOkOcH8tmN60GrzSP3LqwNBQAPHPi+83DrtQngSdyOF86BTuWqXoGVkuMBA+syrK1m7mzhwb3mkTnZU7vsijH3iR7I7T88z5dkRKNdHX+TGhYUGS0wMitkyAlK1+6t08R6TC56eNk1Yuu5Vewfsx6f88n5+Y7jSyTFtDilhbXyiIYzCI20E283S5lBExV4kwc8zqkKyaytYOWK0+EBluURyvEE9AYm0iAeAHnwCLJcoS9XaCau4wfC7QSXpByttlu45xBL2QvBnXGfjjjDoJQyn3xpBAQnUI+W5ZwOEAjDI8cibmXc0wJ3c5wJsbiWaAaAVG6qj2aZV+p04zrY7oF1cp+9Sohm7qxNLi2HKTEY1H1q07AEg8c0gANG9BjQTXUh9GqBGBkgSwmEghrohG0XTutQ5SoAsyCJZTQs/XpKR1Mr3ITDebZu4rs56GHBGyoVEhObAzr77wc/yIJi2QHMFJlEmTJwzpQhIBkPv85rdCmoPM6nHjejsClWwaz6EIQxa9n2KTKymCLPFgNgW9eF94QjDvUK5fAI3rqGFgXXfnigBRP1SpXLTISHRFDFFzWMDetNtavGktAOVlpplKUGpZRoqrBePcc13YsXQTItoAh6iKIAQ0CRpvYyg4juK7Tu3CConujO4ivUoox1kZO5QmuIpUiS2iv1yiqsJKxJ51YjeT9Fl9msniOrpmmlPlmtp1ZjGxsIMIDNbna2dnUhEJPoWzXwINpny8GtlkdY+IiFj6h0wFIqllJwvTHqSqHQH6fF/jxtytE2YWyNsZaOxaT3FmaTB9Qutc4AL90DHtsU8GhcQbXHQ6enXyzynFSoSgEOB31Mq95ecrxS8e960FxXUr1ZVdVqOPA2B2WYI8CUsyRGBL+Y2wvzIKzkl1R34MgrKm9YsM6dKugKC2uBQKWOTRhrK1iKBgzd8vOFq9s+9zSQW7DXckSpnwFAo/xleQg2Xn9dHqGVQ6iWuSXI0nGox6krbKYGZrHz0e8LMTcPhHoVn1Na2fL2vG/BKhUFFcwHlLJFHzMhVulKmjsj5HLhDi3GuJVxb7neraEWz5AK9EIBd28dpKJrqVuuHWAQOo+4PXAhYJBSeAAEsKqV1bDw3J5YQCjMkK4uq7aAPg+2uXWldiuFtVppU9ETU9KHWWONF3sIGMcygF4fdoZ74H1gvM3XjscqdkaFF6N1qO6ALyxUIOGqynAf0SG9gUpHN2nFnh56bx89LCCO5PnB6S3WlG8xARMKKy6uFRU06lhKsxQsz6CwAJdotgCLXwuvmjIL1AIylVLqEY0MkU6Mg0XdqVjJsxRbYErKQkgBLyGcGs96sjx4XDEQa7ygFT03IrpwrMsDrHw8E4xha+BYaEXnmkSs9VoPiUTn7nlnzQ4R+EvxhvEZ93S8Wq1h4wPYVNvQCKB1AnT3UDpxVD5e6pDwZsZtBrSI6GsBfA/0of3rIvLB3ftk7/8RaIPCbxaRn7H3fgnApwA0AJu38SaidwL4OwC+ANqg8I+JyG+/zDzvNLgCI/LtrnSArOx6KXnwIJX+kbQ5eJPAKRcH+PDPObB6p9EMro1KCH3EdmQ8tExasjj3gJIh9txPZ0r6tZwgrO6aGLjqwmJtwHuOGM/HEBaevwbPZhi5ogyt4CrOvroWAoyjow4tOFojZQdQEGbrZjt0XwngOu4sYu2TVRaNlltDRADR0aCiofOmXgIAKYRaJCxIOOeZrFktLlDHoAKqcEUyLVS1n6YMESls2Q1dK7OkYOOiHXR3gOXeS+Fi+bcjUyIDrG+7c0VLWgwrHxVcpUbZsE5T+dNSatAvfm9N91rudeZzS9TSpeFpY35+3BPbpKCgYOPFVNugpJgF0VzkptNg3x1Yb4VzdWroFgYRFQDfC+3g+gkAHyWiHxORn08f+zoA77V/XwHg++ynj68Skd/abfo7APykiHyQiL7D/v7PX2audxpcCSrOrEAzWil7TqtqfG5nwJoRyMVULgWe837IQLCa8n6lDQttKDQKE7owClUFKguc5NQfQB9a50kdWAkSUfeycxdBFGLOvVh30DKUr9iSvh3AczFFWH2Y3Wcfbql1GsG1qNBJ6EG9gVlFpbXDwQBX73hLaTFQbtYoAeuTJUVdT6cEAMQ16gbsC3Nw0YUEG41zN1MEarXrNHShGt7FLvUoeQCAatm6peyBoY1n6yz4cGEwHbD2ornGdi69lU18PnR7i+2jhhi2i8BkgNygLjdTOSuPdk9q3+ZlX4oy51drcK7t3hdoFw6WgpVMpiZSrgpKVGiV6DGWm3Lm4pyXHbeYLfDlAD4mIr8IAET0QwDeDyCD6/sB/KB1gf1HRPQOIvo8Efn1p2z3/QD+Pfv9BwD8r/i9Dq6VVgOnTXs55Q6XPQex8hdpbIFm99+Vovru4x7AUj1R79m0TiW1nYom1BOjE5nrShE0ycERT5UJSiN35MSIqmtDxBZgoSXgHcwdG9VQLwoJRIyA2Qh0zMdSaPC/gFvpjC26H4wSyOhi2huobeCs82r0AaeEdP0Sw5tBROuaZLUGEHr+sXHknRiVGI26yQvGbgJc/fdi+ZhEQLH3GBiZw9a1gXtury2ofVXZwAwkyWUdVtvo6nDdFqykJch+DnO2BYBU5aT3QbNG3LmREICR30yEslPEci+KKYsMjYCcLwZ7YB2f1VfycMuVuuWyknoGPeks5JLb22xMmCb5IhVav4+Ifjr9/WER+XD6+10AfiX9/QnMVulNn3kXgF+HrrT/C+kD8N+nbX+Og6+I/DoRffbzTvimcffBFataUNaj3jk2Tkr6+mGFYABT0KDbQzB41mQFwSKvGFZr1Gpbp1HfrxifV9DRvK8UMYQ6NtbcxhwYGf2fRttjpSoEexk6db8bKtTSAJv6vwFT8MPpEXNZwizOkjUQ8nDVJM/H9bbiDNMktRxh7iuM1LDz36Onl49Rsqm/wwHVAzS0s7iS9VrR0EktOiYFA9pZr70P99eBdc81jwwGCUpI0782CBfU4DKd49wBkt0fGx/QilbsUVvAZuH7QptH3D/GkeYyXJ9T/gmMtkNjaJ83F9JR0LQqrRAMGupv41uAmPXaaZSvdlhKYGcwF5w60Jksc0IXmDwfT7m7dXAFvUiF1m85D3rjxs7H3r5+2me+UkR+zcDzJ4jon4nIP3zeyb3IuNPgCgiWdg3AOdS5EZ8+OF0DB4kXjUZx1i+oRUpLyhuUAbABrM61cuJHZYP3rm9UUcsavGVlivns5QkjjcuzDdzldXFlpE6llqPLwsohdhgA6ezFuNv5zIzjympWTc4tEy2hVT7SuxR050aNs4R0kJBmPqTCg7nFt4By62cHLwecFJzxBUOYIMIotKGhxHE5T7zPQ+0ySn1bKIJd9l09l5l60yj+peqP/R1lurCtHFDqFdbloNeECUCNQpBJIjBZgP63lhZr91U/3SPtrJ99N4JUauYpkeHnFmp9jk4B59cyvCAZAOv/tCeWwAV6OjEYXva8px/mIO6tZVDdXirWJwC8O/39+QB+7Xk/IyL+8zeJ6EehNMM/BPAbTh0Q0ecB+M2XneidBleWjsP2RjwQbnFNPY52w60LV9R/3B+MEldLvfIbLOT0SKyjqTbfW+iEw/Y43E5AQZGpabNCEjA3VFR0zpbjLPQyRGV6zAkFGpW/0AYZ0AeuYAvrrHrFjy0uo2CiRzK4W2GuGXvdD2d9lwQC9IqNKgof1JrkmpLck+tMo38WrFcUc1FvwVudBP9qQK0Rp/HQmiWJ9HC7J1G5o3LHyhxVoAFzLAAAIABJREFUW3PV2gXrW1xiUbUgmI8aGRdB7Q3ognr9upbo+hy7qNh1nFyGVA289eUK2/ER1nLUBcCcdupDljGAyBfEFJwq1iao0lhQ/d/UPodGAAmY3X9tEshxf+6FgoBBL7EQQFZiLRxtwfX6ClozoXRfvCBYLfvjUlNOp8duhXMl3GYq1kcBvJeI3gPgVwF8A4Bv3H3mxwB8wPjYrwDwOwaajwCwiHzKfv8aAP91+s6fBPBB+/n3XnaidxpcYe6/kGCrg0fLfJp+ak6m9hV9Q51u3AysAAJY2VpI56T7/VDr1dxcsyTdolWZQStMSCWk2frpxCC3VOnmOzpcT/gDPXcN3edPeo5qKRuYjyAWnGjRCHyiESCAN7eJc8gFLAVdlsjf7FTDIs35wtILulmI3DaIcbXiSvxczhY8lhYipEzFbG3Nt43zSpmnHpYsW7YAk0zWbZOCFYtVfR017cq4bIho8M1EZahvJiJg+ysFaAtwuAJxVR0Ep2sMAqeg0fQOBehGA8o0L0KfYgI3XdfNPCoXbfFCllOr0705AqEzwPaU4ndWRCCafyRigTSjWIpzvehoGNTFs7ITnn/cXvmriGxE9AEAPw5Nxfp+Efk5IvpWe/9DAD4CTcP6GDQV60/Z1z8HwI8a1VQB/G0R+fv23gcB/F0i+hYA/xLAH33Zud5xcIXbXBpEsBuzQfVXc4AqjwgVCN8IrFkTs3onA4wAQ5QJTpFmiooahj5cui9P/6oQ9GjEl+fTLTHeATPe29WV62sUlqNrJwBQEeZmNeTtWrsAEIN5AdcGLLDkfTuGcBs175dIYm7RjK83cIqUO6g6vRKcZdGFrvQVnbbhhluSuvPcPpwLLeRWdrEOtEtQJQ6cTILCKqgiDqo8fkZHByGNjvclcl8V7AbvCukKrAaw0qxFSylAN1UrLqCacnd3Q4Wo/ZqMhQ4JNPO94pF/B1bVUR3ceixCxKByBWKxsmi/N9UA8HgAQTMkCgEdgopBVbDdH83muBc2B2w9EwJQQCIWfDUVt7Tg53vupQbh1lKxAEBEPgIF0Pzah9LvAuBPX/jeLwL44hu2+RqAr761SeItBlciejeAHwTwudBr+mER+R4i+i5o6kOHchvf7FwIEX03gK8C8O0i8g+etQ9/yIfbq+kvQ41+lJhyumlyk7+9ytUUxfeofoqwCyjaivBOUWvqquo3fVgCLUDULcfpOEh7cSG4u117mWR1+3aL16snl5T7Cm6b6qoSgUvqMmstwPODNrUF8dQsTya3hn97zjpTMZFaxQ29VzCn3GIaRRDxuZ5aogCqK9BOqMSa6B4eg1lkrBoAbBlixYC1lpFzylYksfYB4J2VuKXSjd9VST0XlZHNFLwAtbQBgL3h4HnAqmO25DLI+vlFaqmeR/C/RodEoM0LNYw2wUE/30qKE4i1vQnKmIDeIwUtFhEa02bPgtlxnftgF0Cm5+vbGNsCcFEx7sVHcjl+D4232nLdoCD5M0T0GQD+CRH9BIDvFpH/AgCI6M8C+EsAvpWIvtC+94cA/E0AzwBXD05px4BNKk5yCDWrfbtp3d/80ES6UhD4HnRIdIA9Vi6wDQFWPoY18qyI6/Os/vrwMigDqYGpt7LZa3cSBAtWu3eHelIEcTYN9klvKEQQ69+UF5mLc0kAq3mRNGVeeKqWpzRlioKpWffYHpaZt6z2OQMAN0vhkg6xvK3ORVvFkFqvWWtAOyxopVQtozvBUsVSy3RuauENLlnBVbNJlJ4gsHVqjX9+XJz0WK2K7Fmu8aAGkmUPmryL7Dg5bUC9hTrVEFEZWRUbj+vkxSGRswy1dLvdp36/7vueDSDNC4ICJkEBG1CqAB5jEHsGPCh8823y3IMA3HciuOVheWOeO/YpIvoFAO/aVVM8wriGBXYv4XI6xbx9IKL+GVi9H9OlNix7rU/Ya5ABvH7DuqpStlg3UUHtDTXZlSnnUfL8dik+lkqzf2AdOPcNAZ0uWKVOAbEs9uJltGc5itJHW2sAvBVwWdRqKib7QR1swQ8/N2PuWtaJDisKKGFxeqAsjt7bctPgFp0LBnBWLhtlwGa5SR8FE50r1npUKoYEtfRoca26rAqu3vbF1bR8X617axfjtqvqT1Q+WemtAV5XgJWm1nVwgpY+hmSRx4JgR6zHeQ47GWA9xzXeo3lxod7Cu+Dtehx/WVB4QSlHMLXp3pv3M8oKpsyTPK+zDBIvjhAN/tG8YOvvAghFqpnchuVKuLdc38pBRF8A4EsB/GP7+78B8CcA/A6UBoAR0w8B/BSAP/8cG8XGSzS7c27KI/9b34OYgIiGfig8QgpLI7KHyOkAowaAOUXFgwMApu343zeNsKbS8CIA0AWawMBYI/upW4EDMFmDPVQUmgWV1bXtGhEn0gKApgI25WD9vahAuIEjMyK5/mC1NniBCCvtwIMf3B+rA4k47ZHdZVCcSy9HFphodFvVsrHgW2knLHyNxdLeNmbrndXBlsTvwKoFHQNYJVtjokw3Na3IWvgY2gbBY4slzhqwErNpHHJoIPhxVtIc3G46uvtCgmypem2+508r6z5SnzzVzr0L2k6qgUuMcjih1JPys+yBJo8tzJkHgKer9cg8Ub9pUER7nWFthqmBSs2sIGSqgOPCmddxG6Yr6FY517sy/n8BVyJ6G4AfBvBtIvJJABCR7wTwnUT0FwB8AMB/aa//madshwB82v9++9vfjlN5gIaCtS1aSWPg6o3mcmojwTm6EWV1VSvnmVxhawJWS/GJVJ/OEWCIbacA2KUxPRhRQNBQOQGrWc9nATg554f1cwWNCxq1KF1tZUHZKkpYaZ52pFH8sl3j0J+oNUqCKrOoSLE81S4CMfecSUsol/ZEz0vu/cR6TN7IUfvADkrGFyNGjyZ5xB2Vr8261tQo2U6aMmXbfbA8sXMrWIq32NHzspShRuaPbLNg1trYVMJG+3EmrajLmqoQgfQOEbsyxEAploplYNsbjuvrKLJh4SOOZYiwCFTVy7UsvNVMJ7VYT3II3t/P7QJVIFPRGj12Pl0Dpyfab4wJfDii1ANqu0YtV6qRwAWHWkKdLYsHObAutF1sD+/aCgDCw1j5qHEJYRAKNhE046rj7pWRs/vxj38cRPR6uiXfZkGj5x/3Ytm3P4hogQLr3xKRH7nwkb8N4H+GgevThl3QR/73v/O+98neotS/R0zCZQJjPhgWpoPhHlSnaKl4KSQNy7hdAFcHZ6vUmizmVN/vD4ZQB7GYcIpXeJnF4TSFW9akNoXAfyI+l6023ScN7i5nMoSLa6Wh2hpxcnHPosSCkMqLs2sKTv7TVarCShIE56nnTQMxxVSwhn7BzsqmxBX3FkCxWH5kodGqZTFQyceOXvSsB3ZStGqJoKZbotIhLt7tkmKcrKvgrE9Y1tdR+orK12jlgGb8vtMwur1hveZrsef8GzjyXuO4pVtKWFPes4+y7dI3LLRiY5VI7Ky1WLD7dqK54MpwA1w1D3sd5dkWnwCU6inUtL04SO9H0NnCDgDvec978Nprrz06e+N5xy0Kt9yl8VZnCxCAvwHgF0Tkr6TX3ysi/8L+/HoA/+xN7+Mpbvj5fPRn3JSUAgE7UAWGG59bvfi/dRvZmGN7szBK392oWi+vwFpZrUNvEAjM1qtuV8G2e88rEjQZTfrOFgJLDRMu6EWtV7EDH+2TFfxZGpgKivRpzrEtrYOa2G8tzc3tcvRNDRK1AGI/Fqcy9Dx2kBRsVLGkCjDhGnxjDshFW2jW+fq1UO+jR5WTL65gK4016geQi8eVLo5+YW+AdTEX/QSWropZXEx4pqKVI1o5KDdcjlPOcQ5CDs6czgKIQ9LRQNXb4kAVfchS2opsphm84VC28Fz8nst516FLIH0C1tpOcX5ZGppooUGlYp6TSmQWC5A9K4D3psc953rr4ysBfBOAnyWif2qv/UUA30JEfwDqhfwygG99c5t3kOCL4JgH2cPGPHjWWSDjQupNEs52t9PpBm/rDDsIT3bndGNmgsBhh3jmI/P+8ssBsNKwkHYA7cJW7z8egMypeYS/cQXzgl4Pk+B15hF1Th1i5bN71SU7u8OaNmuVJAu3jLLc+Ax22ripBLOJCZJ7qldZIl1Lhbar5tay1rwX6prWzoB7oS6Gnq3WDkYFrOR4cOQEvd5q0U3uTD7R6YDVipRmfHBUL3Coe9V6iA4DOKoClgqIj+uYA0SxG/dCXEfCq9laG3PirsBuIjm1nbCwyk26OPa+gjCmmDyLKJdOfbr0ghcwCIU2dFpRWekksVpjEl0GenoWnrpAvci4t1xvd4jIT+Fy1P8jF1574UFAWGB+87p7rq66u/vDdc8BgEwmTPO2Vx1YN2G0bpyXYOin+j1L/iAJvCnAXokKGELLztHm6LzJZiMLx+VjYhmqRW3HZXIADY/k/7Kh14M2ogPMml0mVSqdm1MQLR37TQ/CEELR71JEk29a2Pw8FiQX3QWc65WeP1fEL7ogdB65ta5/igQiAZZx3txVJizWrtuDTp51wLm2SisTNHFWZIiKdNEutZ4LKxKpWlQKZDlo9dZxBR0aWlXLtUsHSEt8/fwJ5tQmb0POaNoptw8uXLMWNhDqoCT6asG9J5BCOHLFKtUq5lRVCxh0lp6bdE97tkaW2ux6jroXM5DqYCiwFmxdg5WcAfyGO+GFx+1pC9yZcbcrtEwNS4TPEv59uKterAneXNK6c6uTW+cc69ROO1klaoXsQGpMK/YNuMQfQq5Q1e9NV+BSRYzM28siG2qxlHC793OP5H+uKK78b5H4zgu2cgiKANhFlOFZEEl8JY2cCK+fH278JVcya8s2gaZ9gZXt5QO2egSI0K2SrHPVViO8RPaBAlRP53y4wRpUArymvjJhsa6ybjWqqLlztH3QD1xA1QJcdRmW1WaLUdu0gut0reBbCrAcQE21rISrldWmbBIM/j94bAdWMmlF75TbNrNSDcgBeHNH6ptV251QjTdvtYKgMpNuxV4a7l04daPasC5krh4A96aat9iMAx98WTMtAj+eF6HdbhxEt6ktcGfGnQZXgqD0TeXxzJphOB8lqVpFwS0k/iyINed1UgCW84RRiIARHAPUAvWqJh/TreNWlu/X0oaOZZtAdZ+bKGZrZ64zrDJNJFNQFIxyWct7pQw7Yb0eAuFcY8DzgjN45oCWkGvDnmc9UI4U2nFOpboXrN6oKCMTbu6MlbSv02acZYjMmMh0oxqcJZs3wGmOo5uE8pQa5lELtzJHpdkQN9/s/LFyvMsBdDjqKe5VgdYEaCBdK7dWBdZ+OoGYQbXqZV2WWZgm1L5m9tM9Ar/GLlFZ+0nzW9sKtBXRfhxIATXRTIJSUTd97cALiI96Dez+ysGyyaB4iugPWZfabrxs5zJVmhHEKByYx3BLtADfZwvcsaFlk0KEWjZTdFIrk4lCdZ1Zwlp0rQB3tyOqC7J0n8GzbrvGf87nAcCxtsn1d