{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "![tutorial banner](images/PVLib_PVPMCLogo.PNG)\n", "\n", "\n", "# Tutorial 3 - Modeling an Array Power with PVWatts\n", "\n", "This notebook shows how to use pvlib to model an array's output power given POA irradiance and cell temperature.\n", "\n", "The physics of a solar cell are fairly complex. Models of a cell's response to light and temperature range from high-level approximations that need only one or two coefficients, to electrical circuit models that require more detailed cell characteristics, to full physics-based semiconductor models. The level of detail should match the application -- first-order approximations can be surprisingly accurate but probably shouldn't be used for financial decisions, while physics-based semiconductor models are rarely practical outside of a laboratory setting.\n", "\n", "We will model a system similar to one you might have or want to place on your house:\n", "\n", "![Solar Array on House](images/t4_solarArrayHouse.PNG)\n", "\n", "Photo from Mark's Grandma's House\n", "\n", "\n", "\n", "## PVWatts\n", "\n", "Here we will demonstrate one of the more basic PV models implemented by pvlib. The PVWatts module model requires only two array parameters -- the array size (nameplate capacity) and the array's efficiency change with cell temperature. Typical array sizes range from a few kW for residential arrays to hundreds of MW for large utility-scale systems. The cell temperature response parameter, often called the module's temperature coefficient, determines the efficiency loss for a temperature increase. For example, a module that produces 100W at test conditions but only 95W when the cell temperature is increased by 10 degrees has a temperature coefficient of -0.5%/°C. Typical temperature coefficients range from -0.5%/°C to -0.2%/°C.\n", "\n", "We'll read in weather data, run the irradiance transposition, and model cell temperature as in previous tutorials.\n", "\n", "\n", "## STEPS:\n", "
    \n", "
  1. Define System
  2. \n", "
  3. Calculating the Temperature of the system
  4. \n", "
  5. Calculating the Power (DC)
  6. \n", "
  7. Calculating the AC Power
  8. \n", "
" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# if running on google colab, uncomment the next line and execute this cell to install the dependencies and prevent \"ModuleNotFoundError\" in later cells:\n", "# !pip install -r https://raw.githubusercontent.com/PVSC-Python-Tutorials/PVPMC_2022/main/requirements.txt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Define system\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9.1\n" ] } ], "source": [ "import pvlib\n", "import pandas as pd # for data wrangling\n", "import matplotlib.pyplot as plt # for visualization\n", "import pathlib # for finding the example dataset\n", "\n", "print(pvlib.__version__)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "DATA_DIR = pathlib.Path(pvlib.__file__).parent / 'data'\n", "df_tmy, metadata = pvlib.iotools.read_tmy3(DATA_DIR / '723170TYA.CSV', coerce_year=1990)\n", "\n", "location = pvlib.location.Location(latitude=metadata['latitude'],\n", " longitude=metadata['longitude'])\n", "\n", "times = df_tmy.index - pd.Timedelta('30min')\n", "solar_position = location.get_solarposition(times)\n", "solar_position.index += pd.Timedelta('30min')\n", "\n", "\n", "tilt = 20\n", "azimuth = 180\n", "\n", "\n", "df_poa = pvlib.irradiance.get_total_irradiance(surface_tilt=tilt,\n", " surface_azimuth=azimuth,\n", " dni=df_tmy['DNI'],\n", " ghi=df_tmy['GHI'],\n", " dhi=df_tmy['DHI'],\n", " solar_zenith=solar_position['apparent_zenith'],\n", " solar_azimuth=solar_position['azimuth'])\n", "poa = df_poa['poa_global']\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Calculating the Temperature of the system" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If PV modules were 100% efficient, they would convert 100% of collected irradiance into electrical energy. However, today's PV modules are on the order of 20% efficient, meaning that after accounting for reflection, soiling, spectral mismatch, and the glass, the other 80% of sunlight collected is converted to thermal energy. This thermal energy causes the temperature of the module to rise above ambient conditions, eventually reaching a steady state defined by a heat balance of power in (solar irradiance) vs power out (thermal radiation, convective cooling, etc). With that in mind, the primary drivers of module temperature are POA irradiance, ambient temperature, and wind speed.\n", "\n", "A distinction that is often ignored is the difference between module temperature and cell temperature. In theory, the temperature of the P-N junction inside the cell is what affects conversion efficiency, but this is difficult to measure. In practice, the temperature of the module backsheet is often a usable approximation, though it is often 1-2 degrees Celsius cooler than the junction temperature.\n", "\n", "Modeling module temperature\n", "Some PV thermal models go to the trouble of modeling the entire heat balance equation, but much simpler models are available and are often accurate enough. Here we will use the thermal model from the Sandia Array Performance Model (SAPM) to estimate cell temperature from ambient conditions. The SAPM thermal model takes only POA irradiance, ambient temperature, and wind speed as weather inputs, but it also requires a set of parameters that characterize the thermal properties of the module of interest. Pvlib has common literature values, and we will access those for a common racking format." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "parameters = pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS['sapm']['open_rack_glass_polymer']\n", "cell_temperature = pvlib.temperature.sapm_cell(poa,\n", " df_tmy['DryBulb'],\n", " df_tmy['Wspd'],\n", " **parameters)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we wanted to use other parameters, here are the options" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['open_rack_glass_glass',\n", " 'close_mount_glass_glass',\n", " 'open_rack_glass_polymer',\n", " 'insulated_back_glass_polymer']" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_parameters = pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS['sapm']\n", "list(all_parameters.keys())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's compare ambient temperature with cell temperature. Notice how our modeled cell temperature rises significantly above ambient temperature during the day, especially on sunny days:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df_tmy['DryBulb'].head(24*7).plot()\n", "cell_temperature.head(24*7).plot()\n", "plt.grid()\n", "plt.legend(['Dry Bulb', 'Cell Temperature'])\n", "# note Python 3 can use unicode characters like the degrees symbol\n", "plt.ylabel('Temperature [°C]');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculating the Power " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For demonstration purposes, we'll assume a 1 kW array with a temperature coefficient of -0.4%/°C:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "gamma_pdc = -0.004 # divide by 100 to go from %/°C to 1/°C\n", "nameplate = 1000\n", "\n", "array_power = pvlib.pvsystem.pvwatts_dc(poa, cell_temperature, nameplate, gamma_pdc)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "array_power.head(24*7).plot()\n", "plt.ylabel('Array Power [W]');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at the array's response to irradiance and temperature:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scatter(poa, array_power, c=df_tmy['DryBulb'])\n", "plt.colorbar()\n", "plt.ylabel('Array Power [W]')\n", "plt.xlabel('POA Irradiance [W/m^2]')\n", "plt.title('Power vs POA, colored by amb. temp.');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This plot shows a strong, near-linear trend of power with POA irradiance. However, it also shows a performance change with temperature -- as ambient temperature increases, array output drops. The gradient is smoother if we color by cell temperature:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scatter(poa, array_power, c=cell_temperature)\n", "plt.colorbar()\n", "plt.ylabel('Array Power [W]')\n", "plt.xlabel('POA Irradiance [W/m^2]')\n", "plt.title('Power vs POA, colored by cell temp.');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also compare with a hypothetical module with a smaller temperature coefficient, which shows a correspondingly smaller temperature effect:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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vABer6g0i8ivgbIJu8XtkZF2hMMaMCifPnkkiGgUg4mwJ/JXRXo4ct4j3Tn6GumgnspN0aQ5RjqgfHvd9qgpZdQf02PW2VFW1K5yMhg8FTgD+GM6/Bnj33pTZ0jsYY4pqTe9Gbu+8h9rDVuD7OdyIR8RRKqM9vLF6GSKKK+ApRAju6u2v9n9M4yfYr/rE4h/ADviD2J4vIi5B084M4BfA68AmVc2Hq+yw2/tAWfA3xhRNe66b/3jiEjpzPThOnmTUwxEl7uSYXbEWV3RzoHclSJgGFHwBKILDieM/z5yaU0p1GNsJLvgOuCGlXkSeLJieH3ZV37I9VQ84WESqgVuAfQejnIUs+BtjhtyS9jYeXLmUl3tfoddLk4hkEFGqoz1MTG0ClKpIersafl/Ar4900u3FEISD6z4yrAJ/YLcu+Laq6ryBrKiqm0TkHuAIoFpEImHtv687/B6z4G+MGTKLNm7ky/f+g2fbVhJL5Gis20BLdRtKcGF3UqoNp69Gv4PUzA4+lW4vFU4aN3IQ84ZJO3+hwbzgKyINQC4M/EngJOAHwD3A+wl6/BR2ld8jFvyNMUNi/pNPcNEjD+DX9eJUejiRHF1+jFc3NtJUtokDqlah4lDupJkSW0+OCBu9crQgiAo+DW4HEfWoL383bxz3Pziy64umpeAN3k1eE4BrwnZ/B7hRVf8qIi8DN4jI94BngCv2ZicW/I0xg+7eZYv4v6fvhZocbkSpLu+hMp5mRnkrtfFuXFEUh3GRDuamluCgKEIuE6HLTyDhdIXTy8ToRqbWfpOWqrNKfVg7pAg5HZxwqqrPA9uNPamqi4BDB2UnWPA3xgyy5Z3tfPJfN0M8RzyZJZXMUh1Pc/S4hbjiUyFpJsdaSTpZkk4Od3OKL2V2YhU9fpS0H9u8POo00Fz50ZIe067s5gXfYcGCvzFmj2zq7uXSvz/Enc8tIOI4vOMNs3mtcjV3r16IJH1cUSKux9SKDTSlOtiYLaPczVAZ7SWjMSokjdPPuLcpJ0dScuGSKLPH/RqR4R1YFRnMZp+isOBvjNlt2XyeM376e9Zs6iTnBTdiXb7hQfx0HjemuOGAK1kvQjoTJVYRrNPlJ+hKJ8gSpTVfzgGJ5QU1/y18HNSdwbzx15CINm63fDgaxDt8i8KCvzFmt/3zuQVs6OwhIznykzzyCR9SHrGoTzKe22rdJd21zKjdQNT1cVHy6tCZj1MZ62V9vpzGaOdWXTyFGBOrz2VK9WeKfFR7TpVBy+1TLBb8jTG77YVla+io7CIzycf3hERZGl8ckvHtc/HEox4ru6qYUtWGCLiOT68fR0SYGO0kg4IKCrgSZXzFGUyu+nRJjmtPBRd8h2cvpB2x4G+M2aWXF6/h4ecXk4zHOOmwWVTWRtGZafyeBMmyDMl4jrQX3eHr23PxraYj4uGrUO2mafPiZJ1pzKr9NNXJNxFzG4b6cIaEXfA1xowaqsr/XnUndzz6Kp2JHN1N8M1X78VN+uRjcXCUZCqLerLT7JtxN0zfrMGjOtpDc3QTrij1sQamNd1VpCMaGoqMuMFcLPgbY3bosZeW8s/HXqM9kaNjGuACokSiWZqrNxJLeOTjSntvGV6+/+DniM+4VNfmPD31kU5qIr3MiLUCkIzOKM7BDDGr+RtjRrxVGzvo7M1w+8Ov0JvJ0TWTIPDHc8yasoqGym66vaApR1WIu50s3lhLNu8QiwQ9e/ry8tTGe6iPddIUbWd8tJ0J0S6aIu1hLx+houyMEh3l4FHAtwu+xpiR5LVXVjH/F3ez4LXVVNSnaJ+ZZF1PN67rkMt5dE9Q/KRPpC5DbUUnqbIcXfnE5mYeEYi7PlNq2ljTWUkm6xKJ+JRFM0ypaKM+3s3R5a+xT3wjbth7v++1Zcm3U5Z8e4mOfDANryEaB8KCvzFj2MJ/r+GLn76OTDq4qWpZjUvGy6Ipwcl5OAmfTIMSHddLLJanqiyDr06YjG0LEUhEPBoquoEgGVtLahMV0TQRUaJO0M1TARRcSdJQ+yvKUicX+5CHhIL19jHGjBzX/OY+spmgX35Xc4Se8X2jqIMX9/ETipTlQZSmynYUZxf12y2ZOcsjGSIOuPiMc7pQoF2rObDpTqKRliE+suJSFWv2McaMHAv/vQbPEdI1EdpmR8ER/GgevylNJOETcZSyaC9vaFzFkt46AHyC5v9t9Q24KGGtP+oqDj77xFaRE5eFuQrmNv581AX+PnaTlzFmREjn8nS2RFk/KYkC6oKXyuFO6iXibBlRK+MnwqYaxVMh40VIusFoghKOtuWIT7XbS0PEJxH1SLg5HJTJ0XWMi7XT6cVpSb2RxrLjS3fAQyjI529t/saYYa4rneFDP/89S1IZEEFV0biH09KL4yhS0GnfV+GRNVOZ27icdZlKfHXozUeIuR4OSpmb4ZDKZVRHe0l7ERb0NlLjdHJy+Ws0RH3SCpHEscxo2Kv088Pcbo3kNSxY8DdmDFFVbrrveX70t/voljzqQL7KI1/p4dTncF3obzQtVcFVpS7eTWumDBEl47lMTm7kjdVLNl8AzqtLS2wjb6l4mYmJw/CT72B88iiS0ZlFPc5iC7p6Ws3fGDNM/f5fz/CzPz9IdzRHthZyTTlwFCfqsbNbdH0Ez3fYt3odmZRL2o+QcHJMTW7YspIqs2KrmBnfREX8OGrG/a4IRzQ8WG4fY8yw5fvK/L89Rmc0S880RctyOBGfaMzDiSh5z8X3HVzX7/f15dEsEKRqiLt5IuQ237UropQ7vcyI9VCeOJZxdb8p1mENG5bS2RgzrKgq1z/6DJf862HaK7Pkmnzcigzl5RlctzCXfo6e3tjmgN5HRBGUqngPQR1XEXymxFrxRXCBiOSZnKhlSuONxKLTi3h0w0OQ0tmafYwxw8iP7nyA+Y89hUbBj/k4FTlSZVlcV7dr6Ukms3R1xwHBCQdkiUby1Me6qYqlg8RsQLXTTcTxccIUDS3JQ3jjhF8hsuPMnqOdtfkbY4aFnkyOZ5at5PLnnkBjgiCQUuKxPK6zfeCH4FKv6yqeJ/i+QyqRoTyS5qjxr+Mr+Ao9foJmdz2zIhtwpIzpE26hLLZP0Y9vOAmyelqzjzGmhF5YsIoLb7ibF9vX0j7dx/UjCILGfDSZx3H9/jr0bCYoruuTjGWpivdy7PiFuKKoCl1ejBq3h4OSrVRHqpnc9OxW3ULHqiC9gwX/XRKRzwOfIDhnLwAfAyYANwB1wFPAR1Q1KyJx4FrgDcAG4EOquqQU5TZmONuwqZvP/PCPLFi7Ac9R2g/3cNoigKKNGZyyoMavCr4nONJ/7b+xogMPh7JohiPqFuOK4uCR1Qgz4+uYE1tLpZOmufE5C/ybjbyaf9FLKyLNwGeBeao6h+BO8dOAHwAXq+oMoA04O3zJ2UBbOP/icD1jTIHedJYvXHQLC1a1ogq5eoWcoKJofQa3IoeETT2eOvgq+L5sHlyl7xHFo7myk+bydg6uXoEjSpmTZm5yGYeXLWJuYjnjYlmqKs4lGqks9WEPKz4yoMdwUapmnwiQFJEckAJWAycAfYm9rwEuAC4DTg2fA/wR+LmIiOq2fRKMGTvSvVl+femd3Pm35+hMOnipCD4QF+htULLVPk4sj1vh4cSDbJpbKulC3nODtAyOEnF8EpEcmhem1m9EFeqjXaQieSqcNAfHl5AmTpPbS0UkRlX5J6mp/FLpDn4Yst4+A6CqK0XkR8AyoBf4J0EzzyZVzYerrQCaw+fNwPLwtXkRaSdoGmot3K6InAOcAzBp0qShPgxjSurr5/2W115aSUeli59wEcJmfIVEq9IzK49TnqOhupvWjvLtmncUIedFmFTeRk0qDSgx1wMUF58ZyVWMj3XT6LZTHp3G3HFXUR6twJEyROxSYX9GWrNP0d9FEakhqM1PBTYBNwGn7O12VXU+MB9g3rx59qvAjFoLXl3NgldW0+36+MkEss2n3fGFygUOuX3TALiuj+c7230BCFAWywKKE/bfTzpZpiRamZjooFJ6OaDhl9RXnFSU4xrJbAzfgTkRWKyq6wFE5GbgTUC1iETC2n8LsDJcfyUwEVghQZWjiuDCrzFjzj/uepFfXXEP7RUu+URkhy3IbreQVpfurEsylqE7ndxquWoQ+GORIDnbnPIVxFyPSqeX2fFVpBxhn8Y/UZU8YOgPahRQIG81/11aBhwuIimCZp83A08C9wDvJ+jxcybw53D928LpR8Ll/7L2fjMW/em2p7j86vvIZPIggpsBjer2OXlEiTaliToeOT+Cpy7liTTdmRgafl00pjqZVNVGMpJjVtlqjkwtpTnSC0CFE6du3N+Q6KxiH+KIZs0+u6Cqj4nIH4GngTzwDEFzzd+AG0Tke+G8vvyvVwDXichCYCNBzyBjxpSFS9fxiyvuwctvybvjxyBdEzyPt4PjAygS8Zl03Epi9VmWdlSxvrcCBOoqelBVGhJdHFa3lB4vRpQ8TbEOxkc6yZNkXPJkKmr+F3FrS3KcI5Zas8+AqOq3gW9vM3sRcGg/66aBDxSjXMYMNz29WR56YiHfvfwOyG/pKNjV5NA52UHC74IOgarFPrX1nYw/YQ3x+gwAUyo30Z2Lk/GiOKI4jjKnejUADZFN1EQyzEusIKcppjW/QNxNleAoRz4bzMUYM2j+cOsT/Oa3D5LLe6iviAvqQa5c6JzkgCMUtjRsmuFAC6TKXBrCeQJMrmxjWWcN4xKdTEh2UOZm8RUOSq5hUrQdJMrkpidwLfDvlZFW8x9ZjVTGjBGPPrWIK373IJlsHt8PWupVBHWhd5zsMD1D98YyMn6UTZkEEFwOiLt5DqxdRVOqg9poFxk/wvGpV6iNdJFIfIApTYtxrZlnr/QN5jKQx3Bhwd+YYei3Nz9GOpPfap5AUNsPBs3t93VOmIu/MxcHgl49OXURgbpIJwpMja7DcaGx+ns0NVyK44ysQUiGI0XI+86AHrsiIhNF5B4ReVlEXhKR88L5tSJyp4gsCP+v2ZsyW/A3Zhh6ddm6fuerA73jIbhnd3u1EzcFnX/CgdX9cMD1ltgG4pLjyNQCDkiuZkr5O2msPGvoDmAMGsT0Dnngi6q6H3A4cK6I7Ad8FbhbVWcCd4fTe8za/I0psc7OND+//G7uuf9VfN/nkLlT6HBzxITtbuACyFaDm1ac7Nbzk3U9VNT2BmkbUHq8KGkvQnO8jYmJNg6Or6HGzZCMzKSu9pKiHNuYoYPX5q+qqwlS3qCqnSLyCkGmg1OB48LVrgHuBb6yp/ux4G9MCfm+8tkv/Zalyzbg+0Gkf/zJRcRc8OMO4oETDqCiDmyaAbiCV6b4ccXJCiJKvKaXidPXb95uRDxyvsv05DoOTC3loPg6qiNQkfwQldU/smycg2w3B3CvF5EnC6bnhxkKtiMiU4C5wGNAY/jFALAGaNyz0gYs+BtTQg8/uoDFS1vZqhVHwfGgtxJyFZDcCF4cOic6ZGsEySrqKJFkHrfcZ0L9RuprO+jOx3HFZ0b5ehoSXTRG2pjgttMU62RizQ+pKj/Ngv4Q2o3g36qq83a1koiUA38CPqeqHYXvnaqqSH+/CwfOgr8xJXT59Q+gun3nHVGIdSidUyN0Tt9+WW15NwfOWQIEbfud2Riu7zGzah0N8S6mxdYyJdJOdfIgptb/nFikGTN0FMEbwMXcgZJgPMw/Ab9V1ZvD2WtFZIKqrhaRCUD/F4YGyIK/MSW0aH0bEYFtr98qoBGHRJtPrmpzzk4AHFeZPGnL372IMqN8PUk3T6Xbw3HJBVRHs6ScWsaPv6Uox2EG7yYvCar4VwCvqOpPChb1pbq5kK1T4OwRC/7GFMni11bzkx/+jRfWt+G5gusKuQQ4veDkt4T3vvb9fFKIuznSUcHznLBZQZg8cS0VFT30ZbiKiI+HS5nTxf6J1VRHs7gIDdU/LNGRjj06iBd8CRJdfgR4QUSeDeedTxD0bxSRs4GlwAf3Zic7DP4icsgAXp9T1Rf2pgDGjAWLXl3NZz72azoak+AGQcLzlFg35Mpd3IxPpDeI5l5cyFa5qCu4DVnecMhyOjpS9GairMyU45d7dGTjJCJ5RGFaai0TE21Mj7bSEu3CBZprfoGbensJj3js0cHr7fMgOx5l+c2DshN2XvO/D3hiJ4WAICf/lMEqjDGjUd7z+dG3bqarIrpdBk4BIhlIVztkasLO+RK0HXtJpX5WOyJQVdVDpYL0BBk9FYekk2d8vJ0jyxcwLtJLhesRkRh1tVcQSZ5YgiMdy4bX3bsDsbPg/4SqnrCzF4vIvwa5PMaMKo8/vZj/+dFfyL+yFn9q1Q7X8+KQqfOJ9Ap+xEejQrQ2S834jq3WK3PTHFu/AB+XNq+MGdE17BfrISJCvPyjlFd8CdetH+rDMv0YrJp/seww+O8q8A90HWPGqrXrOzj/wltI5z2idXF8V3d4S72XgO7pCgQjqU+Kt9M8tRUnfEHfAOvvbHyBHC6t+QQTIhv4cE2aiNQjVRcjCftzLBVV8PxREvxF5FbgYeAhgl8B2R2ta4zZ3h/+8hTdjo8mhMykFG4OJL11O6oC+QT0thR09xGon9yG42oQ9AFBOabqNWKOR1c+zuTIRs6Y9DVcJwGxNyFOWZGPzmxrNKV0/g1wJPB94KDwFuO+L4OHVXVtEcpnzIizYsVGXl24hj/c8yy5pIMfC+Z7SfCiPrFugjz8Avk4dE6DbM2W4B9xPZa0V1OX7CUZzVEWyfCWupdwRMn4LkdV1HFI829xnFhpDtBsRxldzT5/Bf4KICIuwS3GxwEXEVzotVSAxhRYt7aD737/Vl7592pyomTHRfFjstVFXi/p0JtSembnkBxkq5S8uCDgiI+IMqtpDeuy5fgIcdfjuJpXiTgeETzeWJFg36Y/IGI5GYeX0XXBFxGpJ6j9H0mQXS4B3EUwnq4xBli3pp0Lv/Ennl+wGj/qgAjigrdN4AeCaYVcgx/k1PUh0qrUN7dTFs/SUtdGLJKnOp/GweO4qpdpincQxePAyvcxrvZ8C/zD1EgbWXxnbf4LgHaCW4zvAL6nql3FKpgxI4Hn+Zz38Stobe0kXx0LAr8P4rHDhOkqgL9leVNdO7MnrwyWKYAyId7GxPhGpidbqXQiHNh8t6VoGOZGTbMPcCVBbf99wAHAHBF5BHhGVb1iFM6Y4e5nv7yTdR3dpFtSaCT84/ch1uXh9vp4SWe72r+f0M1/eSLKjGmrC5YqCcmFKZiXMbfxN1Snji3OwZg9FvT2GVm/yHbW5v9/fc9FZBZB088ngaNEpFVV7RNpxrS29m5u+/uzpMcng1p8X5B3IVvhktzg0dXsABou02Awln1yAAg+k2s3EnF9VCEqecrcNIdWLqLJaWNm/Q8s8I8go6bZp4+ITAMOBQ4j+CUwDlg8xOUyZth77NkleMngYu12bfsE8ypWZOlsiSJRn2RzN+lJHk40Qtz1aKpup768mx4/SrmbZlpyHdVuD5Mjm5ha9w0aKj5U9GMye27UNPuIyC0EAb+DoIvnw8ClqvpKkcpmzLDU3tXL/Bsf4vYHX6KnXIhs03cfAAGvwaP+pLWMa8gSq8ztcHuCMj62CcdRjqqZx4z6bxOxAdVHFEVGT/AHrgI+qaqtxSqMMcNdNpfnE9/8HSvaOmhrDm67rV4k2w236LtCd1OEKdO7+92OatDeLyiT4q3Mrazl+Anfpio+vd/1zfA3wlp9dhr8V+wq8IvIIar69CCXyZhhJZfzeO7ZpXR0pnnstWUs72hnw1QlXxG04XdlIbkWouE98CrBXbv58v5rgr4Gwyw2xzYyPbmOOSnliEl7lZrdlJqCjpb0DsBVInIcO8/qeQXBzV/GjEovvrCcb3ztJnrUoztBMMSiCw0vCh2ToadJ6GmCnglQtgKSGyBdA711UFaVxvMF1wnqhH3dOJtibUxJtDI1tpFpiVr2bb6jlIdoBsloavapAp5i58F//U6WGTOipdM5zv/yH+juzZKuC9MxC5ubeCqWQbYa8mXB/O6JkA4TaqoDbdEoy9bXML62HddRytw0U8o2UCZpjilbwrS6H1FR/oGSHZ8ZXKOmt4+qTiliOYwZdh59eAEKeDGnL7vaVsSHxHqlqyxcIIpf5uNHgr78IjCxdgOt2XImpTYyM7WeeqeDuakVTKr7oQX+UWRU5fYxZqzr7c3ief5Of/uKv/V0sjZNZzZOTPLMnbaUVCzHSdWv4OPg4HFAciWV8f2oKbdunKOKEt66PXJY8Dcm1NHey11/e47XF61lUbabpa3tZLJ5XAmGWtyWOpCu2/IHLwIVtd0cWrOIRDxHVl0aoh1syicZH+3g4NQKWsrfQUv9JcU8LFMko6bZBzaPIt+iqssHc6ciUk2QMnoOwXfmx4HXgD8QDAu5BPigqraFZbgEeBvQA5xlPYzMYFu0YC3/fc5V9HgebZPiqCPgCLFKl3iHR6TLI1/wBeA7Qm895CoI/uodqGjoIpHMkUpk6c1HaE5sJE6WA8pXUe96zJ1wO8n4jNIdpBlCMuJ6++w0GYWqKnD7EOz3EuAfqrovcBDwCvBV4G5VnQncHU4DvBWYGT7OAS4bgvKYMe6iC26huytDZ10EdYPAD5CtjdLTGEUjgOeRTwjpKqF7gtDZEmToTNX0MH7GeqoaO2mId+J5MCu1hsnRdexftpZD48IRzX+ywD/a6QAfw8RAmn2eFpE3quoTg7FDEakCjgHOAghHCMuKyKkE4wUAXAPcC3wFOBW4NvwielREqkVkgqquxphB0NHey7JFrfTWR8hUR3C2abv1ki75pEtPA+AICvgRxfWUumkbiFZmcVDKo71MSG6iLJJhTmIZ0+JRpleeSrT8P5BIS0mOzRSJjs4LvocBHxaRpUA3weUvVdUD93CfUwm6iF4lIgcRdCc9D2gsCOhrgMbweTNQ2Oy0Ipy3VfAXkXMIfhkwadKkPSyaGYvWbeok6/isOrKMqmXADjIx+C7ggBdT/CTQ1EuP61AnHtXxXhoTnTTGOjm2/DUq3Bz7tLyG46SKeCSmpIZRrX4gBhL83zIE+zwE+IyqPiYil7CliQcIvllEtr1hfudUdT4wH2DevHkj7G0wpeD7yk9/dy9/uudZ1r0lRb7cp2eiUr7ERQrab1WUbDnkasPMnED5tE2kKjJUx3upjPVyVMUC6uJd1Ee6GBdJM67sgxb4x5xRVvNX1aUichQwU1WvEpEGoHwv9rmCIHXEY+H0HwmC/9q+5hwRmQCsC5evBCYWvL4lnGfMHlFVrrzpYa69+TFyeR9QKlYIbfM8emsg0iMk1jloeENXrkLpOjiD+C6gRCsyzBi/HkeUueWLmVm+Hld99oluoDYao6L885RXfqnUh2mKzd/1KsPJQFI6fxuYB+xDkOwtClwPvGlPdqiqa0RkuYjso6qvAW8GXg4fZwIXhv/3JTu5Dfi0iNxA0ATVbu39Zk/5vvKJr1/PawvWAn11NSHRptQ+7bDhSJ/O/Ty6p3lEugQvAV65jxMBJ5ojFs0zpaqVmJPn8OpFNETbqaSH2clOJoy7n2jUErONSaO0n/97CPL3PA2gqqtEpGIv9/sZ4LciEgMWAR8j6Hl0o4icDSwFPhiueztBN8+FBF09P7aX+zZjlKry6Yv+yKsLCwN/QFSIbwS3G7wy8BOQTWxpPXQcn3g0z4TKTRxSs4zmRDsR8dgn2s7U6v9HTdVXEYkX+YjMcDKq+vmHsoVt8CJStrc7VdVnCX5NbOvN/ayrwLl7u09j7nlqAU+8tIyo9t86q4CbDoL/lplKJOIztWEDVYk01bEe6uM95H3hzalVTGu8HDd5cpGOwAxrozD43ygilwPVIvJJghuyfj20xTJmcGzc2MWTTy0hHo9wzf1Pk6kEJw9udvsvgKB9v2CGQiya54CJK4lHPVJOhoPLltIUa2dOtINJZUfjJLarr5ixarQ1+6jqj0TkJIIRvfYBvqWqdw55yYzZS9de9xDXXf8gftyhvcWhp1KgTOiOQsVKhYK0PQp0TVU0Gs7wAcenqWEjWXWZEV/LweUrKJc8R1fNo6L8gzjxNyOyfdoHMzbtXv/E0hvIBd+zgftV1bovmBHjZz/7J3+44xky4yN4EUhXCBLWzDQmdLYoiY0+sW5AoacJxh2+llg2SR4HN+URj2dpTHWxf8UqKiMZ5tZ9kX1qPoT0N16vGdtUYISldxhIs88k4HIRmUJwQ9b9wANhu70xw84Lzy/nhnufJVcbfLz9eDjMYsHfpkaF3nEOvQLZKiCqzJ3QxrRoK77Cvzc10JDq4g3Vy4g7yulTfsW4pKVnMDsx2mr+qvptABFJAp8EvgT8FLDfu2bYUVXOv/QveHEXJx/M8zNKLhxwZSsieDGQqMeECW1Eox4Anjo0pDrZp2wtByXWcXTzVaQSFvjNLoy24C8i3yDo018OPAP8N/DAEJfLmN3m+z5/eeAl1vf0IAWRPpqGdD/rK4omfaZMXcvkycE9hb5CjBzHVS3jgzX/JpF8O6nEwcU5ADOyDVLwF5ErgXcA61R1Tjivln6yHu/NfgbS7PNeIA/8DbgPeERVM3uzU2MGi+/7/OGyf3HzFffT1dFL537VUJ7Yah1RiG9SMjV9MwQcRapzlO+/icmN6wiH16XC6eHwikUcWZalvOp/SZWdUeQjMiPS4N7kdTXwc+Dagnl9WY8vFJGvhtNf2ZudDKTZ5xARqSSo/Z8EzBeRdap61N7s2JjBcOUPb+cv1z9MNp2jtz5C+4w4ZWu2H3Mx1g3qKLlGH632kLocWpWnNxsj70MqkqMx2s7c1FJmVx1HS/3P7MKu2S2D1dtHVe8Pr7EW2lHW4z02kGafOcDRwLEEN2Ytx5p9TInl8x63//VZbrz+QTbNLKdj3ySZcUrE9Shb5/abZ0WrfDioCyca3I3pis+k6jaqohnK3AyzU6uYU/NRptZ9ufgHZEa+gQf/ehF5smB6fpiYcmd2lPV4jw2k2edCgmB/KfCEqu4g4a0xxdHRmeYTn7mK5Z3tdJ1QT0+ToC5oAvJlPp37KxUvRTb/CheFzv3z5GZkiTjgKCSiGQ6vX0JFLENFJM2k+EZOaLmeusT+pT04M2LtRs2/VVX7y3AwIHuS9bg/A2n2eUeYg2cWsI+IvGZfAKZU1q3v4P99+go2RX2cRJSyDZBqU9Kz07STABXSUz0yTT7xdQ7qQnacj0YUF0hEckyuamNO1SrqY53UOp00xhyOnfhP4pGqUh+eGcmG9g7fHWU93mM7HcYRQESOBRYAvwB+CfxbRI7Z2x0bs7t601n++4Kb6PLyOL4iGtS2HE9IvpIguVbRrAMqaBzSE30yTUHgB3Bdj+k1rcwqX0tjvIMoOd5UcyAnTXnQAr/ZOwMdwnHP6+u3EWQ7hq2zHu+xgTT7/AQ4OUy/jIjMAn4PvGFvd27MQHmez2fPv4FFqzbip5ztfmKLJ5Qvhd7xgt/r4qTywZBzgIhSnuqhNtXLgRUrGBfvoNzJ89bmb1Bb9o5SHI4ZjQavq+fvCS7u1ovICuDbBM3v/WU93mMDCf7RvsAPoKr/FpHozl5gzGC7+Mq7eWHVWjpmOVQu738dNws4Pppz8NojlFf3UFnZSzyWA4Uja19nUnIjU8qP5JgJP0Jklz98jRkwGaTBXFT19B0sGtQsggMJ/k+KyG8IBnAB+DDw5E7WN2bQ+L7Pf114I48sXkl2mosgqOsj3vbr5pNQUdWD7wi+5yBR6M5HmZBqY3b1emYm1nFk4zeYUfl268ZpBt9ou8MX+E+CfPqfDacfIGj7N2ZILVnRyhnfuo5N9Yo2bAnWvbWQat26d4U60DEZKhwPyvIEl7N8jmxYxIzUet5csZL9Wl7CcQbykTdm9/RdfxpJdviXICLjgPOBGcALwFmq2lGsgpmxLZ/3+OhXrqOtRYNPaUFPinyZQ48o8U2KkwMvBh3TlWydUl/VSZsXJ+pkObJhMVNTrZyUWs7UCXdZ4DdDaxTl87+WIIvnzwjyTFyCDaFoiuS8S25mXYtHrhr8VPCLOrnO2fwHlk8J+ZSgKNkqxUtBrCxDbUU3fo/HB5ueJCsxTkhtZHLjtURsbF0z1EZLzR+YoKpfD5/fISJPF6NAZuzKZPPcctdz/OmB53g500ZmctCcs3l5jU+8LZwRZnDwY4pX5REtyzJ32lLK3AzT69eRcPK8ve4UJtR9y9r3TVGMmmYfABGpYUuSFLdwWlU3DnHZzBjR3Z3hoQde46L5d9Ge8GifLmTHB4G/MDunH1d6x/lEMz5ur0OkIU35hG6qy3upK++mPJJhUmwDsxOrOanlAqrL3lXCozJjig5eb59i2VnwryJo9imsNvXV/hWYNlSFMmPHP//2HD+76HYyOQ9FqXCgY1IcxNkq8G/mQL5CkfoMmQREIg4NZR3URruZGNvAm+vGMa/5b8U/EGNGS81fVacUsRxmDFq0cC0XX/hXvHxQZXIAfGh5MMPKo5Okm7ZeXwja+CXmQ6VHzM3zhnHLKY9kmJFYw/F1B7N/44+LfhzGAKMn+Bsz1L799ZvI5/3t6/cKFct8cpUuXnnh7KA/nVuRY2ptKzOr1xMlzxHJhZzc8p9UV5xTzOIbs5VR1eZvzFBYuaqNT37pWno2dhPbwTqOpyQ2CN3lwV+UhtWqSE2alpo2Gsq6Ge9s4MDUOk5o+Q7lKWvfN2Z3WPA3RZXJ5jnti1eSQ4mkXKLd3vZ5ehSyFZHgLl4fVBQRpaFlA031HaQiWWYnVjAvtYITpz2K61aW5FiM2cpoq/mLyI+BK1X1pSKUx4xyl11/H3kUEcFLueQTDm7Gx/HDvx0HesZF8WNCPgVOTqmc1M705tYgQZvby9srn2F6Ks+BLQ9a4DfDwyjr7dPnFYKhGyPAVcDvVbV9aItlRpvW1k4WLGvltodeDMbQBRAh3RhHsj7R7jy+A5n6KNkKFz8C2QrFr8/SVL8RR/I0RDo5rHIRh5cJzc0PI051SY/JmK2Mtpq/qv4G+I2I7ENwh+/zIvIQ8GtVvWeoC2hGtldeXslXv3QDXV2Z8KYskKooGg1v1hJB4y495S694wQVxY/5ZCZ4UJ3nyImvk3ZjTE5u5JSKV5lXOYPK+mss8JthRRilF3xFxAX2DR+twHPAF0TkP1T1tCEsnxnBursznPfp68h7ftCNU8HNQKI1R+/42JZfAAR/PN0TFTeVQyqzOJ7DQROXUZ/s5tCy55mVWM+shkupKju1VIdjzM6NtuAvIhcT5Pb5F/C/qvp4uOgHIvLajl+5y+26BKmhV4ZDRU4FbgDqCG4u+4iqZkUkTpBn6A3ABuBDqrpkT/drimNdawefOu9aMgkBXHxfcdM+osHfiJPx8BKRzekbNu0DOEoklSMez7JP/Tqak5s4ofJFGhNTmNf8uOXfN8PXCMzqOZC/pueBg1X1PwoCf59D92Lf5xFcT+jzA+BiVZ0BtAFnh/PPBtrC+ReH65lhrKs7w2mfmE/rpu6gdi+COkI+6QYpeRSy4z26JimdU5T1b1BylYqbzBMtyzKzdh0HlK/gLdUvMLPmPzi05XYL/Gb48wf4GCYG0uZ/lYjUiMj+QKJg/v17euFXRFqAtwPfJ2g+EuAE4IxwlWuAC4DLgFPD5wB/BH4uIqKqI+x7dmzYsKmb93zmcjTv4xTeviXBoIoaEVClt84hN7sHPBfXEyLJPJFEjgNrV3Bsw0LmxFZycNNfSSX2K9mxGLM7RlrNfyDNPp8gqKW3AM8ChwOPEATrPfVT4MtARThdB2xS1Xw4vQJoDp83A8sBVDUvIu3h+q3blPMc4ByASZMm7UXRzJ5QVV59ZRVfvewvdLseKdHt85uL4LmCl4J0VYR4PI23LkpdcwepVJr9q1ZydOXrvCG1mqaGv5O0wG9GkhEW/AfyW/o84I3AUlU9HpgLbNrTHYrIO4B1qvrUnm6jP6o6X1Xnqeq8hoaGwdy02YXHH3iN9x71fc47/TJep4OeFun/k6VKusFh7aExnKRPNJZn+v6rqa3qZmJZK8dVL+DoVCdTxj9KMnFQ0Y/DmD2mu/EYJgbS2yetqmkRQUTiqvpq2O1zT70JeJeIvI2gGamSYKCYahGJhLX/FmBluP5KYCKwIrzXoIrgwq8ZBl57cQXfPP9Geqqj5CZWEUsLHZN9chUQbVccP6j9qyj5FLQe6CIixBp6KYtlUVWaEm28q/p5jq19C5U130CcqhIflTG7b9Q1+xAE3WrgVuBOEWkDlu7pDlX1a8DXAETkOOC/VfXDInIT8H6CHj9nAn8OX3JbOP1IuPxf1t4/fFz009vpGpcAEdw8JNog/oSw/kilYjGULQ269/Q0w6YDQLw88bo0ibIME8s2cHjV60xNtHFyy09IJE8s9eEYs+dGWFQayAXf94RPLxCRewhq3v8YgrJ8BbhBRL4HPANcEc6/ArhORBYCGwG7r2AYUFV+/Id7ebm9fauRsgTAg4qFQts8pW3uVq+iua6NqvIe9q9cxT6p1UyLZjhm8t+JRLbJ32zMCDOq0juEffFfUtV9AVT1vsHcuareC9wbPl9EP11HVTUNfGAw92v2ju8r5//qr/z59deoFtk+MRtCrA2Cfm3BF4MjPuOqO2iu3URlpJc3pBZzcO1JzGr4Ho5Ei30IxgyuYdaePxA7Df6q6onIayIySVWXFatQZvjasKmbT37zd7xY1U6uBWQHnwo/IsTyPn4cIo5HZXkP+45bzdRkKwenlnFMy6+oSR5Z3MIbM0QE+ht3blgbSJt/DfCSiDwOdPfNVFVLoD4GXfCL23muvg2v0oEk9NZDsnXri13qQG+j0JTqpHlaK1nPYVysi+b4Ro4vW8gbJ/2LSGRi6Q7CmKEwmmr+oW8OeSnMsLdoWStX3/UE92xYRiwZIeP7+EDbfiAvBBd6kaBrf1cz5KphwpRWfAVUaYlv4PiyVbxx8pO4rvXmMaPPqOrtE7b5X97X5m/Gno0bu/ni+b/nOa8DjUBMHbRHSbQ5dEz38cqh7UCItguSDbJ2OlFl9iGLEIG4ZDixfiGnTDiT2oqzCFI1GTMKjabgb23+Y5eq8twTi/jKV25gzX4JHAQJ79gVBHwoW+7Qsa+PRiFbp+CB4/pMn7ECYj610S5OrInx7mkPl/hojBlio3QwF2vzH2N6uzP890fn89LaVtYcU0WyLQz423DTQI7Nn6JoPEdjy0ZSiRzN8Q2cMX4yRzRfVNSyG1Myo6nmH7I2/zHmJ/9zC09Eu+k4thLHA98RHK+f3gxC8GsgB/FolsbJrVTG07yxfCHnzLqUutTsUhTfmJIYVW3+sH3ffhE5CjgdGNQ+/2Z4uObmR7l17QoyjTFiXUFwVxd8B5zcli8ARclWBEnMo/Eck2asYUqqlXmVy/jYPv8g6paV9DiMKbrRFvwBRGQuQbrlDwCLgT8NZaFMaTz49Ov85J8PodXO5vZ9CAK+CvguOGG7pheD7ike4xo3UVPXyaTURt47vp6TW67BcQb0sTJmVBmsmr+InEKQ78wFfqOqFw7Olre2w79SEZlFUMM/nSB98h8ACTN7mlHmprue4bt/vgevQnAz27fvC+BHIVsOfkTJNeRxKnNMGLeJiYkNfHTiERw6/nNFL7cxw4IyKAO1hD0sfwGcRJDa/gkRuU1VX977rW9tZ1W0V4EHgHeo6sKwYJ8f7AKY0vI8nx9ddze/e/w5crWCFxPcjNLv/YphZk6/zCNe18t+zauYVbGG/5r+HSZWWApmM3YN4gDuhwILw3Q3iMgNBANaFTX4v5cgido9IvIPgmybI+0OZrMTT7+wlM9+9yY8lBRC2XolU6VkKpztLvCqKNlKReqzNE/ZwP41q5idWsVn9ruboLJizBg38OBfLyJPFkzPV9X54fPNg1eFVgCH7X3htrfD4K+qtwK3ikgZwTfP54BxInIZcIuq/nMoCmSK4/c3P8bPfvcAwFbDLcY6IJfyUccNk1UpCOST4E7tpWJ8J7OrV/PGirWcMeMWC/zGhGTgmeZbVXXeUJZlIAbS26cb+B3wOxGpIbjo+xXAgv8ItX5DJ5fc+AAO2/+Uc/wgVcOmfcHJgJOF+P6biNblSLkZjmlYwAcnnspBDZ8oRdGNGZ4GL6tn3+BVfQoHthpUu9UtQ1XbgPnhw4xAjz+/mE9c/idSO/mgih8083gJiLT0QK3HhOQmjm54nQ9PPp+WiuOKVl5jRopBavN/ApgpIlMJgv5pBD0tB531yRsj7rjhYX5ywR9Zc+x4nEiETK2S2KDb3ZKuBJk6FZCYT3XLJiZXtjKvdjXn7nMzMbe8FMU3ZtgbjPQOqpoXkU8DdxB09bxSVV/a+y1vz4L/GPCHX97Fld+/lTXvnkKuSvCjSiQtSE5JbArWEcLealHobgEv6TF7n6VMrG7nyKpqzpx51VYjdhljtjFI/fxV9Xbg9sHZ2o5Z8B/l/nzDo/z8+rvYeNpUeiYSRHkHMp7SWy/o60qsHdw8eFFYPxfcuiwzW1YzraaVMyeexqGN7y7xURgzzOkoTO9gRq7rr7qf+Tc8RCRVRd2rOdycS9dUB3UAF3wJBl1xckImoXS3QOWUdprqNjCxfAPfO+AH1MQnl/owjBkZLPib4eD2O57jN9c/hOuDAzg9St1LeSI9Lpv2c9Eo4EC2CiJZD5nRQ3lDlqbKTcytWsqXZl9KlQV+YwZkEG/yKhoL/qOM7ytnnPUrlvS20zk3Sq4Cot1K9b89Eu1K1RKPrkkuuWo2f2J7J/k0TeykMtbLSbUv8dk5/8RxYiU+EmNGFvFHVvS34D+KPPP463zuu3+ivdkhOyEGApGeIAnbmiMdGp/IEd+ouL2QqwJQKqq7idf3sm/lKt45zuedU+9CxD4WxuyWwevnXzT2Vz5K3HbjY/zflf+iZ2qEXKUTDL4SfhidnBLpEloPjNBybw4/CoKSKk9T29zGm+oX8P4Jczh4wg9KexDGjGCjcSQvM8y98PRSLrjpX/QeEke87UfdEoJkbelKoWu8gyaVGbNWkSpP0xxr5b+mfIim2o+WqPTGjBJW8zfF4vs+D935Euf+/m/kZvQf+LfiwYb9XSYdsJqyil7mpRby5QMuJhqdU7xCGzNK2QVfUxTpngyfeOfFLPXTeAclEX/ngV8d8GOKW5WmqbqVd9Y/z4f2eQoRp4ilNmaU6kuCOIJY8B+Bcrk8H3nbj1md8uiaVAYRlx1l29bwt2i2xicxoZ1jp77KB2pe5Pipd1ngN2YQWZu/GVKLF6zhk2f/hvbJCdINDjhhfb+f8VcUxXcgU+8xccZq5ras4JPjhDkTXylByY0ZvayfvxlSC19dzac+9mvS45Kk64PAD2Fenr4PXvgFoARNPdmWNOOnbeTYxtf4wqyzqSl/bymKbszopmrNPrsiIhOBa4FGghg1X1UvEZFagnGCpwBLgA+qapsE2cQuAd4G9ABnqerTxS53qfm+z1mfv5Ls9BidkwU3s3VFX8J+xuoovgt+DDINWQ7ZfyEfmvAM75/xJK5rA68YM1RGWs2/FI2+eeCLqrofcDhwrojsB3wVuFtVZwJ3h9MAbwVmho9zgMuKX+TS+sffn+Xgs37MxjlRNhwcIT1OtmvikfCBQK4CnFntHDX3VT7Z9CwfmPmEBX5jhpoO8DFMFL3mr6qrgdXh804ReYVg3MpTgePC1a4B7iUYMexU4FpVVeBREakWkQnhdka9//7MtfyrYzV+YxQHSK4BLw65FER7FNEt3wKK4o3LUr9vGwfWLuXciQ4HtYy5H0nGlMRIq/mXtM1fRKYAc4HHgMaCgL6GoFkI+h/QuJnwC6RgW+cQ/DJg0qRJQ1foInrXO3/EBidHdmZ8qyDvZhTRoIYf7QwHZFHITMzRfMA6ZqeW8j9zzmVcxQmlK7wxY4kC3siK/iUL/iJSDvwJ+JyqdhQOFKKqKrJ736Oqunl4yXnz5o2sd6Efbz/zYtbUKemG+HY1CkFwckq6XslWKMm1Sm+LMn3Wat7R8DrnHXibDbxiTJFZzX8ARCRKEPh/q6o3h7PX9jXniMgEYF04v2gDGg8Xp3/zGlZUK+CCA+L1H8jFA40LmSk5Dtp3CZ+f+CRHT33YAr8xpTDCevsU/YJv2HvnCuAVVf1JwaLbgDPD52cCfy6Y/1EJHA60j9b2/g3rOzn0oz/mxc4N+A74juC7W27U2ooGQy7GK3s4aP/FfGV6BcdMewLHiRe/4MYYRAf2GC5KUfN/E/AR4AUReTacdz5wIXCjiJwNLAU+GC67naCb50KCrp4fK2ppiySXy3Pily4jXxeBgpq7kw366+Pr5vQNKkquTKmZuoHDxr/Od2f/J/WVx5Wm4MaYYdeTZyBK0dvnQXaUiwDe3M/6Cpw7pIUqscVL1/Pu712DVkS2u1HX8QXPVbwEuDlFHfDKfMoP2MCpk57my/tfSiK2T6mKbowh7GptF3zN7njsqdc5+7pb0Zq+FjhBfcJEbQE3K7hpBRcy43NMPXAp58x4gfdMvxtHbMQtY4YDGWFt/hb8S+iZF5fysRtuhaiASnBxF8AJU/VsThQVdO1Mj89x7JHP8J/TT+KQCb8sVbGNMduyZh8zEL7v8+Pv38rV7UtwfEGQ4HPjgRcNU/Y4gA+oIjnFOXYjh01YxrcP/CQtldu1jhljSspy+5hdyGbyzP3cxVDmbpWDf3MTTy7IyyOqQU0ip8hxGziwcSlXHXGtpWkwZpgaTj15BsKCfxH5vs8BX72YaJkLypb++Nt8aBRwPMjHlPgRbZw+/Tm+MvdvRS+vMWY3WM3f9Gf16jaO+/GvibqRoLbfV9Xv696z1edG8SI+FYet4dw5PZw5ywK/McOaWm8f048XXl7BWRf+Fpkchd5+0nEWfmZEyZX7tBy8hIsPPZG5495dxJIaY/bYyIr9FvyH2gOPv8p5v76N7ikRHG/HNzj03cWbrsuz/xH/5vojfkhForZ4BTXG7BXr6mk2e/unf8qqnAdRFy8OkhU0s/0XgBLcvOXMaeeEWa/yy8OuJeJamgZjRhQL/gbgfV++jMUVPvmkgILjgxdRXFfAK2zyV9QF2X8T7ztgCRcc8oeSltsYsweUoGv2CGLBf5CpKif+109Zm/LJl8vmcXbDpWTLlUhGcLLBtBeH6gNXcs7+Hh/f79oSldoYszcEtWafsay7K83JH/wBPRNiZJviWyVog6BPv4qSTyqkwHeV1PR1/Onk02iufGOJSm2MGRT+yKr6l2IM31EpnclxzKcuovWwCrqnbh/4+4gP8Y0+XmWeCfsv4Zn3fMcCvzEjXV+zz0Aee0FEPiAiL4mILyLztln2NRFZKCKvichbdrUtq/kPgpXrNnL8/PkwowwiYR/+/t5kVdw0+Pv2csiMZfzx+F8Xu6jGmCFSpGafF4H3ApdvtW+R/YDTgP2BJuAuEZmlqt6ONmTBfy/9+tb7ueiZJyEaCwJ/X4Knbfvv+8GE35jmxP3W8Ys3WeA3ZlQpQvBX1VeA/kbrOxW4QVUzwGIRWQgcCjyyo21Z8N8L5116E/9oXQYxod8e/H1fAKo4PRDZZxPfOaaR904/v8glNcYMrd1K7FYvIk8WTM8PxyDfG83AowXTK8J5O2TBfw8d8uWL6Kp00JhsTs62FSUcf1dxu31ic9dx+9s+RVPltKKX1RgzxBQYeHqHVlWdt6OFInIXML6fRV9X1T/3M3+PWPDfA7O/+gMcP0qsLRhi0UsGmTi3FmTlVMdnwlGL+OfbfmYZOY0ZxQarzV9VT9yDl60EJhZMt4Tzdsh6++yGbCbHnP/+IW42GqRjVsHxhEgXOOltVlbw69Mc/KbnuPudv7TAb8xopzqwx9C4DThNROIiMhWYCTy+sxdY8B+gto3d7P/Di1EiBD32tzT1CBDppeACryKJLMfNfpobj7+u+IU1xhSXEnTqGMhjL4jIe0RkBXAE8DcRuQNAVV8CbgReBv4BnLuznj5gzT4D8uK/l/HB+TcRJxLm4Q8XFL6PqsGXuoBEs3zp5Nf4xEF/LEFpjTHFV5yRvFT1FuCWHSz7PvD9gW7Lgv8u/M8Vf+aPLy7EcWXnefgFvDIllurm6rftx+GTv1qaAhtjSsPSO4weJ33nYtav9KG8nx49BYFfUfyIEq9r48WPfAvX3e7qrzFmNFPAG1npHSz478Dsr34P3BTUC26m386cYexXvLiSmLOKZz784+IW0hgzTCioBf8Rb99vXAjxVDglaA7w+8nD7yiZGuXUY+/nx28atO63xpiRaIQ1+1hvnwK+73PYO74DEguu6krQxu+F46ps6cyjKEq2yudr73As8Bsz1hWpt89gspp/aN26DZz2lh/jNka3r+K7kE+BkwHHU8SDXG2ORz5zFvVVjSUprzFmmBlhNX8L/sDZV1zEU0+Ad3w9AE4uvGO38EvAAT+uuF2QnZDmxS98iWg0WpLyGmOGIQv+I8t+PzgXZ+10JAniBxd2pRf8POTLClbUoMafnL6OF869sFTFNcYMR6rg7fSeqmFnTAf/Ged9h6RMD3ttCiqgEgy44uRA8opGJHhjfajZbyEPf/iXpS62MWY4GmE1/xFzwVdETglHqFkoInt9B9W+n7uQlJQHNf2wF7+Eufg1bO5xe5Wyhd3E1+WZOXeFBX5jzI6VNrfPbhsRwV9EXOAXwFuB/YDTw5Fr9liM4Easvh78fc37EqZiBnAzULY4wxfPnMlf3vuTvdmdMWZUG2BPH+vts9sOBRaq6iIAEbmBYOSal/dmo9veurX14FtKdH2av/3jy1RUVOzNbowxo52C2k1eQ6IZWF4wvQI4rHAFETkHOAdg0qRJe7GrIA+/h8eTf/j6XmzHGDOmjLD0DiOi2WcgVHW+qs5T1XkNDQ0Dew3a73Qm3sNLP/3SoJfRGDNKqYLvD+wxTIyU4L/bo9TsSq92AEHA7/sH0EMH//6/b+zNpo0xY9EIu+A7Upp9ngBmhiPUrAROA87Ymw0uuOQCJk8+lPL3fAAHBx+frltuYunSnQ5+Y4wx/dJhVKsfiBER/FU1LyKfBu4AXODKcOSavbJdoLemHmPMHhletfqBGBHBH0BVbwduL3U5jDFmO32J3UaQERP8jTFmuFJALb2DMcaMMWqDuRhjzJik1uxjjDFj0Air+YuOsCvUAyEi64Glu/GSeqB1iIozlKzcxWXlLq5ilXuyqg7sztAdEJF/EJR3IFpV9ZS92d9gGJXBf3eJyJOqOq/U5dhdVu7isnIX10gt90gxUu7wNcYYM4gs+BtjzBhkwT8wv9QF2ENW7uKychfXSC33iGBt/sYYMwZZzd8YY8YgC/7GGDMGjfngP9gDww8mEZkoIveIyMsi8pKInBfOrxWRO0VkQfh/TThfROTS8FieF5FDSlh2V0SeEZG/htNTReSxsGx/EJFYOD8eTi8Ml08pYZmrReSPIvKqiLwiIkeMkHP9+fDz8aKI/F5EEsPxfIvIlSKyTkReLJi32+dXRM4M118gImcWq/yjzZgO/kMxMPwgywNfVNX9gMOBc8PyfRW4W1VnAneH0xAcx8zwcQ5wWfGLvNl5wCsF0z8ALlbVGUAbcHY4/2ygLZx/cbheqVwC/ENV9wUOIij/sD7XItIMfBaYp6pzCFKen8bwPN9XA9ve3LRb51dEaoFvEwzjeijw7b4vDLObVHXMPoAjgDsKpr8GfK3U5dpJef8MnAS8BkwI500AXgufXw6cXrD+5vWKXM4Wgj/kE4C/AkJwp2Zk2/NOMEbDEeHzSLielKDMVcDibfc9As513/jWteH5+yvwluF6voEpwIt7en6B04HLC+ZvtZ49Bv4Y0zV/+h8YvrlEZdmp8Of5XOAxoFFVV4eL1gCN4fPhcjw/Bb4M9CU7qQM2qWq+n3JtLnO4vD1cv9imAuuBq8Lmqt+ISBnD/Fyr6krgR8AyYDXB+XuK4X++++zu+R0W5300GOvBf0QQkXLgT8DnVMPBh0MaVH+GTX9dEXkHsE5Vnyp1WXZTBDgEuExV5wLdbGmCAIbfuQYImzxOJfjyagLK2L5pZUQYjud3NBvrwX/QB4YfbCISJQj8v1XVm8PZa0VkQrh8ArAunD8cjudNwLtEZAlwA0HTzyVAtYj0ZZEtLNfmMofLq4ANxSxwaAWwQlUfC6f/SPBlMJzPNcCJwGJVXa+qOeBmgvdguJ/vPrt7fofLeR/xxnrw3zwwfNgb4jTgthKXaTMREeAK4BVV/UnBotuAvl4OZxJcC+ib/9Gwp8ThQHvBT+qiUNWvqWqLqk4hOJ//UtUPA/cA799BmfuO5f3h+kWv/anqGmC5iOwTznoz8DLD+FyHlgGHi0gq/Lz0lXtYn+8Cu3t+7wBOFpGa8FfPyeE8s7tKfdGh1A/gbcC/gdeBr5e6PNuU7SiCn8HPA8+Gj7cRtNHeDSwA7gJqw/WFoPfS68ALBD1ASln+44C/hs+nAY8DC4GbgHg4PxFOLwyXTytheQ8GngzP961AzUg418D/AK8CLwLXAfHheL6B3xNcl8gR/NI6e0/OL/DxsPwLgY+V8jM+kh+W3sEYY8agsd7sY4wxY5IFf2OMGYMs+BtjzBhkwd8YY8YgC/7GGDMGWfA3xpgxyIL/GCYinog8G6YCvklEUuH8FhH5c5gy93URuaQvJXDBa28VkUd3su2zROTng1zee0VkXvj8dhGpHsztD7AMS0TkBRGZJyKnisitBcu+JiILC6bfKSK3FUx/VUQ+vAf7vFxEukXkhG3mf0GCdN/Pi8jdIjI5nD89fF+79uggzZhgwX9s61XVgzVIBZwFPhXeJXozcKsGaXZnAeXA9/teFAbdNwBVIjJtd3ZYkHKg3+mBUtW3qeqmPXntIDheVZ8EHiZItd3nCKBDRMaF00eG6/R5C/DP3dmRiHwDqCZIYfwLETmwYPEzBDc/HUiQjuKHAKr6uqoevDv7MWOPBX/T5wFgBkEunrSqXgWgqh7weeDjfb8MgPcCfyHI3XParjYsIleLyK9E5DHgh/1MHyoij4TZNB/uS7EgIkkRuUGCgVVuAZIF21wiIvXh81tF5CkJBjQ5p2CdLhH5vog8JyKPikhjOL9RRG4J5z8nIkeG8/+fiDwe1povl2C8hx1S1fUEwX5GOKuZIA/TkeH0kcBD4bYrgZiqrg+P/7KwTItE5DgJBjp5RUSuLij/mcD+wBmq+iLwLuDXIjIx3P89qtoTrv4oQZ4bYwbEgr/pq32/leA2+v0JUgJvpkEm0WUEXw4Q5FT/ffg4fYC7aQGOVNUv9DP9KnC0Btk0vwX8b7jOfwI9qjqbYACPN+xg2x9X1TcA84DPikhfiuIy4FFVPQi4H/hkOP9S4L5w/iHASyIyG/gQ8Kaw1uwBA2mieQg4MvzCWkAQhI8Mz+lBBPmjIEjAdnfB62oIfil8niCPzcUE5/4AETkYQFWvUdXTwy9gVHWBqh6mqoUpjfucDfx9AOU1BgjS2JqxKykiz4bPHyBIIvepnb0grD3PBB5UVRWRnIjMCWumO3NTXxDrZ7oKuEZEZhLkMoqG848hCNSo6vMi8vwOtv1ZEXlP+HxiWL4NBE1Zfw3nP0UwEA4Ev24+Gm7XA9pF5CMEXy5PBC1fJNmSYXJnHiao4bvAIwT5cr5FMPbCq6qaDtc7Bbiq4HV/Cc/fC8BaVX0BQEReIhjw5NkB7JvwNf+P4Ivv2IG+xhgL/mNb77ZtwyLyMluyQfbNqwQmESTSOpug1ro4DJKVBLX/r+9iX907mf4ucI+qvkeCQWvuHegBiMhxBLXqI1S1R0TuJUheBpDTLcmrPHb+eRfgGlX92kD3HXoI+AxB8P+1qnaKSIIgqV1he/+hBL9k+mTC//2C533TA/67FJETCc79saqa2dX6xvSxZh+zrbuBlIh8FDaPc/xj4Oqwffl04BRVnaJB2uY3MIB2/12oYktO9rMK5t8PnBGWYw5wINurIhiTtkdE9mXrC7A7cjdhIJZgoPmqcN77+y7WSjCw+OQBbOsVgkFUjiK4AAtBrf1TbGnv35/gV4DX3wb2lIjMJRjG8F2qOpBfKcZsZsHfbCWsKb8H+ICILCBId50Gzg9r5ZMJ2rX71l9M0Gxy2F7s9ofA/4nIM2xd670MKBeRV4DvsM21iNA/gEi4zoWFZduJ84DjwyaXp4D9VPVl4BvAP8PmpTsJxozdqfB8PQZs0GAwFQiaf6axpeb/1rCcg+0igp5YN4UXqYfNWBRm+LOUzsbsBglGKJunqq278Zo7gY9qkQd7EZEuVS0v5j7NyGE1f2N2z3rgbglvNhsIVT2pmIG/7yYvYG2x9mlGHqv5G2PMGGQ1f2OMGYMs+BtjzBhkwd8YY8YgC/7GGDMG/X/59l/okgaeqQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "array_power_low_tempco = pvlib.pvsystem.pvwatts_dc(poa, cell_temperature, nameplate, -0.002)\n", "plt.scatter(poa, array_power_low_tempco, c=df_tmy['DryBulb'])\n", "plt.colorbar()\n", "plt.ylabel('Array Power [W]')\n", "plt.xlabel('POA Irradiance [W/m^2]')\n", "plt.title('Power vs POA, colored by amb. temp.');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another way of viewing the temperature effect is to compare monthly energy production with monthly POA insolation, noticing how production dips relative to insolation in the summertime. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Energy [Wh]')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df_plot = pd.DataFrame({\n", " 'POA': poa,\n", " 'Production': array_power,\n", "})\n", "# summing hourly power (W) gives (W h)\n", "df_plot.resample('M').sum().plot.bar()\n", "plt.ylabel('Energy [Wh]')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## AC/DC\n", "PVWatts has a simplified inverter model. Use [`pvlib.inverter.pvwatts(pdc, pdc0)`](https://pvlib-python.readthedocs.io/en/stable/reference/generated/pvlib.inverter.pvwatts.html) to return the AC output given DC output, `pdc`, and the DC limit, `pdc0` which is the AC rated power over the nominal inverter efficiency.\n", "\n", "Recall we assumed a 1kW array, so we'll continue the hypothetical case and assume an AC size of 800W, a DC/AC ratio of 1.2. The default PVWatts nominal inverter efficiency is 0.96 which we use to get `pdc0`." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "pdc0 = 800/0.96 # W\n", "ac = pvlib.inverter.pvwatts(array_power, pdc0)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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cV5xQQRAEQRAuAESECoJwYXFBOqHa3MYiQgVBEARBOP8RESoIwoVD1IT2svn/BVkdV8JxBUEQBOGpwI/92I+hlEIpRRiG7N69m1e/+tX84R/+Ie12u+u5jz76KD/+4z/OJZdcQrlc5rLLLuMNb3gDX/7ylzdp9KMRESoIwoWDC8WFCyscN62OK06oIAiCIDxVeO1rX8vRo0c5cOAAn/zkJ/nu7/5ufv3Xf51XvOIVLC+bRffbb7+dG264ga9//ev80R/9EQ888AAf/ehHef7zn89b3/rWTf4Egwk2ewCCIAjrhgvFndp3gYXjihMqCIIgCE81yuUye/fuBWD//v0897nP5XWvex033HADb3/72/mN3/gNfuzHfowrr7ySW265Bd/309c++9nP5md+5mc2a+gjESdUEIQLB9eeZfZS44S6XMrznbQ6rjihgiAIgvBU5lnPehavf/3r+eAHP8jdd9/N17/+dX75l3+5S4A6Zmdnz/0ACyJOqCAIFw4rGRF68KvQXoHSxOaOCYwYPvUQHL0HFo7Ai38GgvIYr5fquIIgCIKwLvzTf4Bj91GNI/DPkRTaez18+39bt8094xnP4NOf/jQPP/wwANddd926bftcISJUEIRujn8dPvXr8IPvHU8obQWyTiiYkNytIEK/8D/hc/+18/fe6+Fpryn+eukTKgiCIAiCRWuNUgp9Hkd8iQgVBKGbQ7fBI5+CxaOw7fLNHs14rPSK0CWY2rzhpGP48u/DVa+BG38c/vaHYeX0eNtIc0LFCRUEQRCENWEdyfriIlNTmz1JWB0PPPAAV155Jddccw0ADz74IM973vM2eVTjITmhgiB0k0TmNo42dxyroX4GggpM7DZ/t7ZAcaK73wvNebjpV+HSl5j7nFguSiJOqCAIgiAIcP/99/Pxj3+cN7zhDTz3uc/lGc94Bv/jf/wP4jjue+7c3Ny5H2BBRIQKgtCNE5/no+BZOQvV7VCeNH9vdoXcJIZb3wEXvxAuuREqM4DqhA0XRZxQQRAEQXjK0Ww2OXbsGEeOHOGee+7ht3/7t7npppt4/vOfzy/90i+hlOLP//zPefTRR3n5y1/Oxz72MR599FHuu+8+3v72t/Pa1752sz/CQCQcVxAuZOaehJlLQKnir3FOaNIe/rytSP0s1LZD2YbXNDe5V+g3/xHOHoDX/mfzt+dDdXZ8J1RLn1BBEARBeKrx6U9/mn379uH7PrOzszzrWc/iN37jN3jLW95CqVQC4IUvfCF33HEHv/Vbv8VP//RPc+LECfbt28eNN97IH/zBH2zyJxiMiFBBuFBZPAa/+1xTYOjaby/+uvM9HLe6DUpWhLY2WYTe9k6YuRSe/l2d+6rb15ATeh6604IgCIIgjM273/1u3v3udxd67tVXX82f//mfb+yA1hkJxxWEC5XlU8ZBm3tyvNedz07oihWhaTjuwuaOZ+4gXPLC7hLwtR2rD8cVJ1QQBEEQhAsAEaGCcKHi8gfrZ8d7XeJCP89D161+ZmuF40ZNUygpS237KgoTuT6h5+F3IgiCIAiC0IOIUEG4UInq5rY+N97rnAMan2dOqNZGcFe3Q1gD5W1+OG7U6O+1Wt0+/sKAOKGCIAiCIFxAiAgVhAuVqGFux3ZCo+7b84XmghlzbbspxFSa3PzquAOd0HFzQm0zanFCBUEQBEG4ABARKggXKm0rQhtz470uLUx0njmhLsS1ut3clqe2QDhujhNa2w7tlc73UwSpjnvhEUebf3wKgiA8BdBuIVdI2Qr7RESoIFyorNoJPU9zQt3nrFkRWpqE1iY6oTo2oc154bgwXnEi6RN64fG1P4F3vGSzRyEIgnBBE4Yh9Xp9s4ex5Wi32wTB5jZJEREqCBcqqQidG+9152s4rhN11W3mtry54bie2395TiiMV5wozQk9zxYGhMHMPQmLRzZ7FIIgCBc0u3fv5vDhw6ysrGwJ928rkCQJx48fZ2ZmZlPHIX1CBeFCpe0KE43phMbnaWGiFfs5t0g4rpdYwdibE7oaJzStjitO6AVDu975XgVBEIQNYXp6GoAjR47QbnfPaxqNBpVKJe9lFzwTExPs3LlzU8cgIlQQLlScYGnMmcI2ShV73Ub0Cf3HXzHhqd/5v9Zvm704UZcNx106sXHvN4KOCB3khI5RnEic0AuPqAno8c5NQRAEYWymp6dTMZrl5ptv5nnPe94mjEgAEaGCcOHiWrTELVMIpzRR7HVpTug6itBj9268s+oc38qsuS1PbXI4rv28fdVxd5jb1YTjihN64eDOzyQGX36KBUEQhKcWkhMqCBcqWcEyTkjuRlTHjdudHNWNol0Hv9SZ0G+6CB3ghK6lMJFUx71wcOfn+ZZ7LQiCIAjrwDkToUqpA0opnfPvHzLP+Vml1ONKqYZS6g6l1Ct6tlFWSv2+UuqUUmpZKfURpdTFPc+5VCn1Ufv4KaXU7ymlSufqcwrClqGdqQY3TnGijQjHjVsbL0J1DMrv/F2ahNZSp8fmOWagExqUzNhWxlgYSJ1QCce9YHDnp5a8UEEQBOGpx7l0Qm8E9mX+3QBo4O8AlFI/APwu8FvA84AvA/+klLo0s43fAb4P+CHgFcA08DGlzMzT3v4DMGUf/yHgDcAGJqIJwhZlKzmhSTReX8xVvUcCXkaElqfM+260+B3AQCcUjBu6qpxQcUIvGNxxKcWJBEEQhKcg50yEaq1Paq2PuX/AdwALWBEK/ALwbq31n2mtH9RavxU4CvwMgFJqBvhx4Je11p/SWt8JvBl4NvBau43XAc8E3qy1vlNr/SngV4CfVEr1ZyQLwoVMlHFCG3PFX7ch4bit7vFsBL1OaHnK3G5ShdyBTiiY4kSrqo4rTugFgxOh4oQKgiAIT0E2JSdUKaUwgvKvtNZ1Gy77fOCTPU/9JPBS+//nA2H2OVrrg8CDmee8BHjQ3u/4BFC2rxeEpw7thsmRhNU5oesajts+B05oDF7mklaaNLetzckLHdiiBYwIXVWfUHFCLxjc+ZAkmzsOQRAEQdgENqsk37cCVwB/Zv/eCfjA8Z7nHafjcu4FYuBUznP2Zp7Tu41T9nV7yUEp9RbgLQC7du3i5ptvHuNjPLVYWlp6Su+f8+3zP/PYISbDWarxCR69/w4OLlw6+kXAs0+dYDvw5IHHeKzg5x21b15cX6LcrvP5Ddx/Vx8+yK4o5sv2PXaefIJnAbffcjNLU09u2PsOYnLFiN/b7r6P5Ue63djrFiOmFg/ztYL74/kL80wBUXOFL51Hx+AgzrdzaSN40dJZqsCXv/QFWuVtsk+GIPtmMLJvupH9MRzZP93I/thcNkuE/iRwm9b6nk16/xSt9Z8Cfwpw7bXX6ptuumlzB7SFufnmm3kq75/z7vMf+n0o7YdjZ7jqou1cVXTsT0zDWbh0/z4uLfiakfvmNg+aCTe94mXgh8XGMS4LH4L5SmccjwFfhxdcfy1c/rKNec8hPPC+zwNw44tfDjuv7n5w5R/g3nuKH0/fqMESBMTn1zE4gHU9l5ZOwH0fgBf9VHdO8FbndtMb9KUveRFMX3T+XV/OIbJvBiP7phvZH8OR/dON7I/N5ZyH4yqldgP/jI4LCh23ck/P0/cAx+z/j2Hc0p0jntO7DeeyHkMQnkpETQiqpm/mWDmhrk/oOuYfuvzS9gbmheqewkQlmxPa2uyc0AGFiRrzEBdsz+Eq/MatTav2u2X55j/CJ34VHvnMZo9kPNpSmEgQBEF46rIZOaE/BjSBv3F3aK1bwB2YMN0s34qpkot9vJ19jm3Pcl3mOV8Brutp2/Kt9v3uWLdPIAjnA+06hBWobhsvJ9QJxvWujgsbW6lWJwMKE23FnNAd5rbg4oDOCpX1XBy4EHDH6Z1/sbnjGBcpTCQIgiA8hTmnItQWJPoJ4G+11r32xG8DP6aU+gml1HVKqd8FLgL+GEBrPQ+8C3i7Uuq1SqnnAe8B7gU+bbfxSeDrwF8qpZ6nlHot8D+AP9NaL2z05xOELUXUMAKoOrvKPqEFXboiOOG0kSK0tzBR2RYm2jQROsQJrW03twWLEy3WMwWJIilO1IUr2vTNf4LF8yTgJUk6RabECRUEQRCegpxrJ/Qm4Gq6Q3EB0Fq/D/h54P8B7gZeDnyH1vqJzNN+Hvh74H3ALcAS8N1am6Vke/udwIp9/H3AB4Ff2oDPIghbm1SEjumErneLFq0z4bgb6YT2tGhJq+OOCMddOgnLvfXO1s5QJ7S6zdwWbNMSxeKEDsSJUB3DXX+1uWMpSnYxRkSoIAiC8BTknBYm0lp/DlBDHn8H8I4hjzeBt9p/g57zJPBdaximIFwYtBsQVsEL4OQ3i79uvXNCkxiweYwb2Ss0iXtyQgs6oX//FtNL9Cc+ta7DSUWoa5OTJXVCTxfaltKZNh7ihHbjjtd9z4U7/xJe/gvdjvhWJCtCJRxXEARBeAqyxX+pBUFYNVHDhIJWt41ZmGidw3Gz/UbPpRPqeUaIjhKhcwfh0Ndgbn3buHhJ27igKmfdzeWEFgzH7RKh0iu0GyfiXvCvYe4JOPCFzR1PEcQJFQRBEJ7iiAgVhAuVqGGq41ZnTSXWopPdZJ0LE2W3s+E5oT0tOqrbRws9FxL7wIfXdThe0urLB00Szb2H5tBjhuNCQlPb1jaRhON24Y7rK15pbk8/snljKUq2SrQ4oYIgCMJTEBGhgnChknVCwQjRIqRO6HkmQnur4wJM7ICVIfmeSdLJl113Edruywf9nU8/xPf8wS187VAT/PJY4bgNrAgVJ7QbJ+LCqrkt2vYmj0O3Q2t57WMaRTakeq1OaP0s/H+vhzOPre71jQX4/RfA4TvXNg5BEARBGAMRoYJwIRJHRkyG1UwRnLO2KucIcZnmhK6TCO0Kx93onNCeS1pt5/CiQ405I16n9sGh22D+0LoNp9cJ/di9R/i9zxqX7vHTKzC1BxaPF9qWEaE2t1Sc0G4SG6rsBP9qc5lby/D/fRvc9d71GdcwsrnR2VDr1XDym/DkV+DJr67u9UvH4fTDcPIbaxuHIAiCIIyBiFBBuBBxk9ygApVZ8//GHNz8NnjHS4a/dr2r454zJ9TkhGqtueWRU2itYWLncLfRuaA3/Ki5feAj6zacrBP6wJEFfun99/C8S2fxPcXhuTpMXQQLhwttS6GpaytoN8oJnT8Ef/QyWDiyMdt3PPBhwtbc+m3POaFO8K/WwW8umWO/cIj0GuhyQteYe92w3ceGOf7DcOfnWsWwIAiCIIyBiFBBuBBxk1zXogVg+TTc8e7Rwmfdw3EzztQ5yAm9++Acb3rnV/nSI6dMAaBhTqgTqBffCHueta4huVkn9E+/8CjlwOdP3vx89k5XOHS2DtMXFRZ8SscZJ3SDROiph+D4/XDsvo3ZPph+tX/3o+w99pn122YSg/I6VYhXu3jijs21hOP+03+Ag18b/bxsRMBaw3FdmP3yydW93p3vIkIFQRCEc4iIUEG4EHGT3LBiChMBfP3vYfnE6MlmvM5OaNbpOQfVcY/Om/c4eKZunNCoPlhYuKJFte1w7bfDwVvXLWTYOaFJovnCw6d49bW72D1VYf+2KoezIlTrkdtS6I4I3ag+oU4MFcxTXRVLJvzYj9fxOHC5wJ5vxGjecTt3EP7bZXDyocHbcSK0vbK6cURN+OofFVvIWM8WLU0nQlfphLrFJqnSKwiCIJxDRIQKwlqI2/DhfwNnD2z2SLrJc0Lv/4C5HTXZXPdw3KwTWkDgNRfhU78+vmBNElAep5fN+x2br5ucUBg8QXeCq7odJvd03n8dME5ohfsOz3NmucVN1+4G4OLZKofOrsD0frM/XEjwELpzQjfICT0XInTxGAD+egppbZ1QAC/Md/DnnjTh6MPOU7f40FqlCHULHUXa7qxnixYXjrtaERqLEyoIgiCce0SECsJamD8Ed/0VPL7FehPm5YTGLUCNdl42sjpuEWF54Etwy++YYivjoBPwfE4vGZF2bKFhnFAYnC9Xzzih5Wnz/3UToW0Iynz+oZMoBa+42ozl4m1Vji00iCb3mScWCMlVOqGhN9gJ1efCCT0BgJeso5DOtubxw/zFE7fPhuVfOnHfXmU4rjtuiuRmttfTCXUiVMJxBUEQhPMHEaGCsBbcxG2jhMFqyTqhQQnCCfP3Fa80Yx4WArreTmh24l8kJ9Q5SkvFKsemWEfs9JL5Lo7ONwo4oWfAC4wALU+Z+9bZCb35myd49v4Zdkya/ND926okGk57dmxFRCgJ9Q13Qu33tKEi1Dih6ypCs615BopQF3I6TISukxNaxJGMNiIndI3huCJCBUEQhHOIiFBBWAupCF0nwbZeZHNCweSFzl4Gl73U/D1owql1x5kpWrXzz17DJU9+aPDj4xYmai2ZWxu6WRjriJ2x4bjHs07osHDc6nZQagNEaJsWIXcfnONV1+xK7794Ww2AQ7ENky5QIdfLhuNuVHXcNBx3A6vDpjmh6+2EZsJx8xaEkgIitL3GnFB33BYR8evZJ3TN1XHPEyf0738avvwHmz0KQRAEYZ0QESoIa2HLOqF2Qh1Uze1L3wqv+6+dsMVBE9/s/UU/0+lHqK0MEVJd4bgFckKdozSuCLWFiU7ZcNyj8wXDcWs7zP/Lk+Z2HZ3QYyuQaHiVzQcF2D9rvpMDzUmTy1jQCU3DcTeqT6g7ljc0J9SIUC9Z75xQ54SW8oVmoXDccyhCM+eBXmuLFheO215ZXWXfNPx+ixcmeuKWrZf2IAiCIKwaEaGCsBa2vAi1vRNf/DPwjO/pTNYH5aFl80CLurtaDxcV4/YJTcNxV+eEusJEi42IZV0Bvzw8HLe23fx/A3JCDy0mzFRDnnvJbHr/vtkKSsHB+ZYphlRIhOpz4ISey3DcdTxfunJCg/xz0bl9RUToasNxm1aEtpZG5z5nnNAkWaMD6ZxQWF1I7vkSjqv16vNeBUEQhC2HiFBBWAtbNhzXToLDavf9I53QKP//w9Dx8By/ZFwR6sJxx80JNbmBZ5ZbTJUDAI4tNo0bOkhYrZzpVA9Ow3EX8p87Jl7S4uiy5sbLt+F7Kr2/HPjsnip32rQsFilMlO0TutEtWjYyHNcUJlrXcNxeJ3TVhYnW6oRmXMhRQj6TE6rjNTqhjXmz0AKrFKEuHHeLO6FJvPq8V0EQBGHLISJUENaCm7hvdSfUMdIJtRNSv1xcWCfx8JYbbjt+uVh1XOcoLR4t9v6ZcSTK4+xKi+suMq7m8fmGCbcdNHntCse1ItSJ4DXiJW2W44CZaqnvsYu31TiU7RU6AoWmRUCCt3FOqDsm6mdMu5uNYDHHCX3iy/DeN3bcynHRSU+LllWG47pjczUhrdB93IzKz8ycB8laRWhzAbZfYf6/GqfwfMkJ1cnq814FQRCELYeIUEFYC1vVCe3NCXUUzQkNq8WFtU6KheOWp4r1Cc1Wxx1WxbdvHDGtRKE1PNOK0DQvNG/yqrVxrFw4blAxlXLXIxw3ifF0xHISUCv5fQ/vn61yeK5ueoVmRehyjoOmNR4ajSJW4cZXx9WJ6am53kTNdLtdTugTX4aHP1moX2ouSTI6HLdI3qM7NteaEwoFnNCMCF1rTmhjAbZfZd/3Qg7HjVef9yoIgiBsOUSECsJa2Ko5oa7wyUAndMCE002IwyqgixUr0fFwEZpkRGgRJ9RN5tsr4wnCxIhQgGdeNAPYXqG1nflOaHPRfF7nhCoFpcn1EaFWKC5Hfq4IvXhblSNzdZKpi4yT1ViA+z4A/+taWOpxs+x3FWuPaFD11/Ug+11vREhu2nJHdR8vTlS0VrnfbWseYI3huFYYR43VFenJiqO8xYSu92oQ25/fJF5DGGwSm/2240r7vqtwQlOBvtVFqB2f5IUKgiBcEIgIFYS1sFVFqJtQ9+WE2lN+0CTbTeDd64o4vGM5oWMUJoLxKuTqmKadT++frTJTDTnmnNA8Eercqur2zn3l6XUSoeZzLicBlTDHCd1WJUo086Ft3bJ4FO57vxHsvf1R7TGW4NGmtHFOaHZhYiOKE9l8UGYu7s4hds5jc5Vh0NnCRN6gPqH2+Bx2PGcrN6/GDW0uATb3d2Q4bp065hxbU3Vcl788tQ/C2upyJuPzxAl11yzJCxUEQbggEBEqCGthy4bj1o3r6Yfd9xfNCXVhvMmIz6U16GR4oRknAMrTxUWob/Mox6mQmyQ07MfaOVli30zFOKETO6G9bETGkbvhT15pnL66dftqWRE6ta5OaJPSwHBcgGPY9z75TXj0s+b/veGG9hjTKCK1kU5oRgxthAh1CwrbLu/OIU6d0NWJ0CSJqUdw24EzLMceOu+YHac6LhRrJdRLawkmdxtXdmQ4bpNlTA/fNTmhrjJueXqw4z8KJ+62emEiF5ovTqggCMIFgYhQQVgLW9kJDSr996sRTqi9fzkx1WVHims7MRwejmsn/pXpguG4y7DtcvP/cSrk6jgVodsnSuyZrhgntGZ7hS6fgq//PRy9B578CqzYHEQXjgvrJ0KtKG/qcEA4bg2Ag21bmffOv+gcQ+0eEWq/kxiPFsEG5oRmw3E3wgm13+W2y8zx4kTFGp3QY3PLHJxr8sY//gq3PbnI/GJOzmAajjssJzRzbK4m77C1ZMRgdftoMRg1WMGEyq+pOq5zQivT1vFfTTjueeKEOpEsIlQQBOGCQESoIKyFrVodt12HsMLH7z9Ko52ZeHvFnNB7T9iJ6UgRarYzPBzXPlaaLFiYaAl2PM38fywn1DhinoLZmnFC08JEYEIkn7zV/P/wHQPCcdfbCQ2ploK+h50T+khj0tzxyKc7Dw5wQhMU7Y10QvW5EKEKZi5FkXQ+h+vLucqc0CiKiPF42/deT5uAJO+YdUKrSHVcWF04bmsZShPDWwKlg26wpK0Tupr8U4dzQiszMLFrdYWJ7P5qR2sskLTRSE6oIAjCBYWIUEFYC1s2HLdJ5JX46b+6k4/dm2l1UrAwUV3bcNhR4bhJERGazQkt4OK1lmFqrwkJHjMntB5ptk+U8D3FnukKp5ebtMtWZC4cgSN3mv8fvmNAOO56FSYygqZJvhNaLflsq4UcXkw6Tu3lrzC3Q0Roi3NQHVf5GydCJ3Z2WuG4kFfn/K42J1QnaDxeetUO2vio3HDcAiK0ywldZU5oeco46yP2n27XWbHn2Jqc0Ma8uS1Pd+c+a1240NDcsvkeDpxch+N+I5GcUEEQhAsKEaGCsBa2bDhundgzTsux+Yz7mLZoGSRCzWS9gRWhI51Qsx0/G17Zt007yS5PFcu1ay0Z13Rqz5giNKEemVBcgH0zFbSG09qKnoc/ab6n6Yvh8F1mMqs8qMx2trERTmhOYSKAHZNlziy3TK9QgGf/gLntE6Fm8p3g0dLBxvUJdcfExK6OQF9PFo/D5B7anq3Y7I4F93lXu991TIyiHPi0CfByRejo6rhxV2GiVYbjliaG96V1Q27XWV4PJ9SG4959MkHXbDiu1vCZ/wx//LJCLY7idmvt4zgXpE7oeSBCoybc9d7VVVkWBEF4iiAiVBDWgt6q4bgNIt9M9o8vZESLywkdGI5r7i8uQjPbGVR0KG6Z/pthzYjcYROzODLbKU3C5N7+SrHDSGJW2podE+Zz75mxIjyyIa/f+Adz+6K3QHMeDn3NCFAvcxksT6+6QE4XzgnVJao5TijAjokSp5daMHMxlKbg2u8wD/SJUCMkEjyahBBtcDjuxK4Na9GSTOzmv3z8MfO3C81Ow3FXt9+VjonxqIQeET4qT2gWcELj5gpNHXSPaRxaSxxa8VkKZgs4oZ3CRGuqjmvDcX/8bx/i4aWKOdca83DP++DEA3DwayM3kVgnVklO6Prx+Bfgwz8LD318s0ciCIKwZRERKghrYcuG4zaIlBGSJxYz4jB1QofnhDa0rao7sjpuZuI6yOWM26Z1RlgZ/jzoOFClCROSu3h08HNzxrISwY7JjhMKcKgemvdfPgm7ng5P+1bz/Ce+0l2UCIwT2lpau4ORcULzwnEBdk6WObXchJv+A7zx3VCdNQ8MCMeN8YxI2jAnNDKLBbVtGxaOWy/v5FTT7g+Xg9leoxOaJCR4lAKPtvYHOKGjRahuNziLCxUeX4Tq1jJffGKFe8/4xkkeFg4b1VmxTqheS3XcpgnHXaTG8cSO/ZFPw+IR8//7PzB63Hbf6C0vQs8jJ9Sdww99YnPHIQiCsIURESoIa8GFu201JzRqpGGPJxazTmixwkQNW7lzpLhOCjihSWRaxbhqvcNyGt3krTxpReh4TuhyW7PDhuPunbZO6EKzIzYvfTHsuhbCCSOws/mg0MlXXKsbOiInFIxYPr3Ugn3PgatfaxYIgurA6rgaZUToRjmhSWyOjwI5jeNvO4GlEywEOzoue3t9nVBPKWIV4uk8J3R0OC5Rg7N6DBF68Da47Z2dv5tLLOkqJ5MpI5jqZwePOVsdd02FieaJvTItQo5Hdux3/oX5Hq94lakGPSLnVJ8PfUKzYzsfnFB3jXv4U4VCogVBEJ6KiAgVhLWwVavjRg3azgnNhuMWdELrTiiMChXMTrAGOqGtHhE6xAl1IrQ0CZN7TMXUgu0ytDbVcXdMmsn9TDWkEnqmTcvELvOkS19q9sFFzzV/V3tEaMmG7q41LzTjhFYG5YROlJmvt2lFmQl2aWJoYaLGBjqhURzR1oq4sn39RWj9LCRtzqptHRHqjoM1tmhROibBw/cUiRfg6dVVx9XtOme1/f6LhOPe/V745K/Z7Sao9jIrVDgeTZj7huxDFTUzInRt4bitwIz5cNu0/eHxL8BlL4Ubf8IItgNfGLqJ9P3HFcNab9yCSA8qvc4oUwG4YNGlTcMtyC0egeNf39yxCIIgbFFEhArCWtiq4bjtBi072T+52ES7SdwoJzR24bguJ3TEJLNQTqgLx62mYxuIc8NKEzC1z/y/aHGixIgRF46rlOKimapt05JxQgH232Bu88JxYR1EqMsJDanltGgB2Dllxnl2JbOPc0Vop09oI9k4J/TE3DL1WHG4VYP63EgHbSxsq53jeqZzbLXrRky01+aEohNi7eErRawCvFXmhKqoyZk0HLfAwkfSNmNvraTPX9ZlDrecCB0QNhpHKB1R12VirdbmhDYXaPpGhD7ZqHXuf/p3wtWvMznO931w+DZW64Q+9jn475dvTP5wH65o1k7zHTbmzsF7roFstMfDEpIrCIKQh4hQQVgLW7Y6boOmFaGtOGFuxU40R1bHdeG4BQsTZSfQg8Rl3Aa/NKYTOmGq40JxEWrDMl04LsBFs1UOz9Vh9lKYvczcAux/vrmtbeveRnna3K62XYgjDcctDQ7HtQWUTi1lJqxDnFC9wU5okkQkeCx404Be34m+LTB1JJ7pDsfNhr2uwQmN8fA8RaJC/JxwXBdyGg/phamiBou6RoJXzAl1x/7KqfQ7W6bKwaYVg4Oc0Eyodoy3xnDcBVY8I0Ifq1c791/7HSYH++nfBQ9+dGgIvCtMNLYTevaAEd/j5G2P4sCX4LHP992dFk2atNeErZ4X6hbktl9lQnIFQRCEPkSECsJaSKvjbjEnNGrQIEz/PO6KE42sjuvCcW1O6DiFiQaJy6QNfjBeTmhpwlTHhdRFGz4OjdKJdULL6d37ZiocmavDt/4X+Ff/CEqZB5wIndjFx+49wgfvOGT+Tp3QhdHvOQz7GVsqpBzkX2Z3Wsf29NIoJ9SG42qPeuKjN6xPqBFzcy4vcj1Dcm1u7xPNqU6od68Iba22RUuCtsd14gX4xH15eIvL5n1OLwwWlypu0qBEQ1WK5YQ6V3X5ZCqgl3WFAyv2OB8klKxAaVAygneNTuiyMqL38KI2VZb3Xg/bLjOPX/t6U7xoSEho2ld1XCfUHYeuV+l68Nn/Cp/9zb67nQg92LLh0ls9L9QtFD3je+DgV8+RWywIgnB+ISJUENbCVnVC2/VO2COZvNCi1XFTJ3RUTmgxJ/TkSsK7bzuWjm0gaTiuLUwExYoTuQqyut8JPbnUpBXOmFYojtlL4QfeC897M3/w2Uf4xfffw4fvPmwKIsG6heOqsIJywrcHJ5ZPL49wQpNOOG6LcMOONZ3ExPidvqrrOXG2TuhjjcnOcRnVuz/rqp3QBG1/yrRnF156FoW0DWHWQxZVvNhEDzQpFctDTkXoqfS4XaZiwplhcDiuPf4blKwTupac0HkWMe93erlF8oIfh1f8Yufx2s70eYNYdWEi5/atpwhdOTPg3DOLCk+07LG51UVo1DQLftd+h9mvj352s0ckCIKw5RARKghrYauK0KhJXQep8ZdWyC1aHbdwTmgBJzRusxR5fP2E3dag3FHoCJHSBFS3mYlcEUcuI9RcmCvA/tkqWsPxhZz3vO67oLadI3N1lIJfev893HHMCoJ1KkwUhuWBT9mR54SGeU6o6xOqaBEMd5LXgnVCT8SjC+uMzdJxCCd4ckl1XPZ2o+M4VretqTpuknFCgf7j1opPPWhRJUnwkxYNQuoUdEKdeOsRoU1KJOHEYBHvilZpE467Jie0scCCNmG4caI5/ZL/CM/8F53HKy68fIiz795/bBHaSsewbtTP5p57zgk9Gs+YOwYJfEfchhPfWL9xjUvUAL9sIi4m98D9H9q8sQiCIGxRRIQKwlpIW7RsoXBcrU0fwqTERTNmgpqKsJFOqLk/dUJHheMWyQlN2kTaZ65tLzdDndBMOK5SRjQXmRxbUa2Vx3S1Uwjoolnz+Q/P5b/nYqPNQiPiZ151FVfsnODn/8+j5oF1cEJbhFTL+UWJAKbKASXf41RvOG5vUZxMTmhLhygdr72PaR5WhB4rUN11bJaOw9QeTiw2MzmhK53cy8k9a3JCE+eEqgH9ba0oVYNcx9gJw5KpWjvsGHW472D5ZCcn1Pb+jCrbh4Tjmm03KRHjr7kw0dmkkwt6crFngcLlOA8TilvFCdV6oAh1hYnSok+jckI/+u/gHS+Cw3esz9jGJWpCUDbX2+f8IDz08fHaTQmCIDwFEBEqCGthK7ZoSSLQCStJwI7JElPloDM5HemEmglpvXA4bib3bogT2sZnrm3fu1BOqA2LVd7gsWZx34Pyu8JfL5o1ouDofP7Yjs6bifTT903zIy++jCN1KxrX3Ce0SYsStXCwCFVK2V6howoT9YTj2u2vO0lErD2OjiqssxoWj5NM7GZupU0z/QyNjuCe3G3+vwpBlnVCtZ8fjtvJexxwPKchsiHLetxw3JOpcFrGHG+N0rbB+6/dU5ioyPGdR2yq856JKuy3iy0nl3qOi0JOqNk3atxxuGveeonQ1rIZS3OxL6fXOaFnWx66un14OO79HzLtcwBu/eP1Gdu4RI1ODvxzf8Scw/e+b3PGshrqc/D2q+CJr2z2SARBuIARESoIayEbjrtVmpLbCfVyElIr+eyaLnOitzDRqOq4uqATWjAntKV95lpWkA2tjrtkwticmPDGd0Kz7LNO8JG5/LEdPmvGsn+2ykw1JMYnCarrUJioQUuFVAZUxnXsmCxxerlYYSLP80w4LmxMhVxbZfZk0zPVjNe5Om6jbHq1KqWMG9peST/rN5es8F2F+Dc5oWY/D8oJTUVoPEBoZYoFLSXl8QoTrZzOOKHmeFso7YGjd+eH5K5XYSLrbp6KKjxtt1m0OdEbdl7ECXWfY9zrl3NCm+skQutn7X903zng+oTGGuLqjsEidO4gfOznYf8L4MafhK9/CBbWsXpvUaKWcUIBdl0Dl7wI7vqrrfMbMYrlkybk+ezjmz0SQRAuYESECsJayAqktRQYWU/s5HApCZgoBeyZqmQKExWrjttweXvrkROaGBF6tuXCcYf1CV02QsyhvGITNxey6nWLvmrJZ/tEaWA4rrt//2yV6aoRMHE4sS45oU1CauEIETpR7ndC2yvdiwT2s/lBkHERN8B5t31W51ZsS531DPldOs5SuB2AvdMVs8jRbqThuJ8/avfTKkJylY7TxQftckJ7Fk9UPMIJzfR1XdFlknGdUPv8lm/cr69e/OPGTfrUrw18r4Yu2ZzQVV43rPg72SqnIrTPCfV8E1UwZFHFhSiP7YSud3XcVISSsxhhC4/h0SwPCXW++W0meuP7/gxe8m/MMXzbO9dnfOOQdUIBnvcjcOqbcOj2cz+W1eCu++OGaAuCIIyBiFBBWAvZidtWCcl1IjQKqJUDdk+X0xYtX3zETvQGTS7SnFDnKI2YIBfqE9qiRUBdOwE1PCdUlyZ47KSdhKqCTpETbar/knbRrG3TksORuTqBp9g1VWbGitB2MLk+OaE6HNgj1LFjstSfEwrdTpz9/GEQZJzQjRGhET5z9bYJ216vRZXWisld9IwIvXR7zYR7R/U0HPektgVnVuOEotPquPj5/W1ToTXI2W933MkVyujmuCLUjHticpbQVzzkXQ4v+znjfj12c/frevqEFhb7y6e7n2vdzXldY+90hcly0FlsylKeLuiEbnKLlqzz3nP+uXDcBI+VYNsQJ/RJ2Pds2H4lbL/CVKe9/f8rluO7nkRNCDpVunnmv4CwBne959yOY7W468tG5J4LgiBYRIQKwlrITty2igi1E+rFyGei5LN7qsyJhSZaaz50tw1NG9WiZTXhuANzQiNaidcpSDM0J3SJhqryLf/r89z15FnrhBYPx80VoTNVjg4Ixz0yV2fvTAXfU6kIbXoTqy6SkxI1aRBSHSFCd06WOb1svptTS00+95gVn1knzn7+MAhoOSG/Eceadk5oyzjK6yVCbXsWJzQv21GzTmg9dUJP6Fnz3DU6oaTVcQeE4w467qNO25S6Lo3ZJ/Q0tJZoq5BKpcyOiTJnllrwqn8P268yRXKyizkZwRtrr1hhouYS/M713VVWrbu5SI2ZasjuqXK/EwomL3RIyKxarQiNN9AJ7XFuOyJUseDNDHZCG/NQmen8/eKfhvoZ+MY/rH18X/97eODDxZ7b64SWp+Cyl8HhO9c+jnPBaotVCYIgjIGIUEFYC10idItUyLVOy0IUUCsF7Jmu0IwSHj+1zAPHrbgZFHoXu8JE5a6/B5L9/EOq4za1byqBesHI6rh1ZSZvtx04U1yE2om8yw3MctFsdaATeniunhZ1cSK04dXWxQlt6hLVkeG4JRrthJVWzPtuO8hHH5wzD2Qr5Npw5CDrhG5EYSIdE6Nox9p8T+smQk8AcDSZJfAU+2aq1Cmj2xknlFnz3Nb4+13phMQW3NKpE9ot0r20+M6gcFxbHZfQHPtjidCT0FyirmpMlAO2T9g837AKL/4ZOHug27mzgjfyysYJLRIGu3zS7KulTIVVK/4WdY3pasDOqXJ/dVwY6YR2wnFX64SuU4uWLhHauxhh2xRpj8WkNPj47xWhF91gbucPrn18t/4RfPVPiz03anaLUDA9iIdFgWwlJBxXEIRzgIhQQVgLydYNx51v+6Yw0ZQRlO+77SCRdoWJRuWE5oc19j9/dE6ojls0tREJiV8Z3ie0tURTGVF4z8H54tVx3XO8/HDcxWbEQqPNiYUG//3j36AVmXEfmWv0idCVdRGhTeqFwnHNd3N6qcXXHj+TVlftdkLNZysFQac67gYUJlJJTOwK/Ch//ULxlo4B8GRril1TZWolnwYhSdO0aInxmde2GvJqnFCSNBzXcwWtegS0p1047oDP5Krj2hYtXpHwTeduxk1YPEYdExLbVWzKVXnOnhtWQAWlii1MVGCi70JVdX847gImn3l3RoQemaubSAKwTugQEaq3SDhulwjND8eN8Vhqq8HHf68ILU2YQmeDeraOQ9Qodi0CMz5XmMgR1obnw28lRIQKgnAOEBEqCGshWzRni4nQBiG1ss/uKSNs3n/HobSf4uic0KLhuAWc0LhNZB28xB/RgzHjhN59cK54dVznhKp8JxTMxPxdX3qcP7r5UW597DRRnHBsoZE+HvoetZJvKpyuQ3VcE447uEULmJxQgBOLDe584iwruSLUfP5S6Gec0I0Jx43t8RGzniLUOKGPNSbZPVWmWvJp6BJJuw6tZZpehaX0c48vQj0dd753Pz9ceRwndEVXzPNG7eOs0D17gBUqTJQCdkyUOLNsRVJoP1f23LDHf1CuEeMN7l2axQm97Hdij9EFPcFMNWRXRoT+pw/fz5vf9TXacTKGE7qFChP1LQJ1wnEX28rs+17xniRmn2RFqFJQ225Ccsfh1CPw7u/qXhSJmsVFWZ4TGlTOIyd0lRWTn2ok8cZciwXhKYKIUEFYC1sxHNflnOmSqY47bVbkzyy3UhGqB018k4gERYJHhF8gHHd0TqiOW7SsExp75ZE5ocvaTN4Oz9WJUWPmhA4WoYfO1Pk/dx8G4GuPn+HEYpM40ezfVk2fO1sNWdSVNTuhut2gUcAJ3TlhvpsvPXKKxWbEirbuSY4IDYJwg53QKCNC11C1tZfFY6A8Hlsqs3u6QiXwbTjuCrSXaVBJW5usZr8rkrRP6KDCRL62IrRITqgLRW+PKE6URJ0WKGcPsKQrNhy3zGlXbMoJkaz7b/8flmvmfCwi/upz5jb7XCuQVqikInSpGXFiscEXHj7FUjPi3kPz1gkdvF87TugqW7Q05sd77a1/BH//0/3318+Ca7HTsxiRLUw037J9gHsXyFpL5lzJilCA6nZYOctYHL0bDnzRhFI7ombhhRndbnBkKSFJMvslrIoTeqHxwZ+Av3vzZo9CEM5bRIQKwlrY7Oq4WsMH/jUc+FLnvsyEulby2T3dWZG/bv82AJJB/RKTKA3JjFQw0gnVharjRqkTGnnlkdVxnQgFaMcUC1dMXIuW/kuaC7f94J2HOL7QpOR7fPXx02meqBOpANPVkHldXZUj1zWcqEGTcHROqHVCP36/CVnNdUITF47r09Ib6YQmxG6xYD1F6NIxmNjNsaU2u6fKlEPPVF+2LVrqqrxGJzRJCxOpNBw3c9wmMcrmFHqDnFB77JbKNVacCG2NyAtNIpjaa1+/zJIuM1n22TFZYqUVU2/FA0VohE+tMkZOaOqE9reEivBsYSIb8XD7oTTc/NbHThuhPMTZ95wTyriFiVwF1fbwEPssSQK3/B5885/6H6ufhZn95v99hYlsTiiKOSdCexez3D7qFaG17aaX6zi461r2PcZwQpuNFb78xBIfuy/TozSomFzj88FdTEWoVMcdytwT8NAnYP7wZo9EEM5LRIQKwhpYamTEwGaI0LgF938QDtzSuS8TWjhRDpgsB9RKJj/0+ZfvACAZ1HolaWfcsGCkE9olZgdWx20bVxVoe+WRfUIXkjIXb6viKWjFjOWEqhwndOdkmcBTfPzrx5gqB/zQCy/hnoPzPHbSCL39sx3RO1MNmYvKZr+upfhPu0lTj66Ou33CiNBvHFtkshwMyAl14biZPqEb4YTawkSA+b7WsTBRMrmbsytt9kxXqIa+6UPbbkB7hRVdoUHJuIKryAn1dIL7KVOB2z+Z4zZzXg52Qs0xWatNdNzoUcWJsiIUmE+ME7rDfqenl5vG/YLuEPR2gyYlJsoB0VpyQnWMRqGUx2Q5SHO/33vrE+ycLHPtnim+/Ogp44RGjYELF2m+7NjhuJnzuGhI7sFbYfGIeX7vd1Gfg8m9psJxz3Gg7dhiPOaaVoT2XpuGidBxw3HdNSf7GePmGDmhLZo65G+/9mTnvrAK6K2TtjGMtVTHfSqFp0ZNQMP9H9jskQjCeYmIUEFYA612ZqK+GeG4bpKQdX4yRVZcOOiVuyZ4zXV7KJdK9mWDnNBOcZoi4bixFSotHQypjttKcxlbhIPFahJDe4WFpMy+mQrX7JmiUVSEDskJ9T3F3pkKWsN3XL+PV1y9i1acpC5F1gmdqYaciawQXEtIrnVCR4XjVkKfqbLZN6+4eif1NBw3Mwm3E98wDFMxv24CMYNK4jRcO9Jj9K8cxeIxmpVdAOyeKlMJTU6oilagtWydR0XLX11BKEXHCfXywnEz/x+cE2qO3erEZCcfujU8HDeJ2yyEO9O/l3XZiNDJTvj7ICe0SchkJRg/HDf7ndjva7oaopRitxWhR+YbvO6Ze3jZ03Zy+4GztMMp8/wBbmgqPsd06OJ2k0jZfVVUhN7nJuu6/zX1OSMYy1P9x4Edm+/7LLSdCO0RO4NEaHX7+IWJ3D6Je5zQIgsGgBc3aRLy5UdPc+CUPY7yFiS2KqsNx33k0/DfL+scrxc67ru89/2bOw5BOE8RESoIa0BvdnVc9/7ZSXfGCa3Zwjjv+dcv4r997/V4nq1SO6Q6bpSK0NHhuG5StkzFtNzIQWW22VJDckKt83Q2CpmuhDz3klkasU5dkKGk1XHzRZ8Tmv/ihv3cePl2lIIvPXySbbXOPgIjQk+3rZu2luJEUZMmpZEiFGCnFQ+vuHpXWpSpy4VzTmgQbKwI1TGx8qmEHm1dUBwVYekEy6Fx4PdMV4wIpYSKmtBeYTkxn7+uaqsKx1Ukpq8poIKcFi2Zc8Mb9JnssTs5OdkJiR7hhK40mnzqkSUoGZG3pE11XOdun14aLEIbusRkKRi/MFGPE5ooL63q7JxQgG9/1l5ectUOmlHCE0tB9zZ68FfphLYaKxxLbE5skTYtcQQP/B8IrBir9+Rp1s9CdZvZnz0iVNtzYKpa7hTnKipCa9vNtgsKSPOGzgnNitBGYVHmJ800auFvb7PtYdyxcCGL0ONfN+eNc+4vdKKGqb58/D448eBmj0YQzjtEhArCWugqTLQZOaH2/bucHzNxahGkImjbhAn/U3ayrofkhKaCEb9TJXEALhx3mYqpdto3Pt0lQpuUBk/CrPM0F5WYqYY855JZokSx3CiwX52oVvmXtGv3THHFzgleePl2ZmohT987TaK7XVAwIvRky07m1+CEKuuEjKqOC6Thmy+8YhteuWbubPX3CVWeh+fb7a2XS5lFJyT4zFZLRoSuh9BNYlg+wby/HTBCqRr61CnhxaY67pI2n7+uqqva555O0v6wrkWLzgnHbWt/sNCKmiQoapUazbyFgByUjllsgZ4wbugKJhx356QLx20NrI5bt+G4xgkdIxy3zwn1UxG6vVbC9xTTlYAXX7mDF16xHU/B/aetwznCCVVjOqFe0uKUdiK0gBP6+OdNbuaz32j+7nXLnAgtT/UtRjgROlMrd/Kix3FCdQzNMar4pjmhjc7fSVSwXZTGT1q0CHnBZdv4wB2HTJVi54SeDxVy3bk/rgi1lbCfMgWN2nW49vWmIN69f7fZoxGE8w4RoYKwBvRmV8fNC8e142gTMFHuFkFOxCRDquO6XqKRDkYK68ROyup6QK6nHYubODYoDS5iYoXX6XbIdDXkORfPmmqYKwXyH0c4of/Pd13Hh//ty/A8E8r3oiuMKMoToadjJ0JXWZwoSfASkxM2qjARGGG2faLEVbsmmSyXaHrVLhHqKhkr5eMH+X0wR/LIp+EPXjg0z9XTEVp5zNZCWsk6idCV06ATTjELOCfUo6FLprVKY4HFxIi2FbW6glAecdofVtnejEk2L82eG3VKg53QqE6LkErJJ3FO3YjCRL42RbxaFePyLukqk2U/dULPLDc7rl9GeCTtBk1twnFj7RVzIFMnNHO90QkxKhWhnqe4YucE3/nsiwh945Bev3+Gu4/b7Q9wK/00RHk84eAnLU7qWbvtudEvuP9DpkjS9d9v/s46oVHTVCOuztpw3J6xWhdzZqJCe6QTOtt9f818P2OF5PY6oe62iLhykSg65Mdedjmnlpp85sHjmXBce/1rLcOfvBIO3V58XOeK1Tqhyyft686D4kvrQdSEmUvgqlebUPOnyucWhHVCRKggrIEuR3HLOKEZEdoTDqr8EeG4cce1bOOPDMftOKEDqt7a17ttNnQw2Am1LtjplhGh1+yZJEF1F38aOBC7HwaI0HLgM10J079ffKURoft7RWgtZGkN7UKA1IkukhMK8Avfeg3veNMNKKWYKAfGicuI0MR+NuX7+H5O4Z0iHL0XTn0Tlo4Pfo5OiPEzInQd3NZFU/X3WDKD7yl2TJSoWCcUgJVTaR7skq6sSvj7dJxQJ9KTqP98aFIygjWPyBSSKgc+OrRu9Agn1NMxbXzqoak4vUI5LQRWCjwbjltOt+9I2nUahEyWfSL8tP3IUAbkhMba5IQ6PvjTL+XXv/sZ6d8vvmoHd52wrxnghK6qMJF1+05p6zoWcUIf/Sxc/a0wtc/8nRWh9vP906NNHp6nPxzXVjeeqZVHi9DyNMfmG7zn1ieIE23CcXvfbxS9hYmyjugoMuf/656xl73TFf7mawf7FyQWjsDRe0wrmK1GKkLHFFWpE/oUEGNam+8yrMLVr4P5JzufXxCEQogIFYQ10JWvuFWc0KSNtr0+az1OqO9E2tBwXHNZaOvR4bjaCqS6rqDyHE4XCmknjitJabAbZ4XXsu17GPgeWnmoIrlcdj/kVcfN48bLt1MKPJ62e7Lr/plqyBJrFKF2P5hw3NHjuXrPFC++0rg1E+WAOgNEqFL4gQvHHdOldIJqyETc07FxQqslWskq3iMPOyk72J5m12QZz1NUQt+EZQMqbqUVgReTyvhOaE9rHs+K0CjrhNpjsK5LGdevBxsiWwk9VGnC3DeiMJGnY2I8lvxZ81GpmpB3ZcS2CcftL0aTtOo0dYlayYTjjueEdueExnRyQsEsolQy7vsNl27jTGLHMNAJteG4jCEc4jYKzUmsCC2SP91egdpOE3ILPSLU/P/e0x5HG2H/YoT9nmdr2ZzQnOq4pUmaWvGTf3k7v/Z/7udTDxwz4biwNid0nJYl9jWRV6IUeHz/Cy7mCw+f5ETDFlRyx4I7vrZiew+3b8ddiEqd0KdAOG7cNp8zKBs3FGDh0OaOSRDOM0SECsJayDYj31QntLtKb6zMRK03HLRTmCh/Mq6TiMj2imzqAk6o3c4y5QEi1DzuXNkVPaQ6rp2UrehKOrE21VqLt2ghp09oHjsmy3zul27iB268pOv+6WpoHDlYfWGitDBUscJEWSbLASs9TqgLx8Xz8VzhnXEnh63RIlTZQjeztZDGeoXjLhkn9PHmFLunjStYCb1OFWCgTplK6DGfrMIJdd+7XXzwQxuO284sdMQuHLc8MBw3addpaOPS4kToKCeUmAifs8oIsRVbmAhM653TS03wS4DqCkHX7QYN65Inqmif0Dk70M53opOYSKsuh7+X7RMlFrV1dvOOZ63xcTmhYxxT1u1b0BPmWlPECU0i8MNOzmaOCD3arDAfV3Kq45prQBAElMuu2FNOn9DKDP/vPzzIfYfnmamG/NkXH+84oeP0Ch3khBYKxzXPTTxzrn6/vcZ85mG7/104rju+Fo4UH9e5Ys3huE8BEep+x4IqzFxs/j8vIlQQxkFEqCCsgW4ndBOr43Y5oRGJCqiEHr7NgUyx4bh6gLuY2J6eJd+jjd9d4CUHVx24TtlMYnufnwnH3TZRYjkZ0srFumDLVJiumMm8Ro3VokV5owsBOfbPVgn97kvgbNYJXUV+IpBOQtv4hXJCs0yWA9Onsp0Voebze56P76/WCbXbGypCExICZmohzVgNbuMzDjb895HlKrunjHhw1XEdK7rM7qkK83EZWmO6z/bYcC1afCvSk5zw9DolPJLcKqlxy7RNqYQeQVocaogITWI8NLH2OW2L8yzbwkRgcl8fOr5EM05MVdSsCI3qNClRDf1iTqjOtDPJfCdxZM7VrBPay3QlczznOaGZ7Y1VmChTgbvhTxUXoZ4PfgDlme7enfa4PNSsMB+XBlbHxfOZqNnP0xeOO8ciNf7yK0/wk6+4gv/rtVdzxxNnufu0PQfH6RWaFibqyQktEpVhn5v4ZkHk4m01XnH1Lv7xG3YfOfHijq8t6J5pG0nQisa4ziQJLJ+yG3gqiFB7TIQVEaGCsEpEhApC3IZTj8DDn+78iBaku0XLJobj9lQDjVTARE5lVi8VofkTXx2bYis1m6+mRzQeT3NCnXvYm++ZViY1rSuW48C4KHmTudQJLXc5oYVy5lxI4YCc0KLMVEPqlNF4a8gJNRO3pi4WjptlohywrMs94bj2symPoOSc0DFFaBEnlEw4rvbQI0KxC7F4HMrTHFxSqRMa+h4t1RFOK1TYM11mPimjx3VCe6oie6EVoe3+wkQNrPuaI/p0u04D44SWyzbvsD0kHNfu/wifY5EJ6V7WFSbtOfcvX3o5h+fq/NHNj5pJambhRbVWWKFMpeSbcPNRx3e7nhsO2mq3+8Jxe5muBkQERH413wnNLF6pQfmyeUSuAndI3ZsYQ4Taa1J1tvtYtE7v8XaFM3HF7PvMNcqJUOV5TE5YpzonHPdos8yl22v8yuufzhtfcAkz1ZA//epJc3ysKhzXOaHjFCYyr9F+x+3/4RdewuFlK/LTwkT2WN+CTuhS3VzHHz85xjWwfiZzfD4FckLbGSe0ug3C2tYMrRaELYyIUOGpzdxB+O9XwB88H977ffDxXx3v9dlJyZDKoxtGmhPaE45LQK3cL4B8OwkcLELbRHhMlALa2u92lHLfvuOEAv2Vb9NwXJ9ttRKLcZj/PEiF1xJVZmqZcNwxnFAK5oQOwkzoFa1gYg0i1AiGWBlHeRwmyz4LSbknHNeFGgcEq62OO05OaC0kxidej0WVxhy6MsuZ5RZ7rBMK0FaZcFzrhC7pCippj3ce9YTjhkFIohVJnJ8TCuTuu8SJ0MBnouSbfq3D+jmmItTjTv10Ds3cwEP6YibsOfeqa3bx3c+5iHd87lEir7tol4pWqOuydUKHtI1xZAVeZvGmHUUkeoQItaG6TX+AUMx8x+M5oTbvWYcsqcnRfUK1tiLUjrW6LTccd15PmrBs6I5EyOR8T9WsUx33h+PO6xqXbq8R+h4T5YA3vehSPv7ACeLy7HhOqB7ghBbKCTXHW1aEvua6PVRrNv/cnYvudvnk5vx2DCG2izjJOL1Vs0V5stfsT/4afO5t6zSyLYT7DQvKoJRxQ+cPbu6YBOE845yKUKXUPqXUXyilTiqlGkqpB5RSr8o8rpRSv6GUOqKUqiulblZKPbNnG9uUUu9RSs3bf+9RSs32POd6pdTn7TYOK6X+k1KqJy5REIBvfMyEAH7n/4Irb4InvjzWy3WSEGt7aG1KTmjc/96JCdPLc0J9zyPWg0MtnRM6WQ5oExQIxzWTDVdcpm/innQq9W6fKLES2UtOnoiyk84VOjmhWqmCTqhzStYmQl2l0aa/BhHq3CXPFKkZh4lywGJcQmdFaOzCcVVGhI4ZKltIhCZoFbCtFhLhkYwTijeIqGlEGKROKEDsdf6/QpldU2WWV1MQqmfxIfQ9c9zmFCZKQ4Dzjj3bNqUcelRLvslZHRqOa7YR4/PNxgzvufYdNIJpgsyiw69913WUQ4+TDQ+dERle1GAFK0JVgeq4mfYnh892hFm7gBNaK/n4nqLhTw5wQjv7Qo3ToiV1QgMT7jvKCc0spAC5IlQrj0WqmeMgK0I7vXI74bj9TuicrjFd7Vz3fuiFl5JoWPRn1uaEWsFbqGexc0KDzqJL6Htcc/Hu7m1mC19tMTc0bXE0Tljt8gAR+vgX4LZ3FgtlPp9wv3Wu+NjMxbAgTqggjMM5E6FWKN4CKOA7geuAtwLZmta/Avyivf9G+9inlFJTmef8NXAD8Hr77wbgPZn3mQY+BRy32/h3wC8Dv7ABH0s433no47DzWrjxJ+Cabzf5OWPkdegk7kxux3GO5g/BP/7y2kN4B7RoaRPkFsXxPYjxBotQWx3XhOMWEaFmOysuHLfPCTWTmcg6oY3Yui15jkJrmVgZ8escHF00HDed5K5NhIa+x0TJp6Fqqy9MFHdE6LjkhuNmQo3DVISOedwULEyklcdMtUSCN9IFL0TUpK1cnmRWhHZyQuuU2TNdWV1rnEyuIEDgK9r4PS1aovR9zN/9n0u3GzQpUQ7M4s0K5eHhuBmH/+Rik6VmlBYlcuyeqvBTr7yS+bZPq263pTV+ZMJxq2k47ogFBdeeBag3OyIoiqKRIlQpxXQlYEXVBuSEdkSoN47gyLQhmde1AiK0U1wLyBWhUWkGjZd7HLjFLuX5+K7tTU6LljNxtWt/7Jsx16Vlf3q8wkROMKVOqLmuxYOqimdJHbJS191+qadScrbw1VYTL1aEjlWsaulk5/89/WxZOQUnHlinwW0R3LHhFhum90tOqCCMybl0Qn8FOKq1/lGt9de01o9rrT+jtX4QjAsK/Dzw37TWH9Ra3w/8S2AK+GH7nOswwvMtWuuvaK2/AvwU8F1KqWvt+7wJqAH/Umt9v9b6A8B/B35B3FChi+YiHLgFrvk28/elLzK3B79afBs6IcInxhvPCX3s8/C1P4XTjxR/Te77W1HXE47bxk+LpGTxPY8Er1NxtXdz1gmdKAWmT+ionFA7WVtxE/y+nNDOZH3HZIlIOyc0Z8LbXqHtVQg8lQrocavjrtUJBROSu6Kqwyu1ag1/cCPc877+x9YgQqcqgXGVc8JxledTLtljbdWFieYGPsUjRivTJzTCX5+c0LhJyy7S7M6E4yYZEbqsTU7oEjlhmKOw+8a1aCk5JzQr0p0Tqge7yCo2FWsroUet5NuFgGJO6MklI0Lzzrc90xUahCTuvIgaKHRXOO6gir0pGYGXFQVRFJHgdTl/eUxXQ5bURP6iSpcgX40TGnI2KSJC7fv4g8Nxm4Ep8JTfIqkTjuvZCshdbneSQHOB01Glq29q4BuRvqimxuoTGsX54bhekX3UK07cWEqu/2xPYSLYck6otueMHssJzYrQbGi3/f/jn1/7wLYSaXVc+z3PXGIKsW2x0GpB2MqcSxH6z4GvKqXep5Q6oZS6Wyn1bzPC8ApgL/BJ9wKtdR34AvBSe9dLgCUgGzN5C7Dc85wv2tc6PgFcBFy+rp9IOL959HNmcnTN683fe55ligs8OZ4ITfCICMYToW5SNkQUFH1/oHsymbRpa39VTihJRFv7TNjCRCMdt7RFy3AnNFYh05XACKjsuLuea3JZZ6phGsZaqHALZKrjrl2ETldDlqgNd+SSCE49BKcf7n/MfmZvNU5oKWBFV1BRvSOwMtVxy4E91jagMJGnExIrQmPdc4y0G+Z8GZeoRUOb/ZANx0387nDcPdOV/DDMUfTmhPpef0GtNBzXvmfevouME1oJfaolnxVdQg9r0ZIpTNSONYfP1nNFqOuJqnuEh2lLU7AwkQ3HbWm/a/GmiBMKJi90UVc7TuhdfwW3vavrc8CYTqirjqtDzsQDih5lSZ3QnnBc93nqZ6k7EeqiKrKVkp0T6vt41glNstea1hLohDNxra9lzfaJEmf15FjhuAdOms+zvGIXb+znLRSybMelekRopRyaHqdOvLSXOznsW81Bc79l44TQdoXj6v7/P3bzmoe1pXAFpkInQveb2y22oCAIW5lzKUKvBH4WeAz4NuB3gf8G/Bv7+F57e7zndcczj+0FTmrducLZ/5/oeU7eNrLvIQjw0CdMz7pLrAPqh7D/+WM5oToxDeONCB0jfNFNysZYnc/fTk6LljiipX1qedVxlRoZjhtbF7Vd4DO5FjVp38cBOaHKC6mVAtNyBfLDcXVMjOpyMjRFc0LX1wld1Dm9CrOkzdxzBI17zF9dOG7HVTaCJS0O4nmUA58Ib0NyQhVJWh03wu92yx/8CLznn8PisfHeN2rQSAI8BTsmsiK0Oxx311S5U2F5FU6ostVxXThuVxi5/RwrQ0SoFzVo6JBKaKIAYu0TR0OO/dQJNe974PQykzmFwCqhT1OHaNe31DrSLhw3UT7eqKq01mU8y1TXeZPExgnNE79ZpquBCZl1QvGLvw13vafrczR1kC+wzjwGf/YaWDjafX/GCT3VLpvja1jURNwRoe+//SCffLxlFqKc0KyfZckzWTdLuL6mmXBc95OvPHxbITrOVkC2+2iBWp8o3z5R4nQyZau3Fiu+5MJu45ZzsK0TWuRa5Bahwm4RWnb9cdPquCumSnBlZssJl/T8GWdhYlg4Lpioo0G/J3e+Bz70lvEGudlk+4SCtGkRhFUw/ixp9XjA7VprV370LqXU1RgR+gfncBxdKKXeArwFYNeuXdx8882bNZQtz9LS0jnZP3uPfpqwvcDBS793495EJ7z06x/l7LZn8+AXv5TefUWyl0uP3sKXPv1PxO7HxZL3+XecPsVeFC185g4e4OGC+2f/oW9wNfDg3bdy/Fht1R9jYukJbgSW5ue43b73s08eo5F4zJ063jfe+0/FPBePk8eP8WDOWK9fnCdilrlTx2lrn1ZzhS8P+UyVxx9nLx0n9L67buP0wU7U+7Yzd/EcIEZx4JFvpJP2L3/5FlrlHV3buubIYcoJqHY9HXdVQ7vVHHnc7T5+H88ATp0+s+ZjtL3c4HTTp5mc4isDthW0l3g58OQTj/NY7zFx6k6uB7RWY4/l0VMxK3ZffvnmT9Eqb2fqwMM8H3j00cc4VZ8h0h6HnjzAI2Ns++UrCwRAc+7YwM/0Mh3RbMXcessXSJRHErXS8e87cifXArd+6XM0qvsKv+/z509zprmd6ZLii1/ohOO1dUewtb0yX7/rtjQM8+t33crJw8PdPUe5cZKXAHOLy9x88808cjZmnw5YOHUiPb73Hr2PpwMNWx331q/cQqPavR75krbp3Xnf3Xdy8GzMdSjm5+a4b8C+qq4c4UVA4PsQw6mlFhdV4r7v+5unYq6hRGPxFLfdfDO15Sd5IWbR5qu3fJF2rNEq4uabbx54fb3swF1cAZzVU0TLi+lzdi0vkaD40hc+P7QAVnOxwcmGT6zO8pVPfYSXn3mUpYnLuP3mm6ktH+SFGDGpk/7xX/noX3Dp4du591N/zZkdz0/v33nyDp6FyQmd0+b6dctn/4l2aSZ3DKXmaV4KfOPhR/lvD9/H65Mmr/Pg1s99nEZ1Dy86c5Rj+mkAaVj2N+65jWMnzPbipm0Z8vgBDiRGyD/68EMcj814J5YOcCOwoCc49PjD3Nx4PH3vpN7g4EoASYMvfPYTJH63OMwjPHmca4HFs6e48+ab2XfkXq7FhKyPOqfdc0/Pd3+fxw+3aBCy/ORjPHTzzTz94GPMxj5RMEnjsXu4f5XXrY34Xb58/gw7gfm5s4W3ff2TD+Ku6HfeeTsLj5rv6calRSpeCb+9zF0f/TPmZ5/R99prv/Eh9h37LLeVXsby5GVrGvta9ke5cYIX3P4L3PW832Jl4tKhz91z7G6uA2698x4a1RPpNeHBr36K40+sQ4/lDeJczePOF2R/bC7nUoQeBXoz0x/EFA4CcEvse4AnM8/Zk3nsGLBLKaWcG2rDeXf3PGdPz/vsyTzWhdb6T4E/Bbj22mv1TTfdVPwTPcW4+eabOSf7571/CMtHueqm39u49zh0B3x+nj0v/1H2PPumzv372/De9/OKqybgild2vSTv8x968r0kZxQRIfv37GR/0f3zla/DI3DdZXu57iUFX5PHsfvhdpislTtje2KKx8+scPUVl3LTTdd1Pb306Cni+zx27tjOs3LGWr+nTLzkc/UVlxId8Sl5DP3OjzTvgYOdoi/XP/1p8KzM87/ZgHshKFV50Q3P5SP3fhyAl77ohTB7SffG5t7PqeM+F+/ZwU03vRCAr34hoBQmo4+7e0/Ag7Br7941H6P/eOoeFh+YpExr8LaWT8EtcOlF+7i09zkPzMP9EJTKY49l9uAc777z0wC89AXPgR1XcfpzX4cDcO2119KcKxEf87n4or1cPM62v2CcnHKyMnBMyc2asFLl1a9+Ne+9+Y8IlO4896sPwUPw4htvhJ1PK/6+94dEcY1Lpqe56aaXp3f/3h3/CNYc9MtTfOurX8lv3WzcoGdecRHcWPCznT0At8LM7DZuuukmdhyaJ7rLZ3Z6gqe7sd/2KHwT6jY39cU3vqDvMySfb9Mg5DUveRGTB88SP+wzMVEa/P2d/CZ8DbZNT4FtLXzJRbu56aYbup42ceAMR+8pUQ2V2dbhO+A2aHkVXvMtr+b/fOVPCWJzjg28vn78k7QO1mglAZPVSvqcx+9+G/N1n1e/+tVDd9E/nbqXxQen8OMWL7/EiP/Jsm+2c+x+Mx4CAtVzricJ3PmzADz7msvg+sxj952CrxsRuqBN386XPf9ZsOOq/EHMHYSvQLDjMk7fpznhT4IHL37ONXDR8+DWBs3qbnbGJZaWzGLE06+4mKe/2LznF58wCxhXX30NZW8fPAmX7N/LdW68B26B240T+pLnP4dXXbMrfet/PHUPZx+cBeCVz39m/3Unh28c/AichalqaPbJV78JD4GHHn1O2+fu3refm25Ki//zTfUojSdL7N8+w0U33QTH3wXJdpi5hMnlE6u+bm3E7/Kp+8uwDDPT07y46La/+esm3DqJuOF5z4NLX2zuv78Ke18Kj32e580uQN72zv4tHIMby4/CTf9yTWNf0/546BNw6yIvvKQC2XlBHrc/Dt+AF7/sVTB9kYkC+trPcN1FU1z3ylW+/zngnM3jzhNkf2wu5zIc9xbg2p77rgGesP9/HCMSv9U9qJSqAK+gkwP6FWASk/fpeAkw0fOcV9jXOr4VOAIcWOuHEM4BSVysH9taeNIeLlf2TOAuvtE+XjAkN4lJ8Eyuz2aE4+a0aNFxm1YyICdUKVPsZ0hOaITHZMmE46oRuYeucMXyoOq4Lhw3CJko+7bQEAPDcSPtMV3prI2NWx1XrbFPKJhw3DNR2YSFDsqJKhCO660iHHey7HequNriRNk+oSYc1x9ZtbiLqGXGWZo0309e/0utTdEVu/+06imY4z7nuLmoUZPFyO+qjAsmd7OFcTtVuUYt9Jl3RdDH6eeY5gJ3wnF7z0VXZKWZtmjp2XdxhKcjGtrmhIYmd3loYSa7H2ZqnZ+ZyZzw90pgwnGVK1Zic0JdlEWxcNw5Gv4kCR4qc94qm48+iulqwKm2HecjnzG3bjx2X7QI+8Nxn7ilU7W1t/CQfb0flllw4bPDihPZ9/nqkyYk+Exie2aunDHfYWOeM3GN/dtq+a16MtWvS0FIpD2SbAEYF46ra13XD4BtEyUOt+w2ix5bfX1CzXWtWGEi89yg1JMTGvo0KBG70PjWsqlBMLMf5rdWdVyVrKZFy0n05J7+12kN1e1msWFQXqh7/r3vHz/VYD1xvU6zPU8HkVZBtt9zWIXaTgnHFYQxOJci9H8DL1ZK/d9Kqacppd4I/Bzwh5Dmdv4O8O+VUt+rlHoW8G5MIaK/ts95EPg48CdKqZcopV4C/AnwMa31N+37/DWwArxbKfUspdT3Av8B+O1sLqmwhdHx+JPdcXGTi0pP+Fh1FnZdVzwvVCfEeKZoyFiFiezny/QAXBX2x7udyY9KopapjpvbJ9TmhA4S+UlERJDmhI4Uob35dn3VcV1+ZImJckDsquPmTW6SmLZWXTld4/YJXU0xoF5mqiFn4wqgB7fpSDZGhE6Ug06Rp1SEus/m2cJEY7ZPcZ9h2hbOyFv4cEWQbG5lnzhyn3fcxaG4xWLks2uqe0Je8hV1ykQElEpVPE9RLlVoejVYGWNhxn7vuqcwUVaEup6Had5y73dmJ5NNQsqBx0TZJx5VHdhuo1IuUQ3Ne+cXJvJoUMKL7YTV5fkGVrgVadHSmGfZmzKh7NlzIYlJVAERWgk5E9n9/6gVoe48td97Swf9+Y73vs+IJDuGLuw+m5qYZFFnnrN8Kr/Ymn2fuw4tMVsLmcOK0PpZ42ajORhvY9dkiXK5QqRK3YWJ3Pnt+4SBok3Q6WWZGd8CE/05obUSJ6KM6C2C6ztsW9Fom8epKDCFcPmjriWLpRr61CmhXZ5pewVKE+a8XDnVyRXdAqh4zPNda1g+yWKwDYCleua70QkoDy5/ORy6LV9kumNv8YjpK7pZuAq/2Uq/g+jtEwomL1REqCAU5pyJUK31bZgKud8P3A/8v8CvAe/IPO3tGLH6h8DtwD7gdVrrbIWQHwbuwVS8/YT9/5sz7zOPcT4vstv4Q+B/Ab+9AR9LyOMb/2j+rZYk3vjV0Eyhiz72Px+O3VtwOwlaO/dlHBFqP98aq+O2IltYpNlxBZLI9gnNKZTiROhgJzQmwkur4yo9qk+obdEysE+oFWSBEaGJK0yU4zBqHRP1ilC8YhM/V5jIXx8nNL9NRIZhTmiyNhG6onucUDchdiJU+8TRGIs0rjKuq96Yd8zpjtsKRtR1if9VOqE6arDQ9vqc0JJvRF9TVdLjdLISrKKfY3dBKteiRWVEaOxEaOqE5ovQhq2OW7NtcJJh1yAnUP1SWvV3UGGiPBGqrbhL8Ee7a/U5lpkgpluwKh2TMPp4n66GLLrj+ewBc+sW4eKsE5o5z9oNeODD8Ix/Dn65X4Taa9301ETHCf3KH8L/fib84y/1D8K+z0oEP/zCS5nXGRF67D4A7m5fwrZaiclyQMPrrU7dOQdKvk+LAJ1XmEj3FybaNlHirBO9BY+ttC+p/d7itmvRokcXN4qaRNqjFHb3Ca2Uuisl69Yyj85