{
"cells": [
{
"cell_type": "markdown",
"id": "4d2a5f19",
"metadata": {},
"source": [
"# General Tutorial "
]
},
{
"cell_type": "markdown",
"id": "358074aa",
"metadata": {},
"source": [
"by D. Ilić, N. Rakić, May 2023 (last modified)"
]
},
{
"cell_type": "markdown",
"id": "649ddf41",
"metadata": {},
"source": [
"Open source code FANTASY (Fully Automated pythoN tool for AGN Spectra analYsis) is a python based code for simultaneous multi-component fitting of AGN spectra, optimized for the optical rest-frame band (3600-8000A), but also applicable to the UV range (2000-3600A) and NIR range (8000-11000A). \n",
"\n",
"The code fits simultaneously the underlying broken power-law continuum and sets of defined emission line lists. There is an option to import and fit together the Fe II model, to fully account for the rich emission of complex Fe II ion which can produce thousands of line transitions, both in the range of Hg and Hb, but also Ha line. The Fe II model is based on the atomic parameters of Fe II, and builds upon the models presented in Kovacevic et al. 2010, Shapovalova et al. 2012, and assumes that different Fe II lines are grouped according to the same lower energy level in the transition with line ratios connected through the line transition oscillatory strengths. The following multiplet in the range from 3800 to 11000A are used: e4D, e6D, z4F, z4D, z4P, a4G, a4H, b2H, b4D, b4F, b4P, a6S, a2D2, y4G, b4G, x4D, y4P (Ilic et al, 2023, submitted).\n",
"\n",
"The code is flexible in the selection of different groups of lines, either already predefined lists (e.g., standard narrow lines, Hydrogen lines, Helium lines, other broad lines, forbidden Fe II lines, coronal lines, etc.), but gives full flexibility to the user to merge predefined line lists, create customized line list, etc. The code can be used either for fitting a single spectrum, as well as for the sample of spectra, which is illustrated in several given examples. It is an open source, easy to use code, available for installation through pip install option. It is based on Sherpa Python package (Burke et al. 2022)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "8d850b9e",
"metadata": {},
"outputs": [],
"source": [
"#Before starting, we call some of the standard python packages, such as matplotlib, pandas, numpy, etc. \n",
"import matplotlib.pyplot as plt\n",
"import matplotlib as mpl\n",
"from matplotlib.ticker import (MultipleLocator, FormatStrFormatter, AutoMinorLocator)\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"import glob"
]
},
{
"cell_type": "markdown",
"id": "cc172a71",
"metadata": {},
"source": [
" 1. Reading data "
]
},
{
"cell_type": "markdown",
"id": "bd1a364e",
"metadata": {},
"source": [
"First step involves reading a spectrum or set of spectra. We designed integrated three spectral classes: \n",
"- read_sdss - designedto read SDSS fits (https://www.sdss.org)\n",
"- read_gama_fits - designed to read GAMA fits (http://www.gama-survey.org)\n",
"- read_text - designed to read any ASCII files (e.g., wavelength, flux, flux_error)\n",
"- make_spec - designed to make Fantasy spectral class from any given three arrays for wavelength, flux, flux_error; user can also set the redshift and coordinates, which is needed in the later analysis: *make_spec(wave, flux, err, z=, ra=, dec=)*\n",
"\n",
"The user has the possible to read any other file format using prefered method."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "4d156279",
"metadata": {},
"outputs": [],
"source": [
"# Below command import the above mentioned reading commands\n",
"from fantasy_agn.tools import read_sdss, read_text, read_gama_fits\n",
"\n",
"# Below command import the necessary commands, which will be described later\n",
"from fantasy_agn.models import create_input_folder\n",
"\n",
"from fantasy_agn.models import create_feii_model, create_model, create_tied_model, continuum, create_line, create_fixed_model"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "45c366d2",
"metadata": {},
"outputs": [],
"source": [
"# This command reads the spectrum with the listed name, from the folder of this notebook or \n",
"# from the given path e.g.,'/path/to/files/spec*.txt'\n",
"\n",
"s=read_sdss('spec-2770-54510-0433.fits')\n"
]
},
{
"cell_type": "markdown",
"id": "c2a56b58",
"metadata": {},
"source": [
" 2. Preparation of the spectra "
]
},
{
"cell_type": "markdown",
"id": "a1b4a668",
"metadata": {},
"source": [
"Before performing the fittings, the FANTASY code provide several preprocessing options to prepare the spectrum, namely: \n",
"- Setting wavelength frame from vacuum to air wavelengths - *vac_to_air()*\n",
"- Galactic extinction correction - *DeRedden()*, based on Schlegel, Finkbeiner, Davis (1998) dust maps.\n",
"- redshift correction - *CorRed()*\n",
"- croping/scaling of spectra - *crop(xmin,xmax)*"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "840c332c",
"metadata": {},
"outputs": [],
"source": [
"# We use for input models selected line lists, for which we provide air wavelengths; if your spectrum is in vacuum\n",
"# wavelengths, this command transform them to air wavelengths: s.vac_to_air()\n",
"# NOTE that read_sdss() transform to air wavelengths by default."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "96164293-9a34-485d-aefd-ebc762d9ea6a",
"metadata": {},
"outputs": [],
"source": [
"# DeRedden() command corrects for the Galactic extinction, based on coordinates of the object provided in the fits, \n",
"# which will be automatically derived from dust map data from Schlegel, Finkbeiner, Davis (1998).\n",
"# If coordinates are not available you could manually insert them using simple commands s.ra=xxx.xxx, s.dec=xxx.xxx\n",
"\n",
"# s.ra=29.519807539582 #example input of arbitrary rightascension\n",
"# s.dec=-0.872742349310271 #example input of arbitrary declination\n",
"\n",
"s.DeRedden()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "593ed96b",
"metadata": {},
"outputs": [],
"source": [
"# CorRed() corrects for the cosmological redshift, based on redshift of the object provided in the fits.\n",
"# If coordinates are not available you could manually insert them using simple command s.z=x.xxx\n",
"\n",
"# s.z=0.0804 #example input of arbitrary redshift\n",
"\n",
"s.CorRed()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "e3d81870",
"metadata": {},
"outputs": [],
"source": [
"# Useful tip is to avoid using very small flux units.\n",
"# e.g., SDSS spectra are given in 1e-17 erg/s/cm2/A and these are already scaled within read_sdss()\n",
"\n",
"#s.flux=s.flux*10**17"
]
},
{
"cell_type": "markdown",
"id": "2683de07",
"metadata": {},
"source": [
" 3. Host-galaxy subtraction "
]
},
{
"cell_type": "markdown",
"id": "18d1cfa2",
"metadata": {},
"source": [
"Command *fit_host_sdss()* fits the observed spectrum using the approach already tested and used for SDSS spectra, which shows that the AGN spectra can be reconstructed as linear combinations of galaxy and quasar eigenspectra. Using the Principle Component Analysis, Yip et al. (2004a,b) constructed from 170,000 galaxy SDSS spectra and 16,707 quasar SDSS spectra, a set of galaxy and quasar eigenspectra. Vanden Berk et al. (2006) showed that majority of spectra can be reconstructed using the linear combination of 10 quasar eigenspectra from Yip et al. (2004b) and 5 galaxy eigenspectra from Yip et al. (2004a) . For more details check the above references.\n",
"\n",
"Command *fit_host()* fits the observed spectrum with PCA which uses all available eigenvectors (10 eignevectors for the galaxy (stellar) and 15 QSO components). In this case the code will test for different number of components until reaching best result based on the chi2 parameter. \n",
"\n",
"In both cases, the weighthed fit is used in order to avoid accounting for strong emission lines. If the host-galaxy contribution is negligible, i.e., the fitting results in a negative host-galaxy, the code will fail to find the host and inform the user.\n",
"\n",
"#IMPORTANT: Code will by default subtract the host galaxy from the observed spectrum; if you need the original spectrum for some analysis, you can restore the original spectrum before the host fitting with the command *restore()*. \n",
"\n",
"- host-galaxy fitting and subtraction - *fit_host_sdss()*\n",
"- host-galaxy fitting and subtraction - *fit_host()*\n",
"\n",
"TIP: Do not crop the spectrum before fitting for the host galaxy contribution, as the fittings strongly depends on the stellar absorption features that are more likely to be detected in a wider spectral range, i.e. the range in which the eigenvectors are provided (3600-8000A)."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "04e71697",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Host contribution is negliglable\n"
]
}
],
"source": [
"#s.restore() #command which restor to the original spectrum, before host-galaxy removal; \n",
"s.fit_host_sdss()"
]
},
{
"cell_type": "markdown",
"id": "42fde35b",
"metadata": {},
"source": [
"One possibility is to mask the narrow emission lines while performing the host galaxy fitting. This is done with setting the option *mask_host=True*, which by default masks all well known nebular lines ([O III], [N II], [S II]), but customized list of emission lines can be also given."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "82b771c1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Host contribution is negliglable\n"
]
}
],
"source": [
"s.restore() #command to restore the spectrum before host galaxy fitting and substraction\n",
"s.fit_host_sdss(mask_host=True, custom=False)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "9f057aca",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
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]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Let's plot the spectrum for visual inspection.\n",
"\n",
"plt.style.context(['nature', 'notebook'])\n",
"plt.figure(figsize=(12,6))\n",
"plt.plot(s.wave, s.flux, color=\"#929591\", label='Obs', lw=2)\n",
"plt.legend(loc='upper right', prop={'size': 20}, frameon=False, ncol=2)\n",
"\n",
"# It is obvious, e.g. based on the strong blue continuum and absence of absorption line, that the stellar contribution\n",
"# from the host galaxy can be negligible."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "27ffd670",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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RlBHADGAkcBrwhqIoxkOw70IIIQL8/dMNXPfRujZvrwS02lKkKKMQQohOSJO2kUJ0qFYDCpquzvOr2fNPA84FPvJc/hFwnufnc4EvNU2za5q2D9gDTDyYOy2EEOLAKVpgDYUO3BEhhBBif0lAXIgO1aYaCoqiGBVFSQdKgF80TVsNpGqaVgjg+T/Fs3kakBtw8zzPZUIIIf5AFCnKKIQQopOTDAUhOlabAgqaprk1TRsH9AImKooyqoXNlVB30WQjRblRUZR1iqKsKy0tbdPOCiGEOHgClzxIioIQQohOSTIUhOhQ7eryoGlaFbAYvTZCsaIoPQA8/5d4NssDegfcrBdQEOK+3tY0bbymaeOTk5Pbv+dCCCEOjGQoCCGE6OQkQ0GIjtWWLg/JiqLEe36OAE4CMoAfgas8m10FzPL8/CMwQ1EUi6Io/YHBwJqDvN9CCCEOUGDbSDSZ4RFCCNEJSYaCEB3K1IZtegAfeTo1GICZmqb9rCjKSmCmoijXATnAxQCapm1TFGUmsB1wAbdomiahQyGE+IMJLMooSx6EEEJ0RprL1dG7IESX1mpAQdO0zcARIS4vB05s5jZPAU8d8N4JIYQ4ZIJrKHTcfgghhBD7TTIUhOhQ7aqhIIQQ4s9DMhSEEEJ0dlJDQYiOJQEFIYToooLbRsoMjxBCiE5IMhSE6FASUBBCiC7KEHgSpkqGghBCiM5HMhSE6FgSUBBCiK5Kk7aRQgghOjnJUBCiQ0lAQQgh/gT2JyBgDGgbaZCAghBCiE5IdUmGghAdSQIKQgjxJ+DejyULgTUUkBoKQgghOqH8cmtH74IQXZoEFIQQ4k/AtR8BBUNAhoIiKaNCCCE6IZfT2dG7IESXJgEFIYT4E3C62xcQ0DQNY0BWggQUhBBCdBaBy/xcsuRBiA4lAQUhhPgTsLvaFxBQtcY1FCSgIIQQopMICIK7nK4O3BEhhAQUhBDiTyC73Nau7VVPhoKm6F8DiiozPEIIITqJgFaRdocseRCiI0lAQQgh/gQufHNFu7Z3q3pAQTWbAenyIIQQovMIWvLglIC4EB1JAgpCCNEFaRqYVDeqSQ8oSIaCEEKITiMgQ8HtkiUPQnQkCSgIIUQX5FRVDJqKZg4D9BoKmmQpCCGE6AS0gBoK7kZFGfvdO5vHf9p+uHdJiC5LAgpCCPEno7ahhaTV7tJrKIR5AwoaEk8QQgjRKQRmKAT87P3+e3/5vsO+S0J0VRJQEEIcUv/8ehOfrc7u6N3oUpxtaAFZ2+DCqLpRwvwZCqpEFIQQQnQCgRkKakCGQoO0kBTisJOAghDikPpmfR4PfL+1o3ejS3G0oYVkbYMLk6aimExoioJRVWlDYoMQQgjR8QKzEgKCCFa7BBSEONwkoCCEOGTsXXymwFlURN6dd+KurT3kj3Xs4CT/47pbjwzU2fUMBaPZjGYwYkBFQyIKQggh/vg0d2CGgr8oo80hBRqFONwkoCCEOGQqrI6O3oUOVTXza2rnzqPigw8P+WMZDYrvZ6e79QyFugYXBk3FYDahGQx6PQWJJwghhOgMtICAglsyFIToSBJQEEIcMnZn6wPbPzNzWhoAzvz8Q/5Y7oD1Cm1Z8lBnd2LSVIwmk56hoEoNBSGEEJ1E4JKHgCB6vVMyFIQ43CSgIIQ4ZLr8ANXgPcQe+uchMCvB0YYMBW9RRqPZBAYDRk2TGgpCCCE6heaKMnb1iQwhOoIEFIQQh0xXH58qnmUI2mEIrARmKLRpyYOnbaQpzIxmMEiXByGEEJ1HQIaCFvCzPSBD73B89wohJKAghDiEuvqXue/vPwxT/672LnlocGFG07s8GIx6DQWZ2BFCCNEJBGUoNBNQaEu2nhDiwElAQQhxyHTxeAJ4T2bUQ39S41Y1jijPJNJZ36YMBavDjRkVxWgET4aCdHkQQgjRKTSboeD/ucEhAQUhDgdTR++AEOLPq8uvyfdN+R/6J8Jos/L0sjfZmDwYh2t6q9u73ComTQWzCc1oxCA1FIQQQnQSahuWPNQ73cRhPqz7JURXJBkKQohDpquvyff2ydYOx0jd5QRgUFVem9I8XaqGUXOjGL1FGd1d/vUSQgjRObgCMhECsxUcjQIKQohDTwIKQohDpsuPT1XPyczheCJceqssg6ahtiGA4XSrGFV9yYNmNGGUooxCCCE6CbvD3x5SCwiiB2UoOCSgIMThIAEFIcQh09UHqL6iUYehhoLi0DMUDJoaVKCxOS63hlFTwWRECwvD4nZKAEgIIUSnYPd85wFoqmQoCNGRJKAghBCHivvw1VBwO+yAHlBwtyGA4VJVfcmDyYxqDiPM7ezyASAhhBCdg8Puz1BQ3P6fg4oySkBBiMNCAgpCiEOmqw9QvbMmh6OGgmr3BhQ02tIpy+nW/EsewiyESYaCEEKITsJhd/h+Njr92QoOWfIgxGEnAQUhxCHT5bsGeJ+Aw7DkQQta8tD2DAVMRjRzGGGqZCgIIYToHBwNdt/PJqf/58ZdHoQQh54EFIQQh4zW1Qeoh6koo1vVwKnP1hjR9N9b4XRrGFQVxWRGs1iwuF2SoSCEEKJTcNTrQQS7yYLZ6c9WCFzyIAEFIQ4PCSgIIQ6Zrp6h4Ks8fYhH6g1ON+aAolRtK8qo6gEFo16U0Sw1FIQQQnQS3iUPDeGRhLn8AQWHS8VoUHw/CyEOPQkoCCEOoS4+QNX0kxlNO7QnNfVON2bVX5SqLW0jXaqGUXWjmIxgDsOiOrt8AEgIIUTn4GpoAMAREYXZ5fBlRNpdKjHhJt/PQohDTwIKQoiDrqi6AU3TuvwAVXN7lzwc2sdpcLoxB1S5bkuGgr7kwQ0mE5rZjNntkgwFIYQQnYKzQc9KcEVEY3E7fN97DpdKbLjZ97MQ4tCTgIIQ4qDaW1rH5GcW8fbSvbIm/zAVZSyvcwRlKLSlhoLL5cagqShGExgMKBzylRlCCCHEQeH2dDZSo6IIdzt9wQO7SyXa4s1QkBoKQhwOElA4CL7fmEdJbUNH74YQfwhbC2oAWJ5Z3uVnvH1tI92H9qSmoKo+KKDQlgyFuJoyAFSbDcVgQNE0KaIphBCiU3B5ujxoMbGEBQUU3ESEGTEbFVnyIMRhIgGFA1Rlc3DnV5u46v21Hb0rQjTr+415/G9J5iF/nPXZldz2xUYATAalywcU8BZldLla3u4AldXZG2UotH4SNXXrYgAqv/wSFAMKskRFCCFE5+DytkqOjsHidvqyERwulTCjAYvJKEsehDhMJKBwkORX2jp6F4Ro1p1fbeKZuRmH/HF2Fdf6fjYalC5fk9FXlPEQZyjYXWpQlwd3G9I882NTAUi5804Ug4JBa1u7SSGEEKKjqZ4lD8bYGAxoOGx6prDV7iYyzEiYySBLHoQ4TCSgsJ9mpeczZ0shiqK3ppET8a6l3uGm372z+W5DXkfvyh9KXITZ97PZqHT5GW9v28hDHVBwuNWgDAXN6Wz1Nt6tY048QV/ygCYZJUIIIToFtydDQYmJAcBu1Sf2rA4X0eEmLCYDdqdkKAhxOEhAYT99vDKbz1fn+GZg27JmWfx5bMmvBuCD5VkduyN/MOFm/yHFoChoXT1FwRtIOMRLHhwuNajLg/dEqyUGb9DBbMZgNGLQVJxuOfkSQgjxx6c6XagoGKKiAHB6Agp1DS6iLHpAwSHfaUIcFhJQ2E8KoGqab8AkGQpNzdlSSL97Z1Pb0PrgprMprtFT63olRHTwnvyxON3+z4FeQ6EDd+YPQDtMSx4cLhWL5n+MtmQoGDxBDqWhArO7FkXTJDAqhBCiU3C7XKiKgjFCPw9z2uoBqLO7iLGY9CUPkqEgxGEhAYX9ZFAUNM3fFU5OxJt6ZdFuAHIq/nz1JbwBJKNB6eA9+WNxBQQUjAaDpNB7lzwchgyFoICCw9HqbRRPRoPyv8n02PMlBrSg108IIYT4o1KdLlSD0R9QsNpwulVf20iLySg1FIQ4TCSgsL8UT4ZCVx8wtcDgqS/xZ3yKvJWDf95cSH5VfQfvTcuufH/NYXuswJR5kxRl9LWNPNRLHpxuFQvtzFDwBBQMBg0UPBkKMpsjhBDij8/tdqMaDJgi9YCCy1aP1a5/r8mSByEOLwko7CcFfawkiQnN88QT/pwBhYAvqQ9+39eBe9K6pbtKD9tjBQYUFE/QrUs7jEUZAzMU3PaWMxRUVcPorbng+RZQNMlQEEII0TloLheaYsAUFQmAq95GbYP+vRYdLksehDicJKCwnwyKwvrsSs57fXlH78ofli+g8Cecpg7sbSxBJb/ApT+a9ucMJrXG6VY5+plFzN1S6Ft6cDjaRloCujy4WinK6FRVTJob1WhCUfTPqhFNijIKIYToFNwuN5rBiDkiXP/dVo/V4QkoeDIU7C75ThPicJCAwn5SFH0d/R893f1QWrW3nHeX7W32eoXOs+Th7aWZ7QoOBWYodPlZ+ADORs9LV3xuKqwOCqsbePjHbf5aBoe5hoLbYW9xe5dbw+x2oZlMZJpN7A4zeS6Xky8hhBB/fJrLhWYwYI7UMxQS33qBuobAgILUUBDicJGAwn7y1gfoyma8vYonZ+9o9npvvUL3YRpUulWNvaV1+3Xbp+dkkJ5b1ebtnQFRb6mj4RfY5aGrLgnyFexUFDTn4ctQCNMC2kbaW85QcLk1zKqeofD37iksiPa03TrEgQ8hhBDiYFDdeoZCmGfJg6m6irqAGgphJkNQNqkQ4tBpNaCgKEpvRVF+UxRlh6Io2xRFud1zeaKiKL8oirLb839CwG3uUxRlj6IoOxVFOfVQ/gEdpSvFE9ZlVTDo/jmU1Da074aeJ+lwrct+eNZWTnhhCVll1kP+WIEZCocrYPJHVmVz8O36vKAZbj07oes9N973u9GgoHoyFNRDPFCvtjkJJ+C5b6XLw4crsghTnWhhYRSZTKje4J+cfAkhhOgM3G40o5GwKH/7bm9AISZcljwIcTi1JUPBBdyladpwYDJwi6IoI4B7gUWapg0GFnl+x3PdDGAkcBrwhqIoxkOx8x1JOYwRhblbCimvazmFua3sLjeb86oAfWZ95rpc3wG4OS8t3IVL1fgxvaBdj+V9hg5XGvX8bcUAVNe3XuG+OW1dQy41FILd9mU6d329iZ3Ftf4LtT/nc/Pusr18vjqn2esdnmwEgwHsNj0I11DfehvHA1FpcxAeuOShlS4PLy3cxajyfbgjowHQfAEFSQ8VQgjxx1Rnd5FRVAOA5nKDwYAlJtp3fVCXB7MEFIQ4XFoNKGiaVqhp2gbPz7XADiANOBf4yLPZR8B5np/PBb7UNM2uado+YA8w8SDvd4c7XOGE6nonN322gWs+XHtQ7u+RWds457Xl5FXa2JBTyT3fbObhH7a2eJvCan1Q1NLyhlC8MZfD1bbH+3gH0vquwdm2AZX9D7rkIXD/N+VWtTsQ1eB0M3Ndbrv/pvxKG0BQRWWNzlE/o72enL2D+7/f0uz1DZ7nwGQwYK/Xn3+DeugG6pqmUW51YNHcGKL0pQtqK10eetSV0auulIgCPTDiDSg427k0Y2t+NSszy9u/00IIIUQ73f7FRk57eRkNTre+lNBoJDwmktWpw6lP7uHv8uCpoSBLHoQ4PNpVQ0FRlH7AEcBqIFXTtELQgw5AimezNCA34GZ5nsv+VAyHecnDnpL9qw3Q2Ka8akAPVNTZ9cFDqWfQ6XCp1DY0ndl07+c0sz9D4fCMKr2vicO1/49X30xAweFSUQOeh6Dig3+Q76uNOZUMe2ier03kua8v55zX2teF5LVf93DPN5uZt7WoXbfzvkcC3ytdtSijN9i0r8xKYak+k2LQDt2bJKOoFmt1LanZGf6AQisZCuHu4IDD/i55OOvV37n0nVXtuo0QQgixP9ZlVwKQXW4Dt56hEGE2UmOJBqcTq+e8NirMqLeNlKw7IQ6LNgcUFEWJBr4F7tA0raalTUNc1mRUoSjKjYqirFMUZV1paWlbd+MP43AtefDOFDc3c17vcDeZIXzoh608NXt7yO29e6239At+WS5/dzWjH13Q7n18a0lm6MfyPEeHqxWdt6vEgTxegyP0bYc8OJc7Z6b7fg+Meu9vDYWDHTlftbcCgCW7Sn2vbXu7kNR4AkpFNe2rl+FtFxn45T0rvYD/+2Jju+4n0C2fbeCEFxYz9rEFzErP3+/7cbjUNmeetKawuvXnM/B19WYoGFX3ISvMWFZn5687fwHAVVKiX9hCQEFVNV8Bx7ABAwB/hoJLijKyIafStyxMCCHEH0dCpBnwTLKpKhhN+rmmJQzF6aDO7iTCbMRkNGAxGXC6taDJICHEodGmgIKiKGb0YMJnmqZ957m4WFGUHp7rewCeM1nygN4BN+8FNFl8r2na25qmjdc0bXxycvL+7n+HOVwJCt4Z38bHwzq7i4Kqeu7/fguXvrOKnHKb77pPVmXzzrJ9Ie/PGwfRNH+UxzvwX5NVsV/7+PbS0K0jvc+R8zAdzBVf2vb+D9Sby1AAfYDsFbiM49eMklCbt2hDTiVDHpzLst0HP5imwH6vG4z0tA+0OZp/Hj5emcWSXcH77X2fWlu4XXvN3lLI3lIr1fVOHv8pdIAM9GDbt+vzml2mcfJLSxj20Lx2PXZprZ2HftjaJBCxIbuq1du+9O5cFE9GwsAa/3vG1cbA6ccrs/hiTfM1GhqzOdxYXI0yDpoJKBRVN5BTYcPs0q9PvO9uICCgIG0jueCNFe3O7BFCCHHoxUWGAfDRyiyMmopi1IcxSpgFg9NBnd1NdLgJzeWi/+9ziXbYDtuyWyG6srZ0eVCA94Admqa9GHDVj8BVnp+vAmYFXD5DURSLoij9gcHAmoO3y38MoTIUDsVa+uZmv898ZRlTnv2VjCK9CF5NiKUKofgCCvgjCu1ZvnH5u6ubDNibS2v3ttZ0HqY1bL4Axn58eXifg5YCCoECH6PC6mh3u8o1+/TgzbLdZe26XUu8g18NPXNlf0Rb9PqpLRXqfHjWNq56P/gj7c1QsDkO/wz3G7/t4a6vN/HSwt1U2ZrWDsgOCLa11SM/buWTVdks3xP8+rT23trx/mc89v1T/GPDVwyp1IMCbkU/zDrz/VkWBVX1QZ/Z7HIr/e6dzcacSh6etY37vmu+RkNj9Q43VrNe5Tr+0hmeHQ1dQ2HyM4uY9vxiwlT9dXKa9X3zLnlQZb2pEEKIPyhv0Lt+7VqOLtpGRJm+PFMJt2B0Oamzu4i2mKj49FOGfPkWp2WvDqrtJIQ4NNqSoXAMcAVwgqIo6Z5/ZwDPAicrirIbONnzO5qmbQNmAtuBecAtmqb96RYxhVrxcLAm4p1u1Tcwa259vneQ5N2N6nonlW0Y2HqXBWiaPxDQ+E95e2kmm3KrQt7+9z1l5FcGp327VY2Mohp+2hSciKJ5IhaHq62iN8jj2I+aDWEm/aMQaiAeKlDUeLnC/naWONBMl+xyK196ZrPLPLUwbA43Dfu5btBi0gMKgV/AX63NYebaXFxutdkZbF+Ggv3QfNSbe0UX7Sjmg+VZALyyaDcXvLki6Pr12fuXdZNToX++TEb/IfLlhbu446t0/z5pGrd/uZFXF+32XZb94acAnJS7nv8ueQWAj4afBsDH36/E5VZxuFSOee5Xpv1nse92a7P0daHev6UtFu8sYepzv1JhdRDhsqNERZN86636la3UUAhz69e7Pe97WfIghBDij67Kpn93/X3zDwAYG/TzUS0yGqPqxlFbR6wJSp59DoB6Y5jUURDiMDC1toGmab/T/LjnxGZu8xTw1AHs1x9eqFl9l6piNBx4h8yr3l/Disxysp49s9XBuMEz3vnru6vbdN/+DAV/BX5FUYIGzU/PyQBgbK84Zt06tUmlfrMpOA5V2+DiojdXUmd3ccrIVN+g1Hu7xuvXNE3D6nATbWn17dcuviUP+zHLajYaaHD619r/vruML9fm8OqlRwQVGnSrGkaDwu5GRTKd7QxieJ+b5Zll7CquZUhqTKu3qWlw8vvuMs4Y3cN32YVvrqSszs7g1BhKa/WAQp3d5es00F7e5zAw6+Rf3+qz5XtK67h+av+Qt/PO3FtbaUG6v5rL/rnuo3VBv+8ttQb93pYlCqE4PYU9r3p/DZ9fP4kpg5J4eeHuoG1q7S7fMpgbjhuAxaiQVpbL1m79GVKZ68sC2BPfC4DsrXt4/bdMThmZwlmZv1MUmUiF9XgSo8Lo/+HL3JVRxAtc2uZ9fOD7reRX1fP4z9uZu/d3NEAxm71/QIu3tXgCCg7PR9DXNlJSQ4UQQvxBjchYxburPmlyuSuhGwCGslKG1fvLvJlVt7SOFOIwaFeXB+GnhIix7G83hMZWBBRZbK2YjKGF4pChBmHerd2q5pv1NSih08K9HSEaz0q7QwyevQPKrDL//Xi3cjX6G95YnMmoR+b7ZtQDTX9+Mfd9tznUn9Nm+7PkweLNUPAEFC5/bzU/by7E6daC9j+r3MqekjryS2uYlrsBs2dg1p5U/wan25e9sTW/hlNeWhpyuzq7K+h+75q5iZs/2xCUhVJu1Z/DC99cQbonq6SuwclHK7Ja3Y/cChvfbchj4fZi+t07m+xya4vv4fXZlc3WSHD7ljw0PxPQliVB93yzib+8tbLpbVu9ZWiBH4/ciuaXPqzNqqCk1l+IUgt4xCW7StmQU9nkNoH1FYY9NI8fF2/FpLpZnDaOV8Zd5Luu0hJNjTmSvrVF7Cqp5e1XvuHmzT/w0OqPyCytQ9M0In+ZzUm564lwNl8M84Pl++h372zfMcH7+elWX+3/e70BBVfLGQpmt/6+cnk2V301FGQmRwghxB9PbYOTvmWh6wu5k1MBGLHld7o5/RMLFrdTAgpCHAYSUNhPhhDPXOOBc3ut2VfBPd9sCrqstbZ7LaXMh5ql9i4LcLlV3wBv4Y4Spj2/uNn7iQgLzrpwhViH4f3bHS79frWAloGN/wbv0oiSmqYBhX1lVr5Yk9vk8rY4kKKMZmPwkgdvBsrGnMqgQXZOuY38qnqm527gX+s/57zMZUDLNQcC5VXaGPbQvDYV3Rv1yHyOefZX3+/epSaBg/bAgFKJJ0Pht52lfNiGgMJdX2/iHzM38fKiXYDeftD73G3J1wepgX97g9Pd7JIH72tsbSGwsrQN9SJmrstjTVYFeZWt1z1oS4Ai8PmZ3sJ7/OK3VnL2q7/7fg/6KCt6ob7GvMs7FE0lvqGW9AX67csi4lnSa5x/HyxhxDptHJ+/ie7WCk789XMAzJqbwtJq1Npa37bH5Qd//r0W7SjmMU9hSm+fbe9JUu/aYgDiLrzAF1BQXK4Wn5/uNn0piMMcfCBrb9tIIYQQ4nD4fXcZUc561G5JnH7e80HXNQwZCYDRWkO8wx9QCFOdB63LkxCieRJQ2E+hMhQOtDXNjLdXMnNdnu93TdNazXpoqX2ld7b96Tk7WOEpLufd3K1qba750HgfQu2T9zKXqjL0wXlc99E6X50Bl1ujzu5i2n9+Y2PATG9uGwaN7eFvG3kANRQ8z5n3eb3k7VVBgaKimgZUTWNQlf46Rbr0GWXvIK813pT83IqW2w8u3ql3jqi0+WeaQy1HaE9BzeZszdfTA+MizL76E+uzK1FVLahWRIPTHTJo9v3GPF/wqqUxfuNCjoH2lNQFteqb+txvQdeHut95W4tC3tedX6Vzx5cb2VVcG/T8tBbwKw4IcAUGpUJ91gGstVZOzFnHUyve4Yt5j/GXH17FGh5FevIgXAYTV57yAJ8PPYm4wQN9t5k87xMGVhewLbEfABV5Rbir/RkGIyqyfD/nV9X7akDM2eL/WzPL6nh2bobv91iH/jnqdvXVYDSiKQom1dXi5+CC/DVEHXcsqxr0IIU3Q8EtNRT+lPIqbVRaQxfqFEKIzmB3SR1RzgYs8XGcNrI7ZdHdCB89GoDY6HDyo5LAZiMhIENhfHHGH6KGgqZpFDz4IJVffNHRuyLEISEBhf0Uahx/oBkKpkZpD063FjR4/M/8jMY3CbkfXvVONzaHi7eX7uWyRjUW9FaObdvfmkaD5YdnbWN7QU3IbZ+Zk4HDrfJrRolvMKpqGuk5VWSV2/jP/J2+bf/2yXq25lezbHcp/e6dHdT6cmt+NSsyQ89oa5rGi7/sIrNRAUrDQchQaHC6mbk21xcgOTVrNbZVq3zb1TY4sdpdDKrWK/ZHeNr11TbqsmF3uUP2sm/rO2TRjqatKL2z7aqGLwuk8WC3W1RYGx8BYhrVsDAblaAMBKeqBrVbanCqIYNJd34Vela9LTRNw7Z2LSe/8FuLrfpCzbYXVodeHvD9xnx+SC/glJeWYmgUcdE0jWpb8GsVKuvC5dZ8UYzmgjauD9/jnxu+5IhSf22F7bG9sJssAJRGJvDJ8NOIiQhjb6xe96LXtjVUh0Xy2bBTAFDy83BX+QMKqbYKwtxOoh02jnn2Vy58U1/+YQrYiXu+2cxbSzJ9v8d6ZmOMCQkoioKiaZyUs675kyhNI9xaQ8SoUdQ59c9QV62hkF9VzwsLdh6SDj1/JFOf+42TXlxyUO9z6a5SXlm0u/UNhRDiIMitsJGo2THFxPDm5Udy9Oql9P96JgApMRas5nASGmoZtuwnDDF6XaohVXk4MkO3Nj+cnPn5VH/zLUWPPd7RuyLEISEBhf0UKjPgQGsoNF5GYXe5CTy/f/23TNqj3uHy1UaI9Cxb8O61vuSh9ftwq1qTVnwr95Zzw8frQm6/JstfVd87GHWrmm9Q1nj5Q0ltgy8rY2OuP3vhrFd/57J3QheaLK2z88qi3Vz9QfCMt/c1OdAlD/d866/hcEf611TddKPv95p6F+v2lDKgWl+2EeHJUKhrFHR5ZNY2znlteZPU/daWsHiFGsR6L9PKy8gYPYbKTz5tElAa1kP/Eg132VtOFwDCGy9lcWtBz53V7mbsYwv816tqi0GzgVV5WFzNz4IO7xHLX99dxaM/bvNdlj3nF7KvuJJLdy5scV8DH9XpVtlTUovZ2Hp6RuPP6eu/7WHs4wt8BSxzym0h11eemj6XD355GovL7svkUTSV/0v/hhNz9Pf+roX6cpcfBhzL0xMuByDS1XQZT3yEmdum3UFJRLz+N8d0Z7enUGPy2qW4qvT3/b7Y7gyuyuPFJa/y4YKnMbud9Pe8zwIDI+WNao+ckLsBFAVjXJz/70Zr8nd5j09m1YWiaSjhEbhUPbjiDyi0/J7ZV2blk1XZLW7Tmdz82QZe/XUPO4trW9+4kys/yBkKV76/hhd/2XVQ71MIIZpjzNzFyMKdGOJiURQlqAvTBUf2wmayMK5sD6aG+qClhM7Kqg7Y22BaQ/P1kYT4M5CAwn4K3eXh4GYoOFyhZ4QDbcypava6eofqW1cfE67PRnsHWIXVDdz02YZW96mm3omq0aQjQ1sGc74lD6rmGxA1Lr8QF2HG7bnQ2MxUcIPTzeXvriajSM+KcHkGPd5K/A6XGlTgcX/aRnofub6VtXa1DU5WLV5PuKcYY6RTf9zGWRzeAok19Y1SyNu4a942lGEmA/9duJvyOrt/cLxjG7hc7HnrvSZFObvHRjCoKo/vf36As/Y1XfcfOBMbYQ4OKLhVLShNviZEK8zGs/k/bNQzNYZU5vDa4pe5c+PMkH/P1EFJON0qy/eUB9V3+O6j2QBMLvQHGXpYy3xLSrxqG1y+jJSnZu/gpBeX+t7bgytzeWvRfzg5u+mSij2NBoo/eup3lNbaySyt47j//BZUH8H7ebs4/We62yoZVF3gm+kfUZHNGVmr+OeGL3l8xTuMKM/iiyEn8r8x57K8x2gW9j6Kd0ad3WQf4iLMuA1G9sb1BCA7tjt1YZEA9F+9kPJVeoBiUe+jiHTZGVhTQJSrgSdWvssbv71I/c6dQRkKQbVRNI2e1jIijj7aVz+hevrpGDTN117Lyxss8nZ4MISH4/Z0omiuKOOOwhomPrXQ9/k6/43lPPTD1mZraXQ29e0opnqw1TY4ya+qb5Jp1Zj3M6uq2n4tqzvQpXj746VfdvHigp2tbwiMe3wBt7Thu0gI0bV1z9CPE/HnX9DkujCTgX6Deoe8ncN6cJfX7g+tlVbOQnR2ElDYT6GGvm05cVNVjX9+vck34AzUeDxtd6khZ7SvbGEteiCbw+XLLiiusfPigp2+x3jwh61tuo8aTyp/YqNU+nBz6+0xvYUKVVULSNfXmswaewME1SEGsKAPzn/fU8aD3+v7vGx3KeAPQPxjZjrjn1zIvjI99bu9GQqa08npq76jW321P6DQzOx+TYOLXqV6QcWqsCgS7LXEWEy+56k1bc1QqPMU/HO4VF5auIt7vtnse898/K2+NMBWb28SAOkRF84kz+D8jKyVJAZ0AGjhzwL0wE/gEofGz6OmNQ2a3fFVOgBjyvTsmePz00mr01+fxPpqzG4nt/Z0MNBZFZSCP+s/71L+7rtEl+sFBXvVlaJoKmFuJy8teYVXF79Mv+oCUmwVRDrrmZq/iZxTT8FttbJmn54F432//G3LLPrWFnNupr+ooteeb37isowFXLl9LvENtVRY9dv8Y2Y6xdUNoGkkbVjOjJ0LsbgcDLx/DmVF/i4rPerKiCwtxKS6fH2vASaU7MSIxoaUIQCoBiMvHHUpOxP7NtmH+Eh9oF8cmQjAvtgefHD1BD487koA6t97G4A13UcE3W6s5zm1btuO0aAQ6WxgUFVe0POYYK8lzmEldtrxvsvCYmOIcNl9mQyPzNrKRyuyfK9nuFs/JigR4SEyFILfT+8s20tJrZ3fMvQlON4gheMgBBRmrstlV3EtL/2yi373zu6QZQfeh2ypW86hcu7ryznm2V858YUl/LAxH6dbbfIdMn9bEf3vm8OekloG3D+HM15Zxqq95c3cY2i1h6iVa0v+u2g3r/y6p03bVtmczN5SeIj3SAjRmTlLSjh11Q8ARE+f5r/CVgG1eo2ho154itgXX6H7Y4+R9tKLRLz1LgAua3A76Y4gAQXxZ2dqfRMRSqglD23JUKiqd/LN+jwW7igm/eFTgq5rPEPvCBFQsDlcLN1V2qZ9rHe6gwpxvfLrHib2S2zTbb28f1Pj2ezGnR9C8RYqdGsa3sw01bP238ut+meFH/i+aZCj372zmTFBjzp7AxT/+nYL4H++ft4cfDLqbGeletv6DZy0cR6JyZlsOW4Uf9m1iEt2/crfTri7ybY7Cmt4aeNXACxNG8s5+1ZwQtl2qmyJfLh8H+P7JTIqzZ96rjVKSWhuzORwqb7CkEBQC0OARRn+mgpHewIGboMRRVOxuJ00eNbtd48LJ9ozoO9fU8Rn85/g4cnXsbb7cEB//g0oqKrGN+uDswDcqkZdXT03bfqO33ofxYKthQysyiPTk55fUmv3BX+AoHX83a3+Qc67C59j5uDp/GW3v7CiwxLBsrMfItbupMYSxZD3XqAE6BedDECE20FSfTXJ9VXEeYoMnpi7nov2LCEjoQ/DKvUgzq7Vm3xLg+xOlShHPcMr9BT8gTUFDKrKY49nfyOdDTy49mPfPkwu2sYdx98ORjMZRbUYDQqTi7b5trG4nXw04nQ2zF2Cd57jro1fwcavMPad5KubESgrtgc3TxvI0O4x3P5luu/y1FiLr8hjXIQeUPh86MnEJMWzKHU8V4cZ2TJyKrn7VtM7V5/JLYhKanL/APW79mAaNZR71n3GpOId/O2Ef5IT2x1FU7m4YK2+70OG+LaPiI8Bl529Nfp76KOV+vNzztievr8TwBAegcsdHFBQGwUUvJkRjTOl7E6VbQUVHIh7vgluD+tWNUxtyHw6mLzH18MfTvAXaAU9MHfHV+lMH5rMB9dM9F0+1zPQ3uxp4ZtRVMuMt1ex9+kzmtQHCZRVZiUpxkK0xRQy0+hgUgMy0Bpzq1qzmWdCCNFWJc8+6/vZYLH4r3hlHDRUw6PVhHVLJO2Mk31X2bbvoh5w21ougn04SEBB/NlJhsJ+CjWh5Q7RTrEx78lVlc3Jq40KWhkbLXkorbMHFaozKPDZqtbbDXo5XCrVASn3fbtFEtFQx+wf7mZ88Y423Yd3INF4vf3GnCoMqpsHV3/IjFbWv7tVf1ZC49UIra3LB/hyrd5GMqOoNigY0dykoncm9pv1efy8uaDF+wZwZO0DILm+itoGF8fnpRPpsjMtf6NvG6OqD7Tyc/RIuGYw+Aauf1/0NuV1dh79aTtneVoPNtd9o7m/NLO0DqdbxeZwUVzT4BtAhOJtExjmdnJe5jK+//kBkm36OvyUGAtJ9VWUhcf6tp9ctI1hFdmMK93tqwcQKhvEpWp0276Bc/at4N61n7D5nU95bfHL3LTpe1/dgKfn7KBPTRE960qDOg30sFaQE5PCjgR9hj4wmAAQZq/n9W/u56u5j/juC6B3XSlZMXr/6L61RQyt9L+/jynQA0fDAi778T/vY/Q8t/W2ek7OWYsBjeePnEGtOYKLd/nbbHqfp+KIBF4bcz79a4qY9dN9nJq1mhiHFUVROLJkF27FQHZMKlML9AHuiu8W4VIMuBT/5/H07NVkx6Ry5rn/5vTznufhydfy0riLqQuL5LghyYzs6Q8iAQxJ1WtZTOyXSHyknt1TY4ni27Fn4jCaibKYiAwzsnnoJN9t3AYjG5KHkBud7HseAXLTt2M0Kows19+nF3ue2xNz13P+5rmYevQg4ogjfNtbYvXHXrUtl0dm+YN0vgwFT50LQ0Q4Lk1/X/u7PAQfw7zHpMafUbtLDSpE2lJ21tb86jZlH7QlIPv20kx+2V7c6nZt5X3E1hIUssqs7Vo6cN93Wxh0/5x2789vO4ODxc3tX2t91ac9v5gZb69ssq23fdqXa3IY/+QvByUrxKk2zmTy36dD2pAKIQ6Cml/088wd194VfEVD8+dKETHRALhtHb/kobjcv/xS8xwz/z0vg/8taV9tNCH+qCSgsJ9CtZJrywlx4MnWC40KWpkazeSsy6oM+l3Vms54t8ThVnEEzDhml9uILc7BgMZV2+f5Lk+qr+KNX5/3FYAL5BuEmJq+VcaX7OSYwq1csmtRi/vhVv1ZCZtyq8go8h9Y6x3udhWzzA7oBJFdbqOkpmmhG28NhX9+vYlbP9/Y5Pom+1ej70+8vY5yqx2Dpv/NM6q3+7aJ8BTb61Wrn/Bn3PIQy3uO9l1fV+Z/rRwu1Vf079v1wbPazX152F0qV7y3mhEPz29xRjHSWe/rsRzucvjS/EeX7WVQVR4J335Cr7oS1qUOY+bg6QB0t1bw0tJXeWb5//wZLy4nn8x7ghNy1vufB1UlolQPmEQ7G+jrSSM8Z99y/rnhS5Lqq9heWMOLS1/jvYXPBaVbdLeVsze2J/84/v+4++wHeWb85Zxz9rPseGMmfT//LOhv+OeGL4N+X5Y2FjcKwyuyObpwK/tiu5OR0JseNs/SBk+9Ae++9C7eh0F1M+3b1/nb1h8B+L3nGNanDGVoZS79qgt5YM1HvLz0VQDuO+ZvzB5wDN8M0pcF3JH+NY+ueh9nfT3ji3eSnjyIX3sfSa+6UpJtlYwq38uuhN5UW/STkQpLDDkxKbw67iJUT5BhbfcRLOinBwMcLpWU2IAZE/SnZsW9J/DhtROI92QogL8uRWSYEYvZQEbvkUG3e2DKDfztxLuxmsN9l5Vm5WFCJcxT78DbWrJ/tT573fejD4NmbMxxejBp/urdvuwE0FuBAhyXnw6AMbFbkyUPaqPBYXMZCrd8voF3l+3z/e5uZmD6a0YxZ736O99tCP4chBrItmU50NNzMpotCLtfAh7ynNd+59MQBSdLa+1Me34xd33dtm4mblXjizU5B1xTJ1DjWjmhOnjUNDiZs6XQ99x628G6Al7TuVv198z932+hrM7Ras2YtmgcNAis8RG4NGZWer6vDaoQQrSVpmkQHsGcfpNxn3Bq6I0amnYei4jVv8O1muaDDodLZY3/3FVzuXCrGns++oKVb3/egXslxMEjAYX9FLIoYxuKAbZ0jtk4NTRULYA1+yqbXNYch0vF6daClitUFusndOGeAbJJdXFiznr61xTxxm8vYnY3LuTmyVAIUTOhX41+cuo0NF05E+6yc2v6N4wqy8Stas0+N9d9tK5dAYXGz8nve5q2lnS6Vd9MXFuonvV1Mc567KXldPN8MUXl+QdMUwq2cPW2OfSu05ceuNP6YDNH8NSEKwCIK8jiX2s/JaGhhvu+2+IrYvf+8n3cG9A1Yl126Nfvzq/SydyayS2bvsVtq0fR1JCpwj09Swtyo5MJdzuI9HSZuHvDF7y6+GWiP3+fOIeNLd0Gsun0v7I6dThHlvoDV3e/v4zpzy/GXlBEUkM1d2/4gv8ufpkwt1N/r1Tpz2e420HfmuCZ4IFV+cQ31BLlecxUWwUGTSXGYaW7tYLcmBQAvn5qBnVTpuE0mjAkJAbNngda1nMM+2K7s6DPRHJiuzO4MpfhFdmsSxlGhmeGvtYcwZ3H38ZrY87ntuNvB+CWr5/mh5/vZ/hOPd0/LzoZuymM3JgUkuuruHLHPKZ6shsACqO66a/FyDO5/fjbAL3AYtTj99HDVs7WbgNY3OsI3CYzd2z8mmGVOWxOGuRbgvDI0dfxtxPvYVu3/iH/jtoGF7HhZt6+4qjg1yo+gsgwE4nR/voj3iKdURYTFpPR1/nB64Ije6EpBn7uPwWnwcjmbgNIdNqIr6kgTHVRFh5LqrUCs9tFWl0pld37ENanT9B9WFL01yGhoZbetcVctPs3oh02bvpsAxaXnb/s/o2o444l4ohxuD2ZN74aCo0Gqt73YOPB8frsSlZk+pe5NPcZ3lWsFxzc1qjNbKjtD+YAvK28QQy3qi8rCFVbxpuJ8f3GpkteXG6V815fzpKAZWjNtbs9EB+vDA50BBXm9Ljvuy3c/NmGJs+1t3htIG8B4NqGA6+vMHdrUaN987+HAgsL3/5luq8NKkBGUQ17Sv783TWEEAfGnpEBtTXkxKQyMCU69EaOpnUSzLEx5MSmkpCxOcQNDq/a2oAsCaeTSpuDOzfO5F/rJaAg/hwkoLCfQqXItmWGraVtGg8gG7fkiraYWLij7em+DpeKw6ViNircfepQAGJs+smm3agPcv6z7HWu3jHXd5tTctYG3cfDnpTpXhVNWwL2rtUH1xa3s0lxgOEV2ZyZtYq7NnyJW9WancEEWJ/T9iBJ4xm1mHBzk20W7ijGHuKEuzlqQMGeYduWE+Osp3rS8UHb3Jn+NZfs/pVJhdtwKkbo3gOA8nA91f0v2+czLT+di3f/xqKM4Nfoy7W51DtaDnDsK7Nyy6bvOGvfSgrfeJOvZz/Mz9/dxZSAgTFAzzp9sLI3ricmTSXG2XRt4C+9x7O41ziSYyxUhscEXbdzww72lVlZu9a/XGFIVR5HlOzCrWpE1+iDRKOmBgUiAHpYyxlU7a+78MKy15k96x5mznkEAxqrPUUFI8KMxHpm5c1GA4qioJr03/957C2+28/rN4mbT/gnZZHx5EcnMbIiC5OmUhSVyM/9pwCwKXkQhVFJzB5wDLsTerMmdZh+v56B8Lsjz/IFGgqikjCgcXSRXmNiXt+JzDj9UVAUvv770WiKgV0JfXjhiEsAsKTr7/UFfSZQEpmI67yLObJ0F0ZNZUWPUfz7qMt4ZvzlvqUtoSRGhTFpgF6XZHxAfZLLJ/sH+cO6+18D74xtZJgRi8lAg1ujvN9Qvh48DYAj+yYAsLrHSM45+1l2J/QmpqGW6CJ92c/q7iMxotHDWkZPaxnWpB5N9im8ux5Q6FVXyiuLX+a6bbN9HT9Ozdb/5pjp01EUBVfjLg+NAgpR1mqu2/oT9jr9M9K3ptC3vCZQc8c1bz0T7/UlNQ28u2xvUDcRr9ZaVh4K3hhGS6n5LcU5yq0O0nOr+GdA9sIV7/mL5s7dUsgnK7P2e/+aO2x6MxRKa+2+AXyZJysqvyr4mBCYJeDNrPN+19Q2U0zW7nIzKz0/ZCbJc/MyeCgg8NK4FkbgEosqm4Ojn1nE4z9tp7HTXl7GSS8ubXK5qmp/mKUS1fXOZosFCyEOj6InngRgd0JvhqbGhN5IbRocVRSF/PiehFe2re7YoVRb58+mVZ1OKiubZlQI0ZlJQGE/haoK3pYZtpYCCo2XPDTW3u4FDreK060X+5vUXx/sJHhm3x1GM0bVzbDK3KDb9Gk0K705r5ru1nIuf/cBrtkevCa4l2e2Pkx1kdhQw/Tc9UR7Cur19BQG7G6rRHPYW8xCCDx5jHTW+8+iPf97W15C07X/vudE0zgn83dOzVpNlc0ZMiW4OarVSllEPE6DkT7FWfr99m5arR9gStE29sX1ICw8jCfOG4U1Xp/F9lbkj7fX+TtiBLzW5Vb9ZP/UrNWcm7mMbvXVvtfCy1ssr/tPX/qyAB5a81HQNj2tekAhO6a777JKT2p+dUIqtlmLePGoGagGI9EWMyt66Msy5vfRC7318GQ4fDs/uE3bo6s/IHdPLvF1lWQl+lsv/d5zNB8PO5V6YxgDqgt4YuV7vuu6Bez/+yPO8BVvBP/nw1tkb+eLH/HYpKvJSOiD02zx7Lf/xKAgKolIT9ZMaUQ8+TEp3DT9LvKvv5NLJ/r3Z1Hv8UH7nT9xGvWe5QH5ngKPAP8+6jL+e8RfqLZEE2YykBTtXxJQEpng+/nxiVdTEaEHhYbf9X++y3NiUiiLjGfPyMk0FtgydcNDJ/vuO7Cg4Gmj/AP9yDAT718dvN+RYSYsJgN2l8rl427g/ZFnMfNvR/PXSX1Y+I/j9I0UheqwKCxuJ7EZm3CjcNUD1wNw9/ov6FlXRkNqWpP9ixo4AJvJwo1bfvS1Nx1amYNJdXFyzlrUlO7Ez5gB4Fvy4PIkIBXsyQkKfo2e+xkX7VnC5g+/4l+freGtX1/gfk8RS7Pbyc2bvmNs6e5mj31Vns9rhac47BOzd/Dk7B2s3Nt0Fr+142dzrSpzK2xY97OTgXcJ2dmvNe0Q4tXSMdu7z80du2/6bAMPzfK3RHW6VfrdO5tbP2+9TeLKzHJfm9PGvBkKE55ayPUf6UtAvMHVwBa63sf08n5tefc3MOviuXkZHP2Mvnzt0R+3cfuX6b5lMoHeXJzJJyGWhniL5gYee1dkllNSa+f95fuabN+cx37axpAH5x6Srh92l5tqW9sDBOe/sZyxjy0gu9z6p2mVKkRnYlu3jvoNG1jQZzzVA4YTZWmmlrwW+pyvOjqB8OqKDukiFMha5w/0llbZqN3lX/4qxxbxZyABhf0UuihjW9pGNn9dS1W7oflCXL0TI3w/J9ZXM8RTxG7BnFWc8M5jJDqsviULiQ16immY20mqzb+eNer007EPHk6f2uD0VYAxpXr7r+Getdu+x2qoRfOkzt65cSb3rP+CK3fMY0rBFm7d/L1vu4SsXW16bvrUFDFzziP8NWMB8Q21zJ11N9NyNwQFb6psThIaarhzw5dYXHbfyfLA6nxu2vIDd6R/TZ+aIqwBg6Iv1uRw82frmzyel9tqxWYKo8ISQ3/PMg5X737Nbr8hZQgWk4ErJvdl6X8uwZaY4ruuV10p0RYTp2WtYu6su/UACfqASrXbuSP9a/6+ZRafzn+CT+Y9AUC/6kJuTf/WV7MgUH5A5f9+1YUMrM7HlJISlHmwL3UgAIOuvRxzlL/eQJTFyNruw7nstId5fez51BvDGFGeBUBSQCGj1al6B4hVP/5Gkq2K/ET/IHVR76P4YtjJFEQlcXKuPnBZkjaWUs8g/I0x5/FT/yl87anX4NU44BaV1oNVPUbhNhip6jsYgCqLP3UxsMNBaUQ8kWFGsuJ6cMy4AUQHnEAs7TWOC87UZyvcKAwc3JusZ88EICvWH2RZlzrU9/PGh07GElADpNoS5fs5M17vfBAfacaSEM/aFz9n4/0vce1JI1h134k8d9EYGkuJCW9yGYDZ0Pzh9IRhqb6fByRHYTQoWExG30AboE9iJIqiMCjF/9p6n6OU9FXsi0+j2yQ9MDGoOh8jGv3G+f9OL2NUFFmx3Yl12rCawlmbMpRUWwWnZK/RO1Wce4GvaKi3KOPWvgp2o5EJxRm+7h2ay0XqznT98aryWLxKz2rxBiGn527g7H0ruGPjTNzNnBB520x6Z829h7jMkqbpqa0dI2zNLGM69t+/cdm7q1u8bcj7c7jIrWi++ve2gmpmpee3uF/erArf0pBWTgy9XXcad6aJdDbw72VvMD13A/3unU2VzcHTc5ovnBs4aPcu+/IGXstqgzPJAgMK3nNqoyf49fpv/pPaNxdnUljdEHSfbe2m+eOmAkY9Mp+MopqgAPEXa5oWEV68s4RJTzdfyNdb98PuUvllezHztjY9LraXpmn0u3c2Qx+cx9jHF7RpcKGqmq8Tx/H/WczoRxc0m9ER6JftxZz7+vJ2FfFsrC2P0xGyy61sL5CZVXH41G/Ss7/eG3m2rw16SGro74e6mETMTjtqTce+b61Wf4bC3qIqrNn+bE/JghJ/BhJQ2E8h20a2IWW3sLr5E9jWMhSaE2n2D7j+/fub/HfJK1hcDiav/Imee7dxxLbfCTfrL3VSfRWgt9g7I2sVAK+NOZ+ezz0HffvTp7akyf0P9BRrVBWFR1a9z3PL3gD0ooCOVH1ANr5Eb303tDKHkxstmzjx7UdRa1tfKzulcCtGTeXYgs2+gf0VGfODZh+rbA6u2DGfU3LWcWzBZl+rvsFV/oNz/5pC/Taek8b7vtvCnC3Nn5S66uqwmSzUhkfT19MZQE1ObXb7lT1GBbV4tPb0ZzMk2OvQNLhl03cAPPf7W0wq3KZnTexu1NUDjRHl+7hwz2LOzFpJgr3Od926lKHsOfpUYj3rAvvUFPHmby8wtWALYX36UBHQxWF293EARB9/nG9tNPhbe1aGx+I0msmK7UEfz9+XbKvEagrn9POe56mJVwLw4NqPSWqoxpCaSq5ntn9frD7TviVpAADbEvvx7IQr+L9pd3DJ6Y/x04CpvDH2giYjD+9b2XtSHRdQmLB21FHUmiOoDvMP7As8dQ4ALj1zAmnxepAszGRo0v2k3hzOTdP/wZ3H30Zaoj+A4jSaeWDKDfzz2FuoDbjvKIsp6PWqDvMHMkoi9GwF795fecYRXHblafzrtGF0jwsdOIgJN2E0KNx2wqCgy1treXjpRH0ZRKxnJtliNgStYU+JsTS5jbcwZHRlCTuS+mMIC+PZ8X/1XR/Zv5m6Dmb9eVnTfTj50Sl0t1YwsLqAWnME8dde59vOpbpQNA17mEJuYiwDqgv4bsl29s5eyOLHXiS8Wg86DnVWEBewRlXRVI73FHfsbqvEkRvcgtS3//X6CeCOwhqem5fhO0aGqnHiLR6YnlvFst1NU1RbWja0Kbeq2esC3flVOs/P149VrXXMOfOV37n9y/RmMxTcdVYcpSXE2WsxGRR2F9cy8elFHJufzuMr3iHM3fQksbksjMdXvsvo8r3c7Dlu5FXWBwXBGrO71CbBC+/n/aWF/qVKz8zZQXmd/yTc+7wbW4kUeAMldqdKnd3Vak2anz2ZFDuLaoMC34EFeL2u/mCtr6VqoMYDcLtT5YaP1/H3T9cf8AxeZaOshPyqetJzqxj3+ALu/XYzOwqbDjbKrcGDl3qnm+V7/HVDdhfXUlprp7TWToXV4Qs83fPNJjblVrG3rI7m5FXamPjUQnYVBz8/9Q43v2WUMPrRBXzcxqUyO4tqWZt1eIpdHv+fxZzxyrLD8liiayuqbuD2z9ZT+tNsysLjqLFE8cyFTQP8PiGWPABY4/TsXHvm3kOxm21WH9C6Mquohvo6//dp4+OTEJ2RBBT2U6jTseZOPB//aTtfemZqzn9jRbP3GWoZRVtEBLR0TPOkxA+oLvClkKfVFGMx6dsEBgwu3LMEgD3xvTCFmQlLTSHOYUXRgk/ejvIEC4ZV5jK5aDtjyvdyQslWwt0OXCndg7ZNq/OnMt80/R/sidNnu197fVaT/f6/9G94f8HTGDyR5YHVevptt/pq+tfpA19nWHjQSbg9K5vTs/XZyEin/6Q0MSD9Pq2uFGtZBXNn3c3cH/7JsZ6BT3Prct11VupN4Vgj/YN0EhJDbguwL7YnydH+wea+GTeysPdRzOk3mRi7FU1TMXmew0HV+Ty6+gPsLpX6nNwm9/XCsteZEKKFZ3VYFK6EbsQ46zG7XYwu888kGrt1ozwgoLCi52iGbd1C+JAhQYPablFhQfdZGNXNt+ThyJJd5EfrWQFOY3AdihOOG034C6/y6KRrKA4oaHjncbf6gg/VlhhqAmb6G/PO2HprZ0SF+YNededdwvUn3Ytq0N+T547rSWG0P0NBi472zapGBby3TxnhD/JkxfVkd0JvEj0tGacNTeb0Ud3ZkDI0ZPHEwKKi1ZYoFvY+itfGnO8LhDTX5jOUKIuJzKfP4B+nBGcHtBYQnOypteCdfQwcMD57weiQGUqBWRx7kvoB8PjLd/ouix4UOqCwL04PBKVddgljJw4nwu1gVNleChN6kpbgD8K4VBcWz2tktZgZXb6Xt7+5D/td/0f3rz+gNCKOVd1HEGmrIy4g4NW3ppixpXvYkDwEgF0rN/KPr9KbpNt7MzBsDjdvLs5k9hY9UOjdbmBVvm/g7R2Qnff68qA6BF6hljW0J43VrWp8vzGf137TM65a63Bgdrswqu5ms8oKH3gA53mn8+Xcx+hXnsOXa3OpsDq4f+2nTCjZ6StaC3q71eaKxcbZ6xjpyf6KcDswqS40TQ84dauv1uuoNPo7bQ53UG0EgDBj06/z/y3dyx1fpTOgKp+p+Zsoq7Nz6ktLgwbLJbXBnXJcbtVXN2J9diWjHpnPBZ7vreZm3Ys99RscLpU7v0oPuu6KyaGXjzX26E/bgl7PnAp/ETPv0plQr/cXa3IY+9gCftle3GxgKbs8OCMmt6KeZ+fuoMrm5Mu1uTzy47Ymtwl8fK+/f7qeC95Yzoy3V3LyS0uZ8NRCTnpxCUc+8Qv/nq9n8PT0BEP3lDQfUJi/rZiSWjvvBXRKATjjlWVc86EekH9nWdsGQBe8sZy37n+VnNvuQHO3/J4WnUtepY1Z6U2LwXYF/120i4wlq9EydvDpsFP47PpJnDO2Z/M3aCagUJOk36b6hx8OwV62nTMggFBUUUeDzX/crWwp80KITkICCvupPTUU3l++j3u/2xLyukAtzXBOz11PmicY0KOujH8ve51Bnln5CZlrGVm+D2NAyldKfSXJnmyEsWV7MFeUkWKrINVWgdMQ3LGh1tOWz5LUDaOmEuX0H+gMqjtoaYTX3Ss+JEx14U4NPsBHuRroU1vM6tThZMX15KGj9TXfveqazjiekbWKHrYK0qxlxDfUclTxTiot0US7GjglSw8aOI1mUq3lXLV9DgbVzdhXH/bdPsGuz+4Mrswlub6KWnMEjqRUetWV4lqzyrfd+GL9RK+5tDJXXR31JgsNAQEFJTa2yXbakROonzqdY0b0YERP//Xu7mm8cNSlFEZ1w6I6ibY1ne1y1lmxFxQ2uRwgzuE/cfXVQ7BEo3qCGgn2GgZX5eNWDKxNHUbSTX8nL1pfZuFdrqCY9AF74ICld8DAEfSAQlJ9FWl1pfSyllERHsuT540C9NaKXt2nHs3Io4axuoe/paHTaCYjsR+V4U2fl1C8g2PvRyIizH+oiY0KDwpGnDKiO2We4pa50ckYDQbfLGeUxeSrWRDq8+Et/vjhNRN58/LgLgvDusew/N4TAL2g6U+3TgVAUwy8cNSlzB5wjG/bO08eEvLv6NetadDkn6c0XWYArQclvCnp3uOEN8h3zKBuzJgY3Knhjb8eCRCUxZHnWZ7RNymKPM8Skbi04ICe1yfDT2PG6Y9y7rXncszxepeNPnUlNPTsHbSdW3Nh9rxGvSuavm+fmHg1lZYYoutriQ8IKJy9bzlGNErPvAiAWQs24vh2JpsuvQp7pmfJhKaRWWrliIpMzs1cFjQo/mhlNoOq8nht8UvctvFr3/OyraD59l6FGZmckr0mKOAZqrhjcwLTyMvr7C3Oekc6G/jxp3v525ZZTbo21G/ahOZwUDt/vu+y7jvTKapu4N61n/guOz4vXS9kq2m8vXQv87cVUV9n5bSsVcTa/SeXD63+EICf+k/BqKmk2CrJrbQxoGgvn85/gofWfMTUgs1csWMeEZ5jc1mtPajwbKXVgd2lNimcCzCuZBevL36JB9Z+wo4NO9jZaFZ84lPBbX8bXCrJNSXE2q2+1sbbC2vQNI06R/BJ+x2V67hk5yI2eQrrfrshj92NBtKDmqvK3sjHK7PZUejft8C6Ft+sz0PTNPrfN4eRD8+j2uakxvN6PvTDVqrrndzw8TrOfX25L5Nle0GNLwOgrC74eSmpbQgKFO0urm0SrMgq01+jCf0Sgi7fkFPFqr3+70Tv98onK7MZ8uBcX5eNgqoGbv9yY5M6FFvzq/nMU4NiZ3Ft0PX7yvzvC4vJSKXVQXGI1sheDpeK1eHm9o1fY10wn/rNLVez1zSN1XvL0TSNPSW1DLhvNlvy/J+55+ZltLgc5WAa+fA8bvms9VoiXdlf313N7V+mt1rU+c/ErWp8vWofvRbN4uWlr6KisDFlMKPS4lq+YTNLHsKGDKEiMp6qmTOp+vY7NNeBd7bZH1EBAebSSisNVn/GQmVt859xITqLZqqbiNaErqFwYGmZodoEgr5M4Z71X5AVk8qjk6/lhWWvkWCv49XFL5MZ25OBNQVcAFx78r2+26TaKkiur8JmspBSX0XlWafiLe+3LzqVgTX+Yl81nkFLdGoSFcCRMRpLPRON3RpqMGkqOy66nuHfvNtk37RUf/G5/Kgk0qxl9LSWsz5FH3RVWaJpMJpJ8QQlpudu4PSsVeTE+OsO9K8uJM5RR4TbwfeX/YsZnzxJ3xp9iUKUo57LMxZwUu56dsX3IbrCn2ERb68lvqGWV5b8F9DbByYmp5JcUoWa50/BTqrXT/Cq653kVdoYlRaHOWA2r766FltkPMkpSeBZlaBE+OtSeJlfep3hKdF82OjFN3tmmr1p5sP36Wv+1qYMpTQygTOyVhH3+bvYGw3wQymISiLBXkeVJRqlmz5onFKwlePzN7IxeTCD3n+H8IFJ9O9VwmWnPUyDMTgLYUhABeTGxYuKohIxovHuwucA+Kn/MdziSetPTx7MWec8R9+aIn4dOIBwYGTP2CYt6ADm3HZss2mvr1yqD169KdXeGc3ADIHGLUjNRgUUhb+c8RgaCncaFH9AIczk+1yECuLFNuryMWVgN187wzm3HRs06z+6VxxDU2P4y4TePPGzv+q8twZDKL0TIzl2cBLLdpfx+mVHcuaYpl0VGosMM4a8PMKzNMmbyeTNLBrVs+mJkvc+AjMUdof5Bzb/PO5WVEVhizn0IfzTG44m2bOEInLkCN/lFUnBAUCX6sLsKUz45dHDuXnRRlanDmdJryNY3GscmmLg6MKtRNmtQUU4z8haRXFEPCPPPAHtw2eYmJPO6HJ9RrV20a98UqAwomcslvJinl76JgCbkgaSFed//KOK9cynERX64OrD5Vkhi/15Vd91B3fWFFERHoPLfSYmoyFkodrZmws5YVhKUOYWBLdaPOrJhdw8baDv93CXnQaTf8nJsEp9P87et4LT5+zwHfDt+/aRdckMKtIGkAjU3/UgjldfIqm+il9Xb+PW/E3siu9FlSWaCzKXcm7mMtalDuPRyddiVBScSxZze/o3DK3M4b9H/IVUa7kvO8F00qnwzgoGV+Vx82cbeKzc30nhAU+gwq0Y+HzYKRTVNARlKBzxxC/ctOl7fti3nF97HclPA6ZQEJVMjSWKE3P99WMiSotASQNNY1zpbvbE9yLM7eSDLxeTVF9FWUQ8NruLf//wOE6DkXPOec532y351b6Cs5dP7sNfB0XBRf8EICcmlZU9R/lqMIDekjjSaeeUCCuPNPuqBmvuuPLs3AzfzL/V4Wbs4wsAyHz6DCLMRmoDsldmbynkrDE9fPeV9eyZVFiDM2cKqhqo8MwKxkWYqbQ5Ka21kxLrzzzLKrdiUGBMr3jWZgUHBYZWZOMymMiM99ebsTUa9H27IY9tBTUs2VVK+sOnALCnpJazXvUHStJzq7jwzRV8dO3EJn+zqmqc/NJSyursnDWmB3tK6njq/FGM653gOyZe+s4qTKoLs6cWin3nLiKbadO7MrOcJ37ezvbCGl66ZCz7Sq2oGny1LofRvfTivW8uzgx528bWZ1cyokdsk89Ye1gdbmZvKeSO4lpSYsODlsWF3N7uwmIyYAqRifNntKekluxyfbIhr9LG4Oa6G/zJzErPZ8Xzb3Lj1p8AvU6TIym11fdHcxkKA5Kj2R7fm6m2KgofeABXaSlJf/9byG0PJZPVHyytqbVhD8hQqK2oAlrIvhCiE5CAwn4KNfRvSw2FljSXMj2wSk95S7DX8davz/sqtwNBgQHvdqC3dIxzWPls6MkcU7CZfrX+7g2vjbuAs/eu4IQ8fXagzqyfqMUO6EcFcMeQMJZ6Eiq82QmFcd1559hbOaZwCxkJfXwnuEq0f8CTF53sW3JR7K2kryiURsSTUl9Fkq2Kezw9d72DD4D+NQUk1VdTFh5L3+MmU/BdN3p57ifKYcXhSck/JSc4Dfq07DWclu2/rMoSTUJsHDF5xTjzcqm0RLM5aSCjy/ZiUl1sXrud+37L49qTRtAnMZL7vtvClkdPAZsNY3IUqT31ugFuFEwhBmphJkPIWegwz8y5zdO94C9LPgXgf6PPpTgqkem5G4hbPJ/i0UdijUykh+c5fX3M+Rg0lZyYVAZX5TG1YDM/DpjKyIoscmJSOSZJDyj8beuPgN4q8vIB+hKE2bcdy8D7g7tugD5Y3/nkaTQ4VLY3WhdcGFD4ECA7tntQYMxtMLI34AQ5rJk13OYQmQInDkvhhuMGMNmzf+N6x/PjpgJfwdCIgCDCtKHJvH3FUdz4iT7QifQsh/DWPTAo/uUpURajL/gTKuAWGxH8On1+w2T63Ttbv58Q28+/8zg0TQsKKLQm3rOswtWGgOEHV09gcGroGVnvybf3blpa4uQ9eTx38kD4GarConAaArqdWFqe9Z0yyP9am1NSqBk3idj01ZR0HxC0nUt1E+YJcOxMS+T0855vcl9ZsT0waipjS3fjVIy+wcui3uOZZjLhion1fZ5dJjPWZct4MlOv1/Gflf4g5ITiDP5v07esSR3BV0NPZJTnNkkNVUQ7bCHXsb+9NJNJ/bsxpmcMfT0daE7LWo3N6Sa2UUCh3uHm0ndWkZ5bxYwJvXk2YL2tu66Oul+X8H/p3zCmLJNbp91JkWfm97i8dO5b9ymZsT3JSOzDG2POD+p208NW7vvs/D57GT2BxHx932/bDv+KiCe5vooxpfpg7MUjL6G7tYKJxRkY0ZhUvIMetnLCTAbc+/QU90FV+dy35mOOK9BnlF8fcz79RoyiMLIbF+5ezLKeY4irKaM0Io6iyERGl+u3m567gc+HnkyF1UFJQB2CtNoSztm3HIAT8jZwQt4G1qQO45Gjr2dc6R52xfdiSFUesTl7uMCxm6y4Hjy14h3yopL0Y+18OMpg5Lyzn6E+W1+eZ1bdfDnnYbYl9uf3tDH8d2EK04fpgeBjBibRM3MN3m+f4/LTqTdbKLcm8OK6Lxhe6Q8MVc2FI46/lW2xab5jeaBwl51oZz1lEfFNrgt02xcbm1z2ycosLI0CCv/8ehMfBHSV2JRbRVGljX7VhfSpLWZp2liem6dnrR1FNXdffDwzPk5ne2ENKbHhuFVNLzz4+2JeXDkbV/KFTMvNIdZhpcEYxsW7f/N9Pz094XKWpY0joaGGSksMPa1l1JssVIb7g7Eut0Ztg5NfM0pYsE1/X1lcDhLstRybv4mfBhzDVe+tZlzpbv67fQ4FUUk8N/6vlNXZqfHUWPEW8bzwzZUA7Hj8NCLCjKzPruSCTH+AwpkfupYJ6MEHr31lNl9mxaerchjVMy6o7W2D090k8BvowjdXMG1oMh9e0zQQ0haB2SAnv7SUoakxzL/zuCbb1TY4MRsNqJrGyEfmc+XRfXn83FH79Zidzax0/7ndyS8tbTHw/WeiLF7EpTsXsrVbf9458zZ21bgZGd90gqeJZjIUBiRHce+4i+llLadfdQH5r7zGWykTuO+8I5qdxDvYnG6VsAZ/9pGzqhqHw3/8ri8tD3UzIToVCSjsp1ADy9aqlL/3e9PWWW5Va3YG1qi66V1bzOOTE1FX62m43pP5a0+6l151pTy+yt/Gb2KRvha/whLDMM+sX1FkIo8cfR0zS+dSv1E/IdsV35sXj7zEF1C44Ei93Z9l2DBQFMJyMoFhAKR6es4fMWE4X6hVvNutn/5gnoCCIToaTVFQNI1t3fozyVMPYHuif213SWQCyfWVnJq9GjcK61KHMal4B49Mvpart8+hf3Uh3RpqyIrtgdlooNoS7Q8o2G2+woSTi/RB4Hsjz+T6qHK0gGUNoKeHK7FxxDhslGzPoDimO7/0mcDx+Zs4IXcDw++ayVOJ/Zg98jFmrtXrGVTV2ghrsKLFxqJE6QNaI1pQ0bIXj/gLToOJZ5odYOuX20z+2a1feo8n35OF8d6os7h103eomzaSH9/LF1D4OSDlPj1lCF8P0dPz98SnURCVxOVJ/jaIu+J7sWjg0TyiBPeRh6Zrpy0mIxaTkTCT4tk/BadbCyp8+MOAqZRHxNFSrbNQa7K9j/3+1eP5ZGU2b15+FG5Va5INcc0x/Zg6OMmXMRE4k6UoCqeM7E7fbpFkl9uYMrAb543ryQ+eEyhV81exj7KY6O6ZNUwLcVIxtHvTWZvvb54SlIHSWHvqJYCe8vzTpgL6JLaeYeIdcIXizTrwZih4dyPUUSMtPoLdT52Oy61x6q//xGUwNpv50BYF/3qSv3+0jMmeDhteLs3lCyiMTotmV4hC2MmTjoJ1nzKuLJPiiAS+GHoSQ6py+XLoSUxVNSIG9Me1KZ2iyARyTzyPCT99wMlH9OeYgi3EOqzsuetJYt94nit3zMOkqYyoyGZjymCOLNnFpqSBjC3LZExZJoYRwcs+SmvtPD1HH/j9fXA456LhMJg4qmQntlobseFxQUsevtuYR7pnDf3ODTvY9eLNxJ11Jqn33UfZ62/g/OADzvBsOz1vA9t76Z8Hb3HJXtYyBtYUMKff0b7lYgBJtipfQCF76x7fPFJxRDx5lnjKIuJIsVVyZNluqsOiyIlJJTc6hV97HUmsw8r4kp2kWiuIKMghfNZXgF5bZVB1PvXGMGaf9Td+VvryYHQ4H404jXvXfcZFexbjKM6jKDKRxyZdyxGlu+hhLefa7XP02jC9n6Xo8Zu4qdsg/jfmPF5d/DIAN0//B2/89iIAE4szGFyZS1JDNbP7H82Qqjwu3vhT0HPsPc6CHkDoU1NM+pwivAuA4hw2phRtY0rRNuaU7+PRMeeBwUR8WT4F/9Iz4jYmD2ZCcQbTPM9jKE8veQ03Cm+NOY+fBxzDSdlrMSQmku8w8MzytzCrbs465zncjZbjmd1OTspZR3ry4KA6K8fmp3Pl9nk8X3EpMUNGUFtVwxMr3yMrtjtvjL0gKLPq3Nd+54mV7/KmpxbQCbV7eWzYeQytzOHJpa8RtncWYYOuYtGSLRw/eDoLd5Rw80dr+Gb263rw/u1nGUmwXfG9SKqv5v61n/Jj2T7O2becL4acyMW7f8OkqWTG9SQ9eTCfDjuFhMQIHvpoOSu25jKkbzK3pn/DmVn+765rt89hZfeRHF2k13EYUpXHlMKtlEQm8PWgabjNYSRaK33fDwCr95UzbWgKcfZarts2m1pzBC6DiYi80G1GG6upd1IaUO+k8ZLM6npniwEFgMU7/csYn5mzg9xKG69eeiQ/bMznjNE9ms1ecLlVBj0wN+iyxstwvEY/uoDBKdG88JexgL4sJjCgoPmOpYdnYHg4NVcU+M9G0zQe/3k7Jw5Lpe/rTzNs3lyyY1J5ZdxFnD9hACe5Vf7aljoszWQojOgRS11YJDdN/wdTCrbw0JqP2PDzYvZMGRzy/OFQqLI5PTXNNECB6iqcij9DwVF+eIqqCnEoSUBhP4Vc8tBKgbBQs6JOt4rRcxLVOFp6W/o3nJKzFm2l/sXiDSa8ety1FEYnURidxGvj/8Jx9kLGbFnGpKLtOAwmdiT25ZhCPV3Wao6gJDKR7o8+yr5zz8WNwt1njOSM0d15Yd95lEXE8fkl4wAwhIdjSk1FKyyAyGEMrcjm6u1zsZrCSRk6gN+nxfP8/J38vNl/0mJITUHx/N1buw3gqQlX0PuIEewo8c9ElUQkcFJpJha3k6y4Hjwx6Wp61xaTFduD4/PSOapkJ1HOen4YeCwDjAore4xkZEUW8ZdcQtVXX/k6U3hVWmIwJxtovFrYYTSjxMUR57AS6WpgXt/JrE8ZSm50Mpdl/ALAyIosflH8FbzV4hIMmkZ9QjKGgGwLg0Eh7dVXcJeX80u6/qXT3ADbO5seGFDYlOzvAOAtoBjvsLI3riczB0+nKrz5L7ICT4cFJcGf4n77tDuC2icGOmts6DR8b8cHk8GA0+2mMjyWN8acx+ruIyiJ1GejWlqm03yGgoEThqUGtUJsTFGUoOUX4aamJ5c//d9Uqm1ODAaF+88Y7gsoaJrGw2eP5OnZO7CYDFxwZBphJgNTByXxhicl94lzR3LZpL4hZxiO6JPQ5LIDccXkvkwdlMSA5LatBW+ON0vDF1DwXN5cYUGz0YDZCP976GJO/+8yLh7d+nKLllSGxxLWaJAQmKFw/JBufBuiU2F4Wk9qzRHEOOspjYxnfr9JzGeSfnu3Rsrll5G3eRMzB59A/ORTmbj4G44q2clRJTv5fuBxHDHxaHZ+0YdjC/zru2/Y+hMGND4Zdiqjlr/F4Ko88j2daNA0UBTWBVSuT1+6jnOBWQOmcvGexVh3ZEDypKAMhcD32ICMdbjLy6n46GNS7r0XZ17wzO0p2Wt5aIge0BtYlc/itHF8NuwU3ln0bwZV5TGy3B/8DexukWL3D1QzPQVnSyPiGVOWSUp9FSt6jERTDGgK/Gf8ZSTVV/HJ/CfpU1uMedXvGBoaWJcylPElOymJiOf6k/7FmofPYPC2IgalRPNk2jiOy0vnkl2/Um+ysDF5MNawCH5PG0uks57rshaj2Wyc/po+mE+yVrIsbSwRbgdbuvVnX1xP3hx9Hjdt+QHAtxysuOcA6veE+2owADjDIzE36CnVN03/B2/+9iKDqvLY81s2oSqKnJG1ilFleymOSiQ2V1+mEzZwIJHjjiPqW39g224w8fVR5zI8ewvz+k7ixSMjKf/f/zCiccvm77l+609YQpz8D6rKY2eif+BgUl08ueIdxpTvpdISzTUn388ZWSuZ13cSp2avoZe1jKu3z+G+xL5cses3RpfvZXT5XiYVbefBKTeQG5PKCTnrSbDX6s93/+EkVRYxaecKZkc6sG/Wl6Y5Nm9m1ua7AJi96zIejZ/MyTlrCXc72XbChYz89VvfPkX/9XJS/nopKwsUSooKmfrgdb7MkEt3+WtRDKwuYGB1Af2Ndh4wXcR/Pn2Yvzls5MSkhOyk5A0mvDvyTK7fNpsw1UWvulLuTP/at024y8Gwyhz+Pf4yKm0OSr/8ii/nPgbAo5Ov5fKMBSTMncOa6G7UXnYdxw1JbjawWlzT0KSAaqDqeiepseEUVNVjNCikxoaHbGVZ2+AkJtzM/5bqGTt/GV/KXV9vYu7WQt65cnzIgf7m/ObrpIB+PHx54W6OHqgH/KK2bcT5wGfEJp6EGhsXtF3/++Zw1dF9eayFrIXqeifL95RxxgEePw+3eocbg+rmpNz1/Nr7yI7enf2iaVqrwZ5fthfz9W/bGf38fXQr1tecvj72AnJjUhmdFsfJI5o/zwjSwpKHv4zvxcx1eWxMHkxRZAL3rv2U8rKLqI5rfanNwVBhdRDmdmKOdOO0mQiz1WLDX0PBUVl1yPdBiEOtayxGOwRCpSu3lqEQSmAhx8DB0cjyfZziab+oNQQXbEnoq2cUnH9EGi99+Ai/nH4dDUYzsU4bRVGJFEX6UxfrzRaW3D0NU7I+u5Mbk0K3qDD6dovix4FTWdFzdNB9WwYMQNmlzwresPUn4u21fDL8VMxh+kH3n6cOZfHd0/37nNKd7MknAZAXk8zvaWOZetKkoPssjkzErLnpX1NEZlxP3AajvpZaUdgX14M4hxWTplIwZCwmg8L3g47nthnPETFWn5VItVWyuccw3/2VRcRhigo9W2xOiMeoqYS7nXqle0WheOgRpNb718AWrPK3tXQW6INYR7dUjFH+Angmg0LsySeTMGOG/76bGWB7i455lzwA1HgKXQ5MjgpeBx/fiy3Jg8iNaf1L0mgy8f6IM7jzuFuBpgP8fc+cwdK7p/PsBaFbKXlPJgOXKPw0YKovmAA0yVC4/wz/82wJEQSA5mt9tCTU8oPYcDO9PbP+4QGzWW5V44rJfdnxxGkoioKiKJw9tqevqCHAFUf3O2zpioqiHHAwAfyvn/c592YztHaiO7xHLJ9fP4mnzh/d4nYtcbr040zjAYZL9Rdl1DQ3/bo1/VwlRFl8QTFv8Uz/7VXizj6bvqvXsmrkcbhUMA8bzvH5mzBpKunJgwk3G9kdrx+zcmJSyI9KYlT5PmrMkezo1o/CyETS6kqxGCDWbuXNX5/n/D1LuOmzDaBpHJufzsSiHbgUA6s8hUKXr9GPUQ6Xm2EVWYS77EHvjyM9s9EAtuIS1m/3d1jJikmlu60cY20NR5bsJLW+ksz4NErjkmkwmrl4928MrcrlgxGnAwQVo4yq9s/ouzyB4OLIBCI9aftL0vT16+9cOV5/viLiKYxM5NTsNRjysnHGJfhasRZEJeE0mkmICmPGxD7ER5pBUVjaaxyRLjvdGmooDvis3nDaGIb8voysJH8mh4bCCbkbcBqMPDJZbwf648CpXHpacNWCTSZ/dtInw07h2pPvZcudT/kuy4ntTr0xjLP3LefY/E2sTRnKJ8NO4d9HXcqFZz7B7rg0bCYLSQ3VTCjOwLB+NYa4OAbM+oHTrz0/6LEqktN46pMn6fb6Wzz50u10u+EG4v/6VyIffRIAi+qiMODvqppxLYCvpe2Fuxfz1x3zOXPfSsaU78VmspBgr+OKjPncuPUn7l33KeM8y2XGlWVy5r4VTCrejiMmHhWFlPoqzty3ku7Wcu7e8AXXb/uZwshEnM++wpAffwBA2bhOz+J6/Z2gQHLSglmU1do5Z+/vFEUm0Peu27Gdfh55UUms+d+P9H7oASwDBnDt1P7ccNEU1H76EiJvTaD5fSZy/5QbcY05EnOfPozdsw6z2+krvNuntgSbyULq/fcDEDlxIp8M0+srrJxyDt8Ons5rYy9gXcpQsht9R1y2ayFHlu7i+Lx0iqrt5H7xje86U79+VB81BYCYrz/hnrcW8clK/7ITTdNIrK/mn+s+p09NEXO3FrFlTxGnGsqadBABvd2nqmpMefZXTnxB7wa1ck+Z9858241+dAFbAwIEyz3bLNxRwt8+8dfu8FqRWcayXWVEO2zcsWGmL5MS9PoN45/8hf/M38l/F+1mxtt6FsdlGb8QuXoZZ+5bQbTF5CugWVOvDyA/WpnNtR+ubfJYXnfN3MTNn20I2s+DQVU11mcfupllq93NBZlLuXPjTE7OXttsh5X2KKlt4JFZWw9LkcfyDz9k18RJlL71Fk+8MYfPVuuvdWDh6Cqbgxs/Xscjqz9gePFuVnYfyU3T/8GWpIH8ZXwvjhnUrbm79/kiJppruqfgcDdf2PDfF43l9hMHU28O5+PhpxHjrCfholPZMWky5T/+1OztAs3fVkSltWnR27aosDqwqE5MkfqXf6zdis0akKFQ17SjjBCdjQQU9lNzNRQ251XxzNwdbW5n5gxoZRg4QDpj30rqTOG8NO7iJrcxp+onLw63qg9SjAayPCephZHdggaMNpOFvt2iMCUm8uP0y3n46Ot91fIfPXtEUGEygMhJkyBrLw+t/pCRFVn82vtIZg08tsk5x9cTLmBJ2lhMPXuy/dJbmHH6I7418KeODD4R2hOwLn92f/2kxztwXZuq/z+37yQee/QaTAYDqmKgITIaY7w+eEmw11GjmHlm/OWkJw1ia7cBREyaDMDvPUb7WtfN7nc0PXsHtBaM7U5suImxF5wWtD8T8v3FztyFekDBlZKKMUY/saw3hoUcADeXoeBde1ofUNTN+1z8cufxVAR0RshIbJq69/kNk3j4rBFNLg83G/l6yAlkJPYD/C34vBRFoU+3yGYzCTRPMn1KbDgPnDGcz6+f1GSbxlk110/1r7G3NHO/LXUjack7V45n2T3TQ14XG27m2MF60Ku586ZDUYwrsVFrzUPJuyzkpOH653dIagxZz57ZpoyKKYOSgl7ntQ+cxPoHT2rzY3sL+DV+r7g1N4meVnPVzjoW3z2dC45IC9om0mL0dfcoiwgOKBzVV9/36NgoYsLNeoB0gH5McSsGtnfrR4TZyOYk/bKc6FSW9BoHwOz+R6MqBvKjkzm2YDMz/ncf//n9dfrVFnPj1p+IdNZzRcZ87l/7KadnryY7sReFnmU7q9foAQPHqpW8tPQ1rt/6MwZ7A9dt/Yl+1YWMLt9LTQ/9s7ZlxSZMtfpg4ptBx7O85xgS7HW8svglnlrxDqBnG0RHWMiMS6OXtQyrKZxZA45FRQlqlxlVnI/Vk4nkXfNfEKVnFOXEpLAhZQjHDk5iQLI/OPnTgGMYUFNIxJJfsCelkuMZKCY1BA9wvB1LcgIGkt6/NzEqjDtPHoIhMpL0/kf6Hi/C7eD07NXM7TuZerM/Q8qcnMQbY87z/X73ZcdQ7AkGre4+gsKoJLR+/TEcfQwvHfEXVMXAjsR+DKnKI8ZZz8I+E/h82Cn81vsozpg8mNum38mFZz3Flac8yG+99KBJxOjRKCYTYf36+R7ns6En8+sFNwNw+uge9EuKwhgdRY+HHqTvjAsZtGghtfc9wfUn38vLNzzPoCWL0S69AhWFVFslA6vyuH7bz1y+8xcu3LOYnJgUnph0NeBvczyxOAOj28X9U25kbeowbt30HQOrC+hx+Qzs384lu+8IJhZt58Q87xK/Xrx05CUMSkvAnJJC1PHHETFuHMPXr2XgiVMZvGQx3Zf8zjsjzyLOYSXOUUef2hK6nXM2EwYmc+SLT5Pw7SyuPM6fdeYV/sY7PDz5Ou487v94d+RZvDvqLP7z7PWMnvkZ3a69BqPbxQhP0U2vR479O/GX/IWY008j8eqriLvmGtZe8Q+ueP0xtj12KrP7T+GXq+/nscnXUG8Mo+7087nzuFtxKnoAq7e1lNoGJxV5euHiwshEHFGx3PTyvXxyywu4FANX7pgXlIFQ9vsK3lv4LCfmbeA8T8eVZ5a/xR3fPcucH//FlIItGFU3PetKGVKZw2PvL2aGp+ZCnd2FraaOhGsuZO4P/+Slpa9w3p6lGDzdVrxFJhVNZc6WIlJsFSiayoLtxazYUxb4p3PZO6t5aeEurt/6M6fmrOGRVe8T7bBx+Y757Hn1TWLys3xZaAA960p9z98pOWsorrZx8ktL+XxNDrmV/kHYrxlNsz4AVu8tZ+EOPVCVWdp8G8/98b+le7nwzZWs3nto1r/bHC7fMqIEey1WR+gZ+PZ4bu5OPlqZzfxtRUGXH4oAg23NWtTaWspe/i8XvXIX7364gLxKG2MfW8Czc/WA8PbCGqbnbWBU+T5m9zuaxydf4yvc+++LxvrqK7Xk6aRE1kWEU1hf1uJ204elEGMxcfJtV7MhWV/6F+ewUXLPPaz8tWlAamt+NdnlVu75ZhPzthbxt0/Wc+Fbzbd9b0mlzYHZ7cJgUjGYVeIcdZgDaqE5rdYWbi1E5yBLHvZTqCwum9PNOa/p6Y/3nDqMtoy7Glz+A7m3KGOY28nUgs0s6DuB5T3HcGf616QnDWJcmd4/Pbx7CuzJwRZQiGpfbA+GVeZQGNXNXxCR4DT8dWOnU5pV6QtcXH1M0x72lkH6if8Uz5IJ72C4cUG638aezL60KSwwGzGbjFRb/OntjWeO16cM5Z5j/s7OxL6+olwpMeH856IxxIQfxbVGM4mD+vOP2HDfYDUuwowxzj9bajNZWNprHEs9g5G4U09me9QXvLakJKgdZFiif1CfHdOdObccQ6TJQGZ4LEWRiUS67KTV+td+qoWeVj7JqRhT9Md2GYyEB/wN04Yms3hnabMBBf8++p9rb7s/g0GhJML/eoQqPHb0gG6M6RXP454lMfedPoxIi4lhPQ5sfV+U58v41JGp3HCcHiiYe/uxPPTDVtZ5WpU1nvUIDKScM64ns7cU8vIl40iKtnD5e3orT+9SivZqLXVxVFocy3aX+ZYEhHL91P4HNUVx9m1TD9p9tSbaYmLlfSeQFG1pfeNWeDs4tJV3WU7j97BLdZPoVjFrGmX20DN4CgoOT0HI8oAMhR9vPYZeAZ1LTAYFl6qxtC6MyUBBVDcaTBbCzQbuueMC/m0tJz15ELdfPJm0Mc9RM3snpBdg9RSFTSrTi8ouSRvL8fmbeHnJK/QOaDe7K64Xw4b1hnn6MgRV1XCv008ER1RkYV65lIv2LOEiz8Dz9dSJ3FGYTeHWXSQ5rMzvM5H3Rp3NhYX6zGlqwFKqzLg0okwGfu4/hUFVeXw15ATspjBqwyKId+gDkTC3k+jyYj4fehIFUUlsTNFPSjekDOa7gcfx9eDpjEyL45PrJpFf5U9nLRp7NGz9CUVVsXVLZWXSKNj4FQv6TAh6nr3v68BaJ96AwsnD/Z+dFWNOZJMhHoOm8dAavXfPJ8NP9V2/5O5pZJbW8WChvsxjd1waUwcn85fJ1zC6bC+ZnmyR8Ogo+r/zNtueXwxV9aQnD+LI0l38+6jLWNprHA+eOZwwk4Erj+7HN+v1+7JZIpjdfwonlGwj9iy9SJxiNBJx5JHMKjPw6fBTOSm++Toi5rQ0Rl96PpM+XMs/zhmJOTWGBLWGqrBIxpbt4fSA2gLJ9dUsSRtLacAx840x53Hz5h9QRo3hu/fu4F9vjcbwxas4kntw1XXXkxIdRdUtV1F4z7+4fMc89qX05/YptwCQGK0HD3u/8QYY/AV2DVFRJERFUR2hf9eNK92DUVPpM2mc/vcpSlDBwkC9+3RnbXe9de+3g6cBMCjFs0Suv37MfXb5/wDo+9mnfLvXxpOTR2OwWOj10ksA/AvgXP2xzMDK+04gPiKMNVP7U3TtCYzum0jGvxfz3C2v8eSyN+lfVELpuuWkWct4d+SZ2E4/j1fP1rP5DL17s7jXEUwq2sZPnu9FV2kpZTdcj/fbKc5ex9DKHIZV5qKZTCguF/et/QS7MYwol3/WdPbOyWQMP52asEi++WQuE2r174xhlbkMq9QzfjLjerIleRB9aop4bfFLGFQVIxo/9z+aN8acz2XvrubtK47ip82F3HS8fm7Rw1rGqZ4Cy/EOK1/P8beCZttsvh40DbvRzK6EPpyfuRS70cw3g6ZxZcZ8JhRncELuevbaJxF9zkncuGUWv/Y+ij3xvdhZVMvFb63gifNG8fyc7VwxdYDvuAf+1qH16elUzZpFt6uvJqxv62vz12dXMLZXfJOA9pb8KoCgWhReLrfKxyuz+evkPs1m+jVHVTUaXG6sDhcpnmNU79oSrv9oHV/97eh23Vdj0SV5vL3wObLCZsAReuAvr9LG1Od+45kLRnNpo/bFjW3JqyY63ET/pCg0VWXTlddhHT6W3n+/kT6NstscBQVsSB7MkrRx3Jn+NZft/IUlu07B7lJ5a0kmfz9+AEXVDfxl169kxvXkf6PPPaC/rdJRQ0uv5rje8Wx57FScbpWhR19Pd1sFV+yYz7T8dEruv5/5b3/IiF4J9E6MZE9JXVA3loU79IDV3lL/wH/FnjLeXJLJu1eND3qN528roqTWzhWT+1Jnd+FwqZRbHcSrbhSjhtGiMjDMSWmdE4NZRXUacNdJQOFQ0DSNBqd6QN1oRNtJQGE/hZpFfeiHgJnvgGKLgVJsFaBBSZR+glJd7yTKYsLhUn3b96wrJUx1sbXbAKxhEQxZt44b//UVby/6DwAnjExjW7GNB84c7rlXhTzPuvviyMSgGXFbwKy5d5lGSwPCsP7BQQbvfTVuz+cNqBgU/8zxxH6JvHu1vm7ynLE9+XFTAeeO68ms9AK2JAfP7piNBs47Io312RUURiXR3bO227tv3aIsGOP8g5fRg4Jb6pgNBqZNG0f1vNlBlxvj430/X3rcEAYmR1Nlc3DdSfeiKQqPrXwvaE20WlREZXgs4VERxA1J49sBU1nTfQRPBESM3rr8KEpr7SGzFgLZgjIUAr5cFYWbp//D11ayMUVRiLaYuODINL7bkE9iVBgXj+/d4hrXtuiXFMXCfxzHgCR/Su/wHrFMGdjNF1AY3SuOxf+cxhdrcugWHTxbf+rI7ux75owmayAP1VID7922lNr5YIhMjv3x4TUTMBsN9IhrQ/Xog+hwP57X6F76Z+mYgO4PoBdlNKPRze2m3KnXBwj17P/ecwyTinewIyDDJqbRMcFkVHC5VVYU1DMZyPcck8LNRsaP6M51nnXAkwZ0IzYmkjNG9+CH9AK+GTyNgdX5mFQ3adYy/nPUZcTZ6xhXps9U3jflRs7et4JvBhzLxPgorKZwYhz1OFUVZ2EhZiDGYSMs3T/LZDeYWNJrHP+36VsoyCPeXkelp27JI1cfR/7qL4L2vcYSRaLJwOLeR7K41xG+A1y1Jdq35GF4RRYKGjkxqb7AJoDdZOGd0ecA0NforVvi/4woyf5gQG1iKtawCJxzl/L1W6uD9sF7Ujqsf3CGQuMglCEinFU9RtEjoKBiXcDxpm+3KHIqbBREJ/PPY2+hKiyKny0mCqOSgjq9RIYZCTMZWH7vCfS7dzbfDTqefXE9WJeiZ42NSovzdW3x2vTIKZTW2hmQ8HcUk//0od/nn/HLq8sgv4ZjByfTkogwI1/cONn3e3ykmb3hsYzy1K14YMoNvsyRnJhUzjj1KFiob/tLnwmkJw/m84fO179nThrH5dk3MiglmmujPe2Pj/EXu51w6zWg1x4mxpMhpBhDn1zaY+MBuHfdZ4CnSHErwkwGrjmmH2nxETw5e4cv+wgg4ohxQdtahg7jiqOiaI33GHH8EP/z+PT5o5k+LBmKf2Xkpq9xf/4SlZZoFo04gTVXT/FlHsWEmymKTCTOYaPak1K99cMvsaB3iol3WJlStI2RFfuwmSwMW7aUHU/9m6ifv8XkCk4ZPzNrFWdmrWLWgKkUbVZxo/D1kOlcmrMCraHB131oSdo4RpbvwxxQZf+sfSs5IXcDtx9/O/e8s5iq8Bhq6x0k1Vdx1fa5uBUDV598PyMqsrhv3adBj3vxnsVBv38y7BQ2pgzmyoz5PLbqff3C/E3ULf+GITUV9Ksp4v4pN/LSL7sYlrWZITPu4G3gX5l/Z/jp0+lTU8Sjqz4gw3AJTP0/Sl95FeuKFdQtXkLsKScTf/HFWAY1zT7Jr6rnxOd/o8Glce0x/Xn4bP93T+3ixUz8ZTbzUo4NOdHwyapsHv95O6qmcf2xA5pc35I3l2Tyn/k7mZYWQYxdP1eZlp/OqmWLqJyWRMJQf2HdapuTSpuDfkktv6+yy61c9f4aLl/wKb3rSuk981W2nT6Fvm4r+bV60OW7DXktBhTy12/h+0fe4KsRp/DK9FTYlE7PdauwrFvF37LMfP/G3wk3G/XsXE3DnpVFdtoEFvSbxNTCLfSwlrPmp18YU2plc9JAMopqse/YwfDaYt4deRZO4/4NR6JVlTqDgUpHiIrCIZiNBlSDkYLoZJ6bcDmbkwZy26Zvef3J1/nbgGN4/uKxZJUFD/ADs0OX7S5lUv9uXPaufvx+fv5OdhbXMWNCb44dnORb6jOuVzxvL9vLT5v0LNiZbjcGT0BhUJgTQ0MFYTEuGirCcP9JMxQ0TePtpXs5bVR3+nZr/dh3sL2zbC9Pz8lgw0MnH9Zs1K5KAgr7KbBewk2bvifCZefFo2aEvN7L7Hbx0YKnqbDE8NfT9TWuVTYn572+nAanyumjugPQyzMrlxetn5wYo6N8J+dl4XH0iDLzyXX+9HVF0dfGuw1G5vabTLd6/0xjfaiAQgupE2G9ewf9fuykYdx33QlB/bkBXxcEtxq8Rt8beHjhL2N59JyRJESaee7CMQx7aF7wc+G5jd0zg+Bd2+2tunveET0xxgek8MYGH4y8g/seceFBvc8DAyLelP1wsxG7ST+YVFuiGVjlL9DmLiygJCKBKIuJ1Jhw/udJEw4cNIebjb61/i1RAyqUWwPSjy+d2IcvPN0tX75kHHd8lR76DjxvGe8AvqVOBW3lnS0LdNuJg7l4fO+gv+m+M4Y32S5wXwKFaht5MHjfnwdhqWirpg1tfha1U8uYDb0nQ1TwQHBCv0TSHz7Z1wLTy6W5MWoasW6VWlc9jU0fmoyiwKI+R7G2+zAmjBvITs9sTWDNAgCjQW/juCtBPyn9YeCxAIR7ii326xZJVrmNfp4TC29AYl9cT/5+4t2Y3S4sbgdug5GGY0+E7zNZ0Gc86SlDSE/RlzX1SYykNiyCaKcNp1ujKiePZCDOUYcr178ee2dCHxpMFkoi4knI0Os55Ecn6bPuSf5A3fw+E5nXTz+W+maZAt7zZeHxpNgqsbgcvpnmvL7DoZkMYbPnuBFYIf+igJP0H4uBvjC0d2LINLdl90ynW3QYb/04ibS6UiotMU2CUN7BY2FUEj8MOJaiqNCz5wDbuunHw+hwE1ce3ZePA9bVB87axFhM1NphXar/OBBqyVNsuLlJcNnr5/87lr2lde2uN9ItykJhYk8G1BSyqNeRpCf7B0zTzjiGU84eza5PxuHYuoUGk4XcmFTi4vXHiI/U9yVwJtrUrRuWwYOx795N7FFHck1EAz9tKmy1OFxJ936+nx3d04KWcrTkkbP1uh7Th6WQEpA5ZAjzf9Z+u/g2hkfv/wn1ZZP095Dz5puYs70EZ1UVi3qP59UrJwQtYwo3Gcmz6I/jKK8CwLpjJzURcVx56kOs7LaDqvfeI85h44MTr+ffCbH0Gz2E0p+hNqkHb/c5jqT6ar4cehLnZP7OTVt+4Ny9+kzt/D4T+WjEGTw66zV+evsbBr+kZxZ4u6T8d9xFjC7b6+seFemy886ifwOwsPdRnPSDv6bCzMHTKYuM5+67b2HFFRspiurGByPP4Kcf9WKji9PGMS0/nayYVJaPnk5hA+Sn9CWtJJsacySxThvRNRXkRSVxROluxpdkMOH9j3yZlQBn7VvB0n2DeWb5/0i019Ljuzdw3HwB1hUr0CwWXIWFVHz0MfY9mfR5z9/e1mvDPQ/z+vqV3Dz9Ln7bWcLDZ4/AVVlJ+f/epuLDD5kEnDHGjNHQdClhdvn+rYlvcLrZ9PYnfLpjHvP66vfbMP1Uwn+bz73rPiP/wpkce8pDLHviXKLKCpn1z2ewVVRx+TvPENW/H87cXNQePbHn5NLw7Te8ETuGZVYLF49K4oxfP+WY3HSKorrR3VqO4ZpLyQVigfNHnU1mLz0o2rBzF47sLGJPOQW3qvHcaz/RY2h/xj94AxfXVuM0mjD+sj6oLtUFe5Yw/ME+LJpixvnKC8RedRVKQwN7PcsXsmK6M6E4g4HfvMClwFujz6WwehyRa5bhRmF+3/1rPwoQ5QkoVDn2b0nL/L4TOSNrFbds/p5Yh5V7vnIHncs1dsV7a3juQn89o3eW6YHQpbtKg7Y7+7XfSY31Hw+MqhvFCCaLSrzDxlhLPWaDm4YqDdVqDVnAUtM0np2bwflHpjGseyz7y+lWWba7lOlDU4IeY9nuUtJzqvi/E/3H3LxKG+e/sYKXLxnXZAKivcqtDp6Zm8G7v+9j7QNtX6J5sMxcp5/rl9Q2SEDhMJCAwn4KTMv2Vnn+dPgp/ur5IdK2B1TrKb2J9loMqn7QqrI5aXDqJ0Pem3gDCvkBbbLWPHQK59eVUmeO4OdG68oUwGk0MctzAu9NIQZoMPk/RN7EBFMLM8yKOfhk0RgbS88Q7fosnkGCqmm+Exp7wPINs9Hg+wCHaj/lLXDo7QRw3VT9xHdQSrRvVlxz+KPClpgYCNFZ6o2/Hsn5b/jXtZm6dSOj/1hmJY5ktOcxAk+Mq8OiiHNYGVKZQ2JDDRQXURKZTLTFRGyE/3lt6TlqC03xP2bgXQV+X1xzTL+QsxveTVpbYrG/TEZDmwIkzTlUGQqKL6BwGCIKf0b1VfDlZdBrIlz/S5OrGwcTQF/yYNIgWvMHFLyf19tOHMw/Th7C/5ZkoikGqi0xDE6N8aV/Ng4omAwKGUW15MV25/Rz/+N7s3sH6rNuncqu4lrfQDawzszInrFsK6jxzVKlXXwBX2zL5JdGywIiLSZikrsR02DD6VKxe9ptmVU3WmmR7/O9tdsAXrn0CDLXpDG1QG+JlxedzPFDkjGZ/MeVVT1G+OqahMpAGjH1SAyzvqGnJxugPDyW0aP7c2yEmY8CBude3iBgXISZb2+awtDuMdTUO/GGeL3F+5rLEvN+Ll85Qq+dM+uWY5psEziA/N+YtqUJm40GHj17JDsKa1ibpQ8EAgsLR1qM1NqD12gHfs7XP3hSyELEje1P8dIwk4HLX36Qb278F18OPYm7Tx9BeOYoGrZu5cQZev2bwZ99jNrQwCOby9heUOMLaniXiQQGFAB6v/sOzpwcLAMH8shA/6C/RTGxvHDEJVx7VCpH33lju1sRDgzxt0d98iU3fp7Oy7ecH+IW7Wfu0YMfT7iCTZ72qL0Tgo/jF43vxS+rBsBmcFd6PhslheRFduPW6YNImTwV5+5dRE6azONXXglAxGB9dt5x/IksdI8D9DovPzKVnJgULtv5C6u6j+SHQccB+nE67bSTuGyHizcK5xG/aQ23TLuTm284g4RIMz33rafgH3cF7ddJuf5gwrcDj2P3mZex8YqJJESF8dp19zJ/WzEv/mUsjxVfTa05kvOvOpO//7qd204bydUueOyn7XxxxUP8o24THHU0ZbfdREV4DB9e+gAPvnMH/9jwFQn2On4YcCzfDTqOGbsWcUbWKo59T98Pp2JEQSPzJH1Q8/HpN2PcsZXL7JnUrVjB+9/8zrUX6cvf3NXVFNz/AIOW6l07HlzzEZ+d9nfcdVZ2Hz0l6O86Pj/dd/4WyF5eyZDKHKLDmu8+AXD7lxuJDDPx9DnDUUwmMnbmctvGrzGi8ded+jHcfv4MrrVM4q8ZCzgzaxWnZa9mXdaxDPx/9s46PIqzi+K/1bg7MQiBENzdtWgFp1B393516u7eUm9paUtpoS3u7u5BkhAixD1Z+/64q8kGghbaOc+TJ7uzM7MzsyPvPffcc5+4j077xIvgwOTrCOzfj6pfZ7CtSWciMw4SWV5As9BEvul5G5Xf/sXII2so1Pvw5cQniF69gGv3SpInJ7Ih1+ydx97sfWz6+mF8SuXcKp8yhZxDaVy5ZrnLNo86tApfq5pleXRbCjz8uOLwSv7+4xGq/pB5Cl96kWKdN8uj5Xz6LbEP3TN3sS6qBc3yUxl5eDX7C2+i/ZY17ApNwDM4kFJrSUqQt45vbqg/wWDrUlRuqk2I14XPpnQg0FvP/N1ZnCip4jHjrdy/9Wem7FtARHkBXzcfSsPiLHaFNMKg0eFlqJTknPWeMHt7/dqzemg19pJZrcla8qA3U1lYiLmwEF2cCa2HGf/yIoorjbXKObOLq/h0xWG+XZvKuscHUFheTVywN8v2n6BjwyAXlWClwcSLf+1lXMdYWsUE8NeOTLw9NPRLCuebNUd54a+9DG8VxbGCcq7p1pADOSV8ulzMbW/qlWB/Li/Ync2Jkio+XnborAmFLGuy70TJ6atts4oq8fbQ1CKwbervpftzyCioYLKblqIWi4X0/Ap7YtfdNarg3EMhFM4QthN17IEl9mlT9s7nnXbjMKk1mExuCIXiTPvrgOoyCjz9XWTttkCq7YmDZPiEUumkLgj19bB3BvCqEaDbxj0fX92e2GBvAj1UlMwVBYRzYGtrq3aqgaEmKAhTQQHTmw6kRYs2buf5aFIHvl17lKQIGTADbD9Wt4vyT7d05bk5e9iTKbK02CAv+34dfWV4jf2R7VM5ZXg8AtwTCj5uWin+Ovo+Vqfk0cE6uHceGBZ5+OBnqOCNlR/aJZo5TZrQ3EPrMt+pyhvqwvoGrcjxcFUFGJ3OBWflyvXdG9WqO3TGmZofni80CPDkeFHlGXsonAo21Ut9DU0V1IBNspxTuz1tXTBZTGix4Ge2kG11yf7fZc0I9NZxd38JNKKcCMUqpwdzzdpgrUbFsQIZ1MWGeJOe70pQBHjp6ORUi94+3uEt0jomgN3HHZJV/0BfvrV2WXCGXqPG5OOLb0khuaVV+FaWUa3Wojcb0ZeV8HdCTzZHJJE8tB+JYb4sC4q3EwrdercjIcwXtVNRh3N9vu28++uengx/T7Ky+qQk1GajvWvEC52vZUCQFw8PaUarmEAe+mV7rWNgg82wsqLaxIetr2RY4X4OBIoCrL63Fx+P2mTs6Vx/zaP8mX6zZDrVahW/3NadJ2bt5If1aS6lRWJ+5jroc763hpwD34+TwbNZM57sfgsAt/dtjKndNMxVVWj8JSun0unQ6HRc38P13mojrS9vW6MkLiICXUQ9281Z0SMxlK+yO/HMDf3qLIs4XcR1asO8Tu6foWeKxmE+bE8vpHOjYOJrPD+iA70YO6Alad8DRYUAqIoKKfQK54FBTVGrVcR99pnLMj7du9N4wXwahkUwad4BBjePoHvjUJo+OddFHdQmJoBbeosPQof4IJa+NBpfzWimfrqAR/p35DKrwtLSbCj62Fi2rd7OZysPk+Ebxn1FW3i0wSC7WfFVwb4EWX+7gjIZP0QGSCkPwJ89G9lLBWymh4PaxNKisxBszQc8RKVGz4OtY9gW1oTumbvI9/Dj81YjMavUHG7aHqx+HNtDGzM/vguPbJ4OgDYqip8tUZiTo9lUkcM7R19j1W9L7IRC3rRplC52tADtmLOfym1/kv2Ko6Zen5DAcp942u1ZxeEKJ/PLTz5Fpdcz+IeZXJNxiEONtdDl5lq/ocVi4fiBI/j89DUjD69m3+NlBN19N7m+DYjGwjfJl3Ht3nlUBgTjndSEgiV5fNB2DAlFmfQ4vpOSdeuo2rePb5oPZXdwQ55a/zVVv84AoO3BDZTovEj1i6Btbgo37prDZSnLWdmgNS93mky/0FAym7UDK6HwUOur+XbBi7Q7cdBlGwu++w7nUC43KILVTXtw+frfZLkB97PbL5rGhce44vDKWvu4LqoFBqtn1jXD2nGTp6hPZgWl4PnVJ2w+fJTAExms7HwFs+/qSfdXZCz9wOAkWscE1lqfW5jNdkKhrEbJzskwuIWcq50byfOo4fbjPN/lOm7bIYocW4c1Z/zWuDdftByBWaVmdYqckwFVpeKXZR27RPp7klVcSZC3joJyA2n55QxMjuDdCe3InPsoarUFPCwYj4pRqNbLhN7XSGR5Pgv3ZDOmQ4z9OVRpMJNZJM/QCoOJ677awNa0Qt6f2I67f9zKmA4xvDHWcW/ZdLSA79alsuZQLgvu78Od00UpdPSV4XZPn792SgzyYI3nVptnF3DvwCZM6RZvf4Y7JwidUVFtYtn+HHLLqrm6cxwqFczYmM6w1lG1gv+cEve/SWmVkWf+2M113RvayzGdUVRhoOvLcg2+O6Etl7cVo+iMwgqGvbuSu/sn8uq8fRhMFoa3iiLIR887iw6QEObLqDYN+GiZlA05r0/B+YdCKJwhbMG/jeUFYeEPBMUyp1EPu4mhfdBmsTDQ6SY16vAqvmk+zH7DkHXK/8TCDBbFdazzu2sRCtactgWpewVw006eqaNa4KXX0CL65NKpxgvmczCjgAW/HeCeVtFu54kL8bbXs9cnK9U1IYQGgV7sySymQ3yQ22zOyeAd4AfHak93J8u1DbjddT8osrZwdK73zPUMwLfGwF1zmtkpGz4ZeCtZxXITfcJaRlDt1JtxQDPHILcmYWDLINuCiLNVSZxr/HJ7dzanFpx/DwWFTzgzGKwyW1P9W1sZLVaFgtlMipVQCPDW8ehljvrxka2j+G3LMZbtP1HnIAMc52uorwfRgV5OhIL7ANhTp7H7hkT6O0iLDye1x9uaLdFpVCx9qC89X10KyLVk9vXHr/o4VQYTfoYKjvpF0rhYMkYlem82RSTz85j2pOWXu3RVeWayLbvoOH+P+Ybjo9dQVm3ihh6NeGTmDmICvXl3QltaNAhAnXqEKuCm3eLVku0dZM8ijekQQ1ZRBW8sOGBfn7syJZ1GxZ8JPTgQMQRztshy65v9dmfoVh9T0mgrCTS8dVQtZcoTw5NJDPd1qdF/ZEiStOm04rnLW5z2PfpcQhMQQH1Ceh8PLTumDrYb0J4NHh6SxOSu8Wel3roQeGBQU7o3DmV0+2i355EmWIIkVXEh369LpUlhIYUxDU9KkuvjpKTiJafWtLPukPv9C3/JaOKPu1wNbG3n1Qv3jHCZrlKp8GrVim6tWjHxqFw3ic9N5r6DuQxuHsFr8/dzXfeG9vmvaBfNhqP5JEX48fSI5qTll7vsV5eEEBY90MfenhkgNiac/dklXNMtnk9atIfMXcR2aMm9g5rh46FhVMu+fHxkL0V6H+Yk9KRxkWPwcEuziZitiZaDnqFUaPQkFaSx8uAJWqz5m7zPp6GNjOSt6D6069aSXh88RfOj2ynalY/n2PE0fPZpVGo10+56k247l6Ldu4PC49s4NvU5NFVyz4u0flfIj9OouO4KDP6BVBnMhPl5YKmuZt9Nt8GGtUxxOm4F779PhJc3JTovZjXuxcK4Trw+oQP940P4bEoHbvluM/uD4hh2dC2Ff/6CJiSE3xN7U6nWcVff+7nq0Aouv20sz/26lW1hiXgbq/h+/vN2k9qNfa7CUqHGS6/hppuH8sf2laxs0JoT3kG823YMg1M38mPSQAwaLeP3L6LIw4+Ky0ZxZMMObt/5OxsCGpHZshOqLXPwGzyYIz5xUG2i17Ce3KrW0qg4kzxPf/I9/el5fAd/N+xGQpgPh0+UufjyNO3ThbSvPsF/+hcArNJF8kigF4nhvqTklNqTTfWCxWS/m5efpG3kqRDioyevrJofmg2yl/hUdepO2Y6dBFdJJuuqQyu4/NBKvm1+GT83HUDPjO38b9MPrIhuw3ttxxBdmssVYX68Z/JmYufG9m4lIb56fMqLsVSZ0PqY0Hk5nqF6fyOeFQaaHUzl5q+XcGW7KUz5Yj1rDglhcUffxgRUlVCi92FrWiEgvgAAf2zL4PoeDYkJ9GbZgRzu/WkbIM/V1DyHJ8PezGK+Wn30pPtfbTLz+vz9LkH48cLax7OsykiLZ+bb3z/1+y57Kd1fOzN5cnhzVqXkMrxVFJEBnmQXu5LUFouFTakFLNmXw8wtxwgxlNJsUBMMqal4tmiB2lvuvYv2ZNuXufenbXZCYck+MWG33ZNAyIJAbx3vLBJCbFSbBrW6vhTXQShsTs1nzvZMnhnZHJVKRXm1EaPZUmdZn4KTQyEUzhD+x48SX5yDxmJmWovh5HoF8r9NP3DHjt+5Y8fvGB9ZD74eduIhOT+V5vmpfNj6SsYcXEar3MME++jJKnJccBaLhU5Ze/ExVpLjphuADTWDaNuz91SJ3dhgbz6Y1P6U+6bx86NZMz/WP35yx18bfN2oBNzBVnt/XfeG9R5Qm1ChwYJvoD9QW7bkbsBt+x63hIK+dh1rid6nltLhTINmGxlwY89G9s4KJZUiJf5kcgcCvB03qpqEwsNDkmgY6s3g5jIccT5Go9o0cKvGuJCIDvSyByrnA7YBr7tyIQX1QPUZEgpY8DabqTC7X06lUjGsVZSVUKhbOmgj8jrGB7mYWLkreaoJDyfSYXjrKA5kl9jXGRPkzd39E3l/SYooJPz98TOUU1VcjLfFzDG/MDuhUGo1PlWrVei1ag4GxnDIvwFbEjvh5CXP/LH3UrhtJ1VaPSse6ktWUSVtYgMZ10kUBLYBTK5XEzKsCohqtZYCDz8MToqju/o3qUEo1L5v2ExrC8plUNOiQf1rYd0Rpp0bBTN7+3HGd4xl+YETdgLzrn6JjO4gHRwSwnxZ/b/+RNXwvgFRI1xfo8PP0FZRHH1lOA3/JwHg+E6xtZY731j0QG/7vfJ0cK4Gf9567T9KotQXMUHejOlQN+mhCRRljL60mD+3pPOUoYJiN8+9U6FdXBBtYwNdBu9nitggb3tZ4/sT27l8NqlLHBM6xaJWq7ihZ+3OU4ALmQDSajm3tBo/Tx0PvHIPxx85RvB113JvZ0ct+FctHMpH5+5K6dayI1s2+VBgNI2LMvjzkZcJ3TsXj6Qk7uh4M/vKYETv9iw9fD39/v4KgCdSPVnz+FwCvXWUezVmvFpL01ceJRNqEWCvdZjEI5uns+uOe7Hs38e+mOaMmvklCz7+kVYb1rK4UVdS/cKpTmrB6mIN05a/jUqj4dkOk6nSelCl9aB5cyFEbRn1A0GxXHF4JeF7t6C+aiyVZjn3c3yC+aT1FXyyxgANROVRofPk4+5TuEmXifbKMSSYw2HFYYK8dcSE+fOJU1vZ3D5DeSDVYZRq9zHJA33TXqT7h3PYP4phjRNIXLYUTUAAL+/K5t1FB3lsWDP6Nwvnmi/FKOr7G7sw+QshK8c0CePwiTKCvPW8NqY1Hlo13q0iyQmPo2/GNkwqNQeC5F7z1rg2TJ29m7axjt/qlDAbMdgMdI1n5lsBsPCBPhSWV7MlrZDYsV9SjZrgbl1o+L+/iC/OZEKXeBKO7ka7cgnX7JmH1mxiyr4FAPQ7tpV+1ha1LIP+7ToQHvMUH1vMqACTyUzxn38C4BlkwDusmphXnsKStgnfvC/Q+5rIP+BL18zdTJ29204mYLFQ9PFH/LR/IRsjmvF01xsZf2AJ3ZftZHtoIt8lX8b4NxZQrdHZu6eFVBRxKK2KXVa1n5ehkhcf+YCxZXkcSurI256HSFmymteTRrptYQ7gW11OWEUhqaoGGExmNqcW0D4uCLUK5k99m8uOFrMgvjPehkranEih4dtf0blhF1bSnCkv/Y7GbOb5P0N5Z3xbsq3PpsTCY/y5dAd3zU8ntiSbPM8AVFo9gz54jJTnpcQ7PTKB/jO/RRsSwvIDJ1CbTQRXlWBBRVG5gYd/3W5/1jmjrNroUlJRWF7NTqtaWm0Wj6jiSveEwuiP1wLwwOCm+Hvq6P3aUnJLq2upphXUDwqhcAawmM30/vl9rsgR1jvLO4TV0a0Ze2CpfWBbvXMn9O1hD46aFUi97cro1iQWZtAxZx9+nlqXjJ/ZbOIZq4txXRc71Jbj2wkFJx447NPPuH/airPc0/qhrgxkTdi6CJxW5l2jAZMR34hQoHav6XA/D0a3j2HmFkcGoj4KBWcU673tWT9vvYbyatNpEwo2dt0W9DtnKkur5GZWs+ZcV0O67KXXcE23hm7X/16NQdi/Eep/o4dCRSGs+wh6PQja8ysbx1D/GlIQAtNkMaO1gJqTl5p42H1SzHw6pYMLYWCDjSDr2DCIubscfc5Pai5qcV2/DbbyLNt16OHs0+Lrh291BaV5hXgDGT6OTHuJ3pvHhjazf69Bo+Ou/g9w/8CmLus/0qILfxhiGd8xlgh/TyLcBN4Afl46Pm01iru3/4bKYgGVirKquoNeo5tSN9v9zia7nHVHbV+EuuCOMLXdR8qqjS7XSoNALxo5ub2fCfl3XfeGfL3m6HnzbzkZ3BnIKjh9aIICAfCvLmf1wQzUWOjU9vQ6DdigUql4bUzr0wvynPDamNYcK6g4Zdu20y0xDPH1sJfhaHx9iP3owzrn3fvcZZhMJjYens0Gox9Gawvc5Y/05fIPVpPmF0GfY9tokX8UgEeDerDPmuDtmRjKgvb9aLTyb3wNlWwOTwLETBuNjmyfYOJKZFwy6bKnKdd68MrqT/AwGVga047OWXvou0uCzU5HNvP6q9MJW7uUhjov3mp9FQkR/sy9txcdnl/Id3e/TYifJ0d35fHlpHYcL6wkMsD1vrQspi1jjq4mIS+VN/P8IQj+N7QZP29M53CNzgTTb+pC90RHYDRvgWSfg7z1hPl5cEOPRny5WgwFnQ3rgn30PDuqBXf/KNsd7u+Jb0J3ig7m0rxBANoQMfy9vG20nXjt7aR2ciZ/HhzclHZxgQxvFeXSdtN83S3w2pOsiWrJQ9aWqa1jAvntNO6NsiIjBqtG4df87TxzekvbEeyjJ9hHb1Xbxtinj+kQg5cuntuvaAkMourI5RwaNpwp+xbgkZyM6Z1PWPzEq/RK24I6Jwuf7t0pW7OG3DFXMFunx2i2YNqZQPbRg/g2DcA77DgqFfh1bwdhJ2AheAQYUQcGMPLIGmb+qMUvug0leh/GHVzCZKuPRqfsffz899P4WZ/xTQuPoTMbGZC+mWqNjhc7XYMaC2+s/JBUvwi+zD3Eyykr7K3mAdjzN+VAA2BqwZdcM+RJvIyV3L/lZ9L9wvmqxXAswHvL3iGqPJ9M72AWJptZ+vsyDnZtjUd1Oa1mfUkycO+2X12OX7es3fzZqBsD0jbjZapmRpP+fPvefsZbjnFjbjljUpZzeMsMYjtN5rPFr7M3KJ5jvmH4FgiZUK3WEnYinbQbbkTz5geYZv3Cd/sX2dUhM3b+wYr246lWa5mUuhpdRRnfJQ+hS+YeUj7ax4GrxjEwbSNqs5m2z4F/VRn9M3cyYf8iNBYzBzu/CV0cMVVBWTXtnnf4TOUUV+HvqbO3llVwZlAIhTOASq1m9YgbGfnls4CjV7hzq8Df527k7r49sFY+EFFeQKnWkyIPP9L8whmStoFr1vzIuitvsS8TUHgCDRamNx3InpDaTL1a5V4OrqL2w9inW3dWzq1fG52zRX3VBv8bmkxUgJedba8PvJsnU7VzJ97NknBHKKjVKt4Y29qFULAFIe4GxTeOaAerXKeV6L3tWa7IAE8OnyirZfJ1Kvx4c1d2Hy/io6WHrN/tOCbORm3OqI9HQkKoz1m3j7xUMKh5OK/O28eIVg1OPfOlgo2fw/JXwTMAut15fr/LcHoZGqNFAmMNFtQWMLttGCmwBbaVBhND6rh+bdddp4bBzNmR6XaeulBTxWAjKW3rHNIikjcWHGBoyyhKtwSgs5jYuWUfvYFjfs6Eghe3WJVBzte/s8QaYFzHWP7Ydpw7+9VuF+cMD63G3ilBZzG5XdeuZ4fQ0ioDLSivPSCxXf/VRjOeOrVborPO73dD1trk/WVVRhdPlnNRIvXMyOY8MTz5tA0JFVw8UOv1mHU6vA2V+FtbJPdzytyfLsZ1PHO1ytkse7b4cFJ7ogI9rWSGhrIX3+bj6Vvtn3toNbx8VSu+WRWOj7X+/r22Y9gYKaWcKx/pR4C3jmt7J3L9jnupsKio1uiIDXaUc73a4Wqu3/M377cdTYG1xfb9ve9BhYUnRzRntaEfPTJ3Mj1pENfuncfkGa8CsDqqJWaVmpScUnQaNY3DfZl5sBAvXRnxId70b1bb/yPU14Pc0ioO3/wgv89fxaJAITeGt4qic6NgrrKaU8cFe7Psob5uEk/y3qYofXpkczuh8NSI5lQazWQVVXBr78aMbNPATiiM6xjL8NZRfL36KFe0rfvZ/N2NnSkoN7h0OvHz1NlJB2f49e/HE6tu5rB/Axa3c19WWy+YjRitu+mjPvcu/s4eBQAejRoR+/FHlK9bT/D116OLCKfJ92+6zJP35VfkvPYaWkO1BFiH96MJDKTBqAaojlnVPtVlYHSM60LHD8f86XTu3v4b4w4sxfLoU0T8MY/NiZ3gkacoe+VFeh9eT6Z3MC93msKLW77lCmtpBoYK3lr5gX1dMaUnHO1Vke4s0aNH0fK9Z/C/7DLy+w0l4KG7eHzDt0SXniCmLNfaErohRR6+RJWLmWtUeT689AiNAPb8DUBaSCzbWvWmy/q/2RscT0R5AYviOtD32FZGHJFs/+HIRMYfXML4g0swo6K1dVyRUJzJZ4tfByC5IJXkglQKPHxJm/ou/1uXT9sTB3lpw5fkT5zAXSWi0jh61XWkbNzJwPTN9Dq+A4NaYy9XnnDA6nOyAXYuXcyD1rbDMaUnarWezV6/EsY6SrYO5rh2BNl0NJ+PlqVwvlFebbT6Ff078e/ds/OMgsQW/N2wK+1z9ttbOjoTChkHRJFgUyiEVBaR7yUPnMVxHbl595+0StnE83scLt3+hcLWbQ13PPyHtHA8WJY/3M9umOICNyUP58k376zg66E95QC+JuI++pDKPXvs5lwgplTOUKlU+Og13Gg1cSqrlkDJuXZ4YHI4njoNPTpEkYsrjvuE4m8N9r+6rhPfrEkl7jTraMP8POibFM5nK6S+zTkr+8bYNvy2JaOW1Lk+bSHn3dfbRXnyb0ZiuN+/T2rmbXVJzq6/UeIZ4zQJhfSSdAC0FgtqTq4MsWXFT5a51qrVeOk0NG/g72L4dzLY5qp5LdiIBNvgt0mE49xYZ70X9P5Y8lG2zjoAQ7o2tQ+cnQk75w4uIAZ89T3XUv0imdOoOweCYmkbG1irha63ExnirlRAo1ahUsn9ub61/q1jAthxrMjt8e7ZJJQhLSL439BkRn3gYEdjTqf2uA6oVKrz1hZWwYWDycsHH2Ml/lVCKGiDgk6xxL8Pw1tHubzv0zSMAc3CWexUX90uLggm9IEnZwOwqoF4SFzWItLupdE+LogXru5iD7BXPNyPKV9sYGzHGL5cHchTgRIQS+tVI6hUWFARG+xNVXJrLte9jEWlJss7mEc3TyfNN5wZTQcA0KuJPB8eGNSUKV9soMJgqtNZ/+dbu7I6JZer2sfQOx0sZdWE+uqJCfJyISln3t7dreJjdPsY8sqquNJNAB8b7M23dXRWuMfaUvD5K07esaJXEwex++mUDictX4rw92SLVe1xVu38TI6SB5Plwjj5+/Xti1/fvnV+HnLD9QRceQV5n31O4NgxWIxGND4+aBbdBhq9lCSWnXAhFIKHdGTW3H1Umy1SPjH1ATSBgUz8/j00gYGM2n4js3Z24rhPGMUePiS+9goZjz1G8NWTqI5rROZ3PxKak0bYHbfj3aMnKYtW4BcXy9NfLmNDZDIrrx5BwJi+aIKCiFarSV8+ii5z5Jzf2LQbzdJ38dDmH/EyVWNCxQOTX+dIkYHBqRsIqyiix/EdGDQ69tz4CKoGMVwX6FDMbnhiAOt3ppH19os0b9+MtT3Gsufll/AxVPJu2zFMLtlDbn4pV6UsJ6SiiO+Th3DN/gXMatSTaS1HYFlfACoV28KbsiiqLYPSNwHw69gHaTNmGG+at5LtHcxlqeupaphIwNChrPhtEUNT19u3oVXeEVIiE8lWeTrIBK2GxHuS2fPpfrwPO8Zfny4/ZPej8K8qI7iyiP/95v633J5eSHKUf51JAHetPuvC1rQCrvxoDd/d2NnlWvk3QSEUzhAeWjXvtx3jMq3YiVAIrSgExNW/ffZ+eh7fyWarW3KRhy95o6cQNPN7tGajXYLnXSZ1PwVOXQJeHd3a/jo22NutYZTtdHYOCM7UVPBM8da4NsQEnXszK21YGL59+rhMW/xg31rz7X7uMvvrQmutcqCTX8G0a6X9XFFFNX8k9CQlMJrQiiJa5B2hVO9tD5jiQ3x4emTzM95eW8ZQ53QDivD35Pa+jWvNW5+M4ulkMxVchNBYB0uWus0MzxlOw+Ua4GCBmBhFG03kajQnJa66JYTw4KCmTOpSt6/KoObhNI/yQ6dR26+Dr6/vVOf84CAOasbNwT56HhjUlBE1ggLAhVwEmHhZW7CajKutclxwJSnOKuOuUvFRm6sASHajXHIevMcFu69V16nVVJvMp5R+2/DdDV1IOVHiNjDw1Gn4dIqY9hqshq9390+k+1m2+FLw74EuwB8fQyWBBiEUNIGB/+wGXQTw89TxxXWduPvHrS4lHM27tOaw9XWJ3ofnr2jJlBqt6KKcSg9UKhXf3ySdU3QaNXdYzUxfH9uG2753tMcM8dHTNMKPNYfymNQljunAslhXD6v3Jkhg1qtJGH/e3ZOvVh91O1YA8UWxGWA/OrQZj/y6gw7xQahUKpexTl33mLgQb164opXbz9xh2jUdySs7M3VkXSo2G8KcVAxndW928lCoshhPK8A7n9AGBRHx6COuEw0VEBgPeQehNNvlea2yVGJ+8jle+2uv3Y8h/JFH7Ndtr6ZhfJjRkO9u7EyjUB+Cg7wJXrfavnyjy4e5fFWL6ydhsVhYtlBUyiG+HuDUqafBM09xMD6RsIH9mNy0MZW7d7P6utsp13kyP74zzRMbcGDbcf5KkBKUr1sMIy7Ym+lXdkGrVvPzpmN25Wy4nycjuzeF7t8AELD5GM+1GW3/rsIBI3l6WDN8zAbm7c6kh7cPSQnPMaFSxedvOlqSdm4YzOfVI9FYzGyITOaF+yfh56nlshaRNBx+H74Ng+lpvW6jxo+m7OAh7v58BQa1lr7HtlJ5xXgqPL0xzv6Oq+LTCdEtQ3M8nbCIAFQHt2EsLaUQHS/P3QcWC5P3LWB8yjK0JgO/JPbl6+ZDMavl2jmSW0ZWUSUTP1/HwOQIpl0rz9uSSgOpeeV28/tHnptOwKG99Hr0Dto2CrN7pO3KKGLsJ2v5YFI7BiRHkJpXZi8DXbw3RyEUFLjCndFYnqej/UmYlVAwmy08sFXa+SyLdrB61SHhqLEQUlFEtrVkwrtMLv5CJ0KhPrX8bp2eL3CHgKvax5x6prPEw0OS6tVS8IUrWvLqvH20iq7djsZHr3UxIwLJutZHLVAf7MoQUsjdd9fEhf6NFPwDsBucXIDsien0DO2MZpm/WVU1Oz30J1UoqNUq7h5wctn0+E5xTq9jeWb2btqcov3X48OS8dZrGNYqivtnOFpZqVQqe2asJjQBrteWf5wj46YKDbe/Ph+Z9pN1uYC6DWptnV6860koBHjr6BAffMr5bAaR3RsrZIICBzwDAxiQm02f9TLI1/wHFQp1oaYppD66AWi1nNAJGViz4xNQq1OKDbbAuGGINwOSw3lsaDMJWBBS9MHBTRndPoZGYT5MX5/mtD4dkzrH2VtngnToenNc/VqMBlm3x9aG19lrxfM0khCj2jSo0wNrYPPTa7t6OvDUaejdNIxuCSGnnvkkMJuqqbC1m0bK+HSqi9Sh31AJgXFWQuGEq3lydRm39G7MTT0TKO2jpmzjRgJGOrqn3DewKVe2iz4tnxmVSsU3N3RG52acqfH1pdldjnam3q1acvMgaet5a58E7uibyP+GJqNWi7fV8v0nuMqpq8zax/rT5Im5br+3Zit0Xw8NIT56UHlwRTfHM72xH7zY24v01TNop04hyRzAihFP87R+Eu08jhO7+nGoLOQTnQGydNDF6pNiNhNdvh/aJfPDq9Fk7tvArX8HMr/iKfzKy2BCR9i1EsJawpRZaJ/oi+6wkQNDh/Nkk8tp6OFPYtExrt6/EO9BA9i65xBjU5ZxJKABS62E3wOPfEZYeQHEd2bR3mwOZpew9Wg+X/+2msMmT3a9egUnSqvoMv97WuQf5c0XtPw0fCQfT+4AwCtz91FhMHHjN5s48vIw+ry+DLXFDCr1v8sjrAYUQuEMUdNE7KvrO/Hj1A3296EVElgay8sJqizhh6RBLIp3ZOsM1oFveEWhg1AoLcKg1lCmc7Dhp9Nz3BkXA0t7rlHfcomW0QF8d2MXt59p3RAH9fEyqC/KqiXgaNng1ITCv/E3UuCK3Kpi3gsN5hpjGadX7HMGMJ9er2WDdX6t1UPhXJbWXNMtnild409pthbso+e5y08upa0JfXNXBZHaw4PtvS/Hb9sGdJ6OAfr5uL5O5a1yKgWCO5PFs4FNCeLOa0HBfxcaP18qd+50vFcUCnVCpVbTeN48Jr0rEmp3ZUnOCgBntI0N5Kp20QxvHYVOo+bWPo1dCAU/Tx2tYmQssOe5ITR/ej639WnM/4Y2c7u++mJgcjjf3diZHm6IRHdjnLrwT5o911VicTrIr8zDpFLRwGDkuE6LwWRAp75YCYVy8AoUP6WyHCjPB48AqCoSTwWEuPcfNgz/Ya6KA51GfUamtc6tgU+F5Q/35VhBhb3kxtnza3SHGDBWw8wbIHs3umYjaKcKob36ILz7uOzTyPcgPJmOwVW8PaY5z/66nnBVIV2K9sLLQyC+Owx8Fo4sh5hOsHEaV2//EXRwwuJPaE4JY9TFfMpkpvEcbC4Gn3BReRYfg4MLIbo95B+FojRIHESooYLQ1FWs0QB5QFQb2DEDVBoY+S74hkGPgYTkzSRvE7x44nP7Ph0LDGNgwkrigo+y67cYBqRvYnlMW8yoeHDLT4RUFnPPtl9ZFNeJlz4qZdSCL3mzII18Dz+2ttdw414900qkvWWrvMMsLJCS0+rMTPp//zqd9N58m3wZKccLeW7tNNrnHGBfUBw5upHsbRVKhdYDs9lCx4anThxcKlAIhTOErWOBDS0a+LM0pj3lWg/ankihd8Y2AIxZ2aixkOHreuO3EwrlBfZpmqICKXdwGgjXh0+wjdn/xcTXOcXTI5rz3J+OmqpzqRRoFunHvqwSl/aQCv672FR6lFl+vlRVZ/Dq+f4y0+kRCjaFgs4iZVMnM2U8XahUKs4XX+YbFMCQES/S9kQKuV4BPKxWsXnQRH4J7sUr50H146PX2InCU7UoDDrFde+smhjWKpLWp1Bw1Bee55ioUHBpQ+3rGnyovc5fu99/A/Qx0Ri9faDKiK9n7WFxTUNlG3QaNW+Nb+v2s5r3Cm+9lh1TB+N7DkzZVCrVv1Y2fTo4Wiw+QNFGIRSqTFV468596e05gbEStF4SJJdmi0ohrCkc2wjVpade/mxg7VCE2STf7e9krmkygFpLfIgP8SE+cHg5rHwT8g9Dp5vAKwjiusL6T2HvHFlmzXvMslVQ6FpAaQ58eRl4BaIqyeRKzwAu9yxFjQkOI8qMw8vg426O71WpSYsexpTDA0m1RPJzz0w6bXqImR4phKiK4fIPoc0kCYL+fhg2fgFHVkBIE+hyO6z/2LEujQeMeh/ajIfCdCkxDWoIQGDrYWh3fE1JphfHC0MI0Kk5jp5u3fahMgdSGN6R6FZ70W45wP1bZlCi9yakspiU4GgKtb4MSdvAkLQNlOi8mNZiBENS1xPw3GP0azUKP0MFKrWFwWkb8Z2npnJsU/bf8yDdsnYD0DzvCEt2/kHv7H2khkXQ4sRRWvzyPqZfPuCXruPZ2rYf8+7rfb5+9QsOhVA4Q0zqHEe10