8ttnxlQuePAGxZueFgeR8eEPWfoWggtlgeAvSYdI5l8aqtsqT6ae2ota0iiHHKtD3QfZsk2qvoTdXCSSELdkGH5YgBcM6GPVg4abII9wBEoMzrChKA9q2LrWtBx3fTBKtTRi6tpAUt9qI0QMdKYNtJ85Q11lPmSRGBoLEBIIKt5qAIVEc8eBkOtRgDYlgfgBxukVPDxoaaBGccprWk61OmJuukGrOgCFAItC+h4BXnwCP3qEdrhAdb6AGs5qtgKRioaAO2QQda+ByuWdo2lPcGyPgafHiu4dlHQqYZt3nvMeA3eThHgAoBSVqzlCkwdGxZslkcbC4+4FyQTr5sXAsaG3pV3rf1kkpCYApeALt5nwb43O+4t17s3PLjCvYFK5lzVQm12tzwrI8DBdB/Aiv3Q2IbnsfqtEhr3HtyS4c56d9UDq1ThA7yO2k7Tzd6pqNQgAU2q2a1GTbgFBGiKk1lFLubhi4LzbloV1KfAlkexs6iN5jf6OelTXqTLE7pV7iJ0DTL1YIrFwcpE9bMjBcu56q0TVus/JVY+37igSzu3chMvNyk6mRU6NCJ87Eqb4UEwmoDZ57bVI0g6OlUU46OprVoltZ4UX9qqFiSzVm0tDD4cQA8fQR48glw9Qj8+wnZ4hK2YlZ0aELrtXrDpQm7W6tKuUdtJBXXcsqwmuSKWk1yrdchdokoMAFg2lL6ZlsOKXvQca4Sf4Epic0DLpSIvW7HPGlk0/lbGPed690bkXZLxTGSONUnErPWhm7nY3ArlErAGpcCDSqhRCTNXbvn2FPh2LilvONI1DnSNq9OnJnBtvKgrXA7WH4vM8pmBZfMOCgm8nLIQaJI8ugqyMJpZn12j7DuL0C2rqOKxBar0TdOsyKzIwmgoAegiC9Zy1HkQg7sJnkTPJQqQ2TpHQr/mBfs5YhSW4K8pAQKI4f3MHPif1t00n/un8YIihEYMkoJTefD/sfeusbYt2XnQN0bVnHOtfe45t7ttJ3TaFu1ERkYgEaIQC4ICJlhyGiKLAFYU5WE7MjHYKAkR8gOkhBihjk0UmciycWwnsWKJIBElTWTk2BZYgOTIToQIikHYsSFO/Gj34/a9Z++15qyqwY/xqJpr73Puvvfs2+3mnpK29ms9as3HqFHf+Mb3oVFCTjNSXTS7qwXT+tQq6VB9120DVSuq5Ql0PEKuHkOuXkE9PMY2P8I2HW0R2re5enOyk/lzW5GtOOWFLCEGkuG8ebIncujIStoL3QCw7XxB4oTWlMoGAQhdn9W1fJ0lwNKVvWIBHOlyg7i3oIvE74Lqm5yDe4+XbIHP3kH9EgmCtV8kl0Wjbk2MW4F1R5+ywOpB0q20vfLrw8sszbbQHlzd4nnGGUu5xnx+QxWrrDrOSXFRkqrZK2uGCFGTw11zhP1cJCkVrKlnPaAVYDDAxiNlNMNVKfycquRQs9dtNHbZDps5YuWMRIQqKvrdvLAHIGGGJIUB0tAs4QGmBcTR25DPRTnBjj/X1gMiS1ODQ0hwVQFYxVqeifc9j5kwCtxE8BXBBv08JU1IvCDlEoaQAJTc3yq4LqC5aOdWSgEF7ALrfIWSlnCyuJyXS06G+3DbuqYsEC64OxcHo8rVPF/g4S5L2G3MEyU0cS0HM7cU/Tw0erGZIMwY2BR3HnWPB37uxbX2Zovb/Qe9zFw/K0dURTtTQNtbJW7Bkc9qT9HvGDLVYbX2QOA4beZqDgRuSljVLNCnQF0DtSBHZZ+pYZIVc73BtN1gWlUJP0jdqaBm5SFOSbXmiLNVyG1rb8EK8IVAA+vmrgkCMA8BixqqgXiqnMQoMqFYhbkZs0JvyuF5lu0kaDZK3Ky63AnxZyx607GS0EP1ijR4j63BW03YCmMrhLVQyAT6YGo7G3ENqE3flw1uuLi5LxXN9Fz2ZdV/d4GbMcACZmUj2oCQqCDliiyqf0toVsHflI5lwdahgLo82gXWwvOtayZ+toVjrNxDpAe2PMd103HrdKfmrTjmat+ZtNIv0JpCI45Fyp2DO9Yq1parVDHnAYZ/HKXYbVzKKT7kEEK0FL+bxmd/cB22T+wFGmK9KJ2Ib+wAH44nXbq86mv4y0qIh0y8YaYVE222zVstSxgyD1BYKrvxGzcNwrmckcsNeDtFpVm1Pw26IEIuMygJikxgblFUYu/0IVbcNWhiXePTTFRQSVCadPtkNKhdSNrJMCZ2AZGLRUWagshpj08LTBDFWyfBZiSot6TCFFrAKi0rHFAZayVsRUWuvUGnszYqclkxlVNslWsaYJvUzytZ775ug/ucfOvs1W0xJapRx3fEDgvY3r+BMeluBAlTPmhWOGlgYiB64dvhEdp8RFkeoebFWmCnnbmfZ/D+c2CfQ4btrchNSMVw7hAdH1uCSSqkMVLbADLJxwYk2uJcOUburBmOr603EAwj3tOYGY3cK7cryO2glgdjC9BLWOCzbQiR4pWc+0VBdotxD6yjAItX5xtMBUi6UDCot7IyNRzSipnMM6udMG83yPWMVE5I22mHZ3kHVJmu9hJ7rejj1xvQdtLqNLATskjSMBsXVaxzSbMLre6f8xU2mbHyDGBWXNMueg2Y3SkAUNjDg18TxiYZ1XDQJowsDUgAy4zEFYlncCq7gghLjUp7A8eq04SxQSGGTgVj3JQFa8s4lYy1ME6bZq2lqv9VTsCcGw654JjOONIN5vPryNu1dWkxap7R0oycZkzp7GfZjmON+ekxd6GaGVtaTIwEqLLstHxdDHzc5joenrhi5gkp1ygATvmAtFxFYKrTAS3Ndp1NmjFKQ5Z1j1kOOq5Al1kUpsgu9/QtCi3cNliZh+BKA4RMc0JU0YxEIJUUd+UprpPxWouOrItCVhc37/rHynDIAZM5p1iIrEHkduvu2x4vg+tn1xCwZhLGiwzdT4cIHH8dZQNhxGjRvnu9oPbbO29IYNj20QoTqa4aKMsK3nrVdxRKYcogazP1TpvoyIk3GTA1U8Vn4zwKEbiuEWirkf6RjIxPCYkZSRiV9v3zri6fBJHp6ha5Z+rKz0Vweasko2hNEcSce5qkINtcK9XAkoEOF/hrrC1jrSpqU5oqUjXRwDplwZQbllyDOTG1s1bOXSyalD43bjEimPqW2KxjyISl3cjRnXfJ6Fu9wLZnHYQWhDMxhAMuKTx3xwZOcb5amox1YYXAMSOVHlgbum+bGDG/UepW74GFtgiko2uFXws8YKZjYco77QjQVmD7ojRYZFPfHginzqE1+CHum2FRGI+1v4Fj4BpkHya4XjoivMggoi8H8B3QPuvvFZEPX/yf7P8fgnpofZUJ9t/pjGLP+VMAvhbAR+1lvsXsZN72+KwOriDCxotyNyVj9HMfA+sEr2xrRbuXohIEe16kX2SMboHsdK/gDtZN2xa9332YEksJoSXX7BwDa2BPFoBj6zvcPDAVIbUl2VCTZkwtJWQuFhAbKlMUiMYgGwyGZ2BoMgTWTSYkViobACQajk7bAIZhfJ0o3wwP3uyYBzNgCKyANk8AwDI1HKeKJRXbDZwxlTO4aAVdVfhzxwqJNQuzwMpSOoY4qPYjiTEX+vzHod1bDpEIOuizHxUZlSoKOxaaevHJIB99KfcqU5hC/dOoOy2Qy/Z1NSyiFFAVS4oAqq+nOePIvnDWhnuhcRtaZYdOLrbrpDVSqUTfeqeM1ghEqsfrwVwuF3Q4bcwydC9Q+mJEev08SOb6gKpYpC6e3wngy6AW2j9JRB+5EOD/XQC+yL6+BMB32fc7nVGG5/45EfkvH2Si+CwPrg2MlQ+x9R2Vk8Z+7kS9b947XNzU2XUrffjzrXFw/4Z38QYvV2QREPUK787kbnRLHXiMAHZkb6BXkFkacl01i+UNGTmaJbKQ+kRhxDI7VupYIBF2NCfPYlWMJmOTWW+mRJhxE7hhkoLkQd9Esp0Hu9GsDQ/GuCiNUSqH/oIq+AkSA1dzxSEXXOUVBz5hbidkw1o9u1IZQOltm/73ERUfjs+leaDSuRCUPC9ijuNSrNx3NMFycEyZeAiAfs6lL7DSz68G2MG3y/DLDVPsopI1/aqNeumOshEs/XdtimEx/QH77lYwHigdRvHraTTKJFEpS08EgjKHMcBKwD6wBgJvJx4v+aD5PcR4uMz1twH4GTMbhNlnfwWAMbh+BYAfMInSnyCi9xDR+5/ljHLx3Acbn9XBVUDYZI6t3SVx3GlZLhis2xx9HEeb5764pSR+FVC5ZfDmmSZZG6XPw7PQC9Wp/jyrCpvZn86lV4oB6E3gYiEACNUI76bQ5Fic0cEyJTTuPf2E0fdLIY3A0EBmQAh433gVApp/hhmVGBMl9Zsyubuw6W59697ShJIWUL5Cox5EVJZRm4685ZdZMKeGq2nFMW24Sjc44AZzuUYq51sFF1wcaz03Wq6jxCDbrnvW2Iwn7JVvXxi9k86PgS82zhG+tMqJ/1HaNR34AqPnZ9i5eODPe86oC4ZvmLC1yS9SNKrIwSCh4KP2xVRiIU513UEBO4EXWCx0LVm7fmqad0aRmh2rMtZUaJcUBPXOYB/NcB3OuB1Id4I3b3vQW2ELfC4R/dTw+/eIyPcMv38AwD8cfv8FaFaKN3nMB2CBFQAunVFsfAMR/UEAPwXNcD9x30nfNT7rg+u5zb2aDduBePaK3t6pj9cLcFfFlZ7FOU6nZZCh8uz6o15t5QSkrEHWtjzNAmuj4ZCSChRHvjBujS6C8GipPeJyd43IynmvoMXe4ouOMzuG1jNXoDXnNgpa04CQOSmemyrIFqRUN6Ry1izTKGSSZ9D8CI0TtrzEsew6DlZUJGDOFXOueJTPOPAZB1zjsL2BabtBLnvmRCxaTk3y432BCzpUALKuszSHHoFY55m7A2SjLTl7Wfm6OVqHRwzZryfXbtDz4dlrjWza3Vr7eUvRZVehgdXbfj1AC3sGS1o0NV4x3RX0DAZgg5/G9le/TnzX0yibHsNksoeGk3pjiCi0kloBmuP7Pc/ObVWsmgTPwkT5joD7lgfhrcACvyoiv/VNXu1yXGIXz33MXc4oUOjgW+1x3wrgzwL4mvtO+q5xr+BKRL8dwJ8C8E/acwxXl9/4Im/+okOgpHpvBgDQtzroW8pegGixZffne5vmSMsSSQBX3UYOohwqEKNC1BiDaWS01IOkiBL8WL2uiEgLXbc+hEEHgUs1LZ4MN5EXtzzQREYOax5wGMSCqovY1B1Mgh2VS4tcDAKr9kJjVGbMvIFZOagEUYfS7aQ0MhFI3ZSlkRdwrre2jR5Yp9ww56oZK19jwckC6zWm9Sl4O/XMbWBb7NW70u74x3ugNy9UnsJSvYJDgSrThoxNVagsOBb2QGy8XGvUSMHylIAbRl1U79nfi9SY++3O1t0CqyglzY8HCZAiq5Ro2BiD5q5wN+iw9qJp7scpTcqsyHOwJUILwqEIrmiSkGlFNIKH2HmzRU35zGEwOZ5Hu2dGm5gXGc9LFt7i+AUAXzD8/vkA/vEdto9nAAAgAElEQVR9H/MsZxQR+WX/mYj+AoC/+aITvW/m+n0A/jiAvwM8yD7hwcbIY3Tyv2cvI1cTQCdNw83Z0k4AO1SvyDJX8a5tvYk5GU1FDmGZ4RemzyH69FuF43TR5BAY25Cx2MXOnHqgBSzIJLQ0Y8tHrOmgHNphEWFqOISJ3T7Q6XymrogfGCvjXBJK5RD8HjNNpgZkIPOKBU/1Zl9vQDdPdX7zAZwm5HkN0ZVoujC92iVr8eoqrzimE56Uj2Ne39Cgut6o26mLeKcJwllbPwel/y0f1dWX5+gwq7Gl7w0DaHsWyIG11Xip15iKNm8o5CKo0xFbPkQTgNq1cBy/1Mpw/sqOAubnBACq7WTO0yvhR7W2GVsbPNxE1boSV2Q7X4mqCrjYnELIfKjmk8kO2gUNMW3blrJSrzxbz0Y/4wXX7SoaRABr0CD1K1v4GqniFmvFPwsbtLIveNW4bnN9++4ufTxoh9ZPAvgiIvpCAP8IwO8F8PsuHvMR6Bb/v4FCBq+JyC8+yxkFAAZMFgD+LQD/x4tO9L7B9TUR+R9e9M0eeji+pvSiLmDimZsLk0T13DqWouLtvdSyV7MCPFAPhHUoX5EoQQgow3bUX5Mg2vEjth2VapVn0z8YgmcPuKa3OsACOlcOTFG3fSa6Yps61zZ1gRBvPo3C04UbQNCmrPBUmnJQm2j7bGUBkVOrRvxOQNUtSQQyiIKMQ2UY9fvEDXMq1nxxxlRukIpmv+p2WoBWVAFKPwzCytqEYDwzdcWwzTvArP13p/JvuGoahGhSK8hFOclciwasixucqPWGD6nR5RTBBf38A1CeK5FCAZzUeVgyNjElL+lcYp+XFhmtK8zmpYGuRBD1bXkEOGJr6U/x95oPXe82zRpYacYqM85t3mtaANHWCqAXt2rZSRxqx5dZkKNfl64lCxFw+7WVuYpIIaJvAPDDUITj+801+uvs/98NFeP/EICfgVKxvtqefqczilGuvo2IfjP0QPw8gD/yonO9b3D9H4no2wH8NQDO7oaI/N0XncCLDIIgU9m1SvZtsSkFBdFf+7d0W3yXxXWvsDN7OO3izP4aTrvZeNmJobQhgCeqcDtq35Jebjl19IAbveYGEYwkec3eOhtiZDF4YPX30lftVV8v3kRnV6MIrHVAL4COO/scnYMLU8vXVajL2GlAa4H1AkCywDqb0+vUlHKVymoKVBpYIzhfCJToe+8Dd4dv1AV2xDNd7T+x7RSoBwcPYo5dclHifzZ6FXGLRS0oUK3smBvR2DF8d4PCApUadGx+LKiyDHbixhIInQGfk38+BshKqX4N+Xs3Uh2CbToqBGLQxiZaNNtkQrFWaECbYlRnwuoLzoe1c+mFSQywgx5vb9VtOwrYraLj2xlED6rnasHwhy7+9t3DzwLg6+943rOcUSAif+DBJmjjvsHVq3Ej0CwA/rWHnc5bGwTBTKtu6nYtsCawgn32YXkNnB0QAdmyrtFby7Vfx8CqGbK5AFDe9exHsGYgQwO+mc/0eVyc1h3f0GCE8dP5jexNEh7Ewz/JF4BBj1UneyHWIbhNqJd98jl+9kQWbGrRLfy26hcAKtkKUZrpsdlcz0bAn1gbBRY2Pmv1ZoGtC4lEYOXOpCBdynzEZ6IcQRTSA60WHskwdumBDDYv6Y0ZURjihGTXyyQNbJmouq2WriQ1bNcrH2MXUQ0G8nOiegqXQRUAmXA3tRD7yWQFQg/ew3t4/z+hU6ocz5ekDR6bwUKFJmwyB667tYS15mC6CDXQYAPkrII3GxFYhyz3oYKroC8Y76Zxr+AqIl/6Tk/k7QyCYDIfIJZxu2yZq10sfpH1cLTP/AgUN2jfytUIxz40+9UbXCvPvDOO8zmBEXzaca7xOp7lDgLCzD0b9Mc4njtWuWPu8vwLNoowhod6Wy95NZ9tVoIQVclJZRUnWpHrilxO4PUMWk+Q80lfNyXwpploagU56/Z/SRwwzWyBda4n5HLulKIhW41C3WgDPuCOql/KaJKsfTQhUTMx8f55EmnxJrPijCEGMwqY2HtzOaMByNLQ2oREJ+W0Do/dZdScUPPB+L28Ext3PH7E+xkCcNWslboLwoTN5lUi4HfKnVnSjAWlgTHh7arPCqwqSm6wBQBmDdbV4B1vrRVOqrzl12AUZNNwHTHgDAnnID+YYPbL9tc7BxG9CuBPAvgd9qcfB/CnReS1d2pi9xsSauquQ+oB0QOrV0X10X2LPPZTe840tsyOmq3+3MDeBjUhx9o8e6mSjMTuwc2CvkEAo4LW+Jo9E/VWXYcAGJv0wpSPXUbuWd+FWIirKGSqaEzIQqpoZUE9sQntsyCzYEoaGCdZMRVVzMf5GnJzg3ZzAyJS/dFV8dOp3GDOR1RKkES22BVMtEZBqdO47HMlI90TQ6zirT3yvaiix6qGhU+jFBoH2vpryvwu6ziK6xQVpe4+VZ69atacWoWkCUznHsw9sx1hGU5oJq4NIGCariLVz2voqaLFIq6QSTUltRLCKl7AvByKlY9X9qiYZVoEJkYzSmTGVeNPbib601j9tkj1gmOB8bZeM6x0iqE92e4lo3Q9YLZ5CcO9G8Z9YYHvh1bPvtJ+/wMA/iKA3/NOTOq+g2CybJAIMiNtZieUgdtiwC5NqK/VvbUS7YOUv7bfUM0aEXbB2ooYVRrYshqCcghBOk8VmOlK/Q5ThJsAhmwGHV8tLd8KrDofJ9qrAQpIA2w0JlBDdnIHA170aZOR/ofW2Smpx9fCZyzbNfL6FOn0FHS6Qbu5hpwsy0sJvBzA2wlpu8GcryGZwlomoYSliReU9hlriu6z5sHVREh2n1EkoAcNrnpMM3E01Xm2OtOqGWLTSnwqp2itpWb2LQ4PEIO4y0XqCa1Dhd46n/IEGhtF4hrggJYYAozaDgP27wJCmYas9Y7AGn3+Q9YuYBB5x1qXLmRq4Og+SwGVtEHcvYINlVAR7XU6gJO9LxHa4Absnmr+3tyqihhxQ0uT7hEexJ7lNq7+bhj3Da6/SUT+7eH3/2yotn1Gx6UaUc8c+gn1wtOGaSg+6PND29S1YD0XcMUnSrEFH9kDo5XICB40YWwGgPmrKebqoiLdZ2oU6o6Afwd84H/3wN8zpX32CkFsv1gqFrmJY9SY0ZJCDFf5GEpZTRgu7L2kDY/KazicPoF8/RrojU+ivf4a6tNr1OsbUE4AE2h6HcwJMwCuG+b5EZZZKTve0eUCN6HDQIyWFUOUNKGljG16ZBJ+Q9Zq3UNsko4KD6yGA2jBbGE9phOpAIyrlXFZQzPXrVtQN9B21oJc6RX6OMatqbsrsSqV5QzJk3Yu5VHFqi/QPhJKwFBx3gi7HVRqClUE9cqKl54hRyOKTga6FuuWnGmDcEIqZ3ArOwWwlRacaUYilZKMxVKAZrq6RRiZH+PMC5blESZRuczRCUPsPhnbZlkqOB8Ui54egorVr8t307hvcL0hon/Zqm3eVHDzzk3rfsMLS55V7gKU8V07Ppp3Op8+PGjd5bHVvHeeCElcbcA7kvavMdpsAwifqgKtBO8MBsU1SLvT7OjZdTnCsXZAjZMxIjxcd3O6TvNylX+nZzkc4bqxG3cGQqKKhc4qqbidNDAVFY4OJRr9APq3uoHWE9LQ0msHpnMqaw8oIPQmAeOzbtMxFLlG2hBLxWT0tbjxxS12zDngwvQvgnkEdMtG3b66VXV1BfYB1m/6ZJgkZyBNkKy8UjFxFrn4Avb4vh//wNOJQkFrvKaiWeSO000uFTgKAhGBOYGloKYFnDektGngtwU8c9PriCgCrFO5zmZXA9Y5tdTlD3eJiRXWmlEHmTKQgOXy/L6NIUS9UPcuGvcNrv8+gL9s2CsB+DiAr3qnJnXfISAUstX30k1gyOrKEFiflQ2OGSvQg2dzOgt5ddoAf+dWouEyLkYmO9iqBCXM3skDa8gAus7BHer7XlwL2pMLgND+xh6bFTS4mnjysB1tlIAZ2NKCBOfpkm1hlRtKtQB1g1RVwgcAykkN+1z1ulZgW0H5ZILf3GEZVw4bSeue5VsHllPM3DnVsz2mFPYoI41Oz5ceTYIgNwuu5dT1dZ3dEEHqjtbNy8BKBEyzcm7tu2LBCySrMLazBNy83WGcuIas3VR/H3ZT45c7DbQMSvsq/BhUgwZ2MXeqBZyMXpbtmGbtqsu0oBCrnTy5nCSBBNhaF/V2M8lENTjgek06NIF4nI9CLx5c9QO8xFzvHCLyvwH454joif3+qTd5yqdleFY64pO3HjPYfvh3Rq/kR0Y42sAElknRTggAIL2tABjK2SxzgHU7je8LbTrckd33/797rvvheVMUb6goZ9IM8EYK1o7a5X5LVthxLVTmhJmNJMaCQs2gixYaq1zOmrVK07bdrPoINE2gaYpsjyzA6nEcuoxcbMStq4nVPnosDjkJHxOqWKsoXKhZyf2MulsMfcTWtRVwVeYCl/V2ddu2+t74QClB3MOLuWerx0eQSYNpSxZcLbsueejm8o490bOfdnAU77NBcJz6yh6glODP0pXGPMMOZoPbAPm5bHZua1Fdh6EgNfFkCmkV2aCu0Io1HLY0BkHxWWIJnFZpaxcQCcZ7xSiHDyQ/8hJzvRhE9PtF5K8Q0X908XcAwGUL2WdieEFoVLjyMWKit6vy0vGyO6TpQHc/H0CEce/iamI2xwPsEFkpOjY7enl5m67YPFpzrG5fFCEIEhsR3TLWTGVnhz2OsWFhlJ1j3ya3ipzWrlXACFHnNCgxaWEFajE9TUBKajE9TcBkl02rimeK64vaDSQtikiw4Eoym6rVPBzF3mIM6M6ArFutZ3w8tBgPWgkDJxOhHOXi0L1wRgVANjhahrNIpNlqntCOj6O4VtOiP1sDx5qOoV3gnVg+B+/uIkp2TXTmRo3i521tBK6bLlbWpeWshii+DW3S43nVaSt1LNnCmbLyjCs1COsVhR2KM1yX/jVa1IiG0FFboEG1ej15efGx//zvlvFmy5Kj2Y/v+N8DEeBebIxunwB6QBt+B7ALpNrn3XvyvXjlGQcIu2A9Ymbk4iiWtSZf7a2RYWsTcEGZ8bl4j7m6yhp+S31B8C6f1vsRVOybivk9bRFYO576bNUiD05O0t+vIX2RiUxwF6yUfUApAfOsi8k8axU9pW5TU6tmV9pH2/9muCxq7dljSqDp0CEKr7yHQPN4nPdBNhxm7+iu27UNO1/WmBPejUQ0nEVinWuaINOMujxCyYfBIyuHKMxKy632Wz03gk3cU4xi4RQ/78OtVZGQ7DUnYuS0ggY+KdUtim9wGyC+DEajv1aHfrxhJvO4+FsXon3gBoTvmrVk2Hlvu2M3Blj/HA8VFF9mrhdDRP5r+/FHReR/Hf9nRa1fE8MFkkfe36VmpwtnjDJ03mjguq3NZAYhgyfXGIQwdAENakFq9JaQoFlKQQYNWW+0JpIVpyDWQdYisDO3KHKNzKXktt5DYL0ltmxDhsxRiFCHYgRRBXOxrqMJEtlgZxrshb1Jt9EeTIlBywHIwyVj7bBApzlpdixaPPKCWJ70aOYJNBfchYnsOMYmlaefKUVgdQjoUiwnuJmmGBUBdhTe5gSKgMuQZI/NM8p0xDYd1S6bp94VB3XO3QZn2zGT82CaiKPg6dn1JnlY2DMSlKcriZDTORwYqFUrHp4t29dFSpD1gnFltDwZ00IFbsbP7x2FEvUApWONvmr9lHXWy13UMBWycSyWHqaHQLd5D/BCn13jvoDKnwfwW+7xt0/rIAgmaIdWMR3VW2rzkOBCOnVnKudQfAcQfL8tLShuQkccubmLwSSUoLMs29PIHgQU4s1peoKzHOBGghpkPciLtYeuys3EBhZtlWzc+ZOXRbeEArdJ1u26sSSYTaDj7qyApYImuXUT7QRnxDVHVQuhTgto0Q0LTYsGR7vJ23zo1ftSgPWksEApEKc7WWCVWiGb2VQfDobZzqBWAnPU8+N20WpzPVVtAkh11cXBPloTjsIkoYG5ouSD9cFXNLt5vSnB5QpH4Wleb7o9D5FSwryJwTRRvcDmmhFrMxqfdUONzI7SGNkgG9dWAIAqjK3mHQPEH7ekDTlv2grLqmmLcgadbnQxSgngWSlhAw7cpkW/p3mn7NWgDRYEAbPCA0kYTAl10By4dW2g7dgkjWrHhglIzkR5ACcC33m828abYa7/IoB/CcDnXeCuTzDuUz6Dwx1Ox+EBz5Wxst+8bcVcOieSpagea+4FCR+XUAMIXRREinYe7arwGS3PmNKCxgoRFHYZOIMQrMd8whZB2jPgnkU+eyvm+OOYZddhazp+fv1u+Cvv6UDKse1iM2xsiMIzaj6AZjUp5Hy+FYgA3coyn7SXHZbxbjDMVYVBiAhgranTwB8N9St07V02JStd+G6QTY1f50zaGsxdWyD8vLyTKuVYXmo+qDJ/2J6INSIUTCaWEqr+rWqxr25IdlwFBGHu2TzlHQBWrRLfRjyeCE06dq9c5xSPJQiKMCZWy52SJ/VFG4qA/eSpy4XkCW06aFDNM8p0FUlAMQEXXyDjqY7niy63jZST9bwNeYgJ2U4oYDM7Nzsa2QuMl7DA7TEDeMUeN+KunwLw77xTk3qrwyugPi4DjZYXSliXcFmjyCPZg6oVT5CGwMXKCqCL17Mq9aiPmYjR6hlzmiGZ1FLZCzWm/D9xb4fMdcVUz3Ax5i45NxTkvO3RxEI8Y3XerurR9u2nHwu/ITzruEtlanxOPI4E6/TIOrGWYBiMIiLOY022XWVA8dRaIbUAKYEkA63DFrQctCK/XGnAMEdb5+m6u27or9YV3CqqaKElSVEoxhap3bYVJlie9HgVC67uh0XS0FpGpjOkTEZ3cnEWhYXy+jQWSsoOT2QUmrShgZputb2A2RS6aaKdbkJqG7QPrkrs90Of7IdEopxr745iE17nBKSmsMs0QyywlukKNe85wY2487YHRbZn3ht33BdRLERPRvx4kVH89Np4oOD6sqC1HyLy4wB+nIj+koj8P5+mOb2lEcC7V0WDSrJ3rowiwE4zVfmHzmUMDyTD2JpY7uRtjVF3aVrxNcK6ByBKE+b8FABBJuN9smjvPQgTb9EOmdsWVKno1sF+hfcbYMsHvalNxGWVWavXTS2tL4OrF8J60NT/8R1ZiC9MSnqacM5XKDwhTSX60DVj1oyTReX8Jt/mGVNA7Li4XYu+YYcT2nRAnY8o8yNs+YjCk2VYegxUKMb0V9223FpBQ+aPFRJIVIOgHwInolmsi0h7hk8iyKR0scxJt1sunVidUypasZ9NHWvSLTKlfu6yHYMKDTgu3xiwBRhshfrWCFvVjql+btQBtjJFxV4xYsvocwExQeZDHK8yXaFMR5S8YE3HyFQvW6e7IPp4H6Arv10E2ApGggrRjB5Zo0us1jH2beBvf9DLzPU549r0XP8ZAAf/o4h8RiUHAcTq7epUToMCPJnlKII4v5JTDrZKyQe9IdNBxYdbD1y1GT9QgHxBp1ERaRMHsc4fSSumsYiUtaWwyIQGUpxVtmiHTENLZDxn/HCuzCQzCkzEBarhudaMtWWcSt4VwJhUNMbVolyQRl9bdlSwsX1WizfAiY7gtEQRbywQar98xcTn/c1CrIHBCkqXXNFtOqrQ85B5NRNkHJX/uemCxWZe6C6n3iVFWSIoJ9t5eM+8L5IbL+FeoEaULURlvNBFThXbVlCt4FLAkwp58/II1Cqq+YOVPCkMwVqYTOx58969giywCkwz15we/LzENemaFBFcJ/MlE0grGlynA+q0oOYlFouVFguinboWrzUEVxfr9gB7OXqx12xqZGgyQKeS+fXyUOOl5OCzxw8C+KsA/k0AXwfgDwH46Ds1qfsOrcqqXoBaa/fVG/CgUlEkIZklNCXzDjL90S0f9eLFgnNbwqrDL1IVoh64gqSiyT6o1uBzUiVweooJsIApERAaUmx/kxVh4ELGw20wWsGACE2k97iDorjigfW8dSo4Q7VpE2uAnfxv5FhaV2viMdDCdRQYZ1kU2/QOtaGfXgs3BY2HpoDo4JoDG9ymK5zzFc58xCozburBPiqp8IjN4cAnLZ64cpiT6WvRQlmuAey7n9UUGqzmTCu9X7+ZGIn6aVnnmRUMFVbhfmy3VaUU11UD7rx0oZdawMsVCIKNl2gzbTyo+wMh9RfwhBH31VLngga4c0sw+MDEtykvxmzIqPMV6nxEzQeUfAgrlyLTTnJyrAeMrdRexBr1inf3jJ3ngoydkeXFfXVJaXyR4dDWu23cN7h+joh8HxH90QEq+PE3exIRfQGAHwDwT0AX9u8Rke+wLPh3A1gB/CyArxaRT9pzvh3Al0KtbZ/7HgJCEcWeShQQejBgUkpS4RotrC3zTud15QM2mbE2pdxsNYevFgAk0oJApabVast+3TxQJ9K0SFIETE937YskDckoPiRu870vMPVMYe+x5epI8bihVdaFOtba6TKJTTBZTKOVyLqEdJFoJEi40CqgIUMV2i1Sl8dzTgWzJHUzZVGDwoG4v01HnKbHeEpP8Hq5whs3C95YJ7x+nWx+gikLDlPDYap475KwpDMoNUz13J1zpWnwKyWkAqlu4LoaTpki2MbxI7Ij6B5pGoiYXDFt6CAzHq6cT5CTqXadjQpVa+CjADBNV/oeTKEsxiSo1ECkkEzvzqPIXHfqWBZcMwsya3ddQC4GDTQo/7dNC2o+YMsHY6/YTmrA1i8DXjX7Hs9ce3DVxdahovE6UlQ1o+H21r8TDx8muN4153fDuG9wdU+KXySifwPqpPj593hegQbJv0tEjwH8HSL6EQA/AuCbzQ/nzwD4ZgDfSERfbM/7HQD+ElQ39plDhHCqM6qQqrFLzx4AgMgEloWQeUaiA9IoEQfCtuW4IKsFLH8d1TntxR6mhjMfgQwsyyvWp81IJ0BqBbUVdP066HwCLTfgww2m5RG2+ZFmdUmr7dysrdODNAyvDFy4AnEj3caqLn2/nnl8sG+A8BZav8ENRImtZkXCVjJONWOrjM28tvymPs4Zx1xwzOaEkASYgZxmnPMVrukxPrE+wa88PeKXPp7wS79S8KsffYpf+YWPo4kgTxnHRwsev+eIV99zwD/1wffifY8LPud4hffNE55AkLdrpJs3gKevR/aeUkbKGdk6qpAmC3YGQ0wHlPkI5slI9WX4zMVcYLvGK+oGrBpY29NrtNNJRcCPB/DVDXg9ga4UJjjwhJwPmPK5GyYaNn+WpWPfNWNrwFaVc8usZy4ndWk45oJDXnHkE47lddVEqIoFtzzbZ0oo+YiSD1jTIRb+TTLWNu07e8mvBQQHN5pWBjhCnRDEOvyka2dAF1JfYC+vL9+xVHkYrPQhMVci+nIA3wFlLH2viHz44v9k//8Q1EPrq9yS6lnPJaL3QXfnH4R6aH2liHziReZ53+D6n5toy5+A8lufQN1gnzvMTfEX7efXieinAXxARP7W8LCfQGceJDh0hTdf6pyg7xKCIwam7wkAjCKCVhlMXZ3Ktz1bHbdUFNtXHwStBKtzajKIYcKWj7t+cPbumtXoPhuB0wRJEzInFKLQB/VCWhcmoSi4saj/1ujSuSsyWJDPFvhzoqiHXcICHFlT231PVJFN+EVHA8SKJXbcSrPgGiaGQG39eCtEYj5fppR/rjNuSsYbNwmf/FTDxz9+g1/9pdfwyz//j1G2AiLC8uiIV977BK9+7hM8fuXXAciY0gFX+YBHbLoFlrnKZmu66wCYFgDNC8ipXbNyaJPxjHPbAFYIA1Cub27qrKCtveoHJs0NxFoI1NC2QdYzsM6g6QyaZtWjhe1AOCHzpoUtnsDcsMkMRsfZewBkM2usmFPFlEo4NOR67ng7eiFJ2D3TrMBq11s177Co6F/sfLwLsA3vT+SLaQ+sl7uVZwXWEce9C1p4O+OhMldS9fnvBPBlUAvtnySij4jI3x8e9rsAfJF9fQmA7wLwJW/y3G8C8GMi8mEi+ib7/RtfZK73FW5xD+/XoFv2tzyI6IMA/nkAf/viX18DXTFgLo5XAP4XAP/x/eZ20Qo50Er0/1q9bdBM1v/mGNlWOQLqJfrEw2uIBW4tnKm6O+eDUnhc8b5s+s61AqzkcC5KYeKUQXLYUa6E9is6SUNz59FBoi2ElGEcRG5IUjFnx8f8GMMCqop+uw+Y31gczRC9hRfQ11BaVNp95ibYmRg2X3yG7WKn9OhXaYxSgVIE27livVlRNhNoFsHpjWuc3rjGenPGR3/DqzgsRzy+StgOk2nnNlXkOp3Q1jU6llRzlawdd9GW3Hke2nQnpJQxlxsk3uK4uttqri5HqAFW9MLYX0tNNMia9isVLbDpuanWmHAO+xWaGlIqYF721yB5cGvq7pDUU2yhM+Z6Y4G+66q6CWHjHK7CBVM0TVTb7t/y6rIREE67uBdip9KiG3AMzMnZJGNhk3qAvcvI8+2MgGUeZvw2AD8jIv8AAMw++ysAjMH1KwD8gBkV/gQRvYeI3g/NSp/13K8A8K/a8/8ygP8Jn47gSkSfB+BrbXLxHBH5mns+/xUA/x2APzYqahHRfwKFDn5weM3/8DmvQwDe8N+fvPreoBIRAQnNHAAksrlxjLBBVHUbQQS3xuVzxyprkYSNF3BWpXzJMyRNoDzIs7loyeDjRNJM+X0grNM+I1HHAgk80d/b/59NGUscXx0y15GG5R5OXkyJlttBB9bzHSflJ78Baf/5m+xpbZdjnF9iQU7APBOWQ8Z8nO98zvVrr+ONT51xfbNgKxociESP07qins5o6wqp3tKpTQmUErjWLnrC2qDASfmiU77pBTJICNeksoK3UxfOHpwHVEpRGQ/6gQwz9+IW0JkLvji6er9UhUdG8gQJEqkTgBs2zrRa44gxTKwYGF5WbpsdsIMH1mRw1VC4FGsQsBEY65jZDgU0L1z5TsXP5Wjg2c9jglyc65/7uZ8DET0d/vSKyF13zbPHWwjSn0tEP8D1YwcAACAASURBVDX8/j0i8j3D7x8A8A+H338B3UD1eY/5wJs899fbThsi8otE9OvuO+FnjfvCAn8DwP8M4EeBgRh3j0FEEzSw/qCI/LXh738Iyj74nfc9Ufa4kEb/p//Z3yKJ9FIQVmw1etLvCK4aRZ1aFMV6+1cngfsWO/kWe+hw8mpruICyZkycZyCtunX1gGBizZcuml49HXvkR4ua0ZJbH+8dTYonzkwxT2AnghTVaO839yDqN9eYte5YCsPjIiBTz4Y9eI+PHZ/r2g1LKnh0mPDkFcb1ew9Y1yf4xC+9iqef/BTG00yDfYgXfXLVAIj1hHY6oZ6H4GqZK+cUQZBSBqaiWWYtoLIir0/78fLj3tQJls/XoPWkjgSDQIoHV6SkQdyzrCbmokBxQVGsZIxMuZ+jTGE46QUvPwfKbzZ2Q9t2zRkCRkvasTVyrQMOELICa2ckOPPAr4FxJ+bXgB/XEUoaZHD6uR7O4ygOP8bXL/zCL8THPvaxF7IkGDvJ3mT8qoj81uf8/64ofRk/nvWY+zz3wcZ9g+uViLzlFNkyze8D8NOjPKGByt8I4F8Rkeu3+rrxOgNulKG44OUK7sPxWd0KamgZM7QQs7CfvZiVWB1R03ChAqboZM6cXsGWZOIgcPV7J6tvoDZfbL+MGB8izNqkEIHQxFk8yOrP6skE0omSSNxYcTxoL1TjXk6jmpcLbPcDqcfEb7o0BFMOxsFzzoE01VugjEdTxnZMaDKDOWNZHmM9fQCf+viruH5d4QAAWB4dcXw043hgHCbFI/N2Bq9nyFkDazuvuk0ngrCAjGPKRTUT9GBqlkllU+vs1Qwyxk4sk/Kj041huZq9jkLgSKnr1ZpQjV1QCLqcYAdq5nLS7wYTiNE1WBqqyfolqpiwdcEdk1QktME6Wzu2Kk+oMNcMcGSuzg7x4FnRF9fxmvLzoTDS7YXwMrD6AusdggRl1KQHax4Yr5IHgwV+AcAXDL9/PrTAfp/HzM957i8T0fsta30/gF950YneN7j+TSL6kIj80Ft8/d8ONTP8e4Pn1rcA+K8ALAB+xLRhf0JEvu4tvrZeCFbNH4V/L7ewDV5dVy8pp1o1JqShRdEvVs1YGw6p7IoBHEFrsHvxDqE8a/aaM1wZSkU59KZnTkqQt4As6K2sG6ZQW/KbIVNFpg2JCpZyDW7WqEAUVevMuuUen+tznGjDTOegnY1B2rPlS53UvaOpIBFQWW6xEoZyiB5vaThsr2OhazxKn8J7rg74DccFp/cecPP5C774g+/Da08/F6+9ATy9rrg56bl6/6+f8P73NXzeo6d4gk9ivvkk6PSGYq3KI9J1xFwQ3A2Br47gwwGYZ2CaowjG2wqsp847biWyVCmbGi2WEoIyUqrp1WbVqnUsdzlADscg9IO7/XS4BgD6nnXFZH/PbcOUFlTK2OzcEFR4J7USgc/bf10z1rUCCk04tyUaYvw6LY2xloQqiKKr7ig86/csFcgsEcrGcBZewoNT7ag+phmrw1XVdjkPVcx6UCrWTwL4IiL6QgD/CMDvBfD7Lh7zEQDfYJjqlwB4zYLmR5/z3I9A+fsftu9/40Unet/g+kcBfAsRnWESHdBd+pPnPck8t+46qm81SD9zhN0G7VdoHy5mLaR8RBIBGkAsIfgyBo9klfhkWFnglBTNhnZx1n2AtSArnEGsfesAlE9p21MeshcPT37R+Vw8QPojtBvJLZklWmoBoKUUr+MC3+OxCHM8o3c5t7KmOdpZAUSW1C6CZhzjeN3+tx2jQhpy0Yw01zNmukZNMx7xhG1eML/6PrxxdcCnHs/41E3CzTmhVOC9jwWPDxsOacXUzj2ryxPSYVFBGUADa0qgKWtwffQImDQYautoBtyp1QOri3WXTeUPtwI5nzUb3raAG8CM5Nq0TKCsGq/wLrNpsQJWd0sYmyf8oKS2QYg00LJ2hYnvBqRnl0IJxYKrUNoF1mINMZFfRleXabI2LVqZOYF2FzNASfnLHb7p7c+0Wwpv3x9xPp9RcHqoDPbB+LJK3/wGAD8MZRd9vxXCv87+/93Q