{ "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/v0.8?urlpath=lab/tree/cwt.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", "[cwt.ipynb](../_static/notebooks/cwt.ipynb) |\n", "[cwt.py](../_static/notebooks/cwt.py)\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# CWT Algorithm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook tutorial shows how to work with `CWT` algorithm for detecting gamma-ray sources.\n", "\n", "You can find the [docs here](..\/api/gammapy.detect.CWT.rst#gammapy.detect.CWT)\n", "and [source code on GitHub here](https://github.com/gammapy/gammapy/blob/master/gammapy/detect/cwt.py) for better understanding how the algorithm is constructed. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup\n", "\n", "On this section we just import some packages that can be used (or maybe not) in this tutorial. You can also see the versions of the packages in the outputs below and notice that this notebook was written on Python 2.7. Don't worry about that because the code is also Python 3 compatible. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Render our plots inline\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "plt.rcParams[\"figure.figsize\"] = (15, 5)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Python version: 3.6.6 |Anaconda, Inc.| (default, Jun 28 2018, 11:07:29) \n", "[GCC 4.2.1 Compatible Clang 4.0.1 (tags/RELEASE_401/final)]\n", "Numpy version: 1.13.0\n", "Scipy version: 0.19.1\n" ] } ], "source": [ "import sys\n", "import numpy as np\n", "import scipy as sp\n", "\n", "print(\"Python version: \" + sys.version)\n", "print(\"Numpy version: \" + np.__version__)\n", "print(\"Scipy version: \" + sp.__version__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CWT Algorithm. PlayGround" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First of all we import the data which should be analysied." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import os\n", "from astropy.io import fits\n", "from astropy.coordinates import Angle, SkyCoord\n", "from gammapy.maps import Map\n", "\n", "filename = \"$GAMMAPY_DATA/fermi_survey/all.fits.gz\"\n", "\n", "counts = Map.read(filename=filename, hdu=\"COUNTS\")\n", "background = Map.read(filename=filename, hdu=\"BACKGROUND\")\n", "\n", "width = Angle([20, 10], \"deg\")\n", "position = counts.geom.center_skydir\n", "counts = counts.cutout(position=position, width=width)\n", "background = background.cutout(position=position, width=width)\n", "\n", "data = dict(counts=counts, background=background)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " ,\n", " None)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 3))\n", "\n", "ax = fig.add_subplot(121, projection=data[\"counts\"].geom.wcs)\n", "data[\"counts\"].plot(vmax=10, ax=ax, fig=fig)\n", "\n", "ax = fig.add_subplot(122, projection=data[\"background\"].geom.wcs)\n", "data[\"background\"].plot(vmax=10, ax=ax, fig=fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's explore how CWT works. At first define parameters of the algorithm. An imperative parameter is kernels (`detect.CWTKernels` object). So we should create it." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Input parameters for CWTKernels\n", "N_SCALE = 2 # Number of scales considered.\n", "MIN_SCALE = 6. # First scale used.\n", "STEP_SCALE = 1.3 # Base scaling factor." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Name Source \n", "---------------------------------------------- -----------------\n", " Number of scales 2\n", " Minimal scale 6.0\n", " Step scale 1.3\n", " Scales [ 6. 7.8]\n", " Kernels approx width 83\n", " Kernels approx sum 0.999915334516\n", " Kernels approx max 0.00154790470972\n", " Kernels base width for 6.0 scale 63\n", " Kernels base sum for 6.0 scale 3.01663209714e-05\n", " Kernels base max for 6.0 scale 8.59947060958e-05\n", "Kernels base width for 7.800000000000001 scale 83\n", " Kernels base sum for 7.800000000000001 scale 1.4561412133e-05\n", " Kernels base max for 7.800000000000001 scale 3.01091369685e-05\n" ] } ], "source": [ "from gammapy.detect import CWTKernels\n", "\n", "cwt_kernels = CWTKernels(\n", " n_scale=N_SCALE, min_scale=MIN_SCALE, step_scale=STEP_SCALE\n", ")\n", "print(cwt_kernels.info_table)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Other parameters are optional, in this demonstration define them all." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "MAX_ITER = 10 # The maximum number of iterations of the CWT algorithm.\n", "TOL = 1e-5 # Tolerance for stopping criterion.\n", "SIGNIFICANCE_THRESHOLD = 2. # Measure of statistical significance.\n", "SIGNIFICANCE_ISLAND_THRESHOLD = (\n", " None\n", ") # Measure is used for cleaning of isolated pixel islands.\n", "REMOVE_ISOLATED = True # If True, isolated pixels will be removed.\n", "KEEP_HISTORY = True # If you want to save images of all the iterations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start to analyse input data. Import Logging module to see how the algorithm works during data analysis." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from gammapy.detect import CWT\n", "import logging\n", "\n", "logger = logging.getLogger()\n", "logger.setLevel(logging.INFO)\n", "cwt = CWT(\n", " kernels=cwt_kernels,\n", " tol=TOL,\n", " significance_threshold=SIGNIFICANCE_THRESHOLD,\n", " significance_island_threshold=SIGNIFICANCE_ISLAND_THRESHOLD,\n", " remove_isolated=REMOVE_ISOLATED,\n", " keep_history=KEEP_HISTORY,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to the algorithm was able to analyze source images, you need to convert them to a special format, i.e. create an CWTData object. Do this." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from gammapy.detect import CWTKernels, CWTData\n", "\n", "cwt_data = CWTData(\n", " counts=data[\"counts\"], background=data[\"background\"], n_scale=N_SCALE\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Start the algorithm\n", "cwt.analyze(cwt_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results of analysis\n", "\n", "Look at the results of CWT algorithm. Print all the images." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "PLOT_VALUE_MAX = 5\n", "FIG_SIZE = (15, 35)\n", "\n", "fig = plt.figure(figsize=FIG_SIZE)\n", "images = cwt_data.images()\n", "for index, (name, image) in enumerate(images.items()):\n", " ax = fig.add_subplot(len(images), 2, index + 1, projection=image.geom.wcs)\n", " image.plot(vmax=PLOT_VALUE_MAX, fig=fig, ax=ax)\n", " plt.title(name) # Maybe add a Name in SkyImage.plots?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see in the implementation of CWT above, it has the parameter `keep_history`. If you set to it `True`-value, it means that CWT would save all the images from iterations. Algorithm keeps images of only last CWT start. Let's do this in the demonstration." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of iterations: 10\n" ] } ], "source": [ "history = cwt.history\n", "print(\n", " \"Number of iterations: {0}\".format(len(history) - 1)\n", ") # -1 because CWT save start images too" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a look, what's happening with images after the first iteration." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N_ITER = 1\n", "assert 0 < N_ITER < len(history)\n", "data_iter = history[N_ITER]\n", "\n", "fig = plt.figure(figsize=FIG_SIZE)\n", "images_iter = data_iter.images()\n", "for index, (name, image) in enumerate(images_iter.items()):\n", " ax = fig.add_subplot(\n", " len(images_iter), 2, index + 1, projection=image.geom.wcs\n", " )\n", " image.plot(vmax=PLOT_VALUE_MAX, fig=fig, ax=ax)\n", " plt.title(name) # Maybe add a Name in SkyImage.plots?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can get the information about the one particular image in that way: " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Metrics Source \n", "---------- ---------------\n", " Name approx_bkg\n", " Shape 2D image\n", " Variance 0.0800090238573\n", " Mean 0.423057647467\n", " Max value 1.21632073897\n", " Min value 0.0322794972041\n", "Sum values 8461.15294934\n" ] } ], "source": [ "print(data_iter.image_info(name=\"approx_bkg\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also get the information about cubes. Or information about all the data. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Scale power Metrics Source \n", "----------- ---------- ----------\n", " 1 Name support\n", " -- Shape 2D image\n", " -- Variance 0.10030839\n", " -- Mean 0.1131\n", " -- Max value True\n", " -- Min value False\n", " -- Sum values 2262\n", " 2 Name support\n", " -- Shape 2D image\n", " -- Variance 0.122551\n", " -- Mean 0.143\n", " -- Max value True\n", " -- Min value False\n", " -- Sum values 2860\n" ] } ], "source": [ "print(data_iter.cube_info(name=\"support\", per_scale=True))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Metrics Source \n", "---------- ------------\n", " Name support\n", " Shape 3D cube\n", " Variance 0.1116531975\n", " Mean 0.12805\n", " Max value True\n", " Min value False\n", "Sum values 5122\n" ] } ], "source": [ "print(data_iter.cube_info(name=\"support\", per_scale=False))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also you can see the difference betwen the iterations in that way:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "history = cwt.history # get list of 'CWTData' objects\n", "difference = (\n", " history[1] - history[0]\n", ") # get new `CWTData` obj, let's work with them" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Metrics Source \n", "---------- ------------\n", " Name support\n", " Shape 3D cube\n", " Variance 0.1116531975\n", " Mean 0.12805\n", " Max value True\n", " Min value False\n", "Sum values 5122\n" ] } ], "source": [ "print(difference.cube_info(\"support\"))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=13\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
idxNameShapeVarianceMeanMax valueMin valueSum values
0counts2D image0.66721419750.4444524.00.08889.0
1background2D image0.1652202535110.4532995612733.914857930840.09382170137329065.99122547
2model2D image2.46869845878e-060.0004556764061890.01543279933770.09.11352812377
3approx2D image0.00402266659823-0.008046110167780.271338582375-0.251765384164-160.922203356
4approx_bkg2D image0.08000902385730.4230576474671.216320738970.03227949720418461.15294934
5transform_2d2D image2.46869845878e-060.0004556764061890.01543279933770.09.11352812377
6model_plus_approx2D image0.00411546702714-0.007590433761590.285133242591-0.251765384164-151.808675232
7residual2D image0.6663000923180.45204043376223.9435547617-0.2835848147469040.80867523
8maximal2D image1.27064959705e-060.0003439646639350.01116846528580.06.8792932787
9support_2d2D image0.139443750.16751.00.03350.0
10transform_3d3D cube1.51986805876e-065.31896150515e-060.0111684652858-0.008590491273850.212758460206
11error3D cube4.42639782374e-080.000377883070470.00119109721276.82653288761e-0515.1153228188
12support3D cube0.11165319750.128051.00.05122.0
\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "difference.info_table.show_in_notebook()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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fdsMwDMM4yNg70jAMY3EsZR+gXHlf5HFA2LRmChOjmvJLlItV3Vdm6vLdHRugW862bA6AtCIWO59SrzR1okQt5OdSClBN2PFcE7dQO3hZQL0JnNZfMk2ImuvIadMUjA2CUGOOuQng+o0N3GYK0IGn9h25aAVoihXUZYfM1ig1DSq9hhpzt5x0IVopZlOEsQ4pKTXmdClaBFwI0aI/coI51Ia+rtnbahXCXIfgz8nK7gNUS80+QK1oMVkZM2AaM6kqnQRM6e8wZZm1LMMXKdYOXm/KZ2VsBLIacvtrCj+ZmuhsY+vkZY011ctdUImlMxM4IwQRuWMTlT31pqOc1GRgzCCsNqpZbbkt0pf4+JRGfptic9raPClTKD7AbdXuKfcg0urJodTkskWEu5L6Ymla7plVyw5W0ATOMAzDMAzDMAxj2Rw4BahVpCgkypGRrWKmLK3UnhbXVmqylUpXUmYrh/8p1LNU2pA5V6r8lKlTTp01kQ3HpJ2qnEWYfeb049hgKikTSU7qe1xqJmgKkBFiSgVokdTsmdPKUX6q/YbGBIZIKTw1CtBUaCpOq/1zeNmtlYQWEeJyzCRLIgamAiZobW7VL1JpnbK/W2MKkGEYhmEYhmEYhsK+VIBStvjaii8S6VJBELT8PF3OHh5TUxtcoNWqfq7PyiIpUVFaKAVnmMuypvos4lnIeZZbBBmo6Rst/PoYpSsVOKHEL87TQiUbozCF2mFBEIwYROT8Znmr7Kwcokb5kbQISZ1bZknZY3yEcj6X1pFSF3LOybJCCkhKvdAc/bVz/POOkrYEmU/rj5z7XhpMQqoqufs2hfKnPmtllgbvmMrHaKrfqBIFaN9NgOTeKoseXLfasyQ1MMsZRNWYro1ts8w71qwuVE7uJLaGsRM1vv9TbptqJsapdubWHSpzrJniGNPJULopTBvH1LMMYvfdJkBGCD4B8uROCFoORqaIQDZ2AjSmTFnuIgIehPLlmsWVtGXsxp5am1LmWSVBGHImBFOZxbWM9KeVX1pmjlnalJOVRS6sxCapsfRmAmcYhmEYhmEYhqGw7xQgTq4ZzVQrvilTo1w1p9ZsrkYJGKvMLIKx4bhLFK+YsiSfr02h/ISetc3MPV5KzMBC+bU8Oc9FybMzlTITU9JaBm2oUSjdHRsAMMl+VSFyrtmCIBghNAUIyF9JrQkk0Go/mZy6cildpZ56FbhG5SgJdjA2CMIYBWgtUXeto37pdUi1Zko1qNRsLbf8WFmpvkuZMaZCjGuUBrSI1R8qOydtKdswBcgwDMMwDMMwDGOOfa8AeWoUjTGr7jJfyxX8FtSGbZb5x/qXhMrQytcCCKTUsViYaekvNiUh5S+lBsn2h0Ik5yo0Nf0+NTV1psKHa+Wn6hgT6KQlY363TAEyQhCRO9F9XsUgCLnO3bnBEMYoF6EytXwtVolzrylXXdDypFSkWp8R7fyacix3VT/kWzMmVDivJ8cfaIz/TU6Qhlpy7lHpd7vlb0EqoEUNIXWqttwSBWhfTYD8IGCKQVzpxIBTYmpVMmmKRSVrFXygBalBZOo6ZJ6Wk1SNmntU0oYxQSdKTCiXca9j9YeezzF7IdW0Q55LPUvSFK9lUAmtnptOx/tOls3T2QTICMEnQJ5VmQgty9RkzPVPbdKXO3guCYyQO8nMOS7P1UzUSspPlZMLnwAtMnpZi4AeqUnAFOZoGjLCXW7+mjbVmOfFuAAzgTMMwzAMwzAMw5hjXylAuWlrlJMYqb1GtDpTLCsUb27fTOGUr5WVa+qUY87Wqs0lqpTML/e6keXIumvCYNcwpcpSkid1LBWcIfa85H6nWn73atS+MfWbAmSE0BQgYJpV8NxV22WvsO5nBajU2T4nJLVGbKU/ZFannS8J4azlmeI5HbtfUIpUOO9W+0+1UrRqQnvXmr2Vqnsh09PSwA3ncUBN4JbdhhxKTKZqzOZK06XMp1Ll56TLHdSWmvvE2hSL2FbLmEnClOZoU/gyyf7OjQqXmsxOGdEtVNYq+N/JCbL0/ZLPZ0792uKETYCMEH4CVGu+kqJmD5nWk4gWA+Za36AxlER1y0lfm1ZSGpGtJhJabCBcswFpDbvoJ0MhSgfcoe9ZiSlc7uR0igh3JeXkpm0xQQPGffdKJkDLXqAxDMMwDMMwDMNYGPtSAUqZnZQqJ5s3h1dqU3lz6qml1Sr1GKf8luWU3LcW7eT5c4/JcvhKfixim0eqNSllpVQJ8HUAZU77rZSTmjJL6uHfSWB2jbkKZm6wiBzTw5qAF63SxtKZAmSEICJ3mXK8hbN0bkSxWJ5SclbIx7DMPYxCik+NmjPG/GqsQ39NnpxodVz5KFUeUwpoak8fjVA7cqndnyknCMIhjFNOagMbTBEQQSPXtNKnexCmABmGYRiGYRiGYcyxLxWgKakJOSx9HzwtV9tlORo5PkA1/kJjSdUJDFW43PJkmS38WFojFY3QNbo7NgAAJ285W+w709JHSAsyEAoAkaOIyTwpaoIktPRna4WmOqWegRxMATJCEJG7QhybYpW2lQ9NSFWq8TVaFC1UrdixFsEQSuqWKlhNGO1S5adEscjZ06eUsWGyU/djjF9QSPEpae8Y/69WfkFjyx7zzN+PAx4EYcoBbG1krlIzm9LygeFAt2TQWzMA9bTs49yIa6G0nNBAnSPLW4RTfk7QCY1UgIgpzLdkPt4Ojvas1Ux2pppgx8ovuR9aH0/x3Iwp0yZARghtAqQx5cAHmD4i1jKY0vypZALUymSnZoBZO7CPmfeFTMtiwRFyTBdLJ/6p70RJ9L5WgQD451QQhBZ7J8X+PyY6XG4Ah9TvRu69LpkAmQmcYRiGYRiGYRiPGfalApQid2+ZsXm01dszEaf5knJqVom1PDn5ctuk1ZNbjiwrpQZpeWpI9V1p+O1QupiZVm79Mr+mQoSUvylMLGP3q0bNybkObwpIt5wN1h06llO/pCSQSkk7WgWIkOdNATJC5CpAnJLwumOCBuSs3paWObUqVNKe1kEDNJWhdrU61scps7daxrQ59ayUBDEoCd+cUphyQpXn1FOSpkVo8JI+KlHZQmVo/w8dy0F7lrSQ5f5zcwWIiJ5KRC/sPj+OiC7NyWcYhmEYBx17RxqGYewvkgoQEX0DZguRVzrnnk5EHw/gJ51z/3gRDWTtcGN8CFo6Yq8ysZX6seF9UyoH2Hmep0aVijnYp3xSQspbSsUoXY0PnYv1XSjkeo36dSYRKlpLW+OA3yK4gW9DqXo1td8QMK5vOLnXMeaaTAFaPVbpHekVoFJn9pwV3BoWFWZYlhVjys1ZW9XZUgGKsdawLK4m1WxYW/KslD6fOT4tfqPU3GAPof+ngnnkng+pszF/nJA/Vex+lChOoXJaKD6pexRSK2XI9HNoGASBiN4G4DkA/sQ59+ndsb9wzn1yTgWt4CZwYwcscqByJmMfoBIztNx02oBdmySEJh6xOloP6lL11ZYbczaXdab6JlVfq/anAgbwiIBjzMTGEpp0QdQhg2sA85Oq3MkfPxaLejb2OnMnqyXRBUvKb5XHk5oc+nJtArR6rNI78srCPGOclkNM7VhcM7iuKXtsvlZBBfikYqzZVar83HK0/GuYn1CVTFa0+xoyeyoNjFAT5CPHDCw3QIXW9pL6a0zTSoI1pBZAtPsRa2dJVLya6HCaCZznI2hrAveIc27b/4eI1gBUOQ4R0XVE9LtE9FdE9A4i+tfd8WuI6HeI6M1EdKKmbMMwDMNYAk3ekfZ+NAzDWBw5CtArMVOVXgrgWwF8E4C/dM59d3FlRE8G8GTn3NnORvouAF/SlX07gKcBeIpz7ieVvE3CYKeUhhIFKGYSlnKK1urh6kHIlKq0zBxSKk9pf8vyWjuxjzWD5JT0XU5/p8pJmd1tAthyWwCAk3RycA4oMyMr6a+YYpj6ztSqjTElFsqxGnPKUDCRMcrmVGZ5KdPJU6eB6zc2cJspQCtFq3fkmPdjl99dlVnXmFVooM7sa4rwvSlqwu7WpM0NaOCp2c9linDYoXJjK+wSr/poCtVYhS5XlcoxLatpU656lqo3ZBoYM/vi57l5Xk0whlzFpcSUrSYoRYza74TMdx/amsAdAvB1AF4EgAD8JoBXuwbh44jozQBe1ZX9Gsx+4K93zv2Eklatr9Q0ZwpaRRLjyMlQDnKwmJPX3bExiLiVQ2qy59sCpAfU2gagqesouc4x/iUlE9KQD1DuxFk7v6VERJP5+f+BtLlbCbF25kwCND8ubhZXupEqWH7tu1EzMYmZVcrytXy1z1XNZNFM4FaTqd6RJe/HLv3eBCjlAyQnODmRt/ix0gF/ilbRvKagZvIjB8alPlapgfVYv6PQfc+9d7HIXKVok4Axpn41g3iNlr5dITPDnUA6QP+e7ihlpb67qeO1E8bUBCg1Gc5dhOGkrvkQgHuQPwFK+sA553YB/FT3rxlEdAOATwfwJwDuxmyF62MAvqplPYZhGIYxFVO8I+39aBiGMS1BBYiI/gIRO2bn3KdUVzqzY/59AD/onHtTJN3tAL6s++/xFiZeSJSRcsCvWfFdRCQrWU9KZcgpy7OItvM6S1bd+bGY4sCd+lspgzUqnST32awxZ4u1TTMHlOQGqChRNaU6lWpfSOFZRlS73O9Uyfc99kxz/HmvAAE4z06/yTl3a2aVRiOmekfmvh+7tIN35JOUNJo5k1x55ul42lRUKI2Q43osXS7LUIJyVJLUsdIoWSWqT8nx2Oq/plSlym6lRGltySH0zLZSG1J9WKoO5pjMxYIfpBSg0HNW+qyl+o8/KyFTPu27n/oepPLkKkDIfD/GFKBuiIFv7v7e3v39alF4EUR0BMAbAfxc6se9a/StXb79sWOrYRjGxDjnLll2G4z278iS9yNg70jDMAxJ7vsxxwfoD51zn5M6llUZEQF4PYCPOOe+rTBv9o97a98fbaW/dhWZpxujZtVeW83Keco5O+ZzknudoXRaezVFoiTccaqdudchQ177PLn+T6G2ed+fu07NfH+4euXcFqgLjhDC1+/h4dVrfNTGKou1ak+snpRvWKz8mmAKsryxwRhygmdox8wHaPVo9Y4c837s8jupAJX49qQUoBK/Ff//lDN97kp/rfKTq2jkkvJPmeJ6atSQkjyp0Maetcq2yGM1z1Epck+fmudH9qdsf+jZiikWsr+1oBPbSjmpIAiHlLSelAKT07+lChBXVkL91ULN1dpe4gOUuw/Qtzjn3tL9/7MB/Lhz7tMK2woi+lwA/y+Av0B//d/lnPu1jLzRhoYiPIEd19J6FrEZokynDXg8uZMGSe0AV+avGZTydLHJTGrjzlA/8IAJktDEI9anOZOz0mclNNCVZmlz+ZS9oFJ9mwq8sKUEmJBlafnl+VhbQudy0pWYzgF5z82U5potFzdyfm9sArQ/aPWOHPN+7PK7J6FsIJzj4Oz/5g5YQoM9rc6YSUuN4/pU5JjexM57SgbkpZMp3t/apCY28PZog2efhu/zkzuhTZln8TS55nChoBJaf/GJQ03Ag1ZO/bwPU9+PC91fzUw1VDbvQ24uV0vqWuW51hMg7R7n8n40DIKAWXSb1xDR5d3/zwH4lzUN614Q9uI2DMMwDgpN3pH2fjQMw1gcSQVoLyHRZV36j03bpGD9DgivsLdy2k+ZQoVW8lOO5i1WpmUY4VRaX2+NqZJHyy/DEqf6QnPKjzn/p8zNagIF1KplMeWw9v6Wqms55pa5KsmYdpSUo5mjpZSRkiAJuW0pMVWtUbxCSk5u30I5FrteU4BWl1V4R16NOlOo1OpsiQlcSF1ordykFKKx5m6eErO3sYpbDTWqlKZCaGGXQ+WUBmQoSSfrzlEJU4EJdlFmRpYL77sdcUzWL+tZA7Au0u2gN4HbwfyzHLuXsh38mFY/Pz/WdDPH1LTUFC8niILW9vegrQnc92rHnXPfn1NBK3J9gHJ8LEonIzX+IS0oHbSn2qmVWXIdZzLNtEJtyq0nVI4nxwQv1rbQQDfWN6HBuUwb2leppk3clye0702szBpKzEdTkwgtv6eVv07O9z21aKDd91Jzylj96Nqg1e/YXk+xCbY/bhOg1WOV3pHXdJ9zB+WpQQk/lzJZyZ0AlQyicicGtb4NPm+O/0btSa7aAAAgAElEQVSozNT5UOSrnAFeDM1/JHZea59mqlRCycSh1ExQlh+6ztAxWVfMJKx2Esv7T/odhdqVmgClzPZi/cgnTSlfpZJJqHY8diz13c01dwzli93vd6GtCdxD7PMxzCLf/FVO4YZhGIZxwLF3pGEYxj4j2wRuLwPRUQB3OOc+f5omBetVG5obIarVannIjCWmctTuFxNTJGRbYu2MlZ2j4GxmmLBBpIut0Gur+jlR3HLVB+2a3B0be8ETap8BvlofahsnZerH1aKUeVSMGtOxHNOw3HujBaeoNRPTzmlmpyVmebI/S541rS7tXnNOYRatD8AgYp92vdozFesXU4BWn2W+I6/B/IpqjiqRWrXOWdVeY59l3SHzqlibUtSoJS2jgYXSaKTqLY2Qpa2ap/JIB3ytrFS7ctoRSsP/lgbU4J9LFCCtnFC+GoVqjf2VwQd2EG8XDyoR+p5I1Yr3nabMSFM/Cc/D65Z9WxJAQVOqaoIY5PxW5Si970S+AlRj9ngcwNMq8hmGYRjGQcfekYZhGCtOjg8Q3+36MIAnAvgB59yPTdw22Q6nOaXn+JfkOLPnKhaekA+DrMOTE1gh5aNQo+ZIdWCM/5Osz9eZWskPKTIABgpIrj8OJ+aXVOsArxF6frR7pwUk0PLwfE4JWV3rYyP3AeLtCAVLiIXpTgUKyH1+Q+Xy89Jfp+T5TfkLhdKl8pQqcpzcfay08rV2mgK0eqzSO/JazPtN5CpAKWdj7f9aPXJVO0SozlzfgZzjOf4jcrW6VOGpUYR4naF+T/lcpdBW5WMqXUhRiNUrndBjwQVqVLKSFfoSH7VY8IRcv6hU33F/Hq6oaMqL9nxqQRBkWbLOVDAGftz/XVfqT6lXWt2hzyEfotizwtEULe2Z8/36drQNgvBU0ZYPOufGhBivgkeB85QMuHNJlZ+KthUzvQmVyfPmOnen6sxxtvfptEkEPy8JmfTVTNRaOvKnJpex86noablRzeQ93BSTkZBTvSenH6TJmbzv3HRNq1fWHUpX6vSfOwHR8sl0qUkTJ7UvU4za35DSSVFqcpX7e2EToNVjld6RNyDP1Ck2+M4xV5NodaY2zpTmOjlmYKE0ocFWbPAdmhim8qQmBaFjgO50Hbp27VjuhCA0mZCDxZzNTWvMBmPl5zjV8/upTbpihIIU5ExK5d+UiZz/ET6i1P8ogEe6z9qPQcoBX8sTmpjEItxJ5DOwrrRFTt5Sk1gt8IL2neTptQlnbAIUiorHnzUA+FO0NYH7d865d3f//t45t0NEt+cUbhiGYRgHHHtHGoZh7DNyosA9m/+HiNYA3DhNc/KIKS8pQqF0U2X745qJUGjFOLWiHVM/ShSRU8rnEmf2mxTn8lh7uZoy6BslrdY2rqa0VPGqzPsSStbe54IADQNFIqJKxBQank62z5sN7pm6JdqWVHUSJnKbSptDilrs+yX7Rio3NWaIPD/HByE4yYIQbCnHnHMgGi4W5TxHuaaVKYVxcE0RM0Rf/vUA5kNwGEtmZd6R6xiatKSckUMO16Wr7nylXzPxCcFNb2KSWa6ZmFyxL1WA+PES86uUiVyszND1aPu5pOrONdlqqQDFzMhq1MiQwqYFCghReg9D6Q5HjvEw1sdYGV71eRTA0e4zVzH820azvSJWvgyJ7dup9Zc2kNf6m+fn9+oY++zL9Om2kX6uYgpQLJ9sR+q5iKlKqd+6WBvmIKJXENEDAD6FiO7v/j0A4IMA3lxYj2EYhmEcGOwdaRiGsX/J8QH6IefcKxbUnlg75oIg5FLiDF+SP5S2tEzNKT7lDxA6H/NNSAVuCJHr71DrtO9JBTTg+bU2pfJo7Y0Fo0g9N7xc7pfDlYaUj9Bc2RnBNbTgAyk/MBnkQPahDD7A/ZdOnZ73ZUr5TIWUoJSPWyqggix/s0GI+RrlUNtcNaZ+bYkNcmO/EzH/J/MBWj1W6R35SZi36Y85EWsO26WBBnx5MQf7FKnwvaF25KoH2rHQCnkofahtOUpSrsqiqRy5/ZJC85fg7dLUoFCgCv7/2HVqzwVXOQ4BuNh99iNRqUSmVDOtHakfRznq5W3yPJoo4yiAy7rPl7HjflOwi6wM/3eXfebnuapELM82y+f/as9FKqiD9nvgWQdwaffZK0GHWdsuiDbz6+Ft58dTfoTacyF9gbTvsnwW5O/WDoC3osFGqET0TOfc/wDwS0S0Ic875xZuiSEHbSmn/9geGzJPSSABmYcPwlL1aGlUszplICwnMHKQpU2k5DHNlIm3p2Ty4Mvx7R8MmFneWIQxni416NXM6WoIReaSk89QHbyPZMQ1oDex2rpjA6eUPYM48j7wvuP15ZrlBQfPiQAOp8TzEjLDunFz9p3auvMkNl98ctD21DOTun/cJDFkNiev76bT/fd8C/PmgVoe/t06czP2TAhT5n2yXt7OLbGnk6yT/wbxICK8nlRkRGO1WMV35BrmBzyxSUEqChZPp0WI0sqSkyt/LDa4jkWHClGSp8ScLVZP6Hxp+XzfGGA4ePdl5kbRKHHuz40Cl5rUaUEKUu3wI9KjGE5Q5ICeP3+hUaycrIQmcrFJv8TXS+z/2uTPl3MM/cTnanb83u7vg9CjwHm2MT/B4d9dHnwgFgiATwI0QkEl+Pfd9yfvV//5KHqzPo0jmO/bi+gnmaHvqe9nPhnmk+RDSjrZ9h3MJmhgf0uI+QB9B2bv4B9WzjkAn1dRn2EYhmEcBOwdaRiGsU/JMYE75py7kDo2NT4MtsSv9PqV6btOnc0286oxg9ECCqRWauVeJiX18TzSjEae59QEisgNoRwKg12CZq4WC6JQpKgljvmVdgBqf3IVZEuEnOZo9WzdsYG7Ts3S3ri5MQhV7dNxpUEzTZOqEu9/J5QG2Q7tuKbspQIXnLkZuPHOmSkf0cm5fGekiqK0VSN1j2L18GtPKVWbiXvIyy99llPmp6l7GCor9qx5rt/YwG1mArdSrNI78jmYXwFPhc2NoSkS2opzyJk+5OAcKgciXShMss8fc4qOHefkBAKItSekboVMe2SdhzCvaDjMr2yHVvlT166Zu8XuS6jMEvM/Dzct86Gij2EYNtpf3zbKCZl2SXUBSAeqkCGt5XMo1ZorMFN+AOC6q4CjXUSEe+6Z/b1vF3igO+9Nx3jghG3MVCLe9pC5mvbd01Qh3r7Q3kMe3zeXoL9mf4wHcNjFvJkir0czOdTSSTNF+TwdZu1IKaC8j3wfXuja8btouw/QWefcRurY1HAfoNCADdBt8kN59gatbmsQGUqmc4mJRyrqkzZBSk1GZLkyT62/Q2wwyNOmfDVy69T8dTi59ZT68wDzJoOpduTeT22CxAfm3CRQbnSqPUeyTMnWHcOJVMyfJ9XfnNgEKSePZkbJyfWp8tT4R0k/Jtl/2n2VEynVhDOyma1m9nnT6T7y3F0vPhm9745NkrW+iS2SmA/Q6rFK78gXYjZ4CflT+GOpPTpkHl6WNqnKKUcz80oRiwQVMj07pJyPHQuZDGqTyJjZmmx3ygfoePf3BHrfC59uG8DHus9+EB2aTYdM2ORxLaIZN1/SWEf6fvnjj2JozuT/yonFMfTXDvTPlZ9gXMQQaUp1EfOTqqMs/SMsT2zgH8KX9TjRhvPdZ38fjgF4Qvf5mquAK66YfX64S/j+9/f3UJsAXQTwcPfZD+IfxdAPx8O/e76fvFka7y9+nfx4yMwMmF2v7KfDoh1ywYT7L8l6fdl8MsOvAeijVQJDPyj+/J9nnyW+7RcxnJgeAfAraOMDdDWApwB4HBF9OqvzMgyfX8MwDMN4TGHvSMMwjP1LUAEioq8B8DIANwE4w049AOB1zrk3Td66YXscEA6CoDkwa2ZcrczVZDtyFaiUWVKJiZymGsRWkbUocKmgENLUL9ZOvtqdGwQhZc7G06XqjykO3CQpFHRCW9WPRSUriaqXa6bI27qnIgiFMhaBLPSd0OrIjTbH27TXdqGSAPPPT+y8ViZvT2y/IF9+jFwlKXVfeD+4SHQ/WZa89q0M1UljUzy3ZgK3OqziO/JLMFtp9aui2yhTWkJoK8fAcHU+FpFNUyRC0bpikaSk+iRXnkPBH2ImX1wBWmP1a9fGVY5QsAj/V1vZ9qwDuKr7fDWAy7rl8J1umfy+XeBD3flz3V+pAGmRzLj5luzbw4E2+2PcLM2XrUVH8+X7v1wV8GhmZFxxOCHqBsJmXrL8R1m56+yvtocNv5f+/HEMzdD8X34eAI6sAYe7ih7dBS52jeIme14l+rgrgMu6iAj+Hp47Bzx4ftj2IwDWujJ3mImcV4J2Wdu0YBAOfd/wdmhBFGQEOiAcCENGB+QKjVYWr1M+68BMPZLPGn9+LwNwWfcQrHUJd3eBC12i+7d79Yz/HkjzP/l9XAPwajRQgJxzrwfweiL6cufcG3MKMwzDMIzHAvaONAzD2L8kfYAAgIj+CWa7XXuzQDjnvn/CdmltSDe0Q1NbpK9GiDM3DwMqADNn8LtePPQRkuF1NX+dlFNzqdO1XN337eTlx1aUNf+QlOoU8rfSVKfYPj4huB8WdSqH5l9Sotxx+P48p8Qx+SykwiXH1DPtXod8UjRiPkKyXbIu+VxowQn26k/4DWnPT8j3JsdnheOYLxNPnwpX79t042bvO+ORgSRiip/cy4ifi7FXPwsK4eHPvLYXFH+mY79B2jMv1ehTMB+gVWVV3pE3Y+gDxP0hYgEFUiGlD6FfET6CobO0/8tX032Zmh8MD6/LV7Y92up/SAGSbQ7tJh9TgPi1Af1qvfRn8Z+lTwvPw/dL4dckv6yXArih+/y0q3v14P77Z3/ffQ/wge68XAnn9Um4n42Et52vmnsV4wgrl5fPVRTfn1yl4IqCphLKth5Bv+8MV1m8crK92z8Dj2B+Dxrer1y50Px9+H3x13xpVy8AuO6CdneB9e6i/N/d3dk/ADjECn2ke8AfYU4tR9eAS09gwPZ2r2jwcrzisbMDnO+Oe38X78cCDJVD7iPmfX+4GqMFDOD9pgVE4GG/ffmXdH+Pr/f98OCDvXoTCnMd8yvS9j26pKsDGPbtdte353fnQ2/zwCDn2XH+e7IG4FVoGwThJzFTBV+Ambr0FQD+1Dn3dTkVtEILgqANMIH0QF5Lr00s9urOGJRqE6CYGU6OI79WhzbJ2FJMz0LIQVhJMIZQIAltIJsKVKENmmMmRKGJWu7kjZe51y5lEhfKP3guuskwj462xRzg/UCZm63F+jCEZsqpRTXj5/lkPWbmNagnETyA16EFeOATEC36mtwDB5j1Ze73SptohqL3pfbO0o6lTOy074z2fGqmnqFgCrEJvjah82nMBG71WKV35AsxPwDk5kwAghGaNPgExg96j7HjfEDkByfaniHczMYPttYxnEhJZ2k++OUTmVgUOF4mEJ7EcOTeK75OPxDl5lWhDTO1CZC2WaSv+zIAT+s+f9KzgCuvnH3+QBdB7L3vAd7bDQb9xprc1Ij3l2Zqx53YvVM/b7s/dxzAic7ma3cXePDCsE5ePjd74hMg/1wdw3zfrGF+cH50Dbikq/PIej8J8YPfnZ3e3OyRnfkoePwe8YncujjG4ZO3w+j75HB3Y4+uD02xfDs8hw71A3V//CJr59oh4Hh3Tb6cQ4f6CZD/S+zhe3RHj/THn2X/DB5n7fT1X+j66yKGz58MgLKNflGCl88DSXizv72NXU/013H//f1ELfV7ISdXvB18MUamAeYXLmQ7eSCKB1hafr/XAPwk8idAOdEfP9s591IAH3XOfR+AfwTgupzCDcMwDOOAY+9IwzCMfUaOAvQnzrnPJKI/BvBlAD4M4O3OuY9fRANZO9QgCBqaw3Zq9ZWXqZnkxBzspWmPL0dTqvxqMjC/gh8yO+Kr5t4ESK4O+3R79SgO2yEzsdjKtabW8DC+IQUutRquEVO/ZLpUoItYnlCwh720GSv4oTI1RYwjTcC4Y72vT4ZQvuvUWTWQQMj0S+uH1DOvlcnzas9NTNnMMZGTCqZmHifLCZWh5dtLowQk4M9vymxU1pVSbzWFiP8GhJ4/adIqn21TgFaTVXpHvgh6SFoOXzHVzJs01YibtGjmRtuYV4C4s/oa+tVsb2ZzhB3jq9h8xVgqKzwkr9z/BBiqNVy1iq30Hoa+X4ymcvC2aEqUhytAmpP5CQDXdp8/6ZOAj+s2lPnoR2Z/77kHuO++2edz3iwIQ/NCGZqY76MC9Kv53jLrMFNefMjmEyd6ZePhC33957ul9t3dXnHYYRd5hC3fP8qUEq+oOJZWmpYdPw4cU2z0uMLyUFf/A/f3Socv8gLmQyNzVWcd8wrlIQwd56UCdGStr3+Xtf1Q5MHZ2en7Zm2tv6Yj3XUePtT348MsAgA3+Xt4t78mYGgueALA8S6tL3t9vVfKfICFC5hXQjlcndVUyaPoFcE9ZfD40BTQK1jb7F7wsPq+3L17sD4LHAEMg0dooblTaHtGaSag/ns4G1eNDILAOE1EVwD4TwDOYvbb+FM5hRuGYRjGAcfekYZhGPuMrCAIe4mJ/GTxmc65P6mqkOgLAPwoZhPAVzvn/gMRPRsz2+m7AXytc27OxFBTgEIhmj2xEMYcruBsufmAB6HVf7Bjmp/AlrIxoqYKpVa7uZLAN1DkCoFv51Z3P+96cT8Bjq36hxQDKGm5MqY52Ofsdi/LTCkwKVVIU+G4+sUd2LlDus+r+a/wlXgtkAZefNfs7503zilhMpy2Fu445vsTcoYv8XWTviTc3yakOKRUEPld0toUUv74+RyfM5+Wt1fm9/cY2AQR7aXVnqtQGG5JyEctFm5ey6PVdeZmDHzD5HdKPmuSPWX68meCnvcGU4BWlLHvyNr3Y5fX/QvoG1ICw1Vivnrr//IVcr5SDAxX2IH5lVOeh4fn5QqSd7bnq83cB+giywcMVZRddo47w0ufBO4LIn13wPLxY3wzUO4QroVyliGafdtloAl+g+RGq8DM56Jz+8ENNwDXXNOl7RI++ODsHwB8uFNlPnzf0FlehuteA/PlOAEc7S7kaNchjzsOPLGLvX11pzitr/er++fO9aoTV4C4A79XRLhacp55pHvVwB/72P296nTVVX0an25nZ9YuALi8k6wuXJgpYADwkY/0qgNXiM774AJdvYMw6yzQAIf75njlxl/b2tp8Hq5+7e7OXzvPf+FC/zwcZaqSP+/VkKPrQ2XFK10+oMIO+ufy+Fp/73wegAUKUBQgqQICQ785jg/HvbbWt89zdL2/L0fW5n2ZLu4MA0h4vFJ17Niwb4CZkif91jhyI9QdkVZTaXlgD/978Eq0VYD2cM49AuARIvolANeX5AUAIjoM4L8A+F8AvA/AnxHRHQC+A8AtAF4C4EUAfiNUxmBgoUwCwAcpirmaZhojP0tn9y1sYuvOGwH05il84sD3+OBmPdIZHegnKH7QxvNs3ty3nw+8fDtw59beIMrdubU3EL/pln4AeJKG933LOZzpJkODaHa+noTZHW+7Fs1Om1jsXYvIHxtka07pvJ2APhkaRPvyf7v28HPaPjqnTs9PUIDhdfIBaj/B6tP6Z2XrzpNz9czSuu447bUxZkLn24XA/7fEnkAStZzTZ+fMOk+dnh33xCYmzrm554rj+24TfX+cOt1Pkv0zC+Ue8HZqxwbfA74Q0T3Hp06fHHx/NkV+PjHRJjJbbOLMfy82WZ055n+hfaYG6Xw/JFBN5DC7dxvzVpXGCjHmHdni/XgN5vdmkYNzzQSOO7gD8wMmPsDU4DvU+7HaoxhGJeMmNzydb6dPywdwMgIYjzanRYTj7ZT7+/j8ch8fHhmODyB5P2mBI7SJmLZXzTHMmyEeRT+QPn++HyT6ScKxY71TvR/8Hl3vJ0U7O8PBOzCb8DyuG4ByMzN//vjxfqJ1XfdkXnK8H1CfOzebcPg2+Xo43pzJm71tb/dp1lkgAV/O9Yf6AA++PTzi2pH1flJ2SWer96F7+2s7f77vJ1/2o7t93/DBN//s0/KJg4dP5Py187S+nAcfHJaplePZAXC/P971x7Gd/hn3e95ccUXftgsX+vKPMFM6fg2y/dvbfb3efG+N3aM1dvww6zc/mTnKyvN188mMv5eHDvX5tYnvYfZF4+f5JFP2nZyIyYUI/t09Bt1sT34311ib1te7zzxEXIKiCRCjdvXxOQDe6Zx7FwAQ0c8D+GLMrsf/jtjKpmEYhrGfqXmP2fvRMAxjQRSZwO1lInqPc65GAfoKAF/gnPv67v+3AvhMAD+NWfS6vwbwNc65OYXMh8HmhBzgY87qfMW3N2k6OTB7kwELQvuTxJyzQ2m1c5oysqUEVuBKEzCvfmn7pHDzJx68YK9dYnVbKjeOKQ7c7Ce2ah/a9V6rxxMyIdIUEm7uFguCENoriatwjplSeZWDPxesxXPXwM0Meej0gUmiVCgZmuqlmVlJszbNrE4LehELwnHXqbNJZSMVHGGun+7cUlXCkGlXLIiHatoYCL6hqrcd2v5P/Nq5aaO2r5LW/pRZHDCvoMrfCCfq1FRkyZaZwO0bat6RY96PXXr3A2szkxW/Un9xRwkUoEg527vDndo9fIWUqxxe6eBFbYt069DVFG6WxkP2yovSQmPzdKG9g3g9fGd7YBjCG+ycbx83w4mZ6/i0vk5p+sZNmfh+Rzyvvw9XXAE8vlNJnnBlf8yrQl71uXBheMyrFzy4gFdGjh3rV+O98nLVVb0C9IRrukzXXNMvoZ87N/sH4NHt2ZUcvuqK/vz99+Pi+VkPe6Xg/vv7dlx2GXD5lYqdmN/kyDfo3Lk+09oa8KSPm30+0YXHuOeD+Juzs92P3v72fm8kD1e/vJnfoztDNcdX5QMSOGbKx83ZZLn874ULwAMP9vl9P/Nw2b7Mj10APtqVw59/b055dacAeYXPl++VNq7qxIJKbG8PrwPov+s8HdCH3L7keH8LTpzoz2tqojeFO3xo2Ed7Ycm75+/hC30gjLW1eYWIB044390X/t3UQpnzoCgyaMXeeaFucdM9b174beca7ANERHdi+BuzdwrA5znnLlHOxSsj+qcAPl/8wD/HOfetGXn39gHivg180OJJDSbloJT7zgAAOnM3P7C768Uno1G4QgPJVNren2HebwdgpkPed+CWswOTKu065PWGJiB7bRBmb34Aqe2z4tjmjrEJ3J6/AoaDzdyNOXmZoU0hteuIRdnS2jmYGDi3d9+1yVIKee8A4MY73d5xblZJERM2QPe34c+NNGdzrO2hiHHS1+rGzY3B8y37lm9Mq004uc9U7j2SvkQxn65Uur3rCkxyNZ+r3DJ5OzRfPG1BRPoOpr5zpb5hvi6LArc6tH5Hjnk/dundK4/PBiR+EPfIdj8oIma+wk1VgFl6P2DZQT9x4OY0vszzymSJMD9RkPsFyUhVqT04uL+NZxf6hpg+8twF6AOqdeUYj/bG2ynbxduhnffHeZn8y8knVRw/mLvkeB+VzZuLXXbZvK8HH3CfPz+cQ/g8Pj/fg8YPfm+4AXhyNwHC1U+e/b3mycCJblvS8w/1tmv+wXjGM/oGv+e9/fluVvLgvQ/hYteOEyeAI1d3Dbj2uvlGXfWEvux7Pjj7fO4csH5kWOe9HwLu/p8AgPfefQHve193+N6+at8P/vnkEyA+ID/MZvCPsgmO3OCU+/v4QfWjO0NTQGlWx/Oc2wbOdfX455NvGPzkrp4nPWm4z5A0MeSmY/x+y7ZxDrOH69Hded+c42wCdNll/TXLTVp5PbJuOTnk/cH72+fZ3u7vx7bvT+gLHtr3leN9lfik3tfz8IV+cnYIs/v9PTttfID+r8pzMd6H4f4I1wJ4fygxEd2OWVhRwzAMo4OI+F6Fb3LO3bq0xjx2af2OLHo/AvaONAzDkOS+H4MTIOfc7zdvFfBnAD6eiP4BgL/HzKnzqyJtuBXArUAfBW6w547ixK3tWRIKfOCZKSlqmAQAM0drr7acYqu/g4AEHaQoUgBTAE735mj+OrxKIKO4yWh0s1Xm3pl+qwuCcOOLZ7Vt3bk1FwyCr3ar+7mcHq6Mn0HYDMe3xzk3iLzl4T2omeppK+eaqRNfIR9EaWN5ZH7uuD5oE7tebtYHYKas+WeIRXSTgQuidMqLv79cgQHRIBIgAJy65eRAwfRoZopcReNtPnnL8Dxv5+bN84oH7wfezptu6YNXSHNK/uwN1MCI2Rx/1ri5GleFYlHktu7YAJSABPza5PN76jSweVqYtLLrGCiDitmbNIcD5lVm3yZuoub7mNc5aFPMBC6gDsXM5vbU2cufiduedxY1CrzRlgnekUXvx64Ng3ekj76kRaoCW4nlpi7A/Mqyz++dpg8d6tOs7faKitynhyP36pBSGaEPiMADEfCmSBO6HQwjoUF85moLjxDFFZh15Rg3oePR4YDZtUlzHPlZBngIqT6eQXQ+piT4VXMe/Wxv7xXh5L/O7g0wMwfzShJX9DzHjoFJTJfON+rY42b/fAW+oO3uTp47h4vv+QAA4P3dtPzee4dBEI7ePVOIbrhh9vfE9VcCn/TJswSf0G2LdclT+oa+5z29jZsv6NhR4NrZLknXrX8Ia2szczif7Ny5YTQyD9+baK+vmFM/VzS0vpVmcVKh0VQYrypdRP8M+ud8G/0A+/xu33aOb79UcXzZ0rQzpED6Z/Yw5pUVHkhid3eo3IS4uIM9ZW97ez7q3tE14BBTmmRUPf6srrO6H+kP7/UT3y9LY29fL5ZgTx3dGarRrmtH7vuxNghCFc65HSL6FgC/idn9eY1z7h2LbINhGIZhrBr2fjQMw1gcVUEQlgEPghDzbdBWX2W6G+/srnng6zNLMXBsFz44AFRHZU1Vkg7ue+qD4hS/Vw82531G9to3c3DnK9faPkLayrNH24dF220+VOaNvB+YH4uL7D2kqRAhXwdN4QkFWdDUhb106OuOOu2zPWT4Pi1c/eC+O/44T+efJX7ftEAA3LHeIuMAACAASURBVNE+FrBAtl/CAyvwZ1ELBuFxzD9Fc/6nW84O9prS2qkF6tB8gAYKU8QfaHBNvjzlmAz6oO09BCUtP5+qX/u94N9Tfk0+nfY90gJhaH0w9D3r+1hek9YfGxsbOGs+QIYCEbkfu2rmqLy3Qro93FcHmFdJgKFvDdA7b+8pGmssVC7zAeJ7/kQiBuMQ9NVW7ofjz/NyfDu8H8DOLvAAux4tIAKx837lfC8cMYDLxFLzw7vDHeY1HyUuovk6uQLEQ2/7v2vsnPQNOoyhn9UR0TlcsfAqAXfE5+GR/cr4FVf0Ag8dAh7oFJNLO/+PT/0U4LpP6Hr0isf3BR3qWsU3H1rr9K/1I3vSy7vfuYN3vWt22LsCnTs39FHyARd8SOuj68Bznzv7/HEv+tTZhxMngO1OC7j3Q8CFh2efeQQHf/H33ov3vX0mm7ztbbNDH3h/30weClyGDefs7g59quT+O9rzK8M2a3tjeS4A6Jo0UAt5GHj/1+fjzyx/Vvz39TzmVdQU2nebB2Pg/m7+mTu6Pv+s8UAMjwDo7pAa4ERTQvneWj7PBQx/L7QgB1yd5SGx+V+gV4HPY6iO7WK2YdroIAirBhE5GTlJG9xIB/y944rZyZ75lRPO6sw5HOgGvCwQgc+bigTF0SYWcw72zAyL76/TRyrrB0p8Pxg+gKvZiDIVzU67Bv5Z3hfpmB6LyqcNrDUTt1D+vXOKY7k0/5MTMDnBCEXE88hJLN9AVIvoduOdbi6yXOiZjEWzk/0RG9DPmW9hOFkOLRSk+ltDmzSF2hQrM7YZqAzSEbvHwPw+W1oUQ1+Wz68FneCLJHIyw9vHTRx9HiJSv+8afBKa2rjZgiAYMYjI/UgXPcwP9h5kEwa+74Z0Nt7FcCDhBzLejoSPzx/BcP8gQI/ixuv09YKVLU1e5CThCPpBj9/g89AhZk6E3qSGm8r58i8AeEicvwTAE/2x7qIe2en3cDkPfXLI2yY3Z+XXrfUx30RWmxTxABHahM7DyzzG8vgyr7hiGOXLD2q9A/w11/QboHoLtMcd7yN7Pfhgb1rGTcN88IH3vW8YkQ6YBdk47wfNmB+03nBDX5dvx5VX9m3j+x3xaHWHr+2CNJz7KP76z2eV/eVfzg7dc0/fDh4Jz5fDTbt4RDdu9uafIT8g5880D2jhr4cHwtB+eB10M8nDyjGexzeVD+79d+oBzJuH8WeFP1/apJ23kz83fDLkz/mJFnec4fuHyYnYUegLHtwU1F+b7xc+AdpBf52eQ6xNfEGE//V1+rzcpM63+XXInwClArGAiH6biK5g/388Ef1mTuGGYRiGcZCxd6RhGMb+I6kAEdH/55z79NSxqdFM4DTzKm2lfxNSeRmanQxWzVnoYo+28svR9vCQK9dzYYYDe9lwc7g99YDtVbN3JXduzSlVvB/22iv6IxZ8IKQuaPsh7ZWvpA+FpNbCEPN2aOWnVsV5O2TAASBtdqcFJOB7s2iBGWKK26Zyr+faqqg9MZMr1YwPMlx3H6J8r57ur3btMrR2Su3JMTXV1Fh5XCt/qOCEr4OH5k4pYtreQKHnXJpG8jDvOYqbp2RvIPnc8XsZUmRNAVpNVukd+f2Hhs7GD6NfdeUKjF/55CGltaACh1geD9+fR1vZlmll+YeVdHwvHW5O5leuvYKyztr8MOZXgLkZDQ+Y4PMcA+Bnqpd3f3dZuoegKzxctZJhuEP9xq9DrmZL8zquvkFJ48/5dnBTKl/m8UND8y+vsnhV6MSJXiXxpnJcAfrIR+aVlYs7veP+x3bmHeyBfjWemzV5xe4aJm34Mk+c6FWaq67qFSLfzic9aaYcATNztbvvnn325nf33cdCtncVyqAQMsjB+e2hszxXJfz/pfrGf2BDCo82eubPgC/D57koypempsDwuxtTlfh+Wvz5lN9Nbm6pKUC7GN5Dfyxm0rqG+I7MDpgLJgIMg6Zw9ZiXy9sGxFUanvcQZtf6WjQ0gSOiuwB8qXPuPd3/nwrgV5xz8+GPJsRPgEKDa09oMKSZKGnHOKF9hObSKWXKyZk2aZODXwBAF9ntJNGcCRbf6FR+9khzHW1zyRyikeNEOs3ETd04UxncekL+OqFNaLWyZLQ57hsT8p3pzSB7U6lQhLDUhpn+mLwujrZZLTD0K5L+IXxCp92LnP13YshoYzmk9pxKPTep5zJkypkyKZNoE1LNl0jm2auPfXelqWeoPVt36PuTgaWN7aHkccLM9abT5gO0iqzSO/LbMYwExf1g+OBbmpLsYt7MDQhHaIqZv/ABGh8ASjMaOTCS53l7+GCKDzBjZfKBnU93FEAX52xvArSOYX88IPJoexHxvyG4WZKc+PB7wP2K+OBYmk/xQeUxzEfI0zZx9WkB4Ph6b2bmJxtra/2k576P9BNB/vxcEMd4nfw6LmDe5+o4q9+33aG/B5eu95Mx/5eb8u3szEzegP7v+fP6xp08cJ3ffFP6qsk2y+eDE1oU0Dbl1Sb9fOIh6wP0CT4vf5u1m5s7xiKXaRMgsHq4747/W3LtvO38fsq28++Mv9fcbG5bScv7U36Peb38r7zG0glQThS47wbwFiLyIT+fi/zxh2EYhmEcZOwdaRiGsc/ICoJARFcB+CzMJn1/5Jy7b+qGKW1wPppVbC+RkIN9KopVbhQuj1SPYlGdeJladDMt+hR3sOeRyFSzvUjAAVlXrmkab7dcjdec2uU1asEBZH2SmEmWY+ZPGiEzq5gJnaZeceR1xpQA/nzx50czceJo+8jwPYE8WgSyLSV4AFcSYvd1K2By6JHlyHvvAuZoGqlnJKYa5QbmkMTMZGV5WsCCXNM2LRgI3XJW/R6F+kESi+hnCtBqsirvyE0MTW/kSi6gRzKTClCNQ7eHm9toZXJncl6m3FNI20uHm4vx/B6+Ah4yq5NRpY6zci6idwT37dlW2ubbItFWlKWJEv/r2xmLZufh1ypN7PwxvpqvRSDbczJnUfX81jT3Y/6aLrAyuXmhZtoozbsA4FIlz2HRNq/E+SAJx44NAxl4hUpGfgOGSgN/pqXyc5HVyZ+RkAmovB7tHknzKy3Sn2ynNC2TJl+ybRfZcV+m/B7yaIjy+8Db5/9qaqRmminz+vb7v1IZBYa/G74t3hzyMIZ959NytVkzAU31l8f3+39FgyAIRPTM7u8GgOsx25H67wFc3x0zDMMwjMck9o40DMPYvwQVICI65ZzbJKLfVU4759znTdu0ufY4YF71qfEJKNmPBhgGCtD8Q4J1FbZD+lDE1AMt8AIvK+XEnfJNiIUN15yzY2Vy1QCY+e1oqlLqHpb4MMm2AXFViqOt5PO9h3KVMM3fS/rb9MphH3ZZ3lfeNynlhtfLfcx8nlggCo68ntj9kr5RoTwSTYmJ+ZNpIat5Wk1BCt2DVDtz/Qs1RYuXFfp9in1PNWXPK26mAK0Oq/iOfAlmq6PcL0SqPduYXwEP7X+jrWZrTuCa/f5hDMNox3a15+Gltf2KwPJwPwq5SnwR80oJ/8t9KHjIXV6O9HmR6pT0sQjtB6QpZVq4bmA+CMI25p3ItZV4fh0+nzwufYV4WdzH5wLiTv28DP93J5CO162pdF4V4KoU7zsfzfvwWr8nDVcKpCInVU3u2ybP8+8ERwt+wb8zmoLp4SGt90K2Y3g//TVoz4sWoERTQ6SKAsz7N2nIenxZgB6kY02UJcuVYay17wTfh4j/9ef9dfj7Kn2JYn5x2jPty/wNtA2CcMw5dyF1bGr8BIiTM2Di5/x5zVmen4+ZgeUOvLRyS/LkROOSQRT4gD0UgUszP0u1o2SgLEk5u8t7odUfqytVP29H6h7FNtBNmQJ6+GSZl6mZXmoBIngQhNSE08Of6dRePKlAFakBvUwnyyxZiPAT/Fj0v1j7/P9j383UAoAWQEI+86m+lWXy9qfMU7V7rE3a4Ntx+TNBz3uDTYBWiFV6R34hhqZKmrOyto/PBQyjtMUiTfGBoYyIxvMcQXzwLgd4OZs+SlMlzTRNM4/xyImHby/vI2naIwfcMvobN2sKBTmQbXscdEfvbfHXt0+WGTJD3GFp+TMg2+nh17aN4SREQ9u7SU4EeH7NaX+NtU2bAB1Gb7YnA3oAs2uUQTq06+LtkQNqGZGQw/PwjTu3RTr5TMs9ffikn3/PNNMxXiYvNxY8w5fJTT1zyuTHfR3yvvNFFCC+b5hmhsi/y1qZOQsqsQUTXqZcnHgLGu4DBOCtmccMwzAM47GGvSMNwzD2GTETuKsBPAXAzwL4KvQT/csA/KRz7pkLaWHfHhdbXc51ZtdIOVprwRZkndw0DpjfIya2+qutdmuhdKW6EFsx1pSVEnOwlAIUO5YTqjzkiO6JmUdp9YfUQC2/1k5ZVuy81u7Q86MpAZoClFr95+WFlE15TAvMwNsdUnt83VpZMo0s06OZ6mn3gLddHtfOaXsPhZQyWWau2WdKVQL0MOyp77snpMTmmFaaCdzqsIrvyBch7dTMV28fEX/R5eU7ugOzC9MUJL46y5UfILxDfWivGy3wgkSOVqTp2CEMw/xqe6JAHOPHucLD2xtbtef1e0IKkO+jo+j7lpvLcTVGqkq8LF5maA+hY+yzTxdzXNfaKcvUzLNSiptUAQnDIAhSqZLmV5q5m1QHuNO9hmY2BwyVDXltFzBUgHZEuhD8uycVIKnWxMri32NNxdMCK4TUyNDnUD38GFdyfR9ztZFfE+9jGX5/HcNnMvTbBMz6S/42af22hvlr/2O0CYP9+QBeBuBaAD+M/sf9fgDflVO4YRiGYRxQ7B1pGIaxT8nxAfpy59wbF9SeWDscULfKq6WTxPKF8sScnnM2II2pGCG0VeYSH6Ccdmjn5PlcH6FcctSBUL5Y2tzzOb5OKVVKqy/mP8L9YDgy2ILMEwv9HvLDivm5aPlSPlMl9z3l9ybT8TJDPmy5AUhSPkCp/Ly/tfDUuaqPrDvmpxjKswng+o0N3GYK0EqxSu/I52O4gq5tsgnM71Avd2OXDvQ8LfdjkKGAgaEiwJ27Nafm0C7xvu0S7gegqSxcvQrVKa9HqimayqKtPuf4D8j8fOWaO4fH/DpCClBsQ1auAHm4isHTybJDpBzspXLjz0m/D35M+qvJcrjao/l+5SIVCxncQ1OceICIkHrmCT0fUgEKqT+hvtWUXHnfpW+XVKqkIpyjAPHPRzBUK4GhUqr56/Dn1/fxMaUcXxYw9M3axlB942XLtkvl7q1oGwTh3wN4pXPuXPf/xwP4N86523IqaIU3gZMDr5TpFJA3sdAGILGIbzllclKO2rIN2g72/nioHM30rOTax0xgQmVyUpPD3MFtaECvlSPNsoB+MhIakIfaEbumVHABBM5rbZL5eDu1iUkqSEIoYiBvk/Y9KjFplHnGTrY1YqZhsWO5bdYmOC5gyldaDydkNqo90zIC3vGnb+BZP2oToFVild6Rz4EeOY3/DQ16uamKHJTuYjhBkQM6OTHxf1OTBK0toT1TZB5tMJcKaKCZ3MlJjzbQTU02tM8xtMhbQHqwJ9sT+syDIHhk5C5Zt0bIBI4fC5km+f/7z3wiFBt8y8GxNInkbdAm2IBuxsifXy3Yg2ZWp0WB42Vqn7UytQkQoN/bWMACrf7Q94Tn1SZSvA9yz2sBL0JmeR6+mMInQNqkiX+W34XUBMj/LZkA5Xxfv9D/sGNW8EcBfFFO