Wzv0eyh0WDQaFkV3Yaosjz8DBWYy8sxVUqdVHLDcNRNwhnTIYbbf9hC01ZNMAERVkdVEEKhsEZbw/ooFGxD1P+Ked/ZomYrpnPhjm7DjFu6UVihtJ5RIKiyyhqzLBegU4ezQsFsAvXJg0y7QsFiQY3lH5fivTamNbH18GHx8dBSpfVgfVQLADRqtf3Opz4PLMbiB/tSYTCx9lAe/Zq5H8QfeXkYJVXGUxIOzqVVH13d4Zxto6JQUOAMtZ9jHBF09dX/4JZcOogJ9mZvZrHbsiXbdTuyzak7ENmMH92ps051fzgbPH95CzalFpx6xn8RNubuAKBrRSUbvTypNl3EYy9DOei8wDdcyITiDIjtDMe3QpUbQsFiEbIhJBFsxsNr3ofds0DnDRN+EGWADZXFsPpdmebfAEKbQPoG2PMHpK0Ff2tpYGEq9H0c+j4K++fCrzdAVFuY8huggunjAYts66IajThbjYWrPhey4fhW0PtC0yGQvh6+vQLMRuj9MOz8lXKzBy+VjaRrUiyjJt4GuQcgdY14SaSuhs63sqOyJamHxDMiL344qpLFRO7/GzwDHWQCwNDX4LJXrBuhkumBcWJuOeBpWafNwy7Q1RhZnzSYLS3up4XmfRqrxJC1NVCt8YablxDo4YclryF7qsMZuEs8UHTxJkZ03UgOgZgqmrB1q4WAluXc5fcHixu3w3tBJbft/AOABl0LyNgYRtdDGzg0cCB6o5EjzRvQJMJEwOpieh/fgWd0NUN6bKXA7MvSw62JSMvnmnU/EREVAiiEwn8eWo2am3ol2AkFZ/M8GylgzC/AVCFdGVomhPPIdVLycPDFoeg0alZ6+rsQCkFVpeR7+uHroaXU2uu8PrGurY6vvg7i/3XUJBBORyJ4KgR46xR1ggI7qqxBe5Hl9PwNzgjOHgqGCqhBTtaEXaGAdHn4pwnJ+raYqzngP5eEoDvYCMhGoe4NF0EyhvUJFs6Xyao7Tx8F/10Ys0SKGzl1KkETxv/DW3Np4NPJHZi9PYMWdZQr7n3usnpdv59O6YCxnl1uziWmdGvIlG4NL/j3/pMwmKvRWixEmERBVm0+TUJh+wzY9AUkDoI+D7ufx2QUdUHN56mhQgLk+O4SfJflws5foKIQWo2RgN5YDRqdLF9ZLMG+bzhkboeSTAnyA+Mgx00XqBVvwNIX5HX3e6DzzbD4OSETKovgrwflf1WJrPfAPPfbH9oUOt4oQbxGL9+37CVZdvPX0m0ibQ3MfwIyNoOxAib8CElD4dgmISB2z4Lw5tDvcVE6hDSWPxviusKjR0GtBY0W+j3Biu3HmP7TDvCLY5TOS8oRoqweIb0eAEC/O8u+Ck+dBvo/Bce3Qf8nXOXZKpWUMTij2x2O1/qTJCJUKtpPnIopdwqsegtSFkFpFvrL37MrNVTNr6CH6VcWBbSlSXUGwY1KedU4gQ7qgwwIPsTwHvmcsASwy9yQm7znsbNbPIblGgJCy/GLrSQ5Lp0tKS3x3JSPOsGToa02oVJB9vAAfKoq8PAz8bDxViZpFjO66RosibB/URS9lv+MxXgbKu2/I3b7d+zFRQBnKWupVXJlLilma0o2SUC1Ruc0r1wo2d7BRDiVPARWlVIWm8DOqYNp9Jj0fa1PHfCDg5NIDPdl0Hk00fk3oaYB4/kOSGriq+s6sSXtv5VJ+K+i0izKBNOFCNadFQr1IBQcCgVQWeDCNN06e9Q0EVOrVY5yr4vcluRc32tu6NGIWVuPEVyHaZyC/wgsFpEua+U88Bs8mLLVq/EbOOAf3rBLB3Eh3tzVv27j2fp2aNFq1JzTCiRjtf13vehQXSbnnVfgyecrypCgt65nUlmeZL0zt0HzK8A7BFJXQYP2oPeRTL3FLIGrE4xmAxqLBb31AWA4WdmfyQhr35egt9NNsG06/CWBLenrYd8caDkaghtDzl5RFFQVw/55UJolwaexCnrcB20nwQ9j4dgGiGgJCX1h05eO1s3LX4FGfSQgD0mAE/tFhh/TUQiAfGtfEf9oSBoGaz+An66G4ARQqYU0WPEaxHYBv0hY8578Ady+VgLjbT+A1lO2K22tfDZwKrQaJ2UNJ/ZLAB+e7FJGjckA34yCdR/K99+0CH4YJ8QKQHQHaDJYlontJH+tXDvauYWT9xsqFYNbRXN3TjlTusXXuYiHExHuoVNDRHN4YA/no15SE9oYrrAaO5bnO1QfAFd8hEqtZZDqJ3IsgVxX/ShbLE3BBIcfGsywpz4jzRJOy4QYZh39k9fDP0F7uQm1zoLqqk9h6Uu0bnoQVVw1ap2F933v5p6rxxD87VXoKqv5wPsOfs3vSVC3azimScNwIoWRZVMp9eRfQyaAQiicMzjX4ZdaLyxTcQkVxWK20jSutlQ22zuYFnlH5I3FQkBVKYf8Ak7bTMxTp3FxWFdwctQ0YTyXpoz1Qb9m4fRrFn7qGc8GBUchIPaUsvdzBpMR1n8CzYZDcKP6L1eeD7NuE8a6xmCh3jBWC+sc2xl83LjdGyrlIe5bR81pdZn1Ie5UZ7zhc6kXnPSz64PSYoHDSyGiVd3rc0KVdYBTL0LBZBR2/0zhPJiyDWxOAoeHgigUzqWHwvmESqVCr1XbDRK1apVdXeHuSr6Yuqmcq24yNjw9sjlPjUhWDF4vNZhNcs85V7/boqmw+St4YC/ofQgaP47Aq65EpbtE1HKF6XIsAmp0izJWwdxHoSIfRrzjGgT8F/D3w5L1vm1V7WNzptg/T55pCX3df242S/CrqXHuHFkBW76Doa/K72A2wae9JTM//nto1EuI7MPLIXEAzH0EjqyUTHhZDjQZAr0elOC3w3UOEmLlW7D4Wcf3bJsusvU9fwihYDJAttVgdOS7sqwVRpMRDdgJhSrTSUoLN38l1wmIMiFnt0j9r/4Ftv8kAfrCp2svFxAnCgaNVsZV8x+XjH3GZuhym/w+az+Q4L//U+I5MH2cmA/qfWV8ERAjRoSJg0StsOFTCeabDATvUJHu75jh+r3NRsDlH8j6Di6ChU9Bk0EQmgiDnpPj324yxHWT573exzHeC4gWA0N30Ohg4o+w42c5B/wbwI0LhFSJbCXrOZtxiBVajZoHByeddB690/PQblh8IZ5lNe8jWg+46lMOdX2BZ/46SP/GYUQcL2ZkmwaotTr2WBoC8PX1nWn2VD7twjy4PvdNKc1oOQbaTODg5mU0nD2Wv81d0He6Dhokort3C+TsoZ+uBd98tZGb+yQS7teSSoOJNaYTdEv8d/mgKITCOYLzgK7MGpiYS4oxVUrJQ0J07QdhlncwfTK2oTab8DZWobOYMPor7Z3ON2r6UujOsJPGRYv0jfDFQOj7GPT934X5zoPzYcET8qC9eTFk7YKDC+SBp/OWh5S7B8WR5bLsib1w387an9cHC58Wgx7PAJjyu+uDtKoEPuklA4GJP0HSZa7LVpXCB51EMnfDfCEkLBb4+yH5fM8f4BMCjQfI9m/4HOY+DHHd4Qb3bZOcUWmVYFafyp9g248w+y64do5IKN2hqgTWfQxtr5YBgw3HNkNeitQv2mCoOOW2Obo8gM2F4GLp430qHHhhKOM/Xcv6I/kuJELNbV/0QB/8vS6ex1ydhELRMfnNQk/emtMdLoXf6z+F3IMSSPhH1T3Ph12EeL36F8c0kwEqCiQg2/YD9LhXBr7750mA1fQy9wG1xQKr35HXKYuh+SiAC08m5B+BgiPQuP+p5934Bez6TeTXjfvBH3eBqUqytVd8LNeCbwT8ch3sF7UmIYlSL+2MglSZz0b6Zu2CdR9J4GqTZFeVyr3T9ntYLHKcLwVyYuM0ycwfXg7t3Hhh1OWVU5AKx7dIwOhlHVNWlUrWe/W78r773TJWKMuR49Vuskz/+yEJkif8ADGdIWsHRLaG764SFVxQQ8liZ2yS5w7AvP/BTYvht5sdxn0gGXKdlwS8B+fLH8hyl38AJdmw9EU5t9tNliB372xRKsR1l30wGWQsc2QF/P2IBOYR4p9jMhvQOikUapU8HN8K34+BKz8R/4HQpnJMNnwmKoirf5EShB73QLe74NBi8RDwDYfJM+VciXTqQlSSDR91EWVCp5uFXOn5gGynjXQAuH933edYiyshoZ+MV2z37qs+k3PbK1jWpfeBBk4dOJoMlD8bfELhqk8d7zX+tb/nZPAKhC63ON7rveU6vMBw9v6p2Tnvn0DjBmF8f3PdQb6nTsOBF4aiVQ+DQ92kDMT6mye168PnRSto1zCcqxpZf3evQIjvTgtg4xMDXdbT9/rnz+Oe/DO4eEZa/yKUWgkFU3EJ1eViyqj28qw131XDOqJ5ZxFhFYXorcGAOUAhFM43akqmL6YM5jnBkeXyf9nLUqs37rvTY5wPLZF2RiWZElC3HA1YpKauLqSukf8Zm2D2PbDlW1nGlnnoeb/I8WoiRzxIKD7uGBwZKgCVqzKgPF8GzZ1vcc3UlGTDxs9FXnh8mwwUrvxEVAvrPoJdM2WQC5Ixie8O5XkOFcXuWVByXF4vfg5GvQcn9jnWP8v60J0ySwYAC56Q92lrJDPjThHhhErrdV2O6aTzseEzIQS2fCu1gjl7oN0USF8nAyu1WgZEy1+Vz8Z+DXmH4OdrHdmbWCeFh6HMugFFIovUetT6SqPZiFalRoUjs2+2mNHUrFW8SGGrZzaYLdQlrkgMP3nZx3lDHQN9nTs1lNkMXwyR1lhDX4Mut57bbTFWy2A8osXJg9z/IkpzJEPojlSuKpHr0idMSLyidJE1Jw6SgEijdwR5xZkiTT64EKaPlXvFdX9Jxs8Zhkq5fvMOyt+u3+R+1LCnSJ7zDznmPbzUdVm9Lzx0QIINGywWWP6a4/0hB6FwSlQWy/OhNFvu8bbgpiwPVr8NLa5ykLPGarnn7Z8r2dyQRDFxs5nCVRTCBx3lHjb+B1GquSO6LBYhmv96UI5f+jrYPl0+Sx4pweirVol0dEd5nnS5Xa6NVe9Am4my3SGN5Znz00RIHAiTfoEjy2DGNVBdAmnrhNg2VsOP4+XZcM0fkNAHZt4Eu3+DYa+LJL3TzRBzmgapZXlyPJKG168V1+mgokCea6FNsd+ZT+yV87Gq1HEN7/wVfrtFSJnW4ySw3f8XBDaEb0dJ54DYLpJ9zj8Cn/cXpUeTIfJ/zfvWL1TBH3fKn4e/yPwBpk9wPEds0PsKKeGMAc/Ic/7FGiW3TQY7CLPKYvhqmATqaq0oCkF+B7NRMu5hSULcNxkkz7KwpnJdGSvled3pZnivHaz5AK4Uh3+T2YAWh0KhliljyiIoz4UfrJL98T9A8ggJ6gPjZXtsUKvlu29cINtoJS1c4BcBt6+BzB1y3tmm1RwbqVQnJ6zclYjYxjUNe9a93L8MziTC+fIXOhdY87/+VBhkDGffziaDXOZRq1Xc2j/5Qm/aRQWFUDgPGNcvGRaKQsFYLtJjlUdtQiGkSUPKgIjyAsd4OEghFM43kqNOk8292GColAd40lApa9g7RwJte5bGGmCqNJLdydgkAwVDxakHTtl74LsrZbAXECsD3J0/y2fXzoFGvUURoNa6Zouydjheb/nG8fmiZ0U+ueptcf/d9KUMshP6yvbYzIjMRqn5C20qioKqErhjrdRO+kfDrl8ls1J6wj6YwFgtmRSzEQY9C8tekYxE9h745VpxFQbo/6RkNb69HF6JBVRw/d/yfX/eJ98Z11UkhwOnwiHrQD64sWOA/9eDMijzi4Thb8lAduv3EBQPyaPqLC0ps0owSzCTXpJOrF8dxoPFVlIjZRFs/1Fen9gvyotRH0D7KZJ9BJGRWiySzcneKZmM41tlcG6DoULkwu93FDLh5iWugyek3lSHbLedUMCMBqd9MRlkYGrLclUWy2+r95ZM7MJnpL53zFcXRqroBJtcstpopnkDf37bmkFc8AVsGZa6VtQqiYPkXFepRGmwaKr8Vtf9JTWhztvsbtB0bKMETABLXhADLRsBmH9YjrOtpvVMsPkrIdMiW8NtK89sHXUh/7C07HJWzDijukzkvNYWXqeNnL1CCna5XZRCzjidEqGN0yQQCU8WwtEzQEiWby8Xyeroz13ntyubrGTk2g8dRKMtwwtiahbdQa7T6I6SWQUh8j7pCbeuhKjWMi1rJ3w/WgJ4G3693vFa6wX9npRMfeYOkYZ3vV3uOVu/F4n1hs+EnAUhNLdNF4M1jV6ywZu/luz04OddyYysXRJIn9gLY7+Re9bXwxzPiuzdcn5t+spaF18FO2fCiLeEHFv9jpynIARn2hp4tZEQtIOeFad4m0JqxtVyzx7yksipN3wu2fCghvJsydgkJWM3zJOM95ZvJRMe301+k60/CGGTsUnW1/V2OYf2zhHSoiZSFkk9+NKXIKgRtL8G5j0Ky16FlIVyPLDI99ieJSD3dJDr6+bFruu0qT62fCvu8k2HOD4rPi7BeUmmBLnD36i9TaeDtHVy/DveIMf+wy5CdHW6UZ6dIMH/mvelTGbKLAm4FzwpQWvRMSGaDy8T2TpI9r3ZcHmmZe2SmvuqYnHobzlafqvV7wmJ4+ELb1uD56pikfiP+0buGcc2QsNeci42v0Ke4V8OlnO1/TUSdCf0dSQO+j8ppMCmL+3GewB4+sPtq+T12g9FqVB6Qq7tyFZCJoA8V9pf41jOmQD1CZGyiqOr7G0QjSbxUPBwJhTWfiT70edRyDvsWD68hShgoG4VIIjPwcng38C17aKCM4YzoXChvcxOBw0Clba79YFCKJwHmD29MaPCWFSEqlTawWj8/WrNp28QQxkQWZ5PpUZMd1TBIbXmU3Bu4anTsOiBPqTmlXHjN5v+EUfms8LSFyT7vn+uPND3/SmDteajIGcf7PldBowj34XXEuRzWzbiqVxHbeT3Y4SEGP+9Y91pVqWBqdo1WwYyuIru4BhQt5koEm2zSTJd7a+RzxMHSlbcJ1TmSVkMv98GM2+WDIpngATufz0kA6awZBnoZmyWrFzeQet+viTqA2fYBkwgCoxVb8nriFYQ1szxXTYyYfib0OF6CfhbXCmKBCwStB+1DnCGvS69obd8JwN+tUbIhHZXi2oBHCZKU2bJZxq9o6VSSKJIFQe/IL4KZXkQ2wmLxcK6SoeLcUpBintCwVglpk+hTR3bDY4+y8c2SoY0Zw+odZJxKToG2btkAH3zUpGa7nSST5fnyUC7TNoksfmbWi7WBrMBrUoe6GrrJWCpWZox+x7JID50UH63d1pK4DR5Jvw4wSF57fM/CG9We98Adv8u+9jGjdt85g7Zb11twvVUsCsUTGZu6NGIrgkhtIx279B+RsjZKwPzGkQMIAPaX66T3y1rpwyq47rBtIESaIBkD29dAWo1U0c2Z+qcPdJRxmRwrU/eO1vOp8teliAn94AQEXv/lOAMYOR7ErQn9KvbF2XdJ1BZKIP+qhLJJmq0kjUHIf2KMuoO/k8XRcfgo25yXty7w/Eb5h6EFa/LgH7OvXB0JYx4WwiNmoN1Q4Wrd4kzijMlq1mRL/cX5/KABU/KPa31BFfpb26KZHhjOzmmFaQ6gseCI/DL9VL+tP5TkZPv/FlKoVqOdizz0ySZt+ONEuTs/kPusW0mSibRWCnHcss3In8GRwB8z1ZZ9/pP4OcpcNcmkYRvnCafx3QS9dGqtyA0SciH9HWijmo9zrENzoRJh+vh52tg8fNyrlUWiQTdYhJTuOvnyv3sp4lyD51zn2uQ/PdDco8F8azJPWg9b/vJ+Wq7jwbEyX07PFmIyx8nONbR51FpGxeSCDMmy3Pl6EoJrtVamPybBGobvxBS7ZdrHcvaMtKVheJY3+cRh0Ffj3sd8zXqLX/GKljwlDxPguLlb8KPkh0PbwFFaUKsj3hLfqsFTwqBPuF7MbY7stxx/5z8m/xOGZsc0yb9LPel7F0y/ehqaNjDsR2bvnTU2y98Rgi99A3w++2yD5XFQuRu+gI6Xu/IZpvNDsXCycwUs3bJeZe+wWGoV55vbSmYDagc50vL0RJ4x/cQ4mHN+9Boh/xu186R3/+DTo5nY6M+QvIExss+ft5fCKLejzjOL7XG9XlwxcfSxrD5FY5ynevnyTUQ2kTIK89AOR/v3y3PfOcs+5CXhHDvfq/sc131+yDbC3LdZGxxEGT1QbPhct79egPEdRVTRsQHCKD62EaYb30uJw2VfYrpDJNmyJjk31beeonDw8m99Fz7Cym48FAIhfOArJJqyrUe7Dl4HH2FEaNai8qz9oDZo0EkACEVRZRZB2OaEIVQuBBIDPe1m7oZTJeKvz2Swdj4pbwuOiYPdpCBRrMRUt8HInX0DpbBmV3aiGSyYzvL4CXFGmi8ECnOut7BIqN3h4a9ZNBly1IBzLxRAkKbvqZRn9puwL7h0HaiDIj2/yXTKousg3nrtjcbJlmfjE2yfaFJEgjbyASbDDOytQRF5fmSMd9odSVuPEAGOqFNJOOVuV1koOO+da1DHP0lDHxWiIAt38q0y151mFON/14yhqZqyTx1vRP0ftB6rGQ3QxJloA0yWMs7KNtmC6p/GCuDrMJUuHsLxz08yTCVMbmomO8D/KkwOvkaVJdLUKnRye8IMrA+uloCSltwAjL4Lzgidagdb5DB7rGNEhBEt5fMYnx3qnf+QqZWS7zRKGRNwx7WgDhCBv59HpZBn1cgZO7AUHYCnZVQcC55sMNsdsiRj6yQY1lZJLLqlMWy393uEkOq7F3uCYWN0xzBXMurXAPp/fNEjpw80pXUqgsVhZIBbtQHVCp8rO0jTWYLarWq/mRCdblrm6nKYpH75qVA1ztEDVKeDx91lWP3kBPJYzaLZDs8WciEgVNFVXBkuUjRSzJFehyeLCTPc0EStCVIFvOKjLfgjaXi1xGWJMTE3jlyDjYZLBnI7T9KhtlOnqlgzj3yst+T7tubpW+QrCzIuVpdItvR/ymRhoc3F0Lq4HwJsHs9KBn3qDbWNlo5EizbSIG/H5HzvcUV4j/i4S+BpnOJz6p3JLAurZRj4hMmQeKnvSVQdzYZ+9MaNAx4Wr4bxA9k3v+k5KDpELjiI9d92vKNBG/NL5fSq2zr9reZKFlvlRp2/CQlIt7BItG2Bc3jvhOCddNXEthrPIQE2/yV3Itm3y1t1rreIcf5rwfl3tdustxTj6yQe8BlL8s5O/gF9+dSmwnw643ye819RM7l4ASprY5qK+RmymK53/g1EFLEVpPdbrIEdmaTkCA1y6ec1RcqlRAO6eulxru6XPa572PynZ7+ch99YK+QoLtn2bO4pK6VoHXwCxKgfzVUSOnwFnD1r7LO+Y/Lce52p6M8qqpE1AIgx9I5KzvuW7lG8g9JprvrbfKsAeh+l5C3i54BDz8hIeY/IbXhw98Uh/1TQesBw2pI65sNk7+aaHGVqAniusmxB6nJ3/+3kF2N+8u9cs8fcj9qf62cb02HCKH1WmMh4W2Egu28jO4o2/r7bVaFy3tQmCYBao97JMB/o6mc520myvWw82dZxmyUc6/rHTDkRXm+HVoMbSfLM+q7K0R1AXL+R7ZytAi0EbbLXhaiutud4tzfZDAsed7R+i6hr+OY37lBru/YLq4kxrhv5R4L0MGJ4KmJtpNqT7M9U8H13PSonRyj2511r7smbMqZLd/JGCC2c/2XbT1exjprP4Ddv2Fq0s7qoSAfVy9/xTFvYboc94jml4Zfxn8Qzoq9C22OruDcQyEUzhI39GjE79syXKZlFFZQpvPi4KFMfH29qPD0dmuc5enlSanWE//qMnRmIyaVGnXAOcywKTgp/Dzl9DeaLCJzj+/uttb8gmHjF7DyTZHjr/9UgviaA6jDy6Susc1ECTyK0mT69h8leAQZKNoMlq78VLIy3iFSqpC2Vh7gRemOdRor4OsRcPtqCV4jW8GJA5LVuPwjOSYVBZLlWveJZMnjuzu8GkCcl5NH1r1vA6fKIMgnVAZSJ/ZJAFKWK4PPYxulnjX3gAQIhWkyAEweBcPekAGhVyBMGwDvtJaACSRo6m0NsEKbOr5v+FuuZAJIdiIoXgZmu2fJtMQBjs+TR0jGZ+ev0PshCa5sxkUDnnJd14TpMmDteocEolUlIgWtKpLPFz5N2YDHAYg2CnFiJxTyDsGnfUTKfNMix28RGAdXWn+315s41AUlxx3S5NYThFCwSaVtg8SwZN4JDuS7AH9+0jSiRcpy2ceOVtnsrlmScf+kl729ZGVkFF5+MtCyPdYtzmYENm8GkKDD16lGdsGTQrb0flgCtuzd8nsGJ0hg7R0s15SNTABRoES2EpNOi8Wh/tg7R46Jc19rd5h5k5BgE36EZsN4cngygV46LmsZefLlnLHmA9n2iT866l7XfSQqAZBtajdZiC2QbKFzVn/3b0KkRbWV9xEtrW3G9jmuvy63yrFY8rycx4eXktToMGEU0jn3N5lnw+cyj8UsBFTvh+T3bzVOApqWV8l5FZYMI9+BWbdKYL/hUyGetHohWGxZwlVvy/d7BjqURZu/lvPDUCZS35w9jsA+Y7OQTE0GCxkAEmhf96dIkTdYs/5zncgL30i4Z4t4rAQ1lCC57dVyXa980yH3BwhpIiqZq6weBMtekXN48XMS5PnHSNCm9RLFzbYfpI7aw08I0BZXyjaGN5fM+J4/5PfP2Q0r3hQiY9LPQtp8M1IUHhX5sj+Hl8k5GRAtJU0AvR4SuXTDnkKe7PhJzt+ut8u966OuYg53YJ5Dct35ltpO9zURluSQct+5wbUspfkoCUaXvSQk5Yi3XQ3ebEoTteaUXiyAkKgDp0qWXOsl+18zE+zfQLbJWOlwft/3p2RnbWqLQc9bg/u3JGhs2ANuXV77+zz8hChwB7VG1Fi+Ye678wREw+hpjve3LK3dqu1coeMNQtp0v9sxrfU4F/LR5TglO3lM6LysJWPbxKCw4KgoEppeJj41Wk9RftlMemt0GaBBWwmMnctgNnzmeL3uQyEX17wnzza9r2xP2QnxfYjuIPdnryCp88/eLcSaV6CQUjbYzIR7PSi/3dHV0M1pf23lADWRdJl4R+i8z12XiLOFd7CQawfmCikYfYoSA2eoNULQDHwWPuiAqTANrV7vKHnw8IVrFkq5UZGVUKhR667g4oFryYOiULjUcUpCQaVSfQmMAHIsFktL67RgYAbQEDgKjLNYLAXWzx4DbgRMwD0Wi2X+ednyiwRPj2zO0yNd62Q9dRpKdV5oysvw0Jqp8HBf1+ul11Ds4UNAdRkeJgNFeh90evlJ3hzbBt2ZmJTYJMsqFdd0iz//fgG7fpOBh7ubdto6CfLOdBBhM7qqb+1w3iHJ9oQ1PfW8OPpKd/TOhO/ulFraMV/U77uydoqsdPibMqioL9Z/KgH9tumAyjULs+odkej9+YBkMzZ/LfJC5+OXay0HSBrmqLUHCUpsg/+rPnUEGv5RMlAHCQBS10pAYsuK37xUBvmHl0o98ZHlMpgf9oYMRNtMkId4ttXr4MBcyRL0eVT2oekQGcSearAS2VKyLgEx8KE1IzHoecmA6rxEfbD2A5ke1VbMro5vkwy4X4T8WSwil7X1Y9Z4yOe2bLOziVK8k3y1Jmwu5P4xkoV1RlzX+rWvDGvqOM8imsu29XpQAsiiY7DvTyqtPZaDTEIolBvFT4Ut3wghklci5ICP1VU4wKkcotVYGYwm9JMM87GNsr8N2smxsak9IqzZntCmZFj7Ga9IHkCL7IMSxPS4VwKszV/LuWc2CFGVs5dyswFva92zWi3L2kse1n8m55PWS9pUpa93Hfid2CuKGK9AUZSsesshm/YKgru3iGQ5OEGks281g63fCXnQ4kqR8ebslkBv5RuQuloIhaJjkpnr+YArwVBd7pBNbxdCIdBbz5MjXO+9dhRlSElCpxvlHC7Pl2Bx89eARQJYG6Gw9QdRuTS9TPa5OEMG9jYUHHUQCulWebsteA5OkIAhc7tcJ4Hxcs8CuGmJBMsfdaWreh/fj2oEC5DBfc1SnqTh8v+ylyU7/vud8lvZ/D3u3S6lCz+MkcxvREv44w65TttNliC/w/VSw7z6HSk5UKnFhwPEwXvVW0JggJAJ4CATGvWW781NcUiwQcjJ8GRR42Ruh5dq1A53ulGCJBsBARLEXTvb1Zhy0k/yG0wb6EoyXfGhlBt9M0LWn3tAiJj9cyXoiu4gpUw6HzlfQK4dn3AhD0a8LaUlXsHig5A4UO6ji54Rqbd/tKhBAq3Xlkol5Q67ZwkpGhgn06+fJyRdxhYhPLxDT7/jRs3nlN5HSJjM7XJt20zczgZtJ8l5aqyq22DT20pOlOXKNpzYJ+eR7T7Z456z344zwfnKEgfFO0gdG3Recm7YYCOXA2Jrt0sMbiT3hi+cfp+R7zpKcS7/UO5fIMfeGcPfhJ8mC6F85SdSgjbN+ny5do6oV2bf5fAkWvK8bItXsJDZzuVLk3+T58jJfEE8fOHqmUL2O5tzngw19/diQHw3ITAb96/tjVIfaLTQbATGQz+hwYJeJ+d2dWRLuTf6Rcn90lCm+B1cxHBWKLg1LFZwSaE+CoWvgQ+Ab52m/Q9YbLFYXlGpVP+zvn9UpVI1ByYALYAGwCKVStXUYrFpm/8bUKugTOeJr6ECj0oLlZ513/gNPv74V5fhpa6i0MPXbjQ2usMZsslzH5FA/tYVPHd5y1PPfzbIO+TIlD6R7VoHves3+azFlcL0u0Pmdhnw2ur6KoslYI7pILV/v1wLo7+oLaPPOySD3jaTHDVxFgt83k8k2U+eqLt20Qmhvh68MbYNg6oXwXxkQF1frPvYWpP5qcMk8FTIPyy/j0YvwR5Ixsk20LMdv0PW2ldjpWT+hrwo7ysKZWDvEyaDbPuO1Ki9d/7MGXHdJKAzmyXgAgnwh74qQb5NcRCSWDuwDmsmQW5hutUrILx21v5UcFYDgKzfNmhzDuwjW0uwft8O1/lVKpEWd7pJgqXqMtfBiN5HzAd13q6S9prwi7SaFEacOyNBlcphUpmbAh90oDJ1JYT4EmQtqakwVsh5uu9vGeRVFIpcttkIQCXBjw1DXhTp8O5ZQvakLBJ5ulYP47+D56yDc1vG0yfEXkf63f4Z3H77ahmsegY4BtM7f5Fg47o/oTCd8p/64V0tqgmVdWBrtpjFSdxGTnW+SUiFlW+6nmMggaNtG2zBnk+4KCu2/ygKhyEvCxkU1UaM5UCCeo2H1F33uFfkxOkbpK581m0S7FYUStsyGzK3ARYhgQ4ulIDKpibKPSgZc+ds8uavpUa3PE8IhQVPwTansoqsnbDvL8mGF6WJZDe6g3yWvh4OOPHgNqUIOExE5aBJQBqeLJLp0mzX7KctgxveHNWuX0myZb573CdZa4C+j8s8tvPYOxh63if3CZCaYRsa9xeibN1HcuxAiJGghnKvSBwoAUf/JyVgmf+Y9EMHIdtsZILGQwIS2z4kDpLg6+3mMn/+IblHPXJY1Ei2+9LKN0W9YKtD9w6BqHZC9tgIhRsXOYwoa3o9eAfLubfpK1FfdL5Z7knlefL5/r+lfSo4Sn7aTrJm8EOgsEyy6imLRTmkUgkx1Wyk6/2+3RSHv8mApx1kgg0evlLW4oy4LhIAvt9eyJmk4efm3hCcIKUxnW46J73dgVMH5ja1Q3muBNtFx2oTp/81ePjBXZvlnlHzdwhPFrLThmv+cJCCIMTN3VvkPHSeDnJfu3eb3K9s1/CQl+Ve2bAXjHpfSpEGPitlKd9dKeOAFlfVvj7q8kapCY323J1L/xT6Pib3jbNpax0YjxHQWkCnEz+Oap23XLeN+ogKCeoeDyn4x6F38k3QKh4KlzxO+QtaLJYVQH6NyZcD31hffwNc4TT9J4vFUmWxWI4AKcBpFEj9O2AwWSjVeeFjqMCzsoyqkxAKweFBeBuqCKwqodDD78xap2z9QQZpJqPI7bJ2SKCef0TMk8qdfj5jtUh+bQGlDVu+E/fd08FRp6zAib1CCIDUJc57TF7vniUGRO7waW+RrNqW++1mYfffaeUIPmwZNEOlY7lfrpWaZ5ssGWTQVGmVm2fVCERPgjEdYggw5MqbqhKHwuNUSFsn/20DX4tFsv8mg+t8xzY7jn+mdbucWxsdWixERnm+6+8U3VGypoeXyfvcg2KwuNVqOuXMug95SeSeScPF4KgumW5cN6lJPrxEvlfjIQFmzcFmhBsiSq0WCeuN892b1J0OrpkNXW5zdX533oZTSd+D4iVIcFezH93B4XNwMkR3OH8S0NBEGPo6lQZRJPiZzWgtVkLh+BYhhZpfLi7YJ/ZJht4v0jUoUqnkN/azZiFP7HPIdtUaGaz6Rzs+B6qshnclhhIMnn6Olm7hySLdrS51HOeAGMrVOrwNQiiora0izWajmL+BqEH6Py11uRaTkFGegVIHrNY5Slx63CukyO1rJZOuUjta2dnc0Z1bWoIEoLFdZJAd01Eywyf2OzLnKYvkPmKxyGDd1pa094NSomML7I+uEuf3RVOFKNs1U65jW5a9MFWuyYKjju+O7iBS2F9vcMwX11WIEY1epqeuEvULSBANsi1ZO4WwArkONTpHqY2hXBQ3NdHhOiFPUxbLsp1ulOkhidD3UZFsO8NZCRLilCVXa6QGX+/rcNTPTZF7pNbL1VSuJnnnFeRYr40I7HGvmCmO+VIUGJGtHOUSo6dJEOZMEvd6EIa+IvODBO5qtWT6mwyW9nGxnU6eOfVvAP2fgLFfyXIqlQTA3qFCLJmq4E4nn5bI1vJ/yMsi2e9wHUyc7pp1rUke+4TIuav3O70WbCGN5f6p1jlKxs4WI94WH4tz3Qr0ZLArFKxETdmJs79n/xsQmlibXAK5l9pwzzb3Gf2QxnV3KrERXjZ0u0PKlFQqKTm4d7vcFxr3F2PE5JFC+v2XEdpEVEuno+6siYAYTCoVGix4WE3N5xmy5bMe90gyq+ONMo5ScFHCmUS4mLs8KKgfzpTmjLBYLJkAFoslU6VS2Z5W0cA6p/mOWafVgkqlugW4BSAuLu4MN+PiRLXJTKneC5+iCrQYyA+pW3Jl9vLG25iBp7GajJAwQupLKGRsloGD1kOkr+DqoJ2yUAiFvXMkQLQxwfvmSFauohAut0rMTQaR5YHU5tfMgFgsIjNPHimBu0YvA3CbGR3Ab7dC7n7J/BYclayMrT/xJz2kvtTWGshY5Rq4FxwRaa2NPChMkz8QA7ET+yWDPu5bkeba6slzDzjaIBY7ESR5KXIsDiyQ/6fK6FQUWLerQkzVTiWRK8uTgbfOR7ahyCqRnj5WBrKDn5f58o8IQRLVVmpUa3ZNACF8wFW1ABKk+IRIgGU2SSbbJvTxDHQ4ZIMck/rUCdoC8O9Hy//AeIfC44718v1Fx2rLOs81EvrInzNs8mK1tv6ZmosZYUlUWDOcnhYLXhYLFVu/A81CCVhajpGArfV4+W1tnQFqwvlctAVXIOUj4JJFrfIKhELra2MVOr2VWNLoZNljGxyEgkrFbr2WPuVyztlLHvb9KWRT1zukVEalctxXcvfLdTrqPQksbeZcES1c1QShSUIwBjd2kENxXSWzHRgvEuPDy+U7QBQUKYvEmwBgxDtS+/5pb7k2beZlYcmOEg9bkL/vb/l/ZIXc2369QciajC0SUFaXyHVYmCrHoPdD0uM9Y7PrcY5sJedd0yFyz4zrJvu/7iOHQiFrhxByw94QQqPNRJnuXJ+d6OY6tB2//X/L9vuEimzZdj+sCeeSrZqye72PlBsteUF8Frb/KCRykyGu3RLCkiQj+0EHh5Jk8q9yX41oJUFTREvXLHxka7m39n9KjmFdaDlalrWRHTai42wQ0UIUUrFdZP8HPC0kjK1MIHmE/NUXg593nL+ng4FTZf/P1T0ovFnd3U/OF2zPu/JcSTKU54tySIF7RLSU+6JflNybzif6P3F+1/9fQmCsXaHga1VfqdVWcjGiRd3KWAUXJRRC4dLHudZNuTsj3KZ8LRbLZ8BnAB07dqxnWvjSgNFkpkznhZ+hAkxqqrzqztiYPL3xNlbiX1VGoWc9FQpbf3CQCM6w9am3va6wZryPrpKsXWWRw8Xfmj1lzn0i/bXh+JbatZ5pa8XQ79ASR8b84UMSuHsEiBFdrrVW94vBMqjW+UjWfPcsGYinr5cgOX2DyP4MZY715x8WgsFilj7Js+8WCS+Isc6hJfJ68zeStbTBRmikb3TtTpB3SAKK6WOlLOJUJQnOyoC8QycnFMrzRRoMknVa9Za8t9Xl22qWzSaHM3vmNsme2j6zYchLVjOxAjEEc0ZYU5EUGyslCMjcIcfaK8BhPtX5FiEA6mskaXPAtiHcqf7cNuiNas0/Ar9IaV1lM7u71BHWjGIr++5pMeNlNlFekecwvfS0epuMfE8IhQbt3a/HSYHg0lfezW9eZZOxA5WmSnxxIp0iWgihYP19s8qyMKqg2hpwqXTeQCXm2dZzq88jjmDMK1DOnfzDcm2oNe6dvu373lQIBWeSq8lgCRZ7PSTZ87ITDvmwrSQje5cEqW2vFpPB3APSCi6um9yDWo12ZFpLrZkom3FkaY5DMbXnD/nf4z7xE8jcJveRdlMkUHa+3zUbIdeRLYAc87V0EojtKtO8Q2XdIIakOm+RK3e+2bGOoIZScx3WzL0UOdhJcRNivQabnKSe3vnYupOq97hHzATT1jp8VPo8Wnu+0ER4+LDT7xgkf+B6LtnQ60Gpu6+pmHCHusiQM0WbiUIodL7FsS1nizMtWbjUCU17yUOekApYpKxGgXuo1ZLwcDt8VXDRwqpQ0GIBk5Hu5QZKfZTf8FKFRiEULnmcKaGQrVKpoqzqhCjAVmR6DHDWlMUAx89mAy8lvDWuDTFB3rzw1x5KdV54G2WAX32SkgeLtzfBFcVosFDg4Yte42YwY7GIgiBxoMOMC0TSbJP5g0OG32yEZABtg9u0ddIqKmunZETBkZXf/JXrdx3fVptQsA1abWSCbbm8FKk9tSkLQKS4B+aKjFCjg1uWwwvhEqjv+V2M0mwIaihqhrxDMpAFCTp8wq3dC1QyvaJQPss/JNlDvyiRcOelyGDf2UzJI0Cm28ohUlfXPp41UZHvyGYWpkk7u5w9Mri1KQGOrJR1+TdwkB29HhSCY/3HDtLDZna49XtXT4ZtP8g6/aMdaoqON0hW0WxyEAoRrSRICkt2GCuufkeCnFbjxHjMhmGvn3rfnOEV5CCARrxz/pUIpwt3rasuVfiG85t/IAB+ZgveZotdsWDPsoNIyu/dUXeA7kwonKIW1JlQcH4NiMRW5y0+GEBpdSkAw0uF2FN7+IGlEjNIhtYWeNoQ3lwIBXeS4ZpoPV6C+hZXOabpveFGp/uEcy1y4/7S/9w3XCTBWr3VhHCB7LN/tBCd0R0dtf/2DhjZjvc5e123o+sdcu3st6oYQq3BubNXRbMRrmoZjdbVt8A3XO4xZrMYtzW/wr2JmLPze014Bojyxmysfy37gKfl3leXukqjE9IjqJHUcduUWjVxOoZnIY3h6p/rP/+5RNuJYpLp3NtewZnBw1+IuIoCBxnmoxAKJ8WlTiL9F+EZyDGtlgZGIxgr0Fs0VCsx6SULd53wFFxaOFNCYTZwLfCK9f8fTtOnq1SqtxBTxibAhrPdyEsFV7WXmuxuCSFkOclPq7xPQih4+aCxijhyvQLdO53m7JEAdev31gyuSkoLottLNv/oagm2j22QQDu+hzj0gyO7ZysT2D9P/h9aIq3LnOEb6epLAEJm7J/rOi2+Jyx7VVzIk0eKd0B1iQTY2XuEULC57KvVUp9blO4Y8AfEyvv214ibfP4RGWz7hIvJmc08LKajuNvbAvCCo/LX6WYJ/I9thDecJMEavdTkFaU7SiYKU6VVmrPjc02U50vGLm2NfNe8/0FVsRACo6fJMf3pagnEY7vI99y/R8iGoa9I4GMrZ7C1mbO1mRr2hrxe8KSQD+2nSK0wOCTKao2DaBjzhSgZmgxykEWbv5b/50I9cPXP4lnRdPDZr0tB3VCpyNTpaFNZQaDZLCUPtvKS0BpBZVB83evR6qXMwMPvlEajLoSCsQah4BMKl73k+Nwsn3tbS4/UOm+oBounv/vssK1+OKgekuBmw+GJLFcJ/smg84Jx37hOU6kc/gvg6FWu9hLyz1byYFNhWczWzgwqwAIBcWIGGRgnJCQ4JPrO3hkBTuSCOwQ1FKVEea58V81WpPWBSuXwPHBWK5wM9cnQa/ViFvdvGYgpZMK5gUolJFZFoYN4U0oeFPzLUFRdTIZOS7TRCBUF6H1DqDr1YgoUKDhPOKW+XqVS/QisBZJUKtUxlUp1I0IkDFKpVAeBQdb3WCyW3cDPwB5gHnDnf63DA8DDQ5Lo39EhLzd4+dY5rynIkYFaF9nCfcmDrWUfiHx34DOOut1R78NtVqlveZ4MoP2c+sUnDZMA2IYqJ0WDLegFqXtu2FNKEpyNBYuPO2qYQQawg56197InNElM2EBc80e8LVJjZ9lsQKyYpR2cL33rJ/4k2fE2k0RKfWKvONnHdZXBUBer7LX5FfI//7Dr8Wh3tWT6nH0TQAgR/wZQkiVEgk3CuOlLOFHDod4Z5XmSMfXwl7rdqmKROh9eiuX1xvBhF8dxS18v9cfOElLnQL88T9remarhik9EGj34Bam9NlU5nORrYsJ0mT8sSfqXqzWSnYzuKI7tTYeKFPxsEddVIRMuACqMFeSpzPQplxIdL4uZcp2XZMQ7XH96K7t1hTjQnwQWi4XiqmL8dKJ0qDRVnnR+g/Ua11sJBZU12DY3G+k+QG03WUyubL4Bp0J9yYQzgW+4EHcWi2RhbaaIFflS39/iSphgNXUNS3YE8zY/B2+nrH3NMqCaiGghiqf8I/K+psv76cK5tem5gFr97yEUFJw7eAWJL4nNL0cxZVTwL8PuPOksNLakFAY8g4fOi2rM9s+zyrL4ePvHFFQW/FObqEDBfwqnVChYLJa6RpBurVMtFsuLwIvuPvuvQKtRExLhGLQeraqbtzH5B9hfV2n1eGidpHdFGdZ2ZDmuC4XWqF/Ve0swXFUsGTBf55ZHDSQYWfO+Q7VgKzWw4ZrZkgE8MB92/Sqkgs0xPH29/L92jgzEQxqL0ZMNYUkOGbJflLRYGvSs6/bZen2HNJF2QWoNTJoh06Jaw/pP5LWtHKP7PdIF4OBCeZ9/WAzD2k6SrEuDdvJ/nbUrReP+orjQ6mXAX5Ip+5fQR+ry32ouXg4pC0UJMPZr10F4Rb4E794hDvf4pkNYvX8md0eE0a2ikneKwd47oWaW1iahtpVNHFwgNeNtrZeOs8w5PFnUJTYnbhsatHXveHzz4trTFFz0SC9JByDcJHyql9nCak+wjP/+9KV99WgRtr9gPzkVOQxpOIT5R+dTaTw5oWBTM+jbToGgJNSBwZC5CHNfN7X4IOftxWJy5RsuJGdVsZAF4c0dLS0DosWMz4bYTkJkBsY5ug+oVODXQEhR/1MoFCJaivrBdu88U0Lh6l/FKyPyHKiMFCg4FbwCXY1HlZIHBf8y5FZImWzz7g9DjwfQa4qpPuYoM31g2QPszN1JA58GXJ54EpNZBQoUnBNc4s1sL16o/f3trw+U1x1AlHftzZsrxrMsVqS0DQKd2nT99aCUD9SEu/ZFvuEywA5NdK279QqSrHR0B3jeGsQOel4yfDaFQmhTySjGd5f3WTtcCQWdt5RO2NoRarQOUiKsmcNToK62SjaTw1Zja9cqJvQTQsE3wuHirVKJ6ZxtP0oyZRu73u5YrnE/GaSHNZOWeoeWWNvsNZAg4/hWaH+tTIvrJoRKdQmwUVQeNumyoUKynL6RIgs/Zm1ZFtmaA0dmY1CpWOHtxR4PPW2qrF0YakrU20yQspA2E8QLoTTbtfY90Gn+0CQhgBT8a7E6YzUfbxcj0IYGUQLYSguOlRwj1r8ePgSniW052wAYEDdACIVTKBSqrR1F9O2nQFgb1AdnAWBRXwKPBJ8wKQuy+cCENxfiFUTN44yON0LaelE1OePOddJt5lTkjk0JtuY9+V+fkg93aDKofp1YFCg4F/AMdH1/MhNVBQouQZRUlwDgZ1X8eWg87ER5WnEaO3OlzLfaXO1+BQouCvx4c1d2Hy869YwKLnpcAqPHSxMaX8cDvFR3kgBSrWFRfCf720Bva3nC1h9cyQRnMz93Nde2soaQRFdDNZu8V6NzTAtLcjV487WWSPiESXcGm//A8W2yHY16uy4PcP1cqC4XU7lrZovM3yY9roludwnp4OyMbkNCX/FS6H5P7c+cpcnu6mttA3SfUCmzaD3etZWlrQVUo97ij2DDsU0OQsG2r0HxrqqB0ERK1A5lSb6zWWZgjeMf2Qru2SJtKm3wdSo7cT4uCpnwr8aRoiPctug2AO5odDltjrwPwJSiYhb6eHO0+Oh5IRTKjdK1JcxLMpG1PBRqwEYoeGikW4RNNWF2koxetPANl3aqtu4szh0HappJegdLu8Sa8AyoPc0dAmKkTGXfn6JA8gk99TIKFPzTcH5edrheKYtR8K+DzVjYVy8lxXqNHoO1FDe1ONU+n8G5hFfBRYdujUPo1vg0zIMVXLRQCIXzBGeFQqm+7npiszVz2atJKM+MdKqv3fwVaDwkcJ/WX7LfK9+Uz2zSXWe0vxbmPSqGic7ZCXcu4cEJ0lnAvrHWwFmlkoy+jbhY95Fk9Qe7qWBxbq2Y0MfVKb0mvALFR8AddJ7iA+F2uRpKi7qg83KUWdjaYYIjmxhWg+hwLvcosD54AuNdHdFDmlCqchAKeRqnshWrEqPaVI3e2Z/CeRDnXLOq0cK1fyqy0/8AFhwVUumrIV/R0T8Blsi5nVhtQIOKOxbfQaRPJC/3fJmOkR3P2ffaShwCPCRQrtXloQbsJQ/Wvt1q67lutlwChIJPmKuDvXMZQl1dEc4GE34QRYRaqwRmCi4N2DojjXgHOp6mZ4sCBZcAVmWsQqfWoVNLskuv0VNprMRisVBU7ch420gGBQoUnF+c0pRRwZlBE+AgFEpOYlBm5RMI9tGTGG41byw9IdL73g9LO7B7t0Of/0lWrVEdgXuXW+HJE1LyoHMqm3D2U7jub/nT6GSe3o/A6C9c1xMQLd4NIH4CTQbXdqW/UHAmEU5GKDjDObiwlWA4e06ENHGoEsBq3kgNhYIKAmI4pNcRbK2BL9R6iLkkUB2cwC0LbqHD9x3467BTT3vnrGdNE6xGvSD85G3/FFzaMJlNTNs5jeTgZNqGt5Xgtu1kCE7Az2Lh3sA2tAptRVZZFtfPv57bF91+ynXWFxXGCjw1nnhp5V5zypIHqwzURoiprAamFtsN6WKGjZjL3uX6Hup/nzhdhCU5TB0VKLjYYbsmGvX+Z7dDgYLzgGpTNbvzdhPoEWifFugRiAULxdXFFFUphIICBRcaikLhXKAkWzodODn/6/wcJQ9VzlnsGjCZrW3bnDNf6evkv20wYAuMHz6EvXNBTahU7tvKOU+z+SLY0P+J2vP7R8OhpfK6JPvM2qSdK2i0jv7tNWtC64JzqYHNDDHU2i5OYzVtdO5aUZgqShCfcPsgbIa/Hy981xa8PGldWUWJWk2JzhOmLIKSTNZkb2Bt5loADhUecqzLhVBw2g4F/wnszN1JpamScUnj0Nq8CK74UNp0znuM6wc9z/XewSxKXcT9y+5nVcYqzBazXR1wNqgwVuCp9cRTK2TiqUoeyq1KHlvJwyWlULCRdUuel//ObSCV9ngKFMBlL0OHaxUSTMG/DkvTlnLPUimRndp9qn16hLeMuQ4UHKC4qtg+XSl5UKDgwkBRKJwtzGZ4rx2808ohNwC0GhXbQhPZFJ50UpmsreTBPovJKO2etJ61Xf81uno5vgNw1efuSxVOhYAYKM0Sf4TyXFeFwz8C64Gpb+ZRo4POt4gZm4dV8aH1gJuWSHcFW8s5GwpSxQFerbbXR8/xcShKHswvxM9splSnJ1erZS2VTF0zFV+dLz46HwqrCh1B2MkUCgr+9fg95XcAWoW2cv3A01+IBascf2D8QB7v8jgA+/P3nxNVQIWxAi+tl50gOJVCYU/eHgI8AgjxkjIfO6FwSXgo1LgnaT0crWtP1QZSgYL/AryDHSbLChT8i7AlZwsAfWL60CWqi316QoDc+xccXUBhVSF+ej+0Kq2iUFCg4AJBUSicLQ4vBUOZvM7cbicBdBo1j/W87ZSL22IJjY1R+P022PkLtJkkA+UzRetxZ7ZcSKK0SXvJ2qXgnw6MbcfFnSljXRj2eu1pMR3kv0+4lJTYUJjqMLm0ljyUWg0Yg01mWlVV4Ws2U6LR8Pbmt5l9aDYAfWP6cqDgAL8c+IXMskw+HvixkEA2KJnS/xz25O2hS2QXkoKTTjlvAx/xIBn35zge7fQovWJ6EegRaPdAOF3MPjSbhv4N8dTIOXiqtpHLji2je4PudiLBZsp4SZQ8RDh5zVxtNVy8dSXk7q8/4apAgQIFCi45lFSXEOoVygcDPnCZnhiUiJfWi2pzNVWmKgL0ARjNRoVQUKDgAkFRKJwtbO3KALb/aH+p0zhUCdNvcrCorPsEfhgLeSKVtykU1CqVqB12/iLzDXjqvG1yTezO283UNVOl7sxWHmDDmfZdP2ewHsdzpZTwDRejyZy98hvYFArA7PJU7g4P5ZBOy40tb2ReTgk6wM9sZq7GwLrj6+yrGdN0DIHWMgybdN1FiWJTRyj4V8NgNnDbotuY/Pdk9ubvJd7fTQcWN2gV5lAxvLrxVUbMGsE9S9x0OqkHbG7XUT5R9lKL7Se21zm/xWKhqKqIOL84+zQ1l1DJg95bOss8sNfR6SWyJbQc/c9ulwIFChQoOK8oNZTiq3M/vor0iaS0upTtOdsJ8AhAq1YUCgoUXCgohMLZIu8QxHWT1ocbPrN3DdA6dQXonmg1+8vcIZ0YDi6AuY8CYLVQkEYLpVnyZvhbrl0UziHKDeXcOP9GZln7zgM8sPQBZh6cyZ+H/6TcuR4Z/nkvAJtsM6L5uVmfTXHxUVf4sDNUFkJgPOWGcp7Y9g7LfKStY9/YvnhZ5eO3FRQTrwuk1FBqX02L0BY81fUpukQKWTThzwnszt0NySOh3ZRzs60KLmqUGcq46o+rWJ2x2h7A15dQCPYM5qfhP3F18tX2aTYp5+niaPFRAMY3G29XGtimuYOtHMJm4AigUYkqZ2PWxjPahguOhD7n7R6pQIECBQouTpRWl+Kn93P7ma/Ol8yyTI6VHkOr1qJX6xUPBQUKLhAUfejZIv8wNO4PPe+HLd8KWdD5ZnTqGr4JFQXw5RB53WqsKBEqi5w8FFSO7gOB9QtKzgQHCg6wIWsDO3N3MqrxKF7e8DLHy44D8MqGV1h5bCWfAEu9vdBaLPSqqVhwQqWxEpPFhI/OTRvLc4WxXwtp4+H+AXLacCZMzEYA9nnouX3WcJfZ2oa3tZcw9L1+GX2tHRrWHl9LRmkGoV6hhHqFcn3L61mftZ69+XuZlTKLFuO/PzfbqeCix2c7PuNo8VFub3M7t7a+lZ25O0kOSa738i1CW9AsuBk/7P3BPm3OoTmMbDzytLYjvzIfgDAvMRUdkTCCDVkb6pzfVg7hTCjYWlg69+9WoECBAgUKLhZYLBZSClNoGtTU7ec+Oh/WZYqSdHLzyby56U1Kqksu5CYqUPCfhaJQOFMcXQ3HNkFJJgQ3gqBG4BUMfz8En/ZBq6ohHT6yEgzlVMd0pLL9NTJtyYsYzNWABbUKJ0IhjvOB3Xm7eWq1lFJUGCvo93M/ZuyfQcuQlvZ5Vh9fzaDYBtwTEcb9UVFYrLL+YyXHKK4udlnfDfNvoOv0rny+4/Pzsr2AeCfY/A/OBcJrKx2WVWaRW5Frf399S2vfbruHhaOuvFuDboxpOsb+voGvI0s6Y/8MNmRKIHeg4ADzjs47d9vthJzyHK7840rmHpl7Xtav4NTIq8jjy11f0iWqC3e0vQONWkPb8LZ2U8T6QqPW8Fjnx7i51c0AfLP7G3Ircl3aXp0KtuvSXy+tagM9Au1dHNyhwlgBuBIKAR4BJAcnk1qiEAoKFChQoODiw6qMVWSXZ9M+or3bz6N8ouyvW4e2Jtw7nHWZ6y4NbyAFCi5xKITCmcBshr8fhmkD5H1wgtTPh1uzk5nb8MipUcOce4ACtZqensVM3PE2NOzFwSOLeD/lajyjfhFTxkLrYD4w9rxs9ovrXnSRQhdUFdAtqhvfDP2G0U0c9cdZWhGuVFlMHCw8yO8pvzP0t6GMmzPOHqjszt3N7rzdACxMXQjA1pytZJRmnJdtPxXKDeWkl6S7TCuqKuLJVU+yLWebY6JvOFz1Oebr/iJDq8ECZFgMeGo8+WrIV2yevJkHOjwg8175CST0heC6W2819G/IK71e4fU+YgR5x+I7+HHfj4yePZqHlz9Mdll2ncueKbbmbCWlMIWPt3/sMv2rXV/x5KonL4mH5/tb3+fHfT+eesaLFLNSpGRobNOxZ72uScmTuKf9PTzY4UH2F+yn38/96PlTT25deCsz9s045e9ZUFkAgL+HEAo+Oh/KDGV1+iG4UygAhHiFUFhZeJZ7o0CBAgUKFJx7ZJfLeGp4o+FuP3+i6xMkByfTIqQFDXwbMKzRMAqqCsgqy7qQm6lAwX8SCqFwJlCrWdHjJqaGBPNKcBBZ3uLMvrhhB1Z6efJ6cCDpWetcl8k9wEMNoqkwVZJSmIIpvDl3eVZhsFSgC9yCiSpRKPiEg87LzZeePWyZzCZBUsZwTfNr+GzwZ+g1ep7p9gwv9HgBgI4RHfl1pLin3zT/Jl5e/zIAGaUZfLfnO5akLWHCXxPsAUtOeQ5zDs3hmrnX8MiKRygzlPHn4T8ZN2ccX+/6+rzsS008uvJRhv02jBPljg4Ovx74lT8O/cEvB37hvqX3OaTlrcfxZck+LouNZnHbK1l6fCWtwlrRMbIjeo3esdKYjnDNH6DVUxdUKhXDE4ZzWcPLeK77c1SZqnhp/Uv2z3PKc0657RXGCj7e9jGHiw67TLdYLLWCSYvFwofbPgTgSNERftj7A0azkQpjBW9tfos/Dv1BQVXBKb/zQsNoNnLbotv4bMdnFFUV8dmOz3hp/UukFaeJ94QV1aZqnlv7HJf/fjlrMtawNWcrR4qOYDAbMJgM5Fbk/iOEicls4kjRESb+OZEf9/3Ih9s+JNgzmMHxg8/Zd0xuPtnl/Zrja3hh/QsnNVgE7Oe1ra7UT++HBYtdiVATtvXVJBQCPAJOSxmhQIECBQoUXCgUVhUC2A2xa8JD48GMETP4cbgkK2L9JDnnrEBVoEDB+YHioXCG+OL4crb4i9NsasrPDKeSx9J+h0gx/Zt56FtQPwlmPffNu4HFJRtB5/BVSNHrOa5V46X2o8JcwpHqRVCRZi932Jazjen7puOr86VxYGM6RnQk1i8Wb513vbfxQMEB5h+dz+xDs4nziyO1OJWxTcfyWOfHWJy+mO4NHH2qVSoVPaN7MrrJaK5OvpomQU24r/19vLPlHQCe6/4cn+74lA+2ubbq8dJ6kVeZx+OrHgdgX94+rp93PXvz9wKwN38v3jpvxiWduo1luaGch5Y/xLCEYYxIGOF2HrPFzs/iNgAANDJJREFUTLWpGk+tJ5XGSoqqiojwiWBZ+jIAnl7zNBqVhrSSNLy1cqxWZawivzKfxWmL+WX/LyQEJthVFfcXbQagXXi7+h3Uk6BvbF+CPYPtNe0Afxz6w8XRv6iqiMKqQhfzvlkHZ/HR9o/Yk7cHL60XLUNbMr7ZeIbNHEavmF5M7T7VPm9uRS5Hio7Y37+y4RX89f4uQefqjNWUGcroENGBe5fey/ik8Vzb4tqz3r+TwWKxsP3Edoqri2ka1JRIH0dXjozSDN7b8h6rM1azOmO1y7EebvWumJw8mbvb3c3a42v55YB0Orl10a1uv6tfbD86RXZicvJkuwlhtakanVpnf29DVlkWvjpffPWn13Vj54mdLE5bzJ1t70Sn0XHH4jtYc3wNAPsL9mM0GxmfNL7W950NtGotzYKbkV6Szjv93uHl9S9zuOgwL61/iZ9H/ux2GaPZSH5lPh0jOqJT6wDsrSfzK/Ld+pt8vftrdGpdrfaWAfoAjpUew2KxnNP9UqBAgQIFCs4WS9KWoFVp7e2R3cH52WUjzesi1xUoUHDuoBAKZ4hXe79KIFruXPEAqzLXsipzrcvnZRYjGq80zIYgFmeLc3q0ZygPdHmMB5c/yJiMPwCYEHgrX+R8QqkpUxQKUW3Jrcjl+nnXY7QYXdZ5bfNrCfcOJ8gziP5x/U9qhlhlqmLK31MoN0qJgk3y5af3Q6fRcVnDy2otE+IV4hK83tDyBrRqLasyVjG00VC+2/tdrWUaBzRmV94uQBzuU4tT7WQCiJv98+uep6CygFvb3IrJbLK2WMQeAAEsTVvKrJRZrMxYyYGCA4xIGMHStKUkBSfZ6+JUKhUPLnuQRWmLSAxMJKM0gwpjBXe0ucO+nlUZq2pto3OAf6joEIeKDrl8PjBuILe3ub3OY1lfBHkGsXz8cj7c9iGfbP8EEF+FdZnraBrUlFd7vcqjKx9ldcZqXujxAiqVimXpy+yZ5WXHlgEw9+hcXt8kJRQzD86kY2RHiqqKSClMIbMsE4BGAY3sxIKNzLGh5vuvd39NmFcYnlpP+sf1x2g28tL6l5h/dD43tLyBeP94Gvg2IDEwkSNFR7h7yd081PEhBsUPYmXGSmJ8Y0gITMBkNrElZwtJwUl4a73tLQoBPt7+sb0EQ6vW8tGAj9Br9OzK3cUn2z9x6ZBx39L7AOga1ZUT5ScoM5bx/d7v2ZazjV15uwjwCODhjg/z5OonAcd5ZcPS9KUsTV/K7ym/0yasjb0E5LoW1/Fgxwft8xVXFzPo10G0D2/PU12f4uvdX+Op9cRX50tOeQ7P9XiOgsoCDhYcxGgxkhSURIhXCO9teY+vdn8FSM/rffn72JG7gzCvME5UnLC3oXIuEzpX+OaybzBajPjr/fnjij+4Z8k9LE1fygvrXiCzLJPEwETu73C/ff5FaYuoMFZwVZOr7NOifaMBUTiM9x/vsv7VGas5XHSYm1vd7EL6AIR5i6njj/t+ZFLypHO+bwoUKFCgQMGZoLi6mN15u4nzi6s34W0jFGzjYAUKFJw/KITCGcI2GO8dN4ANOVtdPmtv0bNFVY0+eDXmE/0AGOsVz4NXzsBb603vmN6sOLaC5lVVTG4YzdfZPkQEmuBAOiSP4tEVj2K0GJk2eBp+ej9eXP8iO07s4Js937h8z93t7mZow6HE+sfy6oZX2ZO3hxGNRzBj3wyuTr6acmM5QxoO4aomV7Hg6AJmHpxJoEdgvfdRpVJxbYtr7dnt8U3HsyJjBYmBiXy560sAOkV2YlfeLry0XlzT/BqeX/e8ffnk4GQ+GvgRo2eP5oNtHxDuHc6cw3Psreke7PAgxdXF/HzgZxepdXZ5NtN2TuPdLe+SHJyM2WLmUOEhdBqdnWlOKUyxz//R9o8AaB7SnD15ewAI8QxhdNPRxPvHk1KQQq+YXpwoP8GjKx+1LzcofhALUxdyX4f7XILjs8XtbW5nfNJ49Bo903ZMY/Xx1SxMXUheRZ69NaAtWLbBQ+PB6CajWZa+zN51w4bHVj5mfx3jG0NycDKtw1pzpOgIjQMaY7QYSS1O5erkq+3y925R3VhrJblyK3Lt+/3t0G/5bMdnduLFpkABOZ8KqwrJLMvk0x2f4qv35c7FdwJwV9u70Kg1vLvlXUBIg3i/eFqEtkCn1jHv6DxahLTgysQreWH9C9yy8Ba3xybEM4S8yjwA3u//Pp5aTywWCy9veNnuqTAyYSSXJ17OmuNrCPcO54EOD7AhawM3LbjJZV0HCg5woOCA/f3Xu7/mUOEhekT34HjpcYI9gwFpx3jl7CtrbUu3Bt2YlTLLfj7q1Doe7vSwnUwA+PmAKAOSg5P5YdgPvLHpDabvm87IhJFE+Jz7lqo1FUjjksaxNH0pM/bPAGDFsRW0CWtD/7j+LDi6gIeXP4xapaZTZCf7MomBiQCsz1rP+GYOQuH3lN/5YKsojKY0r93a9NoW1/LrgV95ecPLpBSm8HS3p8/5/ilQoECBAgWni8OFhzFbzDzc6eF6L2NTqSoKBQUKzj9UF4OBW8eOHS2bNm36pzfjjFBlqmLekXn0je3Lz/t/5r2t7zFGF05KeQ5bLIGEZ/UhN+4Pvmx6LZ26PQRAekk6C3f/wNj5r+B31TSuPTaH4sp83tyzhmNdb+HOY3/SLrwd3w791v49U9dMZebBmQC0D2/v0rO+ZUhLu0rAhmjfaDJKM1g9cTX+en/KDeXMPzqffrH96qw/Ox1szNrIqoxVXNfiOp5Z8wwTmk2gyljFPUvvAWDpuKX46Hzw0npRVFXE6Nmj7YY67qBVazGajXV+fio80ukRJiRNILMsk7+P/M2k5El213tnlBvK6TK9Cy1DWvLt0G/Jq8yrlak916gyVTFm9hi7IeYvI3/hhvk3uLQzGtV4FC/2fJGc8hzuWXIPA+MHolVpeXPzm4R6hfJ679eJ8Imw1wR+vP1jPtr2Ede3vJ6bW93MimMrGBg/kM92fEaQRxCTkidxw/wb2Jy9+Yy3u+Z5djK0CWvD8z2ep1FAI1KLU/lm9zfMOTSHb4Z+Q+PAxoyZPYbs8mzWTlzLztydnKg4waD4QS7reGfzOxwqOsSrvV6tFVhbLBZ+T/mdVqGtaODbgJGzRhLpE8mngz4lpyKH7TnbeW7tcwC1lD29onsR5RPFtS2uZfXx1S4eFzb0je3L+sz19oHHgtELuHL2lZQZyvjmsm9oFdoKnUZHbkUu0/dO55rm15yT6+hUMJqN/HLgF9qEtaGoqoh7l95ba3C0cMzCWufwlL+noFFr+GLwF8w8OJN9+fvspSTNQ5ozY8QMt9+XUZrBTfNv4ljpMWaOmkkj/0a8uvFVWoa25IrEK87LPipQoECBAgUnw6sbXuX7vd/z26jf7D5gp0JmaSaDZw7m2e7Puqj4FChQcOZQqVSbLRZLx1rTFULh3OHPw3/y2MrHuM4nEc/j2/jY348mx7uSEr2WnzpPpUWyk0S6ogBebQhDXuLh6qO1Wgw+3+N5lwH8zAMzmbp2Ki/0eIHLEy/ncOFh/jz8J0eLj9r9AFSo6B3Tm+XHlgOgV+vZNHnTBauHPlJ0hFG/j6olPQdHABzhHcGIhBFUmarw1fvS0L8hwxoNA0TSplapWXlspYuSoC6oVWrMFjMhniEsG7+s3tuZUZqBn97PLeFwvlBSXcJP+35iQNwAEgITeH7t8/bst06tY/XE1bVM8oqqinh27bOMaTrGxe8CJNv81OqneK33awxtNLTO782vzOfLnV8yPmk8dyy+w6XLx8C4gSxKW8RXQ74itTiVVze+SnJwMn1j+/LW5rcAaBXaigc7Psh1864D5LzsE9OHYb8No2tUV0Y1HkVxdTGjGo+qdZ4ZzAZ7WUtpdSmVpkpCvULP6PjVRIWxAo1K42KiabFYqDZXk1qcSrmhnHlH59mJBGcUVBbQe0ZvAMK9wnm739u0DmvN4cLDfLbzMywWC6/0eoXdebvJLs9mQNyAc7LN5wIHCw7y8faPWZ6+HK1ayxdDvqBlaMta8z247EEWpC6wq6EAQr1C6RfbjwFxA+gR3aPO71hzfA23LnT1r2jg04C5o+fy6oZXaR3WmuEJ7l22FShQoECBgnONG+ffyIasDWyevNnVPPskKKwspNeMXvSN6cv7A94/z1uoQMF/AwqhcAFQbijnt4O/cVnucVZseIdnwkIILwsmxyefOYO/pmFUB8fMFgu8EAFdbuFEz3uZOHs0lJ3gxqYTyPL25/Y2t+OpdRjPmC1mUotTifePR61ybc6RVpzG0vSlXJ18NVq1lkdWPMLcI3NRoWLHtTsu1O4DEjj76nxrBZfpxel8tfsrbmx1o73G+2T4Ye8PBHoE0r1Bd7RqLQWVBfjofDhSdAS9Rk+0bzRBnkHklOdgsViI8o065TovJuw8sZOvd3/NTa1uIsgz6LRVEhaLhayyLCJ9IutNGC1MXcgDyx6wv99w9QYyyzJp5N+o1jpmHZzFusx1PNPtGTw0HrT9ri2A/WFeYaxAr9ajUWtOa7svFixMXUisXyzNgpv905tyRqg2VVNtqq7TbNJWMqRRaTBZTIB4ojj7L5wMm7I2sTZzLZ/t+AwQsvKLIV9ww/wb0Kl1bJmyBZPZxN9H/qZLVBfCvcMprS5lUdoiBscPPi3zWAUKFChQoOBkGPzrYDpEdODlXi/XexmzxUybb9uQFJTEr6N+PY9bp0DBfwcKoXAhsfNX0v+4hWGxjsB55dglBFpNz+x4pzXEdoHRn1O682fUv92C9y0rIKr1WX29wWzg0RWPEukTySOdHjmrdSn498BisXCk+AhbsrcQ6BHIwPiB9V72p30/UWWqOu/dIhScG5jMJnbn7aZZcDOKq4v5ZPsnTGo2iYTAhNNaz67cXcw9Mpdv93zrMj3WL5bOkZ2ZeXAmrUJb8cGAD5j01yQySjN4qutTjGk6phbx+W+C0WykylR1UmPcixUms4mduTtJDknGQ+PxT2+OAgUKFJwU1aZqOn7fkdva3MYdbe849QJOeGPjG/y470c2Tt74r34mKVBwoVAXoaBcXecDvuHEGk08mjAaLSpezy+tTSYA+EVBibj2+1aV4W2xgHfIWX+9Tq3jrb5vKWSCAheoVCoSAhIY03TMaZEJABOaTVDIhEsIGrWG1mGt0Wv0hHqF8mTXJ0+bTABoGdqShzs9TPvw9gAkBMg60kvS7Z4uO3N3Mnb2WDJKMwB4ft3z3LTgJmxktcFsYMeJHRhMBmYdnMWQX4cw59AcjGYjP+z9gb15e/lq11f8dvC3k27LnENzmLpmKu9teY/0kvRTbrvRbKS4uhiQ8qGf9/9MmaGsXvtdZijjj5Q/XDrEgJByC1MXcvXfV9N1elfWZKxhwdEFlFY7upjklOfU6V1isViYdXAWO07swGwx88HWD/huz3cUVxez4OgC9ubtdbuc8/LrMtdRUFlQr/1whxXHVjBl7hQ+2vbRGa9DgQIFCi4Ulh9bjgULMX4xp71slG8U1ebqs7pnKlCg4NRQujycD/iKfH1yQHPG+x1Hl7/W/Xx+EZAtXQkoF+f7c0EoKFCgQMG5xNTuU9lfsJ/B8YMpN5Qz9+hcMkoyGJ80nol/TSSnIodo32g8NB4cLjrMxqyN7MrdRUFVAaszVjN933SX9T2+6nEOFhzkq91fkRiYaO/a0jasrQvxUVhZyIS/JmAwG8gpz7FP35W7i+tbXk+3Bt3s00qrS/HUerLi2Ao+3/G53ah2fJJ0upixfwbPr3uea5tfS9/YvrQJb4NOrcNgNlBaXcre/L08uepJHu/yONN2TmN33m4CPQJ5ptszxPjFUFpdip/ez6Vs6NZFDq+JhIAE7u9wP3cvuRuAl3u9zPyj8+kf25+OER3ZlbcLH50PT6+R7hkjE0Yy5/AcQEpwtlq7BW2ZsgWdWkeZoYw5h+ZQUFlA1wZd+WHvD8T6xTJt5zRCvULpE9OHmQdnkhCQQJuwNjze5XH25e/jSNERujXoxu2Lbmd0k9FMbj6Z46XHeW3ja9zc+mZ7Z5Qvd31Jekk6zUOa4631Zn/Bfp7s8iTlxnLuWHwH5YZybml9C0lBSahVahoGNKx1XlgsFlZmrKRpUNPzbm6rQIGC/x6Kqop4e/PbAHZi+3QQ4S3dmHbn7aZ3TO9zum0KFChwQCl5OB+oLIJX4mDQ85C6GoqPw20ra88391HYNh0eS4d5j8OWb+DxjAu/vQoUKFBwhsgpz2FLzhbahrWltLqU59c9X6s7iFat5crEK0kISMBkMfHGpjfcrmtg3ECe6fYMX+76kqzyLOYemWv/LNInkunDpvP0mqftbU8/GfgJS9OXklqcyrrMdQR7BttVBY0CGpFdll1nD/Lb2tzG5OTJvL35bf449Ad+Oj8KqhxZLJ1ah06tc1neufOJMxFypmgW3IxKY6WLWSpIm9IQrxD7fp4pVKh4t9+7LEpbxOxDs2kc0BhvnTc7c3e6nb+hf8Na22LDza1upmNkR7pFdWP18dV8vuNz9ubvtfupDG00lMsaXUa4dzgR3hG8uuFVRjQeUctQ9kT5Cb7e/TWBHoFc1+I6dBod2WXZhHuHXzADYQUKFFwasBlQP9b5MSYlTzrt5W1m4VcmXslzPZ47D1uoQMF/C4qHwoWExQIvRkGnG+HYJtDq4do5tedb+RYsfhYePw5/PgBpa+A+9wM9BQoUKLgUcLz0OFf/fTWtQ1vTOaozOrWOUY1HuZjMLk5bzPYT2xneaDhPrX6KrLIsmgY1ZX3W+lrruyLxCpKDkxnaaChBnkG8s/kdvtj1hf1zFSosyHOsUUAjzBYznwz8hBi/GIqqihj4y0AqTZWMajyKcUnjmLZjGsuOLXO77UEeQXRr0I224W2Z2GwiZYYy7llyDxuyNrjM1zemL7e2uRUPjQdHi48y88BMnujyBDtzd6JSqThadJRv9nzDLa1v4Zvd31BlquK57s/x4HJH95srEq/g+R7Pszl7M8vTlzMsYRgHCw6yK3cXs1JmUWGsYHD8YAI9ArFgYVijYaQUptAsuBk7c3eyPH05IV4htAptxc8HfuZI0REGxg2kuLqYvfl7XdrS1sTYpmMZ3WQ0E/6aAECXqC5Eekcy98hcqs3VhHuFk1OR43bZUK9Qcity7e/dkRDOxM6dbe+kWXAzUotT0aq1vL/1fXvpyXPdn6O4upg3Nr3BE12eYEKzCWSXZbMucx3DGg1Dp9HVuQ/OMJlNrMpYhcFsOO1yLoDcilw2ZW2iZ3TPOo1OFShQcGFhsVi4b+l9rMhYwcarN6JVn5moeuKfE9GqtXw37LtzvIUKFPz3oBAKFxrvtIbYzpC5A8Kbwbhva8+z7Uf4/Ta4ewvMfUTKHm5ZdsE3VYECBQr+KRjNRoxmI7kVuVwz9xpOVJywKwHu73A/N7S8wWX+0upStuRsYf7R+fx1+C9uaHkDvWN6YzAb6BTZqdb6c8pzOFhwkFZhreytYg8UHGDazmnMPTKXKJ8oZoyYgcFsINQrtJZx15K0Jdy79F77+/91/h9XJ19dr/3SqrVUmaowW8x4ab1YcWwFS9KWsPzYcl7r/Zrb7QVpbZpVlkVCYEK9jBMPFR7iRMUJukZ1BWQgbjAbWJa+DE+tJ15aL1qEtCCvIg8PrQfBnsGoUPHpjk/pFNnJvh1pxWksTF3IxGYTmXNoDnvy97Ard5e9TOKBDg9woOAAR4uOsitvF15aL+aPns/o2aM5UXHCvj3OSo6aCPEM4fU+r3PzgpsxWUxo1VqMZiP+en+6NejGimMrqDBW8OGAD+0S5ayyLF5e/zIBHgH46Hy4oeUNbM3ZSoeIDqhVat7Y9AazD80G4O+r/qaBTwPMmPnz0J90b9CdCJ8IMksz2ZO/h335+/hp3090iOjA1G5TqTJVMfGviZyoOEGIZwiLxy5Go9bYPUBUKhX78/fjp/ejgW8DduftJqs0C2+dN+0j2p/09zFbzOSU55z3cpBKYyX78vfRNrztef0eBQouJJalL+PuJXfTM7onHw/8+IzX8+K6F/lp/0+sn7Re6UCkQMFZQiEULjQ+7w+eAZC1C5oNg5Hv1p7n0FL47gq47m9Y8IT4J0yeecE3VYECBQouBlQaKymsKiTCO4K9+XtpEtjkpFlqk9l0Vq1LUwpSiPOPO2lfc7PFzIz9M2gS2IRIn8gzMga7lGG2mHl94+u0Cm3FsIRh9uk2lYGPzofM0kw2ZW+iUUAjkoKT7N4Uu3J3oVVpuXXhrSQFJ/FSz5cI9Q5Fp9Yx/s/x7Mnbw+gmo1Gr1BRWFbIqYxUVxgpAVA73tr+XbTnbmJUyq87t06q0GC1Gl2ldoroQ5xfHLwd+AaRcJqssq9aykT6R9qA/3DucnPIcJjabyK2tb+X6+dejUWl4uNPD3L34bqrN1dzc6ma+2vWV/fv89H5MajYJL60XgR6BpJWkMabpGGL9YjladJSfD/zMd3u+I94/ng4RHXi2+7Nkl2VjsphYn7mehakLearrU0T6RFJpqmRL9haifKLcGqiaLWaOFh+loX9D1Co15YZyUotT2Zm7k7c3v02poZSPBnxEz+ieSumIgkseuRW59Pu5HwBLxi4hzJ2xeT0x+9Bsnlj1hF0FpUCBgjOHQihcaPwwFkqyIGcvdL8LBk6tPU/OXvioK4z5EhZNhbhucNVnF3pLFShQoECBgvMGo9mIWqV2UX8cLTpKSXUJrcJa2adllWXx5+E/eXeLGwIe2H7Ndj7d8Smfbf8Mo8VIsGcwycHJeGm9uLvd3by1+S02Z2+m1CBdN2J8Y+gR3YMKYwUN/RvSMKAhL6x7ga5RXWkc2JhPtn+CwWxgTNMxXNbwMm5acNMp9yXEM4Snuz1NZlkmr2x4pdbnsX6xjEgYwcfba2dUJyRN4Kf9PxHsGUycXxzbTmxz+x0rx69Er9HjofGwE2a/HviVZ9c+y0s9X2Jk45FMXTPV3mnFS+tlJ2L6xvbl/f7vn3I/FCi4WHGi/ATXz7+e1OJU3un7DgPiB5zV+iwWC12mdyHEM4SZo2YqKgUFCs4CdREKSpeH8wXvEPFPMBvAM9D9PH5WGWRJFpTng3foBds8BQoUKFCg4ELAXe2zu64RkT6R3NTqJtqHt7cTEJllmXy751tGJYxCrVJze5vbuab5NfjofGot/8GADwDYl7+PgsoCukR1qVXCMih+kP31La1vocJYgZfWC4PJQN+YvnZ/jZYhLXmy25M8sfIJ8ivzmTd6HrkVucT4xaBWqbFYLCxNW4oFKS/ZmrOVjhEd2ZS9yS2ZAPDT/p8AyK/MJ78ynzi/OKJ8o1if6eod0mtGL/kf3YuxTceyKG0R1aZqANZnrmdk45Hsydtjn3/6sOm8sP4FNmdvZln6MrLKsuxlFhaLhXJjOXqNnpXHVtIlqovbY6dAwcWAJ1Y9wdK0pZQYSnit92tnTSaAlC3d3uZ23tr8Fk+ufpK3+r51DrZUgQIFzlAUCucL85+AtTK4YeR70OHa2vNYLPBCOHS8EdZ/DP2fgt4PXdjtVKBAgQIFChQAMG3nND7e9jG/Xf4b8f7xmMwmqs3VeGm96lymtLqUVRmr6NagG78e+BU/vR8tQlrw6MpHuafdPXSM7Mj3e77n852f81DHh/jz8J+UG8qZ2n0q7cPbs/r4ahoHNibQI5BbFtzCjtwddX6XWqUmwjuCzLJMAJKCkpgxYgZF1UVsyNzAwyseBrB7ULyw7gVm7J+BXq2n2lzNHW3uYErzKSxOW8zq46sZ1mgYSUFJRPlGAdKmz1vrXavUaF/+PoI8gojwiTjbQ6xAgVvMOzKPh1c8TPvw9tzU6iZ6xfQ6Z+u2WCzcvvh2VmesZvXE1XY/HQUKFJwelJKHCw1bBweAcd9B81Hu53urOYQ0hiMrYMTb0PEG9/MpUKBAgQIFCs47ztabwx0qjZUcLjpMcnDyST0O0ovTmbZrGk0Cm/DqxlcBIQ20ai03t76ZBUcXMP/ofPQaPZ8N+qyWEePm7M3cMP8GzBYzY5uOZd6ReZQYXDt+OJdI2NAooBFHio4AouK4pfUt7M3bS9PgpkT5RDHg5wEYLUae6fYMIG1T24S1wWA2oFVr7b4O72x5hyENhxDpE0m0b7TbfTSZTcw5PIdWoa1oHNj4pMctrTiNv478xciEkf85/xKA/fn7ifaN/td3H8mvzOemBTeRXZbNH1f8QajXuVfsrji2gjsX30kDnwZ8PPBjt14lChQoODkUQuFCY/M3MOceeX3tn9CoDqb10z6QuU1e37IMGrS7EFunQIECBQoUKLhIUVpdyssbXmZs07G1SIOiqiK8tF51monOOjiL59Y+h9FiRKfW8XCnh5m2Y5q9FWiPBj24oeUNHC87zlOrnzrpdjQJasKEpAk8v+75k86XHJxM39i+LuUed7S9g8saXsaStCUsTV9Kj+ge3Nb6Nl7e8DI/7vuReP943uzzJknBSfZl0kvS/9/enUdXWd37H3/vk3OSnIxkOCEhCWEKJiKThlAnKHiZrhNUUay1tquW3+9KqfaW1Wqv14qrtl5Wr1N/t9ba2lZsHYq/elFBuSJqWxFDmBQIY0ZiCEnIRKaTk33/yCFN4BxMhCQMn9daWXnOfvY+zz5Pvmtn5Zv97E2oI5SPPvuI2SNm89CHD7GmcA2hjlCWTl7KMzueIT06nfty7yMtOo2kiKRT9gug1ddKq6+VxrZGUiJT2HN0D5GuSNKj03vU83Z46bAdQXfu6LAdFNQUfO5isWfKtspt3LH2DgyG5+c9f07t4rG1citvHnyTRRctYkzcmFPWzavIY/G6xbTbdhZPWMzSyUv7pU+tvlZ+seUX/GHXH8iOz+al61466ZEoETk1JRQG2u434GX/1mL/92+QPD5wvT8uhH3rOneE+GExaHVmEREROQ0l9SVA5yKRx2dEfHjoQ57Z8QyPXv1o1yMO60vWc++Ge5kzYg6NbY18WP4hU1OmkhqVynul71HdUg1AlCuK3ORc3i19l1GxozhYd7BP/QkLCaPDdpAalUpRfVGf2ka6Irt2FTnRN8d9k9uzbycuPA6Xw8UnVZ/wr+/9K1nxWVw/+nrmjJjDN976BvmH8wO2vSr1KnJTcgG46+272FSxiVBHKKOGjGJs3FiqmquYnTGbBZkL+NHffsSbB98EYFzCOJ6Y8USPLUEPNR7izYNvsq5oHalRqSybsgyP20O4M7zXn7XV18qqvauYmjyVf//7v/Np9ae4HC7So9P5SuZXuHNcgMdne8laS1lDGcOihp3xGTgn+uEHP2RN4Rrg5IVCjzQdob6tntFDRlNSX8LC1xfS1N7EkklLWDh2IQnuhH7t2/KNy1m1dxUPTH2AW7Nu7ddriZxvlFAYaCUfwXNzOo+/txNig0zVe20JbHsBUnPg2+sHrn8iIiJyQWvvaGfz4c1clnTZSf91b2hr4JU9rxAbFsvYuLGkRqWSV5HHrIxZVDZVUlRfxIHaAwyPGU6kK5Jntj/DxxUf47M+ktxJXTMiIl2RPDHjCX6/8/cUVBdwy0W3cHv27ew4soO7198dsF/Z8dnUtdYxNHIoP7v6Z7xV+BYlDSXMHzOfr6/9OkDXIpjHBdoe9OKEi3ssYAkwwTOBhraGrkc8rh11LZsrNnO46XDQ+9T98xw3M30mWQlZvFP8Dk3eJsoaywK2XTh2IXdPupualhp2Vu0k3BnORM9ECmoKiA6NprCuEG+Hl/q2el7b9xrlx8q72n57/LdJjUpl+cblWCzfnfxdvjX+W+QfzsfpcFJYV0htay3hIeFkxmUyKWkSLkfnz7G9o51f7/g1yZHJTPRM5MPyD1mRt4Lbs2/nlrG3MCJ2xBf6D/2emj3sr92PxXLFsCuID48/qc4da+7gSPMREsIT2FG1gwcvf5CFYxcCcOfaO9lSuYVpadP4oOwDAJ6a8RQzhs/oc1++iFZfKzNfmUl9Wz0/n/5z5oyYMyDXFTkfKKEw0Kr2wf/z3+8flUNokFWV33kI/vY4jJ0HX31pwLonIiIicia1tLeQV5HH1JSpOB1OShtKSXQnBt1ZYmf1TsJDwtlXu4+ffPQTkiOS+fn0n5MWnRZwdxDoXCDSZ31kx2eTfzifxzY/hifCQ0FNAY3eRh6Y+gBZCVnc+NqNAExNmUpMaAzzRs4jyhVFztAcXCEu6lrrmLVqVtd6EtPSpvHjy3/MvqP7WH1gddd/2KckT8Fay41jbiQ+PJ4dR3ZQXF/MW0VvAZ3JhqGRQ/m06lOWTl7K9aOvZ/uR7Tye/ziHGg/1+R7OHTGXlMgUkiKSuC3rNkIcITR5m/jGW99gd83uU7aNCY1hfOJ4wkLCsFg2lG44Zf0xQ8ZwddrVVDZVUt5Yzteyv8bsEbP5+LOP2VG1g2PeYyRHJBMTFkNNSw2XJF7CPe/e0zVzxeP2YDCkx6Rzf+79pEalEumKZPLKycwfM59lOcu4afVNlB8r58rUK5meNp2fbvopAKlRqfisj7sn3s2CzAV9vk+no6S+hNvevI36tnryv5Yf9PEhEelJCYWB1lQDK0Z2Hv+4NvijDBt/CW/fD9k3wK0rB6x7IiIiImcLr8+LMSZoIqE37X3WR7gzHGstT219ivGJ45k5fGbQNruqd3HrG7cyJXkKz815rse5mpYaQh2hARdE3FOzh7vfuZsGbwMr563koviLurYg7e5oy1FW5K3gjYNv4Ha6eeGfX6CyqZL9R/czasgoNpZvpNHbyJWpVxIbGovDOJiaMjVgXw/UHuCudXdR1VzFzPSZDIsahifCQ3RoNB63h0ONh1hbuJbtR7Z3tRkzZAwPX/Ew75W9h6/Dx6yMWSzfuLwrMZHoTqSquarX9/i4q1KvYqJnIv+17b96lDsdTlIiUyhtKOXhKx5mQeYCfrrpp7xY8OI/6hgnv5r1q6Cfc6C8uvdVHtr4EOMTx/PkjCfxRHgGtT8i5wIlFAaatbB8SOfxQ3XB6215HlYvhUtuhpt/OyBdExEREZHOtQ/iwuKIcEX0ua219pS7dkDnYo67a3bjDnGf9s4Cda117KzeyeUplwe8rq/DxxsH3yArPovYsFgSwhNOepSlpqWG6/5yHSNjR/L83Oepba1l+5HtjBkyhhV5K3i/7H0Mhu/nfJ91RevYUbWDOSPmMG/kPL634XvMHTmXB7/0IFGhUVQcq6CwrpCjLUe576/3keBOYEjYEHKG5vCDKT/AFeKiydtESUMJo4eMZnPFZjJiMhgWNey07sOZ0GE7eP3A6zyy6RGiQ6O5KfMmvpL5lR7rYpxJLxa8SJuv7bTWwRAZbEooDIb970BIKIycFrzOjlfg/38bvvwj+PIPB65vIiIiInLBqWmpIcIZcdKCkS3tLTy55UkmeiYyd+RcAA7WHSQ1KpWwkDAa2xqDbmHZ5ms7Jx8d2FOzh2XvL6Oovoi4sDjuvexeGtoayEnOYVzCuDNyDW+Hl0tXXgp0rovx3Uu/y7qidQyPGU5WfNYZuYbIQFBC4WzV4YP838PkO8B57g3EIiIiIiLnsmd3PMtTW5/qUTY9bTrGGK4ddS1zR8z9wu/9x91/5NGPHwUg2hXNoqxFPPvJswC8dO1LjEs8M4kLkf6mhIKIiIiIiEgAXp+XtUVrafI2sbF8I++Wvtt17qbMm8iIySA3JZehEUPZWbWTSFckE5Mmdu2sEczxnS0eueoR/u1v/9bj3GVDL+PZWc+e9GiKyNkoWELhi618IyIiIiIicp5whbi4YfQNANx60a088PcHKGsoo922s6F0AzUtNSe1cTqcJIQncOe4O5k/Zj7RodE9zu+q3sWWyi3cMvYWbhh9A6NiR7Hv6D7mjZzH4/mP86eCP7G2aG3XdUXORZqhICIiIiIicgol9SXsr93P1sqtGAzjPeN5r/Q9Vh9YDcDI2JFMSJxAo7eRkbEj8bg9/OzjnwHw6g2vMjZubI/383X4mLRyEh63h2U5yxjvGU96dDrQuQDnirwVNHmbWDJpCUPCh5DoThzQzytyIj3yICIiIiIicgbtqdnDmsI1PPfpcwHPPznjyaDbly7fuJxVe1cBEOoI5el/epr8ynx+9+nvaG5v7qrnMA4WT1jM2LixuJ1uXt7zMmEhYdwz+R7SY9I55j1GhDMCY0zXziXtth2Xw4Xb6aautY6jLUfJiMn43J1JRIJRQkFERERERKQflNaXUtpQyv7a/eSm5LL36F7cTjezMmYFbWOt5Rdbf8GR5iO8tv+1HueW5Sxj9JDRNLY18ttPf0tBTUHA97hm+DV8UPYB6dHpXDHsCl7Y/UKP89Gh0TR5m/BZH2lRaUxPn05GTAbjEsZR3lhORkwGY+LGsLNqJ6lRqXgiPKd9L+T8pISCiIiIiIjIWWjOqjmUHyvnvtz7mJUxC4/b0zWboLm9mcc2P0aiO5FJSZMYFjWMoy1HeSz/MQ7UHiDKFUWDt4G61rqu95uaPJV4dzxrC9eSHZ/N9aOvZ0PpBvIq8k66tsvhwtvhxeVw8f2c7+N2utn02Sa8HV5uHH0jze3NZCdk43F7eLHgRWpaapicNJkpyVMwxvDY5scYGjmUr2Z9ldiw2ICfr+JYBU6Hk0R3InkVecSHxxMXHkd8eHz/3FA545RQEBEREREROQtVHKtgW+U25oyY84UeS2jztfHZsc/wuD3kVeQxJXkK4c5wtlVuY1ziOMJCwoDO9RmWvruUVl8rD17+IC8XvMzhpsNMSZ7Cq3tfpayxLOg1ktxJVDZXBj3vMA7SotJwGAexYbFYa5ngmUBGTAaPbHoEp3GyeMJifrn9l11tcpNzSY5Mpqq5iutGXcf1o68HOmdvHL8PHbaDmpYaIl2RuJ3uPt8bOTOUUBAREREREZGAWtpbqGquIsSEEO4MJ8QRwvri9aRFp/H6gdcpri9m/pj5FNYXsr1yO4caDzEqdhSZcZl8Of3LvLb/Ndo72vFZH28Xvd2ra8aExuB2uqluqaa9ox2AuLA4vB1ecpJzcDvd7KreRXF9MQCXJFzC0dajDIsaxn9c/R9YLHHhcZ+7faecPiUUREREREREpN+tL1nPX8v+SnVzNUMjh7Jk0hJ21+zGYRyEh4STFZ9FWEhY1yyEhrYGrvvLddS21nLN8Gs41HiIkvoSEtwJxIXFkRKVwtrCtSRFJDE8ejibD//jb8e4sDhuy76NYZHDmD1itmYx9JMBTygYY+YCTwIhwG+stY8Gq6uEgoiIiIiIyIXL6/PS6mslKjQq4PmalhqiQ6NxOVxsrdzKhtINxIXF8ee9f6a0oRSA7PhsMmIyOFB3AJfDhdPhpLq5mgmeCRTVFdHmayMmLIb06HS2H9lOhDOC+WPmM3vEbH61/VccqD3AqNhRTEqaxJCwIfy9/O9sq9xGSUMJMaExDI0YSvmxcnwdPqalTSM9Oh2Xw0V1SzUVxyqY4JlAk7eJRm8jM9JnEB0aTcWxCsqPlXN5yuXsqdnDl4Z9iUhX5EDe2jNiQBMKxpgQYC8wCygD8oDbrLW7AtVXQkFERERERET6qqW9hbWFa1m5eyWFtYXEhHU+RnGo8VBXHYMhNSqV7IRsCmoKuhIQ4xLGsbN6Z9D3DnWEMsEzgdFDRlPWUEarrxW3001zezP5h/Ox9P1v6atSr+Lpf3q67x90kAVLKDj76Xq5wH5r7UH/xV8CbgQCJhRERERERERE+ircGc6CzAUsyFyAt8OLAwchjhBqW2p5+KOHuTnzZqakTOlaZ8FaS2F9IQnhCcSExrDtyDa2HN7CiJgRXJ12NT7r453idzjSfIRFFy0iwhUR8LrN7c2U1JdQXF/MNcOvoayxjN01u5meNp0DtQf4pOoTIl2RRLuiiQqN4v3S99lds5uLEy7G1+EjxBEykLep3/TXDIWbgbnW2rv8r+8Aplprv9OtzmJgMcDw4cMvKy4uPuP9EBEREREREZHTE2yGgqO/rhegrEfmwlr7a2ttjrU2x+Px9FM3RERERERERKQ/9FdCoQxI7/Y6DSjvp2uJiIiIiIiIyADrr4RCHpBpjBlpjAkFFgGr++laIiIiIiIiIjLA+mVRRmttuzHmO8DbdG4b+Zy1NvjymSIiIiIiIiJyTumvXR6w1q4B1vTX+4uIiIiIiIjI4OmvRx5ERERERERE5DymhIKIiIiIiIiI9JkSCiIiIiIiIiLSZ0ooiIiIiIiIiEifKaEgIiIiIiIiIn2mhIKIiIiIiIiI9JkSCiIiIiIiIiLSZ0ooiIiIiIiIiEifGWvtYPcBY8wRoHiw+3GWSwSqBrsTck5QrEhvKVaktxQr0luKFektxYr0lmLl7JBhrfWcWHhWJBTk8xljNltrcwa7H3L2U6xIbylWpLcUK9JbihXpLcWK9JZi5eymRx5EREREREREpM+UUBARERERERGRPlNC4dzx68HugJwzFCvSW4oV6S3FivSWYkV6S7EivaVYOYtpDQURERERERER6TPNUBARERERERGRPlNCYZAZY0KMMVuNMW/4X8cbY/7HGLPP/z2uW937jTH7jTF7jDFzupVfZoz5xH/uKWOMGYzPIv0rQKw8ZIw5ZIzZ5v/65251FSsXKGNMkf9nvM0Ys9lfpnFFThIkVjSuyEmMMUOMMauMMQXGmN3GmMs1rkggQWJF44r0YIy5qFs8bDPG1Btj7tW4cm5SQmHw3QPs7vb6PmC9tTYTWO9/jTHmYmARMA6YC/zSGBPib/M0sBjI9H/NHZiuywA7MVYAHrfWTvJ/rQHFigAwwx8Tx7dY0rgiwZwYK6BxRU72JPCWtTYLmEjn7yKNKxJIoFgBjSvSjbV2z/F4AC4DmoC/oHHlnKSEwiAyxqQB1wK/6VZ8I/AH//EfgPndyl+y1rZaawuB/UCuMSYFiLHWbrSdC2I8362NnCeCxEowihU5kcYVOV2KlQuUMSYGmAb8FsBa22atrUXjipzgFLESjGJFAK4BDlhri9G4ck5SQmFwPQH8AOjoVjbUWvsZgP97kr88FSjtVq/MX5bqPz6xXM4vT3ByrAB8xxizwxjzXLdpYYqVC5sF1hlj8o0xi/1lGlckkECxAhpXpKdRwBHgd6bzsbvfGGMi0bgiJwsWK6BxRYJbBLzoP9a4cg5SQmGQGGOuAyqttfm9bRKgzJ6iXM4Tp4iVp4HRwCTgM+A/jzcJ8DaKlQvHldbaS4F5wBJjzLRT1FWsXNgCxYrGFTmRE7gUeNpaOxk4hn8achCKlQtXsFjRuCIBGWNCgRuAP39e1QBlipWzhBIKg+dK4AZjTBHwEjDTGPMCcNg/fQf/90p//TIgvVv7NKDcX54WoFzOHwFjxVp72Frrs9Z2AM8Cuf76ipULmLW23P+9ks7nEXPRuCIBBIoVjSsSQBlQZq3d5H+9is4/GjWuyIkCxorGFTmFecAWa+1h/2uNK+cgJRQGibX2fmttmrV2BJ1Tfd611n4NWA3c6a92J/Df/uPVwCJjTJgxZiSdi4587J8O1GCM+ZJ/VdOvd2sj54FgsXJ8wPVbAHzqP1asXKCMMZHGmOjjx8BsOuNC44r0ECxWNK7Iiay1FUCpMeYif9E1wC40rsgJgsWKxhU5hdv4x+MOoHHlnOQc7A7ISR4FXjHGfAsoARYCWGt3GmNeofOXeDuwxFrr87f5F+D3gBtY6/+S898KY8wkOqd2FQH/BxQrF7ihwF/8OyY5gT9Za98yxuShcUV6ChYrKzWuSABLgT/6pycfBL5J5z+lNK7IiQLFylMaV+RExpgIYBb+ePDT30HnINO5IKaIiIiIiIiISO/pkQcRERERERER6TMlFERERERERESkz5RQEBEREREREZE+U0JBRERERERERPpMCQURERERERER6TMlFERERERERESkz5RQEBEREREREZE+U0JBRERERERERPrsfwFTyz4KK8CW4wAAAABJRU5ErkJggg==\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Let us try another example spectrum, e.g. G09_Y1_GS1_080.fit. now from the GAMMA database, which is \n",
"# a low-luminosity host-dominated AGN at z=0.05488.\n",
"\n",
"# TIP: The spectrum is very noisy in the blue part, therefore we crop the spectrum to 3900-8000A wavelength range,\n",
"# to avoid the noise, which is impossible to reproduce with the PCA, but leaving the strong stellar absorption \n",
"# features below 4000 A, i.e., Ca II resonance lines H(3968) and K(3933).\n",
"\n",
"g=read_gama_fits('G09_Y1_GS1_080.fit')\n",
"g.DeRedden()\n",
"g.CorRed()\n",
"g.crop(3900,8000)\n",
"g.fit_host_sdss()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "f7fcf22d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Let us save the above host, and try fitting with the masked emission lines.\n",
"g.host_no_mask=g.host\n",
"g.restore()\n",
