Copernicus-ECMWF-data-tutorial_2021-02.ipynb

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    "<br>"
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    "# Tutorial on Copernicus ECMWF Data Access\n",
    "In this tutorial we will access and view data from both the Copernicus Climate Change Service (C3S) and the Copernicus Atmosphere Monitoring Service (CAMS). The tutorial includes the following parts:\n",
    "\n",
    "1. [Registration with CDS/ADS and import packages](#prepare): Prepare your environment including registering with the Climate and Atmosphere Data Stores (CDS and ADS) of C3S and CAMS respectively, and obtaining Application Programming Interface (API) keys for both catalogues.\n",
    "\n",
    "2. [C3S ERA5 soil moisture & CAMS fire data](#era5_fire): Search and download ERA5 soil moisture data from the CDS using the CDS API. Calculate soil moisture anomalies. Read preprocessed Fire Radiative Power (FRP) data from CAMS. View and plot soil moisture data, and compare with fire locations.\n",
    "\n",
    "3. [CAMS European air quality forecast data](#EurAQ): Download CAMS European air quality forecast data (dust and PM10) from ADS. View both dust and PM10 data in separate plots.\n",
    "\n",
    "4. [CAMS near-real-time global AOD](#AOD): Download total Aerosol Optical Depth (AOD) data from 5 days ago using the CAMS catalogue. View the data in a plot."
   ]
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   "source": [
    "### How to access the notebook\n",
    "\n",
    "This tutorial is in the form of a [Jupyter notebook](https://jupyter.org/). You will not need to install any software for the training as there are a number of free cloud-based services to create, edit, run and export Jupyter notebooks such as this. Here are some suggestions (simply click on one of the links below to run the notebook):"
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    "|Binder|Kaggle|Colab|NBViewer|\n",
    "|:-:|:-:|:-:|:-:|\n",
    "|[![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/ecmwf-projects/copernicus-training/HEAD?urlpath=lab/tree/Copernicus-ECMWF-data-tutorial_2021-02.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/ecmwf-projects/copernicus-training/blob/master/Copernicus-ECMWF-data-tutorial_2021-02.ipynb)|[![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ecmwf-projects/copernicus-training/blob/master/Copernicus-ECMWF-data-tutorial_2021-02.ipynb)|[![NBViewer](https://raw.githubusercontent.com/ecmwf-projects/copernicus-training/master/img/nbviewer_badge.svg)](https://nbviewer.jupyter.org/github/ecmwf-projects/copernicus-training/blob/master/Copernicus-ECMWF-data-tutorial_2021-02.ipynb)|\n",
    "|(Binder may take some time to load, so please be patient!)|(will need to login/register, and switch on the internet via *settings*)|(will need to run the command `!pip install cartopy` before importing the libraries)|(this will not run the notebook, only render it)|"
   ]
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you would like to run this notebook in your own environment, we suggest you install [Anaconda](https://docs.anaconda.com/anaconda/install/), which contains most of the libraries you will need. You will also need to install [Xarray](http://xarray.pydata.org/en/stable/) for working with multidimensional data in netcdf files, and the CDS/ADS API (`pip install cdsapi`) for downloading data programatically from the CDS & ADS."
   ]
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   "source": [
    "## <a id='prepare'></a>Registration with CDS/ADS and import packages\n",
    "\n",
    "Before we begin we must prepare our environment. You will not need to install any software for the training, but if you want to adapt the exercise to your own needs you will need to install the CDS API (`pip install cdsapi`), in addition to Jupyter and Python. You will also need various Python libraries, in particular Xarray http://xarray.pydata.org/en/stable/. Given that most of the Python libraries we will need for this tutorial are included in the Anaconda distribution, if you do wish to set-up your own environment, it is recommended to install Anaconda https://docs.anaconda.com/anaconda/install/.\n",
    "\n",
    "### Register with CDS and ADS\n",
    "\n",
    "To register with the Climate and Atmosphere Data Stores (CDS/ADS) visit https://cds.climate.copernicus.eu/ and https://ads.atmosphere.copernicus.eu respectively, and select **\"Login/Register\"**"
   ]
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src='./img/CDS_login.png' align='left' width='60%'></img>"
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   "source": [
    "### Obtain CDS/ADS API keys\n",
    "\n",
    "Before you can request data from the CDS/ADS, you will need to register on the CDS website and obtain a User ID and API Key. In order to do so, please follow the steps at these links:\n",
    "\n",
    "- To obtain CDS API key: https://cds.climate.copernicus.eu/api-how-to\n",
    "- To obtain ADS API key: https://ads.atmosphere.copernicus.eu/api-how-to\n",
    "\n",
    "Once you have a User ID and API Key for both the CDS and ADS, insert these into the variables in the cell below. I.e. substitute `CDS_UID` with your CDS User ID, `CDS_API_KEY` with your CDS API key, `ADS_UID` with your ADS User ID and `ADS_API_KEY` with your ADS API key."
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   "cell_type": "code",
   "execution_count": 55,
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   "source": [
    "CDS_URL = \"https://cds.climate.copernicus.eu/api/v2\"\n",
    "ADS_URL = \"https://ads.atmosphere.copernicus.eu/api/v2\"\n",
    "\n",
    "# enter your CDS authentication key:\n",
    "CDS_KEY = \"CDS_UID:CDS_API_KEY\"\n",
    "\n",
    "# enter your ADS authentication key:\n",
    "ADS_KEY = \"ADS_UID:ADS_API_KEY\""
   ]
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import libraries\n",
    "\n",
    "We now need to import the libraries needed for our analyses:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# CDS API\n",
    "import cdsapi\n",
    "\n",
    "# Libraries for working with multidimensional arrays\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import xarray as xr\n",
    "\n",
    "# Libraries for plotting and visualising data\n",
    "import matplotlib.path as mpath\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import ListedColormap, LinearSegmentedColormap\n",
    "import cartopy.crs as ccrs\n",
    "from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n",
    "import cartopy.feature as cfeature"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we specify a data directory:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATADIR = './data'"
   ]
  },
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <a id='era5_fire'></a>C3S ERA5 soil moisture & CAMS fire data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Search for data on the CDS\n",
    "\n",
    "To search for data, visit the CDS website: http://cds.climate.copernicus.eu To facilitate your search you can use keywords, or apply various filters.\n",
    "\n",
    "The data we are going to use in this exercise is the ERA5 monthly averaged reanalysis data on single levels from 1979 to present. We are going to download volumetric soil water at layer 1. This parameter is the volume of water in soil layer 1 (0 - 7cm, the surface is at 0cm). We will download data only over the Arctic. We would like to view the anomalies for summer 2019, but the data comes in monthly means. To calculate the anomalies we will subtract from the 2019 data the average of the time series from 1981 to 2010.\n",
    "\n",
    "Using the filters, or keywords, search for the dataset `ERA5 monthly averaged data on single levels from 1979 to present`.\n",
    "\n",
    "<img src='./img/CDS.jpg' align='left' width='45%'></img> <img src='./img/CDS_ERA5.jpg' align='right' width='45%'></img> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Having selected the correct dataset, we now need to specify what product type, variables, temporal and geographic coverage we are interested in. These can all be selected in the **\"Download data\"** tab. In this tab a form appears in which we will select the following parameters to download:\n",
    "\n",
    "- Product type: `Monthly averaged reanalysis`\n",
    "- Variable: `Volumetric soil water layer 1`\n",
    "- Year: `1981,...2010,2019`\n",
    "- Month: `June, July, August`\n",
    "- Time: `00:00` (default)\n",
    "- Geographical area: `North: 90`, `East: 180`, `South: 66`, `West: -180` \n",
    "- Format: `NetCDF`\n",
    "\n",
    "At the end of the download form, select **\"Show API request\"**. This will reveal a block of code, which you can simply copy and paste into a cell of your Jupyter Notebook (see cell below)...\n",
    "\n",
    "### Download data using CDS API\n",
    "\n",
    "Having copied the API request into the cell below, running this will retrieve and download the data you requested into your specified directory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "c = cdsapi.Client(url=CDS_URL, key=CDS_KEY)\n",
    "c.retrieve(\n",
    "    'reanalysis-era5-single-levels-monthly-means',\n",
    "    {\n",
    "        'product_type': 'monthly_averaged_reanalysis',\n",
    "        'variable': 'volumetric_soil_water_layer_1',\n",
    "        'year': [\n",
    "            '1981', '1982', '1983',\n",
    "            '1984', '1985', '1986',\n",
    "            '1987', '1988', '1989',\n",
    "            '1990', '1991', '1992',\n",
    "            '1993', '1994', '1995',\n",
    "            '1996', '1997', '1998',\n",
    "            '1999', '2000', '2001',\n",
    "            '2002', '2003', '2004',\n",
    "            '2005', '2006', '2007',\n",
    "            '2008', '2009', '2010',\n",
    "            '2019',\n",
    "        ],\n",
    "        'month': [\n",
    "            '06', '07', '08',\n",
    "        ],\n",
    "        'time': '00:00',\n",
    "        'area': [\n",
    "            90, -180, 66,\n",
    "            180,\n",
    "        ],\n",
    "        'format': 'netcdf',\n",
    "    },\n",
    "    f'{DATADIR}/ERA5_vsm.nc')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read ERA5 data\n",
    "\n",
    "Now that we have downloaded the data, we can read, plot and analyse it...\n",
    "\n",
    "We have requested the data in NetCDF format. This is a commonly used format for array-oriented scientific data. \n",
    "\n",
    "To read and process this data we will make use of the Xarray library. Xarray is an open source project and Python package that makes working with labelled multi-dimensional arrays simple and efficient. We will read the data from our NetCDF file into an Xarray **\"dataset\"**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we create a variable with the name of our downloaded file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "fn = f'{DATADIR}/ERA5_vsm.nc'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can read the data into an Xarray dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create Xarray Dataset\n",
    "ds = xr.open_dataset(fn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see how this looks by querying our newly created Xarray dataset ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
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       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (latitude: 97, longitude: 1440, time: 93)\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 -180.0 -179.75 -179.5 ... 179.25 179.5 179.75\n",
       "  * latitude   (latitude) float32 90.0 89.75 89.5 89.25 ... 66.5 66.25 66.0\n",
       "  * time       (time) datetime64[ns] 1981-06-01 1981-07-01 ... 2019-08-01\n",
       "Data variables:\n",
       "    swvl1      (time, latitude, longitude) float32 ...\n",
       "Attributes:\n",
       "    Conventions:  CF-1.6\n",
       "    history:      2021-02-20 11:04:20 GMT by grib_to_netcdf-2.16.0: /opt/ecmw...</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-713e9934-c798-4c20-ba0a-ee6383e7ba1f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-713e9934-c798-4c20-ba0a-ee6383e7ba1f' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>latitude</span>: 97</li><li><span class='xr-has-index'>longitude</span>: 1440</li><li><span class='xr-has-index'>time</span>: 93</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-8007ea23-823d-4abf-96d9-0899df1057f1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8007ea23-823d-4abf-96d9-0899df1057f1' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-180.0 -179.75 ... 179.5 179.75</div><input id='attrs-c5f47ffb-d6a7-45b3-89b7-acc718f2670b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c5f47ffb-d6a7-45b3-89b7-acc718f2670b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-47923ad4-5fda-4f1a-9f2c-ea6939e43644' class='xr-var-data-in' type='checkbox'><label for='data-47923ad4-5fda-4f1a-9f2c-ea6939e43644' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-180.  , -179.75, -179.5 , ...,  179.25,  179.5 ,  179.75],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>90.0 89.75 89.5 ... 66.5 66.25 66.0</div><input id='attrs-fb5038e0-96f2-4c6a-a932-3fb14f817fbf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fb5038e0-96f2-4c6a-a932-3fb14f817fbf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb5eb892-7e23-45ba-83d6-bbda3cd12da2' class='xr-var-data-in' type='checkbox'><label for='data-cb5eb892-7e23-45ba-83d6-bbda3cd12da2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([90.  , 89.75, 89.5 , 89.25, 89.  , 88.75, 88.5 , 88.25, 88.  , 87.75,\n",
       "       87.5 , 87.25, 87.  , 86.75, 86.5 , 86.25, 86.  , 85.75, 85.5 , 85.25,\n",
       "       85.  , 84.75, 84.5 , 84.25, 84.  , 83.75, 83.5 , 83.25, 83.  , 82.75,\n",
       "       82.5 , 82.25, 82.  , 81.75, 81.5 , 81.25, 81.  , 80.75, 80.5 , 80.25,\n",
       "       80.  , 79.75, 79.5 , 79.25, 79.  , 78.75, 78.5 , 78.25, 78.  , 77.75,\n",
       "       77.5 , 77.25, 77.  , 76.75, 76.5 , 76.25, 76.  , 75.75, 75.5 , 75.25,\n",
       "       75.  , 74.75, 74.5 , 74.25, 74.  , 73.75, 73.5 , 73.25, 73.  , 72.75,\n",
       "       72.5 , 72.25, 72.  , 71.75, 71.5 , 71.25, 71.  , 70.75, 70.5 , 70.25,\n",
       "       70.  , 69.75, 69.5 , 69.25, 69.  , 68.75, 68.5 , 68.25, 68.  , 67.75,\n",
       "       67.5 , 67.25, 67.  , 66.75, 66.5 , 66.25, 66.  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-06-01 ... 2019-08-01</div><input id='attrs-10acbca6-633a-46fa-b655-708e7fca3b43' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-10acbca6-633a-46fa-b655-708e7fca3b43' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f22869c7-375c-4a0c-8709-716bd35a2f84' class='xr-var-data-in' type='checkbox'><label for='data-f22869c7-375c-4a0c-8709-716bd35a2f84' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-06-01T00:00:00.000000000&#x27;, &#x27;1981-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1981-08-01T00:00:00.000000000&#x27;, &#x27;1982-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1982-07-01T00:00:00.000000000&#x27;, &#x27;1982-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1983-06-01T00:00:00.000000000&#x27;, &#x27;1983-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1983-08-01T00:00:00.000000000&#x27;, &#x27;1984-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1984-07-01T00:00:00.000000000&#x27;, &#x27;1984-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1985-06-01T00:00:00.000000000&#x27;, &#x27;1985-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1985-08-01T00:00:00.000000000&#x27;, &#x27;1986-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1986-07-01T00:00:00.000000000&#x27;, &#x27;1986-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1987-06-01T00:00:00.000000000&#x27;, &#x27;1987-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1987-08-01T00:00:00.000000000&#x27;, &#x27;1988-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1988-07-01T00:00:00.000000000&#x27;, &#x27;1988-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1989-06-01T00:00:00.000000000&#x27;, &#x27;1989-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1989-08-01T00:00:00.000000000&#x27;, &#x27;1990-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1990-07-01T00:00:00.000000000&#x27;, &#x27;1990-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1991-06-01T00:00:00.000000000&#x27;, &#x27;1991-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1991-08-01T00:00:00.000000000&#x27;, &#x27;1992-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1992-07-01T00:00:00.000000000&#x27;, &#x27;1992-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1993-06-01T00:00:00.000000000&#x27;, &#x27;1993-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1993-08-01T00:00:00.000000000&#x27;, &#x27;1994-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1994-07-01T00:00:00.000000000&#x27;, &#x27;1994-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1995-06-01T00:00:00.000000000&#x27;, &#x27;1995-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1995-08-01T00:00:00.000000000&#x27;, &#x27;1996-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1996-07-01T00:00:00.000000000&#x27;, &#x27;1996-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1997-06-01T00:00:00.000000000&#x27;, &#x27;1997-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1997-08-01T00:00:00.000000000&#x27;, &#x27;1998-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-07-01T00:00:00.000000000&#x27;, &#x27;1998-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-06-01T00:00:00.000000000&#x27;, &#x27;1999-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-08-01T00:00:00.000000000&#x27;, &#x27;2000-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-07-01T00:00:00.000000000&#x27;, &#x27;2000-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-06-01T00:00:00.000000000&#x27;, &#x27;2001-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-08-01T00:00:00.000000000&#x27;, &#x27;2002-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-07-01T00:00:00.000000000&#x27;, &#x27;2002-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-06-01T00:00:00.000000000&#x27;, &#x27;2003-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-08-01T00:00:00.000000000&#x27;, &#x27;2004-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-07-01T00:00:00.000000000&#x27;, &#x27;2004-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-06-01T00:00:00.000000000&#x27;, &#x27;2005-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-08-01T00:00:00.000000000&#x27;, &#x27;2006-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2006-07-01T00:00:00.000000000&#x27;, &#x27;2006-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2007-06-01T00:00:00.000000000&#x27;, &#x27;2007-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2007-08-01T00:00:00.000000000&#x27;, &#x27;2008-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2008-07-01T00:00:00.000000000&#x27;, &#x27;2008-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2009-06-01T00:00:00.000000000&#x27;, &#x27;2009-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2009-08-01T00:00:00.000000000&#x27;, &#x27;2010-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2010-07-01T00:00:00.000000000&#x27;, &#x27;2010-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2019-06-01T00:00:00.000000000&#x27;, &#x27;2019-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2019-08-01T00:00:00.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3c48d7c5-b70d-43e1-8a3f-777b5469c80e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3c48d7c5-b70d-43e1-8a3f-777b5469c80e' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>swvl1</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-15103556-2d27-42fa-9064-9dae670a866c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-15103556-2d27-42fa-9064-9dae670a866c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-528bf27a-75fd-4e41-8f11-7bf717fa942d' class='xr-var-data-in' type='checkbox'><label for='data-528bf27a-75fd-4e41-8f11-7bf717fa942d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>long_name :</span></dt><dd>Volumetric soil water layer 1</dd></dl></div><div class='xr-var-data'><pre>[12990240 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-77c35d9d-fb6a-4019-9306-6fa2d4e81289' class='xr-section-summary-in' type='checkbox'  checked><label for='section-77c35d9d-fb6a-4019-9306-6fa2d4e81289' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>history :</span></dt><dd>2021-02-20 11:04:20 GMT by grib_to_netcdf-2.16.0: /opt/ecmwf/eccodes/bin/grib_to_netcdf -S param -o /cache/data0/adaptor.mars.internal-1613819034.1334324-5046-9-a7c2391d-a6dd-4b0a-a7c6-a5ec5408f624.nc /cache/tmp/a7c2391d-a6dd-4b0a-a7c6-a5ec5408f624-adaptor.mars.internal-1613819034.134004-5046-4-tmp.grib</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (latitude: 97, longitude: 1440, time: 93)\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 -180.0 -179.75 -179.5 ... 179.25 179.5 179.75\n",
       "  * latitude   (latitude) float32 90.0 89.75 89.5 89.25 ... 66.5 66.25 66.0\n",
       "  * time       (time) datetime64[ns] 1981-06-01 1981-07-01 ... 2019-08-01\n",
       "Data variables:\n",
       "    swvl1      (time, latitude, longitude) float32 ...\n",
       "Attributes:\n",
       "    Conventions:  CF-1.6\n",
       "    history:      2021-02-20 11:04:20 GMT by grib_to_netcdf-2.16.0: /opt/ecmw..."
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that the dataset has one variable called **\"swvl1\"**, which stands for \"volumetric_soil_water_layer_1\", and three coordinates of **longitude**, **latitude** and **time**.\n",
    "\n",
    "While an Xarray **dataset** may contain multiple variables, an Xarray **data array** holds a single multi-dimensional variable and its coordinates. To make the processing of the **swvl1** data easier, we convert in into an Xarray data array."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create Xarray Data Array\n",
    "da = ds['swvl1']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### View and plot soil moisture data, and compare with fire locations\n",
    "\n",
    "Now the fun part begins! Once our data is in a convenient format, there is no limit to what we can do with it! For example we can finally visualise the data to see what information it can provide.\n",
    "\n",
    "We are interested in viewing anomalies for 2019 with respect to the long term average (climatology), so we will first need to calculate the climatology for the period 1981 to 2010."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For efficiency we first calculate the yearly means (average of JJA for each year):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "yearly_mean = da.groupby('time.year').mean('time')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we subset data for the period 1981 to 2010:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "ref = yearly_mean.where((yearly_mean.year > 1980) & (yearly_mean.year < 2011), drop=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can calculate the mean for 1981-2010:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "ref_mean = ref.mean(dim=\"year\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we calculate the yearly mean for 2019:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "swv_2019 = yearly_mean.where((yearly_mean.year == 2019), drop=True)\n",
    "swv_2019 = swv_2019.mean(dim=\"year\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculate anomalies\n",
    "\n",
    "We will now calculate anomalies, defined as deviations from the reference mean. We multiply this by 100 to convert to percentages."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "swv_an_2019 = (swv_2019 - ref_mean) * 100."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's inspect the newly created anomaly data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;swvl1&#x27; (latitude: 97, longitude: 1440)&gt;\n",
       "array([[ 1.4210855e-11,  1.4210855e-11,  1.4210855e-11, ...,\n",
       "         1.4210855e-11,  1.4210855e-11,  1.4210855e-11],\n",
       "       [ 1.4210855e-11,  1.4210855e-11,  1.4210855e-11, ...,\n",
       "         1.4210855e-11,  1.4210855e-11,  1.4210855e-11],\n",
       "       [ 1.4210855e-11,  1.4210855e-11,  1.4210855e-11, ...,\n",
       "         1.4210855e-11,  1.4210855e-11,  1.4210855e-11],\n",
       "       ...,\n",
       "       [-1.3383687e+00, -9.9414587e-01, -4.8720837e-01, ...,\n",
       "         1.6953945e-01, -2.6411116e-01, -9.9717081e-01],\n",
       "       [ 9.6029043e-01,  2.9694587e-01, -3.7146211e-01, ...,\n",
       "         3.6236346e-01, -3.1501055e-02,  4.6666861e-01],\n",
       "       [-2.6646852e-01, -8.5413456e-01, -3.4183040e-01, ...,\n",
       "         9.6756220e-01,  3.5119653e-01, -6.5770745e-01]], dtype=float32)\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 -180.0 -179.75 -179.5 ... 179.25 179.5 179.75\n",
       "  * latitude   (latitude) float32 90.0 89.75 89.5 89.25 ... 66.5 66.25 66.0</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'swvl1'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>latitude</span>: 97</li><li><span class='xr-has-index'>longitude</span>: 1440</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-4bcb9c5e-a9e8-436a-86f7-8714cfd36e59' class='xr-array-in' type='checkbox' checked><label for='section-4bcb9c5e-a9e8-436a-86f7-8714cfd36e59' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>1.4210855e-11 1.4210855e-11 1.4210855e-11 ... 0.35119653 -0.65770745</span></div><div class='xr-array-data'><pre>array([[ 1.4210855e-11,  1.4210855e-11,  1.4210855e-11, ...,\n",
       "         1.4210855e-11,  1.4210855e-11,  1.4210855e-11],\n",
       "       [ 1.4210855e-11,  1.4210855e-11,  1.4210855e-11, ...,\n",
       "         1.4210855e-11,  1.4210855e-11,  1.4210855e-11],\n",
       "       [ 1.4210855e-11,  1.4210855e-11,  1.4210855e-11, ...,\n",
       "         1.4210855e-11,  1.4210855e-11,  1.4210855e-11],\n",
       "       ...,\n",
       "       [-1.3383687e+00, -9.9414587e-01, -4.8720837e-01, ...,\n",
       "         1.6953945e-01, -2.6411116e-01, -9.9717081e-01],\n",
       "       [ 9.6029043e-01,  2.9694587e-01, -3.7146211e-01, ...,\n",
       "         3.6236346e-01, -3.1501055e-02,  4.6666861e-01],\n",
       "       [-2.6646852e-01, -8.5413456e-01, -3.4183040e-01, ...,\n",
       "         9.6756220e-01,  3.5119653e-01, -6.5770745e-01]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-27645e1f-93eb-4b16-aa99-d3f7a72a3cf5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-27645e1f-93eb-4b16-aa99-d3f7a72a3cf5' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-180.0 -179.75 ... 179.5 179.75</div><input id='attrs-072baede-daf7-4a77-9719-6798bd59536f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-072baede-daf7-4a77-9719-6798bd59536f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-47968cfa-3ea1-4160-a892-9af8b16dcb43' class='xr-var-data-in' type='checkbox'><label for='data-47968cfa-3ea1-4160-a892-9af8b16dcb43' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-180.  , -179.75, -179.5 , ...,  179.25,  179.5 ,  179.75],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>90.0 89.75 89.5 ... 66.5 66.25 66.0</div><input id='attrs-e08d6a39-c031-4c0e-96c6-f1afa334a3d8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e08d6a39-c031-4c0e-96c6-f1afa334a3d8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-49eeda89-999a-4779-885d-4ae7efe05046' class='xr-var-data-in' type='checkbox'><label for='data-49eeda89-999a-4779-885d-4ae7efe05046' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([90.  , 89.75, 89.5 , 89.25, 89.  , 88.75, 88.5 , 88.25, 88.  , 87.75,\n",
       "       87.5 , 87.25, 87.  , 86.75, 86.5 , 86.25, 86.  , 85.75, 85.5 , 85.25,\n",
       "       85.  , 84.75, 84.5 , 84.25, 84.  , 83.75, 83.5 , 83.25, 83.  , 82.75,\n",
       "       82.5 , 82.25, 82.  , 81.75, 81.5 , 81.25, 81.  , 80.75, 80.5 , 80.25,\n",
       "       80.  , 79.75, 79.5 , 79.25, 79.  , 78.75, 78.5 , 78.25, 78.  , 77.75,\n",
       "       77.5 , 77.25, 77.  , 76.75, 76.5 , 76.25, 76.  , 75.75, 75.5 , 75.25,\n",
       "       75.  , 74.75, 74.5 , 74.25, 74.  , 73.75, 73.5 , 73.25, 73.  , 72.75,\n",
       "       72.5 , 72.25, 72.  , 71.75, 71.5 , 71.25, 71.  , 70.75, 70.5 , 70.25,\n",
       "       70.  , 69.75, 69.5 , 69.25, 69.  , 68.75, 68.5 , 68.25, 68.  , 67.75,\n",
       "       67.5 , 67.25, 67.  , 66.75, 66.5 , 66.25, 66.  ], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-db54d2b2-629d-4690-8285-b6e5168fa6c9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-db54d2b2-629d-4690-8285-b6e5168fa6c9' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'swvl1' (latitude: 97, longitude: 1440)>\n",
       "array([[ 1.4210855e-11,  1.4210855e-11,  1.4210855e-11, ...,\n",
       "         1.4210855e-11,  1.4210855e-11,  1.4210855e-11],\n",
       "       [ 1.4210855e-11,  1.4210855e-11,  1.4210855e-11, ...,\n",
       "         1.4210855e-11,  1.4210855e-11,  1.4210855e-11],\n",
       "       [ 1.4210855e-11,  1.4210855e-11,  1.4210855e-11, ...,\n",
       "         1.4210855e-11,  1.4210855e-11,  1.4210855e-11],\n",
       "       ...,\n",
       "       [-1.3383687e+00, -9.9414587e-01, -4.8720837e-01, ...,\n",
       "         1.6953945e-01, -2.6411116e-01, -9.9717081e-01],\n",
       "       [ 9.6029043e-01,  2.9694587e-01, -3.7146211e-01, ...,\n",
       "         3.6236346e-01, -3.1501055e-02,  4.6666861e-01],\n",
       "       [-2.6646852e-01, -8.5413456e-01, -3.4183040e-01, ...,\n",
       "         9.6756220e-01,  3.5119653e-01, -6.5770745e-01]], dtype=float32)\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 -180.0 -179.75 -179.5 ... 179.25 179.5 179.75\n",
       "  * latitude   (latitude) float32 90.0 89.75 89.5 89.25 ... 66.5 66.25 66.0"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "swv_an_2019"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read Fire Radiative Power (FRP) data from CAMS catalogue\n",
    "\n",
    "We would like to compare the soil moisture data in the Arctic with fire locations. These we can obtain from the CAMS Catalogue https://atmosphere.copernicus.eu/catalogue#/, from the dataset: `NRT Biomass burning emissions of carbon and various trace species based on assimilated Fire Radiative Power (FRP) (GFAS)`. Following the links in the CAMS Catalogue will lead you to the CAMS Global Fire Assimilation System (GFAS) catalogue https://apps.ecmwf.int/datasets/data/cams-gfas/, where you can select the various parameters, date ranges, etc. that you are interested in.\n",
    "\n",
    "For the purposes of this tutorial, and to reduce the data volume, we will use a preprocessed version of the fire radiative power data. This is available in your data folder with the name `cams_gfas_arctic_jun-aug_2019.csv`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "fn = f'{DATADIR}/cams_gfas_arctic_jun-aug_2019.csv'\n",
    "df = pd.read_csv(fn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's view this data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Longitude (deg E)</th>\n",
       "      <th>Latitude (deg N)</th>\n",
       "      <th>Wildfire radiative power (Gigawatts per day)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20190601</td>\n",
       "      <td>-51.65</td>\n",
       "      <td>67.35</td>\n",
       "      <td>0.002496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20190601</td>\n",
       "      <td>-51.65</td>\n",
       "      <td>67.85</td>\n",
       "      <td>0.007972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20190601</td>\n",
       "      <td>70.95</td>\n",
       "      <td>66.15</td>\n",
       "      <td>0.012929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20190601</td>\n",
       "      <td>70.95</td>\n",
       "      <td>66.25</td>\n",
       "      <td>0.029266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20190601</td>\n",
       "      <td>71.05</td>\n",
       "      <td>66.15</td>\n",
       "      <td>0.011182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16617</th>\n",
       "      <td>20190831</td>\n",
       "      <td>136.45</td>\n",
       "      <td>67.45</td>\n",
       "      <td>0.005863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16618</th>\n",
       "      <td>20190831</td>\n",
       "      <td>136.75</td>\n",
       "      <td>67.65</td>\n",
       "      <td>0.001069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16619</th>\n",
       "      <td>20190831</td>\n",
       "      <td>140.55</td>\n",
       "      <td>69.25</td>\n",
       "      <td>0.041437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16620</th>\n",
       "      <td>20190831</td>\n",
       "      <td>140.65</td>\n",
       "      <td>69.25</td>\n",
       "      <td>0.002047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16621</th>\n",
       "      <td>20190831</td>\n",
       "      <td>146.05</td>\n",
       "      <td>68.55</td>\n",
       "      <td>0.000979</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16622 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date  Longitude (deg E)  Latitude (deg N)  \\\n",
       "0      20190601             -51.65             67.35   \n",
       "1      20190601             -51.65             67.85   \n",
       "2      20190601              70.95             66.15   \n",
       "3      20190601              70.95             66.25   \n",
       "4      20190601              71.05             66.15   \n",
       "...         ...                ...               ...   \n",
       "16617  20190831             136.45             67.45   \n",
       "16618  20190831             136.75             67.65   \n",
       "16619  20190831             140.55             69.25   \n",
       "16620  20190831             140.65             69.25   \n",
       "16621  20190831             146.05             68.55   \n",
       "\n",
       "       Wildfire radiative power (Gigawatts per day)  \n",
       "0                                          0.002496  \n",
       "1                                          0.007972  \n",
       "2                                          0.012929  \n",
       "3                                          0.029266  \n",
       "4                                          0.011182  \n",
       "...                                             ...  \n",
       "16617                                      0.005863  \n",
       "16618                                      0.001069  \n",
       "16619                                      0.041437  \n",
       "16620                                      0.002047  \n",
       "16621                                      0.000979  \n",
       "\n",
       "[16622 rows x 4 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For simplicity in subsequent plots, we will rename some of the columns to make them shorter."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# rename columns for simplicity\n",
    "df.rename(columns={\"Longitude (deg E)\": \"longitude\", \n",
    "                   \"Latitude (deg N)\": \"latitude\", \n",
    "                   \"Wildfire radiative power (Gigawatts per day)\": \"frp\"}, \n",
    "          inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### View and plot soil moisture data, and compare with fire locations\n",
    "\n",