+PIhAD8DpWJ99fOeay/9YQD/LRH9YQD/L4B/90Xnel+2wF1i2b9mxiiEfecFZHABSDe/uqVmVBFlEQxVVmbDK11HlYqyQIcLFdBsDcCgpKScS+QMmOpSB3Sb4X4FzBsozbbt7y6ulyyHMbtIdTXPe+3dr0mDLAeJ3rQUHCLwLX2r4aMVGgY+Z+PchnGhtRB704BmR4I03HN+8/oYIZgwJRxEaFSxakY6FFwdHuOYr3A1H3C9Tlgr4WquuMobJup2z5gPoKtHSK8+UQjHilgh0J2S6sq671WaTG2LAgroE2xKuYrMVRkIbStoxahaOSEdrNrv75GnXX+/Qj9dZStcEOr4XrqYAXpThYIZKM5to2SNCGah4gpXZnVTJOFZ1CevD7ShTtAAkDiUBWtUaPGVgi1iScFIwRp2el5UDfx/COwPNR4wc4XtoH/o4m/fPfwsAL7+vs+1v38MwO98sEnizSUHv1hE/k8iulO31Ym5vxbG87h7YTAoDY0YGQ16G5hsBUsUtJwbGA4AtN2JU44iMK7l2tIGmayVEWdEitGU3qOMgYpUNzTOSK1ot5cQeLgRXdDbdQhSUW8rEombvHECc40boYvMdGEPxUPrzkdLiMEto3n2ixQ3thdQXAPUs6CcbEGhfftmHzII2XglvKl0Hic8IgbPVbUWbOt6rglTqkhcA6oo+QA+PkYSAyhM2FoxUFJHA2LNLDlDco5OuZCMlGbbKvPN4hpZmdSKthUtlFlwRcsQP0/EpqM6h9DM5lJ/AwOBbReQ6RwskPguDVUkVLlC1NoUqMZA1ihFq26RtAtADEELnP+O4iwcFtCEYEpePKvx5Z5r7rbR9yZDNj3OJ3YwKa6rhwmKD/U6n13jzTLXPwGlYP3ZO/4nAD6zwi2CyNjGLfGIuZqzkf1zCLQQwHurhYPa4sE5kWFl5jowCmPH25NleV7Ysq1kYHJu5RyTcXhAb042k0HdTpYIiIlUlHuqJ+RyRt6ulW8pohVyAI0zOFWA9lY3pQHMvOvldkhC6UQD88Eu+gruSvstRWakmZD+nOwGTlyDUTAOalWDa1mjZVUV9DPydo2ZM8o8Y+MJLRNocBUtkrCmA/LyGIQGSRlpPuy23iP9STjr3yKwdjyUAbjrgBaOALQGKsZxbg1SamSuYNplyOH+anJ/qhI2x7GK3QSZqhnqvuBVrcW4FW0TNiigDWphoxZvkR7U4voL7JyikNqz036tMwty0vOyJA2omUvAWY7bj8yQ0YLdWSpuEO72NEW6KPhDgAKCDnu9m8abSQ5+rX3/0k/PdN76kDGw3nEpMCSqq+NjGIJn6WB6gFWy9p4WReirPaCZCbGARLfAbToEZEBEivtdNApALKOUAvGLzm8Yu3mnesJUTpi2p0jnp8HrlKwFnJZUaHtsZ/Ts2wxs9tmCiGUrd2wH71BSctWssdtrTqUzJwa8GYYNw3RdYRYmsODGVYVqWPyGV8V852cWyTjLETRpZp6nR8jLTQSEUXsh8E6HHoayDUG7qKhuYOcdG4NDRJQNkFYtjLXWM1ajeSkksGjWmg/Y8hErH1Q0Barty6gaKP20SYuFy3cWDQDlCkLvyPNs0ANYdSbAIIzjlClfxBMIjQiZ1HctA2jU7coyC3JqOGQNqHMq6rZBSv1i1IAq7hpaWLV9mTkvjDsYAeG5VJG3MF5mrheDiH7P8/4/8lZ/rQzHL33cdVIdo+w/9wLNpTD2JYbrryeDH1NDAvGk20HLXP2Wp2pbUiuaRCurBbvud+9Yrm7jp3JC3m6Q1xvw6alWvQHQpMGa86xYbOr8xdjKeYuqKXgJJ6DRnbJvXf1qv3XjYUvqnV6aESm9aJ/9uHK/VdI9c03oWXwcz9YzX5vn1hKABZUZW56R84Y8b8OC5jhnC1gl5j9krgDU/K/VbrmdZw20APjqiFQvJB69UDYvwDSjTTPqZIpUacFZtHrfYSOKzjbdgXQ4BNA2XEoN3I4gVkUuGYJXhZpYXppXKhzUFct8xyVEaIahijCcHkxkWStXHNKKmbULbCItDvpiNu62wvDRvw+Btbi1zbDQ3lXcfLvjZXC9PX73c/4nAD7jwXWMF2FyZxhT/B05/OZDTNvk2VxbYGw6YGKkoX+epMU2e3dxDhbFHk3rdIwtK6cpfOmFM+p8REuz2ZCowhZg1XapvVXToIB0vka6eR345Md6cJ1n8HrCXDX4PJrfg5QazjSHnq1/9srKoWSegCRg6kHJizKJKzIqGhUIAZk49E+9y0u5vjX69f04VGRsJOBUcTQqmtQNVEnJEk0iwPqikXPBxJstBDMagLWpNi1j6dh5fFcGRwoXhw2znEPVzIW8fas9FgJHd4PplTcwMYEfv4F8/RTtdArb7/Te94KuHqM9ehX1+ATr8gQ38xOc6CrkEomADJsDNsz1BvPNJ3VX4VCIwSA0HZDmR6iirIAKpdu5nOW5Th0GsGM8Ge3vQKeAiiplZKpgmrFNCVPqtEFntCyp4NX8KSztBst2jancBL4OQK3COZutjOpACBB4r9MAHRby7PphC1oPXyD7bBhvBgt89adrIm9r2NZ1zxLoPkA+mt12/hcXHynSRVsMig0dgeh6Qdq9PtCxqpFiAyCq5I2UjjWKrsAq56MNSaV++N1Li0Qs8yrgcga2FTjddBGTWrVRIU9I0wFLvYZkZUBs1jI5ztc1Q1nM3tr5rh7sjNsI1hvdby7A6TxiN/joCKqft0AzrsJzNFIgsMWKXQtpXTUjb2fVRSVCYY6ssMHbOPfYnGsjZOaQ/Gu0xTkIoXTbanuAzVSR04aZdTETTkivvA4iBqekugTe/XW4ghyOaPMxzk/hGZtMcR04DppQlM+63SCdn+quYlvtJCoz1LWC43oZxG5cj7cHyX4dJ6qadfpuhsWCLGPinoUSnBVQsfCKQ7vGXK4xr0+Rt5udO4YsCnk06fxqL6ZVc9wYVbUik77QIXiRoWDUy+B65yCi/wLAtw2aq++FSgn+p+/k5N50XpAdRSoFtalX99XfiOOmjSKOVcVrM7sOeMGA0UR5oy4oTJSwr7DSrXkA2LEJnIrkc2hpCteDwnMIaMfzG0Dkf0EPTGVD2zYl1tt7MBMoZ/A0Y96u9YbIAGPe0X/2MxzgjlqQ/bWkgVMFc0NCDu+vURPXj28wEzz7h2veFi3mhaV160UtaUjrtRHx7dNlDRwq9KLmfSTG3JAuRKK24wngCvb+eSvAgNpwpnNY82zNO6MEiaylNGtQmY5P9IJPSfFYC65yOKItV+oEm3XhG+1U9DO6NXvBVM7IReEaOt0oxgwoPYxTQCFB07u45kLS0nv97bUnl0YcrYiStltnKyS6u0JmbRRZ+Ix5vcZ8fgPT+hS8Xu8U1Wg6KBtmx1KwbHqwDB9VsFzwZWx5fqEhLwtazxu/S0S+xX8RkU8Q0YcAfEaDK9BvfufyRTBwor50alanLWlVvDbe2XEkAhpfyOqBo1qLQbi6v37b0bJ2Hl2cIPa98WQCyGon4xgcYMHVsrLE5ZYQt9RqMnlKdJSUgPMJtJy0l94CAKe2cwQdb9I+7wZuG6RtYFYL65RWTOmMLanqvmeBlzhZz740WJAIiJOS32mYcxNVtto2EDOIswpQD5lzyuposKUJqXkG5apjgtbs2HilfIQKomXT3g5dQHytOZ6XvbWYCZQbjrNauCQ9WAG1yHxQhkDuO4pdFmdhPEOhhlxOyOuN6hSsJ9XyTboI6BN4gI40Gw9l/4vtcTSoGOzivGTVCia0lpA4Y+Ztt6NIVFVlq500sJ5fV4jCO9SIgWlWo0c/f07/wmTOBsYQGfi1XdKyt1A/xHiJuT57JCJaROQMAER0hLavfkaHX/T+c9BYZA/mj6tvZKxC1lrYO17AAm60D7Cmu6qv0cGFy0KXB9o9fch9u6YwmVuxYG0eXDv9BgwNAqkh1RUtZXVYdVERwChDZMLcqh6VthMaT5iI+xbds9fLHnFjojutSz9zCq+rnBdggRLbSYntdchSA0oxhaZEAhIgy1BUahW0nUPl3yX8eFOlf5X8q0hzQVsSMi8onIfss4ULBOACOiqbl4z/G2wMJeL1jwcVOWlNdSMq9W00c1Ue7aw6qgyAuDMwJE3a6z8ERj83XQu3IlflHVNZVacgFLb8XCn31rmxXsS6DKzJGADJif9Gy+NWTNOXIFSQKCHLhpm26P9nWAbdzpjLDabVGCXnG9D51PnBwFBQVMjKFbeKZfm+WPqx1t2gGOOgItPdqmZvbbzEXJ83/gqAHyOivwiFUL4Gqnn4GR9dk/KyA+U5rX5R0NLAqjejGNYqRsiPHMlQvL7VDq93aRfvcQELgCFJNTq3fMQZB5xlwdomlNaxRlcx0uAqSJN2ZaXpAJoW8DyjWcHE++t9UC1I9dwdDZKEapcvNBg+DdcNvN5EoQ3EYE5IaUKbdL3cpmN4N5FkFMqAIAJriS2e+otFIDIYA9sKublBu1asmNcVfDyBiipDUSvguqFyRk5rwCTZWkALpVB78oJWpoLsvOPmItqTWdc0FMeYm+mQNqh0IyUwZWSarJCoAuZSNyApYyG4sjSQSP34Us/mGE0zSzHR7dYXKBhHtnkDgssHDhV4H87E8C7ATAWJir22LZxEkMZIpPznOfkuR1kTua7I9axW5KuqfdH5pPivNFNnm3bNAu4e7Jbs4bfl17ZnrVTVTJMKUvcjfdtD8DJzfeYQkW8jov8dwL8Ovfq+VUR++B2d2T3HLnOEE6vsf9YuOo54lFulWIBVRuYQHMdt3B3XhWeFdLn1tpu0kbZkemBd0wE39YhznbC2vFM54gG2IBakVJCmFbwoKZ8PR8WNywYQKV8zT9oLb91B3LagOxCn8A/jVkN6z794PZlHlQcpgkwLeD4oy0EG1SkGRBSj6zYiJj4+4rhOwyoFsq5o1zcor7+Bel6RTmek84pU1RKb9QBjng7aHptm5DSHIE3hSQtXDm+YEE0m10owTFHMXeKi9Tk0extZQS6hsmKN4iIsztRoooU+655z2IJZg5grjHFcW0P/qRWwkBJkms0W+4hii1Mhderd8UbRPcyiVZVUC2vkU8NoetI2xcfRqXrc1N481VULWJZFo26QqnKG5FTBAf9txGhDAetSgDukH6lgxlkDeLu6ffG/jfEyc33++GkARUR+lIiuiOixiLz+Tk3svuN28WY/SJxSb27tscVrIHI8dQ8dAHsgX4x5GP/DwBKwi1hvHO0XB0/mRDphTUeccIVTXfDx0yOsNWGtvBPgSCzYJsYhZ2w5YU0TtmXGVVpwmI44EIHXs1WBrfOJ9YZu1lSgW13leDpLQSGNZk6pZ6TtpNvH1z4GuX6Kuq69Yj7PoOMRc63gqzP4sIKWJ6AsaMxg2bt3ujSjH08P8pAGWc9opxO2N56imMTg9OiIaV2Rtw1cNqSyYSZCywumZEr8aUJjzTCX+bE6toYodQu315EYLzDJP2gABTT21dCLULbHJNbCamwMKur+Cgv4EDEblwmTsTkadfaBldu02yrNaPMV+JX36N9yVh2CwytY58c4T4/wOr2KrSr1KoKrBdjE2kjRSf/KTU3NAmM0muhOA7jpLI+LhVJthgxjTZMGVUCz6WxZukkiOvSinlzqkwYg4IlEFRNrkey4vq7Bu77yzHvrrYzb6P///8d92QJfC+DfA/A+AL8Jquj93XhgoYO3O0ays5Y/Lojr0u1NktuemBC23rsS279Lnv24nRHL1TyoXmatiq8maJDN2NJBMVaZcKozTiVjLepLVV0I36FKUVeErSVkyjjTAs6vKOZ39R6k6RQWJfpEV+FKe/aCBQ9YE9GtG9K27PXpU7TTWSlezOB5RmoN9OQEnmbwtGgwS5pVebUcDFTL3NLQaizEJlwzqU31MiMtM6RoIY5ciJp70ctV/sUWBK4Fwis4b6bXsKerKZbeLdb2tfjOi9XDYNl16zBQnErDgVE2UNn01VLS+TRra20FibM2LgwLbSMTt84z6KD60ZIy6nTANj3Clg+KrdcZW+u45pi5MWEnX8noRdEIrGigNgbZ0l0tBslDAJCsQVVSZyqAWDNpvhBlj13bHupi9Iw6odqCvGJ0xHi7Y6T3vZvGfTPXr4d61/xtABCR//shbBAeYigmuu+Vv8R3WCqYkrYDUlXHVtIsNploC9ADXWzTg/pDwR9tSGCqdn/znRdf4FtWPFiNPL5VQqmEUhGK8vo+iPl70Si1jI0ncLpCXp4gp9mUp8pQpEDn0t5aFaRnO2hhpIi6oZ1Pum2/vglN09waKCXksnWebQQZJe9PPKsKk92co8ZATTPqtCAtR/CjV8DrGVMT8DRBalUJwauj6qZOS3SsaaDbTPHf6GutRgbLg/AKgPhMKtTSi5eJChLlWwukKkk5jas3bQRdrNUwLeSqnz3VTb2x0LV7tTjaDRkpH8CznvuWMmr2rq4DNpnCEda33mFg4BoWjuWiq6M55OBOBTsnhe10u2BqrJI2HYAJ+jksGLtKW4uGlY79Xgqy9F2IMiJ6y3fdXWsvMl7CAs8eZxFZyTE9oowRoPwMjh5YtX8cZPxC6YhgMAgoWRaWrZjQkCihkSr6q/9UD6xO8akwrVRBaK0mKr2w5SF9DHq2pSzmgaTGfRpYY8tqNZTEiP79EXIoyNqdkzUDyXVVyULptjG3MN9xmF2HZkSGFdYKOatHVb05o5UKzgmVSQWoW+enhopX25ATY+JNlcWGAg1BF6c1HZDmx+CrgiyiWOjhgHRzo+yGnEGHgwpRL1edE+pTbaaBawElp6xBNs8h4qyf14uJFY010CcpqJSj4cBpW87VatLdTEME5nIMVDq/XpLoohILCVqwP5qxDwBd4MrQGOLFIi0ADtg6pAeyHbtlyFzRemC1YE91U5x8zEqzOuU2K0S6KtjItW6sSmMBccheUtAzfWdCBC3MHBxcL+EhxsuC1rPHjxPRtwA4EtGXAfgPAPz379y07j8u8Va7XK1aL/2mgbVFGncvMSMLI6em6u4XuGuD3ZSa70KgFtvJM0HqxHrAeK/Scbn9fPpWLOZtO+ScBNkUp1wqzoNsGCJyp8NkKJ2SqGcxmsmleGHPZMUERkSqdZTpDSxVVaFaUQk+AGClTewyYILinP7ah5SUfE7Trv+8gXHmIzDrwrakjDwfwa88AZ1ulLfJGchZA0HKoWwF12AVaGC1zi53XQW0QDcG4vh7dRcKQqaEjGztuqLqYMOl0dB5npLMljur5oCwim2PmS23ikQbUsq6CKJFEARc8tEwXts9jAHE9Sou7d55CP4haN30tdm2/LsCZFljxxGKLSaRJZzQpgXb8rhLIl7Q77xpJbjLw3WoTIwuszlRZ2MoPFKfv3jfd0gnVrybxn2D6zcB+MMA/h6APwIVm/3ed2pS9x3KQSwWhLrqkCYoXmm+fM5owKc3ItBP/ril1C4t+xlserCDwR+lbp9iWUPfst7NhwUQWG9iwZwEc65qKWOFDs8ifEt6K9PyooybHtKYtXMUMJwtAJ7AvO3bcX0wgdiM/8xLCmOQkWrYm36ewjOYGor2E0X75E07ata2KDtiWp5oi2g57TqGxjm4BiyAnok3gaDugqtIQmv5FvQxfpZGCTlNSFyROCFx78P3luZC2iU35UG9rGhgbdOsQZc4IJUkyiV1bDJEsi8CTgRj1i21M5if1d0UeCuMiTBY8IT4zWXBqhocggykbi1U8wHn6ZGdb77FYlH2RedVexuqeqvBjpdKFSZrkkgufF67wPqLjJdUrOcMEWlE9NcB/HUR+eg7PKd7D4IgmQRcqFoFIStpsEFXgvfhWFq2AAZm+H0Q2/IQjWZsgS8y2IpjzBrMmO4IWOhQwfiazAK2eSYWTFkw5YY5Vyxp223NXN5O7aZtq2oupqmeVYmpGR7JWixqmIwG5saJCUKOC2rlGKYCxVNGOszg1sCT2qrQ4QCJzNIyIetocr6sW0kL7XVgNySsNGGiGWc+YFpW5FmN+YKXOhwbbhXTdq34N06meyAAqgZY1yTwhYPlucFVRUk2hXuooZqKVAtogFFkCvjC2QFcNyvGZbQ8RwsviYBbwWTtyyMcEYpTrSKof/Z/9cXKyFy0ocHMHwFEMdUr89oQ0fHNZ2aJQ8YMJkgyPDWrVsU5X6Ei910UXBi7hfZCgXWdDbHSYRQX1s5UtEmiKra/K6C+4HiJuV4Mc2/9kwC+AYo6EhFVAH9eRP70p2F+zx2EhqVeo1LGmY+oYsIUkiLEBv4GhMq6PldNCJdcAuT3S9uzDtUavaNARg0lJczeKpk0U8xttdbFtFeuN1+unCT8qDJrxnqcCg5pxVW6URz3IiizVMz1hHl7irTdIJ+fanHDyOIyqf4oEQHZrEN8K0gZzBXZVPF53kDHx6oCNU0hBsPzDHr0CPTKE2yPPyfUu2Kb3CpICqZWwcmcA7L19EMNEm/K1Ju+2AzyrOA14qBOnJ/ThlfSJzGXa0xpRt5uwKbF2rPYAhSAiEAOC+y4ql3NlZv25c+8oqYOxaApvHOuCa9tr2DNE07LFeblvUF/cvPHsTmEpSKVPpeAYOC84mrNGN0mu+UF83KFeX6MuiTMfMQ5TSbUorDTxBVLOmOhMyZZMdcbozytu50ITBdW266N8meqW3W+Ql2ucF6e4DQ9xhvtseK83h6LQXODOrxUB6ycqcNQM6840AlLvca8XWPanoLPT/VcXAq+v63R3S3eyUFE7wPwVwF8EMDPA/hKEfnEHY/7cgDfAdVs+14R+bD9/duhSoArgJ8F8NUi8kki+iCUivp/2Uvcy1D1zTLXPwZ1cP0XROTnbAK/EcB3EdEfF5E/92Zv8I4OQUjPeTB1+RZdC1TgeFSv8tqvIbPI1CAkd66sjpt54O2P4Q43sN5wYONcoqsOjV7tiyw5qQAAIABJREFUHmT8T04F60WYLjoTz/G/tU1VpbaTBtbzjdKIpAGcQanAu5EbG0uBujWJK2N5BZkOVzqNWi2TXSDHR2hXr6AcXkHNhx2Gx0MBLebm6vvwohZCuhEB3aYoEBKU/qb8TnXhXdISpHivTBOxcjvHFk4gAhiAUB8T7nq1sRAMwTyRSkXWpkH2XCcICDUlrDRj5gUpdSUqp3px24JzyuY91ouCndrG67UGHw+8kwVIERzmJ6E0lilHcMnc1GrbtuDOyPDioX8+sDYoNMD42IajWwGrDupdte7FVzSosh0DSywc90dvdWXqmglu/R0ZuXfbPRQs8OnJXL8JwI+JyIeJ6Jvs928cH0BECcB3AvgyqAX3TxLRR0Tk7wP4EQDfbEaGfwbANw/P/1kR+c1vZTJvFlz/IIAvE5Ff9T+IyD8got8P4G8B+IwGV99eqp3GvrsKcIhgbAag3ff/j733D7l128rDnjHmfNf37b3PuUarMdcfwVN6baotVRT9I9Saami4FKShWitYQ6RUqCmBELSaP0JC4NI0FmlD6W0iMWCrgmmUVrAaMESorZoIqdpS9Qa93ovGo+bcc+7+1nrfOUf/GD/mmO9a395nn/2d3fvduyfs/X1rfWu9P+c75hjPeMYztAHf7YB964xNreZZcmJNSSv9CJuUXlIf8slO7ilLUHBD4X+3zxzaAWrcipWL8nYCrSfQegzRkTBC2dhYOaeAJg5sGKTDdXiCUgrk6iH61QNs16/gePWekKbz69uN6qTbGMfnXrnDJNIlKpGcnLCGpyTgLpAyvr+VBYUP4DqSMIVO6ERhpM6hAAohnCDHlyXoRi5BWRIlSw0/4WYroSlxKAUrL6ahWhR3tJ5lim1a/wrL3LtRhUjgkXTzeHSZBUDHG9C1LnrX1x8DLQJiwYkOMRcYVsprBlxD8JkBEtfZVcaCdkWBs6712hJVg2K1r7gqJPDil71xc8bC1CE2PPdkUO+KLfBiElpfB+Cr7ffvB/DT2BlXKKX0V0Xk1wHA2m9/HYBfFpH/LX3uZwH8B89zME8zrks2rD5E5J9TboL0/+uYSeQX372warrx8M6jlzRbT1ggnSDUrUZ8GNetE7z6hyHhuTqC4KwFH8U4tT58X65jukHr9z2Uy9+O6qduLVRSjyo3qoMsziEYot+V0c7bcbvDtZZrlqJqUIeHWA+PsC0PcKyPRjJMOpibtY0uIGlqvN37McL5wqo3qsIfFBq5XUgr0aDlxWyJPCJBFWuMyNYJtwzMkYlmcRm9QVHF1eo1Gi+BK4c+abS/lijn1OusYalseg831u4HHhajQnuYua6tqXd5ma1fRwDjPphADdaTliV3AWq1fmWCqwf/Qq/50lHKAzRbbAkSOLR39eW+ntGe1DsngEafMF9UNjv/jZe5JXryTF0no9BgwdzaWda/73rEjrnXZRR9POd4hoTWZxLRz6fXHxSRD77N7362iHwUAETko7dw8T8XwG+m1x8G8JUXPvdnoRCDj9eI6J8AeAPAXxKRf/S0g3macT29w7+9wOFhvtGjZOBMAIZGQLq5E6bp3D5LAGSeqU42oNFM0/IQmNHUMAqDhbGhgFEigeb7LNYzypNn2SELr6Nrqaf27bJyS8LcaDAnPAyXk1qDLN7KMrqNAkoiEysEiAe4R9fUXq+0Ed/hEU7LI5zKNW7ooX5fBv9RjZcmp/S6aFaaSUNcMHBVCjZSfuvaoar25M0TtTEBTHHMk4WbFBTSMmE1sF3bUoOHsfFyX9PE7abVsJkWgS8Eo8leErYmN+a6mU3U8FcWNCb0ouySwj0kH4lUQYtFu7gSe59gqOKkbZCsx7W0BqxW2NGaJuKIUG/ejHtWlg0rX8W99Ix8UJ7aNglcw4tC3KjauQsVLdYoB11cUGIJzvhqGFECmuCiWfNZ5cu4L05bOWgSc7kGGwzx3OPZqFi/KyJfftsfieinAPyRC3/67re5/UuXYzo6IvpuqBb8D9hbHwXwR0XkdSL6MgB/n4i+WETeeNKOnmZc/00iurQBAu5ALuc5hz/ogbdZht3hgAwDTKs2jcmoohnboFdZGNVRUHmzB7abR6gZaNCorsrHoj8ZhDaHzaKtUpbSVaDfsUOnCAlrFwFwlOo6qqsCLCb07dib9+Pias30cuuYEtJ0blRLO4HbSR/i3iLTrK2jH+F4eAXH8hCrLDjKVVzL6teSCMKKWwbzQZpihpZlRgE2qjhZlRRQIVbVJp2T9zTOu7n3Sh3EQ4e3iFjfrwbC7LW1csCxPsTK1tsKpPux++ahrjdBrNzDgz51AF6tlbzEtVWFE9hYu7wML1oa0AjCytRw0Rkp23hKjTsMgxKEb1Bu3ooVlKWB6xZwS+mrFoQYjq6dGlZMRQLO7XWsHDlCmTm1hTqElO8L9DNn4uKzk4pk1CmooHI14JmrI6QeUOvzG1eBCiTdxRCRr73tb0T020T0XvNa3wvgdy587MMAPj+9/jwAH0nb+BYA/x6ArxGbJCa1erTff4GIfg3AFwLIHvbZeFqbl3Pm9ifSIFhPoIQDksnskYVBhN26NA9Gi/YdpW8jXKeOiopGypnUEJlQbfJqX6nxL2hUGC1R1FhYkX8HVlKl/yYj4m1CQC+adQ/hZDYleKWaCQbmpt6qTfjUqbRlTw5qbIpsqO2IsqloC20noLcQht6WhzgeXsFNeYQbuY4eTy7zFzCHRtZgGjq5RbZoTSMgcGlYywGFroaEolTTTBgQSBeHDSQq2BgFzFWNEM/huF5IMzalKvWIH+Akh6lx4KjTb6iay4ylUgSQAmy9hAfVBKBOIFKskvto50MQoCB56MpnVjz7ZG3BNoUBtqKlvKYD4MpgON2AS4kHjHrTdjPExiP1BOURvB1B2zYbV4suxCh0rVxNjoTPr0IqWUhcQAJQNw/+SZPeRi6SWWkZ5w0CH161nmd340O9oDYvPwbgWwB8wH7+6IXP/ByA9xHRawB+C8A3AvgmIFgE3wHg3xaRj/sXiOizAPyeiDRL6L8PwK8/7WCeRRXrE24IGKcybn7w+xI84GLP+9Ysw1O1gDKVPWriQQnWgcUVoFJHNwxqKRsW2nDgFZVWVGhpqCdEAITGwMYLtrKY11JVKcm1NEXD1W6QwpCiU25l92ozE0aRpQXRvy/XWA+PsC4PsZYrNF4MK1U44Pr0MdTTW0rfOj1WMjqA9foVrFev4uNXfwhv0Xvw8U2lEFczMJU6hDdtxUJDz9avsWuJ8nZSzm3bor7+dHgFj5dX8bg8wlvlAW62BcAhqVQNkZpjWyBsXjEAYhlFC8Zz1X0CUg/YygGnco232iMc26JGEUDlDVdlxYIVD+XNuIdrvcKpXOGmXuOmHfAGX2NtHJ4zYEm3xhBR/HJjxsYVha6w0IbT4Toy6b5YLdsNaqng0xEgVn3d02kYRy6a6DrdgKVjaWuoU4HYqHQ3qsF6Og3c1iAQsjY0shwGPs4FzQVeSo+51nhB5dUqsAq2UqNXl0dsDs3kVi56H5TD3UijiJU0wcf8CIfrV5S5srx6N8/qi0lofQDADxPRtwL4DQBfDwBE9DlQytX7jQnw7QB+AoqOfJ+I/JJ9/7+F0m5+0kr9nXL1VQD+ChFtUITr20Tk9552MPfcuGoHUgBBYYqwlXp4rN29MCA8nX3yqiePwOEG354KWjQwC7ppex74NHrE95PhaCp24sOVnUi6CtVT0+6qnqww2Y4njYtVPoHJ0Vk2nY06VfsJZbtBOT22h/moiRgX+zCjv5qxP/aC3gnMCC6u09VywjCSPW3VDrUn1RMtRIrTmZISHSSAvWOrIOLJwDbTht3EOu0m/QAAUwVafr9TwWZ1+1qNN+57pQ1XpzdDkvDAFYf6ALVsKPRAFce4hJauQ5xNvC6fga6RUCU2/VcCowabALCEV23oy0HD+dZAByTxbAphGupieg2iXGQR7b11vIHcfByyniAn62gAgGoFlgXoPQcNqi9g2HIx0RrionOutMBMK1VlEFAZHY+tU0QXZXO4Oq3PdTW6Fu8Ig0lhMILgVdwFLHA5qXzXQ0RexwWlPhH5CID3p9c/Dq0y3X/uX7lluz8C4Eee9XjuvXHdZNHgj2YDS5p6DyPqHmy2ZdHt1PPyhDMjCyDC/Nwg7oqVBL60I2o7GoamlBptoEch6IEC9F5QSavJOusRNjHYwI+ZckuR5Fl79U4AlkYv99f2Gad5ufcXvFgXx5YOsTveXQNVSrRG2Trj4Fl/QtB0/KcfJ5s4t1LDbpSS1DfQcqUUpWAlACjAsVacWsWaH2rxZJ7AFXen5IyrVQHW6PGcMueMCq+LX/oRV8c3UNaj4qBlwbI8QD0cUZdXsS31TKx8VHCRJeEMSiD16ASkiyJasAm4qKasVrwtkEMHbTQZV8202+pimglkvcXoY38AOd6gP34MOZ4g6wox48sPrtUQA1o5yCWq1YgLmDegEYj74HgbZKGt1JeAh1zmW9toF2sTX7D14cXGPDe6WicBhMGWfNv6HSCDz5bQ+qQZnwTGtaAQGcpE8K6vAEDUzdCpelLOpPeYWIwuw3udPFpRFkKB8jQ7yLipDQc5Ymk3ali3Y4THHtp1LuiyoBBDSGUKVRbPJjW7dJ8tCFHFNNqaLKRk86HHuplM3qbFA7zOLV6M6sXdGt1tJ/CqYSd5+2fyflejL1Z+0PxYhtTebSWZEvqwdLqBHG9A9QhuDVUEV56EOxAeBHSjRi3jzXUvaGPesW8fGF6sN4XUNtTKYPa6+EqrLnQ3byoEsq2QUlCWa5TrG5SrFeuDAwo9QOkHrCYHuJliWU8wQYcaIldAcy8WrAtOFGiQeqjUiy5aoX5e1OiyZf5d3rCtoNNJhcpNT7cfk9dainWZuLCQuHZFt9bqHQDpXdP0rZcnK31O57P18jLIyaM8MC4bWADd+pc1mwde9fW84wXBAp9Q414bVwCBLRVs4ZWO8NUa1JniUUePElifMvq4Kn1Knd2d0LaBD4BGuZ5kctyxbkcNvy1Z5MItXFRoRKTGXog0Aw/oQzr3VUrqXaar6WRzxx+pbYPnanShsh4DwmghmyehTQo3yBF2Djz40mAkqtoF+CRDJtFGpDXgaF1QATATFkvACTEeLI/SHoaB9cq3nOwIA+JlpRiGhU3+sFBDZQ3rtcX0plHE+ljLNh+/pUafCLJcYdmUKfFoeYBSN1R6iCMdcOoVhBoebOuk3+mCDgEbPiKkFDKWjoIhihM6usQAiU8QVdiq6dESjOu0ntCtv1i7OaIdT5DewaUgxM/YGCHFkmW3yCROIkHEKG1F5x7vC2nS0SGgfC/BwNrVY51wWAz6Ioxy+LxDgBdS/vqJNu61cdXQ2mhJSe9ziGEMOk1ja4FhzfZcRStPHu/wysmo7pse+rZrO0VdOrugsfev58sEBfWuG5bkUQPmQ9IMaTDU+9QSSavi2dZQzwcAqVqCGRnpcojGhAM+yAdweYLH+SU+L0EiEejQSbOMfpTScoWXqErv6i0ygY4VXN5C5YIDVVwdbtCYo6Ou8l4vid30c/gjGXIywZRDWXXhFA3ZF9LafO6bdpg93UAswUTryQx1x/XhEfiqgZcO5gcgYxNqt4ABD6hNpxDzcf5xEzesPMk6knm1ehKK005ZfRqLhLRNuzOY7KP0tJiXAro6aMud5QpYDtqqpS5DUSxV4WWjO+UJXOgaKizUHZ5gj9DIorLLMon6XIzrcRfjped6z4ZzRAEEXldkw9KOyu00A7tZ18+NF/MuKrpo2UDLbDNxHNYwT6NosXSlz1jtOUkPGT4tey3g4ipUirW2cqV0Jyd8U9FsM9ZZkLlvKm9nhnlwWpUtUPo6aFQpBHdtTyYGPVDj0Q4dKFfxEPZF8TsGFAMEgMO1HpspiUVTOpagkTkW7VGBMy8KFrQyNAtcapEB9aq79XLqLahICzEeXr8BWVw8RBNKisMNY6vbmyuyArO0v3FfsWw3eFjexMaLwUCaNa8ui8gVKAtAK9BEjWxr4G3DNTGW64/hcP0eXF29B4flFXycH2HtBUANJkEIoJBWOHU+h04U0Pd6/wJyfReHAvwcQs1GNWTp6hr86CGoFvC1QgJEBLo6gK+vwZ/xmZDrh+iHa6XMFcVut8MDE+muUe7rof84olyNZ40M+xG9FzBrkYbyyHzBqLGIKk2Oo8BD3KN9tkfy1vHSuN7DIaIrMZAnV4uKJIgY7skgVPV4gsQ/k63zVMoUrdJX6ynv0nDG4yQGSkUnQmdNrA2yd7VKGk0yCCiJg7RgFvhxcpLl6zS0S1XQJM3MbtmB1gAh9WJb1na1B64UNDOuAEDVvV3luPox6VecH0wDLjGvNaALGawL71C7LQ/BB4VDyvFGIQsgGAl6/D0WkzzcQ2yW3BMhW5w8GVj9QGYRa2NCRLmx3Sst21zQrx7oAshkHVHd6nXQegSXiloW9KKL7aEsVnAg2Czf6d0tnIwRVXzUDNPviNgkjpem137sviEpBSQL5ArgVz8Ncn0ErwOjx1K1S8OjT0M/XKHXIf2oZb+HKPnN1WnZuMbckg2lA2KMGT/ecA5yx4soqqAwsnq7xzPyvEPk7jzg+zTeVeNKRJ8P4O9Cy9U6tE74e4no6wH8ZQD/GoCvEJGfT9/56wD+BIC/ICL/8Gn7mI1jD+HibLBEzk8zB/v63REOU6hU9ZisWgM+oAblsNIkjO3vi9X4u8fq+/C20Fo15bXlqfwRAIjBdJqVnqT7Ux5YXDyUxhNVERPLFhcF79ryYHiAduzuTXuxgZ+zJ29CnhEEeIVV4HFDdYlLQ6mbyhiKgB/czGr5JXUe5cG5bAnfZNLKnda1c2uDJWDKAimjU0FuwhhygH0dITq0ISSVA7brV1CIwXVRlsS2Br8XIopdb0pTW8oV1nKFwh3cOwpl02qau9xwKBsOrLzmQi3alXuUAnkyRV7iPhWQHNSzduzc7jlKQV8OaNevmsdaY5EVn0tmWF1O0kVbvGiEqaBQ0ypCu1aCfQ+yPvQwbHR7HoYKnL1/hwbxped692ODGsl/TESvAvgFIvpJAP8XgD8N4L/PHyaiP2a/fhWAvwPgqcY1vose2eQJtwOmO+v9tTpmrzUPx1ydM+qiJ7lyqO1EQyLbaskOx3THNh3/7fZwbpNhdeV9xfBIDZPXl5v3QvUKspiB9xJYb59sBkll6JZ4oCpp2agvNJ0XbOXKmicOmT4WWPZ5DgZdRtATHELquTIOKOUavCj9jK8egNoSOK+UZXjJNDoW9MjQa56bCKhdsErFJosq55cr1OXaqG0SRmwsNoJ864RUWxYF2vKkLKinA7geFE7Z1vCqyRoRlu2EWo/KMKCm7bmFrdWN2vXKHdd1xYFXHKwF9qHfoBpEBMdeHXu+JHad8Vn36K9hycCcYNJ7vNXrqMbLrWM61+jR5X26ViyTzCDDtB4IIFLWAPe5ost/7lkx458Z2jv2NNuFS/PJPt5V42oKNa5S8zEi+hUAnysiPwkA3vAwjQJfSPFEZ2C3n6d8wGGAWzY5Ejoy/R6RX6jk63CKS7TQSB5EA0MSWV6xyo5KiYAuOXGTftrfhat6mlwghBBZATRvIqWE1yNXD9EPD7TzaL3WajA+hMHvxChl0aQbrGmdHXPI05nnCkC9ODv/HBI6hLIBIKlWSaaGkGtDPTzUfk92Ht2MazNpvBXeAdcbNRqHGIzKjLVVrFyx8gGlXGExI0O9haHpHgm44XGivyUHG6qpUB3QywFluUJZj8r13UyqEVAuri1ota5Y6orNSmnZ5oqqmDU8KDc40AmLKK4beH6CQHTBHkmraVL6QskFrR4CN91HPIBFQ7teYZ75n9S/jFblC1Zg5xj919iKCpi3aT8jXtP77AoJUSb8LhhWwd3AC/dtvDDM1dS8vxTWnvvSEJFfIqKHAH4GwF98lu2LC3x41jRVL6nHM3ite5x1Mqx0zu10fVSX8etctIUyHbDKAav4RB98yT1n1TuHZhGWoPFY5v22Nh+9LKq/6mLX7Sow1nb1CNuVygVuFuZuWNQYsuKvxVWnRMWjN1rQTCgGMOQAPY43BLsJIFswENQpRhOJ1iEbH1DKil6qGn5XsTIvbKt2nay8duscBtbtT22MlQtOXdvElLJhq1covZxhyXuJQefqxqhA6SqSUnlBpYrKBUyM4lKNXXt01XKDvh1wWE5oZtSKqWpp+5MVD+ktLE09XJ7UxQwWKHWWCkx0OMAWxlKHVKAJz+wX+qAPYkRJ+rvBNDTOW8tbOX6qI6/HrSIsLeGxdA4L7Of3E/yY2/qAPdOQt+EAfRKOF2JciegVaPnYn3+aTJeI/LknbIcAvOmv3/Npnz6+BzLy91Dd7yKWZDqfyAzjMu74pWWoYwLQSU3UgaSU1LhipQOOcoVTP6hHZnoBPm1dm6CSZmgJMvRWWelSXRY/L7B0rdIJ8Q5LKFkyAwBaMSw4Yb+tXmNdHmCtD7CyGlZvd+NhvDIP9FYLETap4anpsVo1G4ktBMNzjcQHIYxYcFT9YWdLvIgAQqG72k2taxMzrAYJtI7wXEsHtsZYC2Pr2oersMoKSjuBuA1owPBsTeZwsA/8rumxEYp5hvm+V+naOaApNAA6gcqCst3gIEfVZGAtbiaoWtqBjniwvom63Rg7ZCdonaCKrN3r2L+YV+0491qusZYr3MhDNYqguNaq5qUKY07DYzEqoC2KjQ1n9daGZli7MNgKs5m6/b3FYu60LIdTHD7LwyOTfadaAPjQhz4EInorffwVV4x6u+Nlhda7MExU+0cA/ICI/L3n2Zbd0GCkf9G//qXixrGJqfuEbBqh0CkyydFxVJomLoJ2lTzNnZ7rRguYGM0oK/5+o4q32iPctAOObcGxFZw2xREHvQnafLA0fQgKYa2HUFtSw1HB/WAJIk1uZQiim8zeuhgNxzQB4nrYazU0I0T08wGMXkPLSOC5vGHG6iwTXqjjQMdkUIegB1sDvEvhHU1luX5sagzWcoVTX7D1ita1zDaLprSuwuNrY9zwuM6lNFQ+qKeIsegEJINFMdqE5QLASgsqbWhU0OqQYASAym8o/tobqK2ohr++Uq9xVR8EVs3SUDctEjk8/oNZuNvC/GaqYoq9672ZEpA2lMB/wEYq57i2BW9tV0F78hbb3rTQG1VW0m7AvtD7QrLKEoujU9n8PpMVpjSVAEIj0wgW0pkrw3F4mkc62vMAr732Gl5//fVHT/zCE4bgped658M8zb8N4FdE5HvelX3ASyHNc4V6NsRGP7Gsrn+WPZyjUZ2St+VDPTNv05Izq4wmFScTPFktzPVQV5PlhMZWkECCjRnVOZ1uxrmAO9AZIcLRAbBsgd85tOHYomOpOYEGJEpSUGxc2zQJ1pi/7mIe/r6rg1Urz136MK7qtUtci4BNzMtljM6lztDQA1HdA7rlidL2OvrA+bbimsvwSMl6jpW+AjTaRo97YXqkMooAKoBmHSKKhcdCI0GkpaMmrtNWUKuo68c1FLcIgbtpM5jwjTM5QgLQ7otzmL2e30W7PbnqUFKTohGOLDg11VlwfJOglWCd9PPFfnZiFQuyir6OEgvJJkUXKlEAh3Xy6jYpzGf8e9LIiayz+4S7s4gvjevdjz8O4JsB/FMi+kV777ugsl7/DYDPAvC/EtEvisi/+6wbJxJUnr1NryQaof0lbMvgAMKt3lh+f96+Tu7NjKtnvluH/SNr50LoRYzPOSb5XvpQvZ0e+gC9A4wt/c2OwDwjxxmzupcfn4t9h7YCbNEhazMuSjWK6+AN6qipbKL1kGLp9oAX1UW1B72YvkLoDri0o4ymfbpxBss2EncYhp9ZUM35FsmtX8Y1aVaiLCHWzalDa4/vOgY8ihEomgLG3xJMFPxbphGn9mZCLwJuytig3lC2kyXBbrTV91QcwEF7W8u1YdjF7rNfX+WYqnFlze6HmtcIv9mNIlRqe7O2LS5UTo7zm4xgE4qfAdNAtDbAmDCDreKqYhwwRZ7bTyKQ3aVhhbxkC9z5EJGfwe1Z///5ebdPECyehc/eDxU0EhB1lYwzY5G/51pYPZWhTkbwrDRwPMyhJGV8TQ91Izo+Z4DFMQ66mCBCtV1lkiBlktPnLg3GSH540mofRnto2q20N6t8VSh3c5GTVTodEyyh06MXhVxUHYvCoFM+fhdb8Yf4gqvCrIuhdigAtMeTvs8k6R4i9gAgnZNE5ZqzOdzb3bqH5JpwKwaV+CLRSXFgqqbaRS0sOrUVxXnDvlBsJ2UVrCeACIQKsEpQRxUeL9hIw/RVlqGuhkG9c2x0k9FIMD6z024AHNfumpiS0cHBu7u61GJLgjcqTq6SiQ0CFuNg28Kq++D5WkhRvBYhpjYdl03FOxkCdRo+1ca9rtAiCK74aEbPeJ9mNsl6M90m6qQP6uW/RVrLsUF7yD1k3bpO7tZHOOWOUJ6QRMlDdLV8b2HsmgRIXkJAFWyJB5NS7CopV7rV7qdWLl6YMEpzWxg8hT9U9lBM09OdeQcJCqlO6dJuVHl+O05ejnZF2FASHpoxO0neXLzeu6Lw/SkxX6CtXLqYypipcF2SCBlG3BcMhSdyDbx7cd3uK7snSyPJ2YwH3OuV7id52V7JR8YkiLbSuShiL5zihgqMzWhROaKY4ZgxTxTjlmTARivwsz5tvpQJFLO282rJ8x1DFxWCyTjaXBVbZJyt4scc8NAusspz14/vLsZLWOCeDULHVX8c9KLsFaiBZWBnYG8Nz8UfY5681PlvZIZ1JI58MGlGXTmijkkOAxssWGlR7cVe2pqOJWd3ATWwxSvNiIDuhQrq3S79OIoSku6r8mXn8kiTvAqDVaCqW7WfTDZRcUYAAVMIafadTVymJ29q4Mc1qFiuo9qpjoaJDq+YUfG+VsUMjcMFT3+Q7bx8v4YdD08OppnQB13JDQpX9HqAdnfAUN0iGt5qbyENiG3o0ooVKFw8ogkn9qQpYvFzaMY323iBAAAgAElEQVTpboUI4DauB4YBC6jF5pBu3x0GmIdOc2EHtNhB54ouME16CJB7R1wYTu8FHe5FT8+MzL3h7sqw+nl8qo17bVxZOq62tzR8LQ8Dj/TRlQMFotSRNVF0hlcxDGu0hZneHxjVWO13iSRCFEUU1n/M6pG5ALZXfLlhDYxSBq1Hhb8pUqwkXbFAm53MDY1HC+li6lxhHDCKEboItDpz1pEVjFYwtZ3MqB7BXSuXADOuFSi9oPcNhbeAE8b1UHx7K1osIGxVYFQH75avsG0jm+8GJcMAbmCy93a5go6G92WeorfLGXqsbux6JB8bNTUq1g+KiUC9Do/V5BndW3W9BogoTssYTAhP1DnWzAPq2R3pOD8rOe1g1WVwaMVOb2gZnFsg9c7tvOLaz6WprZNptLK1yhnGvnENKMULELYoQBg9xm479rtABvR472BD92zcb+PaNzx883fQ6wF8/elKoLe66/BuMBrPqXF179SzrVbJtDOmsbJjGFJX4co0JiJCIYCqoHSdRIVVZUp7YWmlD1OPcD2qs2w4fhdKWADQBKper7Qg4YLiFT5liK6EkRYJwwqkcF2sS4HxNJd2jOw+9y1EvmnzvlWj8oi2k5a3Gq92OyxYcVCOLAirLBAwtrKgPaxRHtypYOUrrHLATbvC4+0wiWQzu4HttxqU8AapBnbu2z7KNW76ldLgesHaBluATYCmeOKHmhoU485GUcVUenxUg7qeBhzgx1IOWmrM41Fx3YraT0GFA0YCkSCovEUZNQgxx4BUXo3hweqtmmEoX+zd05ROEJJoDdTDWyd0EUukJqeBvXIr0RVzMtY6UOj1Pu9o/PxKrmM8Iy32HQ0i+gwAPwTgCwD8MwDfICK/f+FzfwrA90Ljkb8lIh+w9/8ygP8EwD+3j36XtYQBEf0XAL4VqiP+n4vITzzteO61cYVI1OSXdjL1/1HbD8yZfv05DKuaLz7zUIdhng1rxqh8MCl2y/qfGg2ogS27UDcqvdg1V4fB0LJHfXhIlHcKDA4p9QZum8EBQ9NTIPEUTBM4VaflxBCgFUzc1snARKcDD4W7U3xIvV4uWPoxjJwbWP+pMPHg1q6y4NQP2t6lpZCZRI0syZlhzQ/zgGjM+7LvN6rR90sLN0Y/rHlqDE82FlXi3T/SKxMJuY5JH8AEVbQyrqSaf7IqKhORYWvtA0QRAs+zSKMFOObaw7iSUwVijszfJtHoa7QLVzaKmNC1Hz7IJRwVg2ZzBEqv6BZxRM5AEt66x1rNo85wxV2M1p7+mTsY3wngH4jIB4joO+31d+QPEFEB8DcB/Elom+2fI6IfE5Ffto/81yLyX+2+80XQLrFfDOBzAPwUEX2hyL5N8Tzut3GFRDgc4TY1dOdI7j+94wD20ASYQf14vTOsWT3IB5Ea0i6A77LwSFrk/lPdCxLMwxjShWTG0sI37mApQKdhAJAePKvyEiro0E4H+3Ebu2DynHfEf03aeHKnQQBQ21BIM+bL8tASVvrxbGBzhZQm/ZQLfGpqCINBYWww9ahmgzondAjNFhIQlAcKMs5o0inoHIlF99x8WyOZ2EOHN6hhwXKwa9DbHFFYWTKKiVXXw+C58sC8WZovAVGcAmAyrMDcacI1gvdiQHp9OOCr7tdaYDh1NxaELT2EcAC6KEe2m2HtopVwjfqUO8hJsbwg7b3WjAM/78gMmnd5fB2Ar7bfvx/AT2NnXAF8BYBfFZFfBwAi+kH73i/j9vF1AH5QRI4APkREv2rb+d+fdDD33Lh6djpUSHXSyXnX0MkjMD5iSyG+TMZhGFZf4YccW6J0ESIp4iWkbPirQgI9kloi2qmWEy83yxcOHLWDjC5DVEf5p6vQF1NHMk3PS1VBuh2ZKEz+GSExUr5l9IkBEpPOI2um18Nb9lEALOvjeOELVUukfwABp8wc4PQg6+7U08f5Q5whnG5JmfDQoNVlm3mtblh71/C3p226hxht+iQl/RxGMYNKGRAkAkj5sGLtrUNbtSyjtJqXOG6WBibN0r8dby+rrGUNgcFT5cF+oVGSGwsFazLQV3nv7QYMQ9ZEmQb+0/92m8cac4bu1rD6eAbM9TOJ6OfT6w+KyAff5nc/28SiICIfJaI/fOEznwvgN9PrDwP4yvT624noPwbw81BFv9+37/zs7juf+7SDud/GlXgICidxlv3Yh1oBB4CCPtPTBARuMazJAMchWPbdd11ZccTqJY3cImHRhbHRMiWVAgs2b4VA5tmq2EqDeTOmMbDW60gUOa0mjgXzQ1GcyI+ZA9t4CfkxPQdSYRg3pm0dxicZ2Lo9jmsjheycF+hzPh7aVGQJT8CEJqwALDJRk5xF4MOvl3vFLuHtHnGGA3onq2yzogoaHWE1O699pLT1+QpqqTXPTpFMK7jEtFcrUCv6co1u0omdh9caxQlpzhkJMCXjlLN6yUjlKxSUPIEZVqhB9I4PqVjEz01I0H1R34245qRz2L87IrYxd7NLObFcYrE72/w7Gs/guf6uiHz5bX8kop+C6kPvx3e/ze1fOiM/uv8OwF+1138VwN8A8Gef8p1bx702rgJCOzywapk6RJl3nERJhtSTWD3hTu6p+jaB4aVeCq61GMDJ2/4ewqhW7qZe74IcanAbtH+Xl3WKjGIBp0yJU6cYWOs1Cq3o0LLXrapRXfnK6svryMInz8+XkUJl4Hu50KCol8TUzKCot0rSNZNODG6rwgLRebWjnsy4+vUt/uAv2Oxhhnn8ul8OT178vNPwpJazKfw8/B64YYgFURjNVbXca83bCyZCN4yyoUITT6WdJsM6cVs9+iGBVKvg4gJZrtAXVfbS7g11YN1E0Q1gT+u7OFdllFG7h7r7xOXvYXyWyMuVYZQupbTli7A/FMHgNl/UhaD8+6CG3SXeCgByR3QBEfna2/5GRL9NRO81r/W9AH7nwsc+DODz0+vPA/AR2/Zvp239DwD+l6d950njfhtXZmzLQyOJj9YXAhrGKmOs4gInHOB+hgCA84ztfkQ7lAv4nvai2gwOmNtpAOrDEAoarI4c5m2FglJKQglbczllPjTrAbbKAad+mMQ7RhJCdiExB7+WUMPoaMKMIG5cDaqgrq+ZFTagpmW45A0Y15uzCUPF91l1T8SGJ45PrsyW0R7hqxsKIqi6f8KmHVsd94yixFV5xol5kO8BDcNavJV5386bSU4CM6wtWPyggAEJ1IPKBNYr/cljfgGzMLrr+UbxyS0Ypp6fJdRuqWLJgjyeG9BzFXQS49FaQQVJXAW/vk8L5xmA2HzNKm55vo7C6+cfIi+s/PXHAHwLgA/Yzx+98JmfA/A+InoNwG9BE1XfBABumO1z/z5U1N+3+z8S0fdAE1rvA/B/Pu1g7rVx7VTx5vW/FMbU25CMqhMOjyfC/OQFAZgMK5AeAlvtgzu+I3p7VZEbMg1BVVXKs8AOR7iY9ioLNpU0NlG4MgweehwvAAgd7DBIJfukYttGljzTaNy4FpLJ0LvHnD3oQg2tFFSsKH0L6MCHdkpY1SCZcImLTfPxsVK2thPKcoO6PMShXqGVxahk3nJlUUUsXnAqB1R+oKH8rmTTvUv/6V6qL36e1d6SSEk3/NYTiYAg49yHsmHhhoW28FrZ2BGBcXPR28sFqj9LsYDoRSjqqS7XOF29imN9GNFCljf0eZIZJj6iDirr4yJ/bWCrvsACEkUPrvzVXB7SFmKGgHjTZvC+4JCcRVkXq90Snk1EwS65hHuP79yNVewvhuj6AQA/TETfCuA3AHw9ABDR50ApV+8XkY2Ivh3AT0Af7+8TkV+y7/+XRPQl0Kf/nwH4TwHAdKZ/GJr02gD8Z09jCgD33LgKCCdShX73HBzzA8akdy9on6zKI3tNAM68zuwdsglga8lms8Z1mqBY2nEk1MzQkNWge8isnk2chCbC0r7zQtBRcOwHE4sZiRzXNfCjI8uoOznf1blyqKfHzVhom0K/XHEFwPRQQ11lYK/bjSKJdASIUK3ogaWBeSQRXW6wlGsUVmPOVNFsUcjX20c3ZNXxypY81ZzdFjtXx7lzhVd1KIZmARs9Lg6j6q9HNZsgFLOcslUWxbiNO51F0WOO7M4hFjqPIAz3dUhmml9uyKZEJA22wI4i6EO9VzIjafe6+74zhCDzseS57MZzggQG1u33Y/eRdzwEL4YtICKvA/iaC+9/BMD70+sfB/DjFz73zU/Y9l8D8Nee5Xjuv3EV8/AuUamSl5ppVXnssaV5EupPD7e9BNSFlIuo51faGnX93uLZQzsu7i2NZn9uPLOB3ZeUumHdpIRhdU0D5zNOC4TI8KhE/WCiQUlTT1GteAObuIdXrrknZRJ5GO2zIaJeX28gOiFoS20FEWuncukg2uKiCTEKVw3FTSeVIFhJwH1fcslxzYPqtvNYs2HVc+mBcXtdvnvt3kkhjJnhoyqevozL5SyLri2nKekhuF6rdohVqcBVKta+TGpUe6Plc6YaR3nSkkgLrhv2uNPmtcKuZb6tOTnoIxKkBmYXMv0rW6h9Hs9ltfN38/Hnz+b7ApxTtN7RkBdjXD/Rxr03rluv02v/mb3UzGXNw5WV5jBo/H1vVJm0AVylDdfbm9HF1ZsNuvQegKDrUJLv0+4H41izgb0UOsaDtZuYCkXYdtLfgoKjAGLkSNiyy5URoh5OpfLqIictNakgdC1qqLBqLjOu5WbQlpLQiXrGueU4oZfFDIpgPVwZBUtwwqJc3vDMASRvUO/prP6USz0JWv2WE2EZCinU5sQRKGhT+3mi3i9BZEsXl0OkfCsqcr12/6ee96SVEPPG/c1u3OSRSCx9DV6rG3sAQcmip0eYdsnHddjLBTI0cvF7vtct4L2xtQhMYYt5kRAMNs3llO6zDkH/FLSu99q4AoMCNF4PSlUYWS8AmChUAgih3rIyR5YfAxustGIRbVJ3fXxDS0c3zULn1itONkfVcJP7hkIrmBso4cIghIF1ebk8ydUYq9dB5qEAHZ2VSM7J8Iza+nMcWSzn4ZU7EXZiJEuaqMe6WiKqQ2vquQ4hbD49Rkj1hbJIB4TA3ShNIkrtStdjqVrZ5d7xigoRGaR2ElBKJCoBvlw0rIq1NoMAkoGFe67aCEWVqTwx1FTAx6+He46iBkjIybeWTLImgp2tI63MWPfeuLqUpLNHxLQG3GPVZNrAtnMTwqH2ZceV4pY89qyWeP9C4J7hnuy1Zi/VdXwdF54TrwyyzhN34rkCFxvjfrKPe21cPeQHhgcXHpAbkQs8VfsgQhrOwqmRKR04VTasFSuWfsRh/TiW48fA69Hq0jd46aRUbSbYRcNw4YLS9EF1UvteGAbQzLO2a9bDy95FpRaenxpUiXNy724kgxI84s8FkfFLk8E1I+ZQhRvWU1/seFj3WQS8mJFYHofR9KKGKOBIalwOsjExhJRfWqiCUcFUwKJZ79bnEmW/b64x6sc/swzMQ2XvntAm72tm2Q54Rm+sEf+lG6bckHaN3AK7BSQw6vA3o4JlHQMhvdqFYClJxHGSOL+4RWNDAFO762kQofcKpgaSaswUDfmdMeHXKN/HPMd95D1MXis5/9c4wMiFDIm1YtStSxHVsw4RoLWXnuv9GnJuVIF5kl16HZ/3KIrmB9zHCJusmXFfUdtRG9Yd3wKfjsDpRuXrXPdTBLIctE6/11GJ03Ub6hXwdMxdlMIEILA4PSz1K7sZkAxv+MPWegF5+NxhWWAgKyeV9GDtr4GzKryFyNrMczXcgbmhlAfg2lAODyzrrkwI7EJcuISiXVNEieeIAKYW5XEgT79f+/tSjPlQSXWesvc1kkUJdzVIRv82PNfc6jw0B7y0mIp50Paz8yRA4xZMNRjmxKEbKxIZnn9fZxxnJzWpBl8mPNavx9RtIV87XHYcOsmZSuI+QVvQAhP2fUaFmFHB7gYWAGTvcn8KjPttXHE5LPIxsrZukMZk3X8OMHqPJUSYOhbrxFlJK3yWdsSy3aBsN+DjYzWs60lVKZgAKcCVQgJaMqm6ppo8ERTZopng6N5pvlYntETpcs+L0XBFLuw8ztkVk6busyiQLgELOEXJNVQrdSzW9E7hE6UVRb1+q3i86ZRgLli5oBfGVirawd63ElJgZLqVH3sCt1Xr8TFw1260rE6OoVqrEuuWq9fd6Wy2AJjX18m88j580VztpV69QjW1nS5m5c/mg+kmcDcstJ0U2rES42aFKI2r4a0leqVlHQMihB7tws3KnY0CxpvpB1h/MRdHDxWu0zyHvaS2HlDKAUIlElvBnjDvOdPZdC6n8yP3TNXjbFDGSBPYIs3RlSNfn9zKG1BIyKOoS07Hsw7BS8nBT5qx5+35g+lUlT4lsGTirapxazZJLeT0GvBMPi8FVArQis3qUYsuVf+1elD1e+sfH/tMXoljxJFBJwCiRh5gTS2k6qVxPtbWgwoasRLCA7OlcIrCsLrWQSReslfEoabkzIpiIe5KHYWUs7qWKxQuVq45stsaxjb1DBPurILZB9MRrdhQY1FxLVFgcImD80sKYSjx3JJvyRPPHpxn5Gtfo0ggGAJWEp0r9ii86Taqz6LE1xeGWW8imXZNJBrknK+rG9ZCeqYsM44puYWMlRfDq8NMIIaJz4zZWceFnqCkDAOQLqpaUyCAWLvtYGNoCYvPrwZdvIi0a8d+ft3pENxZhdZ9Gp8UxvUSHWb/d2MFTkbW/6aZ5h58VQf6i/2MSefhUtHqHQD6YJgrI3VBu3qkBPR6jV6WKJnMSYx8XIxEobLhyGHBvvX3WDQcF9OkzJwI83JTXzAKudaBhdE0ZPCGR2i+stOeuuK4hVUspYga196LGlMLX9nCae4bCCOMFLtOil0u5rGWiQmggiuIkJqtdFiXDsV8HeqAHVc3Q9PTdWGxbq1N25MLeAjdgExBzLUnBFkZLJSwiC5mXcIbZFHl38TAWLhh4YbCPTxW70lG0TRqNu4QUYzeO9ASA6Uba6HOCzjO8wfTPUrXwFkiTNavygxsE/Vk/XOmDWnfUcUxWCn2TBe7WwP7KYgK3H/jmkN64JzH58Pzr0r9QTiSuWd8eB3uwcoWRgQwycCinM129QhUrzQUNg+klwXb1SP0csBWDlM/e8GgPeVj16TFyOzmc9KFwH/K+Xfj3HdUMjGj40aBVXPUNQ8uhXrx8JqHyBCr5S9o1LGRVgx1LlGBFtlwIUvYUWBrwiVaT29Ykvp9gbcrUdw7ZbYJAcmEZ08qKd3iGIdRYTesfTNanLI39F5U9F4hpWprHMYojDibRJ5FtEIUGsaomI4q2ARTEiTh1WCFzGtNc8fLWzsXW5CGHqxzhXUnejZS5G1ZoGxYc77BF1QR7YLRlcQBEsebWRdrkZB93KjGsyDU1ZP1+5eqBe9ivKAKrU+ocb+Nq4VnvDMye+DevTxOCSz/SNS2Y3RCzXqbPlytCPaQ0nUPIRDfUKeK9fAw4Yyjh5XTniZP1LDFnATxzPf+PPL3/PXes5kuDbnn6qWwLj3dMQLy86y1P7zuCW2dUJjBveDEB1t82I5ZsTkRBpcN0pMQDasuQmMr4ew1iiCyPkDhhKFiXAtgCE+f3/bhrbvXyu2Esh5BbYVw0TMrWi5LhedvG2RAxgxw1kOfFNZ0P5U2oGiG3xcgXwgPbJ1zaQ2j6li5LqZapKE9xrT7weTFdgG4AyjTXAss2+dIWniZ1EvN9ysgAdJ50czbL+hKv4vFuYcXu3WgmE6CgAcl60JhxPMOEUF/yRa4X8M9C/99Do0zx8Z/WBgqEp5rsQkV2WdZI4Pq3wkjSQUNozCAu2KNoxV1wVquozZ80grwx05SZwAMo+q19VlgOY+8nTiuqRXN8DydthS9uyy7vn9QBcnzz4bcHt7WASb3XgVbt35MkKidL+blaRvusWp1rmhUsfGCzTPulnX3CjNA7cuuABTqa8lkXPLfRynvOnqAmf7BaDzII7nm1yzp/nYqINY+Y/4UOL8VcX803CcISpn5rQTBgU5hVKOrABBFI95QklgLBZgqSqav5fu7e89FuF2PNq7DBSZFnxYnZ8IImuEqQpbQsivri2ou5S1EEBmcV75lHr7T8bKI4B4O5+E9acXde3VTpjTW7qEP4BU1/pBY+mgoIhHQuEabj0wCX/lqMAEuhFU+bX3f7qlWWi9O6AkX3Xmqg3WQII98XslrHed52RP0a8g0MGCHCLau7bwra0KKpaNTR3XpPNL2K8KDb9tJ+1a11Awv/iXxbD+aS9VzIfLtx25Gtpq2QxWlxpXtJjjHblgl3ROnOQ0cscCppkwM6cUij2IiNNUKDfy+zGyNqAjbRThZF0C5DwxhKyOVrsnNUjUZKgu8IEOKJ0UdJhleuXuUnrAUK3ZofTBCcmIre7BwypwIuiUJQTC/2jjiKYrz30cCNUc5zzdeUrHu2SCMRnDxANjIilj6enBD9yRsSpO5iMrURUmiZbuFCJtUMxajtpzDG1QKebug9J6N175KzKGIq/54KpMELLS2Zn+u+tWF4xg6OPWSKrFfMg/G8cBMtj/Dbp3snjL15KGnEGQjSEGcc1RGcUez7QpYpQc9meW+nBSsfcGxL9HuxbVY3Qjw7prsFySHNpbSwaKJuUf1MV6hj+HR8fdx/fHXUR+/Abp5SylxyyHCfDFoQuGJGgslwTBy6/6QZSr3+qyHfhNz41JnB8ATnawQiHUgXk3zgtGi75gnz8rhMajUkQgtiwnFVMAiogqjazFALNiKS0bqvXbjeMlm+bWd36Pgvuo8cY93NrBkVYAevZW3WZr7pCHyEnO9l6PY6uoN/QAH+wUu55ZDZv87cE49yQ+VE+X3AL/uTQ2oerQevo4+RdnLnMZufmVstfRVjWsfIh+9D7X7jQ/T8WVYYFTojHOaBE2S15o9EdPw19/JND0hICJwCtdbd/xVM/g1XR+B1qE3pI4Bppu7mqB3SCRKynTLEI/eh/1+bbyirRkHlkmN+xUfcdgeo66PUU6PQcfHoOONemo1lbmCk+eaCjfid8S1zZKVfhzDOx092pRtMGPxIbid5tBggBR09Ohc0Lmi10PMF68I66k3V9xhb4BIyrVWrFj/MWvI3wxFvaU2YTffzkckx2iet0FXuyOP81PQcb3/xjXCJgzxDa0pZyvf20ECuYSQzBgmUvXTMqRDK5Ym1gGS4b7ote4MeX5fPaOuxPZ2GmWS/uBZ91OFKXje1y3JrCDmJ8zVaWXZg44kkiXWCovhcgB6MuaCMIoeYmbpxLyoDDWvGl51m0j4ZJzYfMwDD/YohInAYoUP9nQu3FTfYbtBXT8OWm/UsK7m6YU3qWG2G6P9/dDTU091I6WKuVbr6OSwGT8Vtn+JqqvYx6U5csscUiOmrBJOxriXRWELzp4zDWhAHBpo6KbRgA5sZmBF+MyiXopQLv3+IoaIoL0gtexPpHGvjWtOCPHED/Q2Jh1dSno/GVYbgS9a+sC9HOel9sDRhu/3do7r0u/+2rehXFZ7PxHbWTwpozoC3FUcuae2LRf3G0k6Cc5oLuGNBBEkQsFACF29nweTwPG8aH5n4Mee0BQFCRcM6766aeo6Sv79cRwlxMON2qEirwPnpIalH5UhsJ20Qq43yL53c/JYL2PfthAQmzhLiYgEUNxRQKi0asde8m5lpLhnuqPOo50SlbtFFXD8l6IXl75XrDJsSe3Vh2qZe7IVW3pvXJeNlWLVLzC5iDwSOe80cMnATpi+OSd3xXd9WURwD0f4S6kiRuX9vI7/6Tc1e69eUx3BmRUOTCFTCrXdYOXj2Y/Q3zRPM4e+6SjsHKyKx5+UApS2Qoz2RFQxiZMYZlpooA6hFmWZ5oJU258eeu95VYgghg0u3CwEl50gtxsNjGuQroOPDheT4Shx3Tpja6PCyJ+zum+VM0EYfWCBPGCEig11O4UMogvmgAjEirOCS3iubsEdi57uu/FaXVfBE29aIaYVTIUPEFYjXfoacy1vA/CWLyPwdu/bz8W/N0S7NYnlRrXvWsiM4xsGu1BHR0fVntphYDsI3mZ7mnfGHZ51Xcc9nK5FWvDZFh3aHc/zjJfG9Z6OfUbTMbB9SB5/f0JY5AYW0Mmt7auHQPLY58j0vx0DDrjm5oXMuB9/CIlIhLfUvRqqpRCxOJJnHipCDStUo6hNcECIiYT/6WLIHZAtvMirom1DvP7feagiAPN4OMMIuuo/yYQpj3JaCo/VDWtg3xdoRVkHlUgNbODf5rmSpJJVo1zRor9LXVTToCxh8PY0J7+3eiVG8s0rx9yj70wockBHQaGCUmxhk8vzypcFvy4xTzBwdAAjkea6sbycJdMy9ODb1EXUW9EgDKwuZnNU5PueZBHz77sFUQsM7HqQQiRgnBW+vKMhL7UF7uXoyUgEreeWEN7D4Wx0I5O+L3MFgq/aTNvS9wMgKrn2ntvkeeTfRUNmV1ACBl7sDIEoxdyNXA9fRMNDf0CETd5FUgbejNBeMcoNq5bMZoyaIHRCp4IDnVSoJZWrDj6tPtOFW0APxSEFNPX0pKOlhzfaX3clt8+QjIQRdlEX9d5aGBPCGgaHpaM07f0Fwypx/Qi0HEBdIKVge/hp2JaH2JYH2rSSc1eFnN3Xffl+HcIICUcScANWrtoenUbPtGG0hsgOo81k/7RITKpTVLBVjY42Pky9shoY0kd0xHENBjWqAKMghAuazZfRZ2yeP8F1Roq4Jk82zU/Dl9fkLTfMQuPvZAhejOdKRJ8B4IcAfAG0B9Y3iMjvX/jcnwLwvVD6798SkQ/Y+z8E4F+1j/0hAH8gIl9CRF8A4FcA/D/2t58VkW972vHca+PqGXMYz3JPBdpn7qOAABeMkAsHpwchjxGuZq/1nDw+aocG53NsY2TnfZuMPiVJ5p2a1yX2kEXJaYGYHmdlNQ6ugB/bdZyV9oZfxWAARHjL5rVw8hSDG8sFmyV0SJKY865cVz3OocA/kmoD4yOrzc1MAdgtcdGYTQoYBXEhPfQAACAASURBVCWVYqqBkVn1ilh5o7gGFTUAUiq25SFavbIw+8kYeYAQaZ44JjwMlXq0bqB8cXVMu4nj2rqwZCO7j6iUCtZHIo0PaCgD880FJl65hw5tp2MRgs2hYpiwHgtbMYfeg0nM+4JhHbjr5WsCAawFYjgvzzfkRfFcvxPAPxCRDxDRd9rr78gfIFWp+ZsA/iS0ZfbPEdGPicgvi8h/mD73NwD8i/TVXxORL3mWg7nXxhUwQyo+eQa+5nSgIOxbdctI+qhxXGhDpRUFqqzkuJpvR7P0VpElLYzmXmTYj6WlMErSRB+mWccI1fu0Dc9w025SezsQFkLpq2eBzIOWaMsR26dzAZB4bVirIpK6bzewwjSwzvQ1NRvjobwEheRFx2vyG6m+gVEM1EMSVZdKpCPrPsDYqEb4f6nRIImR30gl+ojLoIVxwbY8mHitUcq6E2V5ktEdAuy+PArIS369WysEXQbBv1CDkFaseXZfbCHzSEgjJ9OJpToZVtdc8PnKtvAKyBKOCj4PL1aSoRd4q+2+W9DLzqg+KT8VDBozsLQrUHjHQ/Ci2AJfB+Cr7ffvB/DT2BlXAF8B4FdF5NcBgIh+0L73y/4BUi/gGwD8O89zMPfeuDaw0q1kPPBuyBrmZnhZg2A0G1y10qefUPtq5aw2EbRmMAyZ409TuJeNjGlwurHIBjUnJvIDktt87MfA33biy9B6fgCDmkUpYUazpGB0XEBK7PjDn7BASldOnKmQPKTBiT1PZJHoNhla067MA0aRhqUUNDJdVhmXVDFcu48GDWydQdZepdAGBpmk4S7rzkWvIukUdo0AlTgc3Qdynf75fbg9Een8T7UJrjilXQGykSrEEN4zFaB4uHmp7tX7aFSjrY57rKOMGXZfCTCPWQtHvNR7ns9i74cNFAZIxjWmEUnkjgQ+N/YjxLgtcriLhNaLggUAfLaIfBQAROSjRPSHL3zmcwH8Znr9YQBfufvMvwXgt0Xk/03vvUZE/wTAGwD+koj8o6cdzL02rsOIabvhnH3vyAYuea8YyksLbSq03E/aYcA4pp7VBQDyjDYDZNllQj8zru5NZa/Zg+Wznks4ZxxcGmpQTBqvK13cBUfCi7bQTzdRMjV1HNeF0lKV73ZRG0aW23Now0PQDAUA2P0+LxQgoNJq14MgDKylgImVt5sMiGezAX2oN2GQFKADhRTnLkZBgnWXJepBkwuuqF2Xzq7psEvq5MXLzzVpmGplGsd5ZXEU99zIftfP6FzbbO7t0B6bLkPaL6qgbDintu3m56WRF8UmHFoa0/004+kwk143PzcJo5rnmt73ywbW74fu+m4812cwrp9JRD+fXn9QRD7oL4jopwD8kQvf++63uf1LJ7Q/uP8IwP+UXn8UwB8VkdeJ6MsA/H0i+mIReeNJO3pXjSsRfT6Avwu9GB16ob73ScAzEf11AH8CwF8QkX/4tH14HyiS0cYjT9hLXQe8L1WhDbWdsGyPUbcjSjsGDcq9xlYyXWhWTPIHN2ejnfzkXrMbNyXqd3QCKFK98/DMtmOiECXGsGzjwfb2JHi6gtFl0g0QdWWkKZJAiI0dMfDqdK40uMSDc9qn6xCGjGF8Tv3rFTessKKIJzxjYopZYGATNZKdCNXZDLSBqIS4Sjc1qawdcMmwuuFXOET7Z2k78D4ZnUJiQjJqQMOLlLFwO/ik6wiBGWggkHmXbqQ7CkTmNil+PRu8qm4Wg+EdFHOOlytkcYnt4pIsMEgn3yO+MFfcCXiagb0bqPSZur/+roh8+a1bEvna2/5GRL9NRO81r/W9AH7nwsc+DODz0+vPA/CRtI0K4E8D+LK0zyOAo/3+C0T0awC+EEBeBM7Gu+25blAj+Y+J6FUAv0BEPwngz+AC8ExEf8y+91UA/g6ApxrXMF4XjMzeIwgvxULfgmY9sVT8o2wnVYmHGrqSqmhc/cmrl7Jgize8c+J1M2rPpQTFfoL7z85lousgKFkNRKQPbVfuoVPNwiyI+yzDS20Y8EDmPzJkaukdD6qH5ygTXj2Jiu881/wze/HU7bOaP8PKilN6i5K88Lnpid+FTQ6PhzeYMWDWa+8iMbkMd+o4sDOsoynh+XAt2UgAMU/tcoCkPEVD3g+ALegUXOlmST9PCI0+C+OeX5qXhLGgXxqhG2GORN7eOA9olGP3KbjOAQ3I2fb8+j6tb9nzjhcEC/wYgG8B8AH7+aMXPvNzAN5HRK8B+C0A3wjgm9LfvxbA/y0iH/Y3iOizAPyeiDQi+pcBvA/Arz/tYN5V42r4h2MgHyOiX4FiHrcBz45y7tbwW7bvqy9wcTXfS8S5CVpoRaVNO7me3kJdH4NPj1VVqbeg9ezRf2IJ3PVMDcnJ5BgY2iYlVv5pUwRAKkAbNlogTChFw97qXNcgyKsXRSa0LGT9nfiAjQ84yVWIuOy5uIx+Rs0RiD1M+ld9b+gmNCnTgzYZVPdgw9Pbosnd0o4hv+hVSJVPWPgAVIyEjWPFIOuk6i1fNOnjv1OvaCIoxKhc0KjoYogCKXzWWG9c2gEDBFRh9yjoV1Yo0lBjYQ7cMvFHCYS1lwluyvcy6zH4fOvQTPv+XuQx2gh1EM9KZUORjCZD7Nu7ZARzIiwnbAli/bxG4jS2lyAsu1i3bv95hwAvii3wAQA/TETfCuA3AHw9ABDR50ApV+8XkY2Ivh3AT0DtzfeJyC+lbXwjZkgAUGfvrxDRBtVt/zYR+b2nHcwLw1yNK/alAP4P3AI8i8gvEdFDAD8D4C8+y/bfzqTY1697Aznto7QZtmmTYMc5de8nnKmpp5aAhQbxHbNHIWrN5mIEM7ACbQTXqKrxZjueqKc3LzXKchdV9+eDlphKnRIiwCwI495OHt2ACUne6cCKd7qlIhPzIK5HCnf1Oojq20ICwapQo6Zi0urNMfXQfPBbFpV0SfehWw+o7A0SxAjuDS58wmf3Yk5OSUQcpJCHG1fwhI0HbikKD4wS6vM2PPFZn0+09wo1ctjPA/+e46G5EWV4/dHHi6Z7s4e7njTy/d+X4cac8Nep+MPnyp0bWAHa9u6zBUTkdQBfc+H9jwB4f3r94wB+/JZt/JkL7/0IgB951uN5IcaViF6BHtyfF5E36Inhj/y5J2yHALzpr9/zaZ/+bMeBBO7vs/QOAZg8HKyMcnY5x3dKG5Qtb0C4x/DyftMWhhcCMpFiQuGDfq8sYGnhVVJv2rKEF2zloOLTvKhhxYKt16jOcmxXyyEFFEbLr5/E5/LDH4bVvMhx3KQll5a1fhK+G99x7mxvUbJbuEUsEqpiIM20QyYFrjw6XIP03LPb7y+MhczhtcMFit+WwJQvQR9+jdzjdQ1VYFpn1UB6ibH9zGH3gGouwFLure4q59IB2/e0BLsnDHX+2OVnaEpe7ZOOO8OZPdnpGHZe7Ic+9CEQ0VtpN6/IM7miL4zn+gk13nXjSkQL1LD+gIj8PXv77QDPZ8Nu6CN//UX/xpe+7Tv2NMMgXkZpohXwdsfkrT98UpoH27fxYPPgwc4PZ7fkhR+/ZWjdEEJJ2gwGc58yzgs0XKfS1bDWq+GxYsGKBWtfomQzHhp/EM0f9P0RZOwzc3FlrvBqMrLoes2MsO4iHoJIyol741SUd8pdHW0IvJ04GbFev7uBUCwbPxKR4SGDwph5Oi3DEDR87VgcA++dFsuBldsdu+ixOpziW/ekkCe3gA7eSQhGcQWlY0wGzffn9zgfUYZYvLItC6RHlCFjjwSO6z6pt+0wUye1PImFcrncWAYAtzPejkW/9tpreP311x+dffltDq3mfqmKdafDPM2/DeBXROR70p/eDvB8d8exm2R54glM7KMYX9I+I6Vqa+yQgRtkdO5DvUqIgQ4wNTAPoZQe4a/SxAB7XNIEZ/MqmTqKc2SLJ2cKuKi+q6rjL1jLNVY64CQHM6xasrn3vNgevIahupUdnb04dQut1eG5Migo6W2iFelF8mIJNSxKgSLpofCfdxrQgm3DE2qbjFB8JMZS9pyUPL+XTXRI55LOquurXtITcMgjG9bM6MgFJ17sm439uMZIvcn6RdhErKw39p2KXDIU4L9nZkf2UqOajga1z+9bjjr24kGzsZ/ZKbk0/JLHGvfIPn0X46VY9t2PPw7gmwH8UyL6RXvvu3AL8PysYwrFngEnionpZPRSdWoHB5IjFFclew37835dFpCkQdiFNfr5g0Me9tLwYDF7QyQEwoLmUnNFky/MChE0hwKw4CQHbfYnBZvVwmeMVD1LAeyBa57ZDqM5XzPvzhCJJcM3fRv6nZAEn7ycRmyJOcWMURBeJGCeFo2WzUQdHdbOWQZM0+0aebLNPcdBmbPuqrTp4tW3SGjt+5iRtBRl8FkGPt+dy4YVMJ6V7osBSoLkulVMWrl5F6F5m/bnc+ZZBu2MetyDIPkPY5vDe/9Ofjb0OObKQd9HZtpkD9qx8btCX1/CAnc8RORngFvvzxnw/E5GTNpnzHYGfYcLelfD4FhwGF2uaCZkDAATRhsHkLxAmr0PD189bPMWhJEJTkbx1IHKbB5nReMSIWOoNkG7qK5S0ayT6vTQO/FbADi+RgMvJKgkSpQJS8IH8z+MKi5vguPlBBY362fs3CBVW9FICW/S9+fb0qKHRKYnNVAdHJ6rUkXUDBTSVuDZsDozofaTsTVaRBJ5f2r+THA73Zs5YknJszRF2Qy8FmaJSfp59W72bBGGNWf7nQInfcbBZYcd+zE42BGvdwwX79Z7rl/RwhNXHPl83u8V2/aL+jiX84TnoOs9v1EUEfQXkND6RBv3ukJLPRxriWJeSC71vDR84qji1YKtXCkjUap5okNz01WVPCESRsJbe0Af2sYVrRwig98TFWePw7mn2XYGlomxdQFTtRD4OpId/t19+D6KE2jydPx390LPrtuOJ+kG2o0ooIakZ14ShjBM5r52YTRS6EBxxAGPuKEtsk3XK2rrTUeAuKLI3DL6qqxqWKG0udpPyVvdzGOdk1lx/tIMIzapQlscmRfV6hUtY3XPzws0cpjvZk/43Mv1sU9GKco9IpS4xrbINVHNCMe1HT/O9wJQ3Qk3rKOv207zIiXpNj5MMEEeI3k6KHBx/HAD7pGFBJND8enL/PF3MvotJd6fzONeG1cAqNRmHErG7/uR3wtjxyVKLl3cJTiRpjDvIVgYOqa4ckJDPm7jA5poyD55qPsJj9mo6YbUgHVw6BGRDKEZV2raezewBNYo7d2d886TDyPsXpR5oorTalLptuFG4pL356+9RTNIYQABg3ofnSKsMgoMFN7s+njxxOAsM3o0b5xk+1LiKvDVW45ZP8eQXRQxn9N8bdyoaavzxAM2SlhOKu0Noyblzqlbfo3UKFIY10ti7mqwR7LQ4abMq/Zz97+LWFujhKXGMeHc2fBFecQkKdIKRglbEu7ipX22IXgpln3fBkFbH3dRNaUIZXbYZh7RwgJD+o1YJeucPgQk2MD/kQZoqhRUQhhk34dplRoZ+LzPJw3V0rSEh+Uy/MELQ3YhaaUvdsYSmB6oSzSjEHImxTnHAmAe6gXjMR3vhes6XXvyJJZuzw2E35hiRqKyahD45gL7I9XZDbqStHEnco8s4Kzqai/d6P2o3LA5DJAhEL8Wfm28NLpADWwUWZAnwEbRRb7Gbpwc5tjfd40+VENBBapvobcRkmGneQuJW01CUbGm70jABrEpW4CfZNoulVHreZdb58CzDIG8NK73bRAEFat6lvZw7w3spRFepdGIlJ9apkx37hrqCvExaSltB2TVRyWk4/Y43v6Y2czfbR5FxyiavKSNAOyM6YXqNA/ZI2mRPJOSiilCQ0HYvKMyedSXPOGLSUTCuKagWBoAN3gSobxj06Vvmiw0g9yQMForT+boQppxx9QXbccKyMYHHj6Th7klIBvFsc+vLbtOLtZInHn4Hd0CQIlpYDKTu1vgwjh+XfL1U2hIWSR6T/w7YznPLV4uMR8GM0IskUqWkAVC8Wx3UJnTO4RZbh93BQno/l4a13s1CILaV3TqJr1XzwysP6x7AxQPiBtXFpBkCb7stVJU8szh/pA19Ad27eXsGKNccmdQ3QPtNDidwGzQ9oZs76Hqe/N1yQksx6H9Gqii/kxe93C+C2sOR2h4xmlYwHqrJ56vD2i8BgDvpkAaI4ISHisJSvDj1g4No7w1jpUGAyBjj2fXJBlxx3g3GRJ/LUEswaUlMfPbQtu3dNeasJLZaMnC2GhBF5cfHxzVUR47Fjb3lGHYq6GzdqwejsN6oeXzG46Ac7DHuZ17xvsCivzz0v0inMM9dz4E6C95rvdsiKD2ExpVcFkgqkuEaA1tBnZPawEMRxOJRmyAJRKIpiofSVhW1mh1XHV4QSPZ5IPg2XSZHrgwOQnvnIRQ8u/JQOZzyN5OHgpdqIGdMFkz8pXaxXpzxxV5V077Th0OsYy9t7ZWY5Ca9vW5J5gT5f3vBZt+LpW2+j2JhpEpqeN/964F4zisMgsFa1+ifU1PsICrRnlnCZYWhnXZbsZ+uIClawKTVJB72tcl6MYoTeHZi1eoDSAmz9OzaAYc+x+GdfR482s7OsYmGcZwBC5jseM+9ZiLfh63Kaq9kyEQ9H133k+Bca+Nqz6kmyZHkgfU84N6IYuur0eyoqcwkxNP8mJjO/dWk8fq/FDH1IDzh0aPBWpood1am24wvIYI2SGTQdxbuNsM68VrtDOsnoEv5DjmLN5CEDRKql5EZ57qbTBE/HNvG/nBNuNktKlZwWoACXHMIjusdahfRWiewvRYsnYJNzdoG7LnOlgbXoWU23qXvkW/Lmqb2hxSLrIeO00GyveVh9PMPDLJxis+LzCO747tsbuvblg7EIu/H0cWoplr2ZL368uozO+7xgSygb1wLs89Xia07uOQeFiZhwdUrXIqQtIxvfR1msgRellNjr8PILAsNnEV9Yw01bSJ462UPL3hvfTwXPxB0ofYH+QuHO2wndvpVUlqfMex+nnscdyRUMlX5BxH9DYklbVw9lo+rnhiKuEF1OCt5Sq8sqyWH+G+b3dPcveWI+lx1kQdYy3XaJyz/kYVc5lGzB1TGT3oR3OW3LL2JsDSUEZjvwvMjPxeszYy+Tx84Vlo02tDJxz6jYqnbzco7YTSjnFtIAIqTtXzs7Rqr73oDbz1CwWtrUPOrqEvpt6Tq1CLSrQBheg5T5QpN7iWTJ17xg3vdcJZ916xkPJ34869e+Olcb13g6afswfU01+TJ7ibQvl1Nqr6y6guAiwsDW+0GlaWvI194oIEMwKb9pu8mQkWgBvhZLwspNzTfLLe6MW6cffKzCNzalPpKhLulU2Z2gToQkUsca4gBA0pX6tMQOcU8uf9C9QwhMl1PVrA8MthCPb3QD3WcwVKxcAtakgRxOSxyViQouFghmzsehcvVID2USuyKY9W5sovl5yROIa8jNxS6eU3yeZIeLE2smF17dV95j5w0dSHS5C8WRpG3fMCfrT5OjyLNzopnt2JyZWXPNf7OJyL6iPC0gQLeKVTnjTxeZF4iL19dYShuFCQQNUMorXToA4xsn7qITCNfcIgl1i63Rh465w1Tic2Gdipumrnrfl5j6B8kOMZzTzWFrjn+HKCREC7ZoWjCiiblWFk52ubDV3HyNhfrjbae9uXKEojoTW2P3use5w4G9q8j0xJq9RC31eTWJvCAalI4bahxSAcDIC8732S0RfJS9oJ3i3AW5WTGdlx5orRCg1qVI64smHdG9VLI0dwZ1q1F56R5x3yEha4f0MnmOFNdJ5IipDV2l8PT2g8pNlD0rC1h7cUCln7QTVaG4tQ6H/SmZnARF2aNhGJrkE/cim7PXZJFk524rOHJoe5mT418ESJLLhW/PRBxvcH65JurYXwyqZw/NMDyJaMt4kITj24nPo0EoF6zqKRxQXmxn6cv5cTMrNR9d/zouPXfn+NJsNqXqtXgNV+Avc1vNZ8XfbzIGOboW2V9n1bJvCcuTEMa+4GvL8OvjANzHTGV/cQwNl+90Y0Gda94zF/9m6M4ktVrPs2CFOnT31Lzn6GQckhq9e/T8Z11KsPxsB53lRIcdhouAfvsdQhUs44om489b3ZG41PJFhgX1YpulJYDy4eOgWRfZ7Hvl/e5GUmMr9ud+7zdH6JM2t1Nqru5Wc9AQ9X/fyakZvsj5O3ewmi2Z93ph7tCzuyrtQ+/N2/zgtVNqwL/X/tnX+sHFUVxz/f2X0thWIKFrD8sgVpsBYooMQIIighjTRARH5jaESNCmkIAQHREIMmqAlKjJgQQFF+tIgQsQm/LJhGpCil0FZABFuUQoAKViDQ+t4e/7h3du7Mzr7d1/ded+f1fpLNzt6ZuXPv3N2zZ84995zBZvbf2tAWZy4ZGmw+yYSkM/f4djUFnGWmh9axLbmnbQRru1gA6bYKn7M/luFn9ot/ZqFQde+FmLgl7n6jwqK3QAVRMClSYnNMf4I5+102kZVuZ/FAh5qO7k1t0X9vE8iCf1j2yJ3Gi2rGAg1XTwWkgTtCoZIT9jmbq+V+aEa29BLzaY9Tgd3mu5+aGEJxlF1T/o8j8Z+8IJLLoNoIwiymP9yccKI1bkCt4dLUNJJa5hMs+b+d7HE19e8MY9+G49W8Xz6QdjpDngranHN9F/bElrH29s2a95xIk1TWvEkgDSWZJqosI7S3Nld8UXhuKZyaM0v470soWFNzQPN4U8u5LRp/aBIJjil7WkpK7nNRSy5zWRwLjBhysHIYwYxzYbLFvWf2vZaI9akmWRCseb/Kmtdgyerwdq/mMkf/g001i3T9etHpPxSYScmjf9GOGZ6brrQaSt2lLBPmZSTN9/w13D1LXaJy829NhpJ6wb0nEyLhevRUsKZh/5KGc4VLnFe9O8pqTQ0u86JIVy/lJ7CysWv445yATggnFLM4D6k23PYxWNnMfHOsg+wBzdgF3gad2VmdOSAX3CZzUs4JyeYoGtkigeA+t1sAkk5Y5u3i5eaAkLK+pn9+4WRn+J0K+x/e37S8nZZapgBsNRbNAhUk1VwzO1SwJ3dkGMmqeUwzEEhBsGZLnLK16U1H+FAwNJBfgpjgg10rP5mTtSdbGVXXkHOSL5lsy2lLfjO1X8pqzVxU4JIhJmlYwIKLT5lQTW2hg8mknN0gfJR3s8/ZAon055/TzwL7dSpY05VMTYf+NDtr8KM35CfH0h9/ZlrI2uGOHfIThzltLnXzt3oui4C7F5kgLdP03P1PNdcht5gijbY1tMVH2hpmIitcVJI67rdMphUEYNF1zdvn0/aE5pHwHqR9HU4jL6NoVig+7pfdk+L+4r6xYdvEFpC0K7AEmAmsB04zszdLjrsJWAC8ZmZzuzlf0uXAeTj39EVmdn+n9ozdMoweUZaOeDgbYovQa07wpFGbsuneML5AaOtrh/uxlJSH2muQO6mWi6qfOq8PtbwK1sXmKyn8aIqru8Jrp33PZ0CtZT6tPgTgEPkcU4G+3XL/3A+wdVIsvLfD3qvADhymwbacHh/EBCDvcpVbJ99Sd/7VvEeFJ4StESK5mgvudy37O7S1zLs0VBLSKa7wVUaxL2V21OJChbL+b+096YRZo6vXKLkMWGZmBwDL/OcyfgHM7/Z8SXNwWWE/4s+7TlI7L8smldZclSRMmjS5+bnsUTO17zU/F9IuJ95mmDQafpLLmmfKZyFIPRJSE4TLe+VckyZ5J3KnvaSpqVuFeCJjIDHqcnPuNa8NJrROnBRp5n7yQsblzar59N3thB7UE6hJJBI1RIJzRE+o585x73mRQ4nmVCPxumONxOrUGzVkQ9SGBpENACJR4pIsqk6S1Ek0CXwKa2cj8Bokbr1T3o84fUBOcgIm31YYpM5AmPE28C9tt1zX+fuKhIRa4gLj1BF1E/VkiKQx4PKiNRpAg+A/ySmgqkFtgHoyALXJUJvMFKsz0Kg185g1Ci5fuetjINerelKjJjc2tWYQ73AcQ428laJG1CoMXeifTDMtPzZ/XvmNq9dHLyJcsOxtMqF1EnCM374Z+ANwaUl7lvts1N2efxKw2Mw2A+skPQ8cATw6XGMqLVw3bNjAIfPmMWvWrF43ZcxYt27dhOlP7Ev/MpL+rFu3blSq7Dubnrv/kaXHTO/y8B0kPR58vt7Mru/y3D3M7BUAn/x09xE1tP35ewErguNe8mXDUmnhunHjRkl6ZzSZKfuNidSf2Jf+ZVv2x8zKHsG3Ckm/Bz5QsuuKsbpG2WVLyjr+4VRauEYike0LMzuu3T5Jr0qa4bXOGcBrI6y+3fkvAfsEx+0NvNypsspPaEUi24iRTd1HesE9wLl++1zgt2N0/j3AGZImS5oFHAD8uVNlqnqEcEmyqnciYKL1Z6Iw0cZlovUHQNL7gTuAfYF/Aqea2RuS9gRuMLPP+uNux01cTQdeBa40sxvbne/PuQL4IjAIXGhm93ZszwS7v5FIJNIX9LVZQNJCSQt63Y5IJBIZKX0zoSVpPfAWbgXEoJl91O86TdJ84FUzuyo4vgY8DmwwswXD1SFpIXAs8C7wCjAAzMWtwNgy7p0LaNPu+cC1OPfLG8zs6n5qcxFJOwDLgcm479CdZnal37eewhj0c1+gY3+qNjb7AL/Ezag3cK5M1/p966nY2FQaM+uLF2652fRC2ULgbL+9pLDvIuA2YOlwdQT1nOW3l/n3bwKH9qCfuXbjfrQvAPsBk4CngDn91OaSPgiY6rcHgMeAj3cYx77sy3D9qejYzAAO89s7A88Bc6o6NlV+9bVZwLPJvzeNw5L2Bk4AbhhBPf/176/79y04TWWb0abdRwDPm9k/zGkKi3ErQqAP2lyGOd72Hwf8q5Pxvi/7AsP2p4pj84qZPeG33wKeobPDe1/2per0k3A14AFJKyV9pcOxPwa+QevqwJHU0QvK2r0X8K/gc1erP3qNpJqkJ3G+gA+a2WN+V7+PQSlt+lPJsUnxSzwPxWniUNGxqSy9Vp3TRdiL6wAABOVJREFUF7Cnf98d9/h1dJvjFgDX+e1jyJsFuqqjR/0rbTdwKs6Wlx73BeAnvW7vCPo1DXgYmNvvYzDS/lR5bICpwErgc0FZpcemaq++0VzN7GX//hpwN+6RrIwjgRO9cX4x8GlJt4ywjl7Qrt1btfqjXzCz/+ACXMz3n/t5DDpS6E8lx0bSAPAb4FYzuystr/rYVI2+EK6SdpK0c7oNHA+sLTvWzC43s73NbCYuDNhDZnbOSOroBe3aDfwFOEDSLEmT/L57etjUjkjaTdI0vz0FOA54tt/HoB3t+kM1x0bAjcAzZnZNUF7Jsaky/eKKtQdwt/teUAduM7P7elDHNsfMBiVdANyPm52+ycz+2uNmdWIGcLN3K0uAO8xsqaT9qOAY0KY/ABUcmyNx5os13oYMbvb/Wao5NpUlrtCKRCKRcaAvzAKRSCQy0YjCNRKJRMaBKFwjkUhkHIjCNRKJRMaBKFwjkUhkHIjCNRKJRMaBKFwjkUhkHIjCdQIiaUjSk5LWSvpdsPpoT0l3dnH+223KT5Y0p8O5T/k0Gj2j235GIuNJFK4Tk3fNbJ6ZzQXeAM4Ht7bczD4/inpPxsUzLUXSh3HfqaP9EsueMAb9jERGTRSuE59H8WHyJM2UtNZv7yjpDkmrJS2R9JikNPsDkr7ntdAVkvaQ9AngROCHXivev+RaZwG/Ah7wx6Z1LZL0tL/WYl82VdLPJa3x5af48uMlPSrpCUm/ljTVl6+X9B1fvkbSgb78U749T0paJWnnQj93CK6zStKxvnyhpLsk3Sfp75J+MMb3PbKdE4XrBMavlf8M5cFGvg68aWYHA1cBhwf7dgJWmNkhuPQnXzazP/l6LvFa8QsldZ4OLAFuB84Myi/DRbY/GPiqL/s2sMnMDvLlD0maDnwLOM7MDsOlw7koqGejL/8ZcLEvuxg438zmAZ/EpSsJSbX2g3ybbpZL6wIwz7f5IOB0uRQpkciYEIXrxGSKD9rxb2BX4MGSY47ChT7EzNYCq4N9W4ClfnslMLPTBSV9DHjdzF4ElgGHSdrF714N3CrpHFxqYnCRp36anm9mb+JSq8wBHvHtPxf4YHCZNHxe2KZHgGskLQKmmdkgeY7CadOY2bPAi8Bsv2+ZmW0ys/eApwvXikRGRRSuE5N3vSb3QVzup/NLjtEw5//Psog+Q3QXPe1M4EAfr/YF4H3AKX7fCThBejiwUlLdX78YNUi4LADz/GuOmZ0X7N9cbJOZXQ18CZgCrEjNBV32c3Ow3W0/I5GuiMJ1AmNmm4BFwMU+gHLIH4HTALwHwEFdVPkWLuldDkkJLmr/wWY208esPQk40+/bx8wexqW4mYaLkv8AcEFQxy7ACuBISR/yZTtKms0wSNrfzNaY2fdxZoSicF0OnO2PnQ3sC/yti75GIqMiCtcJjpmtwqX0OKOw6zpgN0mrgUtxj+6bGJ7FwCV+Yiic0Doalyp8Q1C2HPeIvxdwi6Q1wCrgRz7a/3eBXby72FPAsWb2Oi4b6e2+XStoFZZFLgzqeBe4t6SfNX/9JcBCM9tcrCQSGWtiPNftFD/ZNWBm73lBuQyYbTFXfSQyJkQb0/bLjsDD3lwg4GtRsEYiY0fUXCORSGQciDbXSCQSGQeicI1EIpFxIArXSCQSGQeicI1EIpFxIArXSCQSGQf+D9c0aR4I65XBAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "residuals = analysis.datasets[\"stacked\"].residuals(method=\"diff\")\n", "residuals.smooth(\"0.08 deg\").plot_interactive(\n", " cmap=\"coolwarm\", vmin=-0.1, vmax=0.1, stretch=\"linear\", add_cbar=True\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inspecting likelihood profiles\n", "\n", "To check the quality of the fit it is also useful to plot likelihood profiles for specific parameters. For this we use `analysis.fit.likelihood_profile()`" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "profile = analysis.fit.likelihood_profile(parameter=\"lon_0\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a good fit and error estimate the profile should be parabolic, if we plot it:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Delta TS')" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "total_stat = analysis.fit_result.total_stat\n", "plt.plot(profile[\"values\"], profile[\"likelihood\"] - total_stat)\n", "plt.xlabel(\"Lon (deg)\")\n", "plt.ylabel(\"Delta TS\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Flux points" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:gammapy.scripts.analysis:Calculating flux points.\n", "INFO:gammapy.scripts.analysis:\n", " e_ref ref_flux ... dnde_err is_ul\n", " TeV 1 / (cm2 s) ... 1 / (cm2 s TeV) \n", "------------------ ---------------------- ... ---------------------- -----\n", "1.5848931924611136 2.8430798565965568e-11 ... 1.0462744900578112e-12 False\n", "3.1622776601683795 3.815367550602265e-12 ... 3.028947216617177e-13 False\n", " 6.309573444801933 2.4140079194837277e-12 ... 4.951361673757777e-14 False\n" ] } ], "source": [ "analysis.get_flux_points(source=\"crab\")" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 5))\n", "ax_sed, ax_residuals = analysis.flux_points.peek()\n", "crab_spectrum = create_crab_spectral_model(\"hess_pl\")\n", "crab_spectrum.plot(\n", " ax=ax_sed,\n", " energy_range=[1, 10] * u.TeV,\n", " energy_power=2,\n", " flux_unit=\"erg-1 cm-2 s-1\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercises\n", "\n", "- Run a spectral analysis using reflected regions without stacking the datasets. You can use `AnalysisConfig.from_template(\"1d\")` to get an example configuration file. Add the resulting flux points to the SED plotted above. \n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" }, "nbsphinx": { "orphan": true }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": { "03a4bb0a6e714296b6ad5523fd8731fb": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.1.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.1.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.1.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, 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