r5ku7zRMWt05xIpUuOhV0QhvzELc4rbYDsNLM/G44ETq525x7eVWndQIzl0J5xix+bBapCD01+rn2HIpU5nueuXjLudqCsJU5l04oWut/0Fo/R2td0Vpfo7X+vd5Kt1rr39Ba77PPeZXtF5rdxlmt9Y9oraftvx/RWs/1POc+rfUr7Tb2aa3/s7ig55Bbfhe+/Purf71ONj4c1/245onQyvTwHoE920lQtPSYIZLrFI7rQjW9zMRax20iBrVoUaZC7YAJtkraxNpVx/Xxk/bQSZdzVAc6oU6QBSGTpWBoOG4cRcTa63FCxwvH9by1X9Kmq2EnvHikCM3Zj3aC7q9GhJaCtDCRczCd2+x5PuXQLA4k4/TwtJO+A23jUgx3Qm1/VhV0h+O69xtzcUhHTZqEXT1CAUJPUdclGqqcHqdTlcBUSB0nHLenRYupjht0hdwmbdeixYnQns9gj9kGJcqBR60UjK5AnLYc8dk1aY79QS1aGpTwXXijva5o64SasOdRLVrmmWfChON2idDi4biLTigCTF3UWSyyn6NFT3Xchz9hquk++/tNtMgAJ3RmairNCeWRT5nt5blI9n22TdV4zXV7mMe+pj4Hx+9HK5876nvZPlFiqhKwonpEqL0GKc8ntCHXOiccd5FaV3VtME7onHah3sWut24/e9YJjbPXtRHnQNJu0MRUWs5SCTwauiNCo8YSD5yK+PIJe+3cShVy3fFdVITa7/w05hrT1V9UJ6BUx1XP+23ViXEUn/nP4YGPjNemCUwV529+fLzX5OHCcJeLhOPWaauQf/UXt3eqN89cDPMHC1dhFoSnOudUhApPEVrLawunTaJz4IQ6EZpTVTKo9Dt6Q7YT49nwsDGaVK9TOG4S2zA1HWXua9NmSIsWPSQcV1sntBQQuQqmQ76L1DEISsblHNAn1PNL1Mr+0D6hbdv3sK9FS5E8rLRFy/qE4y6O6lmZhuP2LzxEbXPfakSo7ymSdLLWHY6rbJ/QGH+8cFy7nb9/1P6dK0KdqDLfj1Y+PnFnMpWsToSqqEWLINcJXdEl6lTS43SyHDDP1Fj9HHud0ND3aGu/K4w8jlpEupOD2u+EWqHhlfE8Ra1kcpf1sGuYfUz5QeqEDgrHberQCPq43XGBykaEac8b7YQ25pjTVWLdvSCjdJyGTw9juhKyoDMi9PKXm/MljrpyQrvE8MGvmevgFa/MFaGJdQa3T09xjG3cc8VPwA/9LVzy4vzceLu/rrloG9tqIW0C2n4tdUL1jqtZiAK2pSK02n3upeH2PqXAXm/jbie06dUol0qEfvc+2TZRYs6J3oLHlhNRnn2PpJW5to8QZnGrTsuGdmeplsyCRBp2215hRVd4vD1r/t5CDppnF00KLQBCKt6OJSa9Jel6nTaLvSXrRue1YHJu6fVvMItv4/YUvfWP4e9/arzX5DFWOG6DJmW++PApPvOgFa0zF5vPNyw/WhCEFBGhwvrTXl6bk3lOwnETQA0WoUm70Bh0kqAx7ose1ievl9QJnSv+mtz3tyv2GRFK1KJNMDQndFDBHZXpExq54tk5QivFvn/om1Cz/pxQMy4/NJNDzx8sbKMoIqE3J9Qv6IR2csbWykw1ZEk7EbqQ/6Qh4bjtlplk+kGxNiO9qJKdMFvxmJ2Ad3JCx3dCj7gGCnkiVDsn1IbjOjHf24d2nMWlJEbpiJbud0JNOG6JZV1KndDJSmh6YY7lhLoeqk6EKiKCTmEVXI500AmP7hOh5phNfCMmqyXjNhdxQpUfpE7o5BAnFDDnhv1OPbfQoGw47jDnpDHP6biWE45b1AkNO05oZRb2PNP8P2qk56dxQjNjiNsQlM1+zRWhDVraZ8dUBY3Hzft/Gq79dtMbd4gI9f2QbTWzP5rhTCpC6ztM247ttRJTFXv+5fQJVZ5vQq51z/W2MU/dm2C60n/ObZ8oERHQCsY4tuz1xE+adviZxbURv22xdUL7RKjNCVX2eFPtFVYo83B92jxhYSuJUBeOW9DRs87hocg4zjr7+6KdCO25rmVJYvOcS18C5WnjxI9Dc2F96kg48blUQIRG9bTY2ds/8Q3iRHfy7rfQdykIWxkRocL601pZm4jU56A6rlt5zSMckN+Yg8nL8mj1TopGkeaEri0cN4lzRGjSJtJ+bk5o4NnquAOEndIxET4TZZ+Wyzcb4ro5EVz2PfODPKA6rheYH+tSGLoX9m3LiFBvVTmhqWu1DtVxp6shS27SPigcd0iOpCsSFQSrc2XDsj3+rAuTLjT4HuXAFs2JxnFCjQg9qoeI0KRbzKXnhvt84xYqgdRhbBL2O6Ge4qSe4Wg82wnHLQecSSbGc0J7wnFD36NNtxOqbaGuIBjuhGorQidc2PhQJ9RWffZL7Joa7ISGvkfL5YxFzXRBwLdFa1z487AcbZoLnI4qfYWJFDFJgeN9uhKy6BZVLn5BJywyaqLt52jq0DjfDh13zqUcEercvlopYKLkM1/vFCDLzY3PiPbpaohSsOJPwZlHYeEwizNPB0id0AVd7VoAUulCjEcpsK52lxM6x7I32ZcPCkbYAjTCmbELEzlHMGnV+x4bRNJu0tQ54bihT0OXUK7SblSnTpnHFzCLA1tIuHjj5oRa0XagacOes+LVheMOE6FOqPohXPVqePhT44W0tpbWZ+E6Dcc9WSj3t0HIjokSDx1f4kN3HoIZ2/5HihMJQiFEhArrT3tlHZzQDa6O634Y83Al14tUK8yE4+rVVsddQ/5IGjamo8524mhgdVxvRGEilURGhJYyTuiw0E/7/qXA6w41c9h9EtgiHaXATsxyjo/IheNWsk6oGl09FNIiMqsJge1lqhyMUZiof2wuVNHzVieIK+XuAjppYSLVcULHyj+2uaWn9AyJCoeH4yoXjtvjGqaO6Bjnpc2na6uQHZP94bj/vv0WfrH1lq5w3FPxhBE8RSeUaaiyGXdoCxN52ZxQW6grFaG9LrIrFGPbplRDn0gPXqgxG+2EfzuXdyJn0Qcg8exnj4wTWqdMuWTGkorQQce4FX8noioxXtdiU/HCRCYntBVMwuWvMA4nQNRIQ8f7nNAk7ixIVKb7RWjb5PqWQ7NotNCw+9sLBxTrciI0xPcU05WQJTVl+qYCJyauAWBbLWSqErKQlLvDNtPiXH76HdPjhJp80P7zf6oS4HuKFW9q7JxQ34Ytdy0wjjg2tXNCw+7pVVeRqqiFl7RZ0WWOzteNg7aFckJdjYEi117AtGdB8diKzXXO7KMkMQXnhovQzO/x1a+DxaNw/P7+5w2itVxcMA8iiU3hqnDCXLsGRcE42nUaOuR1z9zDcy6e4X9/6iHiis27l3BcQSiEiFBhfdF67auSOjk34biDnNCguBOKzobjrqIwURLl/ygX3YxzydCdiXFiwg+H9gkdMLnwtAnHrYTGcTNvMtwJTbSiHCjqOkxDG1NcOK4VAKkTmhMOHMc5Tqgq5oS68NT1qI47WQlYGlWYaEh4amJzEP1VjqVS7m4l0mnRkskJHUcMWid0hTLNcHpoOC6eFUdejzhKBovugViHMShV8L3uBZ+SrzjDNKeZyYTjBhyPJgBdPEw9zQXOhuP2OKFxkwifIBzkhJrzXFtx5nkK5flD2xPFmTY81+6dIvAUl2yr5T438TOLWu0VGnSKMaVCb9B+tTnj84krTJTNCU0K54RGBLzvhR+El/ybrutbMqg6bhINdUKTdoMWISXf5HB3nNAw3wm176Ps8bWtFjLPZPpdHK5cZe6fKDFdCUyLpK7CRC7cPrBOaE9LrMY88zmVccF8n9tqIcu9xY6G0FVYJ26ixwjH1ZELx+0+/01OaBk/bqQLQ3XKnFhskkzugcVjhcZ2LvD1mE7o8gl0bQeN2Jzn2TqQCystvvzomY4IzWt7lf09ftprze3Dnyw+4NYaU4DAVk7WsPs68/eoCrlRg4YuUQ0DfuiFl3JkvsGxFXudy6sALAhCHyJChfUlaq5dRCbx2lc1R7FuIjQmsSJ0VX1CYU0hudkV5zRE0Pb6HFQdd6gTagsTBb4yE0oYHo5rneBKoGjoUnfYGkDcIkGlLlQ4JBw3jo0T2heOW+BYSENWV+k+ZqmGPnVlndDWKCc0T4Sa6sTBAKN95PunIjRObxOt8H2Pcuj6YI6TE2onvLpMPRggQt17OSe0Lyd0FYWJrAhVQaXvoaxJlHVCjQilcO5emhtrv3elTE5o1gnVzgkdIULJjFP5wdDjLona6fOec8ks9//nb+OS7QNEaHo9qUPL5AGm5+YoJ9SK8QXXoiVTxMjTxfqE1ko+vqc4pmfNOZ1xQl2vzRYBfjY3VSdpu548EaptyGk59Jmuhix0heP2Xy86i0RmmzO1EmddVd2pfRyzuYQmJzRgISmjc0So8jwT4twXjjvP2bi/Mq5jW63Eoq4UFqFdDmDU7I7wGBG5oq1Ar/Q6oYFHg9BUSrZFl5apoDXUyzth6XihsZ0LOo57wd/hlTO0y9vSFlzZ3yWtEw7PN2l67po6QoRO7YV9zzEhuUVpLa994drlg+4x+clpaO4AdLvOig6pljyu2m2KLj2+YPdX0er6gvAUR0SosL64FcA1heNGGx+Oayv2aa15321P8u/+9i5e9T8+xzu/+NhYOaFoTYw3fp/QrIhYQ4XcrgIQzp3RJhy3HA4RoXnfj9Z4OibGJ/Q8tOcm7cMLEyUoqoGiQYkkp0VLhE85NJNPd5vboiWOifGYrGRC6lSB6qFkHOF1CMdVSlEuV2ir0uhw3JwJt45NRdhglVfXWm84bmLaAHlKUQ58Iu0Pr9zaS8YJXR4UkujeywmPNFfR5YS6lg1jnNfufPBLfQ9lI1ezLVrm0n6OBUWoc/8zuZGmvUx3y6KWDgit+Ip7BbwTy2FHhHp+gNJDnNDIOaHmHOnN/8uiU9HXhPYyy7pM1YXKp7m3w8Nx5/WEDcftLkykC+SEKqWYrgQs1O3nySyyuc/R0m5xyFVDjtNKyVRmTHhiRoglUT0tvjNdCVlouL6pYe454Xq1OhG6rRZyOrYidO/1nF1u4SmTj+0KE6mokdlWdzRAWweoHhF6JqnmFiYC47DOJ9XCIrRrkSxqoONMddxR4bhRwwj0PCdU23PBLrK4nsDz/g4jQgcUjDunaE2QOqEFU0XitikWZaeUWSdZoYkSuOOoa1M0QoSCCck9+NXiC7TNRSjSw3UYTnTutoW7RlTI1VGDui5RKwVcudMcy4+ctZ9bnFBBKISIUGF9cT8waxGR+lxUxzUi9GuPn+Hff/A+vvLoaVZaMX9728Gxc0ITFG0dDBdrPbSzjdbX4IQmXU6o7Sdp8zpDv9+K84cVJrLbamufwFfoAk4otkJnJWCAE2qKJJWsInO5cLm5lHGEUn5X6GbRPqHaFWhah3BcgKlKSMObKBCO2/85dNwyTugqr64TldBWZ+3khMZ4eMr0wYxHFc3pxU6I6pRZVJMDwnE7OXeQdUKj/Nsi9IS5Zgkz33FWhJ5N+zmuzgkFiLwQT2eOWft9hPbYS3oXi+xnCjLVjJU3wgmNO07oKHQajlsnaa2wostMlNx+LhaOu0CtPxyXJJ30j2I6m7eZEcXO0W3RszjUW5gIut1Q23qnHHhMV4OMExrmXgeTuFu0b6uVOBlbZ2zPsziz0mK2VsL3FJPlINN32By7yooLz+/khKpMBVfdXOBMVM4NxwXjsJoQ3xF5fhbVI0JVtv3WqIWYqJVbHbcSZColr5wGzDkJcFrNmuNwnMrQG0XmHC/coiVp09JexwnNiEGFJkHxhcetMBvWosVx9evMfY98ptj791QSXxW9TuiIXqG61ekHu92GkT96umXOm97FWEEQchERKqwvbgVwLSu6ybmrjnvLI6fwFHz6F1/FT73ySh45scSphp0gF84JtRU5x3BCj81lfojX0KalKxw3bkOS4BHT1gGh1396e8qIGJU36bWTjxgz0VNFwnGtE1rxFQ3CtBF7dkwtglSEDquOmxciPW513PUIxwUTGrriDckhGxKO68I//UGFrwq8d6QzQlPHaBS+pwg8Nbp9SC+tZZqUSPA4qyfzj7ekR8z1OqGrygm11X39fhFa6nJCXThuyNnUCT1d6C2SnDBsrYK0sAqYRYE2AaEtjhVHPd+Z3UYQdBxbzw/wGPxZE7sNr0gbnkxkRdJcZkWXqabhuIMjA4B0IaxO2Ybjdp7nFewTCrZXqBWKj8/HnfFkckLNOOx52VWYaNbcZkSoyXssUQ58U5jIiVAvPyfU7XNl99dMNeRYy4Yv772es8ttttXMY1OVoNN6xh1vOX1C0+tt3ELphBVdHhyOO1HidLtszucCbllXTmjURGWd0BFCR8VNmpT63HHPU7Q9eyxYp7+pzN9HYiv0t0JeaPb7KyxCI5raR1sRmv399zALlZ99dAFQuaGqrShiJcp8L/uea27PPF7s/ddThO52InR4TqhumxYt1dBHKcUVuyZ5/PSKqT4tIlQQCiEiVFhf0h+DtRYmOjfVcb/0yCmeffEs05WQV16zC4C7jlrxWbBFi6uOq8ZwQnUcpaFY6xaOm7RTsZCoAM/rF0HBsHBc+9oIj9BXHZdnRDhu7JzQnD6hOm6b0GArQitDwnGVTvpy3HTBcFydxMQ2b3I9mKwErDAkfG+IM2g+8+rDcSfLARF+6lIZoe/heYrAM4WJhhXN6cMWwwFMC5QhOaHKOaDr6IQS9IfjljIuvWslNFkJmNNjhuNaBzxbkCpRAX42lNYeg24BJOktIGY/UxhmXE3PxxuaE9qyTxvthKrQOn5RA53mhLr9PCIc154nCR5BT55q0XBcMBVyXcjsH3zRto+ImqkIbdMToZBE4AXM19u8734rPrMuYtSipQPKoQnHXWxGpk+iX8rNV47T/dVxQu9qXYyu7YRLX8yZ5RbbJ8xxMuUiAbLjyfQJDX1FM3u9tQufDQY7oTsmSpxql8z+LCAQuhbpogZqjOq4KmqkLnEvaZEqK3D8ygQz1ZAnW7ZX6NJ5KkLjiGaSdUKzYePmu3voxDJJaSI3HPfQmWUePLrESisT1g1phe2hJHGnIN5aIqiWTphFlNoOqG4fmRNKVKdBiWrJfM9X7ZzgsZNLEFYlHFcQCiIiVFhfUid0DSIynQhtYH6MdTDvOTTPy55m+idevXuSvdMVbj9kfyQLOqEJilZPMZTRr4s5re3EY02FiXpyQu2kMvHyJ8eep0j0IBFqvrNEmZVd7VnxMKwIjq0OXPVNTmjvPosj40L1huPqnO/W9VztvlMVCglLbD7pat3HXibLAUu6mhYQ6cNN1PKO87hFW/usVg9PlAOzsNHuVKg04biKwFdEeOOJUCt8AE5GNVNsqdfdTqvj9lZttfs+zQkd45yMBxcmKmULE1nHaNK2xklUUDgs0YVhZ3NCYy/sVPcEK0IDwpI5npPez56K0IyA8fzhTmhc3AlNc03bDXRrmQblTjuXUYWJ7LUw1h5BEHQJY49i1XGh44RGccI3TtpjN2qkgjzyepxQnYDy+duvPcn77rXiM7NYpmwFWFcdF2Cx0QY/Pzdeu/1lRftsLeQ+fSWnf/YBmL6IszYcF3qcUFf92C5E+bY6rmnDY9/Hiso6pYEidNtEyfQehYJ5oT1OaFLcCfXiZm5OKIB254J1+nU4wb6ZCo817OLL4hYoTpQ5P4osAAKQtGnEg8Nxp6rmu22qam44bpIktBLFP91nRbhS4JeL1VnIitq1LH4vn4KJXea9J3aNzAklatLQIVV7/bpi5wRH5hskYVWcUEEoiIhQYX1Jc0LX4oSuoifh2O+R0E40caJ52VU7AVPA45XX7OTWg1ZIFyxM5Fq0jOOEEkcmz0v5awvHzf7oxu30Rzvx8idjpjDRAGGXdAsRzzlYwyYCuuOEntHTBPVTXeFupl2Jn07InAhttfv3Vb4T6hcLx7W5qb2tQFbLZCWw1TQH5JANCcd1ome11XEnyz5tgk7ecGKEvq8UoW+cUIYUzemjvZy67ifadiLee8y5voCpCO12QpNhonsQzj0aEY47UTbvNVUJAEWrNDt+YaKMI6lVgE+cKbJjiqaUrQjVvYsq9lxwOaNmG353tdje901FVb/L24uXOqF1VNvkhLqJ68gWLa5fpe/j+X6XKFA6Lu6EVkxO6CMnl1iM7b5qN9J+s4lbcMqE42rP4wN3HGIeW0AomxMat9IKsE74LdQj64TmheN2WtqAEaEAcyvmuWeWW2y3InQ61wm14bhKEXqmMFG66OdEqC4zXclffNs+EbKYitACeaHZ7z1q4MVGcJjHhv+2eUnT5gr2T686ItQ4oSqssX+2yoNLNjR5tU7oypk1/Y50kV2kKeyEtlmJVRqOm11kVCRsm6iwe6rMYlLOdUKVXcx9/x0HO3f6pe5esIPI6Se7KpZPwKSJhioiQpUNSXdh11fsMudJS5XFCRWEgogIFdaX9QjHTSceG5gXqhPaiaIceNxw2bb07ldes4vTTXtaFChMpHRMrO2kaIyCSspWsG0G02sMx+1p0dJb5bQH1yd0WE6oVmay5ULnhvYJtS5dOVAc1jvxo5UuZzfpcUIDOwntq1CKnVTTPanWeEMdqfR5tr3LeonQqXLAvF5dOC5xm4hg1WNxTmjkwnHtBE0ps4jQxs///gagWyssWRF6NBWhPe67mzSm4bjdOaGnFsykanGlQHicwy7ieGGeCO3sG5cfOWvFTCOcKV6YqFc8Q6eqsyseFJsKzaVRTmjW1VTDxaHbhh+MDsftiNCmEaFd4bg9ube92En1RKVkFmQy10SP2CxiFcAUD4q4//ACTSemokaa29oRoZ1rbz2Ch08ssaCtQMqIUC9upr0wnfCbr7dtn1ndt99SJ9QubDnXc26ljdaauZU22yayTqjLLew48LFWeL4JS49UpvhUWnirxExtcIuWJYaI0DOPd32+3hYtftJKiwiNitDx4naaL9tL0uOEqlKNfbMVDixoKE+v3gn90E/CR39uda/tJbOIME5hopXIY7Zm91FPdVytPF5x9S7OtAN0jhOqMNe4Wx87wxOn7RwiKBULx82K2rWG407sNv+fLCZCG3Sc0Ct3Gje7gYhQQSiKiFBhfVmXwkSr6Ek4LjqhGWtecPm2rgISL3/aTlquguEY4bhtV10ybpuwnkN3DH9dYlqh1P0BLTMKMigcVw91Qj3IC7NKBaztuZjm5Qx2v1QSo/Go+nBIG0eZuScymzQitOxiU+22k5zjw6PfCUWpgoWJ4vV1QssB83F5VYWJSNq01tAn1OWEOhHq8m59z7hAMf7Q9iG96NYydcrsnCybnFDoP+Zc2OMgJ9T1k2wXcCYcbjI7ok/oRMm5Y+a8W/ZmYKXYOaGTnnGTCUVP++baSq629U3SU5jIFbUqZcJx06q1AxbCdNzt7A3DK1vx067jRSvUKad5sOl+HjTZT7IitDs/2tNJ36LNIKYrIfV2zF1PnqXp8j+jJtrlkKfhuM49jji9EhP6ioUcJ9SLm7RsBdjUCW20MxW1u4+T2O2vwOWEmtuzK21OL7doxQm7poyAmawExLo7HBe0Ob9tuH3shfg9TmiD8sAWLdsnSia8HvLP6b/4bvjS73T+1gkt7af7yU9anYq9I4SZb53Qco4TmuYHLxsR6lWm2DdTZW6lTTKxe/VO6Pyh9Qvl7XJCi7U80XHEcqTYYb9D3RU2rlFK8bTdkywkZZKcwkRKJ8bpV/CBO2zOcuFw3PVyQk/RLG/nR975VZbDbbA0RITGEZ6OaOhSuoh2+U6zWLOU9NdGEAQhHxGhwvrifmDW1KLFhYRtXDhuox3TTuClNhTXMVsrcfVF9r6C4biJ6xMK5kfzy78Hf/7tQ3+IlDZtVJa9AdVKC9LXoiVxInSAE+oVcELta5ULxy3ghFYCxSFtQ5nmnuw8Hrs+oeZS49lCLMlAJ7RXhPppYYthaG2q9K5nOO5cXMldtQcy1WJzPod1QtdSmCjWHnEmJ9R9tsBXRNrrdmpG4Cqy7p+tdAr/9Dmh9nNYZ81LhZwVefY2GSsc17gYfimvRYtJvYKOE1oKPCbLAQve1BgtWvpFaCeX2YnQyCyE2HH0Hnvu71KYCa3trQ7c977dzt4w/JIVHq0lvKTNii6nbWlGOa5OhE1Wy9YJ7ckJzamAnYfL2/zKY6czIrRhKjlrv1Nd2H3PcczplZjXPXMviV8iUmG3U5i00rxHt+2/ve0gv/M5W820x212ot3PFCYCE477wBHjTF6317TnCX2vk2vrjj+bL+7ZgyZR2XBc64TqITmhXU5ojghdOdPjhCZpMS+iBn7SSnt8Du3RmyT4uj2wMFEqQq0T6pdMOC5Ao7Jr9UKyuTjYffvMb8KDHyu+rawTWjAnNIlatLTHjkkjxHTXNdu0Q5so+6zoCkkj3wkNfZ9XXrOLD9xxyBS5CoqG42ZzQlcpQrWG5RMci6f50iOneLI5Cc359BrWh50bNGx1XDBVvvfNVFiIQnFCBaEgIkKF9aW9nuG4G1eY6Pj8CgkeL3vazr7Hrt5vxVTB6riJrY4LmMnXwhETRnT03sGvS0wY7wJT6xeOW8AJ9RR9/QY7r3ehjeaz+EG+q9EzANOiJVAZJ7ST1+NEaKnHCdU5k26ldV+hlcLVcW1homAdndBFXUVFjfyJUNxxKftIWrR1sKbCRBF+6h5pW0TLU87J9vHGCsddZoUy+7dVWXQT8Wx+H52Jtcut1H63E5oubgwrUtVLGo7b74QqpagEbvLWEZDbJkLmmCycE6rTYzazs73MuQioxByDlTQntFsgRdYZdeG6kFnEGbCf3fs6UTWMaimkpYP0M61QpmYr8aoRjqt7fydCe51QxgjHBXjspGnXA1gn1ISxpzm19rpwdrlOM1G84fkXM1Mt0fAnu44ZP2kaoRV2ChN99J4jzDXt+dezj10BJCcuZ9Kc0DYPHLUidN90+vzUlc5Ux01QaTFhU3zKHot2sa/llbuOpSzbJ0osYMOK80Ro3Or6DpROOs5ncxGFTsNx43jIuWfDRyNVRuUUScuK0AYlapUS+2bM+bEU7ly9EzpMhN71V/DNfyq+rVVUx40jc47tnHJCvdsJ1ShqpYBlyrmFidy1/w3Pv5ij8w1uO3DG5hefo3Dc5gLELU5jWuWcTGy/4kEhufba1iTstFsCrtw1wdl2IE6oIBRERKjQ4aFPFKwcOITUCV2PwkQbF4670myToHi6XX3PUip3qlmOQtnqsFHWCXU/XIcHh+Q6J3RO19YvHDfpiFAGiFCllAl5zS1M1O2EdgoTDXZCVRKTaI+KDwtM0PQnu51Q29Te5YS6SbfOeX+VV+2zoAh1IaveOlXHnaoEHeckZ9Kk48HhqcZ58wnW0Cc0xk+Lubg2QJ4tTBThjRWOS3uFui6zf7aaKfjS6wZ299vsFUfOeU2GTcB7sfsoT4QCVEKPku8RZtT69lqJ08mkcUILOOAurDvbJzTpyWVWSWQEUyXfCY2s41zuadFinpy/n3USkWiFn5P310sl9GkQktgQzDqVTDjuKCfUfL7patksyPTkhI5TmMhx8fZJWtonadfTdkJpayP7fsv1FuDxiqftZLoSsqImekSoyXss+R77piv8m1dfxTvedAMX77BCsid6wi1y+FbsTpVNzvRc3TihF81U0pxQyFQqTo+/pOv8TrySKT6VxKn48ssTucIPzEJHy7dhxb2/cVrbfPpuEVq3zqf73HUr3pNhv0tWnMQDClZ5JSuEV05Tp0K15HORdULPetuME1owBLYz/sSK0AHCZ9yWZ5nrfZFUCDDXw0j77Jyqujsy2zD9nydKPnUquYWJXJX1V1+7m5Lv8ZkHj9tw3ALF/rLf52oXrm3o7fHYzAeORPY4HiRC0xDwjhMKpkLu6ZaHFidUEAohIlQwzD0Jf/39cP+H1raddW3RsrHVcfWA8M1K6NPQIbpIOK4VTl25UK7J9eHbB75KWdF0Rk+ssTpuT06om/wNcWiMEzqsMJEVoelkfvD3oDNOKCgWynu7RChJu6s6rhMLeWImtzCR8sbKCQ389XJCw0wOWX8hE20FYpwrQk0e7NqcUC/TJ7QTjps6oWOIUFcMZ/9slVjnO29O8DIgJ9S1hBkaithD0rbhuDmFicCcZ9Ue52q2VuJUNGHOo0Gh0BnceLpyM71uB99L2kQ6oBq69kC9Tqj5O+uEdlqn5E9qddQ2/XQLhMNWQo8mJRIbgpkNx1UjCxOZ72mqVoZeJ3ScFi2ZMNUXXLaNJiXiVgMdm8Uwr2/RIUJ7PoFtwbKYFaFaEyRNUxzIU3ie4pe/7el8x/X7BuaEuvPFtyHPSilmqyFnrRP6jIumu57vqminxx+6K9w+yX7HVhCElYmBn18pRalq36P3fHZCp+u7Toxgyjy/rt0ixjAR6qqT5x/zqQjVMSu6zETJZ890BaXguJ41/S6LVO/N4McNQA92QnUyXmSSPT9a2i8c9p/EZuGtI0I712zPFiaaKAcs6zIqZ5wKjcY858VX7eAzD56w4bhjOqGrjcBaNj1BD7eNCD3UtMfSoLxQO65sTijAFTsnWYhCdE7eqyAI/YgIFQynHzW3a13BS38Q9PgrupZ0pXmDq+MmWuU6Z+XQp0GJuFWgqbkVYfgZ19A1uT40RIRaJ/RUu2omd6st5NSbExoXFKFDChO50Dy/VMAJ1a4/J5QDj7nSXpjPhuNGXdVxh4XjerktWgqG47pxFMyRG8Vk1gnNiQ5wobJ5kzSVmO92tTmhga9s8aFOWLpGZfLhik8OAbz2CnUq7N9Ws0Wp6HPeeludqF4RakWvHsMJdedP4HIie6iGPhM9InT7RImjkQtZHB2Sm1eYiJ6CWl7SJlIBYeDR0n5fSHEcR0Tao1LKCFnVE47c977FKyCbRa1S+nnqlNJQ5I7jnH+MO8Ez6ZzQzLngM0Y4rnVCS4HHM/fP0CQkbq3YSs4ent8zDus8ghGwC7rWEaH22I+9HLevJxTaoZOIWCsCvzPe2VrIsfkGj51c4hkXzXQ9v1LqDcdNunJCO3m/HRFaGiJCASYnarRUqf98diGfXU5onDqfuu6cUFt0p4ATmuS0JQLwS52ogGVdolYy18Zdk2UOta1IHjMvNIjsb/ZAJzQe0wm1UR6EhfLxzWvM+bBr2py7fYWJUCYnlApeu98JNVEw5rt9zdN389ipZeqJP36f0NVGT1nH84mmWSR4rF7rur+PyOzrZuZcBhOOW6eMLjB3EARBRKjgOHvA3BYJfxnGWn8QtO5MtDa4Oq6Z2Pc/VAl9moQkBUWoVl4nBzNqmB5wpSlTJda5on2vM9VxT0RVQJsiCKv5GF19Qlsjw3HBuou5TqjrE+pyQsud7Q7cmJscmgIzp0PrhLrJS9yijZ+KUG9YTmjOpFopz0y2R+Gq465TOO5kOWApdUJymqu7HLec/eglNsRxlUMJPc+EzabtKUz+sOdcIBXkvm8uSYyXtFjRZfZOV8CJ/J7XJ2luZU9lZPs9eatwQuN2k5b2KWXDXDOUc53QkKN2IlikOFFen1B63DhPR8QqJLCVhftEaNS2bYayeaXDw2SNg+gRFviSK4FZ1HKfJ/ar6XfJiNzTpg0Vnqr2OKFpS53xckKv2zvFZNle39oNE6lAkIbJZgsBuVDfmWrIfFaEupDTHLdP+/kLVy43PJuzva1W4rbHz5BoeMa+bic0daUzojjJXK+T7PvYhdNSdXLEPghZUbUcEeqc0KwI1TR1SKIViY1UKRaOawStHhCOG5aqJNp8CNOqx+zjfTMVnmjZ1JAx80L9ONPXOm9sqwzHNQWsii2OqiRCBSFVu5CTilD3O+B5JidUV/CSVt/xoXSSXptec51pk3KmwSqc0NWG45qF40eWzbXnoSV77R8YjusWG0qdcxm4eLZKnRJetLLqRXhBeCohIlQwnHVVDcdowZBH1kldTThtr7O3QShb6CIvh6gSejR0ibhATijahBGlE9+l4+aH8GnfYv4e4IZ6iZnEnmi7CffcKj4F6CTzQ1cwHLe3ymaKe62dGAdBd7GSXJJOD8tq6HPS223CyVyxJbtCXi4gQj0d5zqh5j/Df9C1LfS0bn1CK8HQlg6JnRzli9CIiGDV+am+p4iyvUBdddzUBfKLi1B7Pq5QZqLsM1nN73WY9nH0u8Om+5zQMRaGknYjbeORRzU04XdZttdKHG65vLmMCD31CLz9KtOKIjvuPCfU684J9XXbhpaa/dorpOMoIsbvatU0sn+nbbFU5Hgrhx5NQjwrQrULycyOe8D32WyZzzBdK6O9AM9FmNjnFw7HtU7oM/fPUA58I7DajbS/rtfjyCq7uGReG3AmrmacUBtymiO01IDewi7sNxsuP1sLWWya/fvMnnDciqtU7MKtrTPr9rfOCcet1IY7oVPlgGWq0OgNx7W/eT1OaIz53pJGTzhuASeUIN8JrZYDsyABrOgKNXv875mu8GjditCxndDMYmmeG6r7+7YOxe6PJmHhPqGejkx16fR6nXTdauUxUQo6vVZ78kKVLV4EcPG2Gk/fO8XxFX1uWrQ8/kW4/c/BL/HQovlunlhS6LA20gnVQXeUR60cUNcVk0JSREALwlMcEaGCwTmhaxV+a83PyL5mA6vjYiuO5lEOxnBCiU0YkQu/Wjhsbq9+nXH1BuSFOid03vXgW2Vxoq4JdRJ13J+ROaFDwnF7ROhw4eEKhhgRetyzzb5thVyVtLucUFfeclCf0L5CK72TmoHDiLsmqWvFOKFDckKHhON6uk2s8t2/IgSul6vL+0w6bjNYJ5SkWAi3zU2qU2aiHJjcQvMBup4Wp61ObDhuT3VcJ3p7K8sOI2k3TL/EASL0GRdN94mP2YmSqY4L3efEmUdNhIG7TnUGbsaXbUmUumS2GE7Stk6o2a+9IjSxQqzS5YS6BZhBTmjLOqFFckKNE+rZsE8ddkSoc/7zWhZBxwmdqZU7gjPphFfqgsdZreTzU6+6kh+68VLKgRFX2jqhbe2nYbI6FaFx+n4z1ZBTUQXd44TqvJDTATmhJEboB5lwedcXdqoccPG27sl8pdwTjmtzBtNFQ/c+URPaKzQJma7lF8BypAtLfU6oHWvmGqO0EUVNwnSB0InHoddDu63cfUOnSBXYhSHrhO6ZrvBN68Kt2gmFASJ0XCfUfIaGLhUuTOTpCO2HaQuu9NqU7lMTjrvsokt6RahOSDLX/tdct5tTdU3cLuKErkGEfvo34C++CxpztP7Zn3C6nrBzskw71uigNjg9yTnePT2Qa6GfOubSpkUQRiMiVDCk4bjr6YSuQoSeIycUNMkAp6oSejQomUnaCIxj4KNcO5OFI+Z29jLY/YyBFXI9HdvquK4R/Ny4HwDozr1JolY68WZAOBg4J3RwYSKsAClZERoNyQNUient6WHCcY8qJ0KftI+b0NReJzS3vyaavktSduI9BG1b5axnn9BFPbilQ1pohbjPpfWSiHhAn9YieLb4kErDca0IdS6QGu6edWHzr1Z0mWrJZ6pqJ009+7+3RYsTo7onHHecczppN2kRdhYgeviv//x63va9z+66b3utxFltHaGsE+rEb4+74FwpL+OwqawQ0hqfGO2FBL4Nc+4R0i4cN+uEqlFVa5N4zJzQzKJQ0HHsnPM8UIS22kTaM/0vs71L09D5YuG4Sil+9duv4/qLZ9J0A23DNyOCdBwu59dEJZj7pqshc0nNtitqpt9BkpcT2rMA4NA29zS7v2ZtsaTrLprui0iplG07lLRCdK8Tmg3HrVPXJaYqw8+5yUrAQq4IzQnHpeOEulQJ5+INL0zknNBBFaH9VMzWM+G4e6bLHKyHRtQsjidC05xQyBc+STymE9oJxy3khGpNQIxWAUq5xQx7TXSvt4WJVrSrPN89zqwTCvCa6/bQ1AH1egEhlxG0g86jgTz8abj4hfDWOzi6/9sAeO4lJj859oLB8yEr9lWPE1ot+R23V9q0CMJIRIQKZhJ95oD5/5pzQtcYjpudWG94Tmj+4V+xTqgu8iOitXVC7aTIOaETu2D/DUaE5rl+OiLSPvOp6zO3ig9B17bjqJWGwaWiOG/Ig4r9pELEvDa0k/KhffF0Qmxztaqhn+kV6kRoRFsHfTmheSFtno7RPYWF9CY5oROl4S1akux50nOce7pNokb3jxxGVwXcnnDcVIwUOVczTmgt9DtuUW9hIheOa7ft+jmmYbrOCR2nOm7UoKWDtDJyEbbVwkx0QEaEJvkiNBXJGdGvXGuhTMuixMs4oXGvE2oWhPLDcQc4oba/ZrGcUK/TmxNQ5YwT6g0Xoa22Ecgz1bB78cFdJwuG42Yp2/HodtPmhHr4fvd5aVpPdXJCF9x30ljIuED9bp8a4oRGBF3OsWvJ0psPCp3quI22O8a7z4H0O45bJK0V6pSZLA0XoVOVkLmkiu6rjuvCcTPXGK1J8GjqEGVF68oY4bhqQFuiauinYb0rukLNjnn3dAVQxLXdJqVjDLqd0BzRNqYTmkTZwkRF8vHttj0f5a6/ut8JLQceK8qF43ZfU5WOu47lZ100Q4swHctQMtuKxxWhOoHJ3RBWOTZvvrvnXDwLYNquDdqe+55L3d9zOfDSRYZCIvTkN+HI3eONWRAuIESECibszRXGWaMI1dnKd8N+wB74CPzDL/bfn/2B3+jquAxyQm01ywI5HR4x4HV6as5bETq5Gy5+gcmjOvNo3+tcztG8Xms4bmcfJVFn0q2G5YQObNHiXCUz+QytEzrsh93ljimlqJZ8TkQTEE6kFXJVYgqSlH1X8MY5bMX6hKoxRGiC11X4ZC34nkKVamZ1Ps8JHSJCfR2RrCEcF2wF3IGVQYdXbu3CTkrbfsW02xgQjpsWJvK7w3FdFWAvrY5bfJKno+bQcNw8tk2UiPFph9MDnNCe6ATdfcwC3SGhVrxqL8T3FG2CXBc46RGUI1unJGYRqUg15mwIJoBX7jihznEeJGziOEajTC/CrnBcJ0KLC3xHOTQ5oSpqpOdnrwj16ORnT1dsdVww1zNXTXbsnNDuRaIZ64T2tmeBjBPvjkudkGgPtw7TKYDUJG4uU+9plZHHVCVgQVfQA8Nxu3tbJhixrlyLliLhuPY3Qw3ICXXteqC7MNGeaSNmGpVd6++E6mSsBV3XdqpJmF9Fvf8FgFnocdfrvsJEyvxGaBcFkJcTmrn2h745V71ktAjVzc628vpPD39xR/weW7Ai9JJZANoMqc5rBaYXdjuhSikS395XJBz3M/8FPvpz441ZEC4gRIQKnaJEsPZw3C4ndMgP3/0fgLv/pv/+c1WYqCf8J0vFFhIhKpATalfM00nHwhEzMazMwvYr7X2H+17n2fClBQaHfBZC9zihTjQMywlVPl7ej7UTsLboh6tqOiwcFxsGC3aVv53A7KWpE+olpn9cOXROqJ2k5Hy3XsZ9STc/oJpr/zi6m9mvB5OVkKaXU00T0n6AQL4IXUM4LmBCvNOejbGpDOo0yIj2IV3YyZ4OzHE2M+mc0N7CRFZ8BN3huEkqQlfRNilqDi1MlMd26441gqnuEHUnQnv7T+Y4oV42JNTl6Hkhoa+ItZcjQmMivK58RT0iJ5TYOJRFFj2yIZgAXqlTxXVUOC6JOa6VouPO6rhz3q+iJZFzQl011Rgf33c9VDuFibLVcdPrVGO+sziXF3I6oDquE+1ZoX/J9hpKwfPspD+L8l0URn6f0I4T2iZprdCgPFqElm1OaGNAOG5XYSKzSNkkxLcir8H6OKFuQcKE47rCRGbbi8GOVTihowoTjeeExvb7beqCLVoyBe2U17NomAnHBdDhIBGaQOb3WClFpEL8ZPSieJKpXj40VDoPnaTn1XErQp+1fwZPQUsPCcd1hely2k8lLkS3iBParsPy6fHGLAgXECJChe5iHwUu+sPQrSWWdb7b0sWZx0y+Wq8j1hWOuzmFidykURWqbmdKy6dO6MIRmNhpJodD2i94OiYshTQomdyrVYpQ3SVCO9Vx00la3mtUsT6hHSd0mAjVHRFa8qm3Y5i9xLSnwVRVbRNQsmF4bnLZVdXX4tGZEDhUGoI4ygk1k/VgtX1RcpgsB9S96tDCROa9MxM8rfF0tPZwXOWnFWnTcNyCbT26sKvxrhjOjA3HbUfd53mSFqXqdqydOPKxYxkn3C1q0iJIFyCKMFsz+62twu4JYJLvhKbVcTNOqAslzrYs0l6Ab1vf9C6AKOuE+pljZ1jusnlNTJug0PFWCU1YJ0CbgEol45KpEcW/dCbMPB1TxtkqmBPaNx5CVNxMC4f5visYlpcTGrCQzV13QivH7evs+xwR2lNN+JVX7+Rzv3gTV++Z6tuOOw6zTmh2kUn5veG4JeMWD2GqErJEFdVa7M7jznNC7fu16CxuNG0oqY6HXIvs4pQf9osTgErJRtlgwnsnytYJnTLn5Vlv+yqq42YEXa4IHa9PqCsGVNgJtceM9sJO9fOcnFCgUxm6R4R6WvdFwcSqhK+LiNBFIt19/BYm0xrm2HyTWslnWy1k52SZRuIP3m92gTpPhOK++5x+qP3vH6+6HoQgXAiICBXgjHVCazvXFo6rNaq90smlG3QB17rznr0X6nMUjqtsn9A8OpO00YWJPNsnNBWhzXmYsMV5hggoX8f4QYjveTS9idWL0IxQ11kndKgIHdDiw1VCdTmhToRGQwoT6ThtMj5bDTm73OpyQv2kbaq5OgdjWIuWnHDcotVxtY5t39f1dULbOj8vSGcXa7KPJzEeutNCYpUkKuiETPdMwMcKx3WRCVaEbp8ok2hFo5nvKDpHLA3PjHpyQsd0Qpu6RMkvLpTKgc9EyaetewoIpeG4g8adzQk1nyGJ2xkRWupUHe499qxL1+VqpiJ8UGGiyDqhxcJxXQhmg1IaggngBd2OXx+ZglsqNyd0FeG4Nufdi5umMJEOCAIXjmu/78y52O+E2u8gzMsJ7YjDrvuTNjF+V06oUorLd+a3VekPU+7p65zpYaxbpjDRKBE6WQ5Y0jVU0u5OtXCFljLftWdzUJu6cx11YZbJsPPOCnSvNCAcN+gUrqln3NvZWkjJ9zjJtPkNGaO9x9Bw3FQMjhGOG2XDcQs4oXHGCU3jpXucUHf9d1EAuU5ojwj1QvwC4bi0llm0x+c4LaQAcy2wx/nxhQZ7pysopdg7U6GReEPCcc33HOSI0LT6dREnNIlNTutaa3EIwnmKiFDBOKGTe6Ays7aLYdRE6aTTX3HQD8LyyU4xgZ4fo24ndAOr4+okFU+9uD56rqXCMExpeQ8/6wpM2OI8Q9wUjxg8n9lqSMPLqdhYlMz+SjIi1B9RmCjfCXWukquOayfzQ37YXXVggD0zFRYaEa2pi81ktTFvSvdnQyXTkMK8fZL0Tao7bSmGi1CXY7teOaFgwvfaDFgNH+SEpj0U1ypCMwsF1rVPBfaofMUsdpFHlc3kb7ZWIsKj0eqeXHVyQrsLEyVxBEnSKWQ1Zr/BcZ1QN0YTCpezj3tzQtM85swxZs/FqN3qTCL9kMB3VYd7rnH22MkuYKi0dcqA66G2fS+LhOMGfqY3ZJlqmBHMqtvx68P24fWU6hTtyuSEqlU4oWXrzHpxM+1X7ES8jo3oMIVirBNaCTNO6HxHaOWE47p937ffkuL7Czrfp1sEcc6kEznpIlvUgvZKl6AbxFQlYDFtu5S53tqxHjnbCetU9pxrZnJ5YxtmmZfPnuLCNAeF45Y64bjLVJiw4bhKKXZPlzkRWZGWzYcegR/XO45tq1eEuvN2jFzuNCe0VLAwUSfvurPImB+OS3mQCNV9v8eJF5rq46Ou/a1lFu2cY+zquLrzm3NsoZHm5u6ZrlCP+ytpp0R1E9VQylnsHVeEwuoLEwrCeY6IUMGI0G2Xm3yeteSE2lVYtyo50L0681jn/70itCsndCOd0GE5oca58IuIUNtWxAs7P0Zz3izv+tLjQytsetrkhM7WQlZULTfksxCZH+gk7oTjegMKY5hBe/k5oS4kMxgjJ5SOo7zX/oCfrl1lHvrrHzSOQsYV9NPWHznuMJ3QqM5QN6c6LhjnJMrJITTvFw34v52QrUNhIidCXX5a+tHGygk156RvK7Juq4Wm4EqrXyRAJ7fSy4bjJt1Ob1FU3Bg7JxRMXmgz8bpTA9Kc0PzquNkCQc7NzS7KaD8k8DyiXCc0ZwHDHx6KrmIrqgqE45ZDLzcEE7L7eXArmPS4znFC+/rqFsC1aPGSZqcwkTfYCe0Sb435zm9Ejgh1146+/o45ebfD6BQw6+SEZtMnvEx1XNWu0ygQjjvp+oRC9/XWfp4o6hznigTP87tEqAuzHFYhWkeDHTJwOaHZBYnOmPdMVzjUsr+dK6c6L5o/1P87mSGIVjjNNvNHnxNqrpuLK6Ojehxx1KKtfVPrYBwn1A/TiBd6X2ePpbDickJ7q+P2h+OmLYDc8Ra3+/sEA6rdcULHzwnVmXDcBntnzDG9d7rCcuwNEaFNGoS5Cx9piG6RwkTuWFplYUJBON8RESpYEXqFmXitxX20P5RpJcVB2+oSoT3tL7JO6EZWx+2Z1GRxFQy9pFhOqFYKP7Py/fX5Mr/5sQdYag8IhUr7qvnM1komfDmnDUihT2EnGU0dkkRtUyGX4eG4KH9Aixbz2sB3InRE0RQ6TjD8/+z9ebws2X0XCH7PEpGZd3trvVqlkmSpJFmWtZcky7JKgIFubBZ3Myw2NPQM9tCNx9jNtJuG5sMMjM3icdPQBmzTNDRgDI3NYgYbDHZp3yVrLZWk2l7tb393y8yIOOfMH+f8TpyIOLHlzfssVd3f51P13rs3MyMylhPne77LD/4B/tjpdwLf9TeAyw/ZfQxAKBMUTFQHArRiXnuoD03HXXOfUMBOWjMTZ0JZxa8YMqGl/PMoZSXT5AmtAmwjRoBQx4RSIqtNn+VY5tXJla4FE5Ek26iiCgZHjA9cZVh29Altq9MbCZamNgGk412XKWqFwlTPO3MLQioPWhYJatES9F+lMhTO0/SEtjGhzDOh/d9tIjmWziN8WGPs6t7bRtF1zVh1Uct7QscvdlAbCaEyqyBg0jPgsRYtUnCIySYUk8DhVc+EiogcV7hxR9U8xyTHHerZ5jVQHI4zQOBHVTlYMcfclCE/bbUzTQImtAlCwzGGucCaEISaAUyoygiExhcBZ4nwEl8lZgFos+FEF+du/w6DsJqf/S3Ah/9W6zaFOsQlc9r+o86+ufN5uBgu7zVFhhwS2rC4baNe3k8ug1TpZosWAEgnM9urd4ActwShbt8/+0+Bn3pH9b1aQaiFtwB1stSxcum4Whtc2iuZ0DtOTbFQvL1FTD7HwqTVtk6ueDqCCaXje+ILPakXaZ2A0Bd7FUu70rpGJrT0hLY8wEIQuqyBr/Ahcsx9QjtbtCCB1Fk1wCJS3KVIikCW87yyQRuPXHGrz41Jr/2OhtsQhD19BDmuO0YZrHxR+WCMAX1C69+tFkyUSo7CcKhOOa5tUQOUTOhzu0vgrX8c+MFP45du+378evKe8vVtoTrE7NQn9V6+2wdCNZRZPxOaGzaACQ2+i2cF1smEWtae1fuEDmRCCwhMJvaenEoBBe5ljlSmJmslMBr6Kt0PBn8HpjIsMa5PKGCZ0IYUrkWOayKpyASEdLFsyHFj8mrm/Z3BtcMHMJRmWBAWYwyKu96Qrl+r30yHR9r9wn4/jqon9Ahy3FRYmak0GbjObQARqy4OCSjo4LNPzVI8M3kF8OxvBMmg7UyojjCheS2YqKs8E+qOP6XjUnnZb7EAL+Y2mCjtns6QJxRAZbw17hoJAReHBhdloBQAsLTfd6jyBXIjkEYAOmAXOMkT6r2Dri5sT/HYoTumBEKX+zYtt0OeK4pDXNKuzU0d+Lhxc1DAEL1FZcghoMFGMaFGJO2eUHd9bU4kDjFtsIQMJSPp94MsDQQE95+3gUChdNUt3pJcfKVgIs5x7TBDrgzucCnFt+9MkUOiyOMMss7nWCKp+LupBLVgOmFCT+qkeusEhN6KevpTwE+9fXWgcZx140kABtmpe/HQpTl2DwYMnG3lVii95KltFbVTjltOELtkT0etWE9KqkRwZNRSoe5Bi30OGGQgf33W+Xq+cskdy/rqrG/uLXFqluKmnh4pHVcZhgICWuV24g1A9gQTuTfX9ouAiH34TySHBoMq2icwMSaU+q1h4yx++fQfxI30dv96Crxp9HNr63s4sEULOwY57vZUYqmbaap2e92eUHNET6hhMmBCa0nOvhfjsD6hc5QSUCGYTTOuHU/TkOOGTOhq6gSuMyzNeDnumY3UhoLE5Lh1ZkI3GXAR+hKJYRQpJOeWCW0oEzSKGpAtZbJ9TOiw600Je2/UGTteYyAbFfSIrbBM9B1WAKEhKE70IRRkAIbtfckDrxxg74WH09cBT33Sj9mxBFg69qq2mMl10Qgm6iryqFaZ2UCOG7DdXC0wxyTKSoW1NZXlAmkw3hYOMLMaE8q59Ezo0kikCbWxab8HdGbBSZsPehp4Qusg9PadKZ5cup9R246DS/bPjvtOFIe4brbsAks96M/Q+Rx+3+rCerktCB3uCWUiuI5qIJTA6UYqcWimDeVPLJTOiDJ8CoAPA6o8K0l9BQqNWi2Y6Lmb9rNDOW4GgSKP3/8qs0xoTAKeTEa0aKG5wYkn9KRepHUCQm9FPf8l4PKXRzehviXleoQ+ZS7g+gKYz4d7RxrlHgjeE9olx925272nXY5bZ2vWWV2eUAB+ktYLQp2nJAnkV08s7Urow5fdQ6h+HNy/DZM4s5HgmpocqU+ogms9oTLoIkduBJIO9smEjEr4c5+sW4JQA96dBukmyYCdYOxMJZ6/WR6zrNAVEMLDcJXqxt2+rZaOW5Etrqm2JhIF4pIspouSJYkA0qPKcTWTJROKshcrELLJw/qEhmE4gtkFi/rxp2AcAl8yBAF6NSZU6AzZCnLcMxsp5orX2uC0t2ixiw/lz3gSsHFuAstECsFZ1ONLLVpCQMm8HLfFE6oL20Zn4PVGE+pDTLEReELpXLYGExkFbVi1RcsRmVCgHN9SdWiZUE4tLhxocXYBqlOzBJ/jrwXyQ+gnPwGgRY7rj33tnjEFciMwdI2obNHiAA6qclxiu4tsDqmXLnW4W32QCI5cOpYqGG+V39cAhEKDc+5TjZdIkNB362FCM0hMW8bfWVK2aEFaB6ET3AAFEzkQun/Z7Vr7vS7VHHvYwNxMWpnQMSCU5LiM8WF9QinUjCeBh9+4P6pM6NZE4MCkMHU5bsQTaupyXLr3Qyl1beG79T5qK9eihXqElnLcCQpIv6hbL50tsECKaYQJ3Zgklu3u8PGWH3TChJ7Ui7tOQOitKC8lG+7LuGV180kAwGPqvH3wHKVPaEOOGwEOxgBXHwXueL39d0cwkTrudNyOy1/TKmyLHIfKruAKTBJh/YMAHpvbycXDl9x3q08AfKS9wOmNBDfVBOYIclwDblfBnSe06GMcWoCg7wlJwUTCSTc7fDb1Few7Tk3xbABCl4WugBACAg3vTgsTygaCUErPFOvsEzqVUBBQkcUQpnPPaMSYUHZUJpQLG9QEAKaWHNkReNX4nPywEobDOSygrYNQdz6kk+EKIaANc0xoSwhTTwm9RI5kdGLx2c0EOWQADlAymnW7gFt8CFlMUgFYJtSdD5l6TyiPeELrPSxZyARHijkf6dDSLsTnEJNqi5ZaAE9jOzpI7g3Ou3/9CsFEAKBdK5WJOrTtgNx9RmMAr4WE7cwSfFLfZzf5+PsBAHLSlOMSE2pU3RNq+44OBe0kB/dy3GCxCwCEkwLr+U0AlmHuCyYCADOxVokQhGrPhIZyXAMWeEIzJJiQxaGLCXUAro0JTQRH5vqNIqm2p7l9ZwoFgTw9XYJQYkLb7jutIdUc+5jhEBPolnTcMSAUKrOtqbgYyISS2iABr43Xpub135hIHGAKvWgyoXU5LmRNjksAuwJC7eeULVrGekIt40/qHWJCSY5rWjyhpiMMa5oIHMYWBKIfdOIJPakXd52A0FtRumUC1VYf/bvAEx8+vv0J68Cm8H1tf4o81r5gTBET2iXHnV+3fdDaQGjwHjM26W5EMbS3aAHKSeNQOW4qOXIXk/90toXNVOBR7wltpnECgOESp1wwEcv246C9p4zzthZGwGgrx80hkHSCsTgTqj0Tar/HJLFy3M7EwRqYv31n6leVAQdCA0DMme3V2Og32SYvpBYWfYDrmJjQ3AioiCST6cJ7u+Ke0PW2aNEI2bPhcly9PHDAp2RCVVSOm9sgErdAIQVDAW7BTvD9G1LWjhI6R8HTwcCDyraREVUGuoUJjaUiS5lAG2ZDunTJ8HIHQuvfnWkFjSpAorTYtoUwbopRybQmkONWWrSIbsaVlAYhE2p04VN7V2VCaZFNQFkQSuy6sV5xAV1JeD41S/D4cgc4fS/Y4gYyI5DKJvNIC1h1Bokb5z0dWGWf0Hg6LtkfjJMxzpEOkn3zqfNOBkCGfPS8Ise1Mk3FSyZ06u6hhpUgKA9CO/blhjiLpZFQ0zOVn9/u/IjL9HSZjrv/vPvglusj2weDwZ6ZYW5SqOXR5bhG2YVMxsUwT2gQ/sVraeaeNXb31mYqcIhpYz9jwUSoy3GLdjnunvP6jpXjaq3wmad28Tf+41cxSwRu27Lb3J4mNtW9RY5v8jmWJomC0I1UYI60uSAQ3YETJvSkXtx1AkJvRY0BoVoDv/oXgM/+/PHuE9XBZWB6Co/fyNbGhHbKcckP6kFojQEMgFhs8r+26pHjeiZ0oBx3EoDQq9jBu155HpkhxrFFjssTG0xEoH2FhFxiAHNIGJVDqxw5ZKcE0rQwaZSsS+m4gjMbBtLxYLfBTOW27jw1LT2hcHLc4EEtOLPHvSHHdZOd+mq4T8kc1id03Z5QBeGPS2W3dF7K6iLpuEwcTY4LLiFQJoNWrtUR6bh6sY8DTD37Zn2RPJJOTC007HaE808ala/mCVWFa88z/jic3UxtOmcwXi4zC2oofdTvTqTHZyKtMsAUWcBMO59omDrsipmq3BmAP8amxRLAtIIaw0K6Ra050kqLFt+fs9cTWgYTaa2gvARyNRDqJ/gANBdeRqm1KlmsICRsZ5pgd1EAL30nANtDchKZgKeSY2lkw0ph78/hYV1CVFlHjhoTSi2xHINUT5ptq+l0hhxJTY7rmNCKHNfKQ0m2vDQJ0pTY8S4m1NohYseG6kH5bvzW7CdsX+6gLjgp6L44NVyO677HPmZYYALdBkIxhgnNkUGCcx5PUY+8HrAglDFAGRaAUNd3lpeWjQMzhWl4Qpt9QhG04QEQMKHBnGFZZUL7nhP1WmQ5PvPkTXzznTv43//42yCruv7GWEHlmdBIGNZGKjA3E6hBINSdlxNP6Em9SOsEhN6KGiPH3X/OeiCGNIleRx1cATZvw8VrNkWzbdAdVG7QJVAVlZgRCL3tNQBPfnOZ0K7LXwxjQjmUA6ECOSRyuYUlUjzw6gvlpKkRwkPBRAKnZyn2CbSvIMk1rpl9DgmmcpghctwWT6iX4zp2hjMbYtO18o/a5PCOnSku7y1RKNc6poUJbR4TWjGv9Ql1E5O2fo3+dVpDga05HTexbGCMCTWF7/cX6xN6VCbUMAkOA2htQWjYnoJYqwGLNGa5iz2z4UEo54A2rMFomlrAj+TM+YyrLVrYUKbB3TergNDTGwlyU03HvXbTTTYPagyKVjC1854IWpQJQCgF2TDR+A62TUkVNPBaME69uCmgx/SCTeJyXGJC20GoPS+MMf9apYry9asyoUGPz1COa8L2L8Ex2ZlJ7C8LqJe8HYBN446xfbYXq4CpPeuYUeOY0DpDXJOkp4lrn7SwclwKfuqr7WmCQzYDFiUTaqJyXO1AqL1urBy3+5oArJ+y6GFCkzTBU+YCNifV62d7IjFLBG6yU81gorZtumfGntmIs2+rynEJhA6Yh1A7HgKh9pnhPKGk+nGLaJsTaRUkMSa0vgDpF4LrntCQCXXjAi3kjrXwGIN7zm7hH/7X9+MdrzhX+ZXmEsJ09wmNhWHNiAmtLwjEyoPQEyb0pF6cdQJCb0X5RusDmL1rNiiorzXI2urgMrBxHk9cPUR2ZCbUhQRQUl0MOFx7FADDzcldUMlmZzru6KS7MVX32dV/nQzzhNKKeSo5MkjsSyuxesNLTmFjSnLNOBMKLnF6IwkaqK/gC3UsWQGb4mocEzrME1qdYGiVIwtCjQRzTGjHRISb6uTh9lNTaANc3rcTh6xQlQmZcJ7ExqS7VY5Lk+O+yYU+pmAiGe3hyHUAQiP9LNfhCQUA6MKGsoTBRJ4JHXB/LHaxj1kpx+VuEaDBhBYVJln619U8oYOZUHsc1AqM8NlNK8cNj6sPqKmBG2rRUgehhWOwfdiWOx+aNdNxmVGNBamyRUh8PORGVSTSveWSZOdmilkQoCP6PKFG+UAexsq2Mdozoau1AjIBaDNMBGC4TN41lRYt9vjtX3gbACtPjbXeSSQtAFS/D9fFKBAqagnQHGXfUqBcaGAOhFIPz77amkjss42qJ1Q15bg0rhlRynG9J7RjPCQpa1dbIpJwzmqhNowx3L4zwVWzFTChPZ7QgAk9NBOYrCWYaBQT6lRRA+W4Xs4sU3Dm3uGPkWNCfYsWgQMzBaul+PJIixY2hAn1YYi08D1uzkCLyLHSPIFoWZRnRbsndJYIzDGBrp+LSGWksjnxhJ7Ui7ROQOitKBoY1QAm9Prj9s9bxYQeXoXeOI9nbsxRGAlxJE/oITQYDoyd4KhYqMe1R4FT9+Anf/0JXFrKzmCitgngOqruMWrUECbUGPvwhJPjGokb/DQA2/Pt1XfZv8cm/AA8CD2A29ZKIFT5dFymchiVoTDdntC2dFytqI2CfS9zgLHLB8igKqmVd1KbFhdOtKyn47IWiW9bMJH3wXVPhkiWPESSN7S2pzYdN7Z4xCtMaOgJLYNwjlRBL1DLhDZDc4as+rNsH3tm5hNZRYsv0qbMluE8UrBStruKJ9SBxVVSgs9sWDluLHW4MYbqiBxXMC9Pp3AjTmFFYesbV8wUTSbUy8DbwaEZAQCZA0mHmGAzDCbifSDUXtcAgKCdi5e7rsiEsiRkQhMv9W1lQqf2mru+8TIUk9PIWlrvJNz2YjWq7gkdxxwLUe1bWr8HyP7Alg6ERtrFxGp7Ku2iXyWYyN2zdTkuhAfrGSQmJMftuO+Mk7JOW4KJgBJ8bkaSVS/sTPF84UCoMQEIbWNC7fffMzPLMNZ7U1Lf1xHzCaZzx4QOCyYiEMqEdCCU+/eVntBSjnuICXheZ0Kb6bhMHr8nlMM0e1O70qwDhKolliaJJjJvpDYB2QzoEzpfuO92woSe1Iu0TkDoragxctzrxIQeIwsY1sFlHMjT0AbIjyrHzQ+RsYlPjYwxSLj2KHD25Xj4+T3s60nDGxJ+7z4J5lGq4bOr/z4ZAkJL79RECuxhhmf1WXBm2ZzX3HnafkT9OPj2ChKnZoEnNEz9G1rOM5ZDADr3TGjaKceNp+MaRb0P7e8Fo56SXX1CTYWhoIh7AqFZJB03KsdtY0JDr1pHMaNGBcUMqa2J9YQ2Jp3GQJgC86gn1DFUR/SEmrANS71H4ghPqMh2sY8NbNaCiRqy2lrAj/eE1pjQsXJcI5ptPPpqmggYnlRTbH2f0NoYajS0aTKhOQSgspKlccoGHekTagFODYTK7nRcC6qGX29qsgNlGK6anQoD5s9lRzCRH6dYOa4SOPbvH1tBX2PDZdmSRuvyfNdatADA7lJh78534hq2owmwrUzoSDkuLRqYgAkN1QAUBCfcmDmYCZ1K7OoqCDWeCa3KccEZjNuPpUkCENrFhGa9TCi1b4kBmNt3png237ALMMvd/nTciic0bYLQFZhQpqyvVQjuFlm7izzzTKbgDNBg/hiRR7PChGIKXswrai8RkeNyHw7o7vloOm69Ldy4xXsWYWD99+LSXgeRMY8XCyzbmFAHtNkAT6g/Lyee0JN6kdYJCL0VRSv6Q4KJbiUTqjVweBXXYAMScnR4IIZUto8Fpn7lPgpC954Htu/E41cOXVR7lf2rSHiPUY7LIs2xw+K0sj4AhMLJcX8o/1P4CfxRnN2cQHCGV99lpblXd1skx1xiM5U4YGuQ4xoJ5pJMCwgkHZ6kMgmzmY6rwCEdE+pZyw5peN2veAeBUBdOlKkYExpJxyVgXp+oUuuIHsDVt6iwSm1OZLSnJrQCg4l6QokBIhCzcgUJuI1rdSgILZbgOsOumXkfog2bintyVSBntp5QXmnRUphuVrxSbqzTK4BQAJBJWl0QowTOOhNqqvsNWBY3N8SELv3nAVYFUF9o45FgIu4BX/z7CqNGMXvF7DZ8V/Zj+A94e2WBqC+YiAXJyF4VUBR+UWbVYCIeMKEmCCYybtHDvij0hNrr8eY8x1fe9v/BD2Q/El3oktwmdaPW2mI0E9oIT6syZYngWCKByN2YWeu52Vbb0wQ39RQmADLUhqPKhOoKE7pEitmkX44LL8dtH3+pt+RGhAm9fXuCiwv3XQ6vDg4m2jO2TygvqhJQGmcF9GCLDzGhY+W4UkgwuGcGyBNK15IDoanEoZnYe5DmQz6Urjp+86Qmx40yoXvIkPietX3PiXrxWCqvK0NjcGTeJlxv2mlbMBEmQNEvx/US8Pn1W2fBOqmT+jqqExB6K2pMOq73hN4CEDq/DhiNS8o2yNZcgh8F+GWHmGPiQWh0YqULFEziud0FDswUelllQsOHiD5GOW5fOi5LCYR2sNcBCJ1IjkfNXfjc7gZu27YPxNtP2cnEIqt9D99XTYBzBp243nUrpOPCp+O69joqdy1axqfjkp+JJpfMrWp3sfJ1gHR2M0UquAehy7zKhHIHgliDCa1OVvznk0xQ9afjrpsJTSW3frm6RN39OwZCiRXgR2ZCy3PEakwoGwpCaYKKMpiIERNal+PW0oWlYFBG2G24+3CJZLQcFyvKko1IIE1eTszcMec1EOr7aAaXTeo8oVA5VEGLAk6Oy0UjpIVFACVPumWyHOOut2ki8JC5F5Ok2rKGC277sbYc19ATyr0ct/DgeFUQymQIQmutNSKhR54JnRc4FNu4jNPRBFgfClW7Z8YyoYIz5EZUmFBTZ0KNgHDp6iwZCEInEnuYwQSLnybiCRXQAOcwjjHOIDGhhYwuhY4ukBkZDayhmjkGeWPSBOXntiZ4rnD9Q29c9DkLgzyhiIDQ0MYw8NkeynGHpOPqwBPKuAshqvUJpWt+cyJxSPYTsuL4415bCCJg2WBCq3LcQ0wxmxBzPm7eZM9z/Fx5K0F9HqI1hM6wMO2e0IVJG+ciVp4J1XmTxT6pk3oR1AkIvRVFg/8YOe5xhvJQuV5kT2WbmEiOyWR6NCY0t+wmgVAVa2+gC+w5LH6AKUwtQS5kHo4zmKiPCaVm6J0Npyn5j3EvTSu0wfkt+/ASsoXloN53jpFkkQbqQ8u2l7DBRCyQ43Z5Qkka1fAFkhzXgdBW1iwoO0kJ/IqM4fZTk1KOq2pyXOoTWp8seEDfwoT2LMrUGdl1FRdJ8150k5JYixbvjzqiJ9Sz1TpvfDfhWdKe+8OFtuybWSWJU0f6hDIXTEQsODGh0Mp/v9VA6LDU0noZVv2OjAKGdG0hL+yj6YqAULq86v1+suIJrX4HblTj2vFezRbAwUcyoRMPPKrXNwVAtcl+EYQm+d6ZSpVeyVWZ0DQEoWWf0DCYqMqE2t/fnOdYFvb3UU8oBQbVJu7CqErf0b6Swo09FU9oyIS6RHDHuPHBTKj1hIZMKLG2vMKEGrvIIIkJTTB1TGjbggEAMJLjdnhCCaBuRADMuc0U1417Hlz6cvmLtvHPPTOS2RYWmICrqnKnokYayBJyB0KFEBak9ZQPyRJJQz1DclzjPaGizECgRdeWBUjh2HrflqnFE3pgptigczNmzkAJvi3PDdOWQu58uAukHem4zQWBWHGjccO4RYcTX+hJvQjrBITeilID5biL3TIV71YwoQdW6vPYfIaXnN2A4QkkitVlIdkBDk3qgUSURTAKu0v7+QeYNtg/XUnEPII/taeYMUAHE8ppZX0IExqwhwA8E8q5gDbM+wR90cTKBcyw6eog1GjjPKFWjsv0iBYtNSBoNIHQQI5rWKfPhhndYDju2JniuZsLFEpDaVPxR3EeZ1f9tVKbVHPecS2F+4Fmwuk6yvBmkA1N5ogJDQO0fBBOsj5PaD20g5hQ3TeeBExo6ENUkYRY36KFVT2hYTruEukIOa67b1aU4xpRgnDAgmQA4PXv7BZheE2O+2v6Tbjtysex+Rv/m92NtB2ExtqH8J7UWm7UqFCgNh9g2bKojQktFRssCEuisXFVTygPg3yYrPYJ7fKELnIsCzsexEEoc37cGhMKBT0iyIn7xaq4J3QiOTKUknc5GS7H3ccMLBxrKUyMxnMXOMfAvGx5aVLM3DXUGdSmi94WLcSebU4iIHQrxVXs2H9c+pL/+Y39FpZssYtDTHF+ZwNzk0LqZWW8rizejQChBWSwWNk9HyD1h0isJzRkQulP+qyJ5FgwAqGHldfUvZnCLRwVTlKfL+3rddheZ7mPfTPxSfTd7cTqO07nsQWEihY57mf+CQDgE+x10efshmvRIlSHlcdvWeGqcef7xBd6Ui/COgGht6KGynHJDwrcIhBqmdCv7E9xrwOhAAY/rBqVH2JfTzB10pion0oXuLG03+0wEtUevqe/LcfqZT0/7SBUeDlux2pmsIIbStMIhErOy4TRsGpM6OZsiiWbrBZMBA1tmJPj2p6OuekGocxL75pMqDIcifs9dz3f0LEaziOBEnecmuG53QU+/tg1AMDONGhJwRi04Q1g2yovJK9ajxyXR8Jl1lExDyFNsOew5zlMgSYPolgbE1o0Wohwx7DrmNIgLHc97WNWYV1iicfMKBRGNFu0GOUXhhYmGd5v0C3esBXBuGbVCSBJooVuynHrTGgqOP5a8QfwpZf9UciD5+z3kYEnFHUmtMmii542OALjPI7EmNTle5UU4kiFANmDUKV8aBtrSfbsK56WINSIMpgIOi7HnSV2oe3q/rIEoS1y3AIS0HVP6Dj5coWJRzNAhhhX//kDQejWVFrvpM5KJQux7KgCJ3DuE1ozSN9apzOpW1s7RFcwnGdCI8FEZytM6EMAgCtmB3vzFkCztMFjF7anmJM9IJB1Vq6roSDU5FAsKe+JnrmIB6Ey8Z5/z4Qa8vqTxYNBSXeu6nLc2vVBaiTtxlROYWeBlFot93GAKTaJCR0TZtgCfn2RHDeUlqsc+OjfxmNbb8ZX5X3Rt20k7hozRZNFrW8CGtfgzvcJE3pSL8I6AaG3onw67kAQysStMak7JvRLN1O89NxGuVI9xLsaKZMd4MBMvD8j6unUCjcWdvA/wBS81qIlBJ6jHigjqysVDwDkhB6AXcFEZfx8uPJ92xYxoais5lPRcSGgsT2VOMRstWAibRmCAgLc5GDKrmJ3yXHR4wn1LVoYs3xAZzpuBITuTPDszQX+Hz//GXzTbZv4/W99if+dlfg2mdA2EFpJ7eyo45LjaiYh6sDL3R8kx6VJWPh3LldjAKkqnlBU/cve39jnmXbX04Jveok14ORn9ePZSMdlngklifEoJpRA6IpyXB/MRFI/dw81WkhRn1BWleMCDB9/5Q/jubf9KH5dvcH3vjW8eT6tv7PGUHq2OWYp0K61wxgQWqaDhkXy9Dawy0zJAJbtipQfU1aV48q0yoRWFAceOJSfzRjDa+/cxm88eaOHCeWu33T1uAkUwIjjRVYAAlHcNNNxMwdCtWFI02HpuNtTiQUxqM5qwVRNjuttFgLMMcZLBOm4HQnyXOfQTFZ8v/UqQWhMjjuxlhaeAJetHPc5c7Z98We5h33McG4rxRLU27pcOK2MmwMXtrnOobgog4L6QKgqPaEAKn1Cve0iHJsTJz8lFVStjQuVl+PmS0Cr0iqUBe11lvtWjjt1gHFMV4EWGXCwA3A7UP7sC78A7D6NB8/9wagfFACmKS/zArp8nsZAQOMaMaEnvUJP6kVYJyD0FtQVl466XPZ4BMgPevql4wbTVctJf5/JZlUmdMVAIJ0d4BAT/0CIgkhd4PpCY2dqY8yFmlcmYKriCT1eOW6XfHOaJlgaCdUVsx54SiogtMaE1ieY5JUlWeXWRGIfG0fyhGrmJn66GNCixT08Gwmp5Ass36tYvye0LmW8fWeKrNA4zBT+7ve9peJHbAvG8ee6DkKHpuOODIoZWobLZnsDH0xk7xelQhBqJ2TiiOm4POgFWmeRCCBF+/CG5WRrKtmq/Dja+9VUGUUpSiaKrtclRjChlBKcrCrHrTOhJMtUFXl7rD8syclzDTz7+j+JP57/aHk/MNGwHHTJcaPskfvZ2GAiAJ5No/K+604mlIKJyKdaynF9z9iRlaSpldrDMaFuG8aYcoGidi++/RXn8Nknb2J3bq/3NAJCpbDpuCxcyHSgfYwcl1o5sS4m1Nj9myPFLBLyE6vtiSwBgmPWmK4FEwUMGclxNU89UO/yYjNTQPPuczLrYkK3UgAM8+QMsNyFAcNlc6q9NdJyD3tmZnsaE8N4ZCa0gGZJ0E+6G4Qaz4SmJRPqAL1x9xmrgFC3YEBgmQBrDbhTorXOF/5cLY0Ez/bKZ+9yH4coQeg4T2gc/Ppf1+W4xgAf+pvAba/Fb0zfVrE4hJWKiOQ4Vm5frxLzfcKEntSLsE5A6C2ofSelOTzsST+79hgwOwvMTt8yT2gxOY0CEi89txGwDyuGEy0PcBgyobEJqy5w7VDjW+4+ZZuGA9WH5i1t0dKxWi1tCwAfihCrwO+SRphQwWF7LUZaoQAlCN2eul6htaTgQeVak1ivW+GSDfvkuDS5qB3fYoklkgqLavr6hEI3ovVfcZtd6f7x73k9XnX7duV3bWFHPtyiPrH3rSOGyHGPwxPaTFMlEFR6QpvBRDI9KhNa9YSGx5jzDpYuLCfHVelO5ccakSb0WqEIQajzhDJdeHbXBhMNHJd8Ku2qTGjNExoGpoUJuabpBaZrP1MauTKVn3mGOUxCjUhFZVfrlKDF0tAiJrQeRkNgq1WOCwNEmFAKbRNitYWXSSKxdIsojCeBB1YFwUTV7/f2l59FpjQ++qhdvOwKJqoAHmKvR7VoYW7sDDyhwf2dBp7QOSadabRhbU8TL6NvMqHuewfghAKcCj6BcEnGnYtyuiil5C01S+OsOABspra9y4FwbdMmp7sVCMtd7JkZtiYJlGiG6VV6bQ8EoYKA9EA5LsmZK55QCiTy0u7g3KXU6oaOd1wWmyYSmRF2Yc8pkq7glB2D3JyBLXexjxm2yBM6CoQS+I1fO77XM82HnvgwcOmLwLf9IOa5bmVCGWPQ/lx0gVB7Pq6RB/jEE3pSL8I6AaG3otxgo4fIcc+8DPPCIMuPjwX0dXDFrrgCeOnZTRgR8UCMKJbbFi0bE/dAqDOhxgC6wF5u8Lq7dppR7agyXqMeKGP3FT1MaCKwRArVxV77hxivMI/ntwmEEhNaPZcEVLgo5bi7ZrqaHBeWCdI8gdCFC5Xo7hPaJsflxSEOMa0AWA3WKcHkxjS8PA/cdwEf/NH34ve88e7G6wWlJ9Y9oRTl39aipQ+E4ng8oZrJZo89XfOEBnJcU1SlaatW1ROqa55QJwss+uS4FoSatMqEGsbBa9ckqzGhgjx5Rvlxa7mSJ3RFEFqTwolwf4OwMGa0ZeuDouu3UAa58xLTwor3cQafF2u3wgVDYVrAoTv/o+S4FExUl+OS7Hlki5ajpuNOE+5BKLgEIybZlMFE9c9+68vOgjHgY87rHVNbUDARD58hxBwfiQmtyv7TwBO6QBqVtsZqayqxNFUm1Lf/qXtCGYdwrJ3mSRCW1H4PCJP3tqI5tzmB5MyHPYXFGMO5zRQ3mQUm8+QciphywZVe7OKmY0KNZxgDi8sKTKjQeRWE9jyHdZFDGYZEiDIdF5SO22RCJ0mt32otvIiKFhp0vvTZDFeMBedYWjZUHl7GZXO6BKFjFu/9dlsWo+sg9OaT9s9734l5rlqZUABQssb2Rrdvj+uu2YBi4viY0EsPAb/+46tbvJ75DPDz39sMWDypk1pDnYDQW1AkJTN9LVquPwacfTm+eukQF6+twIqNrYMr2BenAQB3npoGTOgKnlBjwArbosUn1dUZVTfoKyPwLXefwoFxK9IBCA2B6/Gm4za9jGFZEJpAD2jRAi7AGPPMADGhPtylDrhqctzticRurYH6mO9hwH2ADtOFY0I7PKEtMiueH2JuJhEmtP3hZSfw1ePIOcM9Z+JBIeSTrYcdeVavLsclBqsH/LBIm421lE8SDq7FWosWU5PjKsOQyNVSS8vNkj+7cKx9eVykA6G9TOhiFxlLkU6qQFAz0WQ0yRPKwmAix4SGfULr0uSWorFOrCjHrU8AK0xoUaoT6qFNgAUwnAG50sgcCPVKBR4BoZFQK+nTgWMgNM4UdlWbD1Dwfk8oXdeVFi2kHBixD2FNpChlqSLx15vRujWp+tQswevu2kFWaEwkj07efYuWCAgd5QmtAb56n9AwmGhuJq2sVL02U4EFq3pCOS101ECoYQJsuoO/U3w3PpK83fU47mFCB8hxv/sNd+Hf/dC7cXojvlB1divFNSfR3JVnoRBRY7gyiz3smw0b/hYBPrqyeDbgeWoMJBybO5QJdQufUnCwWjounb9wbJ6SDJmuedrHKAiVdiwhJjQEoYsb4DrDZXMKm7O0+plDqsWLSsVkbT5E446YYJGrzmvODAGh7nwocMz59vF5Qh/6t8D7/sqwFoGxuvgx4Mv/1meInNRJrbNOQOitqCEgVBXAjSex2HoJlrrFT7nuOryCG+wUNlJhfXuefVgB/BVLMKMxN6l/IDT6fLrjUIDjvtu3sWRuoA4YwHBiffxMaFd4BMfCpD3BRG4l1d1GqeRIRLnCzf0Es8aEej+XPU5bU4l9zKAXKzChxsqKFUvATQFuCuRG+oTbWLEWJlQUhzjABDJ4b1+f0D5GuV7CeYbqHqcymKg6US2Z0O5rQUA3GNl1VDQxmkAoKCCo/J1WmQ2G6mKih5Sgvne5lWQG54R5ENofTHTANrE9rU6KNXhDjsuMgoKoBhMZ8oSWIHQoE6rcfSPTIwYTEUulCyyNuzbCcbTGElMlgiPXGnmh/b+BqszZbyrChIqWULHKe8e0aGnxAfYGE0FBo5qOa7T2YytbUY47TTiWhphQUfE7qrakagBvf/k5AHEpLmAXL3LIKtOuiAkdvq9C2OuPGMB6myLhtgM4T+hAJpQx5sOGSk9oCJjLdGDGOSaJxF8t/hCeS+/1Y5dfVDQG+NK/qQQOCqOgemTHqbTPv7Y6uznBFW3VC9fZaet5bln8YZkNJtqeJtDUViwEoZU+oQNYQjemaJ6Wiwx97KLKfWsv5phQRsDSvTdsoTRJaiFCLXLciVto0EXWZEIXu8De8wCAS+Y0tqZH6BPacl2WclwCoWXv43kfCE2aVqNGuX1VENjn28fHhNJxXjVjg95fC5E8qZNaR52A0FtRHoR2MIw3nwSMwuXkrugk8Vjq4DKuYgfnHXOHtr5YQ8q9J0OCjamdeDZbk5SD7svObUL5lLyACQ2TB48ThJqmlzGsiWNCzQAQSg/PiRQ4vzXxISmyheXwLQECT+i+mZUtWlQO7F8a/D0UOAxPIBwTqpisBLU03kMT1xqgEGqOOaY+2AWwYRGdclzo9nTBSIkWNkG3SAAxJB2X2gEcAwj1QCMEfLodhKLIkfUFQw3ZLLFeRVFJSAWAhGSZvSB0FwewUr2wTKRPKMlxaeKZCO4DpOj7LZGWksWeIhDKVwWhNTkuN0XZ5L4ix1UVryBVKjjywnhPqGdCWY2FgWPZeB2EchfM1AVCh4cCeU9ohAm1PsM2JrT0A5Mc1+jC7z8/AhPqPaEiBadgIq1Lf3bks9/+8rP2/R1+OMXictwxx6sOzmOeb8VKT+hQJhQARFoFa5V9NaoEJ0xgkpRju+9xTNfO1a8B//yPAF/99+Vnm7xcuFqxzm+meK6wIPSy2YEyPL74ozVYtm89kRMJnq4hmIie/VwOZkK1sv2laeEzzBHw8tjgGeGZ0BpQjTKhJrH3u/eEOv/kchfYtyD0Mk5je2M6aF8r1SIDpuJ1exIxoXKCeaYw7Vj4YPXwpY7tK3DsYvP4PKF0Daxos/LHNLsF6ryTetHVCQi9BeXj6lUHE3pofTZP59tOznLMLVq0Ag6v4ZLa8mmuRwKhgbRka9oMbAlfszGdYJYK6BgIvWV9Qk2nfHNKcrWiC4RWQxcmkpeAHq7humn6vYhZYoEndB8zMDoOH/u7wN98k78mOssxQZpLSBTOk9Q9MW1nQuc4NJMKgLJJqi3XomvqDgyfAJbpuNXJgmlr0RJMjlvLy6qOJx3XbqPJhGYmgTasIselNjeyYxFgUHFKwM0bvVilEMiM6JerL3axayIgNHL84fpt+s0zoIAAM4VfPBvjCaVAr2RFTyire0KNKj3kqgZCI48xKRhypQNPKMlxa4sKLrm1fu3IrtRatYIndGU5bowJXUMwkeQBCC37hJpg0SHG9N7/cusLbWNCAThVRnPRZgxzXPfKxlpqKQf2FmY4EwoE7Wnc2F7d1zKYiQWp55OEl55QuncIYPh+lwYSatR1EauzmymeySygfLbYdu23ItdHfgAG49NxPQjNQhA6Uo7rzpUWSWDb6JmLqBw5JBLp0pbD/8c8oWlNOtsFQiFhVIsndL9kQrePIR23lOMSCA2Y0KybCWWpm9sMCCZSELhutsYxocv94QGSdHxXXdSn950woSd1DHUCQm9BeelhpxzX/u7ZfQ1t2PAAkFXr8BoAg2fyLe9h9PKTVcCf+445JLY3WpLq3Oee2nSTABqogxU2mlwVpn1ito6KpbqG5eVqY5jQhOP8VunzkS1yXAIP1IZjeyKxb2a2gXqxBJ7+lD0mX/63/d/DpeNSn0Ops/5WCC0S10Qd4hCTak/JiH+z/KVb7R4ZjmJc4E1YXl5Y+yzu03E7rkn3WWYEIzu4eJM58xJRmaIAr4BBozI3ITsiE+qCbHRRNK5Vnxw6QI57U8+wU5fjsuaklkHbcAz6N2PWO6qVZ6mXSIYzodkCSyNbGbO+8iBUl0zoHqVpV+S4JsqEJoKj0BqZl+O641dfVPDXTv26YyhaPaHj/ZhdLVoUmsy03w+UDKAQgeSQ9kGsBngoeM1+RuJZVpiQCW2eu9MbKV59+3a0PQsVJXWXP1iBCa0FE4lI8FjIhA4NJgIAMakyoaLBhJYtaibuPpxIXloJ6vJGWrSlAMIjMqFnt1I875jQJ7PtaEsru//22bRAiu1pAhZhQisJ9YOYUFpgSUr2so9dJE9ohAnVEaA3nTg7wUAQCpXHPaHEhJrT2JpNhu1rWH67Law+9WOm8aZY2tcK2SvH9b1QB8lxOa7pjXGe0J/+DuDDf2vYa48sxyUm9ASEntT665aBUMbYX2SMmdp/zwW/Z+41zzDG5oyxBxljr6t9xhnG2D9ijN10//0jxtjp2mtezxh7n/uMpxljf4F1dY6+BcVM7WEVK/e7p/eUC245Zib08AoA4MnlBs5vl5ORcF9GVciEztpAqP23f2BMXGpnAEKJEcuQrD5oDqgh6bgLpIDqAqHuHLnJ2p/57a/Gn3zglf7XvIXloEk99ZLcnibYQ+CPvWSblOMLv9D/RYxtXUA9zaTJelsEkP+r6hdSEDrD3EyqctyudNyeYIe20jEmtAWEhj649g8smYt1l6m1CgHgPW4iSRpg0CjbIueoclxaEFJFDm5MZQKeCAuQ+phQs7iJm3rW9ITG5Li6aNwPBI5M4AkVAxfHjGv30wVWuoomgDQWCVPgAE0QaoOJmpPBRHBkhSmDiTwTWgOh9GdNPeCZUBM5xnTdj2Ah79iZ4i33nsEb7zld+blnQlvluCX48iFdSvn75UhMqPeESj8mGKNb/dlUP/hbXoU/+o57Wz9bsaTqCV0hyMnLcUNPaO36JLA3Rzq4RQsAJARCY0yo0ZVxbVqR41orgakzS/S8dH8eVY57bjPFc8am1n91sYMCAiLmCXXbyyGxPZWQk6YndLSyiL6LSAfLcckT6hOoQyVXJPV86tJxczeuUOhcfexPhWvDUwRMKAIQuvcccj5BkWxB0n2wQouWdiaUxuAgmEjauUtfOm7sXDQqmDNdLjZgxjChe88Cu88Me62/TleV4xITeiLHPan1161mQh8GcGfw3+uD3/33AP47AD8I4G0ALgH4VcZY6OD/OQBvBvA73X9vBvCP6JeMsR0AvwrgefcZPwTg/wngR47n6wwrkuOyrkHADXRP7Sk38T9mT6hLOru43MRtW07mVo8kH1M+dEhga+Y8oS1yXAK7YhqR47rX5BDHG0xkuuW4JFfjXXJcD37sw/c/f/2duN95poCSCa1P+Esm1E7Ktqay7Jl6eM16jZIN4LH3+/CF9u9B6bjlBK9XDiZI6hmcH3cODjCthBpp1iXH7X6It5VmzbAjmvjyeouWYHLcWn61/Tg8oTE5rusFmqTIISpthaAyGwx1VBAayHHrTKh0fs2+SaUJGtlXfs5iwUS6wShql7hM3tNsBBOq8yUyJJ5JGlssDElziZ2HlKYdgNB6/0iqpE2O6xnWGghteEJdi5pOJnQ42JilAr/wJ78Nr7/nVGM7rbJfoNLPmPyfxhRBOu5qgIfSvwHnCaXjo1UQnBYfR37Xt96JP/aul7d+tmYSotLX1f19BGvLa0xozHvuQahJR3lCkxmxVBYgSG1bjNgPDZlQXmFCOUNln/y1QyCFvucR5bjnNif4lLkPD7337+HXs9e0p+M69VRmLAgVk+r3AqqLd2pI4KAH0iEI7XkO6xy5EV5BY4JMCxq3WYUJtfOMpWtDp1Q3E8pU2Sf0coUJvYQ9eRabE+l7uI6aM/QsXgpaCMyDYCI5gdYGi44+oQAgpk1WulHuuCrDcV1v2LClofuvi+EeT79osioT6p7/Xd/lpE5qxbrVILQwxjwX/HcZsCwogD8N4K8YY37BGPMFAP8VgG0Af9i95rWwwPP7jTEfMcZ8BMAPAPguxtir3ed/L4ANAP+VMeYLxph/AeCvAviR30w21Cf8dXlC3e8u3ixuTTDRgWVCr5od7wkt2YfVQShjMggeiMtxacInJm59IWRC3WsyJP0PvyOUPb5dclw7Ses8Zz1ynjaWgzyhYZ9QH7ry7Gftw+XtP2A//0v/uvd7GLCK1K1Pjst82E+wX+4BM0esRUubHHc1JtREgHmZ9llLx/Vy3I5rwbcBuEUg1D38hUytby2c3JE/qqtFzqDNOsAR84RyYkJ77tPFrkvObAYTNeS4gfewfJ1lrI0qkBnhUjprPVNbSucLLJF0ege7yvdZ1bk/9vuoevlov9vScQsdgFDfoqXGmPhrp5laq1uDicZ7QttKtHikqbjRnukl1tOo0rd4FCaUgrV46AnV+sg9SDWXEBE57ljAbCpMqEZ9ukIgdIFJI3W4qybTKhMqTF62qzE68ISKwBMqygWD+qS+JsclVcqqdXYrBcDwMflWGPD2dFx3/+eQ2JpITCZTZEa0ynFVMVyOy+TwYCKowiaC88ATSmFxuglCNyb2XGWZky8TW8ubIDQ3EtBlOu6+mVkZ+XIX2H8ON8Q5bE6k9+uOkeP6sLuW65wnBEJJjrsA5BTXD+357pKAD2NC7fdO0wQ3zKb1PS9uDtz5YngXg6OC0BNP6EkdY91qEPoKJ7d9jDH284yxV7ifvxzAHQD+A73QGDMH8H4A3+Z+9E4A+wA+HHzehwAc1F7zAfdeqn8P4C4AL1vzdxlcngnV/XLcS4emc1KytnIg9FoAQjkZ8VdJUSN5WCIhOEduRJOpqSWgTqczG7NfYULt5yxvhRy3p0/owqTgnXLcZvJfWD5co56Oq6ue0K2JxB7cQ+upT9g/v/n3ABde1y/JNRqaCZgAvJk+OS6F/USY0EMz8W067Gex9gWRFT2hOiI3N7Vrg2oQCF2RkR1UPGDkqNzfk7TpCS2laUf0hIogHRemIjklhr3bJ2vAsj3sYqMhxzWMNxhNmzJbPfZWtlvAqNxKc1sCraKbL5bIjFxdjivIj5X5iXE8mKiZmgoA57cm+MBXr+BDX7sKoEuOSxPgGhMqGAoj4pNaf/+uAYT2yHFDT6jv5WlUqRxYsR9tyIRymUDwcuGwyxM6pAxLrHzUSzLdsR55vFQgGxdonmfD7TUyxzgmdBoyoVpDQGEOx7JrVbKHjAfpuDaYqBOErlGOCwAPP29bdinwuAzebU9zCSk4NlKBBSbQledpef32pmkHnwmRlsCxZy7CdI4CvMKE+vcQExo8U4gJzfKqHLee0TARwqovAiZ0gRSHbOaZ0OvsNDZTGfRwHb5w7Rdh257frsexLoJgIjnBz33sIgDgO+67rfWzZ2mChUkGeUI3JhPsGndNDgGhWjvZ+MB5Wp25H1sn6bgndYx19Kfo8PoYgD8G4MsALgD48wA+7Hyfd7jX1LWHzwO42/39DgCXjSmX4Y0xhjF2KXj/HQCeinwG/e6x+k4xxr4fwPcDwG233YYHH3xw7PfqrVdmFhPni4PWz7/9uc/itbAMoAaDyrNj2Reqlz32SdwLhuvYwsWvfAEPXnoIzz5vJbqf/+yncfXZWeM9+/v7rfu0cXAR98POO37j05/Ca8Fx+fnn8Hjw+tnh03g7gGs3dvHggw/i5pUlDswU+499BV9zr9t85mncAyA3Avs3bxzbMXiL0Zgv2o/xsjB2kpbP/Wvq339z/zG8DcC1q9ejn6ONwTlwLA6r75tdfAJ3A3joy18GrtvLde5Ynt2Hfg3bYPjAQ5dwz+ab8IrH/jE+8iv/J5bT+APvzuUCSnPszcsFjmVhOo/bU09bL8mXvvRF7F2z8qatvUfxVgALNsH73ve+cl81kGfL6OfJfB/fDmBvbx+i49qoVwKGfDGvvJ5d/AruAvDoY4/D6PLnTz59EW8H8Nhjj+IJFv/8JLuBdwE4mMf38yh1Y9dOBD/xsY/gYMsetzue/TxeA+DwcAEFgatXnseX3Xbv2ruBDBKf/PhHkRSHK+/PY4/bic5XvvIQ3g6Dw8XCf9bXrivcDYndK5f9duslikO8Gwb7ZoZHH/4iHrzyZf+7ZW6DbcJ9+6Z8iUKj8rNCM5giw+Xnn8U2hE+hff+DvwZN0v2WesnVSyiQ4KEvfA76mSZA6BpLAODpZ21cwBe/8FnceC7FuwHsGwtCH/rCZ/H8lXMAgPuKDLluXu+/7x6Npy5rvO8rdkz70AfeB8YYrt2wk7xPfvyj2N++5K+d3f3quVoUBq8Cx/5ucwzaufllvBnApZb7fmztuDEidkzeqAsscnuunrg+xxsBPPfM02C6wKsAfPrTn8GVR8aDnv3MeE/oU08/C/WJj+NlAK5cvoRr5ot4F4CLTz650vdbuLY47/v1/wjDE2zvPoy3ALgy8nhtGo5sYc/Lt8HgcFG9vw8zOzmemwk+/tEPeiaur559dgltGJ742pdxMf9PeA/Kdksf/tAHwIpDvBPA5avX8NxvfAYAcPXSc/jgB67hNeDYc9fE2aufwbcCePzRr+Jx8yCm8+fxDgB7B/MjXRfzwh6/jz/8NADLdnPoxmdu734FbwEALvHggw/i6Ys55khx84lH8Yh7rXn6IdzlXv+5z/4G5s90H6Pt3a/iLQCu7x5gemDHvo98+MNYbjza+p479ndRQOCjH/4QNhKGewDMD+1cp3jyYbwUwCOPPY6Fsfv06HPX8F7Ysf4rDz4IsfcU3g3g8qUrle+4VAYMEvn8Bh55+Iv4JtjztKdnyJ58BGevP4Wn8VIUZh8f/+hH8DvBce3qVeyfGfYsSvefwrcBuHz5SvT1jz5hPZqPfO1h3FAP4pufewobS4WfefAreMNtAs8//Gk8/3D8s597OsMcE1x+7Kv+XNRrc/9xvA0AtMKuW4T+5Id+Dfvb39S530wXeA+AS88+jS8N+J6veupJ3A3gEx//KA62nu8de+v18scfw70Anvjql/CYGv6+b5QaezxOar11y0CoMeaXw38zxj4K4FFY2e1Hb9V+1MsY8zMAfgYAXv3qV5sHHnhg7du49BEOKGAqgNbP/9TjwJdh5SeMQ0rR/tp11P6/xvKZU1ALgd/xnnfinjMbeOYgB54HXn3fq5C+sbntBx98sH2fnvs88AlgNtvA/W97G9SnOc6fPYO3ha+/9GXg48DZ8xfwwAMP4COHD+Hg0hT3nD+Fe9zrnrz6q8DzQAGJna1NvP6YjsHBgwbT2Ubr99Ha4Gcf/FmkyP1rGt//2TPAJ4FzF25v/ZzP/DrHxjSt/P7J3Q8CzwJveOOb8G2vtmss/8v7nwA0sHPwGHDmXnzHb/0dwFPngb/3j/HOe2fAa+Of//jHJJji2No5DTjSNun4XgBwc5kDzwL3vepV2H6Le93FKfApIOezyns//gGJidTxzzu8BnwI2D51BltbW4Ov1w8/KDBJq9f3k+9/EngUeOWr7sO7v+3b/c8/+elPAV8F7n3pS/BNbZ+/9xzwYWBza3vt98xTj38J2APe9pY3AXd+KwDAfPIx4GHg7PnbUDwlcPbUDl7ntvvM538ce/sC3/Ht78LnP/mRlfcnSz4OPAG84t6XAI8CGxvl8T3z5A2oz3CcObWNb277/JtPAx8E9rCB3/32t1a8iP/+4z8LuTCVfXvuwxwwSeVn//r9/yskB86fPQ11RUDKFNDAd7z7XWWydUtdffgn8fSNBPe/9c1400vPNH7fOZYAeG75AeA54FXf9E2YfvM7gA/CS9Zf+8qX47Vvte+9/CEGztPoZ333b1P4c//y8/j80zfx3ve+x37uU18BbgJvffMbgLvfYsM9PgzsnDpd+YxFrnDx/RxbGzO88YEH7LX+M+8B/sA/AbJvBT4D3HHHnWu53j75awKzSRq9h/beB0wmUzzwwAP4wpNXgM8Ct9923rLDV4C3v/0dePUd2/EP7qjDrMD/+f6fAgDc+4pvwlvfcj+Kj3GcO3sWt73ylcBXgJe/4pUrfb9HPvavgDnwnne904bPXZwCnwYu3HHXqM/7+IMC01TigQceQPGgxmyjeny+9un/AOwCSzbBb3vvAxjquHmYPYLlUwnuufMCXv6udwDvt+2HwIBve8fbkc33gE8AFy5cwCvecT/wkffjZS+9B+994JvxzIMM25sbuP+BB4CHF8DngZfdcyde9sADwNVHgI8B26fPHem6MMYgffBX8Nzcfp/tjQ2IucYD73lPlS18YgJ8GpDS3rdPTZ/A4WMT3HlmGy9x23/qYzeAr9qXf/NrX4Ptb+nZr4sz4NPA2fO347ycATeAt99/P/j5V7S/5bM/jqsHEu99z3dglgp89UGOjdkUb33gATz+kWvAI8ArX/kqvP3b7bbPfOVR4MvAhTtux30PPIDDp78IfAq4cMcdleOmtMEvP/jjmErgwj13AI9ZhdQeZnjpFgcu7ePm7HbcdeEc3vWub4X6CMeZ06eQD3wWLZ/9EvBJ4ELLfbz3ia8AjwEvvfsuOwY883dwdbGFvRz48//F/Xjby8423kP1iHwMhxcnuP3caX8u6mWe+Q3gk8Bt507jS/uW1Xzrt7wKePl3dO94PgfeD1w4fwYXhlxn+/8aeAZ425veANz95t6xt1HFg8BF4N47z+Pe45yT/ibV6ONxUmutW8mEVsoYs88Y+yKAVwH4V+7HtwO4GLzsdgCUoPscgNsYY4zYUOfzvFB7ze21Td0e/O43pSiuXnTKcSn8Q2KayFsixz1ITgOA721J8hNvxB9TTuohk9RLzBphMuS1cbKszYnEgZlAL/e9LtxohcLwaGuTdRaD6erQYls0sBRSZ5bejb3Yy0DbPygqx/We0IDBmGwDc9jvfNtr7M+ox2LncbAtKkK/FcnU2ooJ8oQ25biZqDLgYchEc9OrBxM1wo5a03EpMGVAn9AV5YNd5T2qgfRJFRkkgDSdoDCikgTKfM+89chxqUdnKEWULh037ZLFLi2LsWc2sDOrDvNWZls9ntyohrdZc+sdpd6nTEhAY9B9aVSGDAk2Vg0mctYAXWT+2B+0tGhpk9XPUoGf/ANvRCCeCc5nTaJW83eS5NnLIG8+Cdy4CDz3eeidu+14dUTvn/8KrKUFB0iOS57Qct9pnBQD2b96TWStRQsr5YylP3tFOS6NReSdVZl134/00IbtUDhMUzZJwTFiOhiAAmXy+WxxgMQ9d0tPqCpl7kz41N2JFD6YqJTjkkyzKsdlR7wuGGM4t5ni2ZsLCM4wmaTu2aCqkmYnS6ftkRxXVfqEhp7Q4XJcLlM/niqtOn1bTBfIIXyquu1zTsFE1Cc0DFZzY5sb0433jTbDwXIk4DqHyuZQJsHWJMWunsFc/RoYgOf0Ke8J1WCj0nFjftXK9mtyXJ0v8My+xlvvPdMJQAF7LvbNDOfmu62vUaqABLA5m2KPpuKD5LgkAx84P6r530fXiRz3pI6xbrUn1BdjbArgNQCehZXJPgfgO2u/fzdKD+hHAGzB+j6p3glgs/aad7v3Un0ngGcAPL72LzGwKASEd2n43cRqe2sT3MlvjrUOLmOXn8H2VPoHLa/3xRpT5AmVadCAPe4JpcnI5kTiEFOoZRhMpKBI+tcFPI5YPOIxqlchJjYsoK1lTc9DDCDAFfeEymCSx2cBm0EgNBaKUyvqE1qZEPd4r3is7YnzruS8CUJbPUEeOK7SoiUeTFT32Q1q0XJL0nGDyZxbpEnSSaMFD3NJkckRe5aSP1tTKEbwecmQdNylnfzYYKK6J1Q0gk4YdMMT6gOMdIECouwlOWAyw5wnlDx1Y4uH7RHc/bfvmFAVhH1wxIOJKvsSApRGOm6LJ7Tu5yY/3XIXRWwR6QgVa1nk970CQt294M6JwuogVHCGwnnHhUwgOLPHUWsfeDWmD2pYPpjHfU7hUlDH+ld9KyFjwCMtWgyBUNm0jnTVzIFQlc/9teVBqFYlOOFBMJHktndueK4anlBKAT76dXHW+ULPbableajf7257tDgxSwTmSGFCT2hwXekR6bgQSenH7/FZMp2jMALSBxOVi4wxgElJzASQtW5fzFQsgdAZ1PIQCyS4bXuCfczAblobyxPLLZzbTMsgsTHBRHQ82kBobT60u7ePvULg+7+jnRWmmiUCu9iA7uj9SWnF29MJdjHGEzqg5V9Yvk/oai1afHDUSTDRSR1D3TIQyhj7CcbYexhjL2eMvR3Av4AFkP/QMZt/A8CPMsa+hzH2LQD+AWwQ0c8BgDHmIQC/AuCnGWPvZIy9E8BPA/i3xhhS5v8cgEMA/4Ax9i2Mse8B8D8A+MnQS3qryzOhpmMQcKuad5/b8amUK9fn/jnw+Ie6X7N/CVdxyocSAeWgO2jFtF5uYEzTpBWElm0FHAhNBQ7MFDoAoVB2clW0NeheW5leBk9zagnREk7kQxfaJ1cmNsFUhY20D1iiZLLpPXe48Fr7ZwQA1YtB2eslBG89wRjU6qEyKXGr57mYVl4ba+dR/tKtZI8Ff5Hr27QA2rJFS386blvAxFGK1UELHDsHIE1TFBCV3zG9pnRct13jJxrVdFwF4QPPouVAaKxFC5gAjzChjeAXZhfDjCos4+uPxQAQqlyf0BUDmiSpMoq8EUzk0ypBwUTDrz+6V32ycAsILQEHgVB3HhY3y+CeNQQTAfGFKipuymRkzhgKYxc9jNHQ4BBHCH1XvAykY57lK5lQvmowEa+CUArEGcsQajjGPtLmA4BnQrUYB0InCcfCJNBZAEJNmY7rF7zCFi1uMUWzkuUrFyjc9ajpe3YrUYbUOadOum17EiQ610FowFrCMv9zMwGyeIsWPSIdl8uyRUvYazRW3BRQTPrFHgMG+BYtdH+V16lfaPRMaPtiZsFLJnSJFOe3J2VPbQCPLbdx29akDCZagQltU9CkUtiARbqO8zmWSPCaO3Z6P3uWCuyaTbAOUEnzoTRNsBCuZ/ogEDoOVF7dX7jtrQZCH71snyXFYm+l95/USXXVrWRC7wHwT2F7hf4igCWAdxhjnnC//2sA/mcAPwXgk7B9RH+7MSa88v8wgM/CJt7+e/f3P0K/NMbchGU+73Kf8VMA/r8AfvLYvtWA8gl/A+S4d5077SSQR8DMv/5jwMd/pvs1B5dxSe/gtq0ShHomNF+FCXWJoUnqG73X2SvlJyOBHBdTIGRCjYICb28Uv6aKrazXSxMga2GGy1S/9s9RLmG08rk6hwL3K8cAsD1LccDcw/U213FoEBPqvkc4wetLZxQRdtFJbXK+UXlpZ89a38pgBSa0Dmz9xLfWKsP3L+xiQrtb5RylPNBQVTkuYL169RYtXFvp6qoMlf8cSqqmay+YKEluF2k65VgLO3HI5GYjqTeWjmtBaBsTatMvPRM6YHGIOTnu6kyoA+HF0l//S5NYqX4WMqH9iobK5/r+q+7Y+Uly855REBEQuusX6VZlCusVUwb4/Q3a85SLewrQyrLTR3iCF8LZMETimCQLsAh08BXluGWitD1mdL+MTRP2MmVizOr3twN7ZiQTSnJck8/9fR0yoSpgyHZmEn/kHffigfsu2F+H58ozUnn1zzUwoZSQa0FoS8szNzYIL8eVOMSk1ie0HCOGgBBDEl9ZpuPqHkUS0xaEUtk+0JSMTHLcgAmtMawl89y8mDVLIUwOk8+xMI4JNeX5vmxO48LOxN8bYxauPfhtGT8SwZFD+kVHpjMskQ4a0zZSy4SyZbccF7DjSDpzwHbR/npfI+W4l2+6BeZ8NRC6zJyiYXHChJ7U+utWBhP9wZ7fGwB/0f3X9prrAL6v53M+D6DH2X1rS4RMaIu/MM8WgBG49/wW8Cg7GguoVTt7B9i48+Uunkm3q0xosh4mlLs+hvXvoArrgYAHoQI3MQWyy5V913DvP0Y5LhvAhBoxAXK09voySoGhW45qmdDa8VQFcsgKUNmeSBxgA9s4BM6PAaF2Es7D1feeSRBNAiqeUCfHrUvbrCSuZUHEdK8kt1WM6S/luLXPop6mXfeDZ6SPAYQSc6YL31WWPEKTdGLBYLAizXSBgiWjPGqxEiRdJJal5glVNQa2Uc4Taianmr9jwrbQCH/UK8eVARPaP/nhaokM0jNJY4vGIh0woTmkS6wuF4V4pLVMV5VeU2JCqd1K8zMqDCVN4Bc3/XuP6v0rtyPBTHyMCUE2SQ6N0YAuoMGOtNjxWfkG/Kv5t2EyPV1pP1J6Qlf8frXrhBi40Uwo4/b6M3GQ4hnHZDwIXXoQSnJcd12oIrBZWHbvL/3eb/HvDe0Je4cLbAO4vruPM0DZY3ONctzbtiYwyxYZvNteIks57vNIwYrr5f4Gz1A1gCUs8gwJACEnQEHPiR4mVBdQtXvQLzL6hcryOq3Li71kOCbH5QmkzrHI51ggxW1bJRNqwHAVO7iwPQVnKO+NgUUy07bndyIYcgjvy+dO3TGk9/EsEdg1GxBZO6j0yjAhsLM5xfzmJmZj5LhD5bXuHKw0rwMCT+gJCD2p9ddvmif0xVTeEwrTKhfZOzhADomXntu0E/+jMKG66O5PdXAJAHBxueVDiYDSiE+D7uhtomRCY541kmWRzGszlTg0U7C82idUuQbdY3p+jS0G3RkoBABGkhw3zoTqAQxc2OvOf677jhUmdCqxZ6bAmXuRiyku7S6GgVDEPKE9INRLPYP9yuKeUKCjT2jPSnJbxSS+pSSr5gmlY9s1uTjGYCJeBy3u77kRmE2kBYPB+eUmHwWKWrfrg4ncdmsgNIfoVgrQCvy0mZyqmYBoMKGxPowSAsoCa3DvSRwEQok1WDGgSUoKBSmDiZiwIDRkQhn0qOuvZEKrINSw5nqsjnpCb5bjmFwPCI1K9ml/oX0fXiECJtQpRo4CQi9OXok/nf8pSJl4OaPRuuxjvOr9VGdCVwzsMcwF9LUoTi5t3YcPqtfh+Vl3S4t6kScU+cKP7cSEKl34xbkoMxecq71D17ty4a7HNcpxz4ZMKIs/B8irKBN7XEmOy4uACQ2uKzOAOSO/O5OJP969TKipMqGhJ1RTMFFwLH3AlveNtiuKNE8hTQ5kDoRuT7BvrFonm5yFgsBt25NmD9cBZXoWURNpmVCyRHCVWZ/7gIW1WSqwi00LQlsWcUMm9NQswT7fHCfHHSqvpXNxZBB6Ekx0UuuvExB6C6oy4VNxQFNkljnYmUp0TvyHlFG+uXO09i3z+FS+VWFC5RGCiWi1e5Kk9oFgGFgNcNdXxEmOy0PATHJcc7yeUD6ECZUkx42zFLrDy+I/IyYRckEvMpBJbk8TfEG9DOYV78Xf/+BjeOAnHsSNRc17FCliQpksJz59gSllMFHwufkBciQ2iTHcf8Yb/sHyl87Ts1IwUYsct8ZICdpX1R9MdDxMqD2W4SqyKZYoIDBLBPKaN9OyAkcHJ4ImsjEmlPN+T+hiFxoMaQSElh6z8phyxOS4EhwazKXjjvGEcm0nbKt6QhPJkRthQaibrIlkggyJlejSdiLguatIXl0yoe3XjmfigIoclzyhY+WlbdXqCXWBPIADoTTRdnJcdURPKE2mpWCOSbLS+9K7v6InlMYi7wl152/k8fLSV+89r57n5fQCvi//c1DTZgugrpom3HpAi1KOSz1TtdIlY9hyTdB440Gd+wwCcOtYnDi/ZY/hhQ5P6HJpn0tSlum4c6RHBKFO4puE2+33hBqUxypMx0VEauvluO5zTRAEVS/yF7Nsz4NQYkIP0vMAUJPjjgChPYuoqZPj+gAo7XzuAxbWNlKJXbNhx48WBtEzsULg9EaCPbNRLh52lbsOiqGgkpjQoUFGje2583PChJ7UMdQJCL0FJUyBQ9PNqpliicwNcHbif1QmNA6cAHgm9IqpBhMliXATv/ErZnlehrVIJ8eth8noWuqiTcedQKp5YLa36bjHGkzUkrbYeBnJvDrkuEAPCI2EwFCyZciEbk0lfjj/k5j/jp/AZy7ewGGm8B8evuJe334+GAwMRHVC3LMS71u01JjQBZtiM6238+gPJqpH6/dWBNiaVjmuO7YDgonMsTChjjkLmVBlWxLMUgFlqi14uCmg+jy5A8qHVtHEITjGUpQBNa213MOcbWBrFrkWPLsc7nfcEwrYkCEFUaabDgChaXGAQ7YBviJTlwhuxxCV+2MgkxRLk0AHC2xhC5MhRQBBuQUxYv1i7Uh0yHKHclwCoetiQtuC6DxTw/0ftvWVcraFozGhU+dtSzgv/aZG+XtRrCgr9WoGAqErype1l4PH06/J6zxLx9335AllxSKQ4zrmPZTjRsZ165F3zBKNy26hiLyv65HjUjDRtBWEetBbScedQKhgAToY44d4Qsn/KJJJadvomYtwU0CHnlBwwCm5jJfjVj2h2jAPkHUHGNTuWcazPSyMleOSJ/SmOAPOgHOblgk1Zmww0QBPqBEVEJqzdNA9t+GYUACt7Ga4mHVmI8VNMxvFhN7YHwYKiQwYFEwVK1LyFR3qupM6qRXrBITeguJQmFPwQctqlCky56HiMEwcjQnVRSt7BwDYD0BoIMdN/cRv/IqZ8hI16aRdvMGEqlqq5OZElCEDxIbqMpio/v61VaR3Way0dIl1LTIU3bGCSxWT4xITKmpyXADYWxR4+Hnr5/ulz132r28rZhQMYxVPKOuZHPvwn1DOmR1gjik2J/Xv0hGStaIX04L/OBNa/ywvAe1a4aaH5DGm4+pgAmdU5pnQArzCSAqTR6WdY0vSBIjAb9iiZQgTutzFPmbYmUauBd97NQChMTBHMlC1tH0ACYT2LQ5lh0jMEnu8P0WyrSgUxKhSjpsQExqA0NHpuLXzqWqJ3WFFmdDlrp+or6tFi4Eot1PZgSr4EsyxPdqygwp8ZZAPwEulBWd2Eu/kjJ4hWtHP6xfBdDUdV4wE7d6T3JKOS4zULBm3n1aOm4BXQCjJcZVfnOMxUAQBhioTytz3JBAq5KTxvrH12ju3cdepKV53107ZA7oBQt19IKpyXKmX5cLcyBYtngkN5bg97+NGQYX3D0OZIxCT4zrptwdHXXJcdy3JbBdLkuM6JvQqzuD81sRdvxht4SmVTPHx2toeSjmu1JlPlO6rqfOEAmgFlp6ZZhKnNhJcUxswHS1dyh13193QPqHu+a1WTMel+08Uh63S4pM6qVXrBIQed2kNDoND46SdbQDP9dVLhehuizFwm51yXGJCay1aJKdBd/xgRatsXCTeE1p/INRlbJup9G0XfEKuUdCGj066G1Ut8q5GpQ4gZ/EVQB+W0/U5LSBUGe6bewPA1sQek0u7Szx+9QBnNhJ8/OJN//rWj3ey4lCO27cSz2NMaH6AOSbYnNTbebSfh7Cp+5jSEXaYAL2ot8oY0ifU95k7BiZUROS4KkcBiY1UuATVEISuSY7r1AQxOa5oCf6q1HIXe2aj2Z4FaGVC69excZMzrpcojCwlwn2e0LkNRjngESnwwCpDQXIvx03T1AYTBZ710em4JMclEErsQEx62ZKOa9Yux21ZdCTZZ5COq2lcNZYJlUcCofY7J4IFLVpKEFpPqh5afvxxx2zVYCL/HPSy/zgTujGSCZ04OS5XyzL0irmkXVWUNoWYPDSQmvrrgL5n6Kc8Yt1zZgMf/rO/FS87vxmVz1e2547rRHIUrMpCV+S4A7zctCgjwxYtPYvBosaEhouMpeQ1aNHiFlO8UqqDeQZ3IDTfxQIJzm6mHoQ+r0/hws7Ef74e21WALB4ti9Ekx2UqB7SGMAUKPszvS+m4APqZUClxemaZUDMiHZd3tfwLisC+WdETSmMgN6pVyXdSJ7VqnYDQ4y5NPe5IjtsCQl1LA7u6y9Ygx+2QTuxfRia3/MoiVSI5MsiVgolUkAzoJ0ttnlA3udlIRXlcyG/gg4nEqFXNceWObd/kNdms7lv9U0iO29WiBbzJcrj2CjJ46BJj9emL12EM8N++95UWhLjXtxVz/QLDRvBCdj8oo57Q7BD7pglCDVjrg92D2JHBRGDcswnlhuK9F4mN6OwTeoyeUB8QFKw6G5Ujg8QsjTOheg2tO0iOyijUJWRCBTFi3Z7QXTPtBqGhlxW6MpEMXyfUshZM1HNfzq8BAA7E0ZhQkuMSE1GC0Kocd8z150FoTY4bA5Q6XEAK5Li0IDGW2WsrwyJjBNBgQnmtRYsyHPwInlCS40rBqy1a3DERKzKhfkHM3TO0qCmSsXJcaRer1syEkhyXq5IJLbhdDNWq6FS46EA63caErkum7asloE4XSyjD/H3JGCsX8UwVBAKopqG3FEmnRZJ6Ca3R/XJc0wgmoj6h9mdVT2gNzHfJn93CV6LmWJgUs0RAp1ah9GRRbTFn2Dg5rpcKtywmWTWGsHM4txioB4LQRHAc8mFyXMatJ3TXbADz4em4fGgLO2qFM5g5rb8/OP8nvtCTWnOdgNDjLjdgzAlstQQTQWXIIWyT+yMzoUV3i5aDSziQZ8FYmcIHhHLc8StmfqIhpGNqmj4nE0h2AfvQVJKA3h69yKfjRidm66iBTCibuH3LW0AoPTy7GBEmGj0ZrSc0Lsf9xON2Av+d33w73vjSc/71bUWTcF5hQntAKAGrSjDRIfZN6hlZKsPbwx66+rt1lfXAVSc2pQ+txoTK6qQqviPHD0KrwUQ5CiMwkQIFZIWRFEZBr8ETWvaEpHTc8rsxxqL9Z8PSyz3c1DNsR+S4xk9qq3LcRtNJ9zqhnSdUNN8XLceEzuXqIJSkcFC5D+BIJxNkJqmMoWF67JDyvZAHyXFFee0TE6pzMCfP52tIQQWs7HSIJ7RUmGiwNaTj+mAiL8d1wEC3H5Mh1WBCadwfK19mHByBJ7R2nin0ajoWhEoLQqVeemm1cj1TtVaBwqNFjksMtbs3uaZ+qCWAW2uJFhCaL5FDQgaXAK9L5sPragAIIRCaJAm4U+p0LgDCMaHBtWLCSzLSS5pk5b7/a8Q36iuQNi+QYpoI7E3uxJ44jU8s78WF7Wn59Uam4/rnV6snlDkmNPPzKS2GS60zGv96PaEJdqaJ7Sua7TYY77b3iYEglMYWvWowUXj+TxJyT2rNdQJCj7vcg8MHE7UNBCoMJooAlzFllGVC29jU/cu4KU7jzEZaaWRvjfiyfR87qpRcyeAhU/OwBIOuL59A6yaWLnCjNaxjHeVbq3RP4FhKALlFjhuRGjU2FZHjUsuLejARYEHoRirwkjMb+L1vuhuF4bi6285qM2gYxio+JN7HhIqmzMpkBzjQk0YwkemQOPmV1bHgj/EIMKdgojoTOoB980zo+tseE6tRWZhxabGJYBao+L5tyoG5NXhCneSWR+S4AKBq4LdeZn4Te2iRiu3LKQABAABJREFU4/qwpzLB0qZFxz2hUi9tCwYv4+6Z/BzahZSFjPQoHVgpeWJ17gNY0nSKJRIwOiY+PXb4Y0zU5LhlaE7zOFUYymBMZI7p5cl6rjcTux+AcvJHTKhLHYf3hIojpeP6YCJhvaXKJZKTwkGuGkwk655QYlaP5gmt3wPEhI6V4yaCIWMWhBbOtqLdc8go5cFJrHesYQxlaxH3PKPv6f2U6wWhvCWYSCubIxGGtdbVCpUxfggT6u4LKRN/3VVsG5ESRkEHFgT7zCAmtMkqkxy3zoRGFQ3BNbhwLZ/09Cx++KW/gF8/fLmX4/rtjli4LtuCtYBQGaTjuvnJGBCaJ86O0OYJDWTvp2YJds2mnfP0AD1a7BjKhNK5WDWYqDIP61LYndRJrVAnIPS4yz2A++S4TGXIjAOhQQLf6NKlfKlVv39wCVdRDSUCSh/W4P5Tlc2W/gYfTNRgQpvSt4RWjWmbLnBDx7yU66qO5thhiYn1dJiWh0JXtDyVT3isvNEmAIeeUGKsnt9d4r7bt8E5w5teegYFBG4etIdMMePScYMJXt/kmEeYML3cxyEmzWCitgkyAjnTSBAavTZafGi+RctvGhMaCSbSuVMt1K5TYn4GSra6yrccoO3WrtXe+2O5i33TFkxUA/bE7PA6C05MaGa3V++x2VaOCT0KCE2C9gjEVk0nE2QIFslW6A9bLioU7iParx3r1bS/P1yUyhKxsCB0bMuRtootVNkdqDKhYYItcwnbRwsmEv5zASeR1Lq8nyIgbEiREsPbOnww0bj7wi/GtnjvV03HtUoC++xTc+vB08LJcXV7Gi9ggQ73wURuzKoFMPUtAo4uTmNQFUSY3C5cJ8E1UPbgrAE8VC0FbaVVjsJwpFL472965iICRWXsMK7Vj/1AB+grclzHutfCk2LBciwAfQWfgHOGranEE1cPoI1rYUP7vmqLlpbxgxbCWKAsMyNCp9jUjX89wURcCOzMJPbIQ9rTpoXGXzFwfuSl0QMWIeI7GhzTEznuSa25TkDocddAOS5TdmI7EeJoctxwYGpbtdq/hEt6p+IHBYKJX0dLkPbNkhzXpQxGPJ0UaR+CUJHWGGInM0MMvMVKK+ALv9AdxNTYWQceey7/SZJiblLoZZsc1z1EOsBsjOUomdDyfaEM9rV32hVU8sX1yXEN45CBBKwvnVF4OW7gc8wOMTeTphy3TSoIQA3wxMYqyvQbBW0YRK2vpF+l7pAodQGJoxY1gq9MAD0TyquLDBQGsk5PqKa2Rs32KbwrsGq5h902JrQeTNQmP3TfQ+plBYT2BZWQJzRLVwehUjAUDoSS124ysUyoZ4d9cM/w8y5k1ePrfVkR1i9Mrd0/LBeC+MKCbLEmOa5mwgOb6g4003HL3pnKtcJYvSgdN3GLYYrudUN9PVe7n4Rvg1MDZyNBeyMdty7HlavJcQFAOdBpnAfP0L8DT2gMFFUUOuSdNRTA5FjENctxaTFA1UGkyqwcN2RC622UKsFE/c9To2xyeyK5H3s736eVbXdWkeOWdgvjk+irwWp2MYUY5Y7niKyCUMBaVx6/ap/JtwVyXNvDdYQc119XHS1aIMF05skDM4IJ3ZxNsWBToCXxVgfqn51p0pumS6VGy3EpmGhVOW4IQk/kuCe13joBocddXo5LstMWJlRnZSPkDvapf3vBAyPmCy0yYHEDzxTbviE2lQc9K6XjVicalfYGruJM6IQ+AAD8Cj/4wDY1T38a+Bf/NfBLP9QuP67XQE/oNBE4wBRqGR94S09k++TKMBkNJlIQCEmMEPy9+nYLQulh3bWCyYwGGKuwDH0r8UJQn7Zyv1h+gANMm8FEjDnJY+S7UbrgWuS4lgGvywu529eukCrtPWzrB6Ge1QkmgEznyCGRCiedp8mAB6Fr8oQabidAQJQJbV2kUQW4WuDATKOe0EbfQc8oVs89Hc/EZFBMRv2x0ZpfxxIpGKVLr1BpEApCTOjGzLZoKUHoMEVDWOTjJPDpFRxROW6Z4qwDVYlcXoc2DHJNclzEegkDje9XBhNpG0g2NhCsVgTeJMnzwWBg03GVYf7nY4s54KDcMaPxK5EjQSi3i1WmhZkk8DxWjguUIFRTEExSMqFdCg8dykh9/0gXwOS+77q8wlT0fKnLKU2RITNVECo9ExqR4w5iQjO/wMaHgFCaK1TGDgb4PqH0jAzTcek40j6650vkeLMkYDrdOduaSOTKvqcqx2XjmFC/iBq/fmy2hbRMN82lRoDQU7ME+2yzQ45bWgF2Zklvmi6VX+xAMWzO4/uxrkGO28WEttiWTmrFuvEk8Gt/efi89hu0TkDocVc9HbfFbymcv8N6QnnrxL9/e8FAk0dknAe29+TF5VaECXVG/JWY0Krvx0SY0BgITWtMKKW9tkrU6kUrc5/7eeATf2/gzlIgQbeUbZpwzM0Eqo0J7VlJBQDDm4CLm9y29gi2LzjDpptMveZOG2iQCNbLhDIYO1kOkif7ZG8imMz6z8nnmKPJhCKQnzW+26rgL+L3NUZDgzWycSi1s0sS5pnQFZmbriJmQdc8oTkkEsmgmCwDgui+WQMIpXZJ3H/mCDmuu5cyJFEmlNXl2C2MIquwG9JPEvs8Yji8jj2+7YNjVqkkaI9Ak67pZIqlSXwQzCpyXFljQg21loq142CB9DJYPJSL6w1P91Gq1RMakQsSE8rWyYQGclxmNCihfNXkXR/+RMesKJAb0VA59BYTECg9mvXFhsmK6bgAoB1QNm7Cb6RdMNFaleAkek0EKg4KUyMmlPyU6XCgMqTIr6zqcwfPhJbnSdaD3MJxdgAIMUp5v7tv0dL1HNZN9YdNVK9vv+oJrYLQ9myFENBTeFS4sFaV4wpgxOK9lyp3jB8Fje+0CDVCjrvjfJ7tclwK45PYmUrseSa0W45bWYwYwG57Oe6KnlAYVWaatIHQyw8DP34P8OznVtvGSTXrc/8MeP9fB/aeXe39Vx8B/sn/JY4Dvo7qBIQed7lBoleOq3MUsO1NjiTH7QWhtkfos8V2E4S6Fi3sSJ5QJ8WKTJJ9E/DgwZJM6Ljk9CLPhA6S49LD4dwrgV/5H4AnP9H/njI3vvNlk8S2kDEtTGg5WekAoWiyHEwr6MjqKz1cX3NHyISKzgcNh4YBRxI8HPsCQGgS4Fe4VQ6uMxzGWrQw0epP9nKisem4PJYYbCfV9bRP34S8S457jEyoqHkIAXevGssWhJJNAn9mxUCXsKRwCdEOcNVX6w2T7XIstx85ZLcn1FQn03WmyQSgXrEyHVcP8ITuYst7Dlcp6RZgmA7luBMskUAE0n1gnByX16To9F1iwUSalyqGsMdesrxuPd0jr/u2Mq1MaPP7KSbsedP6yCC0zoSSp844pcaqybuUDkuBUsapW5KRINQwDgEdJBi3eEJXAqGOpXf+O5bM3L52M6FhaxF61kpTtqIpDEci1zut8kxomxw3OE2yJsc1o0GoZUInFTlulx+fwumCYKIw/Zz8nsG5L+W49fCiyIJZwISSZDpcWAvnMHYRZUQwkel/fimWVJnQZNr62nqdmiW4aWYdTGi5KC8F7w0yoqouiPZLbOtpzmOLGYM9UM/0Fjnu3rN2vHriwytt46QidfUR++cK83EAwFOfAL767y2j+nVcJyD0uKuWjksJevUSJkNBCXNHYkJ75LgHVwAAV8ypBghNBUfhEinHlm+/IogJ5b5Jsn8NeUIDWdZkUpPjGhUwoQOAOIH63/23rCToi784YGergR9tNU0EDjGFaUvH9X3GOiZBvOn3st8xBkIl7tiZ4vSGa9DNOQrwzkGIQYMxDik5CuNaOfSsxJcyX7dfbnUzHkzU0SdUjwcBtNcxEBqV47oQi67JxRBZ9KolhYQyrCpl04WXrJkAqPjztA4Q6hYgeKRPKECMTMsxcfdSDtHTJ1RV/qxPulllYimDYKKeyez8Gm5iG5PkiEyosSoAE3jtFE8981SC5+HbkZLOJ/kVS19Wo2rpuPvOUpHku7bPr1gPExobI9zO+d/7H4GDmQIMqtdO0Ffvvu88/tD9L8HpmfM9k6eOpPGrglDPhDqWzCkHxn4e9Z70917t+77qwjZecX4T33Rha/xOujRc5kAod+DCaNXdtzJcMCAQAcsem8KCwrFgu69KGXztvisyLFGX47p71gMPu6+5EYM9obRgQAtfuus5TIoC0c2E1tNxNRiYpsAcGn8iTGgox3XnbNstlJ6aJZWFLh1R2HRVF+NdfqaA0GU6LhvDhE4TXFcbnm1vbD8IcwQA9AQZ+X2qPIv652r++b0qmDEK+4ZAaAsTSsf9uc+vto2TatbVr9o/Vz5v1XHq67VOQOhxl7uAiAlVbSBUZ76/YKs8a0j1BRPtWyb0Mk7hfC0dtyEBHLVZtyrsHgo6wubWJbuAbbsAIAgmKuW4om2SHRYxoZsXgGQ27IbzTGiPHFdyu3jQNvD6PmPtD7FYCA8zBYrIe+49t4n7X37W/9v6AgXQEUDAjIFhvAyVQn+furLfoDu+7jqZY9po0QLWLsctmdBxINQw0QS2bvGhnvbpWduOyYXukFQetYiRC1u0MF0gh0DaEkzU16d1SFGvXX8vNjyhEa8xVcCExuW41ITeXVc+HTfeogVwrKCogYK2ml/HdWytRY7LdV5JHVU8hdSZvYcHyOHrRa1v6HyaDk+oZtLfu0ZluIEtzz4WEOuT46KlJZe3DZTfz/ap1FZNEVnIGlOvuWMHP/493+rvuTL0qIiqEoYW8yCU2m4RsBn5eST/ps+pLTK99NwGfu3PPIDbd4azU74cE8qWu1ga6f2qWhVl662oHDcAWJUF36UD22LtIJRFErrtD5rBRN6nTN/B3dsZ5LBnoy48kPbjhOpiQiMWhLCNjfszvJQ4A7Qpx/RYGxf/2hD0uYUCamd2obaIriGq8uOe6toulWIJuCmZUGLMh9SpWYKb2PDhV43t1xbAOIHQ5QgQOsDn65nQLhvF4TXgl3802lGBQQdMaPdcCM+dyHHXVle/Zv9ckcEuF5lPQOiLu9wFsGR2AC1aUly5LppM6CqG5IocN8aEWhAaY0IFZ5VEzjFllPX9SMcKxnp2NVb+YBMv7W67CbxRUEwM94SGXg3GMcQjUQZ+dE/iNlKJQ0xbB94hclQLpnXlXLZNIP/2974ZP/H73+D/bT2hzX6rYVE6LrXX0YYh6ZPjcrsS7Y+VY3oPWuS4rcFEA1rURMvJ7CrXt2lhQkmO2wVCfcrgMYBQx0iGUiYrnZeQgrnzW/OErgGE0naJ9Wuk4/IuEFqqEmLhMvRZuvaQajChATDTgSdU9XpCr+G63jwSExqORQRCpEyheWoXMHTRKiPuKr+o4N6rIz51XzUmNDMSh8z6tgrwlYN76mV4c4wASoaoshjACCgePZiosR+UWNqiShha1HbLM6Fu0UaMlS9TixAKvVuT/BkAmAM0PNuzIWOpWwAOW9REW7QECp3wOakyK8dd4+IEFfdy3JqiRuXITLVFix/7awCv6LF1UBlVQBnHhJIct5MJbYLQsLd07BnBGINmLJCJtqfjioAJpYUDyi0IQ4kAt0CwAgjtuq40T2wrFKe44nKcHHfXbMC0pOPSfEi487u5sYElm6yfCfUtWjpe+8ivAR/7u8DzX4y+v4DE3KT9TOilh1rDN09qRB1e863OjsJgA/i6B6Gt+jXG2N9c4fP+ojHm2hH254VXboBV0k5eVBZnQqXJyv6CNBgb08vWNbcXgtAYE3oZuZhhjmmjTyhjDAVLbF+skUW+H1o9j6V3erY0mPDNpnYf8myBCSwINZCubcGABwpJjuXETlqGPIQ8CO0+trNU4ComYPmV+AuGgLCwJyOteBoVlbCmNS8ReUJ5jycUjgktINxKfPf3Eqwmx83tgyUaTMR4qxx3iCc2+j7fIkRXpKEKvDKhAoKech3ntQxIWr8ct0yMLs8Bd31CJWcwPGl4QrGG/pGM0bl3363u12yTcAJlX8YkLh3zILQo7FJIS8BPyCybwBPaOZkxBmZ+DZeKTZyeHQ2MK5aAmcIvcCVS2HASDXvfm/h+d5Xk3PqsiQntAKEVFYOTlO6zDWyZfecJXRPY8JPv6jWuVAGJ6vhinIKBG31kJrRe/j7TCsURmFAphJV/Bn1CVzpeNSb0qPLjSrnkZp7tYQGJJCm9wgScYkFKOlQpheOyyvw1Uh/Hj1pMlCxtWDzGhLoF3qKw1w49o8YwoRRMRKCws78k/S6U44ZgsIVtDFOGafEl9hyVwRhGLCRlJ1zYrgJCC35HzF1U/yKy5hJClXJcng4HoTszieexCb7cjc7lfG9sd+x2ZhL72MSkB4RWlCgDAArJxzvndU4hF33Out7tB5himh0gehd7wJMDVx4G7nh9736dVEdd+Wr591VBaM1u8/VaXbOlPwXgIwCGLmt8O4C/AeAEhAZlVAYGF4RQACrGThoDYXIvxy1BqMZosrrXE3oJB/IsBGc4s9GcJGomrQdiZPn+YqIEoY0EVFW4XpDlw4Y8oVm29CBUs7TKQnQVTfyJCR3ynojMLVabE4EDMwEvWjyhegAIq/RktLcbM4VllnrKekIF0p50XDDmXisHeZLKdNwqE7rAFNMae2VbtMQBYJdsrbMqwTjl8TFgkWAihgI9LVq8rGn9wg6SxRpdDoPcnT/GWJXp9j0n19OiQTEBYeLpuIZJy1Br3fQ2u/s3SeP7YQJvZwIEYK52TYbsBpeeae5Mx832wXSB62YTt28eFYRaOa4pMu/B1GIC5LCTwhWYUMGZb/0CoAy1agGh3hLgAMaekbgDWLMnlMaF6n0Wu7/I98ZQQLOje48r23PSe+Wk8fUFoaFFqd6axmYHbMYeL+OZ0Lga4CjFE7soLLI95EiQSpK8qigD7Sv0HYY2iQCErp0JjSV0A65V1KQCQmkMpAUMYvvygSCU0QJbhQntUGS1MKGoBRPVe3LTYop9SQcTmsZAaIsclwkwM5yFo0wHdDyLNUsgTA6TL8AAiBHBRDuOCWVGWQZxUvMuU7CVszDtTBPsYYZza2ZC4S0FHeffdU2IXSPMaBgwHJoJTi32EB11wrHr2c9ZEPrB/xm4+TTwu35iwD6eVKVIigusLsf9BvGE9s2Ef58x5tKQD2KM7a1hf15w5R8GyQZQoIytD8s1fCYm1ESAy+AKQWiLJ/QmP4Nzm2nDfwcEkeRjq8aExuS4djLCK6mSG1P7YMkcQ2wHPA6MZkKndtIwggntC9TZSCTmmEK0gFBaZeZdntBKT0b70OQmno5bLwKLXSuYVo4rkEo7uabAnL7PraxEO4mNTjeaMfkEsiK1MgilyYZWZYiPNq4tRG1fGcNyqBz3WJjQZkIx1wUUhaaETLebdPf1aR1aCgLSgdDGQkd4XfHa9tx+JC0BVdzLcWt9QustWirshvTetM7JzKFdg7yObbxm42ggSbserCTntEFQ7rsWy/KaGHH9JYIhQwKmquFGIhYmFchkmWOd5sZuvzAC6ZqZ0AYIJS9exRNKLVrcOLnGMnSfUYuWlUGo9fN6JlQXKIzAZKRiwnsSjwGECsdoyeIAGc4jSctAHy/TjIAiy7YRs9T0hFJq9jqLFn9MHYQqG0y0GZymhtTePYNzI4fZW7TykmI/5nQxKd6CUPWEevVMi+RVg3uGrisISgTMI0+rILRuJ2oE2H3xXwJ3vRk4c2983z0D2y/HVfkcsrY/fbUzTbCLTfuPxc0GCDVaoTDcy9R3Zglumo3eFi2V62CAJ7QM0uoAM86mFTvXzGgow3HIplCL/TgIDd/33OftwvYHfhKYnj4BoavU1XUyoV/fILRrtPzjALqXZKr1AwCeP9ruvPCKYupZMoUyLJ6O6/wG2jEorMKEjqxeT+hlXGVNP6jfFbfyN7pUUQFAOtJ2wEp2q9H/Uy/HpT6hCprxEXJcdzxF6jyh/e/xEfw9c6xZalu0yOKw4dcKP6fTi1hPIgV9x/4JlSTWpmPyIJwcV3KbbDxIjltnQp0clzl2oLr/gTS8Xiu2RjGx69vEexMyBudf7ZDjegbyGFq0cI4cotqiJWCyfX88XZS9bteQjgu4dhy0zUiLFrvdyL3q9rUNhDb6fbYsJoQSVcOlVzB0MqHOx3LTbEaVFmNKscSqMlzbiEQwGAoqCeS4Y64/wRkyI8FI4tkjx7V/0WAudOaGshNhKx1fX4sWAA2Q4GWQwbknT+LQMWRMUYsWCglbldGzILT0UbMVg4mMv04dmF2jHJcHY11uhGdCjVLl/RC7JjhvpOMCAFTuFyrWD0KJpa1OJoXOrWQ9GDN9oi291mgoU/VBd5X1uzsQSkx01zPV+8/DdNwSqBsP9KrnvuLz7wgYk0EQEIHQO0/NkEqO19yxU3mtDbwL9vUXvx/41D9o3fUylKwbhHJoFAv7jBwDQskTCgCI+EJZrRXSzizBdd2epuv3aXQ67gAw4romRJlQ2B7eXe3q/LlMty0Ifejf2PZHy25AfVItFTKhA9rwROsbhAltvfuMMf/QGBM3MMZf/3PGmBbX8ou3lBukkyRFhiQOQmlCRJIWfgQQGkxkdKxP6P4lPK92WkGo4dL70EZt1kmuPBMaayGhVUWyCwATN1Em349d4RdgXJRyw64qloCYWLTC+KBjpjWl43ZP4jYnAodmald1I9Jm30S9K5goBCmuOOKe0Hpx5wmtt7opP7zsd5pI8oT2T4LqzcJJjtuQC7m9tfvf3Ac6jqMDgSpMP/zftYn1CWWOVR8STHQMLVoooTh42AtTQNN59Yxk7oNY1hFMBFjA4as2AY9dV77cvqYtEybPlviJalyOy2og1Ldf6pr4zB0TarZx+qhMKJeWCVUuCIpze68D9sE8oNl8vXyKtKbQHHftxMK8/DFWVqZoJHZBwUQC4pjluEo3F1comIgZvV6PJAIvn1YojGgsCA0tKWzKOoqqHHesx9QvLlDq9BqZUDkJQCgk0oSu7VKOG+8T2sKEqixYiF2vHJeuj3q6KTd509ZRe61x/WR1j6LGF4VScVYy0V3P1EifUDDW6BPaCFZjpcVCe7Y0kpOQSNuqCYBI7Tm7bXuCz/xP34lvf9X56mci9KIae05iliR6/ZDWXu576YUV+iWTEem4G4kfL2JhQyY41gCwM5XYNRvQ8xudn1vx6A7qE+rOxRBPaIcc98BMYZY9wUR3vsGC0E/9Q/vv5V58AfukuuvqI8DW7fbvsfO2fwl49MHuzzDVReav1xr0FGOM/SvG2HexPhPdSTWK2kckSYIcsoybD4tCMmjySg//FUCoDpqqq9iAsbiJy8W00Z7Fv2dVJpR8PwEIjclx6/3nEimQGVFJx9UuHdd+UM8NVCw9g2zluP03nJeR9rZosUwogBKoVT7ISfm6JkcR1s/KcYcBJtuSoeXh4WXF1r+VQ1qZYE8whgVWTSaUTzabm+hYEPEM5NhhgUWAbUsip3BJvp0tWsgTumZmCKA01WpCsZ38UTslkhMXUO7e7muRM7RCJrQB9AOA1HyjnZhMJy3BRLWgE9MyyQ/7hIInASPTz4TewBbOHtETapgFoVA5MkikklnvN1BlQkdcf4JbOS71Xy37G8f8f6XkmVguYjYUxNqY0HIRq+6hb6a0GudJ5McixxUAjE0oP0IwEYV5+fFBF4NsAo0iQEVy3DVOP+S0BKEZEkzSIJjIkEQ71qKlVPiwuic08FOuswR5QnWdCc1Q1KT4xCYq36LFslhFqHzpKG5yKFi/u/eEdqpQqH1SPB23S45L4KhLjpvKsvVYuHBQT3EHqufGf9fYfMu/oT8d1wQgNDPCL1YMqa1UYi+U49arNh/amSXYGyDHHduipQzSGsCERp6zzAUTHWIK5D1M6F1vtC1mLn7Yts0zKm4LO6n20sqC0Auvtf+OyXHf/9eBf/L7u0maF4AcN6wDAP8MwFOMsR9jjL3qGPfpBVXKPUDTdIIlJEwUhDom1K3ym4iEc/D2gkGpWDaZUGMU9jPTyYSKVT2hpmxbYCJy3NJvUl521ssoy4eZk+MOPQbX9/ZwdcnwDz702GAm1AOankkN5wy5oP5YzcHXDJADehYj+B6iJR03Vop1MKHey8e9BG4QE0otWjwTakGojIDQGIimGtJnLb4DYTCR24x70DX7hPa3aOnq9XjUosCn6vkLmdASDCpqJbEmOW4ot2x6QjuYUHcvTSdtTChNuF1yd0vT9gow48Jfy51MqPOE3jBbOH1UOS5PIIkJNW7c8CA0KxmBMUwo58ggwVzQFN3DMiq9LBfCbGCL9P3y8hWYvdbycty6J7QZfGYXpRQY1i/HNdQ2w7Fnq7ZoSQVHZmTJ0qzIhJYtWkjmvr7vO0kklsae8xwSk4AJRQcoQtD/urLIqjJ/jRylP26svAKhNhnlusmEsprU3ri+26prMTN8v1Z+8Yt7JrT9GVzk1Bu57gmtSm3rLGcYTNQVFJgKe78CgOxhISu9yWls6GAKh6S7Gzr2y127WDEi+ZhzBp06yXAHE0rzIesh3QCjNN3W/R7bosV9zy5F1UEHEwp7DR1gCtbXouVO12KOCeCtf9z+fXkSFzOqbj4FqCXMbQRCI9fwU5+0P+/qKfsN0qJl0B1ljPleAHcC+EsAfhuAhxlj72eM/VHG2HB9wouwdE2OGwWhJFtyA95RPKHhaqmqDxjGgBmN3PBGexb/Hp6sDEKrTCiPyHGbTCglwHo/nQvaqQSvdFS+mGOJFD/2y1/GUrFBwN2v7A6YxGnXWie2mmd0e7S8r5gc16hygtu3fdbPhIJxx9jJQXKwZjCR/W7dILR5XL2UcSQIjV3f5AVuvpY1Ayfq++HTcY+BCXXpuKwix1UlAxpcpyqnXnJrkuOGE8z6tdpxf9B+pC1MKK3804q6X7iqy3HDf/OkDO/pZEJvAAD2+DZ2pkdbFLDtb4qSSZMcjPr0FYsSpI1JxxUMyyCYKJbY7Ss4xlznyCCwa+w9oo7gmWzbTls6bnhejGsRcixyXMdOMVMcKZiIerF6Ga1RlWfD4KJzQs+GNYLuaSKwhL1PM0hMKEna9MhxgxYtTBcojDsHxbL0U65ZjitaWrQIU0A1mFBaKKIJaMmEtoKQsEwBRSnuPpiofR6i6NwEY54drx3L2eIJ1YGsufR2N8eLVHJkSKAMQ9rmcfcV2DZovO4CoR4gt49TxISaxR6WSDCRI6/B2Sn7ZwcTSofZekg3wXWfjLh8FpkBctzyem0BrNl+ub2WYCLDOA47OgUczO0z5/r2ffZZ9arfDpxzXNUJCB1XLpTos9ldAID5snYtFBnw/Bfs3w/bm5GUmQ8vABAKAMaYXWPM3zHG3A/g9QA+BeCnATzLGPtpxthrj2snv5GL5LiTSYrcBD6ZsHx/QTfIdoXB9JQqygtOZzUm1H2eMryVCQWTkCjGb7tmso8zoUVjMpK4lc6SCXUys4CF6CpTLJAZCa0NntldehlS564OlOMCgKZghNgKIAUTDW7RYst6QsfIcdtWMEsQGjKhfSvx1CeUBXLcJVJsTiPXRNjTs7F5CvBYMZgoPFfOdxIr3ceEevncMTChPh2XkmStw6rJhBZe9cDWBEJDpqsB9DuY0MLtR6ssuM6W+HCe6jZIBgig2qKl66E2v4Yln2FzNht0f3WV5gkkbOpwDoGEMzDPhC7Lh+yoPqEMuRHgNCGjxO4IcPCgR2twXTgmtJTjrgrSGtvxntBaMFGEoa7IcdcdTEQLhy6YaNXy6bgEQrXtEzr2evDBOD7wa32ge5YILBwIzY1A4uW4upW9A1DpHcuMwpzsGioH07af7dpbtNC4VgOhtrd4VXUR83uXTOgAOa4u/GJgKcdtf58PXgyYUBMykm0tWoJWN0a1y2In0s4PFkgxTbvH9ygTOkCO29lijb5Xtm9BaDLuGhRdINQo1z+X0nFLpUWnJDe4DlQxgAlFjyeU/KAtr2HQ4NwyoaKI5IwAeOaGnR995Kkl8Af+EfCf/RVgSizwSTjRqLr6CADgU/M7AQCLRe0avvTFEjM4+0usHr9iwf+Ng/g5+3qp0aM6Y+wuAL8HwHcBKAD8AoCXAPgcY+zPrHf3vvGLmNA0Ta2sJLZy5eS4JDUb7IeMbS8YlEzdx0hBAGCtnlD/UBu7euImc+STaiTVuddowyuBHqm0DJ5f7XZS1aFyXFNkWCLBf/87X41FATxxpX/VjRjMIZNXLR07GAGhZbPpcUyoMMUoJrQ1KMr3ObMgtDDDW7SoWjDRISbYmMR8cR1yXN2+gt1ZETkunGwsVjrsOxep40zHtf62ALATeKHvLAIQmveAv5FVkVvWU4P9xLQ5CaH9aGNkaVJLYJKY0IYnNJTYiSCYqMuHNL+Ofb6NM0f0gwLw4UtcLRzDxMGJDVHLgCkcB0IzJJZtgL2G26SnYfgTd8FEe4bScdd3rZk2Oa5uLnIdpxwX7j5jWh/psxNhU71J8syMgl7heJUtWhyYXTMTujD2es4hMXVMqA0mcqAotqgVhO4wU3gQatQSXOcoamm16yhBPUzD54BWENANEOoXmHyLFgOD2njfUcwo337KLwJ0+fHdglfVgsDL5USjoQ1rLNhQqyH7GrqP457QzDgQmvScf8abntAupjByfzXK5U3wbA9LM06OCwBbGzPM2bSFCa3mIOxME6+0iL7eVRhMpPJ+EEr91lsXIcgPCsRBqNHgQuLQTCHVPDono7nAl58/AF7zu4AzLwMm2/aXJwm54+rq14DJDj6/a6+FRlvHpz9d/r2DCV1k9tpYLAfny/6m1NBgooQx9l8yxv4dgCcA/F4Afw3AncaY/6sx5j8H8F8A+PPHtqffoEUgdJJOkCEpAWdYtGJMLVqOkI4bekJNPR3XfZ5GOxPqw5FGxkLTajcBTMMERCOYSLk+oTU5rglCLGClH35C3ANCmVogQ4Lf9trbwThHlveDZ/+AHjBZMBTlHwOhtJLaCUJLNoVKjGZC++S4loH+Zf12/JJ6B5KeB2VDjpsf4sBMomEP0RAhv/n+YIdYsYjEl3WwL31yXEpXPA4mVHC3SOLlXS5EzCdZk0S1gHYtkcY0NO+q0O/VaBfREUxEjGy09yWCyb0PJoqn44aTcMYluKxJ/WJ1eA27bBtnjpiMC5QgUBRzFJBIBAMnZUKx9GzP6BYtSCB02Se01a8YqDG4KaB42fdPDbx/h1Q5frTJcatMKIe2Y+sxMKEMZYuWVcsnEHsmVFVCtoaW8Umv7lytMR13mvCSCYXENCnvJ996KyZ3DlLfmVZl39hsAaaLwYFzY8rfh/U0XqDsm0u7V39uumAiDdtzt3dbpvALEL51Scc8xPvgZbsnVIM1kpbDhUWS7EbTcYWV4y6QYtYDQsPk4kGeUNOx2EDlxneeWbXQWDnuzjTBPjY7WrSUi/I7s+40XV8hCI0p62oVysejdVAyobGxnRkNwQUO4J5rMWuSO5Zffi7IzjgBoavVzaeA0/fia9fsfKIBQp/5DEDLPPN2EEpjQF3G//VWQ580z8JKbx8B8BZjzP3GmJ81xoRpLe8H0M4Nv0grlONmkGWT9LCoPYk8ep9Qmlhqw5oglC5KsHY5rp9Uj0zINTWAyZstWqzXSNTScXnluJDMzLMQvem4mZPJiLLPXd+uUvDEgIkRI59kLOGNQFjH57C6rNgYCOjhTCgXfiWzUfRdHQj8Z+x34H9Tv6vXE1oP+9HLfRyaCbZicie/INLeJ3VdwURt7IsNUepKaFxxPwaU5DXpsp/8Of92yHTTxIEevkcsU5HjDg8m8t7UpM0TWmVLVEtCbIXd4EkZ3tMpx72+llAioJxgCzVH5gK3KnLcDu9eWzFmg9BKOW41HKT64vL7CpNDyNQzoWtlIVuYUK80qKTjuj6hOI4WLZZJavNnDy0pGAojvQeN6XwlEOqDcdzzcexiV1eFctyCSb+AZbQq5bgRRYldBHCgySifnq7yzC5UHENCt3DzgooCgcYhEQehJRNqr2/dFXAXVJjcTiC8Kx1XeSY07gltA6GWtaTwpHZG0qbjCixMimmPFNbw0BPaL8f1i8hdz28Hrnnu5LgjmVDfKzQWTGSUDXN086HtSSn372RCA08+qV66iuS47SD0sv/rs9ebAYwcGuACGXcgNGZNCphQRUqziZPjfqN6Qj//L4C//5/d+u2qHJonuHjTKZXqkutnPgPc/Rb79w4mlM5Jp3Lp66CG3lE/DOBuY8wPGmM+F3uBMeaGMebl69u1F0aRL2Y2SSurw5Vy7ChLSI7b78VoK5pQ7mMKltcMzaZcWW8LDfHgbyQIteEhshZM1J+Om1CIhZuwcCczK/1Y3TcQU0svkzGhxKejysndgO+Vut6ZHQNvZ4uWeoAMDQzr8IT6gCV7PMkL2tc6grk+oTQpUYt9HCLOhHYuiKj2yUNnRVjuLiZUQ5S+lugL3HmQ62chGGPVZEk6jwTQKiB0F4dmAtkC/saW7ggmYh2yee3ZiTY5blVWW4L4OhMapPOKBEIIu7jVNS7Nr+GK2lwLE0rHVqq5S8dlvlm8zhclEzpy4l+wUo7rw9JinlAfzKIgTA7DE592uYq8tK1oO8103KbMnALfuOunvN5iAHTnvTikUudPp0kvX1GOS1J3YgJGy/47ahKAUMUScBksenbZDAJPKDcKCw9CF+A6h2JruO5rVd53IQi197huYUJ9aJcDgdGWaZGyTKiT4xIw71oA9GNNNTyLGEnj5MD1NY2KxaKjVQoFEy2HynFpzkHzlwFyXNFlX3HgWhb7yCB7gXC9dmYJbrSAUApcI4DOOYOiNN2u1NMgYKjBkkWKJMqtTPh+CUKLiMeUQQOMQckOVZibixzkBo9edkDWM6HfwCD04od71XhrL6OwUPD9cU14jrND4NJDwCveY+d9XUwo2e9eCCDUGPOPjDHtcV0n1VpejjuZYmkSsA45Lner/I3VzDHbc8zrAWZA3UTuBqONSYdvxSdgjpXjVnvLGSYhoKsMmluVDZVvaU26xY2y7NtAOS5XSx+drga2aNEjmtzzSTsINc7vUk/+C6tsh1EFMWbghEoz2c+Euie8FAySN/030c8NmdDsAHMzxVZL7zX7l+Y+aFrBHimDjQLbLjku6049Lr1z6wehAGzfPC/vqnpCecgOLnexh9namtWHbHlDqtbBSnp2osWbWh9flCZZa/X4CVn1hAre7Jna2Of5dVwqNtfiCaWxSKoFCic5F04er/J5tIXJkCqCXshGO3VGbDwMZJC2LU8CM7VBI2tlQmlBoR5MFAFDFPjGocsevmsq7T7bApfVv590YzoxoSGwGVOlJ5TScdfntZwmHAtTglBaSDRaedAVW1yspOOaQI7rmdDjCkfj1WAiYvhqknsefA/APqMMMaGDQGjpNWYdVgwqrWILXsx7QpkDoXUm1DAG5pRSXRkNqeRYmgTzAXLcymLlgD6hZX/SLiaUQOihW+wed1+cmiW4oTeg57FgIpuDENqTuAduLf04USUnhslx+zyhJQg1UU+ogYaA8vkYsXZ1ZPVi+MIz9rv+9EedzPcbMZhIa+DJj9m/j5wLH33bCosC1gYEQIfbf+7z9jlx91uA2Rng8Grn5wAlEfb1WoOfYoyx9zLGfoYx9iuMsV8L/zvOHfxGL2IbZk6O61fgg9I5yXEpHdcOSrqrEW3b9tyFd2Cm4PWYb/e72aR9gujlPQP6T4VFUls/UYj4WpkuGimJ0jU29xMWuBX+gXJcpqwcN5UcABsmxyVgPEBylkxJjtsCQsG6+98xGkhqMqF1glD3EE0EH9wQXrOSNTbZIQ7amNAuf/KAh3i0oi1adKsEUCPwGMXKKGjD1t4knkqFEzgfTFRnQhXYchd7ZmPwOeirLjlurP+sf59bzU5amNCy36dbKS3iwU6iFkwknZe4lQnVGphfxzWziTNrkeOWIFRBgjEG6YKJimxZBrWMXAQpWOAJNdXFs0oFCzCJsRIp5hIf1ym7ZC0LPTHPNbFMHOv3hBp3nx1VjmuDiQI5biDxHFOMkSeU5OLrA3hhixbFE7vAYri9n3TH4gbJcY0BN4WX4+p8AW6KwQqXMUVBclUmlBL121q0UDpuyYS2PkeCqshxR3hCKwtWrNp+RYdBRa5IVk6vAeIe3FRw/E31PfjJ4r/sZyEDia9f7A1BqFY+eTT8Xl0txlhwfK0ndDwTuosNGNe6qvLZLswxXDTemJatglorGH/1gHRcko+3ZkscXMKBcAqPIgJCoQDGYNJ2JpT2SYHj80/t4mBZ4G+97wkb3PWN6Am9+tWSZexKWD6OMhqHhUGOajAbAOcHBXDXm4HZ2U45rl8YeCEwoYyxPwbglwFsA3gAwGUAZwC8GcCXjmnfXhClfeP4ifUiRVZVCieb9R4uVpXUrLK9fUzBVV2OawejjVgrDtCmV5XjqmpiZCTd1ibvVQf8RDDXPJ6kW+OCiYReInNtSexK6BBPKMlx+y//dDKzsoiWgbcPhJKkkfqplSB02ATSRLy15S+bctyhLFxF5psdYI4JNsem43rv1Iqe0Mq1odE2HBmIXk9o72LAEUqHEzga0GnSRTI0nYNn+9jD+kBoZaGiLbk2Ksft8YTW+g62pTyHYUicJxDU07ftnlzughmNG2ZrLXJc+o6JXvhxQ06sHFdl8xKkjQRjOuiFzFSzbZTfPh1/t5ineYLZxiaWRq4VbJSLAnU5btPzSoFvx9GiBWtiQhNu5bhcl+qWVZhjLwf1fULX7Qm115diiZVCUoKsU7hEZZpByyqOUI6bQZgcqp5Wu4ayvYpr9x15QmsLTXQthXJcBT5YjitM4b+jZ1U703EJhAb7wZgHPsaY1mCiEoR2yHEFx0f1N+ND+vW9LGTFAuTGxZsHQZbDl/418FP3lxN3Ex/3wgoDl1bpE7ozldg3szgQM8q2owtqc+p8l13zHtcKyL5seDBRa8r+wRVc52ftLrUwoYYJoMOaRNfI5iTFF56+iV/67DPYXxbYx+zrX44bS96/+NHy77eaSTQah7kBYNuJ6XD7z3wa2L4T2LkT2DjbI8d1kvgXSJ/QPwPgTxlj/hCAHMCfNca8CcA/BtCuGzgpP2mVSWrj2yMMIwWJkJes7M81ngmlieWBmUGouhzXDmxbk44HpU/HHcuEVicasWAhpovG5CZx6bh+1dyZ4AfLcXWGgqVgjFmJzyAmdEB/MFcbqcAhJjBtctyavLi5g5RESiu08STS1n3tWsE2VTAtBXOM8JDPLScBLD/EYYscF96f3BzIjPeEjnsw++j/4DP7mNDOvrVdbNYaygL2msfIASQeeDN5tos9M0Mq1yTHZSEIrIUG1ZNDw/1VEXYifK9nUestWtrluEwkEKyHCXUPxHUFE3k5rsk8OzNJEixMAr08CDyT48CJ4ikktWgxGsrEPaG+3YXrt2x4YtsoYGPNctz4ZN9EFqyoTyU/pmAi6wktjvTZ3CVKc7+wWKwGQuty3DUzoSTH1Ty8tjWM7mLHy0U5bhQOjWNCi6WVbN9iJpTXPKGc2OMgHdeAVRfSOoobBUV9awfMQ7wcN6n1CfX9Qe3260rqEDB2yWI5Z35hdZb2gdBSjmtonhWyWAeX7ZhHctKW9jGVEuVC3ip9Qk/NEhQQLeCuuTizOaPnSTcIXboFlGFMaOlhjtb+JVwGgdDma2isYWm7HJf29zV3ncYXn7mJf/KxiwCAPT2D+XpmQr/2n/CuD31fk1EkKS4Q72hxnKUVDnKD0xv22qnIgS99Cbj9W6C1gZqeAQ7bs2CZl+O+MEDoKwD8R/f3JQC3JIL/FcAfW/M+vaCKJGNCSCcDi4DQzLV2oB547kHX2RS+bXsEQjGFqN887sEwSYeA0JGe0PpEw/tJQqDRZEI5ZyiYrMpxmWimyrbtrs6g3IO40nako3Qt0KerNiYCh5hCLSIDrweh/Z5Qn3A2Wo4baXUTbN9tBMBIOW7QN44Xhx3BRAQY15+OqwKmn6HLE8o7J1C+1+NxgVAuwGt9QlktHdeoAiLbwx5m8aTVlbYbgtCaHNdtP6aWMEUGZRjSpAWEepljVbrG6/6ykAmVEkKQJ7Rl4uMkZzexibNr8YSWn0Feu4nk2MUmzOJmOTkeOfHXPIWAArR2FoF4n1ACPYpAqEiwM5P42eJ34f3Ju1f5RtEqfXy1scs0F3mo/zKNk+ssAwZuTGdS9dBSTIKbkgldhTkuVTkEuNYHusMWLZon4NwlhmsFOPYuNqybYHGUG4UMEsowmHwJYdRgr/+Ykl6BEEnHlVW1Q11qT88ozeQwJhSFv59YwPq2FS0QJJX9KD2haPWEBs/qjjRioAzc6w8mYj6Eh8bFynyL7Ek1qXLUD+4qZEIzk/h9GVo7s8RdV81jSDkaYZVMaMfcTxfltdvnCTUmSHNuT8d9Rp+2L4+BZQdCyQ+PeRP40ALa6+4+g4NM4fNP38RLzs6wixnUfCQIvXHx1vlIr34NSbFvGcawLn4UoKv4FntCjQOhr759Gzlk1dOZz4HJNv7eBx/FrzyyhBkQTNQX7vmbXUPvqKuwUlwAeBrAt7i/nwMwW/dOvZDKqByF4UikgGIphGle0L6lgrQDEA3+q3hCaUVqDzMkelFlkAa0NPAyv5FMKDc1lrNFjluXnwBuwqJzUPsSsMAT2nMDSb1E4UBouALbVf4BPQSEJgKHZgK1bJfjdoPQmrSavCoDJ2WGyX45rtuG5GykJ9QGRwkHQqNMqJv4qWj/MEoXHDdhpcmkrslx2ybVfYsLnczFGkojmMB59s01MXdy3KLIIfK9tXpCK56/uhxX0uJGczwxKrdJ1S37Qe/1ntCWlGMZMqE88e1qYhMqAH6St0C6FjluCIq1Sx2dSG7bpCxu+kW6sXJw7dtQZYButo2i8gsMmZX0GZ5iZ5rgZ9R349PT+0d/n9ai7dTTcb0ntLq4x42GhBos6R9aBHDbxukxpVnJhNpQp9WDiXy/0XX2CZWiAkKJCaV0XN2yMFEyoQocNu09QwKtrBxXH0c6LvV1DsdgYodb5Li0QEggULMOW0dQ3Ch/rvx91WmFiPUJDT2h1KKl9j4E0tkebyb1vZ72qXyC5GLlGNDKfItYURq/3PO7K/AqDFwqeDoo9C8sYkJj7VHiTKgD8z2eULp2e0NngnMXXcgtMmBxA0/kp9znRZhQZ5UpZhdsiOT1J6L7BACvv+cMALvI871vvxf7ZgY9FoT+H78XeN9fHfeeVYsUbs99vvzZ/mXg2iPAnW+w/x4Q/rTOyoscuWZ47Z07yCGarZnkBO/7ymU8nW10t2ihzI8XCBP6AQC/3f39nwP4m4yx/x3APwXwq8exYy+Ycp4jwRkUT8r+dEGRh0tQmuWA/lxtRfKYAzOz0pRgFScm76oXWzmYSEGHK/ZejhsMgjouy1LMeUJ9+5KACe31hOZQ3EmiwmbVXTVKjitxiAl0BISSHLcL/NBqvme1KYl04MTZ8HYmtA6mUzncE2rIE5ofghuFPbMRZUI75bixSfKQbUeu7662EAYM6GnR0jppXENpLr2H0DOhbtJFizZaFZC59YSuS44bsuV1loBYShV5wOgid3014/tR6YmI8tyyGhMqBYcy7jNcOq6qMzJhuXEsM3KtclwAXiI4SQR2sQksd4P02JHXn1d7LL1nLuYJ9XJc6rcsEuw4uVz09SsWbwmZMpGxwjBhWVz7i7Xtg/085lnWozOhSY0JHf95vMaErhOEcs6Qu+eGccFEfoGlrbclUEn2FsbmIOSQMPkSEsqHaa2zSk9oRI4r63Jcsn+UCb4avBra01EiWNzwn9UxDyEQFC5Y2eTb7j6hlQVjD0LjCxWUddAXPBdKfJUL2BHhMSMQ6vuT9j+/ReCrL/j4Me3ULKmojsJipsmEbs2c571DZstMgaWh507PPC0YU6KLEIdXAADPKgdCo0yoARjHbJriGdwGXH+88Rq6Rl55xw62JxK/5w134+7TM+xjA2Ysqzm/XknsPdai/u/Pfq782ZPOD/pyp3a5xUzoMsuhwPHqO7abctwigxYpPvvkTdwwW2DF3LKjsao9379ea+jy5J8C4HQC+HEABYB3wQLSv3wM+/WCKeN6QSWCQfMEMjJoeE+o64HnvRgrrGDQStYBna58DjipjNEaDN0BD35Fc+SNZ3vBlZdTCSKrctw2EMpNXg7UXAQMYtG+UqI1JArfK62SuNdRxDAMifwnOa6J+CCoB1vX6iixKT51bqQc17a6iV8HSilIBJ7QEUyo7+XmQgP2McNGxHPDOiYivsn4SCbKHxMVXhvtHrc+OS6OmwkNG70TKyOqIFRlh5io+XrTcUMQWpexE/iNpBlCZW7MaWFC6+m4Ks4oCjf5FSggZArBGJYtEyraLgBkSHB6dvTJeMjymFCOazbAl7t+fBwNQmkyWRATGr92/ALS8tD9O/H9leWa2vAAKJnQOghVkck5F0hAaop1e0Jd+xejjvzZ4cINx2oy1TIBev1MKAC/eGkcw5X5YCJuW4lFrgkTKHy4UWBCIoP0k9njkOMKEYQm+Z1384iaHJfuYV2TnHamrFNpDQHt77UyGb3DCqFy5EZ4ttLtRYXl1OARaXPYS5SUGPF7KpUc0yGBQBUm1GVxVJjQmhxX92c6hIFLio0HoTvTxCbgtoDQ+uLM9sxuY5nn2Gj7UB3IwHvluOV2RSjH/YX/G3DHtwIv/w4AwCVjGcwYY2t7t3NsTiSe0BdwbwSE0nZSKfFvfvDbcWF7gk88fg2XzQwse7p7H2OfFQuCPI5yKpcKE3rxo9YLfI9Tu9xiEJrlOTSmeM0d25X2hXZflri5BPaXBa4L54o8vAacurv5QU4F+fXOhA4aMY0x14K/awC3iCt/AZTK3SSH20CMyAoXtWhJHBNKD1s1AFA1PssNIvvGqaTzOTA7bT9Pu3W3jgkGExS0kI8SZDVYzqDRu/9so6sJurTPJN3SwQo/LxnE1v1wnlft9tkMbtFCILT/wbaRWjmuH6zCz/Fy3Pb3s/qkoKsReqy4KPut1hMGa/1OrSe0gzEM950ejG6V8oBtxuPnSY6rIseVUlVHTlhZRI7blfZpeoKJzDEHE1XCoYiVITkusYoHdojcw2xtrWLCSXd9Au7luLGVcJUjh2wFoaLWu7ZMx61ek7Y/oQBQgAnrCVXUxiJWjmlIJtO1HANWkeOWIPQyNsCXl8r+sCMXQXyiqGNC7SS5ee348CfPhKbHwoRS+El9AuiZ3uBYVsDhmkEZtR9hRldULauUZolnoVYN7PG+a3fPRdNqj1CKTwANGFGT4xrhfIzRnbJ/Gg0BBcYlMi3BXAsvI46JCTVVSacpFmCA7y1OxWsKIub6hBoeMOht5XtYu9C1AXJcqNylSwfnhoWeUA2D5oKvrjChBsq0y2JTyTHp84OCFlaN+yrumnHeb3AeyHFJqmyfG51y3KDXshKT1te1VSo5GJd2v2g/XMXmQ9sbljzIllkrCKVWd0UdoMSqTY77yK8DD/2SnxteNqegDIv2pufGgDGOzVTiCX0bzPVPNlru0HaEEHjJGbvn29MEj2EGlo1Mx9W6ZCiPu6j13tWvWeCbbgJPfBi4+80A9WyNgdCnP2W9q6/7fevfpUJBCIE7Tk2xMAKsAkJzXDq01/h14/Zv3gZCvzE8oa1PBsbYS4d+iDHm4np254VXRhfIYXvsGZ7alTpVVHrb6WKJpUmQ0kDr5Yr98pnG9oJgIgBAUVL13pfY2ZzZMTvFchQIZajKccMee1S2j1qMCXUtE0gmw3nQ2kS1X6RuZdOETOigFi0UaNI/kZwlEtcwAbKrsQ9qDTWh8uEmR2BC7ftUox+il1m47Z/fmuAwGzbg+EmAS67L5Vb0YVwmJEauRaOh2loZdFTpeQ4/UzvZbWQzfefVSc7WCgzCPWPST+BUYbt3kWKAGEkzt9fHHjaQrGk/KkxoDWhRKm8sHdGoDLlTX8SK1+W43hNak+NyDloCEjINPKHdTOhstp6YAB4EE5FPbSIFds0mZLYbeFlXZEJVBrj+xtGiBSSaEAmbjgtgbeFT9sPc5LbeQzoSTFSR4K47mMjJcRmUbYt0hFKk+jEGAqoM9BlR9L0JfK2bCdVyCmQAnBxXg9lrm9lxPXYfh32TOTS4kMiVxJSukeNgQiP3XZFnSGBT98Oq39uAgWFsmEqoZtcRXT2i6dN10RhrDKvaYmL+YhOwlmXAX3wbqeCYpQPuN8b9gm2lN6JaAnxWMqHeL2ufOZ1y3IAJ1WI1i0GSJICi7YYgtIBBdczdmU2gDcMy75bjFuDI6qE1sSK1i2EQLGTSM3s8/tNfAgBcxU5T8u2K0nE3JxIXzQWwxQ0rmZ2d8a8xutnWaGcqsYsNyHy/AcA7y6h2iem6y5MLBnj+SxbMPfNp4Lf8TzAitTOSWJ/Qj/wU8LX/dCwgVKkCaZIgERz7kEgq4VpLPLNvz+MNBExopNgLQI77ONBlxKrUmpdkXzhF6YtSsHIQU1kFUJhiiSUkJu4GZkfwhNIFV5Hj+t/1e6jIY0IPuaHF68mAkWChNjmulQqVTChjwrMQnRHkbrXTM6GjW7T0X7abE4GnzBS8iKzMuVXmrpVU4ZMvq+mqQxuvGxEcx9p7Slmx3caPfc/rB9+x3pOzuAkAUOl2/IUdPWspEKgrmCn+kc3P5Ea3TlQ1WHeyo9uPdYG/ehm6PmFltwIAEnt/+fPootJbvbWrVHA/1SX0FIgU7ROnChSmXY7r95kmKP6arB5/SR5QWNDNmf13a9Nz97CezlqFZKMqZCGInZkk3E1sQk/ouOPtZb5FZltStIA5L4OtMKHrl+MaF0hX7yEd/X7hPbLuYCKQHPfo7V+uifO2mduNJ5zEczxDSAt4vn3XmkG3Fva4G5G6a5vC2lRr6rkJbCYCGkwkyJBgg5jQY/CECrdvYZ9Hldsup/VgItSeN+QJNcFCWmvVmVAG6wkfwoSGY41j1N2OWHBfryDJ1spi28HgRHIoPUyO6zZanTcUSyCZRZhQu90uC79IwoWw8UwoACTSgVCtKj73WAr1zszKd7OsXQJKPdkLiAHBRPa7LpEgCZ+hxdKmjx9cAgBcMafsWB+RblI67mYqcNFcsD+8/kQFhJascvmjLdcjlcFYxnHSMseol76Fctz8ELncRFIcAM99Dnj2N+zPX/vd+P994mF8FxBnmw+vAYsb9s+Ns2vdJWZsm8LEpWIntH2tAZ3jqV2NN7zkNK4/5UBoW0Kuv7++vkFo15PmbQDud/99H4BnAPwFAN/p/vsLsEm533fM+/gNXeQJlZwHK/DVlRWTZ8ghfY/H2CR9cLkLrhCup1O+KH/l5ZtdnlC7jypfwRMaDKixYCH7muaE0TePp+a6XJahIF3HgJhQ8ryGXpSOGsOEUp9QHpOHmO6HJ9AMJvIevqE971gTzJebr4LpU7MEpwamkhoIMCjPhLaBUL8gEgOBDoSPTQysT5QAx6S3Tnx7Aqe6wmXWUGE4lCJ/YGKBlvdQu9j6A7YR9dauVF1MaJcnVGfdctxaOi6lRdLP/euIgYH9nmVASjcTurEuEBrKcQmESo5dswmhMy/ZGivH9b3/1BLQ7Umwvk+lA6FMpgETur5rjbnxqx5aV8qkq8FE5RvXL8dlMGtp/3IxeYX9yzO/Yf9chQklEEp9b9fYJxQowb8RqWVCSWqudbStiN0Zd61QMJCQyCH9IqVZkS3rKh8IFozBlCMhGp7QWn9uxzJ29pumqjGhLOid2lZ2fiNr90Mpi2UmrnCxz5+SCTUdKbWp5L09Qu3GuN9mJbCNJvHeE1oem75F1PD4mhXkuIBjQoHGM5xFvNcUZJTl7cCBGZvKbMfiPhBqz0OGIGXfGDv2vfF7gWQTOZ/gANOm79gVdx0LNicST3oQ+nhtO812N9vTBPvUPGM5QpKri1soxz3EfHY3MD1tfaEP/RJw/j7gtlfjg4/ZfVbBHNoXtam59tjad4k8uIlkyCBLGb47188eaLznvttwkxqWHEZUekC5cL+CovJWVuuoboz5FP2dMfaTAH7YGPMvgpf8GmPsYQA/BJuSe1KRYtqyEhuclQ+ompncqAwZEg9C0TXx7ymS1ql0y8ZHBTezb0rfscpNK3/kUx1awihU+vX5Pp+BJwEtTCiXECYvB+mQCe1axXErmzSJM6yjfURQY5jQWSpxiCmEigyKergcl2TSSlmv7RhPqN1W8zj4B+0KrIVlQo33hJrJTsv2yb8ZCSYa8P1jxSJyc+4Abax02FMu+gLV33T8CKV5+QDXTr7DUgu0CLgxtxqp0+1BgVeDqtIntAZC3WJRNB1R5d1yXL8I4BZGfNuZmCfUgVCR+FYRray0m5hvb6wJhIYsTyDH3XMTG7G4Ht3v3vIgNI/2LqbynlQ3CWEixSnnCRVrlOMax6ozHWdCK6qJiid0vR5JuDYe6wgmejp9mfXLO2ZhlcAe+t6Usttpvl+htLTXEROpZf28J5TASfM9no0lz6G0wUSSlDJrBsp2mxaEphUm1IHgdFqRcXNvn6B0XGO9riM8oQiY0N7e236sqXtCQyY0Jsett3Fpl+O+9s4dLPMBz3UCz0ZXx0Va9PdMaDW0qQuEhnLnVUGo79dcGzfrC/eAZQ8LCBQ96bjKcORM9IfOuDEkQwKOQ0CrUsly6m7gO/9f+PyHfxV8bsf6mO2Gu3TczUnIhD7e2E5dPbCZCuyTs3WxC+zc1b2vVLdYjqvEFDj3euDxD1hQ+e1/Glmh8blnDwEJFPmyKfX0IPRR4J63rHWXuLGgn/oD++dCkD5//0tP45/PzgIaXoXVqG8QJnToiHk/gM9Ffv45AOs9Ay+0IiZUsLL5el1CVyyRmYAJHRCN3lbGrZYYAqFFsIozwFvjmdCRfUIF6sFEVckf4IzxkcmNZokFsfRazn3wSpTpoXIPF+PluIHPpKP8A3rARGvTBRMJnUeS49wKbsfH8Jqclb5PvR1G675GjmO5+eGtZhqfywS4Vn6FklEj6lr5lOJYdDsFM43cfKN3Kqzkp43ZMQikW9EXHC8TCiZtX0ZjShDqmFA6j9wBIjNUcjRksx0gVBLDHpNPaRdM1NJXzwadBKveblJSZ5oEZ8jd41cI6SbD/cFEm5ubPd9sWLXKcY39fL64Yf8cy7JR24Vi6Xpixt/v+9+6hbyQCR3aCmlIUX/oJhPq0nFbwoiG9hoeWoYxcBgHQo/22Vpu4Hl5F+70TOgqclwnBdcUTLRmgJc4lkaknvWzctwOhYvvXUogNEEGCVHcsPt8DHJcAFCsylIROyNkan2tfvdqKhOjvSdU9oFQeuZ7T6jzyXYuAOYojMAkvB/cdWRZOAPEmFDGwU1VstsGBv/fv+dboj9vlL9PTFWm6sYllS/snW6qoU1dSqZUCmRGIGXKM+dja5ISE1o9/jE5ruTEPncwodoxoUYMCCYq5bh2H4pynJFT4P4/gb/90Btx/uAmiizez5SUERupxD42kE/OImkwoabRKYAxBpU4yehQJpTmvEPluFpbSfH2HcNeX6/8wILQO77VglAAeO1343NP3cC+EoAEVBYhZOY37J/XHlltux3FoC0TKli1x6w71xkk3viS09ja2sRib4Zpqxz3GyOYaOj08XEA/03k5/8NgEjn2pPyRZ5QzoP+dDUQqpYV+RxzN3KMfeor41ghlpIcN2RC+1NhhZMXjmVCudFx5ia4AdrkuOASCcoWLYyLILxmOBOKPrDiqvRa9V/+s9S2aAEAoaqyDOaOdRcTyL30kZhQSlcdNqFiEW8tldbl8RpbZYsWy4SKFvDkr5Voixa9Un/OEthWmdBWOS7rkeNGVmHXWsFCAPWLZalj4wiEugdBG5hfqYJrpN5X1i/SxECo82klLdd3PeiE1BOito2Ec5uGi0Ah0cGEFm5ivL0mEFqRwoUtWtzqulg6JnTkKogI0nG7PKG+dUrAhG65Fi3rTGKmyS1r8YRW5MYxy8O6yslxGTTMEVlWyRmekC8Hnv2s/cEK+0opzuSFHL3Y0FM6sdcpMdHaAT3yUUaD2ui55J6PXCbIjYQkpcwxpOMCsF7sYLzUjgmVaYscl54NUDBgwWJm1zhaZUItMO8Gocz1Qa+MNT5B2LR6QithcwMYySHFvBxXlUGAgJ9vXb9pn3U3DpyNR7cz3lSJ5DaFFmi0wxlank2tgdBY/1zbFqtjoQ+lzzeH9H7p1iIm1FDP3dwv6pAi5PJ+hjtPTR34rW3XGMeEMmy5rIPDzXsiclwVPZaabD5untFb9GwZKsf9d/8d8L+8Idq9YEip5QEuZSnMHW6h49RLgDvfiI89dg25O2ZFXY6rCmBpszRw7dGVtttVlgm1408eynEd6XJqaxOnN1Kc3Uixx7fbg4lI8fcCAaE/DOAHGGNfZoz9A/ffQwB+AMCPHN/ufeMXI8+EYOUgVk/bUrmV43oQWgUuo0rb5DQ5cTKIiie06vmIFTVn1n39p+rvQw1gBn0+w9fEwme079u39O+lh6nqkpvQ6/0kYmA6rluBHcKEpoJjwYipqHl5jen1lPhzSXJcz4QOleP2g9DV5Lg2hASLXRxgho1pi5eJdSyIGLXS5IFFPKEc7Q3tNQS6WrTQA/D4PKHlOdDZITIjkLjJHy3akDSUz1pkzStUyITWE4ipOXwnE9oqx3XtKHR1pZTXJtDCrcQC5fdUTLSC0MXcSqh2ttYjx6Vt2n/Yv6fC9gkFALkiE+oXrYrMXsMt112dCRWJ9Q5uT9r9tqsUF4lNmW5Lxw0XI3icFV1HkZKEd6gShlYqOR4TL/OhGSvJcd1CizDH0yf0+a1vxo9k/3c8deqtAOCCiVSrhNTulLMnOIWRcH1CE1WGVx1H6dp9R9uXSZWdqwfhWTmu6HyOBB/qPsSB/yFyXDfWVIK6gjY2MCaees544FEkT2j7ZoYUPT+Y0VWZqpsnGDeJz13oD4MFv132iURwrwZphEANrFjPdMA982oqDNGnNoEDodzKdoe2aMmiTKj9Plf2lrh9Z4oCvAlY6Nwz4bMOdmd3Rz2hsaRhb/MZCkJ9P+4sGpJUqS/8AvDJv2/VfpE+7kNqebiPz19P8ETyTfYHr/kugDF87LFrtv8vSv+1LxfmCOBYQCgFQQFw7QvJ02z34+yOZZfPbCa4YbZbg4m+UTyhg56kxphfAXAfgF8EsOP++0UA9xljfvn4du8FUFpZUMhZKcGsBRMxtUQGWfZpPEo6ripsuwoCoUGLFtSCbGJFjIcaA0K1m7hU+hoSiKzKcWNAwyfAErPJRAnSBgQT+V5pQ9NxfQpv/1OPMQYlHOulaj4F8rJ0yXF9MJGT4ypa1T+6J7QMWFrRE+qCifawga1Jmy+ug5GmleSR4I9HQCgzpvV7WJlgPxN6bH1C/TnIgewQC0x8iw4/Uc5u2pTM2XpYQKC6UFH3EBNAi6UjMl0gN6L1eNQDhug81JnQMB2X2ENTY2TCWi7nWJoEZzdXYwzqFSZT0iSaMYY8savrxISOlWl6EKpsOm6bHJfGa52VwUQAcPeZGc5trg9sSMGxRNpkNX4TgokENETLOD2mJGd4hL+s/MEKMlXvCW1Jbz5qTdMEv6i/A9J59gwBri4QSpPDogwmKqjFGJoLOesqDe4Tumn72rAy9IZ2LxJMZBgrr5UBIJTGGs6Y69HcwYQ6pVd1UYbGHddzNjauN+S4Rx+/ywUaAxOqCtwYSenTYXJwW1swqkQwD0YgV2w9FWlXByDqvRaiGUJVL2trEoOYUCIy/HfQqkxZllMYY3Blf4k7Tk2hjGieawqLZBx3nLILHs+LO4GbT1ZBYosaiU8JhA6U44bfu4sNvfYo8G9+qPT3F5HwoAEl1ByHmOBT8zuBB/5H4J3/LQql8anHr2E2tee7oQokP2i6DVxdvxw37JmugmR+uo6ZI4rObqa4arZe2EwoY+x3M2ZpIGPMk8aY/9EY8z3uvz9njHny1uzmN24xnVspDQuY0PrEUeXIgnRcHy4wAFA1ymgUEEjdZNgEMgUv3+wALVISEzrCE+r7e4aeUAIv5edYb0FMjusepASYeRlMNIQJ5alLORzqCR0RTAQAyvn/RH3xwHSkKLoq+7ZROq4bSOTAyQovVzDrRedzFZkaMaFmcRO7etbaVsT7k1WTiSRZ0OjJQyTsiKOjLUTY2Dz2azeJWVsgUGMDJYtg8kPMkXqWkRhJZjT2sYHt6fomoV2eUF4LvKq8T+dQLGk9HtzJ7Cj4zGgV7fcapuNKz4Ty1hYtRbbAEhKbLQsaY6sSTBRM7o2TPMvlDQAjVAX+o+wYp/JFNBzEb98zofPK/vzcn3gHfuS33zdqm13FOcMSSYMJ9eNUiwT3OOS4gFOsHBGEJoLjq7i3/MER0nE9wFvz9526vtykQCKpeVuiKxCoOLxqJ0GBJmO/7tJMVpnQPLNzhqR6TIR/3pAc1wW+dSxm+qJ5iaDwrQFyXB0JQQuYUNbS/9mwIMl+QErtoArScSuLpu65zd2fihbfuhYbXCWilOPS5H90ifixZ0b7/sdU1Iu5CzgwowAuWvt6hkXP2JIJzcEo6Euk2FsWWBYat++4dNwWJpRxjo1U4rbtCR4rztvX7T4dbil6DgWB0MVIJhToDif61b9g5xHv/bPutauBUKnmmGOCLzy7Bzzwo8Dpl+CLz+ziIFN48ytut7tUVy4SCL37TZaFnLcEA61YVolir0sVLjTQ/NOpLc5spLiiNmD6mNAVAk5vZfVRKH8VwBXG2L9kjP0xxti5W7FTL6QK0xd5EpfjcpVVgoliLSwGl1uZnEwtCC2y8kb2rGTHirJnH0Yxoa6/GAuZG1HdJjqYUAJabiAxXHoGrqsPFk0EuJck9XgH6X0j5LiADdkAmp5QkqN2ekL993CpxbSaNdQTGvYJrZW/PlaYMBJg1/Ob2O0AT8wviDSvRROJZR9S9XRWoE+O29eipau9yxoq9Fnlc8zNxIf+hM3Md82G7yO51u2imcZKPqPY/cF1DtURLFP3hFJ4Wv08Ss6hwFEY7gGqlUbHz4UplsiQYCLXAxbCZMpwcs9npwEASeYk0CPBCY3DRb6wgKPl2vEtQkh6GaxAb6TrO8/SgVCfAktFDHXYOqcS/nY8IDRBcWSWNREcT5vzli0AVgJn5Ak9LhA6Sdz3pWubUrjd4lq0GiBUoAj7+R6XHBeishBn77WmLFz4dNxSjmuDiYbLcX1/Vp8Y3LUAqOxEmcVBqGmR49bTce1ibvuuDalyEdzAhJ5Qd66EJlmuewYPBKG5ofnbasFErCVc0MqRq9vnjEEZ3klAcKMALpFD9DKhtFDtPaG68J7QDAmu7Nlj0gpCa3OMl53bwEMLBwNCSa6On8NkgzyhqzChHeFEVx8BXvZu4Nyr7L9XYUJVDmEKHJoJvvB0KbH9+GMW1L3jPht2pOvtCj0ItTL+dbdpCedCiifejkDeZlLynN1McVW3M6FkYfqGZkKNMa+FTb/9MIA/AeAZxtj7GGM/whh7xa3Ywa/b2r9UJmR1FNOFnbghlIHVGDWdVTyhXvJzJBBqgZNaBDdyLG2xVokUyI2Arocn9WzTfnAThDY9oZHJG01QSF7LRWNFN1YEsEUQLMG7vIN+f4cHEwFlgEUThPbLUT1IqbXD4EPlaQPkuKuk48KtROvFHvbMDNvTFia0Nqmp7UCjQfWQ4v7aqAYTtcqKqZ1MS7GuSeMayl+zKrcgFKm/V6UU0MYegF0zXSsTyt2EVkXaz0ghoAyLMqHcFCi6QGjNd2Ra5MzCyXZV0IJBd/QbNPmyoug4aiURTygATKeb1mef2dV1PpIJJRCqsiW4KeJhaQgm406hUe/JuK7ijGFpktY+oSKiMAHWz4SGYPyowUSJYMgNA25/nf3BSi1anBTc5DYAbo0+XACYERMqywUWZnTZ1iRSrCbHZVxCsRJ48qEKl5FlPaHlvW5Utbe4377gUIb5ybwfG2nhuQPc+BZuvkWLY0I7bEFMFygaCxZuHDGmlVVmNSa0z5s5pMJgokqeBiUZO/DlnzsdjDdVImw4DADw5Ihy3EYwUTwdt48JtWOWcCxZDxOqSI5LVrDcjzM/9f6LuLJvj8ntO5PSEx1WIMcFgJee3cSn91z4XghCXS5D/RmyNZviANPx6bhAd9jQ/vPA1gWfB7ISCHUJvHNM8MVndqG1nWN87LGrePn5Tdx9dhuF4d5/7cuB0Ms7Lsxozb7QcGG08rylMcdJkM9spLiBbetRjczPGMox4Ou5ekd1Y8zDxpi/box5F4CXAPg/ALwXwBcYY59njP1lxthbj3tHv+7q5/+wlQT0FDeFZ0K9r6rGMnJv7ic5bnsiaW8pBQWBrVmCuUlRVOS4/cFE1ogvOxnI5jar0e5AufrnW6wYA9nCdhk3waSm8OClJ1R3eEIptcyvUPalqNL2PBM6bBLH0zYmtL23pX+vqC4oeBA6Mh03dj7GpPw23hvIcfewgZ1Zy+TJtwuKg9CV5Li+jUBdjhs/HwashwntX9E+SrFAEs0KK98hUGZ7edm/75kN7LSA+ZW2S/dAROZkZWIiGl7Gdd4KrADrO9Lg3tvJwjZStdIQyIPf2f6yLfekWiIzSeltP2JJwbF0K/ghw7SzkWKfbfqH81iGjBatVL50cfhtcly3bbdoWPGorrFSSXLcmuxLKxSm6jk/TjluZRw5qidUcOSF9iB07EIBUAI6idUC0PqK5LhJQ47brqzwclzyiXEJHSworhpe01eNxR+nOkjrTCgjEOMWKL0ct4UJvXHRK5AUZTL4YCJW+mRbiukcut7pj64jowGY6DPSKnHcc3hN4zedG9snNOypar+XJCbUs8T9203dfAhYnQmlBbR6T2cB1ZiLCfLhdyy+UwslxUTp72wpmj+VLVqUB6Efe+r/z96fh1ty3Weh8LuG2sOZelK35sGyZFlTbMuybDmS3I5xCCGEwAeXPEnATDeBXEggXMIUknDDkC8PCdwk5JJASCBg+IDwQcgHJE7stuUhjmUrGmzZmqWWWt1Sz2fae1ettb4/1vqtWlW1atj77LN12tbvefrp7nNqV9WuYa31+73v73238J8esh11l630KwrMAPJihnsfbji0hEfXV2xhNkhCmbNoKRcSVgYS62YIE4r5NEUBCa2h42YTYOsMsHKFtZkBZktCXc/pNvrYmig8d2YTW5MMn3r6DL7+pkP+3ldEOl0S+hc+6t6LOSehIqDjapbk95ho5W6MObCc4JxZsZ68EUDsq6IntBzGmFeNMb9ojPlDAC4D8COwien/Yoz97d04wT0bm6drVanCILoKkA9iWanRmesJMhZMZDvqCbULypW+xDZ63tcQyPsDmpKWHi1up6LjuoGjQEsqIaH0XSIVcVrkE8WJceGr4E0WLdnYKQT2pvUJnS55M32rRlaxaCHRh4YgoQpKFiiZFF0r5m7xHUvGdQehqdpw6oRsvI51s1SLhHrUMlIQ6WJRE92nT2xDOm5DEtpyX5sWjXOJAI1mmaXjUlImAvGedSx5H8l5RJ6EVlUH6bh1SKhi9echmBMmoglf2f6y2H1UjHuLKcBaRdQhocgmc0ZCuVfnDceNtaH0Ni3A9AkOjRcqHUfFQSjIfkcQEjprT1hL9KWwdNwytY7o/sG9LzBJ5i5MFAggzYBchpEIjlQbn4SaGYSJZHBfVYsA3CwxcM9pz73LmuU+obUIGYkGelQiKRR8+C7RccvFH6NSpEZUkVBuk2nfPuHouFFGjcqAn3sv8Plfdv8telhbddzmnlA71hSfFT8nGu0SvbhFS4iEtiGSXYLmD2N0QXeDitXSI6GpP27bvBGq44rebO8/rYXK+hY8UgAjL+Ym9IpD5UhoTX8+hafjemGi1Cc1EyPxnz7/EgCXhDIBlPfn1XEdEnpoydrDrFxtCxh+uzgbaXUgsW6WoGfqCa2h426+Zv9eOZKLRc3SE+rWxiPY+/r4yxdw7CuvYTtV+OY7rkRPWlGqylp4+xw0GB4+P4BevWr+SCiMf5Y1lwEdtyhMdGCph3PG+bBGchFmvkqQ0LowxmwZY/6LMeZDAI4A+BfzO61LIHTWSfqY6cwPNDkNrPjCCD2BCqupEbpi9/OytIiVvsQIPahxqI7rJpmGxUtCL940SGiEjkvCQjroO7O/iBzbTXrKDQosECZqouNqVymTDqkE6+YTiil7QoWj43JdHujaK6nCUzmLSGj3nlCawKpFgR0jodAQk4tYx7AWwaNrFEdCnSLelEgoE1RkySm2Vl15Rjqu1rUKp3OJEAl1wkQDmaMolCitm+Fce0KpgBFHQq2fXBQJbaCYAm6harhPQrlrB4gh2hqyYPdiWP65Sji/4zI6M2uEKESIhO4bJrig8yR0WppmnoSOPKoQCyqEcUU9obuTYAwSq47LKxYtVR/eQsFpzmqxhWR8h0WdRDCkSsNcfRcAIO1N75/LBfdUdzND73lbDEp0XOMtWuLoHQDfp609aiigeC/49Rx7woOoIKFqEkVCOVHtTREJjfpNp5vAZN0v6lVKegVFn9AmFgrT1STUz6vOoiXWr8EYs0iosX9iieq04dc1RhfGRTUZAVpZ5BFFJLSVjivzMUj2ZqPjMnd9Ct6lgFe5LYdm7eq4hgurnNoRCfWU8aAn9JrD++3+mO0vNAGCnu+AwAN7ntcfsmuhCXrFtrIaVtjqIMEGhsi2Oyah4feuo+NunHQ7vyKwPZwFCbVJ7mAwQE9yfPHERfyPx17BoeUe7nnTQfSEsMl7JAndZMvQ4NhevX7uSWhokaWZ9D3xlDcQEnpw2dFxgWhfKK2F2woVr3d0HjEZY+8G8AHYhDN82owx5vsBvDbnc9vbodJOSSg3ma9qEB23bH7LnZolhaf8zISEKijDsdyX2DZ9DAJKg0fOGhIgSy8Uvo+iU5RMrsNjeCSzIQmlBSZRnBgX3vqiySuVXkrZJzqusNSEtqAKUcfkSQzjPaFd6DxVdVz7d1dbCV6mNQeRq2fOsGDk1o4BeuJopDVIhafOxpLQ+t6ppoj54Nr7Ft+XYcz3N0T3h91FQkNxKJ5tY4Q1DJ1nmgy8NNexhKvm2RNK9x6skp9b0SABRIQphMkqqovVz3K/wGBOGG0YeR8U48iM8K0CTT2htDA+mMyLjss8CsGDxf3aIME5vQQPkk7JBEhIATydIGlQZSYkVGryZNxFJDTSE0oFRVaThJZte3YchSR058JEmTJQl78Nf2D8E/hD+++aeh/WSoijBzUf9dRS0DtMdFzjkFDmjhcLYnEomsO59O0k9r+784xYv8AiHTeFxLCEhJb7vTn1l8XEcWht4JIJQghDZkEbHTdsN/Lh75NpUMcNelQ7tLV0Cs8gMwWGSDYZF8Qg/VzWSZgo7wkVsyahnk1URUKjvungkK10XGGfibKYWSnou2bENlOZnzPuvulKrB84iGde27TMmlLfsdsBfQkAlo4LABONQrsYM/F3Zm1aOm7h+axJQtdP2b9XjgDUpztTEmqffyP6uPWKVXzu+bP4ysl1fNs7roYUHD3JMUGSi5BRbJ/DRVgE8mzvGiy/+rHpj90QoVOA5j1fPMnSEQRyRuWB5R7Wjfv+ER/WSwUJ7TSLMcb+TwA/AeBpACeAwkq/w6r/qzDUpFlpzgU3ylcKqbFdTYoJnjBpUdyAFoMzCBNRf9dqX2KMXt5niXwQbEpaeoIjNbLdBDkMoppGFkhepY6uVQR1oD6avCdU5slbJPnyh01H0Iah5xAKHRpgN4SZksYq+5SEVpGKtkqq916knlBdrDa3hiCrmqae0FnouPln1jGsV8dl+cRe+d2MNFheFjsyxibEdd+Dcd8/FI15LWJqIkQReLaNbdPzxt20UAZ2k44bkb6n40bouMKk0A10XO5UL2nBwbUVOYkhoYYJZEYgod81UKOZo/XOCwkt2COUkFCi48asZdqil9ikz2Rj1Cl2A/liPNFjR33cHbS9n3DXE1r2IY6IfYR2LXOm4xbmhR32m0rBMFEamTZ4ylwDOQNF2wrjcACzMS7aoi+LSail46aNbRZUuFRpIEwUIKFsl9Byw0RxManT6LvGufP29GuHck9oiDQ5uqNDesgbPLQP60LHrbIuCAk19agyVdW0mhsdt+CvHiKh6aiQpOQJavu8kfBcHTfpzaiOK+KFZIE4EqogGhMHa6EkoVhS8I6NBa35FOsBxhYafEtQMsDPfec7cWHb/r+swAwgRybdeLB/qYe1gcRYBb8D3H2u3sPVgcQ6hjDj9tY1wK4J/F7qktANSkKvgNaujLADYSItBrj96n348GctvfgP3nklAMuQSI2sWGdh+xzOGbsmPM6uxLVbp6040GB6tkclaC1E1HKeI6FZOkYfeaFrtS+R8rjjBgAPyNT5eu+V6DozfD+A7zPGvMUYc9QY8/7gzzfMcmDG2N9ijBnG2M8GP2OMsR9ljJ1gjG0zxo4xxm4vfe4AY+xXGGMX3J9fYYztL21zp1Px3WaMvcwY+2E2bxNBnTVSJvy5BD50wg1iukQzkCU6LlVbY3147edlJ+zlvsQISbG526l/NSUtRMedLgl1VVcRIqFFQR4/+UUQQBqkDZnCc5mr4zZcY5WOMUaCfkKS8i3JigtCELsuapb6iVUcLC2+a424gxDCWlx41M9dV5l0S1ZoIVym8gBBEjejRQtFY08ooQQxv9aafp+2yKnWeU9Q+ZzCiE6OQbCIyuBcgxZlKoVQI2yjHyCh3PeEXmxQGZ4lCP2L2eCQgFjsPRWmRoXaBaPFPb23qomOa5NQSYvv8mI43K+aYGySufWE9gJ7hFDwZW2Y4KJxSegMCJmtcEvobNxoDRQiQmnEDmNe0ZcCI/Ty3h8Xxtke1NFx2ZzpuGHiGUNopome4EiVRqrseytnSCBDloGeg4VHOQYlixZD40wTQuaZKXbRy4QECnTc3VPHDQusvuBTRkLJfsmjIMa2M/gxN3jGKkioY+nwMAltQUJ1VqWzl3xCo3NEgISyDm0tXcK/G8YmocpRuXU6iSKhvIumA2fIWIKxSdCf1ZYp5nluDDhMdJzWTeJvCOi4vLswERVKsixPQnkywLAncMW+3F2gTh03LFDdcNkytjMUngtmVD0d1yyBd1THVaE/fS0d1yWhy4fxDz5i7VEmowYl3bpwSa4WA9xxlU0gDy738O43HQRgUfAYHddsn8MZbZPQZ9MD9ocXX5n++LHwyLNLQpmERAYY45l/pE3AGEN/6NpSIkk43cta5tIeia5v/hqA/zGvgzLG3gPguwE8WvrVDwL4awD+MoB3AXgVwEcYY6vBNh8GcBeAb3J/7gLwK8G+1wB8BMApt4/vB/DXAfzAvM4fQGc6rgjouNx5d+rJZnWbEBnzIgIzPDyuer7UE9g2fW8vAOT0R97QQ+h73Gai4+YLF9/PRgMv2UE00HGpx5NzEdBY66+BSUeYQHo1zs7CRITqdUxclnqi6Kvod9ReSSXJdY+ETquOW6OsZw/vkulZFsfBpLLJljyyVwlavEQWIrNao/Ayxdcn03U9oaxVmGgRSKjRGYTaxhb63t4h4UU6bq3K8AxBIicxFEgKholJwMpVWjgktEUIxnsignpC40ioFcDgno6LBjou7WdeSagM7RGC8XHfMMG6Q0JnUWfuCe4EJ8YQJk6JAwApwyRU+L7YeUdfWiRUmirToizIEyae81bHDd+/naKsl68NYAzw9KsbAOCFraYJ4ZHQ2e5zW9A7TPOHZhwMyvUKxs/XW7SkgTCRCJPQ3aHjggkIU0xCU1NFQnM6btgTynLf7rCYSUiTW2RrSgCCRNr2ydYXdnngg56fXMB0MSZOd/eJqkNC54ARhG1MRmfYglPBzmqQ0I6qvBmTGAfrjGkjtyQL5vCGOU93REJNJyTUrTvcfKCziV/byZLQkj1ucX9eUDG4x9cdXMJIobgeMhoq8l0ICRVpxyQ0SNTLYI2PjVPA0iH86iOv4t9/wXYBjmdJQmn/so87rl4DAPz+2y/3c13P9QOzkqWi3jqL804Q6ORGiem30/Ain26coXlPZ559EQpkLblWsWgSikujJ7TrW/XvYRO+HQdjbB+AfwfgzwI4F/ycAfgrAH7cGPOrxpjHAXwIwCqA73Db3OrO47uNMZ8xxnwGwPcA+BbG2C1uV98JYAnAh4wxjxtj/jOA/zeAH5grGqrTTg+eRULtg5QkA0yMKCahWkMigw4pPQWJ8+mCaTspDBJbXWfBw0kDUlNPqEdYpnmpGoSJ/IBPVOCYOq5DOZRDQiECn9AYAufCZGOM0fOm49aipUtPKCGh0yShouLb2kXYwKuYenVc6gmdDgmN94SSfPoMC8bgu6veaq1HGw8pTtUTmCn54yWKcpnyU4mW+9oFkd5J0LOs0jESPcaE5RYtgltzcQDYmDMSGqrjltffkjM3QZYTF2eF1NIvGFK+uE4tHTTyDLzKj+Alc9gnYGVEJgxeI5Yya4SiTyF9fW0gcdHRoWLedG2R9/pM7HepEybi3KMpk11FQjnGJoGMqOOWv1/4rk/bC9saYaK4w30/cPNhAMBvP/EqAMyUwHtUD7Mh3m3x1ivX8PtuvRx3XG1REJtw6cbxxKu2e2GipKCFsFviVeVebLJ1q1PH9aJj9F08oyZEQt0i3C2y6XehXoGl4zYkRCarKB/TXGKLvQaIzZHBGofNSZjIJ79OHZdsSUxa7gnNk9Au85dm0jKuZkxCo3ZzvoVpBiTU9ZIqJjxVsy6o6E2FEp1lOR231ONqWS7FeV6pqqPCDYeWMcpQXA/VrIVImEhmW51AlXCf6WgjvtH6KYwHl+Hv/NfHfH+knmzHt22KNKfj3nblGv7ke67Hn7vvRv/rvhDWX7UMAGyfw3mzjKWewCsX55yElnxZ/diiUt+HHmoTDJfqkVASJtrrSGjtSoUxFiKHxwH8PcbY18Oil4W7Yoz5qSmO+QsA/rMx5mOMsR8Jfv4mAFcA+M1gv9uMsU8AeC+AnwdwL4ANAJ8OPvcpAJtum6+4bR40xoRP5W8A+DEANwB4bopzjYcx6KqOK4yC5nnFdQsDYBwkoW4RaYIk1FfOZklCTQYFm4Ruoweenc9/2cGiJXEUqIpSY1P4PsfAoqXcjN8w6JIfHCWhnIuc1tSChI5Ngh4lNcyJ7dQo8uXnS9eh28Q37ElkEFW14g40UFFCQqmHr6upeT6BVZFQOh82y+I4eAZ0f61hM6ouV+/DrD2hFeEtQskbLFpq6bgXXsKRyXE8Kt809Xl0DnevtJsUM5H3BskgURqL5bkmKiLoCS0nWtKheb1SlZYmzHA8iUVhoaqtMFEsmfvngz+L5zY28QT18Tp/2VhwnSJjyY5N5ykSnitThov7tbAndEY6bmoERDZutAaSDuUWyKIL/nkFYwwZ70GWRUZcawWvoePuNFGsnsf89n3doSXceNkyfusJS50TsyChnCEFUWXn7xO6b5jgX37obv9/7Z5t760ZCf+suKSGCwnI3afjGl4s/ljWwWrVuimijgvG82KmitAdaQ1Cyu3B9zEtPaECkZ7QIBmsLdSyoBA5p55+/25oA6YVMtjeb52Ni0hoqI7b4ZlSTGJser6HeOrz8oWL4NrTfBpTx21CQn3PoIThSWsSSi1YNB+oLM1bgkpIqImwXPyaJxgPrju0hAwckzQFzYR1Io2rTpgIADDZaO2bLPi71iWhG6fw9NYKlnsS3/v+m5B+ROQAxjThkdABpOD4sW+7o/BratsoFHq1Bh9fwHms4Ouu2Ydzzyugh06teZ2iXJD37goTX/iSQW/yyrKzaIn0hF7ySSgsJTaMDdhE772lnxsAnZJQxtj/DuAmAN8V+fUV7u9TpZ+fAnB1sM1rJlBJMcYYxtirweevAPBSZB/0u0ISyhj7blhqMA4fPoxjx461fw+d4X0ALl44hy+0bH+XTjFOFY4dO4Ynzijcgj4unjyOL7rPiWwL9wPYnCh/7FdOncTXATj+wvN4pcP5hHFkexMaDA999tMYowc12vD7Vc8+gxsBPPnk09jcjCeZmTZYg8T25nrlWmxsbESvz+qFr+CdAF47fdb//pmXXsYDAJ575hk8bY5hsH0S7wFw9tzFyj5eftnenldfOY79AF48/hJOjr+AOwC8evIEjn/so7jx2V/By1d/M8aDw/5zV5x9FQkkHn348zjzNMfFTTuoHDv2sXpqJwD18nG8FcCjjz6OV0+0c/lffDmFBsNkMi6c+1WTMbROGp+ZcyON94Pj/NkzOHbsGHonX8aNAH7vkUdx/oX2BcvzLxwHAHzly0/g8c3icfSzz+JNAJ568ilsb03Rwwvg4npeCNlSsvY7vHTiJbwTwPPPPYfjpW0OjbYAAxw7dqz22YjF8dMX8XYAJ146jpeOHYPINnE/gIvr8X1sjUbg0NHf3f74P8Ka0fhX+luwPOW70jVOvGLRnC/93mfxdgBjk9/zcWZwAyWhfKlwjtNck1g89cpp3A+LRnzywQe9nyEATJTBYSQYbVwoHIOrER4AsDmeNB77ABjG21s4duwYbhxtIMV+fPzjH69stz0aQ0Hgkw9+HJwxjCcZmM6i+/66dBsp6p+lMLpcm3FmcLm7ts+/eNxvf2Zb+55QA4bPfubTWOl1T1BObGjcgwTZ2ddwNTQ2R+Pouby2pfEtbmGVGokvPPQ5nFjenUQ0dXTc8DyG6xdwEByffPATvqfypWC8euHFl3b0fJXj9JlcPOTsuQs73vebl8f4yAt2UfnMU1/Bse3prAy2M4O7AiSUnsHdCqM0NFJkeoxM96Lf//gLVrzk9KlXcBXsPRhv5AnOl574CvTpF+Z+btujDNzka4S3jLeQsf2VsdcYg5vBsbFu799NKsPEZDhx0o5hDz/8MCYv2gXrkVMP4TYAZ069gseOHUPy7JO4EsDTzzwDPrZz6dVgGG1v1j4L9+gMo1QVfv+ae44+/elPYf9kDKVN5fPnzl8EAHzyk5/AcHsT0rAdP28nTtp1xPb2Ji5cOIchBMaQePWVl/HK5z6Du9x2J0+8jBPHjuHwZIRMo/W4/1F/AL+Z3onbH/s9jI9Pn4i+8KJdjn75y1/CFy86z3Ga8zaq17ZnrAd67LyYVngfgI3tEUSqwE18LPZx4nEcAbCV2oTki48/isTZ9j35ladx7GL+rDIFKFM8rtx4GfcBeO210/7n584qXAeOM2fP4Sn3s/2jLfQi91Abgw1XMPzMsd8srN9iIc49hfvp1I8/h5ci3+09p1/Ai5O34oY1hQsvP4MxEpw4/jwenfL5ufa5L+LNACY6/uwpbdAzEpPtfC0s0w3cZzQumBUcMuvYcPPTFx76HC4+1Y1y3BSUD1y4aN/pi1v2Xf3Ugx/H8IXncQTAE195Ev3z9r5dvGiP+eyTT+DFcfE73BJ4089znph31Cahxpi5QguOLvsPAdxnTIuu9ALDGPMLsOgsbrnlFnP06NH2D022gE8AaytLaNt+6+MaSX8ZR48exfLzZ7H1yACHVvt4K31u8zTwSWCwss/v6/EnvgQ8AVxzzdX5dh3j2YcSjCYSH3z/+/Afjv0MBjzz+30qfQY4Dtx622246x13Rz9vjMFnPiaw1JeV73bs2LHo982e7wEPA5dfebX/fe/zvwc8DVx33TW4/uhR4PTTwGeByw4fruxjPVXAK8ChfSvAGeCGG2/Cdbffg+zzHJdddgg3v+1NwMf/C657+/uAd/5x/7kTX/6/cf5CD/e99924/tAyfvPLvw5sAUcfuN97j8biSxc+D5wE3v6Od+Ctb76xdjuK0eOvIHtSgHNeOPcXPisAVb1OYZzeGEN9hmP/vlW8++hRPH3qN6BfZXj3u9+NW6+sRyAptEyAF4A3v+l6XHFf8TjPqGeBF4Fbbr0d73rnu1r3FcavP/lRyx8AsHroitrv8PAjDwNPAtddew1uLm3z1EM9bE/s9697NmLx+LMvAY8DV1xxOd5y9CiwfQ74JLBv/4HoPn77kX8LPjbV3z35G8Cx38GvHvjz2MaNOHr0/spn5xHrWxeBU8At118FPAnw/oo/l3Gm8Mwn7EQklw8WznGaaxKLweNPAV+xqOXR972vgMRlSuPzH5c4PCg9f9vngAeBYTCexOKRY/Ydv/PoUbz2WYaUJfj9ke3XHnkQr2xexDe8//0AgP/5uV+C2IrcCwAbn1Qwot/pO3e5NqnS+D13bW+6+RYcve8ee5xxhl9/0JJhFDjuv/8+7JuiF/fFM1vY+N0EB5Z6wAawtLwaPZcT57eRfdYeP4XE/V9/L67eP5tNQ1s8+4l/g0SnhfP40pf+BdQGx/uPHvWI129vnwFcHnrjm2/C+3bwfJXjIye+AJy3/z50+MiOnl0AMFe+io/80ucAALffdiuO3nXNVJ/fmmQ496BDkcDw/qNH54ayx+ITn/5JSM3QkwIcSfT7f5pNgBeBg/tWgHPAjTfdhBNPbwEOVHnHXXfj3W++bO7n9v/7wochLmp/Tmc+Y8VmYmPvi8cYVpeX8O6jR3HyQQbZ6+Oaa68DTgF33H4r1t7qtv3Ci8ATwKH9djw7nn4ReBG47fY7cN877gQAPHmMYzgY4J01z8LkWIZkuFI4/kdPfB44B9xzzz144VGJbVMdL37zuQeBdeC+974XX3rs54GJ2PHz9tH1l4BTwKDfw77lIdRFjglLcOjAGq658zbgYbvd5Ucuwy1Hj+LpzyaYGNV63L/7uxrHz27jz99zN26/ahYF1BQ4Dtz05jfjyne7Y22dBT4JrEXmvE8/2EMvGcXPKx0BnwCWV9agtg3kZvP5n/j8BvAk0F/eB5wH3vKWm/Dy7z6BkUnwzne8DUffesRv++AnfxxJaY2zdeJLwEPAkcuv9D+/9eIITz/MkfTyd+TLD/0jqDR+D3/z2G8BAO59113AoTc3XqkLTw+AR+y/L9u3gpvK+zMGePACXjEHcMeN1+DuWy/H6Es9HDm0D3dM+fyMRh/F5HmBleXl2mv40Y8lGCb5GhpnnwU+BZw3y/jD930d/s0LXwAA3PX2twHX3zvV8aPh10J2LfHqlz8BbANf/5578MrG7yB7heOud9yFB95ik/nPj78MnAbedO2VuLH0HV57EIACEh6fr/dKNJZ1GWPvZ6xB63+6uBfAZQC+yBjLGGMZgPcB+F737zNuu8tLn7scgHOnxUkAh8PeTvfvI6VtYvtAsM3OwtFPT19sb4bmUF74oic4ttAHC6WnCUaP0HGbRHnqgtR4peBIWQ9CBzC978usr+YxZtXgKp51DeHFDgI6bt73V/YJjdBxiWoXCBNRLyW0sjQOoELNZdnYCRO5vjFCP9uuG9EQO1LOhj3p+jojPaFt6rglJVKjMmTgndUiKwJPYZDK3wxUt/AZkMP6ibWgOFj+3Yz+nKwsOkX9pnV0XIiqYbpKgf/x14HL3oL/ufpH5y5aEoa/B87rzCR5IpJw7i1aeMN1nO24ro8rQscVnFlvyXJPKD0nbcJEAWVP6AlSxLeXnOWiRCDxr/j7JXRaUPneaUjOrF0UckVAAFjuCWyynfaEyly0raZ/VnLme9WsOu7uPWNK9C3NThUpe9oU+4ELLQ/zVsdlhQPteHfvedMhXziRM9DUBWfQJhcm2s0EFMiF7Rp7zImWrnJhIjgxosxwJMmc74k/N+n9AgH7ztbZMGmaN2HnKKuOa8+r2BPqnn8nTGTc36EIGPXJRkOl6CHFhJcKM2FPaA3VlgUWLV1psW3h6eRGA8bSca26adwntKugHbVYDGa8t/l8F8zhdA6R98yA11Mog3WU4blyal14TQ2ReyMzldre/VJ7QcwD2kRauI6s9gHOMUlDn+96fQzfw9hB7DJc55iSgCcAm6SpCV5O13BkbYBBIjBGApNWeyLbQo02sI0++g23NeOyuBbetjI257GCt1+7P/dGnZswUel607uoJtDppHLfDiz3MTJJVJiJ+77wvU3HbXsDfxvABcbYbzPGfogx9l42u2zefwVwJ4C3B38eAvAf3L+fhE0SP0gfYIwNANyPvAf0MwBWYBNainsBLJe2ud99luKDsP6mz8947sVwC4VJ2p6oicCHrud6Qlka6QmVYRJKD/b0FqzMZJ6bz0Sxl85bk7QsXhSTYFMkoTGTa15qxqdtYsJEgnxCvey98L0tRmcAyXuXk0s1LggGFAywG0/YWdV0nPiWnTpuJQlF3BsrDEE2A0EyriA6L8q8TUckCaX7OcsrSYWRbfSxNKz3P2NlT8/iCczUy0P9Yb7vxfdB1ChScl5Vx10/CZx/AXj3X6i1F5lXeKVm9xxquZT/joolmH8SSv1lxlSFiWqLRTTRtwhfhVYrwvVyRs+Bs9wjFK43reb9kmZS8EzcaTDGvMdy2GvHGIPqWRaBBo8KKjUFJaEicxN3TTGKB8rHKcTcBJdiob3fW76YYq4nNBynwsIZbxGfmjoKPs87T6aGPeHtDmaxaPH9jcB8hGtawjhBmCbBOX9dXMImhPTq7ikkkhkKgp2Ci1zvAFYQSNUmoXniaJMDEaish4t8+/xvbG0WfheK5jVatLjxcCKWCz9mgTouQ1yfoTBXz2j1VQ7SeDBGg6kUGQRSY1WwoSLF+A4+oQD8PZ1VmEh4ddzQooXcAqrvsH0Oa6554Mnu+/4bEiCvK0LijyoD02lU7bexJ7TgT8wgZYIsEEtsUpROeu48O9j+hbobJuYTumFp5a+a/Tiy2kdfcoxML/eYnyLUeBNbGBTaXCrbsKToE+qS0HW2isOrfRxYdmunufeEUhKa32OjxnYeCu7bweUexognoVS4rysa75Voe6tuhrU4OQngLwL4JIDzjLH/yRj764yxu7sqzhpjzju1Wv8HlhB41v3fAPinAP4GY+yPMsbuAPDLsL2oH3b7eALA/wLw84yxexlj98IKFv26MeYr7lAfhiXH/DJj7A7G2B8F8DcB/FTYS7qjoISqw4MnoLx6XE9ybJk+ePjC+EVjsHhrEINpC9sg7hbFXBaT0IbqWxiKSYhpktCMENbA67SkbktoaUyZl8x3matmcS6Lgj5jh4SWrgdXY+vfFajjxrYrh/FIaLdJZeiS0LJQFDOqFQn1Fi2keqYzZBDdkVBZrxKcW7RMv2CkZ2DdLGFtUJ+w5Kh83KKl7ftHj+0tT9zr2OJ3asCq/q/03vRWoLTe1STUK7O6RRdLlgq/VxBIjcBguFz+6I6CEi/F4ihQyhKIsq0HvbctSaj3RAQgzARZDYKZiCISCiYKiEy+Q4PEpNBsvuqgGasioQDABzYJLVuYdIme5FaISdlxuEmYiAp6u+kTCgCGxv9QYCKCyBXQzz0sTETxPkcbmykJDdRxCRHdzSDRLYvM1RQm3PUn2wYmEjD3bKYQSOTujEPeRkhT4ai+4GOTUDfHwVqk0JgbLvIzJ/yytU0CRa6YHFq0MFafEDmGUjkJRaiobmoKtX5eyVwxdw73N5xXjIKCVTdl2QQ6QMp8QbXOPqYUdE9nFSZCTOm/gZUWQyTzX7o1nENCATQmd4but0NCjUtCY0ioYQKsNLb7NSMvb1tS8G1gD3ghnS5JaJBQs2gSasmMr5oDuNwhoRMkQFoV5mk91ngT26aHQcNtVaxXQkLP25/394MxhsP73LM/Z3VcWgv5tYdKYbKq+vyB5R7G6GEyqibh3M/vl3ASaox5xhjzL4wx32mMuRrAbbBenhdg/Tw/i5xGO4/4CQD/BMA/g0VJrwTwjcaYsOP3O2BZ47/h/jwC4E8G53wBFvm8yu3jnwH4SXQUT+oU7qGsQwTy7bQzJA7puIO8Ag/4RQcLktCKhcUUwR0dl/ZTGMy8RUsHJHQKb6Eso8mrioRSwuf9n2JIaEIvmrsWXECKIAmdxJFQ7pBQ/1IGJtlN4UsRnS1apLXhKCdiHVT9OHMWHgUktDuFkLwiTWwANzSRzaKOa7/7RTPEWoOtiEdCo+q47RY1sRCSiiwkld9m0SKqFi0qT7aUNruLhNKibGTFNEI6LmBRxQ0MsTqcbwLmGQI11zhDqUoL5NelTR03WERYGm18e8FZgYZqVToj75c7buiZOI/IkdDiftnSfnu8WZBQYS1ahHIL0xpEURSQ0N1NQjUpLodS+xHFSRYokc7boiU0pJ9XEvpNd1yB6w4u4cbDKzOcT5CE7qIFU35ADkvArm+z8ElDwP6hMdoWF3cLCXX33c0jwmS1XsAheklIZF4UzueRzKn0c3p3CQkt+4TWeTS7olwqi0U573GoVS3a6P1WtUadvce0kT+/GkzbtpcJJKAnRfVUamNpoJCGQe+9L3ZPGcKj0NW1WGzsMaxBHTd0GaD73wQY0HFcoV9nE3A9scX7UlIdS34VrXlK40G5RaaJ2twjJLQDsEFJ87oZxpPQdSs+9Rr24chaH4OEOyvC6ZFQM9l0dNwWJNRUkVA23A8AuHw/JaHTO1lEwyf9lITm6rgmm1SsglYHEmOTRNWB+SWChE7F5zHGfJkxdhbAWdhE9Nth6bEzhTHmaOn/BsCPuj91nzmHuLpuuM1jAB6Y9bxagyagtgoDvXRuoOk7JFSo4OWiSSEwueZ+4T8bHZequJzLwkCh3YvSJpevp0RCTYRqS4k0DSqKtokgodItMMnTVFTouHEklGlbGSKkhvGOyTtViTsubJZ7AuuB16c/PtorqTkSGvaEdkdCpac1V4sCegdIKE0q61jCagMSKryUfqwnVENPN4TYQ5d7d9sQ+pj1TsAgUNrs3uIPQY/U2CahvFdcdGkmsK6HWBvOlx4phIA2rHZyT1lSfU/9e9aChLK870iYSW6KXQrJefHaMmFRaa2L9GlXQDJzTkI1k4CpWl/0h6vIDIcy0/eEJoLZcUNRT2j8+oZI3MTsbk+oH/8DJJQZVU1Cg3edR8bSnUQ4ls2L6nvNgSV84gffP/PnqaAas3+Ydxhmaf9NbRY0RlEvtpCJtzRJIXePsu3pq/TOpgVv8TBUUGDiLjlgkXlEuSSUClk0v8nADqnRosXNy6ksLQGDntDafk/3zilFPaE7v2558V6DOSRUQYCpCdLxdt717pHQbv7SPgndoU+oCcfqNiS0LnEI/NaNR8ka6LilJDREQqt0XFkBVuiZYKy8bbFvtWkt1OtPgYS677KBIZZiieWGc1Iw+3H56gATpa0fbNmqrEtMtrDV0hOqeQIRrvtcEiqXDwAArtxvn/2N7dHsiVAQlhkQsHNEnsAzNUZqinTcvuQYI0ES8Qmltf8ljYQCAGPsEGPs/8UY+1nG2JcAvAjg+2AR0P8NwIFdPse9F76noC0JpaqVHSz6icAmBta4l4LQvzAJ9T5bM9JxPZTvFoyUzJqcytEUiifgUyChlGCGvSS0cCc6B3lkRXtCHZ2JBxQnQVQ4o2p7QsuUpLzPpCV5p97YKem4pkLHbUdC6XswajjX1oC+c09ojMpD4ZvYZ6DjUhJqWpInKibEhIlmXDwIwaEM8xTf3IusWQykcF89EuqS0F1MEMivkzlEvpyEZkhwAcuNtOZZwnr28lz8oBQZjyChtNCRzcmgp+MaA9mwoBWcFZI8TwErj02uR65uP7MG9b0lSfHarg17uIglaLCpBWuo11Q6JLRuPBTcsRjg2CG7KIxjZBUJjXnvhe/6TMWnhiggq3NGWWcNevbngZS1BfXENbUZ5IkOJaESPLH3LoXcvXEoREK1hoSqRUINWNATauz3iiahdh3ik1A/j+f33jImauZTNx5msq4nVNdSbSmZt0nOnOm4zsedhImYKiKhBZ/QDselwsKsBYZ8Dg/6HUmosAYJrWXZFZBQeiYa6LiE+hISqibgJnOCjpHEskLHJd2JCB03YCc1Xct+fwphIne+m2YAUZOEpryPiVjG/qXE94SyiE9ma2Tb2DZ99Bso9IpXkdAtDLGyZNcAB9fs3xe3phdGioUurelYyIRzdNyQkTNIBEbo2b7nUng67qWMhDLGHoXtC30IwMdh+0M/ZYxpl4X9ao7OSKgb8N2Au9QT2EY/r8ADuel1kIT6RdEO6bgipPUKWYH668IwWaz+tIRPMIPKPB2bKmk0+cWQUKLjEj2OC0tr2oKwidYkjoQKPUEW9qDRIrGtJ3TK5G2pJ3NqcBCWttW86LCUMpHTm93kOOhKx00oma/vCS1PEJ3CPSMXW5DQJsXhpt6ppuCsiA4rbZeadffDFGjW7t+BAI/SZlf9A5lD4bhbdIl+cdH1L8WfwNZ4E9/aQGueJUghum4BrlkPoux21REJ9XRcnYHD1CaPskTH9Wi1zop9p4SEymLv5k5DM4GJqQp5rQ0TXDTLfqybNjKWINF2vDE1z53keQEgY/O9t+VgSSwJrapPi5BtsseFieYRBq8PElpXn6frwnWujkvq7pkRWN4tJDRk+ZCYYc07riEgqeAMXaDj6gCNIvVR7sYQozJMjEBSoGkyoIWOq0pJKEKqbY0wEX0fPU91XDenMqMsAswEJpq7JNS+VyOT5Ewo6LyFpyESwdCXs6sz03sa9jtqZYn+MUp9TCAo/yCto0SuwdHUE0prviRHQkVtT6isoGZUIC63cBnGwYI1gQU/4s/jgJDQDmtKOt8NDCHVa9UNNk7hgjiEw6sDMMa8Oi5XF1r3XQ6ebmEL+xuRUMMTSFNEQi9iGfuX7DtP61zVgEZPE8o9F7Q+o1YglU4APbFsixISeh5JlI5MdNwKi2yPRdsbeBOAcwCeA/AsgGe+5hNQIO8JrRucKUp9kIngGLEhhMlyWXSSek+qdNxWlddIWPoN9YQWUQtKWkRrT+h0SCglmLGeUEpe8iS0OlAlDrURbiHLhQTntgrOGtRxy0hok51IIahK3BEJpWSg3BvTNQkL+++gMyjT3aKF0OV4T+h0VjNh0DO2YYZYbUieRCMSWqULdju2o5gaQkLpPamn49qTCM4hTEKNmUn4pGtISkLdcygGxUXX08lb8Dnz1sZkfqbjco4MohaVUbwHWRYm6pyEOiTUFcFqk9CSMFEukFIaHyJWU/MIzZNoP+baUDokdLZFv+I9P37XIaGc5clPnRLp3MIjoSVhogY67rwTxXA8jBULX49QlNAsDAnVhUJuOfIklFBDCSFJmGgXKdshEkrUwxrquw7UVZkxAOM5MylE45w6rqRClk6tcnswlmoUFfYL4ei4WVIkIlKyZnS90rDvCVX1faPTBmeEhNqeUM0kJrAK4oSEbqOfJ3JT0HFnpeICgEiory+/9k0aGVQMiUYoTCS6IKGO9RXQcblJXU9oKQnl1TWOp/NWkNAiWttk0TIc2LFtMm5HC2ktsG6GnqlSiPWTOMv24/I1+32IjspnoOPyjOi4TUhoz9rgUDvS9jmcMys4sGTfJz/PzgAYxcIz3shBgPrNszGYmmBSSUIFxiaJIsEivJdzOr/diLY3ax8s5fYp2D7MLzLGXmCM/RvG2J9ljN2462e4B8PTVjoioWHFUkknauLQvcxV6EL1R5roYoqkbcGgoDkhocVEsKtFixal6k9L0IvDg0lR+j4Ih3aReFFk4ZRIi3aQpykhocpwS0mu8QmVNXTcGGpYPGHjj9M1NHiFItPFogWw6qm+auiQ0K59bN6mI4aETplMFyLoCW2ikTY9i12/fznyfl+XhLao43o0Nnzf3Du4kXK8dG4bK3NGIcOgaiRP7XOYlJBQupfz7wm116ku0dI8QWLSAk1ZkdBZBzouhw5Qlfj2H7r3BnzfB27Of+CR0LJdkkuG54yEpqyPEXrVJHSQ4KLZQRIaJpU1SSixGCrb70L4dow2YaKwJ1TO+ZyCheZeQUL1ApFQhEhoDWpAegqEhHKZQBASCrF74lVh8ceNfaam4GMClgl3IktMVpFQpETHdT/zegVB0YmxqigcBVlWlZJQr45rTH2voEdCNVidgu6UwejaG22t6phwNlZWHXdsEmTBXGwTro5J6A78X70ycZAseoQxioTKWiTU95XypKCcWhe0/hKOaWF06pBQWUFCwURlTWtq2HNlwaqmgvzAJaGjcXuiSNdlA0NbYC3PMxuv4qTejyOrdp+MMUxY368dpwlBdNwmJDToyQQAvXUWZ7WlAgP5GlJ36HftEqosTERI6CTN/V0LdNz6JLxQyJiXeu8uROMbaIxJjTGfNMb8mDHmGwDsB/AhWFT0Q7BJ6fO7fpZ7LJRDMWtV4ygizedKuH4yNwFkKdFxI+q4M/SEEg3F7oeqNEUV0nY6blKl+TWEiqAv3PX9+US8gY4rBbP9NDpHQkkUhBmFdMsKwrx0dr34OTOBFkHyHkrDN35BEibqPvGFvooU3HSj8+hwUaAnUy1WpLTiNGEVNd8xIdszJD++J3SpEQltehZZ8KxNdWjukI0ySt6JjuvCJT2/9NmXsT7K8D0PvHnq8+h8vu768sk6MsPzHhcX1Ac2byQ04QxpEx2XJshgAlRp1XA+FoY7dD5rFhR6702X4VvfdlX+g7pWgYjK9zzivy99G74v/UuVXrt9wwSf0nfiIdw2037Dfrqm8ZCQEr3LdFzec8XJsjBRaXzhEfG3eQXbi3RcGtMXkYQ6JIg3LKhp/qLETYoEokc9oWIBPaGqtXBkLVpcodUlocIXhUMLDIsOJnCFLG29NcPvYMAr854PVxzWSZyOC2d3gxgSSsVNlUWf81nCtwoEaLaiJDSzSvphW01XTYPlvsBqf/b3vwwGAIAiBlzkHTasRoEc4VwpcyS8QxLK3TNqVAZhqskMYNkx5f5Bj6SWk1DGOyOh/V53JJTWixvGjYdlhdyNk3g5W/VIKODQyhmSUKm2sY0eeo103KJ1lt46h/MBHZfHlI93EKZUnPA2bdnYCnGaovhZXwqM0QOPfH8Gg7FJaMdzOb/diGnfLB38MbCjy7XzPqm9HmoygUQXJLSojgsAOhkCGQDXj5EjoQO/De9KK42ECBIDQfRYT8d1VbG2JJRLSKjOPHJKMGVAxyVVWI+EBpL25egJSzsUyC1avDCRVphsXUAC4MLWGNfQh1QGAR1dTCpVJ+VCJ+wm6CkWWhrViaFJyr/w2YAeJfQYm+ijK3tUUiISodwYX1SYfgL3PqEYNiZPnhpeg4TO0mcgGIlOlYWJ6ui4kffBTeK//sXT+PMP3IHbrlqb+jy6BqlFCj3BOoYYlhYkZGY+b2Ei4ZPQ+P31E6QaeyGiLB2jhy5IqFM3pApqVwST1xQlPBI63yT0fO8KPKwHlQXT2jDBD6lvxVoi8Z0z7DekH8fEQSgICa0TgZlX8BphovK93011XLYHkVC1yJ5QN8Y3W7QQEpp7aookoOMuwqKFEslGOi6hfUTHrQrcsYJA4gRGK2QotopYn9A4EmrG65bWWSrKMW/RYpeJUTouqeP6beaQhPrWEeMLpMqJt6XpCGNYJBTBtekyf3/fB27Guc3Zka7YtfdzXqS4ZRrUcVWW2jdCiIAK2pSE2mMmSQ/aMOgshTQpUtar9LiyiP0W9bGWr1P5HJsSet/XmHX3Cd0AMQa3gP6q/bdKgdEFnEhXcWQtXy9nvD99EmoMEj1CyofNYEQZbd4+hwvmGhygJJRXizs7ify5ICTUvlsqm4CrCTK2DB68n4lgDgktteUYAwFt6cZI9zQS2iZMJAHcA+D97s+9AIYAXgDwMQC/6P7+moosm6CPDj2h3pcz8N1KVoBt+CRUpVV13FzUZwaLFuRVXBFIlod/t1XQTfjidVhU6izSE8ryJBIIKbvVRy4Rzs/LhRQSnFl6k9AKxqn4FdAXt3j2/nqw6I79mi3CRJ7G2j2BKvR1uujay6IDYSKhRhijOgHUheDcLsQahIlm6QmlCdtatDQgoV5xMK6Oq2c4tre+0MXiSO3C1yfCQSU5HUMAOLRvBX/lA2+Z+hymiRBVHKGHYYmaRXTcpus4S0jOsQ1RixJ4FkA2AUiA0E30ZV/Ncvhqe5Zb3XSKlp5QNmc6Li3qY0gogJn9YVXoy9yEhJJP5W4noQ4JNem2X7JbC6QGJHTuPaEy+u/XMwzjgAH0AkQ1DOeO/F4/rtP1FyaFNgyJFJAuCVUQhQXiPKMgVkhjce07mxc9uUtCc22B/L0VIfU7GwMqRQaJftgD3uATmm1fxAaGWC4V5Qo9oXWJXtA6w4yei2hKqAnBTQbFpPV51CmMS0K1YUWqcof5+5oDS7hmBx4QBAaYYP4iMcfYWszwenVcon1yLsGcqqtRaS2ZmeZtKQUycEBnkCaFioxnmokq+FCzZjSsRMdtKNxQEVd3UbANhIkAAOlm/juXaI2R4LrVEAntQ2btyruFyEZgMMjEsHEzQ3Ms6ZVM1rGOJVzve0Ib3AtmCF1aC3mkNUvBdVoRyGOMIYvRkd199+vqPdwT2jbTnIdNOl+BTTb/MoCPGmOe393T2ttBdNxW6WNaqAUTuiF7h1ISKnthT2g3lddYiEBUgZVRi6503IIJcvvilKpAxZ5QZ/ReUseN0QQTyZEFjyIX1g5Bg1sRJ/IJDV+kCI0wp/i0XDejoQwDm6IPxSKhxYGOdaXjhkioGmPc4ZpSSG5tOqKDHCXTM9DyaFGzzZcxaOh3YQ0iWU0UnKbgnCFFvhjIB96aaxmh417c3MIBAH/sXW/CsIlPM4dIgsLJtulhqXQ8EiNZG85ZmEhYi5DaaywCJNSFitD7Y+GFibwtUrfkkdX2hO5SEuoWWmUf2DWX8M+ahJpwEdaEhLLF9IQSpTML/Axj6IIIlEvnTccN6RnzRllnjcX2hApI6MZxna651BNksB61hITuqoKy781Pc32BmndcMw6GUDwxR0LDAm3Rr3wC6MzZh4V03Hqf0Gz7IjbMsNqPTxR2o8ENEebKmzia9TyFiaiPLqTj8p5NQrMxxiaxSPeUdNydRk7HjSChdRYtNWvLLMuFiYilpLJJ/ULefddESqu0Tkkoizw73n5L+yIBIZNlD++yMBFvsGgh4S7TCQl1Sain4waqry4BVxAFJFSJPkSmrBBo13HLiXJlsjkJzZHQCaAycDXGphn6nlAaj82ckjwv0ui+ByXwKh1DmEl0Hsp4z4t6BjsCAExoNrlUkVAAPwDgY8aYpxZxMpdKUBVLtiWhEQoq67kmfsd1127RSIsQwKKImckTl2mCQ3l6mSktGLuq44IHLx6WGzcF4BV+RYCEFnw+EfQyxJJQzjA2ws9VfsJ0yRtP1+lA+Yd8ElrtCVVtybsxVmhoivWrjnh3cZhOvSwawqr8ApB6hAk72Pm4UrBaJJTuK59lInXXOEuaaaxc1CQdoJ7YGXpCK3TcopVRJSL+r9T7OBy2TCJzCCE4JkagxxS2MKgk7VLYZ2l5zsmw4LaQU0vHpSQ0qDDrLBdMaQq/0MmmpNFGFlT2HNxxk/kmoZR8lum4hITOas0Tiro0KcHSta+zw5hX+CR0MgqSUAWN4nFDhHKmXvCGCBeasxS2diO82NwC1HG9LUIHOq40qe0B5Rz9JEFm+K4WKugZ1Srzvp51/ddhgkAIVUzgTqoRLpoh1tg2kI2t/oIRJTpu0Q8yDL19EZsYYKWChNKcYWoRMioYe2GiefSEUqLuklDDBRTrQaoULLMMpB7SAh23SxF5pyFKIo1AntxFC0lMFJVNg9BefyO/5ipNaxfydEwpe0ghAJVCIisIOobHdQcJih723leEiSp9q/V91GRhpDqglQQgbHMCa4JCifsuGUShJ9SvAbMRIEoiWXXhEFYtl5q3kwHbyPVAb6Lv6bhkkzMvOq4HdNxzSUVdnaXolS0JXURV8t0zPjHSrqv3cBLaJkz0C28koNXI0uCGN4jgaK9iF/QtkrImNfWnlhIjg55Q2zPHZqquCKNyPnkECdWGeYW/usjpuN0eXELpRLBQIwXUMh03tnAq03EpmdUQgFbgRMkIXySiEoUIDlXvsnYkVINNtYDVEYGG7khoLnMv9RjjWBWyJoRDQqN0XKJczUDLO3vwnfj76XfimeGdLcfPJ/ZyMMwmKOGfDUpCKZmu+R4xdVxNhY85Jz2xSESukjpCD0u94jMsOMPqIJnZR64uqK+69hrTBBn0g3iWRtt1IWEJEsjoiGDW2SAp73c8KH9kR0ECXmU67toO6biF4lXD+0NI6G7TcaWj45KVBFCDhAbj524KE83dg3TG8MJQC/EJdSinSWvHdbr+Ek7lXDD0JMcEiR8jdiOo+KBUro5bx3YI5ype1xOqNRI9wgXjFu1qAuYtWkJ13PpiuBlvYAMRiy+i45qG/lrvJZrNzKip7rJIxzVMOp/HFFBVYSLewed7HiEER2Z4IVFRWSAwVA4ucm/HUqjAk53uadaQ3BHw0JPCF7MTM4knoZFWC3/OpTVjRZioQeE4cUmoKfctRs/XgRbkPRvScd25KHBcvprPM74lqwvdl8Ilt7oFCfWFHjXx7MVNBEgotc7NjY5bdDwgezitUnCdRechJSI9sZcQElo7sjPGfo4x1rGsADDGfooxdmg+p7W3oyDH3HBzs6yKhIq+u6TuJTCTbdtbEtBxOSMfxel7QnlYkSpT54y2irNtAy8PXrwO4RPMJH9BrMdhPuCTPDmTkSRUWmEiCnqxqQ9TZpSEBpMhDTgFaxtSx22zaLGT3lRJaESxrqvZte2rcRVJPcaEdU+cZENPKCUCsyxGmezjX6o/iOVhc9LAGazKcWQhws1slWSvjltCQmv70Og+BedASOgiklBCJAFg2/QrPaGJYHPvB6XjqgYk1BdgCkjoND2huTBRZxotjyOhauKS0Dnfj56j48YsWoDZkdAQ+W3qf/RI6G4noX1KQgNhogi6sJuJYoEOv0eEifQikVBa+EE1IKEBAuVEfBLBkULsqoKyt/nI0rz/uuZds8+MAYzJe0Jp3qXFsiviXiCmk6PjZiWfUDt31Vu0bJghVvpltJ56Qmm8rt477pE23VkgqC3ydZbxdFwtrB+wSDcxgSwk6Fb4a/ef87IGApCvmWIsjDKDLQwdfI6KELqJ5kp03CTx7VESWdQX2gu0BcXe2kJ3aT3EUa+UL3pEx+2ehCrPGAzouDTnMOmTQAABWhls2xYuuWVJRyRUjT1wNOZDvwYghkF0fZaNgTPPdD8nBKww6j0P+mmlmcR7eXnfFi3CRNjdN4+RX4pJKIDvATAN1+3Pw/qKftVH4WVqoH7qrEqdkANKQt1LsH0W57GMXpJvw0qL9GlCIKdSeMoL9R9oBQ3Wjh7Q+XZNQolqGlbpOYrCRK7yJyILJ6sA66p6hkO4haUGh9ATSO0WZgWfyIiqp6f4dEFC+VT5k6U4zShMFHw20aPpklDfWxv5Th2R7VhwL6bTvLjmvCgwFUZskdwlREW0yj3ntcJE1b4LEjmQc+5BjEUi8iLJNnqVHtSe4J4eOs8gn8o6JNQr4AbvKV0XokDV77woTNQ5eaTFcKnySyrfvDdfJJRQmaSEhPYkxzDp7rdbiVCYqKGI45OgXU5CB70eJkZApSUktCxMFBY0dxEJnTfVd9agJGEeFh6twSgJzWpbA0RQDCG/Z0JCs93sGxY5EkqU+3o6rlO+piI241653hdoXTvQBeOS0GwM5pJQXqDjslqLFpZuYBMDLJeMFomOq8miJVYoCsYRi7TOoyeUxHSUb0uiZEukm84ntKocvNuRF5KrdNxoK0AkGfSfy8Ik1KnOpvUIICno9xJp7202sm1EsWcngoTW+plW1HHrlfK9Z3wHL02a4w0p4k6qSOhw0C8AKUbOjoSi15yE5nNs6pNQ1l/xx+eiujbx8fC/Bf6f9xa/Q0uUWWFUZNdZCmHqkVAAJY9pQkIvbWEiBuBZxlhXOK69efCrJArc9g5IaDhZyKFNQvVkExwAH53FObNaMA7O6YpTPjhOltknBmRZojM7xBvVrRfSG/R2p+OmRhQmaDvw5t/Bc91jSGiwyFdO7AGwC8C+2ggPlP87osaZI6FtPqEaBtOhKDqahJoKTSX+2ZzSlOgxUj4NEmrFaeqQUEsr7rw7H3Sr2hC8cv9mGF0taqrHZtAmX9zk/THNwkRK5fJVpivtdA5hCwH2HLZRFSb6/t/3FmxPdmeQ32b9aB8IAHBZj4TKViTU0qlUNoIAwDrSaKlXUGVZYdmYpWQ1NWdhImHHgxh7Y20oC6jNVFEQNKtPHvIkdL7WM+XoS44xetABEsoj/omUeGaG5/ZJ84rQomWvJKE0pi+AjkvJk2igaRY8v8HRd0nophlgwudbgIkdV2cpssxK29UVjgyYnW9ovmIcnAvn2+1+5pLQ8wUkNBc1zKMeCRXpBjbMEKslJJSeI6M1eI39Sj5Xk4LuPOi4ubCOFWiUvm8+yTYwxhoQtMZY9G73EXbO4ZDQgOZKQo2xwiu9hzqDlz134dVxRQIOsj5pp+MmiaUic2fLE09CqwlLbgNXOk/OLcpO/20oSCdSYGykL540Bl2jknZK+LvlYfGa+CQ0nQYJtftlvea0hXtRpRGYm2cFJchAVHXax/Y5mxhungZajkORI+RFpNWoFNJM4gh2SEcmpqW772ME6rqdzmDx0TTT/JkZ9ndq1hO5lKJAf2ioMMSQ0EF/aPsDRuvgAMToHM5htSC8wRmph06JhLrtPa0ipPC432uwVhl5FiqCdQmnqheiFZwDyog8CSXKbkQwRQRIqEKObmhwDNV6cJwqHZcFnH7GqgqA0XBI6DS+4paOW5yMeccKrmHCJlxaIzGTqZBQTwWNfSdt6dWz2AIQetrmbcmZReVjPaFdv385WKkn1FcRa+iFuYhFfv1NNoEyDEmy+4tlosUCwAhVOu7br92/a8f+++bP4bLBCu6N/M7T8QJlvK7JuXGecGpsk9DOSCjLEZnwySEaadjbPo/oSVZBQSn2DRPM4GJlIyxeNSRcXml8l5OyfiKshURWpuPGkdCyiuk8gheovnuEjrtIn9DwO9eJrATbZBBYFhw9wfG96V/G6tqV+JZdOjd/37MMWTqySWgNC8S3jtCYzbhrjxE5EjqpIqFcp4W2GAAVK44wZLqJDVTVcXNFdVVbqPR0XIeWzkcdl45rIIge6pKtXraBCRI3F7uFvjG193meUS7IAwHiFaPjinr0KnQZ4CxPMGrDI6HCik65JNRE1NB9ohket8YGzjBeoOOyhsJNj9qtpkBC+dCSKvVkK38y3O9WSi1EbBYk1CWhvN+cHHqfznQC6Z4bz2ZEIMYZA4zo/ds+Cxy4vtNpebs66k9387JJRxDQ8SQ0RkcOhYkAKHUJJqHGmH+9yBO5lKLQYN0hCQ0HmqW+xBb6kKNNJADk+BzOmVVcEyChjKEqjZ6OgLYFnm8iL9Fx6Ry1skhjS/WvQEHoEMbReEJaqB94dRntiic9CvniipJQA4FBgITS5AHADzjh4pnQEt1i0WJcE/00SKgBj9NxO6rjcqM8XWI6JNReR1aDhE77PSjoGWhFQrkVyYpRsnZCZ9IsKFB4CkozElqg46oJUsgCg2C3IuEcm25xtmX6u24JE8bz4gaMa1DKvEo79l1XVCkXHem4aWpRFdExeaTFiCqNDaTyLfvzRUIl594rtBxrgwTroxl7XcKe0AZaa66Ou7tI6EByjJFApkES2iBMpDuM49NG2BO6VyxaXg91XPvvZmEiAFDG9oT2JMdj5kbc1qI0vqNT4yRQkvmCT+07Tp7WtH7gHKKssk50XJAwkVXHLSOhlo4bqfSoDFKPsGGGFTou9YAaY2oFa0hsTisFiXoq5zRBzyyDVccFD5JQtYmU9+w1CDxUF2LREhEXbPJNz9WFI2KEwec4o37BBrBAUxJqv/tAuUQlNp5Fjuvt08rXqdwT2lCQ9u1WUwgTyYFFG7PRRm5o585rdamUhDpRt6l6QifdklBqa8kmI0hj57jeUv6eCyGgDYsjoXQdt852Pi1Pf3ZzUk/a4gFzPazReSjCiKL7nrJ83NirsVeT4z0dhcpTA2VWeTntPPFa6klsYQA1sghfMj6Ps2a1ILyR25u4l/ylh4B/dA1w8UTbicEd0P7le0Ltz423JumKhHZLQqEyL9JAwRmKdNwGJBTIPdbCnlXNBAY6p2OEiRD1TvFw8dzEzw/CmsCzqeY9zWVEmKjjJOZM0CkJVR09GYEchSsk4C6M1lNbzeT7tX+39oSWUMvC72ZUxwUCyhga+k4oAiVFH9kEE8iKYM1uhBAMmcmR0P4CEl8Kyet7uLmv0oZIaIrMcCQR2nsYhIRm9B71Oj6Tvr+n+I6pbHeQ0A/edjn+5L3xKvLla4OqR2HH4ME72CTw4xflu5yE9hOBsUlg0mZhIqLjzsqAaIrw/dszdFzqL1xAshAm4bV2E5xDG3vdfU+oiPctz/XcRI5o6NFF+8OAFhiGZsIWCAtIKCtSQks9oSodg5nMF4MpDEQcCZ3Y9cuID9GXxWtFCYtlz9QkmDRXG+VFhHYauTouIaE5HZdDQ/G+RXa9Oq5aSE+oZ9IUiqgNwkShX2cpdGD7R0KQqoMwUT9JrKWQT0Ij431EdI7ovJVWGebouK5AYSnVNXRcJ9w1TU9ob7gCbRiyUd5Pmab282UxRa/IHvZEth3H9WkmAaoZi8Ic6575/nKQhEZEp3zMkoSSOi71pztNEJYSgh1LQiPf362VqU896+DR+nrF3phpLrEwHdVxY0jocl9YNGW8CRiD3uQczmGlsLCtLPwvHAd0Cmy8CqxdVX9iZVpjSZjI+s6x9jZGkUtqd5pWSVUvmIQZY7YXMkBh7SnFHzlSFgyR2srCI6DjqomjEQZCKFRBLC+Qqweb3qLFMGFFn4Lg0NUKYexwkLYy6wYSJabztswg0IsioWrHdNw2JNT2JzPElJq56fb9Y1HwCaVqax0d1xtn5/ffqHShSKhy9bpMDOZuxdIUoikJdSyAbDIu9MpmEBVfzcinLb1nShptTgssTmomHVuV7zYEdsp44C2H8cBbDkd/9yN/6DaMs+nF2wAUlEUbfUKpoNfiu7rTGCQWCV0Kqtk8goRybj2kdwcJrSqUv96Rf//df+cKdNya45GyN4exrSOMIZGUhO7eWMR88SeD2aYkNK4DaVk7Ol8PMB4slikJtckIqeNmkxGYzqBLrSLWoiWChI4tQ0nJCJJE/Z5KuxaWGB03L2bNSyDIJ0pGW4VjLgu0+4z3oE3OaJqXKm9byEii0kTH9XNqCxJKCuhN1ifURiOlFUeSyiUzESq3HwdDYKVubg6pu0K6hL6ejmuR0A6JkDv2cNDHNnrQ4zwJzTJrOFIGMjghoWn3JDQbWyaiGKwAqKfximCOhXaJa4CExqjWPuj+bXdPQk3pelMCz6k3NqZf4JHQ/PtrZVcsqgtl+3WON5DQGcJ07AlV3s+rioSa8QYw2YTQk4owESc6Li26S4lcbXg6rqOllJFQ10PYtnih6k/BD7XluGEvJ4VF8IpIaF0PXxYmoSJHQsMIkdDU+emFNEKqZOu2XtqOiHDhI4EBuD8eTGnhUvdZJ0zkBkkzpZeiYiKuULgTOq573NZaVF0ZQ606Lm+ofraFlcqnntAGkQb7C/sZFVx/NUa6KCQ0VG8W80X62kLWiPIAeQFGhZOvtghxW78gPbfkS9kZwaxRx9XZGBNI9JLFJS9H1ga49mCLxH5NhIJmTUqwPgndbSRU2p7QkFLGIlYhJFoXjpPzCr4HkVBfSF2gMFF43HJ40UDkaHSvxst2nuERcJXBjC5gbKS39akEKZd6JNTartie0KIwkUdCJyNwo6AqNjOsoILqwymFZkkVSQqRUFZjYxbauMzLJ5SU97mbTwyXhfdc8R50sCbhMDMXUac7r6rQpE8mY7Y+EYEgirCtKbfvaO4JJccBDYHEJaFRSy4vfhUgod6ipXid/Lzv7W7q1wKSOyaR7o6ELg362EIfKkhCvbdqqaVLuCRUT5OEbtvntzdonj+En2PH0I692BvmzzyJTkXZd/SzKZBQvxZy73si7NqDEx03VjxIiI6cJ9OKrG5cEqreoON+dUVXJNQETeQUy32BLfTtJOAqJGdLwkSM2T48EA2GjtGmluuR0CIdV5EcuFG2StqahLqEsEH6u3jcDBmqvVs6HHh1BmVY7YJPU8UmSJJDD6+LZqnw/b0QSi8QJqLqamef0A7fjT4S8QkV6CbMo7lbFLgFJpuSsqgbfEI12EyICO/aE9pIx9WdkvBYaBYIE/k+iDphIlrUhOrIKVIjd5UCR+Er2QDUopNQUS+gRYljNgnouMqKi7Qm55RMju2ipGsvJy8Vtvxx0zEmSDogsHsjCsJNTT2htEjd9STUquOyAhJaVRYl66suxcRpI1yQx6y0Xo/w6sSLsGgJxrK641kPb3vdFcsXivbv3URCc5VMM7qIdSzVskC8mFBAx6VEyDOTXE/cOnO9d+kY3GSRntCiCqqPsV2Qm141CeV07YypVb71c7WZHxJK94+b1P8/LB5p3ndUZUpC5yOI1BaCVRXuvQ5CrG0iYpXiP0drSpl4ZdY2n1Dyhs+YQKJcohZTT+c55bt8npWiTEnEqKk1KZkGCSXxoUEfI9MvIKEhFblwKi5RTINt2yIbb2Db9LBUVnYuBaHNKhsh3V7HluljeZDPHd5+J/bddoCEUtsLOUcIJygVm4f8ejJAQmkNrDih5Zc4EsoY+2HGWKVkwBgbMsZ+eP6ntbfDxF7SSCjv51VCQs3AegdtnQEAnDcrlQlFhxMGPcytyVU8CSUfRtaRvjkLEpoZUanMG3AwnaNdZSPswi7cAJgFiGo4qF3EkkfOgNyXUBTouNQ72EbRo57QHdBxdT7BtwbZu5CEeJtBcil0AxI6bW8rBSm8HlxuXlwLzqoiWS5sr9BsC+HQNLxWBt4fKJL4KIv4LSLp4YE6rpbTUal3GpLXI90ihoQSTbntuhBa4RCRpKM6LhUKKkloNsYYEv0FIqE7CV5AQusXIsYhFazF8manMXA9oSxQOrYoUvF6Ev1LBwJu84pQoGmvCBP5d38R9fIOwkQ8LEi5MYExi4buZhLKAzouG1/ERbNU+46T/VLBJ9Sp45Z7QvXAUnpVOrJF6jKaFdiLFYKS0FhfalA0ZJFCit2EKLvZ3NRxCS0WlISyIhKqhesJ9XTc2SzGpg2aP8Lr2ChM1OQTGiRi0vXxN9JxtS24C86gmUBPu0J4ZB6r+MojSJYjPqHhOVo6bnzs7wmbhLIOSCh0Bm0YVoc9bKEPM8k1QbzGSqlAJp3XZzruLkykxlvYQh9LvZZ2JDfH6nSMbHsdm+hjuR94NZPoVOwd8Ujomc7n5a83qeM6JFRkNsGOMXK8LkqwDtCZQ0I59Q1f+kjojwColryAJfe7r60IXqampnAaaGRQ7VruWXVcnm75h/NsiY4L0KRbQkKnpONS34UXdKlRqiuHN0HuKnmtVTTBVIEcOnTWuHAiGpA2RZ9QiotmuZCIaaIRhkloR2EiQkKniUoSSiheh0nMo6hp/QTQFIqJWnVcNeNi9O4bDuLnvvMuvPO6A43bkUVLbELkkUVy1zDBPgkJraPjetXjsLigOyJ+c4qMFsNyNvrnrCF4vaWScIuQAg3JqQa30nHpvk22MDZJZxptLRKaXbpIaLNFC3fbLAIJTcBVsSe04hPqfHuzKdsJukTBomWPJKGLVMctCDPVqeMGSWg4P/Uk31VWBrGptFZg42Yk1CuXBj6h1ps5ZyYRzdEM9tv/T8YQJqvQcQ1jcZ9Ql4TySBLq6bhaO5SzHgnVzkt0Luq4tO6hNYeQhd5vI4iOm6vjslaBjPmEZmUktF6YKEaL9Z8LBB59T2gjHTdvwVKQ/l7GLLlYBAmlYnulR9z3reb9tXX30Krj1qxhKqdrgZKVvsQ2+r5ICoR03FIS6mjpatKdjqvHm9hGv+L5XTn3hObYCfR4HZtmWElCyx6wFCndl6nouNQr7NRxBbcADyGhETouJaHhOoB6jsnSJfYs7ZXo+gYyIOpY/A4A3a/wV0mESKhueLFyBbS80j7sCWxhYE2Dt84BALbk/spi2oRiMF2RUBrYaHL0g5miE/cTaFNwN7jptBuEb1X1BGSEjuvRrhYk1ESEiWgBMjYS2+iV1HHtYi2JChM1I6FsliSUl+i4pjsS6hNYR5dgdb08NeEtXkpBFeTZekIZvvnOK9s9Yx0dN1YN5zBoV7mKh10M2OfbK8LVJTCe+hP4krlkK1mQUi35FZpFI6GinnZJdNyCOq6yrIS25NyzJNKtqRBlj4SWCz1qgolZjFDUPCJkUDT3hLqF7S4jodEkNKLeST1IuqRGPo8IFTCFnK24NO8wrxsdt74nlOYOHbSLJIJBLgAJ1SoDH1/Euhm20nFDKqV0iA0lAkRdlEsHAZA6bgQJBY8noa4nlA9iSShZtGhXqIz1hOZJzLwEguj55QQScFnQjDAOCeVGAcZYCumCOtJCfQwgT0JlDAkl8bcYHTdIUhIprOd8A9UyZ78ViybRJDTCctGeXVe6Tl6JmBL6qpI3hUULJZjuwKzTChocKwOJbdP3qrBAnmyXk9Bk4JLQ8Ra6hplsYruD3RqBHDobQY83sIUBloPPSGJJRdZHz526YM9rFnVcTkioRZHJ3zVWDKUkPJvkSLDvCaUkdA/TcRvLnYyxddjk0wB4ljEWjkYCwADAP9+909ujEdzQpoZfGhxkUuoJNX0Ite2RUOYmgjAKFi2dhYmKvXU0KOdIqO5Ea+KeBz9dT2h5URT2/TGdNaJ22r1cOqQLu4lpEwOXCAVIaDpCZjh6QS+b7x1spS2b6eldTLgeUNoHDRZd6bg6N0juzYeOa7zK71S7mzoMOCrquG4SnxkJDWhRntLTqo6b31emO9JO5xQ0gbMp791OQ/J6Nete0rMeZUESyvSk23Uhyn66bZPQjskjD3rTCuGQ0KVLJQmV3ZBQGoP4LqvjSsExQQ9ch3TcqtiH4AxjcCgzf4uW8F3eK0goPaeLSBYK7QA1Lx0j6zHkPaGARUJ3cyzK6bgpeLqOdezHSi0d1843Wrs0mfG8pYAWp6MNjI3EcHkFeM3Op4nJvEp9uK+oRYtTx+XDqjdq3sOva/s9vTpug3jRtEH79HRcLgu0eyP70EyC66BfdkZNg2lDgUMG6zfP/tkBEkr9gqaB5ko2bj1Hx6V6Ao8haqJ6XG9nUz5P7yma94TW3UPbjyo7IaGE3K70JU6hmISqGgpzL+lDG1ZsS2kJnaWYQGKpJ9GUGicygTYMOp3AjDewgUEBCSXNjNh3I0TZbHan4xKQxH1PqBUUS5R931ikeECFlmy87T1VTUbiXOQTeokmoQD+EiwK+q8A/B0AF4LfTQA8b4z5zC6d296NgIPfJQkNkdCBtEhokllhIg2GZLlKiQxRxK7CRFpldnr0Fi20YCRhom69F0RVazRBDoJpBQVRWRSFSnRGWcpunfE8TX4h/Yx+tmmGBTVVwL5UGUTR2oYWLG3quOhGSy58oixMRN+ri0WL+6xJt8GQq7l1Dc1ETjEKgkF70YHdjCgd18v/z3bs0Cc074+poeOSOq7OE2GmUucTuhi7FEI9vBLdgmL/UoK1Gi/XXiIwgYQOi0WqapcUDVpEpFuWRtsxecyr5cXngZDprzoklCh+MTXJOUeKBCJAC6IWLY6Ouxu+mSEdd68IE2GBSGihoNhAx6UCZoiEfts7rsZtV1YTsnlF2BMqJutYN1fh+gbmCIeG1rZrleYHxQTg5pFsvIUUfawMh7aQlY3BjfLIvw/GGoWJerEklO6ZNk78J0bHzVtnmJmPMJFw10OYXB1X9ALkSAwcShwqBy+wiFmwPmnvCY2tLX0SKqTvF2wU/CFbPsYKVGseW4PEhIlq1HFzJDQXeWq6lqpzT6hFblcHEs+jD56dC74K9cMW58N+T2KEnm/R6hK0flzuCZxv2I7mWJONwSYb2DIDXBYkoZJb0alYCxgl8GwGYSK63gnnzt/VARiReUj0yGapioSSr2i5fWYvReNMY4z51wDAGHsOwKeNMXs3nV5khNz+Bq413fgQCeWcIeMDSDMBNk5hg61i30p1QDAsEIPpSMdVWeqS0JIwEb0gHZFQ4Q16uyahWWFCpjBhT6ijhQxqFsdUsSnQhd2LuIEBlCkioSrLKkkoavrVqgfrdh0KwYWdjLW25xXI37cF45aOq8bbkMgb6btGvTCRWkivVAGV98emntgdqOO6pJ6EiWrRF1Z6jgEwk1qKz4I8OzMmAbN4JPSf/Im319Kt+5JjgqSChE66WNeQjVM2wsTIiuF87cfq3jFlLVr6l0gSGqoBlxc1YRiPhO4uHRcAUp5A6pCOW+25JiGM3RDqoXtrVcz3xn00HgldwHve0aLFJ6HB9n/rD9y6q6cWJqEyXXc9oXWtLc4DmApFdF8hPBqnx5sYoY99Sz1fyOJGeYHAcF9lazIAUKOLyEyCpWEsmSF1XMcWivWECmItqbmp1HJmPXRJHZdzCYRK9HLgUGIVFFEX1c7BCy01Teq4vl82klwSy0vIHhInNtWJjstYwW1ARBT6WcR+y3h6aPE8fc+0u8eiLQllIqdJN4VLmlf6EtumZxmDLnQNEjpw9lbTWLQYZZl5bXRcO8dKGDUBS7ewgcO4PkRCXU9oDCSg9brItqx9SphAbrwKXHwZuOodxY+U2YyOyizpmY74cCd915YTJKFUrDCiX/j/Xoyub+BjAFYZYwdjf3bzBPdihBUd1VSF8pWb4oOTkrjJhZdwHis4FFEo1WC+Z+7ipn25RuNmeqzvQSVaCtErAosW3WHRLnsk/d1RHddkBWqSPx8EE1hbTyjRc4JHkhKcTQwrfYlapVDgRX9VEiZqQUJn6wkl766c2gzEJ9jKZ92iIHN9OKIfMfhu/LyM9oRiTqqCrcePJqE10u0dIxSIaBUmitCsmUojnna7F/QsigUnoZet9GsVjHuSY+yqtBTMvWetCDHZGWQWCe2aPIa0wDCYmkyFqL7eEaoBd+kJFR3Vg3cSGetBhkhopCeUkqAuvf3TBiUGs4qd7Up4YaIF03FrqYV5obRsZ7KbIVwh22RjJNkm1jGsLxwxbhM7XSyUmoBdpSdb2DY97F9KbCErG0Mgi6vjRui42dZFbGCAlYjFV94T6hLMBjouvEXLHISJGNFe3dgkZFGALOnnjKYpisjzCI0iEuqTySgS6ooGKjLnO/VYKQUSaamajUioo+MKXkRCSVm3cNyY8jkViMv3MCxGdnAKUCzpnIQqcCz1JLKSIGOusVJKQhOOEXow6RRIqJsn29Rxe1TozcYQqUVCl/vFZ0YxUdCrCL+Lj3Jf6IM/BXz42yMnZj8jgrEoCxHsCBKaCzMFCXsFCd27+GHXVdxpIMbJ8LE3VAwWFYUXo54iqz1/v3iZtVyyZObzx3FGr+DAUnWRGS78T57fwBqAVy9s4bqG01Lll5QSOzUdEkoPepP0dxhMq+iEHCJ4TGdQpn5x45HQYD8+CTUDR9/Mz4cqWeFEXEF+68IY58M6RbB80gQwXSWV7GdGltcvWwySy6GYBI/RPVz/xG6HDqizPnZKZ2IBHbeu74Q29UloPgRxkyJjMcHu3Ql6vsVgccdsC5ogEdp66G4IMb0rIrM9oWvTJqGlogjXqRUm2iMIWlv0pcDYSPRZFvfqo6BkPVKBnndkSJCYCWCMp0GWfXip8m52Ycr1aup7KQmlMX0RjIdg/GE1yQkLhYkWmIQSWi/GtiPqolnG2jCO4FOi5VGVgI7rF/UTqw56YCnxdENhVF5szY8cFSbKRhexaQZY6ceSKOoJNQ09oW4bVS9eNG2QnZhHpbgsqucng8C+huavxTzn9tqHdFz7bxlpQfHJYEz1NtDfkI6qiabkzq35OAN0MJbICB2Xx5JQSorKBY8gUeYdWFGKyThaWA6tvZASeAJeWGun7lxKdFxp7a162XRIqAZvVcdNRO5xKtUWNlF95i1TLNIuFc6R22eBtSvz/2+d9uJehfOidza4VzpI02LF0EEvwcSIojou3UO595HQrkno+0v/T2CVcf8igB+a6xldAsFCddymm0sKaKWXRrkk1Jx/Eaf1bTi4XJ1Mysqy4d/1hysioZ46Rw92R+RMkjpuk/R3ENzYqlI5yuIzGUSt0qdvoA7Pzw1q6xhiiEkBDdTKKvIWekK9NHwHi5ZpJz2v5pfb3difty9EaHBWo3Uow9DvVakwbZ+vR0J3fxItUMMpfBK+cyQ0R1Vr7gkrPscAwHXVTmA3g441rajUbkZPcEyMhAwYC0x3RIjdNeVqhAkGnZNH4RdIxbHIIqEru6oQOs+gBL6PrFmEh5L1BSChivcsQz0bA8mgdnG+az2hARI6b/uXmYPmsAUU23g4ljV8fyr8zdqKMEvQwluMzwOwc+JqJAEE4JBQkzOgAjqun4/TbWwHdFyTTSAQSUIdqloOPVrHBpbiSagXrdG1CrTeTs2jpTu/llSgIWEiJqS32AAAFtJxzRRF5DmEYdwyG+j/OrPU4dic5+1rImKEbt0jOEMiGLZMl55QqxthCkhoRzquZ3zFk1CtspwV1iDSqKdAQjU5JIikkLh6bZNS+wQhob1p6Liu97SNAdSTdo5FNkaSbWMLA++xTlFYywRRECsqe4WO1wvaMvnOihYtQAkJjcxDfSkwRg86sKjxLAhSx+0iCvU6RadVnDHm45Ef/xZj7FkAfx7Ah+d6Vns8YhSBWFi7BF6pdpnELmRZto1zZgUHl6sPlh24XaJD/O6W5Eq5h5oG+Nw3M6DjdpjMkx75T3VEQo2qqOoBlDzl6rgF5dtyiGoSSijAphliSaoCLYgsX/pJvn3+fVvouDViCc0fitNxuyGhbsAebWCEHoZ1i4easJXtWKVtMXTcsiiUPamdVZINY0GRxfWVtNJx8+dfmBSa7a5iaRg0gfcG01GpdzN6kmMTCWRo66FTZKxdPMkjoWobE6xMLUxULogJPUHGF3c/dho91+sDxG0SKGhxLBeRhNLznI18EhpDPPVu9YQySkLr2yYWHjTuLkKYKCygNBQXc4uWxRXBqLVGjq1QS5qs1s+l3qqsmGgVmEnpFrZMH/uHCSYmAaMktKKOG0dCzXi9no7Lc4sWq3xbPU8/1nuLlnnQcZlrASIkNCkkW7w3rNJxF6SOaxOVYD3lkqCYgJwHD2qRUGuHR+q4TYI/1BMKoLBGSyJ03CYktMwWYR7gyHxC31TY17wrEqp8OwDjEkwVgQegSmEeJALrSLwFXqfQGQxrZwz1BMc2JAbpOjgUJmK58hnNOGQkyWNGYWwS9FlapeNSEmqKVHS/Fgq+o3J6FEC8l3eQWHsvk1V9QkFesnsYCd3pyP57AB6Yw3lcUsFMhtS0i+AYncYn9H5O6TuL1SgSGqJPHglteZByIQJCQst0XNOpgp5IgdSI7nRcE6fjGjglOnty0b5RH6TkG6PjYgAuZKknNELHLcmG18YsPaE0KOgSetelgkuUsolNQgfJdK+dYQKiBglVC1icFQoiwbEBzDyJGwi/uGmj45YRfQAQOoVaYNKjmYA2DL3BYtVxm4ISKVZIQrNui2OfhI4tlalrEjqwapiEyOTHnUCx3aeszis8lRkRI/YgUrGEiREFNd3dCv88Z2N4C6QIumB7Que/ePaqnE3FwkXHAi1aECZgTQtqd+31ghIYABCuSEtJqE7qlXi9mBP1irPc19Qnodk2RqCeUAmmRu55iwgTRdVxN7BhhjVIKLGGbNNLXJiIkFD3nM/h/tp+aQahcyQ06fWgjD0+TxwSCpUzmRaojlugZzpHgRgzzGtbxNYxQZLm1XGbUK6gBYuei7GR6CeR+xZhuRASWi4Qe9s01U1pWDGZW+c0BAuQWyYSr3QM5OvfKh3XIqHhPNgaOotQz6tB80QyOQ8AyCI+4WUPWP9ddIbXsM/+p6yQO7rozyMManNhwZykW3p5+1K4ntgqHZda6/ZyT+jMbyBjbAXAXwFwfG5nc4kE0xnGIP+dJjqusvLKpWoXS3JK3zmzGkVCYxYtbaqvZR+l8mDGOqqpEg++SXUtjDp1XB3QSJnJmhdOESSUFiAbGECIkjiPsj2m/QUJE+UJ7gxIKH12vIFt9DFIplu82CpivCd0IXRcsOogu8OeUM148GxUKShh5Ehofl/564CEbqOHYYuQwSKjLwUmSMBUaOuRdkMk3QSc6JE1w+6YdLDeEs6YVSQbLxd+LkyKbIH3Y6fRExypsWbvTUqwXzj4B/EnJj8c7aGad5CxOLJR4/ulIXbFsoSogXtKmGiBPaHhwo81JJh+Ub/QnlB7LFoMm/5q7baUBNLC09MsgzGXZ9vYQh/7hz1MkECkm+5AVRXUGB2XT9axiQFWo0ho3hNap5pK52S0Yzh18dtuCc6dMBEpiQrpFcQBR6nnrifU98suMgkNrmOQTJbDF4OiSGjqBR5JHZc10nHzNQKh3OMaATnh70kECS2/fzxIQju05hiexAvpkfOl94uJBBKZLxh4ixZZRULHJgGbEgltescpSB23N7G92CqpakKURacomFE4bVwSWkFCXRJavnfeoiU/t7C9JoaE9hOOsSkioX7NT0JGexgJ7bSiYoytowiFMABLADYBfOcunNeeDq5TjNDDCkbN6KRTcJWlAZYFSOg5rMSRUHBwqtZ5JLTFJzSjScf1e4l8oHdbdBJTSARD2iL9HQavQ0KDgZdpFU1UfVASGk4KNGiyJaBkmq21qli0xGibsTCYobJe8sXq0geRf9a9ZpMNjE1S6SloDarelmNRdNzyBAoEk/iMCzGWU3xzb6waYaKIRYs02UKR0E2xgjNmrVXSfZHRl9xS6QpJaNVwPha0qBUmQ8aTzlY3gjO8bC7DVZsnij/XkzyJugSiJzlGSHx/VV1kyQoeNje3W97MIbRPQsf+/YolOprtEh2XkBAnfLInIqKavmuHKqjjNiShpP66wCRUuqJJzzEQ2HBf/caUuNP8TT7LARon1Da2TR/7lhKchoTIrLJmGR0iZXcA9rkcXQRWDkNkmw4JrY7Bfk5ooGmKYD7lNeJF0wYpRxN6xrhET1ifxyEmEP2hVZqHgjHKpmYLuodWEClEGFV0bWhPKS7+BsAnrz3BnH1HUUG2sq+gBYvubZ0aukdCw/0ZDWWY7xf320Z6QhvZAyzpjIQSfZgT4mmsVVWuKFzuCbU9kVxVhX5qj6NVJxZXImwSOkhP21NJqu04YXGn/F22TB/b6GMYo+MCri80B6VirDDNJWj5F0NCB1JgEwmGaSQJdW0kbXoyr2d0Lev/pdL/NYDXAHzWGHMusv1XdXCTeiQ0ZijsQ8eN42XQV3bOrMbVcRnzSZf3/Glp7M4f4MT9HfD2Abfo746EomNPKDdZ1eQaROVxyZpRzdRREiYq0HHt9lmybAUSCpXEDJrxwuI5rK42BTO6k1VN8fyKSKjRmZvEuiOhPN10dNzpJj7DZU0VcQa/0xlCg0HM2aLFMA6mi0lonVVGXlnPz0GYFHqBSeh/Xf0O/OS5+/F/7aEktCesOiIPk1DdLQkNF1/ZFDRawRmOm8twYzkJNSl0g9/mXoue5LiIxClN1r9DlIy1Wt7MIXTYE0osgRo67m4IE9Gxsj0lTOS+5yIQqw4WLUCOhHZ6z+YUwonu9FKLyIhhPR037wl1RelIT2iitjFmfSz3LJtCqC372YowkXsOjAE+9dPAZ34W+KuPQ2ab2MCwYlcBBD2htPCNqeNSUqPV3Oi43CehOR230PvtekIFNLR2JfE5ILBdoixew7RtJ+rFdIlivZl+R0WrO8Vk7sUeCaa1HyuoaDKBjCKhhDCakjCRjowHLGyR6ZKEcgkR0bWobpiDFd6/WaUAFx6EKdNxBWeYsARiCjpuzBM3FoIzpEjQz1zSGElCDatHQjMInMcqhiEd15ipkNCQ8ZXEhIkSjrNIABX2hLo1P6njtrWovY7RVZjoX+/2iVxKwXSGbdOz+VyHJLRfqiqLQU6lOYdV7G+xaPFV8ZZqBnmWevUwWqSrPAltRCNd+CS0i5oZ6pHQIh23GQll1EAdbuNexCxZKeyrbn+eVtdJmGhaJLQoTKS1O9MulVSiR6eWjnvZtEkoExARJJQbDbWQxWJVmEgrW6+clc6kEfjPtdBxfWU/uK/SZF5ReRGRyhW8ZI5gGOmleb2Cc4aUJWB63f9MmKxTcs4KdJ/uSajkHC+byzDY+mJBVEHqFGoBNibzir4QsFIszdRT7pPQBRR7nLF4iITGxpcMcleUob2v9J5CQiNtGrt1qGBR2sRw8XPHAntCpaNeDpRFLOVwf/3GlHSUklCDfA6VaoRUDCAd0iPdItuUC0k0vhsNbJwCRueBR/8jErWNTQywHGlP8J6SfuEbQd3K7S3zECZyiXoC6odLCr3fsjcAqf1q5fT8F6aOK4o2a0Y5vZB65eCyArn/XGB1pyAbkdCwUE3z5dgkUY9ZEVHHZeQzWkvHDdVxm+m4soMwUYjceiRUpwAGHoSJaUdkrAeuuyehDKozk0ExmVPSIzR4BREVXeJGQUHijF7BFVtnc/gnG+XPfVl3xVQL8pQsT4xAL7L+GEiBMRKwwC+c7OzIWmwvCxN1nskYYwMA3wHgNvejLwH498aY7g6xXyUhTIYxSPq4ocKgbBK6XFrAJIHXoOofiC6CQkVSqnS10XGN7wl1VLtABt3uR3fqrUkEx2gKYSJuFHQMxQpopMxkjVRgFqPjErKZrMDoIiWV6aotjO99aes9mKUn1Ceh2v1lO1w70XHJYzLdxMgcmprSaXgwCBZ+sRg6rmIcsnR8pW0SWvYx7BwBHRdaQRkGUXMtqVfNv2vGQGKxSShZj+wlOi4AZCyB0Pl7KkwG1aHCGy6gp6E1C85wwhyCVFvA9jlg6SBgDBKkMJcYHXfSgY5LyVhX4aadhH+eg57QGJXxF+S3QyZ93DPn41P1XZm9I0zkk5UF94Q20nFfJySUjjtCguXlBpVuL0yUFv6vmdMWcEq4mbB9zhnrIdF2GVdOJFiYhFLP2e/8PwCAiViJPyc0jnvxvsj3kcWi7rySQQPmkx0mktxigwFJbwhwCQGNTO+MyTP1eZEqL4Wj1UYdWiptVHkwnavjAtZ/tMn6xOqAFIsmEyRYidFxCQkt0XE1WOX2sKAnlFhhTX3qhieQJAjV8C6HjDlPuy0Jc5aRUADIeB9yiiS0DjiJRah1wPsxJDTiHoAcCT1nVqA2z+TJFlFxgUoSarSGNqygU2Dc8dMaBJt6QkNhJrqHUiRWmKsjoPR6RKc3nzF2F4BnAfwkgHvcn38M4Fn3u6+p4CbDyFXXGimyxornlKvKyWAJ2im2maVD8Y+yACmiQaHNJ5QQT7cIpWqKUS6ZheokaJEI5hTzulVPeE1VqdIT2jRpC0JCw55Qt8/eSvF6AIBRFUqaX0S00nHj3mWN4dG41B2i++RJA7bMHB03UoVsPradOCsI70KFiYoKibkR+myLh3BS9pSfml1VVI9dhX+RdFx6h9vMrRcdtgKcj0HCpJ2S87CaPE0vp+AML5nL7H/Ov+h2YCdSLS6xJNTIViSUCiOLQEJNQR23fpH8sHgbvpTcMffjc86hDdsVqu+s4VVUF+ITWtUXiIW/PgtFQhkydw3WzVJUEMhHiY7rkVHu+hJTS73VPglNkDiEFaWxw8/rRucL5jNPAQCUjCfCrIyERtYGhDqzOSehChwJCRNxab2UkSA1Av1+z38fStAXKUxU6BvUDT2h3ic0Tse19Fj734wl4A29lrb1qIiETiCjPaE++VVlxLaKhIYWLcRQakNCATR7mgJuTePuEc1Rqrj+lZEkVPE+pO4GmgCAMN2R0EISOqgiofbexpBQK8Z5Hiswm6fzX5AyLlC9Hu56h/TnsJc3moQ6deAQCdaeuiyRQexpJLTrG/gLAD4J4BpjzAPGmAcAXAvgE+53X1PBTYaxcUhoAzrJdBZVnlwe9LCNHjQY+isHop8tLPw70nFp8KDBhPnEiei4pjMd1za8T4GExnpCeZ5ocEc/qd2HrFq0+Kykv1LwHAVsUlven0fS2tRx0Q0RLnym1KfRZeD14bZJsi2M0Mcg1gjSEL7ftoTwso6WOzuPQKmZzklRz9qMPaEIeny1ilN+6Oii1BNKi6EFJj30Dk8tKrXLoXgJCY0ZzkcivG96iiRUcoYTlIReeMn+7WhA5hJKQoWjMqsW6inlnovoCTUyUMel8SXWT8fZrqjXcmYX8bth/zJzuLFvEeq4YWGmmY67eGEiIZi/LxfNEtYG9YUmf+461hOqgdQmnNrZTWiWBEhouSe0hISuXglIq9CpejVJqDt+U4LJ6X2ibebUm2nAIEEqqnbRnkJiDEdBJVYNzSEL6gm1aFnYTmQBithrLMrJV2FHdt1DWhiaNQsTFdhSARLamIQG+zMOCS2PN7lYoIbyxYaGd8Zb3DUnoSwEF3gJCdUZMsM9KymMTPQhzRRIKFS3VioU21WSYTUJNYgIN8KueTNwnDWrYNuBdM44TEJLa2xaCwXXm4rtKWxRpRyMMaSsB6GKPrQAIKW048Ye7gnt+gbeDuBHjTGb9AP37//L/e5rKoRRORLaUGFgaoIsQvda6glsYYALZhn7luPS/4blPaHMv4Qt6rglCWs/qc5o0dKGvFLwmqpS6G/JTDMKy3wSWqXj8uGao/aGFh2RY3YUJtoJHZeEqDShkh0mMa9WDIURetGBpCk85bV0PxjUgtRxq4blaodIKApIv25GpMo9oT4JXRwSmuxROq7ivYLqoOwo2BQuNqdBlEkdFwBw4bg7CXs/LiU6LgAolkTH5zCosDXtOztTuOunJtsBlbH6vEnOdkU4yFI+2UL6L7uG7xNfQLGtSMetL+QQja9LsWdeIZ0SKgCsY4i1Yf2xaV7UTliQ2hm8RyYhodKqcmY8yb1Ay2019JxpS+PF8mXAbd9mf5TEbWK4T4LpGa4+q4IxZIaD6SJau9PQEHlPqLdocUlowv09o2szs7r7lGG4LOo6ON/0mCp5kzARK/mtW//NJnXcQLyQ3AZqfKGJ/hquaXPfzvI55j2huT99w7WkAmULEsp03hOKcuKq0tr2Cc37FgFv0QPx5z8FHTcUMJIRQbAKyh0cw4DjPFYhJhfz96GBjgujbNJfQEJzBLuuLSTjPQhdFSZKEiu+13Ut/3pE1zf/ywCuivz8SgBPzu90Lo3gQU9oU8LD9Rhj9CoDzXJPYsv0cdas4uByfOEWCrd49bMWSN2UfEIrPaEwnem4KWTB+qEpLPoSS0J5gIS29YQ6ZDnYZtQ7iLFJoIeHnMR5kY5bRUID6lBDMMxOxyUbHEpGuyRhIeqU8X5nO4z82KX+GYpZaMUzREEkywVNPLP2hGouCsJEtj8mfl3q6Lhl6thuhtirSGgofa+1pW13ouPm32Oa5FFwhrNYRcYHVSRUVpX79nJkLIGOtEuEQYuBRdBx4Qpx2WQrf98i79duIaGMMZg9loTm33/BwkRNqE5pUb+IIHVcgOi4TUhovCc0ZX2s6IvA2efszxNCQoP3v1zYC9lF2ciioO/+HmyyJVwYXhc9PtGavcVILNFituCRo6XzGVc1uE+ouUg8HXfs0D8/l2TzTX7bwpTE/UIBnnKwpp7QkiCjZkmUClrYnu6HCGidkfHMs9HC42pdSYrsxsJvaxpYG/mJELrbhoQGPqFlCq9WTs08koSSqFtHhVwO3bmIRO0qmeEYDKqgUag6HQYzGkImOGdWbBF/+7z9RYCEqrIDRaRXmM5zbOL3DbDrypARRcl4TwqHhF76SegPAfhpxti3M8ZucH++HcA/BfB3GGMH6c+unekeCmEyTBglofU3V6oxxhHlyaW+RULPoT4JBWMF4RYAcd+oIKj64em4pR7JNjQyPzT5T3VXx41ZtLASHbcpCeWkjhts8/Sh9+OB8T9BsnywUkmM7c8n3a1IqJma3kXXVFHVj65plyQsqC5nvGo23H7w+ADOoBdCxzWMFQsACCjeM/dFsRIdNzLRuSA6rhecIuRtgUgo2SzttSRU8z4kvad6il7Z4L5NQ6O19kIMG4Mrgp5QN/GLSysJfVDcg/+v/vpmYSKxOGEi5hY76Xi7cXwRbHeSUEp09lRPKCFXi0BCg5Ufayg6UBI6syjbDCE5hzIuCUUzHZdWsF4t3/3/Y6t/CDAA/tv32u16FgkNe8IrXs3lnlDRB66+C39k9d9jc+X6muPbz/iFeQ2lXIcIzbyQ0GAO4TKxCuJIvCKs8cXkMZ3IXI7bFlEktIb2LiK0WAqms4LVnW3HaNIlCZBQonUyGS2EC79eLPmERixauO8JVbkWScOayrcatNFxofM1qhcmytvR6pBQ4yjiRDVvi2l6Qmk+3cQAK5H3zoItESQUCknSwznjhEi3zti/AyQ0m5SSZne/wu9I65w6YSLAUobDnlgd0HH3OhLatZT3393fHwY8L4+u0n8L/m+AvdRQsjshTIaUO/+dhp5QoSdIUV3gLfckHtR3YtMMapNQU0BCKfHpiIS6l0aKYmWLQ0/VjN0s/Z2HRBatZOrAWoSbOFpKIXwSmr9kQkicwkGs9GUBVQWowle6dhVp+HjMYtGSq8E5JNRX/9qvZxkJnTo8Elr8XpbusfuJmK28xpHQTurAkTBM5BRfh4SWrYwo/PXT1CPtJrIF94T25d5RDaXQoocEKWBMgBB36QkN6LhTXMe1gcRKX+K0OIL9Hgl1k5+8tOi4x5L34ZWte/B9DYunu68/gG+6/YrFFB8E0XFHjYqTYpd7QrvoBiws6N1fQBJaSMCa1HF9z9rikFDOkNNxzRKuaaDjltVxafx8pX8jfnr1r+IH13/c/jyxSWjB37di0UI+oQ4JHewHAGyMFVZqxJEoGWnqCSW1Xz53Om6+H2pLSlkPY9PDsuT5tfH2NQt61suaFl2Q0MjasoqEykI7Rjk4dH5t3fOa1qwZuF8vFpNQE2EpebRdqbw43PA+5J6fzey68Pt5HY5sYq+Uzmp9nX0SmnVFQpvXo2GQZsImBljuR7RPmKwU6QGb6HIhsSH22R+QV2iYhKZjhCtC45L+XjgndaDjatGHTPNrS2v+RPb2fE9o11H0/bt6FpdYSGQ2mdDNSKjQI4zZ/srPl/sC/zD7TgDAT0Y8QgHimZeT0BaLFk0S1q4HsYKEdu+F1C3S32HUUhuCPk6L2tU/biyChNLAt9yXkZ7QrLJA87LvLXRcS2OdrSeUvLvMFD2h4eCsxCxIaLwn1MqdL6CSG6LyLvQ0SHAkwuohTch1fW45vYto6eSHu7ikpyd5dAJ6vcOjmGoSIMTt16XgyTrFdWSM4ZoDQ5zIDuGmCw+5Y7uJ/xKj4/ZlfEETxrtvPIR333hoIedDY6CabEMpBYn4+8VZPWtgJ8EZQwq2p4SJcrGgBSShwTvROK7RtV9gEspYTpO+iBY6LqOeQup7tJ+TnOETvfvwg1///cCn/m9kA/tch8JkrNQTmlu0GJxf38BTpxO8Q2lsjDOs1IyHfrxuEKyhggcaKLuzRFhcpsTn3/BvhRhfwI8nIhfUoWuzMGGiotd3QYCnFI1IqMmKPaG81+i/aemtxIyzf4dqr2HIqEWL8jTwwn4D0UtyX2gUJip51jeeLyNhTXe+2QQ9wNnTSPQjInHGeyx3REKhO9Pp6dw3zTD6zNtWsTgSariEHhwAUgBbLgkN1HGztJg0M0fHLRQZffEgLkwEWGGmZOJ6YnmOfEqnjvvVgIQ+B+C4MUWfBmZLXtcaY16c+5nt1TAGEgrKJaFNN1fqCdIIHXcYGDwfXKlbADKPFPmKYhsSSoinW8wIYSX3857Q7kioYgl4FwvYpj40Jmx/hta14kUUgozug4GMuP8rg2oSagfX4v64HxhbekKN9t5LnYOqcjor/N2lJzSssGs5fRLKanpCWWBEvZthUEShAUD7iWe2BStjHNwNJ0abCgWlsG2NMBGLSLXvVvzp996AB24+vLDjdQ3fz5mNA6XJDj2h4QJ6yuTx6v1DPHfyEB4YvWbpTySAcgmp4wK2sLAbiOKsQYtmNRlBaZuExnpCBWe7wiLkLtHp0rKxqPDv/kJ8Qrup4/p5Z4FJKACffKybJaw1WLTQuetSTyjnDJkywO/7e/jWB6/Fu9ZuBFAsWvFSEuotTYxCNt7Gqa0D+NhXXmtMQlmpaBpVeHYFj/kLEwXrBzc/fEnejle3x+gnPBcvJNRoUUgoL/qco4RohiFEpDeTdqOrPaGkBhwL24LlxnfenIQKIax1YMGiJQ5c5G4BqlNBmgpsXZBQ49bM3ju+1BMaG7NZMh0SWqdjEgtiCm2iH7Vo0yzQtwiC1rxq6TLgAoDN1+wpbl/wiZdOy3TcqlMAvZ8TJFFlYLtN0BPLh36tlCQSyvBcV2YPRtc3/zkAsRXYQfe7r52gJITouA3opNRj3zsaxnLwIB+sQUIL6rhdkVAy8yVhIua8xYg6aboJEwFWda0TEmrqBWr8z4xq7QmVEYsWUqZc6UsYLmyy6xKX2P5yK48udNwpe0JJHdchoZSETWPRAgS0kWmiZNpMYZPpxajjltFlcfpLAIB0MFsbeOgTyrw3VnzbPAkvJ6GLS3puOrKKb7z9ioUdr2vEkNAuqsEFJdApezmvOTDEV7YdxejCyx4JZZcYErrXktBEMCvElo5yC6TImLlbdNy9qI7r3/2F0HFDddwGOm7J8mJRQQj1OoaNSChKaB8PkFClDQyAx9Kr/ILaBC0irDR2eHsXpcB1ijEkfvGTz0Ib1NNxSY23SR3X94TWP+ezRIguUkJNFMa+5EFBs9gvu9thkdCiun8dEpr7dcaQ0OK6R/MEssknFAbarXXo3mY12JMUbr2oQ8RWNyOhRnUqyDOvvNuWhOY+of58U0pCMygjosJEPgnt0hOqtQVHugqLBUhonI6bu0CEIZwNDFtxqdPGq/YUty74bVRaFiayQlDhK+OvQwNw4pNQ+v7ufIQgJPTSp+NSv2c5VgCMIj//6g3qCZQDYIIOSGh1YbYUIqF1PaGMTd0TSr+nQcw3/xvqCe1u6aFaVNfKx4y+0EEvo0AzEkoL2GISav9e6UuMQ78yJ4mtS5VowRiUqVJHK8eaIhn3nykp1nl0ucMkFlaXyZttqmP7ynLZJ3R6v9OZgvHcs9bF0qO/gqf01Ti//86Zdhl6yFL1r07YgDzl6Nrr1PaIsEtMCGc3wieh2TigKXexaAnexSmTx2sOLOG3JgeBPoALL1pWOACeXFr3oyf2VhLaEwzb6MFMNqG88Fd1fPkzX39D1Odvp8EZ9h4S6sfOxfqE8iY15NehJxTIE6yRWG4UyqICEyUxJLIkOIMyBuNMw5jcbsrIkI5b7gl1SahWkHqMsUnwO89aWmEtHbdi0RJHQlWhJ3Re9zfsCbXfi65VT+Q9oWTRsih1XIRFdMZcshFfD3HfVhS3/QjbmrTo2f1qFS2KhGKUnt4aAUYAu37S4NGe0Mp58PwZ83Rc0bC+I5ZHNmlMOjjy8yW1Xp+ouZ7QKBJK66ouSGgDcBLd3M2PWxjg6tgzz0WFKQYA3GhoLrC6vIKLWMHaxikAgNq+gNQIJExBlem4kbVQnoQ22DJ5OrJTqteUhIqiANgejMZRlDH20+6fBsA/YoxtBb8WAO4B8Hu7c2p7NNygSTS4JiQ0MWNkEfuDnuTWBkWZBmGivCeU0zFa1XFzRSzAVT7DauNuIKH0cMcGIJ88pZYz3/DSy6TaE+qR0IHEdijO46gt5e9CE1ubOq5N7qdVxy1SQ5qQisrxCgv+6ZNQWuxolRamA2s1s/vVeANW7Hl45RH0T30B/079KXzdzNYVeZGFktDaLUOFRgBZZg2SFomE7tmQAQ2HKucdaLEipB5OeR2vOTDEy3B9khdeghpeBolLMAmVzfYsi46EAxsYQk42c1GSyPjyh99+9a4cnznbjK7+eYsIv9hdiDpu0BO6x4SJgJwGrJKqV2EYuWgMJXj2/4SEbk3ss7XkxLZMUMzjNRYtWisIk4LJPpiyudRqizBRcxJq55W8hWA+91cx7uESYlf1BHf2LMzfM1r88wWh2d49wBfRsw49odX1FytZ3eW9lhOAV9cWtlBdFPpRdXRc8qINEpY6b3keFOV1B4sWKghkaXMSantCS8JEVFw19d6q6BEdtwsSSs/cdEjoRq0wUYlq7YKQ0IPLPbyGfT4J1aOLOIdVHMH5qkVLrAeXBOuaWsi8MJPFBH1rnhDIaixk9kq0vfl3uj8MwK3B/+8EcBOALwD407t4fnsvSIFWJsgMb2y0TvTYq+iWY6lnla5iHHMAAAt6QgmRbIPUfeXTPqycklCPhOrohBALw5tV13y4FzomTLTZczSECy+7pLGpJ5T6FvJtfE9oXwZeke47RnpMOWcVP65YsBmEibw5s+uz8d5YHZKwQq9RMkNPqLeHKd4P23Ow+4vogpItADz0S9BygP+i7qsVE2qNkI6r45QfCj/huftKlVH+RhKaJ5DZxBfIyuIi0c8VktApe0IPDHHSHLQV8vPHkU7sxHcpJqF7CwkFtkwfmGz6guKiKZ96j6njLlKYqFCYaRQmcshSh/dsnkE9obq/2ridnyuJjssJCeXIlMHWxM6hnpEV9oTK4neixMIYA2kmSPpLeP8tRwDUI6HlntDYmoO5gvG8fULD4rJwSWhf8pw5UEZCF0TH9ceh9QvqkVDpBSXr+wwpvKhUDc214ARAhfSa5EtyXhSLAgATt4HzbgE6pOO294SWhXgq2wXIKw/QU3uwrN7WxnnemrQDMXPawgchoWZQI0wk4uq4TpjowFIPp9Q+GJeEmtE6zhr7Dld7Qqs6H23FAwAVdWDj+3QlFERnp4vXIxpHUWPM+wGAMfZLAL7fGHOxafuvidC5MqeCqO8/VBkECRhFYrknsNSrqerAVn4JKfIoVFsSSopYbhATjCENkFA+RQ+hZkmU517dkKqd1Ufp3OBa+4+zzzhfpvrHLUdC8/Mjg/i1QZIvxiihjli+kM+daVPHxex0XFockix5FyS0UG1NZqDj0uSRlYWJDBaxODMIKM7jdeCx/4SNm/4wLv7eyuyWJZxDdkRC6Rg0sJK31htJKPJ+TjX2/dJdejzDZ3LaJPSaA0vIILHZP4yVCy9BrVqBEz5Lv/PrGHuNjptwhk0MsT/dCCyQFp+E7kU67iLOicsQCW1Q+vQ9oa8PEmr6LUiop+OSDUnOjBpnGtsOCSU6LivQceO2ZzrLMDApjEjwp+69Hh/98qu4cl98LqOkl/nkpGaNA+YL7E0ek9NEmNiR72VPcudvnI97Ol1wT2jJZo1pBR1p1QKsoGQdwGHbkAIkVARFyEhwo2HofrTRcQXDJNITqhuQUGjVySnAJ5TlHsjydlABEmrPkwr/ZXuawrk7z9t0vBUxRSyFb3XoKGzohYkGGCSR78iLyscAAGOcAi8hofuh109AAOCTi3kSWrpvLJqEOiQ0wqr02yRFJDTvCRVWOOkSRkIBAMaYP/NGAuqCBnYpHdW1psLgHgZdsyBc6tsKSV1YRI+QUKLTtqvjZoZDhD0gQWWrYATcErorEqrq0ZeLS9fZf5x5xleF6iJXx80HmW++8wr84z/+Nlyxb5BXU4nrjmpSa3uaWGuyPpswEVVQHfLr6bjTIaHcDZbTRC5VXr4fejHUudCj9fH/Akw2cP627wKA2a0iPMXW1FJ+8sMX6bieSpW8kYQyXwGd+AmNyfbFcaH/bUoE88BSgqWewCv9G4FnPwa1bacGMQPK/3rGXkNCEw5smj54upGjC4tCalxo8D1Jx12IMFHwvVlDf5tfJC+8J9QlUoN9zRsSeknMKPeM33H1Gk5vjPEzH30aALz3bdhbL8rzeCByxKGhRR9HbzmCz/7tD+C2q+LJcI6eNlt32J7Q+T7nhNqlRiAJktB+UiwcaBJT6ypOs8MoK9w3McPsui0OcFTakFr8N0PxQuqx1DXJl2DOnqnUExpL/LinaWvfQ9p0D7krdLYmoQHSS6g8iUEyXbSnKZy7Wwukkw49oS5p7toTSv7XqVyKFksMk9UklLRDuMSB5R5eM/vANk4BxoBPNnAWLglVcXXcMLx1V0PS7AvJ1BPrviMXlzgSSsEY+7Wm3xtjvnU+p3MJBFFcZL+iJFYIgsVr0IEDS0mjwl3oo+j9FDsgoQrCe9+R5L5HQqE79xBqnkBgCmGiyAs9SfbhrFnFwTNP2ySm4aVPZIKJEVDBhLh/qYc/9s5rivs3OTpcoeOSGnAHOu60NJyykbOmY3QYyAoL/t4sSGixN8Lvy2jMT9ChPjQTOcp27nmAS2xe9jYAn8SsLaEmLCrUUH4oSJmYKq4+Cb3E1Fh3I