    "Now we can compare the soil moisture anomalies in the Arctic for JJA 2019, with fire locations for the same period in a map:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uMsoznOjzZaefF6IP4NgVsbbT95uI3IreuDjKeAZbmWGkd43xXDcHW3xu7Cui+2i6jf8e63NERAYYy7wiciN6F/qLu3Bc+ywiuUokYw9/5EcRmWv5NBsFb9SrBeh+m58pfSBHe6VUKYDxnfvLnp0o+6QwU0qtRb+JU4APLKvuR3+Q/YAuGkqMZfG4Fv0hZ5rlf05w0seNcnwqIjXoDvnDjbLWoftrfG2Y3g/aUWLGi/8oo3xl6H3ah7ewuRd41ziO1egPshONdJahO10/iW7ZGQeMM14OO4UhdrYApUqpSmNZGP1BmUZU7L2M3j2xEViMfi6sPAccYJyL94zu4nHoD701RjmfRbeWtLVsJUCVTbyejT5IYTu6D97pRnfKLmE8MM8ktiFgciN6fZuD7kv1MLt+75yD7r8TjwvQfWnWK6XKzA+6s/h5suNYedvQncNvQBc+NwMnWLppdob/oAvI5ejXO8COu5BeRh+o0Vrg2R3VnxYxjuMM9Ou9DX0Awdet7rRrtHi/t5HngS4iMg59MEgyer2fhe6TZOVcI+0KdNH2MnEwnhnXoDfGthv7fWBZvxS94brauPeauXgYFr130Bu9ky3La9BF3tnoVq8y9Dq+U42PHdU/o8u2BFhkeUZ9C6xTSm0xttmV50VnI51Wixfn/67cbw+iWwFXSNQ94jaj7EF0sTce/Xl9MbqfsnmsXdFFumlBqyd2UNP56FbULeiW56OMa/YrIkjUO2ZPfQgopYotn3/ZS6H0ka+DgE7AMBHZpwZZmE6LDg77NCJyNHClUmqvmZd/LsaL+nylVJtCEexviB5s8zKl1CF7uywOvx1En93gLaXUf1pYXwLcp5R6T/TgzjONrmCHXxiRDBUbhWlP8OE8pVRxW7cWkbvRB8Zcij5wrlT0gMkzlFJ7JR7hPmkxc3Cwo5T6dH8WZQBKqQ9/xaLMix6Yt1nr1MFhT6KUmtCKKCtC756cL/rAlDPRe10c9hquPfxpHcM1IcP4nYxuQV6KboE2B35cgB7wd6+wz01x5ODgsH8heoypd9Bj803eweYODr8IIvIwuqvHLUqpdaJPWVWGHgPO4bdLB+Al0UdGu9BHbk8VkW+BN0XkEmA9utvEXsHpynRwcHBwcHDY44hkKks0mT3EOzvVlbkv4nRlOjg4ODg4ODjsIzhdmQ4OvyKMGEoZ6KPYPK19EhMTve3a5bYTISM3Ny8n2ZPkcyW4Uv3+2nahUFOlprlqUlJS2Latoszj8YRqa/0VW7duLa+qqqpSekDWeJ8G47sWKFd64EwHBwcH9LB7CXu7EPs8jjBzcNgPMJzr88xPZmZml8LCwiEej6d3YzDYocbvT1fhsLt/UVFCVlaWKzMrS5I9HpKSvXg8yZKU5MHj8eD1ekhK8uB2e0hMTOSBB+6lV68+jB9/CV9/PYN33nmbqqoq/vOfWaxds4DCHj2oqQ3S0BAgGAwQDNRRFwhSVxegvj5AMFhPsL423NDQ4Kr3+1UgECBQX4/f71dbtm5V/fv0CdcHg7WZ6emNnuTkraqpaW1pWdmC1evXL0b39ylDj8FVYYmr5eDg4PCbxRFmDg77AEbA5D5pqakD+h1wwPFAn7q6uix/XZ0rOTnZe9BBIyQnJ8+Vl9dB2rfPo0OHPDp1yiM/L5e8vDxyc3NJUgpCIdA08HggFCKs6fPZh0J6Pppxx4dC8Pnn/6OsrIxgMMgtt1xHVVUVz/z979Q2NFFcPJxNGxczZswYgiFXZF8XYcK4CIWiWbkJ6hsEAhJZAUIgAKFQQtjtzqiorGRzdXW7ss2bDyhbteq4snXrKKuooHT7dlW6bZvaVlWl+vfu3aSg0ZeSUpXodm/aWl4+fdmqVTPRR0ytVUqFfsFL4uDgsEdwLGY7whFmDg6/EMYooG5An8LCwoM75OUdXVVd3aMpFPIefthhCQf07OnqU1hIn549KejShbzcXHw+H3g8hD1eXnnlbUaNOpysrOyI9gJdLAEQCLSUdTM2bICZMxcA8Pe/f8BZZ+mhx044+mhyfD4IbQFD6GmGuGuVVvJ2uVzk5OeTk59PUZ8+UFQE5UbMW00TQPD5ABIaExLcW6urUzaWleUvX7myeOnKlTctWbJELVu/PlDUvTsZmZllTSLffVdSMtUIqrrMOlODg4ODw/6OI8wcHHYzRrdjX6BP//79zwiFQsMaG0OZ/fsPTOzWrYerT5++0qtXHwb270Xv3r1JTU3VrUy6hSlumgsXLuSCC87g5ZffRtM0xo49ybKpbrAKhfSpYT2a7kSGIagCAfAbM8NFDVqQkKDRvXtviosP5tFH/8mYMSPIycnZKYEXCEAAN8YsM/gywBWo01fm5BCOlE1fpFvdjB9lZbGJeTwkAvnt25Pfvj1Di4r05eXlQnl5clO7dqzdtKnbksrKbkuXLz9rybJlasnKleEDundv8rrd1ckez5LVGzd+tKm8fC6wWMWfsNzBwWGv4fiYtQUnXIaDw8/AcLbv7na7Dx42bNiEysqqA5OSkpIHDOjvUgqZOvVDRo48mEAgwJQpH7FtWxXt2mVG9vd6DGuXTZiFM7JwhYIRkXT5DTfwz2efZciQYubNm8ucOSvo3r0w0jVpJgG6Jc20pkF8YWbXfxkZ+scVqIuUo7S+ng4dOkS6Q6F5V6Y9HZ/PIsw8nhhhZpbVVVkBlZWxQtTn0wugW8709ZWV+k7l5fonL0//WM+X8SnfuJGlCxeydONGlq5fz8I1a8I/VVWFMtPSNmytrX1jxcaNU4ESY9CCg4PDXkAkW+nzv+9JXt3vw2U4wszBYScQER8wtKCg4Ljc3PZnV1dXt+/Vq5c2YsQIOeigEQwZMoSUlBQAmpqaeO6559i2rZw77rgdgJSUFLZs0VXShg26DsnLiy9mrMLs3Msu47U33gBg1KjRjBp1ONdff1eLwqyyMrrc1C/mOnMfTYv9bf0GqK3ZSIcOHSL/rYLM1FTmdzxDn6ZBQUG0bJpmiDJouzAz13k8+vaaFt3H748enN+vizfzQMvLCVdXsyIQ4NuffmJWWRlz1q1rCoXDtak+35y5S5c+39DY+DWwXjkPQQeHXwRdmB2/h3P5tyPMHBx+rRjWsJ7JycmH9u7d56ra2tremZmZScOHD08YPvwgRowYQdeuXdE3a50ZM2Zw1VVXsGLFCmbMmMkBB4ykvDy+MANdBFmF2ZZAkPvuu5dnn32GRx/9Kw899CBVVVX86U9Pcsop4yPCx9QtVqG0q8LsnSkvcOEFF0T+74ows348nqjucvmrYxMwV/h8UUHWmjAzD8g8uLKyaNeouZ/fr++rabro83ioaWxkzvr1zFq6lG+WL1erSksbM9LSNlX5/VOWrFnzPjBPKVW3wwvq4OCw0zjCrG04PmYODgaGEOvbp2fP8b60tPN79uyZW1jYM2HFiuXSuXNnXnnlVd0ZfxcYPXo0ixYtYerUqZx22ilccsnVnHrqRHy+6FzKi9d68fmiWkLT3GgevRsxxwfXXXc9L7/8EoMGDWLZshWcdtqpbN9eETc/q2FpVwk1RQVneDfGonb5q+Ov8PkIa24Cvlxdd+XkRgSdWws390lryRcuIyO279RyIlKTkxkzcCBjhg8HvWHqXrVpU8GsxYtv+HbJkhvmLFvWNKBnz7rUlJRZsxYufDQcDn+hlKr/ucfs4OAAjo9Z23AsZg6/aUQkxeVyjTloyJBbKioqig/o0cOtud3y5tSpFBUVsWrVKq6+eiIPPfRwmyxjbWHNmjXcffddfPbZpzz22N8YPfo0QDf0xAqzWEvWm2++yWuvTebdd98DICsrg08+mY/X2y2yjdW3TLM1u+xCzd4NGgpFrVo+H7z88ouceeaFzfa1Ws2sZbRa5qzGsJwc6NQJvNQ17460WsxMYRaIbgYWYWZ2b/r90UJYBxFYhZt9MEVGhm6azMmJXW9H06itqeGb1av5+Ntv+bykJOR2uzeXV1b+fc1PP72mlFrdfCcHB4e2IJKjYNwezuVFx2Lm4LA/YVjFevfo2vW89PT0SwcPHJhz1JgxCceOHcvIfv1IrKri1qefBmDRokUAPPzwn3ZrGbp168bLL/+b2bNnc+qpp/DEE4kcfPCJzbbzeOCGG/5AU1MT99//OJ069WLBgh+oqVGkpgrt2uVSXV2J17tbixehR48+u7TfDi115kgEUwH6fNQFXFQaLmLWwQtWodkipiNbnz6xfmcL9HAgZGTE38+0fpoK0ChXSnIyRw0fzlEHHwyapn25fF7HkvnL7v/061l/PKBnz0B6WtoXs0pKHgVmKqUa2lBCBwcHwLGYtQ3HYubwq0dEvCJy+ODBg2/dXFo6LEnTEo8cMoRbJ06k68CB+kYeT8SBPOz1ctQlE/j88/8xd24JBx544B4r25w5czjhhOP417+e5aSTTgLgm2++4cUXX8DlcvHMM/8CoKlJUVOjGDNmBO3a5XDllZfz/fc/8M03c3j44XeBli1mVh1k9vJZXbTsxiVNi1rtrOlArKHL7rdmXWdNu5nFzNzAFGagC7PKWGHm84GboH4AVr8xMyNrMF3z+lkLZzfzQVSkWbs645kWfT4IBNjQUM4/173Loe0GcXSHQwk0NfHFvHl8/MUXTJ89O+TxeEo3lZU9uaG09C2l1NpmF9jBwSGCSDsFJ+3hXJ7b7y1mjjBz+FUiIj0KCrpd4Ha7r6yt9WcGg0HXwIGDOOfUU0hXiotvvpkrTjuNh26/XVcOhrr4afNWbrzxBjZvLmPatI9JTk7e42WdO3cup5xyEunp6ZSXl7N169Zm26xZs44NGyr4+ON3ePDBPwLw/PPvccUV5/DJJ9txu5Mi25paxa43dlaYzZgxmSOPPHenhZl9MIDdAubz6WFCwrhiehN3KMysMT/Mjax9qdZRmS0JM/tJsVvTrKNEPR5CPh9fV5TQO38AeWX+2DQ0jZVr1/Lx9Ol8NGNGeP2mTYHU1NTps+fNewzdmubME+rgYEEXZqfu4Vz+td8LM6cr0+FXg4i079Gt+1WNTaEb2rXL9Xq9Xq655lry8vIoLi6mQ4cO+ujHsjL+/cYbFPTsGZm6iFCIp595htvuuotLLpnAM888+4uIMoDi4mLWrFnHwoULadeuHRs2bOCDD95n5swvyMvrQGXldgYPHkRiYiKnn34WDz30CIWFPRk27HgSE93U1dXECLPdRTAY3O1pxsNqBDO1ls8H7lCdLsisZsDW+kmt/mMmmgZLl7a8j2mJszq0WQZ4BMIBhucPw+PLgELLfhs2AFBYUMDEiy5i4kUXueobG70zvv32+Gn/+9/xn3/1VeOI4uKvZs2bdzswywnJ4eDg0FYcYeawXyMiqTmZmWd3zMu9d/igge1J0FxHHnMst956W1xhFfZ4ceXlccCAAZRZLFMffPQR9z/0EAu++46uPXv/kocAgKZpkS7TTp06cdBBB8WsDwQChqEoKlIWLy4jISEBv7+SkpLpHHfcKYAWE1HC2r0ZCkVnQtLzjC43xZA1cKw59abVAhYvsKzfH38ggb1r04wNu9NUVjZXbtYDaAlzfZ8+sdv++GPL+wQC+onIySGU5uObVf8j3Z/GcN+h0W1CIb1v1sqGDSQnJ3PsmDEcO2oUoVAo8fMvvzz831Onfj134cKGIYMHv10yf/4DxjRSDg6/URwfs7bgCDOH/Q4RSXSJjO1d1P3R/j17dj982ICEHzqu4rC+B/Hq3R9x9lFH7tDatb2qCrfLxfwff+TxN9/i00//w5Qp7+4VUdYWPDYv+EAAsrJ8hEJBzjqrJwBHHVVLYuLuu6W93tSY/7sSfsOqh6yB/DXNFaOvTEOV39+yr34M9r7aUCja3WkXTXZMoWamEQjEFWuaS6NP/oG4wl7qAnp53VqYivoKTnn9TPJ9Hfn3GS+haZpurTMVqN+PBhx96KEcfdRRUudyeT747LPfvfLKK+cNKCqqCYVCTy9ZvvxJpVRpG47UwcHhN4bjY+awX2CMphwxYvDgBysrK0f2KOqQ2HNEF/5y9A384+3XuPKhvwDQOS+PV//5T7Y0NnHKKafET6u+FpfRXdWpUycuv/wKLrvs92RnZ/9Sh/OzMX28vv32S5599ilqaup49NEPI9YvazQJq3+X3+ImZXXPMm2LPLsAACAASURBVJeZxLOSWddZv+3pWC1m1uWtBbe19iB6MeK7mlMxWSPnWqPVtiTMzMTsEW6t29qFmZkXRKP+ZmREwneYu7u1MD8s+ZbBbx+GR5L48eqFFHjyohfFiv3g/X7KN2/mrQ8/ZPJ774Xr6uu3biotva9s8+ZXlFItBHdzcPj1IJKr4Mw9nMvT+72PmSPMHPZpRKRv8cCBd9TW1Z06fOBAz3nHH8/hAweSYKm3DcEg6aNHk5+Tg9vtZtmaNQAsX76SHj16xE13/vz51NfXc9BBB+Fy7b7gqXuD0tJSBgzox6JFK3C5sigvj/XbguY6pi3CrKTkcwYMGNMmYdbSOtNPP14epmUsrjCzCqV4wswurKyjNlsSZvYBATk5zYWZOcuAWcCMDILGBO1uLRxRtvd8/RCNCWHuHnUP7nA4/vQHdhVqnSfL42FNaSmvvfkmb02Z0hRMaFy3evHqGwKBwEdKqV/Guc/B4RfGEWZtwxFmDvscIuLt1rnzFT6v966Cjh1Tzz/xRDnhqKNINkIYmC/YhmCQP77/Pu+89x4DevakfUoKT7z+Op6kJAINenipH374kaKior18RHuec889h61by7n//qdJT++1W4TZJ5+8yJFHXrjbhJndJcyqr0wtlabpgzOaOeXvSJi1NCeUNSPrdlYHOL9fF2nl5TxV+gGbGiu57ZCb8bn1YazVAXckPFooBL061eEPBwiHw6T5suKPAG3lZIdx6bMfGCdGJSTw9Ht/46233mbzgrLG9PTMz7/7bvZEpdSK5gfl4LD/ItJewdl7OJcn9nthtn+bChx+VYhI12FDhkw5oFevqgmnnfbI/158Me2Dxx6TM449lmSr2SUjg8b27Rk2YQKLFi/mpeeeY/igQaw3I7+LcMThhwMwYEA/xo49mr///W974Yh+OV566WXGjj2WE04YyeOP305aWi0ZGdFg+WVl+kDC8vLW57U0Q4tlZEBCQqwBCZrrGoiJE2tOSRk3XMdOY1WEVgVnD9gWD+t2ZkHszmumKDPp0wdPx65IVhaBtJyIKLOzvtxLXV0W9Q3pLU8L5fEQ9qXpn3CYH7f8yNrKdZGprcK+NMKaGzQNEeHqU67ii8nTWbTwx8Tbbrt97BFHHLmsuLh4vdfrPV5EnOe0g8NvCOeGd9iriIgkJCSMHnbggSsPPeig1TddfvmpCz7/XLvtpptol5UV3dD2EtU0DX9tLReefz4l8+eT26MHDW43l0+YQOmqVYwxhBnAkCFDePDBB/jyyy9/yUP7RUlMTOTGG//AvHk/UF6+liOPPIBPP53C3raIW+ObWZfFs5a1KTET+5RO0DyReMqwUyfdOmbdNicnEmpjwuBLuGrYlWyq3kh1wB1TTutxbKndzEcr3mP2+i2sLvOyyZ/GJn9as+wCAagMeVhbWcWmipqYdaEQBEMu6gL6B0ASEhk3bhyffvqZvPzii53Hj79wau/eff29e/e9V0SaZ+DgsN+RsIc/+z9OV6bDXkFEvIVdu16VlJh417B+/XwTL7iAA4cN01eab3N7f5y5znibT50xg8uvv54Rw4cTamqiR0EBD9xzD0lJSaBpZOTmcvHFlzB58qsopZg06VY0TWP+/Pl4PB4y01K5cuK1dOjQ4Zc/AXsI0wd++vQZ3HHH1aSldeTyy5+kY8degH7qTKuW3QHftJiZv8vLq/H50iI+a2b69ksSzxBlD5kRLy/roASzXK7Kiuicl9Zo/VYPfGti1kys5j3rejNqrZmZKfLNgLRmpH+PBwoL+WTFJ6yp3MipPX5HoltYX7WOdu4uSFNyJKunvr+Haavf4dahf2Zk3tiYOUbNc2BmFQpBKBwiHHJF/BnN7ezdza5QMFJ+07pWVlbJCy88z+TJL4Y8nuTPS0q+m6iUWh63Ajg47MPoXZnn7eFcHtvvuzIdYebwiyIiBYP69318c+XW4889emzCLedcRLt27fSV5tvN6iRt99cxVUA8ZWFRAZu2bKFbjx5s2VLOJZdczJQpbwNwzllnMXrECBpDIZavWcPrb73FRx99skenXdpbbN/eyL/+9RR/+tMDjBp1KhdffA+dO+fHCDNTONh7CjUNlixZQbduPSNuffaZjqzxz6yCxDqTgNnTZ+99tOZn9bVvUZjZlZy53hqYrSVhZsZBs3d/2oTZX5b/m6dWTOauwks4Nv8Q8pJzWNu5E7M3fsuA7OGkJ+RFkpmy5N98vO49Jg37I/meQu7++jqy0zJ56Nh7CQW1mMncAWrCW6kPBsn1tqcysJ30pAwSExJjNGFElEFkNKhJKAQNDU188slHPPfck6qyctumZcuW/D4QqP9YKRVuY5VwcNiriOQpOH8P5/LIfi/MnDhmDnscERGXy3X4kKKiZw4bPLhg/CnHu/oWd2dYem8SEhKib3jrPD/2bqh4Ud1NrDEgjJfvtm3bCIVC5ORkcdxxJ1BU1J/rrvsDE8afGzOX0IhDRnHOOWfxw6xZeDIyIlaKXwOZmYlcddX1jBjxO5599hEuvHAQdXXV/PWvr7FkyVxuu+2PtObNMGfO13Tr1jPuul2JaWZitcyZwsyrBSFEyz5bLWEmZJ+QvLV0rNM7mVZZn48nF/2bdWxmZmkJF/U4GYAu69bjC6ZQF1pMbn6YTeQDcFyvkzm04HDap3RgUdkPfLD6dXI8Odw9+h4Sjd4U8xxd9fF43l77bw5MHcHbZ3/EtvqteLRkEhMSY4rq9eiNi7AW9Wvz+6NFzMlJYOzYcYwdO06WLVvc8fnnn5o6e/ZXjX36FP152bLFf1JKVe3cyXNwcNgXcSxmDnsMEXH3LCi41p2YePfwfv1SJp5xBoN69IgVXeaUO/GGDdotIPHCyZvrbM7eYc2NUgoRiYmp5SYY2y0GnH7OOfTu3Zs//t+DIL+utorfH9UsCxYsYMiQqGWwpqaBcNgd97RqGkyb9iKnnXZhjAXMvAzW029eJquubs1i1qIwM/tMrdYuiIStqAu5ozHOzPXmtbTOum4QxqVPwWWxwPqDfr5aOZ2RCT1IU65IHo2NjXSZew5l1PBIl2u4YeAFACilmFjyCF9sKeHJsf/H6F5HRk5CRUh3+VpXvYqz3juBHmmFvHryhzGitaGhgZ7Pp9OAPkr49eM+4+BOo0h0JSIikSJ7PPr8oaD7nZlpWIWZeZ6t6VdVVfLaay/w+usvhLxe7xfz5s2e4Eym7rCvItJBwQV7OJeHHYuZg4MdEXH37tHjD/169vzj6WPHaledfTY5mZnN+8Gsb3fTKccqsuz+QeZ21rhWVizbuQgTtg1m0zQI48bl02LyfuJPf6L48NG4s73cdeOdiMivxnJm9XEfNGgQJSULGDx4EAADBvTljTem0qNH392SPjTXzmbXn1WAmALDHq6jWUJx2FTpjRF7GRlppPnCzbaPiDITI1bZ04ue4S/r3+TElKE8O/i2mPyGJfZkfWMpp3p6RebC3FC5hac3vQ7Am2s+ZvQBx0TyytKqQdPIyujGdxd+T329ajZaNScniWM6Hs/7G98BXPTK6os7wW3NFoiKMutyU5TZserW9PQMLr/8ei666Bpt+vRpRzz11EOriouHfztv3nfnKaXWxT2JDg4O+zS/jrePwz6BiCT26t79pj6FhVVnH3fc/305ebJ298SJuigzsfv5mF2Yph+R3TIG0VgPZWXN15n72YWegYtwM/+mQGOAWRu/Y2PNRgDy27Vj2ntv8tbLbzCkuJg333yTpqamZmn9nO67fYWBAweybdt2ANasWc2wYQdw5ZXxW7BFRW3zu9tR5IrW0DRDlJhxPUzzkMcTib5vWstaxTraIBSKVoXKyph6cUy7oRySUsSYnEEx5qjExERe63I9H/W4h24pnSPbd8zOoy8dcCMcltQd1q6NLbyB1+smJSU6kbzV2PvwMU9xzQF38kDx36A6/oShW8pdbCl3EQw1fyTb5zy1nz9Ng4SEBI455kQ++OAr18Trbjm4uHj46uLig74QkS6tnzgHh18a1x7+7P84XZkOPxsRSexeUHB1UmLig6efcILn+osuIjMlpbmXuH2ontk/Y7V+WYOI2mfHhqipxfQ5M/cxLWvmvEPmW8ww6VgtYPXVW5mz4Tu6ZRTQNa1zJO+wy8W0zz/n/x55hK1bt3LjjTdz7rnj9VGeFn52fK59AKUUzz33HL///aWA3q3pdrsjp9IanSTeZOjmx9p9ae2qtBo+9RGe0WVWi5nHY0TUNyPvm5OIG8M0g540Kith5cqodjPLMHq0rtvSfOFm3dN1IXds13V5eWwC1qGjdsVj1MF51ctxe1Lol9odycyMjfNhhtzQtIiYMs+FeYyuUDASnNZcb7WC5eTEH9Fq7TY2l5kDLOwRQ2yxa9m83U9p3To6pXZlxqef8/jjD4QRZpbM+268UuqnnakjDg67G70r86I9nMv/7fddmb8OeemwVxARraBLl4l9e/WqOufkkx/96uOPPfdNmkRmenp0ox1FMzW3sb9xjBdtZV0F07d8R2WwWo9BlZcXK8pM/H79pWu+3G3WM5e/GlegDlegjhR3CqO6HaaLMus2LhfjjjmGr6dP59l//Yt3332Hvn178Nhjf+Gnn37a6zHBdiciwoQJE1i/Xu+ye/TRP1NVFes7/t//vrjT6bYkWvPyoh/DCEaaJ4g7UN3iNWuJUEjff8MGfe7x9Rtc1OFtWwHNIanWaLhxCDYF+TK4nG9ql9CYZFM/1u1CrpjIG/bk0qgmX9tCfk6wxW7JlmK4mSLOvt4UePFOV3a6hy5ZHUjWkjnmmBN5/6PprmEnHzza29m3tmBA4Tci0il+bg4OvwSCE8dsxzjCzGGnERGtW5cuV/UpLKw+Z9y4J7pf1in5gYy/csLHxhxoccK+K6X4R8mzjJt+JYsr9BBMjfX1PL10MtN+moGqr6e8div+xjp7djRlpkNubvwgWmVl0ZAJ9vWmWLMG4TJwmf5ncabzkaYmDjv4YD75aBrvv/8h3y+Yy8iRxXTq1J7TTz+ZpUuX7uQZ23fp2LEjy5evZPHiH+nduxvTpk0hI0MXUC5XVGiY01Gahi1rRBM79oD7bcZUbJagYH4/LF2qC7B4mPFivVowIp6sUyhZRzjGxWL5slpu3Qluzm03htPbH4bbldg8rkgcNWWeo0BAt5aFQiG+WD+TMr8e/qNPH728BQXN2xa5GUFytQq65NTFDd2Xlwe5ObF+aKYVLSYMiUsjKzmLFG8CGRmQrCVzwnHnMOK20a6RJ40ZMXDgkHXFxcM+FZH81k+Mg4PD3uJX0Cnj8EshIgmdO3a8tG9h4V/GHXGE98ZLLuGF9W8y7cfPAfh2Wwlztn7P0HYDY3fcsIGg28Uzq6ZRwnJqZ/kZkz+CtYFNfFT6FSniZsgxL+EPNeDTvPgSvRHfsQxyOJJesW/5pUtj3/zxFIDZtWUdVGBidpFa34DW32Y3qsfDkP5FTH71VRoahfXrN/LBB1MYNeoQDj98DKtXr+L22+/k5JNP/plndu/So0cPJk9+jZKSEg4+eAS33daFSZNuY0cGQlPvxpsL0x441S4gzJhdP25ZTI4rhTzNYmVtgbffjmrtQYN0gTNoUOw21X5Xc8uV6a9WUKD//+qr+BnYzF25vvyWHQtDIcIeL4EWLFfVATflDVv4b+ksmrpq5NEnZr11RKqdAwp1kVmyoHm7OcsXBE+IikDUQujWwphtbGtAX7cWJjsTjkodSo+MV1GEaXdtmuvdD9446m9P/nn90KHDPps7d87FSqnS+Afp4LAn+HVYtfYkjjBz2CEi4srv0OHivr17P3782LHemy67jNzUVAiFGFI7CA0XIfTWfF1NHRjxYq3WKrckUpDagZKa5dQ2+Jle9hWeBC9ZrhS2h/2s3baO4g5DcCV7IdGwcli7OJcuje1Osguu8vLYSKf2/eOF2bBSWRnrsGN7Y4oIHTt2YuLEaznllNO45JLxlJSUcO+9d+8zwqy+vp6GhgaCwSAiQrt27SgrK6OqqpKmpjDhcJg+ffrg9/tZs2Y14bC+rKCgG9nZ2dTX1zF16jQ2btzId9/NJhhson37zjQ1JaGUi/T0DmRmdmfz5kU0NgYQcaFpSXTseAA1NVsIBLYh4iIxMYHc3M6Ai/r6GlwuN0lJbpKSoiEiwrhpqKti9rYFdPF2IK/joc0HdbSBGTNM4eeOiD+zCph+Xs38yAYNipq3ysogEODz8hK0lBRGJfeO7mxilquVUQ5mtbLu1im9E5cMHE+eJwdCITSPO27105NtXucGDdKzdmvhyJRNJlmeumbdq1aDsTX0ht8PP9UvoaapEq93JIOPHMgnp/4v4ZlX/3GMP1Dz07ChQz+ZM3fuJUqpzS0eoIODwy+G4/zv0Cqapo3o26fPtCPHjMmcdNNNtM/Ojjq4hEKo9HTmls7j9e/f44wBJ3NQx2J95JpprbJ0I1YF/XyzZQ5Hpw5muZTTDh+bpYH19aUc22tsrHez+dKxjoKzLgddjNnNDlYvaXuoeaMckf9mRHh72lZzhpmHz0fY441sfu65Z6JUmFdeebXZ4IDdSVNTE/X19QSDQRoaGsjOziYcDrN69SqCwSDBYJC8vDy6dOnKggXzUUrhdifh8/no2rUrlZWV1NfX43Lp0wFlZ2fT1NREXV1dZFlSUhIJCQk0NTXhcrkQEZRS/O53v6O2tpY33niD7dtdVFQINTWJBIN1uFwhXC795e/1ZhAI+AmF/CQmhhFpwuvNA4KUlq4kISGISAPdunWlU6fOLFq0AJcrAY/mIhSupXu7joTqg4SVIjkpiUR0IWzy+dJ8nn0WXnutkYEDn2XTpv+QleUmJyeTHj26cvrpV9O+fVqMMEv2NuFNdpHQUK9f5zxjNKRZd82+2LIy/GU/ce2av9OQkMATfa4mK6tj9ALYp0Uw6km4sFckObu/l7lZfk4wmgYQ9nj1EB6hUGReTbPn1kU4mpDRzxnGFRFm5uCVmBAgRl0N44qZacBquTSX+0OVhCVIdnI2tU1VpLpT2VK/kdpAHT/M+J6H/u/BJpfIE98vXDhJKRWdgsDBYTci0lHB5Xs4l7v2e+d/R5g5xEVEOgw98MAPc9q1G/zYgw9K7/799RVmgCVz/kKrsPnxx+YBqqxvLPNlaIo1ny/2TZKRERVVGzbE76K0DnGzT7YIsT5DVqyCzz5vkHUba95WJx6bMDvzzFM577zzOO2009p2QttATU0Nfn8NtbV1BAIBioqKKC0tZdOmjbjdbtxuN126dMXtdlNRURFZZgqr3c0HH3zIU089SZcunbn99sdoaEiLXMJ4vvD2kZj2bRISFA0NQlVVNYFAEKWCuN0a/fI11q5fz7bKSgINDRAOM3LAAKpra5m+OJl33/Xy1lsJBAL34fN9woQJ9zF0aBMVFdt4443XOfHEkzjuuBsASHQ3URZahtsTorBdZ7IlKTZkhnndzQMxHOYWNWykMdXDoNyB0Siu1iBs9vmqTCcxn4+6gCsyixTEj9GW5amLEWZxGw2mMItjuY0IM2wjULXonJp2F0uzOxOIWNys5XKFgoQ1N65QkEBlJY89/TT/fv31utLNm8/ZXln5wY7qh4PDzuIIs7bhdGU6xCAiSYP69v3zgN69r7xr/PiE48eNQ8y5LIGNdZvJSMsjxbrTjBmxTkTW0BdWMjL0F6I1RIb9u7y8eegM87fdLGGKM/ONZOlHWlO1jp/8mxiRVxyZ+qZFzMEDO/BWd4WCuI0Xoc+Xgj/eMLtWUEqhlMLlcrFx40Zqa/3U1dWRmOimqKiIioptBAIBvF4vGUZXXn5+Pvn5zf20c3NzdyrvXUEXPlO49NIL6devPU888T5FRUfvcnqmFSwlJQ1jnnk0DTYFIK1LFrm99MvZ2NiISkxEVVeTW76F5OQKBg58nU2bFnDHHf9lxIhKvF4vXq+XLl268Mgjf+YPf7iBUAjmbVjIi4v+wcguhzIgsyMk6lbHqvrtZCVnxhbItJhqGkWh9pBb0Dy0PsROFFpYGF1uiDJr1YvXValpENS8uGkeCDeyk9lgsBMRiN64+9gHN8StwqEQ3pCedo0rgQ3bt9DZm4tLCS7jvvJ4PNx61VWcdeIJ3kkPPvD+4EGDVs///vuxSqmVcVJ0cPgZOD5mO8IRZg4RMtPSTuzTvftrZx1xhPf6s84iyesFs0upvJyKhCDvr5pKvw4HMqrjMN1CZh2eF8/RxorlRRjzbZ1rxt7laF1mijET0w/J3NZiiVu+fRUPzX+Kawf9npO7jW1eFusE1i1hNX1YyuvSNDIzM6ms3N7yvuhCLBQKsX79eqqrq6itraVz58507VpAY2MjKSk+2rXLJSVFl7lduxa0mt4vjQhkZqby9ttT+Pvfn+H++y9j0qQ7OfXUM0lNTQViY5lZjUsQ3xDUFhITdSGdlpZGp05pXHwxnHzyOfz5z69z6KHt0DQX9fV1bNmyhaysbDZv3sycOXPxeHz4PCkcnn8kI7oOJyE5GwiyvH4Dn6//Hyd3PZqOWiu+a2vXRi1jZh+jvX6Y3fTl5dT1GxazynqM9i7FCNYAcHY/Op8vejJt6/zlG6gO1tApq2vMcrNrM6jFCje3ZljWLI/4gL+SumA1KlhLODGDbUE/KeEEPH7jnsrIYE3CBo696Ri6bO/c/dY77lo2bMiQKXNKSi5WSu1cK8TBwWGXcYSZAyLS88Ciov+cMHp0t4euvJKOZmgKiFqwfD7S3emM6nwI+Zv9UG9pSJtBXTvZQiSZgsY6yThE31o5ObGTK1pfhNZRk1YRZ+5j77MJBPT8jd+d0zpSkN6FtCSLSCwrazEeVQRr6ASzXOYxBgL4QyEWLllCWVkZW7dujdm1oaGB8vJyqqurqK6uplu37mRnZ6NpGgUF3UhNTUUz0i0wRwjuJ1x44QS6dy/kiSf+wk03XUu/fgO46qrrOPHEM9BjE+0YM6i/vavTFqkiLj5fDlVV5WhaInmmvxhQXV1NZWUlCxbM54QTjqe8vJohGUPonNGZn9YsI6GhAU8wTP/0XmR5s8GdbM6VpCfw3//Gz9A6B6fpK2kW1Gh4eMtWR7rOKyubT/8FUR2W5gvbc4jt0rdjDkYx1s3Y8DUlm7/nyqILyM3oEI06a+D2V0Tui2CeJdi/edKB7zaX4G+sY3j2AKSqivKa9TQpD57knEgQ3u6NaXjTUhnWewjffvKJ69mXXz7D7/ef1KNbt+tWr137D+X4vjj8LAQnSteOcXzMfsOISGrxwIHPay7X6Y9MmsTBgwZFXxZWx3rT98vnax6qwmoFswoe07nejrmtaREwRZX5orGLLvO3+SK1z5INuiCzCjrzhaZp0WmcrOvMcBgtha23OQmppCTemfUdzz33LF9+OZPevXszYMBAxo4dS3HxUKqrq+jduw+NjY1s2rSJtLQ00tPTSU5OjnFi/7VQX1/P9OnTmTTpZrp2LWDSpFvp0GEoaWnuVi1mpkixj++wV500XzhSr8I5uZSXw0033UhiYgr33XcvFl0GwLJlyzj++GMZN+5E7r//YRISkgiFoKamgqqqShpK1xAOhxlSVMTW7dtpCodJS0khOSEBaWqKrVOmn6QlllpMRFdNiwY5Nv0Z0X247FFYrL8zMoxZCIAYRz37hlaLsEXdbQrXsLp6LcU5/fF4fFE/uVAoOrDBepIDAT08iGXZt+tn8cLqdzi202jGdT+acGMQLRjSY/rFM/Hl6KNJt1dWcvef/sSMWbPKlyxdOrYxFCppW01xcIhFpJOCq/dwLrfu9z5mjjD7DSIirm5du17hcbsfvX7CBPfFZ5xBglJR69aGDdGXkynM7NYmc8QiNH/TWl8uVpFl9xEz57m0Tr1kdc5vKWSCdfol86VmfRtaZxSwWAwi5VtpsfZZlYS1L66wkAYlTJkyhccff4xAIMDEidcydOhQ+vXrR2lpKVu3biEtLZ20tDQyMjL2iAP+3mThwu/p339gi+uDwSCPP/5X3njjdVauXMkdd9zJH/5wAy6Xq1mc35ZcBdsqzKZNm8lf/3ojn332XdyJHyoqKrjsskuZPXsWH374XwoL+8akmZSkSGhqZGtZGVvXr6eqthYVCnFQ794E/X5UIEByMBgZZlldW0Fa0WB9Z7swM+tJRgYMGhQjyqx52nvdI9ND2a2xdnOhvd/X7tVv1ldTmJn3iynQrMtCIeqy0/hs7RdUBir5YstsxnU+glO6HxvNyzoYwXqvmBiNnIWLF3Pdbbepmtrar+eUlJyqlIo1GTs47ABdmF27h3O52RFmDvsXmqYVH9Cnz8djRo3KufuWW8hMTIxtZZvh3SHq0xUvjIXxUgkG69nYUE66Jx3x15Lhy9GtRNY3sTU9q7CzCi/raDRztGa8vi3ri8M6ss06gs6atynMzLAbdquANZ0+fSJlqwwEOPakk0hISOD3v7+CLl06k56eTlZWNvn5+bhcv35z/EsvvcgFF1zYpm1XrFjDRRedR2pqGpMnv0ZqatTRPp4ws3f1WatGRga4yrcARITZ999v4Pzzh/PDDxvjCjOTSy+9lF69+nHFFdfGXGqPxxLTDEDTCIbDuINByn78kVUbNpAYCpEtwvsbp3J/7Tu4UNyXdApX5h8bew9YhVlGBo0pKZxxySW8P20aL730FieffHqzGaZ8PiM4rP3grd8m1hGk8SxZZuJWgWfd1towCYW4ZMZtPF/zHwDSSeOtkU9zVO9R0YtjHpN1mgc7xr2qGht5Z+pU7vrzn0NhCT+ydOmKu5RSjS1fEQeHKI4waxuOj9lvBBFJHlZc/MaoQw454clHHpGiXnocpkjoC7N7xRRLs2bpv3NyohP2WR/6EHmANwXqqQo0EGwK4EtIJtFrbGPtsrG3xM03tFVcWYXajl5eVqtAvPAYJmvXRv114gUILSyMUQVVfj9bSkt56PHHGTlyJA8//GeCwSCJiYm/OovY7qRnz27MmDGTm266kTFjRvPOO+/Rr++8WAAAIABJREFUoUNnVqxYQWVlA1lZGXTs2Il4j5xmoiwU1BeWleFauZLcnBxGpVbgr6nklVce49JLL4sMmLCi65AQaWmpMZY4VwujId1uNw11NeR06UT77Gxq1q+nYsMG/lH7KQn4yCWX2cHNTAiHcVsFjOkfadTXcy69lPenTeOoI47g+OOPaFYVzR7RsOYGnzs2FpkV03psx2xc2C3IFv/PZt3/lv/v1XwZ+V1FNVd8cws/9PgfXi06w0bc+8t6IMa9LD4fp40bx9hRo7S7H39kkku5Lk9MTDyssbHxh/gH5eBgxZwr06E1HGH2G0DTtIMGFBV9ccF557kvnzBBt/aYD+K8vKg4AyKTE0JUWFleQnbc7mQKU7vQ1NhAqDFIoktr3qKHlkdqmtvEW2+1AthfHjbn6BjMdS1N6GiOuPN4CPr9bKuooAEo6NKFqpoa5i9ZwvwFC/jmm1m4XC48rUR8d4iiaRqPPvoYjz/+VwYPHkRjYyP5+fmkpKRQUVFBTU0Nw4aNIC+vA4WFvRg//mLuvfdOiooGc9FFl7Xqj5fkdvPFlCkUH3ssSimuv/4PKKU44YTjWbx4MWeeeSZ33fVHmpqa4gtoq8XXoKm6inVlS0lpUHRMySMtKYm0lBSGkMdUljGUnlyecQKzq6s5MDWVJBECjY34lEL8fuoDAf7w1FNM+fBDbrvlFv744ENA8x7PZpiWaHu3P+j1uaUZys2RxD5fbN02ujRVdjZrQ+W4al10TcqNWMDPdB/KP4L/iWxeyhZCoRB4bD6hECsM7Y0pTaOuvpqtteWsqF6N6zC46uCLMl75y1vfFw8Y8My8hQuvVEq1MoTDwcGhLTjC7FeMiHgOO+SQKYeOHHnsc08+Kd179oyutL41zJeBaV0y+4oqK6Nxm6zWrTiCJ0ESSEjLjG5rxRRV1reUmUdLXTXx9rVG6jeXm9a88vKogIsnpCz9X03BIAnA4k2bqAgGyczMJCczEzSNLj17ct7VV3PzzZNwu3cwAfavnJEjD97pfUSE6667niuvvMoICRK1bG3atIVvvvmWbdvK+e67WfTv34OkJA+zZ3/FmjVLuPfeBwkEvGiaG7dPi4ZRMerDmx9+yLBhwxg//gIASkpKWLx4EVOm/Ie77rqNgw8exrAB/Vm9qARvYBxBXxYzZ87kwQf+CMClEyZw0kknRa5rgjuJvE59cWtumLtA96PcsIHXUi+isb7eCNuhEVYKCQap9vlYWlNDU0MD2Q0NPPzyy7zw/vv0KSzk/ptuQgJ11OGNGHKtveq2QZRRrCLNjnWAi7VRYlrKbI2V0PZtzK2cRVNyEvnZh5BYXQtAsbsjWGL5+0hGW78B3BXR7ntreexWO6OvORwOc+n0m5m8/l06kcOpvU+mV2F3vnj1VR5+8slLm0Khc0RkuFJqcZwjdXDAsZi1DcfH7FeKpmnFvXv2/Pz3F12UevVll0V9ouwjJzUN5s6NfQGYQWDN/1Yn+9awjiwzZwawvlzMLiDzv3X4ns0vJiYvc+CBPR+rP5r1eKzlNawPjU1NbKmuZnNtLQmaxsBOnahPSyPJ48FlCjCfj4q6OgoOOIAtW8p/88KsurqatLS03ZaeXa8vXPgDmpZETk4WN954DdOnf8ZRRx3LuHHjOP3UE3FXVESu7Y/LlnH0+efz/cJFkWmp8vJymTTpVi677AZqahTvvvtP7rn7dpKS3Lz5/PP85e//oOT777nzzrtJSkri2Wf/xdKlS7lm4kRuuflmEhobY5WTETKCQCAaRsM6CMaoW3XAtrQ0Bp5+Og2Njdx1441cdeml+LKyIiFfKvx63Ymnt0IhY67LeCfGrLPmcrPL3m5hsws2o+5vD1bTpMLkKOPe8vtZVrOWwzf8H6VUkgT8Ifds7u/7e/2ZYKbZr18krVAwQMBfhc+dQigUwgzxUlqzmd/NuIHP/XNwk8iXBz5Ncdeh+qhO4Pu1a7n0zjvDjU1NTy9YtOh6pVRTmyuHw28CkS4KbtjDuVzn+Jg57FuIiLv4wANfGDF06DnPPf209LJEKg+FQ2ghYt8WCxY09+cyxVNrI8XM7e3LMjLiO+6bvix2rMvtQ/ns1jGrI1JL5OVF8g8Hg9Q3NJACLNm6FU0puvboQZbPB4mJJAPYnPhfeecDevbs+ZsXZQDvvvtOm53/24LdkDl06IDI7zfeeI3169czdepHPPPMP7n55j9wzYUXculZZ5GZns7M2bM5/ogjyM7OBvRo/k1NTYRCIdzuIKmpbq6+7GJWLJnPOx98yO9+fzmXXXwx/578OsnJyQCce+65LF+6mKsmTuSll1/m9FNO4bRTTuHAQYOaR2IbNCjaJW4OXjHwahqJ4TBV1dUkut28PW0ao444Am3TJvr26YPP49GFl9GoqQ5E65LpEgYt+JOZmHlbRZvdRSAUQinFT7WlrG3cSnaaHs2/r5YXTdvvp3dyJ+bm3c7bNQso8nTksJSiaGPETN98DhQWsmzzYn6qK+OApM5cOPt20pMyePfIvzFn6w+UUs7p7Y7ihIwh9E7vwqran8jv2JeU1CwGejx89eqrrgf++c+JoYaGc0TkEKXUspYP0uG3iWMx2xGOMPsVkahpg/r26vX/7J13fFvl2f6/RzrWsmzLsrztxIkdx9nODiOQEEIg7L1aKKM0bNqmtIVfoWW00BZKofDysvd6gZZN0xD2CglJIDtO7DiOrXjKsqx5dM7vD+mRjmSnoSUhA12fTz6xpDN1dJ5zPfd93df9/pSZY3Mv+ckF1JZUAbCmeRVzXj6FYXlDeefc17HJuUkdGfDUltexYuTU0SenenvBziNlg703GGGqqEglWQL6Fk56pBm6pqxXUrJzt/6xYxOfefv7cXd00NHZSb4sM7qujnEFBakaJn0qSBjTAp988hEjR9YN3H4GexxDhgzhsssWcNllC1i5ciV33PFnhh5yCNOmTSccDjF79hGJZbOysvj88y+45pqreeSRR7n3rjuZO2sWZ59xNnff9wDbGxooGVadsn0DKnV1dSxetIgvvviCl15+mTPOPRc1GuW0U07hhrPOwj6YPq2iIhkxi6fxt7S1YcrKIhgKsb25mRkjR9KrqlhkmZ7OTpqbmympqMBpzU4EdQeTjaW0e0ovN9VbdOg3EC9zXetr5phNv6GZpLTg+vxTuKHwZExGU7LDus9HmWLgqrL5yW2LKmWxTxFtbmqi3ObAYgKHwYw36qO/P0AgEGBEfhUjrJUcX3Yw55XNJ2wy4jN00urfwYgcJ8gyJlnmdz/9KScccojrJzfeuLa+tvaOVZs2/ToTPcsgg2+ODDE7ACBJUtak8ePvn1Zf/6MHbrvNIBcayZPjei9F4U8f3cMOrRPFoyC3d4LsTRCfzb5t/GTN77Fg4pRRJ6VGDr5J+hIGtkaCwaNukDTsTIe+SlP/eVVVatpGR9jC9dNiVXdKmIDHg6+nh8KcHDo8Hsz5+UweMgRLvNBBSj++urpBj2/mzMNZuvTTXZ9zBnsU9fX1PPnkU/h8PhYvXsz777/HUUelttaqqanhtdde58UXX+cnl1+OLMt4PB6ee/xxykpLSffaVzFgQEWSJKZNm8a0adP4/R9uZ/WK5dx4000sfOAB7r/33tjCr7+eTIvr9ZguF2puLn+68UaC4TCSJHHMYYchSRKOvDxQFHKzsijNy8Pd3s7GxiZGj56ALNsJBiEalQgGocwySLSspSU5YdDdA+3dLVgMJnKVVDnC6ZtuTSFlAJVSHqaICpFgMmomfuei07reoVe8p+va4fCGcWADRy4fHvQwATmCVZIYVTiKVw69J3FspnCUbW1f87ZvNdFokNNLjuZIVywKOtnp5OM77jD87sknf6Gq6nnx6JnOQDCD7ycyzv/fBBmN2X4OSZLGjamt/eAHJ57oWHjxxcg6s1R/xM+8p8/ko8BSAGxk0X3GKsxGY4IINdPNhNdOJEKExYc+xoz8usHd9+PaGb8SxCbH9yF0YfoUpajy1JMejyeZ4hQPHfHQE9uGVB2NeFDoPZri/7wVoxMT/M5ON+6WZgI+H2UOB8N0kbP0dcNVtUn7BHFeaSrttxct49prf8LKlSt296Xa7/Duu0tSolT7MsLhMKtWrWLkyJE4TLFrqaY3/h4EBiWmivd6vdRPnUr9hAnk5OQwbdQoLjz//EQalNWr0TSNd1au5Kq772ZrWxv+QIDi4mJuv/0uzj/9hNQJRNzewuOHYFAmFOphw4YNOBzFVFWV4XJZY7YZPl8yVZru3A9s6m7gHe8qJlqqmG4fmZLSn7HiZ3zO5sS5XCzP5t7hF8aIWTCNmEGqZEDcX+lyhHgXjXDQzx3b/g+LbOGqSQsw5uUlo2t2OyxbxmpPA2d8+ivWsS2x+p+GXcnCsT+KbbOlBYClGzZwyd/+Fu1WfX/a1tR+vaZpg/SnyuD7AEkaqsEv9/BeLs9ozDLYO5AkSZ40fvw9MyZOvOTB2283jK3WpW0sFlpat1L5SmqTZT8RNvubGZ0zLKl/6QlQYxnGV8F1PL31VWbk1KQO4Loqx/ZwN0t7vmZG5cG45JzkhsVyYiYuqjwh2c4pXU+T7jguINKKabmfbsdwIPZRKBSivb2HsrISFEVjaGUl+fn5OzV99ZfE100cqiFJzoBmtylxCgaD4YBso/TvMJjPl18xcdBBRwxaYLszy7i9CZPJxNSpUwEGRMr+HVQ5prWyO10sW76CV176P1RV5fV//IOrb7gBWZYZPnQoQysraWhsRDYaybZYGF1bS0dPD71eL+PH19PusyWCayZPOzgc+BUT4TCoKmRlFVBVNYFQyM3XX3/JtGn12A2ApiHpW5Gl6TrdwS6i0QiFWbmpxTXA8/U3cNvGZ1np38zhOaO5oex0TKoEg/mkpROwOGka0N+2pSUWFUTFHfWi+XcQWLkU+6lnxz4XVh12Ozd9+GAKKQP40reRFn87CvF+sLLMNEXhs9tvN8677ze/CkSDl0iSNEXTtMb/4DJlcEAhozHbFTIRs/0QkiSVja2rW37aMceUXHf55bGyfkVJCt+DQe5d/gBXLP1Nyno/LDiGJ+b/Dbe7geZwO1bMLFh1C9WmcmwmGxcNO4mprvGD67hkGb8SZEvIzfDscmyWnOQy6b0qIbUqE5IzeFGOr4+aib6E6RWVwSDtijOxWZ+vD7d7G3193RQWllBdXY3VKiWiHgkEgzR7clMaAehtrOJSGv2pJZ5b//rXi7zwwqO89dYb3/Iq7T/YGTF7/fWXOO64U1Pe31eJ2Z5AtGMHkUiEzU1NbN22jYqyMiaMHcuI6dPZsmULf/vbfdxyy81s2tRCf7+UkvXUW5Hp+ZbFAlZrFJvNwI6tjbRu3UpFfj5FFguGcDg15agoRNQIvUqAHNmKWZWSG5RlVJOJoMmALRgrAkj0/RT3b3oqM44O1Y8RcJpykxc0Xd+mKIQsWUQkFXsgGrs/KyqS9jluNxcs/jmP9bydWMWBCU/cl2OcrZpFcx+nxFYYO+lly0CW+XDdGq743wejvlDoos3btz++O69XBvs+YhGz6/bwXhZkImYZfLdwOZ1zR40Y8cZfrr8u64iZMxOl6umdnY9wJH+Xc3Kmc3P1j2m2+WhoXUeX2seb297jsPypTDWPYHZuPSfWHJVqX5FeESbL2GQ7Y+Wq5JNZP9uOs5uwoyjxlkkEw/QeaMmytNQ2TGlo99kAG6qq0tfnoaDAid/vIzs7h5qaWmRZRpLEpk0YlHAi8qUopkHrChoaBhI1Pex2eP/9tznmmKMGfnggQzzEfT5wufBjw+OBnp4+OjoiNDZu46mn7mPChGp+8pNL9/bRfmcwFhZjBMaUVTDO0w2A6nCyePEScnNz2bp1K5qm0ty8lZEjqwYEpUTQN/23ZjQakSQoLS/HbDTSsn49W3w+pg0fHhuQBUlyu8kyZOEyZaUS5/gGDQZDTFbgkJF8PujvT92RqDrQ+Q4GomHuUN8jCFzPXFyaPaa/FD6AugIes6cPc9p7+t/K5bVnMLStFJ8a5t6W5xOkDAB/GNlmTd73U6ZAMMhMReH9W24xnnXXnx8bUzf89LUbGk/OtHT6PiHjY/ZNkCFm+wkkSTJMHDfunrG1tZe+f8jn0tzN5zFx80g+v+LjuBFmHPHKsWEFQzi/7AQikoGnD7sd57NT6cGLFZl/Hfow/2h7j7u3PMvDQxZyYkW8b55ILepJmdCM6Z8wLlcy0iV6ZsYJWXq9gGrPxaB/Mumjcem9+ex2uoO2OLmK0NHRRnv7dsxmC3Z7Lk5n6YAHn4h+WSyD21sIMpYO8Z4ITgBomsbixW9z9dW/GHRbBxJSooyKQsOWLTz33HMsXbeOefNPYvbsU9m0aS1XXGHD6Sxk2LBaFi16ifPPv3SnTRwOZKgOZ+LvIUOGAOBwOLjuuus5/PDpPPzwIxx77LFA8jelDwoL6P+WJImC/HwKJk4k2N6O7PfT2NVFSFGocDiw65uS63+okOzzpL/ZhGZzZwU3ioJVM3Ao5ayOtrPWt5kZBfWs8TVyfeRtfmiYzDnBSQO1oz5frFimqiplm1MYw5SiCTzY8CIhkvusxMnbM+7E5VFAzBdFxLyqClPjRrrmd7H24+Zj7X2WTkmSRmma1rqra5BBBt8XZIjZfgBJkvKnT5q0aub06ZXLqldAPEOxgg3csfRufnXIz1PMVJFlLAo8NucviUE2SIz8BFBoDXeTLzn4is38pvlRThg1Dzl9uq935hcQdhVp8NuLsKQRslhFvyn+YLIl+wOm23EEg6gmExuNMrmKDS3iR5ateDxdBAL9lJaOxWbLIRIBvZOBSEUO1vZG369cHwQUaGkZfL2NG1djMpmor68dcI4HGoLBIO8sWcLnX3zBO0uW0LB5M2cefzxnnXYaDz7xNI8++iiHHXYIGzf60DQzqqoydWohO3a4sdtLdr2D7wkuuugKRo+eyPnnn8nNN9/K+eefnwheC79aAT0pMyjhlHvBYjKB30+FLNMaDPJ1ayvZJhPjioqQQqEkWUrXag6ix0wQNH0RjA5HRqsJo6IaJUyePlrpYANuPlA3clqgloCvmzxLbmwMEDfJ+vUxciiKa8R+gkFOLjscKaTwes+nFEg53FB3MWV58Wi6253a9kCWidSNZPtqDxwK/RXB3PJ3CrcWOBzHdnk8i/7b65DB/oRMxGxXyBCzfRxZsjyprqbmo1/+5CfWk086iZoHUgX9a1uTfmQpKUJIVkICW078lFs//D1ec5i55QfzhXsd7zcvJ8tgQTbIoKbNvNNRUzNggA9bcgmSm/Ij2hnpCcs2TC5dS6f4ttSx41nn3sRzKx6kVhpFqamcESMmIsslFBUNJADp2jC9w0bDvynGF5/J8uCtcYqLNZ599hnmzz/2gBf/t7S0MHvWYZSXlHD4tGlc/+MfM2lUFXbVgD2/iHPmzEHNzWXZRgcdHbHvPBrtQ1U1AoFMQZ0eFgvMmTmVf/3970w67DDOPffchFM+xOYyQnM2AII0iWiYz0eW0cjQvDwqNQ1f3I5jS08PFkmiJDsbg/jxpv2IwzYzwbCfnL5ATGum34f4P/7PhAHVCGEUpKwsjgsOp4MZPBT+jDHWP3ESY7jWejKF4uYS6UyLJXYj6ZknUNAPFw4/gQsixxBSI7H0arrtR2dnYr08ax6vHP0E725cxLH14+F4u7zgd7e9ffD4sU98+vWaCzNVmxl835EhZvsoJEmShg4r+3V9Xd3Nz9x5p2FEVRWK38fm6NaU5Xr93oEVVyLNqEOJQeaeQ64DWaZbCtKstpCNmeklEwevmhTbdLmSD4H4NtWSsvgyycX1FkzpGMwKTR0b8zuSIiHsWBiuVFE7bAwFtlFEowOrK/X6MP2pNTX9e0G6npCJ4IKoQRBBwXC4n5qa2Dn+4x8f7fQ8DhScd94PuPjCC/n1ZZfFIpYBP1t2rEONGhCPe4PBQGPjZwwbNgOAxx//JXPnnkGJuPYZpKC/vx+L2YzW34chOxu/Ykr85gxKmFx7Wg5eDzGBstsTJM0gSeSazRAMUmCzsbW7m+a+Pobl5lKcnZ3sGxsvsvFE++mKdFOdnY+pvSu23XhEblOknR30cqg0DIB2/HhCPoZRDNEYcZoaLOEiPGgBeNO6ketUie3mAC6jGXOaGbTa2kpQDSdsc6T+fqS4vi2Qm0VEgzzFMjBaJ1qruVxMrZzK1KxK6OzkjW0fsubETVLfkvD5Q6qKZ0mSNFHTtJ7deX0y2FeQ0Zh9ExzAj5/9F5Ik2ahlU7OttWzdHx/DGm9D8+nWjwcum6WhamrSsk8vtIdBG3+bykq4sPYczq05leNLD01lVGIgFWkMvamrw5EiBBYkSZ+u0Vf0DxaZalWKsLiKiHb5cLubcOXl4ump5KCRP8RkShIycTj6CJkeeqKWXhCaLsfRIy5zSZxGT08X1133o8TnkycfdECTMoilMaPRKKoa+90YJANVtnIModTq1h071lNZOYWHHrqSNWve5fHHP9w7B7yvIxjk4quu4v6//AWz2QyAzaImZwDpEIUW8XVTiJreOiOOPLOZ8aWlePr7CcajXp5QiNfb32PJxq/4g/0UXJVV5Gh5MbsMcePFRf/H8DCboz7qsPI5V+DEwlyqKCUnIX9wylGqbTZ61RA/42DW9zXSkWVmjikXM6TcZO97VvG7rU/wg+xDuNg2I3Ez3dr4DH/1LeIXQ37AL6rPiu1fFB6I0CHEbl67PTFw3NnyMj3GEMyFrvUdQ+si5a2y0XioEo0u/9bXJoMM9kMc4I+g/Q+SJI2glNXUYbJPysIo0moeD70d3QOWrymoojPQRVGvrgBAb1EBqaJ9RcGuwlFjjkl9QOgZjng46HOSOnd/gyyjYqClJdWGQuxS9ED3+ZKrxQT6BgwGlYaG9fj9PYRCQwiFyjAYJMJhCdFTWZ+STCdJg4n5hZflv4ucidaD+s9XrPiUa645g/nzT+fee/+Hnp5uysoOfFfqp556hh/+8Fy+XruOZ555FmMogCwumBBp+3zkZEd56rHLUNUtLF/+xW5taH6gwIDKS2+9ha+/n9NPPjn5IxP3lpi1yPJAzzBRHSC8wcT3ry+O0UWcHGYzmM1Ew2G29PTwpnsz77Eal2bnj12nYxWTJ7Ht+PqHRyvYzHo2EeBfbOZUZSRDiXcGiYe9y3wyzyhzKSgeynCpgKWGdkqjNrLDWoJcRiIRHtr2d/oiAYxI9Chx3ajPh9dqYFX/djro49rm/+Gp5jf4cvxdsdiIfoIHse+kszNxnl6SwbGKunyemXSp5dL7H1k6bvjwG1Y3Nv5ey3g6HUDIOP9/E2SI2T6EwmLHeRTzCCdgpBSuLjgVUzicmHn3Sf0D1pG9Cp6eNly2iqR1hsjX6UJKQRQsYrBOr+RKF/T7fIlZt6hG03tdtbqTN5YItulN9MXu7fZkxEtVg4RC/RQUFNDTU0Bubi02m5zSQ1ykQ/XQV17CQOIlomODEbL0SJ6itJKfXwTIRCJhfv3rH/DXv/6F0047beDKBzCGDx/OkiXvMXv24SxY8BPu/dMfSa9pXb9lC1+uWMGXK1fy9qLFmEwZUjYY1qxZw4IrruDNl19OGhzrXfch+eNMb7mk/9E6HLHXg1Vf6gtmFAWjwcDEvDwu9x9KRW8+p2bVoQUCEAwixSNUHVYD5pCPXEw8bPkhV0e2sjS6jXmMSGwnvThgKmXQa4QSC9McyQbztLRARQXuUAePdL5LkcHOy4WXYSU2vqiqyslrb2QJTYlVvqKZT7pXMtM6MvV8xE3Z2ZnY7yn2g1nmewmA05nGxLxC3v3FLwxXPvvsLSaT6XhJko7QNG0Q19wMMjgwkSFm+wAkSZKnjBz5Yl1x8Ynb5oPb2kstlczNGpFcKBjkmdUvDFj34x1LuSB0GlqOEVQtlZABKAqvNi1mUfsnLJx4KVWWEYM3FR8MgzQl7/aZBlhipGVKE+91dkIkEsLj2UpvbzvFxUPo6ysgJ6c4pcJSWCjpDhlI8dkcAD0hS09n6gmZHjfdNJJQyMc993yI399IZWXl946UCZjNZt56659cdNGFFFRWMnXqVIYOrWL1119hkCRsNhtHH3UUd7/7LlJWFqo8MEueATz48CNcfsklTJ08eeAPVecNlwJB3PTGruKeFBYYg/3odToBKRrlkNwyDrYWAuDxemlUFCrDYf5f9Bke61oHNriNI/lp1mzGZw1lvLU6vp+0ymi9eFNRYkSsqQnq65Ofu91ooU5m20Yxg6HkmZIp103tTSmkDKCWAurz69ga7cdlzidbb8Ghc99VgJmRIYn1/sRbvN+2hUXDruOhyy/n0VWrpv/5+efb4t0CNn3Dy5LBPo2MxmxXyBCzvQxJkuzTamvXnzBpUvkvjz6a7kgfOWY7Czbfz+Pu94hqKrOHHAydnSxm1YD1P4l8TY6cjdFgBG9qQ2MxkBuMBmyyCZvRHGM0+qdr+sxePBzSnsDtnQbANCAyNVjdgaKA368iywba2powmWTy86cjSVkp64lD2VkULP2w9J+lr6Mnd+mfeTyx/Zx++j089dQF/P3v99Lauo7rrtvTPdv2beTl5fHiiy/R09PDRx99xMaNG7jwhz/A39fHnNmz6ejqSqlQzZCygVi+fBm/u/baVJt/kZYU95aYKeiqpBMQdhKDOO8nImv69GZaWyZJkkBRcKgq5eEwK6P9fI4JJBPhQJhX+z/hp6WzB5aGDlKtmTIzUpSYW/+MGYn3yoNmfsY0Ci2ulGjbktDqlEOfw3CeG3cjZoOJiNaPipY8D3EMdjs+n4fzeh5FI5mpDAEfsoFzOu/n5Sm3cUFFBRMnTMg97/rr1+ZkZx/Z19///je9NhlksL8iQ8z2IiRJKh1dVbX66vnznefMnAlAUVDmvC138ySfA/D8jo/ZFLyJS3qfZ6CDGFgwUeSJQDiNcOkG2vnls5ifXY/BqwJpM2U99C7fcbGYz1KUMrnWj+N6iIl+OKzfQZvsAAAgAElEQVTidm/D7W5l+PBpZGWNJBJJkiuRlhyMQIn2fenQvz8YIRPvD1YEIL6Sjo5WnnrqAgCWLHmOI4+cyznnnDX4Dr9nyM/P5/jjjweOj/lrxb/Ify5Zwo/OPnvvHtw+ji1btjBC36fW7U5x2k+B0FWJaso4sdmueenY1sg423CMxrRoQvoNp3+tS4dKkkSxJDEnmsVhIQtfqRHy5Dxm9pVCf1xsL9qkQfLG0B+rOD59pDzeSomaGoxGIyVBM0T6UparItk3twIrT+RfhMvtA3xUDx2KlJWV3I9uMJEtFtrpR0FlJb/gDhbzJCsAyDfkJqJ49VVVvPWXv8inXHvtkgm1tVes2rjxf3Z9ZTLYN5GpyvwmyKjw9hIkSRo9asiQLfddfLHznNmzY2/G/b2qzMm2RgoqsmZmM6lhpFlUM9VYx+aRj7LW25g6s04bzA3hMAabLblyutA/sTMlZVYddhQNcN5IJz/6TfT397F27Rf4/V7y8urp7k69AZuaYuL99GdLZ+fglZRNTQOrMsX+9QEJPcS20re3bdsnAIwZE2tVtWDBpQe8X9l/A1U2oVpsqBYbmsEY+1sevKtCBmA0GFC83tgLfRWiwM6qUXQ/+vV9jSzv3UCYcLJ6Rh8tE6m/wXrYigKD+OcG4K/aTKbjJJtsPi8toMGRQzTN8gZIFYXqZ1/i2PTH3tQ0UIsa3+/h8jBEXwQPAWxCDebzIa1Zk/xO0iQUFoud1wuv4B+FVzGhtIY/F57DVMqow8HCmh+kHGt5bi6L77zTUOp03ju5ru4uKXPzZnAAIxMx2wtwORxzxw0b9ubz114rjyqL+0IJWwtZ5qbi08hr1LiPD6iilD5jkEryaKCDsZTwQeWt2F0uuqN+Jny1gBZ6ebj4Z1w47dzYtnamyIek2F8MeoJ5pXdddrkGaMbSIcb6UCi2ntVqJi+vhqysggHPEDHO698Tz5/0FJnQSKenSfWVlf8ucjbg+3bBEUecxhFHaKhqI1deOZx58+YNXPB7CH3BWzgcRlXVxL9o3Kg0EomgaRoGgwGDwYAkSd9bUjt79uEUFhbxwgv/B8D0yZN5+913ubSoaODC+pLlNAF/4nVnJwdHnUwqHIHVaIVIfBm3e3C7Df266e9DTH+mRHlCmcWpkTeZYCgiaMthPTBGLGuxDCSQIvqWftNWVAz0oYlXdwPg8bBK2UJ3duylD1jVvYrDDZOT22lqSk3V6vbhsDjiqV83TpuFXxqPJDuqMGL5JijSdeCwWMiRZV674Qbp0nvuudoAoyVJOkbTNJ2bbgb7BzIRs10hQ8y+Y4yprr6itrz8npd/8xtKcnOTmhQ9gkF+Xno89jYbf+N9XvB/wZ2Os/FE+znENQFcLsJqmB9vvIsWegF4vv19LlTOTH0Y7Czf+O+Q9iDYmZAeYmnLjo5tuN3bqKqqRdOKyMkpSHyudwvQI92hQ/DEnXmWiVSmnsSJ0xTaMgFxemk93Wls/JzXX/8NOTl2fvSjn2PTRxAPEPh8PkKhEOFwGIPBQHFxMdu3t9DR0YGiKKiqysSJk/B6vaxbtxZVVdE0jZEj6ygqKmLFii9TyJfLFROWb93aRHt7e4KwHXzwIfT09LBx44bE8tXVNTidTtasWYPJZMJkMpGbm0tBQQF+vx9JkjCZTANTdfsZWlpa+OCDDxKvF1x4IVdfey2XnHZa7NxEdSUMntIU7+l+tLIhi66tayAgkT+0LhkO9vmSZEjfpxJSqyrFPzHJslgY0aTwlXoxGGQIh4nKMlGDgU3AUMAqJmh63ZfYnr4YQNzA+huqszN5IyoKUyilot9IS3YUAjBUzo+dp14WIWZb6ZYhuu9I9gc5lWpUVD5mC8PeW0TFrKOSy8oyWYrCgwsWcMvzz88NhYJrJUmapGnawHL1DDLYj5EhZt8RJEmSJo0add/w4uIFz15/PfasrNQUgp5dxBmLbDKSGzZjJYsx1viAFp/Bqt5uyo1JEuSQs1PX120nBemlj4IVCcG/bvnBSJWYWBuNGuvXr8BiMVNTMwWj0ZISXRvM+mJnxaA7M4QV+x8scpbu+iEgpDQCkUiQJUv+wAcf/JVAIEZi3357/zIV1zSNQCCA3+8nNzcXVVXZtGkj4XCYcDhMaWkpVVXD2LJlC6BhMpmwx8OZeXkOsrPtyLKMwWBAlmXy8/OZMeOgBKkSmDHjoJT9To4HPWpqRlBTMyLls4KCAqZNm54ga1lZscKO0tLSxHEp8QvU3NyMx9NDOBzGYrEwbdp0duzYQXd3FxaLBZstm4KCAuTBwp37GF555TXWr0+2QZt17PEU3HEHf3zgAX596aWp957LFfuxih+yICFpIs2+iJ/twS7sUUfSqC/9x93UFHuvpCQ1uh2/b9e0rCCkGJhkj+vdKipSbiwjoAI2o5Evw2HKFYVKwCiqb3S+YokCID3c7iQ5EyXXAA4HWWRxG0fxXn8T0+UhlBG3VvH58BNrcmuLGpJ2IMJsVnxHaTOyTfRwJi+THTCzqrkOW7xpvNC6ScBvjj6aKoOh9k4l2ipJUq2maTv+3XXLYF9BRmP2TbDvj4QHACRJkiePGbN4Sk3N4X+76qrYA0jPRgQxgpQ+kpui3WynD1PUSHfUR17FiNhPWlGwGEz8qfQHRCIhPg5s4OJhRydJlpg9C/NKgGCQ/v5enml5k3G5NcwonJg0G0sTBHsdQwZYYIhJtaoG6ex0U14+lJKSsdhs5kGrJvX2aGnStQTSeiEnsDOilq4r05Mz4T6gbxPa0rKMr75aiCRJfPTRe6xcuZJx48bhGMQGZF9ANBpNELBAwM+QIUNpb29n48YNmEwmbDYbFosFq9VKWVl5IjIlSNH48eMHbNM+SPsFSZJSCNnO8Nxzz3DWWecM+lk6qRNwpVcXAnV1dUCMYIr0aE5OTDAeCATo6uoiLy8Pn8/H+vXrsNmysdlsFBcXk5OTQyQSSZzj3sbo0aMZPXp04rUkSTz55NNMmzaFQ084iUMOOQRDS3PqSoL46KNIAD4fgX4vj3kWYzCZmWSaBmY5GcUS97EeIkSslyIoCpHSYiJaJKW2J0XsL8sYZJkhQJGmsTkaxR8OY1cUJCHk18/ExN/x6/mZ3MRvw2/xw+YKzi3REfj4GHIuYzmXsYhHSqcc5mDuokEJ8AtlIreYj6VfC/Ar/onaZuaBYZfG1lcUXin2EtDCnNUe6zYyLJLPBMrItjmTkW2XK3kuq1dDQwM/nDaNMlXNvfL99xvjbZw27PoKZpDBvo8MMdvDkCTJPn7kyJWnz55dfe2PfoQUCg0UXIkZpJhRx5nKcZZRuP0e5Bw7C/2vcln7XKaUTkx8bjaZuXPYRTSF26nOqU5lOoNEH3qUPtb3NuIyxyNtgunY7QkC53cNSflRiKCewaDidjfT2bmd4uIKfD4wmcwp2xdtmAaryhfkSxxWukQGdm6TsbMAYEvL4G2fAGpq/sFf/nIpP/3pz7jkkp+Qm5tLvfBl2gcQiUTwer14vV40TWP48OE0NDTg9fYmiImmabhcLlwu14AUYEFBwU62vPsQSmvR9G0hSVIiKmaz2Qakk81mMxMm1OP3+/H7/Qkit3Tp50hxb7XCwkLKyysIh8NkZWXtE1q3iooKHnjgIc4883QWL17C6Iqy2I95sJCuEErGPzNhpNZQiEOxYNfPLAQEQRMpUr3the4+rzcPiUfSfKnR8HQEg1gUhTGaBiYTW1UVr8VCjdeLVZBq/Y3Y0sJ1Rav4w5BYgcM/R3kYvz6bccXjkzemOB4d6bxMeYVNBAD4IytYGDqYeeb/YwXtuMjij52dWBx2es3wZveX5FscnDp5Hllbt2IC3nL8NrYhlyupT6uogLffTh7b6tXMqa/nhZIS61kvvLA6x2qd2xcIvDfYNcpgX0Km5nBXyBCzPQhJkkpH19Ss/tV55znPPvro2JtixisGz/QIg2A2FguHOsdxqHMcy/s305rVS1GWIxl+ijMdq9HMqGFTU9OiIpQkBs74bLjMWsT/q72IPFv+wEHb5QKLBYucGukSm2lvbycQ8FFTMxmTyZL4XP+/HnqZSnqFvq5bTOJ1+ns7265++cEwdiyMGRPmgguu4emnn2XWrFmDL/gdQtM0/H4/Xq8XWZYpLCxk9eqvMRiM5OXlkpcXe6CNHDlyF1s6sCFJElarFavVmkI8Dz74ECKRCP39/QmCum7dWvr7+8nNzSU/30l5eTmapu01onbcccdx661/YN5RR/Luo49SYzSm6r/02jLxQ/f5MEYiHGcdl/xsZ340IiQsoC+XTq+0ETefXiYhXuuXi6czW0IhljscVITDDA0GkUpKkv5qQJusWycE40d+zsy+1XzQOT91/NJFBDuCfWAi8Qz+0LMBW1YYrHCmdQYvGr7C4w0wxVrDYXkTmZs7JhYVtduT5+lyxV6LfTQ0QE0N3H9/yj7H1tTwz8suk0956KF3RpSVLdjU2vrgrq9YBhnsu8gQsz2ErKys0aOqq5ffd/31lsNFiklHqIDkgKMPKwn4fInZ9WR7NZPtE2IzRr1YV+87JpAeQtJ9brDZyDeZUgdsoVtJg6JANKqwdetmsrOd5OQUk5ubulx6UE4Ud+6s7kA8F8RXMNjzJ3276c8bfZGpwaDgdjcBNfqgHx9++HeGDh2+10hZNBrF6/ViMpmwWq189tmnGI1GcnPzKCyMCerr6yfuE9Gef4fc3JxdL/QdQBQOmExJ244JE+oJhUL09vYmtGwbNmzA74+RNfFdf5ff8fnnn08kEmHGaafx/37wA6447rjkACs0nDubUQzmKQgDxfgC6SlOffRbkLCdOQLrrXSAIZEIRdEovbKMBIT9fkw6CcQfOsexJesLNltVtsd9MVaa+5NRfv0YFBeAvss5/Nj/Fu1yDycGaziWIZyijcKt+oj2m9noymE9O1ge3caJ9ukU5es0cQ0NMWNbUSigKEkd2vr1yXEQEinOcrudxQsWGE5//PH/nTR8+NgVjY3XZHps7ovIaMy+CaTMb3f3IycnZ2b1kCHvP3v33dKo0tLkIKKvfkofiEtKkvoyny+Wp9M3OS4pSQ6AuqhbOBzmLW0ddeUTGekYnrr9wZom640e9bPd+Ay8W4kJd71eD1u2rMdqzcflqkbTUo93sM4x6dpmPfnS2zDpU53py+gDf+L9sWOT1kr65T///By2bHmWkpIzmDnzeez2WBeZ5547nksvPYtzzz33m16ybwVN09A0jVAolIjk5OTkUFk5hIKCgn1KI3UgIxqN4vP58Hp78fl81NWNYseOHfT2enA6C8jPz/9OCgw2btzI5ZdfSmtrK7897jhOnz495iOoj1yJ+1tAzCxECXJ6y6Q0tMlBlge3cpg8nFxFGii+FBA3i956Qx+VSxN/KtEoS+12yru6GNLcjASoFhN+g4pkknDVfULQBtVhE+vdJyNbbAP3KW52MV6JYgVRWWqxEDUa+GKYhfXhFk4wj8e5TVfpo5d4nBU3gRamhqtXJ183NMBJJyVJqCwTiUa59KmnWNXd/eaypqbjMuRs34IkjdDgrj28l+OWa5o2ZQ/vZI8iQ8x2M3Jycg6rrqpa8vozzxgrystT9RrBIOHebkxmW+rAW1WVJE3BYNKFFdAiEW5VP8EmyVxVcyayMzV10ODdyi+6nmOIpZRbp/4cu5ydJFzpLrAipSLKGvXLWCx0yzEvJk3TaGhYi81WTHZ2cn/pxVr68X1n/+KnnbJrfZZVT8b0BA1iJEu/rfb2KFu3SkycaODLL5t4/vlpOJ31gJUJE15JELhXX63i4Yff4fjjdY7suxmKotDd3U13dxfd3d3U1o7E6XTi9XrJzc39RuL6fR3vvruE2bOP2NuH8a0QDAbp6uqkq6sLr9fL1KnTgBiJ25OWKZqmsWjRIm688TcEAgEWHn00Zx1+OGabLfXHLoiYPuSr/yzdtC9+U30utfF2eC3nKmOoiepscPT6Az0RExF4QZbSb1DdcsFAgPV2O6rBwJi2NszieOMTvTdsOxhiKWCcKW3ip4c+PC5eWywJcqYZjfRkG7AUlGAzZyeJlyBwJSXJSH5VVTJiJshZQwMAAUIYjjkJs9mcKLLQjEZ+/tprfNHb++FHDQ2HZ8jZvgNJqtXg7j28l2P2e2KWSWXuRuTk5BxeU139zusvvmgsLytLquEBfD4+61zFky1vUaJmc2nlCbgqR6YQo4QNviNuumi34w508GjLu3jwcoz/UEYVlSRzhsAQeymnh6ezIytEMBrCXjJ0oL5ssLyi7j2/K1aF2d/ro7l5MyNGjKG0dEyK5EWspsfOUpEC+pSmvsJfoKQEuroaiURCQF0KIdOjs7OR++8/Db9/K11dXZSWrqGtbQVO5xg6Oj5n1artfP11rHuMqkbo7XVTVFS+8wP7LyB0Yt3dXRQWFhGJRNixw01BQQFVVcOwxB9A+2rF53+D5ubmXS+0j8NisVBeXkF5eQXRaBSj0UhnZycNDZswGAw4nU4qK4fEHuy7EZIkMW/ePI466igWLVrEnXfewa+ffpoplZXYTCYuOfJIZs+ahTRlClRUoGLA8OILqRupqNipkeAUyhgeteKMGhI3l6ZEcDuysAIO7KkzHTEjSm+7pCdn8RvQEo0yYccO3DYbcihExGhEVhQktxuqqjjWNBJMu0iT6sPkDkeSoMUJllRfj1NMIFtaeKPpLV4xbWMq+YwOBvFYFOZEHFhCCqxcmQzHNzUlBqI+Qhw8bimeHUt5J/9aavNj97zU1cUdM2ey8JNPZgZqaxdJkjRP0zT1P7l+GWSwN5EhZrsJdnvOrJqa6sWvvvaGsby8NCW8LgYVv1XmvY5l9IS8TK6ZyXxIHRjFQNXZmdBOFFkKqMLF1/SzMbidUegctWUZkwKnOw8l6LSTk1eWeB8gbHdiQk0yJGHLoasMC5cMQYtotLQ009raQn5+DX19RtIzb+nZFHHYg+nJ9Bis6t/lgk8/fZP777+Dr79eAkB19RFUV1dzzDE3AklSFYmEWLZsISefPJOFC1/lwgsvYNWqP7F5cx8zZ5bw1ltw110L8XqjdHXJNDWFGTWqlunTv33HbVVVkSQJj8fDxo0b0DSNgoICNE0jJyeHceMG2lNksO9CFA64XC4KCgro7++nK96o3ePx0NLSQkFBAQUFBSl6tm8DQdDmzZvH6tWraWhowO12c+Wfbqf33nsZN3o0IydMICc3D5vNxsEHH8LhWxuTGxA2Fmk3mjESoRAL+JIGrRoQ8HZjcBYDaT43+oiaXoemh65IQVIUSr1eMBrZ5HQSNpkY2dODWVSU19TE1kkvsxaTS92ENBzsx4QxGQGz22MRL5cL3G6u2P4o9+avBwn+iZtD8KNtW8fI0jxq5MLk97ByZezvODn7wtTJ6mzAAI+0vMxt0bOTxx+N8udLLuHaF188UjMYFkmSdFSGnO0ryGjMdoVMKnM3wOUqnFNaXvavf/z9dWlYVSUG1NRBL24aGY1G+XvbB6wJt/CryVdhDgQGVkrp+t6JbTR5mtgYaeeonPGxwU1fueTzxQY48TqeEvHbY2lJWQaTrKLGy6MMqDHjRzk3sctw2E9DQwMuVy2qmiQ0eq3yYIVeMDBtKf7WZ3DTueemTSu45pqZ/PjHD5CTY+f220/hpptu5pVXFuF01nH22bEexQcfvIUjjpjF1KnTeOSRR8nJyaGtrY177/0bHR0dXHPNT9m4cSNNTY2Ew9nIch8LF/6cG264kRtv/O1/ehmBWGTM5/OxY4eb9vZ26usnIssykUgEm822zwv2dycef/wxzj//R3v7ML4TRCIRuru76erqpKenh7FjxyW81vZEWlrTNLZs2cKaNWto2LSBPl8//f39vPLKP7DZbBx77HGcmCUzfejQVPNXAX1ESky0AI3YeC7JAzWN3Z42fu5cSb3fydWW6alhbJ1JYLjfS79ZIk+RMShRVIuF5vx8tuflMbK7G5c/3gwz7k8HpJZKd3bG/vl8LJmQywq7j3PbCynRcpKETrR18ng4LOs5PrT2gAoXZ09kKAUMt1Rwmm0Cpuz4OCUGlM8+i00oUbm0Yg2POGOp4Buayvhd81CYEs9gxWeC2pw5/OqRR1j81Vfvfbl+/ZwMOdu7iKUy793Dezlqv09lZojZt0RBgevIysoh/3zppTcMpaWl2ORw6iAa10IAscGzpATV4cTg6U6mF/QkTmhBILUCMz2fKLzPhPGiSF/W1aHKphQCJXS/FkuMmIUVA5GIhtvdSjAYYNSomsSuxVitN2/VV0LqT0V8lk7KhGxGQFEgN1fl5Zfvob19G4sXP8tFF93FH/5wespyv/71n3n55ec5++z5PPnkE7S1tfHnP9/BZZdd/o2uhc/n4/rrr+O2227HarV+o3UEgsEgZrOZjo4OGhu3UFxcQnFx8X+8nQMJQi/3fYOiKBgMBnp7e1m7dg0uVyHFxcXk5eXtcWIejUb59NNPeeutN3nhheeprazk1TlzyEpvZaUvJPJ4kjeuGBfE2KGr3H6q/wvOL11GjgpN7tNxBEklZvEIW7fdiNtlZXizF4tqSET++3JziYbD5AWDKAYDWeFwrDInndzF+3x2mKLcMqaTYI6dG3bUUh618qvi1QSHlXGXEm+11NQEPh9nOj+k1lLGDbYjiA6vRsaAbLMn06+QnLR2dqKicmdhI4/L6zEqQe7fWEt9IA8pHEaddRhWTAmdnXbIIVx33318tHHj0o9Wrz4oQ872HiRppAb/s4f3MidDzL7PcDoLjqqsrHrrxRffMBQXl2CxgIm4Kae+xFswF4slka5UHU4M7tbY+2JQ1YeWRCGAXigsPnc4UsWxYpmaGrBYEsRMz/cEMVMUCIVCrF+/AUWJMGLEKHJzbQkC5/PFNi/GaT3p2hn0h9XSkjrBFzzytdce5JVX/ofDDjuFOXNGcOaZZw7YzgcffMCtt95CWVkZV111NWPGjNltKaXBj1uho6OD9vYd+Hw+6usnJgTh36fI2M6wadMmRowYsesFD2CEQiHa23ewY8cOamtHYrVaE9HTPQ1VCXPs3LnMGTWKa0VbIgE9IdNHvoLBZDW2IGZxOcVTOU1cV7SaI7qdPNQzDRld1F03uVPRCOfnYikojo1Xy5alFAv1hEKsLypiZEcHTr8/WRigP46WFsKyxGvlAYwGicNyx+HVfIyo+xgFWOw/gTmdujZyYhtC+2axpFZ1ynKyOCC+DxUVHwo2RSOwaR1brRH+VanynKORM7Kn0EGQn5mnUWQdglZezvUvvMCiDRs+Wr5hw+EZcrZ3sC8QM0mSKoEngBJincoe0DTtr5IkOYHngSqgCThD07S90r8vQ8z+SzidBfMqKqrefPTRNw2VlcUpmUQT4WQLFoF0cibCUPqomL5EUdeaaQBLcjhiaQS9cEtUdsb30e1LJTRORzKd2djYjKKolJQMJStLShyWIehHtdgShyS0Yf/Oc0wcjjjFrVujbG7toCjPhWyQ8Xg6+Ne/nubJJ2/l979/lQULDhp8I98RVFWlp6eHvLw8vF4vra2tFBcXU1BQcEBUUu5OfJ9SmbuCGCd7e3tZt24tZrM5EVXdUxYchpZmPnzlFQ676irW/+UvjCwqSpITSCFm0WAAvyGKzR/B6OuPLVNXl1Kd6fPsYKnkZkagAJscn6mJUmlI6s9Ew1mheXW54KOPYn/Hz7XHZGJ9VhZFvb0M7+yMtXXS6coEmdLQ8JuNWApLaTD1c13lVjxmhfMMNXxMN7e4qylSbLSaQphVIwV19SnFTSlN4WU5RhLFuet0uYpsYLu3jauLl7E4pxspCj47HEoFH1qvjEXOysv5zbPP8taa1R9/uX7DYRly9t0jRsz+dw/vZfauiFkpUKpp2peSJOUAy4GTgB8B3Zqm3SZJ0q+AfE3TfrmHD3ZQZMT//wVKSsrmV1QMe/3RR9+QCguTpCwBfUWk3ppCDDZ6TyG9E7jFkjTrEu/rzWQhqdHQt2WpqSGsGGKFUsEgfiWNlNnDaBGNbW1t2HPyGDYsNvvWZ0ANSizSZwj6sVhsOzMKH3CKeXkaH330Pq2tLdTXT+GnC6/ii8/fpW70VLraW/F4Opg+fT7vvLOIiRMn/off9O5DJBKhtXU7ra2tWCwWRo6sw+l04nQ699oxZbD/QERQHQ4HM2YcRE9PDzt2uHE6nShKzE9wd6d91Yoh3PNhjBC9uWIFI+fNS1ZqxlOA4l8g0MvWXJWqgIpdiKubmhLyBjwe7EGNIyxDQU6rxtFZcnTaDax19HAYOmJmt8OsWbGxKS7NyPd6meL1siN+zhog6cc3AEVBArIrKgEY4RzOM9E6vAYTR2Q9T6PkYbqrhLM7bTyQs4ksi42fteRiLRmS3I7e/2zlyoQlRnukF48xTK0cyxrIQLGtgLMidRzsV7jesRSASQxNpAukri5uvuACDM88cwhIH0mSNFPTtOjuuVoZ7C/QNK0NaIv/3SdJ0jpiFWcnArPiiz0OvAdkiNn+gOLi0mNLSspfffTRNyWXq2iAhURsTDLgFG1NamqSM1s99FYaeuLmciW1FDo/IsXnw1hdjaRX5NfUpJZLyjKqPRd9I2OnPYwSDLJ+yxbC0SglBQUYSEbPku32dKIxBrZTSkdensajj97PfffdgcVixeks4Oabf0m+s5jHX3yLhq97qBsxhaOPdiVE1HsDPp8Pk8lEKBQiFAoxfvwEsrOzd71iBhnsBJIkpZD6np6eRKP58vKK3dpxwGq18tBDj3CR1ZzUWwkLCocjEUGyRQ0M6wVrjgM8vckb22IZWDwgPosL9PVj0Rkln/Gus58fhlt4grqBHjl2eyIbkAVUtLQQzs5m5bBh1G3bRq6YYOoHjqYmmDEDg8WCGfAFvQwx2amJ2DmJamwOE0cYa9gS6eI5yxaOa+ylsHBY6voiqrd+PR2an9MmN7DK3MsCY4DbmIvUsh0LMmcFq8GnkF3gIkCQhfknpkyCpUTz9zoAACAASURBVK4ubjr/fAwm00EWs3m5JEmTM+Tsu8S+5fwvSVIVMBH4HCiOkzY0TWuTJKlobx1Xhpj9B6ioGHpiSUn5y0899ZahoKBwQMcTEegSXMlrLyOXcHIQFZVFemsMoaoXlZb6tIIOj9jWY2lt4Lzyo2MDjaiIii9nig+uBlQsFkNC6I8C6zZvxmw2M3r48Fi6TlFAHly7pVpStTNCm6bPtprNfSxceC1Ll37M/fc/zeTJ08jPTz6IWlqgMh8OPfQ/+HJ3IzRNo6uri+3bWwgEAtTVjcLhcJCT8/3uRfmfYtKkvRfh3J+Qn5/PtGnT6ezspK2tlfz8/IRn2rft+GC32/F6e+H4c2LRKn1lTTAYm5wFgxjWryfblhfvLRm3mNCXRusanqf0NtONS725JlSDESNQnleSXE+UWbvdyQpQ3YBg8ngY3t/P16NHM6y9nbJB7D3Cyz4nPGsmdkwMw8FD3TMxZskUaKZYZaZiodpcyHJTF9aoMbYvoZUT4v+48fbSvF6WGXsJGOGPLGeyuZoz6iYkuwIoCpevyYZD56USS3H+bje/vfRSpAcfnBAIhz+RJOngDDk7oOCSJGmZ7vUDmqY9kL6QJEl24CXgGk3TvPuSrjhDzL4hiotLj9OTMv3YBgMrGLc0xfVKLlPis5Qoml6d73IlU57CtwiSG6+qoqClEWM0LokQQltB5vQmlLqBqKOrB6cjl1EjR8Z0MIoCcR1VeqWlLBsw7EQr4/P5aG/vR1Hg3nv/yCuvPM+sWXN59dX3GDZsYCqwomJgN6jvAoqioKoqqqqybVszZWXlFBYWZrRj/yXGjZuwtw9hv4EkSRQWFiZ6oXZ0tNPY2EhRURHl5RX/dbHAxOrhvPr2W/x0+rTUCu/06p6amoFReTFOQGIsUdEw6Cd9Qlhvt5NjMvE7/wRyOjTqI3lwnCspLq2qivWphFTtbBwutxubz8fGsWMp6u5GDofxB/t4eXiYER6N54dFKGv+BwuGnIQdE6XYoa0TzRLhNeNWHspv4I89UzghEEt7JtK1YgIatxzqc+WgWSIUS9CkAlboJhBbZuzYpNcZxKKJs2Yl+5R6PISVCHdue51om8SNP/4VkiRNk+BTSZJmZDRn3xX2eMSsc1dVmZIkZREjZU9rmvZy/O0dkiSVxqNlpUD7nj7QnR5fRvy/a8iyPLl25JilTzzxT0NZaVzToOMw+q4jek2/EM+LgJjTHiZl5WAQP7EB22ZRk4JWjyeZZqiqSnXSLilJFem63cnZsN1O2JKL0RjzSOrs7GBC7QhsIpWoKPixDejwop9IizSnpmm89NLfueWW39HQsCk+c/dy7rkXc+65F1NfXz+gf/reQiAQoLV1O263m+HDh1NaWra3D+mAQEb8/+0QCoVoa2uls7OTSZMmE41GkWX5P0pz+v1+xo0dzf+efjpHjRuXjJjpDQPFeCDC20Jbpm+1JMtEUNkq9eIKGXGEkx0DgGSoX0zsRIGS8AUT0bJgMOYlJiDLydZREBPZWyxsLijAF9jG1RO2EzZJrHFozGu38dymsRgVLaGVc2eFOLt6JcudYW7qGMc1gbHJsU937MgyjTY/Z4xYx7JsP8NVK4UWCzXGSu7hWPKzYtYaqqbCmtUY4pH/qCUL43Enxv7u6uLqbY9zr/Y+ABOoYOXsp7n+4YdZ9OWXb3zx9dfH/UcXOIP/GJJUp8Eje3gvh+xK/C8R05B1a5p2je79PwFdOvG/U9O0a/fwwQ5+jBli9u8hSdKw2trRGx577LWs8vJYk3A9kREZSb3/l36s04+Nwt3CRBhkGX/QkBh3bBY1ScoEMRMkDJJl8HrRv85YErsdtaSMSERj9eqvMBphzLCqZCpFlhNFAbqIfmJM1xc/AVx11ZV89NGH3HDDb5k1a1ai1ZBoSrAvQNM0VFVl2bIvKCwspKysPNEaKYNvjwwx2z3QNA1JktiwYQN9fV6GDq3C5XJ9I4JmCPpZvGQJZ55/PlaTie3xtONNhx/Obw47LNXdX6870LdhAlAUomi0ygEM4QhfZnuZ2m2lpD++I72DtCgw0ldaQmqV+OrVqf04RdrUYkEDWlwuttlsbOv8kvWOHtYWwY87qskxZjHOZ8OmGmPV4/h5taAdj0HlYvMM7J3elG3pB9sNBUbqat+LyZRM8IXxSt5nHUto5H6Ox4GV99jCF9FtXNNUyqLsTj4wu7nRMJPi+pkATG78JV+STPEunXQ/U5xjueAPf6ChtfXej7788opvdFEz+K8gSaM0eGwP72XGrojZocCHwNfE7DIAriOmM3sBGAI0A6drmta9hw928GPMELOdQ5Ik14gRdU133/1U9vjxk1O6jwh5hl63r68W17+frvM3ER5QOSnsKoBE2B5Isj/9zkXqUmcqCxAMK5hMJjo7eyg0G2IDf3w9EZkTSBuzqahI7uLzzz/n2GOPYeXKr6jYGznJXSAQCLB161ZAo65uVOLBl8HuRYaY7V5omkZ3dzdNTY1YLFbGjBmzy3XEmPD+hx8y6+ijsZnNHD9qFHfOmkVZTk7qTawnZXrrHfF5/H+3McAb1u3M7LRQ64nrGcRsS6wnGtaKsLiIjInt6zoFDIi8xffTY7ezbuhQahs3YcvL45+1Rrq7tnNqZ0HM3FZRwOGIxehlU0pLqMQ5iIpMhwO3HKS05l8glAka6Ie1yeTQF41iw8z/Gs/k/d6VvGvazm3W4xmfVQ52Oxt6WjiBB+hFwUEeDtnO3eMXMrFgDCcsXEhTe/uCdQ0Ne9rP4XuLfYGY7Q/IiG92AkmSbHV1Y9bcfPOd2ePHT06ZvEFq+hIgV/ZjCPrRNA1TsJUsLTRgWYF0UiYmqqrFFpst6puMi7/F6/SmxnY7Wl8frW1tLF++jGhLM0VEkKJJLetgpEzsF1INZVtbWznhhON47LEn9klS1tjYyJdfLsdisVBTEzM/zZCyPYPCwr1WlHRAQpIkCgoKmDRpMjU1NWiaxvr16+jp6WFnE2TVYkO12Gj45z/Jsdl47MwzefbQQynLyhoocBUzRr32TFeNFFECPJe1Fbm/i3Na8qkN6qJhIk0pyNzKlUm9ltiP6DIiIGam+vd0Y1Wer4/J27biyHXgrxpOSdTCbEttkpQBuN1JUgax8U6vn/N4EuTQFQTh340GmAGdZH85fWw0+jEYZR7mCz7L83K39ZQYKXO5wOEgt9DF3UOvpHHmS/xoyHw2Ki38ee1T9ElB7v7tL/BL/fe7nM4jd3oRM/iWEFWZe/Lf/o8MMRsEkiQZx42bsPzyy39WNHfuMUBqAEuk/VImoyIytW0Tm3ubCHg6MBFOSMHSiwOAAWTP4POSItzSO7cO1uuI2Cy8YfVqWjZvZmK+gyyh6FcUupVcvEoqKUs3idWnMNetW8cZZ5zGj398Cccdt+/ILcLhMC0t29A0DafTybRp06mqqtpjxp4ZxDB//vy9fQgHJCRJwmw2A5Cf72TTpo189dUq+vr6drrOhTfeyHP3389VL77Iu/pxQOgj9HA4BnYSAZ6xbefcEV8xYdQKTJAcV8R9FG84vskaJEIkth1R6SgGu4qK5MAVDLLS0sNzk22EpAgAmhLhC1MnJ81oZOysJuoO+prF+Z10yTJGczVl4ezYMQeDBIM+PpV34G34MrW7iahidzjYli9zq/wFj7ES2WJHaT4BAsRImUBA9y8KQ3EylgqGy+WUFA2LkbL47LgpO8In2jYaA27WdjXQg59Pg2sIBAI8636bthM7wK79Kysra9fhzAwy2EPIPNnSIEmSVF8/+e15846vO++8C1ME/IPxANHCKIwJk6cTq2yhVM3DbDRDZyemuCAfUvtP2ixJLzEg3mOTgTlSAaG70Kc0gWh3NxowKT8/djGF0M3hwEk40QHA620nOzsbi8XC5s1f8d57H1JU5GDs2AlEo1Hee28Jt912A7fccitXXnnV7vkyvyUikQjbtjXT1tZGcXEJmqaRl5e3tw/re4M333wzQ872ICRJori4mKKiItxud6KquL+/P9lA3eeNLdzfz/w5czj2xBP5bMgQjrDZkgRM6E31A4wgbKItHDBbdVEShjFe4iRIGzCoLbf1cv/QDv4/e+cd30Z9/vH3nWRJlmVb3nsljkfixM7eEFYIo+w9WjYEKJT210IpBGiBQiklZY+wKXsXQhoSCDSL7B3bcWwntmN5y7Ita979/jiddHJCWQmJE31eL7/s062v7nzPfb7P+DzneIv4hSuwbssWfOmp6BEVj71GhqMqXma51cGkYXk8KS1jZQr8N5Mwx8U8azNvb99O09BhLEo18tuoz9lR5FS8XWYY1gXfLNpBQnJB2FgWpto4cXRb8FhzmhpY7juZFW3TmRz9XzAQ8qCBsgysppZXrddhNBnRRxnDcuXGW8aT5srhgjV3sZ56REAW4U3b55S5Uzk9fiwz7prFEw+8vkYQhEJZlpu+9w2N4Hsi4g/6LkRyzAagomL8EyNGVFz/t789S3S0sJc2mdaOaSvRU9XK2n24xjzJmWFRh2A/Tb0eCVHRG1NXavNDtCfSzm57e/EKArVtbQzNyEDf1RWq0lRDCxYLpKfT0RPFunVfceqpJwIgiiJ5eflMmTKdtrZ2amt3IMsykyZN5Nxzz+PEE0/c35f0B8Pn86HT6WhtbaW7u5vc3NxIUv9BQCTH7OdHb28vW7ZsxmKJJT8/H0uAUKh9dXfU1jL5tNP4+v33Gb5qlbpTKGlU+5yon6vQ5pwNTIlQvez+Ht5J76LYbqBnxBAm9ScQJxmot+8io7mHuOQsZfuA18yDlzqxn4m5y+jeV+MDCd5ek8m59jQ8+Bk5fQ/10Q48WkYlwy07Y/lHdb5mN5mrCrfwYlH44W5rz+WkniyOzlsR/n6PDt8uGYF4EnjG/EuOiy9V7GYgX+3r5jUcXaMIuptRgmsSOq6MO5FHhlyFPsrIst5erp4zp3t7VVWeLMvd+/hmEfwICMJwGV47wGcZG8kxO5xQUjLi1ykpadffdddTCIIQVrE9MIdWmzyfmiztrZCt2dhg241oV4o7DC5H2CZqK6SB+wz0jGmXXbLMhvp6dKKIbs+e8H6bqiHu7WXpsmX84uRJzJ59Na+88jodHT20tLSxbdt2Hn/8Wf71r/fZvHkzW7ZsYd685w86KZNlmebmZlavXoXD4SAtLY2ioqIIKYvgiIHFYmH8+AlYrfFs3rwJp1NJ/v94zTrOvOFG1mzaxD/uuosZ55zDwsxMhWyoxsjlUrxZarsmbZPzQMcAjyDhd/WH51Fo8sIS+wWurUtkmF3AVreF/jWr0NlaifPrMEiCkk6h6SpgMMXyUcyufZMy4Oh6mFnjY2lcDwafTL2vHQ8eRuhGkCIEhHAF+NDaE5xMkp6O6POjFwfo8XjBKsZhikn4n6QMoAuZnXTylXMLHh2h4gWfj1hTDDMZQTRwAmX0Af34ecOxGIeg5AZPzc/n3jlz4kcOH75FEIR9q3FH8CMQyTH7PoiEMgPIyMg8OS8v/5/PP/8mPp8+6CnThjDVqIHWaxaUjhjYDxNCpeyBdWJ7a3hfTHWdVvxMayy1fZECxtMvSWxoaCCrvZ2cnp6Qp0w9d+A4L8yfz51PPskDd9/NReeeiz8mIXBoQ9hwDxV4vV62bNkMQFnZyIPaximCCA4mdDod2dk5ZGRkotPpaGho4Pbbb+Oqq67myXnzqN+1i+7eXjYuWMBMtbE5hE8O1QpKNZke6PI62KXvI1U0kOnTvMAG5KLhcpHlk/lVlREDOtheRUZyMvgkxb6oItmBfc9y5XKrv3Gf78TTq6D85Fa6La3cvtHCuF5YHgu7/LsYqR+JwW+gSW7C4idcQ62wkHrvy2HHyumHG/QTsVgTOcW5lm2GFuq+xUyoNQF/YRH/J55NkFm1tzM6eRgfTXwAA3rk+HiiFk5BBjpwY0nNBtEAJhNnTZtG07nnZr/573+vFwRhZESANoKfCxFiBkRFRZWXlpZ+/M47HwhpaRat02mvvLJEiyJ1oRIyxaaJGPTS3o0ltYRLi4FkTGVJA0XQVIMZ6J/p9vkw6vWUl5cT3dAA9fVIkoQ4aRK0tyN1dvLlqlW8+OWXfPH11yz59FOKAgZUOETvtNfrxel0EhcXR05OLklJSZEqy0MEkTDmwYVOpzCduLg4jEYjU6dO5YrJk9jz5Zd0d3QwYWD/S5MplP8VkLDo7e/m0xwPRW4jsbIJnaAnwWilz9XJjignpb0yRh9hpAwAnw+DppAImy280EAlg+npFBKPfeMEzivYztqoHjqMgAj5LmhLN7HL6gIZ0lKHcOfKTZx0GvTqelnvW88o3Sh6+xy8tTMfCGg1BoqeJiYW8znrATD4QZdsINb1PAZgkel0lsZ0cDtL/+c1NCMg6KOUKk7NDNsUIIF+l4t/ld/HtRv/TAn5GAxmuvv6KFv4C0x+PVtnvUdDbe1wj9f7FnDuD7yFEewTh4dX60DiiM8xEwQht6SkZMcHH3xkKCkqREIMk+nR5pZlmgJacxYLTp8hzINm8Dn3jnfCXrNWTKZQmWbA8EmWuFCe2QCPm2RNBIed5atWsWLFCjZUVlJZVYUBqKuvp627m9TkZNJSU2loaCA7J4crL72Ui887j6TERKWp+SEIWZax2WzU1dWSkZFJQUHBd+8Uwc+KzZs3RtoyHSLIzs7kg5deIrm2lqGShKTTIXZ3K5qHdnvIpqg5qjYbEhIfx7ZwT7GNkc5YnmoYgdEYwwvWem7IqSK+B75aU8AINd1M22FkYMWmuh5CbZJUJCcHVaqd+JBcfeyM6qPUa8FgTWWa8DxDPLHM88/CpRcZ1/8qOwKpaqIsckdtMrd0lxNntSJqBBW3m7pZoKvj8d4lVERn8b6vXtlJgkxJxziy+Dhm9z6v1ymUcWzMcM5Jn05uXG74RHdAyxK/3w8WS5AId3d3U/D1L5DwU1n+HKnZJVxy551UNTbev3bz5j/9mPsXgQJBGCHDWwf4LCMHfY7ZEU3MBEGIH1k20vbEk8+apk6dFLZOK6XT2wu5+j1hbUtULTKXS9NqSTVq2tinxRLeAVzVBgsYPy1xGlgEYHO6eOedt5k37znycnNJS89g0qTJlBUPw9vSQu74iaSlpdG2fSsPPvEEj8+bxz/+8Qi3XHkFwCFLygB27qzB4XBQWDgsErY8RBFJ/j908Ic//J7etlaevvJKvNu3s6avjzyPh4zaWoQBTcVxuWj32Xlft5MdsV4kWWKmI4kTe9LAauXK1GW8kKxMMi9siuX1ZcnhRUtqsdE+4NXLOKMgPq8UgLrcWJoSo5hAJgb0of69NluIACUnh7Vtekm/lcsty5U8MQ8sXZ5OfNkp+JOSGOH1KmEcNawZKGi6zPYYL1MT0mmXAQGiRJhjPJk7mR82zjXpf2VswhB8JhN19nqOqrsNGbAds2Cf38sjeXEZdehFPfglXJKTzj0NFFoUBunOzOTU2bOpa27+ZU19/as/4NZFoIEglMnwzgE+y/BBT8wO0QDXgYcgCGLFqFEr/3j77abpUyfgGTA51KZ35eqViijVWDlcBm0nJCS9IZTErzmIlKwIdIoAvb04k3MxoSFghHpTKulmgZAo8J8VK7nggvM58cRZ3HPPnznhhJlER+8jyxXIzsxk5PiJTNqyhZkzlQT+Q5GUeb1edu3aRW5uLrm5eT+4b2AEERypuOPaaxg+eTKXTpjA1JEjGel2s+PTT2mOjaW0owOz1svlcjGvpI93knRcNPx8Ln9yOYn+QJaV3U6uWQ+BVIxh7Yq3KKyaaWC+rHpci4U/j+3hnSL