4YZhGIZxwLF3pGEYxj4jRwH6cwCf4Zx7pPv/4wCccc49ewHt4+2ImsBpjFU2Yo7+oXJT5j5jTK5C+aEciwUHKK0zRY3ZnZY3pqKU3IMaQkES9uphJk4l+9uknPq9M/3Jzpk+pAQ4ZW+YnDpChFSj0D2MfRdy91fS6uE4ttdS6LsTUktj9ce+E05Rx3JMCjWl1at5ePHJvfvJ82vmkCnTW6mamgnc6rFK78hnIeyA79FWPaVJlly1dxiuYsuV3lA9KSdvbRWdryaHVsx9m6VqsM7ScFM9baVdU4B2lDyhNoX6MQdt5ZrXo63qSxOzkImgLJ+f04JGpFbBeVp5falgD6E9ZmQZQDiYgqZgyv1g5H2VqhFXA7UgCJqpqHwuUgql1o9aKGeNlGqq3a+UAhRSlzTVVFNvtTpDbdPM8rT9triyLPcx2sbwN0b2t/bd09p+Bm1N4F4O4BYAr8Xs2fiXAO5wzr0yp4JWeBM4OUAsHexpgyhpPpUzkCshZbKVyhMyyarxh5DHavcjitUTypcyVxtL7nXWTGxT9eRy5uZ4RLgSM7K9/xf4m3likzStHdokIhaRLVSn5jMTa2eorSUmralJUyrim5z4htK1mgiG+n0TNgFaRVbpHfk0cSzkmxAzV9NMYuTgOTWgC9UjiUUzKzGBWxd/fXk5JnAhfxrNlyM0KUuZhuVORDnawF/bEyg1qObljZmw8jJz7icwP7HW8moD8hTapIlfmzYBSt0PeUxu8hp7PrkJKALn5TFOaLIS+37V+GylJkBafu3aZH/HrkkzrV1nefhGvNp3MmYSq5n3vR1tosABs4JeSUR/AeAfY2YC+APOud/MKdwwDMMwDjL2jjQMw9h/JBWgVcGbwHFCao0WYSkWoanEHC21gh1qR47SkVK0ciJzafv/hNLWnC+lxlyt1hRPIk2VSpWVWNravFIN1FQUjVwVJEfh5PXJMrcC+0elvj8aMdMzYN4kLBUlTitTntPMA1PHYopg6Fiu2ae2r1OuyqVhCpARgojcDQib5vBV85RjvTwvV7NzTOw0k6lQnpCqlKswhSKIxdqpBTvQyuRpcxUgXqe2cs2PhRzgtTbn9meKHFOs2HntWOhZkKZQsr9CilDs/5qCydH6m3/OUYBCeULfg1j+WDlAvgIUKjPWn/x8qu9iz3GIlALkWUcfmZD/Bp3v/m4j3LexeqQqejcaBkEgos8ioj8jogeJaJuIHiWi+3MKNwzDMIyDjL0jDcMw9h855pavAvASAL8E4CYALwXwjCkbFUKuuoZWi+VxGTAg5kSeUh9CilPMB0PzAeJ+G9qqu88H9OlC18tXoTWHbi1tiFbKT6zMVB+nnO5DeaW6IX01Yvf9FOJqjBYOOadNMh1v0ykAUJ7VWH41THYgj6pORBREYP758ZT6m8Xa4/HKz97x03p/poJOxOrU0pV+J3LRlK5T4hnMqY+rzbK/53eNMlaAlXlHphSTWD6uwKTSxurzx7ijc8ifIbXiG4O3U/PFCOWXvgW+ffwvxLnc1XJeh3Yduf4jWnsBPUCDlo6Tq9rkrOJrqlXKT0UqbdzHLJQnVH8sT65/Ukr9qVXUSvOV+PjkfidCaVL1yOchx8eM5895LuT1+LQhdTVHASppp0ZOEIQzzrmbiOjPnXOf0h17q3Pusyvqq0YzgUsRGnCUmnm1MMnSImbJdowNwJCzR0yoXb4dsp2aqV+ozNz+1vKnzPs4ckIrj9Xcq5x7nFN+qD9rTKW0Mnm+1KQkNTGIPXdnxEQrNXn0x0r6PifSX2mgihJTRF63TJ9aMImZGZY8SxqxRZSNjQ2cNRO4lWKV3pHXd5+1QaS214enZEAu84VImYbF6o/VV2I+JY+vsfK1CR832dICDuRsUOr/pq4jZ8LBy8xJW3Jelh8yL4pNoHKQz510XC8NvJAy49ImVzIghjZxhvKZH9Oem9RzIcusGaSPyScpMW2M1Z87AZZ5vBlkyJSz1AROa/ffoWEQBADniWgdwNuI6JUAPgDgkpzCDcMwDOOAY+9IwzCMfUaOAvRUAPdiFjL92wFcDuDHnXPvLKqI6KsB/O/dfx8E8I3Ouf/enXsJgJcD+Bnn3I8E8o/aB0gLXhBzas45n0utglTj8C1pYd5Tc+0lfRvKG8qjoalXJcrI2HvMy9aUHR76OmbexQNZxPbEkZxRlEXPIPAA23dobGCFUhWOl5Paf2cvz83zpoyh8jVyFNDU+ZLw1kCeklsTFGUTFgRhFWnxjhz7fuzSuWu6z5pKoq2W5oSzluVwYuZKKVOm0Kp7rllQjXoQCmzAz2uKBa8/phrk7vdSYnJVowDlrvSHlCh+LLR/Tw4p80FtH5cQWqALTfnR1Amp/sTMLXMVIC3MeoixJmyp9KlAFFr5JSqeRsrUVKsvV8XT+junLgB4H9qGwX539/FhAN+XU2iAvwXwPOfcR4noCzF7t39md+4lAD4DwM8R0Qnn3IMj6jEMwzCMhdDoHWnvR8MwjAUSVIC6fQ2C8pC3da6qlOjxAN7unHtK9/83A/gyAD8LYNM594CSxwF6QAFgen+emB/LJvgu8Hf59kbzSx8LiPNanlSbcihVlWrhasyYjVZTviBg52t8qkr6UKYNBUaoKb80nUybq7JxX6OYj0+s3lD6Et+wkIKZ2lw11rYS9SqnvNoyU4rZmO+e+QCtDlO9I2vej106d7VyPLTCCuQrFvxzje+KtuIrHeRj6kitCpJaZfZ/Y4qEdFaXbdpRjoXaXKKExdLV+v/EVLpUXdx3J5eQAsSJKW7acelDpNWjKTwpny15DuKYpgCVqnclAQX2O5q/Tkqx0/Lnqmf+/D3IV4BiE6CnxjKyVa9iiOg7ATzTOff13f+/BsC3AfhZ59wPB/JETeBqJgO5ka1S8AHTFuvPk90kKNe8Sg6cNMd5jdxBb9I8KjGgTzm+lwwGW9GqTG1inTNg10g9nzVmXKH9eUrKibWp5ryWPjft2IAfuQE3tGO1k6rUBEYzlau577HvmU2AVoep3pE178cunXtSpNySCVCuWZKWJzR4jk1CoBzLDYwgy9SOxQIn8GMhp3/etpgzfGggrU3+tHSxY5JSk8RUXq3enMlIaqIXM4GTASiA+XuQGwRhjJllyhSQT9ZzJ02hdoTKj6VNXZuWdopyYsdSZaa+j7m/C6njJROg4IR+zAQnBhG9AMDXAfhcVtfrAbx+ivoMwzAMozVTvCPt/WgYhrEYcoIgfBaAHwPwiZhFsTsM4CHn3GXJwom+GcA3dP/9IgBXAfgVAF/onLs7I//tmEn/AHA8lT5EqdmQprykVv+lCRzQK0A8f4nZXmlQg5LrLKFUKWih0sWUqlylodYkq8a0MqctOeWNddovqcsHWzgZUP1K+k4eG6vw8LJrTP3GmDbyY/x4S5PTUlVKKkDoN9AGgDc5524taJbRkNp35Nj3Y1fG4B0pFaDQSm3MwTilluSSY1rGy9dW2EucxyUpc62UOqWhtSknkMAyFKBYurEO8J5QH6dW+GPtkCZuMQWpRgFK9bf2OWTmGCojlo6fH/N85yLN/1pT8hzmqpIp1SlWzz2zP1nvx6x9gKBs8uac++5oxvlyrgfwOwBe6px7a0neLn/xPkAa2kCj1WANGEbwSvlYaCZ4rQbKsXw55besp9T8L6ec0o05W5rdybI5OSZZsbL4darpFB+emsF1yYQvdZ25EwhOau+hEnM1Ts3z7am5RyUmcrye3ChwMs/xp2/gWT9qJnCrRIt35Nj3Y1eGu0ocqx2spQarOQO20glQbFJWYyKUM5mR6VKTv1qzp7FlacQGhvx47JpqB8a87NgEBYHzuW3QovKlyuRtSk1SIdKF8tTkz0nXeuKTMmdbNjWmtRqxydC9aLsPEJxz7ySiw865RwG8lohqfqC/F8ATAPx4FyBgxzl3U0U5hmEYhrEyNHhH2vvRMAxjgeQoQH8A4IUAXo2ZuvQBAC9zzn3q9M0btGMuCEJIualxek4R27U+VCcnZ2U9tbKcKm8KWpqDlaygtzCBK21T6FzofCj/GNUpFDSiRi2subYxTvsyTyu1MfdZqVFmStpU0t81ZqE5bbcgCKvHKr0jrxDHpjCtyXWgl3l8vvXMvCnzpdrV7tyACmNMzGTaWFlTmj9JNAVobH95tAASOeaUKbOo3H2INGUx1wSOo5m9aedTx7TjY83eclTYHDW3pJ5YXWPKHJM21p4SBSinTbd26b4FwEMArgPw5TmFG4ZhGMYBx96RhmEY+4ykArQqjPUBGutbM8YBOrQXjlSVtu7YwF2nZg7prXySeDtCysoYfwYtTUuFJpeUn0sozHUrH6GY07w8FlIJa9shy8y5H6E8Wsj0lOLByVWbar5ny3iuZP1A2+emtP7rNzZwmylAhgIRuctQ598jia0Al6zOphzXeZ4cZ+dSv5maleyYisFX8GN+Rzn9NeZaxq7I5waAKK2H+3zJYzXlaGWm/H54mhIFRwtuoVF6HEjvt5WrStbkzWEKn5xWdZQ+l/ehzT5AXwzgWufcf+n+/ycAntidfrlz7pdzKmgFEblFDYByzNdSeeVkI3eSMHZQLPOHJl9TU2qelQpEUeusnmLRA25ZZun9zjX7LG1HKI0vcxEDfi0IAm8HgKqNUmPU5M8JIBEzgUvtORWr1yZAq8MqviNPoH5ANLWjdMr8qsbJPGV2Fysn1q4YuXXGJkqhckpM7GJ5c/OkJkC83BoTptS+SrnlyGOxyXTJ/asJclCSRgvsUVKmJPR94feoxYKHLDN0rpSSZ6HmOnYBfARtTOBeDuAO9v+jAD4DwPMBfGNO4YZhGIZxQLF3pGEYxj4l5le27px7L/v/W5xzHwbwYSK6ZOJ2qYxd6Q2VIVeBa0LoarvAxwitFvvj7o4NULc/S8kqsUxz6rS+Sp0bRrqGkMoRa79sh8yTq1a0Tpsqp1TZKwkVrSkwOfcrp79zVJ3S70RKTUmpfDeJZ1XWvYn5/GODY6R+D7QytX4Z/BYk6jmV+Z2T/XUKwEZeVmMxrNw7cgwlYZtzV2NTCk/pSnJtGOpW1NRZox7wlfwaBSaXFg7zsXJ3EDddk89IqByePxX8oqS/UwrQmP4IlTnmuUw9/6Fjpdch69FU0lbfL+35rrmOsYqa5PH8P865b2H/fSIMwzAM47GLvSMNwzD2KTEfoJ8D8HvOuZ8Sx08CeL5z7p8voH283rmGhlbgPTmru6F0IXLD1ub43izakbpkhTzXqV/LM3ZVPtWe3DaV1r0Mx3ZZBxyHGAAAIABJREFUN69/6sAd/vzWHRs42amNobSpMPC5dcrygP57UuLfNKZvUgpPafla23J/l0rDm1sY7NVhFd+Rx8Wx1qvaLSjxk9GIrXy3dLTOpUSRKFEpYpT4ZdT4A5XUm1MukB/GmpNSHXODOUikT07InyaURp7n52IBD8be9ymem4NGiQ9QbAL0JAC/CuARAGe7wzdiZuf8Jc65D45vaj6hKHByAJEys5ma0OCldEC1WeAoveyB+9SO8UD6nqYGz5xFR+7idXLTRu18Tnmt2t/KFLCkvtood0B44hCbPG4qgRWm6MOS73vNIoxPZ0EQVodVfEceW2SFI+FmNLUDs1WIgAWUB2OQeRY9MM2d6NQ60MfICYxQ2jdyAhSbTKUmJjUR2VL7+7Qy16wxZyth2ROksQFGdgGcQ/4EKDgpd87dC+CziejzADy7O/zfnHO/k1OwYRiGYRxU7B1pGIaxfznQ+wDVrv7nrMq2WEUeY9pTW19JgIBQO6ZSDlpde25o4pxyplAKxpi7laTl6WpM2ErNs0rbqT1rud+Jsc9KybXFvhMlJn8twpebCZwRYr8pQClKwkfv5zrHMnbVPpY/dC5mjibR+i4WGKEWrgDJlf1d6KGoY+SYFI5Rk2pDa2vtmAJurjm1StqSEgXoMTMBKrHzX5ZJWUvzvRqzuZoIZtqgNTVxKJmI1dyDks08c2lpSjdmYlHi46YdazVxOHV6OSaXnpBZXGwfoZqJb8l3svWzxr9b3iTWJkBGCCJy6xnpQnuFLHuQ33pAlxvVrmW9uX041eB17J47MT8Xblqm9V3NfjGa706LyHQt964JsaiIgDlMvb9OTdpQfVNTMgFatsmfYRiGYRiGYRjGwjiQClCOGVdJOTV7haRYVLAG2bYp1JoWyP5opQDx8sY64I81CdNwd8x2duGBEXIpuU6uJGh5JLWR/Fqrp6Hnl9PCrDMnfyryYOrac5VJnk7msSAIRohcBWjZpEyIWu9Fk2IZARgWZb5UmidlchULjlCrusgyZTtaqA65+1bF0soyZRtbqDu1z1RuH439vi1CWQuVn3sP74cpQIZhGIZhGIZhGHPsSwWo1SpzbohlTsz3RZ4vJaQqheocW1dt3lSZoXJzFbVU2pZo/bnVqTJ3nTo7F4pcklLPYoy9h7nU7nVT40s19nqmDFSRG+SgpP5QPdyHCBiqOacCvzc5dZoPkBFivyhAuZSESp66rinrX0V/oFSZmhJUow5oDvap/YK09si6YkpHrYqhhbkeo7ykyuaU7OVUWveqqiC1Kl6JArQvJ0AplrkvDqdmgjU1pYO9lFN9bRuWeW/4QFQzCRtDyjSyxHyqJFBFLimTu1YT+NoyU5NkjSkmzqUR7ErqHNNPNgEyQpRMgEoHRSWmTKvIGNOflMne1EwZ5W1smTmbp0pyBvkl+xClyvXnUpO1VJlT3PvUxCfGquwHlPputdwIONYuX6aZwBmGYRiGYRiGYSjsawWoRJ2oDQsdyxMjZQ6WqnsqFmE2NzZARE39LcyYSoJeAH1o4jFl5/Rpq6AerXFuCwBAdHLJLenJCS4A1Cl+JSacss5WYcNNATJCeAVo2eGsOYteYZ3aiXyVaBUeeiy5e/qU3JtchalWQWllulbDGNUnRK5KOUVwjFXjMWMCl9rfZOw+PzX+Ni3r1M61mkxp15aTb9G0MiNM+VQB+dc+RZty0qIgfSnymmS/5Ew+a32aWi0+pBZE+MQ1tl+QTwOEI/6Nvc6cSa30JbJ9gIwYRORK/CcWydiBd8jMZoqB2TInbWP38dHK1M7n+orktCc1WRl7j2JR4krKjvVzji9RzkRMopl8reJkYj8uAIQwEzjDMAzDMAzDMAyFfa0AcWIr+SV73bQy2Urt81PSpoNMjQJTE5hh6v6sVWhaKSalZW6iVzl4VLKW0dcWETmu5r7ya0+peDnPFVCuCtWqiKYAGSEeawrQVOznVWFNceDHpjSbqwmIUNOOWuUvV+EqUcJK22Hqz/SYAmQYhmEYhmEYhqFwYBSgGGMVnpLACi3D8MacqrWV40UFHFhWma38ozxjwzKX5BkbBGGsuqVd+7LDxZfeD00tDKk5Y/x1ar9HuUE6cp9f7ZgpQEaIVVaAgOXutVNDy9Xh1o7pNWjKSYmPT0n5NWGsS2j9LOX4+tSEcB6zd1Bu2ZzasmNK2H5RSXx7H8QBD4IQG9y0nOBMTc0AsNW1jdkPpkV/xSYJnFwzr6nuYWvzrLHtTAVzqB3kjxm817DIABBTmNjlPqslE98c08brNzZwm02ADIWaCdCUE4zUQHJR7WhBjQN863qmJlX32MF1bf6cyWPNvlW5ZdeyW9COFCWTr/0yYfG0ih7o053HCpvAEdFnENGjRPQV7Ni3E9FZIvrKRbfHMAzDMFYBez8ahmEshoUqQER0GMBvA7gA4DXOuV8mohOYLXq+FMAbnXNfHMjrWq3ytzRT86TCcecoAS3VgdT5qVfVa86PMTdL5VtVlW/ZZmjATA2USmBOf5U68mthnXPzIdCeVJnLUJqAebO8EjNafs5M4B47jHk/dvndqq3+Lqo9Uzi4L5JchWnqtsbKH1t3jcKUu/pf2jZZbqqPc8qfYn+fUB0halW8VTHR9IxR8FZZAfpWAG8EcC875hu6P2zxDMMwDKM99n40DMNYEAtTgIjoKQDeAODzAPw0gNPOuV/uzr0CwD8D8J+cc28I5M8Kg93K8TyHGh+MkjzLVAdSq/spH6JlMqWSlCpfOuWPUYCmvP/yehf1rC3ymmLpWoUdX/SmuKYAHUzGvh+7dCunAHGmaFvuivhUSkIrxmyyOQUpFaREldKc6WPl1wQZSJUty5X5WvRxjWqRW35Jn+SqQK02qA0xhdqa0+YSBWiRE6BfAvDDzrk/JqLXgf3AR/LcDuDLuv8e19JMGYmthEU45a+Ko/9UQRBak2N2lOv8H0rTmqmfm9S1TxHwYCxTt2lskITavLll+/J5EATMfuc9b3LO3TpBE4wFUfN+7PIN3pGrPAHSqBkAThlEYT9NgHLyjiU0sRi7V07rKHHy+YgFRah9VlL3KCdqWulEq8VzvUq/CYuaACHz/Thp1Ewi+mYA39D993IAP09EAHAVgC8ioh3n3K+G8neNvrUry0wADMMwADjnLll2G4xxjH0/AvaONAzDkOS+H5cSBrtkhYvlWeqP+yqYCE0dJGEsU5j0Td3vmrrg3BYAgOhkcd6WbQqpmi36ZIpnKSdk9DJD1Pt2bFYEYPD5gDzTxlhZY9RqM4E7+NS8H7t8K20Cl6I2lHFrxvThMvZOWWZghFS6HPVKmmS1eA4WHWp9F+1My6ZgP/wulJguxspYSRO4QaUTTIBWcXCdopX/gKflPkEyDTBu4FabZyyLnpSduRk4dbo/nyo/9xnIbWcoupo2YE+ZwEE5n6LVpLD2vuT4Ui1i4pp730+xe2U+QAawnAlQCxOz/TDIqmGqAfmUrNIGpKtQdksWGeVtv/SJZFGbCGtcQP4EaCkbRzvnXraMeg3DMAxjlbH3o2EYxvQsRQGqocQEblWUhrGr6bF6NHKUnFVwIk/tR5RaoV/Gnj41eyi1VORi6kKtojHFXk6p+halUJacH0MrpSr3mClARgivAJWsIk+5ml0aQStlCnUQWMVrqmnTFM7sOZHcastuWeayopvFqInEt9/I7aNtrO4+QIZhGIZhGIZhGEvjwChALff2Se0h0qKeWlo7w0/FotWDXP+PUsaGSG4dWrlloIGSa5viWRvjWzbme9DiWVmWD5wpQEaI1DuyZqf1GnJ9iDS1qqTMg8Kyr21M/TV5S8J6T7EPT03I6Sl84Fp+B8cEfVj286dR2ze7AHaw4j5AU1AyiIqdX+WJRQtzoFZ1lpiuaWlj+9LItPK8do+mGpi3NjPLuYeh4ArA0Gl+UM+IYAo591gzzwI7X0NuFLlQm7Rycp7/qb/joetoHSHPMEpYVHQqbm4zdlBZU/cqDuhi1GyMOVX9khzTqtabedYEAijdPHWKDUhz2936uR+7sDF2Y9Yp9nKqpbQt++23wjAMwzAMwzAMo5p9bwJXYzKTImWClFuO0Y4aE7iavVpK6ozlk/WFnpsahagFtWpLKmx3zncndD5VvhaIIlZWTv0lJoWL/u5vYl7ZMxM4I8Sy98qbkmWuTC+DHPVgUdc3Zh8goJ2D/5R7+2hq5RSKhAymsKrPaKmqNEXQitqySkzgVrX/DcMwDMMwDMMwmrOvFCC/WtvasT20eeSiaLmynFIUFuXMPgWLCpywauQG5gD0ey2Py/OL7IMxgQ+WRYv2tXjWNgFcv7GB20wBMhQOsgLkqVUZbKV3Rut+WGS/Trm55qIChOSUL8PB82PGDC2stz9WogDtqwmQPDb1AG9sxLWW+VeBsQ7bY8yKciZy0uQtVO4yHODH5D9zcx/8YFHR6Eru9TL34QlR81yFvq8ps7+cOm0CZEzNY2ECNJbWDvUl5a4qY9semzxM1S9TmFxNsVfOogMeTBGQYOpnu7UJ3C7MBM4wDMMwDMMwDGOOfa0A7ScWFZ56EUyxv82YtoTKLG3nqilunkWYMbYiV4VbBlP0W4k6lFIjc4J2WBAEI8R+f0cuiimd6WN1rDqrqNa0LLs0JHuJueUinqlcUm2J9dmUpqSLMi0sUYAe0xOgZQ4kSwbnyzCfa9U3U0zUQhHfVtlUa1WetVV5LqaitZ9Yy3a0eP5sAmSEsAnQkJKNVqeqf7+xKpOVKcrWnoWaAX9oMrHMZy2XqSP1TVF2Ci1634HcCPXpT3960/Ke6MttWmp+3bn11rRz7LW16puS6xxTZk49qWua8nlYlWdtVZ6LqSht3xTPZ6gdLZ6/6667DmfPnh3TNOMA0/oduZ+xCVA5U7Z5yhWb2glQasVAa7MLnN8Pqw+hezC27bF7O3W/yPv613/zN9l5H9MKkGEYxn7EFCBDYu9IwzCMA2gC5yGih5xzlyy7HfsZ68NxWP+Nx/rQMNpj36vxWB+Ox/pwHNZ/i2E/qrSGYRiGYRiGYRhV2ATIMAzDMAzDMIzHDPtxAvSmZTfgAGB9OA7rv/FYHxpGe+x7NR7rw/FYH47D+m8BrNwEiIheQ0T3EtHb2bEriei3ieivAVxNRI/vjh8iop8horcS0bOX1ugVh4j+joj+gojeRkRnnHO3EtE1RPQ7RPRmIjqx7DauMkT0BUT0P4nonUT0f3T992wi+iMiej0Rrdz3aNEQ0TEi+lMi+u9E9A4i+r7u+OuI6G+7Z+9tRPRpXZafJqKPsePfy8p6CRGdJaJvW8rFGMYKE3tHAvis7l35/7N332G3VOX5x7/3OaAgChbAAjaMRsEoHguixooKUTG2WLHEHjvGmkRjSfRnrLEESxRy1KgoKgoqGINdBF5RJBq7EUFREQRU8HCe3x8zW+ZsZk+f2TP7vT/X9V7v3lPXnl2eWfOstcYxsiLHx/YcI8vViZHp8buzY2S/xvihPBw4cG7a84H/iogbAv+VPge4B3AicD/g2UMVcKLuEhH7RsSt0udPB54GvAN4xPKKNW6SNgJvBg4C9gYeKmlv4FDgYOBkks/hencRcNeIuDmwL3CgpNum856Tfvb2jYhTM+t8PjP9pZnpDwFuTXIy55MPs20djmNk1xwfG3KMrMwxcmRGVwGKiM8B58xNvi9wRPr4COAv08cbSYYB30q/w8yvIh+7am4DfC8ifhARFwPvI/k8biQZ4t7HD4jEBenT7dO/pkNMzo5n4GNrtg3HyEH4uFXnGFmBY+T4jK4CtMDVI+IsgPT/7un0TwF3Ao4GXruksk1BAMdJOkXS7IbzbwLeCjwJePfSSjZ+ewA/yTw/I532BuAYYH/guCWUa3QkbZR0KnA2cHxEnJjO+idJ35D0OkmXz6yyf9oc4BNzzXOOIrlqeHJEnD9Q8c2mzDGyOcfHdhwjK3KMHJftll2ANiJiC0kq0IrdPiLOlLQ7cLykb6dXEe+47IJNQO7NoCPia8B+QxdmzCLiEmBfSVcGPizppsALgJ8BlwPeBjwPeCmwBlw3Ii6Q9BfAR4Abpts5gkuvZptZQ46RlTg+tuMYWZFj5LhMJQP0c0nXBEj/n73k8kxKRJyZ/j8b+DBJytqqOQO4dub5nsCZSyrLJETEucAJwIERcVaa+r8IeBfpZy8ifjNrDhARxwLbS9p1WWU2mzjHyIYcH1tzjKzJMXIcplIBOhp4VPr4UcBHl1iWSZG0k6QrzR6TdEb8ZvFalnEScENJ15d0OZKrqUcvuUyjI2m39KoWknYEDgC+nTkpE0m/hG+mz6+RTkPSbUh+i361jLKbrQDHyAYcHzvhGFmBY+T4jK4JnKT/BO4M7CrpDODFwCuBD0h6LPB/wIOWV8LJuTpJqhWS9/u9EfHJ5RZpOiJii6SnkrSl3wi8MyJOX3KxxuiawBHpiEAbgA9ExMfToWR3I2kmcSpJm3qABwJPlrQF+B3wkIho2iHUbN1wjOyU42NLjpGVOUaOjHw8zczMzMxsvZhKEzgzMzMzM7PWXAEyMzMzM7N1wxUgMzMzMzNbN1wBMmtB0uGSXl5x2R9JOqDvMpmZmZnZYq4AmZmZmZnZuuEKkJmZmZn1QtLobrli5gqQLYWkq0t6r6QfSDpF0pcl3a9knetJanSTOkm/lPQySd+QdKGk/5X055I+Iel8SZ+WdJV02YMlnS7pXEknSHqkpI+n824haS1d5/3ADnP7ubekU9N1vyTpZhXL96XMa3xYg9f3aElvqruemZmNy5DxUdLzJZ0t6QJJ/yPpfpLeIemFkr4o6Y2SzpP0bUl3y6x3gqRXSPqWpD9I+qikq2bKEpIeK+n/gM+k0+dj603S6TeQdI6kTenza6Ux+87pc8dH65wrQDa49O7GHwE+FxF7RcQtSe4evWePu70iyV2W7w7cCLgK8AbghcCuJN+Fp0u6EfCfwDOB3YBjgVekxb5cWu7NwFWBI4EHZF7XJuCdwBOBqwFvBY6WdPmywkXE7dKH1wNq/8Cbmdn0LSE+fh/4HnAX4CXAu4F/AM4E9gN+QBIjXwwcNavkpB4JvAr4NLAF+Ne5bd8JuAlwzwWx9WOSLhcR3weeB7xH0hWAdwGHR8QJ4Pho/XAFyJbhrsDFEXHYbEJE/Dgi3gh/vMrz+TTTsibpdvMbKFpG0nMlnSbp65JeKemBwOVIKiWfAs4huevyDyLiayQ//DcEDgU+ARwTEcdHxB+AV6frXhW4LbA98Pp03q+Bi4AnSJpVfN4KvB94EfAMkrs//1VatA3A/0vL+1ZJP5a0a1rmC9JlXgn8eZpFetb8lStJH89cFXuMpO9I+ixw+8wyu0n6kKST0r8/zjMzs1EbND4CAdyMpOLzApLK0HEklY2zgW8BJ5JcLAS4V2ZXm4EfApeQVJr+StLGzPxbAl8B3kxScTkGeDvw9ySVuuum/yGp9F0N+BVwK+BBjo/WJ1eAbBn2AdYK5p8N3D0iNgEP5rJXlRYuI+kgkkzPfhFxc+BVEfFB4GLg5RGxb0T8DtgKnCNpN5If5DcDJwGfBX4820lEbAV+QdLU7VrATyMiJO0AHA6cALwN2A74c+DZwHWA5wB7kVS0HpNu7srA19Iyfzhdbt7zgc+n5XzdogMk6ZokV+tuT5LV2jsz+w3A6yLi1iQZqncs2o6ZmY3KoPERuEK6zrVIKj37kFzoA/g5SXx8QLr8f6fLzfwk8/jH6Xq7ArNWDw+KiD8jiY8HcGls/WVatjO4ND6+mOQC5A4kFSvHR+uVO6bZ0kl6M3AHkqtetyb5EX2TpH1JrizdKGe1RcscALwrIn4LEBHnlOz+tsDngF+mz38I/FmmbCJJ138POAvYI532p+myV0kXPYKkAvRPwOOB20fETyXtl06D5If9hLRcn5T065KyFdkPOCEifpGW8/1sewz2TooJwM6SrhQR57fYn5mZDazP+AhciaSC8z/AEyPiq5JOBXZM518H+GRE/DB9fk2SpnEz1wZOzyz7B5JYuimd9p30/xHAG0kyPpA0pROwE7BzOu2OwC7AvwMPAs4tOTRFHB+tlCtAtgynk+k7ExFPSVPdJ6eTnkVy5enmJFnK3+dsY9EyIknpVzW//AeA5yvp7Pk5kmZsfyBpNvdlknbOTwe+QJKuvxHJVTFIKkRPAjYCF0naiaSCVdoHqMAWts3UZgddWPQ6NwD7p5kuMzObjiHj407p84shaTYG3JSkXxAkrRZuJGl7kszRTUj67sw8gqSJ3AbgpcAHI+ISZWoXGWeQNJ87n6RS9ux0v7PmbXsAX4mIx0l6G/ConG3Mc3y0xtwEzpbhM8AOkp6cmXaFzONdgLPS5meHkFQo5i1a5jjgr9OOlGQ6bG7l0qtaWV8m6ai5a/r8FyQ/6m8kuZJ1H5K2zxERFwP3Bx5Nksm5Xro/0jJ8lCT7czUu7Vh6n8y+fp/uC0n34NLsUdb5JFflZn4E7Ctpg6RrA7dJp58I3FnS1dLg9KDMOscBT509Sa8CmpnZ+A0WH4GfAa8BbgEcT9L64YuZ7ZwM3JikX84/AY+JiF9l5m8maZZ2d5LKx9PT6bMK1A3S/4eQ9P95BEl/2u+QxMZDgZB0X5ILhSely3+cpO/tHyuCKcdH64wrQDa4iAiSq0l3kvRDSV8lSZE/L13kLcCjJH2FJMNyYc5mcpeJiE8CRwMnp6n8v02XP4RksIJTJe1IctXqbWmK/Akk7aR3A94fER+OiL0jYpeIuBPJj+zdJJ1B0lFzN+AewMEk7aHvS1LBOizd/1nADSLimiTB4ZK0DH8C7CVpDTgoXW4+7f4NYEvaQfVZJMHoh8BpJAMyrKWv8yzgH0kqcJ9m2zbjTwdupWTI7/8hyUqZmdnIDR0fI+LvgIeSVIbuChxIEpsgaf3wVyQVmt9x2VjyfeDJJJmYWwCnpnHyqiRNzd4n6TQujY8fJmlCt1caW3+QluujJH1m/zyNj3dJy3D43P4cH60zSr5rZtY3JcNhXxIRWyTtD/xbRPjqk5mZjYqkRwOPi4g7LJh/AvDuiOhkEAHHRxva5DJAkjYvuwxT52PYTovjdx3gJElfJxmV5/HdlWpa/Bk0656/V+35GLbX8Bg6Pqb8GRzG5DJAki6MiJ2WXY4p8zFsx8evPR9Ds+75e9Wej2F7Pobt+PgNY3IZIDMzMzMzs6YmkwGSNI2Cmpn1LCLyhpm1dcwx0sysenz0fYDMzCZi06ZNrK0V3STe1rNrLLsA68jWdbrvIm5SNLwhj/kU3t8zyxf5I1eAzMzMzEZurBWfmfnyTeGE2cqt6vu4qq/LzMzMzMzsMlwBMjMzM7NOjT1jZeubK0BmZmZmI+bKhC3DKlcSVvm1mZmZmZmZbcODIJiZmZlV4ExMPbPj5avtNjb+TJqZmZmZ2brhDJCZmZk1VnYl1VmT5lbl2DkTZGMz+GdR0kZJX5P08fT5PpK+LOkISf5umJnZujWlGLmBaicRG6i+rPVva8mfJcqOk4/htC3j9+gZwLcyzw8FDgZOBu6xhPKYmZmNhWOkmVnPBq0ASdoTuBfwjszkjUCQVJo1ZHnMzMzGYioxsk02x9mg5amanVhvmYw+sjjr5dhN2dC/Qa8Hnsu2n403AMcA+wPHDVweMzOzsXCMNDMbwGCDIEi6N3B2RJwi6c6z6RHxNWC/ocphZmY2No6R0zC7ajzUFf6u9td0/a4HL9ja4bbalGHI/Sz79bYxhverL0O+rtsDB0v6EfA+4K6S3l20gqTNki6UdOEQBTQzm4LZ72L6t3nZ5bFOrLsY6aZwNpRlNutbT80Jx6BqfFREDFmuZKfJ1a2/jYh711hn+IKamY3Ipk2bWFtbIyJG0RfE+tE0Rl6jvyJto+tKyxRPDocu87L7pHT5ni+j0juGz1gfr3uIYzmlixRnQuX4OKXXZWZmZmYD66oCsV4rPzCectS1qhmspdwINSJOAE5Yxr7NzMzGbOwxchX6NrS1jL5Aq3gS2qf1cLyG7KOTPZ6r8N1fhddgZmZmZmZWiStAZmZmZivMJ3vjsCrNyVbhXlH+TpiZmZmZ2bqxlD5AZmZmNm3uCzRs35yh+x1Zf1bp/jp5n8cpvDZXgMzMzMwamkrFZJnlnMIJ8VSN8ULE/GdsTGWbGWOZzMzMzMzMeuEMkJmZ2QqocmW/j6ueq9Scp42hMixtm901Kaff3+51nbkZ8/dwjBmhMZTBzMzMzMxsEM4AmZmZrRN93cxwjP0QliV7DPrKBnWRbRpiAAd/HixPHxmhup9lV4DMzMzWoT4qQ64IbWvIUeKaKKtI+X3sX5ffmTE2Naui7DuS9zrafq+mcmzMzMzMzMxacwbIzMxsnVtG5mbMmZEuzR/TLl93VwMv9PG++wp7PX0MYtBXk9eh9fFb4QqQmZmZAd2dhI15RKplG3uzOFuePi9ENPnMrfJ3eJVfm5mZmZmZ2TacATIzM7M/6uoqdNF2nAFZXWO5st5V88Bl3C9pLBnUpsduDGUvM4UympmZmZmZdcIZIDMzM+vNWK5mm9XRJPvR5aADUx5SPu/Yje11uAJkZmZml9HnCdgQNwsdq1V9vV19TrpqutZGF/vu6p48qzyS2zJfz5SPpZmZmZmZWS3OAJmZmVlvyq60rpdsUB+vbSzHq+nV9KL1Vu1z0UVGaMrN4vIsM7u1KsfQzMzMzMysVKUKkKTrSjogfbyjpCv1WywzM7NpGEuM3FrwNxUbBvobUh/vwdTe1zx13oeh3rchj2ub7+gUv9tlhv7dKv08SXo88EHgremkPYGP9FkoMzOzKZhKjFzGydIyKhtVDVUp6vKYj/Gkt+6xG7ISWudYjeG4jr0yVHSBpa8y9Ln9Kp/BpwC3B34DEBHfBXZvsjNJ15b035K+Jel0Sc9Ip19L0mckfVTSFZts28zMbAk6iZGOj2Zmw6kyCMJFEXGxJAAkbQdEw/1tAZ4dEWtpE4FTJB0PPBLYbCTBAAAgAElEQVR4GrAX8AjgsIbbNzMzG1JXMXKQ+DjUPXnGmvkp0mWn+66uVA+1nSbvV93Mj1XX9HvaZqjpPj9rXb7/XZWzSgXos5JeCOwo6e7A3wAfa7KziDgLOCt9fL6kbwF7ABu5NLulJts2MzNbgk5i5NTj46qd4La5F82yK09Ny9z3/Z7Gqo97/mR1cf+fLrezDF29li5VqQA9H3gscBrwROBY4B1tdyzpesAtgBOB7wCbgfOAh7XdtpmZ2UA6j5GOj2Zm/VJE09ZsLXaatGP+LPBPEXFUxXWGL6iZ2Yhs2rSJtbU1ImK0mQBrp0l8TNeLXSsuW/Xqa9fLTVWTTul9Lt90naq6et/7+FxUed11Bj7osxxV9d38cAq6ej1nQ+X4uDADJOk0CtoxR8TN6hcNJG0PfAh4T9mPu6TNwP2b7MfMbFVJujDz9KiIOGRphVmn+oiRdeJjurxjpJlZRtX4WNQE7t7p/6ek/zen/x8O/LZhoQT8O/CtiHht2fJpoQ9J13UGyMwMiIidll0G6zZG1o2PsPwY2fdV6D6330cGpc42h8gS9WWsmZ+qy40t45bddpMBC1YhG9Tl66kaH0ubwEn6YkTcvmxapZ1JdwA+T9JWevZ6XxgRx1ZY1xUgM1vX3ARufLqKkW3iY7p+pSZwVU4uhjjBHdNJW1cn123n112u6Tptm7jVnd6Fod6jpsv2oe7xHNN3qq2mr6WTJnAZO0m6Q0R8AUDS7YBGVx/TbThwm5nZqugkRjo+mpkNp0oF6LHAOyXtkj4/F