"g.fit_host_sdss(mask_host=True, custom=False)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "7eb9d3cb",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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s+vTpg7fffhvjxo2Dj48PDh48yLfnatq0KXJycvD555+jR48eePvttxEcHIxDhw7B0dHR4v6MGjUK58+fR+PGjflZ+QYMGID58+ejY8eOuHHjBmrUqIGLFy/iypUrmDBhguQlfLlcjvHjx+PYsWMWs9RlYdWqVVCr1WYD8vr16+Oll17C8uXLzQ6C7NSpE/bt24fXXnsNPXv2xMKFC/HJJ5+YdGEIDw/HRx99hKlTp2L48OHIz8/H7t27Ua9ePX6d3r174+jRo8jJycHrr7+OyMhIfPLJJ3j27Jkoy//2229j/fr1iIuLw6hRozBkyBBs2LCB718sk8nw119/IS0tDREREWjdujW2b99e5Ovxyy+/YPDgwZgxYwa/j/Pnzy/ycRWNKc0IVVtp1aoVe+7cuYreDUKIBafPnMKZc2fQplUbtG1j2rKHEEJI2QsKCkKHDh343sSk+BiGOc+yrGmPQFDGmBBSTBV/Kk0IIYSUDQqMCSHWoQk+CCGEVHI0+I4QYhUKiwkhpOIVd1Y5UjxWZYwZholhGOYqwzCXGIY5p1/myTDMfoZh7ur/ryJY/3OGYe4xDHObYZhI81smhPxncBnj52BcAiGEEFIWilNK0YVl2WaCYuXPABxkWbYugIP622AYpiGAEQAaAegJYAHDMNKdsAkh/zkUFhNCCKmsSlNjPAAAN+/iMgADBcvXsCxbwLLsQwD3ALQpxfMQQp4DVEpBCCGksrM2MGYB7GMY5jzDMG/ql/mxLBsPAPr/uXkcqwOIFTw2Tr9MhGGYNxmGOccwzLmkpKSS7T0hhBBCCCE2Yu3gu/Ysyz5lGMYXwH6GYW5ZWFcqsWRy9ZVl2cUAFgO6PsZW7gchpKJRjTEhhJBKyqqMMcuyT/X/JwLYDF1pRALDMP4AoP8/Ub96HIAagocHAHhqqx0mhFQU3TkvhcWEEEIqqyIDY4ZhnBmGceV+BtADwDUA2wCM0682DsBW/c/bAIxgGMaeYZhgAHUBnLH1jhNCKgbVGhNCCKmsrMkY+wE4zjDMZegC3J0sy+4B8B2A7gzD3AXQXX8bLMteB7AOwA0AewBMYVlWUxY7TwgpT5QrJqQyWLp0KRiGwb1790zuU6vVYBgGM2bMsPnzRkVFYcaMGdBqtTbf9n9ZTEwMGIbBX3/9VdG7QmBFjTHLsg8ANJVYngKgm5nHfAPgm1LvHSHk+UMz4BFCSiAqKgozZ87El19+CZmMJt4lzyd6ZxJCCCGEEAIKjAkhVqJCCkJeXGfOnEFERARcXFzg7OyMbt264cwZ8fChs2fPonv37vDy8oKTkxNq1aqFyZMnAwBmzJiBmTNnAgCUSiUYhgFTxNUnhmHw5Zdf4tdff0VwcDBcXV0RHh6O69evi9ZjWRY//fQTQkJCYGdnB39/f7z99tvIzMws8vcKCgrC6NGjsWLFCoSEhMDR0REdO3bE3bt3kZOTg4kTJ8LLywt+fn746KOPoFar+cfm5+fjgw8+QGhoKFxcXFC1alX069cPt26JG3c9e/YM48aNQ7Vq1WBvbw9/f3/07dsXiYmJxrvDS05ORtu2bdGgQQM8fvy4yN+D2I617doIIQQADb4jBAAyXXtU9C4AANyy9pX4sRqNRhToccuMXblyBeHh4WjYsCFfn/zdd98hPDwcp06dQtOmTZGdnY3IyEi0adMGS5cuhaurK2JiYnDy5EkAwOuvv464uDgsWbIEx48fh1xu3YS4K1euREhICH755RcUFhbi448/xoABA3Dr1i0oFLoQ5osvvsCcOXMwZcoU9OvXDzdu3MC0adNw+fJlHDlypMiyjaNHj+L+/fuYO3cuCgsL8f7772PIkCGoVasW6tSpgzVr1uDo0aP4+uuvUbt2bT7YLygoQFZWFr788kv4+/sjNTUVCxYsQFhYGG7duoWqVasCAMaMGYNHjx7hf//7H2rUqIGEhAQcPHgQubm5kvsTExODyMhIVKlSBcePH4eXl5dVrxWxDQqMCSHWof7FhFQq9evXt2q9WbNmwd7eHgcPHoSHhwcAoHv37ggKCsLMmTOxadMm3Lp1C2lpafj+++/RpEkT/rHjx48HAAQEBCAgIAAA0LZtWz6oLYpSqcSOHTugVCr5ZS+//DLOnDmDl156Campqfjxxx8xbtw4/PbbbwCAyMhI+Pj4YMyYMdixYwf69+9v8Tmys7OxZ88euLu7A9BleN977z20adMGP/zwA//77ty5E+vXr+cDY3d3d9GAOY1Gg8jISPj5+WH16tX44IMPAADR0dH49ttvMWrUKNHvIOXy5cvo1asXmjVrhg0bNsDJycmq14nYDgXGhJDiocF3hJQqU/u82Lx5Mx+scjQaDcLCwkTLjh49ir59+/JBMQC4ubmhf//+2L59OwCgbt268PDwwMSJEzFlyhSEh4ejRo0aKK3u3buLguLGjRsDAB4/foyXXnoJp06dQkFBAUaPHi163IgRIzBhwgQcOXKkyMC4Xbt2fFAMGE4YIiMjRevVr1/fpHxk3bp1mDdvHm7fvo2MjAx++e3bt/mfW7dujf/9739gWRZdu3ZFaGioZBnJ0aNH8X//93/o378//v77b6tPHohtUY0xIcQqlC8mpHIJDQ1Fq1atRP9atmxpsl5qair8/f1NlletWhVpaWkAdNnTw4cPo1q1apg8eTICAwMRGhqKjRs3lmofPT09Rbft7e0B6Op7uX0DYLJ/CoUCXl5e/P2WVKlSRXTbzs7O7HLueQFg+/btGD58OBo0aIB///0Xp0+fxtmzZ+Hj4yNab+3atejfvz+fTa9evTpmzZpl0rZu165dyM7OxsSJEykorkAUGBNCCCHELE9PTzx79sxk+bNnz0SBa7NmzbBx40akpqYiOjoatWvXxrBhw3Dt2rUy3TduX4TUajVSUlLKtD53zZo1qFOnDpYuXYrevXujTZs2aNq0qUkw7uvri99//x1PnjzBrVu3MH78eHz11Vf4448/ROvNnj0b/fr1Q69evXDixIky229iGQXGhBBCCDErPDwcO3fuRFZWFr8sKysL27dvR3h4uMn6CoUCYWFhmD17NrRaLW7evAnAkO3Ny8uz2b6FhYXB3t4ea9asES1fu3Yt1Gq15P7ZSm5urklmd8WKFZIDGDkhISH49ttvUaVKFZMTBqVSiXXr1qFHjx7o2bMnjh07Vib7TSyjXD0hhBBCzJo2bRp27NiBbt264dNPPwXDMJg7dy5yc3Mxffp0AMCOHTuwePFiDBw4EMHBwcjJycGvv/4KV1dXtGvXDgDQsGFDAMC8efPQq1cvyOVytGrVqlT75unpiQ8//BBz5syBs7MzevfujZs3b+LLL79Ehw4d0KdPn9L98hb07NkTW7ZswQcffIC+ffvi/Pnz+PXXX0W12BkZGYiIiMCoUaNQv359KJVKbN26FWlpaejRw7SziVKpxJo1azBq1Cj06tULO3fuLNPgnpiiwJgQYh3qSkHIC6lJkyaIiorCF198gXHjxoFlWYSFheHIkSNo2lQ3MW7dunXh6OiI2bNnIz4+Hq6urmjdujX279/PD/Dr27cvJk+ejAULFmDWrFlgWRasDb5XvvnmG/j4+GDRokVYsGABvLy8MHbsWMyZM6dMZ9h74403EBsbi7///ht//PEHWrduje3bt2PQoEH8Og4ODmjRogX+/PNPPHr0CDKZDCEhIVi1ahUGDBgguV2FQoF///0XY8aMQe/evbFjxw506dKlzH4PIsbY4k1ZWq1atWLPnTtX0btBCLHg1JlTOHvuDNq0aoO2bcKKfgAhhBDyHGIY5jzLspKXK6jGmBBCCCGEEFBgTAghhBBCCAAKjAkhhBBCCAFAgTEhpJgqflQCIYQQUjYoMCaEWOV5GKhLCCGElCUKjAkh1uECYwqQCSGEVFIUGBNCrMJljCksJoQQUllRYEwIsQoXEFNJBSGEkMqKAmNCiHWolIIQQkglR4ExIcQqVEpBCCGksqPAmBBiFQqICakcli5dCoZhcO/ePZP71Go1GIbBjBkzbP68UVFRmDFjBrRarc23XVaioqLAMAwOHDhQZs8RFBSE8ePHl9n2S2v8+PEICgrib8fExIBhGCxdurTC9qksUWBMCLEOlVIQQkohKioKM2fO/E8FxsSUv78/oqOj0adPn4relTKhqOgdIIT8N7BG/xNCCHnx2NvbIywsrKJ3o8xQxpgQYhW+xpgyxoS8cM6cOYOIiAi4uLjA2dkZ3bp1w5kzZ0TrnD17Ft27d4eXlxecnJxQq1YtTJ48GQAwY8YMzJw5EwCgVCrBMAwYhrH4nAzD4Msvv8S8efNQs2ZNODs7o0+fPkhMTERiYiKGDRsGd3d31KhRA3PnzhU9NikpCRMnTkS9evXg5OSEGjVqYOTIkXjy5IlovTt37mDQoEHw9fWFg4MDAgMD8fLLL0OtVpvdrwcPHqBu3bpo37490tLSAACXL19G//79UaVKFTg6OqJ9+/Y4duyYyWN/+eUXBAUFwcHBAa1atZJcx5zk5GS89dZbqF69Ouzt7VG/fn0sXrxYtA5XJnPy5EkMGzYMrq6u8PPzw5w5cwAAe/bsQfPmzeHs7IzWrVvj/PnzVj8/R6qUYvz48QgICMDFixfRsWNHODk5oW7duli0aJHJ4x8+fIhRo0bBx8cH9vb2aNasGTZv3lzs/SgrlDEmhFiJcsaEcJiZloO68sJ+VfLPo0ajMQkANRqNyXpXrlxBeHg4GjZsyAde3333HcLDw3Hq1Ck0bdoU2dnZiIyMRJs2bbB06VK4uroiJiYGJ0+eBAC8/vrriIuLw5IlS3D8+HHI5XKr9nHFihUIDQ3FggULkJCQgPfffx9jx45FVlYWevXqhTfffBPr16/HZ599hsaNG6N3794AgNTUVDg4OGDOnDnw8fHB06dPMW/ePLRv3x63bt2Cg4MDAKBv377w8PDAwoUL4e3tjSdPnmDXrl1myz0uXryIXr16oU2bNli7di0cHR1x4cIFdOzYEc2bN8eff/4JJycnLFq0CBERETh58iRatmwJAFiyZAnef/99jB8/HsOHD8e9e/fwyiuvICsrq8jXITMzE+3bt0deXh5mzJiB4OBg7N27F2+99RYKCgrwzjvviNYfN24cxo4dy78+U6dORXp6Onbt2oUvvvgCLi4u+OSTTzBw4EDcv38fdnZ2Vv09itrHkSNH4v3338f06dPxzz//4K233kJISAi6dOkCAIiNjUXbtm3h6+uLn376CT4+Pli7di2GDBmCLVu2oH///qXej9KiwJgQYhU+U0xxMSGVQv369a1ab9asWbC3t8fBgwfh4eEBAOjevTuCgoIwc+ZMbNq0Cbdu3UJaWhq+//57NGnShH8sN6gsICAAAQEBAIC2bdtCobAu/LC3t8fWrVv59a9du4affvoJs2fPxpdffgkA6Ny5MzZv3oz169fzgXFISAh++eUXfjsajQbt27dHYGAgdu/ejUGDBiE5ORl3797F1q1bRQHZyJEjJffl4MGDGDRoEF5++WUsXryYD+4//vhjBAYG4tChQ3yAGRkZidDQUMyePRtbtmyBVqvFjBkzEBkZiX/++Yffpo+PD0aMGFHk6/DLL7/g0aNHuHr1KurWrQsAiIiIQHp6OmbOnIm33npL9JqOGTMG06ZNE70+P/74I+7cuYPg4GAAgFarxYABAxAdHY3w8PAi96EoWVlZWLBgAR8Ed+rUCfv27cPq1av5ZTNmzADLsjhy5Ai8vLz41yo2NhbTp0+nwJgQ8t9BcTEhBqXJ1D4vNm/ezAerHI1GY1I/evToUT6zynFzc0P//v2xfft2AEDdunXh4eGBiRMnYsqUKQgPD0eNGjVKvY/du3cXBXxcMB8ZGckvUygUqFOnDmJjY0WPXbhwIRYtWoT79+8jJyeHX3779m0AgJeXF2rVqoXPPvsMCQkJ6Ny5Mx90Glu/fj2WLl2KDz/8kC9LAIC8vDwcOXIEU6dOhUwmE2XgIyIisGrVKgBAXFwc4uLi+HISzpAhQ6w6SdizZw/atm2L4OBg0XNERkbir7/+wo0bN0QnJL169TJ5fTIyMvigGDC8lsavW0k5OTnxATCgO6mpW7cuHj9+LPo9evfuDXd3d5Pf4+OPP0ZmZibc3Nxssj8lRTXGhBDrUFcKQiqV0NBQtGrVSvSPu+wvlJqaCn9/f5PlVatW5Wts3d3dcfjwYVSrVg2TJ09GYGAgQkNDsXHjxlLtY5UqVUS3uYys1PL8/Hz+9vz58zF58mRERERg06ZNOHPmDE6dOgUA/HoMw2D//v1o1aoVPv/8c9SrVw+1atXCwoULTfZj48aNcHR0xIQJE0TLU1NTodFoMHv2bCiVStG/3377DWlpadBqtYiPjwcA+Pn5iR6vUCj4zKkliYmJOHr0qMlzvPzyywCAlJSUIl83c6+l8HUrDePtA7rgWLj9xMRELF++3OT3+PjjjyV/j4pAGWNCiFVY0AQfhLyIPD098ezZM5Plz549g6enJ3+7WbNm2LhxI9RqNc6dO4c5c+Zg2LBhuHz5MkJDQ8tzl7FmzRp069YN8+bN45c9fPjQZL1atWph+fLlYFkWly9fxm+//YbJkycjKChIlHVdvHgxfvjhB3Tu3BmHDh3is60eHh6QyWSYMmUKxo4dK7kvMpmMP7FISEgQ3adWq60KBr28vODr6ysqDxEKCQkpchvPAy8vL3Ts2BGffvqp5P3VqlUr5z0yRYExIcQqhoQxhcaEvEjCw8Oxc+dOZGVlwdXVFYCunnT79u3o3LmzyfoKhQJhYWGYPXs2tm3bhps3byI0NBT29vYAdOUH3HbKSm5urskleWFtrzGGYdCsWTP8+OOPWLJkCa5duyYKjN3c3LB371706tULXbp0waFDh9CgQQM4OzujY8eOuHz5Mlq0aAGZTPpCfEBAAGrUqIF169bh1Vdf5ZdzJxJF6dmzJ+bPn4/AwED4+voWuf7zqmfPnoiOjkajRo3g6OhY0bsjiQJjQoh1WOpKQciLaNq0adixYwe6deuGTz/9FAzDYO7cucjNzcX06dMBADt27MDixYsxcOBABAcHIycnB7/++itcXV3Rrl07AEDDhg0BAPPmzUOvXr0gl8vRqlWrMtnnnj17Yu7cufj222/Rpk0bHDp0CBs2bBCtc+XKFbz33nsYPnw46tSpA41Gg6VLl0KhUKBr164m23R1dcWePXvQp08fdOnSBQcPHkSjRo3w448/olOnToiMjMRrr70Gf39/JCcn48KFC9BoNPjuu+8gk8nw1Vdf4fXXX8eECRMwYsQI3Lt3D3PmzLGqpvaDDz7A2rVr0bFjR3zwwQcICQlBTk4Obt26hWPHjmHr1q02ed1mzZqFWbNm4f79+6hZs6ZNtmm8/TZt2qBTp054++23ERQUhLS0NFy7dg0PHjzA33//bfPnLC4KjAkhVmFNfiCEvAiaNGmCqKgofPHFFxg3bhxYlkVYWBiOHDmCpk2bAtANvnN0dMTs2bMRHx8PV1dXtG7dGvv37+cH+PXt2xeTJ0/GggULMGvWLLAsW2ZXoKZPn4709HT89NNPyM/PR3h4OPbu3YtatWrx61StWhWBgYH48ccfERcXBwcHBzRu3Bg7duyQrLUGABcXF+zatQv9+vVD165dcfDgQbRo0QJnz57FzJkz8e677yIjIwM+Pj5o0aIFJk2axD/2tddeQ3Z2Nn788UesXr0aoaGhWLNmDUaPHl3k7+Pu7o6TJ09i1qxZmDt3Lp48eQIPDw+EhIRgyJAhpX/B9LRaLTQaTZn9XQIDA3Hu3DnMmDEDU6dORVJSEry8vBAaGopx48aVyXMWF/M8XBZt1aoVe+7cuYreDUKIBfsP7set2zcR2qgxuoR3KfoBhBBCyHOIYZjzLMtKXq6grhSEEKuw1JWCEEJIJUeBMSHEStSVghBCSOVGgTEhxCrUlYIQQkhlR4ExIcRK1JWCEEJI5UaBMSHEKizNCU0IIaSSo8CYEGIViosJIYRUdhQYE0KsRKUUhBBCKjcKjAkhVuFKKWjwHSGEkMqKAmNCiFWojTEhhJDKjgJjQohVWCqlIIQQUslRYEwIsQ6NviOEEFLJUWBMCLEKX2NcwftBCCGElBUKjAkhxUShMSGEkMqJAmNCiFWoKwUhhJDKjgJjQohV+KF3FBcTQgippKwOjBmGkTMMc5FhmB36254Mw+xnGOau/v8qgnU/ZxjmHsMwtxmGiSyLHSeElDOWulIQQgip3IqTMX4PwE3B7c8AHGRZti6Ag/rbYBimIYARABoB6AlgAcMwctvsLiGkolAJBSGEkMrOqsCYYZgAAH0A/CVYPADAMv3PywAMFCxfw7JsAcuyDwHcA9DGJntLCKkwhlIKCpAJIYRUTtZmjH8G8AkArWCZH8uy8QCg/99Xv7w6gFjBenH6ZSIMw7zJMMw5hmHOJSUlFXe/CSHljQJiQgghlVyRgTHDMH0BJLIse97KbTISy0yOqCzLLmZZthXLsq18fHys3DQhpKJQVwpCCCGVncKKddoD6M8wTG8ADgDcGIZZCSCBYRh/lmXjGYbxB5CoXz8OQA3B4wMAPLXlThNCyh83JTSFxYQQQiqrIjPGLMt+zrJsAMuyQdANqjvEsuxoANsAjNOvNg7AVv3P2wCMYBjGnmGYYAB1AZyx+Z4TQsoX9WsjhBBSyVmTMTbnOwDrGIZ5DcBjAC8DAMuy1xmGWQfgBgA1gCksy2pKvaeEkApFJRSEEEIqu2IFxizLRgGI0v+cAqCbmfW+AfBNKfeNEPIcogCZEEJIZUUz3xFCrEIBMSGEkMqOAmNCiFWoKwUhhJDKjgJjQohVaEJoQgghlR0FxoQQ63CZYsoYE0IIqaQoMCaEWIWlXDEhhJBKjgJjQohVqMaYEEJIZUeBMSHEOhQPE0IIqeQoMCaEWIUyxoQQQio7CowJIYQQQggBBcaEECtRxpgQQkhlR4ExIcQq1JWCEEJIZUeBMSHEKnwbYwqQCSGEVFIUGBNCrMSK/iOEEEIqGwqMCSFWoRpjQgghlR0FxoQQ61A8TAghpJKjwJgQYhWutpgyxoQQQiorCowJIdaheJgQQkglR4ExIcQqfMaYImRCCCGVFAXGhBCrGAbfVfCOEEIIIWWEAmNCiHW4gJgiY0IIIZUUBcaEEKtQCQUhhJDKjgJjQoh1aOY7QgghlRwFxoQQq7A08x0hhJBKjgJjQohV+MF3FBkTQgippCgwJoQUC429I4QQUllRYEwIsQo/4x1FxoQQQiopCowJIdaheJgQQkglR4ExIcQqNPMdIYSQyo4CY0KIVQylFBW7H4QQQkhZocCYEGIV6kpBCCGksqPAmBBSLDT2jhBCSGVFgTEhxDqsyQ+EEEJIpUKBMSHEKjTzHSGEkMqOAmNCiFWoxpgQQkhlR4ExIcQq1JWCEEJIZUeBMSGkWChjTAghpLKiwJgQYhXKGBNCCKnsKDAmhBQLZYwJIYRUVhQYE0KsQhljQgghlR0FxoSQYqGMMSGEkMqKAmNCSJFY4XR3FBcTQgippCgwJoQUSRgYU8aYEEJIZUWBMSGkeCguJoQQUklRYEwIKRJljAkhhLwIKDAmhFiBaowJIYRUfhQYE0KKJB57R5ExIYSQyokCY0JIkURdKQghhJBKigJjQkixUJBMCCGksqLAmBACACgoKIBWq5W8j/oYE0IIeREUGRgzDOPAMMwZhmEuMwxznWGYmfrlngzD7GcY5q7+/yqCx3zOMMw9hmFuMwwTWZa/ACHENhYv+QP7D+43cy91pSCEEFL5WZMxLgDQlWXZpgCaAejJMEwYgM8AHGRZti6Ag/rbYBimIYARABoB6AlgAcMw8jLYd0KIjXAZ4Tt3b5u5vzz3hhBCCKkYRQbGrE62/qZS/48FMADAMv3yZQAG6n8eAGANy7IFLMs+BHAPQBtb7jQhxLaKqhsW9TGmKJkQQkglZVWNMcMwcoZhLgFIBLCfZdnTAPxYlo0HAP3/vvrVqwOIFTw8Tr/MeJtvMgxzjmGYc0lJSaX4FQghpcWy0rXF/P368gmGYcpjdwghhJAKYVVgzLKshmXZZgACALRhGCbUwupSR06TFBPLsotZlm3FsmwrHx8fq3aWEFI2tNoissD6uxmGoYwxIYSQSqtYXSlYlk0HEAVd7XACwzD+AKD/P1G/WhyAGoKHBQB4WtodJYSUHWtLKRiGoa4UhBBCKi1rulL4MAzjof/ZEUAEgFsAtgEYp19tHICt+p+3ARjBMIw9wzDBAOoCOGPj/SaE2JC1WWCGYagrBSGEkEpLYcU6/gCW6TtLyACsY1l2B8Mw0QDWMQzzGoDHAF4GAJZlrzMMsw7ADQBqAFNYltWUze4TQmxBW4waYyqlIIQQUlkVGRizLHsFQHOJ5SkAupl5zDcAvin13hFCygVbRI2xsJTC3CQghBBCyH8dzXxHCCk6C6y/W8bQVwYhhJDKi45yhJCi27VxGWMZlVIQQgipvCgwJoRAa+3gO8lujIQQQkjlQIExIcT6GmPKGBNCCKnEKDAmhBTdx5jrSkEZY0JIBWBZFidOHkdGRnpF7wqp5CgwJoQU2a6NZr4jhFSk9Ix0XLh0ATt376zoXSGVHAXGhBDrM8YyyhgTQsofd7VKrVZX8J6Qyo4CY0JIkTXGwowxYP1MeYQQYgv6r56ir24RUkoUGBNCipy0wzDBB31lEELKn0b/HVXkSTwhpURHOUII1Brd5UkuI2zMMCW0/jZljAkh5Uir0QfG9N1DyhgFxoQQ7Nm3G4D5wBj6gxHNfEcIqQgarQYAlVKQskdHOUIIcnJyAFjKGOtRjTEhpAJw5V5mT94JsREKjAkhPHO1xiyfMaaDEiGk/Gk1uowx150iLT0Np05H00k6sTkKjAkhPHMHGY1ad1BSKBQW1yOEkLLADb7j5hjauXsHzp4/i6zsrIrbKVIpUWBMiISMjAykpqVW9G48N7jBeVxgTAgh5cn4ahZ3cs6dtBNiKxQYEyJh+aplWLV6ZUXvxnODa6pPGWNCSEXQGJVSyGVyAIaTdkJshQJjQgjc3NxE/xszBMbKctsnQgjhaI1KKeRyXWCsUqkqaI9IZUWBMSEEAdUCAAAO9g6S92v0WRkllzEGZYwJIeVHq2/XxnWl4P7nMsmE2AoFxoQQPtA1F/DyGWOlgnsAIYSUG41+gg+ulIL7jwuYCbEVCowJIdDqp1k1N92qcSkF1RgTQsqTcSkFhzLGxNYoMCaE8IGuuYBXrR/5raSuFISQCqAxygxzmWMuk0yIrVBgTAjhA2Jz060a2rVRxpgQUv6MJ/jgl1MpBbExCowJIWD1AbG5eFejVoNhGMhk9JVBCCl/xqUUNPiOlBU6yhFCBKUU0hljjVYLuVzOH4yoKwUhpDxxM98ZZ4yplILYGgXGhBBoi6gxZrVaXVDMHZOolIIQUo64Ugr+pJwyxqSMUGBMCOEDXXNdKbQsC5lMRnExIaRCcBlj7juK+y6iGmNiaxQYE0L4dm3mBt+xLJcxZiTvJ4SQssQFwHx3Cv1XEZVSEFujwJgQIhh8Z66UggXDGKr7qMaYEFKeuACYyxhzX1XGbdwIKS0KjAkh/Ihvc4GxltXqO1LoQ2OKiwkh5Yj7jjL8r88gU40xsTEKjAkh/MHFXI0xy+ozxtSVghBSAbhAmCv3Mg6QCbEVCowJIfzAFnM1xlotCxkjo64UhJAKwZVS8AGx/jZljImtUWBMCDG0QioqY8zfLqcdI4QQCDLG+sCYO5mnwXfE1igwJoTwA1gsdqWQMQCoKwUhpPxpBDXGLMuaBMqE2AoFxoQQ/rKk2cF3Wi1kjIzv1kY1xoSQ8qQVlEywLMt/Z1FgTGyNAmNCCJ8xNtuuTV9KQV0pCCEVQRgAa7Vaw1UuGnxHbExR0TtAyPNk3ca1CK5Zq6J3o9ypVWoAugDYEAQbsCwLRkZdKQghFUPYr1jLak3atxFiKxQYAygoKIC9vX1F7wZ5DiQkJCAhIaGid6NcabVa5Bfk87elAmO+K4VhpfLaPUII4UsnuJ+plIKUlRe+lCIlJQWLl/yBm7duVvSukBJiWRZxT+LMlgFY68HD+zbao/+WwsJCAICjoyMA6XIKbkpohiopCCEVQBgAs6ywlIICY2JbFBinpgAAYh7FVOyOkBK7cfMGNm/dhLv37pRqOzt377TRHv23cH1AlQolAOkDjZZlaeY7QkiFEfYr1miolIKUnRc+MOZrJs20qSLFw7Isrl2/BpVKVW7PmZGRDgDIzMwst+esTLgDi1wuB2AmY6zVime+o1IKQkg5EgbAwuOLhgJjYmMvdI3x4iV/wM3NDQCVTNrKvft3cfjIIWRlZ6Fd23bl+tz0JywZrnexxcDYeEpoOpEkhJQj4eC7QlUh/zN1pSC29kJnjAsKCgz9W/+jYVXck9hyzc4WJS09HUA5ZxQZmnSiNIwzxlKTfOi6Usgg07/UWjqTJISUI61Gy39HceMiACqlILb3QgfGopH3/8EDfXZ2FjZv3YwDh/ZX9K7wuDowheKFvhjxn8JygbFCnzGWmBZay2rhfSUW3l0/Q9V7yVRKQQgpV1qtlh8HoRJmjGlKaGJjL3RgDBiCY61EMPC8K9RnipNTUip4TwT0AZO6HLPY6elp5fZclRH33pfLLNUYs2g6dwdkadmI+OeMZPBMCCFlRaPV8AkXyhiTsvRCB8YMwwgG2f+XD/TPz75ze3L+4vnyeT6Wxf0HL2abNVvhDizcQUeqflhYXqGVMZLlFoQQUla0Gi0USn1grE+82NnZUWBMbO6FDowBGCI5ujRsE+V9if1FvqSfn59f9EpWMB58J3X1RJghZmXMC/26E0LKnzBjrNJnjCkwJmXhhQ6MtVotklOSdT//Bw/0TAX0lGVZFhqNuvyesAgv6pdickoy/vx7sU0mpjFt1yY9+I5fnwJjQkg5YllWVGNMGWNSll7owFiIfc4/XFevXcGq1SvFCyugDOTAof1Y8McC8yuUc8D0orbqSdGf0D2OfVzqbRkCY102RuokUbiMlTHP/eeFEFJ5GJd7cTXGdko7URs3QmyBAmO957HGWJiVizoahdS01DJ7LpVKhUePHxW53q3btyzeX96ZxBe1uTv3OtuiUZ2W7yRiviuFMBBmZcx/8goLIeS/iQ+MleKuFJQxJmWhyMCYYZgaDMMcZhjmJsMw1xmGeU+/3JNhmP0Mw9zV/19F8JjPGYa5xzDMbYZhIsvyF7CV5+04f+v2Lfy2cD6ys7PMrmPLzgD7D+7Dth1brZ49ztyXUXm/jKL9KOGTsyyLc+fP2maHygn3fmXB4vSZUygoKCjxtrjLkvZ29vpti1/IlJQUZGRm8Le1DJVSEELKD/c9rzTOGFNgTMqANRljNYCPWJZtACAMwBSGYRoC+AzAQZZl6wI4qL8N/X0jADQC0BPAAoZh5GWx87ZU0kvDLMvi4uWLopl4rMFNzHH33h0kJSeZ3H/l2mUAQPyzePPPDT46KrWEhAQAgFptXZs14bz1xntVnmzRwzI9PR3Rp6NtsDdlY8Om9bh7765oGVcHfPfeXZw5dwanz54u8fZVfL2eLjA27jhx994d8XPLZTTzHSGkXKSmpiBN35JTqpSCAmNia0UGxizLxrMse0H/cxaAmwCqAxgAYJl+tWUABup/HgBgDcuyBSzLPgRwD0AbG++3zZW0lCLmUQyOnziG4yeOW/0Y4cQce/btwZp1q03WKcjXZQD37Nsj3k9hrac+Y2yTMhBuRjMrs9BmM8blEBdrtVpoNGoUFhbgcazl8o/CwkJcu3HNYobzeW49ptGoEf8sHnv27RYt534f7n+ZrORVUdxJnb29nWibHG5QnpCl94lGo8GlyxfpgEUIKbVVa1Zh/cZ1AGAYfGeUMaYrWMSWijU9GcMwQQCaAzgNwI9l2XhAFzwzDOOrX606gFOCh8Xplz3XSvq54jKneXm5Vj9GpdJ1deA6YgBcsKeBUl9DZT4ja1AWWTtrt2m8fyzL6vpCl8MX1OZtm/D06VMEBtbE4yLqoo+fPIbrN67DzdUNgTUCpVd6jr9TuQOAceBr/DI7OjiU+DlSU1OhVCrh6OgIwPSkh8ski5/f/It28fJFRJ86CZlMhiaNm5Z4vwghRMjOXvddlF+ga1WptDOczItmsiWkFKxOMzEM4wJgI4D3WZa1VIgq9e40OYoyDPMmwzDnGIY5l5RkWkpQ3koaZMrlupfQOJhISkqEWq0LgLft2IoHDwWTUHDdJATBxb4De7Hoz4X8bXMjbWMexfA/23IAFNf6raiMMRegCQPj8xfO4beF81GoKiyXGPPp06cAgGSTEhTTZ+dqbwsKzPf8LWnGPTklGfMX/Ir5C35FYlJiibZRlLT0dACmU2wbB6b2pQiMCwry4ezsLGjXJt62SqK8xlI2mHvNC8tx9kNLHsc+Rm6u9SeuhJDnk70+EM7PzwfDMPz3Il2dIrZkVWDMMIwSuqB4Fcuym/SLExiG8dff7w+AiwziANQQPDwAwFPjbbIsu5hl2VYsy7by8fEp6f7bTEkvxcj00+hygaJWq0V6ejrWrF+DqKOHodVq8ejxI+zcvZN/DH9mK3hK4xpScx/0m7dumO6zLaJRrpSiiBMEPjAWBO7Xb1wHAOTm5Ip2hjsxMGfPvt1Y8MfvJdhZHWv+ZnKjvw8nNi4WD2Me6jdUsue/fec2//MFo5n+NBoN4p7EipY9efoE8xf8imcJz8xuMz8/H2fPn+V/N24wpINR4Hv7jlF3EAuvxdnzZyXr2IX7KpfJwTAy/aZYwX1q5OXmijPWLGvVa/+85G+2bt+CjZs3VPRuEEJKibt6VVBQAIVCwX8vvahtO0nZsKYrBQNgCYCbLMv+KLhrG4Bx+p/HAdgqWD6CYRh7hmGCAdQFcMZ2u1w2Spp8Nc4Y792/Byv+XQ5AN3BOqiSCy85aylQKH5eekc7/LOony9WZ2iAyNmSMrQyMBfvHnbWr1WpRp4zDRw5Z3Nbde3etKhkxx5osgVzfgkxt9Dxbtm3Gjl3bAdjm9TMOFE+fOYXNWzeLrhRw2f64J3Fmt3Mo6iBOnY7G0/in+u3qfkdXF1fRcxkPyuReC41GzZ+QXL12BXv27cap09GSdewcjUYDueggY3hdly5fiktXLsFOn6kBdAGvxcCYu+85uLTJ7afwM0QI+W8w/p5xdDQkCBQKBeR8ooYyxsR2rMkYtwcwBkBXhmEu6f/1BvAdgO4Mw9wF0F1/GyzLXgewDsANAHsATGFZ9rk/nStpKQWXMeaCiXv374nul8yaSpRScLgOAMLgZN/+vfzP+Xl5SEhMMPv40ipqmzJ9VlErCDTlXGCsUYsyzk+ePLHpvqWkituGqay4VM9ljLUaDQoKCvAw5qHNLruxEicpgC7QPK/PIO/cvZMvLeCyypZq4bjfTy6Xo7CwAAcPH9TtP8vi5KmTyMzMRLq+vELozLkz0Gg02L5zO5au+AeArve18ZUIIa1Wi6ijh5GcnAy5XG4IjAV/21x97bwwMAZr+fPyHJdsE0L+Q/KNSuDs7Oz57ymlQil5Mk9IaRU5+I5l2eMwf1W0m5nHfAPgm1LsV7krbpB5/uJ5XLx0AX169QUgPVguPT0df/3zp9ST6f83vWvPvj1ISEgQbU/YFSD+WTzWbViLKZPetu3sY3xXCsvbZGS6FTUaDR7GPISdnZ2ht2RBgejx1maDc3Jz4OzkLHlfZmYmXFxcIJPJ8O+aVaL7TPdV4m0qqFrZs283Hsc+hpenl3idEp5gmHvPXL5yWXS7sLAQ9vaGAWyW8qhcxn3bjq1oEtqEf474+KeIj3+K8xfOYdSI0SaPy8vLE5WlWNM+MCUlGVevXQWgG8TCl51IvAeM/5YWa9FtOPlIadFodUL+u4zHBigVSiiVStNSChu07SSEQzPf6RX3+Hky+gTy8vL44LY4Z6x8XGzmSS9evii6rVTamayTnZNt0sdYrVZjydK/DLWzAO7cvcPXAFu3b9bWGGuxY9d2bNqyEZ5VPAEAqWmpuHnrJr+utVN1/r10ieTy3NxcLFu5FMdOHLNqO9wLkZObg6fxT7F522Zo1Br+rpTUFACG/8WPMrNFib9RYWEBDh85LMpYC9fLy8+zuJcaoy9xlmX57hNcNrmgoADZOTmSjzfuKywlOyvb7H1Xr13B3Xt3+OcEgPT0NMjMDCQFgBzhvhRRY2y4p+JDYwqMCfnvMgmMlQq+dE8XGIuv2BJiC8Vq11apFeMAKhw8xQWnxZmvnSs3sHTQdnd3R0YGd1nd9PxFrVbzWTtuHzIzM5Cbm4vjJ48jOCgYgK7mGQAaNWxkcZ9K05XCQd/my/hLzNLgO2F5iBDLsvh37Sq0bN4Svr5+AFBkr2JjwkC7ikcVfrvmZgq0NINgQUGBycC38xfO49r1q+JtWNgf4xrmU2ei0bpVa/529OlonL9wDhNfnygqsxAOtGQEs82dOVd0yb654DwjIx1RR6MAAP369BfdJ5f420rR1RhbOhCxhhUrGAXGhPx3GR9THB0djQJjKqUgtkcZY73iTPLANRsHDKNhrbmUU1hYgNi4WD4It/ScHu5VzN4HALdv38KVq7pL9jKZDDGPYpCallbkPhTF6oyxIHh6ph8IlpcvrgezFGDdvntbcnlKagpSU1Ox/+B+PlgvTdEq1+fy2ImjZgfZWWq1duDwAZNlkr+XIAAz7lDx4MF9i6/FHX13i/yCArP1x8UN8PLzpdvTHT1+lP85RdBHO6RuCGRy89mXxqFNBDtj3f48B3ExBcaE/IdxYxy4ckIHB0c+YSSTySgwJmWCMsacUk7wIRwUZs7uvboa18EDhwCw/GHWaAzZ1mfPTNt7nbtwjv+ZYRhs37mNv52enoaMjAxRxlGjUUMuF/+5U1JT4FnFUxeMWTnzHTf4LkMwyj82TteWrLCwwOJjrXEo6qDhBh8Xlzy4UQr6/5oLkqKOHjb7eOMJRA5FHcL1G9dM1rMUgB07ccxiOQhXt81qWdvMYghdtl4ul4sC8vkLfuWvJADAyVMn+Z+bNm1msfWRt5e3YX9Z1nIPbe6uCuxKkZGRDhcXV5u9nray/+B+FBYW8GMTrJWfn4+s7Cz4eFd8a0tCykuuvlXkhLETkJaeLkoc5OXlUbs2UiYoY6xX0sySMPDIMVMTyuG6SWj0JQaWAmPh5Ai5Rcyqx/WfFVqzfjXOnj/L317wxwK+BRigy/L+u2YVLhnVM1vbrk0q0DOXpVSpVFj050Lcf3Bf8n4hP9+qAAAfHx+bZIwZQf9dqf0r6u/u6urKt1djWVYyKC6Jw1GHkKqvdea+7Fkr+wNbQ6PRSLcKNBOs6lofcT2fTd8DJjPvSZxAqVQqaDRq/ndgKihnnJubi+Wrluveo89ZxvjW7Zt48PBBsR+3ccsGiy33CKmMuIHLjo5OqOZfDQAQUD0AgO77XEbt2kgZoMBYrzilFELCIKKoKSm5mlu1Phtsqd2YyoquAhyZzLoA5MmTOKSmpiIvL5fPcCfqZx3keysX8TowFp7LXH/erKwsqFQqRAsylOZwX3SuLm783yQzKxMXLl4o8rGSIVARgVFRk5Ckp6dj81bdnDbCmQlNn4aFRqOxeiKJazeuYeeeXTh+4hh/aVCtUdssjjP3tzC3eWcnw8x3ao3pa2I6JbWhbzLXn3nRnwuxfNXyCk8Y5+vrq+OexD5vcXGJpaammiyLfxZv9mT0afxTPI59XNa7RUiZUhUWws5o8HnXzl0B6HrUy6mUgpQBKqXgWDiApqenw93dXTLwFV7CKSrbx2Xwnjw1mQjQhLBjQFGkMsbCFm8cLcti1ZqVcLB3QPuX2usfq5u5jpsAoejBd6bbNcdff4ZfHFw2/cHD+0hI1JWQsCyLE9HHi70t7rGW/LP8b6u2k5+fbzGIfvT4EeKexImy8kVJT0/DxXRDXfiGTevh5upm9eMtyTAzoYW5Fn8ODg78wUVVWIjs7GzRyaIwMGZYw0QzJ6NP4tKVSxg6+GUAQHZ2Noqb4o97Egul0g5++sGWpcXPLwLGZhn4x7GPceDQfjRu1EQ0cLKgoADXb1yHr68v1Go1gmoG2eT5zGFZlh+IuWHTenhW8cSoV0zb93EnaO9MfrdM94eQslSoKhT3UAfg5uaO1q3aIKRuCHJydd13KDAmtkSBsZ65A2hCYgLWbViLju07olnT5ib3Cy9XX7h03uR+KcblC1KKMyOcTCJgtzR5SH5BPj9xBMMworreIgffFSMNqFYXPQGHyWOKUZpijaK+MLnJN4y1aNYC9x/e57O5Rc3iBwAXLxWd1bZEpVKZtJIrLkdHR+Tl5Zn9vaXeF82btQCgC34VCgUKCwtNThjEVyUMJR/clYe8PEMXjEePuLpsy++V8xfOieqcbRXEsYKuGLYKjLdu3wJA11GEkTGoW7su3N3dEXU0CncEA0lbNG+J9u3a2+Q5pXCBMff3TU0zzSQTUlkUFhZCaacEAKgPnUfepB/g+NenCOsUBsDQfYcCY2JLVEqhZ66UIjMzEwDMXsoXdoK4dPmSzfanOAd0yeywxBdFmhVdK7RaFlqt1uzzG19StyQpKQnzF/wKlRUBcp6+jvqOmW4V1kpMFHeYKE7mXahateqi19V4RkMp3CDEstSmVRuL99vb6SYSMXdiJbW8iaDjhJ3STrKmXXRVghW8vwT10RxrBqICwJWrV4pcx1yttEWlyBjn5ubiyVPLMzZGnzqJ/Qf3AQAKjGbmMu5IAujKII6fOGayLxkZGcjOMd9vWoph6m8abEQqv0JBKUXu8K/Axqcgt88n/P1l3ZXi1Olo3LmrSyhlZWUVWXpHKgcKjPWKCgRzcnOQk2uawSxtltCc4nzQZRJ9jq09cBpnTLVaDX5f9BtORp+Qfq5iBMb8c5ipgxRKSEzEvfv3SnfAZ1lkZmWKFlkzA5wUmYyRPOGoaGqj16eqX1XRbYVSAYZhzA5Gkao9FmaDZXIZbt8xPTlxdnLif9b1MdZ9XmQSgTG/LwrxBam4J3G4dl0weNGKiw/LVi7FwsULil5RgMsYa7VakyD9xs0biI+PN/vYdRvWYtOWjUU+R1EDYoV27N6Oi5cvIisri1+WkZGB5auW4Z9l1pXycCgwJi+SwsJC2OlP9mGvNLm/rLtSnD1/Fnv374FGo8HSFf/gwCHT9p2k8qHAWM+aDKlxs/Hi8vT0tHrdYs2kJ1EXbO2BUzhLHmAoX7hqNIEFR1hnbW2QHKsPxtLS06DRaPDgoWl3iu07t2H33l1Wbc+cgoICky9IVWHxyzkAXYZUIX/+Ko28vcTTWb88ZJjotlwuh1wuL9aBQti5w9zftGpVf8MNluVrlQ0dNYruZLF56yarSlKEcnJySlwOkZaehg2b1ouWHTx8ABs2i5cJB7BlZWfBKlbsklarxbYdW/lyHOFnuqQlEOYC433794paNhJSGeQX5MPeXhcYM65OJveXZcZY+L3DXTmOpQGtLwQKjPXMB8aGQLDQTD2qtSwNbDMetFOcjJAtJzHI0Qf/xgMeOMIvoPr16lsVHAsvL2/YvAFxTyxfqi6pS1cuYa/RjHrFzRhzAwYZ5vnMGDs5OcNfGKQaUcgVJv2LiyJjhIGxdb+z4T3HBcaW1rFuuc0UY/vJycn48+/FuHnrpqhLTFEHWi4rbemZMrMy8UjQB1s4O2ZRHWyEhFd1Ll+5pNuW4O8bGxeL23dv891BTlrR/YWQ511hYSEKCgrg6uqqW6Aw/W7ikhdlcQVFWAJYoO/RL3V1llQ+9FfWMx8YGz6MFic1sOo5zB9sud6MJWHLs2W+xtfMryp8LplMVuzgMTExoVzrtIr72nDhioxh+JngnheNGjYSvU9atWilXx7KL+Myxlzm39fHt8jtCoM0jRV/GwaGvqHciWOuRJmRuc9Ufn4etmzbrO9gYXvF+ZQm62f/exz7iK8bBoDfF/2GlBTdQEhLdepS76/8/Hw8ePgACqP3j1pl/rXVaDTIy89DVlYWDkcd4g/0LMti8ZI/+PW46cCFEwBt2bZZtJ3zgsl/AF2HkrJ6rVPTUs22BiSkNLiyOFcXF7Pr8C0m1bYPjAsLDJ97/mpxJWn/SCyjwFjPbGBsw2asrJaFo6Oj9POUoHaX364NM3DcAdncYEThmbkwq+rg4MAvj+ja3WJAprbQv9kaYW3CSvV4S/jSAEgParSWucfWrlVbcrm594VQm1ZtREFsYI1AAEDnTp35ZQqFUvTcPSIizT4nh7tUCVhZSsAargJwgaHUhC/m3pdJycklGqiYl5dn1SDI4hy8+MlIGAbPEsQzTD6MeYCU1BT88dcik8dlZmYiLy8PcRK/x649O7Fz9w5Rpw4AUKmlA+y8vFzs2rMTf/39J/Ye2ItrN67xg0ilSmKePYs3myEzHjPAsiyWr1pudVtCIa1Wi+TkZJPXRWjLts3YvHUTHjw0P+25LSeuIS+O1Wv/BQC4uLiaXUeh4CYlsn2yRXhCzJVSPG8zaZKyQYGxnlUZ41JmZjOzMs3WrZbmuFEW9VV5eXmYv+BXk+WiQV0Mw/8+woFWDeo3QC0LwZimmAMlagbW5H+uXas2WhfRmcEWWJYt1UmRuZZdoY0aSy6vXi0AEV0j0L1bD4wfM8HitrmTFi6jLTypcnZ2FgXGDg4Okn2uhYpzWd+YcKpoY+Y+U3nFGLgmtGffbuzeu0tyEKzw+S6aaYd4/KRpL2xDYCyTDOySk5PN7s8+QYZZKE3fm9p4AKRKkDEWvuRXr1/jyyBy9F0qlEp9iyqJTNj6TesRbyZYXbL0L9Ft4d8g6sjhYk36cfT4Eaxe9y/Wb1xntlMNd2Vi5+6duHpNusvIP8v+xroNayXvM+nUkZlhtoWirajVapw7f5YGMD7HhO8LVy4wlviekuuPP8aDkm2hsNDwPjQe1E0qNwqM9cwdxLOyDR8IWwSg5g7q8lLULknNVGYrxq+L1jhjrD9jNw74LWXAi5s9Er7u3ECmsmKr6Zn5kdRGLPV2blC/IeqH1DfU1AlUr1YdTk7OAACtfrZFYQDMBeIMI75k7+DgIMoIc5QK0xHe5oTUCxHdZvSvy6kzpyxOb2yudGjfAemAsqCgAMdOHDM7IyR3cJK64qDVavHbwvk4c+6M2ZZ/Uh1kuL9xzKOHxZ4y/ImZEgJz3xM7dm0XbFewvuAzxf1tc3KzkZOTY7bsKDvLukGCwn25ev0q34/ZGnfv3eV/vnDpAn5bOB87dm03+5qcv3AeLMviYcwDPI59jKTkJLAsi5zcHCQmJZqsv2ffbvy2cD5/OykpEctXLsO/a1dJbl+tVuPMuTMWZwy1xqXLFxF9OtpsIE8q1uUrl7FNP5BUJpPBxYpSCk1ZlFKIMsa64w5d+XgxPH/D7iuI8Rs+6uhh5OXl4979u2bXKQlzB83izChnzJpg0cvTq0STR6jVaj57BZgOIOICYuNA2FK2tbivo3Dbxi3ArNGyRSuTuktz+OwpW7qLZkqlEkE1g/hMIMfVzMx2RSVtBw8cwv/MZbrkgveMnT74VavU/MlXaMNQMAyDkHohuH5D0CYNwLChw7BqjXQAAgD1Qxrg1u2bAIC2rY1KV/QvzFl9vas55y6cQ3pGBjp16GTVSeWJ6OO4fuM6/Hx9Ua9uiMn9hhHopn8ZrgSEG5xmLe69KBUUR5+ORtfO3Yp8rLXLhYQdJNLS0/mfuc/Xth26+8eOGif5+PMS/ZKtXY9lWdHn+p/lfyM7Oxu9InuhTu26hn0RBOzcdO4PYx4iLS0Vnp5e0Gq1/Cx8gK6FnTDQBYAO7Tua3Tcu8NZo1JDJ5Fizfg0AmK2HvnvvLk6fOQVVYSHav9TB4u/NTYQiRaU/2SgsRoCt5Wvq/7u5pHv378He3h41AmpU9K5YdPT4Ef7nAf0GGv6OEn9PmUwGhmGgKmFbTksKC/LRYc1FJAd6IMnTq+gHkErjv/spL2NXr10VBcVA2c6uU9YdEEoSUAIwyc4Iz8wZBnywXVBYgJfCXuIDCVtmjIUdMkryOjkK6p+LIqwxLk19i52dHfr16S9aNmbUWPh4+0iuLzWrIqdr566i21zwJHwt+H7CglnpmjZtBkCXbTbm4GC5pjmiawT/c0mvZuTk5ODylUtgWdaqvr9c60AuYBO+T1iWtdiaiesYIxXgWlLUe9FSLXRRswumplrXkk34PWN8eb+0V4POnD1tsuzIsSgs+nMhHsc+hkql4gPR3Xt3Q6VSIeZRDHJycsyWGnDTxxcU5Bf5+h0X1J7/u2YV/30hLFG5duO6yfeMVIaZuwKRbiYRkJ2TjeTkZOzbvxe/L/oNAHDi5HGTkjDhVSFrrVy9QjQI8r9o995dooGazyPjVp5VqlSxuD7DMHByckKuUT2/LWhvxaL2xSdou/U6Mq2YHItUHpQxLoaipksuDS+vsj0jlUu0urFGUnISfH194ejgiJwc8SQnjGCGhpycHLTUd0kAxL1xjRU3MG4c2oTPLpUka8+y1mXM27Rqww80KnUphT64a9a0GT8jooe7BwCgX5/+2Ll7Bx9YvTJsJLy9xbW6AQE1EBcXiwH9BvKD7DiuLq7IyMgQZfINB3vDeu5u0tlpwPyJy6gRo6DRZwIN6xb/vVPFowpfa5uUlIRzF84W+RhDn3Ddc9++c4u/T6PR8Pus0Wjw5OkTuLi4wN3NXbesmCetCYkJuHDxgsUaacB4KmzrcAHlwcPFnwzAOBjlBuGFtQlDdk4OrpnpL14cV6/ptrF1+xaTy9RxT+KwY9d2uLq4mg38s/SBdHGDkZTUFJw5exqR3Xti9bp/+eVHjx3hL1Vz1uqzx8FBwejZoxfkcjk/jb1UB5RnCc+wfuM60TK1Wo0L+vIZYQaZ+//Zs3iLmWUh7qpcUnKS5MktfxXnOetkw7E0gPJ5UagqxM7dO0XLnBxNexcbc3ZylnxPlJZGUErhGpeG1OruVJf+gqCMcTHYopTCwUz20sfbB69PeN3iY0szSKqkk1Vs27EVS5f/g/kLfsWp09FW74/MwoAvYW/XogQH1xJlPLkBZ1MmvY2Jr0+yahss2CL7TwbVDEKb1m35iSycnZ35v3enDp2s3l+OUp/l7the91gnwcxxQTWDMPqVMfxtqX0zzChnGpz0jOyF3j37wNnZWbDUNAtmKaA1Fxh7enqZHPiN12Ws+BwIA/1tO7fi/gPTSV3MyczMwPmL55EuLDHQaPj3VNyTWGzashHLVy4T3V8c6zasxb37d3HqTLTF9Upy6bw0B0/jx3IZ1+rVA8wGXY0aNirx8xmXLXB10Oa6k8hkMmRlZUGr1eLZM/MzCJqjUqlw/cZ1k+XcyaOxhzEPsXDxAlG9p1SQZxwUA+JL8sbddADgcezjIsuBjK1Zt1p0VUKr1epmRVv+j1UzJlYU4QnV0/inFbgn5gnbo3GExxhzhxsnJyc8evwI8xf8ivkLfrXZQDl1nmHwnVyle/+oVCqqM34BUMa4GGxRSmFp4IijFWfHJWVNJkNYLyjEDQC6cesGAF1ZhlqtBsMwGDJoKDZu3mDyGEuZtuJ8sRjXKisEnRjMTUIi8YSSgXrD+g1hZ2+Ptq3b8ttq3bI1agfXhre3N19j7Obmzmecq1erjidPi56gxMPdnf+5V2Rv+Pn6ie4XlifIJQJYP7+qeBz7mB9wJ+To4GihBZvhtRUeVCZPnILjJ4/hylXdgKPiBHwlaWrv7eXNZ/mLO1jq6PGjJss0Gg1/ZDwhMV15WZU5FdXRo6zlF+iCMKVSafZ1lHqPlBUPDw8kJSfhzt07OBRVvFkMAd1JcXFOjDmxceJuGoWqQtgpLX/+hQG4Wq3my8mEV7rinsShQf2G2LF7O7p27ga5TG5y9ebW7Vui2yqVik9w/Lt2FTIzM6HRaIo1TXh5c9dfrQKA+PinqKafyOh5kJqWilu3b6F+SH1+WVW/qmgX1s6qxxuXCe7bvxdDB79c6v1SC06AhMkAlVpV5HuP/LdRxrgYLM1cZy1XQU9GbgazTh3CJdet6lcVzfR1okDpMsbWBELWXga013dcYBjG7CxshSWcitmY8X5bM2GFMVZiOwDQrWsEOrbvKAqwZTKZ4cCo/zKUyWQYPHAIRgx7RdRuzdnZGdX8q2HUiFFo384wGOiNV9/k2wgBQJ3adUw6TYjqgyX2rU2rNhj+8gizNcnGBGMGJcnlctH7rDiBsfHVBsaKj4GnjQerFFVra2kSjtIw/sy1b9fB7GtXK7hWsbdvHISZY6e0Q+NQ6VZ/XhKvdYCNBlgFBwVjxLBX+Ns1A4MQFxcrmgyFM3bUWHTt3BXugpNCTqeOpt9xfXv3xcgRo6zaD+Oe0Ju3bOInYLGGWqPWTxmvFQ0gVqlUuHLtCpKTk7Fuw1qsXvevSU/cQ1EHRbe51nVXr11BWlqaSZb/9p1b+H3Rb5IdRRISyneCI46wC42lMreKsG7DWpy/cA6rVq/kl7Vs0RIB1a17DzcObSK6basuTRpBxlgmOPaXtisKef49X5+Q51xxaoyr+lWVXD5owGD+Zz/9OuYuvWq1WnRs3wnDhg4HUPaBsbUD9LhAkmEYs/ukUNrmYgSX6Z30xlvo16d/iXoYWzt1tTHud3Owd4CDgwN8vH1gb28Iol8d9xqGDBoKT08vBAcH69Z1cDBbLiNUVN2uTCYr1kmA4e/Amn3vMQyDgf0HYcyosfz6nlU8rdhX6zuOcORyGVo0b6nbIxtceszIyIDUs7Isi2cJz7Brz06Je0uPNcpEt2jeQnRyKyQVoBbF3kxbP2N2dkr4+vjitfGGcqtekb3QLuwl1KldBwP7DxKt37B+g2Lvi5QmjZvCx9sHgwcOwYB+Ay1mGt3dPdCoYahkJw2pWm6lUgkXZ/OtuISMyycSkxLx79pVVvdlzs/Px+Ilf+DEyeP8ZA3cdoyz0WvXG3ouSw1CjDp6GP+uXYWoo1Emz8OyLI6fPA6tVmsSUOfm5mLdxrUlqj1nWbZU/Z1FwX4xPo+FhYW4fuOazcoHbt+5Jcrkp6WlSQaa0id20t87AdUDRMFxUlKSyWsvlJKSYtXvo8k3vN4MBcYvFAqMBeKexPGDXaQUJ2NsLvsqHOzC9YcNqllTcl3uwyszGjRSHGFtdZejrAkMq3hYHgHMseOCQwv706hByesehbJydLWOXPuzkgS4Li4uJXpcp47haNsmDL6+hgA1sIb034obJGJt5lL4/rDF5IpcGY6bqxsGDxyCt96cLLlejYAa8HD3AMMwGDxwCAYPHCy5niUymQxuFgb2AYC7mwc/2NAWtmzbLNk+7+Dhg5L1pbYilX2SOoGsU7uu6HK1taR6TEtR6i/dKgSDaH28fdCqRSswDIMaATXwzuR3+fuKO2CyZYtWaN6shcly7iSverXqCKwRaBLIDh86AqNHjhGd8Btr0ripZGcUJydn/iS7SeMmkplmjrCcoUdEJP8zN8GIMeP3JzeL2qUrl/hpwDlJSUmi2ympKXx9+9/Llphs+3HsY7MdR35bOJ+vZrp9R9xP+/CRwwBg0sLRGteuX8PiJX/wHUGKSzgBhrIYZQDHThzDoahDeGpF+VhRklOSse/APhyKOoidu3fg1JlTJn8LQDc4ubilCgHVA0S3r9+4LqqfV6vVSE5JxqGog/h37SqcO1/0YGBhYKwo1KDz8nMIvvgEqjK6OkWeHxQYC2zeuglrN6wxe7+t6xh9fXzxzuR3zV525p+PC4zNnDEbC6lnqNVy0B94FRITOnAZPY7wIN0lvIvZ7XNfWpYC9eIE8c2aNON/dnBwQLDgkrTxQcuct996B21btzV7PzeozquILgRCHu4eJtMwm/u9uAO8pbZrQsLA2NnKrJklgTUC0bd3X7Rp3RZyudyq7H/1atVLVtfOshYznU0bN4WHhwf/WgkzbsIeqkX1orXGTX3duy04OTqhe7fuomUqqcveEu8BV1dXs3X1ws+jMXMZ2A5Grw33fhGW6EgFODKZDA3qN4A182LXrVOPz3KrVCp0eKkDuncTT+dufPXDeOpyX19fVPGoYhKYCIXUrSe63SMiEkE1g+Du5g6GYfD2W++gU4dwDB86Av379kfTxk1Rp3YdAKatBl2cXUQBNDdhjvF+Wspsp0gEY8a27dgqOUjQGoWCnrqnzpzCoaiDOH7yON+KzJqTZ+OuOPcf6KZCF/asLygoQJaVE70IP4MXL5tOdGMONxMj14lk246tkhPlcM/Bsiy0Wi0yMzNFmdW8vFz+5AQAHjx8gLPnzkhmbs2W9Fk4ptSuVRuvjntN9P78Z/nf/OuzfNUyrF77L/83ffDwAViWxfmL5/l1tFot7ty9w++TNt/wd2p4/AFqXn+GTmsuFqv/NflvosC4GAqtbCJet07dEpc9NKzfkP+Z6zrAB8SCTY4dLd34HwB6RPTgf+Y+xFID1bw8xZfRhcGzr9FgMSEugOZ+xyGDhorqEItLLpcjqGYQAF3/XG/BiUJRl7wG9B2A0SPHgGEYNBC8dlwnCa5Gu02rNhgx7BWMHD6yxPtpCXeANzcVtNT6gYE10btnn1KVyAgFB9Uqn3ZRLKBQmp5ocZy4963E7yUMhps2bmJyvyW2eZXM011VED+L1Cx7xn2xfX390K5tmNmrElyQJ8XHxxddwruaLBdeGo7sHsm/lsLnkMo2T5n0NiK6drfqajnDGJ6HC5zqhzTgS7cA04DT2gy3p+C7xcWo9KRmYE3069Off69yJVn29vaoGRiETh3D0a1rBIJqBqGjUUeYkSNG8a0QAd0026fOnEJ+fr4oS1xUiYbSwvsX0E1NbelyvCXCGuKz587g+o3rZoNJKfHP4vHbwvnYs283v4wVjHfgrPx3BZau+KfI7UWfjsb5C+f4OuOMjAyTOmopMY9i+IGS9/SB+aPHjySnVs/OycaiPxfi4qULOBR1EMtWLsWiPxfy96ea6QMsdZJSkp77DMOIOglxlq74h+/LbezJ0zicjD6BVWtW4tHjGNy8dQN79+/BwcMH8feyJUgXJGXcEwzZ5+etlCIhMcGmnTI0GjXWb1xn1SDzyoq6UhRDQsIzk2bxxsaOGgt3dw9s3rqpRM/BDQypGVjTcMlQf6wWfim6u7nj5SHDoNVqJbtCcBz1EzkYB8HG2wMApb4u2M3NzWKAxWUZuYDd2hHO3bp043uRChk/l/AjXtQHPjDQUNrg6uqKiK4RcHR0QlDNIDRp3JS/TyaTWT2QraSKG+AO6DugjPak+FiVGurDF6BoFwrGVff3HTd6vPRIe5aF0sLBS853DjF9PYQBSXEv9yckJhRr/eKSyWQmnwmpCT56RETiwcP7fI1p08ZNIJcrzHawsHSlSS6Xm5QQyOVy/jW0t7cXzQLIdYIpKMi3+Bn18PAQ3a5SpQpycnLQrUsEdu/dxW9LatIUblBt/LN4k6nDhX8/4+yx0CvDRiI7JxsPHz40aitoXXBtp9RNkCPMdDas3xD29vaijKtKreJbrjUJbcIHbY0bN8G9B/eRni4dkDk6OlZ4gJORmQGFXGHy+mzYtB6AbqY6jkZi5j1rumCo1Wq+bMDVzZUvAdm9dzfav9QBMY9icObsabz52kT++6ugoAAnok+IZsuMj39q9rv4zt07yMnNgVarNekYc/3GdTRq2MjsbIYZgnpvjmMRkw9ZIjXBj3CWSU5iUiKOHde1QlSpVPxMk4DhKpRMY/hMOOYI3nNGCbInT5/Av6p/icr18vLykJGZwY8LuXj5Iny8va0eeJiYlIh1G9aiTeu2Fq+YFkd6RgaeJTxD1JHDGPXKaJts87+GAuNi4GbmMtasaXNcunwRQOmmdgYAjf7DWD+kAZ+tMRdwcR8mdzd3ZBg1yAd0B6D6IfXh6OiAGgGBOHDIeNAHgzat2/KzY3HdB1gtK9lCjNsXbr+0WulBg+aYG5RWvXp1JPC13eLftbjlK8Kssa0ysS+CwnlrUPDNcsgjWsF587cAdCdIkrXELMsHgSF1Q3D7rriW0pAJND1QyGVydO7UBY6Ojlb/far5VwPDMEVmMKSm4BYy145QeH/tWrVRp3Zd+Pn54YREZgzQXckJbdSYD4y5UglzB0bj7BwXdHLPaZwhkzG6aW67dYlAtWqmJ53WnIj6+viKXo+Rw0fx+zig30Bs3b4FtYJr88Gh8eesf9/+yM7JMfkbCW+bm66aex43Vzc0bWI4OXVzc0NmZmaxPpfC15RLGjg6OsLV1RVZWVmi4LZmzSDUrl0HaWmpcHF2wYiXR4iyliISb4NGDUMR1iYMS5b+ZXKfh4cHuoZ3xSYLCY9awbXw4OEDq34vlmX5Pty9e/aBn6+vSWZdtH4xvgfz8/Nx89YNNGncFI9jDa3xnJyc+cD4YcxDZGZm8pMeZWVlQaFQYP/BfcjMyjI5ocjPzxeVlpw6Ha27yscw2Lt/j9l9ORR10GLm3XhiFwAmk87wrHjbtG/XASeipT+3xqTqm4VkaunXXPiee5bwDJu2bETrlq0R1radyYQxSclJcHZy5k8onzx9gu07t6Fzpy5wd3fHvgN7kZeXhymT3oZareb7lgvHC1jC1Ts/ehRT7MCYZVl+enfRcv1Yqhf5+EmBsQ0IsyjGWRx3N3dUr14dN25aVwvJBZvCAwJ3WbB50+Y4deaUyWMie/TEug1rRctGjhgFRwdHyGQyBAdJt5FiWS1cBNkK7gCtZbVme9cqFAq+xtja0hKO1EnDK8NHwtvLGxcuXjSzj9RMvTyoNut6B2sOnCt6ZZZFaKNQPHocg5fatTcNjGWGS+TG5HK52bZj5sjlcrMzdwn7+9YKro38/Hyz67q7u4smDenZo5focjUjYyCXy9ErshcSEixnp6Xqzs0FxsID6agRo+Hh4YFVq1ciPSMdKpXKJIPK6DPtDRs0RGl4eHgAj3S9uYX7FlgjEOPHTICrqytf92pcamVnZw/PIjpmWN1HXG/Ey6+YZNuKInyducy5QqHAuNHj8dc/f0KtUsHH2wcymYzvsOLmqjuZs1Qu0axZcwRUD8CjRzE4EX0CwcG10LVzV7PfN/Xq1DMJXBvWb4iX2rXHX//8CUDXr3zRnwutmuBF2H5u156d8PbyxivDR5p9fu7ExZpEQfSpk7h24xo8PKqIyjqcjDL8+fn5UCqUUKlVWLZyKZo1bWaxy8fhI4a+1WfPn8XZ82fxUthLonXs7OyK1TrROKHTK7J3iUopOC2at0CL5i3w+PEjbN2xtcTbAYA6gUEATGeazBcMyuN+17PnzyI2LhaMTIaAatX5Qe9r1q2GTCZDreBauHf/Hp+4iTp6WLTN4yeOoamgNasQy7JITkmGj7cP//4wHr/BvS9YlkViYiJ8fHxEn/nTZ0/jypXLGDd2POyUdrh0+SJycnNx4eJ5dAnvisDAQLBaLTRaLbZs108bToExsRU+MNa/qTqHd0FgjUBRYOzm5ma29Y63tw8ePHwgytTZ29vzZ5BSgbGfr5/JxBPWtI7SaLSirB73hcSy5jPGcrmc70pR3N6xUgO2HOwlsshlHAxXr1Ydbm7mR8C/kOyK91VQK7gW/57s1CFcNMsY94UsFRgbB4/+/tUQL5iJy9nZ2aQeUCaTS172rl2rNp7GP4VKpUKd2nXQqGEj0TTSQgzDwMfbVxQYG0+SIpwEhinBVNDmShuEg3W42tvwTp2xdfsWeHt5Q6UW/26R3XsW+7mlcL+PUiKA5fpqBwfVQof2HYs1e17Xzt1EbQutZW9vb3WNslDj0MaQywzjEADd39NOaYfklGQkJSeZreOeMultMAyD4yeP81f1BvYfxA8C9fL0Qr16IXB2MtTFd+/Ww6RPs79/NZP3RM2aQXB0dMSgAYORnp4OmUxm9ayHW3dsEd3mAkRusBsgfj9p+MBYg9S0VD74B2CSpeRKLHbs2o4Wgk4jDg4OCAysicf6umE3NzdduzT9+89cHbAlJ0+d5H92dnbGq+NeK7LcUIgrfXBwcEB+fr7F8pziqCbRBaW4qvtUhVSxzYno4/Dz9cWFSxdErzt3Qh4f/xRhbdshPl53VUir1fJlMXIzJ8+Xr17mJ9AS0mjUWLpiKXJzc+Ht7Y3k5GTUqV0HvSJ7AzB8t3AB8+07t7D/4H70iuzNfyZYluWvCh87dhRdu3TDMX1mGtDNhMid9NSuVZs/aTP++s7OzoZcLivTicieFxQY24Dww2HN4KfRr4wxO/ihdcvWqBUUDJ9iTmTB7cOAfgOtfoxWqxGPctcfQFmWNft7yOVyQ8a4GIFxg/oN4eRs+oHiDjZNGjfBo8cx8PXx5S8zA4CPj+3rggcPHGLzbf7XMUUMRhIxOm8JbRQqCoy5TgGSgbHRlQh7o6AtvGNn7NqzE8HBtfBQf1na3NULD48q/PS2XHZQGHgHVA9Ak8ZNEVA9APb29og6Is7SyGQyTHxjEv74c5HJ/pbkMqK5yToahDSAUqEQdUQJrBHIn1g4whGDBgzC5q26TI0wACyNBg0a4tKVS6hTy/zgP4Zh0NzKTiqc0kxBXRKdO0l3yFEoFfx3RbKZyT6490PH9h3x4MF9ZGZlws1osh3jgXrcd3OD+g0Q0bU78vLz+LrXiK7dEVQzCNk52fyYhYDqAXxXjgH9BuLBg/to1bI17Ozs9OU7Wvzx1x+i50hOFl/GV6lUePL0Cd9j2cXFBVqtFseOH4WjoyPS0nQlEGq1RjQRBgAcP3kcOTk56NypM86cOyMq57gmqBNmwKBf7374fdFvut9TqxV9zz82mpHQx8fH6q5AgOWac2MN6jcUdZSpW7surl6/CicnC0FXMT6TCoUCLZq3xIWL59G0cVO4uLhIzpgp5OHuAXd3Dzx6HAPAfCkFAIslNYCuTjxeYsp04d/DmPDkX6VSQalU4mHMQ+Tm6k50uPfMvfv3MH/Br/Dz9UNoo1AAulryg4cO8MF1ZmYG7ty9g6pVq4quGqSlpyHmkbgkVDgWRHhMN+5688/yvyGXy/Ha+NdxIvoEOrTvUGlnAKTA2AaEB1E+W2ZhfeHgGmMymazYQbHweYszCYlGo4W3t6F3Mfflz2pZi6UU9iXIGPtX9eczWE6OTnxWg+vRHFQzyFBXpT/7DQ4KRkTX7qYbIzw2vxCaS3chb9OgdDNa2RcnMBZHxsZZYA99P2zuC9fVxRVZ2bqWSOauRBg2rb9UKPgEmcuyVPXzw/kLutIPe/2VB+418PDwMOmtK1eYPrfwi12YERRmj2vXqo37D+5b3G9A+opIr8jecHR0NJmdy5i1g22Kw7OKJ6ZMetvm231eCAcGGge7Uho1bITo09FwtBR8wfBeql5NF+wKB4M10E+cYi4IDKwRiMAagRb3wVwbuOMnjiExSTfWwsHeAckpybh05ZJoHan+u1wm/Gn8E5OrLcLjTI0aNUSf1UQLg1kHDxwCJ0cnrFy9wuw6xlT62U5HjhgFhUKBK1ev8PsG6L4nvLy8MKj/YCiVSmRmZvBXOTt1DEe9eiFW99K3Rvt27fkuQRqNBieiT8DZ2RlDB72Mnbt3IDklGY1Dm+DqtSsAgL69+8HZ2Rl//LVI/wtJD85kNFqwZo6PHKmgWKio8RC79uxESL36ovIVYwmJCfyA5PSMdFGPa5lMjr3798DR0VF0DI1/Fo8du3aItiP8rhUONhYmLbi/k0aj0XdauQbPKp6imXkrEwqMbUD4xjKpMyynGtk6tevicexji5MqvNSuPRQKBY4e02X3tFqNaJY07jKnltVaLqXQBwAFhZZnYvKs4olUfaZDJpNBqw/ahTVkUgO0uODGv6q/VbPIvcjy3/0ZqtUHYD9nIuzfLkUmXCJoNMvoPS08MZww9lV+8Az3t63i6ckHxkWN3DbU0BmWmRvQWivYUArRRF+3zJXmhHfsbLK+pfe0RqMRZfGEQXKd2nWsCoylfrfiZJ57RfbigzJSNOEkGz26R1pYU6dli1Zo0bxlke/B2rVqY9iQ4fDzM9+ysriqVKmCjIwMdO3cTRQY161TF3fv3QUAPigGgNq160gODhOuY0wYFHMDAfPy8qBQKDBh7Ktmv0ubNW2GS5cv8bfHjh4Hdzd3UY/kIYOGmnQ/CqgegLgncYbbgvIU7v5Lly/yZRLdukSgfoihpzcXtIe1aQeZTFb0oNJS1LzK5XIM6DcQ3l7ecHJywpBBQ5CdnQN3d3fUCq4lOplp06oN4p/Fg71sOjAQAORqLdRFBMaW9O7ZB3FPTLvdCD2OfWz1rI5Sjp3QjRnJy8uT7MohJFXCAYi/uzZt2cj/zH2XK200u+3ziPoYS+AupVjLyckJTQWTVAiV19CxRg0bYdIbb1mcfatl85YIbRjK3+YCF65cQVg3aO7gIZfL4aoPfHx9LB84Rr0ymg+8ZTKGH6xTp05dwfOYftm1bN4CoY0ai9qtPU9eGTYSfXv3q+jdAACoVus6jRT+YH5iGqvYaJyFcEQ598VaRfCeLCpQFA4uGTHsFfTt3VfyvVhLMAkMYBgI1rlTZ7Rv10E0kQhHLjghEx4IW7dsbbKuMGNcmk4z5ib9kFKndl3J/SbShLXZ1rT4EranK2o9WwbFgO47Y9IbkwDoroRxunWJMFm3c6fOaGk0+VJxCeva7e3tLSYYfLwNVygH9BsId/34C+54EFQzSJRw6RXZG5Hde8JP/90eUD0Ao18Zg86dOou2GxwUjNcnvI52+gF65mY2dJYosSsLgTUC+VINOzt7eHp6Qi6Xm2T427YJ002xXihd7qhQ6erIJ0+cgq6du6Jbl25mn/PlIcPg4uIiSgbVrlUb7fSD80pKeIJha/UC/fH49n7kZevKeozLPrl66eIOvuWkpqaWKugvD5U35C+FFDPTfZrTsEFDMAzDTyoBCAOA8uuqUFTTekAc8DYO1QXJfXr2xYOH9+HmqvviUigUYBgGPSJ6QC5X8H1PAV3WzcXFFaNGjCrWFLgMI4OjgyNeG/86HBwccOHieX65MTs7e4sz71U0b29vs/WkFYXNySt6JUtKU4ahx3UF4Cj0GSF3o566QsYXVLhL4n6+fvDx9oGPt49km8SagUGi21ytvL29PVo0N53aWLeOIcB1lwjWheUOwgDe3Ch5riZRaMSwV5CQ8Iyf/tfPt6rEI4kt+VvZR70iCd973bv1wOIluppjpVIpKtVxd3dHg/oNIZfL4ejoiLy8PETqs+F79+812a69vb3kQO6mjZuibu26OHzkkOiqIABMfH0iGEbGt7ILqG4YqCYc02FnZ4+xo8bC2dmFv9oHQDCoS7escWgTVKkiXQLh6OiE0IahqFG9hklgzJ0EP7dXScyUUsj1gbFcLkejhqFISjbUYXfq0IlPknF1whPGvoq0tDRRWYqdnT16RfbCkaNH0KB+A5zXHw+L8sarbyIrOwvx8U9F06Rz7wN3d3fR7IhCwvfKsKHDcfTYEZMOPs/uncC7SesAT6DfkdsYMPBlQ2mJEYaR4fLVy/Cs4ik6oWdZFo8eP0LNwJr892ihqhBKhRIMw2DVGl2NvLUt6SoCBcYSijt7WHn2+3t9whulamHG7aujoyMfTLi6uqJpk2bIzNKdIXJ1XiH16psMEuECa3PTWBvT6veVe02NB1e8yL0SbaqUJTtMKS4NAsCr418zOTHz96+GHhGR8NGfRHhI1A96eXqKrtBUreqPEcNegbdgoJpUls94mTWfWeE6wr6w3MEhNdUwgEu4fXPbHjNqrMkyH28fZOsvNQZUD7A8mIiUSr8+/XHuwjnRTJ//Bfb29hg8cAjfwaJ7tx64/0AXpHbqEM6fiHHvQVdXN/hX9ce+A/v4DhTcMaB+vfqIfRIrKisBDFdUvL29TToU2RnVwjs5GVp2GpcbcSd+XDsw4Ulivboh8HCvYlV2XSpb7Kpvf2d1p5JyPlawBdKBcbumraCob8gye7h7wM3NDZ06hIuuBgi/D7kuU3VqG66W1qldl78tDIyFAWyfXn3g7u6Bf9esAqDr3uHg4ICngg5UVTyqYPTIMUhNTYGLqyuSkpKwceM6JD06C1ePGnD0rI6qXp7w91AiNTURHSOGooqPH14eMgzHjh/FpSuXkPTwLLT2OVgnM8x1EOX+EHfuiFtxCp27cJYfnPnO5Hdx5+5t2NvbIz0jgy/XnDD2VSgUCvz592IAQH/BpFZarbZEk6KUBwqMJRQ1QKg4bF1ibIt2Nr0ie8NPYspnN1c33ajroCDD8zmJn6+4b+Rcfd2buabtFBjbSGnfZ2ZmbbOWs+DgypHJZAipFwKtVou6depKXh4Oa9sONWsGiWaKNJ6hUFjK4OTkhNzc3BIFxgrBOsJ+sFxGWtjusLidZsQYk20Q2wuqGWSzDh7lrbqgnZhSqeT7cSsEtf7c2BUuwHJ3c0d6RjrGjByL5at0k4M0btwEnTqGY9eenXzWuU+vPvw2jLPFQlym2pqTQJlMhvCO4aJBoqUtOWnVqjXc3d2tnjm13JkppahXIwjyOoZOL0qlEuNGj7e4KblcjgljJ5g9ftetUw93793BuDHj+VZ8efl5eHTjHDbvXghNgQ+ykx9i5ZJp6N37DXgLviPvXT6IXxKOY+KbP0Auk2HBn1OwIH8X0l1V8M62w7jEHnjXyzDgruH5rzAlcBR2Pd6HIIfq2KSKRryLfsZAfSzvUihHlr0au7ashKNndWhVhTh85y9Aw6Jzg9chV9qLOpZs37lNcjDh6bOn0ERwJW6boLd0QWFBqWY5LEsUGEvQ1dEaRtKXyHN8UDTX8xMwjLrmODmWLsObk6sLjIV9N4We1zPG/5zSnoEVp29vMd8DMpkMPXv0krxPLpfzra7MEXalYEoRdKoFPWY1gsCYGxwkrJkTDr4rfmCsQ+9tYi25TA4VVKL2maz+bJfrvjFo4GA8evRIlH110Gdbu3buhtS0VER272lyYmlO7559TK4+WnrP2nrMh7ubO1pJ1PebVd6HVJV0YMzmWR50bo6lmQ17RPRAl/AueHTzLPZdPYYBwz9EYVY6Gm7rBJb7ve0AxAH2C77FJHRDel464nKe4WDVWCATeP+HxYYN6qtTkh0LMc9R3IXihmsapqT9BrgCwB0+GOa8WdABt/Ie4ahdLB48PYlGni/j4M0/sN1fV1sccGc3QhoNFD1GGBSrctJx6+Fe1PBoCHloY9HU5kIno0/A0cERjRqGmq0/rygvdGAsk8kkZxKSy+Xl/yF8TplMCVvMg33j0Ca4cvWy2cEflFWzkfIMjMt5NkLRwVq/myV53wgDBg/BF/GwocOxfOUydO9muCQvM8oY9+vTX9QP1BKu9pICY2It7r0iVc8u15c5uTi7mPSQ5soiHBwcMPqVMcV+XktTfj93BF87xpOalMnTFUqXUiBfuk1pYuwDPH5wFaGtusLB2RAEcyUD+TlZ2Lj2f1CpCnHr2XX0aj0Mrdr3wT9Lp6Fzu8G4feccht7/TPegOVN1/0v8igUKLX7Bfl1gaybW7vksCOFVB+Jz/Mwvix9/G58uHIPljmdM1q+Z44x9I/cgNeUZWnXqj6lfD8JRxOIPv+Owjz+JAn9DnHRUfgkhGIhHt/YjTZWEur5toXBwRXZ6HKpUb4zz9zfhX//L8Ms5j1Z5g3D12lWo87IgUzog7n4UjqvPoIt9OL+9WrVqU2D8PBk/dgL+XrrEZLlcLgfLslAqlWjWpBnOSvSOLMpz/PVSKrJifhl16tAJHdt3fL6/cCuDUgfGFRvEjRw+yuysYY9iH5ksK8nbKaB6ACa+PgmJSQmo5m+4lO3u5m4yEEQ0I6RcUaxL9lqteNpWQori4+ODR48fiXozvxT2EvYf3A8HicvN7du1x9nzZ0t8NcPYsCHDEVtEC7EKJ/yO02oBC7+7NjkDjIwB4yl9pdIqZkop2Fxd2UF+ThY++W4QnBVOGNFjMtrs7oNCuRbjdrfBtFG/QqG0Q7clnZEnU6G+2g83FM/wzCmf386i43vQ5KA/jrnFInDDMlRTuwES8eHqmjN1z1eQi7ScFHyY9Rd/n3OhHK9ndEX/yBHYfGYVthWcxmiXCFRt3BUAYB8vQ4FCC5kWqFqzHpZ9dxpLVIUoyM3Gheg9+HTfx5gT8R06RL4iulrxxdt/4X8LdCUuBQpdUDyxoCP+sD+G2+7puHZtHRb7cROmnAYKATgBbe74Qqk/kUtwLsCdW9dx+NZf2Fr1DtzzFcjw1L2mp7AeSFqPz9IHwdlpQjH/MGXvhQ6MpeoiAd3Zu1qtRt06dRHWth3C2rYr1jSXgG6E/qPHjypdH97iZsEYhqEAoTyUNolbgimQbcnLy/xgTunZt0q2v3Z2dlZNpiErRSkFlzG2VdBCKr8eEZF49FhcJlE/pAHqhzSQXL9F85ZoUcqWbkJ+fn42b1Fncxqt+Gczny/VzmjkjZ4Fxt0Fzod+gayWLsBjM3Kg2ngYjJ8XZHUDwFRxQcHcf6Ho1BSwUyJv3NdAbgEc//0KjIMdNOekp5fX3ogBerfDwj8+xHzFQQDAd/u2A/rdWeZ4Bss2helu6IfWPEWM7mahHDlKDVgGyLBX45i97mTksXMOHkNXdniy/Vr8cWAeorTXMdl7CEaMny56/pfvvQffgNpIT4rH6k2bIKtuh679XkXXfq9iPnQZam52wx89p+DtjPmY42wYKKxQ2kHh7omOPUfiZM+Rkr+ju48/UifFYsL/emCr600AwP+N+B63l41AlNsjQVAMyLSAVh8WnPER99l+P/0TQF/mnuFgeqLxncdmvJ34NVxdG0ruR0V5oQNjc1QqFfLz8y322mvSuAmuXL1i9v52YS+hZs0gi4Mf/otsFeSOGPYKnjx5UvSKzxGtVgutRg1FGU6DmZORirSkpwioE1r0ykKlzRgL/q6sVlu6WfTKUGlqjIv1PEzRA5LM8fXxhYdHFX66VmI7T+5fx8N7V9EhckRF7wrPFqPrHRwcEFIvxEZ7JO3amYNwcnJDrdBi1PUWA/c6pDyNwdZtCzBkyAdw9/EHAKhVhYiPuY2jx9bDy90PPYdM4R936eRuLN39Ey7l3sZHbT7AuXvH0TE0Ev+e+httaoRh0uSfAIg7yYiCZADXT+7HL9+/BrWXM5icAjCdVWBYgPkwDAwLyFjddwfD6k6pGQCM0g5MgQrMTf3yloCMZcD8PkZ3fy2ACWb0jwUYVv/ts2casHcaFrZ4DFjRdOZru1cAAHWqNcDQ0Z+DYWS4cGw7WkcNNFm3Q2YA2kUMQ7uIYWa3xx0bfGvUQv8BQ/i+0xzhe3HgiM/wiuwTuPsUf4BjFb8AbPnhBuJjbiMtOR51moRh9bv7EPZbSzxyyUa/+DqICJ0Cd0UB7t+/AoXCEV85mF6BB4DALGc8dtUF/t+op8DFWYb3CuYDAH5Y9j5+mrWv2PtXligwlpCXr+sJaymzJLzsIH2/vFI267dV3STXo7akCvJy8M9fU/HykA/gVS2oVPtSmJ+HEdNao7FHfcz8YoPZ9YZ80hjHFfdx/tXTCKxneSDKjXNR+HPbt5jQ+//QJExXu5qdloz16/6HnpGvwj9IdxDUarU4uO1PNGnRDX6BdTBydnvsdbyDkz22okXHvoiPuY2fln6IUZHvoGm7nuafUCIwjrl5AYUFuajXrEPRL4LwQKNSA/YWgv9yvgIwdNDL2LB5PQDDgKSyD4xLnjF2d/fAmJHFr/d80Vw8sQuBwQ2L9fkd+nt3nHKPx768DHQfOLHsds6MvZsW4vrD83j33QVQKO0QtWMp+ke/gdA8XxyafUtUW/o8uX/1NJrujICbSonYj5/CpYp1fdgTYx/go9+GoWdIb/QbMAVOblWgUNohNf4xYu5dQYuOfQEAs74djh+zN2FnlxVYeOB/WOV0Acu/W4ufBi/E/B2zsVt7yVBGEAu0PfENXq8zEn16v4F2u/siX6EF3IAjtz7QrXNpI+AA/JN0Cl9+uxSta4ahQcNYhCplaJzkguYqFRSO9mALVdA+iMeUDa/jSPPyLwXpnlkL03t8g95Hx8BdZYdfmn6FmRe+x/v1XkOdmk1Rq25TVK/dyORxrcIHYMW9L3EmJhrTJv6Fbdt/R4EqHy+/9lGxnl/YHk6KTCZDFb/Sdf3wDwrhj1dVa9bDxf+7ha2bl8M5tDbc3Nzg5uqGTK0jFAoF+l04iu3+d+GVb4fdkevQ/tAgOKnk2DFyP65d3geGVQAutTB44GBUWeqBZTdWoK01x6dyRoGxBJW+sXfNQPNz3ite0MukslK29bKVWf8bhW/ZrVg0719cmid1qd16p6M2Y7PLdWxWX4fvr1NwKPYI+tftj25dR4oyt1tcdVNnLt3wLaZPXWtxm++tfhUH3B5i8Y5DuO9/A1Vr1sNrcyKwzvkywn5dgRM/xEEmk2HN0lkYFTsTtU+44fKXD7HNVXf5ruWhfjir3YLZ2z/DNtdbOLnhMo63i7P4nELZaclotqItCmVa3Ha+hBp1G/P3/fTjG7iUeAULp+6F0sERX337Mlyf3sZkBOoysgUqy4FxOfP394efrx8SEhP4wbJc3PrquNckB9CWlvAEUNhC68T+NYiJvYER46YXeXJMAFVhAZb88Qk6tRuEhq0688uP7fkXnU6PQruMajj54xM8vnMZyzbMwXTVWrgVKlAj3w05skLsGLYVjVp35bd1yj0eALD9/PpSBcYJj++BZbWoWrMeAGDbmp9w5OZefPvZRtg7ikvsfvtlCj5IWQi13HDyOX/qWnzf+HN8eO0bZDmrEW33FAd3/oM+w97Fo1sXceTYBox6dSZWLpmO7+8swvzwH9Cuy1Bs3fAzekSOh9LeEWeOb0WXvq+WyyDNq1ePQSsD0u1VuH01Gi076WbuvH72ELz9AuEXqOtUtG/zIuy9tAWv9fsM1WuGoOlvjfDMKR8rY88Dv80GAKyq8RV+uf4Hzrg9w2eH+sHV3hVfqdYB9kCHk6/wWdQjbo/R4kAfvkOC0Gn3eFx89hPyt+bpgmILUlTp2HNvD/bUB6Cf8M1xvi9CfUPRON4JNaOe4ki47uruV0frwK1AAcXEfmDq1UDhPzuhuREDlgGYrs0hD28GFiwKfvgX2tx8MI2CwARX1d3fMgRsQSG0cYlgq3mBVcoBGQNtRja0mTlgq3mCVamguRcHzZ3HCKzZEJM+/QV2Do6ID+sBmVwBRxc3DB71iVV/k9GvzcZo/c+vvfU/qx5TXGVxvK7iVx3jJ33O376pn1K6a+duGN6vL+b9+S5e7jcRzV7qhb25a+Di6oHGLdqhcQvxbH9j3pyFMZhl8/2zBfpml6Aq1I06FY4Q7hXZC7v37uZvv6gHxeflEvvOjBOAG3DZLRl/LvgIb0yeJ7ledloy5sx/HScyLuKI22P0yKyNBeNXoXbjtvw61+6e4n9+O20B4AJsir8Oh2VzkfZZOhycXZGRFM+vk5ibhKcPbyIvOxO1G7dFTkYqJn7bHWHVwvD2e7/j6cObOOCm642bq9Rg954l+Ov2Kpx015WOnHKPx8w5w/DuhB+w8eYGwAW475KJnxe8Ldr31lED+VHHJ9yeQKNRm77vGEYyW3zh1B5k2OtquhotbYG37XujimMVjH75c93gDUcgZMEUfFHwr+46YRcgyakQM47VRXZSAs5EHUJ4r7ElLhuxdfN2bluGwFgXGTs7S48TKKmHN86hWnAD2DkYrpFyfZQL8/PQ5/AYZNircfPbq/h62uZibVutKsQ/f36Oql410G/4+7bc7TKnKixA9MH1COsyBHb6wWD5OVn4vzkDkKvJQ9/QQfj9wkJcUcajJ9sY8z/aiktn9mHL6X/xi2I/sPNXxPvcRtWa9ZCbmY739r8PuAHR7k9R9//ccc81k3+uTDs1rtvpJqwI3dUNqmYFUCjtsOLvafw6T/LFM3YJrfjrS2y7vQ0f956BkNB2mP/XhziZfB5L398DVWEeJi8cih3Ot+CgkeN4r22o27ANBtz+EJAB9v8biW+nG3qtpic+xZcJi6G2F3/GYlyyMezhF4Dg7Tfg+vv4+88EvPfwf0i3V+HMV9H4XXkYcAU+ivoUraL/xl/2JxD+wxLkoRBn3J4BF9/A/7G98L8ZhtlFNRo1GEbGv+ezUpPw258foG/n8Wjc1nQK6aLs27wIB27s4ttyLdg9Bx84OCEtNQHhp0aBZYABWQ1gJ1NivfMVQAac/PcKqsk98cwl32R7o2JnAvoxbd9hO2Bl97JvHUbBz70aXkvQBYGFci2WPF4HuAH/c54AB6Ujzsafw6SIj3Dk/HaM7jIZLj1m4JF7Pu5tfQtnZ3+Nq06JuOqbhVi3PJx9ehZnAUDf4KBVph+mjv4FYLWwG6PLZLNNJ6Jg+l+Qd2sFZWQbfl/UTCTUB87D7t0hkPlIz9pXHM7unkWvVAGYchg7Uj+kAVxcXBFQPQAMw+Cb6Vv4+7r0Nl8S8jx7MaO7InAZY4UgCHFxFk9QIVe8OBnjav7V8DT+KYCKac/896JPsPTuGjRxrINqLv747JMVsBe8dWc8WojHXz/E+6/+CK9qQchKTYKDixuUdvb4YcFb+Jbdyn+R73O7jzH/DEZVeRU806Rh37TLuJl4Q/KTkK/QotP0uujg3BQdQrrxy2Pyn6DNwlZIcsjHa2s64mz+LZxzS8Cq9At4LXsO1m/5WbSdV599bzLaeJZ6I75btBmFLoZsyf+y1gMWJoGaMPUlLPhsl/gyqJnAOCHJUB+fZafGHHYbkAtsnX+Afy1+zNggyub81DYGLoUKPPhlAFZ5XcOnF7fiu6+2m98hAElxMYh7dAPN2/fGhWM7UCukBeYsfBN/FOzDXw1mYuiYzy0+3lpckODm5oakpCQ4OpZ+Rrl7V06h7/JecGPtcfCLqxj7bWdscb2BV/PbYcmck/x6XBB+9cwB/mTj7+y9+BrAuSNbcebyAbz+5vd8wGjO5tU/4M2kH4Ek4OHNTghqID11tTlbV/+Ips06ix737NEd3LlxBp16jbbwSN0Jxaw5w5GvzsfXUzdCobRDfk4WcjPT4OlvemUsIykeLb8PwX2XLCzyeg9P0mMxW7MJ447Mx9LvTgMAhn3VBttdbwFK4J97p/j31Uqcw8qF+q4fgs9Vt/lhuPp9MvrMbIaLboarPMKgWMrZI1tQI6ghH1ABwCaX65j29WDM/nITnty/joCVuis7kwo7YZHdUcAF2HB0CHBU/wA3IGRhfaTbq/iTzVyZRpfRNEz2hTnsNvw4TY5Wuf7o5N4S+zNOI8NNjaBsF3SWN8Ltwli81XACvrjzE2KdcwEAXvl2SHEohEbGYtzTb/nP8O/Kw/x2L7kl4xJ0s4gecROPXfmB2Y2JV06hTpMwJMY+QJdfWiFHVogjrx5DjXpN8c73fbHM8Qx+3rwRMY0S4OhSdKeF1f/MxOG7+9G5ToQukBX0qv3bIRprtkWiQ14QWP2muAFWHF1mXpcMWFljGv64vhSucMAut7tFPjcA+OU6IEHQgaFFpi9ef+1reFULRMvTXfHRhsk46PYQl9x0r0m3dkPRvH1vfn2uxjY7pCaCb8QgVNMcPS42BJukKwvIfqMrrmTfwbFnp/BtS92+R3q0g90EwzYAgHGwg8P3k032TxHeHIrw5lb9Lv9l5XE1gmGYSlc2+nyk/54zKrUuMJYLMsbGmdIXacR5vz79EVJXV2NUzi1skZmSgNcS/odjbrH4XXkYXxT8i3NHtuiyLXpPnfLwtWYz3vl5MG5dOAb/H/0xYdpLAIDr6aZTWka7P8Vml+uIdn+KTRt+wr1cw4FqVG4L7GtqmBv+rFsCfpLvw5B7n/LLdrrewRPnXBTKtVhodwTn3BL4+84c3Yr3MwWN1o3saPAL/3OhXHwJkQu6jAVn647kK5zOwvVXH7w3rTt++2UKUp7GmG3OkJwhnVE74WYY8JjioLsy0jnGE0u2NwbDArM73sMqr2sAgLnYIbkN4dnR6J8i0OJAH3z0VU+0PNQPIT/WxvfYiQx7Ff66JB6IcfHELgz5OBR3Lh3nlx3b8y/uXz0t/TzCp9R//sLatMOAfgOLPaj11MENOLJrhWjZrFXv4rZrOs66JWDy3F58qczfDtGIvXsVAKDVaJCeqDspPHN5P//YeKc8bFvzE1pHDcSUtN8Q9kVNk98j+sA6DP24MaJ2LsejWxdx/mG0YX9Om3ltzdi94TcMvPMRIv7uDECXBez0USD8l4Yg/MwYvPRhdaTG697HORmpePbojujxW9fMw0z1BszFDqxeNgsJj+8heJYvfBcFYdf6+dBqtdi6+kecPrQRALDi369x30U3wdGklF/wv4ItAHQj7uNjbuPKqX26oLgYbrimwfcLR0S5mbbfA4DDLf9B2ltPsKH2d1B/qcJbhbpU4Pu730OdZaY1/V9rNuPJ/ev4fdVUftkiu6Mm63HS7Q19aScVdjK5PzxTd4JQoNDihNsTzGG38Z/tTQPX4p/vTuHkj08w5vWv8fj7HLyn7g6XQjnWtvsd/bLqm33eYTlFT4yx57Duvfndn2/hhmsaHjnnYMbSt+A+zQ7L9H1nEx3zsXXDz1CrClGYn4e87EzkZIingo7asRRNP/LGyMcz8Kf9CV1QLCFXqcE+N91MeS6F4mOZV77hKlH/rPoY9eosHJ33GDvn3cEXsoEAdN+TD4edx1RmAFYEfImfXN/A/SFn8LPbm8h8JxHR447BvUCBthn+UE0twPl5CfAJCIJMJkPTdj3RwMlQG+uokvHjMIzJG+umts7/bBHYpHR+ucufh/DS6jh8ejgAR5e3xa+aUfhk8iLJbbzInpfSx/8ayhhLuHFTd4AUvqmM+/e+SDXGdnZ2qFEjELfv3jaZKamsHdizzGRZ54Mv8xmQmjnOeOSsG+16FLexYsc85Cg1WKW8gDrfvIxn2jSL2x/39Fs+03W+63Z+MMlhhT26nC9+f8WlR38H9InDRpmeuO5mOHBd7XUAoW26YcmiOFH2a2+Thfj9xC98fXFAjhMSHfLBgsV49Ut4qH2KhzDMwvir4gCQfgBb5+3GRkY8kj0nIxUatQrJWeK2OZYM1rTA0NsM8pQavN3zhui+s1FbkJmZjLuPrmKgQgMntZw/O9JqtfzB9UfZXgC6gzfnCQyvfUFeji475wI4rf4AK5qdxdXTB9A5ehSqFNrh0WfxJpcj1apCbF79AzqGDxV9/gJrSNf+qwoLoFEVwsHZFdfOHMSgdYMhhwyr+i9Hu+MvAwBi6zVHQJ1QbF39I7bJL/KPXel0XrStwH+b4POMobiYdx4f/f4R9rZcjLNPz4oy7CvOL+XbMV10S0KvZZG49X0qn6V5fc8k3HBNw8Zz44BzQIOsKny28pVHXyF7QSbqBjXFrrNrEVY3HINGfoxJX3RCcmEaxrV6DTJGhtbt+sK3Ri0sOKWbqeq+Sxamfz0EszWb+PctoDvZ6zivGc5Of4CmXwfjvksmwjL8se/Ly3D19MGqi8v5fX3nwfdo/MsyPHPT/a2+iZ6Lcec/RrJjARQ3Gax/9j3eSV8gej2EdaDBSxpiEroBCqBhVhVsHbsL5y/uR8dOQ1EtuAFfP8z51X0SDsUdxRbXG/zJ2Nd2r2B4n3dx8dIh5ORlwtnRDZ37jgcADBmtOwn9cPh3WLzxJdFJ8K5G8+HjU4Mf0X/nxhlsyTxmMtFB40wvXHVL0b02Hdbj0o1jeD/xNxQotLje5zAatuqM9kumYdqtnxHjko3piiGYOW8DpnzZBQuUUaJtLfX/XJTN5Pw8ex9+UBXq+tX2fx0XT+yCj18gnJzd4LW4Jr/e8KYjse7eZQCAnUbGnxD/VmUyNFoN3sv4A6eenkLz/WswH4aTr6WOpieM864uwCvffsXfdi9QYkf4chy5sA19wsdg8ImJSHOTnoACAFpm+sKOVSDaXXeyVy/LHbvG7cXsVe+iTbU2GDnic+zasZgPqHvVFAesX0/bjK8Ft4WXzQHgPX3HC1dPHyROz4TCzl4ya1nHsw6QeQgAEJzvbrY0UflaP6jWHoLm1HWzv1PTRDd0+HARGA8Xs+u8qGQV3Ibzv+qFD4yDagZJzvENiMsGTDPGL9ZLx70WsTej8SjABzXr2/Yy1FffDMVfmbvQBQ3Q1LsxPv54KQDg8K29Ju/SPKXuwNI+szrGBA/FpBRdFtaBFZ+szFRvQFWFdX2klRoGoa0N5RIde40GShIYCw5m89p/jZ5XdZfxvpQPQmgb3fZfnfQ9Nv3fVux01WX1mraMwB8tuuL2/LbIkRXi3NuX4RdYB2pVIRiZDNEHNuDskbFwUyv5y7cAcMDtIVTaWlDqL/ykJz5Fw3l1kC/ToJu6PuACfKDpgZWFR5DkaL4QsGbtxgCuYcy16shVavBJN0OWvc2RQfzPCS3q4IMzwXxgfP/qKeNNiVxzS8XBbX+hZVhvLF05g1/+QBWPrNQk/LPzf9DKdZnrPdv/5AMizoLf38V7GX+g2+W/8O9np5CZlYVq/v6Sz5WXnYlWM4KQIs/D5SlXMXfjp/wl+k+3vscHkaeit8P37iUMvPORZNlKs0xv/vLuTvVBXKmqC+4jLr7BB8XNM31w0S0JG1zE7Rrvumbg2pkDaNiyMx7fvowbruKTsptGt99ImgdwFQV3d+LXnx/gD7tjgB2wUT86v+np2fiowUTscDX8TWZrNkm+Bjdc0xD0bVUkuej+1qfc47F548+49uQStjsaTngy7FU4bm8YyMnVvgOAWs5i0N2P+dsLPN/B5FRdWyWlhoFKzhpm3gLwatVBqNMkDHWahPGP6dhzJM46OkOtViHu6V0MHvUp8ue9ii25un2ok+WGL374V/ez4HHG6jQJQ5/lIfwJ44WInXyA2n1bLex3e4CU9Ge445wOhgWmKYdglnojhmY3xurvzuHkgXV8TXRYt6GYhF9E29cNfpqNlKcxfGeM378+jE/vXEbVwHrYuu4npGUlYczrX8McYQ2+MHh+R90N8xUH8b6mOzp3HYEq16bBVaNEZ1kjfuaxTm0HITEhBrj4B9Y4XMSWI6OhVrKYkB+GbbjAn0TMc3kNITWaoO/N90RXpwDd37LjKV07sC/3r+bfo60y/aCCBpfdkhGW4Y9jc2NQkJsNZ3dPPH14E8H/hKJQrkWEQ3PUbtyWL48BgBHjp+PAF3uRqErF6HenoaQslRb5ewYC+gqa2jDfP1nRrhGc9sxDbk8L3RoYBnArfWlVZfS8jAn6rynyVWMY5m+GYRIZhrkmWObJMMx+hmHu6v+vIrjvc4Zh7jEMc5thmMiy2nFb6d2zD9549U3J+4S9TB2NPuQymQx2dnbo2N70kpwUb29vsxOKWENVWIDffpmCC8cMl2DTE5/i6ukDFh5lkJWaBLXKfCYhMfaB6BK3MYZhkJ8Wj9dTZyBobQuznQD2blqIDh8F4NLJ3ZL3A7p+ml/OHoR2H1bDj/NeB6CruX3qlIdVThfwSe4y/vd6nPfU7HbWvb0fE9/+GemTdes8csxGYn6yaB3hTEPT5IPxnrq7yXaCsl3w5M0Hoi9yuVyBP7zfF603IKsBquaaBtpnwjcjqvVy0bK/q36CRk068rebBLYS3R9obwjw/ALroGrNerj1QxoefJ3KjxBXKO0glyvQIXIEUr/Ox+Pvc3Cg+Z+i7bzRm/9YYteOxYh3ykOaQyEftNX3a4hhipdM9lmoZqhh3yZeDMSpf9oh/JHpYJKz/hn8z4V5uWiyoaPJOsYiLr6BKgur49N0Q1nFSfcn8P65Kn6SG3pXXo45g78XfYLPZvbj36e7Y3XN8w+6PYSbkyPGjBzDT4ELAN/MGYnwjwLx7NEdvP9tH9xwTUOCUz727VuK85oH/HpHnWP4n2OTHuDSbfPv869afoqwDN3