4+3Ybp1oqIE4H9AcmrJouAarembpcWBjUYbzMN4LFvY28FrubTBeMcyVh2LSJ6hkz2BgVxUivF0dvM9fEL6emv5mT+0soMaZCf03oggSiYdHArw2TeNezlipaGEM6L1uuJDezhL81fMBS+1YWe9cS6KlC2ZcXsOWYN4OH6enp4uFdH/C3tlfoR3FSzDFfwJ+m30BifnmQIBrz83nnscc49rLLXhEEYbUsy5X74bZGEME+ccR6zMaVlz959NSpsx+++25ITkZC1EYXgzC07wn+3eXswh2XQ6urg+y4HKxx+rAiyqDmEOHESHQ56XSZg3bKbJLCEm47fXFBPtfd3cILL7zAZ5/9m9tuu5WTTjo51O9ykEKWZVpaWqit3UlKSioFBQURcdhBgIjH7NDCvx+4nxvnzmXlU0+RlZGBLMu0dneT+PLLSH4/OllGL8vgcrEuW8+iITouO/4WUuPS4aqrlIPo9fS5Opg6YhPxXvh0XTEWAsr7WgkNbVgzsCzLMnOnR/FYuZebbbnc3DE0VAQwoK+lKusTbBKsfd7r62kQe+j09ZCytpIOPcwetZM/NqRQXv4rvvKv4RLDEmXbwFx0TF88VUI3fWp6UmBumx0N93E2BVh5x7CDGfph/MIwksvsL/I6G/e6hucwmXdG38aCvq1cUP1nunHttU0mVhpO/AzRYAgP2/p8bFq7lktvvNG1adu2FFmWe/faOYL/CcVj9v4BPkvxoPeYHZHELCkhYdao4uL5C595RojKyFD0xKyJwABS1hvIKXO5eGbjK9yz9jGa/XuIxsyTJz3LRRUXB4mcobczlNRvsYSJx2p78qrFmFZrQM/M5+Olt9/n0Ucfpbm5EZutGUEQ+PTTz8nMTGH48BHB3IfBCpfLxfbt2yJhy4MAl8tFf38/Ho8Hj8dDVlYWTqeT5uZmJElCkvykp2cQH6/IMyifScTHW2lpsREdHY1Op0MQREpLS3G5XDQ1NSGKIqIokpqaSmxsLDabDYPBgMFgwGg0YjBEFAYOBB588AFen/ccHz/4IAWZmcHQY+Prr9NoNmPctYtXW1v5pKGBms5OUhITueToo7m6oICS3btD3UMGEi/1MwjvxQvIgY4Eau/d9hnjsPj0mPSaCvOyMmUfk0k5h9UaLv2jLRzw+ZTiAZeLFWIzUzKXKGEFP1TtOpbp2V+SEj2cWn8t/fQHd0t3wgRTNh/TGJLLUIMIfnhGdwqTE0fzWedabuWz4H6vJN9ErcfGI473ENFzfdRJ3Of98Fuv8ftT5nFm0ujQ2NV+nYFr9erbb/PIs89uXL9582j5SHyB/gREiNn3wxHnthAEIWf4sGEfv/HPfwpRUVFB3S8R2ONKDGq0AkGytqtmLbesupd++gDox8kfF/0fF1VcDIQTODX+KZpMwRCl1gtntyvLdjuk6hW5jPWrlrN+/Wqio82YzTHk5eWyZct2TjjhGERx8ErNtbW14XB0M3RoIRUVoyNhy/0ISZJwOp04nU6MRiPx8fFUVVXidDpxu90YjUZGjx5DS4sNu91OVJQBo9GAJEnodDrMZnOQXJlMJgRBIDc3L/hZVFQU8fFxGI2mIFnT6XRERUVhtVqDn4miiCzLOBzduN0evF4PsbGxFBUVs23bVpxOJwaDEaPRSHFxMU6nE6/Xi9lsHvSe4IOBP/zhVkwmExOvv555t9zCaeVKcUbzuHHc9Nxz6OPjabbb0csytTffjLusjFcWLWLMo49iP+00DPn5UKmJwu1L5sdqDZEzvR4hISFMqDZ55RbFiJWVhfavqVGWGxuVfdvbFUKjesrq60P5tT6f4mnbsoXdQpdifAMq/u2WKFoFGZ3USYW+gg3SBvr1/eABmxnGROexgkba+gnXL9PBMuo5s7OcNbQEPx5FGseZhzHRkMUTjk/oxMlL3sXfen0rz/svxWnDlQWVxNbXh4ily8Wlp53Gym++KZd8vgeAW7/1YBHsAwIR+dTvxhHlMRMEwTiiuLjx6fvuS542fnxohctFrb4oaGO0RZTJybBg+0JOe/cU/ITcaUelHMPnV30RImVaBFxjHp8YVoWuVcJQn3PRrnjaVm3x0di4g82bVzJ37h04HA4WLlzEMcccs5+vwoGHz+ejpqYGh6Ob4uKSSBulnwC/309fX1+AhPWRlpaOTqdj9epVmEwmzGYzqalppKSk0NXVhSiKQc/VT/W0/tRQpsfjwe124/F48Pl8pKWl0draSlNTI319fYiiSHl5BXq9nra2NsxmM2azGaPRGCHx34EVK1Zw4YXnU5GRwbqdO2nq6AAgJSEBjyTR29NDUlwcstfLkMREXA4H6046CVG9rj6fQqa00HYJ2NeyVmtRNWbTpin2rr5eITKTAkVUKtGrqFB+qwYwPz9MHkiu2UFs8tP0AcfoUvii4wK2spUy6xdk6DLIk/JYLa/Gr1OUyS6njBfZEjasscIQ0klhsbyaSxjFY1FnEu29K7j+U65gSu44vnHV8nDrJ+REpzLKm899vndoC3jkzIhsG/sauZNnhv73XK7w8K7GC+h2ODj+iivYUFU1o6ev76tvvVERhEEQRsrwwQE+y7BB7zE7oqjruPLyT64691yFlKmyFRpRRtXWqIVFqmdrat50bh53S9ixHpj1171JmSY8ICEGCwjUVVo1De3zvq7STExMLLGxZmbNOp0NG6p59NHHePrpp/b3JfhZYLPZEEWRsWPHRUjZD4Df78dut7N79y42b96M3++ns7OTmpoddHV1odPpEUUxoGk1jfHjJzBiRBkpKYqCekJCAvHx8cHw48GGwWAgNjaWpKQk0tLSAEhNTWX06DFMnTqNsWPHER0djSRJ9Pc7aWjYzfr169izZw+yLFNbu5PW1lbcbvdB/iaHHiZPnsz69Rs579c3c9wppwKw6pFHmJCXxxCjkSyLhaevuYZbTz+dbTYby2fODJEyFaoHCxRjF1TLDiA5OfRZwCD+eaKLEad2sYF+xZAtWhQiZQArV4YXDaxZoxhRl0s5liqqHTCMG7OjOZUS3tf/ks/Nv4f8fEZYp1Kvu5HmnmY2uTfh1/kREXmF03gs9XoGJkM0yh0UZBVwesJ0fkEZ+Pwka4JB1TRjbeuh2JDOzIQK7kw5i5tHns1LBbcSjY4UYlk55hnyEvMQqqqUnQaGeLVG2+fDvkHZpQAAIABJREFUaDbz+j33kJeZuVgQhH10ko/g2xFR/v8uHDEes7FlZb8blpv79zceegghNja8YshiweEy0N4OQ5IdwcR97YTRaPIyb9Xz/G3ZvaQmpPPZSa+QHj/gedRWNZlMSHpDsPpcfc5VySF1s8pKJTm+t7cKQXAxatRIzGYdS5Z8ytlnn4rfPzjuj9/vp66ujqSkJKxWa8Tj8R2QZRm32013dzcul4u8vDzq6uqw27uIi4sjLi6epKSkgxrKPljJ/7IsI8syjY2NOBzdOBwOUlJSGTZsGG1tbZhMJmJiYgZ1mH9/QpZl/v73h7jttlsZnZrK+tZWfjtkCPePHEllSgoeQaCir48orze0kyrWqO3Lq+06so8em0vi7RxzWr8SjeqH2uegwBV4zq3W8GOoRQGqh23aNGU5OTms7Uh13x4e1C3lQm8Zx8cGQogmE76aaqKi/gkCmDEzMnokG9iAGzc9I98jafPZwW6baSRwW8FF/DrhRHSble4h73vX8zeWcQrF3Bl9Umhs2kKE5GRqeneRThLm+Di2uRpY3LqGm5NOREpLRZIl9J32cMKqnW0Di7/4glsfe6xz7bZt6bIsay5wBPuC4jH7+ACfZcig95gdETlmUXr9qFHFxX+bN2eOQhhU95XmAYszebDkG5CIQ+x17CU34fdFcfmY6xibNZkcvbQ3KYPQQxs4vmgCn88QPI02nGmxwJYt6qYNSFI/hYWjEEUd7e09nH32qcyZc8+BuiT7FQ6Hg6qqSmJiLFgslggp+xb09/fjdruxWq1s27YVh8NBXFwc8fHxyLIcENk9dIR2c3NzD8p5BUEI5Lwp55dlGUlSyvAcDge7dtXjcrlITk6hpKQEt9tNVFTUEUvUBEFgzx6lenx9aysA1qgopGHDGDVpEh16Pfp//QunTke0242gGiKtDdRWUWr70WlI2+o0v0LKAAywNAcKdgSW7QMITE1NKMfMYoENG+BUxbOnFXotshTxPEqn8iXt60iItlJuj6MxXo+a9+/ESZO7iQpjBRvYgMVqpXv6Yq6ufoitrbv49chLOdWrtK9Su6ScqhvJDGcWib0SZBNWMer3+5FlmfkbPmBU7gSMyRY+aPmKG7Y/QivduFv2cGJzBaaEdApjMtFVVoaKGwbguJkzOWfr1kRBFN8BzvjRN/GIgdorM4L/hcOemAmCYB2Sl7X6X3fcIVrM5r17UQL09tKJkuivTvwCxZXaVpf4fDAqrZw4vTPc1T0Qmmx/bZelxkZoa9tNTEws7e0JyLKMKPoxGDKxWLJwOHSIIsTFxXDCCSciy/Je4tuHGmRZpq6ujry8fFJTUw/2cA5J1NXV0dbWit/vJyMjA6vVSnFxSaDa8dAlscccc+zBHgKgEA81NDt06FBgKD6fLxjirK+vp729jYSEBJKSkklNTT2kr+uBwJCCfCqKijgqJ4dHFy9msV7Pw08+yagFCzhm6FDuyshgp9uNPyqKUq8Xo9bzo+ZtmExKuE7rQdPYuYmOWKx9HdhjAB0km4yARr9RrWxSK6js9lC4NDk5RNZU2O1Bg7vZu4dFht1McPRSqisiPyoRK2DvB2RoNDYiIFBIIRsaN5Mfl8prLYpY7BWbbuf+MbdRvfoJjiaHy2KnsrN9OztdNmaQhaWxMXje+Q1fscBXyW5XGx+xGbbCspyHqJP3kCMkES9HkxOVwpKuDYzvyacoxQQtLUpp/fHHK+NWy+oDuPU3v+GbjRtPL8rPv7K6vv75/XVPIzhycVhPMQVBEEcWF6168NLLDSV5eeEMa0BbDhV2O2CxBMlQosmpTYlQSBnsuwu4tolwAKLPE8yNXbduMaeemscxxySyZ081DkcNnZ07MBj0dHQoszhQbFtsbCw+n++QJWVer5fq6ir8fj+jRo2KkLIAPB4Pzc3NbN26hR07qgEwm82Ulg5n0qTJ5OcrHrHBIK77wQfvHewhfCv0ej0xMTEAFBcXM27ceBISEunt7Ql6kHbt2kVPTw9HQrrGjb++mfLkZERR5E/nn0+7z8clF1xATWMjf/7oI1bYbJTV1GB1OlmblIRDvSbanr0D7aJeH7Y8zh7N3E1xHNcI526HiX1WhXip5EsleD5fyD62tytERvWmaas/VS+dXo9FZ+QU0yhSo9O4w7+A27zvM518pfLSrGzeQAPb2c723t0IQlRYUea7697hJVZzMx9h7+kgJy6HUf4kzKrvob5e6diCh92uFuazObjv0oYlzI4/mi/li9iuv4EzDMOZkjmJ0pwKhJaW0HVasCC8vD4Awe3myd/cgFt2zhMEofQH37wjCqrHLJJj9r9wiL729w/GjBr1xLFjxw4759JLw1cMIGVOUyJ6X7g9EZEw9NrBZEJ0OZFMZuJ8naDXkDstVFKmGiZNg/KaGuW4ghDiwatXf8j48ceRlVWO1wuzZ5cyceJM/vKXuZx33hm43T288sor+/Ny7Df09PSwbdtWUlJSDnmvz8+B/v5+fD4fFouFDRvWExNjISkpmcRExQurJr4PNjgcPQd7CN8bRqORjIyM4HJMTAxtbW1s374NWZYZP35CUPLjcPx/FQSBv7z5NmNHjuC9229nxIwZrF2zhvvPOYdPP/yQIc3NCJJE/u7dxJnNRBkM+P1+REDQkiW1jZy2hDxAqsx2Oxc3J3FiWzzprgFK3OnpIY+ZehyrNWRQ16yBWbOUv1VSk5wctJPR6MiRrFzc/yxfUxc6rp+wd20cEh5EKtvsNJb9ixd3zWfC0MlcumEOAEdTiEkwYhJNtMWbOMf+Pk2CjV/ETOAOWzLnJI9mmpDDJz0beYP1jCWHa2KnEPP1SuU7tLcT7ZcYn1WhLOcMgyVLQu+M+nrF+xboR6pWakZlpuA+xUXihzEbBUFIjIjPRvBTcNgSs8TExJMqysuv/evcueHZ99qecKqwrCs0eXO5AKuI2STR2tUIRiOpiTkhVX9tCFMlYQPFFFX4fLTaDVitUF/fyXXXHctFF/2WrKx8OjpqKS4uR5b19PfLNDfXsmTJOzQ23s/KlV/w+9//Cb9/3y2YDiY8Hg9btmymsHBYsBrwSIQsyzQ376GlpYX+/n7y8wuIjY1l/PgJh+WLf7AhPj4+UBFciNvtRhRFdu/ejc3WTGpqKqmpaVj24eEezMjKyuLVt97h7EsvZsG8eVx41FGwdCmXZWSA0xkkSYlOJzid7MzMxK3XU9zWhi7QMQDYu3m5CqsVvd1Ouk+j8K8lZ8manpsDIwoDQ5mBAoPepDj+1v0ZyzzbcQPR6NCDIkw0gJRdz1Espx76W0mNr2CnvZ9fF5yNQdDxoe4KtmHj3IwZij5eTQ1X9H7AEnMriLDK+A2XymPJc1lI6Rc5RTeMCz3DiLE7ocMWyq9TCZgqkgswY0ao6hRChRMQ1GtLFi388/hbWdo6P2rL5vatgiDkR8Rnvw2Hh1frQOKwDGUKgpCWlpbx0Wv/ekMItv5RDYXWWxb422RSJj9haWPt7bj9bjzOgNdAddNDuDHSViNpW5IAHlNc0JEmCH50Oh3Llv2bBQveYOXKr9Dp9Oj1sGdPHSkpaURHR/P883/kyiuv4/7776K2dmeY5/9gQpIk2tvbMRgMjB8/4YgkZZIk0dbWRnugbN7p7Cc3N49JkyaTmZkJcFiRMqPx8FDvNxqNAOTn5zNy5CgEQaCycntQpPdwkuM44YQTeOaeezj1V7+ifdGi8JUD8mLzm5sRJYl1mZk4tfpmA7DL4+HXDQ10FxXBHXeEVmgJnLZ5sJr7oZakJyeHJq81NaHQhMmE325HkGXSiMOEgbmx5/Oh8TouojSYvpaAwCZ+wyXmMTxiPYdL4qaR73LR6N/D511bAagYPpmLck9QSJnViqe3E9kQKpIcSSJRugTu9C3mCfdi3vOsxY4jJOEBSom8KhFitSpkTH1vFBaGiiE2bAiv5Ar8Pj95Oo/98laGx8fnDs/NHhyVWxEckjjs5DIEQRBGjaqovPXWe4vOOOMUzDhDD5F2FqghVBJiWKeSIelKHllYKxKLJdxoqa76wDEAJMRgg3KPL8R57Xbl2e/oaKamppJLLjme+PgE3ntvLUlJefzznzeh0/k4+ujTWLZsAV6vF1EUue++h0lMPPgvR7fbzbZtWzEYDAwfPuKwIh/fB7IsU1Ozg7a2NmJiYsjKyiZ5oOZTBIMSTU2N1NfXExsbR1pa2qAvHBDrawG47aabWLpxI5+ddx6xn3+urFTzyDT/uzLQbLEgGwxkdXbuXbHu83GbzcaDbW1kRkdz8dFHc+9DD2E4+eRwe6otJAjsF/zt88E4jXqBxRKS07Bag/u43W6M8fHQ2Ihs72IxVSyL6eJsxlOWkB++P/BJ3wawxDDFNAqrJCG63aHwqN3Oyi2f0UwnqZip0A+hJzOFmS2P0EsfXfRyGaN5JCGQ5rJyZei6qCK5Vmt4twJ1O1CMuraPpuZa9K9ezdjnn2F7c9swWZYHqPge2RCEChkWHuCzpA16uYzDjpgVFZXePG7c9Llz5z5LqtUT1iwcCCvVVtHZq5AfdXKn14PB52Qvd5U661NLNtVjatz2EmJYegYo3m6Ho5MdOyqR5UR++cspDB1ayvXXz2HixGMYOzaWdeuaKS1NDDvloRBp6evrY9OmjWRlZZOTkzOoX1o/BD6fj5YWG7Isk52dg81mw2q1YtpX0cdhipUrVzJJfUkdxvD7/XR0dNDZ2UlxcTEOh4OoqCjMZvPBHtqPgnjH7UiyzOwFC9je0cGSs89G/PTT8HQLbeQg8Hm7xUKPKJLf2qqoYgQM2PG1tfzu2GPJvfZapl54IV//85+MamjA/+KLSMBSl4tXnU5eyMsLP6b6oz4zZWX7JmUDvW69vdDeTpPcyQV8wBCSeDnhsrCxqqRJlmW21NVh8PspMpkQ/P6g4fQ57Mze8xjL2cMljOUPTOa/CS7anT085/uaaeTxO9N0zIIhFKq0WpWXQGFhuLguKNts2RI+DlVGY0Df0eX//S83fvpp9/rm5iRZlv3f/+4d3ogQs++HwyqUKQhCjihG/f2WWx4mNVkKf+i1LEdjlDwYgp53tU2SzwcevTlcDFHrYVM1zgLrnC4x2LRcRAqbSKpi0W1tzaSkjGDTpm/Izh5KQ0Mt5eXTEIQoUlIyaWnZQW9vaJgHm5TJsozH48FkMlFaOpzc3NwjhpTV1tbyzTcr6e7uJi5O6VyQnp5+RJEygKqqyu/e6DCATqcjNTWVkpISBEGgr6+PDRvWs3nzJjo7OwddVad07/1w3195atYsdLLM5fPn4x7Y2k2NImg8W3F2O91mM5vz8vDqdODz8UpaGlWCwORzz2XE+PF4vV7ydijiZU9GRWGor+dYm40XHQ7sfn84IYOQ/bRYlHwRLSnTeMuC26sz0+xs0s1Z/ILhHEdR+DE1EHJySD1hGh93b+LTzuqQOG5vL9jtfKKrZxsONuvaICGZGVkTOSdjEh+U3smVFb8iSs13ys7Ga41FSlIKdrS9QvH5FFJms4Xn0alhTe13DfQJnZKTwym5ufHT8/Of+DH38PBGpCrzu3DYEDNBEISSkvKlN9/8qD4mJhanK/TVnJhx+gyhXksDHnDVNhj00l6TNyyWfUprqESs06XMql0ugjMm9TguF0iSG4/HzbQpJeTmxtPX14PH4yYrKx+zOQZBEPjlL2/mkUceAAgjZwcLkiSxfft2amp2oNPpsH6LtMjhAlmWsdvtNDU1AWCxWBg7dhzDh48gLi7uO/aO4HBDZmYmEydOIjk5hba2VgRBoKenB79/kDk+7vsrn8yaRa/Xy/Eff0zbzJlwzjnhskHqb58Pg89HeX09Zreb6sxMmlwufv3VVyz87DOsJ56oVCyaTJzz9NNUzZ/P+EAnga9KSogTRXolKZRbpoU6wS0sDBUAqKRMTRFRZ8fqtj4fuvh4/hB7Ar+MnRDKSfP7cZijsPm78Y8ciZSYyL93/YclSTXUeexIshwkZ3pRz2PumRQ5TfThoz8lXjlfdjZmawqZ0clETT8akpPxJSVQV5JBe6wuvJhrX0Vd2dms8u1kG617X/Ps7CC5vPHUE3D39V4rCMKI/XRHIzhCcNgQs/LyifeNGTMjd+zYGUEe5XSJSPqQ8n5wFqTOFO12DIEMU7NPqbo06CXMJgkRSSFfA4yMpA/lfLW2i+EebI0go8L/fNTVbcZub0MQBDLTJQwGD9nZ+ezcuZ2+vi4cDjuPPnoHBQXKTPJgkzKv18umTRsBKC4u+Y6tBz9aW1tZt24t1dVViKLiEUxNTT3ivGMRhEOn05GRkRF8Bvbs2cM336ykrq72kC4WUHPMVEQ/8xxvVdcwPSeHiW++ydb2dkW2QiVDA1oMfePt5fXmDWyN8nG1JEF0NNGa9e8+8gjW8eM5vr6eo3btwiwI7HS58APxhoBt1HrDVJuoesoKC8PzffdRxSnrdPR1teLr6ggVEwS2+dS5ntldr/JE5xdUvv0Ui3YuJkYwcFHRmVx+8e/w+3z09PRQ52phacNyzrBn8I7zVGa35WFJ1HRrUfskW60waRI6ayKJ+hhi4zQesTVrgh4wQCFdej39fg9PxO7kId1afBZLKAyqbmsy4Tca6DK4+cOs8YzJyVkrCELUj76phxUiOmbfB4cFMRMEYajb7f7D7373V8rKlGfNbgezrRbR3oloDzQb17Io9WGz2zHYdofc3/9D0V9LyrRNyFU4fYagIRL6+2ho2IbFEkv5sASwKflK5557Nl9++W/S0rJYsOAdbLbV9PX1ERMTc9BJGYDT6SQuLo7S0tJDohH2gYDf76c10LrG7/eTn1/A+PETyMjIPMgjO7Qwc+aJB3sIhwyKi4upqBgd7AkLysTrUIJYXws+H2JNdfjnosi9K1dx95QpHPvWW7Q5nXDGGXQbZBqj3EjIkJ+PDx8PGDu4q7KL337+NaeVlHDXrbfik2Wk5FSkkuHMmDCBNx56iBfuvRevLDPLauWOpiY8sow5NzdEuEwmhciYTAoBqq9X+mWmp4dIm2pzVa0iAJeLSkctq0yddMcZQuTJbgebjbiOPsSOThL9Rtpxcvui21mw+2suHHYGFoOFvrIyNrtcuFz9we8/ihRmpU5RiJa2bZ46gw/09k3WxxPt9IbIpF4fLpMR8OZFx8RxuWES58VPRq9WcKovhJoasNnY5G9hQ38ttwz9ig1FDcaRFQUHukFkBIcRBj0xEwRBV1xctuy++57WjakwYjZJ4RsExAzN7buVZZ9PeYjUHAubLbxhLwTJmejzhCou9d9eHRlIZwAUciaZzPT29SEIIqWlwzjvsisQsrK4+aabGDkyn5SUVHp7u5kyZRjvvvsvSktHcNllF//0i/ET0NfXR0PDbuLj4xkyZOhhmU/m9/tpbGxg1apvaG9vR5IkMjIySEpKOiy/bwT7F2azmcLCYZSUlCBJEmvXrqGyspL+/v7v3vnngM+Hy+3mg88/x7N1814E7ZJP5nPh8OHcuXw5mEz8VmcgZ/kmxlVV84rJhP7G3/CrX13E6RkWenwSr27axLkpKbR4vMEwv1QyHL1ezwlTpvDWww+zyOtlj9eLNSqKrT6f4hFTw5Jq+BIU8rJ0aYgM2e3hgrQBsiY5neyRHRAbS3xcoJuIyaSst9mYQR7XuUYQ3dpKnGjiDFM5U1qiFOJXX4+1o4OCYcPodkczIXY4emtiKHlYmzOs9ZiBUompTsy1Hr309FAlq9WqVJe6XMyIHc5JzvRw2QyA+nra6jdxlGsuF/IeDTiRpsDmzrpZer1+7H6824MUEY/Z98Ggr8qsqBj98HHHnfTbG264nyH5GlKmFQFUf2tnZurMSUvKVKVqrYq/5reaV6busq88V6W/Zg/JybF0dckIgkBDwzYqKkJpBrfddhfr169m/vxPGT26nHnzXmDs2IP3zNrtdrZt28rQoYWDVqX+f0GSpGCbnq6uLvLz8w87cdEDgZdffolf/eqygz2MQxY+n4/GxgaampoYOrSQ9PT0b91WtO0Bmw2pYswBGYvYuBsWLeKmv/6V19vbyc3M5KtXXyXWYkEqLApuZ7PZGD60gMpbb6Vs7lw+/3whnY4+brz4Qk4cPpyHzzoLURD492efcf7ChWxZvJj0MePo6ekhNTUVWVZsmli5DfR6dnd08MLbb7P9/feZnpLCjUWBc6l2ViVAaiU7hCQoVJI0YNnl6ERviUMfZw1VQaoeKZuNr/V76KKf40adjkU0hc6nXn+bjfqWFmKBpPj40HkHymEA+HxIXg8eyYupq0cheCq0xE0lh+r3WrAg9CJQRXMDHraHWcb/8UU4R2gH3sWLjThZlv9Ho+XDG4IwRoavDvBZ4iJVmQcTgiAM1+v1v7n33rvIzg7XDgPCE0tVaKuRbLbQ5+pDq86W9lEkACHPu4qB1d67d7eyffsW2tt9QS9MaelwzjrrXE455TTWrNnI22+/zg03/BGXC6Kjo/F4PPvjcvwodHd3s23bVkpLhx92pExR529m9epV9Pb2kpmZSVlZWYSURbBfoNfryc8vYMKEiSQmJtLf309NTc1ez7NKygDEDesQN6zbr+MQX3oBFi3iy1de4YOdO9nhcjGurIxfzJ5Np90e5jlLS0sjPS+P+zo6yS0ooHzsBI455hiWbt3OpqYmZsydywlPPMGlX33FP//8ZwqmTic6OprU1FTa29upqqpEkiSkkuFgMpGblcXdt9zCKb/5DUtaNcnwKiFTyY1KXtQwpmqTVS+WpvrdlJmrkDIItkkCgh62SfpcTtIXY6muVwxyb29okh2IgOQbjSRlZdEZHa1U1aanh86zZUtoRt3ejr25jtqGTbglj0ISVZFZbVGCy6WENVVPn6phZjKx0LaU1LZbeKD5Q6ioYGjyqL0dN8lABVGGEbqV+/HWD1JEPGbfhUFLzARBiCotLVv6j3/ME5ubjXt5lMMED1VDYLPt3YTW5dpbr0YjJibpDUFPmdbDrc1JVZd7erppaNjBkCEj0WvYW3s7XHbZdTQ07GbFis2kpWUxYcLU4HqvN6RQ/XPC6/USGxtLeXkFCQkJB2UMBwr9/f2sXr2K1tYWSkpKiY2NjYQrIzggiIqKwmAwBHIyZVavXkVtbS0+nw9JkqjeuZM127axrbYWV6BwQFyzav8N4JJL4IwzuH/ZMh7U60kQBJ6aP5+KkhJOuvpqpSdmTTViTTWCIPDeex/w+OOPkZIamoglJCQwf+Nmrj/uOH57001U19Ry1R9uCztNQkICXq+PLVs2K98tOze47qQZM1jU3U2XSkqtVqWVkdUa8lip+WVqrm9hYcgL1dsbWmezgc3Ghzs+4fXaT5BSUxUjGrDdBh8Y9IHCBZstVMSgtfM2G/KCBeyKjqbWYlHOrYpUmkyKZyxA+Cx6M5k6K1F+Qt0MVLKnpr2A8lslZhAMkdynW0obHu7kM0hP54xx57LPZnoTwNPvL7fGxR310254BIc7Bi0xq6gY+9RZZ12YUFZWDoQmVZL2K2mZlDZkqT58A8VnIZT4GXCNqZto5Te0+a2qh1uvh9bWPYypKCItLeSRsduVw1VUHE1jYyNfffU5U6bMwO8XuP/+v1BXV09FRcV+uSbfF7IsU1tby7Zt2xBFkZiYmJ/1/AcSXV1ddHV1YTKZKCoqZtSo8kDPxAh+KI6Eqtz9CYPBQGHhMMaOHYff76O3t4djp09l5vnnc+1dd3Hm7NlkzprFwy+/jLe3F3HJF4iL9p/YZmVqKlNExU7pBIF/vP8+MVu28H8PPhjcRqypprS0lD17bLzzzrt7jf/8p55h1jXX7bPlmk6no6ysDKPRRG2tUv2pkrOUpCQuPv10zmluZmVuLm1Dhyr5WHffve92dr29sGhRaBJss8Gbb4aiGCYTDZ272NG3G5e9PRSmDKwLQ2NjyAPmcinerMZGhIoKynbvpt1oZI8g7K1LGcgfM5hjsSZkIPqlcA8chL8PAsa+Terj1rqXeCWtFXuimV8znQSiuNQyU9knPZ2e09ZxdPTo8HGKwC+g29zzhSAIh4/R/UEQUC7EgfwZ/BiUOWZ6fdSYceMmrX3//S9Zs0YfdHipIszqBE30BWZvGle4q72d+3e8xFk5x1BhGbq3gKwa/tSoY3swhHE8bYGBhIjTKeHzeREEA/FR/WAy4fGJwf6b6iTtggtOwuNxMnLkGB5++BEee+xhNm5cx5tv/utAXaq9IEkS1dVV9Pf3U1Y2UuktdxjA7Xazc+dOHI5uioqKSUxMPNhDiuAIhs/nY9q0KaTExjLn/PMZ1tlJosFAVXMz13/xBbIs8/Yf/0iyZtIgHT/zR51LrTovmzqVN557jpEnn6wOgi5ZZoLLxTMvvcSxkyeHzqXJO/uhkGUZSZLw+/34/X6io6MRG3fj9Xq5//nn+fCzz2ioq+OSiy/G4/UyfswYLu/sDI9IaBPtVYOtkrJLLgGbDV+rDRc+JY9sgACthESTyUscRuIJrFfJm90e2n7cOJwFBdS1tDC8oABBEPB0ttFhEUk2JRLV2R36Yi5XUO4i7DMIjrHXrGfCfy5lO7uZKObzRt4tVBl6mBRbgpCWTmxCGmK0om0pdXbS3tlO2pcDxH3XwZTG0cuXrV03lSMMgjBWhmUH+CzRkRyznxuCIEQNG1b05dy5z1FZqTzo7e3hqQgqgpWUmgftgbpXeLDxFeZUPhMuGqY+gGoSmaogTbjWoMmk8cr5fIg+D01NO9m9u14hZYFjqVXW2me8v99BTIwVo1EJqZ177kUsXvyfn3ZBfiCcTieSJDFqVPlhQ8oAqquriI6OZvz4CRFStp/w5puvH+whDFrs2LGD1atXs3LdOoZkZFANVLndFCcksPCkk5hgNDLx5ptp7w4Rg4FVlN8XklX5f09OSqJ90yZ4+mn4zW8ASPD7uV4UeeXyy0M7qJWSPxKCIKDT6eju7mbDhvWKTcnORVcwlDvvvZ+1a9ezYvVaUlNTycvJ4d4MoqPmAAAgAElEQVS//Y0H/f4QIdMSM1AMtxqSNJmUxPr2dvSiHouk32d7Jyc+FviqWeXbFZK+UPPMSkrg1FMVgldSgtloZERREV6fT/lJiKe7347X4woniKpXzGLBazRS5W/BazSG5cpF9/tJNsWTSyL3p19Mds4IZhSdgJCWTkN/Cy6/O/g9xMxMUtMz+W1eqOI+BTNLrn6UxBjLlDiL5fifdCMGLSI5Zt+FQUfMyspG3Xf++efHFRWVkJwc4laqtp/6E0wTU/8IaNfMzDmKqZZRXDP0AuVzbVxSm0sA4PPhwRD0xA/sYy7pDdg67djbWxmenxH8vNZmVncHVA+6j8rKTQwdmoPVquRz9fX1YTT+PE3KZVnGZrMRExPD8OEjDguNsq6uLjZu3Ijf76esbCQFBQWHxfc6VOB2H7yilMGO0tJSvF4/oizTsX494xMSyJQkZFmmTZa5f/p0ZiQk8MLf/x7c56d4sbBYSE1IoHnrVqisVIzgqacCcLEo8rEss3vMGCgsDE/3+AlISUkhP7+ATZs27iUZMnToUG678y5u/d3v+O/nn/PPxx5j47hxe3vLtGkkKgGC8PDkwGoriwWL3syxxiJGGXNDgrYAFRWhQgM1ETjw09TVReWePZiJYoglB8OeFoUQNjaG3hOBc66yb+KO7U+xtHVVaEwuFzqdjkUT/sGaqS8wddgM6hJk3NEGYhPSGJpWQnTM3l1SHp4yh9XHvsWGYz6g9aQvOTp1Io/PmUNMkumziPBsBPvCoCJmgiCkgXzL73//++BzlJwcnn6gPsMuV8jFDwQreqakj+OLE17i1IJjQxursVD1IVY9ZunpYTZBPb7PB45eEY9Hoq6uluFlZWHJ/lr7otqL7du3kpGRgV4vEx9v5fnnn+bYY8dz1VVX75+L8z8gyzLbt2+ntbV10PX92xfcbjfbtm2jurqKrKwsRFGMJPZHcMhBFEXmzJrFzLlz2dDURGxGBlJ6Om2SxGpgQnY2W+x2WLr0R4cxtZg4ejRf2u3hM9Rp00iNiuJmvZ7hfX38MTOTN089GUmSvvuA3wMZGRnk5eXTqymY0kIymcn0+7nugguY9+yziq1VyZgq9KrOYNWQR0WF8qNqoqnQVl5lZzM0Oou06JRQvpia4J+drfwM0DHKGl6Co6+bHbZG1rZs4P7NT1LvbKatbZdSDODzIet0SP1OCr2xzLRUMFRMCR+jxYIhPpGUxBx0hUVYdDEY4hMQY+OItihCtWEePquVT2u/4Jkdb5FmMgdfDnlDhjD7pHP0x06Y8Oh+uRGDBhEds++DQUXMxowZ99Ett/xZ73ZHB6uwteoWMEC8X8uQtCXZ2hCmWkat1+9duk2oKblZ70FEMWYGvYQkSbjdAuPGjScmNl7jYjeHyfM88cQjjBlTxJVXXsjZZ59Dd3c3breDP/3ptyxdupy7777nQF0uQCFllZWV+HxeRowYgSgOqlseBjW3xePxYDZHM27ceJKTkyOk7AAhLi72YA9h0OOG19/kHxdcwKxHHuHMxx9n/a5djMzJoTA1lZxhw1je08MSrxdx5XLElct//Ina27nwjDP4cMEC3h8zBqmtDQBXaysPpKTwFNAHPNDSwsWffcaHb72xX74fKOQsJSUFm822l+dMtO0Bi4UTsrNZsX69MkFOTw8ZbXVSDGCxII8YQbco0m8IqP5rBV+1vTTVHGCVlEGIlGkLAQIhSlmWaWivwZPkZceeXXjcXjxpqbzTvIT7PYtoN/qpt9fzt4Y32bhrA8ndPq5OPp7cqMRw9X81ly09Hb0EmWlDidZrajDVYgGNJ7DW08QuZyO29j3K9w+8IH5/zTV0dnVdpzgcIogghEGT/K/X6ydNn37Citdem09KihD0iKv5omqFs/qcq89qosUTzta0DC49PTy3THVvqe7zvTqaE3zIq1paEPVWsrMzMZkUAufoFYObquO6665fsXLlSmpqqqmq2sHChf/h8ccfo6qqip6ePsxm8/6/WBpIkkRjYwNZWdmDOszndDqprNxOWlo6WVlZB3s4EUTwg1BfX89zv76Bj9etY+vvfw8uF5JOx3uNjcxbsYKX77uPNIsFISXlR4c0Rdsevl65kpvuvBNnfz+X+ny83NrKyOxs7rv+ekrPPptP583jqdWrefSJpygoKNiv37GpqYnGxgbKyyswmUwKKQtg5dq13HzttXxzySWhHXp7gxVbtV9+ybPd3byyahUOjwfJ7+fp667i4knT0DU0hJ9Ia6dVcVo1dKKGNHp7w0KQWK10ue1IkkSMT8TUYcfj8bChYTU1rkbynVam2v8MQBpGmrOfQIiNpc5lI0Y0kWpODrWY0o5BW7ygjgkUAqZ+3tuL3WXHqnI1jYj5h59+ynPvvrvr02++yf8x13ywQRDGyYKw5oCeQ5aFQZ/8r//uTQ4+BEHQFRWNmD9nzlwSEoSgiHRlZWgbbeK/xRJaTrQQ/oBqc8kgtKxq3IDyUGuTybQitXY7to4OHH19jJ5ajE6nHk4M2gRVXic9HQoLh1FXt5Oammp6e3u55pprMZmisdmaD2ijbFmWqaurJSMjk9zcvAN2np8DTU1N7NpVT35+fqSf5c+IL7/8gmOOOfZgD+OwQH5+PltEHWdccWXQAyTq9RyflsZNdXXUtbfTodNRmFfAj006ktIzOWrSJNYvXMi7H3/MkvXrmTd9OjOMRpg0CSk7l5Pv+Qsn79dvFkJWVhayLLNx4wYqKkZjTM8MkrOa+nryBnQ38U+YwA3PP89Km42mri5+OWsWi59/nqIzzuLKa67gnR0rGTYkhsmm7LC8XxobQ5po2rZPAysq29vDKj4TrFYlktbdzlvrP2JTXxu3GcsZEz2C8fa/BHdrwc0bHcs5L+Y4dkjtJAoWUtFIbahis6oIrZaEqaRQ/Ql8bvXpwRQ+wQc4/aijeOa11/L0Ot0kn98fEZ+NABgkoczCwuL/O/rokxMmTiwOfrZywL/wQJF+NeXB4Qok16uxT9Ulnp0d8opZLOGVmNqDaZNUbTacPh+1NhsjKiqI0gmISGEONr1e6WNrsSjkrLBwKj6fn6+++i9lgVy0K664gttv/9MBCyvKssyOHdU4HA4Mhp+nuOBAwO/3A0oVWEXFaDIzsyJhy58Ru3fvPthDOORQXV3N9OlT6ejo+MH7Zmdn8/nnC9l9yS+Dk8AEs5mRyclsW70aQ14BO3b8uMpMFVJ6Ji/+53MuveUW3nj7bZ5/+mklh00jBnsgkZ2dTX5+qAhHSlcmUv/95humjh8frBZdZjAw7d572SZJPPnkkzTtsfHQK69RfObZLFy4kJdfeImTr7mGdK8x1M9YDU+CQsbU8EhjY2gm3tgYstd2u6Lyr+2LHMi9+8i5gpX9VfzH2wh6PTWEusDogdS4NPSinmmp4xiVMjxk0LWTdvW3+u7QvjdUIdrKytA+qmNAky4jCAJz77iDsUOGfC0IwqB4H/8UCEL4u/JA/BwOOOT/EQRBSNDrDX+98cY791o3MGdU/d/XCkm7XAo5k/SG73f3tO2YBrI9k4no+HjKR48mRpKC67X2Qp2kWSyK7aiomEh19Q70emNYgcCBRG1tLX19fZSVjRyU4UtZlmlpaWHVqm9wu91kZmYe8JBvBBF8H6xYsYLly5ezYcOGH7zv448/wZlnnsXEieO5ZN16ftvYRL/Xy68vuIBHFyxg6NChlJSU4vV62bmzBl/AvoguZ9hxwjqcDMBHH33EXXfdyYYXX2Tz3Xfz2nIlb028e84PHu+PRVpaGoIgsHXrFtxuN05rIguWLOGoSZNYsnw5szZt5qLnn2f2JZfw5SefMOm4E8JsoyiKZGRk8M2HKynoVCZnQZKj2uf6+hDB6e0NVaIObJ0EIVJms8EaJYx2b8yJnB9TTIo+nT7gbuMZJBLDKdETWTH+JY4fMgOsVszoMUhiqGhKe/EbG8OFc9UXj90e+ltdN3BfDYqzsjh6woSoKSNG3PWTL34EhwUO+RyzsWMnLLz++ptOuPDCUG7CypWh50EjFB32WxWbVR1kYaKz2pmOFtpqmgG9MmVZZkdDA5lWKxaDIXjQVrsheCiVIKrFRuq53333Pf7xjz9RXV0ZPM2B4Gjqvezt7SU6OvpnI4L7E16vl+rqavr7nRQXlxAbG0lAP1iINDHfNyorKylReyX+CKxYsYLq6mpuv/02HnvsCe6//17OPvsc/vjH2wFFnHbnzp3Y7V0UF5eQ2OtQctIKi4LOnwE1SkFcd/WVJCYm8sCZZ/LsRx/x0uuvs/zyyxUV/nHjgh6snwO7du2itbWFBQs+4+677yYzPZ3E5GRmz76BK664ApPHhWSJ2+e+8+fPZ+5DD7LoL3+BefOUD9UvPG5ceK9N7cxchd0OycnY/X1UN2+jLG4oZtGgbKvKaQD9fj8mgwFBEJDj4xE0HQ/cTU08tecTXmz/D230cXHsdIbFFzDMkskxCRpVfzXPTc1l1vb2VMetTZXZR05aj8PBlNmzpS319cmyLHd9rws8CCGK42ST6cDmmPX3R3LMDigEQRh11FFHn3DBBReHfZ6erhAyNeFfhbY6WvuMhvWsHhim1HrIYO+E/4A7rMlux+FwUKjp9SZZE7FYwrp1hE3SVAwdehRtba1BLzsotmF/86Zdu3ah1+vIzs7Zvwf+meD3+xFFEYvFQmlp6aCuIB3skGWZM88862AP45DETyFlAJMnT6a3t5e+vj7mzLmDWbNO4rbb/ggoz8DSpUv56JWX2FpVRcXkydw7ezYmlOR+lynzW0kZwBVXX8vZvziFho0b+c+qVXz5zDMwfTrAz0rKAPLy8pBlmSFDCrnnnj9zzjnnhl076X+kWaxfv47RmYHxTpsW9HSFVdGD4jlToal4VD1mTpOPLq8dT0cLZiFQPakmAAPROh39sbHUOhyUWiwIGsP9f22v8Xj7+8Hlv/f8G3pgCnl8OfZxJU1E9ZSp2Bcpg1CRgFo0oO4TeGnEGgzcesEF4quLFy+E/2fvzMPiqu7//7qzMAsDzMCwQyAEAiSEEEI2jUmqca9LXaNWjVV/Wk1dWrV1q9aldbdatZtL3Kpdvmqsxn2PNSYxK0lIAgQIOwSGYRhmv78/hjNzZ4IxiSFA5P08PDPcuffcc+/MPed9Psv7w4xvvTFj+EFgxBIzSZKk0tLS9x599I8YDMG4ImUWclpasNQaEEGOHI4g6bHZgr95ZTa2yufZ000Z7a6EPQJIHf391Dc0UF5SgkpYGK1WnE4nDQ0N9PS4UKlU6HQ6kpPziIsLhu+KBdSWLVuw27s599wFZGeXc+aZ1wC531eAOwKtra20tbUybVr5wWv0EEGWZerqdtLb66C0tJScnNGdrDASIMsykiTR39+P0+nE43Hj8XjIysqmt7eX+vq6UFmdnJxckpKSWLnyKwKBoBRMUlISsgzd3V2o1eqQeyknJ5fNmzfj9XpQq9UYjbFMmDABu92Oy+UiJiYGnU6HXq8fiwfcCyRJore3l8WLL+FXv7ohdK/uuut3/PsfL/PTY4/lt2edxW1PP809/f1UlJVxz1NPsXn7drLT0vhi5apB61nOnDmTtZVbePXB+1ly/vlMPvtcDo5i2YEhJyeHpKQk4uLi9ktD0e12Y+ztDbooKyuD4/Ts2cEPBzQpQ+8HcJ/tDf7MBp7Un8SP9UFuk+HzkUwe2r5+sA6M60rhS7MZvSzjj4mh3mYLZqoOkKZUTRKJxNJFX0Tf9BiI6eoCqxV/Xx9XffMgXToP/y67I0TUNtPB33a9w1fsZCYFXF9+IRPMWWFiplyVD8xBFyxcyNNvvVUhSVKpLMsb9/lmjSKIGLMx7B0j1pWZm5t72YknnvT3J598ao/PbLZgvdtoiJWkUvg5Nze8wArVzoTBY8iE71F8PhBw6nS56He5SBpgeTu2buXGRx/jgw/eIyMjA4MhlkAgQH+/E5utm3PPXcTZZ19MXt4M4uIkVq3axk9/+iOOPfYCurra2Ljxc3bu3H7QAvN7e3vZtGkjU6eWjbqC5F6vl61btyDLMsXFk0Z1ssKhhizLeDweZFlGrw8Wlu7tteN0OomJiWH69Ap27WrAZrMRExNDTIyO7OxsAoEAfX19IcKl0wXjH71eLyqVKiTY+/zzS7nwwotCZE2lUqHVanE4HPh8Pvx+P4FAgOTkZNra2ujs7MDj8eDxeJg6tQyXy0VNTTVGoxGjMRar1UpsbGyorR8yZFnG4XAQFxeHzWbj2WefQavVcu+99/B/t9/OUYWF0NnJroYGjnnkEZLy8jhm/nyuOu88TjrvPJ687z7mnHLacF/GPqO9vZ2enh7y8/P3ibCfc9xCjior49ouhUi4wxG0nkWTMpsNFz4qeJbNqh5OcKXwTsq1YZeK0mVSofBwaTShFbzHZGJ1bS2l48cTZzCEyFmXpwtnSzObemtZ0VxJo38Xf4g5nYykVHC5uM63nMd6g2X1vhz3O46ILeKRhtf4Vd8/I67nnpSLufXIX0ZaCpQSTtXV4HKxvqaGq554wvHV9u3x8kidnL8H1OoKOTZ2aF2Zvb1jrswhgSRJpqKiKX+96667v3tnwjFbLlfQ3S9iMKzWyIpMGk1MJDmLiiNDrw+VK1ENfN7Z3Y3ZYMCYmws+H61tbRxx1tksWXIjzzzzPBZLMAZKPGMdHbt47rlnueKKi7DZupg9ex6TJ5eyePE19PR0090t0dpaT0tLy0GxDMmyjMlkGpWkDILxcLGxJvLy8sYsLHuBmMhjYmJQqVRs2rQRp9OJWq0mMzOLcePGYTKZMJvNGI1GdDodANnZ48jO3jMjbzACHL1N1ESMTiAxRcQGBJGamkpqaqROplarpaBgIk6nE6fTic/nw+fz8dVX/0Ov12MwGElOTiY1NfUHR9YkSQrFT37++efceOMN/Oxnl/LCQw9xVG5u0EXncpFtNHJCQQH/t2kT9pwcdtbX09jRgd+STUuLTHp68JlR1dVCXR2BBSNT3iQxMZGGhnoaGxvJzt57qEXl88+xYvVqnj/tNLDbI6xiIVLW2RmRQR9w2LjTMIlXVTv5tXRE0F2ptE4pNMVC2xWr+BigKCkJlVjdm83Q2Iih30+nQc0xlHDipHJa2mqp79lFhisoKl7f1okOFbPIZyrB6/pP357EIys9N9imUnrJbA5PUFYrNDZSlpND2YQJJqfXezXwxH7c4lGBMYvZvmFEWsxKS2f86/TTLz170aIrgWBNWiVefTVSF1YgPz/8pSutZqJkGgxYzgjsWYdNIRQYQIXKYcfR08OGbduomDUrONH5fHy+pplFi37E6tXbSU42RMS1RaOhoYHPP/+cqqqteDw+wIJanczixXMpLCzc84D9hMfjYfPmSkpKpoy6guStra14vd7vHKR/qPB6vajVapxOJzU11fT29qLT6ZgwIR+LxYLdbsdoNA7p9z5Uwf9B63I/fX19aLVaLBYLa9asBiA+Ph6z2UJKSspBP+9IRXt7O0VFE2l86y1MgUCQlK1fH7Lan/3NN2xxOjnxxBO54beP8oc/3M0bb7xMICBz0UVLuHnR8ZhiYyPirUYiQXO5XKxfv46JEwtJTEzc43PVis8BOOuKK5iTkMCvSksjMxvFYK4csxWvAZcTlXXgd6PXh12WgoiJqgHKbSIOZqAd3/jx2Hp7sZrNsHIllX31fNi3gTOkyYzTJvGnpjd5P7CDexJPZ6ouB7chhk3JMuWWYlSSChobWb71C072/TF0XTokvjr2TaZllUbGx0G4qoDIInW52N3by4K77vJXNjSYZVkevNbVKIVGUyHHxw+txay7e8xidtAhSdK4iRNLzz766BP45JMAQtolmpwJXdjomP3ohEqHI7JOeXC7ihiNBqcvBv2Ai9Opicc4EI2hcjkJqFRU1dWRV1yMTliifD7GjcujvHwOBQVWcnNzWbr0VUpKpgx6LePGjeOnCqXrg5mN6ff7qazcRGJi0qgiZYFAgJqaarq7u5k8uWS4uzOi4HA4aGlpxmaz4Xa7mTatnJiYGLKysomPj4/4nhMSEoa8P+Xl0757pwOASqUiNjY2wsJbXj6dvr4+7PYe3O7gRLtjx3bcbg9JSYkkJiaFrICHG1JSUjjiiCNZ9txzXKBWRwSMd7vdfFxfT1JqKtOPOomGBh2nnXYPixZdwrZtG1m27N+kH/E7LjvzTB696CIA7H19xLz/LjHHnTCMV7Un9Ho9paVT0el0oRhIJQJz51F/7S/4tLqa58vLw4HDwYMjB3JlltUAMVOhiiz51NkZWW9TmTUhwlZEAtiA1ph/61a22e3osrOJM5mYuNtALMVkxliht5djA1kY8JGTkAMaEzqzmYp4M/gDQADy8znJZOKvu3Vs627g9NJTmZY4CZPZGinVpLQCivcDE1eSwcDi+fPV723d+irw44P7LQwvxixm+4YRZzGbNm32ZxdffMO8hoaJ+P0WCguzufLK8Od/+Ut4IVRdHXzVaCKJm8heFuXUorOUhdtTKfQvPjfqg9Y0m83Grl27KCkrCwVRv/jyRxx55EIMBiNer5Pnn7+fzz77mHffffeQuxG3bt2KJEFhYdGocgHW1dXhcDgoKioalXIeBxMul4uurt10dXVRXDyJ3t5eenvtmM0WTCbTqPpehwJutxubzUZX1276+vqYPr0Cu90OBC1rh9P9efX/XcZLX3/Ncq02ZM33TJvGBV98QVx2Nv/ZsIHXlzUiSWYcDvB6ZebMamJnXR1pHg8zTz+dby69lKeam/nzf/9LWkICVbfeinTVku8899NPP80VV1zO9u3VTJgwYcivNRAIsGnTRiZOLMRgCGZKbtiwgeLiYq7+2WJSPvuMPyQkBAdkEROmJFVKwUoRt6IMSVFOBiKmRUDoKEXVswz1Ta2i2dlHQ3sbs/WxqCQpsui60GeCcMUBMeFAcMLp7Ix0lypfBZT1N8V7nw86O3EHAqzq6eHnTzwhb66rSzqc5DO02grZYhlai1lHx+i3mI0oYiZJUm5p6RE7jz56BT09wW0PP2ynoaGeCRPyuesuo1KCJgTlNlGlA8KLLKX1G8K1ccUCRjxrwuUZCAQwG33I/f1IWi2yLHPc6eeyadNaFiz4Mbfc8jcADAY3EyfqefrpZ7nkkksO+v34NsiyTH9/f7Ae3SiJy7Hb7Wg0mlC23uE0qe4rZFmmr68Pk8lEQ0MDjY27SEwMWoOsVuuI+y5Hko6ZsLC0trbS2LgLj8eDxZJIYWHhiLhvjz/+GB6Ph5///KoDWqT19fWRbUlge3ExKX4/L3Z1saS9nVlz5jC/ooLPq3Zy8cVvYjIF5+8zFtqp7YwnydiK+ssvOfa666jp7GS22czTd93F3Ntu46Wf/YyZBQUEFv/sW88bzMANusb7+vqHtEycEs3NzTQ27mLatHIcDgdWayJnnHwyLc3NXNzVxRUpKeGVdFlZeFBXxq5Eu0yU7wU5E6tzCLcnVvaC3Cn2q3LU81rLp5i7jcwz51MSn84e8SoaDQE5QGd6AvGSnupANzv66jk957jguCbkAaJJmeijIHoKkudvaKChr4+A280EkwlZlnn2k0/45zffvP3+6tWHjdUsJqZCtlqHlpi1tIx+Yjb8I5oC5eUL3rj66luRJAmzWQIkVq2Ko7rawvr16+jqqqauLqgEbTbv+bwJKEMPlMXOxTMongefL2h1E9sbG6GrK8Dq1eto7eqnX5sAPh9ffPklW7eu56OP1vPuu/+hubkJnw/6+3Vceukv+PTTL6mvrx/amzOApqZG6uvrMRqNI2JC2hfs3r2byspNuFyuUMbfDwn9/f3U1dWxevUqtm7dQiAQICMjgzlzjqCoqJiUlJRR810OF8RvJi0tjYqKGZSXT8disaBSqWhs3EVVVRXd3d37JclwsHDPPXdz/fXX8etf30R8vIlOZeHefUSc7OeSK65gvsfDXzo7eaCriyVTpvDEGWdw37Mvc9xxD1FUBKfmbuSMyxKp7YwnL81JQkMDpt27uXHePO5YsIDX8vNJefRRLp8/n8c//RQA1dJnv/W8ra2t2O12srOzDxkpA8jIyMBqtbJly2auuurnALz29ttU1dZy1BVXhFfJwkol3ovsLhETrKzmovy/ujpMhJQ1M5Ul9pSkbMCdqdfHodMZGZ83jqzEZAI6XWSQMkBuLt5xWXR5etim6ub29Y/ypy0vsKO/ObxfdN+Em0ZZIWCgT+29vaxyu+nv7ydzoAaoZDBw0XHH0dHVdbIkSUmH6nsZw8jAiPElSZI0YerUuVO/+OJE0tOD26xW+OgjFQsXZnPnnank5jbS2CgxaZILtVqHJEkhy7TyOYBI67PQHRTVMgSUgrDimB07dqHRaOnri8fphNTUOH5+/fX88ZFHKChI4dxzL+Tii2fQ3+/k5JPPYMGC47jyyvOort7Ml19+NaT3aPfu3TQ0NIwqrbK2tjZqa2uYPLnkkMRFjRR4vV66urpISUmhu7sLn89LcfGkkItyjIh9P+j1etIGLB8pKalAO7W1NXi9XmbMmHlI7/Gll15GXFwcK1euZPbs2YMGtu8NKkfQPfu7m2+mYto07n3oIY61WnnLZuP+X/+a6657gJ/8ZCJ5jo2wdCkAeZcdDffdF0wSaG3l1IQENnu9VAUCFNvtXF5VRU51NV0OB4kmE6qlzw5qOesZcE0ce+xx3+8m7CecTidffvYpluRU3n77Lc46+WT+8/bb1N1/P/EbNoQzIyGSGOn1QXdkXV14dS7UxsXnAgohWaX4rK2xmhadh+K4vOBnClHxXL2Z63LOQS3L9LpcrG1poTwtDVktIbtcaCQ1VFejy89ngimbKkcD+YkTKE2cxHhLXuRFKgOflWWZBt67PB70Ph8+j4dJcXEkWCzBfQYmJi1w3Rln8Mrnn78CHNovaAjxA49g2SeMmFtUWrpg2ZVX3sz//ieFnicRQwZgt8dQW5tHWhr099fjcPRiNucD5oh2ooP/lS0CavMAACAASURBVKEEgpwJVFYGX0VYgMfTR1dXI5mZ02lrk0hLg7Y2Pw0Nu8jLr0Cjgfvuu4uSkjKmTJnP8uUvcuutv2DBguPo6GgauptDMN5m27YqSkqmHNKV7YFCWC70ej1Tp5b9YGpd2mw2mpoa6e7uJjExEavVSkZG5nB364CQnDw6MiODCRJZZGVl4XK5UKvV1NbW0t3dNSDjkTakCTLp6elce+11XHvtgR0vyhLFAxeccw6m2FgefeopXnx1Cz6fD7NZg0YDzdZSMpYuDbr2ysqC4qsDNSA1ra1McbmokiTakpIw6/UEtm1DK6ROysoGPbdYLH3fagb7g6amJk4/7RSsWi2VtbU888gjbF61iqtOPZX4ZcuCOwlCJSxhra1hUUoIXo9YVZtMkRUAhHVMZHGKdnw+ugL9PLr7bRr9XdycdzETjZmREhYOB+qB9yadDh1Q39WFpHEQcPWTpwv3S4uGKRlTuTulEL1ZEccWne0Pwb4OxNB4ZJnaXbvo6utjZl4eGWo1qNXhclGi3w4HF/zkJ/zxv/9dKElSsizLHQfh9o9hFGBExJhJklRQVjZvu9X6achlIeLGOjsj4ySXLAG1Wsbj6UCjqcVoTCY5ecJgQspApKtfGSqgtJQJGI1+duzoIzMzOFBarUHS9uCD15CYGM+DD94T2lccv27dOi699CeMHz+ejz765Pvchr1ClmV6e3uJjx+8ttxIgizLVFfvwGAwjNryUPsDn89HR0c7aWnpdHd343a7SU5O/sEnNwwnZFnGZrPR2tpKT4+NmTNnjYrYRpXDzq7GRuYceyyNO3bAp5/SUHISK1a8xzXXXMjdd9zOz4XlWQxob70VJABFRciTJ0N9Pf+uruaZtWt576ab9hpjBvDaa69x0kknHZIFnyzLHHPEbOYWF3P35Zfz85tuIl+j4UO1mntnzGC61xseXAfceiEo600qXZHiPignirS0MClTtLHV08rT9o/J06awOPs0YmMM4WOUJG4Abp+PNTt2MN5swKjVYDanhfuiJH7REH1TWgI0Gnr6+qjcto00s5mcpCQ0anXYAuHzBQln1Ljx0rJlvPTvf3/67qpVPxr8ZKMHOl2FnJk5tDFmO3eO/hizETFzTJ9+7AdXXPFrvvgiOGi2toYTaTo7I+vUAvj9EpmZKQQCSfj9bgKBAJ2djSQmZqJSqfeIBxWJO8okHOWixucDm6MWqV9FW/s41Orgc93ZGfw7/vgLuOaaUzjrrFOYNWsWEH7Wf/SjadTW1g3h3YGdO2uxWpNHBSnz+/1UVW3F5/Mxfnzedx8wiuFyuWhqaqS1tRWz2YLVmrzfbqyRjOXLl3PSSScNdzcOCJIkYbFYsFgsoRqsVVVb8Xq9ZGZmYbFYRiRJC5ji0SZacXs8oUHP/6uzueaTz5gxfRobv/wSzjknUi5iwYKgxaikBKmsDC65hK0XXMD0OXNwFBfzXbbqM844dDVR1y97ncb6en43Zw7Syy+zubYWlcGARpLwzpyJV69Hq9GEMx6VafXCitbYOPjKGgZfhStQqEnhV4knY9UnEePxB5Vlxf5KKYuBCUin0TCloIBYux21GH/F5PRtpKyzM4KQybLMboeDGKcTk8XCtLg4jCoVeL3BP+GygeDkp8zyBM778Y95ZOnS+ZIkpcqy3Db4ScdwOGHYiZkkSUVHHfWjHKPxaE4YkN0RLkYIhxBYrXDWWeHtwWdIjc9nRK324vE4qKtbRXJyHnp9Cn6/FHp2RfyngLJMZpCs9dFjr6bdmUmiKUBrqyqi2Hhp6SyeeOJZTjnlx7z55n+ZLWq2HQK0tbXR0dExqHr7SERTUyMqlYopU0oPyzgqWZbp6enBZDLR398PSEyfXjEq3Mv7i46O9uHuwkGBqFxQUDCR9vZgLJpWG8PUqVOHuWeDw2w2Y7fbaf3731nX1MS177/Pncccw0Nff80vFi8OujCVul4+X5Cc5edDUREBVGQfeyKfffYJ6/0BJtlsmM3mvZ1yyOFpbKC5tZUUp5Meu52qb75hclwcLb292B0OfpGdTZ7djkoM1p2dcMIJkaRMDNzKGBeXK0ziiorCA70yRk0BlUpFBgkQAAK+yExOJdmrqwu5beJNJvo8HuxAutkcJojRJf3E8XV1IWLW5/NR7ffj9vspTEhAbbdjFJIoSmuaaFNZx3MAarUa/wyvZPGb3gZGtSVoTMds3zDst2j+/IXv33HHbUyeHFy9fvjhHhnMACxcGI6bzMoKPxPBRYuWjIxJuFw9dHZWo9Ua6O+PQ6ORIrKTBZQlnIIuwmospmI0Ujped/CWKK3i+flQUvJjKipm8eGHHxwyYtbX10dNTTWlpVNHvFvM4/Hg9XrJysoeFS6jA0F3dzd1dTvxer1MmjQ5ZJEZw+iAWq0mPT2dtLQ03G43AJs3V5KQkEB6esYepaeGCzExMcyZOZOCRx+lIi6OW0tLufjKK/nU5eKrVas46cQTw5lOQqcrPx/y82loVJGWBtu2VZGZmTEi6s+qXE5OOf10VmzejBwI4Pb5mPf11+yePRuVz8dGt5vTdTqsH35I39Sp2A0G0hMSwnFlEDmIz54NAxmnEe5NjSZIbESg/0AdzD2gLNEkVv4CohKASNkfiL1Tx8VR296OJSUFvYgXU6qYQ7Adlwvq6oIxtmlpbOvpIUWvJyM5OaiJFj0hKUU2lYQvarx3Frjpeb+vXJKkdFmWW/b97o9hNGJYZ3tJkibPmXNMdmrq/NBCRzxvIjNaYDB3ZDRMpgR0unIkSaKrqwGfz0ls7HggrBiuXORoNAyUSlLhdmei06pQR/GJhQuDr1988S6bN2/gP//514Fe7n5DkiQKCiYOWptwJMHj8bBhw3rS09OJjT38YsqEbtyOHdvJycklJSXlsCSePxRIkhSycObk5FJXV0djYyN5eRNGRCkolcPOf598ErVajdFgCBGE5MxMUqeW0XX+1SS++lS41mN+PqSl0dAaQ3X1ei677BY2bVrH668vCy0ctm/fFtLLO2TX4XICUPv222yqr6fv9ttxrV3LC1u3sqmzE7m3lx1uN8kqFda+PgDU27ez84wzMABmZQyXIFgDZYuYPTt4X8T1KImM0pooJg6BaFIGQUKkLKqsLBcjmoyLI8Pvp7alhUk5OZFuF70+lHwg9/fT7PHQIctM7exkmtUaHCvc7rA1QPRLYBArWQQ6O3mr4h6Wnvue9NUnla8C8/d+wMjFmMVs3zCst2jmzKM/WLLkjtCCZcWKMBkTMhh1dWFLtcsVrgML4UWL8ovWaqWBOrUZ9PQ00Ni4BoMhG4MhG7dbithXlgNotWoyMqZExGoq690C9Pc7ueOOy3jllZcPSXahLMu0traQkpI64rMZPR4PGzduIDk55bAL9O/t7aWubifx8Qnk5OSEZBh+KBgp4rJDCZPJRElJCXa7Hb/fjyzLdHR0kJycPGzfdcAUT5xiMRZYGFRKaO/qZoYxGZsNGudeRWnnx5CfTyBrHI2NIEk9XHbZWdTX7+TnP7+KmTNnhtpIS0unsnITkiSRlHRoZLE8mhj+++D9bP3f/2jr6qLmnXcoiI3lSosFLBb8HR3M0um4x2IJDeL6pCSKvv6arfPmMd1oJEaUVRL3o6oqfAKNJkzMhJUL9lTZj1YXV4rVCp0lszlMlpSTjCjx5HIxLiaGjQ4HPr8fjcgqU+zX4/Gw3elEK8vkm0xIanWQiYg+RZO/6P4pJx+lW8dkotCWxL3HLGLm27+cK0lSpizLQysDMIZhxbAFAUmSVAqa9Kyso0JW+dzcsOVaSL/k5kY+MxC56BDuTaUINIBKpcFiycNsLkeS1EiShN/fh9cbzkLt72/C4QjGK4jnQakPeNZZQZL0wAO/5Ec/msf8+YdmodLa2kJT0+h47oIZiCnk5OQMd1cOGmRZZsuWzVRWbiIpKSlUaP2HRMoANm3aMNxdOGSIj4/HYrHg9XppaWlm9epVtLW1DYtgLUAgNy/0J2C1plBf3xbSJ92SdjSBrHF89VUdfr+Dn/70DE488QS8Xj+PP/6niPbi4+MpKZnCtm1VOJ3OQ3INr732Gmfddht127czLTGR3YFAmED5fKiTk1mZkcFCgyE4gKelQVYWiVYrWQkJuNXqsFismBCyssIFv5ViraI802AQ+4r4NaWumLCgiVW+MltMTAYD6uRqp5NpgDoQCP4uBs7X73YTmDgRWadjfHo6U8vLMYmSUkopDlFEPdod1Ng4eGUD5fX5fKgCAW4580zVgmnTDp3b5iBDWMyG8u9wwLARs+nTF3xw6aV3hm6mCAcwmyNLnYnnRyTnRJMxiPxfWKFFmzqdAYMhE69Xpq+vCodjAz6fA4/HQ39/AxZLVui8en14QXX66aDVunn44evYtm0lf/7zX/br+pQC09+WQBSNnTtlliz5Ba+//joTJ04eMTEvg8Hr9bJrVwMmk4mcnJzDgrR4vV7a29uRJIm0tHRmzpxFRkbmYZnEsC9Yu3bdcHfhkCMmJobS0qkUFEykubkJ274+vIcAZrMZr7dzwCMQHKtWrFjL3LnjWbCghPz8PP74x8eAYMmjxYsv5uWXXw4dHx8fT3n5dAwGA36/f0j7qlq/lg9e/QeLZs7k6ZtvZu2sWcy2WMIxYUqxSQFBvLKyyO7uxhQI0CUGeZEQ0NkZPtZmC2aKCVI2WDBxNCEbiAELQUEUQxNMdO1NiGh/W1MTrd3d+Pr6qNm1i7XbtuFwuTAnJWGNjUXy+8NkT1nBQMQECgzGJL4tichqxR2j4tR5R9HX3z9bkqTDyz0xhggMC7+UJGnKrFknpJSVzQltUy5glMlGYpvSpa/8LSvFY5VtRbej1UpYLOU4nc309m4ANBgMaTgcxpAlW7Th9/t4/fX/cN99tzFxYgkffvjxfklVKMcH5RgQHYeqjE398ks/7777Ah988D4ffPAekmTh8svPH5ErAJ/Px6ZNGw8bJf+g67iVurqdJCcnk5x8eMlejGH/IKQ2zGYzkiTR3NxMb28veXl5QypUuze4XFBbW8v27dsA6O+XyMlJZ9myVzn11NM48cSTuPzyy5Ekiddee40bbvgl+fkFLF58EVOnTqVkIDZEr9fj9/tZs2Y1hYVFQ5atGSgrx97YyPEmE6xZEzloW61BK5TPF2aYECRlA7If+Hx4W1vZFhdHYWwsiYKUCSizs1asCAvoCn0lCJVZCiG6tqZ4FeRbmdEJkWQNQv3MBNbv2kVNIIDVZKIiJQWdxxMuwCyI2GDuSpMpfD6rNbIeoIjZEROecNX6fLj8bmptXaTrErn1wgtVjy9b9i8gPIGOIozEOW2kYVhu0axZJ/z77LN/GXpGlORF+bwMRtbg2xc04jMIW5CVJEmrlZDlTHS6FNTqbhwOHYFAI7KcgVbbwFtvvcmGDZ9QW/s148bl8eCDf+WMM47Z7+sTfWhvt/PBBxuJi0tk1qxiGhslsrKCY9H69cFntKpqM7///V9YufI/xMdbeOCBpdTWNrBkySLKymYybVr+ty6ihgM+n4+NGzcQH59AXt6Ew8JS1tTUREdHOyUlU4iLixvu7oxhhED8tlNSUnA6naxevYrc3FzS0zMO+e9er4f77nuEL774jLVrVyJJEl9+uYWjjprHzTffgk4XTnA6//xFXHzxYt5443V+85ubKS4ujmhLrVZTWFjEli2bmTRp8pCRs5JTTuXXv7+Xy8aNi8x2hLB2lxjMheI9hPaJkSSKenupUquZodEEJysRkKxsKzqjS6x4BVFSWt3EtYqMS0GMxD6DTSyKclA9/f04AwGS9XrkQICi5ORIMdm0tPD+g2VfRsfcKKGMo1Eqo2s0xMgB0mKnE2t3ccpJWdz+/PMzJElKkGW5Z/DGxjCacciV/yVJSsrPn975l7+sHsiOCsdzKpNpIPxcRav6Rz2/EVAm3UDkIquzM1g1wOdrw+dLQZZd+P07cDiW8+yzf2f69KM57rhjOOKI+aSlZQDhxdf+oqWlhbKy6VitOXR3t+F29zFnzjEUFEyhuDiJnTt1fPLJC9TVbWX+/P/H/PmnkpTkIRCYidns47nnfoHX6+BPf3o5FJowEiDLMm1tbaSmpo5qUub1etm5c+dAJmnsYSvx8X2wY8cOCgoKhrsbIwYOh4POzk5yc3Pxer3DZj3bG9atW0dFRTlms5k333yLI4888lv37e7upra2hvLy6UPy27/6wgswORw8GBsb3FBXFzk4K8mHyDCFsEtzANu1WuIkifT29nBsiBjYRfA+QIVC4kuvD++jDK4X5xBQFjdXSmAoMyX1etw+HzVdXfTIMhMSEjDr9fS63SSJaxPn8vkiY3GEdUxJEJXbxTEQlj0R71tb95zsBtp47Nln+cdbbz369Zo1v2QUITa2Qp48eWiV/1evHlP+32+Uls6/f86cc3G7gwNBdJKNsHSJ3200WVMSpei6sIOFLUTD7e7A728kEEhFkox8+unbtLa+yWOP/Z1ZsxagUqlCg9T3ySz/6quvKC0t48EHl9PaCvX1O9m27RN6eqr4179qcDp7OPbYS8nJOQu1WoXHs5rOzkLUahWSFMNPf/oQ111Xzscfv8fRRx8fLQZ9yBEIBNi2bRu5ubmh4tGjEbIs097eTk1NNSkpKRgMhh9sDNl3ITU1dbi7MKJgMpkwmUzIssy6dWsxmy3k5eWNKI3B22+/DYDly98NVSn5NlgsFsrLpyPLMm63+6CKJKvqannrvfd4/ZRTYFvQ/UpubnCQFlYvpaUu2kUiCiZrNBQEAkhNTQQAlcsVSbiUfV6/PkxsOjsjg5BFpmV1dXif6EDlQa5f9nqRTCYabDYMej2FZjNqlQp8PiwxMXT09JAsyJmIVausDLtWo2tmDtZv5fuBScfpi8GoJLFKVyiwePFi/vrKK1dKknSjLMtDGzA4hkOOQzqiSJKkGTeu5JIjjrhwDwvyd5VMUro4lcdBZC3bb7OW2WygVvtxOmvIzS2mtlZi1apn2LDh77z11pekpWVgtQYFJ/V6w0CW4YHfnpKSEnbsqAwtvPT68aSmjqeuDuZERQY4nTsxGhPp7Q3HNRUVxXHBBTfw6qt/46KLjj/gfhwMyLLMjh3b8fl8o17hPhAI0N7ezpQppWNuy+/A66+/9oOQzNhfSJJEefl0ampq+OabNUyeXDJitAZffvkf6PX6CNfm3iBJEt3d3ezYsZ1p08oPmhhtIDePTJ2O7s2bw0WHhfsjKytIvKIJrbIckcJVIvn9uFNTWd/VxfSeHjRWa3jQV0pMKBMAot+3toaJYGVl2KqldGEq4tPknTvpsFrZ6XAwTaWiQPS1uTkkn4EsU9vUhDohgcTe3lCRciBMttLSwrE6QvtJuIKUvxmFuKwTI3o9BPSJqGxdYVepYv+E+HiOmTfP0NDY+GNg2b59K8OPMR2zfcMhNRXExyefNXnysSowhZJjlIkz4jetzG4WEHGiyv2VIQYis1joD8KeiTo+XxdabTylpWZ6epbx/vu38c9/vhdyW0KwbIvP52P16lW0tx94SRqDwUAgEAiNG8rMz2hSGhOTQ2NjfkRykM0GFRVn8fnn7/D1118fcD8OBnbt2oXD4WDSpEmj1t23e/duNm3aNFAuaiyWbAzfDxqNhsLCQiZMyEer1eL1egkEAsPdLRISEvaZlAkkJiaSlpZGZeWmg5qtee6SJbzsdNI2fjx1RxyB+9u0EhSxVCHCptGEMykdDnR9fVicTqq12sgYF2FpE26TqqpIF4oYZJXZl+J/hRRFaFtlJf1OJ+ttNhp27KBQoyGmtzdy/+pqcDhQ9fUxwe+nurmZQEdHcEITA70IIhauVlGmaf368A2yWvf8c7lCt0PlsO+ZNaq45iWXXEJhQcFTB+0LG8OIwSHlrlZrwTOzZl09qLVMQJCp6Fq0SreiMtlFWU1DWX6stTXchrCcGY1JpKau5Jpr7mTNms/54IO3mDFjYkQiT0xMDIWFhfT29uL1epFlGYfDsd8TuVqtpr+/H1n2IklaTKbgMyn6ZLOBLPtwuzfT2zsZ0IRWEyLhKD8/iV/+8jFOO+1UbrrpJq6//pfDQowsFgupqakjWr7j2+Dz+aipqcFm66awsGjUEssxjEwIJf2Ghgba29soKioeMdaz/cG4cTn097vo6Og4KKEKKoed8846ixtvu41ldXXoDAZmz5nDGyLGKz8/PNBFp9or6lQqsy/znE7WGAx0qdUkQqQbRTkp1NWFB3Tlil+4R0W7Yp8BCQ4PwRKamr4+0lQq0mJikEQcYbRY5oDFLkmjoamvjy6VCmt6euREJeJ0BFkUEL8PZTJCXV2ob6rW5rD1TVmJQIjdArhcFObnk5yYmC5JUrEsy1sH+x5GGsYsZvuGQ2YxkySpNCYm0ajVTsBmC2dLK/X3INLaFS2bEW1Fi96mfDaVeoMuFzQ1vc/jjy/g3nvv5JRTjuOdd6qYMWMGMHgsWVxcHImJibjdbjZvrmTLli249lYPKgoZGRnk5RXz2WfvoNHsuYDS60GtrkWSdAh+rCSWjY3BLPPS0st57rlVPPnkX3n33Xf3+fwHAzabjdraGuLi4vZ7FT5SYLfbAZnp0yuGvZDzaMO4ceOGuwujBtnZ2WRlZbNx4wYaG3cNd3f2G5IkUVhYSFpa2sCC8vsnhaWlptJeX8+G9espmzYNndLSJYqMR2siKd0nItB/wFKl6e9nst2OSfRNSeiUrlKl4OXeMNB2wOVil9vN6kCAbpcLbX096TpdkJQJqx2EJyoh8WGzIfX0MEWtxpqRES7tJKxmZnOYnCn7qSzCrpzABhPpFMdGZ8ENXO81V1whzZox48n9+2bGMNJxyIhZYeEJ/5wy5ZqQaLNSWFmJ6N9ptOyMkpg1Nob3VwpBrxlI+nA4ggSwqmo5a9c+xJIlF7NixRouueRypk/ft+LTer2eGTNmYjQa+eabNfQN1HT7LnR1dSFJKj76aNke/Q4mNHSjUu2mqys/tF2QSSXRrKuDvr4ccnLKWLWqmsrKyn06//eF0+lky5bNWCyjT89LlmXq6nbS1NRIYmIihYVFIypAe7TgRz86eri7MGoQFCVOGxBwDZZR831XJtIIgyRJoaoX37vyyACRMGdk8dK//s17H3zAT/LzkadODQ5sQihW+adUyu/sDMelKFyOcS4XssvFLkG+lHpmYtUbnUig3K48LyC7XKzX67Gp1UzzekkXx8DgloCsrD0qBajcbjri42lUq/dc5SutD4LQKasMKON2xHtxnHiNDrBW3OMTjj8eZ1/fUZIkjQpRyTHl/33DISFmkiQl9vS0FebkLAxtUz6LYqGgTKRRhg4I663yGYNIcqdcbJnN4dhQp/MtKit/R2HhEhYvvvSAXFlqtZrc3FwqKmZgNBppb2//znItv/3tn5AkicWLr2PlynAfxTXq9So8niL0es2gmaTinoi4ueTk2dx11zXMmzeXpUuX7vc17A+8Xi+bNm1k/Pi8UBHk0QKv10tl5SZsNhvJycNfkHo04/XX/2+4uzDqoNfrSUpKwuFwsHr1Knp6RpfMlCRJTJ5cwq5dDXQqs6f2EwG9kYA+SFBvuOFG/n7iiZz35z/zt6efDu4gJoCBzMvQYP5tSuGKGVctyzRptXT5/XuviylS+jWasMtwgJz1SRK1Wi1oNEzu62OKw4Gxvz98fHR1AAgTKmUFgoFB2vi//1Hf3Y1PkiLJ3Ny5kSVlBAYjpsr7oiSXyu1Kt5Bej8rj4dLzztMUT5x403d8JWMYRTgkxGzChPkPlJZeJmm1UugZGcw9KZ7LaA0+oUGozBhWPstiG4TJm9kMc+Z8xNKll3Hllbdx//0nRrR3INDpdEiShE6no7FxFxs2rKe3t3eP/VauhJUrP2Hx4lvo75+yB5N3uTrxeuOIibEMKhKtjPf0+YJWvylTfsm777p5/vnl3HXXnTiUBxxkaDQa8vMLSE9PH7JzDBXq6+swGIyUlk49aBlmP1TY7Xv+tsewbzCZTEycWMjmzZU0NTUOW83NA4Fer6ekZAq7djUclH5rNBoW3H8/6UYj50+eHCYqYmDMyhq8hmQ0BgZETX8/hd3dbEtPx2cwhAfPwQiecvDV6/FqteyIj2e9TkeMLIPPhy76GqNLKYn/hbtHEDPhZgViNRos8fE09/ZGDvYi+0vppoz+s9kiiVe0hSyabCrhcLD4lFOQAoHrJUkaFbo/Yxaz78aQf5GSJGns9s6LKyouGtS6JSCeKQiHC/h8sGBBcFuQnHkj2haLIGVZMkHQ3O5err32Fzz88IPMnn1KSAzyYKg9JCQkUF4+ndTUtJDJX5mRlZYGnZ0tJCSMi9Bhs9nA4+nB5dqByxWICIeILqGmJK7CitjWFkNy8hEcccRCzjtv8UHPApNlmZqaavr6+khKSjqobQ812tracDqdTJiQT35+/pg22RiGHUlJSUybVn7IioYfTMTFxVFWNg1ZlvF6vd99wF6gcjmx2+2kTphAXHx8ZO1IMfArrUTKYt9Wa3hgz8oKDYYWl4tUrxeHCM5XEillPc4ByICs19Ol1yOr1czw+chyuZCi3RXC5ah0O0YncyjlOsS59HpyvvoKTyAQdpmK2BRlIoJyQV1dPZh0QOS5lIxDWCiU+2dlkSBJHD1jhsGg15+8n1/NGEYohnz2io1NPHPixGM1sbGmPSy0SnIW/dsTCAoy9/Ovf93B8cfH8M03H4biMYUVTbmwERaz5uZrOfLIueTnT2DSpMCgMW0rVhz4dUmSRHp6OkVFRQQCAdasWc2uXQ3Y7UGyZDbHs317LRDuX2ysjN+/A683D79fM+i1R7N/5T2qqws+y8cf/yR1dbt46qmXQ/fxYKC1tZXu7m4MBsPBafAQIBAIUF29g/r6OmRZHsu6PIjQ6cYsjt8XBoMhJMGzceNG+vv7h7tL+wxJkmhpaWHLls3fz3Lm82G32YhPSIA774wkUGYzbo2GRpOJd3bs/6ZhjgAAIABJREFU4O+VlXTHxkaSImXpEyEOq9eT191NgkoVtJr5fJHZVQpS1q1WsyY2li61mtTYWCbqdMREu12EXEVaWvgPwqRM2a6YZJR/Gg2xWi35KhWB5ubgMcpSUMpC6yJmTuzjcgWTBJQDPUTuN3AfB01qMJtZcvnlFBcW/uXAv6RDg7EYs33DkBOz1NSCv86bd/UepEhpNVMuSJTWXmEte+yx29m8eRVnnHEZr7/+II2NLXvI0Sjfv/nmrSxd+hxnnnkmaWlpIeuJUkLmvvuCxGzFCkIxYNHYV2+hSqWipGQKNlsPVVWr0ensXHfdXTzxxKXU1gYzKc1mMBpt6PVqfL6UPbJPo8mZkqQpUVcHTU065s69kv/7v9eoqgqSte9LzhwOBzt31lJcPGlUyWJs3ryZ/n4X5eXTiRUK3GM4KFi06Pzh7sJhA41GQ1JSIuvWraW7u3u4u7PPyMgIajzW19cdcBsBUzwevx9tdCyKRoOs03HKSy+R/Yc/cF99PU9XV3Phe+/xhtcbKQAJg6bxd1gsVKakIEcH/ptM+IFKg4Ftej25bjeJfn+49JKwwCkH2fz8sNtRaTUTLhxhsROfi89yc0PbPR9+yNdbt+JvaQlOOJ2dYQkC4QptbY3UUBtMW005qYlXYaUTgrniWKuVwunTSbZa0yVJUtSDGsNoxZASM0mSphiN1vi0tPzQ8/JdjDbaqrZx4/9Yvvx57r33z9xwwwOo1cm88sq1OBzBRYb4DQv9PoDduz9Gr9fz2WefkZWVHWq7v9/JBx+00NbWRm3t/1iz5gWefPIV/vWvpkHJWfSCZW8wGo1MmTKF/PwCzGYt559/DE8++SK///3l/POfNxAb6yU11YLLNZW4OCkiCWdv90TE5Cn38fkgJeV0tmzZwiOP/CmUkT1YEtG+QpIkJk4sHDXkxuPxIMsy+fn5lJSUMJZ1efCx8ttWLGPYb0iSRGZmFpMmTWb79m2jJmNTkiSKiyfR2tp6wC7ZF154gVffWMbaDRt4+913cf7sZ6GB/m+rVtHs9+NesYLPli7l5tNP5+2tW/nJ0qU86+3HIw/cJ1GUXJCigeOTu7vxxsXRaTCEJg6fy4Xd40EFWH0+ZrjdJAOSmFyU0hpKt6oyPk0UWBfEKjpGLDq7cgAxQHxfH80iq7W1Nfwn2lC2IyYuIT4rJpzKyrCVTchrKK1u0fFqwDVXXinNmjFjRAvOjlnM9g1DWsS8rOykVdOmXT2juPjkiAD3aAKhdMGL14ULYe3az7nxxjN5+eUXKSo6AYCPP17F7373Mx56aBM1NUG3lbJtjQauu85FQkIc33yzjpKSEgAuvfR9li27FI+nH68XUlOPR5LAbnfT2/sx48ZN56ST7uGii4L15ZQxqMowgX3Vjuzu7mbr1i309+t54IE7MBoNXHLJw3R1BbWhRAxpNBGNvj/KLFRlXKheD3V1tbz44gwWL15GbOxGSkuLmT59LhaLln3ViJRlmZaWZlJT00aNpay3t5fKyk1MmjSZhIRRkSU+rJBlGb/fj8fjwWAw4HK52L27E4/Hg9frJTU1jfj4eCorK5HlAIFA8G/lyq848si5xMcnkJeXR2NjsAKEWq0hJiaG7OxsfD4fbrcbnU6HVqsdcyXvAwKBQKgUksViGRX3zOfzodFoDihc4LjjFvLRRx/x/ptvcs2NN7J9xw5ef/VVNi9bxhPvvMNHf/4zRQsWELCm0NLSws9PO4W5xYU8+/mn/O/cM0jEEE7bj+wU6PV0azRsy8xkht9PhyRR299PitdLfk9P5ICtnLWFgK2IBxNWODHwCzFX4doQVrvozDSlW3GAQDliY9mo1TJLrUYtSXtKegiISUWc2+EIu2pdrnAfHY7IviiLrQsrnl5PwOOhdO5c3+Zt2+JlWR6RPnOzuUKeN29oi5j/9797L2IuSdKzwI+BdlmWSwa2JQL/BHKBOuAcWZaHzbQ9ZPxSkiR1enpJRV7ecaEMY9gzhkxkaCrJiUYDbreL++9fwk03PcUJJwRJWWsrHHPMVH7zmy7WrfuEjIyjQ/uLYy+5ZDeLFv2Ms88+h8mTJwPwxz8+yuuvP8IZZzxHfv7CkHVMLIj8fhfV1Y/xxhtXMW7cNyEXqsC6dU3U1X3MunUfs2LFFwQCAV566QXmzp37rddvsViYMWMmdXU7ueWWG3jjjde5665LuOqqfxIfb40o3q68boHo+LJo8hYki3lUVPyCf/zjLKZPP5Hly5fS0lLD7Nknc+qpJ3PqqfO+M7OyqamJtrZW0tJGRwamILwFBRPHSFkUZFmmv78fp9OJz+cjLS2N+vp6du1qAIJVLcrKpuH3+3G53MTExGAwGImJiRmw6GSiUqlCf+vXryc3d3yIsJtMcWg0Wnw+H16vB0mSsNvt1NXtxOPx4PP5mDKlFJPJRGPjLgwGI7GxsRiNxlFD+g8FVCoVPp+P2toazGYLEyZMGPHkTKPRYLfbqa2tobR06n4l1zz33PPYbDYmT57M1mOO4Te3385p55zDGQsW8NUHHzAuK4uANShtk56ezhur1vDRjb9CJ6swZ06AbdsB8JgMtLk6SfHr0cnqEMmxAIV+P7WShF2WKenuJt7v39N9oPy/ujpcL9NqjXQnilguUWIJghOF0l0qXKKDKPqbTCbGu93I4pzfZsZRxqCJ81RVBQnZQHmo0PvoYuvRdQddLlQmE6cef7ymoanpVIIkY8RhhCj/LwWeAF5QbPsN8JEsy/dJkvSbgf9/PQx9A4aUmKmOzs6eJ8lyMGtG/O4HE40V2wUWLICHH76ZnJxCbrrprIh2V678jNhYPbNmzaG3N7KA+datq5k27ScsWnQel156GZIk8cYbb3DPPX/k+uv/h8GQHRFjKZ4th0PPqadO4vPPU4FIa9kNN9zHm28+QEXF0RiNR3PddTewdu1ynnrqyb0SMwCtVktBwUScTicnn3w9NtujPPHEadxyy5eh51BZqg0iddmUJFZpbVTKjRx11J2cffadofjVyspGamuX8fzzz3HVVYvYutXBxImDuyd7enpoaKhn2rTyUZPFuHv3biZNmjym4k/QnWu325EkiaSkJNatW4vX68VoNBIXFw9AWloaGRkZoaxkCBK0fLEyVyA6E1ej0UTc58HuudVqDZUlElnCfr8flUpFV1cXTU2NJCcnM25cDrW1NRgMRuLj4zEajSOejAwlNBoNU6eWsXlzJVu3bqWoqGjEP4NxcXGo1Rp27qxlwoQ9fz/fhszMTDIzM4Ggvtl9d9/NH+66C0mSgnpngxwzMS6Opq5umnd3kZWfD1VV+JHpj9Xht8uhlarbYKBOp2O8zUa/Tke2348+Li6s2K+st6eE0vUAe6bBi8+Vr8pjlJIAwiI2UOsSvZ50vZ6+7m4klwt1cJIJ7iMmHdgzsF98rtxXWQpGtC8Ksms04fcOB+j1nH/aaXy0YsXvGaHEbCRAluXPJUnKjdp8GrBg4P3zwKccjsRs0qTj/z5lygVAZAalUkBWWGSVv3mfD7q7O/jvf5fy2mvbIgZvjQaefvoxrr76bnQ6AzpdcNHzxRc7Wb78QTZt+g9PPvln0tJSGT9+PD09PSxZchWXXfZv0tOzI1ySEH6eTCbo7a0lKSk3wtK8adNa3n77Ee67bxMpKZmsWQNdXTBzppYHH3xi0Ot+4YU3ePrphygunsRvf3sH6enpxMXFExc3juzsQgKBflpaKjEaJ6BSGQYtoSauVWCwjG7lfRTv6+rAZMqivPxqjjyyhN27m3E6Y2lsHFweyOHoZeLEwlGRhdnU1IjZbBmUUPxQIAplx8TEsGbNajweD3Fx8aSkBK0NZWXT9pjcv08preOOO36/9hfnVqlU5OTkRnwmyzJ6vR6bzUZDQz0mUxyTJ09m9+7d6PX6HyRR02q1lJZOpampaVRcuyRJFBUVsXbtN5jNlu8lqSNI2bch+7d38quvv+aEv/2NDy+5hDTA4IN8XywqtR8/0KjX0xgXR7rPh9rnw2UwUKdSUeT1Bgd6UUhZaIkJiAmnrg4GQl2AyIxHMeh2dkbUpwwF/Q/mzowq8ryztxezLJMVHS6kJHjCsiAsciJ4WrgxlYgmjEoX6EAVhJKiIvxeb44kSZbhdMV9G0aIxWwwpMqy3AIgy3KLJEnDqk4+JLdIkiRDWlpJZnr6HCDS2iMQ/V58WQsXwrPP/p2jjz6To4+OvDfBjGYrr7zyKFlZ7+D1eqip2cDu3d3MmnURW7ZUYbN1I8tBq8A999zN8cefQFHRkaFge+ViRTxvCxfCX/6yiuLioznhhPBzdu21v+KMM+7DaMyksjJMiM4+O5lbbgn+5pct28jddy9mzpwjKCs7lVtvvYqHHvoLn332NeXl07j//j+zaNGZALhcNnp6zCQkxONw7CYQyEKn8wPqiGSj6Gxopau3pGTP+xmtg+bzwfLlL3HSST8F9iRlsizT19dHZuYgbG2EIVheqY7Ozg6SkgZZ+R7m8Pl8NDc3sXv3bvr6+sjLm0BGRgaTJ5dgMBgiJvSRbHGRJImMjEwyMgYsJwPWtd5eOzt2bEeSJFJSUhg/Pm84u3nIoVKpyM7OxuPxUFVVRXFxcYR1c6RBq9VSUjLlexH+vREyJW56aznbZkzn+TVr+PVRR0FdHRISfpMJj9OJQ62m3GbDEB8PJhPjZJlVGg12v5/4QCBSZFYJJbmJdmEOlpQh9ldau5Qr4rS0yEoBA+3kWK1sam0lYyARIWRlU7pClK+DDezV1eFsUYFoy7WCGDpdvRx9zBHqlvb2C4HHB7+zhz2skiQpA9n+Jsvy3w5lByRJqgCOAjKAfqAS+FCW5a59OX5IRvLYWOuZeXmnaiRJik4cCf3GlZYr5XPT2rqLl19+lAsv/NWgbT/00N84+eSTmTlzKhdc8BNeeOE/VFc38/bbD5GYmEhOTi45OTl4PB6eeeZp8vNv2uMc0bqBOp3M9u2fU1h4VGif2tptNDdvZdq0n4aOEdi6dQuFhUXIsszVV5/NvHlnsXTpczz55D1ce+3jVFScymmn3cu9977IM8/8kbY2Gy4XnH76cXz55YvExkJKShZabR9q9dfodC2kpoZXVdHyGWZz8FUs7oSWolKHUSFCzRFHuPnkk9c4/vjzKCvb8x62traybVvVqFAj37VrF7t3dzJ1ahn6g6EOPMIhyzK9vb3U1FSze/duVCoVHo+XnJxcjjjiyJB8waGwML3//ntD1rYgkbm545