/jr/opkZmY2GSsVI7vK/ozhXkNVr+C3vf/PmDNDZdtZlazB2I5xF+oOHd3H+9r2eCx7CPAipRWgiDgFuLmknUmazJ3XQznMzMwmZyoxsk3Fpotmc3X13cxu0Yldm/v/1NlPl021ipavetKct1ydewP1VZHqok9PX/2Culg3q8sKTtt+RV3pqlLWR+WutAIk6UVzzwGIiJd2VAYzM7NJcow0M5ueKk3gssPJ7UAy8s23+imOmZnZpIw6RrbJ3vQxGEKXmYImGZ68des0leuiKdX8vD4zFHnrtc32jMVQTQ/brtNk220yd0XbXaaxZYOqNIF7Tfa5pFcDR7fYp5mZ2UpwjDQzm54qGaB5VwD26rogZmZmK2DyMbJtf6A6yw29flFGJO/KcpMsQp0MT5X1q65XZFHGK296nYxgkyxh2yza0JmfZWRQqmY5ppi5g3oZrCrbabKtKn2Asne73gjsBrys5n7MzMxWzphjZJOT0ybN4YZqCld3nSrNv+ZPoLo+2e2jgtS2HHUqPW2UfZaWcTPaZY4G17SyUvYe9fke9q3Lstd9z6pkgO6debwF+HlEbKm5HzMzs1XkGGlmNjFVKl0vj4gfp38/jYgtkjb3XjIzM7PxG12M3EB5xmZ+ftG0oulFV/mL/srKVmedOtvKW6ZsG1VtpTybUyX7s7Vg2aZ/dcrZVtX3q002JG962bwq703TY1P1Paj6Hi3aR9UyTM0yylzl87dP9omk7YBb9lMcMzOzSXGMNDObmIVN4CS9AHghsKOk38wmAxcDbxugbGZmZqM01hjZRb+fupmSOlfy+1q2SFFH6Wy/jPnHXe2zrB9Qk4EQ6gzzPb/8otc7/9o3zD0u20cf71eb5fvu79Nnf7G2/X2m2C9o6DIrIooXkF4RES8YqDxF5SguqJnZitu0aRNra2tEhJZdFkuMKUbuXmG5shPZrk50+6jodDEIQtXKyKIKSlETtrbr1J1WR5X3veh9Lpu/aB9l2rz+vkaJ62vdurr6nnU50loVXVRgmm7jl1A5PhZlgG4cEd8GjpS0aX5+RKw1LJ+ZmdmkOUaamU1X0ShwhwJPAF6TMy+Au/ZSIjMzs/GbVIzsIvNTZ1qTZbpYrk5ztyrbb9I5vW5WqM8sUNk9jroaEnssTa36yv6MdWCBKkNrV2laV7ROXVXKNAYLK0AR8YT04UER8fvsPEk79FoqMzOzEZtKjOxi5LO+msB1OQJb0TpFfVqa9vupc6LdpIJUtp+i/edVarLT8yo6Yz1p7apy2HRkt2Xqo0/M/Gta9FlZD6oc1y9VnGZmZrbeOEaamU1MUR+gawB7kIxwcwuS0W0AdgauMEDZzMzMRmmVYuSipnBdNYHre/4iVbI92azQ/LJF04r2V2V+3cxP0+xUWRO3oixDF1mhrkbVa2OK2Z+h9PE6x5hJzFPUB+iewKOBPYHXZqafTzL0p5mZ2XrlGGlmNlFFfYCOAI6Q9ICI+NCAZTIzMxu1KcTIOgMfdHH/oKrziua3zQaV9XnJywqRM78rbfoK1ZmW1TbDU6fvSd0sYZf3Vyqa1nRfU8z8TPGeP2NQlAECICI+JOleJHe73iEz/aV9FszMzGzsVjFGlt0Ppso6Vectmt/0ZK7o5H/RgAdtTs6bNF9rO7JcnXXLmv/lrTfkiXQfTeSmWIlZBV19bob6/JXuR9JhwIOBp5G0cX4QcN2ey2VmZjZ6jpFmZtNTpaJ1u4h4JPDriHgJsD9w7X6LZWZmNgmTiJEbqJa9mX9cltlZtMyieRty/vKml61T9pdX/i4zTVlbyc/YFE1b9Jicx4uyTIv+quwzb3tDcDOt6sq+f3WX69Ki71wX2xxKlX39Lv3/W0nXAv4AXL+/IpmZmU2GY6SZ2cSU9gECPi7pysC/AGskd7h+e6+lMjMzm4bRxci+bzDapL9Pn4Mo5GUvqgx4sGjdeW2yI30OjV20zbz+PW0HPCizCtmdomM0pGUcy/Wyz8r7joiXRcS56Sg31wVuDBzTdIeSDpT0v5K+J+n56bR9JH1Z0hGSVuE7ZGZm60CXMXLK8bGs6Vre8ouWrdpsrmw/VadVVaUy01eFqu46VcriwQKqadIEs07TsDbNyZp+lvtowtZk/8tUa/8RcVFEnAcc2WRnkjYCbwYOAvYGHippb+BQ4GDgZOAeTbZtZma2TG1ipOOjmdlwqjSBy6PyRXLdBvheRPwAQNL7gPsCG0maDWxtsW0zM7MxaBLHRhMf87Imi+bVmdbF+mWKmrZtWDC9jj6GsG4z5HUTvm/MsPo4zm2/H0Mb42etaZmi4Xp7AD/JPD8jnfYGkiYD+wPHNdy2mZnZGDSJkUuNj303SemiiVqdpkZ9n3CVNTFrO3/M2n5WlvFZWwVNm6sto5nbMpvXVbUwAyTpY+T/iAu4WsP95V29ioj4GrBfThk2A/dvuC8zs5Uk6cLM06Mi4pClFWad6iFG1oqPaRkcI83MMqrGx6ImcK9uOK/IGWx7f4Q9gTMXLZwW+hAASU2zTmZmKyUidlp2GazzGFkrPsLyY2Tfzdm6Wr9PdbI4Qwx+MIRlNqGr04yxzkh/YzPF70zf+6y6/arxcWEFKCI+W3FfdZwE3FDS9YGfAg8BHtbDfszMzHrTQ4x0fDQzG0jTQRAaiYgtkp4KfIqkY+c7I+L0IctgZmY2NsuOj0Nf1a/SZ2fMmZ+sPjMMfWQxpnJcodrrL8sKtR38YirHa8pZn2WUfdAKEEBEHAscO/R+zczMxmws8bFqZWjMo4ktupFonZuJLtpO3X1aPeu90leFKzvtjaUcZmZmZmZmvSutAEk6XtKVM8+vIulT/RbLzMxs/NZDjNy64PGiZaeQ9dha8le2bJ+6aA44P/zwmJoYtj2GdYdPH1LZUO1d/S3jNXS1rbGo0gRu14g4d/YkIn4tafcey2RmZjYVo4uRZU3T5udvLVi2q/I02X7dpnhVp3ehj+ZZZdvMHodFN3otmlY0v4v3fwxNItv296my/alaVv++sapSzq2SrjN7Ium6NL8RqpmZ2SpxjDQzm5gqGaC/A74gaTbk5x2BJ/RXJDMzs8mYRIysk02Zz0hsKHg8v06d8uRlNPK209VABH1kBpoOfFCW9ak6v2z7deaN+cp93vFYdIy6GkRhzMdjZgxlHEMZmiitAEXEJyVtAm5LcqfqZ0XEL3svmZmZ2cg5RpqZTc/CCpCkG0fEt9Mfdrj0jtTXkXSdiFjrv3hmZmbj4xi5rbKs0BBDa1cZrGE+G7S14PH8tL4VZTmymmSF6gyCUOfY571fXWXz2qq6/y4yGFPNgjTV9vWO4XgVZYAOJUnjvyZnXgB37aVEZmZm4zf6GJnXNK1tE7dF6y/af9P5VZrVlTU/y6vMtNFVk6r5Cs6iJlyL9lnl5LFqhadJU7mqhqw4Vt3Xqt3LZkhtXvMYj9fCClBEzNowHxQRv8/Ok7RDr6UyMzMbMcdIM7PpqlIp+1LFaWZmZuvN5GPkoqZjRc3DqqyzaF9599kpWrbKvXoWlaPKPX3q3N+naJt5qmRdiu6PUvU+KmXLzA+HnVeGKev7HjNjvZdN37q6D9AYFfUBugawB7CjpFuQdO4E2Bm4wgBlMzMzGyXHSDOz6SrqA3RP4NHAniRtnGc/7r8BXthvsczMzEZtEjGybif1LvdbNEz2okESZirdpLDmtKoZnrrrdKWs70/ecnWWKcv6tPk8tL3ZbVV93+h0fl/LXL8r7h+VTxHF92uT9ICI+NBA5Skqh28sZ2br2qZNm1hbWyMiVL60DWFMMXL3gvlNOsVXeVxnuTrT6lhU6SlqqpZXwakyClzV5m917g/U5wl90/d49rzq+15l+ryy1930eHVxPOt+Jqdy0t+nMRyDn0Hl+FilvLeUdOXZE0lXkfTypoUzMzNbIY6RZmYTU6UCdFBEnDt7EhG/Bv6ivyKZmZlNxiRiZN3O+3W2VWXghCrlqFuWvHLkbats+10NhlCmaICCLjrZl22nKKNTNkhCnrLjWbRe31mvJhmcusd/PQ6KkGeqx6CoD9DMRkmXj4iLACTtCFy+32KZmZlNwkrFyPm+O5B/b6C62ynrA5SdXldRZWzRsmV9fOqUY9H9fRZtp0pfnz77n5Q1U+xK00pOV5WjovcgO7/Ntte7IfsNdV1prlIBejfwX5LeRXJzt78Gjui4HGZmZlPkGGlmNjGlFaCIeJWk04C7kYxy87KI+FTvJTMzMxu5qcXIOtmYvPlNM0Rdj0ZX5T5A84/bZnuaXIEuG7Ws7LV3lb0YelS4MenydfRxTJp+BpZpGSPk5f1utVElA0REfAL4RMt9mZmZrRzHSDOzaSmthEm6raSTJF0g6WJJl0j6zRCFMzMzG7NVjJFtOqm3HQShzfxFj8umZbeT93raajPAQd7ABmXbqDsYAjnPq+p6QIMxZjugm47+Td7LovWmOvhAl/2G2hyDKhmgNwEPAY4EbgU8EviThvszMzNbJZOLkU2aoxU1d6vThK5oWt7+6syvOgBC0bSqJ+B1Bz7IW3dIde7Z07RJYpvXNdaKTxf6fr+7Gkykzf6WraypaZ6qTeC+J2ljRFwCvEvSl2qXzszMbAU5RpqZTUuVCtBvJV0OOFXSq4CzgJ36LZaZmdkkrGyMbDtIQVmGKS97UqU8RdO7yAK11eRqdFf7bbNc1aGzF2kyVHpdU8oULTNTUjUb2WSby1q/6+1XWf4QYCPwVOBC4NrAA2ruB0kPl/SN9O9Lkm6emfcQSWuSnll3u2ZmZkvUOkY6PpqZDavKMNg/Th/+DnhJi339ELhTRPxa0kHA24D90nkPAW4NvEfSFSPighb7MTMzG0RHMXKS8bHJjVIXLVf3SnWTYbDb7K+uNv2bljHUcpf7nFKWpoox9nmpqspNd+tsY5UsrACl9zWIRfMj4mZ1dhQR2TbRXwH2zO5utljmsZmZ2Sh1GSPHFB+bDGgwPx/KK0VNOs23bQLXx4l5k+ZufZ1Q9tEEaCwnv6tWqVqGJpWhLkdsG5uiDNC9e9zvY9n2nglHAScD746I83vcr5mZWRf6ipGOj2ZmPVPEwgtY/exQugvwFuAOEfGrkmU3A/dPn16h77KZmY3Zpk2bWFtbA/htZvJREXHIkopkHaoTH9Plt4mRu9fcX9OhkasMnVz3PjNNhvItyvA0yQp1NUx2X5mmobcxhqv2Y8j8ND0OYzh+YzHUsTgz+VcpPpZWgCTdFngjcBPgciSdPS+MiJ3LCiLpKcDj06d/AewKfBg4KCK+U7b+3LaGramZmY3MrAIUEW4qPBJNY2SX8THdXgxVAcqb1mSdJpqM7DZ0BWjZVuWEfSzHeuyjn03BkBWgqvGxSpneBDwU+C6wI/A4kh/7UhHx5ojYNyL2JWludxRwSJMfdzMzsxFqFCMdH83MlmfIG6G+CLga8BZJAFsi4lYNtmNmZjYaHcTIdRMf295bqOj5/LQ+sjd93F+laRnGti2zeWP+fA12I9SIeBzJlTEzM7NV0TpGOj6amQ2r6o1QN9DyRqhmZmYryDGSJCOSl3EpGrp6a8Ey8/PrZn/KFJWtig30e3V7Q8Ffl9sbo7bvzdis2utZFXVuhPp72t0I1czMbKVMMUa2aX6Wdy+RKjc/rXqD1KrlaDKtibL7/LS90aSbs21rlSsKTe59NVVTeJ0LyyjpvukoNbPnJ0r6Qfr3wGGKZ2ZmNj6OkWZm01VUSXsucHTm+eWBWwN3Bp7cY5nMzMzGzjEyR1mTtjbbrNLErm5TvC4VNVvrugnaVJqz2baKmn3asIqawF0uIn6Sef6F9MZsv5JUexAEMzOzFeIYaWY2UUUVoKtkn0TEUzNPd+unOGZmZpMwyRg5VKZgUX+H7JXvorKUXSEf8gr6qg19bdX0fczbDAk/ZlN5PUXlPFHS4+cnSnoi8NX+imRmZjZ6k4qRfTaTKhvprWi9RX9l61QpR9fN4YY6seureVuTJnpuXte/VWkSN7XPSlEG6FnARyQ9DFhLp92SpJ3zX/ZdMDMzsxFzjDQzm6iFFaCIOBu4naS7Avukk4+JiM8MUjIzM7ORmkqM7PqKbJOhfLsa/rdq5qdPXTeH6+OKed/bXIVsRZllZDKmOkz2FMsM1e4D9BlgVD/oZmZmYzDGGLmsk7eifc+fNFcpY5t+QH2fpI/tpG/I8vRZGSq779Kqm1q/oKmUM8+Uy25mZmZmZlZLaQbIzMzMxm8MVzSrXsFue5W/SXO4sn1OKfswhvcaxjFCXpfGclzH3hxuzGWrahVeg5mZmZmZWSXOAJmZmVllVbI8fV3BXpVMQxNjvmLdZfZsGVmlMR7bsfYHGlt5mnIFyMzMzDpX9aandbbTxXJTNIWTzj5GyOvzPZ3CMYXlV4SmcpzqWtXXZWZmZmZmdhnOAJmZmVltda5M93klv81w2fPG0ql/ylenuzyGU7jv0ipb5ePlCpCZmZk1tqwRq5ZdSenLqpx09tEvKKvqtlfleA5pPRyz9fAazczMzMzMAGeAzMzMrKX5q/F9XV2tk1Fok30Ysimcr0Q3s96O21CZ1vVyXNfL6zQzMzMzM3MGyMzMzLrV1RDYi7Y5lL6GYl4vV5/HMqiElVsvn8kZV4DMzMzsj7q+78iik982Hdub7rOJrk7i19sJZpYrQjY2g38fJd1a0iWSHpiZ9ixJa5IePHR5zMzMxsDx0cxsGINWgCRtBP4f8KnMtCsCtwZuAzxsyPKYmZmNwXqMj1tz/rraZh/qnDBtyPkbi2WWaUzHoUzee7joz6Zn6PftacCHgLMz05T+j4HLYmZmNhaOj2ZmAxmsAiRpD+B+wGHZ6RFxPnAacDLw/qHKY2ZmNgZjjY99ZlP6MNSQ1VPMCCwq25jLvAxNj8dQ73+f38mpfd/bGnIQhNcDz4uISyRtMyMiXgG8YsCymJmZjcWo42MfI7p1aT2dtPVpqIEKxjYgQh+f6b5GD7Tu9FoBkvQU4PHp012A96U/7rsCfyFpS0R8pGD9zcD9+yyjmdnUSLow8/SoiDhkaYWxRtrGx3QbjpFmZhlV46Mihm9aLOlw4OMR8cEa67gNtJmta5s2bWJtbY2IUPnSNkVN4mO6XlyjnyIttOxskK+wl2vyHg15XJd1b6chTfE+Usv+bjexFfgZVI6Pvg+QmZmZ1baMpnGu9FQzlRPYoZvdLcPYmvytoibHdikVoIh49DL2a2ZmNmaOj2Zm/XMGyMzMzFopuwJb9wq8r5avL31kSaaSBRuj2fuwysdwlV+bmZmZmZnZNpwBMjMzs145ozN+Y3iPmg4fPYWr+VMcGnsr4z62bY6nK0BmZmZmNgp5J9yr0iRrigMizJd1LO9B22M4ltdhZmZmZmbWO2eAzMzMzNaxsWckVu1q/RSbw80sq1lc18dr1T5TZmZmZmZmCzkDZGZmZrZCqvSZmWoGwpZv6Jsg9/FZdQXIzMzMbAW5kjNeUxwQIU9R+ZtUjoY6Hm4CZ2ZmZmZm64YzQGZmZmZmS7AqmaA8Y35NzgCZmZmZmS2RT8iH5eNtZmZmZmbrhiJi2WWoRNI0Cmpm1rOI0LLLYOPiGGlmVj0+TqYCNCPpwojYadnlmDIfw3Z8/NrzMTTrnr9X7fkYtudj2I6P3zDcBM7MzMzMzNYNV4DMzMzMzGzdmGIF6KhlF2AF+Bi24+PXno+hWff8vWrPx7A9H8N2fPwGMLk+QGZmZmZmZk2NLgMk6Z2Szpb0zcy0q0o6XtJ30/9XSadvkPQfkr4kaZ/llXrcJP1I0mmSTpV0cjrtWpI+I+mjkq647DKOmaQDJf2vpO9Jen46bR9JX5Z0hKTRfY+GJmkHSV+V9HVJp0t6STr9cEk/TD97p0raN51+Z0nnZaa/KLOth0hak/TMZb0es7FyjOyW42N7jpHlHCPHZ4wfysOBA+emPR/4r4i4IfBf6XOAewAnAvcDnj1UASfqLhGxb0TcKn3+dOBpwDuARyyvWOMmaSPwZuAgYG/goZL2Bg4FDgZOJvkcrncXAXeNiJsD+wIHSrptOu856Wdv34g4NbPO5zPTX5qZ/hDg1sBtffJhdhmH4xjZNcfHhhwjK3OMHJnRVYAi4nPAOXOT7wsckT4+AvjL9PFGYGv65/ti1ONjV81tgO9FxA8i4mLgfSSfx41A4OMHQCQuSJ9un/41bV87O56Bj63ZNhwjB+HjVp1jZAWOkeMzugrQAlePiLMA0v+7p9M/BdwJOBp47ZLKNgUBHCfpFElPSKe9CXgr8CTg3Usr2fjtAfwk8/yMdNobgGOA/YHjllCu0ZG0UdKpwNnA8RFxYjrrnyR9Q9LrJF0+s8r+aXOAT8w1zzmK5KrhyRFx/kDFN5syx8jmHB/bcYysyDFyXLZbdgHaiIgtJKlAK3b7iDhT0u7A8ZK+nV5FvOOyCzYBeVdXIiK+Buw3dGHGLCIuAfaVdGXgw5JuCrwA+BlwOeBtwPOAlwJrwHUj4gJJfwF8BLhhup0juPRqtpk15BhZieNjO46RFTlGjstUMkA/l3RNgPT/2Usuz6RExJnp/7OBD5OkrK2aM4BrZ57vCZy5pLJMQkScC5wAHBgRZ6Wp/4uAd5F+9iLiN7PmABFxLLC9pF2XVWaziXOMbMjxsTXHyJocI8dhKhWgo4FHpY8fBXx0iWWZFEk7SbrS7DFJZ8RvFq9lGScBN5R0fUmXI7maevSSyzQ6knZLr2ohaUfgAODbmZMykfRL+Gb6/BrpNCTdhuS36FfLKLvZCnCMbMDxsROOkRU4Ro7P6JrASfpP4M7ArpLOAF4MvBL4gKTHAv8HPGh5JZycq5OkWiF5v98bEZ9cbpGmIyK2SHoqSVv6jcA7I+L0JRdrjK4JHJGOCLQB+EBEfDwdSnY3kmYSp5K0qQd4IPBkSVuA3wEPCd+UzKyUY2SnHB9bcoyszDFyZHwjVDMzMzMzWzem0gTOzMzMzMysNVeAzMzMzMxs3XAFyKxnkk6Q9LgF864nKSSNrj+emZmZ2SpyBcjMzMzMFpK0o6SPSTpP0pHLLk9Vkv5Rkm9ma5fhCpBZylkYMzMbM0k/knTAEnb9QJJR864WEUsbZVDSvSR9QdK5kn4m6e2zoczN6nAFyCZB0vMlfV/S+ZL+R9L90umPlvRFSW9Mr0x9W9LdMuudIOkVkr6azv+opKum82bNzx4r6f+Az6TTD5Z0evoDe4Kkm6TTbyDpHEmb0ufXkvRLSXeu8BJukFeGnNf5gDTA3TR9/khJP5b0K0n/sMTgZ2ZmI9bzRbzrAt+JiC11V+y4XLsALweuBdyE5Mar/9Lh9m2dcAXIlkLS1SW9V9IPJJ0i6cuzSs0C3wceCvwYeAnw7tkNxID9gB8Au5LcE+OouQrGI0luDLgJ2AL8q6R3AH+Szr8TyQ/pPSXdCPhP4JnAbsCxwKclHRMR3weeB7xH0hVI7tp8eEScUOElPxL4a5If7S3Av87N/5ykxwCvAd4QEd+UtDfwFuDhJPcQ2AXYI2/jaUXwTRXKYWZmI7YoPkraDFwH+JikCyQ9N3MR76fAeen6R6bZkfMkfU7SPpltHy7pzZKOSS8onijpOekFPUl6naTfpfO+Iemmkl4CvAh4cLrfx0raIOnv0/1cJOk/JO2S7uMyFxcz0x4j6SeSfi3pSZJune7n3EUxTNKXZtsFiIhPRsRvI+LXwNuB22eWvb6kz6blP57kvGAvx0eb5wqQDU6SgI8An4uIvSLiliR3j95z0ToRcSRwdvr4/cB3gduks88GXh8Rf0jn/S9wr8zqm4G7A1cB/gH4K+CJwPfS+f8YERdGxO+ABwPHRMTxEfEH4NXA5YCrpvt+e7rvE0kqJX9X8WVvjohvRsSFszIouSHazFHAc9K/WQbrgcDHIuILEXExSQDyjbvMzFZUUXyMiENIbnR7n4i4IvCBdLU7AQcAP0qffwK4IbA7sAa8Z243DyW5kHgVkjj4HJKLc/cA7kgS23YmiYe/iogXA/8MvD8irhgR/w48Ov17FknriSsC85WMP15czEzbLy3bg4HXk8TQA4B9SOLineaPSUTcLn14PeBhc7PvCGRvvPpe4BSSis/LgEfNb88Mkjsfmw3trsDFEXHYbEJE/Bh4I/zxKs9mYKd09lNJsjXPB/5U0rkkP7b/QlI52QXYH/hSuvwOwKsk/S3JD/x3gVuRBIGLgO2Bz5HcPR3gJs27VVwAACAASURBVJI+SHIX66uRZIBm5doq6RfpNmfeDhwNvBb4SprePwl4ckRcJOlHwBHAfdJ9/Q74iZK7Pb+XJLO0PUmwOjjd5quApwHPTstzKnAhcJ6kN0XEUyPit5K2AjcnyUo9BngBcBbwnfS1ke7nMJIrhQDPjIgv5r8VZmY2IoXxkeS87XWS/kAS/wD+EdjKpRfIPkPSemEnkrh2M0m7RMR5wE3TZd5OUlH6EUll4T3pspGu/8SIOEnSgZKOIakgZS/APZwkBp4FXEISi76ZxqWZWwJfIYmPs3h7L+DnJPFxO+CzEXF2GreCpHXHscCBwC0j4peSLkgrfK/k0vh4RFqmJwE3A5D0aZILoweQVJReAPyWJOaSLuP4aIAzQLYc+5BclVrkbODuEbGJ5CrRYSQ/1i8CvhURVya54vNakh/+C0iblEk6CLg+8PcRcXOSq2W/Ak4m+cF+MPCH9G/mMOAB6fL/QdLWmXR7Ivnx/H36/IokV60OB54BPCEi/ozkh/zJmW3+Mi3/vwHXTv9eTBJYHkrSDC6b8fo98PckQevzEbEvcBxJBW5Wlh1JA17a/O8lJKn/uwN7Z7b1BuB1EXFr4AHAO/IPs5mZjUxZfLwEeG4aX56aTvvJbGbasuCpJM2l/4QkHgLsmsbH6wBvS+Pdq4DjSeLhwyPiT0gqWjcEjpP0HyTx4wEkcfLzmXJci6RJ+syPSeLg1YHLp9MelImPj8iUfxYfzyeprEASH88E3gp8mEsrKFnP59L4+GWSlhyfjIjvpPN3SLe5M5fGx8NJLpLOOD4a4AqQjUDaHvnrkk5KJ20PvF3SacCRJD/GAZyTLv8YkiDxKJIU9+4kV7i2B/6G5Mf2I+m2tpD88F6B5Ef5pcAH54rw+Yj4Yfr4COBeku6Wbu/ZJMHhnHT+G0jS668HfkHSdGC23h0z2zwq/X8KyY/yI0iatn0kLcORwK8zy28lueL1TJIAQlrOfYFrSLocyQ/6zH7ACRHxi7R53Psz8w4A3pReJTsa2FkeJcfMbHJy4mMAh6bx8S2ZaTMPI8munEpSKZlVUkQSG75LEheJiHOYExH/ShK3/gq4BfDrTHy8OLPomWQuFpJUWLaQZHf2SqfNKiZHcGmTdbg0Pv4BuEb6+A6kTfgi4pNsGx+3IekWJLHtncAZmVkXAVciicUnRMQvSC40Zitqjo8GuAJky3E6yYAEAETEU0gqB7M09bNIfkRvTtJ0bXuSwQGOAm4M/BnJj95vSLJCXyKp9PyS5Ef03yLiV5n9bU7X+xRJZeTpc+X5Y/CIiP8lqay8Md3efYAXAiHpviSVlCeRBJPvA5skPTznNV6U/r8kXXYzSbD46oIyEBFfJ0nZ30zSQRFxOklG6p4kzQzOJwlAsyC0qD/QBmD/iNg3/dsjIs5fsKyZmY1HWXzcjuS3/+Yk8WnelUgyHmeQNA3/QmaeinacDkiwX7rc70hizaI4858ksfoaJE3nZn2EtpTth0vjY6TrlpYt40rAJ0majJ/MtuexQdIH+KHJy9EduOwxcnw0wBUgW47PADtIyjYZu0Lm8S7AWRGxFTgE2BgRf0eSDfl2RBxKkiI/juQHbzdAEbELyQ/fbZWM0gZJsPg+8FmSjqP3iYhfpvPOIske3VHS9QEkXTUiPhwRe0fELhFxJy69KvXR9MfyHODbJFe8DoyI96Tl/OyC13tqRLyAZNS4l0fEfUgC3FWAn0RE9of/ZOArEfGJ9Plm4LT0NX6AJIv1C5JBGO4s6Wpppip7X4bjuLRpBJL2XVAuMzMbl7L4eApwa5JWCf+cs/5/kPQffQJJZSrb1/s4khYV20ES79LpW0kqFjuTNDe/A/Bx4IfAVWfxkUv7HEGSfdlM0vz8riTNuJ+Wzvt++v8G6f9DSGJWkS+QZpQk3YNM8++M84E/JYmH/w68DXiikttWXJsky/QykkrZw0mGy34322aqHB8NcAXIliAiAvhL4E6SfijpqyQp8ueli7wFeJSkrwA3Ivkxn/cWkiZw/wDsOFsmTZ0fDZycprivnS5/OHCYpFPTvjSzsvyCJFAcJenrbNuULOtuks6Y/ZE0DXgMcGTaFGErSRvpIi8B7iFpDTiIS7M6Wd8AtqRNHp5FEgT+D/gmcAxJf6efRcRZJP2fvgx8mm3bjD8duFU6tOj/kGSszMxs5CrEx78l6fPzbZLbP1yYvTdPRFxA0lLhOyQx5pfpMt9L4+NrgYPT+Pi36W0cHkESv15D0rz688ABEfFA4PEkrS/uR6ZSEhFbI+KlJE3ltgJ3Bk5L4+NVSZqavS8TH/957mIfJAMinJs+fglJs7f7UxwfTye5KPgPJIM8vC+d92qSOHhWRNwWeCxJP6V9yAxshOOjpZR818ymSdKjgcdFxB0WzD8BeHdE9NrRUdIFC2YdFBGfT5e5PHBJRGyRtD9JU73Cq09K7lf0QJLmAScDf5M20zMzM1sJTeKjWRuTqwBJ2pyOhW8N+Ri20/T4SbohSTO2DSRtq/8mIk4qXms1+TNo1j1/r9rzMWyvyTGci4/XJLnVxda5xd4dESufsfFncBhTrABdGBE7lS9pi/gYtuPj156PoVn3/L1qz8ewPR/Ddnz8hjGZG6GmneL2AraT9CSo14FpqM5OE+lUtd3l02NYRR+vqc/jNMB7sN2VpCfNX5palmWXo+H+a30GO953Z7raf43t/CIiPtTRbm2FpHHxj/HRGvMxbM/HsB0fv+aOj4jvly82oQyQpGkU1MysZzmdiW2dc4w0M6seHyeTAcqqeoW/bSZgItmcUkO/ji72tyrHvomhsxqrkkUZ4/6a7KtonU2bNrG2VnSTeDMzMyszuQpQ2YnxGJvFjW3fTXVV5vVYQapzItzmtTU54e7qWDatWNTZfxeVlyH3l7evsm1m11l25dTMzGwVTe080szMzMzMrLFJZYCKamtdZoaqmHrNcYyDEExlsIVlZFmq7nOo/XS57z6zY31kcNpuv06GZ7asM0FmZmbdmVQFaF4flZ4xVmzGVqZl9K0a0zFYRqVqqGZxy6hAVd1nX9vuo9LXpMJatM6GGts0MzOzYmM6rzQzMzMzM+vVJDNAXWV+xtgMbJm6LPPQWZ6xHu8+m6713SxuqKZ+Xb6OsWSg2gx+sGi5DQu2a2ZmZvU4npqZmZmZ2boxuQxQ2+zPmDro92Gocg6VrRnLwAhDDPFcd599v46x9Tuqss1l9SeqW7ay/j5Vt2lmZmb1DV4BkrQROBn4aUTcW9I+wDuA7wCPiYhacb/KCc+yT7jHsK+mhqow9r18W1MZ+KCvwRTqnoz3ca+dLpvAdV1RqjsYwvzyect54IP1qesYaWZml7WMc/BnAN/KPD8UOJjkB/8eSyiPmZnZWDhGmpn1bNAKkKQ9gXuRXM2a2QgEycVOFa0/X9hFhd8w91e0varLlpWryd8y9FHGuuvVWb7rcg3xV1Uf2+7r89fn8ej7s9jH626yftlyRevb+tA2RpqZWTVDx9bXA89l25YdbwCOAfYHjhu4PGZmZmPhGGlmNoDB+gBJujdwdkScIunOs+kR8TVgvwXrbAbuX2c/Ta+0dr1O35ZRpj6PXd2r6mPWpnxd9uGZ2s1V25a3q/4/bQdbqNLvZ1Gfn6J52emSLsw8PSoiDikokk3AUDHSzGyVVY2PioihCvQK4BBgC7ADsHNasEdUXD9mtbW8k4+yZlRl+j6pHvtJO7QvYx+VmFWpsM502Xu5j57QffaubrvtZa/fZDtlyxbNz5t3i02bOGltjYhwU6gV00WM7LF4ZmaTUDU+DnauGBEviIg9I+J6wEOAz1T9YTczM1tljpFmZsOZ/H2A2mR+hsx4jEGX5V12tmdqx36mSbmrDqXcZBtttll3H1W2XeX+OH3tv48hr/OW3bpg/vz6883ezMzMrBtLqQBFxAnACX1tv21zuCbLDmGV+v2s1yZw87q6uecY+vt0USFrU0lZdgWprI9PdrmqfYCK+gXZ6uo7RpqZrXdTOlc0MzMzMzNrZVJN4Ko0fyu6n0adbXdp7LXMoZoCdrlc18e0y+31MUJa2ba7bFrXxbbLtt8029JnhqjNvvOarxUtMz+/LOvj5nBmZmbdGfu5uZmZmZmZWWcmlQGaqZr56TPrM6Wa4zKzJV29B1PqC7TsgQT62FbdbdfZftXBA6rsv8/+UnWyS23v85M3bUNB2czMzKy6yVWA2jSDK5tXZ5khrdLgB1WX67Ni1Od2yqxKBWfI0eyaVJDarlt3vbImcFVGfvMgCGZmZsMY27m+mZmZmZlZbyaXAcrqahCEPmqBU6lZNi1n18OJ95WZG9v7sKz7AJVtq4ttl+2nj8zLonXarlsn25O3fFFGqEnWx4MgmJmZdWds54dmZmZmZma9mVQGqG4Wp+mQ2F2tMwZdlLvuNpbRx2eITFafuhi+uY9tDbGfouGh+1qn6rp11qk7zHV2+qJpzvqYmZl1b1IVoJkNCx4XTasyr8r8PozlJByWO/hBH5Wdvo9t2f1e2mynqir3oGmj7yZ4fQyC0NXACXX2U/RZaNoEbv7xmH4rzMzMpsrx1MzMzMzM1o3JZYCaZBG6bArXxbrLNNRrHnNWqM06y9pu383a+tz+Mpq4tRlOvKusz/z8suZuedPcHM7MzKx7k6sAZTVpCjfF+wDlWUbTrrbLDl3ZaXuMlvU5aNN8q8m2u9x+3r6aVEaGrPTU3VdZH6BFlaKiik/VJnCqWFYzMzNbbArn+mZmZmZmZp2YVAZow9z/+ceLpvUx8MHUa459v+YxZ3u6eu/6anrWZ7an789t04zMbN2usjFF6zRdr2idRWVf1MStbFuzddwEzszMrHtTP483MzMzMzOrbFIZIKiX/WnSB2hKNcI+ylp3m132qVrFYbKXsf8m2ZFlqlPeoV9bnaxU0+3DZbM98/t29sfMzKw7k6sALVJU8eliFLipnEyWGaK5XxcVmfVYGepC3yfsU9RnpWnRtuuM7jabN1/ZyVvO762ZmVl7jqdmZmZmZrZuTCoDVGUQhKZN4JZZE1x2LXTKzd6cCdrWsjvLj7HJ1hjLVIWbwJmZmfWj0rmepOtKOiB9vKOkK/VbLDMzs2lwjDQzm5bSDJCkxwNPAK4K3ADYEzgMuFu/Rcu3KMNTpw/QKg2EsEjT17CsbNAQmaChbqC6bIv6owxdhqr7rZPlaJMRabJu2evoMkNT1m8IfCPUMRpbjDQzs3JVmsA9BbgNcCJARHxX0u69lmqBoiZwTZq+rZdmUTN9DYAwluZuy2gu13b9ISonyypP3cpBX5WmNvtpuq+um67NmsOtwu/QChpNjDQzs2qqxNOLIuLi2RNJ2wHRZGeSri3pvyV9S9Lpkp6RTr+WpM9I+qikKzbZtpmZ2RJ0EiMdH83MhlMlA/RZSS8EdpR0d+BvgI813N8W4NkRsZa2kT5F0vHAI4GnAXsBjyBpPpBrPtPTxSAIQwwNPTZ9ZL+WncEZKkPUdp266w/ZhK3q62mSDamyXpOsUdVtL1qv6vpFZety8ImyobVtdLqKka3jo5mZVVOlAvR84LHAacATgWOBdzTZWUScBZyVPj5f0reAPYCNJPF9KwXN3OebuzXpAzTkKHBNT86qbK8rq9LEbUx9iLpWtt9l9fHJU7USUbZsk+9Ok0pNk30uWm6IEdumfuFlRXUSI9vGRzMzq660AhQRW4G3p3+dkXQ94BYk7aa/A2wGzgMe1uV+zMzM+tJHjHR8NDPr18IKkKTTKGjHHBE3a7rTtB3zh4BnRsRvgN8Ad8xZbjNw/+y0+WZvVQZBqDIKXN9XVpeVveliG2PIrjTJ3E2pSVybrEFfn902I61V2U7VJl5tMjtdZKqK1snL+mSbw2Xn180QZdeZmV3+l3RhZvJREXFIxc1aR/qKkVXjY7rsZWKkmdl6VjU+FmWA7p3+f0r6f3P6/+HAb1sUbHuSH/f3RMRRRcumhT4kXa/RwAtmZqsmInZadhms+xhZJz6CY6SZ2byq8VERxb+Zkr4YEbcvm1ZpZ5KAI4BzIuKZNdeNq6aPs1mfKv19qmSAqswbqzZl7jsD1FcWpsk+277vY/tsjK1TfJ3y1MmC9FWGNtvJm182bWvJtPn5W3OWvdmmTXx6bY2IcF+QkegqRraJj+n6rgCZ2bpXNT5WGQRhJ0l3iIgvAEi6HdD06uPtSa5WnSbp1HTaCyPi2KobyFZ66jSFazI63Nj1XfGpslzTQSWGqsB0vU6T5Zpq0kyrD02bm3UxyEHdkdC6GsWurAlcXrmqNnFrMmLc2Cq7to2uYmTr+GhmZtVUqQA9FninpF3S5+cCf91kZ2mA8JVLMzNbFZ3ESMdHM7PhVBkF7hTg5pJ2Jmkyd17/xcq3gW0zQHDZzM+QGaA2V+CbXtFte9W/i+zGGJqt1X0P+2oWN9P2rCWv7UqT97qPTEHTrErdgQTKlqtSlraDIxRtryhrNT/wQReDIOTx2fH4jClGmplZNaUVIEkvmnsOQES8tKcyVZbXHK6vClDXzY2W0eRu6v1xqr5vddYvO6HcWDK/6r7ztK2sXJIzrW556yrqZFBlxLU2laJFy1ZZr4o6lbOiJnDZbeVVivK2n9cHaEvF8thyjTlGmplZvipN4LLDye1AMvLNt/opjpmZ2aQ4RpqZTUyVJnCvyT6X9Grg6N5KVGC+CVyTARHGkP0ZUtvRzZocmy6yPnXLVCW7U5QdaTsgwqJ95pllUdo2cevyc9lV07mqWalsJqnodVRpVlem63sG5WV65qfNN3dbdJ+gorJtx2WzQFP+LVpVY4qRZmZWTZN4egVgr64LYmZmtgIcI83MRq5KH6Ds3a43ArsBL+uzUIs0zQDV6QtUNH0KuhjkoGx+FwMTtOnPk5dlycsy1MkqLcrcVO1T03ffn1lmpU4fnzo3Bekqs1JnQIN5dfo09f3aZvL6+8ymz2+7qL9P1azPvPl9exCE8RlTjDQzs2qq9AG6d+bxFuDnEZHXP7d3Q1SAplT5qVvWoQY5aFvpqVLBqVK5qdIErk3zv6Yno7NyVD2JX3QSvmjZruVVTKC4MlbWxK3rylMX6jTfKxoEoawJXB11KvG2NKOJkWZmVk2VePryiPhx+vfTiNgiaXPvJTMzMxs/x0gzs4mpkgHaJ/tE0nbALfspTjVFGaAqgyGsp4EQhsj61M2idJHhaZLdadOcrmw7TVXJDCzKwMxUHVCgaRnKttmkiVvZwAhV911n/2WqDoKQlW2amB3coqwJ3HxmaCvlw14PmQ2zWkYXI83MrNjC8wtJL5B0PnAzSb9J/84Hfg58dLASmpmZjYxjpJnZdCmiuCeCpFdExAsGKk9ROWJPts3gbEf1DFBR359VGgyh7SAIQw0/XbatssxM3exOnf4/i6b30QG9Sj+gRVf+62QEyrJIZer0V+pyubblbqrs9c6XP/s8W+bIzK+aAVo0bQuwz6ZNfGxtjYjweAgjMaYYuewymJktW9X4uLAJnKQbR8S3gSMlbcrZwVqL8jUyPwgC9FMBmkrFp6tBENo2YWtSwcnbVtl26lSQitZdtI0m9wlqq0kTuLL7CFUdYKBOGfKUDRpQdDaW10xs0XJ5ltEcLK8JX16zt+zjSzLTypR9ZxY137XlGGOMNDOzaor6AB0KPAF4Tc68AO7aS4nMzMzGzzHSzGyiFlaAIuIJ6cODIuL32XmSdui1VAvkDYPN3OO8q6Rl68wvW1aGvnRx1/t5TV9P03vt5E2rmzFalOmps17ddfOez2+jD1UyM3lDLs9rMsBAWRmqDo5QtlzVYbSHurdPFUVZtEXHP2948+w62WxQ2YAHees7AzQuY4yRZmZWTZVR4L4EzKf386YNYr4yU1TZWbQOJY/z9jmELvdTtq06N/5s2vdnfnt1mqRVbc7WZJ28dfPWX7Rel4oqM03uQbNom3nK+tdUvV9RWUWoakWpSpmGUtSUr6z53qLKUHb+7Ic3WxEqel+rNhm0pRhVjDQzs3JFfYCuAewB7CjpFlx6vrgzcIUBymZmZjZKjpFmZtNVlAG6J/BoYE/gtZnp5wMv7LFMC+UNeJCX2clbvkkGaGrNTao016rb0b+LzElZk7j5bTTN9rTJKuU9X7SdruRlc/LKMX/lfz5Lkr0HTZX155dr2oRt0fZWVdVBEPLWmT82W3Km530es80gN9B/k0yrZXQx0szMqinqA3QEcISkB0TEhwYsk5mZ2ag5RpqZTVdpH6CI+JCke5Hc7XqHzPSX9lmwRRYNC1uU7WmaAZrK1dairE7Woiv0dTMfdTMpRRmjKtmevHWqDnhQlmGpOtjDom01UXUQg7zhrrP9Qsq2M9N3Zma2z0Xfl7Jhu2fm+zJNQfZ4F5X9EvI/d3mf//msz2yaB0EYp7HFSDMzK1daAZJ0GEl75rsA7wAeCHy153LlKqrEtK0A1TkRHpuqJ0WLliuq6DUZPa3tvX2aVpCKylX3xqpl04u2m5XXCT5vwIKiQQwWnWS3bcJWVDHJbrNsft57nN1n3jEqOy5jsmg0vnnZ5m5562QHPJgds7z3dr7SM79NG5cxxUgzM6umyjnH7SLikcCvI+IlwP7AtfstlpmZ2SQ4RpqZTUyVYbB/l/7/raRrAb8Crt9fkRabbwKyKBNUNQNU9z4xY1elvG2zPXnTygZFqJqZ2Zgzv+myi5bPW27RtDpDhVeVN4AB1LsHzvw2mnxOL6E4M1M2kEJRxgq2PUZ5Gaiy5nJNdd1sddFAFfMZnq1sm9XJy87lNXvLyxpRMM1GaTQx0szMqqlSAfq4pCsD/wKskZwTvL3XUpmZmU2DY6SZ2cQoovo1V0mXJ+nkeeOIOLHRDqUDgTeQXDB9R0S8UtI+JG2nvwM8JiIuc+FTUtyI5KrorNY2/7hoGpnHeX1NyFm2aNpYVb0CXqejf9XsSNWbnlbJzGyouGydgRMWlSdv3fn1F61X16Ir+tksyfw3cuuCx3mZley6efuqOnDCol+FsoxEV0Nqj1HeMcl7b/Ley62Z+Vsyj/Ombcn83zI3/yabNnHk2hoRMZUxWtaVtjGyaXxM122bQDUzm7yq8bHWOV1EXBQR5wFHNimUpI3Am4GDgL2Bh0raGzgUOBg4GbhH1QLnjQhX1Jl9VvnZSP6oYvNN5oq2pw7+qmq7zY05fzOLXmvetLz9LNpm3uPsumXr5O2nrGzzZYL89zXv9eQdo7LPwfz8or9F6+SVef49XbTNvGOfPQ5Fn98yq3h2nfceL/rLk/cdyzvGZU0k6xzbst8hG5c2MbKL+GhmZtVUaQKXp+n50W2A70XEDwAkvQ+4L5fey3Fri22bmZmNQZM45vhoZjaQphWgpqn2PYCfZJ6fAexHkvI/BvgucNiilRc1aauzfN78su30FXG63m6dzvlVjslM1SHCqwxeML9u2XtQNnhB0UAWdQZTWLRelelVLOpIP99ZPm/wANF+cID5cswPY91F07SxNn9rMmhF3jDVM4vej7xja+tWk69sq/hoZmbVLawASfoY+T/iAq7WcH+5A09FxNdIfug7UXSiXOVkaAqX2Jqc1JWdwI+lmU3Z8a9Tzq5eU9XtZMte5wyo6slzdmSwrk64q/QBKtpHlX5NVRUds6bfy0Uj79VZpwpXfNaXHmLkIPHRzMyKM0CvbjivyBlse3+EPYEzFy0saTNw/4b7MjNbSZIuzDw9KiIOWVph1q+uY2St+AiOkWZm86rGx1qjwLUlaTuSkWzuBvwUOAl4WEScXmHduDHlo8Btx2Wbvi0a+W1RE7kqV5rb3Atmpuwqcxf7gOrZi6IBH+b13QSu6P3KPm7bBK6sTIu214WyUdoWjQw3P4JY0bLzy9UZRS5vnaJpi7ZZtv2uDJW5XTTSXt6x7WoUuK3pY48Ct7raxMd0fY8CZ2brXtX42LQPUCMRsUXSU4FPkZxzvrPqj7uZmdmqcnw0MxvOoBUggIg4Fjh26P2uZ/N9RoqWy1tmdlkxW6WeXeHOZk6y+8k+nl//ksx6i9bJ20/e/Oy258s0P8jAhpx1svuZL9P8vuazHk0zQnUyP1B+b58qy86vV5Qxylu+6v2Dira5SJ2+M0XHvGyfTVMmdY/PJWyb+Zn9zzte2WlN+lnZanF8NDMbxuAVoL4tOomfyZ7oLlon7wQ5bzt9K9pHk+Zxi07s85apUxEqOp6LKh5VKyt5+8k7GcyrNJXJ20ed9dqelJZVKupUZooqSXWa1RXtY15ZhaOPk/aq2yz6/Ha577ImhVW3VfT+Zqe7jZOZmVl7pRexJR0v6cqZ51eR9Kl+i2VmZjZ+jpFmZtNTJQO0a0ScO3sSEb+WtHuPZVpolhkoazZVlCFQznKLtlMlE7QsbQdQKMuiFM3PXoXOZnOy+y66Ul8nW5PdZ5PMTp2r8nlXA4qaLfUxEMai5lZ1mshVbe5WlnWo20yu7vypWnSsigaqyGsWx4J1/j97Zx5vSVEd/u95A4LimuDOIiLBaBQyrig8BiSIxpW4IMLQ88A1bhgToj9xw4QYE43BqNHhTQ8QxA0VN4IIM49RoyLighFRUQGJJioooCLz6vdHV92u27d673tv3/fO9/N5n9e3urauXqpOnVOn/N8rtQ1XGL3pIxVFUZRqVBGAlkVkD2PMjwFEZE96aIlRdZ0L1De/yrvYNoJRnQZsUk4TASlvsFVk8lVVaMijTFgJ3de5GmX46ZxHrdBapLyyQvn4+XX9DFQxsyrz8lZ1DVFVoapKvbLUeQbGtXZnXJSZA/qCi+8Nrmg9UOi+ZMNUIOotM9FHKoqiKClVBKD/B2wTka329zzw/PFVSVEURVFmBu0jFUVRZoxSAcgYc76IrAUeTTIZe6Ix5v/GXrMcyrQ1ZTOk/p5AeR7Gqmo6JjXF11U5IS9uZZSZs4Wo41wgT8NTpq3JlnUbo/cVivf38cvJlpVNX/WZyIvTxFysicOCKhqisvyL0oTS+kzKMUJZ24fuF/CfsgAAIABJREFUa1eUae58DU9oH6A8L3F5mp9smNIv+tZHKoqiKOXkjiNE5IH2/1pgD5Idqa8D9rBhiqIoirIq0T5SURRldinSAL2SRI3/z4FzBjh0LDUqoMgJgk9IqityAV1lIf4sz8CGnBdUpYm77zxX5CFtjV9OaE2WnzarFYLqGp48Zw2h+vmE2iykKcrLs8k6mbYanJCGqMm6oLJyitLUOd+EKi7d85jE/k1F+wBl1wPl5Z9d86NusHtH7/pIRVEUpRq5ApAxxtkwP8EY81v/nIjsPNZaFVA2WCsTikIDJ39QMYn9fWaNogFjnqlR2UapoTJCwkqeUOQLU6Hys2VXEW5CplJFZnchmg5QmwyuQ/HqpCnbw6ZsA9a2ThCqtlWZCVsVQdSnC4Gsanvlmb1lz+eFkTk/yxMxK42+9pGKoihKOVUmQ79QMUxRFEVRVhvaRyqKoswYuRogEbkXcF/g9iLyp6QTsXcG7jCBuo2Q1SCEtDltZ0jbunXuI3lOAaqSbdMyqTnkehrKnQyUaWnyTN/y6tWFhmd7IKxufnWoo4kZt4YodBxKm5dHUfquyHsWbwuEdeUMoYoTBEee2VtVDZA6QegvfewjFUVRlGoUrQF6PBABu5HYOLuP+6+A14y3WoqiKIrSa7SPVBRFmVHEmGJLfBH5C2PMRyZUn6J6mPuRSGxu1neOVILzw+YKwmB01rjoXFn4SqPJLHmZ1qPqxqJ1NDxNNDJN6lG1PlXCq1BlrU3XG5020RCF6lX1XJYmm/aWMan3tcmaq5Bm57YKYbcBD167lk9cdhnGmL7tD7tq6VMfOe06KIqiTJuq/WOVjVAfJiKfM8bcACAidwP+yhjz2jYVbErRHihV0pUNjPJMsZruA7MSyV53mblRyPtamVldkfe1bF5Z/Ly6ymc71YWlsnyLqOIZro7DhLy0TR0gdOHVri6h58sndA+KhKpxmylCNYcG2fNl+wCpF7je0qs+UlEURSmnyhj+Ce7DDmCM+SXwxPFVSVEURVFmBu0jFUVRZowqGqA1IrKTMeZ3ACJye2Cn8VYrTF1XvH6cucxvvLCy83Xq00e61lTlXXdV5whVFqhXNTnrUsNTVE6ZeV5e2iInCiHy2rbO/jxFWtKqaYrShdIX5ZNH3fenyXMcSlOmUapDWbvlaXjUCcKKojd9pKIoilKNKgLQWcDnRGQTyZhnAdg81lrlEDKbqrIOocrAKRQ35GVuFhnH4KmqmaAft6geVUzgHF2asNXJ06WvIyyFCNW1qqfBpkJLE89wVcssO9fV81eWT5Nnsst6FJkKdiEA+b+VXtGbPlJRFEWpRqkAZIz5RxH5JvA4krHdKcaY/xx7zRRFURSl52gfqSiKMntU0QBhjPkM8Jkx16WUqg4QijQ/vrlbntanzkyyY5Y1RE2o0x5VND9lThHKzuVpjOrs1RMyXxuHl7g2+0qVmcJBN/sAFaUrCqtyrk4cn6YmqU3e56rUMYHzw5pqgNQJQj/pSx+pKIqiVKN03C4ijxaRr4jITSJyq4hsF5FfTaJyiqIoitJntI9UFEWZPapogN4JHAV8CHg4sB54wDgrlUfIeUEoTtGMb5lWKJRvnTVEq5E2GrMmazTq7L8TCstzTNBGs1NHA9WGvHLKtDVN9gHqIqwovC5NtbB11p61qUfVNUD++TINUDb9av7O9Jje9JGKoihKNaqawH1PRNYYY7YDm0TkC2OuVyFFg6+2Dg90D6D6VB2U1TGLazJoHYfQVOTFrY7jhC4papumZm1VTbmq1mcaA/Um7+m4hLOuBCAVeGaDvvWRiqIoSjFVBKBbROR2wOUi8o/A9cAu462WoiiKoswE2kcqiqLMGFUEoGNJJrZfApwI7A78Rd2CROS5wEn2503Ai4wxX7fnjgL+BjjDGPMveXk0nQ3NOj4oc4JAILyruqxk2s62VzWLm4bZXNWwSZnCFZVVxVlIW+1PW3O3rt6fLh0j1KGqRqyKQwT3v4oTBP3u9JLWfWQX/aOiKIpSnSpusH9kD38DvLFFWVcDBxtjfikiTwDeCzzKnjsKeATwHyJyR2PMTS3KURRFUZSJ0FEfqf2joijKBMkVgOy+BrleV40xD61TkDHGt4n+L2A3vzgXjYLJ8nHNflZxfa1rfsqpc3/qOk6osi6oq3VDXYcVhVeJ19SldFeanbZOEKqeb0IThyWhdF1Q5gSh6FjdYM8eXfaRXfSPiqIoSnWKNEBPGmO5xzO8Z8K5wKXAWcaYX+clqjto8U3c8o5DcauWrUJRc+oKK2UD3SZmc3lCU5cCUF2zvabCTtm5Kov0q+TVF8GnTlmTeE/rtG/IlE1N4GaScfWRjfpHRVEUpTq5ApCn1u8UETmE5AN/oFfWZmDzOMpTFEVRlK4ZRx+p/aOiKMpkKF0DJCKPBk4D/hi4Hcliz5uNMXeukPYvgefZn08EdgU2Ak8wxvy8QvozgSP9sHHPgOaZw+XFVarTtl3ruNEuipenlQmFtwnL1iVUjy6eoSYOCeqawnWhdZoWTc3k6uRZdr6JCVwRInKz9/NcY8yxFZIpY6BpH9m2f7R5jPSRiqIoq5mq/aMYU2xVLiKXEtjkzRjz/2pWaA/gImB9xt65anpzV4YHL3Pe72w4Ob/HsW5D6YYm7V2Wps35oueobljV+uTFrSNM1BVWmgpAfTJ9a0qXG6EWna8jABEIc8f7rV3LxZddhjFG14L0hC76yLb9o81Dl4gpirLqqdo/TnIj1NcBfwi8S0QAbjPGPLxBPoqiKIrSGzroI7V/VBRFmSAT2wjVGHMCcELddD5ZRwWTMIfzy1PGSxOve2VpyhbFF6XPnguZUpWFlTk56GqvqbZaibJ8VqoGqM4zV/V6mmqAQmGz0IZK+z6yi/5RURRFqU6VceaxNt5LgJtpuBGqoiiKoqxAtI9UFEWZMUrXAPUFERmsKC1b99PVGqC6cZTxMcn1QePYM6jKuTpxoJ1GIi98tWmAfKapAfKPi7RB+61dy1ZdA6QE0DVAiqIoHawBEpGnArsZY/7N/v4ScHd7+m+MMR9uXcuaOA9tRd63Qvv8zNpATBmljne+qmnyzueZPobCi8KK8gidC8VpQ5ee25rkVfX8tKn7nagSr44Q5H6XOUFQ+kUf+0hFURSlGkXjw78BzvN+7wQ8AlgHvGiMdVIURVGUvqN9pKIoyoxS5AThdsaYa7zf2+zeBD8XkdpOELrCn7WvMyuq2iClLnW0TnW0Rk3yr0NTDUWT8Krl1Yk3bsocU1ShS1fYeeeqaImUqdLLPlJRFEUpp2j8dTf/hzHmJd7Pu6MoiqIoqxftIxVFUWaUIg3Ql0TkecaY9/mBIvIC4MvjrVaY7BqgvPU+VbU9deLpzOt06dM96NI9eh232E3zbBJnnJqgunHbUNU1eluaOo+o4wRB6R296yMVRVGUahQJQCcCHxORo4HLbNjDSOycnzbuiuWRFXCKnCCQE1Ym+HRhIqO0o4t70FZo6lLo6lJoqlpWm3htHRv05Z2ZZD3qtGfZ77w46uarV/Syj1QURVHKyRWAjDE/Ax4jIocCD7bBnzLGXDSRmimKoihKT9E+UlEUZXYp0gABYD/mvfigVzWBoySsaKa2T6ZWjr7sQdRVu1S5nqYanzp5NL3X43So0YVjhK6cEnSl5enb+zQJqmh0smFFJnBKf+lTH6koiqJUo1QA6htlJnDUCMueyzufx6QEk5U2COriepqs7agqIOU9K20En2msN5uUIFQ3XtP4TRj3O9rWG1zVsJX2DVAURVGUadIX5YKiKIqiKIqiKMrYmTkNEBSbwGXPZ8Oy4dlzPmXSoc7Kjo+u2r6qdq8sXhXTyTr1miRdemebNbO3adSjC49ween70q6KoiiKMsuoBkhRFEVRFEVRlFXDTGmAsgvEm6wByoaHzhfFGycqjabUbfu8tmuj9fHjjOt83Xht6VKD06au09ZktHnX2mrUmuwNpCiKoihKd8yUAARhIYgaYdnw0PkQfdq/ZTVRtd2b3L88Jwdl+dYRptsKYONkHOZss/IMj8uDX93zRcKOCkKKoiiKMh5U6aAoiqIoiqIoyqph5jRA0F7rU9UELlTmrLBSJNsmzg6q5lNn36CVovXJY1IurPt0zVDvPWlS96oOEfrWLoqiKIqykpkpAahoDVBRmAt39NUErktmfUBVt727MIGrG7fOGqKyeGXlt2GSwsqsPXeTNIXrYj2QaVopRVEURVEGzNq4XlEURVEURVEUpTEzpQGCek4QCJyrcj6v3D6x0iXXrkzfivKr4zmuqQapS81Ul0zbhG2a71Pbd6cLzVgVbZA6QVAURVGU8bDSx9GKoiiKoiiKoigDZk4DlEdIE+SfK5L06qwF6QsrZUZ4nLPxTR1bjGO9UF78vt3HtvXp2/WEmPZeS1XXAimKoiiKMh5mUgBqIuxM2vNbn4WnPlGnjbtyjNCFx7iyMvLSjPN68+hicD3OAfo48h73+9eV17y6ewMpiqIoitKeiY/TReQRIrJdRJ7hhZ0oIpeJyLMnXR9FURRF6QPaPyqKokyGiWqARGQN8BbgP72wOwKPAB4JfAT4QF76Km6wXbhP28XuTVjJM7fT0m515aq8iWaoyzRV0lZJ3xVdltOX537a9RiHGdxyhTjK7NK2f1QURVGqM+mx7EtJPuI/88LE/tctLhRFUZTVivaPiqIoE2JiGiARuS/wdOBQkhktAIwxvxaRbwKXAm+tm2/ReiA/TlvtgEPX9oxvFnqaDhGaph+HE4Y+Mkt1nQZV2qcojq4FWt2Mq39UFEVRwkzSBO5fgJOMMdtFZOiEMeZU4NRsAhE5EzjSDyszexu3udskByKrTdiahkOEqvmNwwSuTvldM67nWAfqw4zLI5yI3Oz9PNcYc2z1Wik9pHb/COE+UlEUZTVTtX8UY8anWReRvwSeZ3/ehVSdvytwC/B8Y8zHKuZl3CCxaLBYZyDZdwGj7/WbJl23TdP8uqqHCkArk64EIBf2p2vX8qXLLsMYI4FoygzRZf9o81MzOUVRVj1V+8exCkC5hYrEwCeNMR+ukcZkB4llg8Ymg0oVOurT1zbrol5t8+hr29RBhZpqVG2npi6xQQWg1UCT/tGmUwFIUZRVT9X+cSb3AXJU3eC0ziBU1wDVp+sB8qQ88Y1rXVCdOhQxyx4JVWgapgtNkHqBUxRFUZRumIoAZIyJplGuoiiKovQZ7R8VRVHGz0xrgKC6FzifNjPrfZmBXcmaqEk5D2ji2KBK+jZ5Ns1/HEy7/Fll3B7hFEVRFEVpx0oeRyuKoiiKoiiKogwxUxqgojU/ddb7dOUSe5r0cUZ4Gm1YtR26XAc2zjxXEn295qbPadvrGZdLbEVRFEVR6jFTAhBUd3xASbyidCFmTUCaBl0O1rpu7yp163pvoTZ5T5uVPPCe5LU1EXqqplUURVEUpRmzNi5TFEVRFEVRFEVpzMxpgKC6uVtTbVBZXtNiNUmrTdp7Uvd4Fh0a9IVxtEOfTS+bpC/aJ0g3elEURVGU9qymMbWiKIqiKIqiKKucmdQAOcrWA2XjZpk16a/vWoRpt2fd9pnkYvhpt01V+v6MhZiFOo/DNbaiKIqiKM2YaQEI6nl/y0ubx6wMWvvCrJk3TdKJgQ5gVzZN728bJwmKoiiKojRDx/iKoiiKoiiKoqwaZl4D5OjS4UEoz3Gg0mc5be9BX56FWbvXqnnonqptqm2vKIqiKONlxQhAPrOy3mclDHT62K4+fVmvsxLutVKdJve7ijmcPkeKoiiK0p6ZEoAe9KAHNU7b94H6rLIS21WmXQFl5mnirrqKALT33ntz2WWXNchdWQ206SMVRVFmnW9/+9uV44oxs7GzhIjMRkUVRVHGjDFG5XRlCO0jFUVRqvePMyMAOUTkZmPMLtOuxyyjbdgObb/2aBsqSvfoe9UebcP2aBu2Q9tvMqxECyZFURRFURRFUZQgKgApiqIoiqIoirJqmEUB6NxpV2AFoG3YDm2/9mgbKkr36HvVHm3D9mgbtkPbbwL0TgASkUUR+ZmIfMsL+wMR+ayIXAXcS0TuZsPnROQMEfmCiDx4apXuOSLyQxH5pohcLiKXGmOOFZH7iMhFIvJxEbnjtOvYZ0TkCBG5UkS+JyJ/a9vvwSLyRRHZLCK9e48mjYjsLCJfFpGvi8gVIvJGGx6LyNX22btcRPa3SU4XkRu98Nd5eR0lIpeJyCumcjGK0mOK+kjg0bav1D6yIto/tkf7yHLq9JG2/dZpHzle+vhQxsARmbC/BT5njNkH+Jz9DXA48CXg6cBfTaqCM8ohxpj9jTEPt79fBrwU2AgcM71q9RsRWQP8G/AE4EHAc0TkQcArgacAl5I8h6ud3wGHGmP2A/YHjhCRR9tzf22fvf2NMZd7aS7xwt/khR8FPIJkMKeDD0UZJkb7yK7R/rEh2kdWRvvIntE7AcgYswT8IhP8VGCzPd4MPM0eryHdH1DdwtZD264ajwS+Z4z5gTHmVuAckudxDcl2L9p+gEm4yf7c0f41dTHp2tOgbasoQ2gfORG03aqjfWQFtI/sH70TgHK4pzHmegD7/x42/D+Bg4HzgLdNqW6zgAEuEJGvisjzbdg7gX8HXgicNbWa9Z/7Atd4v6+1Ye8APgUcAFwwhXr1DhFZIyKXAz8DPmuM+ZI99Xci8g0RebuI7OQlOcCaA3wmY55zLsms4aXGmF9PqPqKMstoH9kc7R/boX1kRbSP7Bc7TLsCbTDG3EaiClSKeawx5icicg/gsyLyHTuLOD/tis0AodkVY4z5GvCoSVemzxhjtgP7i8hdgY+KyJ8Arwb+B7gd8F7gJOBNwGXAnsaYm0TkicDHgH1sPptJZ7MVRWmI9pGV0P6xHdpHVkT7yH4xKxqgn4rIvQHs/59NuT4zhTHmJ/b/z4CPkqislWpcC+zu/d4N+MmU6jITGGNuALYARxhjrreq/98Bm7DPnjHmV84cwBjzaWBHEdl1WnVWlBlH+8iGaP/YGu0ja6J9ZD+YFQHoPOA4e3wc8PEp1mWmEJFdRORO7phkMeK3ilMpHl8B9hGRvUTkdiSzqedNuU69Q0Tubme1EJHbA4cB3/EGZUKyLuFb9ve9bBgi8kiSb9HPp1F3RVkBaB/ZAO0fO0H7yApoH9k/emcCJyLvB9YBu4rItcDrgX8APigixwM/Bp45vRrOHPckUbVCcr/PNsacP90qzQ7GmNtE5CUktvRrgEVjzBVTrlYfuTew2XoEmgM+aIz5pHUle3cSM4nLSWzqAZ4BvEhEbgN+AxxljGm6IFRRVg3aR3aK9o8t0T6yMtpH9gzR9lQURVEURVEUZbUwKyZwiqIoiqIoiqIorVEBSFEURVEURVGUVYMKQIqiKIqiKIqirBpUAFJ6jYjEIvLminF/KCKHtSyvdR6KoiiKslIRkT1E5Ca7oD90/g0i0skGsiJiROQBXeSlKD698wKnKIqiKIqi9BNjzI+BO067HorSBtUAKcoKQxL03VYURVFyERGdBFdWLTpIUjrBmo79tYh8Q0RuFpHTReSeIvIZEfm1iFwoInezcZ8iIt8RkVtF5DcicoWIfFFEni4ifyoil9k0HwB29sq4n4j8SEQuF5EbROQLIvLQivWLROQ+VjX/YRH5ga3nZSKyX06aWETeLCLrROST9v+13vmTROQ6W9crReRxJXV4pL3OG0TkehF5p904DnstxtbvpyLyfyLyVifI2Pp/XkROE5Ebbfs9zsv7OyJyqYh8HrgFuL+93vNE5Bci8j0ReZ4X/9Mi8s/e7w+IyGKVtlQURVHGh+07z7b91Fdd/1iS5n4iUrqJq+2rTxKRbwA3W3O2S0Xk5yJytYi8TEQ2isiDbJ91qYj8yvZLb/PKMiKyg+0XPyciW21f+FlgV6+8oX7Tq8Nh9ji3X/T4oFfu0ZUacbi8SETeWTedsrJRAUjpkr8A/gz4I+DJwGeA15B8DOeAl4nIHwHvB5aBV5Bs4rcTcCywJ/Ax4EzgD4AP2TwdDwbuC7wA+EPg34HzRGSnCnWLgPvY46cCfwPcFTgb+JiI7FjnQkVkX+AlwCOMMXcCHg/8sCTZduBEkvY4AHgc8GIAY8xjvLpdDqy1xwte+kcBP7DpXw+cKyJ/4J3fF3g+cCfgRyTtfC3JdT8D+HtPaFoAjhWRQ0XkucAjgJdXbwFFURSla0RESPrBJWPM/Y0xDwOOAnbrsJjnAH9O0s9+lKQ//XOSPukVwIeMMd8G3gG8wxhzZ2BvrCASYC3wVZK+6RTguBp1ye0XPZ5l/98PqC0AKUoIVX8qXXKaMeanACJyCfAzY8zX7O+PknzYloGvkGzC+y6r4Xg5ycf9MmBHkg/yRcAuwO9IP/zPAX5hjPmSiNwPOAG4F/BNEYlcJUTkb0gEqmUSIexS4OHAfwB3seW8hERgeRuJkPYtEfktyc7gVdhOYgO9JCK/sdf0Ilv+D4HNJELgjsAzjTHfIdmh/WySzuYrtqw/A/5FRG6y+e4MPBo4D/gG8EoR2d9ew89sG37NGPMBETkVuEJEvgvcGfhvY8wVkuwqvRmYt3V8mDHm8yKy0bbL54wx/yMiL7Txbg88zRjz64rXriiKooyHQ4FbjTHvcQHGmB8Bp0GiBSGZJNzFnn6JMeYLfgYlce5MMvb7JMlk2x4kfcBm4DfAJiAWkScDvwceLyKvsmn/j6QP8rkHSb96sjHmdyR94ieAe4nI1+y5u4nITsaY39n+8a7Au22f+0xjzHdsv/U+kj7r5SJyIvAwW8bX7bX8A/DHInK5re8vgYcbY15ir/uTwD8ZY7aIyAbg1cD1wHdJxhLYct5jrxvgFcaYz2dvgrLyUQ2Q0iU/9Y5/E/h9RxJtxHYSIQRjzDJwDYlm5z7AdSQD/T8zxqwFLgYOt3ncF9hVRG4g+XA/hETIeTfwrzbOI4CnAY8yxuwH/KMx5sMkAsRzST58P/bq9YckH9bTbPz/rXit19qybyAR0A4BTvLO/5+t/7sB13m83ca9D3AMcDeSGTiftwCXGGP2J+mI7uqdu84diMi9SYS/95EIUbsAToh6B8kM4v8BTwc22vAfkbSh45PAGuBKY8y2itetKIqijI8HY/vHHPz+8dmkfV9pHBF5AnAH4IW2v9tC0g/tTNIv3Y/EOsKZoL2KpA/ZHbiVpL/Jsivwe2PMzV7YtSTanGeTWjG8yDu/3f5+N/AmK7j8EDiIpE++mVRA8flbbP9ojHl74Dz2Ou8NvBF4LEn/+CDv9DuAtxtjHkFiYbJxNAdlNaACkDJpfkLywQUG6v4/IflYvYFkgL4j8D4R+SaJYHF3L+3/GmPuSmIu9wng+yTqdveBWwtsMsbcAmCM+UWgDrt7xweQCDJft7+XvXM3k3QWjnt5x/sCVxhjHm7rcjWJRspxrv3/VZJOBRKTtkuAfYwxu5Cs1ZFM3e7hHe9BImA5fOHlUbZ+VxljbiXp8ByHkWjVdiURcu4sIney+V3nxfs74L+Be4vIc1AURVF6hYj8m4h8XUS+YoP8/vFDDA/uKYlzGMlE2W/t7++Q9F3bgEOMMXe1Jt3ftOfvSTKZtivJ5FwsIk6r5Pg5sGMm/MHATcaY75L0U9tJLBIct7f/v2rr9B2SvvyPSSwybiDR7jTlUcAWY8z/2v7xA965w4B3Wi3SeaT9o7LKUAFImTQfJPnIHWrX3fwVyeD9IJJZqNuAc2zYG0jWB7m9Bs4B/kBEHkViM/xzEhX3OtIZKwFMSR0eRvJBX0MilGwH/isQ73LgiSRranYisY123A+4i11/9FsS9bpf7u/s/+2kpqZrSDqfm0TkgXgOHjyeTdKZ7E4ixHyR9D29B7CPzecxJKYFnw7kMUdi8rcNWCKx3d4LOJ7EDBARmQc2AOvt32kict9AXoqiKMrkuIJkIg8AY8xfkpiduYnAE0msK/Yj+c5nHQYUxclOuH0Z+BXJpOBOIrJGRP6EpM8D27daSw03Gbc9k8dPgRuBN4rI7UTkQOBg7/x3bfn3sn3+Xbz6uP7xVyT95/0Z1hSVcRvD41i/T80bB8wBB1gt0v7GmPuq+ffqRAUgZaIYY64kWcS4D8lH78mka2UAjiQRUP6SZOHjZaQf7W+SaDDeSaIKXyDR/jyHVEi6FFgQkTsAeE4Cfk36Uf84iTBxEfBIEqHErTPy34kzSTRD55DMKPmzSNcBDyQRwv6HRItVpko/n8T07dcks3Kh9+8ikpmyy4FPkdg572/b4GskgszHSVT3v7TXuCNp5whwAckap+eQCGo/JVlX9XpjzGdF5M7AGSR24ddZ87fTgU1WI6coiqJMh4uAnUXEFwR8S4S7ANdboeRY0r6PCnEuIDFF38mL92QSweETJGbTG0kn7fYAjhSRm0lMx04wxjjtkc/XSPrIX5A46DkTuKOIPMAYcyNJv/xgkn7TkFhzOL5PMib4Y1v2B0hMv+/GKH4/DonZ3P4iMmcnDR9pw78ErBORP7T94zO9NK5/BMCusVVWISoAKZ1gjLmfMeZC7/cxxpg3eL83GmMOs8cfJdFKfJzkA7uJZKB/kjHmUhK73e+SmJZdRKJCd9xkbXcfQvLx293mcbOtwz+QqLUvtSput/4mJln/80KShZ3fBg42xjyERBNyroh8nWQ9zIW2nr81xjybxDuO01ZhXXruSKIduorko/5Z4B9LmumFJELcd4ELSRZnHpyJczrwBRIb6mtJTOauBt5MIsx8AXiSMWZvEiHwizavzfaaAF5GMuv3aZIZtfcbY/Z2i2qNMb+ybXWOK9QYc5Ix5nBjTJn2TFEURRkT9hv8NOBg65b6y9j+0UZ5F3CciPwXicfVmwPZBOMYY84nsax4q+sfjTE/Iekz/pdknegh2Mk1Y8wzgSeR9Fm3Yb27GWN+aIwRY8xttrwDSCbnbiARZM4AngJ8yJrhfRe4hzHmHiQTn2u98cKNxpgHkkxC/sCW91mS/vFyFH37AAAgAElEQVTXxhjfquMbwG3WJPBE4PMk/eM3gX8iXVt8vb1O1z/6a6peBjxcki07vk3SLyurENHxjrKaEJE3AA8wxhwzhbJ3ArYbY24TkQOAd1tnB+68IVkf9L1A2ohk9u3AiVVYURRFUSZAWf+oKF0zcxogETlz2nWYdVZ6G0qy+epNgb/XdJR/bvuVlL0H8BWrafpX4Hl5+ax0VvozqCjTQN+r9mgbtqdhG2r/aNFncDLMnAZIRG62HrSUhmgbtkPbrz3ahorSPfpetUfbsD3ahu3Q9psMM6cBUhRFURRFURRFacrMaIDs+ghFUZRVj10YrCgDtI9UFEWp3j/uUB6lP9yrPIrSEcvlUVZk2UWounTyTLLNZ+H+PmTtWv7zsqJN4pXVzH0CYcfZ/5tLwrLn8s635bhAWNNyyq5twR4vNsw/y9IxMH9WcjzN70VXZUck7lFD4eScy573j7esT47nz6hfl67vVRGR/R93FG/c9QilcfjttcBk2m9cY7QN9v+mzHEd/qdG3JnSAKkANDmmIYT0VfDJYxYGzLPOJNp4lu6jE4BUA6RkERHzapKBf5GAk0eTNOPkOMrrMgkBaCHz2+Xlfzci+z8OpI9ywpvgyoy8sDZ5tx0wRyXlR17+/r0ouy/uvD8mKCvHjxd5x10RqnPomgjEGzddjZ3KvgGunKWjYf7s5HgD9YWUJmmq8j9U1wDNUt+vKIqiKIqiKIrSCtUAKUFUA1QNnUEYL6oBGkY1QEoedTRAfdD2VNHwFOGbo4W47sKDuO9hl7QoIUzd70XkHccty/a1DC6vKPO7a+po0SL7P/Z+F6XzNVBdmcBF1DfrW1rfzGxvqYXJX1md6lBn7JQ1Qa3yDpblX9VcralZW50862iAVABSgkxaGJlF4Qdma/A8i4y7fWft/qkApOQhIuY+DAsWdYSMumuFALYcnfzfdHb5eiJHV0JX3rXVFe7qmIEtAJHdQntdgfAV0X5Qmx1cl32rsmUuRTa9DWxr7tY2vevjfSHOzy8kTOSVWSQsdXGd2bzbCmrjXt9UNn5ass9s0YRBFv89msb4LLL/45rp1AROURRFURRFURQlgGqAlCGmpYmZVQ2QQ2cSxoNqgIZRDZCSh28CV0bZjHATbVA2Xl5cP59xe6NrMvMdws3gR8cUa37KiOz/uGEdmqTLywuqOSSoylKUaptCYWV9fJ5mqAlZhwRd5DkpIvs/rhhW5brq3uOsFrnIZC3PocGGzO8qZm+R/R9XiBsqewNwKqoBUhRFURRFURRFGUE1QBUokxJnXXvho2t/2qEzCt2iGqBhVAOk5OHWAPlkZ3KhmTalrcOCsjyr1nMc9ahLk29GFAiLK6Z1a2PW5Sy0d3n7+YXWwYTWsQBENoP5uFxTkF1XlK1HIHiEpn1+G01V3rogf91RNv8uNVJllF1b5OIFnDVEBemqkOdMJLR+r47zgiKHBxHV92BylMV39NoJgoisAS4FrjPGPElEHgxsBL4LbDDGBN+PaQhATT50sz6gXwkCUFme4xz0ztKAuk3bT+o6VQAaRgWglU+bPjK0EWoRXXmDq/Mt8d+5quZwPuP0YFfmWQ7SwWrshUWBsMJyangd89urSACB6vvr5CQfELqfIRM3n6hCvnl5w2RN4KoIU029/cX2f513oo2nvXGMofyJhib5d7nPz5J1tLJ4dhoWF8TvuxOElwP/7f1+JfAUkg/+4VOoj6IoiqL0Be0jFUVRxsxENUAishuJYPl3wCvt7FYMvAp4NvADY8xnctJOTAPUlVQ4i9qgWdYANcmr6xmAPmoUxnVPV8IePX28X0WoBmhl07aPDGmAmuz7kU2bp6FxYU1me7PvXhvHC3mEzJqKTMOqpHH13lLBHTaUa0bK3DZXcX+NLaNMQ+TOr4ur1S0i3A5l5RSR7Y9ce79xyyEAXL148