f5oqX9NWGnyN+FN3+QNMDVfSXn9vt6A3lt/aY+M9wi6+LlG/jl5osu+yWjLFPvpFcPyTLA7tDf0P2+yn4SKtr5Wd8AjTu6bf4H7PLpGyHI7yM3ixT3MJrRcCXeOudXzEhPwyNMj1xttcutM0Qn5g0qNlMcrutwgcgrNtQDB3zOWQyGfw9DTWInZSm7avM+ev93Xhb3RV/eL8vCjzdZLpA6Mqjc9DIWNTIdcbUD5fhUIu/sfrbc1Ao7dCp1+gi674BmLSLC6zXFHYOjnh57FS8OeWnEtVp/vDFdmypNw8z31sBT/9AxPzfY9z44jFqOBtaZ9Vv3hFBwbpuMRoZixylbubHOW+twKv2hkF240dOR6eIV+ApKHGwZFxeG5yd9wwHPzqLuY5jse6tvVAo7fgrMtWCG+Bo53X4znEs5n603uTxMpkMf8+Jxo4fblvd1q24gmsa3gMtPRtbWBNQtG8MWUvzPZ4ZDxcKAM2gUoqSseZVWwrAuIHqZwAOsixbF8BB/W0wDNMQwAgAjfSPWcAwzHNdcyCXy83OTifsZerkJD4jlcvlmPj6JDRr2szi9qfOGoAmH3mjZ3gnvDr+tRLv58p/puOd9AUYuk03U41Wq0XE3OZosqc7onYsFa27c92vOLF/DQBdL9tbF46h6o/+6PeZ4cso9u5V7Fz3KzQaXV1r2K/NELK1I25dOCb5/MFBwWDVKfzt5CcxkuvNPP41Trg9wYSNYyXvB4AOW3riG+0WnHKPx0fZ0g3Bl+/WBR9PWfOlEFVr6r4s3X384Z/rCLWcxZUC3aV9/1zxATHngzTMmLoe7erogjlnlRzPJtwF+xWLh//f3p2HN1WlDxz/nqRJk6ZN0p0uQKEgu+yyySIgm2yKOMCIiKKiyLiBK66oKAg66og66qCjguu4jAz+XEDcAREFFBQFBURAWbrv9/fHTXOztqU0Bcr7eR6e3tx7k9weTts3557zvgtySc7MCnr9S2c8yMvNjKDk6WuX06LM+EOxosNjvNX6QboPGEv/EZN5LGEmAENzsjl3/CwyW7TnvPyO9M9pwllj/ReAXD3+bvrkZPDPZP+REIs19Oq7yj/Og0ZP46uBbzNiv369/2m9ly/TDwHw0bYPgp6X5E7j9unPMDbXv7LQmFyjolazXkaAGz3nAjpOu4zO6cYCr4wCve//kJDv3ff60gVVplkK/CNeYq7Qk+hrxmNfqw+u4+K9C7if//L2K/rI3h4OeY9v+OJdKioqvHMqy8vLmFOylNXOnYx+uB9PRhvB7gW77/EbnS31SbN1sOAAuw6Fz3fao/coPrr3J6LKQ9+CPDOnOf2Gn0/vw0ZJ6Z7Z/XiijX57u8AT3FRmJbmRUd55mdXx/RC3osNjfv9HAI3zjd9BKYU2Vs38kmHjZuBwJTB39ku0ynV7j59fUH1VtLQCO5smr2VG6Rm8e+piXpliLLScWtST8y/W03M9M+9zNi38k469hvHZA7v8Phy2bd+nRt9bamKmd3tI6+E1eg5AcmYWj8z9gEtnPOi3P9ast8X3h/XFYE3K44m2Ozhj1NSIFuCpKavNzpiJ1+JM1EdDnYmpOFwJXD7pbgbkNOUR9xVYrNFBhXwuLT6d1CYtmHXxI/TNacwCx1QS0poQl5DMp+Pf58qygXzSeynZeXEoDZIKg39fnJqsB5qJ6Vlcf/2zfqkaK/UYOI4brn82YoFvdbr0HUmLXCemChjd/8JqzzcluwN2+IQuVgsitPpYfNcQVdtqmqatBg4E7B4DVE7+fBYY67N/maZpxZqmbQe2AadxgvKbShEwx7i6DrfqnedY8sSNzNPeYqPzTxY+OZOrbx3iTfv1xKNXexcD7fxxI7NuHx60YMbXxt0bANgem0thXg6rlz/HV059HunLny/xnrfhs/8x8vurGPPhFJYtuYtmL3elzdv9KLCUs8K5zTsad97ioYz8/ir+/dQc8g7+wXbPQptPvniTUKzWaFIaGaOIO7eHnvNVOXftZ9shDu/fw+6f9PMqKirYsv5jysvLghaZrfso+D1X5a5n5q2Dgm4dVoorifL7P8gq1W9aVM5HbF/mP7IV43RjMpkYP/kWXml+Lx8MfMk7MluV3n3GAJCd5yQxPQu3Mkb9zxx7mV/arctnPox2u8aKhduIS9CLl7w0fwOrFv5CjNPt97qndDqdTxbuYtoVD1R7DYG69B3J23ds4Lov9AUsVwzbTGFUOWuKgxdDJSWkk5yZxWvzN2KuMPrweW2NNDrO9MaopqmoRBfWWROxzZlCdvIp3uPjbHrw86uriAtHfsvYc79i4s47wl5fdp6TUVqnoP3tchNoVBh6BM93pf7qLe9RVlrC1hjj187mH75k5OzWJC9IZtU7z7H81Ue9x9aG6SOhHCw+xK6CPSGPWcoVaVmtsNrsdM5PCTreN6cxr8/Rbzm3iTbmkKalNmP8BTeTnRecLeDUJl0Z3OXsoP2+rq3wv7G2tOmdDD3ncl6592s2n2VkNpiVbhQN2XrtT94cvAD2WCdbHjjIphEfUHDdYQY2H0QoQ3KyAbjTch5fTvuSpq078+jdHzLk7Om0OLUnFs8HgnaJoUu0mkwmhqpTAT0oa3zKqVV+b5V69B1LRn4MKYU2hg6v/QBBJadFn1S8u1z/sO77c3k8y8hux8qFO7jyqn8ABOVMfvjWFYBe1Wz1wl+ZNesZ77HWXfryyNwP6HPmBD65ch0f91nKd1du4cnka3k1+z4AosoV/buPqafvpvbM5ihWTv+Ur4e/G3L+diAV7z+J3NSlJcTqv0ss5/aPyDU2BPWRrq0hqu1E2VRN0/YAaJq2RylV+VckA/CdeLjLs++EpKq4DWEOExgX5BzCbLFwxropfvvvqXgDomDvghFcM/xWfV7sn6CNmMy5jw9hjfN3/lg82TvXq6y0hFdfuI8O7fSqML8X7ffmzIxZ6NJXQXt+Vyy2fsSkd5dx+tAJbPxOr2H+p62ExRuf8lugA9DhplQG27t4E+Vv/G0Dp+/c5j2+6+AvfPvF/9G6U9+g25B5RcYCsF93baEro/yOF+Ubx80VJobN68q3Mfv45rxP+HrDh5y3/RYufqV3UML3UKUx95hzeTTqw6D982zn08idwWld/W9iZFvS+Bxj2sXVPa/mw01XUW7SuD3qXO9+k8l0RCnEMrLb8fP4td4/YC6z8YfsWH4aV4lObvimDe+02MeWpHxu7f8jG2P/xFyhOCMvyztimZSc6b3WcpMxcnrupBtYPfdDhrUbDUDs+megvALlWVTaIrMtlQO2bZLakLB7FQfspfyntRGEOoujWHXWm5z95nneBZBdclJ46MwHOa3/GKaufJ2CgsOM2KyPpHextODDCmPqB8AZOU1ZGZCl4CHzezx0b7Tfb6c9h3bxP0+qqMCfrXDii6wctPlPHzpUcpify4zFXOPy2vNarH5NmYXG4p1uttasxfheXcVRPDX5Re8IW3NXFhTrKd0yMlsCMMk1OGj+b+eOA2nZsRf4XHPfnMb8GLWfpqXx3N3/TgaPuYRFd/p8aLlgDqDfPWjbbQB3vzeRrw9sZOrMubT7pBvFxYW4U0JXs6oshtGiaUcISEwyNCebZ69awc7tm+nWP3Tw9F7PZ3lnzTIumXpvyOMAf7/uDdIXT6dPl0E1XmvhTExl2+2/U15WWic5X+MssaDB7ih9eo/TfGIExqG0yHWyLS6HSQVdggLlcBo1PcX7wagyh/uq5emkNsqidZfqpzgdDzJbtA8aMQ/L6d8uKj6O2HVPUfbxN1jOkcA4HJlKUTt1vYIs1MeTkGkMlFKXApcCNKmiwtyxVFXZWVOIrBS/bPmarJeqzk36KT8wcvsG7+O/P3iZd5RzmWUdSzz7Z88dyUPm98ATM6SY/KPJwFRJK9a8xHfbvuSyPx7y7ttkDR5J2xJ3iC0YAWd+WQE7tm80rif/Te5891Wmv92Pxfd85PfcvCIj3+hvf+wIeu1HF1/l3T5oK+ELmx58r/zkFR7/6XlwwtO2z4KeF8pun0VmvnqfOjRkztbmziwoMzILdOwykLLxFXVSaKJZW2MO7rkdJ/LCj+u5onTAUb3m0VJKYU9P47EV7Rg8aQ3/9JRDzcqL5YFzH6PT/+m3q5MbZQU911Fqxmqz8/g9RmorFXA7MrtFZ/DEsBkpzXhj2WDWqu24iyy4i6NwF1lobk4l694RNHs9iV/QA+N3/vax9w92/xGT2bVtE3huLnRt1JmovWaeQU9b1j+nCY9OXEK7d86o9vtdf2CjN6tCOOfmdeDVWKMvL249h1/3/cQ9B1+ke3Em7zu3s7NsP9849J+LF5vcwTkTZhE/dyhPRX/KXa2N/pvmaASe7F6L4qZxze3+c7szEppWpnn1lku95pK/s2PRTv4dsxYAW5mJlh17YTZHcWD6TibMH8C45qO49Hb/aQEAw3Na8j/nj9zAyKD+estNL3q3B42eVnUjeLRq1xM866mWNr2TAzn7+csl15GYnlXlnZL+IybTf0TV5axdyWl+RTBqqi7LJTttLiiEXXa93zmjTtyMBM8MXszTq/7OHRcuPqrXqe7/7USmAhbXKVs0poxkrBOOvODJyUSmUtRObQPjvUqpNM9ocRpQmRtqF+Cb6TkTCLl6StO0J4EnAbp161bP2XGDud1uDh065LevqmIWvh3uu3WreHf1C/zw5w9QzfS2nY4Czt851/vYN+dtcVQFH/z8AYOaD9KDYh++abB8Ncl38KsjXx+R9l93xgFb+MV2lV6t+JInNhjziitzfT5uXU3gr+ncYmNEePueH9jzwUoaDRwApWWUrd7A7Px/hXyPz379lPXO0OnDFif8jb/tf8RvHmigN1stIsocxedbV9JnyISQ52SntPL2tOTCaBp5gpW6/sUwdtIsdm4bRnrz0Lea65NKT6TrVhd/W5vFQz12ANC4OI6OvYZxzuvtKKwoITE9+ENnXGn1c/Kate2G7VUTFQq6njYUl/VnOq7znwJjvWEcAE0tqVR+gktMa+p3jm87tW3WlWkX3UfWo9OZet4c72hRx6VJfOPJBPHXgi68ELMe0NPWdazI5J24H9isVV8Ou2tSR14t0gPjKYWn8Zcp+or66yqeYdU7S3h//cXeKRudc5KZOFWfF/zwzcuZve1bTul0uve1kuJSvBPIGsVnEqhpRmtvYFxZcCE+NZPn7l/Dx7Pj2BGbx4iiNt4R1fjUTN5duC3odSotuXoF7yx/gskXzQ17zpFIadycm9RofszdwTkTZtdoEdqJJNYWC4VQ4fnxdlmrL3pxvOo7bBJ9h0061pdxXFN2/4EhFVNFJSThJenaaqe2gfFbwBTgPs/XN332v6iUWgSkAy2BNUd7kfXh/ImTOXjoIC8sfd67r+qpFMaI8dhlY/kx7nC1QXFNnP3S2Xx04UfVn+hxV4u/ceGeebV+vz+rCJ4P79+DK9mYq5tXmu/tMQtt77N45Yd88e0iTilLZs/8J8FT0fjZ9Jv1/MAeofJxVmrZtAONdtq9achcxRbMmvIG9X1zGjN6gp66agQzw75Or9POwvLaPJoVOPneJ5dsJNT49l+EmdKTKQdu+qw5y1vs54fEfDLy9ADotQWbwj6ve3lWta8dZbHywwUb+HP/LtKbtSHfFXyLN/omfeTebTHK+gUuHjSZTCyKm8bG/ZsYMGIKURYrt968zO+c16cuZ+XHLzN56l1YbXaeKSr0BnJLnriRd36/n922vGqvuXPL3rBR//lt5jQCdJPJRHyCf0GQZiZjDrE91ukXFAM4HW5vYJyW7B/sA/Qbfj4Pbv2E3p0D1yXDYz3m8dSXjzPvrzUvOJDSuDlTL7u/xufXRG1GdU8Ujmj/0Wdn9IkbGIuaCBg4sUtgXBNVxTAivJqka1sKfA60UkrtUkpdjB4Qn6mU+hE40/MYTdM2Ay8D3wErgBmappVH6uLrklIKt8vtN32i6qkURtP9GGeksWqZ62LDkPCpyqoy7vtUcktyGf5CzVZtd81JIS256mkoGfkxVR6vys1/9x/FyCvL93tcYKlg0rY5HLr3afY69EC2Va6bCy4JnV4qlPSMU7yLiqYV92H3Db/TpMT4I9czrupUPpVaduzN9ikbWXvT1pPm9pFKTwTAVm7m6f92oM9ONxcmnhX2/JXdnqV7Tiq3jqzZB6nGLTvQqbfeF5UzODCunI/cubE+1SRcJodrrv0nz8z7PGy2gObtu3Px5Qu8wbDv6Ga8Uw9gK1NZBV2jT//u0HmAdzshJtHvvIRE/8WYKVb/44HcscZq/Ubp2UHHTSYTV1/7JKedcU7QseHnXslrCzYFBdui7jjs/oGwK8Z9bC5EHBOm1sEfVkWwqmIYEV5NslJM1DQtTdM0i6ZpmZqmPa1p2p+apg3SNK2l5+sBn/Pv0TQtW9O0Vpqm1S5CPEZMJhNDBhuVfqrqU5WL737b7l9jfmxsHzr2GsbjiVeFelpYd6xuweIV7RmY2JO9+cbc4G45qd4UV75WdX+O1y5ZQVKScZu3Y04St0WNY1yeMaJ5hmpbo5KkoSyOWsUtd431ZtLIKw+e97spJY8bztjKXoeePzVFCz+P8N+Zc4L2NW/blStmPMy6M97iH7e9h8OVwJ3db+aUXBeTCrpw1+xlIV4ptIzsdt70SCcDU7oRvJ26P47/rRnNkLvDZ7kYcNYFrFn4O90HjD3i9zJ39y95a3v0Gu/2X/56E/NjpvDF4LofoXS7ksMeW93jBaw+RV2SM5p7tzNTmvudm5zezO9xSkz41wXIamb8DDX3mWMujg+xMQGBsePoF/SJ45dqbNzhiRrXH+u0kcfwak4cEhjXzskxtHYEfEcbq7oNERVl4ZN3l5HxnP9c02SH/gfXHRd6RKpZXnDg2OtwOrNT/kp0uYmXG91GJ7u+yn1wTjM+ufsnvQxvgP4jJtO0dWeSUo0p3X9JGcqdt7zKWS2M9DcjWo/kpfkbmFlmpG9KKoxmVffnGJzjHywE0hTcq73JBffrK91zAwLj6DIT0WUmnu24m4e763NMU0162jRnif8snTNzmnNKc6Na3gOOi9h9wXdE2x1EWax07TfKO1I4esI1bH3gEC/c/1WdLthpaFSqfzBgmzMFFR2ZHK7WK84m+vapxLz/EHE572KdYtzVsDnimD17CV37jariFWoncKS30pTC0+g7bBK9TPpc8nY5CVis0ZyT1w5XsYWevUf7nR/jdBNTavwcpcaFft1K7boP5LGEmSzLuqvBzc9tCGJiXH6PnRIYN2iW8WdgveGvxLy7iJglt0Ts91xDkZxU9Qd/UTUJjAP4BsNVfdqy2+1c839XB+1PcelplOKdwR3TXKG4qdklQfs1NEyeT8Sxu/N4I+cyLt6QyS1xE4i2O3ggdUbY62jUxMhlOux0fepD25ZG6uhxE68HwGk1AsxbG11I/xGTeeeezWw+ayUphcEFTlr7FAt4O1bPgHFA85/n2WO3m/kf6IHJB830fKKNovVRzDd7+a/id5kcNGlujMJ1bNmT9Gb+BQzEkQnM7VmZ1zMi72U2Ez1rIlE92tbrKERCUugANjZKn9ox98InmJjfmafP0hexvrZgE/tuO+zNFOErvsSYl5iRXPWHQtDzUlcu4BPHl9hYt9/jqu4siBOfMpuxzZlCVO/jY33H8e6csefw14nB2ZtEzUhgHMB/xDj8eQf2/MJXccHp0FIS9MA4I/OUoGPlJo1Ye/AikQqleW8VVfy4i4Sla1j0fhv69NBHvS65YiHfj1rNvou3Mya3DcvbPeJ9rtVmZ2W3Z3ku4xZvovTuA87mAcdFvNP2Ye9ol+/ilMqFK1abnbbdBvDWkOeDpn4014w/NCZNb4g/zP6BcVyJmSkbM/jLZiN4STG7ARgw8kJWdHjMu98ZFUtKYyNNVOfuwaWZxZFRbv8UVaHmAZ/oElIbh9zvsOhzi7PadOHF+evpMXCc91i4Ed6nesz3bnfocGLkehWhOXwC47QCO70GjT92FyPEccZqjSYhXu6i1FZd5zE+4dVkKsWVl89kxWv/QAsROFcGxC079KLFS07smoWNTqOUclbjNuAp8tUlJ4X1zn20iErH1ESfG1v24Vdo+w6Cw0bUkO6AXiWoMmn7Gw98F/SeA87yL79sMpm4bpZ/qWWn3Q2F+rbD7j/S2GPgOHoMHMf0O/VSvNZyEwlRRiBt0vTKdX9YCv2e5yg1o1Aser81L7XT5yGboowu5Xu702WJw2Qy8fWZyyktKSYxPSvo+xBHxtTYfz61sjW824v2WCfRZSaKA8pPR5uPfFX6sHEz+K3rYIoKcv1yU4sTT6wz3ru9fMxrYUupCyHEkZIR4wD+gXH4IeONP+tJ/C8p7sNP49bQPieBRgU2WnfSA1irzc7mu39nwwL//L09Bp7LvxrdwPejVnNvnzuYkN+JB698BVOGPkKr7dTPN5/Wxrvqvy44HcYfksAV3YFs5f7dotSscXj/b0GlnB0l+vXFlkYRXaY/p08nI31VnM8fL7fNDUCn3sNrtfhLBFMuB5bLfCqYmRvmj7O7JDjgL6+oXbKbtKxWEhQ3APHJRuW/Np37HcMrEUI0NCf9iHFpSTG3zRvP4M6jGTR6Gia/dG2hn6OUYvOBLWCHdsntaN6+O2vv2gH438at3E4ujGa/vZjM/BhMJhMXXqbXtW/dpS9Dz7kcgAr8A2jlrttFZ3EOd8jtULoUZdA7qzfPHzAqyW3dpFf69i2z6/BZFLjmX735af5oBoya6t0XG2sExi571e8pasf+wAzMrRpT/u1PmDq1PNaXExF7Y4KL28hq65Obw5XAZ31eIsbhrHEZZSGEqImGOcR0BJ7/123cx9sM/lpfFGfyKdyhhSnGdnj/Hp6z63VL2mfr0x1sjriwGRTeOvN5eh/O4I2R4VOPqRS3/+M6ni/q9MmS4QhYuFLp35lzSCyyckPv2Vw24yGeTp3tTRW3Zds6ABqV+lyXz1ySrMN2zp402+/1HD4jxq6YeERkWC8Zjf2Ra06qYDE7JXgOvzi59Bp8Hh17BRdYEUKIo3HSB8Yf71jt3d6zYyvKp4RiRUVFqKcw99GLvNu9B55X7Xv0HHQuny7aVWU6q8D0MypEpbGj4XIbOW/DBcbnXzyXffcUMmzcDEwmExdNn0+vnAwAtvy+GYAkzVjwZQ1T0KFSnMsIxl1h0tcJUR2rz9SeN05ZyBWlAzh/6l3H8IqEEEI0VCd9YLy+ZJt3e/VHL/vNMXY4HIya1Rp1p+L1F4wV7Z/mfgPAsJwW2GMjU4o0MOPA0XK5jSwTCT7z8wIFVo1LMumj4PfzXwCSTcb3a62ouvvYnW7vtjNWRoxF7Xw2+A1uVmMouj6PMROv5R93r5TFVkIIISLipA+M90YZKche3PiiNzA0m838unUD/43bCsC89Yu85xWpUgBuG17z0sdHrm5vi7vijcpBvmnTqpNocQc9fixhJu1zErioqJd3v+Wi4FLEZnMUbXPjiS0x07n7kKDjQtRE136juOe2N2QuqRBCiIg7qRfflZeXsd9W7H38qeVnyouNx6P/eSZ4BkjXOfdyfnk5JrOZP816BbiU1AjWa6/jDAMJaU142DWdJFejoFHhKp9ndfs9TnM04vKZD3M5D1Mw/lbKPIsGbQuuCPn8tbf9THFhHvGpmSGPCyGEEEIcL07aEePSkmKm3XI65SYNe6neDH/aShi88FQANE3jW5/8wwD7tn+un2fVg+fkOs7Fq9KMebiWyUPr9LUBZl69mIlTbz+i5wTmi013+QS4FuNzlbJaQj4/xumWoFgIIYQQJ4STNjB+8vFrWWL/EoD0YmM+7ybnAUrzD1FeYhSzGJ+vB8t7Cn+hvLiQAks50WUmYuPrtgxpzKt3Yz6zG44vnsCU7K7T166tqWNvpGuOMQ2jUWIT77Z1up5D1zJxcL1flxBCCCFEXTtpA+NLpxtzhvdZCxiSk+19XJy7n6LD+wFonB9Dt6ROAORrBZTmHwIgsST6iKYk1IT51Gwcr9+LuV2zOn3do9Hi1J6sW7iX9jkJxJSa6eozVziqXydity3D9visY3iFQgghhBB146QNjC3WaEbntgagVVEiS2d96D1WVHSY7Xv0ghZp5U7cDr3meAFFFBceBCCxLKaer/jY+vL2n9j9t1/JbNHeb78pNQFVxx8QhBBCCCGOhZM6olk0ZQlTi3qydMobJKQ18QbKRSU5rDF/B0A3e2vi4/QpE/mqiOLiwwAkUbfp1I53MU437pTwad6EEEIIIU50J3VgnN2hB8/M+5wWp/YEjNRk+aU5fJNwAIB51ywj3uUJjC0lFJbk6ueaXPV/wUIIIYQQImJO6sA4UFK0PmXi9/LfKTdpJBdG40xMxe3WF58VWMpIa6xvJ1olMBZCCCGEaEgkMPaRFKOXTd5u0RfepZXq0yUSEvUpBIfNReSV6gVBnJa4Y3CFQgghhBAiUiQw9pEYp48G/+DUF9il4QYgPjkNgEOWEnKL9akUcVYJjIUQQgghGhIJjH3EO/W5xHnWcgASzHrZO2dSI5QGudYyDpXkABBncx6bixRCCCGEEBEhgbEPtzPJ73GM2Q6A2RyFs0Sv7La7RC+BHCuBsRBCCCFEgyKBsQ+nM9HvsSPKyFXsLrMCsAs9W0WcQxbfCSGEEEI0JBIY+3C5/Us8x1ocxrFyGwA7o/U5xk5HfP1dmBBCCCGEiDgJjH0441P8HjusRmDsRh89PhxdCkBsbEL9XZgQQgghhIg4CYx9uBJT/R47oo3qdm7l8DvmdElgLIQQQgjRkEhg7MPmiCO6zGgS3wV2LrN/ejany3+hnhBCCCGEOLFJYBwgrtTi3XbYjWA4PqDSndMtgbEQQgghREMigXGAuHKrsR3j9m67bf6BcWy8/0I9IYQQQghxYpPAOICrItq77YgxplK47UYWCmu5iWi7/5xjIYQQQghxYpPAOEAsNu+2I9bt3XbFGIFxbGlUfV6SEEIIIYSoBxIYB4jD7t2OjTMyT7hijeIfceUWhBBCCCFEwyKBcYBYs09g7DRGiV0+QXJ2ucwvFkIIIYRoaCQwDhBrNspA+wXGLiMYzrKm1es1CSGEEEKIyJPAOEBclFHUw+Eypk+4fariJdmkuIcQQgghREMjgXEAi8lYWGe1GdMqfMtFJ8VIDmMhhBBCiIZGAuMAZRXlIfe7k43pE4lxKSHPEUIIIYQQJy4JjAPYoqJD7vfNWxxrd4U8RwghhBBCnLgkMA5wzdQHycqL5VbzOWHP8c1QIYQQQgghGgapVBEgtUkLti/IDXlsekk/1hZtYcDwC+r5qoQQQgghRKRJYHwEFt/z0bG+BCGEEEIIESEylUIIIYQQQggkMBZCCCGEEAKQwFgIIYQQQghAAmMhhBBCCCEACYyFEEIIIYQAJDAWQgghhBACkMBYCCGEEEIIQAJjIYQQQgghAAmMhRBCCCGEACIYGCulhimltiqltimlbozU+wghhBBCCFEXIhIYK6XMwD+A4UBbYKJSqm0k3ksIIYQQQoi6EKkR49OAbZqm/axpWgmwDBgTofcSQgghhBDiqEUqMM4Advo83uXZ56WUulQptU4ptW7//v0RugwhhBBCCCFqJipCr6tC7NP8Hmjak8CTAEqp/UqpXyJ0LfUlCfjjWF/ESUbavH5Je9c/afP6Je1d/6TN65e0t65puAORCox3AY19HmcCv4U7WdO05AhdR71RSq3TNK3bsb6Ok4m0ef2S9q5/0ub1S9q7/kmb1y9p7+pFairFWqClUqqZUsoKTADeitB7CSGEEEIIcdQiMmKsaVqZUupK4F3ADDyjadrmSLyXEEIIIYQQdSFSUynQNG05sDxSr38cevJYX8BJSNq8fkl71z9p8/ol7V3/pM3rl7R3NZSmadWfJYQQQgghRAMnJaGFEEIIIYRAAuNqKaXMSqmvlVL/9TxOUEq9p5T60fM13ufcmzwlsLcqpYb67O+qlNroOfawUipUOjtByPa+Qym1Wym1wfNvhM+50t5HSSm1w9NWG5RS6zz7pI9HUJg2l34eIUopt1LqVaXUFqXU90qpXtLHIytMm0sfjxClVCufdt2glMpRSl0t/byWNE2Tf1X8A64FXgT+63k8H7jRs30jcL9nuy3wDRANNAN+AsyeY2uAXuj5nf8HDD/W39fx+i9Ee98BzApxnrR33bT3DiApYJ/08fpvc+nnkWvvZ4Fpnm0r4JY+fkzaXPp4/bS9GfgdPU+v9PNa/JMR4yoopTKBs4CnfHaPQf+hx/N1rM/+ZZqmFWuath3YBpymlEoDnJqmfa7pve45n+cIH2HaOxxp78iRPn78kDY/CkopJ9APeBpA07QSTdMOIX08Yqpo83CkzevWIOAnTdN+Qfp5rUhgXLWHgOuBCp99qZqm7QHwfE3x7A9XBjvDsx24XwR7iOD2BrhSKfWtUuoZn1tB0t51QwP+Tyn1lVLqUs8+6eORFarNQfp5JDQH9gP/UvoUraeUUg6kj0dSuDYH6eP1YQKw1LMt/bwWJDAOQyk1EtinadpXNX1KiH1aFfuFjyraezGQDXQC9gALK58S4mWkvY9cH03TugDDgRlKqX5VnCttXjdCtbn088iIAroAizVN6wzko99SDkfa++iFa3Pp4xGm9IJqo4FXqjs1xD5pcw8JjMPrA4xWSu0AlgEDlVLPA3s9txvwfN3nOT9cGexdnu3A/cJfyPbWNG2vpmnlmqZVAP8ETvOcL+1dBzRN+83zdR/wH/T2lT4eQaHaXPp5xOwCdmma9qXn8avoQZv08cgJ2ebSx+vFcGC9pml7PY+ln9eCBMZhaJp2k6ZpmZqmZaHfmvhQ07Tz0UtbT/GcNgV407P9FjBBKRWtlGoGtATWeG5f5CqlenpWd17g8xzhEa69K3+oPc4GNnm2pb2PklLKoZSKq9wGhqC3r/TxCAnX5tLPI0PTtN+BnUqpVp5dg4DvkD4eMeHaXPp4vZiIMY0CpJ/XSsQq3zVg9wEvK6UuBn4FxgNomrZZKfUy+i/dMmCGpmnlnudcDiwB7OirPP9X3xd9ApuvlOqEfjtnB3AZSHvXkVTgP55sPFHAi5qmrVBKrUX6eKSEa/N/Sz+PmJnAC57bzD8DU9EHhaSPR06oNn9Y+njkKKVigDPxtKuHxCu1IJXvhBBCCCGEQKZSCCGEEEIIAUhgLIQQQgghBCCBsRBCCCGEEIAExkIIIYQQQgASGAshhBBCCAFIYCyEEEIIIQQggbEQQgghhBCABMZCCCGEEEIA8P+hgAv14VcImQAAAABJRU5ErkJggg==\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Let's compare two host-fitting results.\n",
"\n",
"plt.style.context(['nature', 'notebook'])\n",
"plt.figure(figsize=(12,6))\n",
"plt.plot(g.wave, g.flux+g.host, color=\"#929591\", label='Obs GAMMA spectrum' , lw=1.5)\n",
"plt.plot(g.wave, g.host_no_mask, color=\"#F10C45\", label='Host no mask', lw=2)\n",
"plt.plot(g.wave, g.host, color=\"green\", label='Host masked em.line', lw=2)\n",
"plt.legend(loc='upper right', prop={'size': 16}, frameon=False)\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "00fe532f",
"metadata": {},
"source": [
" 4. Creation of the predefined lists of emission lines "
]
},
{
"cell_type": "markdown",
"id": "a8dfc7ef",
"metadata": {},
"source": [
"Within FANTASY there are some standard lists of AGN emission lines, such as: Hydrogen lines (e.g., Ha, Hb, Hg, Hd, Pa, Pb, Pg, Pd), Helium lines (both He I and He II), basic narrow lines ([OIII], [NII]), other AGN narrow lines, other AGN broad lines, Fe II lines, coronal lines, etc. \n",
"\n",
"For Fe II line we identified several sets: Fe II model (Kovacevic et al. 2010, Shapovalova et al. 2012), list (feii_IZw1.csv) of specific I Zw 1 lines, identified by Kovacevic et al. (2010) template, which all originate from the same region. In case of very string Fe II emitters, such as NLSy1 galaxies, sometimes it is necessary to include additional transitions from forbidden Fe II (see Veron-Cetty et al. 2004)\n",
"\n",
"The command create_input_folder(xmin,xmax,path_to_folder) creates a folder in the specified path, copies the predefined line lists within the specified wavelength range.\n",
"\n",
"IMPORTANT: If the folder already exsists, it will be overwritten, which can be avoided by using the parameter overwrite=False.\n",
"\n",
"TIP: Users can extend/shorten these line lists, as well as create completly new ones."
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "c09d354a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Directory liness/ Created \n"
]
}
],
"source": [
"create_input_folder(xmin=4000,xmax=8000, path_to_folder='liness/')\n",
"#create_input_folder(xmin=4000,xmax=8000, path_to_folder='lines/',overwrite=False)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "23f31a42",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[4000.8545 4001.775 4002.6953 ... 7695.817 7697.593 7699.3633]\n"
]
}
],
"source": [
"# Crop function cuts the spectrum in a set wavelength range, e.g., if you want to fit just \n",
"# one emission line or a certain wavelength range\n",
"\n",
"s.crop(4000, 8000)\n",
"print(s.wave) # simple examine of the wavelength range"
]
},
{
"cell_type": "markdown",
"id": "b511cd9c",
"metadata": {},
"source": [
" 5. Defining the fitting model "
]
},
{
"cell_type": "markdown",
"id": "fc44e01f",
"metadata": {},
"source": [
"Basic and simple model for AGN spectra fittings, should contain:\n",
"- underlying continuum (broken power-law, power-law, streight line)\n",
"- emission line (narrow, broad)\n",
"\n",
"Depending on the wavelength range, spectral quality (S/N ratio, spectra resolution), and object type, the fitting model can be customized to contain many and complex emission features. One example for a typical type 1 AGN is given here.\n",
"\n",
"Below we describe the fitting components: \n",
"- *continuum()* - calls BrokenPowerlaw() model for a given breaking point (parameter *refer* indicate the breaking wavelength) in the form of: $$ f(\\lambda) =\\begin{cases} amplitude \\cdot \\left(\\frac{\\lambda}{refer}\\right)^{index1} & \\lambda > refer \\\\\n",
" amplitude \\cdot \\left(\\frac{\\lambda}{refer}\\right)^{index1+index2} & \\lambda < refer \n",
"\\end{cases}$$This means that the power law of *index1* is fitting the part of the spectrum with wavelengths larger than the breaking point, and that of (*index1* + *index2*) is fitting the part of the spectra with wavelengths smaller than than the breaking point; the continuum amplitude is then automatically set based on the flux value at the breaking point; \n",
"\n",
"- *create_fixed_model* - calls all lines from the indicated list have the same width and shift); user can specify common name for these lines (parameter *name*);\n",
"\n",
"- *create_tide_model* - calls all lines are having width and shift tided to the reference line (typically [OIII] 5007 line); user can specify common name for these lines (parameter *prefix*);\n",
"\n",
"- *create_feii_model* - calls for the FeII model, in which all iron lines have the same width and shift;\n",
"\n",
"- *create_line* - calls single line at the given wavelength (parameter *position*), with possibility to set width (fwhm), shift (*offset*) and intensity (*ampl*);\n",
"- *create_model* - calls all lines from the indicated list, but no parameter is constrained;\n",
"\n",
"For multi-line models, user can call a single line-list and many line-lists using the option files=['list1.csv','list2.csv'].\n",
"\n",
"There are many options to limit the fitting parameters (as illustrated in the example below), such as *max_fwhm* set the maximum of the line width to a given value, *min_offset* fix the minimum line shift, etc.\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "1a080276",
"metadata": {},
"outputs": [],
"source": [
"cont=continuum(s,min_refer=5690, refer=5700, max_refer=5710)\n",
"broad=create_fixed_model(['hydrogen.csv'], name='br')\n",
"he=create_fixed_model(['helium.csv'], name='he',fwhm=3000, min_fwhm=1000, max_fwhm=5000)\n",
"narrow=create_tied_model(name='OIII5007',files=['narrow_basic.csv','hydrogen.csv'],prefix='nr', fwhm=1000,min_offset=0, max_offset=300, min_fwhm=900, max_fwhm=1200,fix_oiii_ratio=True, position=5006.803341, included=True,min_amplitude=0.2)\n",
"fe=create_feii_model(name='feii', fwhm=1800, min_fwhm=1000, max_fwhm=2000, offset=0, min_offset=-3000, max_offset=3000)\n",
"#fe.amp_b4p.min=10 #An example how to force the amplitude of a selected FeII multiplet."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "39b93cf6-3363-4243-a755-98d179be0fae",
"metadata": {},
"outputs": [],
"source": [
"# Code fits simultaneously all features.\n",
"model = cont+broad+narrow+fe+he"
]
},
{
"cell_type": "markdown",
"id": "e23be022",
"metadata": {},
"source": [
" 6. Fittings "
]
},
{
"cell_type": "markdown",
"id": "aada109c",
"metadata": {},
"source": [
"Command *s.fit()* perform fittings of the spectrum, which is based on Python Sherpa package, with above defined model. Code offers the possibility to set the number of consequent fittings (option ntrial) to increase the convergence, given with the chi2, which is listed."
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "f48d2be4-2bc0-4b7d-8467-5ea7f6ab541c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"stati 403048.00119953405\n",
"1 iter stat: 409.47219105855584\n",
"2 iter stat: 237.2725785790044\n"
]
}
],
"source": [
"s.fit(model, ntrial=2)"
]
},
{
"cell_type": "markdown",
"id": "f804d16c",
"metadata": {},
"source": [
" Congratulations, you are DONE! \n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "8189ef4f",
"metadata": {},
"source": [
" "
]
},
{
"cell_type": "markdown",
"id": "fa66f807",
"metadata": {},
"source": [
" 7. Plotting the results "
]
},
{
"cell_type": "markdown",
"id": "0f17ba40",
"metadata": {},
"source": [
"You can plot the results using your favorite plotting style, an example is given below."
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "bf398f13-a3f5-4c22-b060-3343ef80167c",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.style.context(['nature', 'notebook'])\n",
"plt.figure(figsize=(18,8))\n",
"plt.plot(s.wave, s.flux, color=\"#929591\", label='Obs', lw=2)\n",
"plt.plot(s.wave, model(s.wave), color=\"#F10C45\",label='Model',lw=3)\n",
"plt.plot(s.wave, model(s.wave)-s.flux-70, '-',color=\"#929591\", label='Residual', lw=2)\n",
"plt.axhline(y=-70, color='deepskyblue', linestyle='--', lw=2)\n",
"\n",
"plt.plot(s.wave, cont(s.wave),'--',color=\"#042E60\",label='Continuum', lw=3)\n",
"plt.plot(s.wave, narrow(s.wave),label='Narrow',color=\"#25A36F\",lw=3)\n",
"plt.plot(s.wave, broad(s.wave), label='Broad H', lw=3, color=\"#2E5A88\")\n",
"plt.plot(s.wave, he(s.wave), label='Broad He I', lw=3, color=\"orange\")\n",
"plt.plot(s.wave, fe(s.wave),'-',color=\"#CB416B\",label='Fe II model', lw=3)\n",
"\n",
"plt.xlabel('Rest Wavelength',fontsize=20)\n",
"plt.ylabel('Flux',fontsize=20)\n",
"plt.xlim(4000,7000)\n",
"plt.ylim(-150,900)\n",
"plt.tick_params(which='both', direction=\"in\")\n",
"plt.yticks(fontsize=20)\n",
"plt.xticks(np.arange(4000, 7000, step=500),fontsize=20)\n",
"plt.legend(loc='upper center', prop={'size': 22}, frameon=False, ncol=2)\n",
"\n",
"plt.savefig('fantasy_fit.pdf')"
]
},
{
"cell_type": "markdown",
"id": "b33f53ed",
"metadata": {},
"source": [
" 8. Inspecting/saving the fitting results "
]
},
{
"cell_type": "markdown",
"id": "3db98b4d",
"metadata": {},
"source": [
"To examine the fitting results, simply use the command *model*, which will display all parameters for each emission line. Note that for complex model, for which the name/prefix has been indicated when defining the model."
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "ee46793c-af4f-42d2-a394-c47f08939cf8",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"