k1azYlJVNC7tetW7eyeXMlHR0dB11EeaRCq9USGxvLpk0bR3zGZmxsLIFAgJqa6iEdQyRJ4sT8fN7avh1ZlnEYjWwwm6mPicGgUjHZ7Q6RMkwmNFYr4xMSaINwzIfSsiQgVsHCaqYkRMqsR2W2pNgmsiWVGZIQmdE5EK8TFwgQJ8u0ivhK5aSjlP4YjBwqi58rtdSUwrcD7XhiVAScTvD50DQ0ctaxx5CamHjrEHwl3xuHKCuzU5blCsXfvpCyNkmS0oN9lNKB9gO7PmmxJElrgZsBA7BtoK25wAeSJD0vSdK472pnSCxmqanFDxYWXhCxCFC6K/dmynzppYc57bSf8ZOfFA/6eUKCjptu+l0ocF9J8Nrb2zEYDLjdcbzyynNMnlxCenowwFOZGKMsffbjH0NTUz1+v5czzywAgjEyt912D7NnL0ajiYlweZ5+OnzySRW5ucX85jet9PR0MX36dTz22K1s2PAFDz/8IWvWQCDgRZJMJCQUcffd93Hddfcxc2YFV155I7feeiJ33rmCzEwLUILXW43X24xGU4Lfr4tw60aHQggoF03CYq/RBOPzXn/9RSZNmkFaWjbRcLvd7NxZS2np1BHvPpFlGYvFQlpa2mFfXkmWZTweD5s2bcTv95OSkkpsbCwqleqwd99KkkRsbGxIqiU/P5/Ozk6am5toaKhn+vQKPB7PYZ31KUkSeXl51NTUsHnzZkpLS0f0tWq1Wnp6emhtbSE9PWPozrPofHpXrODJnTuZNmkSufX1ZAiNMyVpGRgg0wACAWSNBilaVTzaFRG9fTDxVrFdmRGq3F9MQELOA4LbBiaNgvh4ND094exPsb/YV1m4HCIHfXF9wuWqHPRdLmRZZmdfA581r6JASmSuZSoxAYmZWYXEG43JkiRlyrL8PavR/2DwJnAxcN/A67IDbCcWOPLbsmIlSSoDCoCGvTVy0ImZJEmWjIyKZKt10rdKQCglIpQkbc4cF3fd9RIvv/zNXs8RCATYubOetWt3o9U6SE/PYvbsCdTW1tDXV4LJ1MsDD9zFaac9F3LhD5ZwIFBV9TmTJh0VGgifeeYROjtrWLToT0Cki7G1FXbsaCIjI5vm5o8YN66CnTuN3HLLV+h0HWi1MQMLrwZUqmQKCy/knXd+zXXXBZ/Lq666Hru9gccfP4cnn3wfiKejYxo+Xyc+nxaXy45GE4Mk6SNCI5TyF3tP9PHy7LO/5+67XxzUWlZfX09GRiamfdX9GCY0NDQQCATIHSzW4jCBLMt0dHTQ0tJCcrKV9PQMCgomEh8fP6In5aGGVqslPT2d9PR0/H4/ADU1NdjtPaSlpZGennFYEnVJkpgwYQKugUnb7/eP2GxWSZIoLCxiw4b1WCyJQ2LNdrlc/L//dxmevj4e/eADKsvLMajVoFZHWpHEq8+HBHgzM9mwfTvlGk3QJSQGS7M5OIBHSwOI+K5oOQ6bLUykGhvDcV9K8qaMEVNioH09YB/oh0lJ8JQSHdGB1hAZFycsZVGBxbIcoK6nEZu9HW1CSniStdk4b/58qaOr61pgxBU3H+4YM0mSXiEY6G+VJKkRuIMgIfuXJEmXEiRNZx9I27IsP/kdn6/f2+cCB/0WpadP+XlBwTnqaPKgfG7Fbz1aIsPpdOD1uklPzxm0bZsNVq/+isWLzyQQ0GCxpGAyxVJXt43/z955hzdxZW38N5JsybZsy7bcu3EFVzAthAQSSNg00iCFFJIvySbZ9LbZbMqm90B6302yu+kkhEASUtkUIFRTbYPBBfcqF9myLGu+P+QrjWRBKAZMwvs8eixLM3fujGbuPfec97zn+ONP4PjjTyQwMIFXXrmCiROnk5Q0ZZAUh2f2J8C6dV9zyinTAcdg+MYbL3LttQsICjK4aYelpjr6UFPTREhIGj/99AwzZz40wOGaADi83hoNyHICZjOEhoZRUbGZCy+cilpt4/bbX+bee59m3LhM6uvXYbGMITBQoqsrnJYWsNs7sdkq8PGJxWSKB9RuSRLiHASvzGRyXdtp0+CXX5YSEhLJ3LmTvF7DIyE1f9euKurr68jL82JZ/k5gs9lYs2Y1Op2OmJhYjEYjkiQNKwmQjIzDLyIuDJPMzEy6urqoq6uluHgreXn5Tm2t3xMkScLPz4/GxkZqa2vIyckdtsZZQEAASUlJWCyWITfMWlpaKC11cO6WL19Of3MzWl9fmDDBEU70ZpgNwEenw1evp06lIlalcg3+ymxKGFy30hOexpJop6zMtVIWUhfiO2GoKbbv1Ggw9fYySmzveWyRVOBZjL2oCI491tHOmjUOr5mCKK0ydzNWHceYmBgCWzod2REDbc8aN45XFi26nmFomB1uyLJ8wW6+OnGojyVJ0unA3YAWB9dtrwSAh3xUU6s1N2dlXeDGjdwbHHssFBdXYDRGe/X0CNx99y384x9PkpY2B43GcT9XVHSzcuXLvP/+56xZ8xcmTjyHMWNecvM4C3h6zux2O+vXf838+Q8D8OOPSwkMDCcpaYxze2HYiXY6O7ux25vo6Khl1KgZzmdNyOHYbHX4+hrw8/PDzy+Ma65ZhkrVSmfndu6880xmzy5h9OhCyspKSEsb4+ybo0+x9PWFUV6+A7W6GJMpm6go12JIeS6iPqhe7wpnLl++hKlT3SVGwBHCLCkpJicnd1iTxFtbW6mrcxhlB0IwHo7o7u6mpqYaX18tiYmJ5Obm4e+/d0Tow4EJEyYc7i44IUkSgYGBBAZmOHlNmzdvcirqh4WFDfsFx74gPDyctrY2Nm3aOKyNs5iYWGcy0VBVDWlsbKSiopyMjEzeeOOfLFy4kDfnP4MqKMgx4B97rIuDVV/v1COz9ltRa7SogaTERLbU1RHt54fKz89l0CgHS4PB8blG48iQEsaZkpemDD8qV8Fi0FfydZSfi/aBSKC8v98hxAwuLploT8h6iPfK8KzYThxfvAYMuUCALjOYu2GAo4nFQmhgIPFhYVpJkrJkWS4+sF9k6DCMszKHBJIk5cmyvEHx0cU4vDYSsAHYK8NsSGdoSZLiNZrg0MDAwdl+wiBSavl5iiivW/c/xo07yWvbJhO0tDSzbVsxCQnnOQ0Vh2fan+OPv4VzzvmUl17q5tJL/4tWq3ELQXoaicJbtmPHOiIjw0hOTsRggLfeepdJk+YCLikc8RKczx071tHaWk1S0ni2blXR3Izz1ddnpbd3B3q9yskFnThxDOPHT2fChGuJjIzh7bc/ITY2iS1byp2Lsupq1w27YYOOlpZRdHRkERnZT2fnVnp7OwddE2WS0LRpjr9r137H5ZdPc9tOlmW2bdtGcLBhWBtl/f39hISEkJ9f8LsyymRZprh4K0VF6/Hx8SFqYLU9nI0ygPfff/dwd8ErhAGWm5tHVFQ0VVWVbNu27TD3amjhKJGWjp+fHzU11b+9w2FET08PGzYUOUOw+wObzcaOHWW0trZiNBopLBxLWFgYaWlpXHfddVS1tdEfGOgWrlN6p6z9Vh5tWMizLV8AEOTjQ7S/PzatdnCmlBKeqt6eXjJwL9uknAyU78UEoGx/oH8aIKK3l3pJcp/0PMsqiZdox2SCZctcbSnDpp5F0W02xySi4K7NOf54aXRGxl37/aMcxf7gWkmSXpMkSZCPdgEPAw8AtXvbyJDO0klJ4+7MzLxQ5c1b5u3+88zYXLlyKbNnT91t+5s3b2DUqFxkWeO2b2fnLqzWTgIDJTo6VM6yZBqNU3fPWbbJ87hLl77BzJnCw2Rj/frFTJ589qA+i2fAbu+nurqIlSvfIj5+LOA6164uMJt3ARHY7S4Svzi+I3ngat555y0SEpJpaSkfVOJJ+exbLGp6e1XYbAbM5k10dJQiy1bA4dE3Gh1tTpkCGo2NRYveQKuVycnJcWuzoaEBq7WXhITfTAY5bGhtbWXdOge38PfCH+rp6aG+vn5ACiKS8eMnkJSUfMQYnb291sPdhT1CpVIRGRlJQcFoRowYgc1mY8OGIlpaWo6IjOPfgqhfGx+fQG9v77A9J39/f+Li4ti2rXSf+yhKwq1evQqbrR+9Xu+sPCHQbWrFT6tFNXKkywBSDpxlZahtMlqVD1j7ncZVUlwckk6HPSDAldqu0+EWklGq+Wdmurxlgngv1P2VA7NyUtidxIbAQNspfn7Ed3S4C3oqOWeeq3+ld0y8fv7Zdf6bN7vvJ6Aw1k7Pz6e7u/tcaRi5kn/vtTJlWf4z8CLwqiRJ9wD3AN8Dq4Az9radITXMrNbuS7Kzzx10gby99+R62WzQ3t68W+PBYUQtIT5+ituzYbf3YzJVYjL5Op8jTz0wcd8aDO4Ugx071vHrrx9zzTU3ArB48TYMhnCSk6OpqHBfnIn7vbFRzYwZTwLg6zvO7dwsFhmbrZXw8ATncaOi3J/76dNnUlS0HJ0uhNraMgwGhwddbLNmjcuDHRcHXV0Svb0xJCWNw89PjSxbkOV+QkPtREVBWdla7r57DtOmGVm8+DXef//DQV4xnU5HRsbwVRbv6uqipKSY9PSM30U4ymKxsG1bKevXr8Nq7QUcqvrDNRx1pEOSJDQaDWq1mtjYOMrLd1JUtJ7OzsFe5iMNkiQhSRKlpSVUVe0xkeuwIj4+AZvNRlvb3muaClmQjo4OsrNzyMjIcC7KfvjhB158dh4qm5XVX31FTnIyUkODyzARIciBl1qr5fbwM7gx/E+uzy0WSlQqGvr73eUsxAArXspZXWmoKVfUSg6MN8Kvp9SGwIChpenqol2SaPPxGWzUif+F5lFXl2NSEG0pjTNx7iKbs6LC5UkTht5AaNVfrWZcUpIOGH8gv+1R7BtkWd4gy/JMoAhHtme0LMuLZFnu3ds2hsy+lCRpZFbWGQGBgSGDsi8FBF9SScYXqK4uo6xsk1fjobnZwQVbtOhD7rhjqfO5cBhMDfj6GggIcFhjItyvJMYrQ34A554Lra0WnnxyNk8//ZJTuLSlpYzY2MRByTKez9lXX90OgMEwzknCd5yPBBSiUnk3LiwWUKkCOPbY09m4sZzNm9ej17sIzEp6gfhfHNPfX4NKlUpbWy9tbS+yfn0mCxZ8yI8/fsFtt93OY4/NJykpfNAxGxsbMRqNw9Yok2WZ0tISUlPThhXxfX8gCjw3NNSj0fgwduy4YS0W+lsICgo83F3YJ0iShNFoJCwsjKamJlQqFX19fdhstiOiusWekJGRSVHRenQ6HZGRkYe7O4MgSRK5uXl7tfiwWCzs3LmDvr4+8vLyByWZqLBz7713s3z5ctb9+COL//c/nrv4YpwlTEpKcBKMRfZiczNqseoWZYosFhJsNor7+4kMDkalNLCOPRZn0WQBjcaReanUH/IUqfWmieY6Mfe/4OK2dXVh8/GhWq0mpK3NFcIRhpdnG8pjbd7sKlYu3jc3u0Rtq6vdvRGiT/X1XDh+PKWNjQ8B7vyWw4Q/AMfsauDPgAw8AczAEd5cCjwky/JPe9POkF2ikSNPfiY7+yIJBkux7EneYaA+OcXFKznttNMYM2bMoG0sFkc2ZnBwCKGho5yeXgCrtZ2QkFhk2VXRwnlyHqFEpRbgDz+8Tnz8SC68cDbguLe3bPmRSZOm8PPPru2Vz4x4XidPnk9IyPHIssGZUGOx9OHjU0xERI7zWVRKXICLW5qQcApr1nxEaGgsDz20mdRUh2td6aEX9XVNJigsdLzfseMnzj47g8zMGwkNDeWii67g008XUlgjndkfAAAgAElEQVQ41qunqa2tjfLync5ahp7Y0+9yKCBqKubl5R/x2XXNzc3s3LmD7OycQeWIjlScddY5h7sL+wVRRQAcIfKSkmKio2NISEg4Yr2WWq2W7OwctmzZjNFoHJbnodFoMJlMtLQ077aWZl1dHeXlO4mNjSUubrDOogo72GzEREVx1axZRPr58b/58xkpJhLBFwNRCsa1sxj8hbGm0RCs0aCTJBrMZqI9i467Ou7+/+6MLyUpX5lBqaxtqeyHx2dGoCw0lK7+fvR9fe799Zb9qeyrsm5mc7PLSBPGqTejEDgxIYGbOjqOkyTJR5blvsEnfxRDjGtlWc6VJMkXWCHL8vvAc5Ik/RtHWHOvDLMhc6O0tVVPTks71fm/Z9xXhPTA/d6pqHC8kpIyKSnZNkgORoi7Llv2JYmJZwwKwfv6ZmGzGdw4kJ7eOLFQ0ukcYdOeHjMffPAk9913j3P79vZdLFz4DjNnnul83gXVwPOcUlNvJDg43y0L289vF7KsxWyW3J43pfdQLOgkKYa2tmb0+niamxvchKeVkjueode77jqOzEzHann69NN46qlHSE1NQ5Ikmpqa6OtzPXeyLLNjRxkpKSP26C0T568Ut94TZWKoIMsyW7Zsob6+7og2yhyisJvYuXMHqalpw57Qvy/44YfvD3cXDhihoaGMGVNIT08P69atPaIrCQQEBFBYOHagGsTw5P/p9XoaGxvdwsiyLNPY2Eh/fz9BQUGMHj2GxMQkr8alfWBKOvfss9lYVcX9l1zCyLg4h5dIhBkzMx0DtBggi4ocL8HBslgck8rAijwtKAhDQIBrEBaTh9HoziVznYTjryfB2BvpGAZXCxAhRbHPwAAvdXURYzLRpOSY7eklwpKifia4G2HiO3AYaUrPgwih9vQwJSHBB5g4FL/vgeL3zjEDaiRJehB4BCgRH8qy3CbL8i1728iQGGaSJCUEBsb5+fo6JiVliF78L+B54TZvdrwiIvKprq5h2TLvlRB8fHzo7e13W5z09pZht3fQ2ys5xV8FlIsWT87miy/eRV7eceTnjx3I9mxhzpxTufbaOzCbs52GmfCWKRdFyvPQaBzjhc3Wh69vLcHB7vpr4rlRGosGA2RnJ2Ay7cDXNxy1upauLpycNovF4SFT0iGqqx19eemlTwB4882Peffdt1Gr1YSEhCDLMiaTidWrV1FbW4Msy7S1teHj47tHb5nAY4/Bxo0dLFjQ7ez3wTbOtm/fDkBUVPTBPdBBgizL9Pb2On+DwsKxhIaGHu5uDSmGM6dpX6DVahk5cqRTKqampobe3r2mewwrqFQqTCbTAH9x+BlnGo2GpKRkysq2I8syHR0dFBWtp7p6F1arlYCAgL3SPDt39mxM7e18K4QhlQOi+F8YMPX1ODO+hLEmDDmjkYDAQCRJol0YTkqDJirKZZgpOWfesi+VafpK40pRhsmrNhM4+tfVRXxtLUl1da79PA09T4+esr9K/pnn5CI8D+L6iO8rKvhTZiZjU1OvG4Kf9yh+GzNxEP2/BS7Z30aGxDCLjEy7IC3tT5IyfLk3VqzyvlWrNRgMETQ3e68g8cEHnxMeXoDF4lg8mM299PXV09vrP2ihIdr2NC6ys2HLli18992HPPnkc9hsUFdXw+TJxzNu3CnMnHmr2/2tbGNPyQxqtYX+/jh8fHTO75TZzcqqGwYDFBQkYbF0kpOTQ2fnSmfI05sxpBwfTjzxLAoLJ9PX535BJUkiLS2N3Nw8mpqa2LVrF6GhoeTk5OyWTK/8XUpLrVx5ZSxXXhnFySfP4I47bnIrBzfUaGtro73dxMiRI49Isn9PTw9FReuprKxErVYTFxc3bDl8R+GCTqdDlmX6+vpYu3YNjY37VQ7vsCMkJITw8AhKSoqHZaZmVFQUQUHBmM1mtm7dQnR0DAUFo/ea52fX+KJWq7nn73/ngYULXZ4yUftSo3GsnIWnTGRngWNy8MIjsfT1UVJTg6xWO5TCRTs2m8uY85ywvE1eyonGc8UvvG9i8BReM8W2KpuNVq2WBn9/71mewnj09G7AYANNeAbFxLF5s9fJdurIkfRYLH/aq4t/CPA795jFyLL8uSzLX8my3O/5peRA3G81MiSzSWBg2NVZWTO8XhxxbymJ7AKpqRAe3sD27V9w//1nUVOzncmTXVIJIozZ1dVJU1MxubmznAuV/v5a+vsjMJs1gxYPwhASRpbok8kE69evpKDgJGy2UNau3caZZ07ihBMuYdasR51GgqeBpKQTKM/LaASLxU5vrx69PsltG6U3WhhpgrPW3i4RGBjAjBm5lJevdFYJAQcn1RUydSz84uIcXDy1WqatrZncXA/y2gD0ej25uXn09VnZtauK4uJienq8luyisbGRtrY2nnoKsrLUSJLMnDmP8fPPS3nzzWdZsWKV81oMpXEmyzIGg4H8/IIjMoTZ0NDA+vXrCA+PIC0t7XB35yj2EZIkkZSURHZ2DpWVFUescZacnIzdbqepqelwd8UNdrudXbt2odGo8fHxYcyYQqKiovZrAXbeeeexfv16OtvbvQ/owjCrr3cYYsqXR3jSEBiIr48Pjd2OqICbB05AGGw6nSMJQJmVqYTFgg07nf09yLa+wZPewOBvtXSxjjp6LF1ubWgkiYrgYGRPGQ5vfVJCWV9QDMq7s07y88FgoNsQwA57E7K2Xy+KdB/FQcWTkiQtkCTpEkmSRkmSFCFJUoIkSScMhDh/AbwXAlfggA0zSZJ8u7u74qKi0gH3BY3nPeZp8MTGmrjrrgyKix9jzJjJvPPORkaNGjXoGMXFGwkPz0KlUjkzF/39+9BoYpxG2Z68csrjtrbWEBCg59df13DFFcdz1ln3ceaZdyBJkrLaBWVl7p5hT+6XaNtur0WlKnPz1il5YaINkd0ttvH19SEiIhSTqXmQd14gKspF/I+Lgx9+eBuNRkOh+NALuru7aWhoICIiEr1ez/r16ygv3+msOajq6kDV1cFJJ02joCCP1NQ+li+/Fx8fPQUFc3n1VZnbbnube+75i3M1PlTVVmw2mzMEc6RlK1qtVmRZRqfTkZeXT1xc3BHp7dsXnHXW2Ye7CwcNgutkNBppb2+ntbX1cHdpnyBJEtnZOYSHhw8br1lzczOrV6+io6ODiIhIysvLqanZvxradlSoZZn0tDRKtNrBvC6NBu6+25V6X13tGDA99YcUg3dCZCS1ZrNjf0Hx8JTOUA52nhIbCtJxl8ZOZYiERSMpV+mOV1QU6HT8L6KXK5O38pq+1M1bENTVhSTLdAg+qjIs8ltuHzGZNTe7thPq5B6GXXewP3drV3JH70LsqTJhQUEz9+vHGEL83jlmsizPwkHyz8ChZ/YTjoLoVwClwAmyLH/zW+0MxWlMTEmZrPHxkej3cNyJe1zJC+vrs9Dfb+XMM4P45JMPKCw8kSVLFtDU1MT776/AZstyelLE/m+99QNpaVM8DIR0LBaQ5cESM57HB5dne9myN8jKGs3f/vYn7rjjDfLzHfeqchGi1zNQ/xI3b1ZUlKc2mgzUYDBkIugeYj/Rjtg+NdX1uaPfGsrKzNjtvqSmOsYSkRENrhJpANnZFdxxx/O8//5/+frrb3ebkSUI/wkJiWi1jrI/UVFRlJc7uEJWqxXtgKTD1Zdeyl9uu41XXz2biopabrxxDd3d/nR3w+23z+a5566kvb0dg9LKPAA4qg+UotfrjxiBVQGTyURx8VayskYO2fU4EtDQ0EBQUNDh7sZBg3iOxL0ZGRlFUlLSEWNwazQa+vr6KCpaT25u3mF7rqxWK76+vnR3d5OenkFISAgASUlJrF27hqioqP2upTkyK4sNGzcyNiXF8YEIa4rBUZmhqRSOVU4EAxNQqCwTFBw82Pum2AaDwSX6qlwpi+zHgc8CNb4k44tO149DJolBIZWMHj0TukPIrul1IyxLQH9HNWeMayK4tZpFywdnp7plgnlmgXpCGfIsKXFeBx+bRDYRjCSciInJPFb15U3AK4MbOIqhhCzLW4G/H0gbB2yYpaePuyE7e3D4OjZWprj4FxYt+oTTT38ctdqHESM6uegix0D/73+n0t7ezNNPL6a4eD2zZ89i584d3HCDBY1G45adWVGxkokT/8/5v05XTk9PIGB0Cx3CYO0/T49dcHAUVmsPb765mvDwJK+cNJ3OvUatgLI9jQYkqQ1QIUlBzs/F39Wr57Fs2ev87W+rAL3b81RdDSqVPwEBQXR01JGc3A+o0emgsbGfmpqtNDWtYs2aVaxd+zNtbY3Mnn0Bq1YVERfnPYwJjgkmMDCQmJgY52dqtZbU1DRkGSp3lNDV0kJ8bCz/vu02TouOxt/exU+7tpCfX41GE0dZGSxd+hXjxk3EYDAM8uLvL+rq6ujp6aGgYPTQNHgIIMsyNTXV7Nq1i8zMrD+UUQawfPkvf4hwrcFgYPToMRQXb2X79u2kp6cf7i7tNXx8fIiIiKS4eCu5uXmHlOvY19dHRUU5zc3NjBs3fpA4uE6nGxD8LScr6zejN4Ng1/gy8/TTefm117jiu+8cumNKrTKAq6+Gjz92vF+4EObOdbxXil0CWCwOg0iSaDKbifH33304R7z31H0ShpzRiNpiIQBAp9g+M9OVPWkykQC82BYz0Fd3Psi9cdv5MQhCfRms8/RbfRJePtE3padPwRvyiY7m8gpHBErOyOCujg/SJEnSyLJ8CPLuveP3rmM2VDjgS9TT031yWtpUNBrHRFZdvZqOjnd5+ukPaWysA2D69MdRqyEvT8uUKZewbNk7XHnlbUyaNJ2Ojk0UFp7JiSdO44cflnld9ZlMu4iOTkSvh54eGZutDkdpWBc8vWbK0GBSkuv7f/1r1aB9PPcXUEp8KPmZLm+xhqCgFOcKW7kAa26uorq6mMWLb+LPf34di0VCo3E8oxoN+PtHEBnZTmJiCkuXPk5ISB4rVizhm2/eJTo6goKC8RQUjOPmm6+koKBgj7pFJSWQkeHIEkxOThl0TrIs89prrxAZGcVxEwv5/rvvaE9JYerOnSyzWunr6+Xaa09j+fJmzj7Nyv0PrSMqKmXIjDJwyBaEhIQcMSR5IRZrt8sUFIze7xX/URwZ8PX1JTc3D6vVSn9/Pz09PeiH8gE4iEhISKC9vZ2qqkqSkpIPyTFNJhNbt24hIiKCwsKxux2f4uPj3WR89hVnnHkmf7nxRsrKykhVhiOUg3dS0uDPbTb3NP2Bz9V2Ozu7uwkPCMBHrXYLk1hbGinur8OCmTyrAZ3V7vwOQez3BqXYpTh+aqrLSBsQwFV+P60MRpDIabs85HWUfBqxr7dj2GyOMIs496IiR50+cDfyhFTH2rVMSE1VbampGQus8H4iRzFccECGmSRJMRkZU/zKy1fwww8vsWXLQsBRO627u5u4uGQmT76bgAALNTVPcOyxz5CQMIJTTz2N8847AUlKoafHzA033MhDDz1MQECAs23hoS4qgu7uFmJiHN4xHx8TsqwF/BE1YYUxppw7lc4NTwNM6SEWCTPiM6W6xMqVrsWMp4EGNiAAq1XtbEuQ/A0GaG/v45xz7mfduo94//17ufDCf2CzqZ3tBAVF0tjYyKefLuC++x6lvf1/ZGdP4p13tjB5cqzznHajduEGR4JBA35+DeTl5bl9ZzKZOO+8c6iqqqO1tZ6ff95MwjPPQEMD50gSf3nzTfRbtmAeN44uAI2Ga+fOJWvcRIqKishXhgf2AzabjZ07d5CWln7EhIi6u7spKSlm5MhRw7q+6FEMLSRJQqvV0tHRwebNm0hJGeEsOD+cIUkSWVlZTh7pwURrayu+vr7o9Xry8vLdxmxvUKvV2O12qqqq9utZ8tH6ccnFF/PiSy8x75lnXMaW4H+Ag4jb3OzieQHl9fVEh4ai6+hwb8/fH6MkUdfdTYIoig5gs7G5q5y3eleRLUWRYfVFJ5xcyslESTZ257U4oAypeOqcic91Ov66U8cuORJzYCBQ6+4R8LYIjIpynbu39H3lPtXVrj4rjLwZeXmsr639M4fRMDvqMds7HJD7Ijg44swdO1aoXnjhJLZsWYi/fyi5ubORJMeVHzVqLp9+ejP33BPN668/Rnt7K/7+gdxyy62kpaWRmgo5OTnMmzefgIAA+vv7ee+996gQpSZwLAj0en+s1h5MJlCperHbo71yMr2RAJXSF8JzJjxfgjKg5E16PmMiKUeZ5KPXg59fFeDqp8hetlhAkmysWPEiPj6pfPLJN2zf/jO33FLAJ5+8QltbLZJkIyioic7OTrKysvjww3dYunQpjz9+L6efHgvsvVH2888O705FRSWlpYmUlDgWamKB9tVXX2C39/PCCxs5+eTzePvtV5l46aX4yjKz1Gqe/f57tsbF4bN+PQEBMt0WFeFJSVx55YNce+1f3Rad+4MdO3YAHDFGWXt7Oxs2FBEVFX3EceGGGqNHFxzuLhwWBAUFkZeXT1VVJRUV5Ye7O3sFHx8ftFotpaWlB+Sh2h26u7vZtGkTZWXbsdkcZeR+yygTUKvV1NXV0t7evl/Hvv6661i8ZAnnX3ABrQN6YINW28rB0mIh5dJL+dvLLzv+FwP5QCHz2IAAmqxWx8AfFeWcEFKCEzlbncPZtjQMXR4JAZ4TjbKmptKTl5TkMsqys131AJWT0sBkEtHTQ3NQEHZJcm97dxObcvICx2eiHJPye3FNlKEjnY5pmZnQ1zd7v36Eo9gnDGRmnipJ0n7ZWAdkmEVGptw8adKfueuuDTz1lJ0HH2zh1ls/ICIinYCAUE444U5uvXUDc+d+Sk+Pw6X666/fc+KJU1m0aJGbCvfGjRuZPHkSjzzyEJMmTWTjxo3O70JDg1m3rgWTCbq7o7DZYpwhReW9rMwIFe9FOFKnc9W/FV5u8YwLr5uA8BILY0yZfa3TQWenHR+fOmJiojEaXd+JY7a1aTjllGdYvPhG/vWvJ/jss+/5xz+eoKrqf9xzTzZXXx2EVqvjoosucrueYv99pTKZzQ2o1Vp+/LGMSZOiOPXUDHbsKMZkgrS0QtatK2HHDjN5ebfwz3++ROeMGXz7yy9kTLuRJ597jvP+/nfe046ivLwdkwnefV9FRsbFrF//I1ar1avu4d6gtbUVk6mNlJQR+77zYYDdbqesbDsZGZnExMQcMcbkwUJOTt5vb/Q7RUBAAPn5BWi1R04IW5IkVCoVO3aUDWm7sixTXLwVgyGYwsKx+8y1VKlUJCQkUFlZsV/Hj09MZmNRETqdjpvmzXOtgI1GpwEi9/TQWldHxc6dlA8II5c3NnotSh4YFERBQoJrJT6wSjdYYEqPEWO/xl1wVpnlqVyhewpdipcyi0yvF6rirn0G+qG1WAjq6aFLyQ8TRH+lceZNN03ZFxd/xnXRlHprA/0ydHai9/X1kyRpcFHlQ4Tfe1amAi8DFwLbJUl6TJKkzH3Zeb8NM0mSNGZzR9KsWfMJDs6lv98xib3wwp8pL1+DLPfzwgsn8cQTo3j33f9DowkgOjoXf38DKSljuPPOuzj//POc7d122y1Mmzadp5/exEMPzWfGjBmsWbMNgMmTT2DDhk+AFkymnV69Wkp+l4DnD6Z8joRhZjK5jLM90YjEM9DVBWZzI1arHl9ffzfPnHheq6shMfFmqqrK+OGHb1my5F/MmjWDr756j3Xrmqmvr+PzzxfvdsUpjMvfws8/O/76+YXx/fcBvPXWKUye/DLnnnsbc+acRU2NhS+/TCcx8WyefvpSwsNHUFh4HC8v/hVjaCg//vgGBkM0u6qr+fTTxZjNwZSU1LB9+zbMZjVhYQl89dV61qxxacrtC6xWK+npGRwJemXNA4Pa6NFjfncK/vuLt99+63B34bDC19eX6OjogdDm5kMSKjxQpKSk0N7eTktLywG1I8sydXV1bN68CXA8F/HxCfvNEY2MjMJqte53xQU/Pz9eeP55vvv+e35evRpsNq5/7DEefvddpt1zD6ozzyRs7lySr7mGlOuvB2DeVVc5dlZOEgMp99awMHYKDbikJHdFcAHl5OFNY0wM0sJr5uERG1RTTxhU1dXOySintJSgnp7B4UlvwrNKDSox2YgyNcJD4LmPx4r65FGj0Ot0p+zXj3AUew1Zlr+VZXkOMBpHaO0bSZKWS5J0mSRJv6kVdSAz5rjExGM0wiADx/0wYcKVjBx5KlarntbWbcyevRi7XY/Z3Etj42ri4lIIDIwhL8/KLbdkkpMzjj//+SFWrFjFLbf8m61bVWRnn8esWa1cccV5LFu2niuu+AuvvZbPccfNISQkYtAiRWlU7c6zo7QNVq50vVc+i0p6gBKiJm5JCQNJDnr6+gLcFkae2wL89FMw559/LZ999iVXXHE5AAkJKjSa4L25vr8Jh/RNHRs3/syyZQsZMWImqalnMXYsfPjh8/zyyxqioo7lqqvm8+STU/j++/uJjBzDli2lVHE5Dz/8PI888jceeKCZ1tZQli6VaGmJwGisAFZzwQW3cP/95/Of/5QCvr/RG3d0dnYeEfwcRxi4gqamRgIDA//w4cujGAy9Xo9Go2HDhiKys3Pw9d23Z+FQQq1Wk5GRieUAVKE7OjrYvn0bKpXKWYv3QKFSqRgzpnC/27KjQq/X8+LzzzPzyiv525w5vPDRR87vL582jb+ddBI+ajU7WloYP2YMAWJAFwOyUPcHfDUa6kwmonx88Fdmb5pMLkK9kMgQhploSxli8cYNS011TURTpsCyZe7uHOElALDZKI2MJLWuDrf0CeXEpCTzK1fsSoNsTxACvDYbM0aO5Ltt2+4B3t7zTgcPR8A6fUggSVIYcBFwMbAe+C9wLHApMGVP++63xyw1dey1aWkzBnlzk5IKyc09g8zMEzjmmKsJCtKj00FAgJbo6GPp73dIOfj4+HL//T9TW7uL1au/pbu7k7fffgxZltm8GVJTC1CrHb/g++8nEBBgxG4vBxxeWE+vmVgcKD3XBsNggVmxvXiGxPfieRNVLgSEYr8wuGy2Xvr7fWlpCaS5Gb755l/8858XodXKznbFs/P991uZP/9RZs++3NneUN2UK1dCefkanntuLv/971v4+0cyevSdHHsstLZW0tpazZIlb3L//QloNA3Mm/cpy5b9m8rKbfz442cEBdm54YaLOeaY03j55ckUFV2L2dxAW5sPTU1ptLbmk5Exg/DwZL7++h03HbbfQmtrK1u2DH8PgyzLlJWV0dbWOhC2OmqUHcVgqFQqMjIyCAkJpbS09HB35zdhMBiIiopyKyS+N+jt7XWWrIqLiyc/v4DAwMAh65ckSWzbVkqHByF/r2GzceZpp/Hu229z+/PPA3DZjBnYPvmEN6+5htQRI0hMSuIEYZQpQ4NiMhgwmFQqFdGyTG1Dg8tbZjK5hwOV3rKSEpdhp1xwKsKpu1XuF+GcwkLXBDAgOCvp9fT6+9Ms+DfKYwv1dE9um3iJiUZZ7Nxb/xWGYL5OR2NbW8r+cp+OYu8gSdInOMRl/YHTZVk+Q5blD2RZvh74zXTv/f5xent7T09Lm+Y05pWeVxgc71WS6IUIclBQDJGRKRQUHM+zzy7lo4+ep7nZUdxaqy0jOdnBTVKpzNjtrQQEpNPf7zuI66kswaSEt9qZQihap3N5n4XXbU9cKuFJjogoB+qd5ZYWLrycX375L5WVRc66uXo9JCRs4e23T+C44+7n4ov3v0yZst6uJ1payjGZWhkz5ikmT36GgADH9frssyeIiEhm3bplTJp0Dp9/fi/jxkXy0ktL2LjxKyorS6msrKCzU+a00x7i4osfZ9OmJWg0S5g717FgDAgIoKsrkalTH2Ht2vdZu3YN3aKcyR5gs9nYtq2U9PSMPUp8DBcEBASQm5s3rL0ghwvh4RGHuwvDBpIkkZyczMiRI+nv7x+WBcSVsNvtbN26Za9Cmv39/VRUVLB27Rq6uroICwsjMjLyoHAs9Xo9lZWV+7WvLMvc/9BDXHTZZeQkJ1OYkcEDs2ahVlY+UPKyPMnwAgOfx+Tn09HTg9zT45CaEGr6onA6OBMGBhlbu+PIKFf6nn3yzCQbIC1HmM00hoTsXRZbc/Pg/nir26lMElBApVIxOjFRwhFiO+T4A3HMXpBleaQsy4/Kslyn/EKW5d2X7hnAfp2GJEkhycnH6H18gunv956963YQL15fIfESGxtHa2szXV0mRoyYjtHoELTs6GjHYHBwffT6TYSGJuLjk+3c31uGsrg/xbHEe2GMefZB+V4YP55hSQGjEex2G93dTdhsEzAaoanJjlYbRG9vB889N4fFi1czYoQ/3377Dv/8523cf/+zJCVduOeLswe88Ybjb3p6LzbbL+j1esaNG8fKlVBfX8WKFZ9SXd2IVruAiIi7mTbNsf3q1Z+j1QZw9tkPoNWqqKxcRF3dRnJzR7Js2TJWrlxNaelWzjjjBBoaGomISCI7+wTef/9OsrNjyM+fwbJlwks4AR8fLatWraK3t5cRI1KJjIzcbZ9ramoIDQ0d1jwtWZYpLy8nLCzMTYz3KNxxyilHqSieUKvV1NfXU129a1gb9CqVivT0DEpLSwgOHrtbnqfVamXdurUEBQUzevSYg67XFxUVTVVVFZ2dnfvkjZNlmZtuv4Mf/7eMTWvXOmgSCx3yTG6TQXOze/hDSdT3gE6lokCrRRJlmrzJYoC7qr4IHSjb+y3+TGGho8C4si3F8Yx9fVQGBGBvb0elLBej3FbZH6XHzhtBWtkfcU6Kbabn5LC2rm4OsMZ7x49ifyFJ0tne3gvIsvzJ3rSzv/bl2Li4iSpvfEWlQeQ8iMIwUz4rABUVVYwZk0BZ2XbCwzPo7ZUGFgQ6enq6qa+H8PBOsrLSCQuTBxUa9wz/CyjvVeXiQZlZ7G2sEjUtPfve1QV9fc34+BjQ6RzcvbAwGbCTljYZozGDSy6ZTEhIOJ2ddXz77beDNMX2FXp9H0uWzOP22+cREZFIc3MZn03inYYAACAASURBVHyyAK32eBoaqvjppx8488y3SE4+DrPZITzd3AwGQwQ7dqwlNnYia9a8xWeffcjnny9gxoxTeeKJx5k792JOPPE4LrnkVs499zo+/3whzz9/DccddxJ33nkBGze2kpQkUVTkGFPS0v7KffddypYtm/Hx8cFisdDW1kpUVPSgVXVCQoJbtu1wgyzL7Ny5E5Opjfh4L6VQjsKJL7744qhx5gWRkZH09PSwceMG8vLyh23d15CQEEJCQqirqxt0r3d2dmKxWDAajWRn5xwyMV2VSkVSUvJeeRxFVM5ohDfeeIPnn38OHx8fHnn8cZ595hkkZbhGuTr3ZpgopSMU2/VkZFCzdi1pPj7uBo8SymsjJgSj0cUDy893eNn2tJ94P2GCy0gbmKQ0ssy42lok5YQl9hHnqCT8ezMKlcK0noai6PPAfhOTk4nR6+cCN3s/4YOHP4CO2el7+E4GDp5hlpiYf25s7Dhgz94y5XPgzdixWCA19UQWLnyIc899iLfeuhKDwVEnsqgoi5KSV8jMhLo6NR0dDfj69qDV+g8K7SmNNOVnwjjzfCbB9QwqvWzif2X2srjHu7pAlg20tOid9/+4cWpuueVjXn55LgsWfMCyZV/T0tLLX/966QHzlZYtg3/+83JaW+t59NGvSUrK4d13n+Tddz/muuuOIz4+GIvFQnh4Hg0Nftx9t2vfiIhkduxYi14fxM8/Ozie339fw6JFTzFnzgWsXbuea665jhtuuB61WsPMmVcxZUoel1xyEh0dJgIC+pAkX2fpuREjjsNgiGT58uVMnz7dWSi9traWESNSMRgMyLJMSUkxSUnJ+Pn5HdC5H0zs2rULk6mN3Ny8YTuhDhc0NTUe7i4MS0iSRFJSErIs09LSMqyTXFJT09wyKa1WK+XlO2ltbSUlZQSSJB3yCgdRUVHIsozdbvea5fnAA/fz1lv/oqPDzGmnXURSUh59feVMnTqV119/k7PPmsl/3n2Xi88/H/7zH5EF5W7QCCiLlSu9BgNWn9Zup8FqJRHwFZpmAsqJQPnX83tPYr9y0vDmNfCCXqA2OJiU3l7c+EHezkV859kXpQEmDFJlpujA+xRZpr6tbWgy0I7CDbIsXzYU7eyXYaZW+54SFzfeqwdX6YlSGkrC+FeGxzMzobY2hq+//p7//e8ubDYT2dk9VFf74e+fTUnJVvr7+4mIiMDfP5FPPrmFK698xU2J39uxlfe1sh6tN/6b4IYKiAWXcqy1WECrtdHT0w/ondtXVEBh4cnk5Z3M11+/x80330JzMwwFh3z58s/Ztm01r7yyDpPJH4MBMjOT+PbblYSEdNLSYubkk2/hsceiAZg6tY/ERA1xcZCTcywrVnxMf38tLS3VTJ9+DfX1kTz88CM8//xztLW1ceyxs3nnnTQuuWQGspzEqaf+iddfX8P27atQqXzd5EEAAgPVznCIv78/eXn5NDU1UVa2nfz8AlpaWuju7h7WpYtkWSY8PJzo6OijRtkAhHdTkiTa29ux2+3Y7XZ8fHyw2+20tLSgUqlQq9XodDp8fX2d5ar+yJAkiZSBwtomk4mgoKBhWW5MrVZjNpupqakmPT2DnTt34uvrw9ix4w6rjE1NTQ09PT2DarFaLPDss/NZuPArmppC+eqr//Doo1exadNmHn74EQD+cdddvPLGG1x86qnu3iHlAG8wuAZxZYhSOTkAaiDUYKBJoyE2IMClC6ScJCwWl9K/Uj9NOdF5y7hUGovKzz09CIBPfz81AQEktLaiEZOSzeYuXushous8N0eYxP0CC4Ouq8slxDkwNktAXFiYJElSnCzL1RxC/AE8Zk5IknQqMApwToqyLD+wN/vu8yWSJEmKjMyK0OsT8JZ05+Wec773XDTU10Ny8kxOOKGUn356hcmTT+DVV6/nvPPewN8/CLVaorOzk/7+fm699UkuvDCXFSsyycy8EUmSBhmGnjxP5eLFs2/CC618pgT3U7mtTud4VmW5gaCgdjSakc5jiIogJ510AU89dQ1Tp17ESy89QXn5ei699LJBArL7gu+++w+zZt2GTufvliVqNkssXlzNV189wbp1O9FofLDZ+li9egtqdR4LF0Je3jVcfrmRVauKAZg48XZSU+HOOx/EarXy2WefMWfOpej1BcTEJJKbG4LNBoGBBlJSTmLNGkcIEwRdw8KGDRsoFB/imJgiIiIIDw/Hbrfz668rSE4egd1uH5ak/+bmZlpaWsjIyDjcXTnksNlsmM1muru7iYiIoLOzk+3btznrQmZkZBIREUFFRTkqlQqVSkVwcPBAEfcaZNlOf38/sbFxREREsHz5L2g0GrRaLWFhYcTHJ2A2m1Gr1Wi12j+c0VZbW0NdXS2ZmVnD7txlWcZsNrNp00YMBgMZGRnDoo9Go5G1a9eQnJwMaNzGWx8fHWFhceTkxJKbez9FRd+zZUsdmempYLOhDwrCajYPDtkJw8VodKz6vUFMDkajc9UeGRlJq0iSiItzlT7y5G2JVb7B4JpARDZlYaErnCmMP2U4pqvLtY8yFDNw4mogqKsLk0qF0Wx2F9wU4rSeng7Pc/IWOt3N+/Hp6SzdtGk8cEgNsz8KJEl6BUdG5lTgDeBcYNUed1Jgf2zXpNDQVM3uHm6lN1XcL2LhoqQCCISHx3Leec+yevXb3Hjj01xwwUTOOONF/Py0ZGZmUlxczMSJE2luhi+/XM6FF57Jjh2VXHHFPOfz4y0cCe5eMpGRCYOfKwEl/UCch9A88/FpxGqNRyQAiZBnWRnExk7Ax8fI2LExnHzyNbS19fD++5/tt2H27bewfft6LrnkH87jV1TA8uWJlJWVUlnZwLffLmP69E/YtOkuystX8Oij+dx2m52WFgnwJTZ2Du3tuzj++AfQapNZvXoH8+c/SEhIOM888xR9fX1cdtmVBARogA6iomDxYsf4odRKbG8389BD1zJhwgSvZF1Jkujr6yMrayQ2m43Vq1cxYkQq4eGHTVx6EDo7O9m2rZTs7JzD3ZVDAovFQldXF0ajkaqqKqqqKvH398ff35+wsDD0ej0jR47C19cXjUbjnKjz891LMF1++f95bX/ChIkDFSFcE2NdXR2NjQ1IkoTBEEJmZiaidM9wMAQOJjIyMtm4cQMVFRUDhsbwQE9PD9u3b6O3t5f8/NFUVlZiNIYflt/DarWyfPlyVq9ehdEYzsiROWi1/tTWNhATE+vcrrkZ4uJiaWmpJiUlFp3ORn19FZGRofSazfj6+rLi118Zk5npGKymTYM1a9yNMtGQkvguxFc9+FYAYTodYcFeIntK3pZSikI5iXkSm0UfqqtdBppG4yozI/734jYK6e6mw27HqBTDFFmhos/eIhJiW2U4U3j5PPs78P34UaOYWl7+Z2DB4AYPHv5AHrNjZFnOlSRpoyzL90uS9DR7yS+D/fOYjY+OHi+Bd++Yt4suFgjCwwzuJPu4OMjImMiSJV8REZHMzp3ryMiYSFbWSDZs2EB6ejoqlYTZvIt5875h1qwUZs++Hr0+xS2MD+6LKKWkixJKA82zn+C+uHGE83qRJDMREaEMlH50ox20tARz7rmr0OuttLdXsXbtWbz++l27u4R7BZutD7Xa/SEMDR2N2VzJli3b0WiOoadnCsce+xHl5XGMGfM6kiQ5KxoUFoJWG8/o0fcA8NhjjtD3O++sArbyxBOPceWVV3LFFVdyxx3XMn78ZJqb/Tj55GeortZRUuL4Xe6663qqd1Xy+aJFXvtptVrRaDSkpaUDjlqTVqsVWZbp7u7e63p6Bwt9fX1s3ryJ9PQMgoKCDmtfDhZEaLGmpoba2hr6+voICQlxZp3GxcUNCrPtTRhr06YNXssyqdVq/Pz83LiEqampjBgxAovFQnd3N5IkUVtbQ3V19UCWbhjh4eHDMtx3oFCr1Ywalc22baX09/cfdo9xX1+f854ICwsjOtpVXqyvr++Q6vW1trZSWVnJI488TmnpVqZOPYGNGzcxf/586utrGTVqFLfc8lfGjJlBe7ujj0FB0Vxzzf9hNBqZMuVEDIZgcnNzyMxJorunh/7+fr5//XU2lJQwIjkZvVJkUTmoe3K9xGpaTEYKAn9Tby82u51oP7/dWw6ivbIyd2+D5/fgPvkI7o1SsNbL5BlvMrkSGsQK2XOS8jbpKicjb141paE3sO3Y7Gx6PvposvcTPYohQM/A325JkmKAFmCvV237bJilpU28LC5u/OCGNIPD7srvPPmTSk9VXBxce+1z3HnnNDo7W0hNjaWuroxvvvmas88+m4qKWs4880+EhoaxbVspycmjiI2NRugnKp8HJf9sd8+X8llSymSI7R26aL2o1b6AhF6vxmweRVqaCklyPHPKhByALVu+YcWKd1m+/HOmTXuIgoL9KwBtsTiSHySpn6YmydnXigpQqfrIzs6iuNgPq3UntbU9VFTEkpf3CzrdaNascZ13XJyrn9nZcM45D6LXhzNyZBKbN28bODeYO3cusbGx/PxzEe+991f8/GQ6Otqx2S4nP38aSxZ/SpvJxMpffuGEkwfrsZWVlaHXB5CQkAhA8MDKs7e3l40bNxASEkpycvJhE2/VaDRkZ+cMqVDmcIAsy3R0dNDQ0EB3t5n8/AICAgLIyMgkMDDQOREfCI9o3br1+1QvU5IkN4MtMTGJqKhoWltbaGlpJjw8nLa2NqxWK0aj8bAbMEMJX19fsrNzsNls+ywFMVSQZZna2loqKytITk4hOjqa2FgXR2nEiBHYbDanJ/NgobW1lZtuuokff/yJXbsqnJ/v3FlNcmI09gH5zP4eM/Nf+opbb72doKDHOOecyzn++FO5++4XWLToNbq7u3jwwXt5+unn0Whg4jGTeO+9dxmZlYU1PJyxkyeTkpDAB6+8QmGiY/xx0zDzJA8LeMlE04SFUblrl8Mwi4pyhTOVk4W37MzqapfxlJrqCmd6egs8S9MIzho4JxMJqDEaCevqQicI/BqN43tl+Sdv5yGwO4kNj23DgoLo7unRSZKklmX5kCqB/0E8ZoslSTIATwLrcGRkvrG3O+/zJerpMY9PTBzrNVyo9BZ7eow1GndCvbjHS0rWcfvt97N27VpiY+PRapN57rkbKC7+mUceeYywsDDeeee/nHnmBdx335P88ksHISF6GhtVbu04T2iwp9ptGyW3THA5lZnIfX29fPHF3ykqegGNxo+QkCwiIqKJigqgri6a8PB0AgJSiYuLYcOGcl5//T2s1g6qqzdwzTXXc9llj1NRsf/CnOK5Sk9PxWotJmmgPEhFBbS2fkJQUCLV1Wvp7d2GzdaERpOA1XoMKpV7CFa50IqJsTN+vJGtWyUiI2Xmz1/KyJEO3oIkSZx00klMnTqVzs5aTKZA4uMj+OCDO8jPX8dt11/Pxi1buO6mm9ha7G6YdXZ20t5u8srb0mq1jB07jqqqKtauXUNubt4hzf6SZZlt20qJjo75XXnKRCZbSUkJXV2dREZGkpCQALDPxaUPBbRaLdHRMURHO/TiJEmisbGBsrLthIWFkZqadlhJ6EMNs9nM1q1bGD16zCFdjMiyTFHRelQq1R6ftaqqSmTZYaQdLPz66xr++99/s2jRl6xaVcdDDzkqn0QH+4HFgmogJKfy8WHOhRNISHiXjRs3s3TppzzzzJ08/PACrr76Yex2O1OmXMgFF4xDkuCll17mTydM5Z///jfpqalMHj+e4u3bOeOyy5hYUMBD995LVlSUyyBTclaE+j94NVgMAQFY7Xa6bTZHiSYBz7CiN8FabwagmAzFfgKeJWdEHwba6BiggMSKkJKnR8ObvpqyP8rjevZN/D+QUDAqNpai8vJRwEaOYkghy/KDA28XSJK0GNDJsty+t/vv04goSZJPbGyeXqcLdt7vngR/Z8MDLWdmDtbLEyH/r79ewM03n8tTT73AzTf/DaulGbPZTHOrmtNOeZbAwEB2lFfw8cf/5ZVXFg4U7Q7CanVfAClDk8pwpNJI8xz7lQsq5f390UcrWLv2aU4//WeCg9Pp7NyEwbCDwEAfWlpqKC39kfr6f9HcXEdvbz8TJswkKiqf7777F0FBQVRXw/nn78tV9Y6JE8dTXr6aE0/8E8uWOa5jdfU3WK2FtLY+Ql5eBSpVnPNcxNhhMsF11znOKSrK0ZcXXniFhx++g/BwIy+91ENwcDDfffcDHR0dnHvuOcyZcxGXXnop8+bNR4WdloYG/v3v+Zx+opnwwKlU7tpFrDI7aACVlZXExyfs1vOh0WhISXGs3HU6HS0tLdjtdoxG40HnudTW1tDV1XXIpQAOFjo7O6mpqaazs5PCwrGkpaWhVquPOP6WwWDAYDBgtVppaWlGrVbT1NSE3W7/XYQ6g4ODiYmJpbh4K7m5eQf9fHp6emhqaiIhIYHMzCx0Ot0e74nY2DjWrFlNfHz8kIvj2u12XnzxBR588AHuvfdBJkyYzgMPXAxAevp4fFWqQUrexvBI7PZyTjnlHGbOvJAlS77kjjtmMnXqBVx99a2MHj2e0lKHM8rfP4iA0BHY+vsJiohg0XvvkTJ6NL8uXcqCpUuZetZZbCspwesyTGnkKI2rgSQAqb+fSK2WLpsNf6XwpVJzSfTbs9j5b9UlVZL9RTueZWkG3oc2NdGUlUWsIotSmVHpbE/A2/imTDjw1r+B78dnZvK/4uITOYSG2R+FYyZJkho4FUhiwM6SJAlZlp/Zm/339RLlRkcXqIUhoMwGdmtU437vi/tIeMw++OBT1q37jMWLP+T22++goaGK6dOv48YbbmD+vHkA/Pjjj9TV1fH5khWMHj2JrKwxzmoByuOKOpbg8CqL+9RTt8yzL8pSR3q9K0s6ImIKBQX3s2nTfCZP/oiIiBFotfGEhY0gPFzF+ee7xJ+V2ZJ2uztX9ECh14/i118/csqLyLIdf/9gSkt/ISAgkYSEOLfFoBCXFeepNEwbGiq4/fa7ueeev1JZWUlMTAy+vr5cdtlcmpoaefrpJ7n00ksd54GK0IgIIsLDic/IIFCv54xTTuHN++4f1MekpKS90iwT26jVasrLd1JbW8OIEakHzWjq6OigsrKSgoLRR/xED1BRUU59fT0xMbGMGJGKJEmHxMt0zDGTDlrbvr6+Ti+aRqOhqqqS8vKdxMfHExMTe8QZnEokJCTQ2dlBR0fHQfNi2mw2qqqqqK+vIy4uDlmW9+pZ1Gq1REREUF29i5SUofWanXHGGXz55RJuuOGv3HTT7ZjN7axZ8x45OVN5++1vUHXUOLe1o0Jl6cYXCAuLxGKpJTw8mUmT/kRe3gYWLHiOCy4Yy9///i8mTjwFk8lxP4SHj6KyqoqZZ53toItIEk2dndx+0028+tprPPr4E9xww41Edw44Jzw5WR5yGYDzsxHKEKbR6BrglV4nTw0m8Z2Sm6Pc1vO9weAuySHCHAP9DOnpYXt4OHJAAJI4hpJn43lOyv+VXBwlhBGolB8AxkdGkhcdfT0wb3Dnj+IA8TlgATYB+6y4vk+je1hY7IlJSeO8Gh/id/dmqCkFXhctWsgrr9zMVVf9hUmTnkKrVfPqqy9zzDHHOEv9tDQ0cNY55xAfH8+mTZv46acmN6+Q0jAT9zi4a5iJ8LynF8/j3nRrIy7OcU/Hxd3Cxo2RfPBBOOPHH8PmzSsxmZrx84vgo48yGTeuEB8fH6Kishk/Po709Ew2bXJkO4nM5gPF+PFn8Pzzf+Pbbz9Dp5uJWi2RmXkln32WA0jY7X2kpvrQ1QWnneYYQwwGKCiowmZzhLZOOKGbb7/9iQUL3uM///mvUxgTYMWKFXz55RfMn/8cb775utuxZUnNL8tX0tDQwMiRI71OkvX19fvMEzIYDIwZU0htbS0VFRVkZ2cfFE0srVZLVtbIYS10+1vo6OigqqqK9PR0YmPjSEhIPORG5p5Kbw0lhEJ9Z2cnLS3NSJJEV1cX/v7+R6RhLUkSo0ZlOzOWh1IzTx5IC29qasRq7WXMmMJ9DpkmJCTS19c3ZH0S/fryyyUAPPfc4wQG+nDrzTcx7cQTef2Nd4mIUEOXzjFQaTSompsdRXmByWkaSkwh6HSOBWZXVwx///tjzJ59BldddQHt7c3MmXMTNlsfERFxrFq1hi+++ILy8p28/OKLjJs4EbukZt68Z/noow85+eTp/PLWWwTq9e7hTFFUGXZL2t9pNhOh0aBXqwd7zcBluIGr9JOyDaPRfRulB0HAWwhyIDHAFxgfrsicFSts5QToaaQpJ0bPYymPKT6vr4eoKPJ8faltbk4YvPHBwx/FYwbEybKcu78779MliohInpORMd75G3uG0T2Mf7cQoiDJf/jhqzzxxJPMmjULgI8//pgNGzZw2qmn8uerrgLgsWfmcd5553H66WfQ2hqkqJnpuPeUxpi38KkI33vqmHl7HjQa94WRYxs9p59exq5dn2MwZHDhhaOxWPzo7q5Hr9+M2bwaX18Lq1Z9xoIFu9ixowRZlomOzmTs2Ezmzp3DiSdO2+8bcOVKCAgI4vbbX+WFFx7mxhtPp6dnLfHxBUyZ8neWLXuYqKhW/P0jkWWZsDATVqsf27f/zH33Tee0065jx44tXHPNr2RmjuKRR+Zx3HHHuR2jqqoKWZa5556/c8cddw7qg9FoxOhtFQh0dXVRXr5zvyQxJEkiNjaW2NhY7HY769atJTo6mujomAOehGVZpqqqktjYOEJCQg6orcOF3t5eysq209nZSUJCIhqN5rAZJ59++gmXXjr3kB0vMDDQSZqvrKzEbO5ixIhUwsLCDlkfhgqSJNHb28u6dWvJzy8YkkXC/7N33uFRVekf/9zp6W3SJ6QXSqihighYaSpIEQtgWQQROz8VdbGtroq7Yll0QVFsCIp9ZUFBsaDSO4QkJCEhhfRMkslkZu7vj5k7c2cyIQmE4ur3ee6Tydx7yr1z7jnvecv3ra2tJTc3x+HY7/Lb6yy0Wi0KhYLKysoue7Z79uwhI6MvFksLTz21gnEXxuKvVrNh7VqHxqbKXYiQRUn6BAWRHOaP1WoixE/B8Qq7iXXgwGG8804B+fn7ePrpaxk9+kp27tzMoEFL+OGH74iOngWA6JBhxo0bx9ixY5k7dw7XP/AAH776Kj5yM6Qcnj5ejoVCBE5YLHbBzJvwJhG6gnsSZqlO+V9PAcmbRkNu2nCct/z4I/WjRxMqCYdykjfpryd3mTyYICHB3XwiXSfvX2kpWqMRrSAoBEHwF0XRwxntT5wmvhYE4TJRFNefSuFOiQ719VWp3bplehW8vPkpOjZEzvMAOTmH6N/fldh+8uTJNDe3yEwzNoqKSujVK5PExETi4+2O5dI48zS3e45ZT82dN22y53kpaloyG9rriKZXrxmYzWr7bg8wmQyAAb3+CsaPt5fX6+GTT0QaGiooLj5MTMwexo69lEcffZ7/+7/b8fX17djD9QKDIZna2gZqaqoBJbW1Ki688CmuueZx6uqU1NSYWLXqAtasycZiacFisTFx4gxMplouueQOHnjgK3x8fFpFXANMnToVnU5HUFAQI0eO7FS/CgoKMBjiTjuqTqFQ0L17D3Jycjh+/Djp6Rmn5ahfWlpCZWUlcXFndRPYJbDZ7CSuoiji7x9ARkb3/6moxc6iZ8+eVFVVkZNzhIaGBmeAw+8JWq0Wg8FAdvZhevfuc8qaYYvFwpEj2dTW1pKYmNQl5lGr1cqhQwcZNGjwaWn0Nm7cyLXXTiUgIJBp025k5sy/olQqqbKAP3UuYUyacBMS3E1tju/rS7Ops1oJiY8HXL5vdi1aL1av3ue06K1Y8Q8GDx7ElCnTmThxMiNGDHFuXgRB4PnnF3PxxaOYOGcOH73xBv7yBUNqW05+KROgwkJCyK2qItHT3OJNAyB1ELwHAMiFP89cf578UjKhtTkqiqOCQKjkKOzNGdqTgNPTd8cbbYgcjucwMDJS+KWkJAv4rvVFXY8/kMbsF+ATQRAUQAv2oFtRFMUOLXAd3ooLghDs6xvqo1LZX2JvPHfS2JK0Zp6Hox4sHjsYub/M0YJjfP/9JsLCImhsDHWWlca49D5Jpn4pdZA8wtKzjORbJn2W+4YFB7sOqS7JrB8amk16epXzWum8v7+dyiYnx67dCg8XSEgIJz19OJdfPofx42/myScX8NFHH3X08XrFiRPH0emCqKwsZ9++CLZts2sLQ0OVjg3STxgMIrW1ddTXN1BaWspbb73NqlUreeqpSSfdpQuCwFVXXdUhoeyrr75i0KAs4uJiCQsLYc+e3cTEnNpu3RN+fn707t2bxMQklEolLS0tNDY2droek8nE0aNHSU/P+N2Zv2pqati2bStlZaXodDri4+P/0EKZhNDQULKyBhIdHU1zc7MjolA8193qFAyGOGw2G2VlZZ0ua7VaMRqNKJVKAgMDGThwEJGRkV1i+tfpdISHh1MkNz90EmazmUsvvZjKykry84/y7LNP4OurcKXdc0ymNp2va9fr6fPlECjCIyKorKjAKgjE6M3OtaRvX9eaIskXN910L2vXfoOfXxDz5s0mPj6Ou+++i6oq+1wdEBDAjz/+TIzBQP/LL6cxw56txY3HTH7IEKhWYxFFrKLoMvPI+yunHfA8pPNSyiapTW/tSmUkNm9JCIuKItBqpVGhoEWjcT03zwXX2+Kq17svUp6H/H4cfR0cFsbQuLjppzwI/kRbeAEYCviKohgoimJAR4Uy6IRgBmSlpAxsNRYkeBsn8vGkUkFJSQFqtYIDBw602ciiRY8zY8ZN3HDDDEJDw1q1JQUASJBvSqD1+yaVlwuMwcGuTBpSHxMSXOPXDhsKRS3g2nnIz9fUuJz9JcFu+HBoampAoVDSu3dvpk6d2pHn2gpDhtjf19zcJlQqK2FhCkQxAp3O7h4g3cNPP73EjBkzEQQBpVJJaGios39Svzq6O1G04Z8oiiLXXjuVv/71MbZs+ZXJk6ewY8eOLhUcou0PYwAAIABJREFUBEFAr9fj5+eH0Whk166d5OXlthLgTwZJq3KuCW07i6NH8zh48ADJySkYDHHnujtuOB+0VAqFwqnRqampYefOHackuJ8rCIJAjx49iYjoOIWOKIqUl5ezbdtWSktLHOZ/Q5cL6926xVNaWoLVW269DkCtVjN06FCUSiW3334HH364hrg4wTnXllconJxlgF3zU1rqPmk7hDdNYCABgYFU1tUBrYMQdTp3JZDB0JN7713E99/vY/XqbzGbzVx00UVUOEwrGo2G5W+tJCEhkU8++cQ+WUsLg/RZvnN39EchCAzS6VBare5aLc+dfluaB89O6/XetRhyREW5TJF6PQq9nmBRpEpKO+VNMGsPco2DXt86OMHxLAZFROCvVk/uXOV/ogM4AuwTT3En2WGlYkRE3JDExEy38eeNWsXb5+7dG1i8eAmvvvoP7r33Xq688kq3uiWhYN++faxb9yVbt26nqakajSbMTePVqvNegg3kGyD5iyw378vNnh7R287vtdpaLBY/GhrUbgKcJBR5K2+z2ZgyJZGUlD5s2vT9aSX0Nhjg0ksv4b33ZgMmfH01zne0tBSOHt0CiMyefVursm2lSWsLiqJC8PdH4eDp+fm331j2xpv0Skvl9ttvJyI8nF27dvLZZ5+yefP3ThLZM4GQkBCysgZy9Gge27ZtZeDAQe0uSCaTyeEr8/vxRTKZTOh0OgIDgzAY4s7LpOqjRo0+111wQqvVkpnZm5KS4+zdu4esrIG/G62iVqvFZDJRUFBAWlpauxqv3NwcamtrSU/POKPcdDqdrkPvV1sQBIFnnnmWyZMnsWTJEnueVWyYTC5hTGEx2z84/JqckEdhOXbJicnJduuJSuU1qt9T4eZaXzJ49tl/cfvtN/Hyy6/z+OMPO68ZPXo0P/ywmeunTmn/hhyNNvj4UFNdjUGtbps3TOqA3ETpea6j8GIyTc3LQ5WW1nqBkz83DzZ/N841qS4595q8vIOBPDkyklKj8ayxIf+BTJklwHeCIHwNNEtfdpQuo8Mas+johMtjYtLcNg9ywcxz09C3r/18WdkRhgzpyd69u/j221956KGFbU4E7773HnP+8hdsZhN1dbXOOqW0X9IYk5s1PR385ZBrdoOD7WNRruGSa9dKS921zi0tWlSqhFbaaSniWgoUkD4bjfYE43p9HMOH90an07Fp0yZstk5HyjrR0FBLeHggq1Y9BtjbkyyPX331CIMHX0l+vo6DB0W2bNlCSUnJKbeF0ciuH37giiuuYOLEifTonsGXX3+NPiYGtVrN999/R0JCAq+/vowvvvjq1NvpADQaDenpGfTr1x+lUsmxY4XU1nrn5jOZTOzYsd0tb+P5DFEUKSk5zo4d22lubiYsLOy8FMoAPvnkrKbRaxeCIBATE0tW1kAUCgXFxUWd0qqeS2i1WhobGygpOe71vNlsJjc3B4vFQrdu8fTvP+CsEAYrFAry8vJO2UT86Scfc9vs2ahsFrsQZrG4zc/OyVHaxUoTpzQJq1TYVBpsKND5BoNCRVOz6Az0kuZ4OWOEN2WV1Sowc+ZcXnnlBebPv4Nly5axb88ubrhuOmvWrOZYarpLW+bJwg9uC4vCaqWwuRmxpcVuSpGbE72ZZKVOyLVSnto4T9OOXIMnh+M6bUsLdWaz98AFCdLzlPJyej6Utgh1ZWYkRUAASrVaIQjCH0NcOns4CnyL3WEyQHZ0CB3+MUympjSDIdXt5YDWmwVZsA3NzSYeemg6d955H3/5y/x22yguLmbkRRdR39CAVTQgCPYXUhrvoihSXX2CgIAIN6HM2y5KGs96vYt3rKDgEDt3fsPgwVcSEdHNmcII3H037XWo0Wh8Hffu4mArLXXfoLj8PA/y6qsPAAomTPgLEydO4scfv2f06Iv58MPVndaebdsGr7xyC2FhYfj4uFKa2X3ktlBefpjo6Jls3pzPypV/IS8vFx8fFUeO2CNE33vvXd55ZyWZmb157rnnaYv3SlFU6Pw89447mDx6NKuee47gmBgWzJpFQ0MD3x04xIQJ43j88Sfo06fvWTMXSjQAWq2OgwcPEBgYRFJSktuzzMnJITbWcFraybMFm83GkSPZ1NfX07dvv3OWpqqjqKurP9dd8AqlUokoijQ0NLJz5w569ux1WkE2ZwOCIJCensGuXTsJC9M7f3ubzcbx48UUFhY66Um6mvi1vX5VV1cRHBxMaGhop8tXnThBr/R0NwGim95CXqn996hThRJoPG6fVBMSXBO0FN0o046pVLB7dw4hIXoiIqJaBZNJ13jKKtL/Q4YM5ssvN/Dbr9+z5ecfeeqpJ3jgrruYPXMm102bwowePciMi2NIaqqLVgBaRYz5KBQogAZRxF8Q3FV23igpvM2t8uhNOeTlvFEGyG5uv9HIEIUCtTxrgRzeFj55YIW0aLVFOOq4/8SQEMWu4uJ4ILf1RV2LP4rGTBTFxwEEQQiw/9u5qNcOa8yam816Pz8XPYI3M6YkQEmbildf/SuxsQbmzLlDHnTSCjbsvgi//raV7j37Ul1rxGYLYO7cafTvn8DhwzvZu/cXRo0aySOPRFJW9ouzbFsm/owM+9/i4gNs2/YOixdfz/z5Iygq+oW77+7Hm28+wNSpzfTqZc8l2bevffxWVlZRUrIfq/VL1OrDaDQ5NDXlolDkExXVQlaWy2Sv04HVamTDhsdYuPACTCYTKSlDuOaaEcTGprJjxwlUKjUPP9z5hOYGAygUTUyaNJ+rr76XIUNc5wICorBaFbz88kjuvjuLsLCLeeCBbATBhzvvvIupU6fw0Ucfceedd/Pjjz/w6aefdqhNi8XC8O7dCZa0fBYLfn5+XH755QQHB+Pr64ufnx8mk4lnn/0727dv7/R9nQoiIiIYOHAQvr6+lJfbnahtNhs1NTU0NjYQF3d++WZ5g6SR0Ol09OvX/7wXJM53CIJAWloaBkMcu3btpKGh4Vx3qV34+voSH5/gTDJus9loamqiurqGvn37kZyc0uYG6kxB0kIWFxe3f7EXJCYkcODgQfs/sslYr4ekqEYCVY3uUYMOTVmdUeGctDXGKjQq+yoQHxFAZWW581J5UXlgl9yaInd3GThwAPPuuJc3V7zN2rWf8vTzzxOi06FTKln+3Xdcs2QJlz3zDHmi6B7tJTXieCahCgW1Npt3TZmn07I3yAWh9q6Vw2HuFYCA5mbqGhtdgpXcTCR/KPLItpoadzOOXGNpMrm0FDJzUXpwsACknsLP/yfagCAIvQRB2AnsA/YLgrBdEISeHS3foVlAEARdWtpghdXq8o2QxoWcMsNzZ1NeXsyUKVfi49OxKKJevfqyc+derrlmGtnZWkaPnsH69asZMcJFr5GWNpSkpFSaHVZbuVldHokdEHCMpUsf5uefN3DFFSMZPnwQzzyzlLi4QMrKyrj77nlMnx5HUtIAwsMNVFeXcfDgbhobq0lMzMDfP4jjxwsQRRs6nY3PP2/hxIkywsIiCAoKQasNorHRSkHBTtRqH1QqFQkJvQgICOeFF34lOjqZxES44YaZvPmmO4FrR7B/fxnV1VVUVgYxbJj9O2mDFRaWyPz52eTnf4dKlYy/fypHjsDQoWsJCFhBYmIKM2bMQK0O4ckn/fnLX25kwIABJCZ6SW4v26lFRERQarG4Xl7HbKdqNBIRHo5abd/J//rrryxa9FdefPGfHDx4+KyYXJRKpZMct7Gxkb1795CQkEhmZu/zPgqzoaGBI0eyyczsTXx8wrnuToeh1Z49zc2pIjo6mqCgIHx8fDCbzWdV23QqiI2Npb6+nh07dqDXhxEfn0BmZuY57VNERASFhQWcSnLz6TNmcdGI4UwYO5aRI0Y4J+BAcCe5dMBssb+rOh1Q0zpqK8zXl22VhZSUmFGrNW7WQbm1xlNxJZd7pGYHDBjA8/94ka3r/oNWqaTWZqO8ro7j1dUk33ortWvXEujn51XzlBIdbWfeFwT3/JfyBk/GyeT5WWpDstF6U/15ILCpiXpRJMzzOm98UdLCJyeSlSdY90bn4fibGhBARkTEMGDdSTvURfgjaMyAfwP3iqK4CUAQhJHAMmBYRwp39BElR0W5p+9oy3IkfZ+bm833369n8eK/nbTivLw8rr9+Ov/4x4skJiZSWJiHWi0QHAxDh47jrbdWs3Tpi1xxxQQ2b/6ZRx/9BKVS6aS8kPdDEtCKi7O5776R3HDDzdx//2FGjnSPUo2Pj+STTz6ioKCA337bQ0nJccLDIxCEXsTEJFNRcYihQ0OwWqMBZ85XLBYLW7cWUV9fS3l5CatWfUZlZQEPP/w2/fqNRKVSt3IZqK6u6jTZ6c6dIg89dC1ZWVcQEXE5OTmu90u6X71eh15/BTU1Lk3loUPJ3HbbUwA0N9uPnj1H8eCDD3HZZZewefOPREdHu7Vl00c4fUN+3rOHl555xjVpqFRQU4PRZiPOYHDoNW0EBfjRIzWVlORkPn3vHWbNa99M3ZXw9fUlLCyM7OzDBAQEOHMEno+ora1l//59JCUl/26c1SVce+1157oLHYKvry+iKLJv315CQkJJSEg4b1M65eXlkpOTg0qlpK8nHcM5glKpZNCgwaf0zFJTU5k/dy7rNmywC2bSe+jv7wqhr6lxklpqTHXu/i4OgcKmjwCdLwIQHS3Q3Cwg971XWMzY0LiCCdA4GSYqKtwVSlLzFgtMmTKd6wcOcPar4ehR1vz4Izc98gjL16/n3htv9GqWVADH6uuJ0elQepMOPX3GJMhNmHIJxJuQ1o6EEmkyYWtPipEWPXn9JxPcoJU5NS0ggNTQ0InAX0/e2J/oBPwkoQxAFMXvBEHosA9QR1UNqQZDmlvYsty/0JMHrG9fePfdV7n55rlOLYc3GI1Grr76SiwWCzNn3sjo0aM5cGA3R45UOJ30J0++mpKSIj77bDXl5cd57bW51NRUSJQvbtpckwlycn5l9ux0LrzwQp599qlWQpkc8fHxTJkygTvvvI3p0ydy7bWp9O+vIDMzkNDQUAwGl1AGoFKpiItLoEePPowceQXz5j2EQmGjri6boCCV8/7lu7fy8jIiIjqX2qaqqpyyslwmT77JScshHaWlLr+7pqa9fPHFULKyyjCbf2bdujQ2b/6PU9MuvbMzZsxj+vRZTJw4yauTr02lwabzJTg4mBYfH1CpqG9p4ZMvv8Si01F89Ch19fX4+flx4MABHnjwQRIiIxneqxc7Dmd36t66Ai0tLZSXl9OvX3+ioqJRq9U0NDRgNpvbL3wWYbFYOHToIBkZ3YmS/D1+R/jll1/av+g8gT0dWibV1VUcOZJ9XvGdiaJIjWNhDAgI5KKLRhIcHOKkdjhfcPDggVOizohPSGDP/v3ufGVySgl5KiGVyi64SCY2x3eKmioqKuzckL6+YajVFlQqu0AmCWMuoQwC/W1oVPZDkknkTBxS9iWLBbcoML/oaGZNmYJx507mTp1q/15y8JcvbCoVFVYrtaLosplKUWhSBFgbXGhOnIzU0/OQPx8H/JRKNKKICPYHI7fZyhfj4GB3vidvwQoZGa5FxCMgIS0ggBKjsfNpXE4Bko/ZmTzOE+QJgvCoIAgJjuMR7AEBHUKHBLOkpJ4junVLc/OB9DS5A26CSXi4Hpvt5Krampoa9u/fz6BBg8nNzSUjI5WKigosFiNVVfk899ztfPTRanr06MX8+Xdz660PUVVVwb/+tdBrwIvJBLm5dn+HNWtWn1I+OD8/kdRUQ5uO2ZJ/WVQUZGZ2Y9WqjXz44VLeeOOv+PhY5a4KAGRnHyY+vnM+UKGhEaSkdOc//znk3FRu2+b+XgEEBkawa9cvXHBBFB999AgZGWksWDCThx+ey6xZV9GrVyw33ngJL774JA88cC+HDx/g+HHvUWEAV111NbfecQdff/MN//fII0yaOZO1322hoK6O3Lw8QkNDefyJJ9DrdLzz7LNoVSrMxnq3yfNsID8/n/DwCPz9/YmKikKpVFJTU822bVs5dqzwtCJhuwqNjY0olUqysgaeklP1+YDDhw+1f9F5BI1GQ58+fWlpsdDc3Nx+gbOA6upqtm/fRkFBPjabjfDwcLRaLcnJKRw9mndejFVwEX+fOHGi02WvnjyVvfv38+uWn1y7x127XESPJ1sxpQnV398ZXFhXZ+Xw4W3YbDbKazTO8o0WjfOQYLYo2gyAlGSmcktoKy4wP19ffOTpqCSHNoPByTAeqtFQZZbRfUhHaal7MnRvnGieGjVPc6nnM5GsFDKBVgS263Q0S5pM6YYOHXLnSZMOOW+ZdF7uZ+bpj+Y4wtVqGpubz7w/yh8LNwPhwFrgE8fnmzpauEOCWVRU0qTYWLtvoKcDpgSJsFX6LikphdzcIyet12AwsHfvfiIiIvj88y9JSEhg/PjxXH31RYwbN4Siohz+/ve/kZubQ2rqFVx22TVMnTqHTZvecdYhjVV/f/jqq9d4++0HePXVpTQ2mk6JhuDYsWPky1MDeEAukBoMMGJEDz766L/s3fsj118/gv37NxAcbKFfvwZuu+0W1q9fx+TJHeDQcWDVKvs7lJk5mF27fpECl5xUH3bfzkq+/XYZlZUlDBkylLFjxzNy5FBWrlzJhg3fkpXVncmTp7Bx4yYefHAB3377DUFBAVx++RWtTJlyPP/8YmbOuplFTz3Dmk8+pUePwezdW0P2sSZ69OhBYGAg6enprPrqKzT+/jS1tGC22dr1lehKiKKIydREfHy82/exsQb69u1HTY3ddHguUVVVxa5dO2lubv7dmS9/71AqlfTs2ROtVktpaek51ZyVlZU5NmYJ9O7dx80XMigoqNV35xqRkVHO4JrOwNfXl4fmzuXFp592CQ4SHYS0KMhNaXKf1IoKu8ZepXHKCkFBKnx8/DAaa9HpoNGk4HipwrkxNRrt5LVmi8Ip+8nRlmwEuCIVoW01i+P/kLAwqr0JZp6HpFFrD/IOeQhhbh11ZGMQVCoCbDbqpTHSFu2Gt8NToyY/pMg4BwRBwFetVgmCcMbDxP8oGjNRFKtFUbxTFMX+oij2E0XxLlEUqztavkO3UV19Iioy0hW0ITezS2NKriXS6aB791T++c/2d9w9evRg0aLHAHuk3a23zuaWW+aSn3+UPn36IggCgiBw+LDAO++8wrJlT3LvvSud5Q0GOHy4ipUr55Gfv4unn/6ZOXOS22itfdTV1XWKpRsgLS2WDRu+5c0332TJkoUcPXoEpVLBmDHj2LlzP+HhHfcxGz4cNm9uISAgg507nyY6+iFUKj8mT3Ylby8vz2XlytnOMkVF5URH2zXRoaGh9O7tSmqflpbGJZdcQn5+PsnJJ38uSqWSW265hVtuuYVvvoEPP/w7eXmVHD26i7FjxvDDDz+wfNkyPvz3v9GGhXHjHXfQvU8fjh47Rnxqeiee2OkhM7O31+99fX3JzMykpaUFm81GTs4RYmMNZzUbQE1NDYcOHaRHj57nrd/bHwE2m42SkuPOROhnC1arlcLCAkJDw9Dr9ej1+jaFcx8fH44dKyQmJva8EODDwsKcGufOCowXjJvAXYsWkXbxxdjMZlYsWMCFvT3e0zYEIEmm6dXLpYhqaAhFECsI9A+ivELh1S0rJ8f1WU5h5I0xwKvgJBeIPDnNgACFgj6S6VLuOyZ/r9vyM5MEUXkn5E738u8lAcqzb0CgIFCnUBDuaWKWO/h7ozs4mYZS/tdxT6lhYYptx48nA22n5fkTHYYgCGnA/UACMjlLFMUOsXZ3SDAzmZo0fn5BrcagJ8EsuMapWq3utJrearUSFhaGQqEgIiKU8vIqsrMP09zcjFqdxTvv/JMePbK46aYr3PLiLlp0I5GR0axYsQOttu38kB1BfX1duwKMHK7xr2DOnFuZNetWTpw4gUplITo6utPKJIMBrrtOwwcfTCclZSPffNOXm2/+K2r1dFJSVI53cBCLFxezZ8/D1NXVMWnSBH766ec2J1OlUtmpewJ7YObw4aN47bW7KSkp5l//+hevvPIvbrzuOqZec41dBR4ezjVXX81nX3zBnfeeecGsubmZvXv3MGBA1kkdldVqNaIo4uvrx+7du4iIiCA+PuGsELmWlZWRkdH9rESqnmlcdtnl57oLpwylUklmZm927tyBVluEQe4segYgiiJlZWUcPZpHcHAIOp2uXWFLEARqa+sQBMUZ719HoFQqGTAg65TKZmZmsu/rr7FarXy9aRNLv/6aC4cNa5sZX/adXIkkvTYaTQQWs11Ki9DbKK+wz22S4CZXwLW1//EkwndCLrRIVBSyQASpEQEwWa1YFQp8pN9SpbL7c0lZDOTRjm2ZLj2iIJ2+ahKkz/LvHOVDBYFGb9Gf3njUPO/Ls345n5U03gwGOHSItKAgiTLjjApmfxQeM2AN8BqwHOi042a7j0gQhMDu3YeJ2Mepe2HZhkMaB5Kvv5+fP+Xl5Z3qzNGjefj5+RMbGwvAmjXvc+ed9oi/KVPuo7g4j+LiPLL3rmf8mDG8/+67zJw3D6VSxdKlB+nWzadVLs3OwGq1EhQU3K6mQ2Gsw+bvPahAp4O4OJcf5akMwiNHshk50kBw8DL27NnE2rWLWLVqEZMnz2XUqLsoK9MQEBDDsmUraGxsJC4ukvz8fJKSkjrfWBtISACLxUBIyGK6d7f7c73xxussX7rUGfJ96NAhtu/cSY82NFhdjcLCQkJCQjsUPSYIAgaDgcjISPLzj2I0GgkKCnJqYLsaZrMZq9VKevrZ0xz+iZNDpVKRmdmbUnkqoDMAq9WKIAhUVlbSs2cvAgM7nKuY+Ph49u3bS0xMzHlh1jSZTBw7dozU1LZprWw2m/M9UmBj+fLl5B89ypCEBEYMGcKkMWN47JVX2FxezoiUFJcQIUu/RHCwc9GQW/Qk+Pr6ovLXOLV3chJauVZMzssqVw54bojLLaFE4GU98hR2VCo3Woyypia0CgXdtNrWZiGw34c0vrwJY/LP0rXeFgXpxiThSdLaiSIBVisiIMjttvJ+exMO9frWWjtJmyGFs0rIzyctMpK+iYmjgM9ad+5PnAIsoiguPdXCHZkJUmJiMhTSYJenRQLXCyX5ekl+hnl5uWR42LK9YenSpSiVAuPGjeXjjz92406aOXMW6enpXHPNZGpqcrnuujmYTGbGTrwGm86XX376iYVz51K4exf9+yeg19tNgacKpVJJjx49vC7cCmOd65+KChT5ee7fdRGsViulpaXs3PkdSUnZ3HbbaNat28xbb33I7t3fcd99/SksXEZGxhays7OZNesGxo0b752j7DRhNJYzbFi6c5IeMCCL2fPmMffOO7lgwgQmTp3KtVOmeM3X2dVobm6mvLys02SyarWa1NQ0QkJCKC8vZ/v2bVRXd9jU3yFYrVb279/HiROd24ic71i//r/nugunDZ1OR0JCArW1tdTVde372tzczKFDB9m/fz8KhYKePXt2SigDCAgIICAg0Bm1ea6h0WgoLy9rM8WZ1WolOTmRjIw0LBYLv/y2jSeeegqFQsE/3nuPyCFDSBk9GmNDA4cLCk7uBOT4P1TX6HZK+nzwcDal5RVuidAlucnf3+Wn7/DVd4vOP6mfmVyN1k7fAv38qLfZcEZ1tZWeybPz8o55+qN5HnJKAy/nd2q1NEprknSdFClhNLbtZwato0e9RfAZDKR2746/v/8FnRwuncYfxccM+EIQhNsFQYgWBCFUOjpauCMas7To6LR2ufQ88fHHnzJu3Ph2O7BgwX306dOH0aNH88UXnzNo0GAuvvhiAPz9/TlwwK4C27RpEwsXPkhwUABBgYFo1Gpq6+vZ9MEH6LvIv6mo6BgajdbpYyZt8Orr63n1maf54IsvKC0r4/pLLuHRW24hJKHrNFQSamqqWbFiBdu2baW0tJQ5c+aycOHDjB49kFGjvmTVqv+wdu37rF+/jPLycsaOHcdzzz3f5Vog+05V6RZR+MEHq/jtt9/Ytm0rWQMHM336dHx1GreJ80zBZrORlJR8WgSikZGRKJVKsrMP4+fnT48ePbpES5Gbm4NWqyUurttp1/UnzgxaWlrIyTnCgAFZXWLSLikpIS8vl+joGFJSTo80vWfPnucN75pCoUCvD+fEiXKv49lisaBUKjGbzTQ2NtpTosXE8MSTTwJga2xk1Zo1PP3882R5+pidBCoVaFTuri8hwUFUV1cRFRXlpvSR4KsyY1JpnOWl9UjiNrP31633rRvV673zjjkQAOTV1dnPRUW5tGNtpbGRCz6SE76nwCdFRkomRnld8s8OTZjWbKZeocDPanU3d0qaMjnxrXTDErmsXJvmeY9SXw0GUoODaViz5tSds/+EJ2Y6/i6QfScCHRIahPailrKyLv/4ootumzR48CTApWmVxpcnEhLAbG6kX78Efv55S7u+Td9++y13330neXl5xMTEMHz4haxY8Vab1zcfK6Cmro7mujqiutuJRW26rklvs3v3bgwGA2GOMOqtW0Xq63dyxx0z6JeRwvybbiLGYmHx+++z9vvv2fjjz6SlpXVJ22CnxCgo+A9///vTPPXUdwQElPD3v9+Or68vq1Z92GXt/N5gtVqx2Wxd5iNms9moqqpCr9dTVVVFYGAgp5oKp7m5mQMH9pOZ2fuU6zhf8fbbbzFz5qxz3Y0uQ25uLg0NDWRmZp6SICSKIlVVdsJoo9GIWq3Gx+f0fFolFBcXodXq0MvJTM8Bamtr2b17N+Hh4XTv3r3d64uLi0lNTaax0YTFAhocUYySaU6C/LNkRvOWK1IGk8nEth07GTp0mN1s6qDkkdNleCoHpFdQUhjJZRY3U6a8oNzU7ZFSQBRFqkwmQnU6BLXa/VqpYimK31NlI2mo5P418nblQpbkAyQXzBwCY5Eo0tjQQJrFYicJ9Wxf6rdcOpVDziXqzbfNUabXddeZ9+XknNHIzIyMLPHNN7e1f+Fp4IILhO2iKJ6as+QZhCCXuQTpAAAgAElEQVQIGlEUO8Qr1e5KolSqh8TGprSKxAT37BRyLFnyHMOGDeuQw/nFF1/Mnj37mD79WtasWd2uE6w2Lh45Xau0x7JarbzwwmIqKytZsOD/Oj3BiaKI0VjPiRMBVFfDyy8/xvvvv4HNZuOhhx5h3rw59rDifb/xygMPEBsZyeOPP8Z7773fqXbaQk2N3eG+udlAQUExOTmgVMaxZMlL9OnTdSlb5NpsaY7xxn0qsdV31cJzOigrK6O6upqePTucauyksGsF7OOjoqKCw4cPkZiYRGRkZKcWbCkFUN++/c4bjUdXIj29fVeE3xMSExPJzj6M2WzudAJ5o9FIbm4OLS0t+Plldtpk2R7Uag1FRcfOuWA2atRF7N69m3feee+kgpnCYsam0hAREUF4eDhLlrzMvHnzsalcQpPCm5+VxeLSsOt8UZgaXecdE5N0XqPzJSIimuZmKyqVCotDIPMksZf7tEvwfIz+/mAjAkVFubMfbic9ERUFNTUIQGBzMy2ARql0XSuZE8E+cXujWJIEn759XcKZN42V/HsvfmxBokhzU1NrbYi839Lz8+ZPuW2bPeTV87492g7w81MJguArimJj64v+xKlAsC8Mo4DrgAlAh9jm2xXMTCZjcGRk5EkjhOVjraDgGG+88Qp79+7tSPuAXSi67bY53H333QwZMrTD5eR47rlneeSRhwEYOXIUY8aM6VR5s9mMr68vOTka6uvLeP31p7nppu2Eh3dn/HgVBQX265LNZl5evZrPf/iBS66eeEp99YbgYHsfoqJ86d27J088kQDAww838MADD7pdK81xZnMda9d+ysCBg+nZs2PmXGl+kJO6z5njfo3ZbKampqbTi9eZgCiKHD9eTFLSmdGyp6WlUVcXRW5uDs3Npg7nsrTZbOzZs5ukpOTfLYFsexgyZMi57kKXQqFQkJHRHavVSlNTU4c3HY2NjezZs5uEhASio2POiBCu1+vJzc3BaDTi35aZ7CwgKiqa3bt3Y7FYKC8vb0UdVJd7hDkLFpCckMBjzz5LbXW1c3MjrQMKvHAbtsXz5UVQUGBzCmcGQ5LzspPFcEjKIl9dayYAjc7ismLKbaLy/JJyeGiSjrW0IDQ0kChlEJDKe5oo5X/buDdndgFPyJ36PSIbAoCAhgb7d/v2QVaWez/BZY6NivIuJJ4Mjv5EhoUJQATQyQo6jj9KVKYgCIOxC2MTgVBgHu5mzZOi3UfU2FinCQwMO+k10oM2GGDjxn307Nn3pESm4HpPGxuruOSSywkNDeLYsQIefvhRZsyY0bHey9C9ew/69evHuHHjueKKKzpdXqvV0q9ff7Kza3nvvSew2QSCgxNQKFSYTLBnzxY++mgpe7atp19GBrdNnMi0h+yCoDxY5nQGXV1dHQ0Njaxf/zlHjhxh2zYdl17q02py3LevgIUL55Gfn0NoaCj33HMnr732LsuW/QONRotareamm27m6quvditXUwM//LCczz9fz4EDhdhsZgRBxfLlFpqamrj33vu55ZZbqK6uJigo+LyIEqutrcVms3U632hnEBgYSN++/bDZbDQ2NlJYWEBiYtJJBdOCgnx0Op8z2q9zjVWr3v/d5MvsDGpqasjLy6V//wFtUlrYbDaOHz+OINjJiwcPHnJGucYUCgUGQxwNDQ3nTDBbu3atk+bFZrNSVlbaau55cNEi1ILAL1u2EBMby//Nm4e/nx8LH1zgEsgkgURK2A2uKMGTaAQlYUwuz9TWVlJYeILExAyvDBDgIVd5M+ngcd7bd/IoS4+KAwMCOF5X15pvrC3tl7e2pPuOivLeL8+ABI/yBzUaUgQBtSB4j8yU0FbUp1RGTtXhIVhG2AUzPWdQMPtfhyAIfwOmAoXAB8ATwDZRFN/uTD0dESMUWq39Mm8bBLfKVNCv3wD27t3OwYMH+fDDVcTExDJ79uzWFzvw0kufc+TIId54Yz0FBT+we/cuoPOC2dVXX91KEOko7DnWStiyRcl77z1OWVkuc+ceRKsNAOxzyzPP3MGoUVfx93tn0SsjA7M+xvkMyssbWLz4X8TGRjB37syTtHRy1NfXExAQgEKhID09HU/mhZaWFtauXcuWLaUUFBRRVVXJkiXrufPOMbzyymIuvvgiBg0azO7du7jrrvmtnse7777Myy8vYdGixykpiebAgXJKS1vo0WMX//7369TUVDvaMZ9zk4oEnU5HWlr6GTcVCoKAUqlEq9Wi1erYtm0rBoMBgyGu1YLc0NBASUkJWVkD/ydNmBKam8+v3KNdhbCwMMrKSikoyPeqia2qqnIGdEjktGeDALazEcddjTvuuJ2ysjIGDBjAiBEXcfx4cSuy2ZzyEyy4ZhKXX3QRRxoamHDddVRUVvLTd9/RbepU+0VtLBS2FJc/rkJyQpGd9yavqNU+VFXVEB3t4m2Vu3J5Kq7MFo1TO6aR57f0hvZ20Y6GAhQK6gsKELVaBCns07N8e6Szkr/IyUjXPOuScas1qlQ0qVSoFQr3diVzqqROlBKGgnuiZ29UHx59Drdr/s9ozsw/gMZsNnAYWAp8KYqiSRCETqcfafcRKRSCwptPoWeUjDRWw8Mj0Ol86NWrBwEBAdTX16PX6yksLGDLli2sWPEWvr52Z/2mpib++9/PaGw0UlRUByixWM5+7ritWw+xbt1SPvvsU2JiMpk3721KSyOd91xRAY2NJqZNu5peF9j9biQteGHhbqZNu5a0tExWrvyNjIxELrxwxCkNPqPR2ErTKIoiGzZsoL6+nsDAQK677lpUKjUpKf1Yt+4EJhMEBUWyd+923n33PWw2GxMmjPPqq7d+/XoSEhKoqDjByy8/Ql1dNYGBAWg0/XnhhX9y0032VF4GQ8cWCGlyPVNRmRaLBVEUzypZq1KpJDExkaioKAoKCrDZbIiiiFKpdAphvr6+9OvX/7QiRP/EuUVKSirbt28jJibWyVtosVhQqVTU1NQ4TdRnW/AuKjqGQqEkJibmrLYLsGfPPp588gmioqJISkqirq6WhoYGAgLsG9QTJ06wa9dOMh5eCCoVqUFBfPnWW6QOH847b7/N9En2ADGvvlP+/m55fiP0jnlD8jNTqTA5ZBPJjx1AFH2wWluwWFpQqdRu6400xXlmOZKgkbRncuIzOTwnac//HWW0KhVxUVGISiWCr6+rkV697L4hnr5fckdeTyHOsx/yhyLBkxwU8NFqaVIqCfRsS1qI5HZe6SHV1IDBQLNoocZcjV4diNLHz71v0txqNBIeEoIgCGclmfn/MKKAy4DpwIuCIGwCfARBUImi2GG6+ZOKD4Ig+GVmDrMCSs+AE09tu/Rbm81mhg8fzccfv0d9fT0AU6Zcw5gx4/n66y+5557H6Nu3BwCffPIRRmMVf/vbTyQlDUOpDOall6Ywe/ZT9OzZ9ep8yfQuBamUl5czf/5f2bjxE26++XbuvfdHQkPtQol0vyaTfXxHRGSwbNm/0Wrnk5ycxoED9ZhMDUyaNIxFi15j/PjrWbToWl588R9UVVUyduwVnXac9+bcvmXLFqZPn4aPTwCXXno5l1wygaFDRxEWluZ8p1JSenHgwBbWrfsPjzzyENdffwNLl77Wqq4VK95i5cq3yc3N5W9/e5Ibbrih1TUNDQ2UlZW269OlyMm2fwgORqHTtUm4ezooLy+jtraW7t17dHnd7cHHx8fJw3fkSDYNDQ0kJ6dgNNaj1er+Z/3K5AgMDDjXXThj0Gg0ZGUNRK1WY7FYKCjI58SJEwwcOKhLiZo7Cx8fX0eaprMvmOn1epYsecn5v5QST8JTTz3JtGnXuuWpTYmL46XHHsMiTxkkp9z396fOqACju1LIbHFt5jSOhSXU38yeQ67Njn1+EwgJicRiMQNq7+mWcOfVdP715tYmaby8VSBVIm/E8V23+Hh73lXPhVD6LL+5tqwNnloMebuSKtDz5hx98WlpoVnSXHrT1GVluRyI5ZtygwGTpYFqpZkgjQqlxK3m2SejkfDQUBLj4s4oQ/b/usZMFEUr8DXwtSAIOmA84AsUC4LwrSiKHfINae8RhQcHhys8XwZvGwKAiooTXH/9WPz87BP6P//5BpMnz8Jms/H8849y6aVBWCw9yMmBuroaVqz4N01NDSQn96Kh4RjJyYPp3/8ybr11Gj17ptHU1MjNN88nPd0eUXK6WUu2b7dy4kQ+R4/+wk8/rWD37l8ZPfpWFi/eSUvLMRIS4pwbELmbhMkEV131OMuXX8MHH7zK7NkL+fDD5TQ01GCxmImJiScz027q8PX1pbCwgF9//Znnnnu+w31rbm6mrq6O8HDXhsVkAo0mgLCwWB588F8sWDCJpqYGpk2bxiWXDOGrr5ahVAZRXn6YyZOv4emnn2DlyvcZM+Yyr22EhYVxzz33nrQfVVWVWK0urWX9gX3sO3wY34QEevft75qoJWdTx4SikHxTupDbrby8vMPauzOJlJRUSkpK2LVrJzU1tU6evd87RFF0JlpXKpUUFORjNrdgs1nx8/Nj4sRrKCoqornZhEajQavVER4e/j9jvlWr1WRnZ5Off5T4+IST+pydLYSEhHD48CFMJtMZz7UqiiKbNm3i7bffYvv2bfTr15/p069jzJgxCIKA1WqluLjIGRCzYcN63nnnPVcFDiFl/l/+0ppoVQZpjdDpXBmQ5NmJIvSuMnK2CklmiI5Oc6PskjcvwWs2pLYkAPmCJrHRegpbHmULjx/HarOR6LkISddlZNijH8E9zN2b9tCTDFSu4fLst6OuBFFEkITftmhGUlJatx8cTKAYhq9oRe3rxRFaFi2rDwggSq/vmtD3P4EoiibgI+AjQRACsQcCdAjtCWZ6vT5C8Jwf5L+7NMasVitz5kwjK2sEDz/8PH/72wKOHSsmL08BKAgL68umTf9EEGKYOvUe3n77flSqYKZOvZ+WljpaWkwUFcG0aa+wcuUjbN++jT17vmfXri28/PIHjB59euOloKCAWbOy0Gj8iI3NZODA27jvvk8pLvanrk4EIigtdZETyoNvwK6VuvXWJSxaNIYvvnifxMTh7Nq1FoBvvvmCwYMvYfToi7n11rv5738/Y926DzrVv5qaGioqKpyCmTQRRUd3o7i4gLi4C1m48COee24Kt99+E35+fgwffiEajYaAgCBefPGlLtHiVFVVERtrn3yWL1/OQ/fdQ2q3bhSdOMH8++5nwYL/o7KyEqGmBn8fH8bccQeJcXHcMGYMowYOtKds7QKYTCYaGhrOC82UIAjExMRQW1tDcHAwPj4+lJWVER4efl4ESHQGoijS1NREXl4edXW1CIJAcnKK416UBAbqUCiU6HQ6Nm3aSJ8+fRFFEbO5GaPRSHh4OMePF1NeXk5QUBChoWEEBgb+7oQ1Keo4LCyM48eLSU5OPi946BQKBTExsWdcMKuvr+f6668jNzeHuXNv54477uaXX7Zw44038J//fM3gwYNRKpUUFRURHR2DRqMhLCyMxx9/jOXL3yDKJtMutWWmc0D+WKV5LSfHpViSu0J4pl4yGqG52UhjYxnh4cltkpp7++nM/qFojFXuFXv2Uy41ejvvKKf196eyvRSD0s21NY7kUXKS6dEbYay8D47zFpuNispKotVqe2SmZPaRt+XNqR/7/KUWVN4FQ9n9h/v5oVIozihL9v+6xqwtiKJYB3Q4AKBdjVlYWHgrDav85ZEEly1btlJUVMjrr2+goUEgJ+cII0de4hxrFssIgoLiWL/+eZqbjRw5soN//GM7QUG+1NQcQaPxcWxUdNxww2JmzhQcbaiZMeMKJkwY59U81xGIosiECQ+TlDSGCRNWOsdvbq5dCBMEI9HRCioqVFRU2Dc/EiTNr9EII0dewfffi9TUwDffvMmuXWt55JFVjBw5FUEQnNq1++67maamRgoLC+nWrWPjXHL894Sfnx8Wi5kTJ+rZu/c3KioqmDDhGo4ePYLBkEhOTjY//LCJL78cf0rRrBIUFjOiKGIymQgODqauro7777+XrfPmkRYeztjlyzGb7c7g06ZNYdOmTcy+6io2797NxIsvZs4zzxCfls5//7v+lPsgh1KppHv3rmHm7wqIoogo2qN/rVYr5eVlFBTkk5ycck58kTqDlpYWysrKKC8vIzExCX9/f8LDw0lJSUGr1Tr7LjdRgT036ahRo1sJxxERkfj4+FJTU01OzhF69rRrtC0WyzmleugITCYTeXm51NXVkZHRnbCwMKKjoyksLDynJkw5EuSEoGcI33//PT/++AMlJZVOLWFqan9qa5uYO/c21q1bT0REBMHBIVRV2dn3N2z4lqlTp7B48fMs/uujrso68Zt7KotMJrsFTrpluUJKcj2xWNRUVpai0yVx6JBARx+PmwDQnjQgmV89HdUc5Xz8/WkqKnLPFiClNJIgMws6pc62aEKkcpLlQSrnWZcDIpBrtRLl7++aa+SqR3mdcic9b4KbHLLy4QEBmM3mP33MzgO052PmFMy8jVeLxTX++vXrSWNjPV988SY7dmylsrKcceNu4fhx+/nQ0GgmTHiOtWvnceDAf7nvvg3U1/sSGwtGYxNWq2vy9/eHhQs3YzD0Yty4EBobGxg+PJ6HH36kXQJab8jNzSU390sWLjyGVtva11KhKMFk8kWh8HPem7fAFXn/xo27gQsuuAy12kBtretcXZ2NpiY7P98HH7zfioOsLRiN9YSEJFBTY9c+7tmzlb59B3Dw4H5CQ+PYuPF93nnnAbRaLV988TFPPvkaq1cvZ+/ebezatYdRoy6id+/e9OnT55SFBEEQGNK/H9u+WU9ocDB6vZ5KnY71J06w+/hx4vft5bMP3sPPIaD9+7PPWL5oEbdMmkS32FieevfdU2rXG5qbm88rKgqbzUaPHi5ft8zM3lRWVpKbm4MgpJ4Xmj1vqK+vZ8+e3YSGhpGQkEhwcDCCIBAZ2SGeQ69QqVSEhIQQEhJCYqJdmKmqqiI7+zA6nQ6DIY6wsLDzTliVuOciIyNJT89wCiTx8QkUFxef4965Y9++fSQlJTkDpboS27Zt4/bb5zBggN10K82HJhPccst9lJWdYO7cOXz88Vp8fIKoq6sjKioKnU7H888vZsyYyyk6msezjz9OfFISNhROVn5PugwbCqqr6/jii4+YMOFaLBbX/cjlEHlWJL0efE1VmKLs79SJExpAwGptRqXSOavPybELdFLqPAmeqZ2c/WovAEDudC8JRpKPl1Lp7jPscR6wS5VtRV/Koznl51NSvKd58iivdqiaLFqtPTKzvRyJ3rRjEuT3JxfM/P1paGzsemdhD/yva8wEQVAAQ0RR/PlU6zjpI+rZs18/vT7caYp3FlK1HhfBwQEsXbqGZctewNc3ktdeW49G4+cQ6hvYs+dL1q17nKamWhYt2kxUVJJTM5WcnElRkV3NCfYxM2DAhWRl2XfhhYV5CILgDCboLBITE9Hr49m69SX6959GdvZujhxZR3BwPGPHPkhTUxMqlR5JOSPP9yq9H/IctBYLCIKGkBAD+fmugabXQ1XVCXr16k1ISCg33zyv3b6ZTHZtzPLlb7Jhw0YqKsqIijJw6NBubr75HubOXYjRWEVgYCaxsQls3HiUxsYGfH39GDjwUlavfp1Vqz5Gp9OxceO3XHrpxRw/Xtrh9EX79u1j165dDOnfl9CwMJRKJYPGjQNg/OWXUxAbC6WllNTV8frq1by+ejX6oCAArr/sMm5xRGIdKSzkootGdvg3ORmamprYs2c3Q4cO65L6ThdGo5GDBw+0oscICwsjxB7JRGlpKUajkfj4+C5LHXWqaG5uJj8/n+DgYCIiIhg4cNAZjyANDQ1l0KDBVFRUUFR0jKCgIJRK5TnXeIqiSHl5OdXV1WRkZJCVNbBVn3Q6HcnJyc6ozPMBOp2OEyfKO0x43FHk5ORwzz13cdttc3jooYU0OjjeXZtRgTvvvI9Bg9L49ddsEhKSCQ93jfn09HT27TvAs08/Rb8RI7hm4kQW3ncfiXI1luMZSg7+P/zwOffccwupqX0JCenvvKyNxAAYDGDThZIRbCfCVqsFVKogTKZGdDqdG/O/5O9eUWEPklRYzK1SYp4UbZmLPcaBWq2mR2Jia0FHkgzBPV2ShOBgl3atLe2ZJ8WB/LOD+00AfHQ6O2WG9C6rVPaH1RahrKfvnDfI+qRTKrHZbH+Gmp8mRFG0CYLwAnBqbPm0I5hFRcVmRUWFu43dqqpm/P3txJvyIICaGhgwYAQDBoygtBQEwcovv5QRFBTB7bcn0a1bJtdf/xgvvjid0FD7LttoBFG0YTSWIQgumghp97Njx0YmTrwYPz8/Xn751Q7lbvMGpVLJ4sVf8eST09iyZTkVFfnOc9269SQ9PZqgIB8kv1+5q4Bnbtg2NN1kZEB9fQOzZvUiONif/fv3digqs6ICcnL28fnnn7Fw4VesXv0Mv/32Bc899wPPPjsNP7//w2SqIzx8GJ9/ftShpdayZs1Slix5nPT0vtTUBDBjxk0cPHiQqqoq1q1bx4QJE9ptu7i4mBEjhjNy5Chmz76V7b/+iv7rr3l76lRuWrOGL//7X0ZcPJWbb3+ELd268VNuLu998gkb7r6b/ZWVDO3b1/kwmkwmfEJPTkTcUVRVVREaev5oXAoKCoiKivbaH2mRDw0Npa6ulq1bfyMhIZHoaO/Xn0mIokhRURHHjhUSFRXtNLGeqlA2ceKkTl2vUCiIiIhwkpIePnwIq9VKcnLKOckiUV9fT07OEURRdPKRtSUotrS0sHXrbwwcOOicC9ZgH08FBfldLphdffWVjB59MQ8suB+VAgJVjZhVvm6b7bi4CAYNupgJEy5k8+YyoAy9Xu/UMPr6+vL4U09z5z33sWTJi2RdeCFXjRvHjOuuI2vYMKc5e9svO9mwYT0ff2z3tw0JiSQhwUW95c0HHdzjiiRERvZwvk/S+eBgd+ucwljXumJvgklHHNW8aNLy8vMJDwkhwM/PvZw3wlf5DbXHPi6PNJPgJfw0IygIrbRIyQMUvJlN5do/b7lJPa9z1KlQKM5o9MsfyMdsvSAI1wBrxfYSknvBSbezCoUQFxWlR6cDpbKJZ565l6FDdXz99XvodBKJsYXNm7+nsvKEW9mfflrHbbdF8dprs7Farbz77jeUl//ChRdej6+vwhkhXFlpoqSk0FkuK8s+zqzWIt5440UAtm7dzsyZp07cCjBwoIHPP/+J99/Pwc8vgrvuyuH55y307DkRhSKVwEBdq2Ack8k+CRiN9s+vvnon77//d6qqrG70NC5TbwtGYw0ajYbk5BQ++2xth/r27bdfM3r0ZRgMmcyfv4LXX68mNnY4w4bdyJo1EwGBoqImTCb4+uuPGD++Bx9//BYXXngpM2bM4ccft7Jx4w/8/PNPAMyde1uH2l2/fj3Dh1/IK/94wck5FxAby4yLLiJAp+Oll97iyivH202c0dHcl5XFjrffJtRkYohOh9pigYoKCg8cYMXXXzNgQNfkja2urjpvzJiNjY3U1ta0S1+g0WhIS0und+8+NDU1ATh98s4GbDa7+aalpYW+ffuRlJR02gJGWVnZaZVPSUnFx8eX7du3Ud6e43QXwmw2O4McoqKi6devP0EOLW9bUKvV6PV6iouLzlIvT47g4GAUCiWnMKe3CZuxjptvuIFVqz7gjVdeYf8vv2CuqkKjsqHARqDO7NyMzp//DGazmbq6ZoqLizDK7Y4OhIWF8cQTT5KdnUNKaioLHn2UyOhopk2/jqsmTmLSpLGUlZUQGWnfdMfE+KPT2ed3vd6VnUju2mWx2AW3oiL3pAGRkSaghOBgu/UvJcVVj14P3Qw2l6lDmrA9BRHpO3ljbUF+jaNcc1MTDVJYqWcdksrR399+SOYW+REV5Z1uQzo8Q049JBiNKNJia03Mi8FgP+R9ktcpb0M6amrcKTocpl6tRqMQBOHc70x+/7gXWAOYBUGoEwShXhCEuo4WPqnsWl1droyJCWfr1u8YP34UAIGBQYwdezk7dmxk+fJX2bdvFz4+vpSXlzJv3oMMHz4WrTaDlJQsfHz8+O675QDU1+9j1aqXWbGixM1H0WxuwmLxcdPmFhcXMWPGYGbNmsk777zbJQmDJU370qXb8PMLJzQ0mcZGsNOOBNLQYN+NyXdg8pBugF9//YzKykKqqwuYO/dVyssVbv6eNlsAKpWG5mYbDzzwPMuWvcj1109tt2/x8YmsXr2Ma64RUau1tLRASwtcddUz7Np1CTabBaXSxpYtm3nkkSkAHDsGO3f+xtq179Kr1xSuvHIV77yThUKhoKSkpEPPpEePHjz22F+5Z8ECpkyahMVqxSc0lO+Ki9FptVx11TRXZJhj11W+fj2RC+wpv8ZkZVFjNHKoqIi/PvkUV111VYfabQ+RkVFnlVT2ZBAEgbS09A7TKPj7++Pv748oiuzbtxetVnvGk8GXl5dTUJDPgAFZXerA/vPPP5GamnrK5SWyXr1eT3NzM0ArJvmuhM1mo6ioiKKiY/Tu3adVOqH2EBtrYM+e3XTrFn/OTbAKhYI+ffp0WX0PPvgAL7ywmBHDhlFZWcntC1xp+5qbmtBoNNhUGowOLVXfvmmkpGTy66/fcMUVqdTX17cp3IaEhPDgw4/y4MOPUlZWxmeffUZAQACvv/6m0/dy1qyZrFz5Ovff/3/odFBYeJT33/83b7zxMv7+Qdx220NcddU8BEFwkzkkBojGRiulpUVERdmFPEke8kVKgi77Uh4pKsHTHweP66VrJHixs/potTQ1NEBQUNtRnp6BEN78gDzb8ry+DVQ2N1NlNtPD83eQ5sohQ1zqyDYiL1t9J4dOR7grLVPHFpFO4o+iMRNF8bRIIE/6iGpra4J69nSPKrzkksvQ6wP4z38+wmYzs3LlB2RlDWL//n3885/P8cYbr2A2mxg69DLuvvufPPvsHBYseJWYGAOxsXHk5/9G795jnVLTOwAAACAASURBVCZ3s7mR/2fvvMOjqMK2/5styab3SkIgJJQACYTQO4IgSkdABBGki40mRVQQpdhFmhQpAiIgCopGVJQivXdDCpAKaSSbstky3x+b3cwmmwIk4Pu+331de2UyM+fMmZkz5zznKfdjY2Nn1rampyfQt28Ppk2bytSp0x7m3qzC0VGBIGhwdzdw65YMQchCJktGpQoHLEmipX3X1xemTl3PmjVTSEq6yIoVL9Cly3qys20kwpwcH596ZGZmcvFiFFeuXKqS30pc3DXCw/uYhUOTSwIING36LLdv/4mTkwMuLkF07vw8zz8/mvHju/Phh99w4MAFeveeQVqajKCgMNq3709ERKcqPQulUkliYiIOT/Tg/cWfYK+ScXTHDp5dupRvZ8wwO9q6ukJRQ+Pz8U5IYNu0aYz87DM8fXyYPXEijR0dcX12aBXfQMXQ6XR4eHg89okRjEEYMpnsgdJTCYJAREQzEhMTOXPmNCEhoQ/lcG8NoiiSkBDPnTt3CAtr/J94Ztbg5OSEk5MTmZmZJCTE06RJ02r3edNoNJw7dxYHB0eaN498IEHYwcGBunWDq1VL9TDIzs7m3r3shzZnxsTEsG7dWlauXE36rQQ+fPddADRFRSgVCpCpKCpLNk+rVk+yZ88GQkI+pE6dqi32fXx8rKbga926FWfPnkahgP37v+fFFweZj+Xn5/Hee6/Qvn1vAgMtFxamsdXJyY7r1wuwtRURBKFExqhIKDLB2vhrTTCR+uaUdqrX6bBTKMjKy6tc22Zql1RzVbot5ZlNTdvShWnxtr2dHUlSLqfy7g0s7cBVeUbFx7y8vQWMaZlqRDD7vwLBaHd/HqgriuJ7giAEAn6iKJ6oSvkKR3JBkCmHDx/N2rXfsmGDMeJu3ry3WLTobdasWYlCIaNDh1aoVNCiRRPWrt3EyZPx/PjjYdq0ac2pU3sxGAzk5eXi4uLK8uUb+fTT0eTk3DIvahwcvGjVypUrV35h7dqZtG3bmilTXrEqlF29epURI8bTtGkzoqLa8umnn6PR6M3fSUGBlqysrAoH1l69IqlVK4Cffx6Ft7ceT88CwN7sr+DqWuKnafrl5hZy5coJDh/+nmbNmrNr134KCtL55ZdFpKXd5eLFeLNmuEmTbmg0BZw8+Sfu7gGcOFH+ezAtbk6fPk6dOu3NWnCT9rmwEEJCutO9+yJCQwVksiDGj/+GZs26sHTpTrp1e565c5cQGqokM/Mjjh//iRdfHErz5l0qf/NAZGQkqal3SEzMpEGDuvj4+TFk2jRmDx3KE7Nm4e9rwN/XYB5b1OpCNE2b0nvcOPp16YLe2ZmOo0fj/hBaldK4ffsWN2/erLb6HgZpaancuHHjgcvL5XKCgoKIimqJi4sLRUVFpKWlVdvEr9FoyM1V07x5pFWqlf8a3NzccHf34OzZM2Zz78NCrVaTmZmJjY0NDRs2okmTJg+lnfT19aWwPCftRwylUklKSspD95f8/HwyMzOZMGEcB44cIaptW6LatqV95860at/eYqyTWsNGjx6LXK5j5swBGAoLkOmKSqIv7xO9ej3J/v3RnDt3lmnTJtChQ2fGjJnI+fMi58+LnDhRUEzlYl12kMvl2NsrUCo1uLsazNZBAzKKdMafhdnQZMaTmvJMwk5FPmbWhK7iB+Pt5ERDPz9L82Xpn7Su8jR3CoUlGai1elJTS9pfPDHZurujEQRLMl9PT8uXZipT2tRqIoWzZuKVPDdvNzeTYFYjMGnMavL3H8EKjM7/JqZ/NbC8qoUrvA2FQi5ftmw9AL/8vBmA5s0j8PLyos8zz7Do/YXotRouXbnGsmVfsGPHd/Ts2YsXXxzN9OnjmTVrMpmZmdja2uLgAE891ZEhQ0bwxRcv8sUXe7lyJYZdu97nwoXfaNasOR06dGLSpMkkJCSwbds2Bg8ejEKhYPPmzWzatIHLly8zaNDLzJs3gby8XJYte4ctW75l0aLV7N37Ldu3r6OwsAA3Nw86deqBm5sjI0cOp0WLFmbH0UaNBH7++We6dIlCqTyAKDrj738XT8+QYiGyADs7Bzw9YeLEARQW3kOvzyUu7hQNG3Zkx46V1K1rx7vvfsTTT/fg+vVfSUk5xk8/5WJn54ggDMXePprLl6ejVOo4fvweMplRy5ybm4tSqZTk5jM+Z7nclszMPK5fT6VWLV+LgSkoKAQfn1kW31dWlpz27QeZ2bGfe64lt27FsGLFJpo0aVBuzl4pCguNGqGePXsQEfEkEyfOpZX6MgGOjsjs7eGvv4wn1qljlt7b9uhBWkYGbm5utA4PZ9HipUZyyGaR5V3mvpGVlVVpOqhHheTkZLPT+MPA5Pien59PUlIiSUmJhISEPrCJXhRFUlNT8fX1JTw8/KHbVx4iI5tXa32CIFCnTh1sbGy4eTOBhg0fLJgHjL50CQnx3L17l+DgegiCUKkfWVUgiiIXL16gadNwHEo7eT9iSHMKPwxtRkREBNHR++nZswd//P03y9evx8nREaWtHTKZjJ9//okpU6bTpElTi7EnIMCX6B0bWLl2LX0HDeLH7dsJb9oUFEZtpwxDlfPkyuVykpOT6d//ab78ciWTJo1j3brNZg2dXK6yCEAw4caNEhkmMrI5trY2ZQhpzYFZ2GCvMpQcqMjZvTxTpAnGlajlBUSRW2lpBJqoYKoa8VieIGiNk0naZtNAXvxXaTAQmJtblqrDWgL1Jk2MDw8s0ylYM9ua6ktNxc3DA+C/4eD7PxutRVGMFAThLIAoilmCIFTZTFBJzyqJKhsycCD/HDnCitWruXv3LlevXaPfgAEkJhpTdjz9dD9OnLjIgQO/8t5785kyZTJHjhwtk5T7iy+W0q/fYD7//BW+/fZrZs/+iE2bPiIoKIj09HR8fEqE9Z07dzB48LMsXryI995bRM+evUhIKOmE06cf4MCB9+nVKwInJ1fWrDlBw4YhxMRc5Nq1vzl37hSDBj1Ls2bhfPPNt9jZ2RUvKOwZPXoCs2b1xdvbG51OT3BwGFeunMXZ2Zm//76GQqGgbl0P9uz5gWnTviMu7gx7935M586dGDRoMKtWraZDh1Fcvfo79vY+nDixia5dn6Go6Et69uxFSMhE8vJ+JTKyq7m9Xl4eODg4cPHiZfz9/YsXOzpCQkJZvtwY3DBy5HYaNw4gMLAlOp3SvPCTcgaatHNg9PkMD+9Es2YRzJgxmUaNmtCpU+UTqkoFGo2O69djWLbsEKmpF/F2cUGm1VKUnY0+ORlbV1dkCQnQpQt5+fncSU9n8zdb0ev19OnTp9qjDvV6PXl5edXiU/iwyMvLQ6fTVauvmyn5eVpaGlevXiEyssV9O+iLosj169cpKtLg4+NTo5GfTZtWn4+TFP7+/vj5+Zn9zh4kYjMm5l+USptqj6IUBAEvL28zGe/jhCAIuLu7P7RgBtC9e3eSklI4deIYO3ftoqioiLy8PGQyGXv27uXatWtERbXizp007O1dEAQDEQG+vDRkCJO7dkVdWMj7S5ey/euvzXVWVSgD4ztWKpUsXfoRnTt3JDs7m7y8PKvasdJyjInmy9MT8vI0qFR2FiZX6fm1TTSX5ZG1Sp2ZTdxm1gQbKCPYCYLA7fR0fF1dzfk9rTbYtM9U3tXVerolaXoZKdFsOZDJZARK/SZNEqs1mgDTdcGSTsMaNYfk/pXG7RrTO/1f8TEDtIIgyDFyA5uSw1sh2LMOoSI1eZMmzbS//XZOASURuTYKA3q9nosXL4LMgQYN6lBQUDKwmt53164dmDVrNk8Xc2JJsXLlSqZMmYyTkzM//PAnkZFG7cHvv/9Oz549zOcNHDiIhIR4Jk58k379jE70Jt4a03f399/fsnTpcwCsWZNN7drGVbOpz2q1RSxc+BwuLi589dV6c6dITDROcgaDAblcy+7du4yD1J4NJCTE06hRc27fjkcmk7N//1FeeGEUiYk30OnukZubS3z8TfOAER9/huHDB1JQUED37j35+ONluLi4cOlSyT1HRcHixYuYO3cOM2bMZPHiJYBRi3b9+jWGDRtFfPxVwsKeQaNJAGDBgmPEx2dy4MDntG37FnZ2rhb35uhopOkQRZHfflvJ229PY/v2X3jmmS7lvtPSqF+/Aa+/Ppe6dWvTUVnED4cO8d6GDcQnJ+Nga8t7Tz3FObmc6IMH6dztCb7+ekON0QlotVpSU1MJDHz8+TFNE1dNRYeKotFXJiYmBltbGwICAqvkI5aQkEBmZgYREc1qPK/jxo0bGDXqxRqrPykpkdTUVCIimlXqhwlGGpVbt27SpElT5HJ5jQmlubm5XLlymVatWv9nKFuqCzLJ3JCfn09aWhoeHh7s/fkX0tJS8fHxRZ2Zjkwm48/DR/h57x7qBQbi7udHg9BQVnz6KQbVw5PeLl++mmXLPuGbb3bi69sUsM5rZsqmApCefgs3Ny316tVD6mEglYHaRUlMrampxgNSs6EVjZRBUaLIsCDKlQpLxcLP6YsXCfHxwcXevnyBzwSpcGi6bkkqHEuBynQtaRlpCpritp66do3GgYHY2dqWRLRZo8kAzBOQadKEkjJQElkhKfPpd98xdd68kaIofkMNoFmzKPG3307VRNVm+PgIp0VRrB6KgAeEIAjPA0OBSIypmAYD80RR/K4q5SvVmJn8F83vXmXMfRnWJBKdDkTRsi+o1UbNx61bN8s1LYwdO5b4+DjCwhpjZ6c1T/RdunRhxoyZ7N27h+DgNiQlxdGoUUs6dhxsNbk4wNNPD6Nz52FkZCTj4eFi/j5M/TsrK5tz587y9NP9GDiwL507d2LatOnF/Vzg3LnTtGzZgkmTnic7GyZPHsapU6eIjY3F0dGRqKgoXF3hu+9Ws2XLbhSKIkaOHAmUfO++vpHExyeUuc+oUl1j5sw3ad++A1GSAwUFBdjZ2XHixCUEQUAQBEaOHMK+fTv48stnuXs3kRs3LnL+/C7s7f2pVasFXbqMRBRF7O1Pk58fyqlThzh06EcOHjxKRIQVksMKsGTJYj744H3S0++SkZFBt44dWTprFn3atuXIuXN8tHUrHVu1Yvr48TTs1v2+6r5fKBSK/4RQJooiWq22RiNDTRN+QEAAcXGxnDx5gnr1QioMNDAuokSzYPI/Hf7+tVCr1fz773UaNQorVwgqLCzkxo0Y8vLyqFcvpEaFMjBG1j5ubZkJRUVFpKQkP1AAgFarZf78dxk8+Fkim4UbF6KiiEwm47PPP2f+ggUAtG3ThnVr1xqtGzqdWVB5adLL5MTGEJuQwLGzZ+nUvXu1qTsmTJhAUVEhHTtG8f77HzN+/BQLBZNp0SuFjY0dOt09iyaoVKWUTdaEofI0SsXbFiZZaxGUkjpsdDq0ublgMFjXtJWnfbNmQpXCmmBnBYJcjhawM1FeSOoXRZEcOxm2CltUinLaYe2a0l3GxWGN6rT+L2jMRFHcIgjCaeAJjKbH/qIoXq1q+Qo1Zo0bN9ft3XtWLp2fpCZqqd+TCQqFcUAIC/Nl27btdO9e8WSekBBPYGDtMhPNnDkr2LdvC8uXH0SrLTlmrd9KSZWlKy2A06f/ZuLEboSGhuHr601aWgrt2rVn4cKFeHp6cuTIYdq27WQx0FvzdTBByv5f+plUBaVJmjMyUnBzyzf7VV28eJGZM2cgCAIDBw4iLU3DiBETiY4+R0GBmsuX/2T//l3I5Qqiolpw48YVAHbu3PZAOfZ0OsxO6SqVJ35+dpYOvpJRz+BbMZeX9JlcuXKZd955Cy8vT/r1629Vc1oa165dxdPT64GiIKsTarWay5cvPVKNSVZWFoWFhfj5+VlNYF1QUIBWq32kZt6a1phBSZqk+vUblDHX6YonG61WS3p6OgEBAY8s8tRgMKDRaGqU5qQq0Ov1/PPPEdq371Dle8/Pz2fevLf5+ee9xMT8i7OzC/XqBRMbG0tubi4tWrTg+vXrHD90iODgYMZNmkRQQADvvf02gFWNmFqtRqPR4OFx/yTSubm5LF26hL59+9GyZUvzflEUGTv2JTZs+JqcHB22tnJsdEb6i+TssqmbCgrUaAov06plS3LUMrMiSDrutGuYWfKPNSd+6WQmmUwMyIzaRKlgZiVnVP6dOyjlcpRyuWUeqJIUOJbXK11XeTbYynzfitt6ISWFWq6ueDg5lTFb6gw6YnV3cLFxwdfRx3KyMT0saftMGjlJPSu//ZbJ06aNE0VxLTWAZs2ixD//rFmNmYfHf0JjtlkUxZGV7SsP5cqugiAIjRs3LyPdWhNMym4r2bhxN8OHD2LLlr306NHGoo49e/bw22/RdOnSlUGDBlmd/D755A3mzFmFg4PcKg1LaVO9o6NxlVU6Grl1685s2nSSHTuW06NHf5o3b8f69Qvo0KE9u3f/giDYoNcL5jKma8nlRiqCEyeOkZqago2NDYGBtQkICMHLywcXF1ez+eVBBbPk5NvMm9ebhIRLPPHEc0ya9CFnz/7Ob79FExBQh2eflTN3rjGtU7duLQAYNKgzb789v0x7g+sYKG3CrqoPSFpaCjqdjrw8O2JiRO7ejeXQoT/Iykpj7tyZpKWlYWdnR60q3uOvv/7CzJlTadmyDY0bN+Oll0aza9du2rdvX2G5nJwcAgOrlvS9JpGZmfHIcz2aTKZFRUWcOXMaT08v6tati1KpRBRF/v33Ou7uHo9UMPPyuj8esAeBka/LqOU1UcuYghsSEuKpWzcYX19fatd+tP3CpMmLimpZ+ck1CGM0oj1qtbpK7z4vT8/zzz+PwSDw4YerSEq6jYODC/Xr1yIoqA7jxo1h3769/HviBKFublBQwMvPP89zkyfz1ptvluvv5+jo+MDBEJMnT2Lr1i20bm2cB3788Ue+/XYbL7wwig8+WMSFC+eZNOlFNm3aDNlGwcXTs0QwM42ver0dqalBJKcaxzWTjGOSNTw9se5jBdbTFkmEoaqK+wp3dwwFBaBUWgpZ0hQ4FWm9VKqSctKJo5T2y+IvmMs4iyJCQUFZZy1PTxQoqJOrQlGoA3WqZfnyNBql2qGws0OpVNZYWqb/Qz5mjaX/FPubtahq4YoekdykxSqtCa6IwsUkKERGduKTTzYwYkQ/1q9fb6ExmTr1dQYPfpb333+Py5cv8c4775p9bgD279+PTqflypVjDBky2iI6WdoOE0z9qjx6Fz+/SF59dZ257S+88Dl16gQyduwLODo6kJGRib9/APb2xoEnL0/NuXOnEASBVq3aERhYG41Gw/79v3Ljxg0yMu6Sk3MPW1sVDg6OuLm5Ehpany++WIGfX6DFc5CODVevXiUuTkdwcFMyMlJ45ZVOeHjI+eijq+zd+wnTpvXlySdn0aTJU8TGHmLs2DGEh4fTokULsztARZj39tukpqbyypQphISEoLKvWC1uwsGDf7Nz55906DCGFSsmoNerCQuLQKMpxNXVmaCgIFJTUzl//mKlhKO7d+9i2LDBNG7clEmT3sDHx5cPPni30pW2VqulqKioRpI23y+ysrIICHg8JlUbG6ND+82bCZw8eYKmTcPJzc3BYDAQEBBQeQXViN69ez+S6wiCQEZGBrdv3yI8PIILF84jikaT7eOiAXFyckKj0aDRaB5LOqnSbcnNza2SYLZy5SckJibzzTe/4+joRPPmxjHPuHCDzV98ivDWbNwcHMwUCq2Dgsi9d4+4+HgaSf2aJDAYDBw9+g/t2rW/7wXLxo2bWL58hbn9P//8E999t53vvtuOXi8S3rQpGzZu5JWXJ9O8RUl6QZtCI3eao6PpvuXk5/ug1RrnChPrP5SMswZVyTOSKqzsrUUjmmCNfNbaOUBaVhaa/HxCfHxKhKnsbCwGaGuCldSnrDJNg4m3RIri/+uA0YyqVltes3jys01NxbhA11oKjtauUwyDo6RfKVQ4O7s83nDk/8EQBGE2MAewK2b6N30sRcBXVa2nIsFMoVAo7ltlINVY9er1NG5uu5g8eQQTJ55n9uw5gDEqq0GD9vTvP5H58ycjlxsv06BBYwYPHsHmzV8xe/ZGuncfXqbO0teRbtepU/KtlDavgqXmecqUqaxdu5y4uHy2bPmJ1NRkNJo8AOzs7Fm69AuCgupYDELSbyU/30BhYQF5eWqKijJ5883X+Oqr1bz88kKg5JtLTzdeNycnh3bt2pCTk8P339/l9df7Ehr6FN27P4tOV4tu3b7kyJFP+P33L8jKuklBgRp/f/8qT8ZLFy5k4fvvA7Dr++/x8vLi6tXrVs+VFeYjiiKLFy/mYkwMdzMyOH/+IidO/E54eBdWr96ETCZDr9fj7JyDi4sLtWv7VmmCatOmHa+9NpWTJ08wZMjTqNVqBg8eTMNyBnwTtFotPj6+/wln68edeUCpVBISEoqfnz8qlYrz589Tp06dR/5s9u3b98iEM3t7ezIzM7l79y4hIaE4ODg81r4gCAJubm5kZmaWiSx/1AgOrldln8JTp07h7OzG1q1fMXz4eDw9nYxzdjFponteHuTmGn9gdgbPvHcPbz8/UCiQ6YosHOLBqNmUyWRoNJoyZnYpYmJiuHHjBk888YSZRFgmk1kIlatXf8W6dUZLWYMGodjZ2lLL35/w4GALxZG32mg+VNRxltR/irp1w3Bzc7AqY0mDG1QqiR5Mks/SJIhYuGyUFoRKayCKL6a0tUV9924JlYapbqlTnGnMLs8p39q+0tqz0oRuxedm5OejlcnwdXbGKi9SSIj1CNAKtBuy7EyKHI0ZGmxtlTg6OtTY6vh/u8ZMFMVFwCJBEBaJojj7QeupTDCzstP4tzLiY1OfjIjowJ49R+nbty1NmrSia9fuvPLKm4wbN4rQ0Mb07DmYvDwXRo/+jG++Gc/7789m4cKv6dHDaIotTXRsrR1Sh38TvYT0AzfB1I8vXDjN0qVfoVAosLVV0Lx5S4s6S29bWwDZ2MiwsXHA2dmBy5eTOHBgP+fPX2DZss+oXTuENWu20qBBmPn86OhocnJyCA1twc2bV1GrU+nd+0sE4RgqlQ12djY8/fQsHBzeZOvWN7l8eR8XLhyqMCrw+vVYZs+ewfXrV0Gr5Y/t29l/4gRzZswguEkT/v33X+rXr29RxmAwoNdqkcvlzFm4kCHPPMPC117juwPH+Prr1SxY8BkhwWBcdQkU6dxYtuxz6tatW6k5SaGAwEA/li792OpzrAj29vYPlf6nuqDT6WqchqKqMJmOwsLCuHEjhqysLOrVq/fItIp379Z8fku9Xs/t27dJTk7Cx8eXuLhYWrdu8594/rVqBfwn2iGKIpmZmVXy72rVqhULF77P339H8+efP7Npwyq8Vb7GwU8aJm6CSsXR06fx8vDA1dMT5PJyXSDs7e0pKCioUDBr164NmZmZ+PoafYw7dSqbhUQQBKKiovDy8ubw4cOobJTczcjg9RkzmLtwU5nzZQlxRmGnsBAHBwU2NtpyxxVp2y0EL0dH8guNxxTF47iF6Fl6wC9nglMqFGhlsrL+K9LIR5NgplIZJyIpf5ip/oogZRovVaZIp+OeXI6vp6fV4+byYD2ReiVZAxQKBSpVNYTd/h+HKIqzBUFwA0IBlWT/waqUr8i0rpDJ0Jb3AZQmFjbtM0HKJi2Kfrzyykf0798DX19Hpk59BTs7N+LjL1NU5ET37lsZO9aPv/7aC8DWrWstCJIrYvmVHjfxeyUmlrTNJKyZBLaiokz69WtHQEA9+vR5lsaNI6qUYaP0PUvb8OmniwB4//1N7N+fRN++LzJr1niLBU3//v05duwEL7ywiPnzB9O583wMBgEwoFAozHU5OQmMG7cYd3cDp0+fLtMGE4HzxYtxPPvsAJycXLh27RorFi6kW5s2LHr1VZw0Gl4aNoxNmzZalF29ejVBtQNw9fdn4ZIlLBg/Hj8HB1p7e/Pxe3O4ezOO9s3t4dw54w/Yv/83Pv54CVu2bKv0+cgKjY67D8LCnJycTHoVuHxqGrdv3+bmzYTH3QzAyOx//vw53NzciIpqiaurKzEx/yKK4n8mbdCDwtT+lJRk8vPziYxsQePGjWnQoGLN6qOEi4vLYyeZBeNiISbmX8C4sIqPj7eanWDjxo18/PFHNG9u9OU6evQAH8yfbzlwSbm7VCpOXrrEgAkTWLV4MYJcWaFfqinvZUU4fPgfvLy8sLOzY/36deWe16hRGL/8so/8/DxSDhxg24cf8nSrVhbk/eYNV1ezhkqhsEGrLRG4TOOMdLw3bRsUxvyfRdiYhTKQkN+XN6CXfl6SycFBpcLbZF43pV3S6Yw+bKafFCbBTArTdUqbdaSTmkmAkqakcXVF6eaG1s7OaIYxTQalI1FN9UgfpqcnWncXku10FLk5G8tLjpc8BgUajabGViP/FeZ/QRB6CYJwXRCEG4IgzKr++xTGAgeBaGB+8d93q1q+QsHM1tZOWfpGrb1zaw9HytuXmgqNGw+iZctnGDz4Ld5++w+mT9/NZ5/dJjJyDP7+MoYO/cJ8Db2+0GLRUNF1pN9OenrJz7RPWo9ancqRI9HY29szdepMatcO5NateObMmcTJkwextRUtrjNkyNMsWPCO1e9U+luyZCUxMdn07v0kgYEuTJr0CrGxN7h586ZZOFMqldy8GcaSJUOZNu1bmjQZg04noNF0QKmUmwVHR0dwdpbx8suv8PXX68nNzeXkyZNER0djMBhISIDvvjtAx44t6NWrD19+uZ6Lf/xB21atLN7TnbS0MnQlixd/wKaNG4m7cYMvV6/GztOThPR0zt69CzodchP3ybVr/PXbbzRo2JCxY0exad26qiXHLixElp2JLP1Oya84jUtlqVyysrIwGKrMv1djyM3NwdHxv5HeKDExEQcHRwRBMJJLBgYSHm4kfT137iwpKcn/IwW03Nxczp8/x71796hVK4CwsDCzFsZkPvwv3Jcoihw/foyiogdLQ1RdUKlUaLVa9Ho93bp1ISQkmKFDh5KbK3LmzBlmzJhOYR6wvwAAIABJREFUw4b1+f77XTz//Ai2bNlHUpJIUpLI+k8/LalIOhgWT/Sbdu5kzNCh9O/fv9J2BAbWrpTXr0GDBnz22RfEx8dXGF3dtm07ZDIZ3l5eXMrLY1jv3vTt1s1iHLTIkVf8c3BwRRCU5rHXWiop6X5r7lrmCbyygd2KFk0lk+ErHVetTUqmC2dnlwhO5QjGVn+lc/NJJlSlgwPa/Hxj/VLBzFqqJalQ5+iI1s6WnKJctHa2lnUrFBaCmZub+/9q5v9iR/zlwFNAGPCcIAhhFZe6b7wGtARuiqLYFWgO3K1q4YrkS6VSqSwjhZbnOwlltWem/mTiDJs+fa/5uJ8fFBamo9dr8PR0Z8iQV2jdugG2tnY0bNjCvGBQKIzlS2u1yrtm6e2QEKOgdubMMXr2HEBAQAAjRozE0RGefPIJGjUK5+jRw0yd+hKRkZF88cUKnJycWL16NdHR+8jL05Try2lqh4ODcQAq0RLLqVOnbjH/UJC5TE5OOiqVI+HhXTl8GECLTJaBTmckRDN9a2A0I9nb29O4cSPc3d25du0a69dvICdnOGfPZtK4cTNeffV99Hpo0kzCXabTcS0mhj1//MH1lavNbdXpdKSmptK+Y2dsbGwICQnBwc2Ni3Fx3MzJwSPbmdzcHMICRARPTzZs2MDQQYOYM2MGKpXKIt7T5MdhDjEHs+34nxMnWPb555y4dAmZTEZWbi6rlyxhYO/e4Fd+XGdBQf5jpyYQRbHKTtY1Db1eT1paKs2bW6a7MpnWQkJCiY29QXJyMqGh9WukzdVNlaHT6YiNjSUzM4M6deri7OxcxlQoCAKJibcRRREvrxpL2VclCIKAg4Mjubm5D0QTUZ3tUKlUbNnyDUlJSdy+nUfXri3w83PEx8eH/v0H8sYbb/Luu3M4evQoEyfOwt29uL0q46BkUNkj85RoVopXjFrAvXZt6/5KpZCZmUlBQQG1alUcnz106FBOnz5Fr15PlXvOhAkTmDRqJI0iI8nIzIRi87yFhdAKp1hYgBN3Cp0rtdaUhnTeMl3DgDMydU7ZCqQoNfjrDQZOxsXRxrRQNR2XkthWFmFpzRRcDo1HaTjb2tLM3r5kgjVNGJUlNnd1xR5XQj18EGzsMGB9PhVFBTKZwkoDqwf/ER+zVsANURTjAARB+BboB1ypxmsUiqJYWMxNaiuK4jVBEBpUtXCFPmY2NgpB2ofMecgAhaJE2WY6p5xAkjKpvYzlQafLwsnJDhcXo4o8IOBJ8/F799Kxt3dAobAzn2+1kZL90m+jJAeblr171/Luu2+zfv0Gi+jQ0NBg6tYNplu39kyd+irz579FaGgQcrmcqKg2rFu3lcWLF5q/AWvfrlSLLN0uKioqk6hZq9WgKHaqVatBJivA1jaJwkJjwz09ISsrl50753Dt2g9ER+9n+/ZvyS121FWr1cX5MeuQlJRs1pp36lDyURtycpg0ezbzZs40r24LCyExMQUPD0+KimzQaEQuXbpEv53fczEunm0//MCufdf55pv5DO3ThymjRrHvzBl+nP8eNq7uZfNIFN+oVqlk4rhx6PV6xo0YwbI1azh9/jyvP/MM7w4bRnxKCsPef5+Ea9dwfPVVOnXpyvff7+bMqRN4e3tTr149ZAYDermSoqKixy6YGQwG/Pz8zE7LjxMajQZfX79yn4mTkxMREc24e9e4CNPr9Wi12gr9f+4XFy+er5a0TCZOMFtbW+zsVLRs2YqKmP79/PxJSUl+7IIZlEREPk7BLCkpiT179rBu3Vr27/+DnBx7du++TE5OFo0auZp5Hjdv/pr8/Hz27/+RUaPGAJCjMwo86lTwl0z+Bkdnjh8/ztdbtvDBBytITpVZjJ/WoNVqi7WcFQtmgiDw4YcfVeneZDIZ+6Kjqffkk7g6OmKRU0Qq4BT7baVnZHArKQdv7/KDoqxxxEq7m3QeKxMpKd22MuDLBAFNURGGoiIjr1xpway8icKaZFj6uqZrVuCPdifvDlk3b9HQr07Zuiq4pslELVi/LfOpBoMCuVxeY4LZI4KnIAhSsrSvRFGURkTWAm5L/k8EWldzGxIFQXAFfgD2C4KQBSRXtXCFgpmtrcJsRgcs3qhM8tJNQpqpj5jM3KYi5fkd5udrsbd3tkp38fTTbXB0dOS3306YJ0prKyRTvz527G/mzZtE+/ZdcHT0R6kUSE9P48iRfQQFBbF//x9lEj6r1WocHR2Lfbvs+Oijj3nnnXfRaDQoFJ4cPXoIW1u7Cn3QpPulglloaBP27/+bHj26mfepVI5kZaVw8OA2nJxao1AUUFh4C6XSmzt34jh48Bf+/nsjERG9OHv2PO7u7ly5cg1bW1vzJHXqFOzceZyOHTsREmK8fpGuREj+Zts2NEVFvDxpknlfejpcvJiAr28QqanGbA0gQ6lUMnv2HLZt28qJE4msX3+eTZumMvjlKaxY9TWtW5fTV3U6su/do8fAgXi6u9OlXTueGDAAB3t70q5dwybHuApd+f77RDZtyvRPPuHzqVN57ZNPCAjwJ8jPj5vJyQwbMIDlH36IHGjftAniY15KyeXy/0wCdTs7u0rNx4Ig4F2cOy87O5vLly9Rq1Ytq4TND4IzZ84+lGAmiiIZGRnExcXi7u5OSEgotWsHVVrO09OTGzdiKCoqeuxCsru7u1V/rkeFXbt2MXnyRPr0GcDvvx8hLMyUjkiGp6eHObgS4MUXx/HBB+/yzz+H6d//eWxtbc3jk9lnqxg6HdjZOVJUVETnzj2r1BalUolWq622ewN4dsAAcnJy6D9zJueuXEEbG0uRbyltFJgnFL1eT36+cXypymsxnVMpZ3V56rdSphlBEFDKZGgNBmylhL9V0RyYUJkwZc1EVXz9AlHLv3fu0CCksaW22Qr1Rulk71WBICiRyWpWMJNVPWXkgyK9EoJZaz501eI7IQhCM+C8KIoDine9KwjCAcAF+LWq9VQomCllArLCfGzMEpf1zms6XoilgAbWA0NM56jVBhwcZFYFt/DwCH788XsmTRrBunVbKSwsZP36dfTpMww3Nx+LZqxevZQ1a5Yye/YsbG1tiY9PQa8XqV+/LhMmfEObNpYEtybcuBFDw4aNcJRc2MnJCScnJ7Kz4eefd9Ox49NWBwBrGmrpAi8oKJisrEyLMq1a+TFt2hL+/nsj16/Pws3NiVq16rBu3Th8fevQtm1vPv88mpCQcEx+tqXpMurUAa02GbVaTXJyKnK5HFfXEs3CmQsX6Na5MzIJN41CARcuHKdJk+ZcuwZ37tzCxsberAUYNmwGw4YZzx016ndzOalfWOnweYVcTtzNm7wxaRLPDRrED/v3c+z4cRLT0ghu1AiAE//+y9Fjxxg7Zgz9Xn2dWJ2e8eMn0EBTwLA33yQ1MZGnhgyhRUQEg/r1I6JD2QiuR4nk5CT0ev1jJ7nVarWcO3eWqKiWVY4KdHV1pUWLKOLi4jh58gRRUS0r1Eo9CsTG3iArK4uQkNAqOY6bIJfLadaseY3lZL0fPE7alFWrVjF37mx++mkftWr5o9PpgfItXZ069eKNN17mm2++ZuSz/Xmye3fysS9xl5IMVkeOHmL+e+/RPCKCkBBvbGzKBg+WhlKpRK+v4gxfRTz37LNEdexImxZG7s2tv/5K/xGTjQel/bd4EFYKAoKgRaWynrZJqgiQFLMYwy0jN60M5NYEI6OTMgCujo4YZLISXx2wzA1lrbyJN6k0pNoMK6YnUxYGU4uDPIK56ZSE6OCAINXYWdGOlX4GpVHahQ7AyUmBu7tHxSle/ucjEZASVQZwH9qsSrAWqCsIwhngCPAPcEwUxZz7qaRCwUwhk1mqv6y9YSlrsBVtrbS/lxbMQkIaFPPjWJY5evQ40dH7WLt2A1u3bmHy5Bfp23cA8+a9zrx5r3Ps2CUaNgzj4MED7Nmzm+jovRw+fJGGDe+Pb8jENF4a2dlG88sPP3zHF1/8ZpUP0No9+/oav7/Cwnw2bVrFjh3RFuc2aiTw3ntTgCmA0dx59aqOiAjjx1dMNVQuZBjw9oSZ0ycR0bwF48b14dy5UwwY8BxjxrzM3r072bfvJ37/7TeLco6OkJt7l6SkW8TEJKNWZ2NnZxwk7ty5g4OD0rpTb/FAJIoii7/8kjVff80bU6bw6uTJaAsKaNemDW8uWMDwESP45NNVtGvXnKUr1/D2218CcDfdKKmeu3CZoMBafP7pJ2RlZaEsHqB8PDzo+/TTFGg0vP7WW+zY+f1jTcekVuf9J6LwsrKyUKlU903VoFKpCAsLo6CgAIVCQXJyMo6Ojo/UZ06r1ZKUlEjt2kEEBAQSHFzvgdIo2drakpWVdV8CXU1Ar9dz4cJ5mjVr/lioMzw9PTl06CDPPTccjabQQvBQKCwXg87OPoSHtyQ1NYnR48YxdfRoGgYH02v0aOQFBaBQ8MPevcxbsAB1Xh5zZsxg+PDh2DlXTSvp6OhYxufxoaBQYO/khFqt5l6ekUNy9ZYt1gWz4olEKQioVHpcXaFVk3xz6qbKArqlVVWqsZGebCX3Zph/OXKLFSGpUlhzlrZSpU3xeflFeWhkekRbW5DLrV6zPOVfeXVLtwVBAVBzK6LSybUfD04CoYIg1AWSgGHA8OqoWBTFKEEQ7DH6sbUDXgU2C4KQChwRRXFyVeqpqAcZdBpN+YKZNAKlGFL6E2vCTOmVnkZTgK2tCqVSbq5SrVbz2mtDeeed9xg+fAT9+j3L888P5sUXnwMgMjKSqVPHk5urRhRFBg0axOHDhwkIuH8SSGm2gdK4du0yNjY21K9fEqwhXdxY+wYdHcHGJp8ZMybQrVs32re3NJ1KI6kVCtBqjYR+RtOEJaSrQZOskpOayJbt29m2YweFBXmsWLyQ9Vu2sHbzZq5dPEmT+vU5f/5imVW+qytMnvwSCxe+x9tvN0QUDbRta3TMzcrKxNnZerL5P/bvZ+Hnn/PX0aM0Dg1lw2efMWziRCKbNkWr1fLTL78woG9fANq2Dicx8Q6CIJifyQ8/HGHNmiUUFWnMK8LDxqgHenbsyKiBAxl27x53AgPpdegQ+j/2k6tSca9Fy0fOcg/GfJSPO08nQHZ2Fm5uDy6QmPzSZDIZly9fws3Nnbp16943g327dhWn0JJCFEVSUpJJSEjAy8sLg8HwUP5uBoOBK1cu0759h8fKJSaXy815Sh+1WfWll16iVq1aLFmyCLlcRo8exm/WlBu4dOCgWg1LlnzNuHF96BrVid+PHmXznj1M//QzNmzYQWRkQ6ZMm8by5St5pncvs7n7fgxLKSnJ+Pn5V8s7MShs8K9jNFuePGV0Cbpx4wbXr8dQr16o1ZW+k0pFS19fY6sVKqtzvHT40+lKAjstdppguoara4mUW14kQfH2rcJCPJyccLC1ta4dK08ws6adq+x4cVVFOhkKBaQXZOMe4IkeAQGZ2aWoPLNl6XlK2mesnVdUpAfQW2/g/w6IoqgTBGEKRgoLObBeFMXL1Vh/PvCXIAgngeNAe+AFoFdV66hIMMtV5+aKFBYKFuova/rP4lWF5brYKKSVF9Gp00FKSjyBgYHY2bmbj2dl3SEvL49x4yYgl8txdrZn9+49/PjjbqZPf53nhg1jxsyZzH/3Xd6aOxdkD26uCQ6uV665JyAgCI1Gw+bNixg/fiZyudyaZt1C2HR1hdmzXyM9PZndu3eXqVOqEYuPF7lz5wxKZS62tt5s2jSPlJQ43Nz86NJlOP37P48pZdnt29f55JP3if71R/r07Mn8mTPpqtdjk5dHxNixbN6+nfPffotSqcRQjumlfv36bNq0mdu3U/jjj/20bTsQMGo4pCYjQavh4KFDNGzQgO7DhvHWpEn8dfQom956i0h/f1bOmsXYiRO5+sMPDOzZk3o+PkYp0tGRWk7GfnKn+NkEBrqzYMES4z/qO6DT4evsTJcOHdi1ZYtROzV4MDonJ5o5ObF82zZW//UXeTodGzZsYvDgweW+u5qAQiF/7AEIQLF5+uFNaL6+vnh6enLr1i2SkpIIDg6ucDFSGj4+PpWfREk06927dwkPj7BwDXhQ2NjYYGNjQ15eXrXU9zCwtbWlsLDwkQtmSqWSPn36UKtWLQYO7E/Hjp3KTKqlJ1df3zoMGzaRnTtXkJ2dTUFBAYMHD6dv3yfo27cvmZmZ9OnTB7g/gQyM/lWxsbF4e/tUm5lcEATy8go4d+4c/v7+rFy5glWrPmLZstWgKBtpqNfrSUlOxb9Ya1XaiOPoaPlMTOs7i+ZWprGROv9biSTIKizEydERB6kpE0q2q/psSjv6W2lf6ar8nfzxsPVALjMJ1bLSRazeXmW3bDp+714uOp02rdK2Pyj+GxozRFHcB+yr7noFQRiOUVPWDNBg1M4dBzqIomjF+G4dFfUgdVZOjhawXGZX8aFWRmcBxgFdoRAsFhr29jakp6czYcIYvvtuR/F+BUOHPssPu3fw3sKFzJ41ixnTpyOTPZwbobe3t9VJykgZ48zffx/jxRdH8dNP23j99XcZNKg/MpnMaronABuFgdCQYGyU8nLNRwkJV1m7di6nTx8iOLguGo2WhIQYunZdSmhoR7Kzb/D99yv5+uu3CQioT0bGbXS6e4wa9QrxFy6UmBx//dXIq5OcjEwmIzs3F49OXSq958BAP1588QXz/zqdzrxyzsnJYcTggfx19CiRTZvi7urKgjffZObYsTgVv7x+desyPDmZZV9+yaejRtFy8mReat+eBk89VbLiVFm592K+nZZBQRz48UeLB+hZVISvhwefRUdTz9ubNk/1JjHxdtk6ahiNGzd55Ne0hnr1QqqtLoVCYQ4iKCws5MKF8wQH16tSkvbdu7+vkDKjoKCA2NhYXFycCQysbU5GXl1wcnImNzf3sQtm9vb2j5VjLzIykoEDB/HJJ5/yySdf8OGHi0lPz2H8+NepU8foBG4aW9PT0/jyy/mEhUUybNhrNG7cgpdf7sP8+Ys4d+408+cveKi2KBQK9Hp9tfovqlQqsx/wlCmv0Lx5BCtWrKJI4YwNRj9XU4CTVqvn+vV4nJ2NgpkpGLI8PyqrStvC+9FYldUsCHI5olxeVmqqzNFfanIpfU1peWmQnWSGMz4DOWdPn6NZsxYWGvAHkXWkbAOm8jk5ahIS4q2kiPj/qCK+Aq4Bq4CDoij++yCVVPR15anz8sQKQxJLQ9LhbFxNTpFlVawmEkFbWxGlUiAjI5XRo4fy5ZcryMrKAmDXrp1lqt+0eQuiKJpXrg87VB45cpg2bdqWGWRM309ISCC7d/9BdPRePv30PZYufZP09Dt89NFGevY0EjL6+1q2ok3r1vz0889WrxcXd4kZM3oyZMg0unZdhoNDHhqNCoPBG6VSVfxdNqVDhwHodJfIzk5Brw9g5swQlEolbokX4N49Y2XFtk4ZMPypp1i9cydzqiCYlUbjxk1Qinp0+WoGDuhHsKcnMdHR+HfsyPBhwxD8/HC6d69kUEpLI/rVV5m+cyeb//qLIq0WO52uhIkazClPLLqN1Bnmr79KlrKpqaBQMHHkSHwcHWldrx4vbNtGnz597/teHgaiKHLjRgyhofUrP7kGkZ+fT1JSUo2kp1KpVGb+s6SkJBo0aPBA5kZRFElIiCc5OZnAwEBq1aoZs3NgYGC1RJc+LBo1qm7uyfvHnDlzeeedt2nWLIyMjAwADh36HWdnD1au3IOPTy0UCli/fik9evTn1193snTpenx8/HnttemcPHmMZctWV+jcXxUIglCj5L+1atXCw8OD3bt3MGTIEExTVMkILWBjI5otFdasj9J7rHTpbk1IqkRwEhQK64KZNY1ZZQJsZeoti+PGeU/6Dh4mYNhkEpciLy+XO3dSK/F2fgj8RzRmNQgXIAKj1uzdYu6yFOAocFQUxT+rUkm5vUYURX1Ew4YKq6Qw5cGKPd5GUkalMnYskxtPcHAA9+7l0qfPE8TGxnDo0EFkMhmdO3fm+edHlqm+uqO0qmLWsbMT6N+/L/369eHChePs2rWDWbPGEht7ljFjJoJa4izu6EhystEHwxouXfqdrKw7DBz4AmlpnhQV3cVgsEFhhc8vIKAJ0ARpQKmYlcVnO3bg4ezMC56eLPjtNxxsbOjdpQsb9+4tU0dVkJeXh5NcYNWaNcgFgdULFiCXy+nSqhVjxoyxJDEEKCykY2Agr3fqxPBNm/h+yRJqN21qXM2pnLFRGDAZ4SyipqT/nDpl/AFMmUJCfDwyZ2ca1K3Lq1u30uup3o8sebYJWq2Wu3fvPnbBLC8vD41GU2P1u7u74+bWkpSUZBQKhTlQoCrfliiKqNVqnJycUKnsiIpqed9+a/cDe3t7dP+BQTwzM9Oc1Pxxwc3NjWHDhjFz5pv8888/tG/fE09PV+bNm8Xixa+xfPlWtm37ip9+2sbo0S/zzDPP0KKFP//++y9ffbWc6dMfOJ+yBRo2bFTj0bKbNn1D7969GDJkiFlTZqMzpnuT6/WVCoYWCtbKSM0q4y+zst2odm1kpnnDWsSb1J5qjfjVmjuQdH8lfd5gENDpxAeWbyoql5enJjs7K+PBav7/EEVRD5wp/n0pCIIPMBh4A1iA0aetUlQoaRkMBkOVCLzMtVmPZrmdlETczZv4NGyJg4MjqbfuIpPJWLVmDes3buaZZwYSHx/La6+9jJ+fH+PHT+Cll16qSvsfClURzEq+K4H27dvQvn0bpkx5mUWLPqB16zDemDyZudOnm1f2P/z4I507d7FaV3h4BHq9ju7dvdi4MRV3dx+L1Z2U4DGk2JplryihrDh27hxTly9nSKdOjOzbl3eio+nZoAFeBgMN6tSxes3c3FxmzXqTf/45gkwmo2nTcFauXIWDnXFCjYuNob63N599+SXfrlmDvIGRnPjA0aPWc7EVX+cZb2/YtAmXevXA1RUbRfHKVK2W+BpKTJpSB7viEKp8nY5diYn8fOkSJ7ZvJ6BWLSbNnMmol8YBRjPrkiWLSU1NZfr0GRZZFKob5UXoPmoUFRVha1uzvkyCIODvbyQJTUtL4+bNBIKCgvDz87eIoJQmrb937x6xsTeQyWRERDTDz+/+g23uF7m5ucTFxVZvJOADtSMHg0F8LIKZKIps2rQJg8FAvXrBBAUFWXwH8+bNYdiw4URG+qHRFHL06Gmio38hOb6Ii4f/5NkxY5jx5mwmTBiLrDAfAw+Xn9rOzq7GgzGaNWvGvXv30Ov1FBYax1UblfHblMnlNGnS1HyuBU9bMSw+4/LMlqUrkG6XZ8osRn5eHjYKBSobG8vj0sAh0/77UVFWUdLy9PRCJrs/TXJlNG0mqNW5ALnUFP6Xa8wEQQjHqC0z/WwwasuWYaTPqBIqnIlEk2BmTcVr2i5PbevpiV6v59vvvuP1uXMJqVuX+Nu3UavV2NrakpeXx6tTprB16042bFiLwWDAsVjj9Ki0Fu7u7g80yAQHB7NmzVoWLHiP554bys69e5nx6qv4Bgbyx59/snLVV1bL/f77VurVC6Vv32fx9lZSVHSD7GwXVCojD5m1x2tfLBjqdDqGLDImS39jzBhi4+MBiL5+nUi5nD7du3P27FmaN28OgCwhDoDXZsygQBD4esUKRGD0pEkcOnSIJ580ZlkwiJCQlYVWr8clIIDf/7xK/fqNAQgIMApWMisDjhNw5vhxGjZoAHZ2JSGnEpOlv7VUDEBaeDg/Xb7MnF9+Ier2bfr36MGi+fOpW2zeLNIb38mJE6d5++15jB07jtatW/LDD3vK5aR7WIii+EC0DtUNvV73SJ3Ma9WqhaurKzdu3CAjI8OcixOga1cjOXJqaioJCfHUrRtcrl9mTaAmCE0fBEbT0ePxMYuLi2PMmBfx9vbm008/K3Pc1dWVX3/dx61bt/D29kalUuHkZMem9V8xaNQo5r76KuMmjAMM9ycklIOLFy/QqFFYjdLKKJVKwsLCOHnyJCEhxu/d2eQfIYrIZDZl5vZqmesrWphJeEoSs7PxcHZG5exsnaW/MitTeY21liJHGghQbHEKCbFOgl2ZrqQqZfLy1ABqa+f+f1QJGzAKYL8A80RRvPkglVSsMRNFgyiKCKZJVdrhTPusOTcWnzt17ly+WLuW/fv20f2JJ8yHtKJITk4OcfHx1AsJY+rU6WzcuA61Wk3Hjh0ZOnTog9zLfcFgMFisvB4Efn5+HDjwNz/99BOrVq3k4sULbN640WJlbbLYZWXdZefObfz1VzKOjs4EBEBMTCr29gZM2V5M50LJN+re0PiKoqOj0WI070QNGMAHEycS5OVFgIcH11NS+HLrVi7On8/ly1fxLRaI9vz+O4dPneLc9u042ttzLT6e27dvExFRMvmKokhhkYw7d+7QMCyMqKgObN9+iNzcHPx9VUYtUmkCumI0Nwls0uglKfeHVEtWrAJc/vPPTNuwgdaNGxO9ciXNZDLuaDTYSZ7Z3bt36dChNT17PkXr1m3w9w9g1ap1DB36LFeuXKuRScHOzs5CKHlcqAozfnXDwcGB8PDwcpN1e3p64uXl9cj9veRyOXr944/cr2m/qoqQmJhIu3btuHz5Mt26PVHueVLtZlBQEBePHzf/X5pw9GHwqJ7FU0/1Zu/ePbzxRvFCzCRhiCKnjx2lQ4fOFkEPUI7cWZnEJo1+Nl1D6g8rRfEFBBsbRBsb4//lmSWtoTJTpZTM1gpMhN/Xr8dSu3adciPI78fFrbT1tjj9X81pzKQX+18IURSrRb1f4WuzUSqL8gsL7R1MQpj0gVoT1qQdytGRKSNGkFNUxOjx43lx5EgcZDJ6du1KeJduuHl4YYiLR6kUaNKkIcnJqZw7d46IiIhqX5GfOXOG336L5ubNm6SkpBAXF8vVq1d54oknGDJkOLVrB3Hs2D+AgYiIZjz55JNV9p0RBIE+ffqYQ9BL49o1498fflhJx44jSEw0aqHCAnJQifl4ODji7Wj0nygsLMsDp9WL7Nixg/Hjx7LBPvlRAAAgAElEQVRp/XqGv/ACekFgy+HDDHniCT789lvGDxvGCwMG8PT48cTFxZkFs3/j43FzceH6uXNcuXmTGatXs3TpRxY0CEFBdbCxcWPRos+YNm0yoKFxYzsKCwt5umdPfvruu7LEQKUbKd1/SRLQIx0pBw/mZlISU776iktnz9I4rNihOiEBh/x8XnvrLQ4eO8YHc+aQoZOTkBDP77//RmzsDSZOfJVevfoQEPABp06donPnzpW8lfuHMdVL/mNPAZSdnY1cLsfJyemRXlcQBIs+L5OBKRDxcZl45XI5Pj6VJHB8BPD19XtsgpmtrS3//PMPjRs3Ji8vr+p0JzUUyVqZYJaRkYGLi8tD95kXXxxN584d6dixN23adChxvAdEUUCrFZHJBKsuXNIh6r6+Zmu5Aa0IEfclnFrzZ7ufZ2Pl+nl5eeYMDFWtqjz5sbT1Vq3OFfn/GrPHjgpfq61CUahOTcXBJJlbs7VVMGmH+vnx9aJFnDp/nl379pGqVjNo9GjSs7Ko5etLuzZteHHMGDq2b4+fhxs+PauWs+1+cOCP/QwfMYKRI0YQHh7Ok0/2pG7dutSvX5/du3czd+5sbt++zYwZsxAEgY8//oiXXhrNCyNH8uorr1DHiu/W/axAGzY0/hWEFFq0CDP/X6RyRubgQiGO5kTDTYrZGtat+4j5879lz56jvPfeQlauXMGuXbvp2bUzgQEBbNu+HYMo4uXpibO9PXt+/pmtu3cT4OWF07kzyHKyoWFD3hgzhruZmby0bBm+Xl7sWrOGtgMGWbTPy8uLfHVOsVAGp06dBGDR3LlMHD/eeFJ5tNpSE6dpUJMSw6pUaLRadp06ReHBg9wrzqHpkJkJCQncvnePlZ9/TpZOx7WbN1myYAEDR4zAy8uY/zEzM5MdO/bQtm0HACIjW7B48SJCQ0PNPEbVhYKCAuLiYomMbFGt9d4vMjLSsbGxfeSCGRi1yCZzrpQdwmAwIAjCIyd6lVJ9PE4YDIbHRpfRpk0brl69jpeXF5cuXaR27arlQa1OLZkUXl5e5Tr/Z2Vl4e3tSXBwMMePn3yorA0NGjRg06ZvGDFiABcu3CZHXbLIKywUyM4WMWVFMqEShZN1VEYQa2Xbz80NpYlnwlpd5UlB1ljXy3WOswKdSRgTkMnEMqdbi9C8X8GtoEAN/9/H7LGjwtemEIT83LQ0fAKL00qprQjS0t5gzTaenk5UrVpEjRsHOh2fvfIKWTk5JKalcfjcOYY+/zwd2rVj6QcfUDukar5l1kKg4+PjOXjwIH/8+SdH/vmHmJhYsrOzGfnCC3y7YQNdO3c25x0zNk9HUFBtTp26wt27d6hbN9jcOZNux7Jy1SpatGxJZPPmuLu74+3tTbuoKAb264fSpepOwFHFqVTHjOnLxInjuXfvX4YNew5f3/b4+IRy40ZJwGKTJsbV0IEDO7lw4TQdO4aQn5/Hzp3f06lTJ8DAgAEDGD1uHEvfeIMTly4xedgwntJoyNdquWRjQ69584ieM4fwhg2Ry+UsefNNlnz6qbk9pZ/ciRPHaRZQi+6dOnHo+HE+mjePccOHo9PrkTk4GL9Yk9qvNLp3L9ku4Rgx7yqytaXj+PGcj4mhaNUqGjduzCcff0yQKJJ++TIdJk7kiVatOBEfT3p6Ov0GDWKPnR0t2z3D229PZ82aZVy//i9PPtkHnQ6WLPmEhQvn07Zta44fP2nWDFYHZDLZY+WqMuFxmO+KiopISIinoKDAKhdZWloqKSkp1KsX8v/YO+/wqKrubd9nepJJIQkhnYQEEnpHinQERIqANAsqYsWCIFZAX1FRUAQFrCAoCnZARUFAmiC9kxBCSTLpvc9MZuZ8f0w7k0xIqPH3fu9zXXNlcso++5TZe521nvUsfH3dV4m4EdDr9Zw7d462ba+NcnCtyM7OxmSqarAC9y1aWMfFKxEHvlG4XB1ZlUpF48aNuXDhAmVlZddcTmvQoEGUlpZQWZlLUVGEw+Dy9g6jrExAJnNv19SqzeyuXIsU9sbchTcl+/tIqRR1JArUyTFzZwTWkXCnFEBmrkJmMrrUMHZn99V1ytWXl5eX/M9j9i/AZV+r5IJQWlZc7FSg0+udH3tJJvu66uvz8qwfaWafbbtGRiNtGzViQPv2nDl2jPi4OEaMGVP/XkuOk3TsGKNHjeKW7t35Y9MmPNVqMjMzAVi4cAF3DB5M/169wGRChgUZ1nyGqioRURTQaLRERDRz6X7T6BjefmchyckXePaJJ7hz2DCaRUSw8osviGvfnr9373S0VV/cfvvtLFmynOXLl9Gnz61UVYlkZmbi719GeLjV0eRpKmHGUw9x8OB+Bg26jQULFnLw4GGbUWZ9C57/9gJ0ugyemzaNPceOEdu8OWVyOZ4+PkwbM4bFjz7K4Lfe4tv9+60ZlFFRdsVcl1+svf9ymYBYWkpYYCAGg4Glq1fT8fbb0TZvzuRHHsEsCO7vu0KBRevj+DhOwn7MqCg2HDrEwTNn8NFqeeD++0lJSWH6M89gKCxkyKxZ3Ne3LyvnzKF1dDSCIJCTk8OI4cNRqVS8+abVmDx69LDj8dJ6Knj7rXkMGzKEFZ9+jCwvp/7PTB34t/CZFAoFJtPNI7xnZ2dz6NBBZDJ5rQK7wcEhhIWFk5BwhoSEMzctrGc0Gqmqcs97u5kwm80Nrqdmf2loaMPs9OnTVFRUuF3n5eXFhQuXSEtLd+G8XS1kMhkvvPAi06dPQyazOIYgD48YSkpkFBXh+NjpXgqFc2yTYXEZr+qEfTs/P+dHq3V+bGNocloa6bm59TsJ6fGl43C18RhwnUvd6YfalrVv2RIfD49aDTjpcF1Xk9W7WV5edmMNM7vH7EZ+GhCCIPwiCMLG2j71beeyT2uJXp9aqtc7GdF1uX2luNwFsq0rqKggwGy2FdK+MkK3xWLhhdmzWbVmDc9Pm8baZcvQaLVs37WLRBsB/fvvv+PHdescPwCjSeZ4YEVRQXx8LxcnYPXC615evgzr18+x/tlJk9i0fTsjRo0iPi6Oj5cupV3nrnX2VRRFFi9+n7NnLzmWffvt7zRrFkVIiAyZzPoqeEHvw6TJL+PtH8PKle8xbtz4GhIRgiAQEhLC3z98R1ZuLlNfcuoTTS0o4LNXXyWydWvufv55fCorub1fP5cBIFfuwa5dO+nYvhWxsbFWg6SyklXz5vHx7NmcN5v58OOPSTh7li1bt6LwdE2v3/HNN/S95RbA1Vnq6YZ4+8HatQA8/uCDFFWZCAsLw4KMn/76i0YaDfNGjYLERISSEiwWCyl//UVw27aYwjthl3sZOXKcs8GiIlavXcuXX3/Nt/PmWTNBA4PqvP71gUqlIioq+rq0dS1o3DjophiIBQUF+Pn54eHhQYcOHfH0rCmjkJR0lhYt4hAEgSZNmhAYGOjQ9CosLMTHx+eGGiwGgwGV6sbppNUXZrMZpbJh+yEIAp07d2lww8yWtVcrPD093T5LV4uXXnqZIUNu49lnJ/L+++sQBIG0tINERXV1qcsrhV37DFx1NN1qi7kpUl5rLNTWlkWhQK5U1t8NZUf1CeZKYWs3KzubRn5+qNVqaWDKZTOz2czmc7/RJqADkY0ja42uVu9SZWW5URTFhn8b+r+Ld69HI5c1zDwUCn1ZLW9HddX4csBdqNO2nb6ykhGjR9MsOprfN9bbmASTiV9++42t27eTsGMHgXaXuclERVkZSqWK9PR0iouLCYvqREGZaz0xa5cE8vIyCAgIufxgV40jMKxnTy6ePcuvmzZx27BhLFjwLvfff3+tuycnQ0rKed544y0mTXqRrl0Hc+7cUQICgpHJ5Hh7mx1UrWPHQKNpxTfffMLs2XMuq+VWXlFBp9at+emjjwgtLbVyHmz8rh6dOzNrwgS++/FHbo+PRwwIYNPOnXyybh07Dx+mS5funDhxhJ9++IGwsDBkmZmcSkqiqLQU4uMZNnw4Xj4+XLiYzvr13zF48FCaNu3Ipk1r2Xomj5DOVt6PnU2Wm5vL3l1/0KlDBwIDA/EpKOCP3bs5cvIkc195hczMTAKCmvDLL78hCALN/Pw4kZrKyq1bud/LC0tGBnl5eew6epRbJGGrlJQqFAqJxrGfhnUbNljrFqanc9cTT/DZn9uuS3hNLpfTuHHja27nWqFSqaisrLxh7ZeXl3P+/Hn0+kratGlba+kwgMzMTFq0iHP8b79GoiiSnZ3F2bOJNGsWQ+PGjW+IwWCxWPDyun6T/NXC39//houq1oWG5LlJcbO9h2q1mi1bttKnT19+/XU5Dz30OKDHw8P1ebM782ugmlIAQIXeabh5utPerI38b2vLDMg9PGrGDO1tXYkcvzsmfh0Gn06nw0utRi2XY9cml+5SVARfnfmEN44/RWvPzmwce6BWpZTqyy0W8419yP7LOWaiKO68Hu1c1jArrajIKK3PQ1YL6bFCr0dRVYWq+qDm54cpO5sVmzfT/ZZbWLRgAYIg1BkYlOmtRqI5O5tly5fz0JgxTqMMQKNh0YoVTJh4N7m5uYSGhmI01ozW2p+LtLTz+PkFOTKI3P4u3JA3G4WHc9+oUXSKi2P05MmcPnKIhW+8gSA5TzufTaeDS5cqaNQohFtvfY5bb30OgFtvhfT0ZDwUenw0RttxVSgUCpo0sYYBLjfZZeXmolQqWfzFF4wZNIjeXbq4ZEQGlpdTmJEBiYnc9/PPHD97lhn338+HX2zA29ubvXs2MmXqVM4mJHB63z4GPP00zcPDMXn4kJ9vbfuuuyYjkynYtm0Tfn5NefrpN+jV627H25l9/Nq58wD33z+ZJk2aYDAYKCkpoW18PDNnPkfTqGi63NKDPn364O3tjSiK/HToEFq1mqmrVrHQz48eMTH4+/sze/lyOrdoQYeJnWztK1xeaC0aT55+diZb//qLez7/nEBvb0aPHsUnn3x2zSWMRFFk796/3ZboupmwWCwcPnyIW2/tfd2NHb1ez/Hjx4iMjCQ0tM1V67YJgkB8fEuKioo4fz4Zg8FAhJ2Heh1R3yLqNxqNGjVqcE+VXq8nMTGBrl27NWg/lErlTQ/rqlQqvvxyNbfe2pOhQweg0SgcY4+dnyv9ybpSxJzPuMxmhUjHFE93zrE6dMi0Pj5o7Pxb6XbSedCZ5ujcxp2ArRR1CdzavptNJuQ2A8cuoaGQcM1MJlDiAVjwVPi6LfRu/1u9K3L5v0Bl+/8wBEH4ThTF8YIgnASknA9rQrEotqtPO5e9Cen5+WmlRuPlLVzbfTybksL3+/fzx+7dpGVlUVVVRaYtDp/31VcESMT4SsrLeejjjymtqGDlDz8hKhTUi7WSl4fRaOTBp55CNBp55LbbXPqWXlrO8RMn+OXXLezZsxtv79q9AWD1AFgs5hqXwSVEJ9Xxsv/IbDo3raOi+GfDBobeey/vvPMOL86eXeMYfn6gVJYjlwsO2gJYDTazuSmX0gXSsqzHj4qCpKQzJCUdZcMGOS+++FKtk2d0RAT7jx1j/7FjNAJ6h4dbsyRtQq9dwsOZkpDAKz/8wO979pC6dq01uzbCC7AwZMgQMiZNIiEhgaSMDFpFRbFz2TJOaHsiiiIHDmxn27Yv+fvvvwgLCyckJJwXXriXuXPlDBw40X47AGjTZghdu3Zj/PiJFBQUsGbNahLPn8eyfj1t2rQlPV3H9OlPc+7cebZv386Px4/z0l138dHmzRy9eJHKnBz8/PzIy8tj4LRpbGkex0Cb7p2/PsNxzhZCmT//TUwmExOGDOGDGTN4c9UqevbszuLFH3DPPfdc9n5fDna5CIPB0KCGmVwuR61WU1FRcV302kTRymW0WMyEh0fQrdst1+38/Pz86NSpMxaLhfLycnQ6HdHR0ddNcuTSpYuEhoY1uITJsWNHad68RYMWU/838NwAunSpm7pxI9CiRQu6d+/BmjVfAR4Iggdt2nSsF6PGYDDw119n6d69XY11V0TPsSFSmqkvmX/sRHyZtA1bLeArQm2SRDa4PAu2be3lDsE6DTwScD/to5rTyqctvtraq01JnXyiKFqr/dxI/Jd7zIBnbH+HX0sjl31iisrKUrPLy2vcVb3FSLrRQLimMRiNzFmzhlU//8zdw4czd9o0mjdtilKrZdZbb5GRnIxcFDl89iz7i4o4kpDAxh07GD1sGB889xxVVVVXNFG8uXQpx5OSOLhiBapqb7FZWVmEhYVhNFp4990F9Os3yG0bdvetSiVHJjPX8EC7eK+DnRwmmRuOgL9SyfeLFtFx9GgefvxxAuxqsTYEB4NSGUtKSiIdO7oOrgaDmd27zY7z79nFSGhgLPPfeIOXZs+mqKio1sym0NBQAho1IvPgQZTnz9d4Q2vm4UGnsDCOXLzIgYUL8TKbretsbNnlX3xBzx5W71B8dDRpOTnM/ewzHpx7C3K5nIfv6cGQIVbjaOLEAURFRfH997t4/PGJyOUwaNBE9HrIzEzhzjujAAgPb0Z5eSk//riZmJjmjvM6evQwzzxjDcsajUZUajUPT5rElPHj+fjDD1ly9ChyhYKerVuz9/RpBg8ehHj4sOvNAkyBoTz11Aw8PLx49803UTRqxNx589hw6BCHDh28JsMMQKWyGmY3UtW8PvDx8aW4uPia+1FUVERy8jkUCgWxsVaP4pX81rp371HnNoIgOIxJhULOoUMHiYiItIbIr6GSgslkQqfTNYjgbnVUVlY2uHH4bzDMLBYLqampbiWEbjQyMjLYtOk3kpPP4eMTwPLl7/HII9O5++452Kcxne4SJ08eYtKkuxz7qdUic+bMZsmSd5k7dxkTJz5KkybW66hQUDNUWZsEBs5tk86dIyI83CrwKlnvqNaiqfYbq+4Jc0fyqn6s6vtKDtCmRQsrdUWyzNPP2Y7VSyjj9ka3VqPv1DyEtPni4iLUak0t3KX/oT4QRTHT9jfFVifT/iZzQBTFemer1TVKp6XZtKcAx90VLUbERqFkVcCkGTNoEhbGyf37aRIU5LJtZGQkf2zfTsvp0/FSq+nfvz8dOnfmxZkzadajFwkJZ6CkpFYF4xowmRg1YADLVq0iLT+fFqGhLk9adHQ0Fy9e5IknHkaj8eTZZ1/GXT1o+y4xMXF4eKio9vJR6wuLp/SN2e4uMplo2qQJI/r2ZeWXXzLr2WdrHM9oNOLt7Yu3mI1W42wjvSiLLq0qyKuwSRRkZXE+JYV333uPgwcPXzbdPDE1FZPZjCo2lll3382CadNcO19Wxs7Jk60hGKXS0d/8Y8eY/8UXfPPHH2zfuZOiEiUrNm7kYkYG81atYt6qVeRv3w55vui1nTCZ4I47JvPbbz+ybNnPfPDBZqZNG0B4eDRt2tyCweDkQ+3du4tPP91EXFxLxzKTCRITEx1cpR9//IGpY8aAVoscmDZxIs3bt2fWTz9RZTbz68qVHD540LWyhO26l5XBwIF3MnbsncgSz0BeHqfPnSMtLY1Fb8+3uvXtBN2r0HEKCPD/V5RlCgm5NkFTe93PwsICIiObXjUHrLS0tN5CywqFgpiYWEJCQklJueTgRMnl8qs6dlFREd7e3g1+P8xms43837AcM7Va7ahv2lAwmUxkZKQ3iGHWuHFjhg69nR07/qJRo1IEQWDdui84deo0S5Z8z/HjCdx3X3fKy0sZMKAUs9nA99+vZu3aTzl37iwjRtzD779/y+7dv7N+/S/Sk3J+r2cGZ2FxMeFhYc597E3Z5grp2HNVT6873pltPBRFEVlAgPN3Ud3yAlTSl1lbIoQ72lz1w6SmpuHl5Zl5NV2+Ivx3e8wAEARhPLAQ2IE1jPmhIAizRFH8oT77122YZWc7S1TYLqgHMspyzIx6+F4eHDeO2Qvfs+pASXaU6fW8PXs2T48fj9lsJjw4GFkLp06ZhSuTKNi8eTN/fLuWRa+8QrPQUPYdO0bzkBAEyQ/Dz88PrVbLunVfkZ9filarRDonVJeJ0Wq9UKkE3L2IuvVqV2dKSsKcTz76KBOffJLnpk+vMRF5enpRUJDHoDHj+PLLvx19KCqqpKzM7BCdRaHg9Q8+4KFJk+jU6fKVHYaPH8/kffv46ptv6NCpk1PsVaKy6OiFVkulIDDnm29YuXUrE/r04fD777NpXzlZWYdp07EjtyRf5JVX5pH9+RK8d+wAuZzw56x9ePDBO/noo9fYvXsT/fsPY+7cFTz33Ag6d+7JoUO7GTRoFGfPHqNPn4H06tXOZRDQ6UCtbkRhYSFgNTqKiwqd6efAwGbN6Hj4MKt/+YUuvXtzx9ixVu00rdap0Av42ziG6MFw9Chv/fwzSzdv5s1XXkFua59r0DYLD7/+PKmrga+vL2az+Yp1q8xmM6mpqWRlZdK1azeio69NnPX06VP07dvvivbx9PSkZUtrVYfExESMRgMxMbFX7P0rLCys4X1uCJjNZgIDAxucY+bh4XFdsx2vBg3ptVMqlfz662/odDpGjLiDFi1a0qpVaz75ZBnff/8p8+Y9g9FoYMCAkbzzzgv8/PPX3HbbSJ5//kWeeupxDhzYxqOPzuKdd14GTE7Psd6ELj2dsMhIhHpywKTXQWqEuU3qrIvcX5cHu9pEZDabOXryJL07d77MQZ3QuEkOsL/zSpdptVBYmEZVlVFSuuV/uAa8AnS1e8kEQWgMbAWui2GWlVVQ4LyT8fH8/s8/vL56NWfT0/lk/nzG3XEHFjdvtRabjEFYcbGVPEVNL0Z9DbOqqirGjRuL0Wikb48eKDQaHnjzTdq2bEknCelYhoX1P/1EWVkZfn7WB1VqS3lqJKajycTJ06cJDI50TABOw83EmjWrWLv2KyoqymjZshWPPvoYvXrcAjLrRjL7xrYDdLnlFgxGI+dTUoiViKyG+lUQ6qfikSlTkKu9HXaDTgcymRyLxURkuLVfYqkXX/7wAx3btWPY7t307t271muy6pvf+GXTZg4fTqUZEk0du4eprMx58oGBzP7oI7adPMmQdu0oKyhgxOzZnC8GD49GKJWehIRoGDlyIH6enqxJTCQ+OJgFTzyBj48PnoGejBgxlqNHdxAVFUJ0dChr1+5gy5Y1FBelU1qSyVcfLKZvz55gzgW9c5AoK/OkrMyEwWC9XqNG3cntQ26jQhB44emnaRwVhUwUeXjaNFb/8gtrfvyRmc8+6zTIysqoUFi5gp6SWHPrZ57hfH4+3cLDqSwpYfjEiTw2bhz7s7N5/LHHCA0NxYKshgjj5VBaWkp2drbL/WsonDp1kvDwiHobJyUlJZw5cxpfXyvvqyF5cna0aNGCjIwMjh8/RlhYeA3pl8shNjb2X5GFqFKpHIZmQyI5ORmtVktISEiD9eFKaSc3AiqVinHjxvPWW2+yY8c2HntsOh9++BrTp89h7drPmTp1GnPnPsWxY8kEBARy9uxh4uLi+Pbbnxk4sDcGg4GsrEtERcUiiiIvvPoqC5YuJenIEZrHuBEQdmOkiWazg3xPNdJ99V1U0pDj5ZQM3IVRoYbhZrZYkAtC3YkEuM630mbcdUOhgKysFE6fPrmn1gavB/77OWZ2yKqFLvO5AgfqZX9loiia20dEWCiz6U3ExvLzp5+SX1nJuZMna500RFEkJSWFpk2bYrmMmn9wcB1SFTZcunQJuVxOWJMmNG/dml+//57oDh1oXH2g1+sJb9yYhPx8R7aKlBTpIvYSGIggl3PuXAJ//aWjsLAAg8FEeXkZ69Z9Q1BQY1588UUCAwPZvXuXTbW/mFGjxnDXXePpF+nad0EQiIyMJDs/n1iJl8ei8USWnERFXh7hMb74YA0NR0X5oNdrqagIcRD28fXlpenTSdXpmDp1CmfOJNb6hrps2ULmzVuMVusNWsk29pJIfn7WwaCoiJwzZ/ji99+JDgxE6+1N79ateTAwkC3FzwN6jh5dyD//fABAUUUFO5OS2JmUxH0JCfTq1QuAU6eO4e8fyKRJt5Obm82I4cM5dfo0cx54gPtHjkRWUuKsEGAvdwBUVVWwevVCBg8ebVvVhSO7d/P2++8zZNw4jhw8CKKIRa1m5vTpzjCJSyq68/6CleuSYS22ywGdDtUffzB+8GBGPP00AAknTzJ++HDG22RM6mucKRQK8vJy/xWGWePGjcnOzqrTMCspKUGhUODh4UHLlq1uqjJ/XZDJZISHh9OkSRMqKysRRZHc3Nw6Q6vFxcWYTKZ/hccsIyMDlUpFoLT8WANAr9fTqFH9K47cCHh5edGqVesG7YPZbGbMmLE8//wLDBkymI8/Xszo0WN55ZUXOHv2CPfcM5RPPllBWJj1fsXExHD+/HliY6NYu/Zb+vS5lZUrPuOtN9+k/8CB7Nq1iykTJ9K8adN6Gwy9ujkzY+1xolRdLXOufRyzq71CTY9Z9ePWZjnZzl9uNl+ZJEctXZJChoWMjDQqKysvXHXD/4MUfwiCsBlYa/t/ArCpvjvX+frjoVCYysrLVVq1GtasYcmMGTxeVkaPPn34YckS2sXHI1MoqKis5JH5b3P06BGUSiUXLlzA29ubl1+ezeOPP+62bY1GUyeXRpaXgzknC4vZTHZeHjmXLrFy5UpKysroM2kSF3dKZENMJjZu3MgTM2dy4O+/6dqli1OdX693uHsvpaTwn+ef5+SpUygUCiLCwwkMDEShUKDRaFj07kIG9+ljnTwUCm7p2J7nnn6KI6fOs2HDjzz++MP4eGh45+WX6W+v76lQ1H4uGg0BgYEcPnGCs5n5REdHg8l6/mq1GrKtxppQXMxbc+aAyUTj1q3Zv38/PXv2dNvkpUvJdOjQFo0GKnCGODylRsUPVq/poXPn6BgSQitfX3KMRiaPGgXAsUNWj13//iN46KE2TJgwjkOHjtA55aJ1f5tRJooiSUmnCQpqQtvWLdm+I5sAlYozGzagyc2FnBzXHHVb6DsrJ4cHHnyE4OAQCgt1vP/+Ip59dgbf/f4HpxISOHriBH/9/jv9e/dGLYr8Z+5cvNRqZ7qQbTAqK7+yOasAACAASURBVLKPQ6FEanKQASvnzGHSnDl0bduWrd9+i9rXl0HDh9Oqd29+3LiRHzdupGPPnlTq9bSrZ0kfjUaDyWRycLQaEkFBTbh48aI1WcIN8dxgMHDx4gUKCwuJi4vH09PzuhtlLVrUr0RaXVAqlSiVSmumdmYGqakpxMTE1mpopKamNrghZEd+fv51Lf11tTAaDfXm+924PhgbPKTbuHFjAgICUCgUrF27jtWrV3Hrrb3RaBR8992PXLp0iZiYpg4Ki5+fH35+fiQnJ9OrVy/69u3LOwsW8M6CBQB8+NZbPPnQQ66Z95ch4VssFjLz8giz1eqtk8vqTlTWnfuqNgXYavwbhSgS1qhRTWNOqsFmWyeTtOmun66HkZGamiYCaZc/oWvE/yceM1EUZwmCMAa4FSvH7FNRFH+u7/51zj7eHh7Zafn5ES1txH6PxERWjR/PZ4GBjH3kEfa8+ipB/v68uGoVFWo1a7/8koyMDPoPHsquXbsYPHgQkyZNws9NAbPs7CzKysovPwEUFdGqSRNWvvkmh48e5e5nnuHRMWNY+sornEhKcn1zMJm4d+xYnpg5k269epGdlkaQhJdh8fNnzZo1zJgxnWlPPIGnpyedu3TjgQceAGxvP7aHZv++fZw+c4Yqk4k+vXrRMj6e+PjmtGr1Mi+99DLrv1nFlFmzGLJlC0uXLEGhUJCdne1ee0mrZeyYMSwZPpxTp47RvLlVYV6v13Py5DF6hUiSJmzH//TTz7nnnklcuHDJ7WA4ZMgQNm/eyOOPP+X6nNuFfcCha9a+ooJjaWlMadqULysrHdXS48vAbNaQm2tgWNfOHP32Wzoo5U7PYlkZ6PX8tXs3Xho1EUGBRISE0HrUKBY//DCyzExnCRNwDjJFReQVFjL80UcRVBqOHTtAeHgIy5cvo1Urq8FpsGVlvP/hh/Rv2xa12YwhKwsvm3FR4Rfq8JS5lGjVaikvL2fSnDkAfLvhd9RNQzCaZER3CWTzRx+RnJbGm599xqBhw0hNTSU1OZmw6LrrHAqCgLe3D3q9vkGlEcBJpndn7IuiyIkTxwkICKRr1243zIgMCbm+heKVSiXt2rUnLy+PpKSzxMe3rGFMlpeXU1paQqtWDR8+FEWRsrJStNqG96B6eHigqU0l9CYhIyMDpVJ5XcotXS2kcjZBQUHMmvW8y/rY2Kga+0ycOImxY0ezffsOtmzZyuLF77NlyxYmTpzM1MkTAKfUBX7+rqFI+xe71qXRyKXUVIdhZoeUOeI2lFlb4XJ3hpmd0y1dbpvnVEC4n5+r1oV9vUbjalhK1svcjGdSjTeTCVJSUm+8Yfb/EURR/EkQhF1AbyD1Svatc0QXITGtuNhhmHHsGABTPTw4HxZG7DPPUF5VhZdSiREoSElBJgjcN2UKJSUlvPTSy26NMgC5XFFv8v+IAQN47NVX+WfVKppLB4ZqAn7eHh5s/vZbhkyYwOjx4/l7/XrH6nfefotPP/uMXzdu5IOlyzh+/Bjfff89WVmZ3H33PUSFBnPg4EFmvvACGenp9O7ZE7lMxqtvvEGfnj3ZtmsXwcHBPP/cc0y4+15uHzuOiRMnMHLsWN5duJCMjIxaRTF9bQrr+/bsYuyIO1ApFFhUKgwGA2JamtP4sv2AWrcehcEwjY8/Xs/jj4+u0d6kSXczefK9vPfefEdt0H37TtLdVo4KcBhYYUBckyZ8cPYs6aLICV0O8fHxxMeDKKo4ebIKz5wcOkRFOYusAaxaBcOHk3H2LJfS0pBZLNx/221MkNY1lRpmtlDm5h07eGTJEqpMJlAqWffWW/Tt0oWVPbqzZMli5s9/myGDB5Fz9iwB/v5QUkJkTAweTZqARkNBkQy9bWyq7rHPKfPkk08+B2Dx4uU0aRJGhd4+TskY3KwZO//8k4zcXD5eupTln3xCZlZWvQwzgHbt2jW4V8CO4OBgDAYDJpMJuVxOXl4eeXl5xMfH07lzlxuesbhz544rJv/XBUEQHF4PQRDIzMyksrKSyMhIRyg5LCyswaUhwMqpksvlDW4QAQ0eQgSrUdTQLyypqak0atTIxYuZlpbGzp07mThxotuXlLfffoeDBw9w8OBBbr/9dqZPn8X06bMwmaDCntQomUakp2hRqFyyvc1VVS7lmOwRGYVC5t4RZO9PbZXVpR4xNxmW1T1mhRUVZGVm0jIkpCbhv/pg6e6FzV5UtBpMJsjNzdGLoljsvqPXCf/lHjNBEH4FXhRF8ZQgCCHAEeAQ0EwQhM9EUVxcn3bqHNmTs7N3phVL7pWtoKvg4cHbAwdSOn06VdOmceruu3mhQweOJiXh7+nJ3p9/pvzcOd56choyk9HB+ZKiOvlfVlbi+NhhiW0BCgXbDxwgNiKC5s2a1YzRV6vYOvjWW7l33Dj27tuHLjsbNBo+/vprvvzqK55/7jnuHDMGtVrNr7/+xvff/8j58+dp06YVKSkp3D5yJI889BBn9+9n1YcfsmLJEha+9hrfr1/PczNnsuT99/nq669p187qdfr55/V06dKFXr17M/Whh/D29nZ7HZUKBRFhYbw8Zz4VJhUVehkWiwyZTInx4kUrz+zSJTh0CA4dosWOT/nPf75jzpzHWL36K5ffLcDQoUPZsGETmZmZ9O3bj99+20GrVm1ci8ZL8MmoUfhqNKSnp9O+fUtat4xhw4YPEcU0+nVoiiCtCCxto6iIe4cO5YFhwziv0xHTuLFrcd+oKOf3S5eYvWABU997j2hfX2QWC389/TR9AQ4d4u7hwzhy8ABeBXnccdttvPb22whmMwV+zbD4RFFariJVJ6tR915a83fr1k3MnfsMISFh3H//o45bbx9vjP0GozUa8dVoeOSBBziXnEzYFUysBoOB1NQrerm5obh06RJJSUmcOHGclJRLBAcHIwhCg8tIXCtkMhmCIODv74/RaODgwQNkZWURERFJRETDeWSkUKlUdO3arcEN9ZKSEi7ZeagNiH9HOLVmH/bu3cv9999Hv3593O5TWFjI6dOnHdVBpIoYboZKB+zbWBQqjCZrWXSjyeJq/NkGZmndcxe7wz5wSYuh2zvg51ezYoD048YIrjKbsdgng9rkPapPFtWXuVlvNFqQyWT/jjfS/9uIFkXRntn6IPCnKIojgO7AlPo2UqfHLKWg4GSq1E9bVlbjgZFrNDT19+f1yEiefP11Zn34IV2HDqVddDTtoqNp1aoVIYGBZGt9kFWWM/7OO/FpGo2Hh4erN81OHgfO+TYiISGBoqIifM1V9OralbTsbPaePEnPjh1rhDCr/21rC4+Of/BBHpgyhVfffpvd27bRq39/NvzwA1169CU/P5vAwAAWvvM2q1Z9wS+//ILFYuGeceOQGZ2G5Jz58wF4fOpU/Pz8GNSvH/c9NJVZs55j6dJlvPafebz2n3m2rWtmkhXgT2alCrWHlsJCNYIAzaKs24WFBGBZswfsGWjduzv2a9myJwsW/M6UKZ0ZMWKUS11DQRCIje2IXC7np5/+ws/PVrKqeg607b61DQ5my4MPcio7m/d0Olb99BMzZjzNjBlPo1aryf3wQ7ztA55W65SdsHHWhowdyxe//UbXqVMxXrqE0m5Q2+9DURHbjx5l6ZYtRPj7Q2Ul+8eNIywvz5HcoAkMZNqQIcx48UVWffEFQ+6+m6defJFpz3+OXl9GZmYy4eGdHd23PxrScSsh4TjDh4/hs8/WYrHIHMtVCmcY+oXwcGZNm4b42mu0iI7mu9Wr6aY30qNHD2RFBVj8ateHk8vlpKamEB4e3uDGT1VVFZGRkezevZvmzWOJiopucCPhekOtVhMf35Li4mKOHTuCl5cXGo2mwa89WGuF+vj4NLjgcHFxEbNmzeTUqVMcOnSkwfoTEhLa4NfCYKhpmI0cOZKWLVsyefIDbvfJtZWva9bMKh9jdxJ4ahR42qa1krLLP2/2MUip9KB5i3hrxjcWxwopJbKoyDoU+ftZcEyxdUlkSD1j1RXPJTBbLMhNpprr6pHRWWM7SUJUbm4OXl7akpo7XGf8l3vMgCrJ94HAZwCiKJYKglDvNPP6kFPSUktLRRQK64xgN8qkXgiJoRZUUMDqe+4hr29fjut0nMjI4Pg//7C5uBh/Ly/K1Wpenz+fH3/5ja5du+Ll5YUoinz88Uf8uGwp+WVlXMzNRaFWc0u7dvyxezd9evRg9IgRjOjTh0MnTtCzbVv3N9f2JrB0zRpeePNNpt9/Pxq1mvc//JBfN24kOiKCgoICOtnI4AqFmspKAzNmzMBisfDUzJnOdmx/zyYnk5KWxrwXXkDqjH7vvUWMGD6MFZ98xKPTnnIsd0eyzMqCxo07oFZ7s2bNOm67bRJZWTJ6tC6meUgISIVk7S4i22VVqUw0b94Cb2/vGr8zpVKJn18j0tN1KBThgCc+9nsRHGz1vtlha7NN06Z8MWECn0+fzqkLFziTmkpWZSXlAQF427NJpdmrtgFgwh13oHz5ZRb+9BP6pCSUXl7WE7MnG2Rl8e2+fRRXVjI1Pp53OnRAbp9cbZw2EhN5uW1b+u/bx5zXXuPLOXN49r33GDmyDWPH3otWK+Pvv48waNBEvLy8XbQV7QPfrFkv2e5dNZqF5HmQRUSAxcJjmzZx/MwZZpw5g8dHH5G/ZQseajUywNLdfVKFUqnEw8OD0tLSBstwtFgsZGRYSfJt2rQlLi6O8vLym26U+fvfvKxIa8UFLZ6enhw9egQvLy3NmjVrMA+NKIqO69/QOHz4MNnZ2cjlchISEugiyXq+WRBFkaCgoAZ/MYiIiKwRWvbw8ODUqTO17hMXF4fJZCI3O5MQb2+3ho993JQWOHcHmcyCQlHTAy+NCOn1NoNHOkDV1xiRZmm62Ucuk+Ehiq5V26UeMKnTpI5IgQwLFmTo9ZCSkoZarfkfv+zakSYIwlOADugE/AEgCIIHUG+V6voZZoWFItj0SqU32+5Jkz4Mtoc9UKFgYFQUA6OiXH3FgwbR6q67OL9nFy3kAqn5+SRcuMCS995lyeuvE5STQ3hgIP4DB6JUKnnwmWfo0LIlmEykZWczvI/NXe2urIVt2Te//grA4tWr8fXxQalSMXrsWIqKihg0YABqX1+qzKBWa0hMTGT1V19x79138+7bb3PxzBlkFouDgLl6zRoAZk6Z4sK/CsLCrZ078/xLL9Grb3/a2I0PN7A6n+Q88shjrFy5kJgYBQkJp+nV6z/s2rSJOH9/guwcPsn19fODkpJEwsKiUCprDoiNGgn06NGDM2f2odcP5amn7mLmzA8Y117CV/PzI6u0lByjkXZ2bp5ejxxoHxFB+xEjSE5JwahUOr1kUmVvCRF1zJAhjJlgJcty6pS1g5LC6eU2CYu7Y2ORS41NiRdQeewYP06bxn+OH6fHlCksfuEFIoOC2PzDD+h8ffntnyPs2vUV8+bNRxR7OiYCe6iyylzFpbxMQrVhKBRy5+WyPw4KBSVBQTy5ejVf7duHv0LB/s6deS49nVWbNvH46Jp8verw9w+gsLCgQQwzo9HI8ePHUKvVtG/fAS8vL7RaLVVVVXXvfJ3Rtp7ZrNcKo9HI+fPJtGrVGrlcTseOnUhNTeHQoYO0aBFH48aNb0o/pCgvLwdocFFXsGYLnzp1CpPJREnJjXdquIPRaOTo0SP1KtN1oyCKoiOUfzmYTCbOnTtHy5bOCiR+fn4UFxcTYn+Wqnuc7KWNwDqWVDNq7C/cOp0OkBMZ2dSFPC815xzToTTkWJdh5s5jJoWt0SA/P7DTZaRSHPVNAKrWDytHTkZOTiqVleXH6tfINeK/22P2EPA6MAiYIIqifQLtDnxR30bqczfz88rLrXcPrizV1x0SE2kVFMQ9zz2HQi7npUcfZeuePTwyciS3t2oFNnczNl7bkM6dWfbNN9zbrx//nDjBe3avVvW3AT8/qxHh58fedevQazQYq6owm81U+fg4iKv2FH1rCF9DVlYGfXr3ZvWKFchkMprI5S6aM68+8QSvTJmCh8nkmnpTVMTx48fRqFQMGjSAPXv21qp/5a+pAL2eR8cNI+3cMe67bzwAoUFBhFdUUBIQQJC9XYkobFQUPPjgOBYteo0tW7YwePBgl3ZleTn0bBbNrOlPk2bLxoyLawzhtjbeeIOyZcsIefVVmkdEsG3ZMh57+20WTJpEa1tY1NJvAB6VenS6EkxF/vZDO+CjkGT5hIc7Rx3btSY8HLZuBeCVtm3ZffEiqtJSl0YsXay6P3o9eGo0NAkPZznwzOjRDHzsMeZNmULs6dO8q1BQWlLEnj0X6N//VkJDI9i+fQ8REZHWUCWgK77Er8mbGN1qJFGNrNmt0pBCRUUFvg8/DEB8UBDbxo8ntHlz+hw5QpKdO1aH/EFkZORND6VVVFRQWVmJv78/zZu3wNfX1zEByWQyVCoViYmJNG3atP4lzK4RJ0+evCnGmcViISoq2mEIy+VyoqObOXQODQYDxcXFV11a6mpQUFBAQEDDK/4DDBkylFWrvmTDhvV06NChQfpQXl5+05672lBWVsa5c0l06tT5stu99NKLLFr0HidPnnZk9wYGBqLT6WgRb8v21aqs1A877Iaa1NiRzDF2kn9lpQE/v0aOTZw0C1sBc30FWq3NY1bmhtMlNdLchTer04bssPE60lNS8PHwwNvT09mWlNBfLRnOLap58TQaFdnZqRw7dvRv9zv8D/WFTVT2MTfL/wL+qm87dWdliqLYOizM9PvJk4pukZEESL1j9u/uHrDAQKe3pVo9iHFdu5KUnc2q8eNZlZnJLTExPDtwoDU0Zn8obeG0MYMGce+LL7L34kU6t29Py8hI6wNVPcvFzry0PZgarRaNdB24/EBMtkToMWPGMf2Rh61eMoulhhtZLZOhVqnc1XPiz/ffRxAEluzezcNTp7Djzz8RlW5CL7YffWZ2Nqu/+YbHJ0ygZUwMo9q0Qa1SkefjA/Y3ObtALCDLysALePO551iyeBFDBw8CJOFSvZ77772XX/bsIS0ri8ce+5ZDh/xpF+sccMxRUSgVCs6lpRE5ciQAH912m4PTlpcHZrMf3t4yl/HAMSZJjW+pLIbUq2brc8vwcFLsXjn7eQQGuhTQrYhth05n/T/OZGLbyy/T57XXaCsITPHz46X27TmxdAUfffQ+H3/8EfHxTbn06680ve02MJkIVfhzW+xAmnhZjSuXQmA6HR6iyKI5czj89dcs6taNoPJyuPNOKrKyqMzMrDWEKYVcLic7OxsfH58bPhmZTCZSUlLIzs5ycMjcZTFbpTy8OX36FB07dropWYsFBfk3/BjZ2dkEBAS4VbS3X/uysjJSU1PIzMwgJib2pmQGRkRE1Dtj/EZCr9dTVFTEyJEjGWn7/TYEKirK8fRseH6ZUlm3UPSiRe8BuNQabtw4iIKiEvdSFu7I8vbl4DJ/Vee4VY86eoLT4Kse1XFnkFVvyL5tddiW5VZV4dm4Mfj4uBqP7vZxJ0Ir7YdE70yXloYoijc+lPnfzzG7LqiX/9NPLheHfW6VKDj31lvE2iUhpA/D5QiN1XRbJvTvz4SuXcFkQtG0KTFxcdYUZOk+do+Ljw9yuZy0rCxr4Vh38Xd3HpDqXjypdYDTMMvJyaOxVoPSPgFLH/Q66pAJSiVotUx7/HE+XbGCjz/91IVvZofFzx9ZUQEbf/+dYb17s3zuXOuKrCyK9HqqLBan0SM9lz3W6hhNioutoRXHD9vad0t4JP8ciuS8rpDHHttI27YjrF2WcMR85XI+efJJnvzoIyoMBtY++yyRU1yTQzQaTzQaT0RRdIRM7R71ApMP/lorf8KodQ50KokB6WKkSQeD+HgIDHS5FXl5EttTF0hcYCALHn2UBxYsIKx7d07dfz/tynL56L57ea5/P2InTGDb5s1M6d8fAA+VB/GebdDrocwIPlqc10WnQygq4tnu3eGPP2D/fgDee/995ixezIuTJ1NWVlavib2kpBi9Xn9FZYSuBufOnUMmk9GlS1e3QrJShIaGUlZWRkLCGVq3bvOv8OZcC7Kzs7l48UKdivZarZbOnbuQmZnJ6dOn6Ny5yw0VALYbQ/8GYdmCggJKSkoavC9yueKmVR4wGo14eKhRq9XcemtvNm78BY1G45b4Xx0Wi4WAgEDi4uJcrll6uo6ICNdauA7tMoUKNJ4uagAukMw1AQGBeHhYw9symRGdTkdQUBAKhW1McZeUBu6zJ90dozZemu27Qa9HLZO5zmnS7dxJbbjrTzUkXTgncoVaW//DjUO9Rjd/T8/cEbGxkb8kJ7Nu715m3367dUV1j1ldrlPpPjaF4nZaLUi9EvZti4ogPp73lyzhtt69KS8rI0DK+alN0c+OvDyncScV7LPt40kJJfhYEwCQobW7oqVxPL0eo8LTpfsu7m/btgqFgp++/Zae/fox9bEn3HsztFrknp5WKpTEC+UbEED7gADnMp3OaejYjLWkggJi3dVxA5KTITi4G6WlxwkPH+Gyn0Xrg0ynw6LRUGEwMKFPHyYOGgSnTnEgcBjgNJISE4/QunU8Ctv52qUqwDmAKXBWj9JonKG+UEkJKgeCg6kIjHRcO3soMtKvDHQ2EVwbiXlUp36wYAFpej2FwcFYzp1DJgjEAOKGDdZtt26FoUOxKFQocPbPp6ymoC55eXDoEGZRZAPw3OLFBPr6ciIxkebNYzi8bx/h4eGXLdPUpEkwiYkJREZGXncDqKioiJSUS7Rq1Zr4+Ph6ty8IAs2bNycvL+//vFGWn5/P+fPJtG/foU6DFKznHhoaSkiINbyZlJSEp6cHoaFh1z3snJWVRVVVVYMbQ2DNyLSHzhoSN7NGp1KpRK1WYzAY2LZtKyNG3MGff25DqVTWyfvcs2cP+fl5KJWuum9paWk1DDN71M85ffjgr6jgcmjaNJz09HRefPEFNm36DV9fX/Lz85k8+X5mzXqZKM+a0aNUnY6TyclcuHgRmUzGiGHDiIyIuLyXTvrdNjeIoojBaEStlHDI7fFUd5oflyntJJ3ULMhIvpBswUpYv7H4n8esXqjXiJZZVvbrLzbh0uE2Ir7Lp3odsOofKarptBQolRRWVbnd1mg0snDpUha9+ipms9k6AFc/tp375U6Qxt6mdNtqqz081FRUGByrjSaZ45NT5llD1sui8aQC68ehS1NWRlzr1vj4+HDu3Dm319CiULFpy5/cMWGS050cHIzQqBHpZjMWT0+rlST1RHXowBGDgcXr19Pjlltc2rv77klERzdl8eJuXLiwC0/Psc5jaX2waK0csjwfH55YtIjBffvSpnNnKxG/e3fHpbLL7Hh6qigvty6sLpGj09X8zJ37BudP/EGo1lYj0/5p08b6sZ1Hjeuq8bGKFB87Bn/8wRmdDydOyEg7f55PFi3CU6m0VhO1d0z6XFy6hCw5CdmeXfj5We1iS3Coc5s777T+bdMG1q+nErBfFd2KFfwyaxYRYWGsW7euzsHB29sbQRAoq03k6CpgMBg4c+Y0iYkJhISEolAortjAkslkBAUFUVRURFJSUp0lza4F11tcVgqj0Ujr1m2uWH7Bfr3Cw8MpKCjk0KGDFBQUXLd+iaJIdnbWv8IoE0WR4uLiWgW6b2Y/jh8/dtOKyguCwP79Bx3/z5v3JmBV+q9NwNuOXr168eqrr7Fy5SrHMoPBQGFhIU2aNHEMFXl5zlwu6fhegadz7KkGo9HIkcMHmfbEY6iUCkKCgxGA+W+9hVwm0KlTGx588kn+2r6d7du2MXX6dJp16kSXgQP5YNkyEhISOHz0KJ169eKPLVvcd0A6X0nFvm3LerRrV/PF376d3UirPpdK6Sju5mSjHovBXCWKYuVlL+7/UG8IgrBaEAQ/yf+NBEFYWd/96+UxO5yevt5XpXrik0GD6BAcfPlJzZ3FX1sKsEZDmV5PVWUljdxweXQZGahVKlo0bUqLpk1ZtnMn3Huv60ZSbxi4cs/qmHwVCoiKauryxi0pqeki1yBd5k6iAawFc1NTU4l340GS6Svo1rEDa1Z/wbi45tZQjK2vGeXl+PgHOkJsUpf67IXvckvPXky45z6Hh8dkgr//3suTT87i/Pn2NG7cEi+vQMfvb+tWZyKkNjSUtq1bU1Zl4lhKiuOYdsegTgft2lho0tiDisryGtdHuq39+5Ejh1ixYg6l5/vR21YayR4+rWhjI/oXVatDLuV2aLWORu2Oz4y8ZrRpA6WJqaR3aYFffoJ141OncJDSysocJac8u3SxDUbVLrT9xAMDKQd+B5oBakGg1fTpJOh0tG7ZElEUkekrsGjcZ90JgkDHjp2uS8jMbDZjsViwWCx4enoRFxd/zRwxb29vUlIucebMGeLjr709d8jMzLjuZZmysrKQyWTX7IHx9PSkXbt25OfnY7RpDur1+mtW6bcXha9NKPpmQhAEOnToeE2SIRs3bmTHjr9YtOj9q26jsrISvV5/UxNi2rZtS1FRCUql0nFPExLO0KxZzGWvh1wuZ+7cV12W6XQ6QkNDXX4jtSVBKhTWl0iQlGOywWA0kpdfwI6dO3n00cfo2KEDjzz0EDNfeAG1Ws3hffv4Yd06Zsybh0UUuWv8eJ5p3562MTFERUYS3bQpgocHGzZt4rX58xlqr4PsLvwoNQ5tg2dVVRXlZWU0sj+btuXT1s7mMKf5pd9yGkdHO/e/jHKBdN3FixcJ8PXLrvWiXk/8/+MxayfJyEQUxUJBEDrWd+f6zjonWgQHGyfExanQ6ZxeHXfkwvqkBku2VatUVq+EXTxV8ivx8/Wl0mYp3TFgAE/MmUNCcjIt7aE+O5cqL8+V4G+H1BVcjWMG1vCaIIpUVpah0Vj399EYHdILjuwaCewhOUf7tnbFgADS0tIIaVJLan9ZGS9Nncrw3bt5d/VqXnzoIatRGRyMVqt1cJ9MJgkpFWvR3l69bnXhRel0MH/+F8yceS8rVybh4WFdFxzsvAxFRdY3Xb1eQ/uO/jPReAAAIABJREFUvcjLy2Hrts1cSi3C39/flZZXVISvICAXy1083Q5Ca/IJB9+NiRP5cO7zeHl44FVe7ijRRZs2GIxGLqz5FP/hj0jl2ADXR8XTxj0DCJRIpul0YDJFWo+rP+q8rzt2WDt06ZL12TOZrCdo66wlMMhxO1R+fpTYdIT8gaG2QaxcrydBp2PVk0/y/s6d/Lh+PXfVIZ2hUChITU0hNDTsqgw0URTJycnh4sULREZGEhoaRpSUj3cNkMvltG3bjrNnE0lKSnKRBrheSEpKum6GmSiKXLx4kdzcnOuqDRYQYNVaMxgMHDlymKCgJkRFRV21Qe3r60v79g2T+VgdZWVlCIJw1WHrbdu2MXr0KIBrMszKy8sbRFhWahxbLBby8vKIi3NDm6gDubm5TjkiG6Q0U6lT3P5doQA9KjQaSDufwLnkZHbs2sXOPXuYN+8N/tm3lzuGDaPvgAEc2LmTKY89xtsLFvDJhx8ya9YszGoPmjWLIiwsjJ+ACykpGAwGxo4ezb0TJ5KQmEj/0aOJiYpi+UsvOcP57hLpbANxSUkJGdnZVieGJCV0Od8DELSjH6c1v9CqcbU6s9I27QOx5KRPHDtGfmHhpvpf0f+hHpAJgtBIFMVCAEEQ/Km/vVW/UKYoitnler1zdKjuapWUQ3LceHdGW3UoFKjVavR2K7raR6PXU1lZiVhYiCk/H7PJ5CQ+Vo+3ucusqSWEaV9mNMkoKtFz9twFx2IppFU07C8wRpPM1fVsMpGZkcGTTz2Ft7c3rVvXUtPOZEKlUvHcY4/x+969jrClJTAIj+BQCgsLnRFhhYKSigpmvPIKJ0+eqJEZGBUFrVoNoH37vnz11cuOhNTAQOflyMkxMHJkT1q39uH06TM8/PB/6Nu3P9u3/+pS4kirtZ6oIrAZfpFt7LfF5bdcEtUO/vnHaiB9/jkvRERQXlnJumPHqCoudhQ7/8/q1bR99FHHdczLc4la22XVMIY3I0fvQ47eh8BAa7+Dg62XpHVrEU/FEcwXLzqfLWlJE7D+v3Sp4z7KkpMct7nC5PQqluaL0KEDDBqE1w8/YPznH4Z160ZhcTFlVeZavWVSlJeXk5GRUed21WEtNH4CnS6Nli1bERoadsVt1AWZTEZ8fEtiY2MxmUzXNaR3vXHhwnlKS0vo2LHTDZnk1Wo1Xbp0xWIxc/DgAYcO2ZVAr9ej06Xd0MSCK4FOl0ZxcVHdG7pBbm4ug21Z3CNGXFs2p9FobHAPYkVFxVVXhLAnDkjhqbE4PvYqSVJWjB1ff/0t3fv0YdGSJRirqli8eAlPPfU0EZFNuWgj3MpkMj54913++PNPNm3fjqhWIwgCwcHBNG/egg/efJO0o0c58McfRAYHM+6ee+jdrRst4+JY8c035Eh/t+5CjbbBzVBZiUYurzlXSqAqto5/pcYydqTtZsh3Ewh5N5IvD3yFqaLM2b6kBN+JxESSz5/fesUX9mpQy1x/XT//DrwH7BUEYZ4gCPOAvcCC+u5c76fcQ60uyhEEVyultgtjt+alFoD0gZBww7yNRlrbPVqSGPlvBw6gLC7GT6sl5eRJPv/uO/q0b0+zUMkbvLR9O+zelOofOyTLrHaVmpISg922sHpbbH2QYXF0VWWqcHwwmRBFka/Xr2fwgw/SctgwLBYLKz77zFFQvDbc0rEjhxMSKFd7k6G3MHv2W8yZs5DOnTvy4Ye2t1qFgrPnz/P+4sXcdttgJk6ciCiKTJv2BOPHj2Pr1q2o1SKvv/4Rhw5tY/78R9Dr8x2nbzLBX3/9itlsIDHRyMqV22jWLJ4xYx5h7tyX2bBhPUlJx9mwYS1PPjmV5q074OsrsGTJEuTyqhpjgw8lzjDir7/SaeBApo8bR2VVFd8mJ4NWy97jx5n/ww/27tcoC6dQWL2NMpMRFcYa6wE8sy7glX2RqtRUitRqp0Hm52f9brdA7TtmZVm9aHl5bh2lAAwahN36U6ank11aitxgYPLkyfV67iMiIklP19WbX2M0GsnISEcQBGJiYujUqfMNFaoVBAGlUonBYCAp6SxnzyY2iBitO4iiSFZWFkajkcjIprRr175eRP+rhUqlokWLONq2bYenpyeFhYUUVac6XAY6nc4RFm1oiKJIQUHBVVdf2LFjBwCjRt3JihX1pra4RVhYGE2bRl1TG9cKg8GAt7dP3Ru6QWhoKOnp6a4LJU4F+zt+dUrr+fPJzJr1JNs3b2bLpk28u2gxXbtaqRrR0c24cPGSVbpIocDH359FCxcy7amnCAoOZuLECXh7+/Dll6vpMGAA3YYMwWQ289Ljj3P8zz8JDgri5JkzfL18OeHh4TUNMjfzqktGpmSbX9q/w4KoZ9h9xwZi27QBjYZKqvj49Fdsy99FVlU2L2ybTdQnThH0Zze/65g7T5w5g0UUT1zVxf0f3EIUxS+xUpyzgRxgjCiKX9V3f6G+5OFb4+J+/0/fvkMHxsbWXyajNlTjgRRWVeGn1Tpc9vsFge7jxzPzoYdY8f33HPjpJwbfdx/fvv463Vq1chp/tfFJ3B0/Nta53MZTqohqhSiK/PPPbrp164VcLqeqqgpPTxlyudyVF1WU4/xHq+WD5cv5+PPP6RAVxdGzZ0nLzUWr1VJeXs7ff+9zWwnAntHZrntPTp2yesIqKipo1+4W8vIyUChkjBkznsmTp7ByxVJ27NzJ8eMnAavnxsdHy+jRY/j555+Iioph2bIVtG7djjlz5rB163pWrtxAu3ZW8cX09IuMHt2Xnj378fnnXzr6sH37Rj74YDE5OTk0j41lwIAB9Ondm1VfHkan+4ePnryPQPvbsdTruXSp9W+bNjB0KJuPHmXo1Kl0jolh97x5xD39NGF+fsQ0acLyTXsct8FTIZnopK+j9nC4yeTwcgF4Jh4hLTeXCqOROFF03uN//rH+LSpyGvDDhztIaiW3DnPhBNoPIRs+zJmxsG4d5VVVaIcPp6CgqN4G04kTJ4iIiLisXIDFYkGn06HTpREcHEx0dLObnjlpMpm4ePEi+fl5dO3a7Zp5Z3l5eQRKCYZXgJKSEi5cOI/FYiE+vmWDKOjn5+eTnHwOrdabmJiYy/LPqqqqOHBgP126dG3wQt1gzdy9cOF8nWKql4PFYrlmXpgoily4cJ5mzWL+z2YCi6KIp6eG/PxCl+dQhoWCIlmNREW93vr+99prr1JRUcG7C94B4FKqjoCAALy8vHjkkYeJj49nxoyZDi1Fu75kamoqu3ZsR5ArkclkbPhuHd9v3Og47i9ffeWsYAOuXGx3sI3D/4+98w6Pomrb+G82m01PlvReSICETkihV1G6dBUREEFAQfEVUUBRAUVUpCMgKrxiQ5QOikgTJHQCSQgpECC9k7pJdne+P2Z3swlBQgiE99P7uubKZnbOzOyZmXOeecp9FxYWYiKTYWlmVnVs1uevGMVnRTMz/kw8wsGUY/g08mfCH7dxnkrbTc+hbbdu2sjoaFNRFB94dUdIQIB45uNaO47qBGH48LOiKD583TJAEARbURQLdKHL2yCKYq3CGrX22Z++enVLZFBQ395/Iz1kgLFFo79ZVCqu5+TQyNIS22ruxsslJbQ3McFMJiOroIAvT59mcN++RMXFMaBnT1ydnEjNzibYw6Ny1v27ajn9DW68TWBg5f+6m1oapwVaBfgYqts6dQomJiaKN2fN4t1587DQD0Y6L1lccjJXMzL48NNPcbC3x9TEhE+GDsWjUSPavfkmw0aN4vz58zUaZvrQ2enTp7l5sxxLSyueeaYfAQFBXL16nvfe+4DVq1cwcGBvnhw8mN07dxr0zKysrFi8+GPefHMWQUFBXL58mbS0q/Tt251ly1axe3dvxozpy6xZ7xAcHEpxcQFubq5YWsqr5FMYE1WqVJWGU/PmBcTE7CDO1APHmS9KG8+YAdnZrPzjDzx8fBjWUZJjuaVQ8PaKFcycMoXlGzbw1bVrtG7Thn5du7Ln0CFsshIR/fyRFRWwZMlycnJz+fCddySDWH8NjKoPLPWfY2MhOxtHtZrY3FzQCdEbRkpzcynmmZQk3VdnzkCPHgDYJpwj1TXYcOt551+E2HSYMYNfnniC3cCMJ57A57ffsDQ3p+KvY9BvwJ3vISO0atXqjpOSKIoIgkB6ehoFBbdo27Zdg8n4yOVymjRpgre3t0GM3dRUgYuLS50m6LqEr7RaLRqNhsuXY/D29qmVhM6DgoODA0qlkuTkm8TFXaF16zaG61Ud+fn5ODo6PhJGGUjcbXXJpzJGfSTrFxUVkZeX1+BGWWpqCvb2DnUq7hAEgfDwcBwd7Vm6dCVDhw6nUaNGZGfn8PLLL5OensrTT4/j2WfHYmZmhlwOhw8e4Isv1rNt2w7DfjLSU7GxsuCdt+fw++/7mf/eu4bxGSqnPXd37yoe+Wf7PUHitWucOHeO0+fO0bJNG2n8M05ogzuz9us+WygUlfrDxqiBZFYAugX0oFugFM4+nnKCgzcPc634epWmRUVFiIJQ9DCMsn8IvgMGAmcBY6+XoPu/cW12UmuPmSAIbceGh5/bNHp01Se0Ji4x44cnMJCM3Fw+WreOZbt382y3bmx+8snK79VqzqrVNLGxIS8/H9958+j32GOsXbIEbyPqiD69e/NEcDAzhw9HW1KCTB9yqIkstLqeJ1SKbRuvA+Lkcn7auZOk9HTy8vK4cfMmp09XlmqvWLGScePGk5iYyPPjniMvPx+fRo2Y0K8fEz/9lIrQUMOgVb5/P41cXLh6Nemu+n46px3XriXw0kujGDhwEG+8/ipKpbJGIfTqMJ5g9FXW58+fZfXq5SQkxGFhYcaIESOZOvWlOw7QxsK7NzMK6dIlmA/ff5+nn3+eON36oA8+QJg7FytLS4ouSd67vy5fZtLrr/PmK6/w8549hIaFcS0pidVLltCxZ0/enTOHIaGhkJ1NwPDhJCYncyM6Gi9Pz8oiAn0nHDsGTz8t/a8Pc4NkjDk6Vv1ff62TkipD2CEhhoGtxLMpluh4iLZulfafns7SpUv5D2ADfD5vHiu3buW1p55i5Nvz7trPeqSmpiCTmVShUSguLiYhIQFvb2+USmWDT17VIfGlXaekpBgPD0+89aoMtcSRI4drRZmh0WjIysoiLS0VGxtbAgIC7mgANRREUTTQPri7e9QoyP2onLMoiuTn5z8S91Ry8k1KS0tp0qRpg57HiRN/0bZtuzorcYiiyJkzZ5g58z9cvHgRlUqFKIq89NKrdOzYkw0bVnHu3EnkcjklJSXY29uzcuVqBg4cCEBiYiJ/Hj3MZ0uX0jwoiLWff469vX2VsbpKhMW4SKyGwjOpuqBmvU6gavqNbv3JmBhaeXpiaZwOoM8bgarl83fwvu3bt4/Xot7CwcGeo8/+yulz55g1b96po8ePh9fYoJ4R4u8vnlm06IEeQ3jqqQbzmAEI0kPrJYpinQl77yXL9XJUWpoWtdqkxlCm8Y1mZATtu36d5199lV7BwRz4/HMGzpjB+q5dDTfXritXsPLwoMzUFE8LC7wbNWLxu+8ajDKtUvIIrpszh/AXX0Tp5MSkxYvJ+OQTnG1tbyfMu1PRwR1yTf44dIi1mzZhbm5OQkIC65cvx9/Pj5OnTjHztdc4cOgQCxbMR61Ws+STT/Dx8eGrRYt4bdUqxvboQfYffxj2ZVpSgiiKOCttuZu5q3+WOnYM4Pz5c8TFxVFYXIqtskYP6G0wHrAr99Wejh3/e4cWfw+vwgzWzp7N1LlzaQrYAZ6dOhHr7o7cxASZIKCWy5HL5WRmZODg6Ii7nx8xcXF4+TXmq40bWTtjBhMGDmTxokU89v77WAsC9hYWJAKuLi7SNVq71nDMol27pA9ff431l19WMZjzNRqK8/Px8PSs6uksKpK8ZsZl5bp8RcuizMptfv3VkJP2ChBra8v6ggLGzJ+PhYUFtoGByPJzDffX3WBtbUNMTLTB4L569SpZWZn4+PhU0bV8lKBUKlEqlRQXFxuS4RMTE5DL5SiVjbCxsamzV6W0tBRRFLGwsOD06VNYWVnh5eVtqJJ81PpDX93YuLE/iYkJpKam0KRJU6ytrbl6NREbG9sGEUuvCcXFxcTFXSEs7KHMlX8LSaPU+e4bPkBU6DSP74cKRRAEQkNDOXLkT9Rq6f6Vy+VYWEhkrYMG9ScnJwWZTIpOWFtbG56NH374gTfeeJ3OnTvz5htvMGbMGASNRio8qmIAVT5LxgabTHfe1V+4ZebmVbcz/tJ4PpPLK8lla/px+vFRH9KsnqtmhH59+tCvTx/D/xejorialPRLTbv9F3WDKIqiIAjbgDrnIdTaMBNFsayFp2e52sLCQn43WQyZjHU7drD10CEOnj2LXC5n895fObtzO3K5HIVabdBqHLVlCxY2Nhx/4QUc7OyoUKuxNjMDtdpAgwBgZWGBTBD47McfAYnjzFkmq0qedydtMJBKBKuLrpubM3XkSNoFBrLl999Zm5xMZmIib02ZQtnzzxMWHMyUaa9w+fJlbt68yZJPFpOcksJLkyfz8ciRuNvbs09nmLkCWadPE6bzoNXWMNOjIQgttXJFpdfM0ZEnRoygT0QE0/78k4zcXPLPncNu7lzmvPQSB0+f5pN163j2+ef5z4IFLF22gi49e9O1azdMTU35+edtmLRqw1RBYNfhw3zy/fcgk3E6Ph5TU1PkSiVawYQSnTGWBiTpzsMbaKankTA3h4gITLRabpaX456WhqATtDdcv6QkKTQNEs+Zvu/0sgRFRTB+vETl4euLyY8/si45mTFlZbz3ww8cjYmh0T0m5Nva2mJtbcO1a1fx9w9AoTAlNDQMU2MW7kcUVlZWhkpIBwdHcnKySUiQiJDbtw8hMzPTwAEmGW1KNBoNZWVl5OfnU1FRgY2NDXK5nJiYGAMRsbe3N5aWnoSFhT900fe6ws7OjnbtgsnIyEAURQoLC0lOTqZDh44NfWoGZGdn4ej4aAioBwU1v/tGDxh6uo766g+5HGxsqnrezM2lIofqiIqK4tVXp3PgwEGaN2+OiYkJglGkwdjwUatrLmyRy2XVNzWsr+plu/N0XKFWYwKYGOs5V9/pXSQEjXPZ1Fo1JoIJF2NiSElN/euOB65v/HN4zCIEQQgVRfH03Te9HfdUF25nbX0zLjW1aXM3t6qMq0ZVImqNhtELFpCSmcnciRN55Z13DYN2y8aNae7vz2fHjzMrNBSAkMaNcVcq6bF+PU936YLSzg6f9qFUD3i/vHETSisr8goKcLO2Rn3rVmV1nuHXVPOe6VE9Bm9cAVNURDsvLzS9ejH1scdoOnIkizdsQGFmxmvPP8/sT5YQFBTEwYN/YCKTEXX6NCaiCNu3g0pFv02bJCMAOG5lxS29EXGPsLW1bVjRZKUSmVrNnLlzEbVafJs0Iysri2NHDzNw4EBGJFzl5ZensmTdOkJCQhk0SJJ/2rDhyyq7kTs6MnvGDN5eupSmTk48068ffh4eVGikYoroiEhe7NCGlUAPXRvTjh2r5lmo1VhXVCDTarmVmorSxUUyvnREs+W2tkQURtHSzAt7S13VmvE1d3WtvD+VSqkKICKCrmo1q8aMofmsWTw2fDhFN2rvac7NzeXWrXzy8rQEBDRp8Cq1ukLvRQMMlab6opeiokIqKtTY2tpSWFiIWq0mKekacrncIIfj7u6OtbU1ZjpKAKifXKaHCT2VAcDJkxEUFBSQnp6Gp6dXg/8WfSVrfXK91RUqlYri4mKDF7ShYGtrS/Pmd6Ahug/Ex8fz2697KS8vJ7h9KF27dq1SMJOfn88LL0xg/vyFODp6UFJSjoWFhWRA1ZSwf6fKcB3uRPuph8Jcrj/wbXOYVhTxcHSs5OQ0jhgY78y4YrOmg6nVqGVwteAm9uaNuCjJ2P1bkVn/6AlMFgThOlCMLsdMFMXWtWl8T4ZZTmHhwVEbNjTdPHo0bZs1u30DpZJpGzdSkJ3NwSNHMDMzq8IVZWFuzpZly+g1ZAhXcnMJcXYmJiOD9Z9+SmxqKt9v28a6Dz+8bbc7duzg55+3YmtpyaGFC+k9ezaN9SR7xiFKY3ZV/ec7xd2NjDWFKOLk4ICDKDK2f3/6d+rE2PnzcbK3N1Tc7NyxnSnjxmGipyIwvvF1hllYaCjXkpLIyMjAyaOqLtvdoNVqOXHiLzp27PRAWNxrdQ7mltjaO5KUdA1fJHLbocNHAtCiRQsOHz569324utN9+Ej+HD4SWXoqnYcP55kJE1AkxEBAc65evcJFYJmpKeFWVphNn84uCwsGd++Oavt2zAQBAgMRjh3DTSbjllaLsm1bcHXl18JCmnt6kmmWx9JrWxldFsJIWZhksIWEVF5zXT6a9rHHkaWnSte9SxfYvZsgOzsaWVoSpOObq004Ux+2bNYsEAcHB0pLS+uc6/IoQW+EODg43Db52tvb07//7cURda3SfBQhiiIuLi60bNmKa9eucebMadq3D2mw50+PZs0CqxBKNxRycnIoKipscMPs1q1b9d4fX3zxBXPnzmZg//7Y2dry6ZIlvDJ9OnNmz0aLjFOnTjF69NP07z+I55+fxMWLF/Hw8MbU1AKFnNsMp4Ii2W3+AIw2uxPFlnEbg+JADczc5nI5vsZRFf3Oqm9bPdxbPdVILkdmqkBp5YC53JL8wkKtKIp18ybUBf8cj1m/+2l8T6+Hcampu5xdXJh/6lRVclndsjkxkYMJCWz97DNM7RrdTuDp6YlPeDjnr1zB3suLiPJyfvplO/5P9MM+MIjv9+yj87PP3XbcyZMn4eLiwpkPP6SliwtlooilINSOWM6Y66wmXjW1GsHUlKZubtgrFGx68008lUrKy8vxcnSUKgXVanr16MF/v/0WsaKikq5Drwv59NPw9NOYHj9Or169+fXg4XvpVgBDbkNhYeE9t70faOUKwwLS22lJSUm9eO/KHd15YdJUXnrtNfZcu86okU+SkZ5MqI0N2yoqeM3bm09sGjF4zhy8vf0xKyuTPGa6sLNno0b4ODlBQAA5CgX9pkzBZ+BAjuy/yCTvEfTWehs46cpdvUktsiUm2ZYSa2dyVZLOqeE66940s/LyaO3tTeFdNDDVajXXryeh0Whwd3cnNDTMYJRcunTxkSZzrS+cPXumoU/hgUGj0VBcXIyvrx9WVla0bNmSli1bYWJiQmpqar1qpN4Lbt26ha1t3fi66ht5eXnY2TW8Tmds7GXU9TyZN2/eHJlMxmuvvMKyJUtwdnamfXAwAOqSIvr1e4KPP/6Uzz5bjiAIqFTF2Npa/S0TlH4aMuZuNF7+jv7ztvS5avyciUlJ5JSW/v3OoSrZe/U+0+1TkJtib+NMbk4BTk5ODXOj///HQlEUrxsvwMLaNr5XiuuLJra22gs3bsie+uEHmnt4oLSywrKiggvJyWyPi2Pfli1Yt2hxWygSKukirM0t+UTHZaJtKXn2FAoFpaWlt1EN5ObmkpWVBcAvERE80aoVfk5OlYaZHtVvQrVaCmclJUlU+bf9cqOfrlKRnJtLSXo6N5OTOX3lCjZWVgQ1rqxsfe2VV+j8yy+s3rCBac8/X1lJCJIhoSt46HTxEmfPnuG55243MO8GOzs7bt3Kb1DRYhMTE8LDOxi8BrL0VLSu7gb9Tr04em0gl8OYMWOxsrJi4cIFJN+8QfLNm5wtLGTqwIH8fuEC2uVLAPjyy++5eeEIjoCFVisJvFtbk15WhgxJwHjPTz8xYORIZn7yCcE7m9E9IAA7R0fmvfYaZ85UVqemp0OvLuWV3lS5HIqK0AwaxKSRI/Hz8eGrl14Cufy236MPJSUlXaNRI3u0Wm2VpGOJODaAhIT4R8K78iDRUMbJw0BSUhIVFeUEBlZKWRmPPRcvRuLo6ISfn99DyyOsqKggOjqKsLDwBr+vNBoN+fl5NKspMvIQoTJQG92fBmp1dO7cmVUrVjBgyBC6d+uGQqHg8ccfB7Wa02fO0NjPj2HDhgFQXl6BRkMlObJxpbhuHjG/g4qIzDATVnrU7kq/qb59Zf6tWzjqc7trSu6/U8J/Dd/nq/LJKs7i0vkYCgoK99R8Ng8I/xyPWZXYuyAIJtxDMcC9GmYpN9LSSk+fPW+1ZekS0rKySCwspCQ/HxdPTy588QUOAU1rNMqqQ2+Q6eHm5kZN1B2dOnWgefPmeHl5c+zKFVpVVOBkzH6s11OszpysVyi4E6rdyGejo3lr1SpiY2MBUJiakpmTQ2FxMeaiSJMmTfhx82bCO3dm8OOP4+3hQaZcUiFwDlByI1lyPsbHx9OkSZNa9MDtcHBwpKSkpE5t6xNiWSmZGfm46gxiIS2Ng1FRmJWW0m7seEka5W8EwKtj6NDhjBw53GDclZSUYJGTIxVJ2Nnx8geLeeWV8RQU3CI7IwMvGxse8/Wl32OPERwQQOaePTg/9RT9u3Uj+cIFnh0/niMXLtClSRN+PnUKxfbt9B1shrl5ICqVVA/QyzOpshjA05N9+/bRf+ZMWjVrxumffsLMxcXgJTT8blGkuLiYjIx0WrRoeUfPhYODA1lZmdy4cQM/vWjwv/ifQX5+PpmZGbRvX3NFvbu7O05OTly/nkRycjJ+fn4PhUojKyuTRo3sH4mCEplMRrt2wQ1+Lvn5+djZPRjakFGjRmFpacmlqChWrlqDKJggoOHIn3/SrUsXQ2GUqaihXbtWmJoK0hhWA0WUvJr4DEhTjL7qsqZUaL13DYwNOCpzxXShSVEUKS4txUomq5pfZpxTVhPu8L253BxbM1uiLkZz9uyZbXfvqX9RWwiCMBuYA1gIglCAlFsGUA6sr/V+astjpkdI+/YZO3budvZwMso7MMrzMq6kvF/k5OTg7CyFj7oHBxNqYkJpcTGeVla81bZSaLjM0ZGEggKaOjhg6uIirfT0rHyAavJAGbuJr10jeOxYmjRpwmuPPYZ3kyZ0mzgRL3d3ZDIZZRUVjBg6lKWLF/Pq7DnY2rrx2mtz0dn7RdB8AAAgAElEQVRwhkOIosiAAV78/vsfDf6mWVfI1OWUl5dz6uxZKnbuZPzGjSjkcmRyObYKBTlFRfzw5ZeE6fpf61l7biy9YQYYBpfqxp121kxiysvZn57O3uhoziclMXbIEHr37Uv75s1xNzdH++efLPr5Z1b99RefffFf1qxZw+nTfzF79hlyc1uwdSukLttS5b4skMmYvmYNN/LzOWR04bRyBSqVimvXrmJpaYmPj2+tJmF9aOVR0VV8ENDnPP5/giiKXLhwHh8fX+zt706VIooipaWlxMRE07ixf63a1PW8zp07i59f4wd2jHtBXl4e1tbWDW6YqVQq1Gr1Q8m527ZtGyuXfYZWq2XapEmMevxxMDdHVVaGiZkZptWfdb1H2SA6DNkFKiwtLZHL5bc5sao3N2gjU7WQUobWQAEEksxbzJEjtHVzq0zD0R9XD+Md1PR9dUYC4MmRI9m5c2cTURQT7to59YQQHx/xzNy5D/QYwuTJDcpjBiAIwiJRFGfXtf09lyCpNdpfjhw5UiU3SevobFjqilu3bhEfH19lnb29PVu2bMVKoeDldu34OiaGX2/e5HE9j5VumbhnD702bsRn6VK+j4ysWT/TSJ/TkMekeytJzc6mT2goy15/ndFTp9JWx3BvaW1N7N69XN6+nbiLF3nhuecIDR3EwYP7Dbtp21ZarK3hypW/UCis7ssoi46OpqCg4O4bPkAoFArKy8p48ccfWdmxIxu7duXstGmcnj6dRd26MXTCBBa8+y4k3NvzrA8baq1t0Zpb1uhxk338Ka379mXmW29x8JtviPn+ezwcHFi3YQPtevUi6PHHeW/bNtp5evJ0hw6sXfgOY8f+QbNms1m8+DFWrnwfC4s8mr49qjL3QqnENjOT9/v355LOC6jH9evXOXv2DBYWFnh6SgUbtXk7l8vlyGQyLl68eJtA8v8X/H80ygBat25Ta+NHEAQsLCzw9fUjISGeS5cu3fP1rk1EWBAEmjZt9reyXw8Loihy+XJMw1aJ66DRaB6I6H11XLp0iSlTXqRLWBgXo6IoKiyU1F5KSzlz4QKXo6Iqi830edXG2tC6z927d6RtW4lipHqqV/W8MuMUMePt9Pqb+kVhaUnboKDKyBAg7GqP8FMLLtyKq9kdB5XnaXxwHQoLCzl58aQGSHxQffoPx1xBEMYIgvAOgCAIXoIghNW28T0bZpGRF749evTIvTa7K+RyOXl5VROqBUFg+PDhrH/qKZ75+ms0Wi0eNjZEG4mdq2UyDly7xuGXX8arUSOWHzggNU5Orllc3XjR3ahdW7Vi64cf0sXfH8HCgss6GoUJgwdjXliIUqtl25tvcvT0aVJSMigqKqaoCPp7XsQ2SVp+//1bXn55CPPnv39f/WBmprgn4eX7gQytYdFDK1cgnjjBZ4sWMXboUAY7O9NZq8X69GmIjeWpigpOrV7Nkp9+oqi09J6PWasctZAQydr19MStqIhZXbqw5+WXyZg/n2/GjaMcWBkTwy+XL9OiTRuOHYM2bd6hZ8/f8fWNJTXVB1vbXrxxuZRtly9z4Pp1tqnVjPrxR54bPBjx0iUKi4rQyhUoFAratw/B19fvnvN6ZDIZtra2XL4cU2uR8/8lJOlDwf9PkJqaSlxc3D1fZ0EQcHR0JCQkFHv7RsjlckpLS2udkJ6QEMe0adPJyMiosv7YMelF7OTJk2zenIylpeUjwV1WUFCAmZlZved13SvKysqIjLzwUI61YMF83nhjFvNnz8bB3p45CxaQW1rKkxMm8M7ixfQZMYKL58/XPI/oKh41xcXk5eURHx+PQq41LHeLNhobZvrF2DjLyMsjV6EwMAyM2fWaoX1kQRxamazKjt4+8gFdtg4ms1in72y04/T0dIZvGcXPR7fh7O6UK95ryKw+UFP1Q30ujwZWAx2B0br/i3TraoW6xGFOR0ScUNexbY0QRZGoqCjy8nLRaDS3DZyjO3QgyMMDV1tbEq5dY+T33+Pu5UVZSQmLjh+npacnc/fvx8nOjm+mT6/q7oXKrHCoeuGqvWlklZUhZGezfL0UCp4YHm543bV0dGRw9+5kRf+KqUk5rQNKYOMxAPJLSpj94Yf89tvvtG9fd9FhADs7JenpaUi0qw8WBfHxvP7WW/QKDeWZIUMM67OOHCEiIoJtrq6Qk1MZEtTxiHksWcKozp0JGDOGz6dMYejs2YZt7iW0CdIb8fp1n/Pd5s3ExsVhrlDg6+HBY6GhTOvVCydHR5DLyRRFim1sCNVoCG3TRjrWR5ViuFOmCIwY0ZIOHb7H17uI33/+mZ927WJjZiZF5eWYW1gwYdw4Ro8dy/nsHLRXr9G2rRI3N7f76UJ8fHwoKiokMTGhwWVr6hvXryfhW1PhzP8gJHmqJNq1C67zPmQyGR4ekiJJdnYWycnJ+Pr6/a0e6K1btxg+fADJyUk4Orrx3ntzDN917/4uFhYb8PNzx9HRhb/+GsiaNTWLTT9MZGdn4+DQ8LQoUn7Z/alqREZGMnbsGM6du/C3BrmXlxfH/jjAtFEjWf3xx7wwfTp9n36anPx8vlq2jJ27d7N9/35a+/lViUvm5ucz6/33ib92jdj4eAqKivD384OioiovoTXl6P8NQT9qdSVtRlZeHs5OTgZ9zdXDPuXbXyTnSwf3cLLlZVirwVJuCXI5W5L3cbMklei0yzgHOBt2WFJRwsi9YziWcZxzMZHI0oQHqyb+z0a4KIrBgiCcBxBFMU8QhJoZiGvAPRtXoiiWtW/fPi8jI8PJRZ/PdZ9Yv349c+a8RdOmTVmx+CN+/Owz7Gxs0AY0JT8/H/WIUbRLugqAW34+69zdmbFpE0rg+fBwYrOyOJ+dza4ZMzDXJ2xXLwa4G5RK1Dk55GVnM7xPHwL9/bGXyaqIbvt7enIyKoqS0lIpDDflJQ69NIVJ27czYcIL922UgVSZmZmZcfcN6wE/Hj3Ghehovtu3j1GDBhkGrq0rVtBSpSL/11+xGj0aS1GUPFgffSTRgwDrR4xgYlAQI9auJcPcnCnPPFOncxg/dgzJycm8N3cubWQyyjMyiI+O5odz52iyaRP+9vY0btECc8Ddz49pFRV4Geue6jBjBjQPKJdC1FprnnzmGZ7UV8amp4NSSWZ2NpduJuPr64urq1u9eCcEQSAwMKjBw8//4s5Qq9VcvhxDUFDzeuOf8/LyRqlsRGJiAjk5ObTUPRfVsWbNjyQlJeDs7MawYROqUE0NGJDKhQvBaLU9SUrK4+jRt5k8uSNtdC8eDQV3XW5tQ+PWrVv3RdcRGxtLcLCUC3u337Nw4QdMHDOa4S+8wFNPPknbVq3Ye+AAlpaW+AcGUrh1K+ipksAwvzz7xht4+fnx3syZqMrKmDZnDu/MmoXW2vauzht9cYFWrqhRclqP4uJirIyUUezMzSkecxlTuQUVQgV/pJ/Az8aLlg7NQa3mg3ZvcCUvnp6+navs8MtL31B6qwhfax888zw5du3Yzrt2Yn3jn1OVWaGrxBQBBEFwglrVRQJ1CGUCaDTa7UeO3Hs4U6PRkJmZedv6pk2bYmZmxrfffo+HiQm9R41i9qxZ/LXtZz5+ew4uLk5M/vIrippLg9+TnTpxad06/nz/fZo0bcq3MTH8d+pUzC0tK2kyjLnKjH3Fd+KBcXVF2bgx+YLA0MGDeWfxYhgyRJrodUtWaiqOZmYkp6SSmanl++/38OyPP7J09mw+HXvv9Bg1QaFQ0KJFzYN8fUGWn4ss6iKa69fQajSYyGTIjAyLLY0b86aLC4VPPEFabq5EoNu2LfzwgySFFBgICQmEubtz6MUXWbBmDa8uXMibixcbqE1qiz8OHuSzhQvp0707zikpeCYn07OignWtWhE/aBCft2zJMH9/+jo4IEtNpf/Ro1yytuaSmxvqQ5U6pYGBQGws5QcOsOO991jzxRfs2r6d0sJCrldouFWhQekq8ZG5ubnXa8hILpdjb29PSkoyeXl59bbff3H/EEURuVxOmzZt6z1/y8bGhjZt2tKkSRNEUeTq1UQDvYMenTqF8MILr7Jr13ns7V31tHsA/PDDcgYO9MTe/iipqf6AG19+uaFez/FeoVKp0Gq1mN1Fdu9hoFGjRvdFbjty5AgATpw4edfn3cLCgm9WryYtI4M3Fyygb/fuZERGsmXTJgaPGkXijRu8NnZsZQO5HNHEhKj4eCZOmsTPv//OuFdfZc6sWYwbOxYZ2hp9A8bRtnIUlCPJ4ukX42lKi4wKjaSRaWGsXmNujqWpJaaCgCUKwt3DaNwowDCXPdliELNCXrrtNwYpm/Bkm35cHHuS3JRcEYi/baN/UV9YAWwDnAVB+AA4BtzOnn8H1CkcGRl5YfPRo0cmjRo1qtZt1Go1oaHtuXjxImvXrmfSpEmG73r27Mn7775Lp04dGDxoEIHp6ez96y/WHT3KwIGDMDMz46eftnDp0kW+/fZ7/EolQWaUSpKuXqW5vz9uxgLENVWlVNfD0BNe6diUC1QKREwp18hJ1jpgli3ZrM7W1uDqSmlZGet27+bw3LlsPX2eIUN6kZeXwxuzZjF44kSox4k+MzMTtboCd/fbtdvqDZ6ePPvaa3z+888M7dsXwc0NzpyhIjKSkpQU1llb84WzM/GNG6OyCkEQpP5orjxQqaagVuMP/Dp6NNOPHsWrUSOCWwSxbccOwnTXQxvw9+G9dsHtSTpxgvYWFlJy65kzhmvlZG6Ok7U1YWVlYGrKNTs7vi0vp/Wrr+Jqb8+I7t1Z2bWrdB2zs7mwZw/j1q/HzsKC5u7u/CKTsXPXLiaPGYNDeMcHXkFpZWVNTEw0rVq1xsbG5oEe62EgOPj+PcANCY1GQ1TUJfz8Gj8w0lZBECSFE60WmcyEs2fP4OHhgZeXNyYmJnTvHkx4eHCVtFZ9kbilpSWHDg0B3qVPn/Hs2xfJ/v1pd6RefBhITr6JXC7HyqphaWA0Gg0ODg735bm7fDkGoNbpCnJra37evJnvd+9hwuQXoaiIT1at4qVJk3jhuecQcnIM21aYmDDz3Xdp5OjIF19/TUFBAZcjIysNSXWlwLleK7MmSSYAuXllhKv6CGViYkLnLl2QmZhUTcnR/VWpijAzNcFCMDVYfAoTBZgYOWd06x9r3Iteir5EX76Mq6tTVnR0A+SX/UM8ZqIofisIwlmgNxJlxhBRFC/Xtn1dZ6pTJ0+evKcGGo2GrKwsTExMyMq63Ws2afJU2oeGs3//bxw9e5ZUlYpuvXoTHx/Hxx9/whtvzCQiIoLPPlvC8uUrAImQ0fLYMQ5ERJBbVIS9vmRYf/PWJFEBNVZs2saeIjcgjJYtw8nMlKEn4Hd2dYW2bdm3axetmzcnYMYsvg3rzKZNm3n77Q/w87NHhLuKlt8LTE1NSU6++cAMs+uFxUTt3U0HGxsiFy+WvGEAP/zArpQUTqWmAjDU1pbWHh6Ulubh7KwbcHR5DoCBdb8VcPiFFyApiZ+trBg+ZAg7Zswg2M8P7mCYydBCUhKuVpZ89MUXhBUU4JWfL+1bP4Ppq28B5HK6btpESkEB5+bMId/JiXe//hoiIsjOyGDhhg1899dfLB42jHGhoYiCwG/W1jz/xhts2LgRW1tbnn12DPPfnoujo+NtHGb1AaVSSdOmzYiKukTbtu3+X8g2/a9Cq9USExODQqF4KEayTCbD19cXZ2dnDhz4HWtra0Oelrm5YJA4NJ6cS0tLcXJK5+pVDRs3govLDeLj2xEQ0DBzl1arJTMz877y8OoL6elpFBeX0LRp3fM2BwwYyO7du3Ayfmm/A2Ro0Vrb4t+6NXNaS+NhfGoqdnZ2PD9uHIKJiWEsEkWRKW+9xY0bNzh88CAtW7fmyKFDOBin9ujmlXJqHmeMr69+ODWWftaHOQuLihBFEVv9PVzNMMvXlnCrvAwrC1vkdwqUqdW0/OEJvmnxKe06duTwwYMk30hZdtdO+Rf3iwzgTyQ7y0IQhGBRFM/VpmGdDDNRFFXBwcE5mZmZDs7OtaPIMDMzIzHxGufOnaNDhw41btOiRQtUqlJmDx9GTEICW3/7jWc+/oSAgAAEQWDnzp289NLLxP66l483bGD3oUM0dXLih2nTKo2yGn+lXDIojJng9dCHPpEekLKyMsrLC7C3lx6yzJa9QA1qCzcyiopRqyEsrDPdunWu1e+uC+zs7CgtLaWsrKxeQwqy9FQys7MJ69GDFi4uXEpO5uTbb9NY5wGLHjaMaS+8wBp/f8L8/PB+8klsbW1RyPPJMnfA3BwKnn4R22XzK2eYoiKpX5OTQS5nuIsLRS1a0HfxYq4sXkyjzf9FO2ZslfOQiv1kNPb05NOVK+k/ZChPrl7Ndx4eBJqbS9dKLpf2GRBg8ND9NGkSTVxduQLEXL/OjfR0Rs2Ywe+xsTzl40Pk0KEUtW1LVGkprUURzeHDZGZlMaZbNz4eO5ZFf/1Fi9atWffiiwxeWGuv8j3B0dERmUxWyRL+P4xz587SvXuPhj6NOuH69euASLNmgQ+10nHTpo1Mm/Yyn322lKeeepr09DT8/QOwsbExkuRRc+rUKRYvtsbSMpzMzP/g4uKLNI6XIYqTgXUP7Zz1yM7OxsrK6pF4ocjOzjYUWtQVX3yxgTVrVtf6WZShNRDCAlSYmJKbm4sKsNJxlZUXFDD5nXe4FB3NoV27SMvOJi0t7XaVDEOxWdVV1Q3uOzrxdRtmpKWhMDXF1sKixsoBJ6UHjUQ1cpm8MjFJrUasqGDmokUM692bx+LGokJN8IUh+EZ7EHyslRiXkPBLrTqlvvEP8ZgJgrAAGI9ER6L324hAr9q0v5/Yzq6jR4+OHzFiRK0bmJmZ0VHHEVYTFAoFgiBQ4ulNUJNmvNOvUkT55Zen8fLL0wAIG/ok4UFBnP/iC7z0moXGwuXGqOnON/akGccMVGBpqeXmzWs4O0uGmT7e37hxU1JSkjEze/AM4DKZDCcnZ4qLi+vVMIs7dIguU6cyoHVrvl6zhg937+E/JyLY3rUrAP/99VfG+vkx9SVdfoKPD5ibk5GVhZVlOVqtboDLzq7cqbW1LsELyUiztmZcQAB/CgJLfv+dhTrpKll+LiQnsz+9NefPZxIdvY/MzB85fvwYbm5exBcUsMHcnE91xzTkCOoEzHF1pWNEBAA5ubm0NjVlmJ8fbczNpXCmry8JZmY4XblCoL09moICxu/eDcDsAQNwy8hghb8/z7z4Is+sW0f+9euM/ebbeutbY9jbS1JOkZEXaNKk6W0yY//iwUGr1aLVavHw8MDExOShJ7GvX7+O1q1bk5+fj4uLi67i/BL29vY0adIUmUzG5s2befXV6XTsOIHIyCI0mlxAA7QGZGg0D98oAymn61EQT6+oqKCwsPC+cwKdnZ15771K+qKKigpUKhU2NjZ89913rFv3OYWFhWRkZNAyKIiWzZtTUFjIpIkT6RAejqeLEx4ennTu2pWWgYFUqNVcuHCBoKAgjvz2G1ZWVoyfPp0XJ00iKCioRhbZ6upIxinPULOxJktPNTgLCvLzaex950p3E5kJJphUPZhczsXYWD778ktaeHnR3rQ5xysuAmCBnCuJiVog7t579F/cA0YB/qIoltelcZ0Ns/Pnz286evTIPRlmd4MgCISEhGKWkwW38tBoNCRrpYRUY5mjbq1bY21hgZezM9QkJp2dXSUPqkbo10dFUd6lG7169SAlJY3HHutDeHg4bm4tcHCwMWy6adM6nnxy9EN7+74fF/6d8OPVa7hZWvKBjw+sWkWfSStYvTqQr6+oef6pEKKys5n43nvQtCklgVI4w1JeTnpRBdqCDFxcvFCpwFY/eCuVksICSMbTBR3nkFzO6K5defmLL2jn7IwiPZ2sq1c5FxnJ8cREotMLcHXthY/Pcxw9ugUTE2tiYy/Qc9HzUvv0dMnYk8slsqePPpKuZ9u2MG0avqmpZCkULHJ1RVVQgG18PLdcXGhTUoJ1WRnk5rJNpSJXpeKdjh1prg+PqlR0DAhg+/jx9F67liUebox7fSavvjqj3rUJZTIZLi6uREZeoFWr1o/EhPf/HRqNhpiYaGxsbPD1bZgcKWdnFw4c+J0VK1bp+M9c2b9/PxYWFjRrFkhBQQF79uymceO3iI7+gszM60AfIAa4DNSfcsq9oLy8nNLSUuzs7Brk+MbQaDT4+d07r+DfoaSkBHd3V1q2bMm3337PK69MY9Omb1AoFLi6unI16iJXk5LQODszaOhQPpw3jwlTp/LBgvkcOvIn5go5crmc16ZNIzw0FEEQKC4u5sAff3AtOhpzfda+uXmVNAljclm9EWZcFGBsxxn4JHXeN41GQ1FJCecjI9FoNCgsLCQt34wMVCoVVgoF7Zo3x1/vXNDvXKVis+6l1M/Pj2MdfjJEOKITEnjddVluVFzcw88vg3+MxwyIApTA7XlbtcD9eMxORug8GPUJrVZLplxBwtYtjFm4kBK1mlKVit+3bOHP6Bi+XLeWFk2b4ltSYgifVYE+xGb8t6Y8M6MnxtREIDwsjM+WLmXDhnWcOHGMuXPfYvr01wkL68A333zHoUN72bfveL3/3jtBFEWuXIklIKBJvSSty7IzmTB4EB8tXIDHd98R3rIl66eZ8/TT0/ntty0MGNANL9/mvDnvfb4O7MXEiYGYm1vSsqWC8nJX0tLiUCg8EQSBU0M+JOzC+koPZUCAZJgFBsLWrSCX083JieGNG7N5717Kf/oJ++Bg2nbuzLOvvMLiTQMoL1foZKykccjTsy1OxiEU41dJpbJy0Fm1CjNPT/zt7Lhib0+JrS1ttFqUBw5Aly6GUe+r8+cBeKN58yoqD5w5Q9uWLYl66SWiMjOZuHIFISGhdOvW7b77uDpcXV2RyWRERV0iNDSswYWp7xU+Pr4NfQq1RkVFBTEx0SgUCry9fRrsPLZt284333xDfn4+CxYs5pdffuTixfMIgsDQoSNJSUnG378xR4+upry8DTJZFlqtOdAO2M3WrQsa5LzT0tIoKyt7JAwzhUJx32HM6vjhhx/w8PAgJSWFxo19USgUDBs2BBsbG8noMTWlY1gYA3r1YtvXXzPnww/Zd+gQKz7+mIkTxlfxtunHpXXLltE1LAx7haKKvIPMWhqvS1RVvbXGxpkx5HKQqUqqhD0pKkLQaikuKODpCRMIadeO8ooKAFxcXbGysiI9NZXzFy6QefFilZ3nlJfz5Q8/AODXXFIh0MXQOXzuHDfT01fVY9f+i5qxCDgvCEIUYJAKEUVxcG0a13nGF0WxNCwsvCg7O9va0fHvyQj1bwLau7BzyNCiVZdzNTGed1auZFrXrvzniScYum0biamp7P55K56NGlGQnc30p566/U43Fnit7kOuDqN1giAwZ/Zs3nn7bZRqNXsPHGDQc8+xcOE8WrZoQYeOPYmMjHyocimCIFBRUUFubi61zeP7WyQnc3DjRtzt7ek7fLjBg/NYr0AmT13OnDkyRo+eQP/+Q3nyyW707z8Nd/cg8vOhvNyOnBwRpbIIT08byUmWpDQ87HpuM0PfJyUhBxaamUnbZGfDjh0AlMstsfwJOnWSHGDZ2ZWXcP97f/H4wm7SiqQkyUumVsOIEWi376y0pc3MuOrtTaNbtwhKSMCipESi9ADIzqbcyYndCQm0s7fHpqBAui+Mw9xRUbj5+mJma0txVhZubm5V9DH1ibfAfRcJODs7o1QqMTExoaCg4IFVBz4I/C+Ry+bl5WFlZY2/v3+DsudbWloyYcIEbGysCAkJJy0thf79B/PssxMpKxPw8QmkY8euuLh4sHbtdgoKXJCSg7SAPyNGfMWkSSuYMaMyQ+BBQxRFMjLSCQwMqnWbGqJ29QKNRsPJkxGEhYXXaxX19etJeHp6SXJz5eUcO/YXnp6emJqaIoga0tLSOHLgAD9v28YHy5ez59tv+WbHDoKCg2nVogWXoqMBGPD446z9/HNiLl9m0eefE7Fli2SUGc8xBkeA4q59ZIg+GsnTyXRG3q6jR5ny0UdsWrWKIcOHG743SNlp1bi4urLqm2+YPGIEpgByOe9/9BFDBg7k2y1b8GzcWDpIfj7I5Rw+e1aMiY//6T668v7xz/CYbQIWA5e4B/4yPe7rzlerK345evTo2GHDht194wsXoO1dqn1iY7EURTRpaYwZOpSpS5aw8dIlbuXlMSI8nMMnTgCw54038Dbmt6np7q/JWIOqYq5GOmJ9+/VDo1Zzbu9e+nbrxpFt2xg1eTJnDh0CaiklVM9wdHQkJye7fgwza2sO3LzJf+Z9QPfuEwxd0kul4uMmTUiMPMFTO35k8+Z9mJqa4uDQBLUaIiIgJESgTZtg5HJTGnvqjJYuXfRZ/FLo0dNTMrynvYJszOjK7/LzpXyJtm3JPBaHWg2ffip1v7Naqv7cH+VeKW9q7Oc3KmOrqBCJi8ugoEBEufsqYa/3I7d3b+K9vWmfmIjg6ipt6+vLhqgoAFbOng3791dq3Bm5/FVFRYzZtYsKtZrAwKYsXbqMV155VcqFMwo7ytTlNRpnsoQ4UKnQtmx9165XKBSo1WpiYy/j6OiEn5/fIyG9czf8L4iY5+XlUV5ejouLS/08J/UAvVzT8uXr2b17OytWfEKrVsFkZ2cSHX2GJk2a0rVrb956ayZhYRHk5pZx/foFKiquASv54ouOrF1bN8LmuiA/Px+ZTFbr6lXdHG9AdaGV+z0XvQh4feKNN2axaNGH2NnZ8dNPW6vITYmCCa7unjwzdizPjB7Noo8/ZvHq1bz/+uv857nniLp0iZAOHRAEgVkLF9Kxa1cys7L47vPP8W/dumqHKJWV80oN40b1/DK43U5RKJXs//NPlvz8M99+/TW9uncHuZxTp0+za88ebqSk4uvrS3BgM37csIFFy5bx2Zo1DOrdG6WtLZt//JHxzzxD57AwqR91iyiKRCckqIHYeu3cf1ETskVRXFHXxvd19+vyzGo0zGRFBeTn5yACWkwAACAASURBVHMjORlZcjL+pqZYpKej7dv/9m1VJdIHX18qtm8nMyGBTgMGUDx1KkcuXeLc99+z9KuvGBIayvbTp9kTGUl/PcUD1OwdM+Z8Ma5Rt7amtKyMvREReNvYkFtYyP4NGzhz9iwAH69Zw8wpU9Cam5Obl4doZYUoNEwIysHBkZSUlCrenHtB9oVzTHrrLTytrJgy/xOKZDYUFGhpLtflfe7eDRcu8LSHB3TuTBl2rFy5iI4de/DBB0MZOXIyYWH98PQ0wd5a5GbyVcpSZZjpyWg9PcHVldwiBXp/lExdDlFRVcOQjo7g64szmXDhjGTI9e1r2ObxwBucy/bG3BxiVh2k+YzHpbY6Q+uWjw8JX60lzSscf/8ArKwETCdMwLl9e9ILCkju2xev334zeO7mz52LnaUlnQShqohvQgJ4epKYkcEze/dy+tYtAqytKdVoaNYsEFlCHF+uXg2lpbywqtLbrzfOZNmZEBtbxfsmi41BG9j8rtdCLpfTrl0w0dFRREVdIiio+QPnVbtflJfXKW/1oUAURVJSkrlx4wZBQXfv/4cJmcyW2bPfY926lbz33kfY2bmwYMEbqFQlvP/+As6dO8uHHy5gyJBnuXRpPJMmrWTHjjyuXy8iNTUMUfyehIRnDI/Og4adnR0tWrSs9RiTk5PN8uUfce7cKcrLKxgx4ileeGEqDg73X6iUnZ3N3SIwdYG1tTUffPD3ldhaZMjkcl6dMYMOHTtSolLh7+uLq729Yaxas2gRB48dw8XVldbh4VJD4/nF6Jm+k+H1d4+9XA4R164xZuZMPvv0U7y8vfl5+3bWff01V+LieG7MGDp16sz160ms2bCBiDNn8PLwwNHBgStJSbi5ulJUXMyxEyf4evnyyoObmxMbH4+ri0tWTHx8w+SXwT8px+ysIAiLgJ1UDWU+OLoMI0QcP35MRCJQMyAuLo4lM//D1iNH8HRyQl1RwfWsLFp6edF76GEGDRhAWOeulRVTKhVfbt7MomXLyEpNxd/JiVvLlxMVF0evHj1on5PDvC1bOP3JJ5yLjcXJ+M3ubhdZrTZUC0q/WM7FK1cYMW/ebZt27tCBzdu3cy4+HktLSzp37txgRhlgENi+V6NMb+h+umoVtkAjjYZenYORW1mh1ZZQMn0ilhN12qoREfDeewDMUqnwWvkH+/ad5MiR39m06W2uxP5In96bICkZVWQkyYKAv7291DY/nxJHyaCSciR0eVwHDkiqCXrpJE9PaYbZvFkyarKzJbfZNKnKFrUapS4yapwjrwVkPXqQYWuLR+PGBDs4kCXYYm0NJQNHYUkJTW1suBwTg2fnzgh+fqBScejNN3FLTUWIjJSOm55uuE++vXKF5y5eRAR8zMxYGhzMjLNneWLNKjY0bsz8//6XsvJyvAsL6bNpU2WfqsshNpaSc+eYuWkTG2NjifjuOwL69MGyWpn9nWBqakrr1m1IS0vDxMSkRl3Yf1E7XL9+nby8XIKD2ze42HZ1mJtDjx6P8fjjnUlLy2Dv3l948cX/sGHDMry9G+Pp6U1mZi6+vo1p164DH300ArXaDR+f1mRlBREZKRkQ+fkP3jArLi5GpVLVmmE/JSWFvn170L17H2bNeg+1WsbKlR/y6acfEhkZed/asxYW5jg63p137EFBiwxzS2s6hIZyKCKCVm3bVs4xrq6YFBXRp3dvSsztKdGttjS+/3RWV7lRGNM47Fv9M0hjnv5z2tUEho8dy4qVq9m9excz33yTkOBgRox8irFjx2KukBvOU1IKUHMhMpIjhw+z5st1/Hb0EG36tuCbJetQmllWOcjBM2dIzcxc+yD67V/chna6v8bcYA+FLgNRFEt69uxZmJiYaOvv7095eTnzZs3k6+++Y/qkSVwJDcXZxgZ8fVGVl3Nq3z72Z2Yyafx4HOzs2Hf8hIEz5+TZs4S3b8+qZ59FaW5O4Jo1ZGZl4ePtzalr12jl44Ngakp7P6Nqq7qoyaenE+7jQ+muXfyVk4OlhQW21takyWQMf/ppVi5dSs6tAgRBxouTp95P99QLiouLyc3NxftvSqZvQ1IShTExbNq2jcNjxhDk5MSMkBCCVq5n+/afOX48gz4REZKRpFQarCFra2s6dwgnIeESU6e+ROGNaJLj4yVDS6nEq0kTziQk4FNSglznTbGkpFK2Sm9V5efDY49VrYzVsfOjVFbyyekNuaIiGpNNeUgnFHItmj17SB43jrRGjQjdvRvPDd9hbg5Cfi7W5lKlqD5UamFtTTs3N2mfSUmQnk6QtzecOlV5DEdHxJs3CYyJIU533q+4ujJ/8GDmnDjBRA8PIlNSmPvrr/w5YQJ/FhSw4do1+hw4IP0O/T0WEsLGBQuIycmho48PnZ57DkEQaNu2LRbm5owbP4Fn7qIZKglheyCKIpGRF7C3t8fb2+eR0CasjkexkjQvLw9LS0s8PDzw9vZ+JPtNKiY+AMDevb8wf/5yQkI6EBd3iWnTpgAiAQFBvPDCq9ja2tGhQ0eWL/+I6OgCcnLmERMTT05OKZ6ezYAHyyl248YNrK2tam2YTZ36MiNHjmbOnPcNPNCdOvVg5cp5jBs3nt2796FQ1O2aiKLYoIUbemRlZeHt60tqRsbtZZS6Z8LceOZUVyMsl8sl7su/IQSonqMnl0uFb8NGjWLaiy/i6+rMlSux3LiRXNWzrst/rVQVkBPSpg0hbdpw3O0vrkZd56rNdWyUDpgir/K2u23fPu2V+PiN99M3941/iMdMFMWe99P+vke1mzdvvr99+zZksTG8Nn4sURERRK9Zw7yePXEuK5Mm4zNnMI+JoZuPDwsff5xLCxbgbmHB/PkSx4xWac87b77JybNn+ej4cTQKBR1DQ1n06aecOHmSuTt3Mq6XztDU39V1Mcr0KCrCPDeXXoLA1j//pMWAAWxau5a+nTszdsIEPD29mDp1qsRN08BQKBTcvHkD9T38Vm1gc37Yto0unp4EeXlB37449u3LyfUr+WjRInr1sJfCer6+kuHh6ystffuSmHSDiRPHEBrahY1btrBw0CApNOnri7mzMw6+vuTn5lYaVbt3S+G97Gxpu4QEaQkMrCSeTU+XjKaiIul/kAaLVaukdioVZGejkGu5lZbG6ePHKbKzo41ajYlSieXMl5AlXYWEBCyjTkn70htiyckIOTnEZGWRefKkRK+xfbt0TvrRT6lErVbjbGHB4hYtuDlsGMtHjsS2UydOlZfTXqFgRnw8H3h70/TyZfoPGMD+y5ehQweKKzQMHz2a8O7dibl8GYWJCYlFRbw8Zgy3rl0j6epVFrz/PhOfeYZXpr1EWVnZnS5LFQiCQIsWLSksLOTcubO3E1Q+AmjfPqShT8GAiooKrly5wpUrsZSVlWFqavpIGmV6PP/8eKZOncabb87D09Odjz6aQ0qKgpEjnyMnJ4SkJHdOnbID8nn++SHcupVNYuJe5HI5eXk3mD59BPPnjyU6OuqBnaNKpSI3Nwc3N/datykoKCAsrJKLUm8zvP32O5SWlvDhhx/U+XxiY2Nr1FKub2RnZ5ORkXHH73My0mjVogV7fvuNiooKg2GmlSsMi0HfUlVS1cLSWavGMszVvjJAP4Xp93X88EGKi4p4a+JEBAtLysvL75zuoBvbSsRyVLpNNvT/nCdaPMGuITuxtHGikdJVou9ARnZuPpmZmUWiKN68j677F7WEIAjzalpq2/6+R7bExMRvdu7YAWfOkBAVxbSgIJwTEiTNQ+O708iQkslkTOndm99++xWNRgOAl6cnJw8e5GRFBWO3bOHZtm2xsLBg0uTJDOjUiSkdOlT1tBgTxOjZ+62tISRECp3p8p9ue9uxtq6solGrmdy7NwGOjnyzYwc/7t1L15AQAs0VyOVyFAoFJSUl99tF9wWFQoGdnfKexcG/iYnh2TFjoEcPtCFhHCwKI+n/2Dvz8CbK7Y9/Jk3aNE33vbSlQFtKF6hQyiJLlUVERHBFBRUQN0S5il4Vr/eqqLijF3cui+C9KCjqRVlUZFVksaUUKFDaUrqk+5amaZpmfn9MJpmUoixl8Xf9Ps88TZPJO+/MvHnn+57zPef4TuSvw4bhVlkpkaWMDOk6FRdTE9OXGrOOpiYLAwbcy4gR8/jHS3lElpVJ5OmJJ7D4hdC9Vx98brxNuheypUwmXIWFrqRJ1vnJm3z99XpnDrQ9kubMWFKC+cMP0fr40DMsjKT778fTzc254svLc7afleUgZeTlgcFA9K5dHN25E/Pnn0vvR0Y6vxsZiebWW9k2fjyPX3klkTfcAAMH8ktLCyVVVXR78klyW1qY2r07BAXR+vXXeNnD4l+8525sVVUMHzKEGydP5uVjx6hpbubO+fOpbGwksLaWjNRUxg4ahLmlhR1rPue60SOZPfthAFpLTlC/d3eH48jDw4Pk5BSioiRraFtbm+P3cCngyJHDF7sLgGRJycz8FZVKynP4R4hsjY6OZtasB6muLufDD19nxoyZfPnlWlpaXge8KC/P4847a3nggWlcddU13HjjJHr16oXRaKSkpISAgAAyMzMpKipCFEWqq6sRO7m0YUVFBWFhYWekdfT398VsbnIR/AcFSW76Tz75lDfffOU3Sc+pIEWgV5/3yPf33nuXxMQEEhMTGD16JMuWLXP5bdpsNmpqaxkzejRdo6O5fupUmkURtFonkTJKkd5r9q3ihwIpOAy1GpPJRH5BAZaGBlTYUGH7vYQAju+iVvP1qlVMmjABjEZqa6oxGAxSO2aTY1NCbG2lpPY4BbUFVNua8PT15+vb1xPXNYXixmJaVAI2tTtmM6xZsxZBUC3v5Mt55pAtZudzuzTQpNjagKuBmNP98jkTM1EUK22WluayujqGRUXx36NHnQ9scH0wq9WSJQMY0rMnAJs2bXK0FRgQwLrVqwF46JNPuDs6mpyFC/n7uHGo3N1PXoKARC4yMiQLTUICDTG9JW2TvAUFSZte73xPcfPi8vN5w66F2rVqFVs/+YRke3LXqqoqioqOn+slOmeEhYXR0FB/Rt85eKKY2qA7+aI4naeflryROTlATAyWoAga9BGSlSwjA2JiKCyUjE0LFx7l3nvf5OmnMxg71lcicHJkJZKlp6ysVFrZGo2uljL5tUzOwJnFPznZScbCwqT2zGYsVVUcLi5mX2MjpuZmPAoK8C8tlcZJRoa0X1CQ1KZWK7URFibdQ1kdvWIF3itWEL5+PbkaDaKsaVMez88PBg6UNjs5jA4Kwkev56ann2Zsv364eXtDQgJFvXoRrdNRv3Mn73/5Ja9HRjLlxAlM9gScg4cMx9jUxAP33Yd44gSsXYuwfTum5mamPvoowxMTWbn8Y957ZT7a6GgC0tO5LDmRxx6bc5JFQBAEQkND0ev1VFZWsnv3LgwGQ6c/hM8GZWVlF/X4RqOR48cL7e7iy4iLi7/kAyaUOHr0KB9/vIQnnpjLhAnXERYGS5Z8AOQBVSxY8CNffbUGd3cVEyZMxN09lrlzn+Laa6/FbDYTFRVFv35ptLW1UVR0nMzMX6mvP7N54LcQFRV1xol44+JiOXBAyhGoVrumiIyIiKB79+6cOHHmRpnKygr8/f3RaDRn/N32aG5u5ttvv2XLlp9pbhYd2vzPPvuM1157nU2bfiYvr5QZM+5l1arPiImJ5rnnnqWurk5KshsQiMbLm8/XfIWvvz+jJ0ygxmxBrQY3N5GDBQV88+OPPPHhM9w/dzbX33Yb8X36ENitGxnjxtEzLY0dW7eeZDlrn1hWrYYArclBKCJjYtifm0ujSkWAvz8VFRXYbDZHTWLAxSAhtLUR6hFIU2sLudV5lNTVYbWCt9qfKH03VKK7g6t8/fUXYnb2vj/zl10giKL4umJ7AcgATrv4daf4AlrN5ne+3LqVaYMGsTIrC4sgONNRdDQy9XrUvr700Omora2lurqaZ154gTlz51JaVsbbt95KYXExluZm6QDKEkAgEQL7ZomJl7aE3jTE9JbIh6ydkhXl9s0S2V3aJk9z9GVhZibj7Ylyx8yYwSMvvECl/eEZGBhIdXW19OO4iAgMDKRnzzNLahQWFsq2bRXs3Cmd/pAhEif9NitCyt5vLHVaF4OC6BtWSkICjB9n47ZJNiKqsolY+YZEqNRqCAvD/bUX7RZ0LfkZIxDd3BzlkhwWtPYWMqWlTCZLdl2braqKzLY23EpLSffwIMDNDTZvlkiZbNWMjJQIpGwBk7+fnCy1qdXCE09AcTHdmpvpptMhFBY6P2tvtVNMcBEGA8vuu4+GujpmymQvOZnjXl50TUlhg9HIwMBAuvv4UGWvcJCePphPlywiIjCQNd99x/JPPwXAy8ODwy+8QMHnn3N9nz5ogGdffJF1H31E9tdfk5KYyIGc/aSm9mb69GkdWtDCwsLo1SuRsrJSMjN/vejj7mKhpaWFw4dzyc7eh1qtQRTFP2Tt0REjRnDtteN566030Gph7ty5qFRPImX4n8yIERO4/fZZvPPOP4mKCmHfvlIWLfqMwMBAsrKy+eGHHwkJCUGtVpOaehldukRy6NBBamtrz7lvZWVl1NbWnnHwyaRJt/LJJysAq+MnpjRUDBw4iK1bt5xxf9RqzTknld28eTNDhgymS5dwnn32Ja68cjDffitp/bKzs3n66aeYP38BMTFxaDSeXH31Taxe/Q2bNv3MsWPHiY+P5aWX3iQuTlqYazQali5bTt++/cjIGMZnn31GWlpfrpkwgTfefpvQonCGRA/llltuYc0XX9BQVUXRsWO89frrTLz5ZtZ+8w0qbB09/lxhv4D33HcfW375hf2FhXh5eeHh4YEqP9/5vFNGmNs3Hw8fEvxiSA1MIDowFK1WKtPkqZG0iUYj1Nc3cfhIrlkUxYufJuN/x2LWHjqg++nu3CnEbPf+/f/8orycLn5+xIeE8GNJycnWLXl5JRepDgqirLGRiIgIpk+fRt6JYoqPHuXvc+dSZzLh5+5O+vPPc9cLLzgvuOwyU4YnK2BPX8VPuQHOY6amOo6t4HOOHFnPfPEFfTw9qUxNZW90NBt27OAHO1HTarV4enp26ir1bCAIArW1tRTL+qzTQEREF4zGHP7zn1TWrr2V5GQYm2FibIYJnz2bJPLz5ZdOi1hODvHWg9L7CxfCokVOd2RysmNTqyHCzwN1TSVVsqswLExKfyETMXCSMXkfeT+tlmrgqCiislrpV1tLbE0NGkGQjlVYKFnfZBImu6WVRFsm/X5+ztfr1yPExOCrVlMcHk6DXJ9SrZbak8eQLPTIyoKcHAbk53NsyBDSNBppXG7eTGtAAGpRRMzMxCs6GlJT+bSwEJUgMGxAPwKOHGGtvQbonR99RFF1NZjNxOv1qHfuxKuhgfrmZhrMZi6PjCQlKYkvvvySb9dt4Ouvv+Pw4SOMGjWCadOmcvToUZf75uvr67AOqVQqiouLqa2tvSQsaOcbLS0tdrddFRqNhvT0AXTp0uUPkfOtPWw2GwcPHuDVV1/lxx9/pFevBN5//0W+/z6TRx4ppr5+HqIo8v33XwDpQDiwD5vtsQ7bky2r/fun4+cnSRuOHy88K9e31WqloCD/rOrw9u3bl6ioKF599RWXn5PULowdO54vv/zyjNpsa2sjODj4nKsOTJt2F/fd9wB5efl88sk2evTohV4fTllZGSNGXMHDDz/GVVdJ9Zflfktrvzjeemsx33//C4WFhxk8eAgHDx4DJNnNG2+8yR133MmiRR/yxBNPkZeXz3ff/cDmddtZtGAxN91yK0lJSWjshcbHT5zI2jVrmHbvvfx75WeOBOuOXI3tXsvwcnMjMTGR8vp6goODEQQBc3vNqpzb0d75iqYKqhsr0AnuuKtUzrJOdlitsH7j17h7eXx7Thf3T5wRBEHYLwhCtn07ABwG3jrd73cKMRNFsai2oaG11mLhntGjeX7vXlpjYpzpEmSSJrsVc3OpDgnhwPHjmM1mfvppB/dOm8ovmZkMiYwk7m9/w9DQQFpqKgFyOR6r1WntUBAz9/ffJjfX4SF1cICTSKFaTUChIoWI3d1aM3cuWampBHl6EuPlRb3RSLeuXaUEokBsbNwlUYRaDgI43Qd0WFgYn39+Ow0NJahUtZLmXknGNm+W/i5cKPk5c3Nh6VIpdcb27U5yZDBIJCYoCGJjcc87iFBSQnc3N5qjopzLP6vVScKUfxViFJPFQnZbG3ltbQQIAqSmSmHBarV0DKPR6aqUSZhSJyhrFWVrmryKlMeHPe2Hh48Ph8xmWpWLAZnQm80SgzcYHBGhjshUu8vVb+dOak+coPbgQfyLinj+zTdZvW0bboLAeIsFiou5rKiI60KlQvdfbdrktA4HBbGlrIymlhYG9uqFV2SkIx7ebIbk5BSWLVvJ/ffeS8/4OC6/fBBvvPG6ywNWEARHsk+NRkNe3lEyM3+lurr6nMfRmWDgwEG/v1MnwGQycfhwLnv27MZsNhMR0YXu3Xv8odyW7ZGffwwPDy3R0V3Zvv0nXn75Taqrm/HxMfPQQ1r7WrEQf39foBGQ5spt24b/Zrtubm6O8dHU1MTu3buoqKg4I+JeXHyCgIAAvLy8zurcVqz4N8uWLWXJko8c78k/wd690884YKGwsOCMFp0doaWlhbKyMiZNmkSAPZ1Pc3MTMTF6Nm/+gWHDrmD69HtdAkaU0ZFqNQQEBHP//Q9y++1TyMgYyFtvLXDkkHzkkUfZuPF7brrppg4XCjaHqkza0gcNYv36jfztb3O56ZZJHD/ulMS4Y3FsDhiN7Ni6ldzcXDIyMggJCSExMZHMw4edz84OoGoTcbOdHOmoNCCt//a/4oHM7Pnncn07Ff8bFrNxwLX2bTQQIYriabuSOy2sycfT87O1x45x59Ch+Ht7M3X5clo8PKRBFRNDdWAgHx05woh33yX2mWeIuewy7n9gJt9vWEd1dTUjxozh1Wuv5evt24n082P3/ffzn+uu4/7+/V2tHTIps2vKlHVLZE25I/+n8penWKLo9WCZ85T0cM7JcX6WkUH/QYMptIEtVjJne3t709raetEtFl5eXmi1Wmo6KtreAUaNGs3gwYN59tnF7Nu3jXnz7qA1JwcHi62qksiXHDkpuwcdJkVciU9MjLRPTAzs2UPAvn1E5+bS1toqtVVcLJEomezIucOsVqyNjYiiSL2bG/4eHvS32QiU9wPnfZL7oddLljMlKW9PtOV+1tU5+2g2Q1AQwW1tBIoih8xmRKXlVrmfnKFbvvd6vTSWDAYO7t9Pr9ZWft2/nw9PnOD5vDx61tSwbv58dCdOSGR2+3beHjWKhTNnMv2jj6iZ/JBjALrr9YxKT+e/CxagCglxkj47evSI5I6bb+bJ2bP5Zds2/vvfr7njjikdjrHQ0FDS0voTFRVNS4s09svLy087+vNc0NjYeN7attls2Gw2amtrycrKRKvVkp4+wJE+54+GtrY2Nm7cSGNjI42NjdTU1NCzZ08EQWDQoEGMG3cNM2fOIC0tgaSkCCoqGnjiibnk5h7E03MgsJmHH36QwYMHM/80HqFarZbExCQSEno5XJunE7ktiiImk+mcirxHRUUxbdp09uzZ6+IYsVrBx8cXs9mM+RRejfaw2WyUl5efc1LZ5uZm3N3daWtrIy9Pek+lcsNqtbJ9+xYuv1yqhds+Fk2ptjGbqwgJCWbWrFls3LiDFSs+4cknn3Y5Tl5+Hn998nFeeGEeixYtIjs7u0PJgQ0Vqamp7Nu3n8TERNLS+vLss/+QJAz2AzY3N2MxOfM/znvtNZ5/4gmK7Bq9wamp/GvVqpPvq4KEBLn7EukZiuDp6SAlSo5isVjIzs60AHvP6QL/idOCIAgBgiAEIK225K0Z8LG/f3rtdBbhEASh14Thww+sefttwdTczOSHH2bnkSOkREdjqK0lv6qKMSNHcsuECRSVlBCdkMj1119Pc3Mz+77fSFqfPjwzdSpZpaWsvesu1M3NNAH7BYEBISHOVYqsY5o82XHsfKszx1f3MIV2R/ZtypGYwIyPFjOmRww3XHklLFjgnFUiI2HIECa/+iqj7prGlClTAGki27XrF5KSki96XqeysjIsFgtdu55Zrp/Vq49x663xfPVVKeO+eNJ5zjExkqsXnFYqgDlznERCLmMUGYnprgekvGUAS5didncns6mJ9Lo63ARBIkmyhUytRvTyosxmo7Ctjd4hIdL1k48tp7OwWp3Cfq1WIkfysRMSXFdBynqXhYWuZv2YGKe59LXXENVqinQ6Ii0W3GQSZrVKbSgJp0ya5AdDYSE3btjADd2780pmJvurq3kFKVtgFXBT//607N6Nx9ChEpF98EFqwpyZ5wOyNknnKAcdAGi1mMwqB4cE+zi1X4vm1lYuHzqUWbMe5s477/zNeymKIkePHqWysgI/Pz8iIrqct0i2LVs2M3x4Rqe1J4oijY2NVFZWUl5uoFevRIf76lJOfXE6WL9+PddcczW33XY7y5ev6DB58P79h7jiiiEYjY1s2ZJLfX0eK1YsZ8GCt3joodUsWzb9rBMOi6LIr7/uRa/3plu3bqfU5Nlstk651ps2beLJJ59gxw4pX6CSDAwalMDq1Z+TlJT0u+1UVlZSWlpCnz6pv7vv72HSpFsoLS1h7NhpjB9/O1OmZDBv3jzuvfcuvvxyPfHxSQ7lgzylKNd7RUU5REZG4+Pjg9ksVTi47LI4PvlkDWq1mtdXvMiOr7cy5vqr6BYcS4XBwM8//0RzczM33XQzkybdSlpaxwnBi4qKePzxx9iyZTMD0tM5mpdHQUEBbm5u3D11Kk/OnMmVEybw5tsLievRje7du1N54gST77qLI8eO8fADDzBiyBDyCwvZu28fTSYTnlotSQkJjBw+nODISMfJNJile28wwM8/b+Sf//zH93v2/DTqnC9wJyAtJETcc+ON5/UYwnvv7RVF8aLk+hEEoQApkWxH+gtRFMXT0pl1N2JBzgAAIABJREFUmq9AFMVDvVNSrMbusRqdTscXixdz9Phx8oqKCPbxoffEibS0tDB+3DgsFgsHXnuNfv360bVrVwbbrWKf5uXxWEoK1/7rX6y5/np0ajURgoBotToHu7y8WblSKlytVqNXLiiUgQJK87j9Yf/f1Z+yyO4SfSE1lVmxsXhrNJI6fuBA8hobma5I5ioIAkFBQVRVVV10Yna2WbV/+eU7+vQZjk4X6hotO2eO9Fq2TIH0V3Y5g1N8jz2ZrFrtSBSrBXxUKkoCAog+ccLpuq6qokUU2W+z4QakeHmhByfhUlo+QWpftl4ZDNL/VqtErGNjlUtaVyKdleVsS4709PODhQsR5syhq82GSaPB1NxMUFOTU6MYFOQIaHCcv4KsZlZVcW9qKoaWFtZMnox+xQqOIDmbcnbvJnnoULjxRrjxRmq0rjmgKpKvJKTqIOj1NFh10mkqDIPyZWiw6vBRW0CtxlOt5u0FC7hr6lSm3nKTs0hxBxAEgfj4eGnirqx0WHOPHcvD29uHgICATols6yzYbDYaGhrw8vLCZDJx5MhhgoKCSU297JKQCHQWLr/8coYPH05AgD8vvzwfi8WCyaRh2LBUrr76agBSUnoxe/Zj1NXVsXLlQh555C98/LGUwWDFinvO6fiCINCnTyrHjxeyZ89u4uLiCQ52zaDf3NzM/v3Z9O+ffs66PbXaA4ul5aQgebVasu43NZ2exUyj0TjSxZwrPv54OatXr2bx4uUsWjSfgoKjFBefICamG/HxEklUErL2hqjevZNpbRUd+/n6BvH3vy/k4YdngqdIofYokQ915alpL9IzOA6VSoVaDUeOHOTTT1cyefJtiKLIwoXvMnr0aJe2o6OjWbnyU44ePUp2djY9evQgOTmZ2upKXnr5Fbr360dir154eekICArBhorg4GA2fPMNO3ft4s133uGDJUvo1rUraZddRnh4OE1GI599+SX3PfooN44fz/vvvIPG09MluGD9+i/Yu/fneZ1ygf/E70IUxbM3RSvQaRYzgDFjxmycMePeURMnTnR5X4UNiot54Z//JCszk0/nz+eB+fOJHTiIRx55FFVxEc3HjjHmkUfYmpUFwIGpU0m0k4O20FDJIgOubq277nL8ukx6qYCxrvCg88ByIW2QHuRAbkEBbz/xBO/ZRWnXRESwdvhwWLiQfSdKGDnySgoLi1xcKnV1deTlHSUtrX9nXKZzQmVlJS0tZiIjo077O6tWFTNzZn9uueVhXji+Hb8IBZmw14S0qd1R5R50Eqbt253ERbZcgfSeIn+ZyWgks76edJsNjb8/Zr0e87Fj+Fos1Hh7E+DhgaDROK1dyuVqbq7TzSxr1MC1Rgk4AziUPgh527nTSc6eftqV9M2fj9FiYZ9eT++KCryNRulcZKsZKBXAju/6vfIKKkFg7lVX8Wh6OuTk8MN//kNvILi/fQx8+SU/FUY4uiUbFpWHlw118inLp6fTWQgIcHfmJdJqaWtpISYujif+8hdmzpghJbT8DYKmhCiKGAwGqqqqqK+vIywsjNjYOIxGIx4eHmdN1M7GYmaz2RAEAaPRSGFhAfX19Xh6ehIf39OxsPkjivl/DzabjY8/zmLv3sXs2LGda64ZR1FRNatWLaGwsIiQkBCam5vR63VMn34v33+/nhkz7uHJJ5/q9L7IEb8ajYaGhgYCAgIQBIFDhw6i0+no2jXmnI9hNluJigpl3779REaEOUqSmc0watRQnnlmHqNG/bZezmq1olKpOt1a2tws8tVXX1BUlMfOnTsZOHAgDzzwV8VxnfvKU0prSxkqtTuBgYEuU0NdHTy5ZQbri77AQgvXR03l1TH/7FDELwVzfM+UKbczd+7T9O3bj379Tq9kWGtrK25trRw9foL4+PgOfyMqq8XVxGfvqNFq5bqJE8m4/HL+ZtfZAhw97sbYsSmteXmHPEVRvCQSJKYFB4t72vGDzobw0UcXzWLm0g9BGA8Ms/+7WRTFtaf73U5V127YsGFuUFDQyIkTJ7qOKrvlqqmykuTYWFQqFe5qtcNsf6y1jVE334zVZiNSr2dGSgoJXl5gNtOgUnHEYCBN6a6RB/qpxH7ykiE5meZjhzjWVEaPiH54unuSEBPDu1dcwTsZGbi9/z7flJbyYW0tPR96iHv37OGll14+Sefi6+tLVFT0WRcT70zodDry8o4SHh5x2m6Pm26KJDx8GwsXPo3/N9/w9ODBPH+NFJ1kU7s7JKuyRguQCFhMjLPWJEjXVdanyf2pq6NnbS02UaQgPJzS2lpiunfHr7ycQFkvplTYynVL5ShNWeMHrto2RZoTCgsdBcodn8tsR6kxmz1bCgCQxSMPPoj+tdeI9/AgJymJy+rr0dojQ/Hzc7pDZa1aZCRYrbx/7bVoNBquT0qS+jdhAiMmTJDqeyYnS1a8999HPe45h+dW9uIqDY9VVc735FPfv/8QkyYlMnzIEBJ79WLo8OFMvOIKtFotW7/9lsGjR5Pcpw9Drxx52mNCEATCw8MJDw/HZrM5NClFRcepqalBo9Hg7x9AfHw8TU1N2Gw2PD09f1dcH2/P59cRbDYbFosFrVZLbW0tFRUVGI2NmEwm0tL6o9FoCAsLJyGh1yVlwTtfKCwsJD3dg1mzvuaNN37kvvu20qvXPHx9t1FQUEBISAienp5cf/0NtLW5IwhqYmNTTpJPdgZkS6TRaCQ//xglJSWEhoZSV1dHfHzPc25f6rMaHx9fqquNRERIxEpltaBWuxMVFYXBUPS77eTnS5GhZyrN+D14egpMmnQD7u5q2traTlm8XJ6a3NxE8o4WER8X5/K5rLkX3M2YMaHFm0mJd7s4GJScSxAERo0axTffrOP1119j+fKPyc3NpW/fvgwdOozhwzMYOnRoh9GwGo0GUa2mZ0/X+3P48GF0Oh1RUVHY1K7uaZVcSs9qZel779F32DBumDCBRLsc5PDhnQQG+mcfPXppkLL/JQiCMB/oD3xif+thQRAuF0XxydP5fmeHPe3Zu3evxWKxeCg1DrbIaFR7djGgVy8WrlkDQHV9PZf5SWTrjTdeZ3RSEu/LZZeqqhwj3xtoUasxG404fgPyTLZ0qUP8r5PdaPbyQQDk5pId7cP0519k2sRjTLtlGn6+vtL3RRF3NzcWzZzJt7/+yjuHDjHz0TlMmzbtpJMSBIGQkBBMJtNZRzJ1Fry8vNDrvSkvLyci4vRLqQxLDmDY++9yRXERnl5eDnKkWrpYKjhuNEqzkGwlmzDBGQWbnOyshRkWJkV0yigsJKiqij16PeoePUjz8cGjqcmZ4kL51LFn4XewGHBGX8qvZRLYPspTJlvyk0w2Sw0cKEWVyn2dPRvmzXMNBkhKwqLV0hIYiPbwYSeht0cIYzQ69YiTJjGpf3+nhW/CBGc/FiyQzt3ej/SVj3Dw7jccp6iQqTmg7K7RCN9//xUAW7ZvZ8v27bz3kRTZNueee7h74kQWvvoqDz36KHv2/HpWeiOVSuXQFyUmJiGKoiQyttcIrampobzcgNlsRhAEBgwYiNFopLj4BGq1GrVaTWhomN0dZSIvL4+2tjb0ej1dunTh8OFcamtrsVgseHl5Oco2eXvrCQ8Px8vLy9HvS624+PmAKIqIokhUVBQqlQqdrpn77psORHPokIinZwAHDx5kwIABAERHJ7NgwbPcffcjZGSMA06Obeks6PV6+vVLo7S0hMOHc0lISDhrDVt7mEwmDIYyunXr7lAYuCNFHHp4uP9uIILFYqGysoL+/dM7pT8dYfLkKRQWFuDv75SAdOR6bbQHJ/n6+iJgQ6+3E01jA+j1LLv+Q6YW3kFxXQ2Xx/dxaae99Q2gS5d+LF78HwAMhkZycn5mx46tPP300xw+fIgrrriSiROv59Zbb3VZHOXk7Kdbt+7o9XqOHz/O448/xtatW2hsbGTdug0MHTrUpe+ylRK1O1GxsTz3979z96xZbFu/HkHtznffrWH37p1/P9fr2Kn4H6mVCYwFUkVRtAEIgrAMyAROi5h1qg1ZFEUxIiJi72blg1uG1cqVffuyMzubxvp6YsLCKMzci6own1h/Pz7YsoXNynxTdghmM4HNzVS1tjr9Qsr0CSBpjVavlh6uctShXVwuVrdxYNdRHn1yHv7du1NUWAhPP43g7c0NPXvy0L/+RVpGBpn5hcyc+eApz81sNrNvX9YlkfQzKirK8aA9Xdj8AsBsJiE+nme3bCF9wQIqTSaJdNTVnWx9lF2MMnHqQF/X0NzM/h49sAYFERQejqqgAHe5IoDsppShTDIbG+u0hsnBBzKRkveVWY5M7gwGp2VLJm/yGBgzRvpftqTNmeNsa9w4CAqiS2wsPpGRFA8YgFWOJN2+3VmtIChIqjQgJ8ENCpIIvqxd0+ud+jS5r3o9ievfcKys3bHgXldBvL7U0T35FCIjpe49+OBf2bnzBJWV9dTWtvD4rFloNBqO5OeTcccd/G3ePLKzs9m/f/8Z3d9TQRAEdDodfnaiGRUVRVpafy6/fAjp6QNwc3PD09OTsLBw/Pz80Wo9HQ/vQ4cOoNV64OPj7XBDRkVFk5p6GUOHDnOQMn9/fyIiuuDj49NpD/4/CoqKjnP0qJRaZ96856mqGgn8ChQCn9LcXM66dVKgktUKTz75D3Jzbcya9Tr+/uff+q5SqfD29iE9fQAhIaHk5x+jtLTknKLM1WooKMgnJqYbarUaq1Ua+/IcorG1YbP8tsastLSE4ODg85o4+KOPFpGS0ptRo4ZSXl7s+D3K04a7Wkr+2txQTXhwMEJHOeGMRjxaWxnVcxRTB9zimI6Ustd2qcXw81Mm6/dm4MDRPProPNav30l2dh5jx17PkiWLSUpK5JVXXqakpASLxUJDQwM6nY5Vq1YxYEB/kpKSKDhwgM8++YRJk27m0KFDpzxXm9qde2fMQOPhwX2zZ9PQ0MAPP2yw2my2H87Lxf0TpwNFtBpnlKSv00OhNm3aNPeLLz4/+QOjEW9RZGhiIjc99hifrFtHoNXK0QMHmP/ee/x18GC62+sTOmAf+eGNjXicqlZkVpbzFyFH+uXlYWpqYsfx4xz+7jtmP/CAw3x8xfXXs3jtDzT26MG/li7l7ptu4r2VK3/3vDw9PfHy8rrguaQ6gp+fHzExMWc+uarVvPfKK9QXFGBpayO7VCIQ7NzpnGkMBiy402BU0YCPs3BvUIijmZbBg8k1GMgxmQj29MQtMJDokBDMoaFUNjQ43Yvff+84rkPc31HeGblMlsxwlCkslFmvlS5MZfCA1SqJ8a1WJ3lTxsIrqg6YLBZy+vXDJucykxcDycnO2qHKQIKwMKl/cp1OZQ1QO3Htvv5dfFa86zyuVkt8jEScZVenj97GlUMs9OnVSq9ekQQE+ODno+blf/yDF2bPZmdmJqOGDWPIoEFcM3YsOu35zXQvCAIajQZBEPDw8CAoKIiwsDAiIyPR6XSoVCp8fHyJjIwiPDzCET2p0+nQarUX3aV/KaCkpITy8nJaW1sZMmQwzz33LJ6ePwHBwB4gHyjl889rsecjRq220tR0Qpnl57yitbWVgwcPOBZyISGhVFZWsnfvnnOqICAINtRqN+f6WLFQ9tbraairkzRRp4C/f0Cnif5PBTc3NxYseIspU+5kyJB+fPnlZw5ypsMEZjMqbASEdiPKrkEGnNIOxbPIUa/SasFdbcNd7VoHU5nNSVmgRClnNZvB2zuYSZOm8NVXm/jww8Xk5eXRp08K11xzNUuWLGbw4IHMnfsUa9d+yzPP/B2dTse4q67i1ZdeYsSIK/jq81U0yxVx2sNdy1dfr8Vis9GtW1c0GnWRKIqnF4VxofC/k/n/JSBTEISldmvZXqBjn3oHOB8x6lu3bt3a0r7kjG3kaDCb+dvNN9M9PJwVjz/OqL59ufqee5h3663M/+tfifbycqYwUCxLfIEgmw0HDSkudn4uj3xFYXKsVt7Zto0hzz3HXR98wIJ336WlpQW9Tkf+8eNMn34bPnffjd/QoewpLOTTT1ed1omFhYVjMFzc+oEyGhoayM7ed0bfsQWFOCbP/cXFJPXo4VpL1E6IlKs/GSqkvFPWtjZarVbcBw0iPTiYMD8/hF69UMXF0TM8nOIuXRBbW6UvKbVlWq3TRd2epCnLJilnN6WWUCZc7ZW5cntVVZLbUR4/8+a5JqTNykJoayMuIgJNSwsHH3gAUTlm5NpVisoUDmuh2ex0wcoaOdlVCxJ5mzCBUmuIg1Da1O6OXRzGRntffMwV0rW19/uxu+8md9cuUvr1o6W1laN5eXy2uoPFzZ+4ZGAymThxooiUlN6sXbuWpqYmAHS6Jvz9Q5Gi5ROAFuAhLJbJPPjg4zz66L3069eV0FB/9u/PBs6PG1NGQUEBQUFBjsLver2e3r370LVrDCaT1OdW+fd6Bti5cyfh4c7gFxsqx++tob4eX53O+Vtth8bGRry8vC5IzjpBEHj88Tl89dV/efbZZ5gy5VZqaysdv/vKkhJqa0sRNR7kF7tTU2d/JCrLHyknRMWmtJzJb8uv5QWZvL4D1+mtpUWgX78hvPvuRxw/XsbMmXMYOjSD55+fz65dh0hNTXOZfyfffDPLP/qI1954g8BAf3r3TuGDDz46aXHu4+PDkmXLGX/ttezbt2/Web/A/88gCMJNgiAcEATBJghCWrvPnhQEIU8QhMOCIFx1iu8vFARhsCiK/wEGAl/Yt0GiKP6+BciOTidmoijadDrPFavtxcjbY1BCAu/OmIGlpYXhc+Ywd8gQZkRHO1P3K0e7VuuokXjYz49yZfSObCuuqzs5nYJazWN33421ooK2ykrEw4cR33mHxldfJTf3CJMnTaJrdDTbtu3g+x9+JFV2p/0OgoKCzrmeW2fB29sbs9l8VuWitHo948aMYU1WlpOQ5eQ4rqeP4Yhj37o6EMQ2Kisr2VVQQEVFBXqbje6+vqhlN4R9NvLVakkNDZV0X/IstX69tI/S5i8npFXeQ9k6Js9Gslq+HeF2YYxyW7IlzWBwknqtFubPd21zzx6EpiZ6RUbi4+4Oy5dLn2VkSPvKVjrZlSmHVVZVSW3Hxjp1dmFhzkCAgQMpJYK8PMivCwC7e0c28hUXQ1GxyuXc3NU2TOgcLlH/sDAee/RRli1fTkzXrqSmXnYWo6JzERAQeLG7cEnCbDaj0+lIS+uPp6cngqCmf/90AgICePnlV2lq2svw4cuBEMCdb7+dy1dffcJHH73KkSOHue2226mrq0Ov9z6vpMxisVBXV0u3bq6pkwRBIDg4mC5dIrFYLOzevYuCgvzf1YXJqKmpYeHCt3nwQedz32oFi1Wan4sNBkLk3087iKLIwYMHHET2QiE9PZ1duzKJiOhC38uSWLx8OaIoUlxVjcbNWcqorg4nOVOm91EGGVmtWJDmPnmaAtfAH+WlVNoZFGkeHWtTNzcPRo68mhtuuINBg65Eq1WflFEIq5VRw4ezY8MGKiqMvP76QhYt+pC7755+Ejlrbm7ml127WkRR3NDZ17FTcGlbzHKA64GtyjcFQUgEJgFJwBjgXUEQOtJtHAVeFwShEJgNFImi+JUoioYz6cR5yeqYmZn57OLFi04WY9lH5MbsbG554QVW3X47UwcNcl1uKEetoqSPH0g6MxnKh3q7fVGrYft23Ly8UOl0ErkzGMBgoGdUF5Y/+yzPz5zJ+PHjKFQqtX8Hbm5u+Pr6YjzFSvBCQhAEIiOjOGHPEn26sPlJyYevv/ZatpeXOy1PsnhevvZ2uLmJ7N+/n8L8fHp27UpEXJyrC1J+sthnEZUgsL+ykkY3N2elgJwcp+VKdgXKhEeegeRrKt9HpXWt3aTo+F85XmRrlhx1abVKx1cuEOrqYPt2VG1tRPv50WI2k/vWW9iSkpzJduXi6H5+Uh9kTVtdneT2zMtzas70eul7Wq3DiNs9zAQ7d+L+/bcu84ReDxatj2M5bbFKCWdLg3pLudAUrqB92dlEKlwrFwspKSkXuwuXHMrKysjKyqStrQ21Wk1rq8i//vUh06ffTVBQEEVFFfj7+/PMM9czbtxsBCGCsWN7M2XKg2RkjEWlEti4cQPbtu0gLq5TUh51CLnwe1pa/9+MvnV3d6dfvzRaWlrYvXvX785tJ06cID09jTFjruaaa65xWfe4I6VziO7alZLyckDhFrSjqqoKd3f3c66LeTbw9vbk9ddfY/3atby/eDEjr7uOgoICR94w5SNFnocs+gBXC7psEvsdKHf5rUuqVkN9fRX5+flYrZLkQX7fR6tIj6GYTP79xceM2ZnBr2P2sHHjRr77zrVo/Jo1a9Dr9Z9dKiky/kgQRfGQKIqHO/joOmClKIotoigWAHlIRW7bf/8tURQHAcOBGmCJIAiHBEF4RhCEU4e5t8N5IWaiKJ4wGY2lR3f/gqpOKiGkMpTSlpLCqx9/zJ2vvcYXU6YwvGvX315ayLBaCWxpodbNDZeRpnxQy4iNdW7ff+/cZH3QffdBbi5TEhK4Ij6eNWu+OKNza2pq4uDBAxe9RBNI9TD1ev1Z9cXfz0/SyyUnO8nH5s0Oy6N34a+YTOV4ewtEde1GWu/e+CtXwB1V4bWTqJC6Og57eyN27SoRl5gY6Riypayw0EnKZEKldGEr21PqysDpRlSWcJHTfMgBAnL9S9mXsH27k8wZjdL/VivugK2lhezQUNq8vV1zWxQXS/vKFjmZlNXVSddp5UrHhH2kKoDYWHscg0zi7NGtsldWilqzONyj8im7XEb7Oer1eh577NEzvqedjc4KQPj/guLiYo4fL6R37z6OIIetW7fg6elJaakBq1WFzeZGTU0NaWlm1q6dhCj2AGDChCf54Ydv2LRpMwZDBYMHDz7PfT3BiRMnTitHmIeHBwkJvUhKSsbT05OGhgYaGho63PfFF1/gllsm8corr7roDJXTuNVqxcPuOgVF9KC9X2eSg/F8oE9aOj9v3861Eybw/PPPsXTpJ+TmOteIfn6S9U+2AFrUOixqe05B+/OpI+NMe5fm6aK2thJvbw/HPOBYoykbUwS+3X98urSjO5QmlbB06ccu5G/JksXs3bv3mbO7OucZf1yNWRdAaQUptr93itMUj4ui+LIoipcBtwETgVNHb7TDeauDcvjIkTmLVqyQDmIoJW/DBjKuvpqvd+5k54wZDI1S/DjbR1kqn1ZqNcTEoBFFIs1mrG1tru6u9ltenvSETE2VyFlOjrQp1Zh2knakoIDu3Xuc0Xl5e3sjCMJZuRA7G25ubsTExJx5hKbeh8vT0tj6889OS5bVClVV2GprKS4vZ1dhISaTM4xc9FSkCbG7l9HrIU3hhrcvN0ObmlBXVFD800/O9hWfO/JJyCpZWfAPrrowWUMGzv1ka5Zs4ZLJlkygrFZnZn/ZTSuHScn9qKqC1atRtbXRy9MTT72eA8q+yj9wOZGunO9MtpL5+UnHXr8eEzoHpwRoCOrucHPKsQU5OfbPFTO2HKnpsgZRq7FYVaxatZadO3fy978/c1EXADU1Fz/Q5VKBzWajvr7upIoFK1f+m5yc/dx6603k5+fS2NhEYGAwQUErgYOA5MofPVpa1MhFyM8nmpubOXHixBnXn5SjaltbWzlwIIdDhw6dVJNVzj3W2trq4sLTanEMZp2XF6ZTCNR79kw457qYnQHBw5OHHprN0qUf8+KLz7Js2XP4+ooukmV5CpI3ufR4jdl5/5U2AfhtbqCQ8RLgJ1nGRFGkprKC8PBA6RparY7gAkdDSrkO4INiQdwHtmz5jvfeW2ZfP+ZRV1drEEWxsJMu1R8RQYIg7FFsLmU1BEH4XhCEnA62636jzQ5LLJ1yZ0HQCIJwrSAInwDrgCPADad7AudN4WBsavri0zVrrPOeekr9+dtv89B77/H0TTfxkD3BrHR0xeE7eq18z2qlm17vvBK/ZVK269UeWbKEtTt28M/RoxndrRuCvTQK9uoCk/r25dtvv+G6637rfrhCEAR7EIDBkYLgYqKtrY29e/eccYkbk4cn3l5e0nWcNAlWrAC9npKDB6np0YPEK67Cy8uLk54hSlIsIy1N0pLZPxNKSuipVmMShJMLhxcWSv8bDJK1TibLch4xOaCjsNBZv9NgcBJBeZPdl8nJkgWrqkoi4nIhdGVkp0ymtFppbMiWtYULER58kPjWVpqrqxHXrcM6aBAauQi7cmbOy5P6pFZL5bvs0Zs6Qz6xsd0dp2gwQFZuX8bESK/lYSoFqOoYPdLmYkFwBAao1Y73e/ZM4PDhAkaMGMqAAQMZO3bsad/XP9G5EEWRkpISwsLCSEpKPunzO++8g759U0lJuRy1OgidLggfHxvz589CEPogivD4469dsPJToiiSm3uIqKjosxbXBwYGkp4+gKKi4xw8eIDU1MscZPKNN95k4sTr2LdvH8uWuXobbEhaLW8PDxorKpwiKa1O0nMVFxMREXFJRPTW1tZSX19HSkoK27dv56qrrsLLS8+ECY84CGd7q5dS89VRjXb5PdnAJaPDx5zVirtajdlsJiAwEJ1aBWZFwJwy+EA55xqN1N9/HJM+hFlfP8iroxfyy5WHuPPOEXh4eGIwZFFQUPjYGV+QC4ULk8es6rcy/4uiOPIs2iwGlKbeSKC0/U6CIIwCbgWuAXYBK4F7RFE8I1HlebOYiaLY6u/ntzE4Pp6733qLH59/ntm33SZpvtrrwZQjV/m+/L/d6mENDGSXvz822cygdH3Jq4oxYxzLHX1sLEdraxnz6afcmpmJ0dvbmUAVKKitJab8jDR5gORC7NLllFbMCwo3NzciI6MoKCg4rf1li/jevRWE2fVYpro69vv40DBgAJGJiST06Y+Hh5eL9AuQSgTJ115Of93eymQ2Q2wsnlotAT4+lO7eja252fmZrMuKiXG6HPV6SYCvVMTKIY1yYXNZcC9/rlyqZmQ4x0lamvRXrlwQG+skfyD9L7tH/fz4pO/mAAAgAElEQVTgyy8R6uvRWa3Um83s+eYbGmVtWWEhDh+HctW6dq0LSVTOnXYpI5MmSRWi5PeLig6RlbWc3COVJ62yAUxmleMyqtUQEhLCU089zbvvvnNG4+FPdB7a2to4cOAA1dVVp7RcDhkyhPvvf4DU1D4kJHShd28P/vGPZ9m4sZ7p0zNpa8vipZdGYnceXBCEh0ecs0bRzc2Nbt26O4JQsrOzqayspEePHtTW1tKtW5xj6vWhQUolYS+95+fpSZWCmKnMJqqqqqioKL9kitWXlZWh0UgCfj+/MP797895++0XKS8vcTHyy5DfU0518hqzvQMHTi4HrPzchZxpdSQmJp5khOiwYaXUB/jn+IVotZCU1ItFi9Yzb94sVq1aLdbW1pxemoE/cSb4GpgkCIKHIAjdgDgk4tUeTwE/A71EUbxWFMVPzpSUwXkkZgDZBw78JT0pSTzy2WekyCV1wsI6dkF2BNmcoNVCbCxqQUDr7U2V7PuRk32C9HfkSGpi06kZdweMHMmzsbFkPfkkfXr25NMNG7hr6lTJspOTA2o1PxcWMrJ37zM+L41Gg4eHxyl1GBcaXbp0obHx1LoQJbRaKTNESYmF1jYdx3bsIPPXX/ELDEQfGooQHIxHddmpFzVKMaps9zebpUhMmSzLBEqtptbDg3zlDCaLaGV3pOye1OslUt0+XYZMzpREsL2IQ5k8SKt1WuJkAjhwoGtU6JAhTl+inAbDasVPoyHW05PsrCwq8/NdAyKSk6W/kZGSG3P7dsd5KOfQrCxpk6tKrV8P331XyF//msHGjZ8xcGBPxo8fyrx5b1BQUIAKmwu/lWV4gL1uX+OZD4hOwpnWyfz/BJvNxr59WWg0GlJSev9uWSllWgSAYcNUfPCB0zI0efL56qkTDQ0N1NVJtVI7yyolCAKCIBAVFcXx44WsW/ct4eHhvPjiS0A7LZT9dzggNZUdu3c7fPSiKFJYWEBMTLdLwlpmsViora0hJMSZm7FHj1huu+1OVq9e4FJyCU6ZLQNwJWu/BWV+bpWxAaxW2lpa2LMnC6vNrsNrn5tRPvipZD44+5Ca2ptZsx7H19f/F1EUXf3PlxIucY2ZIAgTBUEoBgYB3wiCsEHqtngA+AynPmFmR8EVoiheIYriR6Io1pxLP84rMRNF8UiD0WgUa2qceh35odqekJ2KpCkjLoOCCBsxAsOIERAUhKnVxOEuznxYNbFSkERA1ibJEnLgAH3q6vjm0UfRazR8vm8fb/z737RoNIiHDnGsupr4jAxUezoivr8Nk8lEbu6hSyIIwM3NjeTklN8sF6Uct2VlItnZBsAPmproX1VF1P79qNzdHffAx1zh+K48X6iwuSpclT8ErVYiPHIE05AhCJ6exGs0VLa2UtPY6LSYgZMUKa2nVqvTTShvyhNQjg1Zcyab9ZKTne0oVbyyviwszPnwMJtdoy8VS+Rgm43eQUHUR0ZKhE55vmlprkRxzx7YvNllLhg4UEqnBtIhg4LAaHyH7oG+TJ9+L5s2beOBBx4nN/cg6ekDSO7dl+eee5a9e7NpbZXGkiiKLFnyFdOmTef++2ee1ZjoDJSVnWSp/5+AxWJBpVIRFxdPfHz8JWPl+S1YrVYOHTpIW0fZ6zsB/v7+9OuXxmWXXUZwcDD/+tcH2GwWdHWlroslrZaA0FAKSkolCzvQaDTi4eFBQEDAeenbmaKpqYnw8HAH2ZanoAcfvJ/PP1+KWm2mIxmcPH3Ip2uyWFy0aO05gZI/KSNT5QYqKypQq1VYLCpUxUXOual9JZZ2DVvUOseu8iLOaIQtW7aQmbnr7nO9Pv/LEEVxjSiKkaIoeoiiGCqK4lWKz14QRbGHKIo9RVFcdz77cd40ZjKKy8sfW/Ldd+8/c9ttrhYIGR0x3PbkTK59mZDAidJQKk35pIhZbLQcYYPtMHOsMfQYcwv+275C8PZ2pEgQCwoY9ssvBK9bRzdPT+KCg1lbUsL7hYUM6NaNuPh4/M8yOsrX1xe1Wk11dfUlIWbV6/WOgISOQtFlflFfX0ePHnls25bDkCEpaPpOwH3Fi9K9WbBAKmdUVydZKBULOJeJRat12vojIyXCrXQvyzPSwIFotm8nQa2mqr6egJgYJxmSi4br9ZjMKnR1Fc5ZTyZkcnvFxa4EUKkfk6s9gMSEDAZnO3v2SGRKJm9+fs6ZTDnu5BnXaITISLz1erwBkyhyYuBAYjdvxk3pwlWm9o6MJEDdQI3VxxHcmpcneV+tVsm4dlm3vhRt+ppl908m12RCHd2Nv/1tAS+88AEHDuxg48Y1TJ06HkFQERralZKSQjw9dXzwwX8YMSLjnMbFueDIkSOEh59+Pdb/DzAYDOTnHyMtrT/e3t4Xuzunjby8o/j7+5/XuUgQBGJiutG3bz8a6mvZl7WLaK2WLmFh0grfHgWg9fHBYrFQUFBGt27hqNGREhRySVjLRFHE398ff3//kz6LjY0lLi6WQ4d+JiXlCsCVH5nNUGA8QL2lArNRS1VLOQPDrsTP08fBp9qXB5Yh6+8ceXW0WsoaGunSpYuLa9MlAh061lvjXN/K01Z5eQm1teUtdsvOpYv/nVqZ54TzTszKqqqWr/7pp3fn3nKLypGNTflgP5WIv126DABycti4JwKI4yov6Dt2Km61hwiv9oGRI4lNTqbJYCD39dfx8/LCWlHB9tpaulsspAUFMSMuji46HQeHDOFYcTGvz/2bY1V3ppDziBUXn3n00/mCxWKhqOg4ffv263ASLCjIp7KynG7deqDRNBPs40F08U/OVBZ1dVI6kdWrsVhVjlujVkvh445IIeVKTnYjyjNFaqqzTqZ9MvFXqfDX6WipqcG9SxcEu87PpPbBbF8cGgkhxJrvHA96vfNYYWHShKY048sZ+dPSnCWlZFdpYaHz+3v2SMRezpvWfqzl5TmtacpjarV4tLYitrSwNzWVxIMH0ctVAeSSTYrs/wHUEBCkZnWeD7m50m6yUW4Yvlzdpw/k5CD6+rLew4P7HprEyBvv4KWXXmXs2GG8+uobHDp0EIPBQEREF3S6eAICVGcUdv8nzh5tbW0cPXqUxsYGevfuc15rOHY2rFYrbW1txMWddpqkc8LBgwe59977SI2K4tjRo5RVVdFvwADcpM7gH9WPq6++niVLljB58hRUKhWRkZImt32GnQuNsrJSLJZWYuTFfjv065fGrl1ZLsRM+RtsbDHyU/kmCmqO4e8RRor/QPw8pdQgSk4lqzyURnytVuUgsDaTCbVKIDjQX/JbKaucnIKMyY27a5UpQlXo9bBo0TKMxvq5Z31h/sQlhfNuoxdF0eTl5bX1h19/db75W0+b9qkylJom+8C88spm1kQOolE9hB4h91DYaxK7cnTccOMcypub6fv445g3bECjUvHdVVcxLjqaz44f59otW7hy82Z+KChkzptvnTOhCg4OJiGh1zm10ZkICgpCEAQqKpxuyLa2NoqLT2Cz2ejSJYx+/dIJDg4hLy+TBK1WIjxpac7lXlqaI38P2PNvqW3OIsWypkyRV+ekDNmyxkyrlYqI261oh9raKDlwwFG7Uqe2uBirjli7n6ypABr0ETQkpDvbjI11BnHI2jSlazUy0sW14nCjy9GWcroOOZdaVpZEJmV9XGwsREbi1tZGgocHXd3dOZiQICWilUmonCxXJnN6PSa1D2PGwOzZzoBSvR7Jv2l3iwr+/lydmEjWX/5CdXU5/foNorW1FUEQSExM4sorR5CQkEB0tOqktG5/4vxAFEUEQUCr9aBv336Ogu1/BJjNZgRBICkp+YIVkM/PP0ZkZCRewcGkpKTQq2dP3ESRcoMBk8mEWg0zZ87hvfdep6DgKL6+/vJa56JCjgztyFomIyoqil9+2Y67u+2kGDWtFtLC+3ND1/sZETWe3iF98fRucXwuP05kcqbXO+c2edp0BETYbKTExaFSqVCZTa4itN+DfZ6zocLPD3x8bKxb9xl5eYc/OMtLc+FwiWvMLhVcEPHEzpycRz7asME5ysFp85VHfEcJS+ULXVwsPThzc1GpPuPtF24mWlvJ118v5d///i95eZAeU8Erc27kwWnTKDAa+VdeHqKHByNDQngrLY0to0ez+bnnmHvTTZ2Wg0wQBNzc3CgtLemU9s4VgiDQvXsPyssNiKJIeXk5u3fvoqGhkba2NnQ6HW5ubrirbRzcv4++vr5OxfnIkRIhSUjAPTdbImT2zD0O9qSsTSkvD2VLlZzAVfm+DHvEZU8fH44LAnUtLaDVYlO7OwxfsndQ6Q61hUXQoI9wHLJUHw+RkdTUqcgvVLlG5Y5UREBbrU6Xoz3E3JHLQta5yf2V/8bEOImW3GZMDFithLq7kxYVhZCQwPG4OFrlvHFydQCzGZva3SXtmUsw6NKlklVPTlTr54f/tGn85S+fYjI18swzeWRmWnj44eeZPXsWH3+8lMrKyt+Mi7kQ6Cg9xP8nyKkwsrIyHW66C0VuOgNWq5WcnP1UVVVd0ONGRERw4MAxbFodYnAo3l27glaL1Wzml/2HKS7OIywsGD8/P4qKilGp3C46KQOp6oBGo3HUDe0I99xzL9XVFVx11eW8885buLmJvPvu80yYkMYbbzyCxWKgR2gENyZN4sZekwjVRXZkO3AgRG9yBIXo8rLBbEZsbuaHzEw2rVvnKvhXJjoDx/PRFhTiDJACxzyrMpvQauHnn38kskv4YVEUL35Jmj/RKbggxEwUxcxcg6Ghoj0h+r3ozA7Y8O5Pnuc/a9cStmcPJ7at4oUXxvOf/0yXRK/r13OVry+ebm48tncvCV99xRFRBD8/hvXsSVxUFC9+8QWzUvt02rmpVCoKCwtpX7T9YsHPz4/k5BQaGxspLj5Br16JJCYmOoSuajVgMBCo11Pk7u4qOB03zmEtUtXVnLzca69+VX6uFAB3hCFD8AwNJbFbN47+9BP1zVJ/fNQm4iNNjttvCorG5hdAhVHnSM6qnPBKDc7SKT/l2sXE8oey5UyG7DKXLX3KkHPZFZmaKgnC7AELLu5Mq1X6LDUVlbc3opcXrV5e7HF3p0app/PzQ1VV4eB40n1wxjZQXOzUlsiRqEYjBw4I6PUhNDaW8/nnz3Lkp9XE1VTy8TtvceedtwNw6NAh1q07rzrTU+KPpLE6U7S0tHDgQA4GQxk9eyZcEvqnM4Eoihw+nIu3t49LdOGFwI033swPP6xzTAs2VKDV0iUhgf79+wNtNDfX4OcXyJw5M5k///kL2r/fQteuMb95r319ffnmm3Xs2rWTp56azdy5s1i27H2mTLkTtVokIyOZV16ZjUpVT1CAGg+NG2q1a0SuMoAcwN1qcvm8trqaL7/9ljG33sr8F190BpApS9S1Y7I2e3ErB3GzN64ym1j84fus37D+jk65QBcCf1rMfhcXLNzIYrW+vPi771xJWEeWsg6z8eG46JV2bVrosGE8ds89jL/8clauXMw/X3wRVq/m0Pr1BGg0NLe1EajT8eSOHY7jPbp4MTcMHszA4cM77bzc3NyIiIiguPjMalaeD1gsFg4fzqW4+AT5+cdITk5xCQQoLW2gvLyJpR9+iMloZBA4tVqRkZJLLybGeX+Ug1xpDVOSs/YVfOXXSqIm31+9Hv+AAPr26SMVSjc5a2aGmIscC0LZACdLwuT69rLRKy/POXcdMbRb/Y4ZI/2VhR3KyE05J5pc41MmVzExTnImH0jG/7F33vFRlWn7/07JZDKZJJNJmyRDCEkIIbQQQhEQhVVARBd7w/Jz7a67dl37WtfGqq+yytpQVxG7WFFZEJUWpCUhkN5DEkLKZDKZdn5/nHlmzgTQAAnlfbk+n5BhzpnTMuc513Pf133dIh+ZmorabCYjNpZh0dHsVKtpt9sDYpK2NkbH1jNnakcQKdPrkXV7jz4qr+trF7bVnY3T6aWpqQBJauDN117mndNO45aLL+aGm2/GaJQrbK+//lrmzp1DXxtM9yfWrl1z2Pc50JAkCa/Xi8PhwGiMYOzY3MNm/tqf6OjowOVyMXTo0MNOKhMTE9m+vYCQELkC1OGQffgADAYdWVnDMJkS+fDDFSxa9B4ff/wu7e09R/SZ6Xa7iY2N7VNlqNFoxOORaG7eTVNTAyNGZHPFFVeyYME/KSoqxuOxM2VKNh988Cbt7RVERgb6WyofWT09PXz/zTeUFBaic9vB7UZyudjc0cHWwkKevO8+Plm+nHPnz6dDTOzFRdoPyfBqdXi1On+edFd1NTtLS13AhkO9Rsdx9OCwEbOdNTXPvfXTTy6H1xtMzPb1BdwXCzaZwGJh3NChACxYu5YhZ57JUp8/2ltLltCTmIgrIoIIHxGYZLVS1N6OFBrKE7/+yk9FRTx+221yBMR9YG2MfgtJScm0trbi9e7dt/1wQJIkamqqyc/fQEhICElJyURGRlJeXu5fp6PDS05OBoMHm7nl+Rf55LrrCIuMDLRVsljk36JqEYL1fUrbCPGech0l4VauIyJWipZGGp2OOrud7cXFSHv2+CNYYjdaLWSmOv0ErbFRtg0T7SpB3qwgcuVtishZS4tMspQtlIQBbWqqX0fH7NnBXmlCBCNIXGNjoNpURNh831dzeDjjU1OJrKuj6dVX2VVZiRQe7o/GTcuzy83MAbPeHqgqffFFmaDNnUtBAeh0diIizHz++V289cADJGZmgsXCh8u+YNYsmWAW+DoiOPZlNX4cBwS73c6WLZtpaGggKiqK1NTUY8IKozdcLhdRUVGMGZNzRI5/4sSJtLe3sXDhwqD3nW658rCzvZmyskIiIgwMHZqJxZLA1q35dHQcOXut4uLtQdrbvsBsNvPqq6/xww/fYzYbmTlzOs3NzbzyyiLef/8DPv54CX/841Quv3wu4PYPEwC//LKa008/kbsefZST580jMyuLsRddROyMGdz/8MOMGT2a6y6/nJWrVhNvSWTSiSfS1tW1t0OtybRXI3g/jEaef+MNnC73HdLR4NvUFxzXmPUJh+2uliTJHqrXv/nWzz/vewXlg38fkTLxcD8lI4Nkk4n/eXERP/3SwafTL0OjUiEBn1VXc+PVV9PkdlP5r3/xtxtvpNJm46zvv2dpVRUrly4lYsqUwKyjn6DT6ZgwYeJhHyQlScJut/tMINXk5IwlLS0drVbL4MGpdHS0U1u7B7XDTmPFFvShIRQUtFNQUEPCDfcFyLEwiLVa8WZlyxtXEi5x/ZXaB6UeQql/gADhVpIcZaQtNpak4cPp8qooJxA5Nei9aLVyeB6bjWkjW4PanAjHC+EdK97XaqHJbQ5uej5pkr/IALdbJmeiE4DIPcyeHTgPodRVksisrMBO9Hq8xkhaLdm0puaiaW1F1dWFvrOT6s8/Z9sbb9DdyyAyyeINXF+AjAw5/drWxsWzWzGZjLzzTiV12zYze/x4yMqiMSKCH374ngsvvBDAP8MPDQ3t1+/O/zVUV1ezefMm4uLiSEo6di1Aurq6yM/fgNPpPGLpV9lg9h+8++5b2O3OoGdhd49EUXEZQ4YMRadTo1ab2LFjJ4sWvUREhJqenp4B81rbH7q6uujs7DyoYi+TycQPP/yX2NhYVq1aydq1awGYPHkyX3/9DRUVlSxf/jVFRevR6+Ux+dlnn+Tyy8/jumuvJX/DBmqqqli6cCGvPvUURUuW8NPq1bzw4ouEDhpMaGgoL720kFNnzmL+LbfgNQQ3S1dCEDQRVGhvb+fTZV95CwoLghnycRzzOKxMYnNJyd3/+vxzPCEhv890hVGpqLBzu/HY7Xy1ZQvx4eF0d3cSEuJg27aVTEhJQaPRkBITQ9TMmZx1+ul80tBAXEwM/7j9dqbPnMkvn31G4pQT+5WQKaFSqSgu3n7YBp2uri62bt3K9u1FSJKE1WoNSsloNBoyM4cREaHGW13NLdddx1UzZxIbqyc5pBNzwY8BYuUTvtu1sh9Pqzty3yF1pUZLmYpWRj+V1ZpCfyY+K/6mDgdutZ7hw0dSX19Hp4/0+XtI+vKUdr2ZqVODJWGCmInNKQ/Dn7YUA7DoEi6gTJ0LcqaoGkWvlz8jOgcYjTitadhNSaDX+0/NaESOutlsRHZ1MS4sjCijkYr33oNXX0VyuUArNySvb1RTnjWH8oyZtGKWtSaNjVBQwMWWFcw0/hIIA5pMPPv6Ys4770J/CvqMM+YxceLE33WeHwgkJiYe9n32JyRJwub7/mm1GnJzx5GcbD3m9GQCLpeLgoJtpKWlH3E7j7lz5xEVZeKCC+YCgWGieVcNUVGRxMaa0Wph1apv2LOnlUGDsvF4QmhqkguSdu3addjMuWtra0hKSjrowo6TTz6ZXbua8Xgk/vSnPwUt02q1XHPNtVx99YWsXPklzz77KG+88TJNTbtYs3adPKapteRMm8a46dOpS7BgszuC+uUCPPXU03TY7bzw5uLARFdMKt1u7A51QGfmw8v//jfR0dH/I0mS66BO7EjgeMSsTzisNV+SJLVOHDXqi49Xrpx73rhx8ptKTzMlJk0KvPalc/69YQP5tbW8e8klnPA//8OcOSOZPv0P3PrMi3x2/x18Xl7OJCApIYG2jg7IyuKmuWcO/IkhEzOPx0NjYwPJydYB3deuXbsoKytl8ODBJCbuvylwTIgGr9fLy199RUdbG/fm5hKyZKFMPETT8KlTwWLBGxuPQyFer3ZHkmJsDfxtepdVKbVj4v8Wi1ySKIiPaCouBhpFhE2HFwglJ2ccBoMOt1dC63X6D8COgcpKOZsYGxvgj8rdmWnFrBek0Riw/GhsDJA0Ab3e7z/mNZnltih6/d6ukIIF+rzN/OlUh87P+XSODln4lpoKej3qtjYGR0YidXbi6e5m4yuvkKTVYrzyZtw+6xGTCcy1WzFXVsrkTzC82FicqZm0tEBrxc+8+eZrbNy4iW+//ZYff1zNlVfex/z5URQXy5dz16463n77LZqamrj22usYNmzYAXxzDgyZmQO37YFGe3s75eVlAOTkjCUp6ejobXsoqKioIC4ujoSEhCN9KNjtHVRXVzBjxqn+99xusFqtJHgkVCr5vjnxxBlkZY2iqmoH3d0ScXEpREZGUVZWSnNzMyNFq74BhNkcg0mpvu9HqFQq/vWvl1m+fDm33PJXin2CWJVKxbfffuNfz2uMxGaz4XA49tI0qlw9/Oftt6mpqaGiogKvUdbN9pbbBLIHOhwOB4vfWSJt377tngE5seM4ojjsxfjrCwquX+B0zj139Oh9E4qcHPl3YyPenFz59X0PoL79VmqbmjBbLAybM4c9p58OU6fS3d1Ne3s7qZMmcdmyZTz+zjus3bSJG6644sC8YfoBgwalUFhYgMWS2O9l95IkUV9fT3R0NGazGbN5wu9HUWprcblcrF+3jjv+8AdCmpsDywRRKi7GO3I0ouLe7VZcNlHJ2FtHJqB0T/Qt92Zly+1FxPvC6V9Zxeh2Q2kpOoCMbGw2Fxs2bGTyqCEYfNFUYT+mzIKKugSztkNeKCooRbpQNJoU2jZhHAv+Y/GazJSWQktLJJOzWuUdiJ4qEGiC7jtXQVZFD3O9HoJ8McTCxkZUsbFoQkLI1uko02qp++xtDLnzCA2Nko9ZNEUXETJfC6uWFujpsXHx9dfz1AMP8OGbr/P8a69RXV3NuHFnkpY2QSZlX37CpCuvZM7EiegtFk45ZQYZGRm8/vqbDBky5CC+Vb+NjRvzGTcur9+3O9BoaGigqqqSIUPSiI//bcf53sqJoxFerxev10t6evpRo4lbv349kiRxyy0P4naDRiNRX7+D1NQhhIWGYPcFzVNSrLz55udMmjSEhx56lsTEeEymKMaOzaW7uxtJkqiursZisQxIur69vd3v7ziQmDlzJlu3FrB8+XJWr/6RefPOYtCgQUH7bWxsCOpj6nA4+Oqrr3jrzdepravj3cWLmTDlRP/6TnmE9CcgIDDUvf322yQmJn5SVLT16LAD6CuOO//3CYf9LpckqVav1xf8sH17sKZM/IjG06mp/kyYzQY4HNw7ZgzfbdiAPTNTJnA2G2FhYSQkJJCdlkaLw8E/fv6Zjdu2cfLZ5+K1HF4tSWRkJDExsf1unbFnzx42bsynpUUmViEhIX1KbXmzsgndsoWSHTvQqlRIxcUyOVi7NqgiUWmDJN42G53BDeeVTosiAqYcLbRavFodbrdsebGXAa3RiFNrkM1rZWYEpaW43dDTE0JMTCrfryvHrjdQbotn5crgwk+HQ+60Zdb6olUFBYHzELNhRRm5iGYB8ns+Vid2nZEBTqM5QMrEuW3eHHQNzSYvaVanP/MZafQVr4iol/DIaGmRuwxotRgNBsYkJTE0OZmMqHYMhh52bdmC1NCA/2JbLH5yt2dPK/Pnn8H48RPostl48bXXWL18OSZTNGvWfIHb7aa1tZUzb7mFv86cyb//8hf+Z9EiSkurmTv3DP7wh+lU7Nh+UN+t34JtX5HsoxQ2m42ioiK6urqIi4tj/PgJJCQk/C4pU/4+GiHbYuygsrISjUZz1KRhp06dyuTJ05g9exI9PT00NDTS1dWFTqfDixqD3usfMu677yYANm/e4K9gVKlUGAwGJEnC4/GwcWM+1dVV/VpA1d3dTWFhAYerolmj0XDaaafx+ONPMGHChL2kALKfWxiFhYU8/fRTZGSk8a9/vcTUSZNY+9//ckJeHhqVhBrvXpk55euQEA+LFr3oWbFi+TWH5cSO47DjiMwVV27den6IJBWdcvfdgTdFmOann/D60o9B8a68PLptNvQ6HWEJif4aFTVe2tvbKZk1iycKCviitpbPH3jgN00EBxKZmZn+kvxDnd2K7VRUlDN4cOpBzfzqf/qJgoICYrOz6TAaiRI6r8pKWRBvNBLfUkRTbLb/MzqcgWhZ73SlUgumhFYX3OZNWRWJ3HhXOFa4U7MxlH4OGRkYtE5aHDo0GgvR0S5WrtyBXj+G0lL5EAU3tFhkbv1p3WUAACAASURBVNXkiCReVEympspESrSBEjsQ3cNFNW9Liz9dKVd76jCZQNdSHxCtiWpUrVbelkix+JjhaJPcR9NvoubrJwrAp58GCge++UZ+fffdmOPjscem4G7qolmnozI+nkGNjVjCw1H7TqomJobzTpvK9JNPJi46mqcXLmTVsmVYhw7jyy/XcP31V9Ddbae0cAPTJkzgjjlz/F0PNBoNt912O1HhBqZMn84vK1eSlpm577/P/1I4HA5KSkqw2TqxWgcRGhqK9iBCYFdc8ShRUV08//wTA3CUBwdJkigrK6Wnx0Fm5uFpt9RXGAwG7r33IZYseYf333+DvLxRjB49BpVK5a8gNOi9gJpnn32Jjz6azuOP38v333/Eq6++5h/H1Go1aWlpJCYmUlZWFtR7+FBJaGVlBcnJyUdEn9kbkseFVqtlzJhRxMXFkTt2LF9/+SVj0tODV/RnHwxBRfEQmHd+/PEnmEzm1ZIk7T58Z9BPOB4x6xNUR6rKduqIEbXPzZ+fnCe+mFOn+petrw1EupTZyLSeTcROmcL2HSUkJ8uaETVeJEliw8ZfyWioxzx2LABea8rAn8R+UFNTjcvlIi0t/fdX3gfcbjfV1VV0dzsYMWKEv2XMAaOogPNvvZW04mKeGDoUjcuFdPrpqMRMLi8PMjKobpRD5sprbdZ27NtTTqvd68Hfe2an18ttnGhrA70ep9bgX2ZQ9nlzu6lu1PnbVcozbDcGg5oFCyTy8jT+zkt6PeRm2QMEqqAgYH8BchROpC/B79rvP26hIxOdDnqfAAQInK/SwIkOnU1htCsMIEXngLa2QDjv++8D4b3YWJn0nnIKTaZMmQQ2VtNWUECNVktmbi6Eh7Pxu+8497rrycsdy6YtW8gZM4aFDz7IoIQEOkwptLRAVVUd8+aNYHL2cJZdcw3aqCiYOhW7UTYVNejl/qUPP/YYldXVvP7aa/1GzNas+YUTTpjcL9vqT0iSxO7duwkNDSUsLIzm5iYSEiwHNRGqrYU33/yaBx+cw+TJM/ngg2/9X6EjDZvNxs6dOxg9esxBkc2BxJ49e7Bak5g1aw56vY7Zs0/jsssuC+iifMfrdKv9UgSPp4sTTsjh+edf4LTTTtvndiVJorm5mYaGetLTMw66PZawRpkwYeIR7+bg9XpZ/u3X3HnXXVx55Z+49ea/BhYqo9KKDIS4h3vXXkmSxLRpJ3jXr1+XKknSkTfPPEDkGQxSvqh2HyCoNm3aKEnSsafBUOCIETOtRjPprAkT1nzw0kv+91pTc/2v8/Pl3yJgs3PnNq6+ejQAf/3rzSxY8M+g7TU2NrJrVyNjxuQM7IH3AT09PeTnbyAvb/wB6yaampooKyslOtrMkCFDDlp3oV7yLkvXruWpZctYfe+9hC1dyp7QUBqsVobPno0qLg6Aautk0SUoSFwPPg8uha5sfw/8oEgZvnSfb323OyDJ0ushM8Prf/+nn/zcze/9qtdDXV0de/Y0o1aPJiVF7edUhtqdfm+foEiYIGuiF5KoFlBWhIpBT+zQaMRrjERdXCS/L05AScpwBtKVosm7IGcCgrCJlGZxsUx4fcSs1Sand+Mbt8r7sFjAYuH9Dz7jxRcXgNdLY1MTzzzzIn+cfoK/cMFpNPt5pdPpJHzLBlRVVfLnR47Eboz3L9frobmuhmGjRlFTU0d4ePhBfGOOfng8HmpqqmlsbCQ0NJTU1CG/2fewL9iypZncXJnkLlvWyJw5R15YDzKxEKm+oyV9qURPTw+DBw9i/PgJfP31VwwenEpZWbkcLfPdS0LaAIFb5m9/u5nU1MHcdtst+9220NNWVVUSFxdHenrGAZNuSZJwOp1H1GZGjRePpOKFF57nww8/4ILzz+cvV18d3FtYXCAR7YegNgLKvsUAK1b8wBNPPFq0atV/RxyOc+hv5BkMUr7INAwQVNu2HfPE7IhNw9wez9opI0faS7Raw1DfH6qxcu/1Skp28Prrd1JVtZ177nmOkJA20tP3/sPGx8ej1WqPioEsNDSUxMQkKisr+1w119nZidFoRKPRMGLEyENOxXovvJiCpUuZO3o0Ya2tYLEQBZQajTSGhpIYGwsZGaTgpaVFHdQyRHCYDreBSP3vaz6E1ZlSpOpFHRRUElIwu0NNY2Og17lw8NfrZU5itUJkZBK7drXh9RYSGTkCfESuw5JJZFs1XmuKrNU3RWKu3RqsZxOkTIjlhEmsOBCA2Fh/5RNZWYHWAuAnWLqsLLA5Ak8UozHQa1OctKhQUO4/J0e+GBkZflIG0GQZTVsbZBo72FFSy4UXno1Wq+X+P/+ZaePGceK4EXS3tKDVaglRRAl0Wi+6tjYYNAhGjYLKSrl3nuIw1HjZ1dSE1+ulurqa4cOH9/l78luorKwktTdbP8zwer20trai0WiIiorC65UYOXJUvzUaP/tsufr7q6++YcqUo4OUieKFvLzxR12kTCA0NJTVq3/mm2++5v77H2DmzFPo7uqUJwWi8EerC/KbBnC53KhUqt8sulCpVCQnJxMfH09T0y5UKhU2mw2DwdAngtbW1obD4cByhEOfv6xdz/PPLaDH6eT5Z54hb9y4vUNgSoixRfzW64P8ZvV6ePbZJ6Uff1x57uE5g+M4UjiiYpSt5eXnP3333f6IRnZGoDxYfH9drip++eVz6upKWLFiCTfd9BcuueSSvbalVqsxm8391qD8UJGSktKnEm2Hw8H27UUUFhbQ09NDTEzMAZMyl8vFokWLKCkpweFwcMUVV5GamsoLK1cxMiLCH4VRZ2SQbTRSXlSEPSnJ35Rc6Q22rwLM3v45wlFHaVsmPmM0BpMykdq0WgOpUpG21OtlKZd4LYooe3pUxMUNx+lUU1Ehu3WLfTXpU4I4FiNHBlKNQh8mVMcQcPUX7FAYzPrOw9+OSuxEHExpKXudYG9XW3EyWVl7X7z8fMybV/ivmTiEr36K5LnnPgdg17p1PHDppZycm4tGrWa3SsXabdvY8tNPNDTUo1YrSLHigqlrqzGsXUHk5h8BeP+99/jD7Nm8+MIL/UbKAKqqKvttWwcKj8fDjh3FrF27hpqaar9mMy0trd9IGcCNN97AsmVfMmvWrMNdxL1P1NXVUVVVeVSmL5WQza27OPPMPzJhwgSmTj2RxW//J2gdtSNQBCVuyezsUdx//9+48sorqK1t+819hISE+H3nqqur2bgxn9bW1t89rvLysiNevfrBBx8wb96ZjM0dx6OPPs64XF82SETJFGOFHUMgCyBmq771lK7/a9ZsZM+etkpJkvq/0udw4biPWZ9wxFKZACqVSpUzdFjPM//6b0hcnKx7Uk7Qi4psNDXV8ehDFzFzzul8/PFHjB8/gTfeeHOf23O73axbt5Zx4/LQ9/bdOgKQJIn29vb9ErSuri42b95EUlIyKT6T3INBR0cH0dGyIemQIWkMGzaS6/50KV9++ikLTCaManXgC5uTQ2tEBBEWCyFTpmB3y/qy3jPY/b1W4w0iaYIPGfSBFKWAsDQTp68svq2sDG4g0NYWqBVQO+z8WmwgJkYixdhKh81GV0gyWq02KIBldjcF0oiCeCkZnyBWorRX7EAMfMqQnTjJ2trg0J+4OMqUg6jCVBI3sX5xsRy1y8uDvDyaHDLJFq2lWlogKcmLxeImNYlAVahP2+apqqK1u5s9XV0MTUpid2srPS4XsUlJhMbH+0mfuPDf/PILl/7jH/zw7beMHD/xAL85v41Vq1Zy0kkn9+s29wePx0NbWxvNzU1ERESSlJREY2MD0dHmo+JePhzwer3s2FHMkCFpR/05t7a2Ul1dxZgxOahUKn799VdOP/00nnzyaR584D6W/PvfnDB+fJDGFORbpbR0J2edNZNzzrmIhx56Iuj22x+ErrC8vIyEBAuDBw/e53rNzc1UV1eRmzvusGdO3G43X3/9NQsXLmTHju189NEnxMZmEh0d7h/XgIAcw4fWNrU/i9lbgwv4x+hLLz1f+uyzj6e43e5jtoltXliYlD8A1j5KqLZvP+ZTmUeUmAEMGTT4mvPmnv7KQ8/KXSUMBevlBUuWMOzzz9lZJptEms1mLrroYi65ZD4TJ+7/AVReXobXK5ExwHnsvsDj8bBhw3qGD8/2O7kLcatKpSI2NrbfdBBFRWXMmDGFuLhkli7NZ0R0Q4BM/OMfAdd9n0+cw2ym1WaDlEn+QVEZMehtWfZbUOP1kx9nbJKcXvOJgDscOnlQIqA7EzxJkDaxrlerCwxeQgvW2EhZWRlt3d1E552FVhviP600R1HAf0wQLiUTFA3GGxsDJ2WxBPp3ihNUzgbE+r1Dh0JDpvQ8gwBBE08XYSOSkYHdmhmk7XW7A33iU1PB4GjFazL7uR5AvKM6sF+3m3aHg3q7nd179qDT68kdM4bt77xDh9vN2u3befo//+Hjv/+dSTfe1Lc/1gFgIImZ1+uls7MTnU5HSEgIa9euwWg0EhcXR2xs3P+pFlSypqqOuLj4I+7o3xcIuUjvyvO7776L9979D7V1dezYuJFMEZ32sY4Om7zutddexpIlb5OSMoRPP11FevqgPkcrvV6v3/6itraWlJSUoMii0Of2pVn5oULM9SRJ4t133+X+++/FYrGwbt06amp2YTTq2bChkNGjJxEWppKLotzy+ObVG1Djpb4xQMpEyzkIFJSDILMlXHrp+c1btmyKH/ATG0Dk6fVSfsrAFuapSkqOE7NDPgCVSjti+Mie1V9/ofYLeR96CIB36ut5a8sWvvNpgHbuLCW9d3lxLwjh/cSJk46KVEBDQ4O/KMFms1FWVorH4yEjY6ifrPUHHA64886/s317IY88spTJ1mr57hakJD8/ULGYk4MzPJz88nLiE0cRH28KsvyCAB9RNs9VVgqJSxtEpATjEulFsTHfCCM+LzRmDgfkjnQGR7RE+EwwlcZGJEmiormZ3d3dROaeQ0iIzs+D4kt/CeRGRbWkOEilZkNJrkTFpujpJAiVIF29Ug1+tLUFImpAEKNSEjOLxW+q26RN8h9OksUb3Il99mzsDrWyhSjqxno5nAiBllImE5JGQ1dXF87aWrJnzuTk3FyMwGVpaUy8/nq0vh6n/Rkl6OzsJCIiol+25XK5UKvVuFwuSkp20t7eTlhYGKmpQ4iJicHj8RxwxLihoYE777yDq666msGDB7N06ftMm3YSUVFRJCUl8eWXX1JVVckFF1xIWlpav5xHf0O2xCijvb2NUaNGH/XEzOPxsGnTr2Rnj9jLwR7gu08/5oHHH2fdihVBhTZOrcF/q7S3t1NWVs0bb/wLj8fNwoWLgtrw9gUul4vy8jJaW1tJTR3i15MdziiZzQbNzU3Mn38RXV17ePHFFxg5cqr/HDZuLMRkiiIhweo/P+GJDQFdrdIWQ1mDJKDXw403XsPSpe+e0dVl++LwnN3A4Dgx6xuOOHORJMmdlTXqrgefeenp++5/CoB43002PyOD+ZMno/rrX5mWnt4nIXJoaChjx+Ye8RJpAYvFQm1tDe3t7TQ0NJCQkIDFktivA0hjI2zatJ7331/Iu+9uxGiEDlMKkQW/BB7ywtvL16pIl5rKMLebnRWbSUycAgS8fpQDhU4bTMgEHA4wYA+QKqUT7Nq1fvFYh9sAtgBnEkWMYtVf8nVMttr8HQI6bGoiHY2BUcpqRVVZyZDoaHQaDTEtG2geNMXPp7yTJstkRhAr0SdTnDcEKjSVKUdlXrV3lZQQL/eetrrdgXSo6DAgCKAghJMmBRUfxBqDOaofopjA1MsEWZjd+qo3RRrDoHJiNBpxGgw0NTXxVnY2do2G9sGDUalUtLe3U1CwDaPRiNFoxGJJxGg00tPTg06nO2wPLLfbjcPhIDw8nPb2dmpra7DZbHg8HkaOHEV4eDgJCRaysoYH+Uv19X5Vtql56qknWbLkPRoa6hmemcnCV14hJjqamLg4SkpKmD59OklJyUyffhJr124lMfHQKjgHAqWlJdhsNsaMyTkqJpK/h7KyMsLDjfskZQCDBg+moqqK2ro6rFFR/lS/1prid62Piopi9OhRXH31TZx//kw6O11AiN+nqy+XISQkhGHDsujs7KS8vJzIyEgKCwvIyRl7WMitzQZbtmzikkvmMXfuZdx//0NoNBr//NLh6MZma8NqzfKvr4S4FrC3z7oIzItljY07WLdubavd3vXlgJ/YQOO4j1mfcMQjZgAqlUozbNgY23PPfaZPShqMyQQpX8ipzW6nk3988w0Pf/stXV3dfdJeSJJEXV0dSUlJR1QE6vV6qauro6ammokTJ/U7WVTbOqC0lB9tgzn//Bzuu+95LrvsbAAiHbJonp9+Clbdi6pF3+hXUVeHOTqaMHNwBZOymkr5WnlPud0Q2VIeYFxiRV9qr2Pk5KD1BYcTEi0xe2xrgzPneumwqf0DUlJbUXCPzfx80OuRQkPZuXs3hqETSE42oq4slzcmOpxrAx0IdKVFwcck7DWUlZtKgYuIqAmS2XsAUaYyxYn0Fp0KYuhrjm536/ybA0iq/CXQeiA1lVaHwc8NtVpk+w7hx2axUN3YytatBSQnD2bhwufYuvVXYjra+OqMM+RrM3UqTJqEV2/A5XJhs9mw2WyYTCYMBgPr1q3F4/EQGhrq1+Y0Njbi8XjkCtCQEMxmMy6XC4/H4ydwISEh/PjjKr+PmVhfp9PR3NyMy+XC7Xaj1WpJSkqioqKc+vp6vF4vYWFh5OSMxel00tXVhdFoRK/XHxI5fO/txej1ek6bNctPCq664UaMRiOvvfpvEiMieOiMM7j4iitg5Eg6VRrCw8NRO+z8vxtvRa8P5fnnn+9zRGagIdKAra2tREZGHhOkbPfu3ZSWljBuXN5vHu/jjz/G6lUr+ebDD1F1dQXdlxC4bbq7JS64YA4jRuTw4INP7LMyvK+oqKigoqIci8VCWlr6gGv0liz5lL/85WqefXYhw4ef53ftEQoau92Dw9GFwRDp189CYHgQBExgX7JWgWuvm8eKH7440eNx/zSgJ3UYkBcaKuUnD2zfWlVFxTEfMTsqiBlAfHzSmVOnnvLZc8+9hV4P8R8upLWri5g77/Sv8/L55zP/9TcJCwv73e1t3bqVuLi4vdpiHC50dHRQXLydsLAw0tMzcDgc2O1dWK2D+mX7brebxQ8/xEvvvMOWqiquvfZv3HPP41gsoCveKlYKdAEH+bcgOgI+i5Guri50Pu8s39v+TfTO6tlsAa8y2tpks1fBugTpiY0Fi4VWd2RQVlFEywREgMhqlT9iMvkicb40iNdk9h+HrnirnB50OimpqGDY8OHEtrYG0qAmE96MTHldnPKHKisDREukcsU1EFG1kSOD06fiQIMvuPxbKPgFSRO6NhFN8xEqsS+7JS2I4ykHX0FMlUE7ZQCyq6uME0+ciNWaQnl5KVdf/WcmT57E7Nmn9ukeEPB4PDgcDn8bnLq6Ouz2Lp9WR8Xw4cOpq6ulurra/5lRo0azZs0v/gpIjUaD1WolKSmZnTt3AhJarZawMAOJiYn09PSgUqkICQnp9+ic2u0ka9QoduzcyZDUVL789FNUKhWtu3Zx9qVXkJZsYcOWLTQuWEBMaqr893z1VZm0nnwy3/1cwF//+ify87cdkHZyoNDT00NBwTbS0zMGrLn2QMDlcsmeer/jk+d2uznhhIncddttnH/uucEsw2eeKm6fqqoKZs+eQE1N8z7VA31BV1cXW7ZsJidnLE1NTdTVydqzQYMGJmW2bNmPXHXVuXz44deEhY3zvy80Ym63C42mk4gIeexSymAFQVN2j4PgynYBtxtW/fwdzz51Z1nBtk1HXjTdD8jT6aT8AbYxUdXUHPPE7KiZpjU3NyyrqNi5u6RkU8yoUWOpn3cD79x0DgBvXHwxSzdt4rqlS9kYZeLll1/53e0NGjSI0tKSoKaxhwNdXV2EhISg1WpJT88gJiYGkO08iou3YzbH7DcN0Feo8bL8m6949JVXWHDqqVimT2dynAaXBdmp3moNlEQq7CGCcgUK5uW029mydSvpWWMxmwO6N2UwSCngjzQSbLoqGoGLfVit2K2ZQZp7sdvY2OACSpuv05HogKR22AMkyXeMckrVK2vDbDbiHQ70SUkUbtpEaGwsEaJRemoqarcTnVYLDt+oZ7XKxFHovpSu/QLFxQF9mNihOLjeGjNlVE2sK3RnkyYFRl/fz/6i9mLGLHYpSRI9PapenpNetFotK1asQKs1+S/vgT64NBpN0MM0eR8z1uRkK8nJ1qD3dDrdPp3/99UeaKDE+l988QUGQxgejweAByZOZMKECTi9Xsbm5NDd3c2d9z/IrKgIwjZskCOra9fKH66thcpKtm/fxpgxo484IQNZt1dYWEBycnK/akwHEh6Ph5KSEjIyMvpkXqzVarnnnvt4/PFHOXvePDm6Jr7UDgdqvR69Xq7g3r27AaPPU7Cvacx97S8razgGg4HU1FQsFou/z2tbWxtRUVH99gwoLi7mqqvOY+HCdxk+fJzfAlGMZ7JEtQ6ttoeICHOQhkwMkUJ1IT6nhDLFKUkSL73wkLewYPPcfjn44zhmcNQ01ZMkSdq8ed2pDz98l+RyyVG82x97jJYWL+82t9Gm0TBlyhRmzPhDn7ZnMpnQarV0dHQM5GH74XK5KC0tZcuWzX4zREHKAPR6PYMGpVBSUsKhRimlhgY+fv11Lj7zTM7JyGDKkCGoQkJkUlZbG7BfEBWKRmMgWiYE7wJaLaGhoWQNHUr5js309PQoF/kheIzwNPOazAGhvAh3jRwpV33q9TQ2BmcKlbPhjIyAt9mcU5xYLKBuaZLTePn5Acai1aK2dcikTBmdMpmIVKnIi40lIiqKDpcLb0qKX4+1VwGAqMQ0GmXCWloaMJVVas2UqUmRshRtC5S2G0qRnBhFLZZAxMzHtrz6gOBZXIve0KhcPHTXLRgMet5e+EzQsvT0ocyYcQp33XXnXn3jDwcGD049fDvbD/74xzM49dRTKPVVZ88eM4aaO++k7emnmZydTUfHHuoXv0HYmjV7p54rK+GLL9iy6itOOGGK/+0jKXGprq4mI2MogwalHHEj7L5ANFEH6YCkGPPmzSMsLIxX33pHTmPqFZNR3/350UeLueCCOeh0odxxx9/2mgf1BXv27EGSpKAqTL1eT2xsLB6Ph7IyeUzu7Ow8sA3vAx6Ph4sums9tt/2dKVNOYfPmvX0cQ0LctLXVER09KGjupnTbUf6I+acYD5Vj5rfffozX414tSVLxIR/80YS++pEd7M//Ahw1xAxAkqRNbrejeNWq5fLsIz4LlUrFRRddwrbKShYseI7zzz+/T9tSqVSMGZNzWGalXq+XX3/diNfrJS9v/H5Lta1WKwaDwT/7P1Coa6tR11bTWFzMG599xtuffy63/hHE4uWX/Sk9/48gZ7473ulWeJopvsgx0dFYExNpqS3fa79iJtvaFty/zZkzQSYiOTlwyikBwXpsij9rqNTXi98mkzwImY2ykDve5AwQoLY22VNCfFhUlooRzGTCrjdjz8olJCoKTCbqQkLYsm0bWq8tYHchtiFGQJFyFaTKZNrbg0zJIHsLQERUUDkKC72awxEorBAMKjY2qCOU+C3+PEYjhIdLXHHZZaxZt45Vn3zCA089xVuvPo7dVkRERDtr1vzAf//7A9Onzzio78uh4ki7/gM8/dhjjFJE6BIiIzGFhRGm07FgyhSaH3uMP40fH7jIIkShKMjYvG0bE7PkTNCRSGVKkkRtbQ09PT1kZ2f7m3QfC6ipqcHh6Gbo0MwDIpIqlQqjMYKYmBjsDt9jRjE7+fazT7j9tlvQarVcdtmNfPTRWxQV5R/QsblcLrZvL8Llcu1zuUajITd3HAkJFgoKtv2uOe3vYdGiVwgLM3DppdeSnx8YB5XF3bt3N6DTxSJJBn/GAIItD5XcQXxVld9JvR40GhcvvfSwZ9Om9Rce0kEfxzGJoyC4H4xffll9mt1+X9mpp56iiQvtwq6N5NxzL+CRR+7Hbrf//gYUUKvVNPrsFgZCa7Znzx7a29tITR1Cbu64oCqzfUGlUjF06FCcTqdfOH0g2PHf/2Lr7sZqszFrzBhMBkOAgAityjffwHXX0dQiD4bxei9Ot9rPcfz9H2EvIdmg9HS8qHE6A5V8kXonHQ6dn5yJNKT/0C0W7Bh8kqwUYn3r6bReDBZoalEHERNl5Mju1mHQOgOkR2lVIfoziVHL92N3qP26tEZTLmmmVrKSk6koL+fX1asZnZ6OQaygbLUkCJNQ5/ZOXyoJWe/qTPGjJIgi5yAico2NsqbJty9htis2r+R5IF+ft558ksKNG/n5u+8Ii4hgzXffcct99/HKG29QXV2NxZLIq68u5rTTZh7Q96S/cDQ0Mf/kyy/Z3dHBn887j9z4eFSDBoHH4/9+xAr/OoGMjGARY2UlksuFKjz8iKQyPR4PO3fuoLu7m7i4+GMiSqaEwWBgxIiRB1W4FB4e7idNcrBbzZafV3P9Lbewo7QUVCoWPPsSp59+AdHREVxyyVk8+eTznHnm2X3yNSsrKyM+PuE3LV1UKhWJiYnExcX5iy26umwkJ1sPqDCsvr6eBx54kA8/XOn/G+4rOBMRYSU01OMfGpRR8t9K1YqhRqhNFi9ehE6nXSxJUuO+P3GM4nhVZp9wVEXMACRJqgrXqn+44NwZ/hnvZ599jMVi4cQTTzzg7YWHh1NZWXHQUap9obu7m8LCAnbu3EF4uDyC/B4pU6Kmppry8r0jUwLqynJUFWV8cv+9/vVWfriUE264gXn33EPGvfcyzGhk8bx58gOquDjgWjp1Kk0tARPX6lqZGKndzgApU9o8KP4vqTRoVBI7iouor6uR9V5uN5FGb1DGT3lfefUGv05eq5X/ZDqt17/9eKPdvwz25j1OdPI5VFbK5yE6qotWSoodO/WR/v+KZ295m5luTyhp4eGk6XRoduzAlYVUAQAAIABJREFUs327nC5WVIgGab+02kAvKOWJidFRRMaUTct7V2H2/r/VGtCf6fV7BeJMJvzXEYCWFv75+us8ddFFVH72Geecdx55J5/Mxk2bePXV19m5s5aCgjJOPfXIkDKQm6cfCUiS5E/3L1r0KtOmTOHFDz5gwqRJ8gq9c+SpqYGIZe+/p9XKiGHD2FZQcETOY/PmTahUasaMyTmmTHPtdjv19XXExsYe9HGnpaWxevWP7NpVR3NzM93dEn+9916279zJ7Bkz+Pbb77jkkgvQ6+HMMy/j2Wf/w2233ciPP371u9t2Op3YbJ19jupqtVrUajVhYWG0tbWTn7+BlpaWPslKamtrOemk6Vx//R0MGzbCHy2DQDc3gJqaSrxeG06n1j8m9hpig6oxlZ5mAg6HXDj2+usvOTdv/vWvfTq54/hfh6OOmAH8nL/+wq3btnlLKysx1O7kww/fIy8v76BmmxEREZhMJmpraw75uLxeWfy+e/duIiIiGD9+AnFxcQe8ncGDU9m9u2W/fT29qWmseP99zn38cfLGjGLF0iX8+tNPnHvqqVTccQed333H8ytWENrSgl/M9emn8iiRmurnHuJH7XYG66MgQMwUuUZhFpuVnk5NWRmtdjt2DNgdgVZL+yJnwgdV/DS1qAPkRavFbHT6/6s8BB1OdI4OuddkZaU8Ulmtsk5OkClRqqmYQvcuZGtslP+J7+khtLmZcrOZopoa3B5PgIwJ7ZcyuiIOXEBJ5JSRst6lpIJpZWXJBE9UNUDgt2JVrTbQykpc9t12O+UNDUyNj+fMp55i/PjxFG/axP+77DLeX/IugwbFodFojgrB+uHGNddczZAhg3njtX/jdrs5fdYshqamMtz3EC6qr+fyTz/lgY0bA1UjAoK0iXsD0HZ301ZV9bv73b179yGnu0AmZHv27EGlUpGdPYKsrKyjxlexL3C73RQUbEOlOrTHw/nnX0B+/gamTBnPyJFp3HDDVRQUFJKens7iJR+Tk5OHVhuwBJw8eRphYWE4nb89iZYkiZCQkN+17dgXwsLCGDVqFBkZQ2lq2gUExvV9oaKigpNPnsYll1zDDTfcGbRMWW3e02Ono6MOrTbQeFwpeer9urfTjnL5ggVPIUneByVJ6uV+9r8Ax3tl9glHJTGTJGlPZkLC4jOvvBLriSeyadPGQ4p4paYOwe0++M9LkkRjYyPr16+jq6sLq9VKSsrgg/ZIExWbZWWle83Y1LYO1LYOsn3auH9ecAHX3HADtsZG/v3ZZ5zy+uswaRJbi3Vsnf+U/BDKyYH58yE1Fbs2MiiCpdfLrY5oa5PJj6iiVE7flLXbDgd6IHvMGErLyujuloKMEMV2ddrAYKbGK7vaI28qPtbrF5PZ3TrqW3RBIng/z3I45FH5p5/kB6yIlOXkyA9WX2m90x3cRB2CZ6oA1ZYJVI+cA7GxpA8Zgm7QIPI9HtpVquD8ae+TEQcjRkvBHAX73NfJC9IotidSmT6NmdOt9i/qXQAKEEkHYVu3YtRoOPGJJ2jr6uKuv/0NtVrNW//5D2fNm+e/VkcS/dksvK9Q46WqqhKdTsdV11zDnDmz+XrlSvZ0dPD0hx/yan09c197jSqVipfefTc4CipCtj6rlS6Nhswnn+TjDRu45C8373efDz30IFlZmcTHx3L33Xcd0vG7XC6KigopLy/D7XYfkK3J0QBJkti+vQiz2XzI8o9x48axbt0GamvrKSyswGAwYDJFE2aI9D9DhRJDEJXhw0fw738voqdn/+N1dXU11dXVh5QWNpvNZGePAGDLls2UlJQEadXEPfvYY49yxhkX8uc/34ZWGyx/FXMwhwPq6iowmwcRGhoSdL8r72HlhFL5WlkMXl9fx7Jln3Tt3LkjuBLoOP5P4aidj68pLr4+Pibm0hduv13b1tnJGYfQC1D2EkvH5XIdUMoRZM+hwkI5DZKdPaJP5eJ9QVxc3L7LuIuL5d55Pna1bts2etxu/v7BB1w3bx4utxvy83FoZe3P+qsWMcHxo79pd0tbcIBn6lSfEa0QqYPf8HGvMj8fEVLjxeBWMzw7D7UaenpkPZxevzch88PhIF7v3qu1UZs+LSjYJHiQus0XmRBVkmKUEyv4oh5uU3xQ+F8cruj2ojwlhwPsp5yJoa2eoUYj0e3tOFQqomJjkbq7UXk8gXSjYHZK8qXUlCn1bvsiZ21t8jErcxSCEWdkB21Sq5X7BPo1JrW1GFpaKLj8cmJefJGxaWlMnjGDnZWV3PTnP/OHU2f9xjfn8GHcuCNjBTRl8mTG5uRw7TXXkJCQwLSTTuL2W2+lsLgYz6pVTJ0wgbc//pjrL7pI/oDvb1lVUMAd773HcyefTJJezyf19aQPHsy2e+8l1KBnX3GRkpISHnnkYf//b731toM+bofDwZYtm4mJiWH48Owjam59sPB6vURERJLSz21zLJZY7r//QVb+9ztmzz4zKLAhXuv18NprnzBjRg7fffcDc+funcbv7u6mrq6W3Nxxey07GKhUKkaOHEVlZQUbNqwnPj6BoqIi3nlnCa2tuxk6dAh1ddVBnxFzNnHcXq8HSZIID9+3cWpfg3puNzzyyIO0tDRfLknS/47QT28c15j1CUctMZMkqWeo1XrrP95444Vfly5FOkRTOo/HQ37+BsaOze2TK3RPT4/fTNFqHURcXFy/CndVKhWhoaGUlJRgtVr9M+vSVavYUl3NuS++yNy0NEbGxxMfEcHykhJ+3rqVZU884SMCgW2t108jRxgXuoOb4aptHcG+YL4Ig9cYidrt9Lvko9WhJUC23G6QJA2trY00NtYzcuQYdFpVcG9IATHdFREnBVlJ0jaxE7nvruAuke7WAHkT2ixlFamicaeurQmnKT4oUq0M8CkDV0YjcjGBwwEmE7EJCQC07N5NXVUVWRYLoeI6iJIpoWVzuwNut8rz2VfJlIiYKV1hhcZJFBfsAyKdq8/IhoxsXnvrZM7KyeHN55/no5IS0tPTfTpK714RwiOBnTt3kJk5bED3sWPHDt588w2uvvoaCgoKmD59umxUqwsjJTUTrRYeuu8+Hnr0UebPn89Vl1/Okrff5qsVK0gZNYpXV6wgNTKSr77+mrd++IHdnZ2cl51N+rRpLFm1irwhQwj9jcnYl1/KrQfXrFnHhAkTDuocJEmiu7ubsLAwhg3LOqZMY5VoaGggOjp6QKpxtVrYtGkDMTEx3HXXbX6JZu9OaqBlypQZPPLI/UyZMh5//2Tk61xSspNBgwb1i7O/1+tl27ZtbNy4kaamDjZuXMuaNT8ydOgIZs48nejoOO655y/Y7Z0888wiyssN/qFAjDsul4RGAwkJckpdDBfKwh9Ruakcs8QkTfm6uLiAoqItbS0tzR8f8skdxzGNo5aYAZTW1b1kTUj4x2YvhjGHuC2NRkNiYiKVlRVkZQ3f73oej4fa2lpqa2tITR1CREQE8fHxh7j3/UOv17NjRzFjxuTw4csLudDX6WBmSgqFLS0s//ZbtGo1l44axXOzZqH3EdQJjh9Zr5/m344InwvDVoFWdyRmR2NAr4Wc2pS5hy4o6qTVgkEve5WJSE9EeBy23Y2UFG5iZFYWatGHTlFi5NUbULc0Bd4zmfypSLRaMq12yhsN/o85jWZ0PvNPrFZZq6UsYRJpQd9B6Bwd2NyRQfxJvnaB49ZqfaRMtEsSYu+cHGIMBmxeL/n5+QyJiyNRaTqsdPjv3ZRc2bBOqU0T6TNBQnvpy3rXVYhFQRPFnQUsKCzkm3feIWLwYK6YEvDZOhpIGcgP6oEgZlu3bqWuro4dO4p5/PHHmDhxEnPnns6OHcWMH38C8+dfxi+//OhfPzI6ms1btrB5yxa++uILln/9NcNzc/nk00/5fM0aXHY7Z0ycyLpHH2Wny8WZd91Fxpo1TMvM5Nrp08Fmw+szMe2NSy+9jMmTpxw0Kevs7PQVAYWTlTX8mCZl1dVV+7X66Q9U79hOalISOpyYTLqgSLq4/bVaWLDgeW6//c8MGzaUc8+9kKuuuprcXPkJkJBgOShdb294vV6SkxOJiIjghBMmExISzfjxM3j22UW0tmpobd1GWFg4WVlj2bBhJTabrBEUxMzr9eJwdAEuenqqMRpz/NsWY6ogaMoiIOVvZbDdZoPHHrubbds2zZKOlnY8A4HjEbM+4agmZpIkeY1G4x8fvP/e7z79/ItD3p7VOogNG9Zjs9n2q5/Zvr0IlUpFbu64w6IPsVqt7KmtpraogKKff/a/v7y6mldnzOCSYcPQxcSg7unZSz06wfYV62PnADLHiY0NZNggwB/s+kwMWmfAgFURfRL2FyAPEEKg7k9ZOnoYZrVSWF7OroYGEgcPDjp+sb42Nl4mZ75IktOSIhve+iJMohlBpqkJNleKkw9EnvR6WW8mRrPGRrnaTquVH6ptwcWkYjATWdlIOqCxLZgVORywciWqkSNJNRqJS0ig3leB4A0PR91b9NtbkSu+I0KTp9cH2jopWZdWK7/vi7g5CLSREr8rKwMZVF1bE59+/z3xZjOjhw/Hax2Y1jFHG5YvX84555zle6jJRPfSSy/jxx9XERERwaxZc3C5vBQWFrJ8+Tc4HA6MRj1pvrTaLTfeyJoNG1j64YdcdMklTJs2LUCOfWw9vbGR7mXL0Go04HDgnXvmXilMp9NJWFgoF198CY888uhBk7L6+noqKytIS0snwRedPRbR0tJCZWXFgFaOqvEyLi+Ph596ii8++ojTzr8Qo1GeHImJlrg/3G4Vzz77EjfccDOffLKEuXNns3LlT5jNUf12ne12u68Lw3Z0OrP/GFpaYM+eGvbs0VJdXUFEhIYTTpjF2LFGIiKiSU8fQWbmSLq74fPP/8UFF1zMOef8hdTU4PmbMpLfO1omoEgM8PPPP9DZ2V7udrvX98sJHscxjaOmV+ZvYdy4vK1///vDo+bMmXPI22pvb8dgMARpzWw2GzU1NQwbNgyv13vAlT6Hgp6GOl73CZQLtm2jw+HA4fFg1Gr58vTTmZaUFLi7QX49e7Z/BFhvPdt3DvLijIxAGvO3+rGJmZpyFideq/Hu5YTo9XpRqVT09PQQGhWFynf9hEeaqLhMssi+aeLjZlPg/w4HxFeul0diQXBE+lLsXJRoiZSrJSnIIRsCDdAFnzPovfLnlHbavXVh4N+npNGwoaqKhKgoBsXGolapAmlY5TH0hsi59LZkAPmAsrICfVn0ena2mIMcOERwzWSC6upixo8fjqe7G3RHWOW/H6xatZKTTjq537b38MN/5+9/f4jHH3+CxEQrXq+bm266kXPOOZesrCyqq+u48spbmDNnIpaEBO68+WYuu/xyAFShoTzz6KPExcfz5rvvsmLx4kAlibLBqK+gxHvK/m1GJEli0qQJ5Ofnc+utt/H00wems25ra8NoNOJ0OhGN3Y9ltLa2EhIS8pt+YIcKMaZ8s3w5N912G6Xl5dSWlxMWNUTpBYwyiypuwRdeeIbVq7/jjjvuYuzYsURERPdJt6WMVu0Lc+acxkUXXcxZZ10KyOPKf//7Jbfddjnx8WZKS0t5+unFvuWV1NZ20NjYSH5+AaWlBaSmjiYqqoNPP/2Cr79eS1NToOhHOWfbFxlTjmcORzcXXTSFoqJNgyVJCha0/S9Dnlot5Q/w81Xlch3zvTKPCWKmUqkso0aNrvvpp5/V/VEpJvqo6XQ6KisraWlpJjU1lcTEpMNmALnl++Xc/vDDbC4sZEpCAjdPmsToXbswmc1oRbi3t/mpUlchzEyzsljRMjqoyid3pNNPMux6c9AApSRkvckZKAT94kGnmPpJksSWHTswhYeTOny4P+XWu81IRsbegScx+DocMJqtcj9NvZnaWsiMVVgUCBaj7PiLnJI1Gn2RPIeDVodBJmUifalsk9Q7tKZknz5i5ejsZGdVFT1OJ8PT0zGKay7OWynmF1CSMUEmhRUHyE8VhXZtZ63