YgrbGjmdtpRlja0v1IeUY24ob63axfedfv3Ju+UK6POPj7ZuBHNnHhE9n9MNU1rnzVA/wL8DcP37B3Ap4ADgAsmXB9FURRF6QvaRyqKokyAiWmARORJwBONMS8WkXXAq4wxT6qRXjVAE2TWNEFt03c5EzBtrcKk792sr6ma9v2qg2qAVi5d9JFFa4DKZn6bOB8Y93e3jfbKp0u3yNk6b2npGjtvk80u1hr5VPnOLdlC5wON0/ZeR/Z/7OU1jnU/ec4OfK1Sti2WIliM0/oVUUf7FWV+l22uChAFNoQN5emK9+9L201g874BLnyDXY8z763HCa336XINUOQdx5mw2DvnyuylEwQRORU4FrgN2Bm4M3CuMeaYgjRnAkfan3eYNQHIMYuCkApA/cirKn14xsZx3SoADeMEIOAWL/hcY8yxU6qS0hFd9JFV9wHKUmfPnbwF0iHzGLeAedPZ4QGRe/dCAlYozHdSUMUjXBUTuCzZvYPyTOTiknxCRN6xn36wz1DB4Df7nXJ5ldWjqL5RhfSOcZirh5xBlJkkViGUpolTg7hmmjKatmFk/8eE73ube1P2HjVxiNClAOSIqHY//if5V6l/nFjfb4x5tTFmN2PM/YCjgIuKPuw2zbHGmF2MMbtMpJKKoigzgPsu2j8VflYA2kcqiqK0p2r/OJV9gFaLCZyjD7PzdVltGiDo5r6vVu2PY5adSsyCJkhN4FYHbUzgsqY12+1xW7fRRU4KoPqMb0hTFHr3xr3nT5t9ZaCec4K6XLPlEHZfd3Gt8sqYY7ROEcUmdhGjZkeQr6Epyz9bThVHAKH7VPfeLa2H+IzhupUR5cRtYwIXM3ztdU0zl9bDYuA66owBujArrVJe9j2vqxVaCpjbVSnzVHpoAteWWdkHKESfBqh1mWTd25S1GgWgPj5Xs2oG14cyq6ACkJJHk32A2uJ7h2pj8jLHqIBVRwCq6tmqrRc4/9h9IyK6N5XKM9Vr811qmjay/2NG1+40ER7bboTql5tXj6zZX0T39yiPKFN2Nsxvw642WHX5V8mvq320QpMfvtBTx2OcI/KO44bx+uwFTlEURVEURVEUZWqoBqgA1QDNjgaoi/SqAeqOWXcq0afyfVQDpORRVQPUlacoKF4cvcE/PrrYlGUD3Wh72prN5bVNkcbD/z5E9n+cCfN/F8Ut06yEvkV5+VTVIIXS5+Hi5rVR9jmIA/ln4yyVeD0r2zcn75x/Ps457xPViNtFPnl7BI1Tq5aXfxvtaygfX+sT0gr5hDREEWHTS0ccCHOoBkhRFEVRFEVRFCWAaoAq0FZK7PNMfRVmxSGCaoD6RVdt0cdZmmnVSTVASh6+Bii0n0zZOhcC8fyZ4TInCI7QjK6/Rii0NqCOBqgN1114EPc97JLa6ZpoZhwRxfuXFIXn0fT700QD5J93x3XcimfZsj49Dml9ulwbk9dOkf0fB8IInKuDn09ZHiFtmGsTvx1cnnn5ufPBPZCOgfis/PNVXNA3cZxQND5pumYwq0EK7T+kThA6ZrULQI5JXce0TOGmscC0DX1/rmbZI1xdJlU3FYCUPJwA5O+VA+29nVUhbz+gqguhq3qB88Oa7ANUJV6b9srbvDTORqS+0JN1wJBNH3lxy/Js6sHOhZfupWQjus1Fq6TJE9SL0pU5QXDEVKfu5EERUUn5dZ1KRAV5+fnVyTPEODwwdjleyfuu1BWA+jymUBRFURRFURRF6ZSZ0gDdo0K8Prrh7ftMfV0mcT1dlFEnjy72WJg0s/JcrSSHCFUZVz1VA6TkISJmt0xYxKiGoMreK00ocoQQWhTth5eZwOWZ35XNUrt0a+z/KtdYd+Y81Hbj/k4tENbOZMOK0kPYSUGWyDsuciEeAQs2stP8+Hn62o6oxPGBX7bLo4lGI88JQpT5nT3vp3WUaaKq1suV7ZeZ15c7BxGLXju5dKF8ivLKo6pjhCzXXXgQQCOTUmg2fqmiUVYnCIqiKIqiKIqiKAFWnAbIpy8zz7MyU9+EcV/bpNYDdbmodFLMynPVl/dwmnRR72USDdBnVQOkBMjTADniQJoyV7x1Zt39TVEdee5wHWXvRVebNobIzvBDvTVAbV1WR154XBLX4TQCMLxYPhsv8n679TjzgUKWIlgXKjxA2/4m8o7956tMG5R1kx0xqhXy8/QJbVbr1yNmlEmsmcsSNSizzH14aD1QWRlFa558xtE2oXWEUN1ZgtMi/4QV6gShrgDkM02PVLMyUG3KOK+vq7zz8plF0zfHrD1XfTRPnTZl9c/eYxWAlDxExLyWamZNIcq+J1WFkTzPcGUCUJGXubwyi/YvyTORG6dQlUdoEBl7x1EmLGJ0wD5H2Ptanb1uiuqTV7eyhfWRdxyqQ56Q7fJx6UNpQ4TKK9u/qWreXZNtr4jwPd5SIsy0EcqWS9JXmfBYOib5X+RNLo8yT5KhcubPGt1TKOQ5zheUXJ51BKBZHz8oiqIoiqIoiqJUZtVogByTnPGftRn6rhjHdfexLac9e9DHNiljnG027fsxCVQDpOQRMoHLI7L/Y++3f1x3pnnpGDjdzg67mdjs9ymrAapi/jZJLY0jtEdSkealy0X52XAoN3VybIvCZm6h8pvUOc8sKk+74c5l0/t73bh4kG8GGAovqptPnT6hrelbk/SR/R8HwvJcb0cME2d+Fz0vUcX6dbkXk1/3Olrkpu++msCV0MVAqUoeszhA7Yqur72PbTntAXcf26Qq0247R1/qURUVgJQ86ghAZYzTC2fIbCWPuiZwTfLJG2zVXTdRFC87OM7u4+MfQ3jgH3nH2XMuTz9uNk4Xg9q6g/yu9qUpwxeqfNp837P3tapXuKLrXIqG90Zyh1HmNzR/B0N5hcKa5ONoUrfs5EHkmbtB/uarZd4hsyavagKnKIqiKIqiKIoSYFVqgBzjNIeb5dn5Lhm3E4Np0LdZg0l5ygP16OaYVt1VA6Tk4WuA/FnoooXrcUmeLl50TDpTW1WT4DtDqOP5rQ5dOTSos1C7iLJ296nqJS7OOR/SKlUlpLWqGuYTke79Mx+nHucOjNP0IwvqM9qaKHM+DpQRCs/G8c87M7D4jPK0jiJTvyrpHWVarzrvY5EDCec9b/GMYi+Cfr5RoIxQ+XnxqHgehvd9gnrfjDYaXdUAKYqiKIqiKIqiBFAN0JjS90ljMU26bIe+tGnfZg2atkvb9pyma/k+MonrUA2QkkeXa4AcZfsE+RTNym45GjadPRpe1+a/CiE33KHy/PhV69Hl4vDsmh0onp1fyFnnEsoz8sL8PLtYx1KFOn1L5MoscfZwzUUHA3DyoVsL186EqOIgIkTom75kG2fea5yI8HqeLfaHKzvv+fHTFJHn0rrMSUKU+Z1H1XhtCV1HaF1QE9QJQk3G7RShLwP3SbISPcF1PeCfpnngONpyUs5FZomur0cFICWPPBO4Lsia9RTlmydAFO3ZU4ciAWXJM9Xzj9vkmaWqEFFGmQlcNiwbHrrHfp6hDVCL6t7Wwx2E+xVbjcpmWHkUpffDQs9nmYOIENn7E2Xq4bO0MCwQ5ZVTZ0+ePNr03aE6hcJceJbYO5d37MerQtkkS91nUU3gFEVRFEVRFEVRAqgGCN0bqGtU+1M/XZvr64sGKEub92olzsx0cU2qAVLyqGMCV3VvGccyw7u0V8XXrLhvztLRNp+zh4+L3o+QhibrAjd7Pi+fbJoq6UK0mckPmb9BuevirAbHL7/p96Vshr2qO/Ay7UZk/8eEtQtVys+mj7283XHIJXbW7XgV8toz8o7jQHioTnlk+2H/uVmKwmZ7P9pyCAC7r7t4KB2UO1soI+/5qpp/HQcPoXAXVuc6sudVA6QoiqIoiqIoihKgkgZIRPYE9jHGXCgitwd2MMb8euy1G66D2bXg/DRnm/soRU5DY7ISNT+OJve46XNR95rrxJ9me45bizaL1L021QD1k770ka8jf9a57N2P7P9Q+mzaPI1MNqxq2ZPEbcQaWotUZ11S2Qx4aDbdEXvHEaNrKLJxQjgt3rozRvMJaQ+y2gUIx4Hh9RdV3ac30QCF2i7P5XqoPUP18PHdYZfGtZVaVxYxQJRTF5tlZa3Tliis9SnKJ2I8m8v61NUY51H2fMSB47rfjk6dIIjI84DnA39gjNlbRPYB3mOMeVzNerWiTAByTHKgOmsDs1kSUPrSYda9x108E1WvfVYEnxB9fOeqttG43/ui/FUA6h996iP3sMd5A1yo9pzb5INByJYK+wCFBKBQWU4A2RQ4l43n4vimchu8OJu8uO536HwIP09Hk3e7zESsK9O0PGEg9o6jQHhVU6imHu6qOD7w2XIMxJ4ZZd0yF3LyDVHW9gOhK0oFn8iG+WX4Tg6cF7g4hkXv4hdsYYuBBgmdi4CFgEc5/3yb+1HVdCyq4V3QJ7L/44I65JXZ5Lq2HAPrMua3vtDt8u3aBO4vgccCvyLJ+Cqg0XIcEdldRC4Wkf8WkStE5OU2/D4icpGIfFxE7tgkb0VRFEWZAp30kdo/KoqiTI4dKsT5nTHmVpFEoBKRHYCmnhNuA/7KGHOZiNwJ+KqIfBZYD7wUuD9wDPCehvmzzGQ0M7Om/YHhOrfVCPRZmxTKZ9yawVl8HqZJ0/e0zb3t2/NVJ3/HbLisWXV01Ud21j8uxvnn5ih+xiICbm0b7MuxTL5mJkSRZshpaZa8/YQ25aTxj7Pnfa3SfGBforzvUpHDhDxzt6JvQuQdx1QzlVr08syL5877M+xVtVJ51+HSR4Fys89RlKmfn8bFjc8q1gBkNVEhrcE1JrmLJ8uGofIg7AQhVDef+bi4becXw/v/DOo4l2p3FrzGdWGRLXzRSxsDcUFDxIxee8i00Q+LAvXP0+wNws4Y3T8qptwcMxTmlxk638ZUb91Zo/dwyJnIMcBZ8OYaeVYxgftH4AbSj/CLgW8bY/5fjXLy8v448E7gcJK2uT+whzHm3YG4lUzgYDxmSyt1gDstD2LTEMBm5bno2gRu3PerqzZYSe/YuK7loWvXcqGawPWKcfWRdfpHG39gAucT2f+xF1bVTCYbvwpFZm9QbvoW2f9xSbylo2Hx7Gpx/TRO8KlazvUXHsR9D7ukYgkJIc9lI3UpWFfhDyCd16/Xr7s4uMYndA9D50N1gOF2KPJKFmLL+mR9jSvfz8sRetbyjimJmz1/it0cdfdDt47U269H5J+LqrdNGb5pmzuOndAzlx7nvT9ZoWphLhWWQkJXRPH6KkiuD9JJkDgTz/9dBT/vuCAsL13ofETxc5UnxBYR2bKupboJXBUN0N8CxwPfBF4AfBrYWK9qo4jI/YA/Bb4EfBc4E7gROLpt3oqiKIoyITrvI7V/VBRFGS9T2QfI2jFvBf7OGHNuxTSda4C6jjer1NUQNNUotNFEdGly19V9H9dz0ZVmZ9bau22aPtPV9agGaOXTpH+06Qq9wPmEZvr9sDgnHoTNwbLmblk25IQ7IprPwtfBLyey/2OKZ6vz3t0i5wfjcvJSpLGbo3hvlZiwRsEtxF9cHG2btppB3+FBU/OnrDbNNwUMxfPLyWtP5yQkju3/UH4VbmJI2xPNhc/7v7O4YN/ZwsIcLC/n1y+y/7OaMd9cDsKOUMqIcsqs6lghTxtYlH8dxwlRIJ7LrxMNkIh8kwI7ZmPMQ6sUEMh3R+AjwH+UfdxF5EzgyCblKIqirFRE5Gbv57nGmGOnVplVyjj6yDr9o42vfaSiKIpH1f4xVwNk9zWAxMMNJCp4gOcCtxhj3tSgUkIyafQLY8wraqaduAZomu5u29LWZntSebZN04S2933a920cmp++tH1XafpMm+tRDVB/6LqPbNM/2vTBNUAhIvu/7Qz/YOY645zAlREXlB06l43XRGtQdV1TrnaggXvs0FqSyJ3z1jP4dfMXnvvpisoIxQstzg8tyo+i8AL+EJFXTz8srnh+8FxkXF67NEvH2DoHnGuU7cW0QLr25+o4WfuzeEZa9jVmM3vKccG0DqcdmbNtM79Y/lwO7ldAmxPSAMXL5ZofP72jjhttV193XOY8IuREIZuXS7voHQ/qNpo0SJP0EcPPVzZuaD2an8ZRRwNUxQnC540xjy0Lq1SYyIHAJSS20u5WvsYY8+kKaTvbB2gSA9w+DdombVLVxSC+SfqunBzUDe+Stvdg3EJql4zDKcWs0PRaVADqH131kW36R5u+UACK7H9/YbljmfDgfWjw5A1a23w7QnmHCA14fFO9uEZZjrmccoe8SQXy9504uMF50eL8OCcfP14o3DfNCp0fpM8ZMF+97TAATpm/cCTN4nK+sASJuVW2zIhwey1n4sCwE4WqAo5/7NKcfhasCZQZ2fMhb2A+ftv68UL35vVLhwLwxvmLCs3g8oQZFyZzsOm20fQbrI1V6JxPnqDkwkNCkc+WyKaP63nY65qqkw9V6rFlffK/yBlCKJ+unSDsIiIHGmO2AYjIY4BdqmSexeahHbeiKIqyUuikj9T+UVEUZXJU0QA9jETIuosNugFYMMZcNua6ZevRiQaoK+3PJGajy8ro2tQp79yktBLj0EgUtWGfNECz3MZd0YX2ti5t26Or+lTNRzVA/aNPfeQejJqS+MeOotnXsnfiOIbN3GB4Jt6ZkC1m9tkJldnEvMYn5MwhelZyPP/BanvxxBA0YQvha4KclsLXqLn0EZ7J1PrUVTSZeI7QovzsInxfC7AwN6ot2HoCbLKNmGdyFdI0uEN/0f2gzHA2gzQRxZrDov2TiqirXcvTqPn5VNWuDWkDA+3la3WqanhC8baeAAdvHI1XlNeWjJMEGNXclb2/2bbN08YUmXVmw7Pn/XNOO5U1vStybhAzqr3137Oib0WnJnCDiCJ3tvFvrJSgY8oEoDaCzTQGXuMWoJoMmJsIQOMSmrqmjlBTNaxLmrRx1fNV44wjrU+dNhzHRMS4n7lJCEMqAPWXPvSRRSZwg4EuxWZNZedDRAwPqGB0YBMXpA9R5X2NAmFF5YTWJmTjZ80D/fMbCA/k3Tvr7+1TJlQVrQEKCThlbPDsecoG56FzIbM2KPa+5Z/bckxq8hZagePa7bqcfZWOy8Rz+O3kiO1/196QCpmxF6+qYOuXU8aGgN3UZq8dj9shDfOPs+dD6f17EBKQYNQszl/vFXnxYtKwMrM4t/fQujgcJ8r8jgmbU4bK9wk90u4eRVF4fZLbB2vPdRePCNjZd3WRjk3gROR1md+QFPCmKgUoiqIoykpF+0hFUZTZo8oaIN+d3M7Ak4D/Hk916tNGezMOZwhdagqK8iqbHPLTVp1ImqsRt47GYhJOEXxC7bacE94kry4Zp2amaxPJtvh5VzXvHIcZ6Lioc32TyEeZGL3uIyP7f9H778Ji+3+ZsOam6jcmL01EPpGXbulZEH9wNK+6+GnnGL3OPM2W/57lzS5DWPuzQOLpDUZN3SBjDmcr5Jthzc3BXEFDO41DFMEhBdvr+hoH/3r84+MKtEJXbzts4Dwhb9G9q3Po9PxZiXYHKNTwvOawS4a0PUX+2q676GB2P3TrSB0Gmp2A1idU3+z+OoPzJe1eZI7mt/fS82H+vWm4Hwfgqi8cDsCb5y8YOefSQ5oHJNqfkKbO1dn3DOe0MYuBBzwm3I9E3nnXUC5sYWFYsxMH0ruyIu+8+x9R/O7HwNUmcZq5pyQeqhfjchM3l7+v2WszBigVgIwx/+z/FpF/As5rUaaiKIqirAi0j1QURZk9Kq8BGiQQuRvwZWPMPuOpUm65wTVATTRAbdcD1Yk3rvR51F1LUqataZKmbvqq6YpousYn77gs3yrnm2po2mp26rbdtLUo49DE9oWuNcK6Bqj/TLOPfB2ji5azs6kRozO62XhuVj60p0/VPLc8K3FEkEeU+R1nwv0ytj4j+X/wh8N55a0fcfgzy9l3csmrZ2gxfdn4IZTG1x7FFK9FCa33mSPVGuzzmERrsHA7WLzVS3e74TTxrQTZ4mkXXBqXz3E5Wg5/nYnv8CCLX+3Q87MZ2BLYV8k5yth09rBLbJfGucSGxO01wDV275/XH7o16ObaEdLcxZnfTmMi9jo3Lab3YOsJNk2cts0cqZbm9IB6wtfm+PfFtXNIw+MTWhfk5+ufd1pEtz5o6wlwkD321wOFiAg7RYlL4rnjPPfrRQ47ygg5SfDX6kWMEqpbRP01QFW8wPm7Xa8B7g6cYow5rUoBXRESgJoMnJqYw03KdKpumiaCRNvf2bBxCEhtaSr0dO0QYRwCUFfCzzjavamZoUMFoXIeunYtF6kA1Cv61EfuQbm3t4hiU6ay75KffyifJeuFbfGDxZ6iFgkPVotM4HwPdBu84zzce+cPrrNmNiGBxg+PGd4c1XmCW+Odz7ItGvboNsjbZhoSeCC8aN4NqPMEnDpEGQEI0sH5ge8N7zvjBqiLcbFzjCXPCYILC90jP2wDcPwxw+f9vYP858O1UUiIJRPvaru/zynrLkrSLIf39NngFRDyyOY43ovnCzEhYacIX4itkzZkuhjlNEJI+Ag5LBjkk1PmXOBZcJQJWi5OWb3y6uFX039f/TiOOPP7x3S7D9CTvOPbgJ8aY0qc/imKoijKqkD7SEVRlBmjigD0ZmPMsX6AiJyZDZskXWl+mjpHqBqny3RV88oK2WWODbpyfJB3vskMYxNCTh+6NlOsm1+dtnWMQytUNU4X6cuetbK0ZSaFs6oFmuW6K6X0ro/M0/w4ir7LG0jVWb5DAHc+DqSP8BwNeGZvLp5v0pJXT6el8fN22hanMfDtVcq0P35eflxXZkgrtPAsWBcw2/PNt5zJVkh75cLmY8+9L94ice/iNgS0Pe542wth/j02jacdGDhT2Bni3wYqUMCyl9ecF1ZERFiTFdn/vhbv9LPKXaVDci98jRpnjcYd3I/1adi8dXgwF4iXrd9e84nmx2k+smoCyXyMfe2Pr/kZ3JvF9NhpzOJ4WJvjNDoDl9LvTTVucY7pYpzRBi3eOmwulzWdC7ngNl6j+8+Xr4EJaX6uNknDn7ImVcGdvH007FQBG6QAACAASURBVGpj2EuGFSpVTNxCcSJXTy/Md+BQ9o1YsBksxoGINv83lVdtQJU++cH+DxHZAXhYjTIURVEUZaWifaSiKMqMkbsGSEReDbwGuD1wiwsGbgXea4x59URqmNbH7Eo32p+66zrqzNyOK24V6qzXqXLcNE3d8yHKzle9X0VrfLLnyp6TJver7rWPQ2PWVPszjnVCjrbrfWZZm9Km7roGqD/0sY98HeVupEPvtb+2xo/j29+Xze6XleuXBeUaHD/Ppael4fMfS89nib3jvMXwGzJhvuOEbZ5DhDr9SLasOCeNW7cRL6dhWWcGkGgGQt+JpRcn/+ffBQt3sHHtkxfdwUt/y/BvgMVbEs0RwKLVHkWZdSgjmj1vrccysMVqZJw2JiLsAj3yr8X+v/6CxwLw6sM/z6nmdABeI8ePOK5Y8NJEBNZoRaMbZg5phbw6X2IdGhy8cbjts+6lQ04OfDfXa+ZSzY7Txizcbtit+ULmIVhcLF63FQU0QVFmjVBobZC/ZqsId71RlGrx6jgnyHN4UDXtoL0Wh8MBlpdHnTG8funQgeZumWKX2FEgDJI866wBquIE4dRJf8hz6mHuUSFenQXweWFdm8BVjVt3YNTE5Gy5ICyUvkuhqW5YHarc9zYCUNNBa5vrbyr4tGnLcQo9Wbp4z7oQhOpecxdlNs1DBaD+0ac+cjeGB+P+wuHY/vefd7dvy729fVsiL46fxs/HHfvmZNmB7DKpsLHhSNh0bnIcGnHUGeQMhKKnwHzG2bgflh1IAyw8LV3cPW/rs3RkahJ18IeHzeEgMYlz7+sGwiZwrpyQedbCQjoAdYvuD9k47Nxg6YX22Mbzzduygs4g/I7J/8Wb0t/uOMSyl9eiE5p2TgajMCwAOU9oB3mmYesZ9cwVEn58ImDBmrvtE6UCkPt4/f2FB43sGZS9b84Mbt0Zw3F8Yob3xckuwPeFHh/f/DDriW3NXLEA4gs9i4vp8T2jI5KDRx3PT1/0TCA1ZwwJPUVk2zTkLW7Tben98gU9x+JysseTY68Dk72efMcI2faKolRwWfKe34F53+KwQJnFF5xd3icvHTYoOxpNMjR5sSVKyxxcB/Aj69xiTysoRZl00JETBBF5oDHmO8CHRGRt9rwx5rIqBSiKoijKSkP7SEVRlNmlyATuvcaY54vIxYHTxhhz6HirNlKfQg1QW81PWxO4rrU8efGamE+VaWvqnM/G6cJEriisjKr3tUpYEw2QC6+jrRmHVqjq+a7TtWEcmtGqccehcZxEetUA9Yc+9pG7BcKX7Az6XlGyj8r3F7eOuCvOHjsi71yRiZuf1tf6OC1LRLHr7aWnjZq21THlcxqB087djzsd+fWRuL7GwL17cSAsFC+bxl2fc988NzesnQDY5s2a+zPkVc3qYFTzs3BHiD0NT2Q1QC7M/fbDYLidoowGCGB9wDX2VQGNgT8WcM/U4hlwitUivuawS0a0e7Fftv1/6gWP5ar48wDss3AQr7EaIF+z5rQ+82ekZcVnpHku2cwG2jzvYbl622HsbeucNXWDpK2z7saP2yE9zu6V5IdBqrlZeiHc890fAmBfeeaIw4Mlz5GF0/BBGpaHn8/AFNWrU7buF5+QOnH4vnftTiu0KedF8s33Tl5K7vcp8xcOzjsNzlLOs1x4DYEH2tfMLS57DiosWUcNWTNcSMzkAN5oNUB+PMeb6NYEbmdjzG/LwsZNngBUxaQtG1Zm8taVwDMJ8x0oHiiXCSV5AlBboansuCisKByqe+/LCjVZwaeKAFT1+XIUtUUobJqCzzSEnhDjfE/8tF1erwpAiqNPfeTrGN0vY2AyZgfs8563LhcvJizsuLC3mnfxSnnxSJluHc8vz1vL3Z4yrPBaJmzH79bzLH5s2MtcdpwWMcr2zO+s2d1xOeeKvuNzDK8LetunHwnASU/88iDMl29c3DPtf99ky8+7bMyxYNfjxL9NhZ2hOM7EyBNw4oCJm8s7unMatvir0XhRwERuy4vhwHelv4/N2ASZZc9EjlHhdJl0o9PFs9N22HKUrfs5icADcM/DE6Fn29FJXEjM49bZY2eOed/DLgm2nRN6sqZRAK/fdthg8B4vD29mCokA5HvdC5m7hfDX4/jrdIoYeHbb2VsHkyP0OMHIN5ELmcb5gpC/iW2WKBrdz8gXRvz1QI6sYALDQuSWgAnnpsXhYycYhdYd+WuBnOe5a44/ZiDwuD2b9vKEmquXDuVHi8lvt97L/0aEviuOOiZwVfrhL1QMUxRFUZTVhvaRiqIoM0aRCdy9gPuSeGk/Ggbr1u4MvMcY88CJ1DCtT2MNUBW1cxsTuHGfz6OKpsDX1lTR9NSJW/d8WT2bUDaz54eVmcMVnc8rK0Sda+9CAzTL2h+YnKa0K7qoj2qAZp8+9pHOCYJ7v2PSWfvI0wA5TckGO3u/vAzz59h4DM/wkzleypi2QXgmNvKOY2DLU2z5543G8evp8vIdK/ie47J7AxWx9EQb99PJ/zWkWgo3ixyTvo+XPCNxhIAXtuAdx5lwSMy1nAmcn6ebVY+X0zRX/VeyQH7fR58/pAFy3t3crPmc94HwtT7+d2PhrsPXunhDGrZ4Q6oR8rVBW16S/J9/Z/I/ukNqDrflham2x3lC8zVAUZTuv7Lee5acBmj+7NF+Zemo9LkKXYP/293jNd65OBAfEhNDSM2mrjZnDe1d47QTThuSNXvL7tkzH/CotvR8WFfgaS2rrfHN3CC5l76ZGaTe92BYQxQ67+fp7oFfT3+PoIs9JwiD+pV0MlmtjU8UJY4O8s77pnDRXPr7+97eQiHPcb4XON+BBAx7gfOdIGTbKFRXx2JczwSuaCPUx5N8k3YD3uaF/5rE9aeiKIqirFa0j1QURZlRqqwB+gtjzEcmVJ+ieoxogOqs9elqDVDVmduq61Sa5A3VNQtlGp62GqCmWqG6YT5N7nvZGp++aIC6WieVR580P46279SkUQ2Q4tOnPjLrBCHvexLZY3+tz1vOPwCAux/xxcLv0tKR8JAocXr39cVk3c9+Hz2Nrz/9pUlcN1t9XqoRWWZ0nUxE4rQA4MUBxwUwquXJ+375awLccXQEPGoh2aP2xc+6YhD3+Ccl/8/4ZJre1/CckMn7DMLaojwNESQLvDd7C4fcgvVt3poPpwE6I7BSbEjTYzU5J974CfaTJydhd01n0Oet6B3dFeIbkuNQO215Gcz/6+j5K7785wC8Zf5TbLR1ueoLhwOw92MuGOrLI4bTR8fAgdahxtLRcODZw2VG3vFbvH2ABtd2NGzKpNlMuN/90ZZDANhr3ajPEd+Ns8zBa5eS+r95/oIkT2/dz/ELqSbFaVF8Bgv+bx12SOCOs5oLF5Zd57Owc6rRWcjsv5THlf91BKfOn5/W5dY0HGCfR6fn/DVATguy28LhXLt4wVCeB28cdojgtDUuzCyPalsgdQ2f50TBx6Xb/fTkYdhLUm2c727brfd54/xFvN4Mx41InRzsNX/RyDO84JXj1gUtRelxxBj2AQIQkT8n2e16ZxdmjHlTlQK6YhwCUBXzubywtuebCEjQXPBx/+sKQHWEqqL6FB2HflelTLCtY/ZWFrcqdYSeJgJQGyFGBaDmdFV+m3xUAOonfekjX8fwYvXoGLBjkiGcYOF/DyIvLOtsYJOf59Ngv2j/ofN3etrlI2VEmd/ZcVTWxC3kQSz7vYoY9ia3kDm/CGyz27DMn5+ef/cHE0Ho9s+6YmBC50yt/G+/AG/75MMBuPuTLgWGBRxh2ETLpXd1cuXNeWZBG3aAM60AdKUVNv74kZ8acnzgPL1te5mt+7+mgk/smbD5Zm9uID4wn/oFLPxBeuyIPLO4bHuu9+qwvAzr1w+f37hx2AlCdgzg37foKNh3IRFy+LMIgHvK8wbPwVvM+wC48jnPY9/3pxuhOvL2VyqaoHaCzwYvURyPCkDHe+fv/e/ncP0LEi8N/qamRSwsDAs8MCwUuTiQxvOFIn+fJ9+k66QtqUmkw8W9Z3TEINy/b66u221g1qmDu/a9HzMsCEEi9GSdJGxZSM3d8sK2lpjYOS9yzmOgvxGqvwnrUqaNYLjdYpc3o8LOAp5DFy9vv+oR9UzgSvtiEXkP8GzgpSTv/zOBPatkriiKoigrGe0jFUVRZo8qJnDfMMY81Pt/R+BcY8zhk6nioB6FGqAiLUtds7g2Zmp1NDttZ5RDmoGisKYaoLJyqprDVTlXFg7VNX9Zs7fs81CmAWpi/gaqAapKnzU/4yizizxVA9Q/+tRH7kbYBTYMv/vOTfEg3jnD5nDHPSM5PujDaZif540fSzRAvuZnyTo5ONA6OfBnbG/+8EN48TO+OVSmr1VaeCIsWkcFTlvD8nZecNR3kvJtS/rWPQuHg53gx056c0D0R3wx/i4A8QWjZnfbnpg6RHiXeTsAL5cTB/G2HQnrrIMHvx9Ysu21+ZxUA+T2qll3xrCJHCRuhK8/w7pl9ioxcG39W9hmHRL4532tzlzgg+FM3CDV9oRY/EWq+XF5Li/D/L8kx+u9PYMGGp5bRvcEWgacUiiKvLjWvG87qSONxbNH3afHmWMYdht+/QWPHbnQk+2+QC7NNSZxOP5GOXZwPQPnB3a/omvjC4dcXrscnYnb6YupGeLS88OaH6dxcI4PfO1OyNlBmQlcNo9sXr4TheweQtn0r15KNEWnzp8/pPmBRPvj9jnasMPwnkcw6sQg5Pwgq605eekwrllMn98iRwS+s4OsO+2hejCs4clqzHzX2f53y71bUQR7LqQmdH69IdEURXSsAQJ+Y//fIiL3AX4P7FUlc0VRFEVZ4WgfqSiKMmNU0QCdDJwGPA74NxKTz/cZY143/uoN1WOgAaqz9id0rux8Ud4hmqznaasRKtMo5Gl9yjQ8dTVAVetRdFwUlkcVjV/efR+3BsjR1VqoLjVAIaahFarTnn1Ye9OXMlUD1D/61EdmNUDRMYmrYhh2Je3eeafZONBzVRz65v/yvLW83G50+g7zDr721JcPnV88r3iTwuOAd334IQDc3mqCIuDd5q0AfOkJf41b++3qHx2eanxi0nN+Oe54+1kPSA7m5ti2mGiADrkQfn9O4on8S3GiSYrPh3ebXwLw1SffzSVhnae1ci+W2+h021GwzrbPBobXDjmsQmSgkdj7wAvZ5i2wd0qOdZ6WwO9nFrxNTF38RavtWchocmB4Jj721/sEtEJuPdDXvnEkbz8wUW+deOPHAfjnOz11MIv+h6d9hH3lL4B0Q9RNtyXrQQA2LkJk1UF7RQcD8JpDtw7Wk0XAqdaRBo9fSv7/5zxXxl9M6mHbcOGoZINUGHaCcLxdNx+fNay5y35DF/AcQNgH4JITwtqJzbeNhvmbiToN0b0Xjhg4GPBdZN97IdW8FGlB4ltHNzVdemF43VBIg+SfL9toNaQBcvgbvr729867xHPYW5KnOpob1QANaV5KBgO+QwNf2+PC/bZxeflpIi8vF3XwLYpgz02pts81z488xwlZDaNPTOIoQ9Zd3IkbbACMMafYw4+IyCdJFnk23t9ARI4A3kHyHdlojPkHEXkwsBH4LrDBGNP5mKzJQKRLU7i6Ak/o3HLm/HImbttGK0tfNf8m9aibJnvteXHGOej178Es07UpZpf5N007DWGnT+Urk6PLPrKL/jHGeyfPgusuPAiAqxYT0yLjed0aDEptAZAKSgAbjkyPF56WHv9plHhv4+kRAKfxCk77yEMBBqZuW54I887c7MMPGRJ8IDF1+9IT/hpIHBa4Ov+7nZTdUWQQ5sb+xx0G2y+0dQe2HGpPPNfm+h8xB3727wH4/ftjePaWJP+j7jXI50WSCD5uhPQucyNLT78LAPt99J1865mJbdoaa/636AmHG46Gdbb9tnkmcO59P2X+QrLc+98/xL7yTABO8JwOuEH8uneOhsWxJyDZg/m3pWFbX5WmkTg93vR/6bEThpZemYY5hwqL8tTk3MtSs7a33P4vBvGc04BN700HtQtRGvfkQ7cO4l7veXc76YhE2HmLSYeW+0aJUPSW9yeZniTPG/o+/r2936+xg/TNDJsURt7x4Dr8HySeypzXstf+/mzevOPR5LHomZkN8onPH+zR5AShxfcC702dE0Tkc6UxnLpTUv/B5K/3ljrhKSJxbgAQv+d8tjgB7N/tQ7bTUSNpIN2XyXfmsNma6m26LXVSQJyawEXPS9pg0+LRQ8KOy9Zduy/MhASZk5cOGzzXg2dhzqtfnAqiPlHm99JC2iZxzMi7DcAlgd29lpPnw//oedVLJ0yAPQMeAouo1U8bY35njLkR+FCtUiwisoZkhuwJwIOA54jIg4BXAk8BLgUmajetKIqiKF3Qpo/U/lFRFGVyVHKDPZJI5BpjzO4N0h0AvMEY83j7+9X21L7Aq0g86fzAGPOZQNpWJnCh801M35qYw3WVN5SbT7Uxgatq7patQ5GJVtn5orAqVL3v4zCB88PKrqnPJnB9ZNY0P5MqV03gZoMmfWSb/tHGN6/NhEXpdhyD/VoiRherL3rHb/3kw3mldQH9tvOS/X548ga+9tSXDvJatCZjbh+fXbx9fHwNkm8eFdtj//sVecfZSeSI1B33wmE2jqdgWTzj/iys/8FQmsWzHsCaY743+L397D8CGDhGOGDhgXzljMQczmlWHrawH3ex9b/xvLV864zE1G+NPR9/MH2/hdRUa51tz2vMmZyyJlmg78yLtp4AZ1q7uIUFz/mBbYS/XnoyD374J4DE9XVWozE3N2zyBrDubalWR+ZSbc+GXZP/vvbnq996BqfNJyosX5NwoNszyJrcRRHcbX2yt9BbDvzEYIb+1b9LxoV7i/B94/yoP5eTrZbmFKtV5HER6R3N7qAE//3s9DP1xwsHDI6dWVx8Dpxq8/p+nDo/GGi9PO2a7/rY4Q4X5obb3sVxGpPTF+G1v0+0LKfudNRAC+Sbu7k0zuHA9YvnD5wl+PiOE3xtkjOn8+vn8uJRtvJfiof2+cnm4+e9fXnUhG/p+ak2yGl6vv+Fwwfuvl+75TCujZOXxN+/x38Gdncvk+WU+QsH5mrOhPOaxQsHWp2FudTNtdMELS6nWqPl5WETVUh+h1xe+++4u58hN9eQ7vv0eqvVeeOWQwYaHu9yhnhjTRO4pgLQj40xezRI9wzgCGPMCfb3scCjgNOB9wBXAccZY7LbEExUAOqj4JMlb71NVwJQXv7ZeNm4Vc9nmSUBqMw8MRTWpQBUFj6rzJLQMy1BSwWg2aBJH9mmf7TxzWtJBh9b7CB97+ggXmO9avnGJc4LnDPvWiYdfBxHKvi4jU4XPwbvGIwVfgUfnU8OrQncV598IqfbjUX9cpaemPyf//To9yoiMyCyuq0DPU9vTphaND8B4JLH3Wcoj4M+9+bk4Mwkp4X1PxjEXZD7sJgRgOIL0nfXyidsewrEVqCbIzWNc2t9TvDWAG07BvZeSNa/7OmZgbk8r7b2hfvI0YPBrC/MDDbZvAWuuCwxQ/tl/HHW2Q1Kl16RpnEM0vxiWAByg9qD/yn5v/VV6fGGXZMNLn2iKB2MLnobprq9gJaX0zzftzFN4wbSJ283cPG65Nhe+3bg7wePY95XMRmpX/mcHUfO7Pv+7Vz13KSl91lwQtUCu8uGQZxQv+6vK4FkDZC/R8337Uau+9i9cK4yBr74eACujy8YCBG+gOELQwD3jg6HA5KCrn/BUQNh6LjBGptz2EeSF+kqTwjxhS537G+8ms3HZ/NtqSA1/95wHCf4+HvzRAUdUhSlQo9voumvaQqt11kI5Omb9cUuH+/YbXTqb2Tq5PjXmzP50YZjB+kXY3JZiNLzC1EavyDJoC5voroXuNw1QCLyCUb3JoPk+/CHVTLPSZvFGGO+RvKhz9bhTODI0SSKoiirFxG52ft5rjHm2NzIylgYQx9Zq3+0ddA+UlEUxaNq/1jkBOGfGp4r4lrANwvYDfhJXmRb6WMhmd1qWObYqaLVqav5KTOvmhR1ym5Sz5WmxWjLHNXbxD0js9iGbTUoK1HrUyV/F8cYs8s466JUous+slb/COE+8pqLDk5n6M9KzYrcnPqGo+HAs4fzWe8dLzxjtJx3fGx/wKophgxQEpXF6Z88ceDlbZO3388jPpV4efvNh+JB2E7PugIYnc09IEq0NVzwXVv3B7Bgzdmc5mfxIthkrgVg6yG7sfWQxOjPaUwWzZsHcTcDi8+5Msn7OW9J/n8gHpjAiXXQMH9eOku9ENgHaIdzYMmuqZ8/C7bNbR1qhTmv/GvtwvOrjGFfay62sHN6jfEttpw7wkPWfnwQ/s3Lnw7Afvt/dJCn2+dn4MUtY9bmNEPOIUIcD5vDRZn0Eems/3qv09joaU6cB7MrjVV5fX5jane49VCujpNrPyXjuKCQ/0y0hc4ZwpXxFwde4DhnDaea0wH4/rHHJ9dx2CUs2Qdyr+jgQeM686erlw7lmvii5Ngz2fq+8+7x+cWBNuYqqwl6845pPY9fGN4TyOG0Qve2m05dH1/AvNUgHbdDmtf1cRJ2/QtShwVO0wQMqTWdxzanyfG1Oq9dOpxrrZvDQzam8Q60GiLflM/x2qV08yunmfO1PxsWUk2Yu8WLi7BgzeKcKRsw2OdnSDPo8gROth5GrokvGmjaIps2JtUW7R4dCnZfnj3tf9+c7fVWK+SzGKeaHWcCF+F9E7zr9rVOW+xzMe/MS71yltbDXguH8KbEBK5S/5grABljtuada8FXgH1EZC/gOuAoIN9dh6IoiqL0kDH0kdo/KoqiTIhGa4BaFSjyROBfSExsF40xf1cxXW/XADXRAOXl12Z9yTjWAGXX84TCitYNheo/7jVAeWFdrQEKhTVdA9TkfIg2WqBprWepyyxrfbrK56Fr13KhrgFasTTtH23agRMEf22NW0ezwYpSi2dDZCev5701QJGL/wz4kw/dlPz4hF3r8+QNQOIe+mtPlcGs7MM+8fbk4CNpiVl31wDW8+8QB3prwZcOT9f+uD19LllMnRkM1voQsfWQ3QA4eOH+aQbHJvqtDXIym2z6bfH32GyVF7GNtgCcYNclrft0GuZmgmPSpfzunV04KtXwrDs7Pe/nebwN3O19Zw9S7yuphuBKO876+UvT19a5v1562aiThPgGRpgj1erEv0i1Pf4Cd5f+JVuewU1xoi06yOoio7um8TbekJbtNEDLy3DS/2fvzuMlqcq7gf+eO4ogiDHiEtlEY6ISBcddx2EYUQGNElcch5maC44acc2bqIgLYuR9NYkxLjGId3oYRKKISBAVdBiuo0bFK4hG3CUICkEBWQQyc5/3jzrn9unqU1Wntu6q7t/387mf7q71dHXfPnXqeeqcbYmb9vESHGCiPNsiYP9NmwEAPztm/dI6D4vibrDxjAg/eunLAQB//sl/AwD88CWvwCP+PX7vP3ppvJ0/j56Mt5jusoF+3ud7TGcIbzvsqzhZ4zvJ3iYbBo6zPQ52mo1CAP1usDfN9SMdD10RfwE23K1/nJbNYKhzg5/omfj1K+J/EPcenRPNjWkPfcqFS/cVWe9eeeHSWDvvvvsa7zhBS/dpmWN8yXHAPrPxdn41d+HS9A0poQh7H5ft4MGN9ridPixFg6LhqJE7ts/8rGdsImR38Q0Mj7sE9O/3uWpuK/af7T8H4qhOcpuzEbB/dGh//bk4orfKRHPc5aN1QM9MP0nj79w7pN+9ii2G8/EvTfsVwu8BGnkDqKwmGkB56+adAGfNG0UDKKthktfA2ZFYLnT9ZJmavtE/zzgbQHnKNnrqPD5dxcaOHxtAlEZEVLfGN+jbFLg5DPbKBsSdFNixW3409zUA8Yns3Kfi+TsTywLAjXoLLv+rewEADlp30EDnB4BpCJlGkB0HaBP6nSDMXdDfpj1RSf6mRYn56wHMJc9PtjwUl8z9HABwyMUnIx6DFugPxSSYlbgZOKfvwcvlBACAOefEqguB7aZMp5syub/9PQw3gGbQ7zBhFv2Tb1/dYU9kN+/o31R/+l3AD7/1bADA+1Z9Pt7OLHDf2bgThPev+tzS+Dx20NPeTf0GS7IDBWCwAeQb+8ftMME2Vt1UJ3tivuJfgOie/Wm2MWR7Jbv4uP5J+OIicJpTBgBY58QnFxf7DerrzICobzr8G4heHE9b9an+snYA3j//5E6cIHEnCO/x9AbXO8NpiEb99VeZcthJPfRv2u8t9hsK4vkxdsfNcRsj9vi6DRm3AWM/201OxwmRs0+fn20f7nHNx13ft027nZNXftk7kKltmMzPYuh9JAcgfYf5n7IN21/oGThJ4l5Tes5ybocI2+y2zALxoKXmf/OrTx9o+Cy9D/N4ksaDm1614ZildfYVGRow2W3MuE4yvcHtu+ripdRImwKXNItinSB05eIvERERERFRZbkRIBG5CMCLVPUm8/o+AM6yYxWMStUIkPu8TASo6rTQCJA7v0jqW9q0RQxGe0IjRMhYJ2/fWc+LTksT8hmmfe5tjwAVnda0SbtKUuf7GfWxYQSofdpURyZT4OadcYA+boZz2bAmToNzl4sSz9+ncX7WG+T4peXmj4rnH/TZW/Dd58XRIBtdWHl+fz9uxMmeXfzrpw5c6vwgsvvp3889kAK31PW10wnChtX9bT7tKzbacyI2mKvYm7SfIrd0HfuTpwMvja8rf/OINy+tv9mk3tlurmefC5xuusE+Hf0r0fYi83UXPhUnPDOOlG3BYCoWEKev2ZSrh63oX+FfilzsioFurYE4qrOU7nZrf1nbDfbKfx6MBgFxJwiP/YuzkWQ7QTjE6XbDV09EfwS87sZ47KEbXxeP/bO46NwAf7v//GCbecP7rjt06QO3EcaTv/w0vMV0sx4d3e9WfdZJsZxPdLk+e3Q/UjQLf9eHdqylmZn+1f6rTSTgqt7FSylXtjMENzrm3uhvIy4yg6V0tYdKP2zli+pYlyS61s6K9iyiTw/skgAAIABJREFUH4HyRZDcMXVcNj3NnT7n2b47/20743/kA6T/z212g3foGUvT7bQe4E1xc8eZ2jeKj+dJphODOQxGZJY6MnhanGq6vxwzEMHxbR/OfMtGcGx6W9r8ladjsCMM9L9zgL8Lbvv63agxBU5Evquqj8mb1jS3AWQVaazkndSGNqBClymzjRB5jZ3QBk7ofN9+8qYln4fOT1vWKtPwLZIWl7dsUU00gLKm16HLjZ1RlX2cx4gNoPZpUx15IoDZdcCcOcGY8yy3HsN9d697MbDSpCgtArjE9AT3NOd8e5tpALm9MtkBUd19+RpAPQD29hI7DuQ255aKuQv761/iZA09zbQn9PSH9Cce8zMAwAYRzDoNIwB42uyfYnsvbjStmP2zgQFQAQAzy/Cd0+OG2CrTaNt+FNA7N35+OsIvlNkTwNlZYNXc4Dru89ldgd4d5rlJN+vdHg+ACsQNENtAesPNcQPlIPnLoe3Mv3HwRP818/GHZBtFi+j3HAcAr/nt+WZbz1madrnpbe5Rpre5dffsn6TPzfXvAXrYk+IPad1M/4T8F7oF75C4N+GTTKrlT067BCtNYzoCcIpJrXyTaTD2MHxy7LwFzKDfw571sNmnLaXBuQ3HAzbH94JctWH90nF4h0mvuvrYfi/HK+eGf6Pdxkzk+QFPS2Gzopn+MrZBmMe918YUdyhFbaXvH9RZ1m6jlzI/uR932SismHE5zEqzzrTkvURA/9zDTUd0x+dJDl4KDKa42fVPdnqq9OwGEeLfMaDfAJ5fN5z6drVuxtvMvUGzZn6Re4BC6vJFEdnPvhCR/eEf+4CIiGjasI4kIuqYkAjQ4QBOBWDjTysBbFTVLzVctmQ5MiNAvml5z6ukvpWN8FSJBCUjBiHpalUjQE1HfcpGM7KOY160B55peRGgtH1mqSvFralIUBeiPW0oYxvKYDEC1D5tqiNVN+MX69cvXSndtraf+mZtgpOG5qQn2ZvV55yb1deZIVZXntNfZxFOit1zzTTPj9HK8/u/UfNH9jtC+FeNxwZ6hfzt0rKLGL5yvd4TCQL60aDZdT9fSo172mzc8xteNrvU8UEPwHbbqdnsgQCAv37xD7DZbMft7GDWvE+ZAbaYqFfPmb/dZButOmM4Be509G+qt1fNtzgpVW4KnB0HKLpnPwXJ9gbnbtOmwrlmZoCV/+RsNzlOkJ6PxzjRnuRHEu3Z/5zmbu1P3/bX8eOKjwyv40aA1jnT7XJzzvMI/e+F2wnCUnnNd613lhMRWRNHfADghMP6nR8sQ9/JJtrkhoPsmEBX2dQs9NPhVs71U8ZsOpzbeYAbDbKf2yGnDUeG3jZ/GA5Y4e+0AIgjMG7nA8lozS90Cw4wEbMIg/OSIud5z5lmvyNu5xW2Awh33YxAUmrnAkv/w87O7fc3uT27iFs2txh2fB5fapu77tXms9x39SXeyGCUeA34I1mRJ0XSKhIByhoIFYg39EURWQ7gSYjTNd+gqjfkrEZERDTxWEcSEXVPagRIRB6uqleaH/YhqrrQaMmGy1N7BKjKOkX3nzUtbV5oRKWue4DStpk2L+t50Wkh80OPXVokp8j9QFnbzVN3tKdIpCf03qki2hQBGZUq77nJ4/Wo5ctxESNArdDGOnIfxLnyc85V0ax7cyz3dyN6cT8KNOeZv4jhLqtvOecgvOb5lwMAPnj2owAA3+ldgRVO5wjefaVMB+IIkBmsfilqs201sCm+0I8Nq/uRH9tZghs5+NhZD8c9jr4ynm+mCeKODNxppwPYYJ4vw2BkBxi+78fe/2Cvls/M9Ltb3mwiP7O7AL27+utHu5p17uhPs2b3iDtCAIAr9HMAgIPkeUtRoKWr8jf1O0ZIM+cZP8hKq8tt2RYXne6xT/Uva5/bK/l7r75k6Xv1ngufutStes90cuBGEtxIRM88uvf/rDL3Eq1H//Pe7nyXT7bnqpesXooA2W324HQEML8aB5ib+X1m0L+Px9679bPt/WiP2/2zjST5OiaInOdz6EdS3CiKLZ/tROAkp1y+dZKSkZhZYKjbaHc7K3uDz5FY1r3fx3IjQHaeMwk9Z5k5Z11f1Mnuxz1cdpUI/cgNEHdx7m4nGanyvU/7/GSnu3+73DW6CXvLBlyLGjpBEJFTVXWjiFzsma2qutozvTG+BhBQPF2tzgZSmfkh09OMIgUuua8iDaC0aVkn8E2kwLmvsxpGaQ2krGlp+7aKpKuNMt0t1DQ2dqwy733Ux4sNoPZoYx25T2JahOEG0GYA28yJp3sDu5vW9D8XPAEAcN8jvzWwLjCYQueuY9PhVjgdIywNwnoksPKCwXXsfq1kysz6w4BDPBlI7vuwBhoU9vFwYJXpcOEPplG2+wuvGBrI9Fj0G049ANtNqpbNuJqZiVPfkvs5zqa1LQ6O/zNUnl37z30NoPnjB3uES7rCdFxwkOm4YGm7pjHkNnqiPfvP5+zYQmba4uJg6hswWP/PvxJY8dH+dPsYuc9NqpNNO1pE//PYhH6DJtnLoOu6C5+Kt5hOEgT9AXo3ndlfxvYC13PSN0/WficI9kTcPAyMzwSnzPYznFsEfuGMpeOT7JFtbtHf0YB7Yu4OQus2DtyyueXpwZ/S5eMOHLr/quGfGLfh4u7bPnX36WsU5ZXJLjofDTeM3MbIHPoNYrenNh/3+2B7qHzo7HBjZtazjtv4c3u3XOl8R67Zeghk9SXVU+BUdaN5eoSq3uHOE5FdPasQERFNBdaRRETdFdIJwoKqLs+b1rQqEaDktDpS4IpGfYqkvgH5kYC0yEyZCE9aOlzWtLyyVknlKpPGlfe5FUmRy9tmGU2nB1Y1rZGfsu97XMeLEaD2aVMd+Xbz3Pc7kZUK14O/frAiZ33fcvNHAXPnDs939/mRT8UdEXy7F3dDveICYN50UjD3xeGUl0X0r0Jf7HSIsNlcwP/YmX+Gl6/58VL5AeB/z3o4XmHS3mac6dtN3wAzM8AqE6G6+bz447nvcxcGUtyWnpvIxKoz/anSNlKQFgGKdjHz73LWMd1gu90M244R7HoAEO0xHA2a3XPwde/3g6+jPftRH7sNoL+daI9+BCgy5XDH/ol2AeZM2t66mX45bfRjEcNRuijRycYmDLPL9jzzgH7UyO0MwRcBsuvPr+tHdpLpXACwfbbfOUHkTLeLumPquGP2JNPcIgxGU9xoj923O2k2Md9XPneRk7YdOhTZSe7T6iWWQcY8Ww43auNuM1GkgW2mzbORP9vJwRwGx+zxle1kjb8Ne8uGpWk2cvPxM/oRXPf3yNqMwSiPlUybA4ajRUVS4FIjQCLyQAB7A9hNRB6D/nhVewK4Z8jGiYiIJhHrSCKi7sq6B2g94gbd4wB8G/0f998D2Kyq54yigE55vBEgq0jUp44IUNH5WdPypF2Z80V7fPPyIkTwzM+blvU6bVqR+XnK3PtVdX4ZZe5/auKeKZ8i76nNEaLQY1LXexjnsWAEqD3aWEfug8FceVdkHt15vjojSpmfFQFy13HnRf1emfFx0yGCjRK4XWP7yruIwfsM7H56nmXd/8ntR5r9XNC/ynzbOQcBAO79/MsHbpwH4u6wZ5xpvntFZz3zrdmZ4U4QgLgjBCCOAM0mOkFIK3vWdDcqZKM7gP++IcD5bJym+Nztw8vYSBUAnHaXZ75dF8PfIfe7sB7DEaAIw59XhP4/yiYAv/7yYDfYbkcWs+uAA6JDBjcwM4OrenHkxN774h4r3yCePWRHOdwurd3lImeZ5HfUvTcG6B8L9zub/P6msctF64a7dfYt524zOc0XmfF9xyLz2IP//zevzHYdd+DlyHNvzrwTzfNFoX3cCJDdTsg6swDejRo6QVhaQOQFqvqZkI01qWoDyDetzgZS0Wk+Mwg/+c1rrOQ1cNLS3kIaQL7l0qZlTa9D1YZv6Oeetq88dTeAQuaHCHkvbW70jEMbjgcbQO3Tpjry7Rg+8YoSy/kaQBH6J4Zp9YHdzk5n2j+ZNLLL5xawMpECF7JNd5pNh1v5xeF99hKvgbiTA7usexI4axpAqy5wUs/s41FAz5TzdGeee85ZtAHku3iGgGmznhihTYebP94ZV8ZptMwfHz+u/BAyzR/fX8ZNd7O2vdJs56P9BtDOReDE+WcCAE5ecWG8bgSscL4wSymP5iR7ReJk3XeSahtFG5zX856ODyz35Ld3xmCPX0B8wt1L7Hc26jdG5iN4x8rpJV673J7jkvMA//9Rz5kWrRtMD0uyy/WQ3RBLLuubl1UPZaWGZU3zldnXkLOpcEC/gXX11kOwr/lsko1Adz9u736utBS45Pxj1w43hpINpfm1wJ+eEd4ACqnTHysiS50vish9ROTdIRsnIiKacKwjiYg6JiQC9F1VfUxiWms6QUiqK+qTN79oJKiu6EFeuptvWlq0xzcta1t5ZQuZV2SZpLxjWDW1sWj0Lq88VSM5dUaCin7/2hDtaIs2HQtGgNqnTXVkVgqclUxbAgZTl4r89rvr+9Lh0lKlgMGusV12/bwUoln4r5LbSMMWDF6JBgbH/LFXmY9ztjOLfnqWne9GeNx9Fqk7bArc3B2DrwF/WpzLRop6t/ejOb3b+9EgN1K0mFgHGIz8ZKWv5z2P4O8EwXJvbN+WEeEB/Ff4ffNm0e/++m0SLznrpIm5kbmr5lcDiMfaseW0n4EtL5zlk5LHJvl/ZLfRS7wG0r+rdplZT1pamuR+XFdvPQS/6F2Suq0Ig9/lpek5+0+W3X3vboTHLZv7PHns5p3OMdzODt5j0h3x9AgnyLED8wHgmkQ6ZHJ+khtVsvs8BfWmwH0PwONV9U7zejcAl6rqgSE7qEtdDaC813U1kNKmlRHyI2VfF02BS3teNe0tdH5ZoQ2TKilyefupqq5jl7ZcmbK36WS/DaoejyLrh3zebAC1T5vqyLdj8D4CX2PI9z1z79+IMHyi627j4hcCh5w9vK28+iFr/rzTGLL77HmWd7nr2F7eVp6fuB/oqPhx1bn9aaEpbktpc+uAVc6J49J886S3ODzP5WsIAf3GkDs/OWAqAMz/dfy48iOejWfwHW+b7jbn3Ouz3nSFFUXAIaeZ56ZQc4vZDdu0/fjGago1v3ZwbBjbeHBTzNzPyyfZ8B3odc+Z7pY9uY6vIZOc70s1tduPMNzwiZCditcDsM1J/+thmK8svm361nXlpci5jaa8Ht/s+sn7doDBBu6xnvlW8nvkpkwCg/8n7vcr+bxIAyi1FzjHGQC+IiKbEPeaOYty32siIqJJwzqSiKhjciNAACAiRwB4OuLo8IWq+qWmC+YpQ1AECKgerSkTISo6LU+Rq2mhKXAhy4buP2R6iLqiF1Ujf6HbqEPVyE6TqrzfcR6ruo0y8pPG994ZAWqnttSR+ySmza/zp71s8/Sw5EaALPsd7GEwGpT8brrrbzNRl7lz03t3WyqfE7nZZjov8KXFWRvgvyJsbX8usPK84fnHmsfNAH57wRMAAPc78ltLy7nLHmcee860gWiRJ/KTXC50OuCPCqVZSunaNX/ZJN/vycXH9SMjm3YMRn5860SebWWlW7rybna35tcCq87o7y8ZRUlGaqye8zwvdTIZ8XCXm4/M/twNov/eT9p2KABgX2cMnwj+1Dhf2XxRJ1/qGQBck+gAIlo7HD1Jfrfs/nsYFnmmh0zzbdNOc8vrvp9kFND9/DfDif6u6U9faVImN2CYm6brm2/VHQGCqn4BwBdCliUiIpomrCOJiLol5B6gJwH4IIBHANgFcTftt6nqnpkr1qzOCJBvWmgEKGT5tGl580MiLFWiOUWiPmXu9ym6XFlljm2ZCFGRfYYKOTZdi/zUuY0sozwubY2EMQLUPm2qI99unuddlc+6bwPoX2313f+x6Nm+bwwYdx/bngvMmchMz5k/74wTtPL8wXJsODIeywcAPnL2owAAu7/wioF92PV75/e37aub3ft6es7z5DpZ62Y9z5rmM3Dfzy7xWEHImZYUOeMMJafNpaw7vzF+XHGqZ3sz/cjP0jQMRgG3ZdzTcvXWQ7C3iVS4Qu8HSruvJ/JM9x1nu9xs1I9q+e5tcacn9w0Mvt/ktpPbHIjmeO6TSVr0lMVXnmS5fO9jIGrl3Ddk9Zz5EfzT7bxeYrnkMj522SIRIPd5snt0V/K3JM38mn7UyH4nrkW9nSBcCuBoAJ9GPODbOgB/qqpvDSxjLYo0gKw6U+FGnT5VZwqcOy253TKNnnGlJfnU1Rgqu61QRY5ZVxpATTd4sjR5jNqQ/uazCDaA2qhNdWQyBS5PZB6TN7X7prvzk8/zGkC+18lpS+N9OGlxyZOo+ef0G0pl6u/tLwZWfmpwmtsoSqbD2fl2Wg/9FLgoMtN6w+lwG+42OCjq0rZSGijJ6bO7DC8zvxFY6Wm4zDrj+Fibd/Q7N7A27YjLZZ9boXV8hPDBMbOWS57EJxs+kTO/5zy3N+IDg51SJNeZcfafls7mK4vlvne72jZPKun8uv4AoMmyJsuUluKWJ9mwSWtsJKf5yuMrV9ay9njPnT48z/3ckmUAhhs7wHDPf3mNnKw0N9+682uAVWcWawCFpsD9VESWqepOAJtE5Osh6xEREU061pFERN0SEgGaB3AYgNMA/AbArwFEqnpQ88UbKEftESDftLLh7jrSp8qmwLmv86bVEQHKmt6UIlfVy0R46th+Uplj1KWb/scZAbLqPF5tjfy4HrV8Ob7ECFCrtKmODBkHyBWZxzn0rzZ//IzhDhHm4L+6704rM6aQu52QMvuiM4A/PWoDhtOujvMs10N2XR5yHmA7D8jrEttlIzRutMaNGvmmJee58xfRj/C4dLFfNltOG71amTjotvizidfAcEcYWbI+a/f7OYN+pOGAqH/Df89Z3s633WD3AFxlOiK4qhd3RJAW4XG50aCslLirdAsA4B1yTO5N/+68XmK5HoajLW7kxLcd99hc8+WnYW8zHo67TrLsyY4RktvP+x66Zc+b7/tcZ9EfD8rXvbXLru+mrqWxnSNkLed2imJfF+kEIaTOPgZxTvPxAG4DsC+AF4Rs3CUiLxOR75m/r4vIQc68o0VkQUReX3S7REREY1S5jmT9SEQ0WkHdYNeyI5GnAPihqt5ougx9p6o+0cw7F3GF8QkAx6nqrZ71Rx4Byptf930/rjL3ALnPi0SNQvcZKm+dOq+Ul7nptMp2mtaV+3+qrNeUsseurvfBCBCVVbV+NMvpPhjs+jorTx9I7wyh6P08ixiOAEUYvPfh/eceHL943ncBAPeSwa9wZB575nHe6TjBcu/vmPGsk6yfsyJEaXV5cp3kPHdbyfmhZjA4AOmhpw3Od6M5mzwRIJcv+hR5CjW32L9/yXZ2MD/bjwKl/X5Gdv3sYgws2zOPV289BPt6OkbIWieN77PMWg4Iv2dmoEOBqP98ztlZ6P1PVg/DxzQtOptWNt+9NcnBREMivlnHLoI/euXyvQ/Lt++0e4DsdtzIjTvgaXLwU1cy2pPmN6ihEwQRuQLxoG5eqvrokB2kbPs+AL6vqnub158D8HzEA8ptVNVbPOvU0gDyTS/6OjmtzoZQ2YZP6HJFG0BZ00ehykllyLptOYnv4jFuy7HzCT2eXWr8AGwAtUlTdWSZ+tEsl5kCF5nHnjMt7zffTUMJrUd80yLn9QeWir8HXmcaQW6KnVu+JLcB4r5Pe0Lm/lMsc57bddIaRdudk8pZZ9nkclfNr8YBK7cOlcsu6zY8bIMkmuk/9zVqNtyt/zq00ePK+62LbHlKrOsu42tYJ9Mhk/uI4OcrS+TM820/6zc2Qn98nv2d8Xmy0s1C2DKlrW/n91LmhzaAfOY9Y/4Ukfbefd//KDEtQnbaW9r2s3r8Ww9ggyetLbQB5HI7SHAbUptQrAGU1QnCczLmVXUsBsdMOAfApQDOSPtxJyIiapGm6kjWj0REDRtZCtzSDkUOBfARACtU9bc5y25BfOULAO7ZVAQoOS0kohPSAUKdnR8kXzeV4lbkilAVdV8x50385U1iBGjURh0BAnC7M/kcVT1mREWgBhWpH83yA3Vk0W6w3Zved5rnbqpKZB57iWlzifmAP13HPbt4/3nL4yd/+Z2laa9z0uCS0Rx3WmrnA+a5e7l3szMfiefutnvOvKwUoZCMkGRqWXKZZJqaGxVKWy6vbrD7XLSdHLjbQX4aU9pydjqQnpLldpLgW7+MtIjF0LHM2WeRlLC85WxnC+9wokquvEir+/+VXL5qhMdKvt/QVL8i0bGs9Xciu8trK+37nBb1SU7PS4FzI0AIrB8bHQhVRF4N4OXm5ZEA9gLwWQBHqOqP89ZPbKuxFLiQaWXS5MoIvQ9nnA2gcajj+LbthL0tx7rqcWnbcR0HpsBNr7J1ZJ31o9le4XGAQu8Bml8DrPD0xlSkfrHPbzYNocvnFjB3bn9+z7P+/FHx40pnuaz7elxuulxoXZ53X5HvdYRyjQC30ZRsQPmk7Scyj3MYPFHNGwMnub67WF11U+SZ1ku8zjoRd4+13VbPs92B5ZyZyQFR0/bpazRF8I9NlNXocfU8830NiLRt+hpI82vjXhqBfiOjSFqdu9/QdfLK6XIbQMnG0CLy7/GBMz+0F7jkOn92Zr29wH0IwEsB/ATAboh7kvxgyMZV9cOqerCqHow43e4cAMeU+XEnIiJqoVJ1JOtHIqLxCYkAXaqqjxOR79mbOkXk66r6lEI7EjkNcU82V5lJO1T1cQXWb1UEqMi0UEVvLK26fNq0rOlNakNa3CgxAtR9o37vjAC1Tx11ZNX60WxjqBME98Z1V2Qe066Al8lEuPiF8ePms/vbTnaEkNynu52eZ/uzidc9DEYC7P+fvdqc7PigyQ6Nljo+SOyzCrutHvyRGTvNjfbAmeYuF1KWkDooK2IQOc/T9hd55odGIXzHPnK2lRfxyttP6HtLSx2zyzi79LLLJaN0ZaIxvmXzUtzy9lmls4i0Ht8s9zuW1eFBWopbXicJyWl1dYJg3S4iuwC4TETei3iQt91DNu5S1eMwOA4ZERFR11WuI1k/EhGNVkgEaH8A1yHObX4DgHsD+Iiq/rT54g2UY6wRoKLTsqZbWVdfytyvUybak3cFqKkoRV1XzrsYfWhL5Mea5s+iKkaAqE11ZJV7gHzjdfiWda9CZ0V40vbjsutERw3e52PZe4B6Zt77z1uOK3oLAIBV5wwvX+ReXfe5e19RlJjvTuulrJMUJV4nl4lS1nPVVU/4Pjd4pqV1cx2Z572K5fDdS5I2ze4rwrAy5Uh24JB1v49vWoTB4wTEx8qWL61MkWdaVgTHnV8k2uPOKxPFqYvvHqCQsXvqsgHAKahhHKC2KdIAyjspyZpfZ4i8jCoNl6bT3cr8IPPkelDbGj/AeAam7bpxvU82gCiNiOiJqCf1Ke/iXJSYlpc+50636/aQnUIVeaYBgzc+25Q333Jp9faGxHLHOjebl72YWXQ5IH+MmeSJ7nyU3aFB5DzPOwm2y2ZsLmjZKHAbRbgNIHf/rqx9ph2nomlekbOfvAZ8D8UbimXOBebXAj3zXU3rUCEqMVBqljLrux2p+Mbscaf7UuDm1/Q7P4jMtF7Afos2gFL/X0XkeaaXGvv6myLyc/P3wpCNExERTSLWkURE3ZUaARKRrwE4WlWvNq8vA/B0xLnNm1T16SMrJdoTAUqbVscV4aKdGtQxLWv6uExyFKFtxxpo7nhP8ufICBC1sY4MTYFL6/4a8KfARci+Gp42bb3zeoMZrWilk7pmrwIrsq/w2uXcm6t/e8ETcL8jv7VUPsDf8QECprlX0G053FSnuv/fk1fVfdGJKFEe12LKOlki57lvm2WWjUrMz0vtcpfPK0eRDgXKdD5g919XWlmE7O7GQ8YGyiq72yFB2rp1vJdkxwch4/64EZ60qJAVYTgNsudZzo0UWXV1grCL/WE3tpuB2X4rIoU7QSAiIpogrCOJiDoqKwL0U1X905R5P1PVhzZasuF9BkWAQq7U1BEBKrOdpKKdIKRNb3uHByEmOVrgalMEaFTHfNI+23G+H0aA2qONdWQyAhTBf2+NlXYVOXml1r1Km1e32O334L+CbqNCG54/GA3y8UV+rJB6uWgdnbz/JGudyHlu1/HdzJ7cfnJelLNPK6/uiBKve57pyf2E7ju5jyLrFJX2mUXOc7v/0EhOWuTDbrPnmefOP2nboXjHqosz92UjhnOnh23Tne/7bOfX9p/bqFBahMh3HHxdUvv4IjghEZ6s7ad1fe1OS0Z+Iud5z3nuGxA1a0DVIhGgrAbQJwBsU9WPJaa/AsAqVX1pyA7qktcAKnJSUqbh0nTnB1aRRlHRRk7IyfcoTtDbeNP9qBom09gAGtf+6taG8rMB1B5trCN9KXDbEjdFh6TZ1HVxzjcv7cQp9ITNnuzNvhhY+anBab3EsvZ/NnLmV71wWfR3IELxBkOResJN1cvaVt7Js8t3kt/U71/y5P3qbYdif9PYAIo3uursCS1yno+id7Wo5H58DaB55//eTUVNjtlz7Frg42cMz8v7P/TxfW/TGiuReex51okQlgLn20+RThCyUuDeAOBcEVkDYMFMeyyAewA4KmTjREREE4p1JBFRR4WMA7QawIHm5Q9UdWvjpfKXwxsBKnNVokwnCVU6VghV9MpaExGgMstmaeKqUdNX4puM0rQlAjSuaEYboihFtanMjAC1T5vqSF8EKOs3x1453ulMSxsHyBWZx6wxfyLkp/nkSV7ZnoH/inBdqet5KXBumSzf8lHOfFeR42K3W3Wbaal6oSllbmQtryyh3Che5Ey3248Sr0O2VaQ78HnzYq6Xva67bV/0zd1mnqxl3Y4urLQOHKqkwKWZT0SOs7a5PvE6q7vr1P15OjQAikcAa0mBaxu3AVT1hKTuXuKKzHdVHYuhrnW6YFwnoU0cszZ8DuM+qR/3/kO1rZxsAFEatwEU+hvjS41x189LX8lqAOWaCNFzAAAgAElEQVQJWS75/zfvpL355metm5zuO5nz3ePTc6bl9WCWdlKanJ+XphWSxpUsX6G0Oefktmhvcq60e6KsXoltAv2GxaoSDYu8+7AizzbcaXY/ZVPe3HuBkvspqsq5gu/7Pe9Jd0tbNm/bdtltKQ0Xn9DGUJHt2OcbTDmKNIDaVr8TERERERE1plMRoAfWtK06ojjjSsPqQicHdWhby7zO48be9mJtKktSW8vGCBClERF9UOCyydS35JXf0OyErOhBhPCIh08y2pNUV++saWPy9MxjhOwr+XXedJ9lfp0/1arMvtPSm8qkS7nHq2pKmOV+TldtOxQABjpGCGXT2lY6O49SyhLZR897cKNK9rvvbiNtmz52PyHLh5wrJL9/yXQ0IKwnuCLLA9k9vaWN8xOZx17KNt0e37KWdZdzn29AsU4Q2lrPExERERER1Y4RoArLjbob7Lz5XY8Atb01XvexG+Vn0eZj27ayta08LkaAKI0bAapyXwfgdJ3sGYPDt5wrMo89+KMUVcrmdlIQOc9999v0MHxlukh2R+Rspy4h96ek7TNCfcexCN+xPXnrIQCAn81dshRF8nWnDeRHz7L0MJqxhyKE39vlciNekZnWC9hXyHIu9/+s6OdeJLIX2skBUO0+ngj99++L5syl/N70/JMHTGwnCG1rAJVdNqmum0a73ABq80lnUlfS4bp0TAH2TBeCDSBKUyQFLu+m56K/S2XrnvkXx49ZqW7AaC9a+k7KexnLR575vmlF+NYfZd1tU+Q+fkY8TgyQP3aUK+s4RxhsuCZP5JONxKwGado093UW3zG92qTc7ZuScufbZ6goZb3Qbbo9w6U12HZ6plfp8CC5fyuvQ4MNideKYmmCvmUj85i1HXaCQERERERE5MEIUAPL162OyE8d69Rp3Me0Dm2MBHX5uI6j7F07XowAURpfBMh3hT0tJca9Mhw6ontkHsukYUXO817gsmnL1ZmunuwEoYgocN0I/lQ+V5k6Ievqfpmb44ts3/2u2WMYrQVWBUaO0iIbIZ9HlHidtewoz32u1vhI7Su+o19cHWXP+gy3rek/X3Vm8X1mRYUiZHdoMHdmPWmOTIHLUeakZxwnSnWOp1DHOnXp2klnljYMmjopx3OU76Orx4wNIEqT1wDynfjk5fzn5flH5rGH8MaQu07I9CT3RDn5fxylrO8uF5oClDcwZ5PKjulThdswdo9R2lhRIWUKbfykSethz/f7HZnHnmdeHfV0soe7yJnXy9l/FLhcGnedkB4Y0/gufvg+9w1rgE2mAeQb1NQuAwzeH+gbn6fIvUKReewhrFG7wdn+PMcBIiIiIiIiSscI0Bi34VPkSkUdVzVGEQma5Fb2uFMJJ80ovitd/j4yAkRp8jpByLqSn7wynPxdc6+0us+z5P02zh8NrDwrfX7e1f8I+VfR21zXu7KOVV7PcT55V/pD16lD1V71ykQ68tYJ2WYEYNZEfeacMYF6gWWIApaNArfpLlf0nKPM57oe/giPT97vQWQeeyj2HcjrgTINI0BEREREREQejAC1aHtNdD06yu24pq1lzUhQPZr83kzCd5IRIEpTpBvspOR9APZ56O9ahOx7H6qOX5N2z4dvn+6V4+R6Za6Gp/1uRObRV4YQvmNbdWyfvE4Q8t578lb9kGMVWmb3OEbmsZczLXT7adHC0Pnu/q1eRplGJUq87qF4tHA9/F2Z++7zCv2/D40CJ0XmsZcxL2t+crqvHOwEIVDTJ0S+7be50VJ1m5NwgllVFxtCaZ/bON4LG0DZ2ACiNG4DKOvkpkgjwP4GlD3hqSpKvO7lLO+WM/T/Pe3k+Boz2Ofeqy8pfNN9lDK9yG+q78S/SE9uVT73IoqOK5NsCPUS833TivD1RjeH4o2ZZDns+u7nkUzvK7L9ovu3RtFwLtrzW1qvb0m9jOWS83zTQ8YeOgUtToETkceLyE4ReaEz7Q0isiAiLxl1eYiIiNqA9SMR0WiMNAIkIssAXATgDgBzqnq2iOwB4FQA6wB8RlWfl7Ju5yJATWj6qvwkdL087ohGF6JART+/Ub0nRoCyMQI0uarUj2Z9PRHlrwK7qlwRdkXO815iWi+xnPu6yLSkrP/zvChIWvQgdPuuKGV9d19F5xeNtrjruOu5n+eMs1wTESIfXzqc1Uu8jlKmN809RtdsPQR7r75kYH4ycuj7XiS7zs4Tof8+59dlr+eWL+u75H6u82uHu0v3fe5p/+9lurZ2Rc7z2UQnBxHSu7pO22fVFLhRnxO8BsBnAFzvTLMF7UYuHhERUf1YPxIRjcjIIkAisjeAMwGsBvBxAOer6tlm3lsAvBjA+1TV2+ldExEgqytXhrsQWRiXIp9hW6Jo4zCuDjuKYiTIjxGgyVS1fjTLBXWDXWQg1KyusUNE5rGH8Cv5RdZJXh0e5f923gCk7j1EbeHe0wUMXz3Pi55ZoYPI+iISswAiZ6DUKDG/l3gdpUzPm1dWcqBRIH4fRe+zKftdjMxjL2e5Mv+PoZ/hehSL8mRFacp2Z+3bR0iZWtkJgoh8GsA/qup/ikgPzg984PqNNYBcbTw5avMJdVu0qQE06v3kacOYVUWxAeTHBtBkqlo/mm14G0BFGj4hyv7fJ0+S6uxYoek0rqInvyG9juWp8hn5+D635GfgHke777ye5Vx19bCXJUL96XAR/KmPvs+9yLhMTdY1vhQ4oJ4UWN84YEC5/9eqaXMh27bbL9oJwt0aKNMSEXk1gJebl/cGcJaIAMBeAI4UkR2qem7G+lsAPL/JMhIRdY2I3Oa8PEdVjxlbYaiUqvWj2QbrSCIiR2j9OJZusNscAXKN+0pxWyIIbVbmMxrlcZ20rqR9ujiO1Lj/t8tYRBwBuogRoIlWdwSoSe7/fpNXel12P2XHuslSR+Qmb/vI2EeZ7oxDI0Uhv9O+30Vf2tQ1Gn/Ke8uGoeVdIZGJslEgIH0cId98V8ixqPpdcNd3u8v2lSlynvvm+7ipenV9Z+1nvWFNeMqa+w3Y4KS7Jb8ZIb8Lvt+QIr8rMwCuRQtT4AZ22pEGkGtUJ0xs9ISp8nmM4xh3+Z6ZUHW+RzaABtljywbQ5GuqAVSlB7Ei69T5O5C8f6Dq/22Zk8WQdbJSpYrsr+p4Lj4hg1oC8QlmVgOoyHcg633MrwV6Z/Tn22V7KdsK7UktytmOPQ6+ntCAwcZasmxpKXDwzPdJ6/Wul7NeFrudoo3lrFTGzYnXQL0XNNzvWl7Dxv7vb3IaYlllsce4SAOo0RS4NKoajWO/REREbcb6kYioeWOJAJUx7ghQnraOqzKpuhYBamLfbYtidPG9te0YpmEEiPIUSYGr+wb7Ivv0pbe4qpYpeWM+ACwzjyGRnCZS4IpGdtwr9VmdWCSn+9Yv8rtc5ffQ3Wfo+/WlieWJkN8jnH2e7NggpEyuvP+ToimNee8xQjMpcHnvI29+lbq9TGqsr4OUtGnJMheJAHWl/iciIiIiIqqMESDqpLZ3fpClTDm6cqWirmM8yvfb5mObPJ6MAFGaJu4BSttO3hgideynLHf/TdxTU5e8shU9jmmfizv2j+8qfN49QCH7Rcq+8/iiFyFliMxjL2Ve2vhDVpFIHBD23kK/a0WOcWQee55pRe5LqxKBTE4HyndoUPc6vmPZ+nuAiKaZ7592MWNel9jyt6WxGSJZ1rZ8Bl06htR+RcYBypqfNzbMOIX0Ald3oygtBanIGDK+4+lLgctKfUt+LsmT1byTyiK/e+5+3HKGphq6kscpQn7KWFrnCkC/g4WkKGfgWist5dD3vXLLnixT2mddpK7vJV5HnmlZZfLtP+R/t+n/8bTGeFYD3Z1fVx3dlrqeiIiIiIiocUyBo05ipxPtV+WYj/vKzDj2H3K8mAJHadJS4EKv5Ba54pu1bFujQ5OuTApcshOKop9Z2XGXinQbnpze9FhNVtlo4nxOpCmr2+/Iee6bDwDbzPZXme279YZ7bKqk/AGDkb2s/3Og/71qeiywZL28HsCxiePNThCIiIiIiIg8GAGiTstqwTPqM15djgC5RlGW0GPFCBClERE9EfHV3qpRmOT6aYNHjkqdUaW8iEITHSeMqjOGujpOCJ3fFnlRobx7r4DxRDN9dUtkHns506w2nOcU6RwhTdp9QUXvTTsF4REgNoCIqFGT3OvdqHsjZAOI0vhS4Jo+wfPddF9kW1XXb1svb2XHm7HSUpDc11nr5nV04RsjadQn/lVT2Hzrz6/td35Q9riXSf8rMr5U1nJZaXFpqjZ8ynyv0v5ft62Jn686M2yfaZ0d1NFDZZEGUFfOM4iIiIiIiCpjBIiIRmJUI5JPMkaAKE3eOEBtV3fUYVQ3y9e57yYiL3kdVpSN2LXJKNIY6zLrmZbX7bdPE6lvTXy+RaJDedHIZATTt3yRThDYACKikQn90WYDyI8NIErTRANonCe8RRoRZU54q54k13WS3cR9Nr5thuynyvhQVY2z0ZKW5lVG1fcRWveVbQDVNShqVVkpmlW+f+wFjoiIiIiIyKNTEaBxl4GIqA0YAaIk1pFERBOYAmeJyG2quvu4y9FlPIbV8PhVx2NIVD/+X1XHY1gdj2E1PH6jwRQ4IiIiIiKaGmwAERERERHR1OhiA+iccRdgAvAYVsPjVx2PIVH9+H9VHY9hdTyG1fD4jUDn7gEiIiIiIiIqq3URIBGZE5HrReT7zrQ/FpGLROQn5vE+ZvqMiJwuIl8XkQPHV+p2E5FfisgVInKZiFxqpj1IRLaKyOdEZI9xl7HNRORwEfmRiPxURN5sph0oIt8Qkc0i0rr/o1ETkV1F5FsicrmI/EBETjLTeyLyC/Pdu0xEDjbTV4nIzc70tzvbOlpEFkTk9eN6P0RtxTqyXqwfq2MdmY91ZPu08UvZA3B4YtqbAXxFVR8G4CvmNQA8E8A3AfwVgL8ZVQE76lBVPVhVH2devxbAawCcBmDt+IrVbiKyDMCHARwB4JEAXioijwTwRgDPBXAp4u/htLsTwGpVPQjAwQAOF5EnmXl/a757B6vqZc46X3Wmv8uZfjSAxwN4Ek8+iIb0wDqybqwfS2IdGYx1ZMu0rgGkqvMAfpeY/Dz0B3/dDOAo83wZ4gFxFwFwXIxieOzCPAHAT1X156p6F4CzEH8flwFQ8PgBADR2q3l5d/NXNr/WHk8Fjy3RANaRI8HjFo51ZADWke3TugZQigeo6q8BwDze30z/EoBDAJwH4J/GVLYuUAAXish3RGSjmfYhAP8G4JUAzhhbydpvbwBXO69/ZaZ9AMDnATwZwIVjKFfriMgyEbkMwPUALlLVb5pZfy8i3xOR94vIPZxVnmzSAb6QSM85B/FVw0tV9ZYRFZ+oy1hHlsf6sRrWkYFYR7bL3cZdgCpUdQfiUCBle6qqXisi9wdwkYhcaa4irhx3wTrAd3VFVfW7AJ446sK0maruBHCwiPwRgM+KyF8AeAuA3wDYBcCpAN4E4F0AFgDsr6q3isiRAM4F8DCznc3oX80mopJYRwZh/VgN68hArCPbpSsRoOtE5E8AwDxeP+bydIqqXmserwfwWcQhawrzKwD7Oq/3AXDtmMrSCap6E4BtAA5X1V+b0P+dADbBfPdU9fc2HUBVLwBwdxHZa1xlJuo41pElsX6sjHVkQawj26ErDaDzAKw3z9cD+NwYy9IpIrK7iNzLPkd8M+L3s9cix7cBPExEDhCRXRBfTT1vzGVqHRG5n7mqBRHZDcBhAK50TsoE8X0J3zevH2imQUSegPi36LfjKDvRBGAdWQLrx1qwjgzAOrJ9WpcCJyKfBLAKwF4i8isA7wDwfwF8SkSOBfDfAF40vhJ2zgMQh1qB+PM+U1W/ON4idYeq7hCR4xHn0i8DMKeqPxhzsdroTwBsNj0CzQD4lKqeb7qSvR/iNInLEOfUA8ALAbxKRHYA+AOAo5WDkhHlYh1ZK9aPFbGODMY6smU4ECoREREREU2NrqTAERERERERVcYGEBERERERTQ02gIgCicgJInJaQ9v+pYgc1sS2iYiIJpmIbBOR48ZdDuoONoCIAqnqe1SVP7BEREQFiUgkItsDl/1bEfm+iNwiIr8Qkb9tunw0XVrXCxwRERERTQ4RKXq+KQDWAfgegIcCuFBErlbVs2ovHE0lRoBoIpgUsr8Vke+JyG0i8nEReYCIfMFcQfqyiNzHLPtpEfmNiNwsIvMicqCZvouIXCYirzGvl4nI10Tk7eb1O0XkDPP8wSKiIrJBRK4WkRtF5JUi8nhThptE5ENO+R5qurv8rYjcICKfsGMCEBERVSUibxKRa0yd9yMRebqI9ETk3c4yq0z36fb1L0XkLSLyX6Ye2yQiu7rLmvTvG8yyL3PWvbeInC4i/yMiV4nIiSIyY+ZFpv58v4j8DsC/A/gogCeLyK0iclPWe1HV96rqgqruUNUfIR7b6qnOvp8hIleaevxDiBtMRMHYAKKxMI2TM0Xk5yLyHRH5hoj8Vc46DxaRrEHqXgDgGQD+DMBfAvgCgBMA7AXgQQDeapb7AuIxC1YCWADwCQBQ1bsArAXwLhF5BIA3Ix7XYLuInJ+yzycCeBiAlwD4Z7OPwwAcCODFInKILT6AU0w5HoF45Ox3Ott5oPMe12QdBx9T2Xwof0kiImqzkvXjagDvBvB4Vb0XgGcB+GXgLl+NONryUMT15zdE5JFm3gMR16F7Ix5k91QR+XMz74MAHgLgUgCHmG1scLb7RAA/B3B/xHXrKwF8Q1X3UNXgC4Ai8nUATwPwGxFZIyJ7AfgMgBNN2X4Gp3HkWZ/1Iw1hA4hGTkQEwLkA5lX1Iar6WMSjR+9TcdMfVNXrVPUaAF8F8E1V/a6q3gng7gAeBwCqOqeq61X1csSNkINE5N5m3vcRVyKfBfB/ABwDYDFjnyer6h2qeiGA2wB8UlWvd8rwGLPdn6rqRap6p6r+D4B/QlxhWL8xjw8GULgBRERE3VehftyJ+ELbI0Xk7qr6S1X9WeBubwcAVf0dgL8HsKeq/pcz/22m7roEwOcRX9xbhvjC38cA7FTVXwL4R8R1pnWtqn7QRHH+EFgWn4sQn69+C3H9eCSA/1LVs1X1fxFffPxNxvpEQ3gPEI3DagB3qepH7QRVvQrx1SSIyIMBbAGwu5l9vKp+3d2AZ5l7ALjOzPs7s487ReRmxFen9gXwIBG5DMCXEV/x2glgh1n/ayKyE8ANiH/U/x7AZ1T1JyKyd8Z7Od/kNn8b8WjN14nILwFsBnAogKeKyBcB/A7AvwE4AnFjbDEuquylqjcA2M9s7/8CeIQp52YANwJ4nKoeb97b+QD+QVW3icgGAG8B8GsAPwZwp1nmfohTDew2X6+qX8t4D0RE1A5l68erENcF7wTwKBG5C3Gj4EEA/sPZ/tEAHiAilyPOhrgngAcA+ISI/AHALIAHi8jjzPK3AviqafDcgDhr4kGIIy+7wNS7xlWII0VAnOnwxyJyBeL68VVm+uNE5CTEWRp3B/AiVb3S1FtnArivWf5wALbx9zbE9dnZZrvLAVwvIhFM/SgiVwN4jYj8lPUjhWAEiMbhQMQ/ommuB/AMVV2OuDHyLwHL/DEAiMgRAI4C8EXEP3LvVdWzEf8wfx/xFapnA7gcwCrEP7BAXIkcBOBFAD4C4HwAzxKRFSllvId5XKOqj0J8MWEPZ/4NAC5AfMXq/yBOfzsQwPtUdRmA9yBOr0t6M4CvqurBqvr+lH1DRP4EwEmIw/7PAPBIZ/YHALxfVR+POC2wka67iYiodlXqx5tVdQXiNLatAC5D3Mg5HFiqHw8FcL2p796LOPpzNYCXqerBiBtDd5nt3dv8rXXqx/0AXIu4jvtfs7y1H4BrzD1ExwG40qkfXwVAzXI3mPL/K+L6EQDeAWCrmf5Zs601iOvEP6jqr8zzryJu2Nxhd2qiZvs6r1k/Ui42gGjsROTDInK5iHzbTLo7gI+ZK0efxuCPF1KWubuZfhiATYijOzak77oX4itB/wtgV/QrD3tT6LMRN4oiAK9FHIXZzbP/h5jHn5jHzeg3igDgHPN4LeK0tnshvrLVMxGlw9CvDMp4IoBtqvo/5t6lf3fmHQbgQyaKdB6APUXkXhX2RUREY1CgfnwIgN1F5B6I67/HAngO4ntd7y8ifwzguWZ9BQbqxwc5y5yAuJEFs20FMCsiuyBunD0HwKdVdSeATyFu6CwTkf0BvBHAGQD+HHEDyTZSNptyXIe4MWQjUt9BXD8CwAoAZ5lyfRFxSvlbETdgknXl501ZHos47e+1MPfRGqwfKRdT4GgcfoD4ygsAQFVfbW5qvNRMegPiH8qDEDfS7xjawvAy/2umC7IbFqcjvjn02Ygrj7MQ5xNDRPZDnEv8XFW9FcCZIvI8xOlySXk9ztxpHhcR/5+dhLji+B7iRtMWAE/O2QYQp+i5Fyp2dZ6nvc8ZAE+umHNNRESjV7Z+3AVxNOYGxHXOtQD+AsBNAG5B3CHCnQC+grix4boewIcQZ1J8Dv26RRCndt9otnc7gFeq6pVm/msQN4JWA9iO+H6gOQCPTnlvWxFHl75rUs4PR/88NFmn7ob4ouK3ETfsbjXrQ1VvEJEXIb7Y+cdmv18DcD9nfdaPlIkRIBqHrQB2FZFXOdPu6Ty/N4Bfq+oi4hsqfaliyWWgql8GcCHiHOaNqvpOc0ULiHOA36yqt6rq8xD/WP8l4lS0XyG+ifO/ATzMzQdW1ZcA+Afz/J2qutZ5D1ejf/XqGLP9bc66axFXBlDVHyD+sX6XSTO4AoM/+Leb8t+COFpk/RLAwSIyIyL7AniCmf5NAKtE5L4icnfEqQnWhQCOty9E5GDP8SMiovYpWz9eCeDnpge4jwL4iOmM58UARFX3NMvvhzhFDk79eB2AY1X1j1R1Pfod//wAcSPkTFXdC8DBqrrFFkRVb0R8v+xFqrqvqr7LlOtKxA2YyCx6DIBLTDTmesT17F6J973dlBUi8kzE56d/oqp7ALjNPJ4EUz+aKNGLEEeRXou4lznbUQTrR8rFBhCNnKoq4vt0DpF4hOdvIQ6Rv8ks8hEA60XkPxH/UN/m2Yx3GfOjeB6AS02I2+YX9wB8VOJxfpZS2kyPbBsBnGNuCnVD5a6nSzwewq8kHkPhMYi7+/y0SUVYRFzpZDkJwDNFZAFxZwi/RtzgcX0PwA6T8vAGxFe1foG4wfQPMLnhqmpvdv0G4k4d3Jzx1yK+0fR7IvJfiLseJSKilhtT/fgleOpHADcjjv6wfqSJI/H/GhE1zeZmq+oOEXkygH810SAiIqKRM72WHmcyEJLzVgE4Q1WrDlGRtu8fANjfM+t9AP6K9SM1qXMRIBHZkr8UZeExrKbC8dsPwLfNlbR/AfDy+krVLfwOEtWP/1fVTdsxVNUH+xo/Zt62Mo2f0GOoqgdqPCjqHoijRj9BPKjpc8D6kRrWuQiQiNymqrvnL0lpeAyr4fGrjseQqH78v6qOx7A6HsNqePxGozO9wInIswE8DMDdROT14y5Px/EYVsPjVx2PYTnXqeonx10Iah/z/8T/q+p4DKvjMayGx6+8C1T1xyELdiYCJCLdKCgRUcNUNa8bdpoyrCOJiMLrx87dA0RENK2WL18+7iIQERF1XmdS4IiIiIiIaPJsrLDuqSXWYQSIiIiIiIimBiNAREREREQ0ElWiPVnbKxIJYgOIiIiIiIgaU3ejpyqmwBERERER0dRgBIiIiIiIiEprW4QnDyNAREREREQ0NRgBIiIiIiKiIF2L9viMPAIkIstE5Lsicr55faCIfENENosII1JERDS1WEcSUZtNQuMHGE8K3OsA/NB5/UYAzwVwKYBnjqE8REREbcE6koioYSNtAInIPgCeDeA0Z/IyAApgEYCMsjxERERtwTqSiNpqIyYn+gOMPgL0zwD+DvEPufUBAJ8H8GQAF464PERERG3BOpKIaARG1gASkecAuF5Vv+NOV9XvquoTVXWtqu5MrLNFRG4TkdtGVU4iorazv4vmb8u4y0PVsY4kIqoutH4UVR1VgU4BcAyAHQB2BbAngHNUdW3g+qMpKBFRSy1fvhwLCwtQVaZCTRjWkUTUBW1OgzsVCK4fRxYBUtW3qOo+qvpgAEcD2Br6w05ERDTJWEcSEY0OxwEiIiIiIqJcp6ZMb3NkyGcsDSBV3QZg2zj2TURE1GZdrCNDT37STp6IqNt8/9ttbhRxUDUiIiIiIpoabAAREREREVGtTkV7o75sABERERER0dRgA4iIiIhKK5LnP2mjyRNRvjZGgdgLHBERERERNcZtBLXhIggjQERERERENDXYACIiIiIiopFoQ+cIbAAREREREdHUYAOIiIiIiIhGapyRIHaCQERERNQSvhvEx50uRNSkqh0klPn/YASIiIiIiIimBiNARERENBKMZAwKvdqdXI7HkSaV77vdRFSUDSAiIiKiEao6DgobRDRNmvh+MwWOiIiIiIimBiNARERERCNSNfqTt01Gg4jyMQJERERERERTgw0gIiIiKi0k4tCGkd/HbSOaif749kNE2ZgCR0RERJVMe+MmyzgaJHafXf9c2NkDNYURICIiIiIimhqMABERERFNoC5GgrIiZk2MBzMpNoLHooigCJCI7C8ih5nnu4nIvZotFhERUTewjiQi6pbcBpCIvBzA2QD+zUzaB8C5TRaKiIioC1hHUpa2dEjQlnLkKVPOrrw3apeQFLhXA3gCgG8CgKr+RETu32ipiIiIuoF1JHVCm9PhqjZiOA7S9L7vskJS4O5U1bvsCxG5GwAtszMR2VdELhaRH4rID0TkdWb6g0Rkq4h8TkT2KLNtIiKiMailjmT9SEQ0OiERoEtE5AQAu4nIMwD8NYD/KLm/HQD+RlUXTI70d0TkIgDrALwGwEMArAXw0ZLbJyIiGqW66kjWjzR1mkhfa3Oki9ojJAL0ZgD/A+AKAK8AcAGAE8vsTFV/raoL5vktAE3VDYcAABibSURBVH4IYG8AywAsmj8ps20iIqIxqKWOZP1IozKqAVnHbVreJ5WTGwFS1UUAHzN/tRGRBwN4DOK86R8D2ALgZgBr6twPERFRU5qoI1k/EhE1K7UBJCJXICOPWVUfXXanJo/5MwBer6q/B/B7ACs9y20B8Pyy+yEimkQicpvz8hxVPWZshZlSTdWRofWjWZZ1JHXWqKIzHB9nuoTWj1kRoOeYx1ebxy3m8WUAbq9QsLsj/nH/hKqek7WsKfQxZr1SHS8QEU0aVd193GWg+uvIIvUjwDqSiCgptH4U1ezfTBH5mqo+NW9a0M5EBMBmAL9T1dcXXJc/7kQ01ZYvX46FhQWoKu8FaYm66sgq9aNZn3VkC7X5HpRxRUXGeUwYCZp8ofVjSCcIu4vICvtCRJ4CoOzVx6civlq1WkQuM39HltwWERHRuNVVR7J+nEA84Y5tBDsloHYJ6Qb7WABzInJv8/omALNldqaq28FebIiIaHLUUkeyfiQiGp2QXuC+A+AgEdkTccrczc0Xi4iIqP1YR1LXNB2VYpRnPPKOO6ORg3IbQCLy9sRrAICqvquhMhEREXUC60jKkzzxHFcDockT4LY3enjyP/gZ8XiEpcC53cntirjnmx82UxwiIqJOYR1JRNQxub3ADa0gcg8A56nqs5opUup+2cMNEU019gLXfqwjqaomoilNXPFvKurjK2uRfU1rdKPM5zGJx6rOXuCS7gngISXWIyIimnSsI4mIWi7kHiB3tOtlAO4H4OQmC0VERNQFrCOpbm2/Kt/k/T5p773tx6QNTkX778Vqk5B7gJ7jPN8B4DpV3dFQeYiIiLqEdSRRRWzg0KiFpMC9W1WvMn/XqOoOEdnSeMmIiIjaj3UkEVHHhESADnRfiMjdADy2meIQERF1CutImgpMr6JJkhoBEpG3iMgtAB4tIr83f7cAuA7A50ZWQiIiopZhHUlE1F2pESBVPQXAKSJyiqq+ZYRlIiIiajXWke3EroBpmtnvMqN1+VIbQCLycFW9EsCnRWR5cr6qLjRaMiIiopZiHTl+dZ3kudthY4gmQV5DiN/z7HuA3oj42P2jZ54CWN1IiYiIiNqPdSQRUUeJavbg0SKyq6rekTetaRzlmoim3fLly7GwsBA80jU1b1rqyKxoyyivJo8qtYdXyIc1cex5nKluofVjSC9wXweQDO/7phEREU2bia0jQ094m04h4/0MRFS3rHuAHghgbwC7ichjANgW1Z4A7jmCshEREbUS60giou7KigA9C0AEYB8A/+RMvwXACQ2WiYiIqO0mto6sEnGx69YRCRpn5KfO9zEJGIWjSZPVDfZmAJtF5AWq+pkRlomIiKjVWEcSEXVX7j1AqvoZEXk24tGud3Wmv6vJghEREbXdpNWR4+5ampEGIhqF3AaQiHwUcT7zoQBOA/BCAN9quFxEREStNyl1ZJMNj43IbgSx0UNEozYTsMxTVHUdgBtV9SQATwawb7PFIiIi6gTWkUREHRPSDfYfzOPtIvIgAL8FcEBzRSIiIuoM1pEBGOUhojYJaQCdLyJ/BOB9ABYQj3D9sUZLRURE1A2sI4mIOiY3BU5VT1bVm0wvN/sDeDiAz5fdoYgcLiI/EpGfisibzbQDReQbIrJZRELS8oiIiMauzjpyXPUjozNENG0K/Ziq6p2qejOAT5fZmYgsA/BhAEcAeCSAl4rIIwG8EcBzAVwK4Jlltk1ERDROVepI1o9ERKMTkgLnI/mLeD0BwE9V9ecAICJnAXgegGWI0wYWK2ybiIioDcrUY6wfiYhGpGw4XUuutzeAq53XvzLTPoA4ZeDJAC4suW0iIqI2KFNHsn4kIhqR1AiQiPwH/D/iAuC+Jffnu3qlqvpdAE8suU0iIqKRaqCOZP3YIkUGbyWi7slKgfuHkvOy/AqD4yPsA+DatIVFZAuA55fcFxHRRBKR25yX56jqMWMrzPSqu44sVD8CrCOJiJJC60dRLZvNVpyI3A3AjwE8HcA1AL4NYI2q/iBg3dEVlIiohZYvX46FhQWoKu8FmTBV6kezfuk6kr3ADWMEaFDT3xEeb6pLaP1YthOEUlR1h4gcD+BLiG/snAv9cSciIppUrB+JiEZnpA0gAFDVCwBcMOr9EhERtRnrRyKi0eCgo0RERFOM6Ud9p4LHg2ga5DaAROQiEfkj5/V9RORLzRaLiIio/VhHEhF1T0gK3F6qepN9oao3isj9GywTERFRV7COJJpiaR1EMJLYbiENoEUR2U9V/xsARGR/lB8IlYiIaJJMRB1pT9amuUc4nrBSqJD/E7sMv1cx95i14ZiENIDeCmC7iFxiXq/EdP9GEhERWawjiYg6JmgcIBHZC8CTEI9U/Q1VvaHpgnnK0LkrakREdeI4QO00aXXktLbe2nBVuq04DlCs6nHoyvusquhxqvO4hNaPqZ0giMjDzeNyAPshHpH6GgD7mWlERERTiXUkEVF3ZaXAvRFxI+4fPfMUwOpGSkRERNR+E1tHTtv9QNNyVb7NpuV+mWl4n2V+NzZi9McktQGkqvY9HKGqd7jzRGTXRktFRETUYtNQR+adkExLA4mI3/V8XTtGIQOhfj1wGhER0bRhHUlE1DGpESAReSCAvQHsJiKPQXxzJwDsCeCeIygbERFRK7GOLJay0tarw5OcikTt1bYuodtg1OmBWfcAPQtABGAfxDnO9sf99wBOaLZYRERErcY6koioo7LuAdoMYLOIvEBVPzPCMhEREbUa68hi2taxAq+6F3MqxvPZhe6zy59n2nvs8nvqgpCBUB8rIl9R1ZsAQETuA+BvVPXEZotGRETUeqwjCxh3Q4gnld3RlsbyuExD42+cQjpBOML+sAOAqt4I4MjmikRERNQZrCOJiDomJAK0TETuoap3AoCI7AbgHs0Wi4iIqBNYR3YEr5S3l/vZTHvkp6i2jC007uhuUSENoDMAfEVENiEe3G0WwOZGS0VERNQNrCNbbtwnhpOiiRNcfjaTJ+0zbVvDKLcBpKrvFZErADwdcS83J6vqlxovGRERUcuxjiQi6h5R1XGXIYiIdKOgREQNWb58ORYWFqCqkr80TZOu1ZGjuBrM6EKzyn6GoZ9LGzsBaFsUw9Wl77vvONZV/tD6MbcTBBF5koh8W0RuFZG7RGSniPy+ehGJiIi6jXUkEVH3hNwD9CEARwP4NIDHAVgH4E+bLBQREVFHsI4soOkr6F26Ch6iyPEa9Xsf97Ee9/6pvDZ8diENIKjqT0VkmaruBLBJRL7ecLmIiIg6gXVkO7ThpKouZRqKWet08di0scxd6+mM0oU0gG4XkV0AXCYi7wXwawC7N1ssIiKiTmAdSUTUMSEDoR4DYBmA4wHcBmBfAC8ouiMReZmIfM/8fV1EDnLmHS0iCyLy+qLbJSIiGqPKdeSk148bnb8mnIp2RgvKauI4bfT8UXmT9H2bViHdYF9lnv4BwEkV9vULAIeo6o0icgTi788TzbyjATwewCdEZA9VvbXCfoiIiEaipjqS9SMR0QilNoDMuAap3Wqq6qOL7EhV3Zzo/wSwj7s7u5jznIiIqJXqrCMntX5khwftthE8hlW05X4gfoblZEWAntPgfo8F8AXn9TkALgVwhqre0uB+iYiI6tBUHTkR9eO4TwopjP2ceBJdnu/Y8fvffqkNICesXysRORTxD/wKZ1+bAWxuYn9ERER1a6KOZP1IRDQaufcAiciTAHwQwCMA7IL4Zs/bVHXPgHVfDeDl5uWRAPYCcBqAI1T1twHrbwHw/LzliIimiYjc5rw8R1WPGVthplzZOrJq/Wi2MbV1JCMW1GZlv5+MHFUXWj+KamoKs93QpfAM8qaqby1YoP0AbAWwLpHvHLp+dkGJiCbc8uXLsbCwAFXt1L0gk6yOOrJq/Wi20Yo6clQncJPcABrHSfAkH89Jkvxu8HMbFlo/jnIg1LcDuC+Aj4gIAOxQ1ceV2A4REVFr1FBHsn4kIhqhkQ2EqqrHATiu6HpEREQtVrmOZP1IRCEY8alP6ECoM6g4ECoREdEEYh1JRNQxRQZCvQPVBkIlIiKaKKwjqS7jvAGeYwLRtEmNAInI80wvNfb1N0Xk5+bvhaMpHhERUfuwjiQi6q6sFLi/A3Ce8/oeAB4PYBWAVzVYJiIiorZjHUlE1FFZKXC7qOrVzuvtZmyC34pI4U4QiIiIJgjryDFgmhYR1SErAnQf94WqHu+8vF8zxSEiIuoE1pFERB2V1QD6poi8PDlRRF4B4FvNFYmIiKj1WEd6nApGabpqI8bbEQPRKGWlwL0BwLkisgbAgpn2WMR5zkc1XTAiIqIWYx1JRNRRqQ0gVb0ewFNEZDWAA83kz6vq1pGUjIiIqKVYRxIRdVfIOEBbAfAHnYiIKIF15OhMemqdfX9MQyNqXtY9QERERESFTXpjpUk8dkTNYwOIiIiIiIimRm4KHBEREVFRdaV0TWNEhOlwRM1iBIiIiIiIiKYGI0BERETUmFNRLpIxjZGfJPcYjCoaZPfD40+jkvxuj+K7xwYQERERNSp5QpN2Ms+T7nTjaAzR5HC/M235Pxvn95gpcERERERENDUYASIiIqKRassV6K4KjagR+TDNkREgIiIiok471fmj+m3EZDYyJ/E9hWIDiIiIiIiIpgZT4IiIiIgmRNle95I2YrojSr5jyNSxeo3zODICREREREREU4MNICIiIqIJcip4X1CTunjvDL8Hg5gCR0RERDTB6kqLmxaTeqzYCOobeQRIRB4vIjtF5IXOtDeIyIKIvGTU5SEiImoD1o9ERKMx0gaQiCwD8P8AfMmZtgeAxwN4AoA1oywPERFRG7B+pKYxHS5fke6uJ7Vr7Gkx6gjQawB8BsD1zjQxjzrishAREbUF60ciohEZ2T1AIrI3gL8CsBrxFS0AgKreIiJXALgUwPtGVR4iIqI2YP1Io+RGgbIiGIwW0SQbZScI/wzgTaq6U0QGZqjqKQBOSa4gIlsAPH80xSMi6gYRuc15eY6qHjO2wlAdCtePAOtIqo6NnBhT2SZHaP0oqs1F1kXk1QBebl7eG/1w/l4AbgewUVXPDdwWUwCIaKotX74cCwsLUFXJX5rarM760WyPdSRRSVUaQGxEtkto/dhoBEhVPwzgw8npItIDcH6RH3ciIqJJwfqRiGh8OBAqERERERFNjbEMhKqq0Tj2S0RE1GasH4mImscIEBERERERTQ02gIiIiIiIaGqMJQWOiIiIiGjcyvYAx97fuo0RICIiIiIimhpsABERERER0dRgChwRERERTZUqg59S9zECREREREREU4MNICIiIiKiQOwAofvYACIiIiKiqXIq2JCZZmwAERERERHR1GAnCEREREREORgxmhyMABERERHRVApp1DBdbvJ0KgK0fPnycReBiGhsHvGIR2BhYWHcxaCWYh1JVM5+OfP5n9UNRepHUdUGi1IfEelGQYmIGqaqMu4yULuwjiQiCq8fO9MAskTkNlXdfdzl6DIew2p4/KrjMSSqH/+vquMxrI7HsBoev9HgPUBERET0/9u792CryjKO498fBxQtKg1ETA2bqAZqOBVXtSAvDPRHSWrShQG7ODqaE92kfzKcaYZpmsjCxCLkNGVJBcpQEQSDUhIKeLg5ZI5gMZBYdoEymANPf6z3wD7Hc9nn7MNea7t/n5k9e613v2utZ79n7/3s913v2sfMrG64A2RmZmZmZnWjFjtAy/MO4BXAbVgZt1/l3IZmfc/vq8q5DSvnNqyM268KCtcBkrRE0iFJu0rKzpW0VtKfgPMlnZPK+0n6oaTHJI3KLeiCk7RP0k5JzZK2RMRMSRdIWi/pYUmvzjvGIpM0VdIfJT0jaW5qv1GSNklqklS491G1SRoo6XFJ2yXtljQvlS+VtDe99polNaZNfiDpXyXlXynZ1wxJ2yR9NpcnY1ZgXeVIYELKlc6RZXJ+rJxzZPd6kiNT+012jjy9iviiXApMbVc2F1gXESOAdWkdYAqwGZgOfL5aAdao90VEY0SMSeu3A58BFgMfzy+sYpPUANwDTANGAh+RNBL4HPABYAvZ67DeHQWuiIjRQCMwVdKE9NgX02uvMSKaS7bZWFJ+V0n5DGAs2Zc5f/kwa2spzpF9zfmxl5wjy+YcWTCF6wBFxKPAi+2KPwg0peUm4Jq03ACcSDf/LGzPuO3KMw54JiKejYhjwE/JXo8NQOD2AyAyR9LqgHTr7U9MtrZn4LY1a8M5sircbuVzjiyDc2TxFK4D1ImhEXEQIN2fl8p/A0wCVgLfzCm2WhDAGklbJd2UyhYC9wE3Az/KLbLiewPwl5L1/ansbuCXwERgTQ5xFY6kBknNwCFgbURsTg99TdIOSQsknVmyycQ0HeDX7abnLCcbNdwSEYerFL5ZLXOO7D3nx8o4R5bJObJY+ucdQCUiooXsVKB17bKIOCDpPGCtpD1pFPG9eQdWAzoaXYmIeBIYX+1giiwijgONkl4HrJD0duDLwF+BM4DvAXcAdwHbgDdGxBFJ7wceAkak/TRxajTbzHrJObIszo+VcY4sk3NksdTKGaDnJQ0DSPeHco6npkTEgXR/CFhBdsrayrMfuKhk/ULgQE6x1ISI+CewAZgaEQfTqf+jwP2k115E/Lt1OkBE/AoYIGlwXjGb1TjnyF5yfqyYc2QPOUcWQ610gFYCs9LyLODhHGOpKZJeJWlQ6zLZxYi7ut7KSjwBjJB0iaQzyEZTV+YcU+FIGpJGtZB0FnAVsKfkS5nIrkvYldbPT2VIGkf2WfT3PGI3ewVwjuwF58c+4RxZBufI4incFDhJPwEmA4Ml7QfuBOYDyyR9EvgzcH1+EdacoWSnWiH7ez8QEavzDal2RESLpNvI5tI3AEsiYnfOYRXRMKAp/SJQP2BZRKxKPyU7hGyaRDPZnHqA64BbJLUALwEzIqK3F4Sa1Q3nyD7l/Fgh58iyOUcWjNyeZmZmZmZWL2plCpyZmZmZmVnF3AEyMzMzM7O64Q6QmZmZmZnVDXeAzMzMzMysbrgDZGZmZmZmdcMdIDMzMzMzqxvuAFkuJA2V9ICkZyVtlbRJ0vRuthkuqVf/pE7SbEkXlKwvljSyzG0nS1rVm+OWS9Jj6X64pI/2YvvZkhb2fWRmZlZNzo8vO4bzo/U5d4Cs6tJ/N34IeDQi3hQR7yb779EXnsbDzgZOfsBHxKci4qnTeLweiYhL0+JwoMcf8GZmVvucH1/O+dFOB3eALA9XAMciYlFrQUQ8FxHfgZOjPBslbUu3S9vvoKs6kr4kaaek7ZLmS7oOGAP8WFKzpLMkbZA0JtWfmvaxXdK6cp+EpCslPZmOtUTSmal8n6R5aZ87Jb0tlQ+RtDaV3yfpOUmD02NH0m7nA+9Jcc5pP3IlaZWkyWn5RklPS3oEuKykzhBJv5D0RLqdfMzMzArN+dH50arAHSDLwyhgWxePHwKujoh3ATcA3y63jqRpwDXA+IgYDXw9In4ObAE+FhGNEfFS604kDQG+D1yb6l9fzhOQNBBYCtwQEe8A+gO3lFT5W4rtXuALqexOYH0qXwFc3MGu5wIbU5wLujj+MGAe2Qf71UDpdIW7gQURMRa4FlhcznMyM7PcOT86P1oV9M87ADNJ9wCXk416jQUGAAslNQLHgbd0sFlnda4C7o+I/wJExIvdHH4C2VSDvWXWb/VWYG9EPJ3Wm4BbgW+l9eXpfivwobR8OTA9HWe1pH+UeayOjAc2RMQLAJIepG0bjMxmUgDwGkmDIuJwBcczM7Mqc37sFedH65Y7QJaH3WQjLwBExK3pVPeWVDQHeB4YTXaW8n8d7KOzOgKiB7H0tH7pdl05mu6Pc+p91t02HWmh7ZnagSXLncXdD5hYOpJnZmY1wfmxfM6P1mueAmd5WA8MlFR6SvzskuXXAgcj4gQwE2joYB+d1VkDfELS2QCSzk3lh4FBHexnEzBJ0iXt6ndnDzBc0pvT+kzgkW62+R3w4XScKcA5HdRpH+c+oFFSP0kXAeNS+WZgsqTXSxpA26kJa4DbWlfSKKCZmRWf86Pzo1WBO0BWdRERZPOQJ0naK+lxslPkd6Qq3wVmSfoD2Wnr/3Swmw7rRMRqYCWwRVIzp+YXLwUWtV7kWRLLC8BNwHJJ24EHOwn7Skn7W2/AO4EbgZ9J2gmcABZ1sm2recAUSduAacBBsg/0UjuAlnTB6Rzg98BeYCfwDdLc8Ig4CHyVLEH9lrZzxm8HxkjaIekp4OZu4jIzswJwfnR+tOpQ9l4zs9Mt/QrO8YhokTQRuDciPPpkZmZ1zfnRqs3XAJlVz8XAMkn9gGPAp3OOx8zMrAicH62qfAbIzMzMzMzqhq8BMjMzMzOzuuEOkJmZmZmZ1Q13gMzMzMzMrG64A2RmZmZmZnXDHSAzMzMzM6sb7gCZmZmZmVnd+D/j06Hh+UA+qgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=FIG_SIZE)\n", "images_diff = difference.images()\n", "for index, (name, image) in enumerate(images_diff.items()):\n", " ax = fig.add_subplot(\n", " len(images_diff), 2, index + 1, projection=image.geom.wcs\n", " )\n", " image.plot(vmax=PLOT_VALUE_MAX, fig=fig, ax=ax)\n", " plt.title(name) # Maybe add a Name in SkyImage.plots?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can save the results if you want" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# cwt_data.write('test-cwt.fits', True)" ] } ], "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": "3.6.0" }, "nbsphinx": { "orphan": true } }, "nbformat": 4, "nbformat_minor": 1 }