1jQE5pp2F7ZKX1C+ZTJI3mF/vrw2/BXT/4NDB7/twAA0bu0ktAP3nY5rj80fVFotyIRwCaGEOmFHAldcEJowPYUEmp6ywCAlO/+s1VEQpvouKQ2+joloUv7G7fziTsViN3/v/Pd1+PTz5zBrz1yAgB8KxALilAVdgklG051k/pHL1+rvx+8RD2tS0J1sDhuYklNFe7eKHAIJ2hne0KpcOCS6nSxPqH+GnhAoZ7948GDSOJQFibKNQGa6LjueaB+2JprnfeEdrBoCcQSFTkFNLwzPgGuQWz9dgFQItyz6P1uG5DQpGevQ9aS5LqTcN+h2zPnk0BRM1ewiDBRsC4+uNTDF81+8GwbmGxAphs455BQUwIWYo4Hfu3ZkIRyYthRT2zQE7rXkdCub/6Z0v8TAG8DcC2A/zLXM9rr4R4uIZNm1Sn3MNQloT/xx97WLIrBuO/D83TclgfJ6KxgdOuFicjqZYqeUPCk0QTZhxcmqi58JWd43lyBg2efhYwgl2EkUuB/T/9PvPnAu/FNsQ1YPugBNFhVk1AFXn3hVAr8yh8B3vc3gDfdX+yT6Bjc03EJCXXJcIdJLKTU7QQJVeUBa4bvMVMwlg+yagKIPpShX82WBPvJ3+io52sYvIyEugKPvMR6EHcjaAGp0zG8SGEHmnJYGBEzXMer9w/xkQu34a9e+Tb0X3kEACB7l9b92C2Bn1kj4QwbGEBmJzDyPeeLTUIV+ELEzrpGtnYt/sT47+Lmpdt3/Vihd27TdTevExJK9yVZ3t+8IZ2XS0JpjuKc4R//8bfhudOb+PLJ9YCOGyah8Z5QTKwmpelA9af5jormdWyhUPBu3nTcFNKvr+67+TBOXrDrMbqvXuzmdaLjWppsDarHqlYpFKHQkN24uSe0mNS5Ym5NMkPrRVah40aEpQJhIt9/2PDOEGupIsRTCuaEm+wxKHEtChPFotfLhY9aY0phIu6e+UwuR39vlf6NRR95sdgALnFgOcGrZr/9//opJNkmzmMFyjCYMh1XV4sTXiW4gY5LhWSTjqyViVsrWXXcr4Ik1BjzZ2I/Z4z9JICvKZquURNrRyB7rmpUg7plzd55b7os/kD74wQCOzyonjVGycyXl9RxLXLWlY6bQELlkuINxwTivUucMzxrrsQ7Tn/FvhgNL30iOD6u34arBjE7WlR6QkVNT6gGy1E7ivVXgOcfBG7+oEtCzdSCPmXZ+y4UlPzU8+8t+9MnoTQIGVWumpmF0NQMAjquSgGR5O2HMy4e/ERqVO1ER8FcRZvuvSZhojeSUH8NsskIypBgSheLltnpuIDtC/38C+eAD/4A8J8+BACQlxgSuteiJ4CzZgCptqCpH2zBSOjPsz8OuXQ17lvoUetDMIbPmltx8wISvpCKyhuuu0eGXgckdNv0sDJsZtPkKFURCQWA5b7Ev/hTd+MXP/kcbr3S0mlDRgkvfSfv+emS0C7K29TD79uHauZIzXjucTmnecwESCgloX/uvjf539O45xf/C+q5Ltusscj6hUIIVgtwlK3uWFsSapS/tr7HsiaZyYUsA3Xcmhau3G81y2nDDfeQCqNtSShHzoqigggVDLjOaovVvRmQ0K5JqLcPTGrW7Cxcm5ZYAFzg8Eofr2G//f+558GhsGGGSCErSShQT8dtREIdwy6bbCNBrp8huEVCuelwXV6n2Omb//MA/o95nMilEoRGSdlzHpw1aCGZxs5iyQHA8Hzh75PQDj6hCqLQ56SCKgiD6e6N5KW/m/tCPUU08kJLzvCcvsJy4YFmOq5LNGrVVmnyoAHJyV8XNnE+d5UK4uZr9m8v9T0LEkoWLeQT6pCKDgNZKHuf9JuLD7Eg2le5JzQcsHczDAsUh9UYED2c3bKDWpNfXWMEyDZrMO4GggWhK/gQpUe8Qcf1KGaWjrzyYBfBJilDJHT65PGaA0NcHGW4cMM3YbRmhYneSEJ3FpJZOm6SbeUS+wvuCf1f/H58ZfB1Cz1mU9Bctgg7ZCE4tHHHa7juvmftdegJXcdSrTUKRUWdtjTvXntwCT/6rbd7sZ6QjlsZU6m/M21mdhU+wpi9jlSgr6XjMu9FPi9EktDiLGhLKpybt69xhcxFFXkiPaG16rieFlujjhs+d7I5CWWBboQaHIQ2DBtif+1pVtZPOl4gFgVhIhqr6q8lPVemQ0+oR0Ip+QosWur61ZOOSKs9ZXrmut17Ev3RvZXo7035fbMHsX9ziUMrfZyB6+M+Y/ux17GECaR/Dv2xIq1JdB3qigcAwN3cm45d3mGsPgznbM/TcXf65t8yl7O4hIIecpEknXpCZ1FDtcEtxA/kTc8tDxJzHkMhzVeXLVq63vKWhncKSsor/mKwC4jnzBX5Dxom7V4gphSLUBIcAAR0hd5LPnco8/M3HZtc58n4tKsaP+h6JLQ7HTccnOVg+ufB90RW1HGnuJ87iYAaDpUCso//+NBx7BsmeNcNB2feJwBLsW1Txy1ZtGj3bok3hIl8EqomI5gt+5zrwYHWz4UL6Fl6Oa85YBH9ly9M8Ny7/i5+Vd2H3hv3Y0fBGMOIDSHNJLcaWHCiIxjbU2JNntWzgGNROwfQRsd1Z7NgJPS0OIJnzZVYGzYzHajfmzkkVLTMUaKQhJaFidxnfVG9g/I2CQS2UG0LNME5FVNpAR/2hIbBSsVstqBnnRXQsrimBYXX8ogAHGVBI0KxK1YfdNyAyZauXov7x/8Uz/Rvqz1PVaJuWiQ0oo7remyNyX1Cm1gbPHGU0pb1ZLQnNGtPQnv97kgoFfO79nRfOHgnfiz9Ljy7dk/NSRdRbnfS7ncSgjOkQ2trhDNPAQBGfAkpZEXVOMYKIyZck+o9qQNnk7wnVIFDMOaQ0Es8CWWM/XTpz88wxv4zgP8A4P/TcR//B2PsUcbYRffnM4yxPxj8njHGfpQxdoIxts0YO8YYu720jwOMsV9hjF1wf36FMba/tM2djLGPu328zBj7YTavhgPk6l7CIaG1YkGuJ5TNShmMWLS0PkilnlDAJqE0qIgp1HE97SZimBxGRkho5IUWrieUoqnyJFuSUKL0qCzoCY3srxEJJXoSphf08ZRYEiZqMOIuBysgoTP0hHqf0FIS2kaVnlMU6bgTZEziNx4/if/t7mt8X9G0wQJ6dRsdl5P6EdFx3cCdvEHH9RXmLB2BXXgZ2jCky0daP8cCEZZkhuTx6gO2mPLy+W28dvn9+Gvp986Oir8RPlJpxwc2Wbd/L9iihe3VJHQRSChnfhzq4hNaUZLd5fiVlT+L75r8Lay1IaFEv+zY9xgyIfyCl/5P18EloV3snLgrBrclmBocwkyHSrWGO5ZFQiNJqC8mEx13QfeQNCVcIbnJLs8ioXGAo2x1x/z4H09CQ+0MwRlexmFvfRcLVRImssr11XuTJ/MqUGJtWN957YL2JJSSWeHbkOiaZbVJaL83PRLaVQwrSRL8ovpmDIZ1wkRFlLvwb3ed+quX2QKXQ0J5f9Umobp0vpFEm5Jx09BmQywkNXbFS9dbSkgobxM1fR2j66rhztKf2wBkAP6q+9MlXgLwNwDcBeBuAB8F8F8ZY8T9+UEAfw3AXwbwLgCvAvgIYyx0Zv6w+/w3uT93AfgV+iVjbA3ARwCccvv4fgB/HcAPdDzH1sjSHPnLIOrRSVfJZsls6ouWAumEiUgdt83/UqvK4GuTskCYqCPtxZTEDerCy2dHJpHLVvqFJLSJCkx03LoeQz/o6QzQ2ibUkQlEB720PnwS6s7VmKnpuEIExwd8H0TTwEtB24xMgmGvozdV4fM1PaERcabdCMbzggiyMS6MAWUMvus91+9kp/ZvrVsFs3iImiKg415iQji7EYRi6skYbP1lnMY+yA70WhksoJMZFJuvcUnoS+e2MMnsfenLxSZMX43hxS9GVmph0Umo4A0tEa9DLJSOGyChTQwXL0zUofd6nsGFRAZpfbMbghIt1lEFlAdMCFmjjmtcUb1L/zhnzGlakAdojTARm78wEc3rmalJQst03AXR3em4mcrpuHUaGVQMiQEc1uouHxMoQalPQnNLF1pjNdUKNcvvGwDAmKg6ri/AGBX0r7f3hJbXMJXzDXxNRUkLoxEJpSQsbbcVzNl7HZNQl7Qv1RTcyxZyAAIFXvu7w/uGOM/2A2eescde2ofUxJFQlK63b69pQEJJa0RR77bzdxWcQTMJVraQ2UPRVZjo/Ts9kDHmv5V+9HcYY38RwL2MsccA/BUAP26M+VUAYIx9CDYR/Q4AP88YuxU28bzPGPMZt833AHiQMXaLMeYrAL4TwBKADxljtgE8zhh7K4AfYIz9lDFlxZrpI/fic0hoTU+oSrchsAPbgsCbUXTuCVVQpoSEshwJjSnK1oZveG/pCSWRmMgLfePhZWxhgNHwCAbbrzZOhvSixyg0QHEQ7zdUWHXMoqXcEwoztQ2Bp4RSFc2r43a3aBmh5/twpjo2qaOVLVqmQbZ3EKFnrc4meG0bOPqWw7j+0PT9rX6fQWIZ64MIQ3AOFfQYGZVCG4YkWewicC8GJeIqHaO//gpOmIONlW6KkI6bzJDMH1ruYZBwvHRu29s1vIGE7jx0sgykABvbJHTRPaGcsWbV9gXHIpFQzpHTcRuR0NfHooWuxdqwY0+oW5u0PUNNSKifYyfE7GovWDEGGACstSeU5+yuORVTTYCExhB9v06htcCCe0K9pkUDEsoYqwU4yn7roTBddF/IxQvpejQtQTQEkuC4HPHEj9Y9RutcH6OhIE+tM2Wbucp+Q+SWqMb+msVRWQAY9AQyw72dS1P4pLkjCt5389pKv2b7SE+oVm4kcccgcaJDF54FACRL+zE5LytMw6hTwNIhvGQuw5mlN6Euen2XhNNz4FrzEsZgmPB+vHsxOs9wjLF9jLG73Z/9OzkoY0wwxr4dwAqATwN4E4ArAPwmbeOSyE8AeK/70b0ANtz2FJ8CsFna5kH3WYrfAHAVgBt2cs4UBPdz2bMPS406bja2FQkxA8oAwPmEuiTUI6EtPaE6s4kxKyKheRLaXU2Vde0JpcE8UhV+82W2kfts/1oA7eq4QIPaKiNpddWobmZCGhDF5mn7N1WnprGqceHlzUtIaJfJM0xCZ6Gv5khocSDhM/S2zhJWJMsmoacvbGBbC/yp996wo30W6bgtPaGuR4auuckmSCF9ZfdrOaQbX1Q6gtw4gZPmUKfrIoRN7McmQW+Gwoj1Cl3C069uYOwo8m8koXMI54tJSeiikVC+Z+m4u39OXl0dzcVFL0y04CRUuve6DQmlc2cdFdxlQMcvF/YoSSOEpYs3MyOBwBaU04Dna5t5CRO5eb28DvLnVvZQndXoesqg41JLDYtoWoQRBTiMgQjoqkB+P1QNzZUHli60xkoa3m9VTn5rkFDPAAuFiRrWVNQ6Y7I4Yuv3W6DjFnU4eJMwkeDIICq+m7HwSW1H+yvSK1luTULz6+bXxW6NemStj1fUmv99f3mfpeNWvN+rIo2sv4r7xj+N42t31Z9jrw9lmPfzJUEpxnDp94Qyxq5jjP13WK/Qz7o/pxljv8YYm4qP5/o1NwCMAfxzAH/EGPMYbAIKWBptGKeC310B4LUQzXT/frW0TWwfCLaZPozxQkPKI39JIxJKKlUzK0YGYjCiKx3X6IqPkkcGjZkqCc2FidrUcd0AEUlC9y0luGylh+PsKnv+DUmo4AxX7hvgqv01STshkVlaUB4rhwL3lTkfDgk1fgKID6xNIej70bE79EFQEPVx2/QwnAUJpX6SSk/oYui4ViTLfu/RaAspJN53c42VTtcg1UWtWr8H43A9Rg4JzSaYQPoK5ddy0PhisjGSzVfwSkcklAzRx5B+kp02PnDrETz41Gt46tQGgDeS0HmE6dnuEz6+AGDxaBvfY3RcQmUXcUYFYaJOSehimRgkMLTaloS6Z4Zr8gltniMSh6Jowwo0fQBeuEePN+05dFjPdO0JNSzvCZ2fRYtL9upEf4iq7Irri0ZCqX1JBDTZWKgYwOHWHmExPxSmi0WYtHoktOFSG1akAceSIiBIEI3yzLNGpluSWF9M1YzIhUkoFUSMzpHQuiRUuiS0TcMEyPtyuyKhNK/VJaGspHxs/0laKfZ8j6wO8Kre738/XD2AFAKs0hNaRchpPm+aX/uJwAi9XNDOIaGCOyR0DyehjXeBMXY1gN+BlRv9YQBfcr+6HcD3Avg0Y+xdxpgTHY/3FQBvB7APwB8D8K8ZY0enPus5BmPsuwF8NwAcPnwYx44dq2xz2WufwVu//DP49Hv/FfjLT+AIgOdePI6rwDHZ2ox+Zt/zX8Q7ADx//JXo79tic3MLDBrHPvYxHHWIqE5Hjfta21wHhyhsc8gwZKMtHDv2URwFcHEjfr7lOHPOVuI/99lPY3PF3t6NjY3KZ/mJx/AAgBeOvxzd78EkwyPra3g3gNNnzzce+8fezcG3n8WxY89VfnfypK0lPPzwFyCeeQX3ATh/sXo+14JhtFX8+V0nn8MagEefeh7njh3D7VphNJ5MdV9ObijcDOC1UyfxyrFjSF94Hm8B8MQTT+Ccu1Z18cq5ddwKi4Q++vDncfqp6Sbc5185hfcAeOG5Z/F8cM7vgsbWdvMzMY/Y2B6BweDYsWO4dnsTKRJ84hMfL24TeTaa4vTZcwCAT33qU7g8HSM1/drPjzKD94Hj3LmzOHbsGFZOn8IBCHzhoc/hpaW9m/hMe01miSfOKNxnGM68+GVclW7gFXMQo8cehT7RvLi6ODb4RnBMkODR3/sCzj0z/XW8lWlwBvzSJ22fy0Of/R081e+WLizi2lxqsbGxgQvO+uj8yRdwGYCnn3kG25PFJYWT0Qhnz0w3Nu5maGPwLTcmeNNw98e5TBu8zSWhjz3+GE69cjK63daWLTA//exzyBbIcrtwzi4wH/ncZ/BlmT8T5XfpxInjuAs5G+vh33sEx59/vna/X35thAcApBD43O9+Fs8HY+rJ4y/bv19+EYcBHD9xsvU+aGNwNxgyV4h/+eUT0c8c0ACHvYDHX4qvH6YNNbGLfwUe3d/xF5/DvQC21s8DAL785a/g/MXtynbzjpOn3PrlC5+HfmEd9xiFrVH9e3YlGEZb64XfczXBAwDWN7f9z5990a7Nnn7qy3g8re7rPdDY3LLbP3XOJiJqMq497oqx941+f2U6QWaSyvbnRxrfBuDMa69iMn4GNwF48qkncXEr/kK8sqFxAyROn3oFLzfc5/uhsO7O99Smxg2G47Rbc92qU0wyHT3382ONoxA4d+Z063PETj2G9wF46YRdm7fNRU+ctt/ppeefxrHshcrvXzt7HgDw6U9/CpMli3XJC8/hPgCnXjuDY8eO4dWTGYZk0wLg5GvnkEJivHmxcOyr0gnS0vWm+3bqxMs4duy16Dk+e17hFiR49eQJPHnsGHoXz0OD48FPfByjVIHpbM+M6eVoKwX8CIDnAPy+EsX1vzLG/gksffZHAHxPl4MZYyYAnnb//Txj7F2wwkb/wP3scgAvBh+5HADNBCcBHGaMMUJDnertkdI2l5cOe3nwu9g5/QKAXwCAW265xRw9erS60We+CHxxEw+84xa8LE8CzwJvectbYZ4XGPYTvD3ymTMf+TzwPPDW2+/E0XveGjt0Y3zsi/8JYmRw9IH7Abfe70mG6Pm5+MrD/xhmxAvbPPZxiUEvwdH77X7W1vY37oPi/MmngHPA3e94G9jV7wAAHDt2rPLZkw9dAJ4E3vTmN0f3+7/OPIrHH7NI6OEjV3Q6diw+tn4cOAXcccftOHTNLcCngP0HDlX29/QxgaXBAO8Kfp49ZB/d/nCIo0eP4uzH7b8fmOJcXjyzhexzHIcOHcCtR4/iie0vAS8Dd9x5J+64vdlX76mXTgGPAGP08MDXv8fbW3SNz3/xy8BXgGuuvhJvDs5565jB0tLKzNe0a3z0sf8APjI4evQoXv5dBpUmlWPGno2m+K1XHgbOAe961904+Xsc3FT3SbE9UdAPMuxfW8Pbjx7FM8/8G6TnJe577731yPkeiGmvySyx+sI5TB5NcFXPLjhfMYfwje98B+5usc45tzmB+jTHBBLvfc89ePPhuAdaW/zu9mP48GftkH30gfuwr8U+gmIR1+ZSi2PHjuHQFdcBTwOXrUjgHPCWW27Fu+75+oWdwxWPfxI3X7WGo0f3jlfoN7x/Mc+L1ganP24TsLe//S685c1vjm730cf+AzAGbnnrrbj3nvfs6jmF8e9efAjyzKv4xg8cLVBNy9fmkUceBp4E+pIBGXD33Xfjhmuurt3vynNngC9a9O3+r38vrtiXo52fTk8DLwOX7V8BzgA33nwLjr6v+Xk0xmD9GEM/4UAGXHPddXhv5N498qCEdL7b111/fXSbaeMTn/s5IAMUi88nv/u7PeBZYHnQA7aBO+68A3fcWU9znFf89vrLbv1yGw7ech/GxzSGy/Vz9xPHJJYGfbwj/P14A3gQWN2Xr+H0Q48CzwLXX3M1rozsa3JMY2llFUePHsWB4+eBz34KK0uD2uM+9IkE/cT43z/3aQ4RmZtPb4yhPsNw8OAB9K++FngReOutt+Ptd707ut/jZ7eQfk7g0P41vKXuPhsDHDNYWV3D0aNH8dK5LWS/K3DowD689ehRnP2EgewPo+d+bnOC9NMC+9dW8NaW5+jVRybAE8D1N9yIo0ePto4tg2fPAA/9Dt75dbfj6NddVfn9b77yiF0r3/1O9I7cDABYf24FeBi48qprcPToUaw8fxa/9tivAQC2TB+33fpWqJcSLPVk4djPf5qDm17hZ3TfbnrT9Th6NO6KefkrF5E+LHFw/yrefvQoHvvSL0JtcHzD+9+P3/r8L0Ju6j0737aVv78ZwN8uJaAAAGPMFoAfAvAHK5+a7vh92ET3JIAP0i8YYwMA9yPvAf0MbA/pvcHn7wWwXNrmfvdZig8COAHg+ZnPkmD28cW8sTzpQTXA3MpVAZMZfCEBR4uALkD87XRcVaXjkjARnWfHHiNS5GqTvPbXo4aa9ObDK/jC+BqkRmA0ONTp2LHwPqEq+C4RKqwJ/MnsDwz4FvmEBj2hU6rjetGKMh23izCRJDpufyY6riiJIvn9LkiYKBTJ4jqFYjunobGSMFETHZfzkuCUSl1P6N5FQRcVfWkTycG6rdCeMIc6ChNZ6uHEJDuiNX/3/Td60Zg36NE7DzG0fUPcCxMttif05//k3fib33TrQo+5V4LeCaCl39P7GC6Wjis5w+pAtirJUosI72h/0ksExiaJivl4NdnUFrlkJ2EiVmifqOv31OBIsDsWLRVxFxeejku0zQXRcVmppYZ36AmtCBPRWjD4HFmfqAaLFvqOpEfR5PBjAiFLwDoJxPQavJK0VoATaRQN804ieNySpHDwot+o5PYzIR237ppJwZBB5ve1IfKe0G503MtW7DW+cl+cis54VbOD7jM910dWB3jN7AcArGOI1YFExqSnzPt9GVXxZaVe8CY67iARmEDC0HrdaN9yZpj0LX17MdpWDYcBPNPw+6fdNq3BGPtxxtj9jLEbXG/oPwJwFBkwaywAAJ+FSURBVMC/c8jmPwXwNxhjf5QxdgeAX4YVIvowABhjngDwv2CVcu9ljN0L4OcB/LpTxoXbdgvALzPG7mCM/VEAfxPAzpRxfRK67pMyIRMrB16ThOp0BGUYeh3sEqLBnBhMkIS28bqZySqDrzWE1oFibLeFIiWVddLfFNTjUPdC33h4GS+Zw3jP+Gdx6mCN2W+H8EmozqKDMYWG8L20AIDxRXA38HmhhhkEfSTnrk/DCRPp9j4ICsFJmCiZTR3XJ6FVddyuljs7Cia8RYuYUxJKxRCVZVakoVWYiAVJ6AQTM3sv41dT9KSl1A43HW3OHLQIREtIZwMwgdxRL+cNly3jm++8Ej3B37gfc4je0PaEinQdQLPi5G7EFfsG2Lf0tas6TQvuLhYti+4JHfYEDq10EAZyYyspYoq2JFTa3vAMvCJq5sVmXK9ZV42LLj2h4VqkzsZl2qCibF1PKKv0yy5KmKiYhAqoxgRYs4hFi/t/OCZQT6hR8XWaDNYINx9Zwc9+xztw52VNx5WFdSaDit4/Tp66WnnBwGYfeKf426QxQmsrtx8pbKJL6zZesqcJIxEcmRFexKgptBcN6ja23nRkBQ/+4Pvxzutr2EVu3gt93GPCRK8ZS8fdMEOsDSQUSypJs10LFc+r16UnVHKkRnjrIRjtC2qGC/A2AOt1jLYV9KsAboL1+IzFzW6bLnEFgH/r/r4A4FEAf8AY8xvu9z8BYAjgnwE4ACuA9I3GmPVgH98B4GdgFW8B4NcA/CX6pTHmAmPsg24fDwE4B+AnAfxUx3OMBz1co4u+0iCTXqPqlE63MUYP/RnUUAEATLgkNH9I2x4kpqtN5N73yYv5dFTH9SbIzZWlLkgoAJzBPogdLKh4iIQ2+J8ZVlLHJWVcwA/qM/mElgykSfyId1Ii3ZlFS+6xVXzWrGLt7k+ihuXquNykUHx+SKjWquANFgtSx/X3VTskVE5XSPhqjL7kGCMBNykMGE7hAK5Ya18oCs6wDYEJEvR3mOj8g2+7E3/q3hvA95Cq6qUaveEKlGHgYzvtLRoJ/VoPSkKbLVooCV2saNRf+8ZbcHG7HemhedGL/rQUh3rCFrI0OJbK25InqlPdJBGjtjAIPUBrkNDg5/NTx3XrhDphIl5EQnlHcZqdRsHiTaXgMNANRQwLHtQgoQV7LScqFVPHdbgLrXUYY/iWr7sKx449WXtcgxISWmNnR8J2MAqaEO+GpDoRHBsRNdhC0BqVhIk4xwTCI4yiCQnlDGlXYSLVDJzE4tqD9S1UhISqoEFcl8CZQSKw1b8MACGhCTImIUxZHbe6FpKkatzwHg8SgQ1I9EJPVUpC9zgS2nYX/ieAv88Y+4AxplBqcZTXHwPwP7ocyBjzp1t+bwD8qPtTt805AN/Vsp/HADzQ5Zw6R0DHzR/gHlRsoKCPpKOZkS8AefUpeGmpib/2IxGPIQMBjtSjSF3VVL03ZQsSqgPLmlhcc2CIRDCkyuzIf455m5IUOsucB1P1u9hkJUjWN4NGbp37hE6rxid95c/dA0poO1xPssOYsP5M9gdlexgKO0EsYJHKmE1CjYHUE+g5JKHwyLZyFJQGOi6zlXXvR6Ymb9BxXfQkx7aRAAPWk0NIVL9TXyYl9jtFQgGrgn3Pm5p7UN+IbrEykNjEAIPJ60PH/VoPQg8aC6ZuDPcKoQuKq/cPcXWHHvgyHZe3zBF9R+UDUJmjSR2XZTYJFb1uegZdktBCcjOvecwxnOrouEIWUeLFW7QoILOosuL1qLYuJYMAgpaqIAl19jpR6xMPPHS/tpoXgRVmVLRgLxhD6oryvrjfcJweIZVNSWLJ9k4Khq2AYmsVhWvuK7dIK+vgh6kyQpTnw2TIAZJqEoow0V05AmwA62YJa32JMyyp0nFRbU1KOtBx+9JSl3v0HIS5ABeXdBL6o7CI4tOMsZ8F8GX389tg1XElgD+xa2e3V4IelNFFb4Yre32kjIOZmpfKIaEDOWsS6iaDwKezjY7LTVapAFokNKfjdq04+p7QliTUtCShUnBcf2gZT7+6sTP/OW+OrJCpDD3E7QsM40XE2CWhqREBHVdPTcflvtJW9AntUk2TrmqYNkw6TUG9RyYcsMgzbBF0Iu/pqSFMBsXj93qaYMHA3dbbyjwSmvelppA7Kmp8tURPcFyAfT7O8Mtw1f5Ba88YkFeyJ0jesFbZQ7Hcl9jCAKvZeQCLp+N+rUdOx+2AhNbMea930Jwk3BzVxkDqCY5Nk4BDV5NQ+q7ZNpRh6Pe7fedCElWXhIZ03AUhoYQSczMdJXOnUWipcdRmJRqSUFaPhIYMsETafl4d0+5opUNHjou89QZwrLEoHTfXadCaekKb6bgpJFgXJNQ9C0THRUDHrbNVYYxBMQnZAQmlYv68ikjG3VsVfLdY3+na2n5srvexgSGuHki8xpMKEsoiFi1X7x/ir33wLfjgbWXN1TwoCaWEPWRFGiYhoSwyvofstyga74Ix5gRj7L0Afg7APwS8XZeBpcT+JWPMy7t7insgPBJ6wZvhStnDmEnwqmYTAMCkI4xMgkGH/qxoeCTUDi7KsMLgEP2IUdCsOEn4RvNS03dbeBPkFvNf4qDzpH5yevNhm4TuJGngAXJGHkyxJFSDQ0aS0FM44D1deQ3FpCkkZxgFdFzvM9bBvNsKXojGymdTEJ230O9ALc4LGVRyESFh0rkgoXmPr8ZQb2LMmyv8YU8o0yky1i7Q8bUQPSdMBFhl3K5qwZzBJ6E7Kg69EXON5b7EphmAMUd/XxBd8I2wQQu3puSfEh2xYDpu16A+R+FFf1rouJLjHOxCtTwWcIcUcjWy7UUdC1YGzIvZ1dNx82s8r55QL0xUQ9skv++uHqrzCkKndYCE6oYk1Ho7FhNLozK7AA/GBBKmQ6wnlNZBU3xHwwR46BNaUyD2wkQF0cv6e0h02aQRCaXzJVTe9jnS+ltAFzxSy5FBIOmAhPqe0N1EQkmYKDjGkdUBHtFvxlfMtbh7kECxBLwiNllFexlj+MsfuLnxHCQJP/meUJULE9E1M7rz+n+R0TqKGmOeB/DNjLEDsD2gAPC0Mebsbp7YXoqN7TFWAJjRRcD15YmkV+HPFyKzg/barHRcGjhchWuCxFc2az8SMfM1TpjIaDeAdRzsKalsRUKp4tOQjN14eAXAqR0tdmlRoLOs0vRdOB/wYrK+aZVxXzP7sS8UJpqhJ9QPugCYoz2wDtVwyRl+JvsjeH74jploA1II23QeDrBTFhV2FPTMaAVpUph50HFpsbd1BvvMRbwq6y0EAFc1D5NQfO2Kp4RBwkQA8EK2H1ft65aEErqczUNk6o2YW6z0LR2X4g067mKjCxI6SvZh0/TBk9mKirsdhEhRT2jbM0QoCmeoFvbcOC3VCGMk6HdkdhXouHXzfnCsuQkEtfWElqnKCxImgpsztcpyOq6o76+NIaEqS+2CPbifVnVW5KqohZ1Mj4Saks4Jq0tCQ2EicgpoKNwwxpAhQa8pCfW0Xu6P4RVvtW5NQhXrpo5LPabzGltz5eMQCa32nR5Z7eM70h8CAPyFgYTmCUQJ5OGBqu20kbHEI822Na/U366zqQoSi4rOT6cx5pwx5nfdn6+ZBBQAjp++AADYXj8Ho1JkhiORAprX94SybGc9ofTik+rZGEkrr9s2I1fpuBw6b5ru+BBKl4RGaR7heXo6bv1i9sbLlu0+O4j41AUhAsbkSGgsAdMsT1YAAJuvYR3L2DJ9f6+sbPn0SKgyIh8oNakktyehgjP8nPrDeHZw+1TH9McWrGgPA8xEtZk56DobBYkMeo50XH7aiiSc7F3XuH0o+W9tYvYmCrHo6AmOibHX4pnxfly5v7satwKfj9LxGzG3sEhoXkhYVM/aG2GDFm5NirKPX/bN+P2Tn+isFLvoyIWJFLRhEG1IqBMmyiJ9lDROCz2eqn/cIGdu1faEFui481kcG4+E1vWE2vFOLJiOS4UBo/Mk1LT0hJbbr3zxPUhsfBEyRnMt9Vh2Cc2EVcR1USfiyBwSyozyxfG23mPFWno2I+drP5OLUTZ9FwXp2W5N4ZPQOSGhRFnXgXCk1tUk9PCqvd+JYOhLDsMTyLIwUaQntGsolniaedgT6hP3Dijx6xFvzHBdwj20atv6hGYQSASDAbc89UgwNZ6KvlL5PEmNO9WzMZJWn1Dro1RVt2NGed5+555Q0TEJdYOfbKLjHrEKuTsRkgl9QpV72VmE028iwkRnsAYFnvumzUDH9UgooalqgrFJOlVSCQGetSAhXdN9sSeUkNBF9ITmIlkcBmYOg7df3Jyx7kqv9q5t3D70CX0jCc2DMebRzGnouADwy+Zb8OviA7t1am/EDLHSF9gIkdA9Svn8ag1KXpqSEyP7eMkcbk3uXq8g8R2BDBoMvM1XlNt+PRVLQkmpVI8wnsJTOEyi6tYc4Rw8bzpu3UKeT4kSzyuIlmmRUAssqAb2mGai0n5FYjdhEpoIjtTU0HFnECYCEwXGnaWH1tCpPR3XuI82HydrQSo9nTU4XwXhkFCnxdEwHmomvOBUU/gEcU49obSf0CfUMwQD5PbImr3fq4PEMpF4AlkSG2VmeoCEQgW+o7Y1L4KE7sF4Y4brEu7m6e0LQG/ViqIIbj2VdDwx5MoO2jtVx1WZ7fiamASCbTV/JMInJ6Eeo6eriomefWG6JqFNIg1vv2Y//t633o6jtxzpdOxY0MBrdBb4PNUJE+XnrDdfw6t6zdKNtB2oOczUrZRh5Q8AuJpgDNnJloKS0OGMz4JPgEOLlkUmoXQMX8GdXxIqzz6JFBJne1c1bm9KSegbNNI88iT0YGc6LgD8KvtG7O+9cR33UpAwEUWbx+MbMd8w4BY9bCiYCjd57FVhNJoXJRQmEJ2miHW2El0bEBKf6BEm2I/lrkgoY3kyU/MMh2uVeQkT0Xeoo21yj4QuNgml4xitAGd3Y1p7QosAR0ZoZzD/9iTHRUjftlXcCelGTCFMVPKUbHISUDQnu7UlbzmOTZLqEyGlnOtBAQmVFj1tsOUr7N+MGs8BCJHQ+aQ/ORJa7QkNE90jq3ZcXx24tSxPchsl2tdOkFCeq+0yhD6hCZ3UTPvd7XgjCe0SgUWLEZlHQsGqlAkKrsYYs32z90ESrcQpqY2R+Eb/uuBGQ5deUs1sjyShh12rYkRbaUtC4ejJsuGF5pzhQ++9odNxa88n8NnKm77jwkQIrpNefxVnzJpNPD0S2qzGWhcKRTruBAm63F5atMwqUiU5t1SpWE/oIqrx///23jxMlqys8/++50REZtZyb9399t5N03TTNNBAIzQ0eHFoxJURcfwJKK7oqDM6OCLjNqjjvjKjjICOOMyggugILiwCl82WVVkUaLqb3ve+W22ZGRHn/P4450RGZkZERmZGRmZVvZ/nuc+tqoyMiIyM5XzP912ShuX24VmiGNPoVdoZ9lM34x5xvPDhAgCKeuG4VRVH2i1EIgC0c0LLhwgKKi77ztSPK0zkyLrHMbNDQVj3MH8Z90xf1IJe6SqlGmKkEwoAvy6+B4FQePvA351DKaFMTmjJidQyhYn6ct8qmkzVLmIqrzDRQA9VUVO4u0hazEXQURsEQI/KCR0QDS4NSWQUJmpkOYxJi5xxChN5fdF9QueLIgVhqrC6ifkRzmJMPoTKN1JUxhg1aYOY0SN16P0Zxyx7QVcdt6LCRGmX26IzxqhHV50TaseyMoCPqK9q7ahOAUXE1Ku2u5OcUB6BlMHNwnTOgVw4rhBD8fNpZNxBRFPkziXhuMa968I3LTkKEBn9FjV5pmBRErdf7iv3bdGFzIT3NHG3J8pnSK+aatxrBJx1Qxpq0fIwTul9iPrCcTHRQ09RzwmluIsuvERgFpE4ocGE4bi2vLmMU7N8Yzrb05DMUrseVBUWJpLt07hLXDByQNcXjqsjKHZCE2LyEWvCg1jDeWM4oVIQAs45XCiWAw8b6H2H7ITWiyZhUjcK7ke04E5oumpvDFHqGXXaP4oH5XlDf0+HJXfhl75fmJxQ+6zMKbTS74RW2yc0t5+kFUpe3TmhNkRaxxHCthFiIii4V2cYHL1w3MHCRF5SrT9NUshwrHDc/hQzKqifYaKTdK8w0YixiCKvl7OY9boadqdjF2JbIrTYOKHj5IRW5ISmKx9bVEbeqcsJXWn0nFAAffm8RaJ/FIp6zmpfLi/nhO58nIMmw3VARejCgycJeiB+Po1UnYn7QgK92asoTBcmUr0QiwwEerMfDm1vKjo2Nwpd1gl14bhFfZ1gwnG78KbK9yxDcsNQMWJV4ISSALljpGLI9ik8jH2I4CU3dTlBYSIA/eG4qotQlwvHJTIz65OGZktBuE2dh7WNW3p/TMJxZz8QSmbmbMPyMhWBR5GupHcnXTDyOKYrUUsdDTn+e5mH5RHcrC/C/uXWWBMdUojSzgZTD1IQuql2RXUNkhmDNjEzhcLNvbaoTqgQJqQYsAXdSuxm4InMwoHpSesO/NKTzQoCckRv8rTjU1RZdSxGhONKIRBrSnLx6s4J1TpG1DHPUVkgQhV5Q5FvsZsETkUiSUEI4WfmWibRb+NUxxVe8r0Bxc6cm5R3EUo0onLyKJGYFa2nyBYbKuWElhShzgmtqkVLuges20aGCN3fMj25V5v2XEhEaG8CYZKimQ4lfEhbMJN0zCJ0N+EqevnhBqBCRFrClwJaeLm9Oz3VQTxNFVExXJgIQGFct3FC+y9Sk1ugELsw0pInuGdDFco7obMWoTa+XcXJxZ4dqiZ67vTWKRC0CceVnpkwSET8ZOG4pNJOqF96NtwTYqrCRJ/Vl+HQxpd6s2auGEAdTqjLeeiOzmUZd50AcAedj1FjGw1KPjOH4/bz5taL8U3dn8N5+8er1ikF0GAndOEIveXk58oG50wplHNCi0SovWS8RS1M5GoIAKUKEwGmQm7WsyxdnTkiv3RvZg1KqvnnjjnmUZhImMlkAduHt6brS6aEStg1TqjXyBehOsMJ1fZ98PvfF6UK0qRxztw4E1maZL8TqvNzQl1hop4TWvwdqhE5oUmaVZ8IlUZYlsgJLS9C7WR2RYWJkhYtqbF5VnVcIsKjDi/jwgP2+7PFP4dF6IROqPDhJU6oSvU8tvsXLaYIZTuhBE6EBvEmRNRJRJcmkeuE+qqD2J+ihPtAOG6YiNAIyAkjEFoNO522RYtWwxd4EYEn0dWyb3YnExUhhDfzcNwkp0JFiJM+T9mFiRIndOthAMAjej+CoAERRYmDOEncvYLo5ZXacNyyOXUNX2C1MdnlJgXhX9Rl8HQXeOiLwPFrkr6vk+YPjIV7sNv85CqaPKdDij7bPoLHLBdP2KhU/1dPRyxCU0g/QBuNsSrjAsbR4ZzQxSP2lgA7LqlqoMSUQ5OAgkDRZZGE4874mTcpglxtBNOwvoxj2/AkuvHwhHp60B+OkV6UzgmdR2GiPMfMEyI5NkCNhYmSXpIx4o55jhY5oTrDCU1EqDcoQn2IzHDcCarjCtmX9iURZ7ZoAdx4SCW5p6NSB0xfzNEiNP3duWJGyhUtKhKhwoOMS4jQuFonVKbGpgnJNvr3909f/vRer11vOBxXTpETqoQPiV5OqLbXqxOhURxi+hi26uERSAnSyc5BdNbk5wnKvFE4PN2FktM7ocqJUPcAKJhJkoiHZlHMzJZKZqvKWv2+FIjg9c3SZBJ3jQid8WA26RMaq8xS5Y502CY2HwIAnJX7ITzbZ3WKqrImSd6GnlgntGyOzOte+hR81zMvG3ubgBn0fB72vfd9GgDGbrkzFcm56MJxp3dC0w//f+kex6NtG588dCof19NhJRV6dwvuHDx/XCdUsghdRJTfc0JlHZNMTIKCHOkePumiNTzrisOTV76fMSLlhBpXd/R7Ai/HCU39bZyK5Jp6IjT3WKad0KrEoKtCm7M+SdTXD7WuNju9dKIIsRWTfmMpd/lMJ9QVBvT73xeTD8rIteyFt44RjjswpiXo3PerpE+odVxH5Fgq8pLCOZmvZzi3GsYJzeqROrzvw9VmszfkChNV5IS68VFWn9CBbawtBb2UmRwntGzK3CBKBD0nFCrpeeyEuytstWjwNGsJ0g1wm+FZbDihl1cdN47gIUYsJndCacAJdRUwkeO8AgAhHmrSnITjJtW6yp3gvicQooQTGkcItSnUNEso1exZZ4Q6OPqc0E3jhOrmIUB45gY1RS6lyYGw21Zdmxtc7nM/49GHx95emrvEeeiIJTTu+zTwpJdAKdvVrYZwXAyE41aRE+oeNNvefpzBKi4/UixClQvH1Ro+IhahKZyQnMgJ5XDchUMHK8AmEGuqrXonY3BOaFFO6DMefXjq+/kskUTmfgkrFMqE43oCUUa7uXSxmXiMGhcaInHUKOcc7ssJrTwcN/v5ICUlg/NIl6scXAVO8GgVI+7a9K4iJ1RkOKGhEa80EGEXk5fkAqZxQmiclB1yTqhSgLBRdHlOqJsYdlXrR4wBjVOXP37NdEKFB6HinoAa5YSWFKGxJngjcljL4toTpvuEOifUK6jASxkilKYIx4X04SEGlDLFOe257aIZ4gUVofyEKwGl3MdWeAYxXHUrL/uicv0Up3GM3MDfitCYRueESq2GLtKkMJFz8Eqe4L6tyDrKCSXVRVRLOK4rMx0XVjfTNvwYQPI9tJZXzSwceiJ0khwUhf7quHX2qpRC4oGlKxInNE5mDWd/CbtjFVkRKipp0WLWeZ93EQCMdEKT0B/XtHqafOtdRmAfpueNKUJPXHkUz3z0oVnsEjMFFJhroWxlU6Y6XE7oTj7sUvSEls6pTDvIWsvHamP4eZZ2peIxJv76t1siJ7Sq55hwvRFzChPRQL5sTSNgmXJCVbiNWBOCRsFzNCPVS9vnLzKc0KKc0HFETWJiuAKMBX1CtYsM08pMmI0qLij8YidUDYdIuzzPyLWnKXJC88bjg8vFsbm3VlRYTKR62CfbKOO2usn8lNHjTZUT6qIlQ0ArKOv4JzmhJUKV5wE7oSVIu52t6CxiOmh+SQueNE6EFvSBGonrE2oLA0UiMO0vR4TjDsWTCxuOO2alNF8ItOH1XSCZu6lMddxZVwr0UsnfWeWvHZp6uYNu31eXl6A3PDM7lOSEjr+/JhzXfB9SdRFRsXCqEikI97Yeg4vv/1szETFmePU0uAGCq+onKnFCzff5pfg41pZ8HBqRE5p8r3ZSRFeUz7EbcG7mBWP0CAWAV3/j42axO8yUUNPcV1TJHo9MdWhI015kBx93MSC0yvBzL3gcYjVceT8tLMZzQnvvywu11TMIx00ml/PCcQUhSgR6fddXT6jEUGEbHQRoBkWhpRmpXjYcVwQDTqgIMsVdEiY7xrFNcoBVDEi/sFqrIgFPx4CKzb1qpAj1zPI5JGlW6XBc27e0jBOqaQwnFLKywmIiFaWX7EsyRs0f1zgnVEUdc0a6Md2kY2nZq7abrmrsvtOIndCdC+kIZ7TJ0/F1F7GtQKvJy+7dmTihk4tQNxvkRKhyD4Ci6rgYdkJhc0KTePtxwnG1zCz93bf6ODTibMY3c0qVmS7u85TqE2oFy/6VJUB4pix7UlV2/FNfp3qNCtWdrg/smPhS4J7WY4BwE3jklqTacR3huC5HIe7YcKAqWrTYB8Bn2kdw+ZGVkeePBplZV+fMT5Nvvcto+OZYjtMjlFlcRGMfACtC+QldK65P6E6mvzpuuc9y3v4WLjwwnKPYV6l0jOiTfhE6uk+oqOhE1yMKE6Vd4lFVkKukF44bWRHqo1kUDirksKsXbSPUcigSSQkfXlGLlnGOrfu+XShvQY5irzCRKjVhpoQPD/njyV5uaUqE2hDbXjrZ9E4odIwIsjLjJClMlMoJdZ/FK3BCnQh1bRiTVLuJw3F7zqopTDTghC5oddydfbetCaEjnNY91ytylWpd/Pxg705bRRRTVce1TZdjc4Im1UBHOqHZhYmyQh2K6IXjjnJCI0Q0e0M9afas4sIS2yrlhOpEhC5DCxsvr8dzhNPE1CtMJFWIuEYR2gokbhaXm1/u+3Sv2nEdTqgLx3UzsdOc15Zo+TjuUkfwoehqPHpEPihgzmMjQt2MKDuhjoY0oUVHV6cPk2bmj98yE55Vhowx5dAkS4ewLiq96rjIzecrva60CB1j4q/P5SzToqUiEepEc577JwhzCseVpnerioFwG20EaPr5G3fjtj7CLWwjgD9wT1Dkm1SjwXVM4IQOilAPKvf7M8WTnAgt7q1r1u338k0zcDmsaRFmihnFqfYt+c99LTz4KaMhFxVVHI7bf8zcz0oTZIHpI30nQu3E+rTGQtoJ1Skn1P49HlVkdE6wCC0B6RinsZr8nsTNJxfs4IyVbWXhTeFMuHVbJzS2vRlz47qVMvH7Qy1aJLxUi5ay5bp9IYwIHeGECh0mzvAsSUJvdQyVVErLuCHZQkwA0Lal0NdWl3ri3B2/iZ1QK4B1d6wcmWm5+rx9eO9Da4DXBO77NJQrp19HTqir/tatLhwXrTU8q/safEZfPjIfFMhwQqvYh13CJYeWcc35+0oXyWIWG6/lnNByPR6Z6nCFiXYyNEE4bu660qGRY/SHTgt5kTeoThcmqkyEupzQ7GezOTY2yqzG6ysJA1YREHXQ0X6vVUcWQppJ8xS6u402GmgG/e9TMoCXEY6b1XdzJM5B1j1zJa/nqoI0Pdl1XCqPOvlOcsaUTjSLPifU9C2NS+SEJhPTOlvk9nY8QgRZusf7KKQtPpTuE2q2kV1x2uG6DETdqp3QrqmOa6+vJBR8QXNCd/bdtiakjnBap0WoC8ftT+JOcCJ0CseIBsJxtbPuc0WoLdgyIAhdKIU7Acs6Z6bMe4lwXBXVUqAncT1V3CuxnTHLZHIHzc1ze9t8DwdXV5Kbq7bfzSQiVFFahIa19qp84kVruOWRNqIjVxsR6gos1dHnbKA6rgwqaNGSujeXE6H9OaHgnNCEH3nuFfjLH3zmvHeDqYjGknnWsBNaPx3RQhs7P6LAicDpndDe+9WEIjQ3x63PLa3mOZaMyQrEikqFKtdV+Mv1J9UqBqJ2KSfU7GRPUOlwG23tozXQGkgLP1uETlI3glKuniqOGjOdCFJO6Kh7VeLUZY8ps0SzJt/0BS9oy5cs6wT0yN72Joe16sJE/U5ojHhEyK+bzI+TcNzpjIWk2m7UtdGAzgm11XFZhO5chI6xiSYibW9e7mQXGScfUI0IdTdHe0G5WcjcXj9OCA+IEndzd61WxmnOHJLXVxk4C6HCobYws8A1QtYqTvJb8woTCTuDuN12IrSVFLLRVtRP3CfUrttTIeIaK7Q+/oL9AICHlx8DPPC53qxWLeG4rlKzEaG+X4UI7d2cR7VnAWwhKa2T64E4J7SPUUUhmJ3DUrOBLd2odZDMGP5y/3fgP9N/mvduTE0itKY8f/omOScMx80bc6QdtqoLE1FRK4+US1zX5ZX0J1UxKDI5oY2iPrMDYbEAbDhuY0iEKhkkrTnS6DFTsICUyFPpdnYFLXa0Ca/VJcJxdSpcNItkXJf67lyeZ5k+oYnIHWGcOJeyqntrIkLj/nDcaETxIydCk5xQlT2GL43Xc0JNOK5ZjxAuZ5VF6I5F6AghJNZhEveT8NOccNzYhS36k4fj9mZ1bGEiK0JzZzNcjuDgzdeFpzjxNcYJHpMHkdF/qm/1Ouq1j5khQpCZBNApJzQr6TtVsbjT3kZHezi00kyOi4o6yXLjkg7H9XQ4VqGGaXnChUaE3qaOAdunga1TAGpq0WIFjra5zrICEepmCBuewAUHRl8nJvSHCxMxu5/lhodNNEtVnGSqZd0/jNvoknnvxtSk3b5pSEdOjdNyrs8Jzc0JTRcmqkiEuvUUiNBeOG65HqpV4PqTkopA1glteAXfTRIW2xtbUtTGNgK0gkEndLjfJNALD50kHFfF0UhnTsOOtbQqFY5LI+qaZBUmgjQiNDFRiiKgRLHTmuyHNi5lVfdWmap8nODyTgtaF7qcUDXohE5oLLiJeR13+qvjOieUq+PuXISOEWkP69oMlpUTXZQxWwUgbG8CAGRBM+KR23QnYpID55zQEeG4AzecXliHWc84N6QYXmb/qTSmQM/sc0I9V/Ev1SdUZjQCNgVsTDhuFIYI4WGl4SWi3onxSR4+iqQRoVrDQ5iESNfB2lKASw4t4dNbpq+jOH0bgOrCmApx50zownGnL0zknNBHHVkpFxZDJic0tkn8ogIhzDCLyEpDYlM3d3yV1p2IpBJhhTsAd+5MG46bTnmhsVrOpXJC8yZKU8/gqiZTdQkR6nLl6sz99WxOqFYxRNxBF36xCM0YW1K4bVq7DDqoOQ5j0ie0yD0cxH4PcRyNzFFUJE3fdB2XEvRaZovlZH0qKxzXg4BOhFphTqgcXbzTvB4nExFVkFTAHQrHLc4JlXZMH0fVFCZyY6Kw2+mrjiuSPqEsQncsEjFiEokTqgfDcQcSoUPbT1E2JhehyU05cX6cE5pzIimXIzjohE4ejhuTPzocV0c9UT5DhCutruJeI+CsGxJRr6pc3EUECd+jpIjRNE6oci6risyNsUYnFACecOEaPvKIyRcTp28xf6zDCXU3RXvsvAqd0MuPLJda3lU9jqwby+G4zG5lOeg5oUy9CEETt+lbJJzQmrbSb584HMMJTRdEyhUnqbGIKNk6bhRiwP3J3jc7JqqxCrKwBZFIR5Cqgy4FxaItI8pOxG1s6+FwXJ1qzdH3dxeOO8ZYx7mVfU5oqeq4o7dBI3JCdWY4rg0ltc/9IhFKJXNCSUeVTvBJIRBrynBCi3NCXUSZm1hPio5OGBXgjm8U9vcJFa49EIfj7lykjiG9oCdCrfNHWXH7AKKu6afoTeGEJhe+E4/+qOq47gTOEaFJs9/yX7kJxx3hhOqwlyM7QySlnFCVnxPq+qICAJRxQn0pesdlipxQDeuEWjFWpxMKAE+8cD8+sb4GAPBOOSe0vnBcsrnOXiWFicw6yxQlAmxhIq2ScuaU4YIzzG5gueFhA60d3ypkJyJpd1QkrionND1pTWNMPva1aMkbVPfljVZ0zJMWLfnPh54TWt/33IvkUhBxZ3SP8aToZc/gEFEbbWrAHwzxTERop+/POsNZHIVbNo7CVI5ifjguQYG0KnWvoqSfZrYTmhmOO1BQkgr6bpbNCSUVJxMRVWAqH8t+HaDjkXmnrsCjM0bipO3ehE6oc1a7JhzXnUOuj2mudpgzLEJLIBDD83ysa5sT6mZn3AUyIEJj64T6Uzmh1kp3NxYbCjNKhA7ecGggHHc8J9SD0MUnrtRxLVVikwbcOirMCdWpnFBEXXStCE2c0HhyEZo4oQMh0nXxhAvX0EYD7dYxeGduBVBPOG7Sey3aRqwJgT+9+D6w7MMThCdffKDU8mfkQRyP7oHafAQAh+Myu5eVhpcUJmLqRYrdIUJ1Eo473fMhPZ4QXsXhuGmBW9VzzD3XC5zVXr5sDaksFtdtACqCpzqIxIjnV0bRS6naiDIcVMoJx02cuXFcZpGqpOoq8Od8NzpJT1KlnMWkX2WYJ0KH65okjrZLBSrKCU1E7mgnVFU4ee8qH/fl71ontGhyJckJtcZIUs14QidU+L1qu0Lr5FoQkgsT7Xg8HcH3fZyDFZWi3wkdFIaRa2XRKBdqmIW78F2LFAqKRaj7+2BOqJvFomj8nFAlfMiRIjRMWtbMEpmaSYSKEGmR3Rcx1aIFKkSoPQRSJDe2uGtn1CZxQklAztEJveaCfRAEPORfAO/sHQAGZg1nhcstiLsI4SEoymUpydHVJj75Mzfi2Y85Umr5k63noaW34X/uz8y+cJ9QZpey3PDwgD6AcygXJcBUhxC7Iyc0XQF2GtI5oeNM/Ol0vmduYaK0W1pVn1CXB5cvVuI5hOOa7QqQjuGp7kgRShnhuF7cRldkTAS4yfChcFwjanL7tGZt1+UPRlFPxBa1aLGFicrkHid9MXNFqNlfmeqfOhyOm/+9psNRC1Gq0pxQIZBUPu5tY3TeqUtr0m48GU9XHVckx9cVJrJOqL/Y4bizVw+7AIEYXtDAKT2QE2ov2CiK+k43ZYWO35zGCbUhkFaEuhMsT4RGUYQAWTmh7gS0YnYsEepBjDhxJaLcxtBVkoTj2uq4uT30SEBaJ5RUaHJCJQGeu0HZPqETDDQUJCTiXtjLGH3TqmAp8HDF0VXcFh/FRS7kpIZwXDeTLeJ24ixXwf5W+fPm1sZjcbt3GS657T0AAMkilNmlrDQ8/HL0Yhz1FN4z753ZY/hyl4hQEoDuD4udhLSLOU7LubQoyS9MNIvquF7f/5n7RhLQ04cqj4sbv3i6O7Lnqk6q1IbJkfRVB1FGcahef8j+cFyVpC1NEI4bh4jj2AiEQidUATouGY7rqrTmtWjJd0JdKpD0R4vQOApRNLIwTmiFhYmEQBf9OaFl8k79wIlQczxc54tJU6y8tBOKOBkbJlGAo1rXzAl2QksgoSCkh21hnE0nuigp+jMQjtvdQqwJjSlCBpMZPRUi1pQMuuOc6rguZn7InXM9HqMS1cUGUORBZjRBTuPpekSoK0xENic0hsysPKZJJk4oxSYnVApKckSSUJAJbkLa5Zu6PN05CKHHX7gfn7EVcoHqZpCLcDdFGbfRhV+JEzouQgi8u/W1yXfLTiizW2n6Auu0gkfk4Xnvyp7je264DK/+xqvnvRtToyty+9LPl3GqoqdFaO4zKiU8ZWUi1IUgFonQ+qvjJttTMXzVQTxChIpEDPaEja/ameLV5eqqaLA67gQ5obLnmvVavBQUJoICaY24hHBKnNBuJ3sBG47b990ltTxcQcIiEepMoZz1u+V0tdVxXU4opaMGlRoZ7u0NfG+JwTRhdFtSNyayTqhwOaEZfUwXCBaho1DKOGvCQ+iZ8Cg9MNs22LtThx20EaAZTHGiJyLUVHh1M0CD+aeOuH3O/O8PhHANCOVxWpMoCuCNCsdFPTmhAHpx98omfWeIUHJOqNaAChHBAxElN7ZeOO74D2dNwjih7iY3ByH0qCPL+Hw7LUJnH46b3MxU1xZ6qt8pEET4QOM5UJ6JRpA15+MyTF0QEZYb3q6o0rrTeNz5+/FVVx2b925MTVVtSAQBsTYnohzHCU0/X3Od0LRbWq0IpYJncy8ct2YRShJCh/AQjXZCpUv1siZAHMFDhFgOR9c5JzR0UV7JSlzHhHGq4/bGtE6E5rnp2rZooZJOqPCcU1lcmChdHTcpNhS5nND8yQUXqqvCYuNEpNqXVIFMdW5wlMk79T0PoZZJoSbXUmfiwkT2+oxzquNyi5adiuu/SR4iJ/Cc6KJUJbEUOtxGB/5wP6cxcO6TUCFiSPhecYUrvb1u9mVAhLqbe9IfcxwnVHrFOaEqNoJvnD5UU2DCWUxOqIKAl3FzTW6YWkOoEJGrZJw4yfYGOMFDz4TjqiQcl+YghC49tIw79PHk9zqq47pzyFMdhFqiUUce6tA+EDZoCacvf4HZlwoq9DLMorLS8HZFgRxmPjjxOW04blKLAeP2h04VJsoZVKcH21TRxGandRyRFghb+bUGek5ovdeXgkAQm84JakTPVTFocFgRpjJEqGv1EXX7RWiv5Un557VIxG/UE0UjnFDTomX0Nlz0Un5hIhc+nHbRXWEiG8lXUB2XvF44bhFVh+MKMjmh6XaGVCInNJACIbxkbJ7VJ3UcnLMaWyfUyTvpCoqxCN2huDhq6UEF++zP5mTvzTAMCLVo2zihU4hQl0chdYgIImmIm5dcrKwTqoLVgRU5J9Sc6HKc8E3hFzuh7qSuqV9mbJO/SUWIILMnWN0fdQxSIWInQl3CvQ0FmdQJBYCoYx4k8xOhR5Pf6wzH9bRpsu1783BCAa017rn2R/BL4bdBrZxX+z4wTF0sN7xdkZvIzAf3rJo2HFcQJY6hHKflXJ/LmeeEmn2LtKhswmVz7Uo8ofMHaO+7LHcZ54JVWSG1DDE8+LERk3pUPYmkVYodf9nqsDrDjXbhuHF3MCc0p21f4XZ7Y1qVFCbKa7EjbThuuRYtYtAIGCQRoemcUPMenTih+WNNId36R4nQcqK5LETWCU210ykjdH2PEEIm42g9ZXVcV21XR10I6GQ9yeRR1M5761xhETqK1IWsG1bguWTpnOq4CNvoaB9Nf4rDa28GwpZ69v0RTmgnOxw3mVVJChON4YQKHxJFItTcTHQNfUIBM5NIqZLgWU5our+WcUJt/q4L1XChtBNWxwWAqLMJYD5tQi49vIQNLOGcXAMAUA2ViV0FXt+G4wYVFSYaB0kEpTU2g6N4ffwN8L363ViGqYtldkKZKei1aJnuXk3Ucwz9MaJP0i4j5U2muPETqLLQc0GELTQLU0acOKg/HFcgcCJ0RLsbEgMGhxOhGU6oE3dROJALqWz9hDEil0Sqp6ROnNCiwkTaOKElxlNyhAh1Tmi6InMSued6lPsFTqgsDvd1CB1X6oQCNkov7YSWyDsNpEAXXjKOjifI4U3ju5zQsGNEqDMPPA9dLXvtHhcMFqGjSBr2+qDmfvOzm40ZvFE4orZxQqcYKLvZQ093EUGMFqFtE46rgsGcUJeU7Fq0jOOEBvAQm7YoWbiLrqZWJYqsCHVOaNZzxt0MVWwEvBVpMrlBOSd0EhFqZyfbGwB6Mfh1shR4OLavgTthQnJFDYLQ3RQ9ROhiPg7NkdUGbn94C2e3zXkczMGNZZi6WGlIdkKZiXGiYOrquESJoPSCpdLvS283L8fNjUU0qnNC3eOwKOLLic/6CxNJBMpEUWHE2IHkgMFhRSgy3GhXHyEeEKHKRrHlOtEZOBfSOKF23FfQYkdAgRCXEvQuJ1SNCMfNrI5r812L+oSOdFrdchWH4wImSo9STmgZoet7JhzXGUSjwp9H4TXsJJE7V5wTKggdBEmF4UWDRego4l44rmhZETpQHXewMBHFncpyQqU2TqhnL7C8wkToGBGqc5xQ16JlnFmx2InLvBkUJ2yLGghXiIK0YbYmJzQzpFaknNBUD1N3A3Tx91M5oW3jhMo5OKEAcMmhZdwc2pyXGkKK0sc5In+iUOZp+ZbrLsJGJ8Kff/JuAKisTQzDLCLLAYfjMpOjK3L7pAs1BBA0J8sJzR1UU9oJreZcd+vJqpzvSI5NzeG4mgQCZQTCqFQeF+HUE6FOvGY4oX62CEU8LOpGIfqq4zpnrkiExoDWpQS9c0IHq/gmJE5oSoTa95B1kGVBTqj0yhUmohk4oYqGndBRxY8CKRDqnhOaiPAJo9t8V4zLdcqw2/eEQAc+aEGdUO4TOorkQvQQ7bsYH4kfh4dWHwcgdcEOtE0RURsdBGhM0cqCEic0RIQl+KMaznbOYVM3ErHVW09/OK4YJxzX5S1E7cybXxLLXpsIFSb/oCjUIQnHjSFViHggHDcRoRPMNiVOqM0JFXOq0HrZoWV8+c5jgOjNmM6S9DkTzemW8eSL13D1efvw3i88CIBFKLO7+eanXIh7Tm/PezeYHUoSjjul0CIyeaWxpt4gt+wbLbmFcVwkGQh+RfMtbuLGKxWOW3OfUJI9EZo1nkpBckCEWmEh/GE32ssRoVpP3ie0Lyc0Z8yoRSontEw4bk4rmaL9dWMPEXcQa4JXVB3XidAS4bi64loaxglNV8eNoVA8PvRtYSKKBwoTTTi28T2JjvagnRNKPSe0jWBhRSiP5EbgCvpAeGgtreAl4U/h7L7HAEjF7assJ7QBMcVMtrv4PB0ihkhmgPKcUNVexwZaWBpoC5OIUBX2/16CJHk+r+9SzU6oTsJx4/xGwOlwXB0l7WNkIkKnCMe1wlfZnNDxqgVWx6WHl/FlbQvzjCpwUAWpY+VEfd0QEb79+kugTZoLi1BmV/PVjzuO774hv7gKwxRRldAiG47bhY/GGC3n0g5s3jjIRdSoCsNx3XqKogiqconHRUEi0GbMNCqVJxlbWoNDd+3EdyNDhAbZ4s4Vuhmn5UcvHDfs5YTmtmgRGKcwkeeXc0LThYlciK2IO6ZVYcH3mjitI6rAmhYt1U6ma1evJLWNUW6rFGREqOoPx520MFHDhveSG+M6I0sQOtqH4HDcnYmrTkbSx2rTCkM7yyYGZ6ssUnUQTdk7MzmBYMJxk8I6qebFaVT7HDZ0CyuNQSfUxtTbC1OOMSum005o1utOoNeUE+ri7gvDKVz4sVaQ6XBc12fVNT2eZIbYlXa3DwRvTiL0ssNLeKd6Kn6g+6Nor10x8+2lZyajOYlQAHjBtedjtWG+z2miDBiGYXY3ZoxSRchpDBPO1xinxgWlw3HzckJ7QrmqDA8neDOLFvY2DKD+6rjp70KMcELdMze24zZXkT+rQrHr36qGChMNF/oZhStMpJVKckKLwqlNKxBVKhyXGjZVrLuR+brOCse1+yPjtklLKyNCR1THFVDV54SSHBCh5fJOI+qJ0Mw+qWPQc1bteN3V8pBmEokLE+1Q3E2ApId9LXNBuMprvdCFfmEo4w5CmtKhshe+gIaChOdOzBwnVHfOYR2tRCg7XLimUBMUJvKKndDIJpiLusJxSYB0lOSEZuHEpYpjyLQTmsTLO0d4AifUPTRtfoY3x5zQCB7eqb5ivJY7E5I+VvGUkyvTsBR4+OanXAiARSjDMEwevRYt098nNYRxQse45+q+PqGjq+NWVWfgyRev4d9c7OHxF+zPXUYlorjmPqEpUSJGTGA788AJk9BV5G8sDy2bOKGD4bgux3CMPu69PqHh6BYtQsKDss7i6HPDa6ygoz2IzpnsBfSwaHZtEKUyBTqLwqyTuh9xmXDcap1QBQFSA+G4pUSonxhEakQ14lH4ktCF1ytAZLff9OVCh+NyTugIkp5DwsNq04lQc8EleYaqf+bFUx3EYjqBks6jiEmmLrBsEUqddWzoFs4bFKGJeB0/J1TL4v5CcdiBDwDj5IpMgbY5oab8dc7nsDfDOI7h6TARoUmIh7tBTdIn1OXZ2AfCvJzQSw/1HkTThHyXpf9cnO8t40efewUef8F+HN03n2PPMAyz6KgKi+8omHC+1jgi1E0Ga8qtzkopEVoVq00f3351A62C0OEkraZiN2wU6UI1MiOsNg2lxCDQK4boZYXj2slwPRiOa6u1TtKiRcdRqlptcf0NoeNSTqjvC5zFCmT7TPYCKkasqW9i3fX+9FQHMSSaBZPurk/mqHBcidFFg8ZFDTmhcWJaFBHDSwwilxM7aXXcwBPYhgcR9VfH9QShw07oziUOe3mPvXBcW7lWZjuhnu4iqlKE9uWEZofjiu46NrA07ITa9YgkHLf8V+4quOlcJ9QK25pEqLvQzSxTzuewF7BSESTinhNqw3GTPNZJbkJu3eF8w3FbgcRxK8Lq6CWYfggpUc93ncfaUpC4oQzDMMwwPfE5/fNBwzgs40WfuDYoBZVvK3Rrx0GnwoDrJC16vYyw2jRJYSLnhFoRGjSHnVA/yQnNDscVY0xEiNQ4U48Mx7XRejoq54QKgTN6GV6OE6ptrY/0xLqreOurDiKIwpxQL+mAMDontOquAgqDIlSVEroR+RA2ulFPUM04jS8Futrr5X7a7RMRQgogYs4J3ZH0wnF97HNOqLsQkjzN1EkfbqOhthDL6QRK+sJX8JKb0qDr6vDCDWyghdWBnFA3C0m6V+W39D5YkRV2sqs0umpstRUm6nNCR+SEKgVPh0llN9dLqydCJ6+OC5sTGsxJhALApYfNjGgdXRz6zsU5huMyDMMwo6myDYmCsNX+x88JLcr3nIUTWop5tWhBeSdUunBcG/kWd80YzM8QoYEn0dVyKAw1yTEsaGsytN0kYizq1TrJLUxkq6+WFKGBFDiNVXjdM5mvk3VU00LTRQB6ujsyJ1QkhYlyOkhYjBNacTguSSNu3b6gXDhuTB6EHswJncylDWxOqBOb6RD3kBqQI8KU5wWL0BHEoW34Kz0c399E0xc4b83MYjkn1M0YAQA++OsIdBf/1Hr6VNvtc59I9EpT5zihfrSJTbTQ9Pu/Uic6hQvHHeNB4iq4hd1sERrZ8I/6nFBTgUyoKHeWyTmcSsXwEUFb5845yTRJbuzAuincREd7CKboAzstLiS3jl6Cos8JZRHKMAyzyCQ5oRUILU3GCfUL8vGy3gO4fM/sZXoitO4CQfOpjqvHcEKRFL00472445zQYfEaeCZndzAcFxMUunHhuEpFSThvbjiuSInQMuG4HuGsXkaQI0Jd1wNJwyLUtyK0KP3I97PT44Z2W6vKc0JN54aeDiibdxoLPxmbO/E8ads9IQgRvCTsNh0OHIkAQi1mOC7nhI4gds6Z8HFwOcAnfvpGLNt8g3Q5awDAg58HPvIavK/5XNy2/KSptpvOo4hJ9nqSZolQrRHEm+jK5aEEf3dCk7X85RizLK7qWtTOFqEqrFuESlsOvKC6mctFsS6t62Eqk6bHYd9y45A80MNtdOEjmGNxnEsPGxFaSzgusQhlGIbZMVQoQhUEuhSMWTzIhdpSn6hIkxQRnFc4bt1OaGpMFzSKRWhicLiiNZ0tbOsArWB4yB7Y1hyIs/uEjtN3UqRaAbrWg/l9Xm1amo5K9d30pcBpvQq/e1f2AjbCLT2scq31BHR+Wz63rCsUOapFyyxyQgfCccvmnSryIZ0T6nJ4pxDIEXmQyrVoSaX0iQDegopQdkIH0Rp40wuBm98FoFfu2V2cKw0vuRn3CUOlgHf8KNDYhzc0v2vIkRyXPicUEp7fC5MYItyCgELkrwy9JJLZqrDv9zIkInSEE+ri9meNhoRADKFiqJxwXOdwarfPSXVcezNTru/r5OG4ItpCFx6COfaqfMIF+yEIWFua/bFPFzbQc84JZRiGYYpxoZ9VuH0KJqdsrO2nBGbeRKmbIK87NzMJx609J7QnLvxRhYmEcySNsFHhNrYRoJURfeVacwyJLytq5FhOqAsDjqGVdn/M2Uk3toxLHcuVhoczWEYjPJu9gHVC0+11RGpsmZuCZfGkRKwpEe55SMRJmlZVaDJjU4epGFxChIqUCFUuZW7yazYiPxGbafMgEg14isNxdwZRG7j1vcDdHweQtsiHB/tJnmYcmeXv+kfg3/wMHoxX0JgyVLMvBJIkpLAXmM5wQjvrAIA4Q4S6fRQqQqxprGqqnp2ti3NEqHMbRU2tSjQJCK0K4+2T3mMuOdt+b37S9HjynFB3cxBRe+yS9VXzjEcfxkd/8rm48EDxw6wK0q68rqknLMMwDDMZiTNVQaSMhkA8dn9olxOaX7eAktzMeeWE1pxOY8ccHe2jWVC9F0hN/DrTIdxGG0Fm1V8Tjuv1Kv87XDjuGOGdvbSvqCeKcsZKSdFLRKUiy5q+xKZYNSIpzBhTamUKE6VOB8/vjTdGiVBfCkRZYnwACVW5Cz5YHVeifDiu1P2FiSbNCQWME5o4nmkNIRvwNYvQnYETL7bSmEryHodvwlL2Qhew9Yj54/lPRjtUaI6TxJ9BXzEY8iAFmXCErD6hToQGq0MvpZ3QeER1sUFc3kLUzbbxXRiyrKtFi73QC6uxuZxQ+z060eR5AqGWSWPgaQoTefE2utqbazguABxZralPaepmpmsqQsUwDMNMSIVCqwsfHTEih3GAtBOaF8brxjhzC8edU05oGz6aI0wKF7mV9OoMt7GtG5lOaGCrotKgCE2c0HFatAxXx80VsfY79nSYG5k2SDdYMz9snx5+UcVD50s6yi4ecS57khBCFotQrSGhZuCEiv7CRDrO76+aQpGXckJd+PTk12xMPvyMcFwlGvD1Yobjck7oIKEVofaCjiNXmCjDCRWpENnOOfNzYxWd6KGpw3EHnVBPCDMTlClCzbapMSxCnYMrdQg9MMs0Cq9pHjwqa9YKveq49YlQ44QqrfpCW9IkTqhr3OxEqBXxcqrCRPamG2+ji9bcRWhdSA7HZRiG2TEkhYkqEFq/6P0QosZ+3DjOm1LVcXNxFWDnVh233u06EdpBMFKEJuMY54RGxgndlydC4Q9VP9UqhtI0Vlu+RPSpbrLt3An7xOCISx/LuLEGRAC2TgH7zu97jTL6jabHlqOEri8EIsjEwc3ECr0yPTzHQZE3UB23XIsWLXx4zglNnOvJZVm/CE0ZWV4THmKjVaZY/yzYG6PocXCNXq0TqhO3b/iL81JJ3M6N7HjL2OhEI28yo+jLwyMJKQkRZHZ1XLttNPblrkfqyIY6lL/x+oETodn9hVy+rPRrdEKhCuPtkwvPCmcXjuy58tXaOaHjP4Dcg91XbYRzzgmtkz7BzuG4DMMwi417PlYgtL4or8AjwZi9mRMntKClhqhOKI/F3AoTmbFIW49O5XFiMHHHCsJxXVVUGqwKa3MsxxnreJ6HtvYhwy0oVx03R7Q4oewhLH0sdeuA+SHLCdXxUPGhyp1QJ1ArbtECEhDoVcctm3eqZdALx3Xf9RQCOSbfOL3AQASbK9q0eG7o3hhFj4Nr+GtnlVzIqcgYfPcVJrJu5P+86UG0Q4XnXHl0qt1Izz4pkpBEUKDs6rhWhMpWlgi1ImyCcFy/USxCXV8qWVNOqOvFJHRBDyY3y2n3mZwTKp0T6kToBBe6van4qo0uPHh7RISK9LHicFyGYZiFJhEFFQgtQTRB/YNei5bcJebVJzQZnM8nHLeUEyr7nVARb2NbB2jmfA8ReUm9i94G1VDfzVFIQdhACzLaTAyPXCc0VZio7LEUSwfND9unhlen1JAT6vvlnVBP5ojxNE6EVhyOO9gnVI7hhPpw4bjTV8dNdy9Ij3G1Z3va54zl58neGEWPQ9jvhLrCRFkWeRKia51QLXz87gfvwjc/+ULccMXhqXZDDjqhwjihlFGYSLeNAPZa+4f30YVMwFQwG8cJbfgeOtob6YR6dVXHJWGq4xaUv04ebG6fbTiHLwRCyCT+fppwXAmFaOxCDTuXvpwQr6Y8VIZhGGYyKswJFQJji9CeM1YkQqtrIzMWNB8n1InfDvyR6VquNYm2LpmIOuhQM3fiOyR/WHzpGKqgRU4WnhDY1E144SaUKu4T2nNCo3xTYAC57ERothOqBr4TzxOItHXVR2zDFwKRzklZc7jXpsi7zMJF6ZltKONGlgh71SIwy6q4mpzQdAu99PadCI1YhC48rqrqg2fO2d/zQ05dOK6KY6j2OazrFtaWAvzM1z926v1IX/iaJDxBZpYo4wILt6wIXR7thI6TE9r0Ta5B3uyJtkJdBs3yK50GkhBQoBLhuHF3y77FfG/Shqx4evLCROlE83APidB0nzHicFyGYZiFJskJrcgJHb/+gXNC898n5pUTOq9wXBsC2kaAxojClTLVKgUwdSjCgnoMMflJvYsEZavNjvExpTROqBdtpsJD83JCzT5KqNKOe7BqzBm1OeyEIiMn1LN5nsDocFwhCDHJXi/4LFwk4QxatEhnENn/SzmhzsiKw+R9YooWLTo1Lu2LYHPmAYvQxSdsG/GyvrkJAFAufLOgRQtUjFOnHsGZuIFXfc1jsbY0/UA9feFr4dm4fwnKEKHdrTMAgObyWsZ6ek6oAo2VH9DwJDrwE7E5iAsV8WoqTGRCHswsU25iuf173DUXm6tq7NtwXCdCc3tfFZH6TqIx+6btZGTqZiZq+q4ZhmGYCUmeb9MLPBOOO+bzMimMVMIJrT0n1HM7UO927fa68EeGyCbdGOx4z1NtRCJ/sj+mjDBUK+rGcUIlpUVocXhoeiK/rKBfXVlFR/sINx4ZXp8eDsf17LgXGO2EAjDL6gInVE+fd5m5WuH1ckKTfp8ltpGI0G5SUGmcvq6DqJROSTuqxE7ozqHbMeG4Lr5eJyGnWYWJ7BeujRO6gSU89rzhCrWTIAecUACIIZIbQ5pw6yza2sdya7iMuptRE9Bjl0JveAId+L082UHsMfL9mlxBm/xdVJjIzSK5ir5ONBEZJ9QlgdM4lnBq+47x+6btXPpuppLDcRmGYRaapDDR9EO8fU0Ph5bHnHykxc0JTfqTzkn8hjT6GerSsZwb6akOwkIRGiT1LhK0ghozBUsKMuG48Vaqz2hOn9C+sNFyx3JtuYHTWEE3U4RmOKEyLUJL9N2El2nUOFwKWdVOKNItWpIKvKO3kUSWxWEvB3eK9o46nROaMk0oWFwRuli1eheAyDqhwoY2uNmJ7D6hEkpTUh13HS2c16hGnIgMEaogQBmzPPH2OayjhdVmVt5qqtXL2CJUYkP7uSeuirroagl/yp6opbFOKKgg1MEdK9uihVI5jBFkkgQ+UUPg1DbjPdSqJF0ZWtRUCZlhGIaZkArDcX//25+S2Z+yCCfwioReEo47p9zMKvJlJ9luVGLsIAecUF91EAf54jUWvX6TCbbarBinN7wgbKIJPzwF5UTViKgzoPx3eGDJxxm9gmZGOC5lFJz0pUAbbtKghBNKEl6BCI3jEAKp9ooVoSjLCS2xjUSEdqHt8Z7GCU2LUPRFsBmDKupuL5zoYyd0gLBjRahzQl3IacbgW9rek4gjyO461nW2EJyEPhFqT8oYEpRRHVdtn8OGbmGlkSVCe38bd8ax4RsnlPLKOschQnjwa6oSq21OqNAqd5Yp6a9lc0LTfaZiSAhou9z4+5wW9H0J4Luc9Ewq54QyDMMsOBVWxz1vf2v8FCPXJ7RgyDG/cNzq2teMgxO95ZxQ13lBAVrD1x0oORzp5lDCH3JCs6rNjkIIQlsswY+3gCQcN6f+RlowljzP1pZ8nMWy6RM6iFZD54Lp714+HHekExrPpjouhDBtWcxGAJRzQl3hTBOOa8am0/QJ1anxWfp7k7bdYtjennjds6K2q5+I/gsRfZyIzhHRQ0T0DiK6ZmAZIqJXE9G9RLRNRCeJ6HEDyxwgojcR0Vn7701EtDawzOOJ6AN2HfcQ0c9SyWTI2BbhEe6Ctv9nOqFOhOoYMtzABlpYqUqESoLS7kaeSszOqI6LzjlsoIXVZtY+pkXoeDN/gRwhQlVo3EVZz83ciNDYVPodUZhI2RBikdNnatrCRHvJCRVSJOei8GsqQsUwDMNMRiK05uQz0GiB6cI559WipW4H1k2QxyUmcqUUiDWZ8WfUgYBG7OWL0JiCYScU44tQAAjlEoJ4M3HmcsdKKbFU9liuLQU4rVch2sPVcSmjOq5M5YTm1gFJEVOvF3wWUeS6I1QdjjtpTqg5F3TcTYU/TxOOmzq3UusRtt2iM9kWiTqvwhMAXgvgGQC+CkAE4O+J6GBqmVcC+DEA/wHAUwE8COA9RJROtHwzgCcDeL7992QAb3IvEtE+AO8B8IBdx48A+HEAryizk7H9kqTud0L9jBuH50SoiuFHm9impcpcQWH7ggK9qmomHHdYhFJ3Axt6KdOFTceX6zFn/kwxJB8i1wnt1tsvU0hIKAjEuRd4MvvjJhNSPUzTInwSEZp2T9UeKkwkiJIm0llVohmGYZgFYk5CK6FETqiYlxh04qn2cFwb0VaQ2+mQ9pmrVQyEZkya9HrMQAm/V3Qx+WM8kcAP5TIaarvXozRHFIkJChMdWApwRi/D65wdXl9GTqir5QGUc0IVSYjCnFArEKtu0SJk4oQqV523RLSca/MYhZ2eCJ2maJJMV8ft6QHPdyJ08ZzQ2sKDtdZfnf6diL4dwFkAzwTwDutU/iiAX9Fav80u8zIYIfpiAK8josfCCM8btNY32WW+H8CHiOhKrfUXAbwEwBKAl2mttwF8joiuAvAKIvotrbUu2s+4a76kJLTBnlAyI+9RCkIXpi9REG+iK1fGPSy5uIG/B5U8UBRkZk6o6K5jA6uZIlSmZqviSWbFKCgQoREieFipLRzXFCYiqNwk9USc2n2WqZzQmDzYaNyJwnHTN1qdUS15tyKoN5iQPhcmYhiGWWgqLEw02fZLOKFOhNbthNKctjuWE0q99Ctbk0MXOKFKBPDQPzY0hX7GFzSxvwyEgBeaDhGj+oTaX0qte3/LxxmsIgjPAlr3hUSTVplC041bdZnCROSBdH7xnTh23S6qd0I9mNDpKIoQoJzQJTupH4WdxHmeyglNh+OmxuWyYSYwXOvCRWKeOaGrdvvOl78MwHEA73YLWBH5QRj3FACuB7AB4B9S6/kIgM2BZT5k3+t4F4DzAVw6aqdcVVVP9woTdbXMdDhdOK6M2/B1F5G/PGr1pRGid5N0seWKBCijOq4XbmId2Tmh6aIyk+RehCJIijQNQqqLUNcXjgthckLTwnxon+zfyX6Psi8cN1VgZ5Kc0L483b3jCAqi5FwUHotQhmGYhcY93+YkQt2EbaETKufkhLrn+BT9GCfCie4SFeZdlJ3WMWDHMvDzRaiWGU6oHr8jAgAo35gpsnvO7nbOWEumo+zKCScpCG1vnxlfh/2CKE80x3AFrMo4ob0OCJmvR7PLCQVgKhIneaclRKgdT8WdduKEymkEctocSX1GL1gCAER72QnN4DUA/hnATfb34/b/BwaWewDABallHkq7mVprTUQPpt5/HMDdGetwr305/QIRvRzAywHgyJEjePC+u3EpTGGikydPQj7yMGJIfPQfb8Jq0H9DVVrj8RAIz94HANiMfZw8ebLERx9NpDSeYW8g65vbOHnyJA5qAWpvDW3juu45bKGFD3/og0PrOdfV+Eb7c6xp7P2LtAfdNdvc2Njoe//q+ln48PChD35grP6jk7K+sWUaIwM4tzF8HADggbtuxZMBbK2buY0vfOlWtNfNzbSV0u+f/dy/4N4HhvMSimi3ezf5jU5U2Xe96ERK43p7Lt765duBcHhSYvDcYPiYFMHHZhg+Jvnwsckn69icOm2eeefWN+dy3DbOrQMwZlfe9h955EE8BkAUq0r3cdS5cv+DDwEANrfatR6bU6fOAAA2OqM/bzfWeBoEzp1+BB+/6YN4KoDT69u579tsh/AR4eT735+4i63NdezH8PEfdXzOdc3w+uwDdwAAPv3pz+CuO+8ZWu7+O+/G9W77W/n7NrSv1AI0cNP7/had5pHk78fCDiIVDK3niB17bHdHj7lEDCjVyV1OPfQFfBWAe+59IFmminvL2XXjGn/g5PtAGw/g2QAeeOjUyPXeeb8p0PSZT30U7YfNeXnTTf+IlWCy8fTpsxvJz7fccivWO+bY3Xz/GTwHwB1fvgU3L9h9dC4ilIh+C8ANMGG1GZV26kNr/XoArweAK6+8Uh/evwI8AgQU4cSJE/jsrW9BeEbi2c+6AftbwyGYD5wUOBDEwDbg7zuMEydOVLJfsdLY/oA5EVf3r+HEiRP49Ac9NAOvfxtaI/rANkJ/NXPbZ7a6iD4i4JECSIy9f+/58G+jQQonTpzAyZMn+97/xU//NqItD895znPG/4AT8L4vvB2wk2f77DEZ5J8/LoBbgZWGBNrAE699Ep501aMBAB/9cAMuYuUJT7wWVzzm6rG2/5a/fHvyc2v1QGXf9aITK42tD5ib2dXXPAHXX3vN0DKD5wbDx6QIPjbD8DHJh49NPlnH5n13fhg4C+zbv38ux+2DN7/DxKcVjDluve0W4LMmL67KfRx1rnzg3O3AA8Dy8iqeXeOxee+9nwDOAK19o8cOUaxw7oMC+1dX8IQnXgN8Ajh0/ILc973jc+8AOsCJZz0zqbj62X9+DVRHDr1n1PG55ZZ/Ae4Gjq54wGngyU+5DpdefMnQch/VZ4G7zM/LK6v4ypLH8qZPfQw4B1z/xCuB856Q/P3WfxDYouFz4XMf8AENNFrLI4/bh//hNxAonbvcA/9CwL8AF118SfLdV3Fvee+X3gVsAl95wzNx7v5bgE8Bx887f+R6O3EM3Atc+agLcdf23YjOCDz72TdgX0aR0TL8zT2fNkmOAK587GNx7XU3AABaX7wH+AJw/tFDuGTB7qO1x2oQ0W8D+DYAX6W1vi310v32/2MDbzmWeu1+AEfSlW7tz0cHlslaR3obuWgbf+9CG0hFiAsqwMaQaIZm1lE3VjOXmQSTh+dCamw4AuRwYaKoA09HiLzsUGAhekVlBiuPlSESATyVnRNKKkzKZ9dBX8nrnKRvF2rj8ljThXTSfaYmSv5Ov2cPtSoR1AsNlwW9yhiGYZgFYEGq4xaNOcScWqUkuahj9M+sBDdmKcjtdMhU0UttczOFv1TwBrvuVP0O0pNVxyU7jvXCDbsv2etI54SOE1JNrQPmh+3+SDSCygy5jZPquCVyQoUHUSIcV3hVh+NKtwHE0Rh5p00T+qy316G1Mn1dp7geKKdFS9A055wK8/Nl50Wtdygieg16AvQLAy9/GUYk3phavgngWejlgN4EYAVIogBgf14eWOZZ9r2OGwHcC+D2kfto4+99RKZPkooQQUDm3LAUBBqRjZ1v7Bu1+tJQqjouRK862NAF1jFhL3GQLYAlUXIjmiRJXYkGfJ2dEypUiIhqLNCTvkGNqI4r7c3YS1fHTd3EJgkfTlfU1XsoN5JS1XF9FqEMwzALTS/vseYKsBadFCYqkRNae5/Q8jmGVZJ8JyXGDuaZa1ryhW3bsaFRJEJdv8lUXmhG380yiJYZS/rWXMkTU9Q3niq/HbFkG2IMiFChVaaYdcWKynxfmnpVarNQrn1K1YWJ3Her4yQntFQbmMCIUNVZNxMOIMhpRGhqvCtS22/4Hjrah97LIpSIfg/Ad8FUuj1NRMftvxXA5HYC+B0AP0FEL7Q9RN8IU4jozXaZzwN4J0yl3OuJ6HoArwPw17YyLuyyWwDeSETXENELAbwKwMjKuACSSmQAgLhrRagHP2c2KIZEy4nQZnUiFEgl9bt+WiRBeqAwUce6sEF2ZV6ZckLHbdECAEoGSZGmQYxLXGNEd19hoOLquNK6t74/UB03WW66Fi3k7R0nFOidix5Xx2UYhllskoH7fJzQ3iRvUYsWNy6pdx+d+J2oV/hUG7bjjxJOKOBa8kXoto0TWixC7XM57o3VsvpulsFvmXGstCI0L2qsr/rrGNvxVg6ZH7ZP9a9PZ/d/T8ZtJUSdFn6pwkSiRPuUsXD7pmLEUXmhK5pG8OvuJkjHxgmd4rRMO6GUKqba9AU68KHDvV2Y6Aft/+8d+PvPAXi1/fnXALQA/B6AAwA+CuB5Wuv11PIvBvA/YCreAsDbAfywe1FrfZaIbrTr+ARM9d3fBPBbZXaS0u1I4o6x1yEg8pxQEmgoM1PlLVUrQpNZrGTmTkAMhuNaJxQ5ocCmjYxzQieolCYb8HOa/wod9gm7WZMO/xjVJ1SqLmJN8P3ezSZ9gxMT3Jz7tlmiwt1uws1o+8HoHmcMwzDMHBFzEloWN+GtCia+KTWuqZMkHLdu8eu+E7/cMzSGBJRCaEWo18jvvpBMikfTh+P61gn1umZsKXJa8KWdtnFc5cCK0GjzVJ8AEchzQss715q84TFyel0zatHizikVR4kTKkqIZi9ooqM96M46tDLhuI0pnFDhpcNx006oRBtBv8m2INTZJ3TkkbVO5avRE6VZy5wG8NIR6/ksgGePt4cGkf6Soi7IOqF5pHMi/aX9k2yyYN39IrQoHJdyQoFlKpRyktAMLRumIm08PLskVISYahQlaRGYc4G7WU5PdYyD7fU+s+pzQscPxZF9TujeEqEK0rQqyuiXyzAMwywONOc+oVSiT6hrRVF3OK5w+ZN1Hxv7eamg1Uoa54RGHSNC/Wa+E7resg0k3vWTwIv+lwn5zQlvHYUbxwaRFaE54q/PIR3Dvtu3bxXbOoA+93DfyJpywoeT3qElRJ0SHiQKnFAnEKfoxZmJHVvGcTiW0F0OPGyiCdXeMKG8Bal/ZUi30Et/xqYnsKV96DC7vss8mWef0IVEDDihZJ3QPNIzTY2VtUr3xblPlBKhhOxwXNHKFsBCEKIkHHcyEQogcwalbic0/dAY1UDZ01104cFPXdDpEN6J+oQSIdS28NGeE6GEEB6CnFlRhmEYZjGgBekTWpQTSkk47nwKE9V9bJJUoZLRRDEZJzRq2971zeyUKwB48OBT8XPhtwNf+GvgT18MhNu5om4US8urUJoQREb85ueEThaOu7YU4AxWEG72h+MKZIfjJuZBGeNAePBKOKGi6pxQK/jiOIaOy4fjrjQ8bOoWdGcdpEw47jTtDtOFONPHq+FLdOCD4sVzQnlEOYBMV4KNjAhVBWEA7rVIC7Ra+TeJSRgMxwXJXqjB+v3AXR+DOmcK/nqt/FBgNY0T6sRWNDyDIlTUV+xn5qS3NeLG6OsuQkj4KdGkp8wJTVcsFv7eygnVIHThI/D4lsEwDLPIzEtoJdu34rNozDGvwkSJAKm5aNP28oVoax+d5QtGLwwggodLNv4JK7ebzLNGgRPqe4Q/ir8G4df+DnDLe4F3/wwI8UThuMtNH5toJgV+ZI5r2CeyxgjHPbDk44xehtp8pH99Ors6rho3J7TACdXKfKbEDa8KZxRFIeIxhO5Kw8MGmkBnA8Bk4dN9u5Gq2SEHnNA2AtAChuPyiHKAPhEad004REE4rjtp1rGE1Yw+otMQ2weIu9j7ChO940eAP7wR4m9fAQAIlvNDgZPquJM8kDw7a5dx8kodIq6zOm6pnFBbxVV3h8NxxbThuEhc5b0WjhuTYCeUYRhmJzDvFi1itBMq55Sb2SuoU+92t9Yeg6s6f4x430Wllv9d+e04HZyH1Qc+hi3dQLOZ76C65/LW418KfMX3AZ/4Qxzr3jnRmG+lYUJEHTIv9Sk9kT+OE9oKsIkWVGejf305OaF6jHBcLTx4RdVxk6JB1Y5b3XgyjqOxtrHckNhCE9TdAFQFIjQdjpsa43pSoAu/P9JzQeAR5QAy7uCcNjH7UbdtK4yNdkI3dAurzWpdQT3QoqWv/PTGg8Cxa3DuaT+G10QvhL96JH8fMfmMYy/hPSscNyrVu6kq+gsTZV/g7sIT0CYcN93fdepw3F4OsNhjVWI1hDme7IQyDMMsNC6FZ5KIn2oYHWrbc4rqDcdNCrbULH5drl/TL7fdj8kn4/ce9fu46bl/ie/svhItP38c6iKUwlgBz/kpoHUQB6KHMckQ34SI9kQoyezvJy1yximAtbbko6196G5/pVaR54SK8k4ohA8BDahsIaptixZZcZ/QJGUuipJw3DJO6LI91iLcMFpjSknm+enquP3bDylgEboT8HUH52CqkIWdts0JLRCh9rUNtLDarHZ2xYlGdzLrdDhuZx04fAXufdKP4rejF2G1lR8eqqbICU3KicfDbVo8HUHV6IRSmT6hqQsv1LKvtU5/TugETij1ikXJkhXudgsahK5mJ5RhGGbRmXc4bs8JLQjHnVOLlqR/Y83huE6ENkoW95OCECmNB1euxMf0Y9EsEqH2udyNFNBaA573CwAmi35baXpYhxn3xTq/b2V6rKXHmOw4sBxkVmrNr45rx5glnVAA/f1S06/PKCfUnVNxHCW9SMtso+EJbFELXrSZFCaaBpkOxx04v0NqsAjdCXiqi/U+J7RcTug6WlhpVHtiu96MlCVCuxtAsIL1tjnhi7btwnonOcGd46e6WeG4EXTV/ZYKdyY185YT6pCe+Y3g9bXW0WnBPMGZL6gXjiv3mBOqYMJx/ZxZUYZhGGZBcM/KmoVWD5sTWuCESikQa6pdKCfioOaCSN6YTqgUhFgpdEKTgtUK8r9L99pn7zlr/vCE/w+fbV6He+WFY+/nsi2WA5hJd5FznGhCJ3Q5kOjScH6iQAyddb4m53KJ8bUbF6o8EWqd0KpFqMxo0VJiG0SEjliCF22B1GR9XdOkCxMNbj8UQX+64YLAInSAQHcTJzQK2xA66mvtMYibuZlFOK4TjZQKxxWuOm5nA2isYsOK0KJtJ7ORE5zgwpYTD7tbQ69J1FuYqFyf0N7+RIPfWypRO6/seOH20QvHLVvhbregIBCRN1XlNoZhGGb2iDlXx6UyTqiNLCrKG50FriBS3T1UnZgrcjTTeIIQa2A7NMZDUTjuc646iquOr+I//sk/4cNfehgQAr9x5JfwutUfGns/XdsQwHx/eSZnnxM6xniKiKBkC2KgUqvQCjoj6tCNMUv19nSmSI4TqmyYbvV9Qm04ropSbms5g6YrlxHEm8CEfV3TpPu4D4rQWATwWIQuPj5CnNOmClnUbUOouDAcN06F4y4HFeeEDhQm0sLmhCoFdNeh/BWca5sTvkiEThOOK2zYadgZdkI9HUGJGqvEpi6qvJtIurHyoAhNu7aThOMSUXIsvT0mQjURQtToejMMwzCTIeYjtBKS7RbkhBJBQ8yhMJF5jo0jnKrAky4ct7wTenqzi42OMRqKROi+po83f9/TcdnhZXzPH38cn7zjFBTQFwlWFikIbWHGwEVOaLoP5biFHrXXhBwIDRWIM537ZNxWZhtuXKhyKuQmOaFVFyYazgkt67ZG3hIaaquSnFDZJ0L7j1ckGvDUcFrdvGERmoKgAZhKt0CqMFGB2+duZB2xPNEFX4QeCsf1ILQCQtO/6ddO3oNf+bsvAEBhPqqi0bOSeQh7UkedYSfUQ5TbKmUWUEpUityKbb2/xwOiiaYsTGTWafuQ7jERqiDq7QnLMAzDTERSP2FeIrREYSIpyNZYqNcJda0rJqmQPw1Pu+wQfvDE5XjChWulln/UkWV8+JaH8Zvv/iKA0eL14HKAN3/f03F0XwM//uefQSdUufmco+hKMwZWKMgJTY/BxjzPtNeEr/tFqMzJCXXtX8q4l0maVp4TOrNw3OGcUCpZ/Cj2VyCh4Kv21FEBfpCujtt/LGPRgKdZhC422ojQLTLhuLELxy1o0eJEaNdbrn53XDiuu7BImtkiV9o6WMFFB5bw5IvXcHA535F0wmmSeHMZuPzY/kpm0Boe4v48yxnTN/OW07sq7YQOiiY9ZYsWAHvXCYVAVGc7HoZhGGYikudjzW5fbwdK9AklggLV7kj2quPWK36XGx5e+fyrSvfafu1LnoI3fMd1eNplh3DdJQdKmRwHlwP8wguuwW0PbeJjt5+a2BgJpRnPKojcw9TvhI43tlReE4EedEJV5vnac0JLRN3ZZeMcEeqcUFG1E+p63sYhdOSEbrkowdg3x7oRbxTWnylD4PlQmuz2B8a/sjEk/BcBtjb6MPmWXW8FUEAcdiB1DJ0jeIBeYaLQW5nB3gxUxxUSEspUxgVw5PBhvOUHri+9nkkeSJ4twBMNFiayF7muuulvESnhmBdvnxaXgyI0XcxoYifUHkN/j4nQTVrCOu2b924wDMMwI3BRQ3Nr0ZJEXxWF45qxSd3huLq1hnN6CRutC2rd7rhIQbjx6mO48epjY73vxJVH8XWPPw9/89n7JnZCY38ZCI0TmlcHoi/ncMyxpZZNM5aNw6SYkIDKDrkdIyfULROF3ewkOitCvVnlhMYRtM07HQyHzSUw2qEZb2B92pxQXyKEhwbCIREayyZ8HRqzbYFqe7ATmoKsExr6ZrCtum3IkoWJIr96EepCWUTKCZWIga4RoWisllzP5E2hvUavUnAfrvpYydmeKkg/UPOcTNknQgeEap8TOmk4rnlfOuxhL/BLzR/DaxvfN+/dYBiGYUZAcyq+k2zfOaEF2yey4bh1FwhqrODazutx76Fn1rrdOvnZb7gaK43J+3rHXs8JzaNPZI05ntKu9V/Yi7DLa9HiUr6oRBFMYcejUZQddpoIxIqdUJFUx41TvUhLbiMlQqetjutLQhcelKa+qEAA0F7DCP+8fNk5wU5oH0aExsEq0AFU1IFAXGiRJwIvKCcIx9sb64S66rjCg5cKxxUlReg0OaFew+YGdNtA2vxzfUNrrY6bLkyUfYGnmxDHg/tm3xNrwqTpuwoSXS0R+Hvr0nlEHuIeoQzDMDuAJNJnTi1aepO8xQ9aDardlZHCFBikimt4LBLH9jXxx9/9FaWLIA2irDAqK0LHnexQnp3ED7eBpjF9vBHhuKUq2lrhF4c5ItTmhHqVi1Bb7EqFvcJEJXNCqWnG8a14A4rWptqPhpQIITMLSmmZOuZ1RjCOYG+NpEdA2oTj6sY+YB3QUQdCx325hIM4gapLCsJxUAPVcd0DRbfPgAB4rXLhkdO0aHFhp3G4PSBC7WxKjU5oOvwjrwdT+maoKLswkQblVnwbhSKJrvb3nCATRPD32GdmGIbZiSSRQgtcmAgAbtYX4aHg4jp2KEFa8Sl3sQgFgKdccmDi91JjtAiV6XHxmJMdZFv/IbJOqFK563Hncqm+m85oCPNzQpWmpDhVVbh9VHHcq8BbUuhJK0Kbenvq0HTfI7ThQUEMh2J7dgAfLVZeKI8qU2jrhFJrPwBAhR1IHUEXhuPaC6RZfb6cy6dIbH1XBGnjtPl7q6wTOnlhIt+G4+pwMCe0a3epvhkV6ssJzf5OkgbYwFBVY7evJs9hsn1QkOjCm3iGcaciiUoXVGAYhmHmRxKOO6+c0BJ9QgHgu/R/xQcP/7s69ijBs+Jz0onovUBPhBbk9KaF3Jhjy0SEunGlju0LWU5oYF8qE45rRWhOOC5UhAgCXsXXhRuPmpxQV/yonMeXNpOmFqFSIIQHBRqOkE5E6HC7xXnCo8o0NifUb6wg1BI66kCOCMd1F42bzah0d1w4rjuZrajqbpwCAARL+8dazySzokHQhNIENSBCtQvHXTAR6hpgAxlOqAuZKOh9NQpFAl34e06QEZl8A4ZhGGaxCVcuxr+oS7C+7zHz2QEq54QKql8MuoqxVbfU2004U6XIuEgXvimTr5mGbP957XJCba5mphNqt1PKCbWGjcoVoaYXp6x4LJOkzKmoV/zIKxclmBah0/YJ9QShq33EGU4o2SKjLEIXGStCG60WuvCAqAup48K8R2UvGm9prfrdIVcdt79Zb7RpRGhjpaQITR4I43/djcA4f3rAwo9C54TWWZgoHY6bLX5dA2wgVdrbvd/NVk0TjguJrvb2nAiVghB4cyr3zzAMw5RGt9bwdd1fxtbqpXPZfq+i6ggRKvL7UM6Kli9BBCz5/DzLw7OmSmF1476c0PG+Q+GbWiNJ//kCJ9SN+0iMNjzcuDDKyQk1TqhM3PCqcGNLnaqOW7YXaXOpZ2BN266IiBCSDccVgyLURTVuZ711bnBOaJpEhK6gCx86Nk5oUU6ou2i8kq7kOAy2aHEiNN46g0gLLLXK9SZN8lYnOMEbnkAH/lA4bhx24QOgkrM9VZC+6eWVv5aCEDondPCmlQrHnbgwkXNC91h+5LOuOIIDS4uTzM4wDMNkM++8Ryo58S1FRtjgjDm4HOCt3389rrmg+jHbbsFfsk5odqMTAOa7i7SARzmtVQoQtv98t70FH0g5oVnVcW0LlzLhuHY8qnL7hMaIIdCo+LqQXionNI4Qa4JXcozYWO6dh9NWxwWACB5iiKGJAec+R902FmkkxyI0hbaFiVpLS+jCA9nquEVOqMsXTZ9IlUGu6axzQu1sy/YZbKKJ5Wa5U2macNymL9FBMGThh2HH1CmquN9SESTLhONSkscw6ISKRIQOX6BlUSTRhV/6BrNbeNXXXDXvXWAYhmFK4CJ9Jn3OTUtPfBY/JwXl96GcJddderD2be4keiI0/7uRtsWOBwUxpsEhbNeFsLMJwLROISDbCXUitESOpWu9kpsTqo0TWrX7nri0yuSERpClQ36XWg20tY8mhdAFor8sMflQevi6k9YJDdubCyVC99ZIeiTGCV1qraCrfSDuwkNcWJgIwhTCWVqeYU5o0ifJnqDbp7GBFlYa5QRgktM6STiuJ9DR/lBFLXeRC6++fpkiJSpFjgPrGmADgJbZIrQoxGQUD8ujuJeOTPx+hmEYhpklMim+M5/tU8mc0KdddhCPZ0dy4WhaU6UwHFekchjHnJT3rQiN2iY0VNluC5n93xMndLR0ciGwOipyQmXl+cAyKUwUg1SEeAyhu9LwsAEbKluFE0pe5uRB4j53FisnlJ3QNDYct7W8YpzQuGOauxa4fTevPg23P3gWV7SqD0t1J6T0+51Q0TmHDd3CarPc1zdVTqgn0YEPigdEaNeJ0BoLE5VwQqnICfV64biT8vsrP4w7O5v45MRrYBiGYZjZ4QbAdedbOpy7Oao67v986VPq2B1mTJaWltDVMql5koWkXuoTjemEerbrQtQ1OaFxHBkPMCPq8MEj1+O3whfh6QeuHLneJBw3R4SSiqYu/pO93V5hIq1iRBAISgrdlYaHTd3EYTo3ctKmDDH5mZ9RWhGa5OEuCOyEpiDrhDabS+jCh4zMl1WUE3rr6tPw6ug7S7uS45CI0CQn1Pwvu2dNOG7JbSa5oBPkhPqSjAjNcULrLEyU7kvlFYRmqBGFiUY9GIsg6UH49X1mhmEYhhmHpm+ecQ1/PkO8pDUMt0HZkaw0PGyiVeiESkHJWIvGNDi8oL8wkXNCs3JLdWM//nv8QshxwnFH5IRWjTNFtOo5oWWLH7ljDaCicFwvR4S6nNDFKkzEIjSNzQltNFsIyYdnRSgKwnFd3HdZV3Ks3bFfj+sT6kIVgu5ZbOjy4bh6inBcU20rgIgHq+Oa32WNgqyMEwqkQ0TyWrRMjifEnitKxDAMw+wcHn10Bb//0ifjWVfMKXXEjTUqCC9k6scIo2aha0g2JxToH5uVIbBFNeOuE6H51XE9O8b2SuRYSpselueEQptw3KpJUr3iEFoboVu2KNhyw8MGbMuaCq6XWPiZBY48FwLdGRChD34hiQKdB3yH6EObBOFAIiYPXmy/rALB42Y7VmYhQl1IjQt5tfvRiNaxRS00SrYJmSYcFwBC8iFUf6K3u8jzcjNngUg5obIgDLgnQvv3TXp+/+sTIAWVPu4MwzAMUzdEhOdfcx78eU2YujHHFKkvzPxYaXpY162RY8ZJndCgaZw/1TX5ibHKzwl1/clliTLKboync5xQoSPEU7ZBySKJzNMxyLqtZQtuLQUSm9qJ0On3TZGf6fa6PNw43aLloZuB1z4NuPV9U293Ung0nUZrtBGg4UlEFMBXNoG3oD+Rq0K3r2Sl2rF2x87YeIkTasNxEaMjlspXlZsiHBcAIgogVL8Tqmx4bplk8aoQpZ1QWxlwsDCRFczTPBhNv0y+bBiGYRgmi2Rswk7ojmTZhoiOmrBPxM6YLVqCoIVYE5R1QnVBOK4Tn2XCW11kns6rjqtm64Qi6oJ0NNY2iAgdYQRiFS1aPrj0XLyZvn7o737DCF2VdkJP3Wr+X79/6u1OCt8hUhA0OvDR8AUi8uHH5gIpCjXwJcGbkTuWOKF2++lZoq4s1yMUSJ3YE57gkQgg4/6L2uWEyqDG6rgy7YQWiFDKcULl9IWJ9i/5OLjMOaEMwzAMk4Ubq0xTf4GZH8uBh/v0QZyjfYXLqQkLE7UaHtoIoK0rF9twXJEhQo+tNiAFlRp3eU6EOlE7AOloJuekaCzjPn0Qa2f/FVDjiVAA6Molu4PTC+TPLj0Nb/O+dujvQdNoBh2mquOeu8f831mferuTwtVx02iNtg5wwJeIhY/AOqGDBW7SfMt1F+GKo6uz6XVFAqGWSU9KSomwyCsvQt2JPanVH1EDctAJDY0I9eoMx/XKheMmTufAviUVzKaYbfr5b3wcYjW/+HmGYRiGWWR6Tuh894OZDCkIv0DfjwuXG/iLguXcWEuMmRPa9CXaCAAriIoKE33FZQfx0Z/8Nzi8MtrwkK46bpzthJKKZxOOKwU+qK7B1z/8UZxbecrY2+jKJUCNbmlUBl+KzKrYQdCA0gTVJ0LvszuQEqEbDwEbDwDHr5l6X8rA01QpCAptBGh6EjEFaCgzS1MU+vmYY6v4d0+9aCb7oyH6EpwplRMZ++VFqBNdVCKmPotYBPD0QE6ojbmXfn1OqPv8ShO8wnBc6xznhONO44QeWmng6L7mxO9nGIZhmF2Nc0I5HHfHohv7sCVWC5eZNMqu6QnjhEa2T6iK7WqGxRsRlRKgQM8JRa4TGkPNQIQKQfhwfA2a4Rmct/XFseuOxP4KgGqq4za87KJIzcBDB35yzAEA5+41/6ed0A/8KvAn3zb1fpSF7xB9aHThw5dkhBdcsvR8DGNNAhEkPCse07NNKlgpv6IpquMCVoQOFSayOaE19gl1YcnRiMpjKpmd63dCPd9Vx+XTnmEYhmFmQS8yjJ+1O5XVhpfUPMnD5YSO64S2Aom2DkBRvxOaJULHIQnHVTlOqI4Tk6JKPEH4iHocAOBQ5+6xt5GYSlN+fsA4oVl+U8MJ/5QTqmw4bnfrXG/BzYeAztmp96MsfIdIQVqjSw0QEZRICZgai++k0ZTvhOqgeIaqbz1iujBUJRvwdH+1MZf47fv1uYKuX6qCKExST/IUvMGc0OkLEzEMwzAMUwS3aNnpLDe8kW1GnHM3bk5o05PoIAA5J9S1aJlWhHoSsaZcJ1To2YTjSkF4CAdwavnRADD2NpRzQiu4Xo6uNnBoedg5bvoSHfhA1BOhnUfuAgA8+PDDvQU754C8PqszgHNCUxA0QrIhmykXbTCss849ilJNb9M5odQo74QmJ/aEF5+SAfyBcFydhOPWmBNqP380ohGwIgHoDBGaOKEsQhmGYRhmFrjUH82P2h3LSsPDVjdbzDmSPqFjpnoJQeggQMsJos4GAECNkWaWhS9M9GCeiCIdVdIGZZCmLxF4AjcvPwVP37xlbCeUAls0qIJ9+4mvuQrdSGXso8C69hP3GVrD37RVcdPhuO1zQE5O7SxgEZqCoBFaB1SLtAidXzhuDAlhBVe6T6ZolHdCnficNNRBywYa6PY1tNVJddw6RajZ/xgCjQIRqpMQkcE+oeyEMgzDMMwsIcHhuDud777hMrTDuHAZ7Sb8JxhbdkUAGduClzb8UzWKq/GOwpPGuIHK6xMaQ6F6U8mXAk+99AD+5tSVeDowdt4pufF8BU7oUuBhKWNY3vBMMShhU+nQPgvPdgAR3Y3egp1zgIoANSxkZwHfIVIQNGJhbOy0E1pUmGiWPBJcgDv0seT3tCMrWmNcrFMWCdCeCbkl3ZsVc05oUGNhItdiJUZ29S+HC8cVfv/NxvVb5WIJDMMwDDMbaMo6FMz8ufHqY/iGJ55fuEwy1pqg6GVIDYjYunJtk5MYB/vHXk8aXxonVMfZ4pm0mklhIgB41hVH8LZTlyKCHDscl5pGhM5ybCoFoQsfwgl/V5QIgAg3k5/bG6fNDzlCvmr4DpGCtEZIRlTpdDhuQYuWWfLuw9+B79A/n/yeTv72xxGhrjrupBefNMdEpJO94xCRFvAL+nVWjesNmnaHs3BlroXXL5C9YPrquAzDMAzD5ENT9iZndgZJFdgJindGogHPtv6jtnFC9TgRfhl4ghDCK3ZCZyZCD2MLTXxYPR5naG2s93pN54TOZt8cG7SCZveU+WXdiNB79CH4Uc8JJReaW1NILt8hUhAUYiu40uG4dVaATSMIfbmP6bBgf2kcEerCcScTX84JFakLW8ehyc2U9Qk6KVw4bvGF6pLlB/NVpZRQmjgcl2EYhmFmBbmcUH7W7macoBNyfCnRJ0JdOK4/nQiVwoTjUoEInUVOKAA89vg+HF4J8APdH8FvrvzYWO/1WtWF4xZxi7gUR7dvNTmz1gm9RV0AP7ZOaByhoa07XVNxIhahKQgayopQpFy0eeWESiLIlMgTqXDcxkr5sAWdhONOdvGR55zQ1EkZd9GFB3+Cm8+kCAFEWowWofbBJwcKE/lCIITkFi0MwzAMMyO4RcveQCeFicYfW8YpEYr2WazrFoLGdOldRDYntKA67qxCXoUg3PDow2ijASXH6xrhL5nx/KwEsuNL3hWmyOiD/wqcuxcKhNv0eWjY3FB0Uq1a2AmtHyNC7cnTJ0LrK77Ttz9EfU6oC8dVmtAcwwl1N4hJCxP1RGjqpFTGCQ1qFKGeMC1rRjUCdq/LgXxVl7TOs7MMwzAMMxuSsQY/a3c1ygo6MYF4imUTgTYiVG2fwTksYX9r+qjDCH7/WDWFQARNszOVbrjiCACMbG0zSGPZjucr6BNaxG3BY8wP9/4T4jP34GG9H6f1qnE/VdwnQrUrYDRjWISmIGho64TSAhQm8gTBSyV8u/3YRBOrzfIXazK7MqkT6nqBRr0Lm+IQIbxaw3GFMAIzHjGT5WbnhpxQaVxUdkIZhmEYZjYkTijnhO5q1BROqPKaSes/vX0W5/QS9jWnH2tvUgt+tJn5mphhYSLA5IUCKGwhmEVzeR+6WiaFUWfFKf8CbIpV4J5PoXv6LtyvD2ATdnzfWU8KRAFAFNbjhHKLlgGUN+yEyhqL76R52TMuxXOuOpL87kToBlpYGeNiTXo4TVDBDOiJUB2nRWjHiNAJ80wnQRKhCzkyHNfNzsmg/4KWgmw4Ls/OMgzDMMwsIFdEkUXo7sY5oXJ8YadlEz4iQMWgzlmcwzIeXYETuoUlHIk3Ml8TiKEnKKJUlmP7mrjq+CpawXjHY7kZ4GXhq/CUI8/EV81o3wCgGUjc6l+BJ9z7Keh2F/frgwi9FfNid6PPCQ279TihLEIHcUV4UqGcwptPOO7V5+/D1ef3wm4TJ1Q3sdIo/9W58INxGwon27UiVEW9nNClzkN4UB/AhTWG20hBUKCRjYCd0+kPhuMKsk4oi1CGYRiGmQ3mGcvt0HY3STjuBGPLxPAJtyG76zinl8eK8Mtjk5ZwYfxw5muzLEzk+N0XP3nsKPTVhoeb1ONwTePAbHbKcvmRFXz8oUvx+Af+CoFs4D79TKzuWwPWAXTWodtnk9FxHLZnui8OvkMMQK4nZsoJTRcEmiduPzYwnghN4swnvPhk0AIA6Lg3M7Kvcx/upaMTrW9SiMjkhI4Kx3VO6EB1XJe0zg9GhmEYhpkNvQlvnvDdzbhOBDSBE+oMH0Rt+NE6tmkZgTf92GyLltGIs8NxJeKkUOesePTRFVx+ZGWs9yzb8XxR68EqeOJFa/hY5xKQjuFFW7hfH8KBA4fMi511dDbOJMuGHRah88EfdkKlvxgiVLpwXN1KTtoyTFuYSLXMSep1XBPbGPu6D+ABOlLwrtlgckJHVcc1p7XnDzvYETuhDMMwDDMzen1C+Vm7m0km/CcxOPwl83+4jUa0jrY3nnDLY1suo5kXjqvVzHtxToIbz8sZXy/XXrSGT6tHJb+f8Q9jaXUNAKA76+hsnklei7gw0Xwg37h+YhGdUJubui2WxmuN4kTohBdfvO8iRFpgaft+84f1++HpCA+IYxOtbxoU5MThuAC4MBHDMAzDzBCaMvqK2Rm40NaJnFC/F47bjDcRTtkj1BF6y2iqLUDrodck4plWx52UlYYHIsCbcbeJK4+v4pR3GBveQQBAtHw+PNtpo7N5FuHm2WTZuKacUB6NDyAC54T2+vzIOVXHHURaMdwVrbHel4jPCa3+IGjgbn0EK23T3BZn7gQAPCjrDccFYMNxRzuhkRbwMxzsmDxu0cIwDMMwM0Ik1XH5WbubmSYn1Bk+8caDEFCI/PJtB4uI/FUIaFNoZwABNfNw3EmQgvA733otvuUpF850O74UuOb8/fiivAIAQPvPh98yx727eRbh1plk2bim6rgsQgdwF0a6supgbuG8cGK4K8cMW3AX3YRVwRq+wB36GFY61gm1InSjef5E65uGmESSh5CHJoEQHvyM9jExPHZCGYZhGGZWOFHC9Rd2NS4clyYYW7paI9HZ+wAAqrG/kn1SgRWzqXYjyTYRL6w7/4JrL8BFB5dmvp0nXrSG929fjm000Dh4IRor5rh3t85CbaecUBah88FdGLLPCV2McFzXKibyxjtRXWjMJA2FAaDpS3xZH8e+zn0mxMGK0ODQJROtbxpUGScUAiEk/Iwk95gEO6EMwzAMMyM4J3Rv4AwBOUE4rrCGT3TGRtg1qxGhaFgR2hkQod1NNBCi41UT9rtTufaiNbyu+3zc2PlVHDmwhuayOe7h1jnolHCPOSd0PnjOCU0XJppTi5ZBhN/AGb2M043xHMgkP2PCcNzVpoc79DE01BawdQr6zJ14WO/H8UOzLSedhYIsFY4bwkOQEV8fk8eFiRiGYRhmRhA7oXuCpNPABLmMsmHMFLX+AACAWtWIUNHKcULPGcd1o1F/Gtki8cQL1xDCw936KI7vb2K51UJb+4jb50Cdczin7fcSsRNaO5/Tl6F9+GoAgB/08i6lvyA5oZ6Pr+z8Nj5x4OvGe2NSHXeyz3HJwWXcro+bX07divDU7bhLH8GFB8bLTa2CUk4oSRuOO3x6/53/PJxs3jir3WMYhmGYPY1IxCcPMXczrjDRJNVxPStC9bpJ85JLa5Xsk7RiVg2J0HsAsAi95NAS9rdMdOf5+1tYaXrYQAuqvQ7RXccj2jjFcchOaO1oEJqB+XK8Ri8c1/OGq6zOA08QzmIFS83x9seJT5ogeRwAWoHE5vLF5pdTt0GfvhN368O1xK8PEpGPmEaER5NABAmZ4fy+p3EjPrj03BntHcMwDMPsbdgJ3RvopDDR5CJUWREaLFcTWecvGRHa3jzd/8K6cUK39rgIJSI88aI1AMB5a02sNnxs6BbQWYcXbuA0jAjV7ITOh6ZvLiY/SIvQxUhkdqJqnB6hwPR9QgHAP3wpYhDwyC3w1+/B3XNyQn/H/178xb6XFC7zsHce7nTO7QCeFL3KfQzDMAzDVEqvRQs/a3czzgl17QPHwWvYdogbJhy3sXKwkn0KVtYAAJ2NM31/12eNE7rVqL+14KJx3SUHEEiB8/Y3sdL0sIkm0NmAH63jEW2d5JpyQhcjznSBaNhiNr51QkMtZ967pyxOhK40JxShU1QFu/jIGu679zAuvOMmCB3ibn1kLk7o57zH4eJG8Xb/6tD34B/OPILPZbzmCeLnIsMwDMPMCLIPWWIndHfjROgEUXZ+cxkAEGw/BABorVaTE9pYMY5quHmm7+/hmXuwrZewuq+aVjA7me971qNw49XHsBR4kCLGBlpYCzfQiDeTcFzOCZ0TiRNqq+NGWBwR6kuBpi9wZGXCcNxJGgpbLju8jNvUcei7PgoAOBscx8qYjmwVSEEQIwosSUGZ7VkAwJPETijDMAzDzIgkHHfCFCBmZ+DCcSepjtuwIrQZncWmbmB1uRpTY2l5H2JNiFI9LwGge/pu3K8P4vj++iP4Fo1WIPHY84wYb3gSW2jBC9fRUFvY9NYA1BeOy05oigtXBB591PTgDHyJjvYQQcKfsKps1fhS4O0/fAMuOjDmxSqnd0IvPWSKEz1bfRYAEO+7aOJ1TYMUBG/E9yGIMosSAcDzH3d8YSYVGIZhGGa3IbhFy96ABGI92cR+o9kbx57DMvY1q2mFuNoKsIEW4u3+wkTq7L24Xx/E+fubOe/cu7TlMpa7t0NAo9s4AHQAxCxCa8cTPSe04Ql04SOCRGtBRCgAPObY+D2OooaJtY9akyd+X3Z4GR/VvVj64HD9PUIBE047UoSKfBH6/V95+Sx2i2EYhmEYpHNCF6OeBjMbNAnEmKzORjOQaGsfTQpxTvcqtk7LvqaHdSz19bwEAH/zftyvH4dnsggdIpRLWIlMISdq7EOn7e3OwkRE9GwiejsR3UNEmoi+c+B1IqJXE9G9RLRNRCeJ6HEDyxwgojcR0Vn7701EtDawzOOJ6AN2HfcQ0c8SjXeVBJ5AFx4iiMwqqzuJzUPX4IbOa9BZe8zE67jo4BLusCL0Yb0fxw5Vk0Q+Lj/x/KtGCsnz9jdxwRyKJjEMwzDMXmfM4RazUyEJDTFRC/qWL9FGAAA4hyXsq0iErjZ9rOslUCclQuMQzc7DeAAHcHSVReggXbmS/CyX9iOEt2ud0BUAnwPwv+2/QV4J4McAfCeALwL4WQDvIaIrtdbrdpk3A7gYwPPt738A4E0AvgEAiGgfgPcA+CCApwK4CsAfAdgE8JtldzTwBDbgg6B3/A1VCoG79ZGpciGbvsTp4DwAMO1Z5iTynnPV6PLar/zqK6F0DTvDMAzDMEwfeukQ/iw6AXngK+a9K8wMUcJHBIFgAhXa8CW2EQDYxDm9jNWKaoysNj3chiWspkXoxgMgaGw0jiLwOB1rkNhfNiG4ALyWE6FhLduu9dvQWv+t1vontdZ/DkClX7NO5Y8C+BWt9du01p8D8DIAqwBebJd5LIz4fLnW+iat9U0Avh/A1xPRlXZVLwGwBOBlWuvP2W39KoBXjOOGBlKgqz3E2PnhJLKiGgHR0jEoTbhbH8aFc6iMWxZPCr7RMAzDMMwcEFLiJ6KX48wqp7/sZj5x+BvxyvD7JzJqmr5AWxsndFsujyw4WX69EptYghdu9P54zvQIjZazW/ftdZTfc0KbK2u1OqGLNFK/DMBxAO92f9Bab8M4ms+wf7oewAaAf0i97yMwLmd6mQ/Z9zreBeB8AJeW3RkiQkj+rhChzgGVUzq6h1YaeFv8LLw7furcnFCGYRiGYRYXN+bgSvS7mzPNi/FOXD/RewMpknDcjhy/1kkRHbkEP1rv/eGc6RGK1fMr3c6uodETof6yEaGkdmc4bhFuiuKBgb8/AOCC1DIPaa2TYEuttSaiB1PvPw7g7ox1uNe+XHaHQvgTxbovGodtS5dDK8FU6zm2JPDj0Q8AAH5t3Aq9DMMwDMPsepz23A3jJyYfKWji75iI0CUzNg39ant3duQKGvFm7w/rxgltHLyw0u3sGhq9SYBg+QAieKCawnEXSYTOBSJ6OYCXA8CRI0dw8uTJ5LUD8ODpuO9vO5XfeU4Ld//rJ3H3v06+jv2iA4CwLyD840c+VNm+7RQ2NjZ2xbkwC/jYDMPHJB8+NsPwMcmHj00+i3hsznWMT3DLLbfgZHhHrdtexOOxSFR5fO69pwNoPfH6lmGKEW3EXqXf2aZqoKE2cPL97weIcPGX/hEXaB8Pn9kc2g6fL8DD59rJz7fddR+uhkR781zBO6pjkUTo/fb/YwDuTP39WOq1+wEcISJybqjN8zw6sMwx9HMs9VofWuvXA3g9AFx55ZX6xIkTyWv/9IEACjHSf9vL3P837wOwjcuP78eJE8+c9+7UzsmTJ/lcyIGPzTB8TPLhYzMMH5N8+Njks4jHRmuNm3EzvvWpF+GimutHLOLxWCSqPD63yNvwxY07Jl7fTR9sAgoI9h+r9Dv7k0/9FfxzMU7c8HTAb2H9nj/CA3oNz3zyNTjxpAv6luXzBXjo9MPAaSDSAtdd9zTENwdYqqhQ1CgWKSf0yzAi8Ub3ByJqAngWejmgN8FU2E0HoV8PYHlgmWfZ9zpuBHAvgNvH2aGuaCBaKJ0+Xw63CFIQLuRQXIZhGIZhMiAi/OevvrJ2AcrUy3c98zK860efPfH7I2HCcam5v6pdMgQ2vNT2ClVn78V9OITj3CM0E79lwqHXsYTVlo+I6gvHrbtP6AoRXUtE19ptX2x/v9g6m78D4CeI6IVEdA2AN8IUInozAGitPw/gnQBeR0TXE9H1AF4H4K+11l+0m3kzgC0AbySia4johQBeBeC30rmkZfiTxrfiDxsvnfJT7x48QfihE5fjRU/huHqGYRiGYZi9ihSEpj958c5EhLbWKtojg3Y5jrZNi9y4Dw/oAziPRWgm/pKZBFjXLexr+YjJh9C7Myf0OgDvT/3+c/bfH8P0Bv01AC0AvwfgAICPAnheqkcoYNq1/A+YircA8HYAP+xe1FqfJaIb7To+AeA0TH/Q3xp3Z7/UvAadSI1ecA/xiuddOXohhmEYhmEYhskhFkYUektrla43cVY75wCt0dx+APfpJ+B5+1iEZtFcMU7oBpZwtOnhNPloqV0oQrXWJwHk1tKyTuWr7b+8ZU4DKLQntdafBTB5jICl4QnEaizzlGEYhmEYhmGYAmJpnFB/ea3S9cqWEaHx9jnI7dPwdBfr/pGpXNvdTNMe/3W0cHnTgxIepNooflNFLFJO6MIReAKe5BrjDMMwDMMwDFMVShpnsrF6sNL1eja8tL1+OukR2l06XvSWPc3yUgtt7WMDy2h4EjH5kLs0HHdHcWS1icCr54tgGIZhGIZhmL1A6K8i1BKtlQOVrjewzl5n4zSWT90GAFD7uJZJHisND+tooSOXAQBK+JBRVMu2WYQW8IvfdA0Uh+MyDMMwDMMwTGV84tAL8Cf3HccrVpcrXW9jZQ0A0N08A2zeijYCdA9fXek2dhMrDQ+/EH4HuvsvxdfCilB2QufPvqY/711gGIZhGIZhmF1F3DqIm9TjKh9rO2c12joD9dBN+LR6FI4e2FfpNnYTK00Pb1fPwBOXTRizFj6krscJ5ZxQhmEYhmEYhmFqwxUK2teq1g/bt9zAhm4CGw+A7v80Pq6uxPH9rUq3sZtY8iWIgFU7GaBEAK8mJ5RFKMMwDMMwDMMwtdGyInR/q1ondLXpYx1LOHD/R0A6xifUldwjtAAhCCuBh9WmmQzQwodXkxPK4bgMwzAMwzAMw9TGiSuP4NRWNxGjVbHa9HBat3De1t3QIHxKXYGrz+Nw3CIuObyESw+b3FwtfHhgEcowDMMwDMMwzC7juksP4rpLq23PAhgReidM+O3d/qU4tu8YDiwHlW9nN/HW739G0pJSSx8+i1CGYRiGYRiGYZhyNDyJDRhX7yPdK/DUq6sXuruNVpByo2VQmwjlnFCGYRiGYRiGYXYFbdvz8h/CK/C0y1iEjoWsrzMIi1CGYRiGYRiGYXYFXStCP6GuxFNnEPK7q5GN2jbF4bgMwzAMwzAMw+wKbm4+Ee85ewq0dhHOX+P2LGMh68ufZRHKMAzDMAzDMMyu4FNrz8N/f/jJeCGH4o4NefWJUA7HZRiGYRiGYRhmV+B6Xj6VRejYUI1OKItQhmEYhmEYhmF2BYkI5XzQsSGfRSjDMAzDMAzDMMxYPObYKq44uoLLjyzPe1d2HHU6oZwTyjAMwzAMwzDMruB7n/UofM8Nl4GI5r0rOw7h11cdl51QhmEYhmEYhmF2DSxAJ0N43CeUYRiGYRiGYRiGqQnpsRPKMAzDMAzDMAzD1ITkwkQMwzAMwzAMwzBMXQh2QhmGYRiGYRiGYZi6kFyYiGEYhmEYhmEYhqkLGTRr2xaLUIZhGIZhGIZhmD2Oz04owzAMwzAMwzAMUxccjsswDMMwDMMwDMPUhh+wCGUYhmEYhmEYhmFqQgbcooVhGIZhGIZhGIapiYALEzEMwzAMwzAMwzB1weG4DMMwDMMwDMMwTG0ELEIZhmEYhmEYhmGYuvA9ia6WtWyLRSjDMAzDMAzDMMwexxOEEF4t22IRyjAMwzAMwzAMs8chYhHKMAzDMAzDMAzD1EjEIpRhGIZhGIZhGIapi5D8WrbDIpRhGIZhGIZhGIZhJ5RhGIZhGIZhGIapj4idUIZhGIZhGIZhGKYuImInlGEYhmEYhmEYhqmJmJ1QhmEYhmEYhmEYpi5YhDIMwzAMwzAMwzC1oQSH4zIMwzAMwzAMwzA1wU4owzAMwzAMwzAMUxtKsAhlGIZhGIZhGIZhakKxE8owDMMwDMMwDMPUhZIsQhmGYRiGYRiGYZia0ByOyzAMwzAMwzAMw9QFi1CGYRiGYRiGYRimNpRs1LIdFqEMwzAMwzAMwzAMwE4owzAMwzAMwzAMUxsyqGUzLEIZhmEYhmEYhmEYgKvjMgzDMAzDMAzDMLXBTijDMAzDMAzDMAxTGyxCGYZhGIZhGIZhmLogj8NxGYZhGIZhGIZhmJogj53QqSGiHySiLxNRm4g+SUTPmvc+MQzDMAzDMAzDLCLEfUKng4i+FcBrAPwSgCcB+AcAf0dEF891xxiGYRiGYRiGYRYQwU7o1LwCwBu11m/QWn9ea/0fANwH4N/Peb8YhmEYhmEYhmEWDg7HnQIiCgA8BcC7B156N4Bn1L9HDMMwDMMwDMMwi4306wnHJa11LRuqEyI6H8A9AL5Sa/3B1N9/FsBLtNZXpv72cgAvB4AjR4485S1veUvdu7tj2NjYwMrKyrx3Y27s9c9fBB+bYfiY5MPHZhg+JvnwscmHj00/fDyK4ePTDx+PbNbv/xK+8dte/kmt9XWz3I43y5XvBLTWrwfwegC48sor9YkTJ+a7QwvMyZMnsZePz17//EXwsRmGj0k+fGyG4WOSDx+bfPjY9MPHoxg+Pv3w8cjjBPBtL5/5VnZlOC6AhwHEAI4N/P0YgPvr3x2GYRiGYRiGYRgG2KUiVGvdBfBJADcOvHQjTJVchmEYhmEYhmEYZg7s5nDc3wLwJiL6GICPAPgBAOcD+P257hXDMAzDMAzDMMweZteKUK31nxHRIQA/DeA8AJ8D8LVa6zvmu2cMwzAMwzAMwzB7l10rQgFAa/1aAK+d934wDMMwDMMwDMMwhl2ZE8owDMMwDMMwDMMsJixCGYZhGIZhGIZhmNpgEcowDMMwDMMwDMPUBotQhmEYhmEYhmEYpjZYhDIMwzAMwzAMwzC1wSKUYRiGYRiGYRiGqQ0WoQzDMAzDMAzDMExtsAhlGIZhGIZhGIZhaoNFKMMwDMMwDMMwDFMbLEIZhmEYhmEYhmGY2mARyjAMwzAMwzAMw9QGi1CGYRiGYRiGYRimNliEMgzDMAzDMAzDMLXBIpRhGIZhGIZhGIapDRahDMMwDMMwDMMwTG2wCGUYhmEYhmEYhmFqg0UowzAMwzAMwzAMUxssQhmGYRiGYRiGYZjaIK31vPdhYSCidQBfnHI1+wGc3aXvPwzg4Tluf97v3+ufvwh3bHbq/s/i/WXOl1lufx7vL7uOomMz78/A19DivX+ca2kR93+W7x88Njtt/6t+/yT33ar3YZHfz+OYfrKOx07a/1m+/0qt9eoU6xmN1pr/2X8APlHBOl6/W99f5vgs8v7z55/d+92x2an7P4v3T3I/WaT9n+U6io7NvD8DX0OL9/5xrqVF3P9Zvn/w2Oy0/Z/B+3kcx+OY0u/POh47af9n+f4qrqVR/zgct3rewe/n9/P7+f179P2LsA/8fn4/v3/vvr8K5v0Z+P38/p38/tJwOG4KIvqE1vq6ee/HorLXj89e//xF8LEZho9JPnxshuFjkg8fm3z42PTDx6MYPj798PHIp45jw05oP6+f9w4sOHv9+Oz1z18EH5th+Jjkw8dmGD4m+fCxyYePTT98PIrh49MPH498Zn5s2AllGIZhGIZhGIZhaoOdUIZhGIZhGIZhGKY2WIQyE0NEtxPRf573fjAMw+w2iOjVRPS5ee8HwzAMw8yCPSNCieiNRPTX896PRcMeF53x79p579usSX32P8x47Vfta3v+nCGiJxNRTEQfmfe+zAs+V8rB99l8+Nj0w/eVbIjoCBG91k7ydojoASJ6LxHdOO99mzdEdAERvZ6I7iaiLhHdQ0RvIKILS77/Unuv3hWFaFLPpZ8Z+PsJ+/fD89q3eTEwpg2J6EEiej8R/RAR+fPev0VhUZ5He0aEMoX8PYDzBv7tlRn4uwD8OyJadn8gIg/AdwC4c5oVE1Ew5b4tCt8L4LUAriGix067sh38IJjZucIwe5BK7yu7iLcB+AoA3wPgMQC+HsDfATg0z52aN0R0GYBPALgGwMsAPBrASwE8DsDHiejS+e3dXGkD+HEiOjLvHVkg3Jj2UgDPg2k58nMAPpR+fjPzZ0+KUCJ6KhG9m4geJqJzRPRhIrp+YBlNRC8norcS0SYR3UZEL53XPs+Yjtb6/oF/ERF9AxF9kojaRPRlIvrFDGG1QkT/h4g2iOj+HRie+xkAXwLw71J/+zqYG/tJ94cxzpkfIqK/IKJNAL9Uw/7PFCJqAXgxTJW0P4cZGLnX3Kzyi+3xaBPRF4joeall3Izs1xLRx4ioC+Cra/8g1VDJuUJE/2twBpKIBBHdSUSvmO1HqI+smVYaCDF1yxDRj1hX4zQR/RERLdW/x/VR5tjsZkreV64beI8mohelfn8aEX3K3nf+yd5jNBGdqOdTVA8RrQF4FoBXaa3fq7W+Q2v9ca31b2it/9QuE5CJvribiLaI6ONE9NWpdbh77tcT0T/b4/NJInrKnD5WVfweAAXgufbY3Km1fj+A59q//x4AkOHHiOhLZJzku4nol+06vmz//7g9Rifr/hAz4P0AbgfwM3kLENGzieij9lx4gIh+243l7Dj3ASKSA+95MxG9faZ7PjvcmPYerfU/a61/C8AJAE8G8Epg9HVkl7mKiN5ORGftGPcmInp8/R9ntowxvq1cE+1JEQpgFcCbYG72XwHgnwH8LRENzjT+LIC/AvBEAH8G4H8R0cU17ufcsBfj/wXwuzAzjd8N4EUYFlavAPB5mIv7vwL4JSJ6YY27WgV/CPP5HN8N4I8ApEtHlz1n/iuAvwXweNiH4g7nRQDu0Fp/FubzfwcNO5m/BuC/A7gWwHsA/BURXTCwzK8C+GkAVwH46Ez3eLZUca68AcDziei81HtuBHDcvm+v8SwYd+O5AL4VwDcB+JG57hEza8rcV3IhohUAfw3gCwCeAjOw/PVZ7GjNbNh/30hEzZxl/gjAV8KI+GsA/DGAdxDREweW+w0APwHgOgC3AfjrnTq5Q0QHATwfwO9prbfSr9nfXwvga4joAMwY5WcA/DLM2OVbYKJYAHM/hl3XeQB22lglCwXgVQB+gIguH3zRPov/DsA/AXgSzITPt8EcHwB4K4D9MM8g954VAC8A8H9muuc1orX+HIB3Avhm+6fC64iIzgfwYZhn+40wY9zfAyCx+5ifJtJa74l/AN4I4K9zXiMA9wF4aepvGsAvp373AGyll9kN/+xxidB7+G3A3LA+COBnBpb9t/Z119rndgDvGVjmDwB8eN6fa5xzAsABANsAroARAh0AF094zvyPeX+uio/RSQD/OfWZbwfwIvv7pfYz/1RqeQHgZgD/zf5+wi7zzfP+LAt2rnwOxu1wv/8ZgD+f9+es6jgN/px6/dUAPjew/F0AZOpvbwDw9/P+LAtwbPp+303/St5Xrht4j04t8/0ATgFopV5/sV3mxLw/35TH5pvtZ2sDuAlGTD7NvnY5jOi4eOA9/w/Aa+3P7p77ktTrKwDOAPjeeX++CY/J0+xn+qac17/Jvv5se9x+IGe5zHNrp/4buKe8H8CfDpwDhwH8IkwEj0i97zthnl1L9ve/APCm1OsvBXAWQHPen3GaY5Lx2q/AjOPLXEe/COAOAMG8P9McjlNtmmhPOqFEdJSIXkdENxPRWQDrAI7CDCbTfMb9oLWOADxkl9ttfBDGxXL/vhdmdvmnbAjCBhFtAHgzgGWYwbfjpoF13QTg6hnvb6VorU8D+EsYV+tlAE5qrfty/MY4Zz5Rxz7XARE9GsANMN87tLnz/F+kQucsyTmgtVYwTufgObArjkuF58obAHyXXf4gzKzzUNGjPcK/aq3j1O/3YnfeZxmMdV8p4ioYgb6d+ttOjrBI0Fq/DcD5AL4BZkL4GQD+kYh+EsaNIQD/OvBs/jqYgXWa9H15A8BnscOezRPQBtAA8N5578gc+AkA35IRdv1YAP9on82ODwMIYPJqAeN4/tuUU/4SAG/TWrdnucNzgGDEVJnr6Ekwhkp3PrtaH/PURN40b97B/DGAYwD+E8wMbAfmpjWY7xgO/K6xO0OYt7TWt6T/QEQCJpH7rRnLP1TLXtXL/4I5LzZgQg4GKXvObM5uF2vne2FCT+4kIvc3AgAiumjMde2m41LFufImAL9KRDfAPOweAvCu2e3yXFCw50uKrJDLvXKfTVP22OxGRt1XVPpv9u975dgAAOzg/z32388T0R/AOOPfDnN9PBXD1802di+3wHzuq2EmAQe5Gv0pEXsOrfXHiOhtMOkxv1D2bfb/v4GJiHsBEb0XJjVip9ZuKOJqmNB0gb15HeUxN020V0XoDQD+o9b6bwCAiI7B5AcwPT4F4KpBcZrB0zN+//xsdmmmvBdAFyZ85f9lvL6nzhkyVV9fBuC/wIShpnkTjIv3v+3vTwfwPvs+gskp+PN69nQuTH2uaK1PEdFfwDiqTwLwxwMz1buBh2AiK9IM/r5X2ZPHpuR9xeV2pq+ZaweW/QKAlxFRK+WGfgV2L/8KM177PIw4P65NUZ4ing4z4AaZiqDXoHfP3lForR8honcB+EEi+m2dygu17t0PwbjGn4cZQP8bmBDUQZyrtRvz+gDgJ2HOleen/vZ5mKruIvWMuQHmWNwKAFrrDhG9FcYBPQzgfqSK7e0GiOgamOPy32DyY0ddR/8E4KVEFOwBN3Ru49u9KkJvhjm5PgoTXvpr6N2cGMPPwxQyuAPAW2Bmya4B8BVa61emlns6Ef0XGNFxAqZdxUtq3tep0VprInoCTL5rJ2ORvXbOfB3Mw+gNWutH0i8Q0Z8C+AH0iuj8eyK6GSbc6wcBXALgf9a4r7VS4bnyBphCCT56xRJ2E+8D8Eoi+m6YkP8XAngmgLvnuleLwV49NmXuK78A4B8B/AQR3QpTNOWXB9bzZpjB5BuI6Jdgwld/0r62Yx0xWwjkrTDRFp+BCYu7Dqbw0nu11p8hov8L4I1E9GMwk8UHYZ69t2mt/yK1up8moodgwtt/FuYe9Oa6PssM+GEA/wDg74nop2FE5uUwuXsE4Ie11utE9BoAv0xEHZhr6xCAp2it/yeAB2Gcrq8motsBtLXWZ+v/KLNBa30LEb0e/YXdXgvgRwG81h6bR8HkRv6u7i/y9H9gJlgvA/AnO3xStEFEx2FcuiMwkxI/CeCTAH5Da71Z4jp6Lcz96C1E9IsATsM4p5/XWv9zzZ9n1sxtfLvbQ57SCBghBRj3YQXmhPxTmBv+7fPZrcVEa/0umAHDcwB8zP57FYb7If4WgCfAzBr9NwA/q7XekS6Y1npda30u5+W9ds58D4D3Dw4ULW+FKfDgqum9CqZK8qdhZhq/SWu9qwfTFZ0rJ2FEx0mt9W0z2M15kNxn7T3k52AGiZ+EOWdeO7c9mz98bMrfV1wF6o8DeB1MZe0ErfU6TM7k42CePb8OE64KmLzAncoGjAD/EQAfAPAvMNVe3wxTORowbvEfwQwUvwDjKD8bpohKmlcB+E2YAfYVAL5ea71j0yK01rfCCPJ/gZkAvQ3muHwewFO11q79yn+Bqcb+M/a1twG40K4jAvAfYULC74Wp9Lnb+Hn0xrrQWt8D4GtgIm7+GeZ59CfoTdo4PgTgHpiQ1Z1eFfe5MIV17oQR1t8Ic394duoaKLyO7HF7NkxI6vth7jP/Aalju8NZCE3kqpzueojo3QBu1Vr/+3nvC8PsBsg0B/8yzABgVxQeqhMyvRLvAfAftNb/d977UwV8n82Hj81sIaIXwOQLHtVaPzzv/ZkXZPqkvh/Akb18HBiGyWdRnke7PhyXiA7DhDl9JYDfn/PuMAyzx7FFvw7DuB3bMOHuOxq+z+bDx2Y2ENHLYNywu2BSRX4HwDtYeDEMw2SzaM+jXS9CYQZ4V8BY7llV1RiGYerkYhgH+W4A36W1Hqw4txPh+2w+fGxmwzGYkObzYAqp/A1MmwqGYRgmm4V6Hu2ZcFyGYRiGYRiGYRhm/uylwkQMwzAMwzAMwzDMnGERyjAMwzAMwzAMw9TGrhKhRPRsIno7Ed1DRJqIvnPg9WNE9EYiupeItojonUR0xcAylxPRXxLRQ0R0jojeYhu3ppc5QERvIqKz9t+biGht9p+QYRiGYRiGYRgmnxo10U8R0UeIaJOIxsrx3FUiFKbPzefQqzqZQEQE4P/BJOT+W5ieSXfAND5etsssA3g3TOPjr4KpIBUAeIetaOl4M4Anw/REfL79+U0z+kwMwzAMwzAMwzBlqUsTNQD8BUyF8rHYtYWJiGgDwA9rrd9of38MgC8CuFZr/Wn7NwFTVe8ntdZ/QETPA/BOAIe01qftMvsBnAbwPK313xPRYwH8K4AbtNYfscvcANPo9yqt9Rfr/JwMwzAMwzAMwzBZzEoTDWzjRQDeqrWmsvu125zQIhr2/7b7g9ZaAegAuCG1jE4vY39WqWWuB7AB4B9Sy3wEwCaAZ1S+1wzDMAzDMAzDMNVQlSaair0kQr8A4E4Av0REB4koIKKfAHAhTJ8xAPhHGIH560S0bK3o3wAgU8scB/CQTlnI9ucH7WsMwzAMwzAMwzCLSFWaaCr2jAi1DeFfCOByAI8A2ALwHAB/B6PqobV+CMC3APgaAOsAzgJYA/AptwzDMAzDMAzDMMxOZFE0kVfFSnYKWutPArjWxjQHWuuHiOijAD6RWubdAC4nosMAIq31GSK6H8BtdpH7ARwhInJuqE3wPWpfYxiGYRiGYRiGWUgq0kRTsWec0DRa67P2YF8B4DoAf5WxzMP2YH8VjMB8u33pJpiKU9enFr8ewDL680QZhmEYhmEYhmEWkik10VTsKieUiFYAPNr+KgBcTETXAjiltb6TiL4FwMMwZYgfD+A1AP6fVfpuHd8FEyv9IIy4fA2A33ZVb7XWnyeidwJ4HRG93L7tdQD+mivjMgzDMAzDMAwzT+rQRHaZiwEcBHCp/f1a+9ItWuuNwn3cTS1aiOgEgPdnvPTHWuvvJKL/CODHARwDcB+A/w3gF7TW3dQ6fgXAd8Ic0NsB/D7MAdepZQ4A+B8AvtH+6e0wpY/PVPqBGIZhGIZhGIZhxqBGTfRGAC/L2M5ztNYnC/dxN4lQhmEYhmEYhmEYZrHZkzmhDMMwDMMwDMMwzHxgEcowDMMwDMMwDMPUBotQhmEYhmEYhmEYpjZYhDIMwzAMwzAMwzC1wSKUYRiGYRiGYRiGqQ0WoQzDMAzDMAzDMExtsAhlGIZhGIZhGIZhaoNFKMMwDMMwDMMwDFMbLEIZhmEYhmEYhmGY2vj/AcPRR7uxJd5tAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['font.size'] = 14\n", "ax = ac.resample('D').sum().plot(figsize=(15, 10), label='AC')\n", "array_power.resample('D').sum().plot(ax=ax, label='DC')\n", "plt.title('DC and AC Power')\n", "plt.ylabel('Output [Wh/day]')\n", "plt.grid()\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Go Bigger: Utility tracking Systems" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tracker systems follow the sun, and they are the norm on new utility scale installations. PVlib also allows to model tracker systems, just replace the tilt and azimuth data for the one calculated for single axis tracking \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[![Creative Commons License](https://i.creativecommons.org/l/by/4.0/88x31.png)](http://creativecommons.org/licenses/by/4.0/)\n", "\n", "This work is licensed under a [Creative Commons Attribution 4.0 International License](http://creativecommons.org/licenses/by/4.0/)." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 4 }