B30NdRPZMJnn1lpZKRowYjs1mP2pNR3t6evo1glJSUsKMGSdTU1OH2w1ffvkZt956M21tbeTk5JCcbGXRord5+OG/sXjxm5ijo9n266+o1Wpqq6pIiohg7bp1TJk3j0vPPpuOri4++/ZbYmNj+fTll5kydize1LQ+HYvb7WbZsmWMHz8ea+8S3/3A5XJRXl7Onj2tjBw56ohUrfYnOjs7aWtrY9CgQYdlf2pkf8MFCxbw3tKl/LByPaANijT1kpgCUFZWyldffcirry6itXU3J554EmeddRYnnXQSQ4YMCTJ8Vc7vQkNdfPzxmzz99JN0dLTR0LAryLZk2bJlXHrpJQwdOpTc3HH09Oh4552FPPXUm9x883xqajqIijJhMsneYqKKPi4ug4iIKLRaG16vl1mzTmXevFs4/fQLgWBnHWV9VW/DWZCX/fOf9/Hjj188WVi4+e7+vN5HI44Ts77hmCBmACNGjLj71FNnPrFgwT8PeVsNDfU0NDSQlpZOS0szgwenHnC15qGgpWAro6dN49Gzz2amzUaKjwDsiI9HArK8st1Em9PJuatX84+pU8lLTg6k00T0bPZsvCNHA3IZtyhojNe2BkYHhwO7NbjptFbr6wCAz0pDATF4ilHOXxwA6Nx2nN3dbNq6leSEBJKysv3LKisDuxSZPZGRrKyUi0aFJRjI/b5ra+XjTYp1BkiVeLN31aRgfMpomLIheW1t4CSU01Xl614ifqm7m6bWVoxqNTqNBkmjQedyBa+n9B5REjxRACAuumBevv05jWZ/wWlbm8zZ5AG+hOuuO5/Kygruuedebr/9jn18Q44OtLS09Gv7oM7OTpKTE6mtbUKnkzWHWi0sW/Y55577RwDa211IUjdZWZns2rWLDx54gHNmzgyEGt1u1m7cyOIlS4g2m3nixRc56/TTGZOby/0PPfxbuz8keDweNmxYT0xMDEOGpB3WqPpAwG63s2XLZoYOzTysLaLUeLn/vvtQSRJ33/8IXq8ar1ftv81ElF/cXk6nl5KSIlJShhEdHUJVlY3vv/+QlSu/ZfXqVXR3dzN8+HBMJgtxcVEYjRHs2bObkpIqSkqKyMkZx733/p1LLpnHzz+vIT09Peh4HA4HGzduZOvWLXR0eNHrw7juuvn7nJBIkkRTUxMORzcmUzQ6nY6wsDBee+093nvvPZ555vMgKao4D2GrJybPYt4JUFy8jcce+3+OoqKNRkmS+s8F/ShFnkol5Q/wRFQlSceJ2eGCSqVS5eXl7X7xxYXR48ePP+jttLa2Ulpags1mIzt7BJZDrPY8UKgb63nwuuto6uzkX0OGwPffywuysvCEhJAfH88QtZoIlwvD228DcNGwYbx7tpyyxGTym2p6Z8+hoCBwkwt+oHPbA0TFN1I4s0b7j0GHM6je22uMDETKlKWP4Pfk8n/W1oqjp4fCsjLGZGfjNZr9gSYhERMQ2qraWpmgzZsXPChZrT5SJgoBlPlJAaX9BgRXPSrPUdm4XBkSVNbiK6euEGSF0dzZyc62NqwGA9boaDS9rQ5ExabYlvJ3Tk7g/y0tfvuP5S25fr4pGjPccMNZjB49mvvuu/+of7j3dyoT4Nxzz2Hq1JO47rq/AIFLWlxcwE033chnn32HyWvj5UWLuP5vfyM9KYmd//kP6sjIQGQSwOfavru7m59LS/nTzTczZ87p3Hff/WT8RmXsgUJu4dPFoEGDcDgc/VINeKTR09PDpk2/kpo65LCPfwBff7mMv95yC3V1dZxzznksWPA6NlvgXhDfCY3GhccDWm0IRiNB5E1E4V2uZkpKtlNS0ozD0U5nZwchIbEkJaWQmppJYqIFjaabrCwzX375AyeffOgtxpxOJ+vXr8PlcpGWlsbixe+zc2cVDz20MCjIrhx6lFpe8X5YmIerrz6ZgoK1OW63a8shH9gxgOPErG84up8MCkiSJKlUqhNuuunGotWrf1YfaIRLkiQKCwuw2+2kp2eg1WopLS0hISHhsKSS1G5fe5tvvmHzhg3MS0qSSZki9q7JyGB4RwcVERHcvl7WgG684AJy09KCxRc+IqDUWgno3PZARaTw4nK70W1ejzNnQmC5IveptnUEp0212iC3f2VxACYTepuN3FGjZN+01nbU6ih/llDwo9raQE9y0fZSLFMGmvykTAjsQQ6nQSA3qiQwtbWBHpq9l+3PU0O5TJnTVfSGigsJwRgZSfmePeS3tjI+I0PWngmI7SmjZmKbK/8/e2ceF1W9v/H3LAzDMOIIAw6IiAiKioBIZmZqZrbZcrt2tc32W7Za97ZZXdvv9baZ2XLbLLNS07bbr8wsl7TcMkREBARkk50BhmGY7fz+OPOdOQN2W00wn9drXgMzZ/meM2e+85zP8jwb5NemTg0qljH5dl9bW8gDD9xFU1MFLlcnb7/9To8nZUcK1157HfPn/4OEhMGsWPE2Cxc+w4DY/qQnJrDxgw/AK4ddr7viCtZt3MjqNWt4f9MmZkyfDgsXysTcl8ZXqVSYDQbOnziRrG++4a333uPkk0+ivLzyV6dgbTYbJSUlOBwdJCXJUZZjgZSBbB+XnJxy1MzUzzrrLA6WluLyelnyxhs8++wCrr/+PiDwlZYkifLy/RiNRvr3TwxaPzhoHk1kZDSTJsnziTBC0WqhurqcF154nDVrVnPWWX8iKyv7sOnEn4uSkgPExsYyYEA8e/bs4ZtvvuSWW+4LCqorswdCr1pMWWL/7777IjqdYd0fhZQJ9JZg0NFEr4mYCZxyysS3pk+fftmdd9714wsj15JYrVbMZjNNTU2YTCa/8KMoaP9diRnwdmwsy+12/jtwYPce6sREbG43prVrOcViYf3s2QE5icREf7SsThvXTVLMaARDQ3mw7ZISaWnye34h1OTuGl2+dVodwSlOo1FRf+YjHx21tXyfn09U2smEhVn8ShWi5Es84uPlXaWmQoLFSXWDzk8odW6fMf2qVYFomUjXKmvGzOZgxX3oXgMm6rvEciKU15VMQfcOTAG3G4fdjl6t5qDdTt9BgzBpNME1axDQP1OQO6UOW1NiFsXF8MEH7/PCC9dx000PMHHiCLKzs4+oJMFviSMRMXO73WRkjKKpqYm6ujo+/PBjzj/3nGBpEt+zq7kZXWoqANKcOQET+uRkOXomPg+zGVdoKE+9/DKLnnuOZ555lrKyUubMufFn14G53bKY8sGDB9FqNcTGxvVKodjDoaOjg8LC/YwcmXbUbwxEycT+0oNMmHAyixa9zpgx0/0ff0tLNc3N1SQlZaHTqf1Tk7J8FOQpQPBLpcKNXg9/+9tfWLPmPQCamzv9TRq/hpg1NjZSWFjI2LFj0Wg0WK1Wzj//XJxOJzNmXM6ZZ84mPDyCsrLAOsGF/vJzfX0Fjz56jqesbE8fSZI6fvmIeheyVSppxxHehxqOR8x+b2ze/PU1TU2N51944Z/7dK0XUEK2UTpEWVkZZrOZqKiobj+IarWavXv3Eh8fT1+fBdLvgdN37+aWQYPI12gYodfT3NnJXXY7k6KjsR88yD35+aSkpPDYkCEymxGpmcRE7KY4ABwNwcEfwQmclgR0gqCIHyVBTgoK5P9FJK2hIdBE0IWgROidQeTMZoMIIwGdMCDM5SIjM5Pc2hIGJbix2eKD/DDFpCkaFhMssqCtyE5GaO2BBdPSAh6ZojhNEKnk5OBwnLLGTPmDLqKAymNRqjwejogJKF7Xq2WvzzBJoqCoCINKRWJcHBGCwIvbX2XUTBlxNJmIdNdhtcZQULCZs866gr//fW43j8+ejqFDh/74Qj8TWq2Wu+++l6uukrstQ0JCZLcJIf6kiEqG9OlD6/bt7Nq4EUpKAheW+D746vpy8/O5Zf583F4vJ44dy8MPP0hjYyNVlRUsfPa5nzQup9NJZWUlNTWHyM4+gUFdZGF6O+x2O7m5uxk4MOGokzLwafVpdaSkpPDRRx9z/vnnsXFjNVqtls5ONzU1ZSQmZqJWq7vpFYqol5gGDteAbTJBZ6fMdyZOnPybkGtJkhg/fhz19fXEx8ejUql49tnn+OKLL9mwYQMPPjgfSXKRkXE20dGD0Wp1/moLJZmUJIkXX7wZq7X2vD8SKRP4YWfS4xDodbeCkiQ59+/ff8ZNN934P0OiFRXl1NbWkpY2ipSUoT8YFYuOjqaoqPB/Gtn+FlAW2cfExLBo4EBOPXCAx5ua+LPVyqsHDvDm3r38OzeXZrebxyZNQpo8mTafMTmJiWA2+8P4XScr0UwI4MwcG2zeLX7IRFG9mCWsVvjkk2BioUCEPhDl02oJRKBEsb3NRvjgwQxJHs2hWjeJiYFafKHwIWq2rVbILdD5iZvJBHYMAbNpqzUQ5YJAvkKQMqMRZ3wSdkuXrjuxjiLS0u2WuGsNmnju+rc4Nt+yMRoNY0NDidJoaKuthZoa2lwuJI2mu3qk8IhSRNSioyv45pt3mDNnZq8jZQCxsXFHZLsXX3wxTz+9iL/+9Xoef/xR9uzaGfzLpUCf8HAmjR8vM/v4eLl+r0uk9OzLL+fMKVPwAm6Xi+0bNpCfk8Oq1avZsWMHXq83yAexK5qbm9mxYzsej5usrDG9Xv6iK7xeL3l5e0hMHMyAAYe3DTqaGDduHBERfcnN3UB4uERoqJbU1LGEhxsONy35v2ZKtRQl10xMhIULH2X9+k+YPfs2PvtsvZ+M/ppoWUHBPjweD19/vYWlS5cxceIkXn31FXQ6Haeccjpjx46lrKwYtVpDRUUukiQFXdJiutm69X3cbntRc3Ptp798NMdxLKPXETMAt9v9rdXa/OVbvuJ4AYfDQX7+Xmw2G/HxA8nIyPxRbZ7o6Gh0ulAqlV19RwhKcnZZYSH/d955FOr1TJ04kTUaDV+1tXHA9/55I0eSMmwY+ZKENzISzGac6IL4xOFufAXxsSeOCJAWQXpEYZdIjSpEWIO6H8FPViK0drRanyyFqNwXel6pqWC14naHERbtaqvoAAAgAElEQVSWSHFxKxERB6mvlzCbITs7wCkFN8rJCezCkLc9uB5MmV4EmVT6Uobi2A3Yg+vtQP7BFq+JVKiweFJK8AtJjcPlRJQkzeGQCUBZGWqVigFaLQMAd2go+5qb2VVTQ0NHh3xjoNxWXh5s3QpGI+2uEG6+eTY33ngbp5xy4i+9ZI4qNm7ccES2GxISQkJCPC+//B+2bNnCw4891r1rFpjz4IM8/s47kJzMt+3tLM/NDbzp+0xdLhdNLS2ces50tm7dytlnnkl4eDiRkZE89MADXH31lWRnZ2E2R/L884v9q9vtdvbvL8BqtRIREUF29gmkpAw9ZurIBBwOByqViszM0Uel0P+n4s9/nsFnn62grKyI1tZDaDTB10JTU2PQjbiyfKPrTU9tbRkLFz7MvHn/4j//+XfXfqZfBLmLdTfR0dGMHDkSszmTu+56hB07dnLBBTO56KI/s379Bs455y76909m0KAsCgqgqSmflpZGmpvlsbe0WFmx4iFp9+51v74LoRdCQo6YHcnHsYBeScwAduzY8eenn37KW19fj8fjobS0lO++20l4eDhhYWGo1eqfVDumUqlISUk5Iir/arzBRt/I5KylpYUlb7/LNxMnce8NNzDvqafYfvvtTNRoWHneeTTv2IF25EhiTjyR9Oxs1Go1nVJIUKRMSE8oy8lE0EY8vKbIYNFV0dok0kGCvJjNsHNngGCI6JIPBr03wKaMRplxCTlrh4M4qrHZoLNTT1VVHYMGlTBsmERaGkxMrSPdUufnRoIXGWx1gYErC0ggcEucmEirPoZdlTHk5fmO3eEI1JIpIUJ0Xbsvu25bHJ9SbEjJdJWVxSA3JvgKRrRhYZwQHU1Cv34cbGmh1uVCcrnwKm1GTCaoqeHzd1/D3lLPXXcFaiHz8/O59NJLsHY5v38kyKKsanbs2E5CQgLZ2dk8+a9/yW/6rkW73kDmtGm89MorPPTEE0htbYyfN4+bPv44QJoTE8Fiobyjg5iYGMaOPZFHH3mEW26/nX0FBaDVctU11zA8NZXLLrucBQueYNmyt3A6neTn7yUn53v0ej3h4eFoNJojpnh/NGG1Wtm16zs6Ojp6dBTw888/5403XmPWrEvo7LQSFRXtL9kEmZSNGmXm9ddf4PPPP+KDD95hyZJnOPfckVRX5wdZ7KakdPK3v93CHXfczWOP3Ilepz1s1O3nQPboLKKtzcb27dvJy5O/6ypVP+Y99wrOCC8jR2byz39uIzZ2EG435OfLvz96fX9aWg7Q1LSHzk47y5bdg06nu1OSpIYf2e1x/IHRa4mZJEkt9fV1l95xx1wkScLlcjFmTDaDBiUGiQj+FISFhWE2m2nwteD/lmh7/33WPf4o+/fv97928x1/Y+nSN3jkkYe5b/MWOlUqZgwbhnrUKB7Mz2fEOeewRdtATkcZUkhfyqqb2bu3OIgzKHmFUHJQagCp3U6521LZeVVQECBmIkJoNgfSnV3JC4Bej92hps4dGYiW1dQE506BsfHVdHToSErKxGSyIkllRLrr5GVzcpjoWBskG4FWGxhDdjatE872789vfVRZSXFx4FiLi307E/VdIlWrlNoWxEx5LMInVEnQRDpWWZgicrCHI06+fahUKqL1erKiougfFkarwcBWu51SlQqH0wkWC263m/nPPssjjzxCmMaD2u3E7XaTlZXJ8uXvHjPF5L8EISEhSJLEggX/4uabb8XpdDI4JSUoWmaz2di9W25U69+/P7m+2sipJ59M49/+Rsell/o/t2arlUif0fW98+7nuWef5bTp07HZbGi1Wla99x6333YrRmM4IVotu3fvpq6ujg0bNlBWdrBH1FsdCTQ1NZGfv5fhw0dgMBiO9nD+J+rr6znppPGEhelITh5FeLjWr4yi1cKX//cqw4eP4rXXnubqqy/g3XdfYsGC+RQW5mOx9PU3EtXXf0NEhB69PpT77rvfv3013l9FziRJIioqEqezEwCPx+2fiz89tJyGsQ1Mu2g2Op2+m+mITheFSpWNVhvJ7t1fUV7+fe2BA989/ctH0/txPGL24+jVvxCHDh1anp+fX/TVV18xdOivS0NIkkRpaQkNXTv9fgbUZSXBL6xZw+V33cU9CxYwJTOdF198EQCj0Uhnp/wlv2DqaUQOHkzmjTey78ABYjwewsPCePOrL8lrPIjDAQZDFHZ7M/X1h4BAy7XI/nSVzHA46F6vIxibSO8JAiSIi7KTUcwuZWXYHWp/wK3Jpgu2vlFG0SwWzpvupX//ECZOzGBsnAuv3Y730CG/bsbZtpUkJoLB0SRHoSZMAIuFVodsql6eeR7lqdMCB2c2k5Vq95fLmUzQRCRNlhHBHZpdZ11xu60kbKI5wGwOLjJXpk9FjZnyWUAUzPmYpSokBJVKRV+Nhgy9HndbGzvdbloqKliwciX9o6M5x2ch5tXq2LhxIy6Xi4svvoSIiMMbavc0REZG/ebbVKlUPProYwAUFxfR0dHBA/MfxKG4XmPMkYwaNYpNn3yCyuNh8qxZ3PuXv/DBhg2Ys7NZ/fHH8oJuN337D6Smtta/7pw5czh3+nQuufRSbDYbRfv38+3mzaSlJDN1yhT+8pcZnH32WWzfvp2rrrqCG264/jc/xp6A+vo6Ro5Mo5+PtPZknH/++WzbtlWWPzGH+b+WRiMsXbqIx558kqysTC688E8sXvw88+c/zMKFclq6T58IQkMlVq16kTPOmMKAAQNYtmw5fcIDckreX/Ez53K5/KUxqanDGZw2nKyPDcxceSpWK8wadCvXptyPZE30TyHKqhiHA0JC1Hi90axa9SDFxdvHH9Mm5cfxm6BXEzOAnJycU++5527a29t/1XbUajVDhw7jwIFi3Ifr2vux9ctKkD77jNann0SSJNQ7t1Pp8fB1RQVbsrJYHx/P/PkP0Nrayty5t5OZOZo1K1bwyGOP8dwtt9Dxj39Qcdpp/GnUKIoPHuSVh15m9aOrADAataSlpdHYWEJdXVuQioTSuUjpFuQ1RgReTE4OEDGtNlgQ1WgMKMMK4gZ+8mawVvsnSZMJ2XBbeX5E3ZlPWHWEtpAIazUGq5XqPXvItVpxqdUyEYuPlwMjvr+btDF8U5Pk350IVuXqx/qJUKvb4M+4iuMzmQg2E1cSTSUslkCzg7KpQJwwZXRNdKoqxWeVD0HMfOfIOfVs6rLPBoeDcI2GFK2Wk/r0YVdZGW+99x53XHIJZdu2+QnH2rWfAzB9+rk/+9o6Whg1atQR2a5wO3j55f+wYMG/WbfuCx559FH5B7SmBmpqGJ+RwWOLFrFl5Uo+fuQRdhUX4/Z4mJydzYwrrsBpisFpjCTBZ3D+/fffA7JC/wP3309klJmk5GTeWLqU7IwMsjIyePCBBzhQVMShQ4288sqruFwuZs26+Igc49GAJElUVlbQ0dHBsGGpv2un+S+Fx+Ph4MEyFi5cxMyZF7Jp05f+95qbO7j//ruYd911vP32WzgcHaxcuYKZMy8kPT2D00+fxrhxI7j22lm8/fZ/2L49h5KSSgz6wM/aryFlAKWlpdTWyqUTUVHDOXTwICBx0FMIwEBjKmP7n+ZfXkwzD5aczCMlUwB5+li79p9ERJhelySpy937HwvHa8x+Gno9MZMkqcrj8dx3551//9Xb6tu3L/36RVJXV/eT11Gv+RT1mk9pWr2aSU89Rey99zJ20EC+3bOH995+mwvGjSOsvp7UtjZOaG1lzZo1pKSksHjx84wBTomN5eUVK2jasQPNSSdx6913U/nhh9xyy12MyRrj5xo6nYHU1HQSE8P9UbKukTJ/GtNhl9OYAoK4KJlbZmZgA2azTKxE/Y4IyfkiagnWXEwmWYhWXVMdIDYNDXLB+4cfBgrchD6Gw8GAuDj6WCzsCg/HPnYszuzxbNgAK4uzaNLGUFAg7+6NN2DZsuAgX74tgVa3wT8spTmA2u0Mrp0Ts6FS1VFZlB8fHyBo4kSJwhSBH4qUQaCmTqSFfeTVbEYWlU1OhsxM2rxernj+eWaecgrvff45RTU17MzdQ3t7O2vWfIZOp+Pkk0/+ydfW0caePXuOyHZDQkJYtuwdAC688E/cdtvtvPLqq2zZssW/jDkykkGDBhEfG8tH331Hp1qNY/161q9eHRQZ7+joYOTIUaxZs5aCggK+2bqNxmYrTz31NCuXL+efCxagV0RUtVot4eHhLFnyOlOnns6pp556RI7x94bX62X//gJqa2t7TapckiT279+PRqPloosuYunSZfz1r1dz6aXn8d//vs9zT87jpKwstuXnc/rJJ7Ny5QoOHDhAc3MzJ5yQyV//+lcqKysZMiSJTZu+JTU1Fa3215MxgZaWFhobGxg8WL557N8/lhC0zB/6CqtOqfLfEypd28T9nZZwQpHn6tLSnezZ84ljz54vj83w7HH85jgmCizy8vb8Myoq8qb3338/7kJhXfQLkZKSgkqlQpKkH20eULuduFau5OPychavX09ydjbrZ89m2ZYtzLrrLiZGRnJKaSmo1WAycV1YGH+/cjaTJk2if//+kJzMy4MGcWFVFe/X1vLXvDyYMIEB557LonPP9REJJzQ0YDfFYTT2Qa124vUWERaWikajCdIyA3miMCjlMCDYkFvZ0ZiaGrAPUKYDCwrkx5VX+omKevMmmYAoY/Wi21NEzHz+lq3aSMpME0nXFzKkXz8MNhv1Lhf7NwTEZ196Sd6E0nHppZfghhsCvKq4OFjA3+GQmx7Hp9q6j1tE/bqSMnFyBEErKAikMbtKdStry0ThnhAz9aUxnVqDvJjD50kqOj0tFq5b24DVYeKFjz7iupkzueLWW9mxcxcGg4Hq6mquueYaGhsbUKlU9O/f/3f1Z/0laGpqPGLbnjlzJp9++n+8887bXHzxTN5++13+9Kfz+Xj1apoPHuQ/r73GB088QYUk8dSyZTw0Zw46xfnyeDw0Nzfx7rtLaWlpZvbsywgJCWHw4MH+Qv6UlBRiROpa8UXRanWEhhp6vQm5Env35qFWq8nMHP2za2yPFiorK3A4OsjIyESlUjF16lTy8vbz6qtLWLHiNfqZ+vLy889TUVnJwlde5c0lS0hMTKS4pIzdu3OYNu0MOjoCwrHKQP5vQc4qKsr9LjEA/fqpiI2NZbj6ZP80o7y0hMK/2w33J60FwG5vZcmSazwHD+aOkiTp56dijkEc84agvwGOCWLms2tKa2pqasjOzlaL9MYvgVqtxm63U1i4n/T0jMPefQoV//euv567P/mEuMZGtgBn79mD5qSTuGL4cJZ+/TWa5mY2AX/yeIhOTORCYFNHBw+fdiovrlkDf/87apWKE2Ji2NHczF/1etmOSEhYgBzZamjA0NCANy0dlaTB4VBRXl5IcnIqbrfKzzP0el8HJcZA56KSlIlCeWU9mYgcieUFKbPZYPlyuQ7M7ZbXFaSspiawTZ8yu1B8bDUl+A3N19YMZVpyCbFmM2vz4qirs9LY2E57+wD/LiDA94xG+bAnT+7eIKrVBgJf1Di615fFxweOQUnKlHC7A00OZWWBWbSmJhARy8sL7NBk8jchiOMUMmdGI7TqI4lokAvT6yzp1NQ8Q1tbEQkjP0MfdyZZY/oyd+5trFixkg8++Ijs7Gza29upr68nKioKl8tFY2MjUVFRhIWF/S4OFD0FarWat95axtVXX8PUqVP4738/Zsm//83pZ5xBstHIKxddROqgQUy/5BIemjePf1xzDa6qKrz19YQ4new6cIDwqCjSR41iyZIl3fS51A474Q4H7XY7ns5ONFot8+67D5VGw93z/kVHR8cxUfjvcDgIDQ1lyJDkXncNmUz9iInpH0QkjUY9N988h7lz5wBy4f6QjNFMPidQAjB85CjOPbd7ScBv+XFKksTw4SOC5v/W1jqam5u77U8pZyheF9H/N964idBQwz2SJBVzHMfxE9E7Yt4/AZIkNZeWlk656qorflGNmBJhYWFotSGUlZUe9n2vVkf5448z5623eLNvXzb36YMZaHO55LDPhx9yQWcndZLEJ5JEJ9C5YwdkZnLvFVfwTmkpzjvu4Kv33uOC997DnZPDV4cO8W5xsewHuGFD4LFwoaKVEdraNQwZMoyOjnYOHaoMCgrJpMwHYbckGI2I+pjNOE0xwQXvgmSVlQWsnwRRqakJEDrhwamEMKczGmU7KVtwlvH9nCScZlmoVKMJxe2uwuEowmaTMJnkXYlaOUG8uroliWGCbAJPZWUgdQqBHYoTofz8uwodifeE8q1oYrBaCfJRMZn8EUAmT5affSxRTMJGI5CaSnXaNNxu6N//caKjy4iOdvHmmydSUrKdr7/ezmuvfUlq6gT0ej0vvPA8f/rT+X55FqHIvm3bVlpaWvB6vUGF8Mc6Tj31VB588CHS0tI4d+pUWpYsYftdd/Hf/HyizzmHiaNHc8nw4ezctImtxcXU1tTw5CuvYG9pITM9ndMmTqS+vp4y5WfngzY8HJVKRU1tLStXruSfTz7J4wsWUFhYwFtvvcHkyb07jdnY2MiuXd/R3t6OwWDoNaTMbrdTUlJCnz59DitToiQ5v1Va8uegtbWV3NzcIMmltWvXkpmZzowZt5CSMryrFXGQbJHoj9q0aSlNTWV5+/d/++TvfhA9GNIRfhwLOGaIGUBbW9vG0FD9h4899uiv2o5KpWLYsGHU1tYG3SEpceisc4gNDeWUAQMgM5NDWi33eL10uFy0VFRwcd++bAEmh4SwyWQiNDYWKivpP348MWYzJffdx4vAR8DTQEdbG7ft2EHbqFEBIlFTA2lpeI0ReI0R/olAo9EwZEgaanVwd19dg88DVCioJSYF15UBTq0BndbrrwMLEloVml0i8iS6GIW1AATEZcX7IheZmEh1g87vRa5sfFy3Tv67uTmMlpYsbDY7aWlF/qL+7GyYMSO4FEzJrcTfxcXwVUGcvwvUa4qkzqoLjKsrlHZMSoKmrEnT62USq6wtE8UieXkyc1So/MeYnCSZmvyb9ppkm68NGyAiIpbLLhtEVdVLjBt3MQZDHxoaqigt3YbZDK+88goPPjifpqYmAAwGA8OGDePEE8eRkZFJeHg4HR0d7Nr1Hdu3b6OwsJC2trbDXn+/B35rn8wfwgMP/IN7752HOy4eW0wM2ySJPW43/fv355IBA9B6vajsdg7k53P5vfdy97//zbSZM3F1dKD2epkyeTLr168P3qhez+68PMLDw1nwwgvc89BDLFv2DmazmXvumcv48ZM488zpv8vx/daQi/wr/b6XvSkl63a72bs374joRv4W8Hg8FBTsIzY21k/KSktLueKKy3nsseVce60sw9FVaacramoK+fzzJ5z79m3+QwrJHsevQ++P5XfB55+vmWG1WptPPXVKn4kTJ/7i7YSEhDByZNoPCjNmmSJodrv5RqVi/NdfowW0AwcCEDZhAlJREe5du0hPTmZPZycMGyYzkDVr0BgMsHw5i+bPZ9VDDwFwCMBmQzrxJMqtRrh5PAkblsLkyagry2kyBtKzbjdIkh6jUU95eRmRkZEYfV2YdQ1qP29S4w1Eu1CQMrERERETLCo7O+BRKXTGRAdnZiZs3iz/rdXK3pZWq7yNtDTQav3yZiIDCDKZEqVgWi3k5Wkxm9OJiXEybJgHj8dBcnI4yckwNk02NP8mx+AfonLyE/zoq5oRTE4N9CuUE4nWFEmcNT9Yz+xwM6eIkokcqYiWWSwBoTTRhSkih0q7Jd/tsMMtnx6fnizr1gUChw5HHRMmjOOccyZx1VVrGTEiHYDFixcBsGjR4qAhqVQq/w+VVqvlpJPG097ejtVqRZIkPB4P27dvw2g0YjT2ITIy8nfpuDt0qPqI2TK53W7a2tpob7fR1mYjISEBSZI40NhIXL9+tNbUsO7SS0mLimJ/Swtn3H8/cZGR7CkrIz0tjasuvtifAhs/bhzbt33LVVdd5d++FzXjJ03ihDFjqKis5LutW+kXHc2bb77JF198zrZtu3pNLZYSQmnB6XQyenRWr3Iq8Hg85OXtITIyktjY2KM9nMOiuLiYiIi+xMTEALJI76RJpzB//kOccMJkoPtNo7gBDdyQOnn99Su81dX7xkuSdPTurHogRFfmcfxvHHPETJIkj0qlGnHbbbeUr1v3lSoq6pdrMUVEROByuSgvL2fgwIH+Oyh1WQm1S5Zwz7Rp3PXJJ2xWqeRQjzAEnzWLPWVlROfnY0xIoL69XSY9114LgP255wg78URiLRby6uv5y7JldHg8lLa3Y7XKd78WCzhnzfbXKugVdQuiK9NmA4PBSGFhHsOHZxAWFu4P9kSa5Mvfixq3NiAw6XSr0eEMVqqvrJRZjiBnQmbfYpH/njqVJocBW+o0ABKKv5LfF40EJhN2h9pvyankdmlpAU3bhga44AIoLlZhMoXSp48V2EtLSxL9QiMAFXYMZGYGjAiUqVGxfZA5ohiiSH3UmUcAEFPjs+6xWAJRM1H0L1KXyiigKBxTymckJkJyMt5k2chb7Xb6CazXHAO+0yW6Rc88U25MANljsrg4h5tuuoH6eod/CKtXf4Ddbic9Pf1/XncqlcpHwuQVJUli9OgsbDYbNlsbHR0d9O3bl++/34VarSY8XF7WYrHgcrlQq9W/CekoLCz8VcRMNNDI47bhcHRgt9tJTR1OY2Mjhw5VEx5uxGQyERISgk6nY8y4cbB5M3MGD+YvS5cyKTWV9/LziY6N5VBjI/957jmuu/xyVB4P2O1gNBITE0PxJ590279KpeLj994DwKs34AWWLVtOVVUlI0emAd3rg3oy2tvb/VGypKSkH1+hh0GtVmOxxMqNTz0UMTExQTZ+u3btIikpicmTb/C/JvqMlOo6ELi/Xb36XnQ67Ysej/u733Psx3HsoJdMST8PkiRVZmRkXn3dddcuWb36/V9Ve6HRaKirqyUkJMR/l+cZNJj0555D43RSCxy0WBg0a5a8woQJsG4d723dyoysLOrj4ojs2xdmzWJtgRz1cqjV6HU6Plq8mGtXreJUk4klZ5xBa1UVsTecjfPDT9E5WqGmBodlqD8TqdcHZ9vkzJwZj8dNQUEuGRlZQCh6Pdgd6iCjc8HD5HZyHWrljCIK50XLpPIu3GyGnBxs8eP9dWMNpilksQsyM9mVo4YcmTRF6J1gtRJhgnJHTJCP+qpV3U3Nk5NNREZmUrR7J/u2uhk+bhwNjfIQzOaAcoev6dG/njgfon+hq81inSWdGHe1/I+YLUUILycneDZVOgF0PdG+gn8/KfOlcZVleUqV7+xseZHTTrufl18+l/T0JC6/fJp/V8lKZvkzIFu76NHr9ZgVTg4jR6Zhs9lob7fhcskNKRUV5VRVVaHRaAgLC2PUqHScTifNzU1oNFq0Wi19+vRBp9PR2dmJVqtFo9H85O+I1+tFpVLh9Xppb2/H7Zb9Kg0GA3369KG4uJj29nYcjg5CQ0PJzBxNc3MTNls7er2eqCh5/P379//hH+ipU7n1tNMwr15NXUMDV6Wn88XXX7Nj0yYSBw0KfOgmE21tbVx/000sXLio+1i1OtAGR7xNJhMmX0q7txAySZKoqTlEaWkpgwcn9fhu3q6QJIni4mLi4uJ6rF9nZ2cn9fV1xMcPDHp99+4cjMZ4/yWnLGU83PWTl/cZRUVflpaW7r71yI649+J4xOzH0Uumpp+P3btz3jj33HP/9tJLL6bNmXPjL96OWq1m+PAR7N6dQ9++fTEYDHg8Hhrtdh5ISuLhkhJiTz0VBDFbswZMJr48dIhHr72Wp776imkX3gFaLdMSC8HtxuBysefll7nqs89YM2kSYyMjobGRcN+vvW7qRHj1VTAaibBV47XE+T03I/Ru7G5d0KQQFWVBr9cBIUFWkcpoQNdJxGuMCGidORxyaOvDDwPMT7zmC0klUM4uR4J/m7vIghw5EGWxyBGuKWlWf9V/Ag04LSOorJTfE9lBEfoXzZwmbydZ/fvT3Lcv9e3huFxO9Hoder1MdEBeX9SfpcmBDr+UhqJ8LiiLadfKkR4D9mA3A5GyFAuLfGhXMurrxnTEDwV0GGxyiKzVofOvoiy7U2ZOJ0w4gT59FvPPf95BYeEFjBqVzl/+8pefeMX9dOh0OiIjI4mMjPS/lpQ0hMGDk3A6nTgcDjQaDR6PB7u9A7fbjdvtRqPRoNFoyMn5HpfLhSRJWCwWhg4dxp49e2hrk6+LqqpK/3NZWRlerxdJksjMHE1ISAjFxUVotTLZU6vlSENERASRkZF+IgkwcODP6JL2raNSqbh0xgw+XrOGh59+misvvZTEQYPw6gPRXzVeioqKGDRoELNnz/7Ju+gthEzA5XJRW1vrr0PsTRCkrL3d1mPTrpIksXjxc5x44ondiNnKlSu49trHge5lFUqpDLki4hDvv/83Z1XVvnGSJB3nH8fxi9HLpqifh08++WRsVVWVdcKEU3S/RsU8PDycwYMH+7ufvF4vutBQrsrI4N5x49CJyXLNGrnYCAjt2xdp40aiKypwVHwNb2yTl7FamRgby5Pr1nFCSIhMytLS5HDQKlnpnxkz5G3NmAFGo0zKFLOCQevEiRwJMJnkSUF4ue3eXUhGxnC/FICSnHVL2wj9MZEznDwZPvkkQGI++UQWFvOpsWeRw67484LIkIDZDNXuGOKw+V9Qeo0bFQoeaWkyyVI31IEbNElJeK06qqrc7Nmzk4iIgYwaFY/DocJigenTgwN5Oq2XEalQXqkO6pDU4fQ3A+j1vho7mzvYnLyryahS/0Io+wtZDR97NGAPOmBhqQnys+gkVTaKnnfe+ezdu5ampg5uvfUWhg8ffsSU9LtCpVIRGhrq73jr06dPUHpGYNy4kwD8hAtg+PDh/r+FsKbFEktMTH/UanVQp1pW1phu2xS1Ob8UXnOMfF0A9Q0N/Pmaazj91FMZN35894sOCA0NxeVy/eTt9yZS1traSm1tLTl7+GcAACAASURBVMnJyWRmjj7aw/lFqKiooLW1hYyMzB5b0/fmm2/w7rvvkJAwqNt7Ol0knZ2yq0xxcTARU1Y+6HReXn/9Slpbay6QJOmnK5T/wXC8xuynQXWs23apVKoRWVlZezZu/Fr9W5j5tre3Ex4ezosvvsCDD87nwaFDuWHwYDRqdaBWC7jObmdU375Mbm3lzLIySm6/Hf1iuej7wz59+FNdHRMSE/l6zhz5Gy5CSAUFMiED7KY4DHqvv2Vc7XYG/bLYHeoguQxJkigrK8LhsDNmTPoPKoBrtQSTPRGfF6Tlww+DK+8nTAgUjgG52Vf7+Yu4axQZNq0WYqij3BHDzp3yZObrDQjSec3MBHVeLiQm0koEZWXyqdNoOrDb9xEXF0JYWCrJySFBY/Vqdf7oodMtH58IeOkcrf5j8Fri5IigsutUdCeIXKTPw9PPqIRmh8/KyZ6aJRM8q9xFiV5Pnc3A/v1VLF78NCee+CfS0ibQ0SGxZ89mwsM1ZGaOZsAAuZBfNIGeemoab765lKysrJ9yifUYdHZ2HlbO4PeC1NmBJSGBzWvWMGz4cNDru8kn1B6qIjMri0OHan9gK70PouuyoqKclJShREdHH+0h/WLYbDZ0Ot0PNlEdbdTW1jJp0ik+AmnrRh7vvPMfOJ2dnHXWAnIavqXN08hY01l0dGiCIvUffbSA775btbKgYMfMo3AYvQaZKpX05Y8v9qtghu8kSco+wrs5ojim5DIOB0mS8iMiIv59xx23/+ptud1ucnN3Y7VamTPnRtav38gKjYbT162jpLbW/0ssnXMOfaOiyC8rI/2ss8gIC+OZZctwuFzgdjOtXz9G9u/P5rIyvLNny6RMaJXNmoXdFCeTMq0z6IdIRMlAJiVKnS+9Xo6UJCamEBKiIzd3v2/MPyA/oSA63uShwTpgZ54ZLCC2Zk1gZaOR9Jq1QXX0Si1bhwMKrQFS5nbLz6L2Pj5ePky14r5JlIClpUFsbBinn55JP6eDIQPdeDwe/zjtbp3cTNml2zJC75QbGkAmWwUFqJe/I0f8lGlMpXAaBCQyhJSGmGnj48FkwlCWj7q40B+uc/qaKK688gyqqgp55pkraWjYw1NPXcbjj5/DSy/dxvnnx7J+/dt+baO9ew9QX1/3u0XLfkts3frtUd2/JjSUu+bOZc7tt+PxeA6raeWRfA05x9B9eGNjIw0N9YwendVrSVltbS0HDhzAaDT2WFLm8XhYu3YtRUVFOBwOnn12Ybdlrr76Yt59dwnffPMBktqFV9UZZKvrcEBR0Ta2bl3Run//zsuOwmH0Ohz3yvxxHPPEDGDDhg3zCgsLK9/zdWj9Umi1WoYNS6WgYB8ul4sRI0bw5ZfrmRIZydj165ldWclXEyfyZFMTbxcXc8e325C+/prZkZGsbmhguEpFZ1IShr/+ldy//53GggIcEZaAgKlP2MugdWLQyn6QIlojeJLdoQ4iZRDgE4KcJSWlEheXQFubhCRJhyVmrQ6dXBwtkJkZ2IkIcynzdXl5AQJjMjHCscvfDACBUi1lKdeECQGpDLPZL3cmd4w2NEBaGq1EBI1LrwdtdSUJGRm0u8LYtm0vO3cV4XK5/NG5JpuOJmsgWigM1P1WUcoBCQcF+QMMHKs45yJSJroUxEaVDQK+Vled247VCiaTmdTUbPT6cG66aRInnpjKrl2lLFmyg3ff3cK8eXP54ov30evh/fdf5eKLL+l1Bds9AV7U3Hbn3YSEhnL+rFlsFnItClitVkJCQnA4j8IAf0NIksShQ4f8rhAZGZk9Vuvrx9DY2EhJyYEeW+gvcODAAcrLDzJnzo189tnnLFjwr27+sHIX8VheeOEGRkdOZIzhz4SGylE1txvs9hZefvk6T0nJ96MlSfrpOfXjOI7/gT8EMZMkSdq4ccOoRx992PlrjZkjIyMxm83+wmiNRsO8vHwOPPIIqTExzNuyhfdzc3nz3RX0Ly5kRkQEVx48SJPXiwnYNGkSJCaiTkoi8uBBmYCBXNNkMiHHfuSHYDlqa1NQ5EuQH9FACIHORKNRbliIiAinvr6SkpISf81QVz1Z0Vmoxhso9i8ulqvtX31VJmMOR4CQ1dTIz76dTTTnAwFTgfj4gL2SqLlKTg6M0++a5Gu7tDvU/rGLcSXEy2NpdehwOGDYsBG43WrWr9+B1Sp7N4pMZEEBwZEyIYMhfhAE4SouDvbBBHkgU6cGs0eQB7FunRxtUxYkmUw4tQaMRlj10hP897+vcvvtD5GTU8uddz5AQkIUaWkwevRIXn31//jXv25j6dLFvPPOK9x6622/6pr7I0Or1fLR6tWcOnEiV111Beeffx6dnZ3+9xMTU4mI6MtXX204eoP8lejo6CA3dzfV1VV+W6XeYkTeFXa7nf37Cxg5Mq1HNyo0NDTQ3NxEXV0dQ4cOJT19Gg8//AQnnDCGgQMH8H//939IksTMmVfSr5+ZefNeCSrX0GrB6/Xw/POX4fU6rpckqeToHlHvgKgxOx4x+9/ond/+XwBJkqx5eXmZl19+qbu+vv5nr6+2NvmjV0lJQxg0KBGvN3AZ9LnzbuYtWsQ3333Pli3fclqIhj/fcgsRra1suu461FotWbERTHv5ZT7KzZWJgJBo0GpptalpdcgRLBEqB/wVpgZ3q39fyuiXXk+A3BGIOgHExFiwWpsoLy/xR84EORPLVlYSiA4VFATaHgWEToXQuRAVsD42NY21pNesRXlzPG5c8CaETIaY2DYVxLBpszqIJIKPlBUXg8WCXg8xZi8ul5aEhBSGDx+J0ahBp/PicnX6hWxbHTqCdi6K36ZODfyvVLgV3RIQ8E5JTZUZZNco2SefyI8PP/QvDjA4NJR+oSomOEoYtOU9/27wncqICBPDh2fwxBP3cP/9jzJ48GB6I3qKCKjeaORvt9/Ovn370el0XHXVlXi9Pn8LtZp+/SLRaDT/U4m9J+PAgWIiI6PIyhrTq1T8u8Lr9RIWFkZGRiYRERE/vsJRglyLW+rX0wsPl7Uuzz//SoqKOrnjjvu4/vrrWLduHSqVmttue50pU87z65cJrFx5D+3t1W9WVBS+dpQO5TiOUfxhiBmAJEn72tvts2bOvEhyOn8496Fe82nQ/4WFhTz9wgu8OX8+zpXL/Xez33+/C6siEuNNTEK9eRPqzZt4dsECviwpYXtREWcuWUJ5Zyd7OuR95i1fLrOvggJ49FFabcGpSTE3201xQdpaQrdLwO0OGKrrcHZr59ZqQxgxIpPmZis1NcHF0SJKpddDq9sgjwXkSNJ0n1XNhAlyyu/aawORMtFeqUwbVlaifvThoO2LTKGyI1SJhgbZI12pnN1qU9NqGYpTHyE7FLjd/vViY/tiMpmw21upqtqJ1VqNJElEGL3yuczODpBKobIruk4FMVMatwsfTBHO0+vlFKcQCVYO3maDxYuJXLaIOG0dbreb4qoqRvo6EGN2foq6stxP3F577WnWr/8//vOf97jttoAwZW/D0KHDjvYQAJ/FmFaHVqtl6dK3qKqq5KKLZlBXJze/OZ1O2tsPY8nVg2Gz2dizZw9ut5uRI9OCBKx7I5qamti5cweSJPXoSJmoWR09Oou+ffvS0NBAZGRAhFylUrF3735OP/0cbrttHieeeDFqtdo/PQps3vwGRUXr9hQV7br69xz/sYDjEbMfxx+KmAEcOFC82uVyL7rxxjkcriNVkLKGG28gISGegfFxTBk/jv2bNrH8o49Iu/56Kq6+EpVKxeDBSezbl+83nVZv3iRvZMMGhtXWMiQsjIrOTqbFxhKh01HQ3EHLmWdy2/792Gb6mnfy8oiYMc3PG3Q4/REwvR7QauUCfa0uSG4ryOjX9/7hpABUqhDS0jKwWPrjdjuQJMmfChWcT6sFe2pWsGT/3Lkyu0pNlf8fNy4gLAaBCFRlpd+byH/8Ppx5ZmCsNpusjL91a6AhUq8PqOUDRNiqicj7Bt3Ob8DtprxGR3Gx3DSalyd2ayIlJYO+EdW0NX/nn2iDbJYgUNiv1cpRuLy84C4IYcOklGAQBO2yywIRN5HvBTnk99JLaP78ZwA27ttHkeh8sFiwWCA2tpPPPlsBQHp6avcPpBfhu+92Hu0hdENYWBiff/4FQ4cOZURaGitWvMMNN9zCCy90F5jtifB4PJSUlJCbuxuz2fyzxH17KhoaGigo2MfQocN6dApWkiQKCgr8AswAHR12IiMN/ns2mw3Wr/+UpUtfJS3tFK655m6/9raYNwsKtrBmzUJbcXHOcb2y4zgiOOblMg4HlUqlysoas/7SSy+dNHduoFtT/cnH8h8bNvB9RQVZq1Zx6aRJLJ07F/VXXwHw2I4dbPd4+Oiee/BecCEVFRU0NjYwuq0VlUrFnlWreP799/mssZG0vn15Ii2NETExdAAdHg+6lSspw+eNCZx++ukBEjB3bvBAFXlJu0Pt5xkQrHYvsnfdOi+7oKgo3ycmOhy1OlgDTJlSjNn8vjwTiZykSP+J1KvocBS5yeXL5WhTdjb5ZQa/8oeyU+71N9RYrTLJ0usD0m3KOrmJydXyAqJ9E/imJslPHsV4R6R6kVwumlpb6dM3GqvVSpTKhaatLeBe0NAQzDyVCrCJiYFZVqkWm50dGJBoKxX2A9nZ8vGuWgU5OTxeWspyjYZqtZr9O3YQNXw4Xq2OL774gpkzL6Jfv34cOFDa/UPoRdi4ccPvZmT+S5CTs4ezz57G4MFJDBgQz9KlKw4nddYjIElyI05HRwfl5QcZMiS5x3Yr/hx4PB6+/34Xw4alHlYrryfh4MGDNDU1kpGR6SeQw4alUFxczEUXXcIll9xCVtY4Hn/8UUpKinjkkTdQqVRBJaouVxlPPnm2s7Jy3xBJkir/x+6O4zBIV6mkT398sV+FgceAXEYvklv87SBJkqRSqaYheatTByVETTv1VFY9/jh569fT3NnJpkOHqLXLhtpvb9zITdHRnOSLzMy45BLefPZZf64uPj6emOJC2l0uFj3zDPetXcvI8HD+O348o+Li/HfDurfeQgfsBES12FgIkLJrrw1IN0Cg6B78MgE/pOKv9NAUz0rrJpA5yZAhqRQW7qW6ei8JCSMBtZ9nud0y71Bbm+RjE5Egpem3SGUqujOd6OCGW9G57eSXGbDZZB/LiRNkUtZqU1NWJvOaV18NNAEoM4gWCwxN9kJeQxBD9CYmYVQchyCfrTY1EXoVffpGo3PbaT6wj+KaGgYPHIhFpUKlbAQQHQhKprrTFwkStWlC22zNGnlAIp0pSJnFElTH1llayi3AvIgI7h8yhJTx4/n86ac5YfhwSktLaWlp4aKLfnul/+MIRlraKLZs+Y4tW77i3HPP7bGkrK2tjZKSA/TtayIxMZHhw0cc7SH9JmhubsZkMjFmTHaPj/q1tbVx6FA1o0dnBUX1/v73u8jP30dNTTWvv/4EU6as5uqr78dmg/b2wP2dyQQuVxuPPDKT6urCicdJ2XEcSfwhiRmAJElOlUqVevPcuRWharU+0uXizPh4UmprmR0eTnZcHFdWVbGsuZnaigoYOxaAkJ07ZaVxhwN1TTVSUREbli7l4e++I9xH3oo6Olje3Ez6yJHyzrKz2fnWW/59RwCpQN/LL5dTbAsV+jmCUPgYk1dvCBiZ6w9vuqzVymr4TrfaLx5rNKqDatlB7tYcMWIkJSVFaDQdaDTh/u2Cj5Qp04GClAkyJmtF+PXanOjkWjCALhG6rzbI+1dynPj44MygyIxGmrzyeSgoCJDRxCTy8mRrS+FFrtf7PDlt1eDQyqpuRiPD+valVa3mQGEhHZ2dJIWGBrsM5+TIO1I2NlitgfxoamqgzdVolKN2Xb1EQd5eWhqhej2hADU1PJqWhjRwIB9u3swJF1/MoS/lyOq0aWfQ29HTIzpaLQweHMfgwT1TPkqSJIqKCmlsbGTQoMQe00zxW6CqqpKKigpGj846qiLEShxubgT5czAajWRljel2Tb/33kq+/HIdISEhzJp1sb+3SZSnCni9XhYvvhyn03qTx+PedoQP5ZjGHy9H9/PxhyVmAJIkNWjU6ux4kyl3SUKCOkunQycmT62WS6OjWdbczMuFhZx3wgmoPR4i1Gqaq6tpXr2aEI2GCfPm0eF28++0NKLHjGGCycRDW7eyob5eJjA+vYgTV6xg28yZCAvqBqDPG0sBX8pPECJlfrILtFow6L1BMhOAnxzp3HbQBtTR9fpANCwwYalJTh6GJElUV1fQv38sBpzBs5AoQHO7/dExr1YH5hh/s0GQX6cvFTjCKhOgr9zj/TwnL08OvhUXBzKgNluA60TSBDuLA6QoLY0mYwJYg0mZ263gjCI12dAg17fp9USEhZGp0eBtbcXR2EiRTkdSVBThykiZIGJ6fWBjVqusdSZYpPK8K2vqfN6ZgEwgGxpgwgSk8HB2HDjA+RdcAMjaSACnnXZat8+vt+Gkk8Yf7SH0Srjdbpqbm4mOjsZsjiYpaYjfIu1YQHn5QWpqasjMHN2jSFlraytff72Jb7/9GrfbzVVXXc3QoUPJzd3NyJFp3bw6KyoqyMnJYe/eau6990ZOO212UL8PyHOPzQYrV95HW1vVO+Xl+1/4nQ/tOP6A6LmVmr8TPF7vXpfbffHZ+fmEbtnClVVVdKrVoNUypU8fQlQq6l0uZixfjr2sDHNjI3Pi4sh88EFWLFnC7pYWCtvbUel0jFSpOP3kk1k2YwY3Z2fDBRcEojR6PSd+9BEAQy6/nMEe+b7BbzckiulFLVdlZRDBElExkMmZMm3pRR2s7uqD4CQiAKes0wKw2x3k5uYEvAZraoJrs3xjEkK0DgfUWXXdTNTR6wMF9suXM+XDW/1pSuFypGw2MBrldGckTQF7ALc70MqJvKnExOD6udRUiKA1mFSJgTU0oFKp0KhU6EJD6RcaSk5bG/s7O3Ep6yitPsa3c2ewgK5gkVu3BmuKWCxUj0igKTkO+wWXyOMFeXBAs8PBt4WF/PWMM6ChgeXL3wXAJPyYejHKhFXXcfwkyDc71ezYsZ3GxkYkSSIyMvKYImWiJjkjI7NHmJJLksTrr7/B5MknM3jwABYteobQ0HAKCgrIyBjF55+vwWQyHXasa9ZsYty4yZhMsfzznx9w0kmnHbYXaMOGZZSUfFO9f//Oy3/HQztmcbwr88dx7MwYvwLVra0r06OjT+5ns936ZlMTbzY1sS8tjdR+/RgfEcH1AwbweUsLw9avR5Ik0vr149X0dJ7ctYvxRiMhYWGkGAz09XoZpdMxPiUF1YwZlJhkb8QkfaU/RDSktlY2ahaXUNf4u4JNqWuq8VrigAApg4Adk3IS8eoNMo3T61Hj7eYO0FW2wuNRkZ4YQ2m5g++//prRUVGEaDQBcigK+5HNxu3GGL9wrNhGnMUbGP+4cXITgK/bccqau8i97N84HAEuIxYV/HHek5E8Pt3t9wotbzBQU5PgL2kT/QUWi7x8nLE1QB4PZ0bu875Ua7XEh4bSv6ODCkCy2XAAGo+HELG+iLaBHNX0nTs/QfO95vV6yWsrJtTeh0lldZCaiuddmXxp7r2X0IED8Xi9qKOjwWLhmWcWkpjYO3XLuuLgwTISfQT0OH4YkiShUqmorq6ioaGBtLRRPb4Q/udCkiRKS0uJjo4+rNn30cKiRYtZuPBJXnrpNcaPP5nOzjC0Wnjyyfn+jvmkpCGHXbexsYqEhIHdXlfW7ObmbmXt2ifbDxzYPex4B+Zx/F44Tsx82NPQMDcrJib7kj59xr9TX8+C+nqWxMZyR2IidxcXs/Tkk6ncvZs6h4PPa2p467rr+Pyss+TIi0ITK2L6dOxOJ3s9BjZ9IE/YaWnnMS1e1lzCakV9uIJ0UYCuTGX6mJeagJG5kmwp5TPcbkBrQIc3yNxcTDJCkNW/LD77ptBQ+phMaNVqvGo1asG+GhrkVJ6PARq0ThoccqQszuL1yWTgP3YvatQ33wyPPipvfMIE0uNlQd7i4khALt0SDY4C/1gznvh4ONMc6DcQDQHCJSmSJmiohIKG4K6BrmhoCHovRKUiyeWCxkaqOzooAWKbmohvbiZUqbIrRIomTw52ZLdYUGu1jHP1x2keBe886fcN1Vx+OVgshI8ZQ/+oKA6UlzN0wABuuunm7uM6jmMSXq+Xuro6KirKSU0dTlzcAOLiBvT4QvifC4/Hw759+3C7XSQkJBzt4QRh9eqV/Oc/rzNlymn+YL8cfD+bFSuWcd6ZZ/zg57Fhw1fMnn2lfx4Vzdkg/19ZWc7ChddLBw7kjpAkqXcJ5fVQCOX/4/jf+MOnMgUkSZJ21dVN2e3x1KiAL1taKDN4yEiM4syYGC799luyoqK4My2NA3fdRfSsWTB9OnWLVwYMyH2pOHvaRLZvd2A0lpKWJmczq90xwWI4ot4JXypSzAgi+iNImcOOl2DDciWUrwsvzcMtAzJvUfprOvUR4HAQrdMh2WzsLCigvr09sNLmzXJqT6/HiY74+GCRfWpq4MMPZVJWXCgf19y5cq3WhAlUOyKpc0dy5pkBUgYyl83LkydRsU1BysSutVqfryZNMgkUUS6rNXhhoVemjKApfat8iKutJbusDG97OzmhoUhlZUhKjRCLRR6k2LYiYhhhGYT5qzUwdSqeb79FM3y4/Ma4cXjCwrB1dmJIScGrN3Acfwy0t7ezffs2amtrSU5OwWg0olKpjjlSBpCfn09IiJb09Iwel5bt6LATERHh/9rKWmStxJtU6END2Zuff9j1tm3bRkFBPhMmnOe/x1NOIR0d7fzjHzOpqSmdKElS+RE+jOM4jiD0rG/ZUYYkSZ0qlSp9gMFQUWG3hy5qLWNMgolnMjN5RhlJ8RW81plHYDSC/dpbMWxeixDw+vRTNeHhIwgL24VGYwRiiNPWBfwmwS986k0dgdrWKoeHfEKt/ts3X3GZXHCv65aaPNwc2VXLTCyn5H2CXGm1yKxxwwbUKhXDw8LIKyvDHhZGQr9+8o/M5s3y49F/A6CuqZZXFOr/NhvqZUsDJuh6PU0Tzus2xvvvh3vuCYwtPj5YiUIoWyjHB8gLCYVHIdMhiu6UYrFCzkOZGhY5UV8kTW+zkbJ/P16PBxWQFxGBJjycBJ0Ov1a56EQVaU5lKs9iQSN66H0sN7ewELPZTHx8/DF3J5iVNeZoD6FHwe12U11djdFoxGQyMWLEyB5tPfRrYbPZMBgMDBs2jJCQkB5JOhMSBpGTs4/4+BMAcDo7qS3dQcqgQcRERVGrbGpSYNu2rZx++vkYDPLNVPB9nYv77puFw9Fyq83WuvmIH8QfDMfaPHkkcDxi1gWSJNVX2e0jovV6zzPrS8jbacej0cikwOGQydm4cVBW5pccM9SU+EkZZjOzZ9gZMULHySePYtgwg0zKbDb5x14QB1/KTW1rDUR8hMAX+J+Fqj/8uIDs/3pfjFVwPodDIQCbnQ3Z2fTxeMgymbB6PDidTpmQAVit6O6/K0DKTCaZsIjZzO321341WUawcycsXgwvvRQ8hieflB/C7Hz6dJnPWSwBbiVEaFNTwdBQHkgzpqbKC4vuAV+DBMoCdaVorFL2Q5A7HxNUSxJotaQePEi4SsXu6GiKQkODomT+lKZSbA0CpMxH9r47eJDs9HR/qvk4jj14vV5KS0vZvn0b7e3t6PV61Gr1MU3K6urqyM3dTXt7OzqdrkeSMoBrrrmWBQvm09pahdPppb5kCwPMZsJCQ9mZk8Mpp5xy2PUcDjUqVbBwg1YLKpWH+fMvx+t1vlJcnP/c73EMx3EcXXH81+QwkCSppLGzMz1ar5f+tbeAyV9/HdDvUii3GjavlUmZ6KQ0m2WiUFbG2IZPide1E6+zU5yfT8shn9a/zRaQplDWShmNeI0ReE2R/tedWkNQlKxrWZXIwv1QgX9XCC0wIUvmH48orpgwgdDQUDL69UNXWEhZXR3Olhb5uLOzA+dAsKeuSEyUU48+CD9MEcwSuKGLfaQIiIljjI+XXytx++pZLBb53AqBIeUOBEFT3vJCsCWT8oRptXKUMDUVrcdDgsPBiYcOEefxIDkc5MfGUhMejkeS+KamhqVbtsj7zv5/9s48vok6/ePvSdM0TdM2bdM2PSgFSg8od1FEUDyXZT0AcdFd13tVvHH15+2q632s4Lq6ut7XqqsuHuvJcohiESht6UUpvY/QljZN0zRNJ5nfH5OZJAUvpAI1n9crrzSTmfl+Z9JMPvN5nufzFFAtjuXVL+pYeN11fFZbC0Yja7/6ijknnrzvE36Yo6ho68GewkGDJEn09PTQ3d3tC1HK/RXz8vJUlWUkQm7wXU9t7S4mT55yyBcxLFiwgEsvXcbixcfj7Some/RoRlksrPrgA2YfdRTR0dFBHUhAviz09tqJijKi1foL0cPCJO6551Kczu53N2789JKDdEgjHqGqzO9HKJT5LfB4vRVhGk2BOSJia53d59UfyIAUltTc7K/qU96vr5eJwerVUFBAnE5HWWsrU00mojICyIaPNCiVl6BwCQNaMXiXgTUBgd6nCtdQMDSap9f7GwroRLmbgReD/2KlGPUoIVaXS55/SQlSbS0bwsOZddVVRJ1yCm6t/IMUZNFotfpz7HwK06xZ8OGHssg1bx6MNcqFD42uJDW6qAiMSkRUEbTAX0uRng7ezJPluSokbIhipUJpraQctAKjUVbaQJ5U4ImaNQuMRsKsVqJMJiSLhaSwMFodDmp27eLDoiIeXL+eab/6FY/+323U1NRTV1fOFZdfzoV/+QuVs2fz8dq1XHL1tVx44QUsXXoWbrebU089lRAOT8iWFy20tbUhSRIZGaMRBGHEVNp+F5Tq0vBw7T7NWA9V/N//XU9ERBjHLVrEol//mqOmT+f2Rx7hqb//HWCfarbL1YfRGK3eNA4OSjzwwHV0djat37jxsyU/9zGEEEIgfpG9Mn8MonS6YyfExKz7+OijMfuaV3PWaNIRNAAAIABJREFUWXJSvBJag+CSnnXr5GeFHeXmsrutjdquLmZMnoxuzBi6XDLJCRThlE2GkrF9uWkMVcWG5pspdhqqzYZCWmy2oF6U6o4U5/2aGjk7f8sW9rS1ISYnU5OVxbRVq9DGmLHZIEnrU8WefVYmZAoxzc3FLhooLPR3mtJ0tgf1/PymJl4liopKFtj5SCkGyMpC7WKgenQoVhdVVcEJ/8q5V0LNiqo2tKm5sry4WN650sRcYa9Tp8oDl5Xh2rGDdo+HzOefJz8/n46ODkCgqGg7KclxZI4ZQ0pyMmPHjKG6tpaSkhIMBgM9PT14PCPjO3Wo98o8UJAkCbvdjtvtJjExkfr6ekwmE7GxsYdsCO9AY2BggMrKCrKzcw4rRVCSJCorK/B6JWJ1Wp55/nkqd+7kpBNPZNmyZd+aYnDbbXfhcolceeVfAHjssTspK9u2a92698dLoR/FYUO+IEjvDPMYuaFemSMffW73ektMzGmnbdr0/scWC7F/+xulVTowHcNkveyCr5ICkJnWwoWyOhNgI52cl4fe4SA8J4c9Ng3K9V4p1IRgoUcJYQZG7gLfC4SSCx+onhn0Xv/chlYsKsn7gTlVubnynH2kTEFyezvRJ51E5Pr1DHi9JB5/PFTtkMmR2SwTmawsvEZfvk3AUBqXU/Zss7aqEz2iQLb+UIZwuYJbVipcSSlanZ7rUkqtgk3UFASe+8ATaDL5ZTmFKINMJJU+UatW+fcRGJ6tqkJvs5FhNvPvM85gp8EAJhM7OjtZ/fF7ZKamcvctt1BaVsbCpWfz+9+fzZ49/Xz++Vfce+8NjBSMHp15sKcw7GhtbaG1tRWv18uoUbKa/Uvzbuvt7aW8vIyUlFQiIyMP9nR+FBoaGhgcHGTSpMloNBr+8sBDajTgu/I+W1oamTbtCIxGWLHiUTZvXl+3adO6nBAp+2VDEISHgVMBN7ALuECSJJvvvZuBiwAPcLUkSZ8O1zxCOWY/AFa7/YN2j+fchV99xaZtMjEQRSgq08k/6nq9mn/V7jDIj3m/lYmL2SwThPR0YnNzqW8cZPv2EkQfwVDSphRypew7oF2mumxfVZnKdhq8KhnTab17e2soYcDAFgCByfsAS5aopKy/rQ0v0CFJGBYtgvx8qrxeKtauRays9O83oOrJ4ZDVL7PZR8r0ASFTX5WpFw0al5Mj0luDeJZeH1wAqezv/dUG/zhKdUB6unxOAxUxpZGmxeJ3plVO1CmnyMcWyHJtNpg/P6jbAJmZMuFUQtH19Zwxdy43/epX4HDw1qpVPPjXv3Lm+eeTk5/PlVdfzccff8SZZ/6WwcEwWlubCAsLo03JJzzMMRIJyuDgIG1tbTT7qm69XomsrPHMnHnEiOpl+UOh9PMcO3Yco0ePPqwUQq/XS2pqKhMn5gc1Jv++QhxRhJ07dzB+fA7/+tczrF69yuojZZ7hnnMIh3yO2edAviRJk4Fq4GYAQRAmAGcBE4H5wJOCIIT99OH2jRAx+4Go6eh4pUP0LL/95tNxOgeYPtXL9Kle1bW1y2WgtMZfep1kcss5TPn5tLriabVqaLVqMBgiiIqKorp6O4IgXwcCc8L2FZIcyp8UKG2aArsI6Fx2/0YOh7/JpOLZpdhABLI68KtFTzwBTzyBA0gcNYrEZctg9WqE3buZnJyMrrWVLTt30uvxqOWVilpWUyM/iovh+Td8pCzQqb+mBo3Lqc7nlFNkcXFoQYISmVTyPz4rjGFN5+Tgg8/MhIsvhvPP9+8AZGKWn7+3n0h6Olx/PfZzLg9WEPV6tSp1r5PrKxntHD2a2156CafTyVtvvY3b7SY5KQlRkkhLS2P9+nU88sitjBkzHq9X5OWXX9r7H+gwxNdfbzzYUzggUESQysoKNm0qpKtrj9qiJz09HZPJdFgRkgOBwcFB6upqkSSJadOmk5SUdLCn9KPQ3NxEdXU1Op1un95q30fOdu7cwc6dFbz22gu2zZu/HCNJ0uBwzTWEwweSJH0mSZLyS1sI+HJ+OB14Q5KkAUmS6oAa4IjhmkeImP0IlFVVruhzDTzy0P1LZcXrkUdkJtLcrPKdLVtgbLovxFlWphIehScJgsDYsVlERuqpq6sOyhnbl0KmpEDtq9IySBlTQnpKlWIgAisGFKd73469aGRjVItFXl5VBevWkXjVVbLSBH6vs+pqxtfXk5WQgFavx9PRgWf0GKqq5Cjo0GHfelvDmip/YQMOh9/+QjmnZcHClwKLRRbFApXBUtMxlGae5m9hAPKgyolTTNHS0+Ukt/nz/WWe6enYRQMxrnaZMCv5gUNJ2vz59F12Gb/evBl3fj6exEQS58zB4/Fw++13kpWVi0ajIcpgYGxWNpdccikPP/woNlsfjz56E0ajAYslhT7FqPcwhtvtPthT2G+43W5aW1spKSmhslI2GU1LS+eoo2YzcWI+5sAw/i8MPT09FBVtxeORbwwPN1JqtVppbm7eb0W3pGQrXq+XF174Z8/mzYWjJElyff9WIRwISMhxwOF8AGZBELYEPPa3wvZC4GPf32lAU8B7zb5lw4JQjtmPxFcbv7hh3hFHJFw0fvwFL3z6KRqgyJGNVitzhDlzwO7SEVNTpBKIVFcttdqxgMwfTCaBceNy6OgYoLdXwmiE8HAhyN3huzzJFKLiRSMz68DCAwVKiFHZofJaUZYKC+XnecejsXXJ7/sImLpuZ6csaQX2lszNxexLBKtzOLCv/gwh5ThAR1WVLJDl58vDmM0yJ2o1TibVWuQf33dAZWXyQ1HLFD8zBYqYVVwsvzaZ5PXcRvlGRfflmr1tO9LT1epQt6jBMfV44k2yohjT2e5nyC6XPyT6xBN+uxNgfUUFn3R2siF5GieEdXDjdddhGZXLZZddhE7rpb+/H4PPw0qj0TB79jFMn34Mg4O9NDXVYTQasdvtGAwG6urqiI6OxmQyER4eTgjDA6/Xi91XPW0ymSgr205kZCSpqanEx8stwUay79gPRX9/PxUV5Ywfn31YktP+/n7q6mr3u4n6J598wm9+82vGjs1ylZYWjwm1WhqR6Pyu5H9BEFYDln28daskSe/51rkVEIHXlM32sf6w5SOGqjL3E/Pz8j7JSkr61QV/XUdLi/yZKelKMfWl8h9GI2Rm0mrVqIn5gcTL4YCOjnocjkEKCrLweOT9BK63L3d/o5Gg8GWQoWpnpz+bPnBZVZVfNZszJzgHLTOToJ4mzz7rDz+KoqwwyYzSv86cOUgTJ1I+qKO8vI26ujza2+MQRf9q55zjz59TeGMGjf5cMV9yflFzkpoapqCz00/YFGWw0arzL7M2+mOnzc2yApafT0/yKGrbupiWnYJb1KDTevHs2EFYXZ2fcCpdCnJz/SqjzcZAUxM3v/wyj737LgBff+1Cp4tQP4PJ+fI8wiIj6WxvJzYu4bv+RZAkiZaWZrq7u+np6cFiSSErK4ve3l4iIyMPufY2Q7F16xZmzDg0i5skScLr9SIIAuXlZfT09GAwGEhJSSElJVW1fghBhtvtpqenh8TERERRPOT/9/YFZd6Dg4P7fZPz8ccfs3z5tZ6dO6tTJUlqP8BTDOF7MFEQpDeGeYzJP7EqUxCE84DLgBMkSXL6lt0MIEnS/b7XnwJ3SpL09QGY8l4IhTL3E59WVf26YlD65sUXb0KSJJXrxNSX+kOCViutVvkUB6ZzKeb5ADpdOoODNrZvr1NzYYYm+A+9hqrimLKicuereHkFqkhKk8rAysX6enlbpTAhsBO60Sj3TlJImcslq2hKFwCF0Nls9Kbk4HSOYXAwD5Opn/x8UG4i9Pq9nf9dLmhk7ybI043Vey1TDkkhZW50qtgXRMpAZcTuzGxu/d+dXPq/37KxuhaHA1paWtBOmEB3Q4O/pZNinAZ+kiiKdI8bp5KyN99ch04XETQfu0OD3aXjlAUL+O/H31+QIwgC6emjmDRpMrNnH602gG5sbKSw8Gu2bSuiuVlWxw/FG6RDjZSJokhLSwvl5WVs3PgVra0taDQa0tLSOfLIWUyfPoOUFDl0/n2krKmpiWJFih3h6O7uZuvWLWp4/XAkZT09PWze/A1ut3u/SVlxcTE33PAn186d1WNCpCyEfUEQhPnAjcBpCinz4X3gLEEQIgRBGAOMB74Zrnkcft/QQwSSJEmCIBzV59EVNTUtn3LqjOvlyiClahAgK4tU2mkVk0g1yZ9xu8OgKkgmE4iiluzsKdTVldLWFkNqqsxIFIFKtb1AJgYgkx6nS4NB+fSsVn87okBfssAm3enpMnEzm4c0o/TtcNYsOWaoJLQ98YRMfO65x+97Vlzsb400fz4xjlYgFZ0uDp0ujq4uGwkJdWi1eXR26tFq/eTsnHMCcvTT8+WFitKn1/vaVoHTmKROyYATbK6gakqXC1q1GWjzM0iqqZGLD8aO5dnP1rC0XyI/bhrdA3uIj4yXfdx0sqr1NvBHZSdaLeTm4sRAlW0s05HDrDc8+FemTj2a+voqTKZUtQuXXq8QJ/nH3i16CQv7cQU5Go1GNeycOHEiHo8Hu93O4KCcc1xRUY7T6cRojCY62khamvw/dDBVn+rqHWRn5xyUsd1uN3v27MHhcNDX5yA9fRQmkwmHoxezOZGsrPFE+HrWKqHKH4qmpiYyMzMIDw+ntLSM7Ozs4TiEQwK7d++mtnYXubl5xMXFHezp7Be6u7uprKwgJyd3v01vN27cyCWXXOyqrKzMlySp6fu3CGG4cIi78z8BRACf+669hZIkXSZJUrkgCG8BFcghziuGs4o3FMr8iRAEQThu3oIvEhMT5rx22floFSksPR23yV/ppBOdauJ7q2U6EJwWFh7uQafTMDDQT0REJIIgYDYHGMT64BY1QTlnhs5GmeAoChAEE7RAfzWz2T+okijve8/u0qm7yHYUyaRMSdT/8ks53BloyT9/PqWdqeoqzc3Q2yvR39+E292ETjcOnS6Z9HRBVb/mzUPO92pu9qtdWVky81FImijinXOMXL2pkE0fMWt1yDlCgTf8SWVr6ElKwjRpEk8//SLnn3+e2hBdKZwICxOYMWMGn322hc2bC5lqayD5qKNwmjMoK5PX6evr5phjktmwoYtPPnmFF154lEcffZ1x4ybw+edvc+ONF3D77fcya9bRnHfeEnbtknPJDhS8Xi9Op5Pe3l5cLhdjxoyhoaEBq7UNo9GI0RhNamqqqnb8HITt5zKYdTqddHd343A4cDh6mTgxH7fbTUtLM0ZjNEajkejo6AOm9PT393PiicdTWFjI2rXrOeaYYw7Ifg8l9PX1odFo0Gq1SJJ02Lj4D4UkSZSWljB6dCamwFwH5MrSLVu2kJub+52k89NPP+XGG//PtX176XhJkpq/dcUQhh0TBUF6fZjHmDoCDGZDxOwA4eTjTnjdiPfs1++7D/3o0QC4zakyIQtMpve55FdbY4Kii8pvfF3ddjSaMDIy8khMFNQ2SqqS5XLh1MoExSDaZUKmkJxAhSwwf0xRyhSG5Ktg9JqTgtp2KsIbwORVd8v7VWwkysr8ifW+aqi3HAuC2lQqz3Z7L05nM5DL0UdDYqKg5oaZzZCt94UilVJUpfBAsfVQEvDmzPETs4Af5XaHbEsSESHR2lrL+HGjGDc+m8bGBjZtKqKgYJrcccBmg8xMJk6ZQkVVFeee+0defvmf3H773zjnnCvVaK1M3iQuumgeZnMCy5ffwoYNm3n11b/R1FRLauooLrzwCr7+ej0VFcXcd9+DnHXWb/fr/+THQJIk+vv7VcIyalSGagYaERGBXq9n1KgMTCYTHR0d6PV69Ho94eHhB4S4HQhi5vF4cPn+qaKiomhubqKnpweXy4XH4+GII45k9+7d2Gw2oqONKhEL9KUaDgwMDPDf//6X008//Uern4cyvF4vTU2NtLS0kJ2dc1gm+Cvo6uoiJiaGsLCwoP9nj8fDypUrePjhR0hISKCpqYHc3FwKCmZTUDCT6dMnkZ2dTWRkJP/+97+5++4791RUVORKktT5HcOF8DNggiBIr33/aj8J00PELIRAnDB37sMa+NPbH34kREdHy6qPwnyURPzMTNpdMrGyWoNzz4xGEAQPNTXlaLUaZuRlonEGhLkDm567XPIOFEa3ZUuw9b/L5e9faTb7nfrT02V7DPxTC+zWFFjgefyL5/o9vhSCtnq1v5oR+OsTOtVzTNlPc7Ms0GVmSsTHFzFqVDIWSxqJiQJZWaCpr5WJmULKFPNbkEOqSk6cssMle7eua3cY+O9/3+TCC88C4O5bb+WOe+8lMjKSPU1NODs6+OvKlWzYvJkNW7eSkpzMmUsvY/fu3SQnp3Lppberx658BqLYyzvvPMMzz6zkyCOP5PnnX8BoNGK1+ithAz+vgwWF7LhcLgwGAxEREVRWVjIw4KK/v5/4+ATy8vLYtasGl8uFVqtFp9MxZsxYX2iwD61Wi1arJSoqCo1GE2SNobz3v/+t5uij5S4JSih2YGCAgYEBRFFEFEUSEhIYGBjAarX6lg1isaRgMpnYtKkQURTR6/UkJiaSmTmGjo4OJEkiMjJSJZEhHBgo6pJGE8b48eP3q2rxUIHVaqWurpbJk6cQFRWlLrfb7SxceBpuN9x335NMnz6BgYEBCgsLKS7+hm3btlBVVU5DQx2LFi2mpKSkpaxs+wRJkuwH8XBC8CFEzH4YQsTsAGPBySffYuvtveeDt94SEnp75YWiGGRrr4TkwM89AsmZRuOlrm4naWkZJNELRiNOZDJl0LrxanUqeYpxtPqVJ8UCQ+kZCUHNxQG8ekNQCDXQexb8bhIWi7xZUs1GmZQpJApkQpiby8YtOr780q+0KQoUyMKgLLA56enZgckkMW5cDvn5UTIxs1rlwRVWF1gFqihlLpecz6aEMALv/l0utq1dy8X33UdxcTFe73dnLtx+yy3cdNVV/OORR9jS6uK2255QxTjFhsNv9+Zi2bLLaGlp5v33P1R/4JQmDwebmH0fvF4vGo0Gu92ukihJ8pKamsaePXtob29HFEU8HpGsrPEIgsD27aXq9mlpaYwalcE333yD1yunUURGGpgyZQoNDfXs2bNHJW/jx2czODhIZ2cHWq2WsDAtMTExREZGqonaoerI4YXH48FqtZKamsrAwAARERGH9TlvbW2hsbGRSZMmB5Eyj8fDwoWnExubyoMPPqUqnco1R3Hi0WrhlluuYv36/1mrqirHSpLUfzCOI4S9MUEQpFeGeYyCEDELYV/Iz5twVqQu/PX3Vq4UUpXcjvx8nFp/+FJ5hmDnf/BH7iRJora2gdGj09FqtaropohkCsFKpTV4AkrYUVnZR8ycLo06XiAUY1iFoCmbJJm9asFBjNEblKy/sTmDL7+U088UvqREIbOygnlhWpqEILSRnh5NZKSBqJKv0djtfm805WCUCSgy1vz58nGYTMEnyGSitaMOb9l20vs0eDUavo6K4qOqT1mz+QuiGrT0djtYfNRRXL1wIUXR0axcuZJvvvmGu848kxuff56Ghx+mfOalpKf7SVngeREED2eeuYSUlBT+/vcnv+PTHrno7Ow8rENhvwR0dXWxc2c1sbGxjB+fPSLCslarldjY2L36dt50041s2PANr776GeHh4WpXucDq9bAwiXvvvYnPPvugdMeOyoKQo/+hhRAx+2E4xO/9D0+UVVa8ER8bu/vXl1zy+bsvvhg2LjMTjEZcPmKlhMSUlkOBxvyKib1SEdjf76aoqISxYyej1cphH4WQKVylnVSSxFY/qQkkZYGlhb6xNaIbu0sX5LYRmF8mivLrpIB2k140aHykrFWboVqfDXXRUEiZUluQlQWiKGA2p2LQummrKqeyv58cq5VYq1UOsQZORJmr0SiTtuZmfwcC5WTZbNTWb2PQtZt0RqHRaDh69GimHXMn587bTE5vhL8AQhQ52m7n6Asu4JGxY/l861amZGTwWnk5F077BmwmnMa9q/IkKYzo6GhiY2N/4n/D4Yvy8rKfJfk/hP2DzWZj585qxo/P/tGVqYcaJEmisbGBqCgjloCqcUmSqKys5N//fos333yb997bpIa/h7aq02i83HTTFRQVff2/HTsqT5Yk6RAvAPzlQeKQr8o8JBDyMRsmdPX0rK2orZ152vnnD27v6MAtaoKalWu1Mg8JDGEGikI2G3g8AqNHj8dgMFFdXYzHI1+Bhnqb6fVgN6YGy3CKQyvg1MdDfb1KygBi9PJzYC/OwJQUUYSKKo3KhTSiOygcW1goP266yU/KcnPlKKQv/UxFhsWNwSHbBlkSEhgTHU15VBQ709L81snKRIZWOqan++OrASjo1nNU2GjV+oKsLPSRJnJyjpb7k+7ZQ0ltLQODg/K2hYX8tqiIjzduZNm8edz66qvUtrQAYLDWomlulP3R1OP7mvXr13HLLbcO/WhDCOGgQZIkdu/eTUdHB7GxsRQUzBwRpKy2tpaOjo6g7gwPPvgA4eFhHHPMHL76aisrV76m+v0FXuq0WrlC84orzqG6uuyd8vKSk0KkLITDGSHFbBgxKIrbBEHI/93vzyl/8ql/aucefQQ6rWx5odXK7v3xpmB/sgChxxfiFBg3biw9PXHEx4fhcEhotXL+iCKGKXeMXZYJxFsrZFKWng42G07LWAzWWujsRNPZKedsAU5RN5TroNXKCld9vTyXCbnytU1pCNzl0NFsk01SCwvlbk2zc7uYvQJYtYq7my8EZHJmwEmrzUCq2e3PIauvRzAaSdRoMIWF0d3cjGA2Y7daiTYaEZRkLyV85muSroZiMWCwtYLVil6jA6uVB4uKeO7660lJT8fj9SJ4PESEhbF1+3bwejll1ixeueACADIiI1kSHs6G4mL+PHcu8664gtdXrKCorIz3/vc/dtTWMmXKFH67dCnPPPsst9/+5wNqiRFCCD8FDoeDXbt2MTjoJjs7B0EQRkTosqmpiZ4eG1OmTA0qBmloaECSJCRJoqjoay65ZCH9/U5OO+333HzzSnQ6WfUfHHRy1VW/pbOz9dHS0qLrD+KhhPADEGLM349QjtnPAEEQRuXl5lWsvPce40lK3yYlod1362cXDSoZCwxrKiqWXg8ezwBlZaVkZEwkMdGgepx12fzCZ7zRLbMmX+Nu1WhWGctHehqNEwB/apdWS1BbpKoqHzErLlYrSkvNx6tNBRT1b3ZuF6xapRY4OOecLBvDBnYbCFS8lIR/3yBSZyfFsbF4DAbGWa3ERUX5m2xmZckPX3hTKYAAMLz6DOTmcvcHH/DnRx7Z53kfm5LCyePG8dSYMfKC1atpysxkdkUFb69cSYXbzR13382xc+fy25NPZsq0aWzcto033n2XCH0kr7zy6i+6arCtrVV10g/h4EEp5qioqCA2NpaUlJRhtxP5OeD1evF4PEiSpHqu7QtK1zQAt9vORRf9Ho1Gw0svvUlT0wBXX71Q6unpvLGqavvDP+P0Q9gP5AmC9OIwjzFrBOSYhYjZzwRBEBIn5OVV3XnDDfFnLl3qfyMg41yx0VAWBZIy5ZpltbZRW1vL5PwcTPH+xGybzUfKwO9bVlYmv1aeCwr8apTRSEW9QfXxAvktk8kXtlS2sdn84cUvv+T9rOswGmXhLd7hC/198okc5lRCnUpcVinVVJLpFFIWSNQ6O5FiY+kUBHY5nYwOCyNl3Dg/KfPltTn18XR2Qkycm27bDjL0FsIiIpB6e6myD+JwRKHTmbFa64iJsbPyluW8uW4dzx5/PBelpck+afn5MG8eZ82axdyLLuKKZcv2/qBEUbUTCSGEgwmPx0NTUyPt7e0UFMwcEWRMgdvtpqKinLi4OEaPzvze9QMjAw6Hi8sv/x1ebxjNzc1ep7P3j1VVZc8P74xDOBDIEwRpuD+o2SFiFsKPgSAIsTNnzKg4Zf781Nuuvz74QutjXq02Q1B1YGBRnOy1BV1dNurrdzFr1rSgfWhEt78LgEKmCgv9deQg2+8bjXS5gr3MLBafVYdCygJZYWennOVfWOif0E03ESSfdXbKxEz5W2mmroQxlYGUUqqhHcu1Wrz9/Ujp6ThTUmiz28mcMwed04nXkuq3g3Nu5aNdn3B69mlERUxCq4V4vZPSGoNaNDF6tERuzijaOzr46qOPKNi6VSVlTgxs376ZxYsXsmXjRlJSUoI/JK1WDd3+0vFzOf+HsDe6urrYsaMKkymOMWPGHNaeZEPR19dHWdl2kpKSyczM/MHWHsq9nNEIX3zxFUuXLpEGBlzzbbbuz4ZxuiEcQISI2Q9DiJj9zBAEIWzmjBn/Hp2WtujFJ56QfXqUi66PnDVadYEvVQ4TSNjCwiRfInAbmZmphPX1BpvZKgZdIDchB3VZV+7soORZpXgT/NFHQ32FPK+yMjmcWVbmJ2VZWfLkpk71j6OM1dwcTMSUpp9KMYJScaXYZCgHqcRTMzMZ9HhoaGzE6nQyKjqatIWL6erS4HDAoLefLk8TM5LisQ2aVWKmNGB3ujSUb93A7y+4gJa2NtqKiogRBLxZ2WhcTpzIvUofuP9eXnr5ZcrKKggLC1OLIkLEzI8QMfv50dXVhdFoxOPxMDg4GJQMP1JgtVoRBIHk5OT92v6NN97gnnvutldWVk6TJKn2AE8vhGFEriBIzw7zGHNHADEL/QL9zJAkyfPNli2Lq2pqlp+waJG3oalJdex3o8ONTo0EKo9AGV+BIAh4vV5stk5KSrYj7t4tv6E0vFTIkskk200oBCo93R+CxL9/hUeB/LrLMsFPysAfklRImcMhvxdIyhS32sAdKd4bCimzWOQqynnzgkmZEvYsKyO8t5esuDhm5OXhslgQenvo7nYTFiYRFxPJYMRuPmspB4JJ2dP/fIulS8/hN2cs5ezfL0cTcCdusyEXD+BEg5eLL7qI1tZW1fHeq9XJj9BXIoSDAIfDQWlpCTU1OxkYGCAyMnJEkTJJkmhubmb37t1YLJb9ImVer5fbbrs78r8OAAAgAElEQVSVhx56YEdlZWV6iJSFMFIR+hU6SNheXr5iS3Hx7AVLl7q/LCxUdfrAZHwI5i6BkHPDtOTnTyYqKpKtXd2Ira1+kzSFaSmkpyDgBiI9nVSLl1SLvz5GIWeBShrz58shy8JCmXxZLAQ1xwS5RdOqVTLzGRq2VKoZlAGUDF4Fs2YFz0s5YN92e8Qu/tvzKU29zYhiHR2NX9LV1UGxtYTKzhL/Nr7x7rhjOR9++BodHW3Mn38qhqhoSju8eLOG+JQ1N/Pac8+xeOHCvUwsQ/AjPj7hYE9hxEOSJAYHBykr205CgpmCgplER0cf7GkdUHi9XnburMZqbdtvX8De3l7OOGMxGzd+9V5JSckESZJ6D/A0Q/iZIA3zYyQgFMo8yBAEIW1qfn7lsosuir7k8stpt8lhTIWcDSVoCgKXa7Vgt3VhAgZbWghXSuiVfpnKDpV4ZUC+ihcNzc3BHmZara+QoKbGr5ht2SI/B8Y9FUd+ZTJKmFIhaYovmV7v73ukbGux+OekhEhffdXf29NioV7bx5sVb3Fa/u/JjUxkT20tDW1teCU3CZNOZKxZg9rI0mKhtrkPp9PJn/50FfPm/QqbbTctLXXcd98L2GwwOcuphlRnnHgiDz34IMedcNKP/9BCCOEnwm6309TUiE6nY/z4bLXyciSitnYXfX1O8vLyvrXy8ru3r+V3vzsLu713WVVV5T+GYYoh/EzIFQTpn8M8xjEjIJQZImaHAARBiJw2ZcqG2XPmzHj00cfYsyd8LwNZBUoVpbJMo7jC2Gx4PB6+2bSJMfHxWIYmC+fm+tUrUQSTCS+aIEcL5S1VSXvjDfnZavVLeQrRCvT3UiardDI3meT1FdsLBco2ipKm9EMym4MtP2q+UZt1OpGLIWKQWzhJg4MMDgwQnpDA9o4OEtxuLElJhKWm0uXQ0dkJlZWbuPTSxXz++VeccMJR3Hbb0yxZchpmM+hcdtasX89l111HZUUFQtgv1w7j+7B9+3YmTZp0sKcx4lBRUY7dbmfUqFFYLCkjwotsX3A6nWi1WjQaDWFhYfvVv3Pt2rUsX36Nt6Ki4ghRFLcOwzRD+BmRIwjSM8M8xrwRQMxCBrOHACRJ6hcEYaag0fzt179ecPljj70hpKTIYaShpEzpumSxBJAyAJOJsPp6pphMbN+xgz69nrHZ2Qgej0yUmpv9KhXIJMoUr45h0PqT3wFZLVPCj4ryNbRCIFAtC4yDKvYYCgLJWWenfw6+qs6uqccD8u51Wq9cQQkqKXO5wCHGIGpjyHBVoPMpaiZPNPVNDRSXtzLeHYleL+etTJt2JAUFs3nttTdYseJ9rrxyAZMmrSPVOIqBvj5uu+8+7vjzXSFS9j3o6tpzsKcwIiBJEnv27MFu72Hs2HGMGpVBVFTUiFXIALq7u6msrCA7O2e/+q1KksQ//vEUL774Qt/27duzJEmyDsM0QwjhkMTIvTIcZpAkSdpaVHRlXV3t2b/73fGe0tLyoHyvwAIAJfde6RgAqAqUQadjutmM22ZD3L7d/77ZjNcYnEyssXVhcHWhEd04RR1O0ddwvaZGtseYOlW28Z8/37+R0SgTrcDqBK02mHwp/aZ8xQaATNbq64OrDHyIL14jdywIhCiqbZxuuukKTjxxMjZbF43GCbRrU31TiWH8+ElkZU3B6TQQH+9lYKABSXJz7bV38uyzK4iOzuHyy+/l6qvPxeFwkFVQgDkhgaWBXnIhhDBM6OzsZOvWLTQ01GM0yrlj0dHRI5qUtbW1UVlZQV7ehP0iZW63m8svX8Y777xTuWXLloQQKRtZ8A7zYyRg5F4dDlPU1e16s6KidPJVV53lXrPmA9VAX/FkDehHjlYLTpfGz9h8+Vbh3d3k9fai3b2bytJSeiMj8frUMa8pXv0bvR63MR43MiEz6L0yIVNCmAqsVr81hjK4xeLPX1NKO5X8MIWUgb8gIBD19X4DW2VfWVk0N0NtvcYvDYoiMdipqNhKZeV2Fi8+mvfffxkQ6bJp1GEFIYrs7GicTg92+wAlJd8QEaHj+ONP58knl7No0R+JijJy3lXXMWr0aFa9/+GIDR+FcPDh8Xhob29X2wmNGTOW6dNnkJSUdLCnNqxQXPzDw8OZOnUacXFxP3ofHR0dLFgwn4qK8r+vXbtmoiRJA8Mw1RBCOKQRyjE7RCEIQvyECZOKFyw4e9Sll96o3mErEULlRlR5rbM2+s1lQSY+mZnsjo2lZs8eRufkkDJ1Oh6PP89DJzpxaw04HPJ+Yoq/kN9Yt85fLRlYNKA8Kz5pCjNSPMkUiU+ZnBI6DUyK27LFn6+mHMC8eZCVRW2zDpcLJmQ6g8Zptds55bRFbNsmFyAceeTRvPrqeyQlJaikFfypbf39AzQ2NuN0RnLppbN4/PEXMRgETj31eN56623OOOOM/fxUQgjh2+F0Omlpaaa9vZ3Y2Fhyc/cv2f1wRG9vrxq6NAWaR/8IlJSUcMEF52O1tp1utVrfP8BTDOEQQI4gSE8O8xgnjoAcsxAxO4QhCIJ26tSCt2NjE09/6KEXMJuTg1K3zGZ/JFHjsMshSMUzLCAfrD8xkYrGRsalp2MYkwMEu1go+1S4k271RzIxCyRTiloW5KdBcB6aopoFKmvKjvV6eZ3mZnmOStmpXi8n//f2smPsAo6aEiGPV1wsFyyceCJ2h4Y9ezy8+OKrPPfcfbS0VHPmmb/jiSdew+GQhTuNtVW146jVT1Bt19aseYqtWz/l2muvRqeLoKCggIiIiAP4KY1chHplfj88Hg8dHR0kJSXR1dWFw+EgJSXlgP2Peb1eqqurSU9Px+j7Tu/atYu0tDT0ej2trU4+/PB1FiyYT7ovbSBQVR9uSJJEa2sLDQ0NZGWN/8GqoChCQ8MurrtuORdccCE7d9bwxhuvu4uLt02WJGnHME87hIOEEDH7YQgRs8MAaWkZC6OjY9+5/vqHNSefPD/ovfR0HykDNYdMU1wkvxkgq0mShBAejrW7G2ItxMTIfkIKz1IEMIWw6WztwW2ZQO5srlz1FeJXVoYquSl3ygrhGtoRQOkKEDiob56LH32U/3zxBY/cfDPXnHgi2rIymZjl5uI0Z6hiYFVVCxdckEFMTBwlJcXqj5FKzPR6vJljqa+Xh8vJkbjqqrPIzs7mvPPOIzU1DUEQ6O3tJSEhYUTn+vxUhJz/vx1D1bHs7Bx0Ot0B2//g4CALF55OUdFWIiL0dHd3sWbNOu67716+/HIDkZFRHHnk0Wza9BWDg26s1jbmzJmDKMKJJ57ElVcuIzEx8SfNQfmaKl9/r9dLaWkpjY2N9PT0YLf3YLPZ8XgGcbvd6kPpWDBp0mSmTJlCQkIOFouWwsJCysvLGRyMIC4ugoaGBm6++QZiYkzk5eUXb9r05VGSJLm+fUYhHO7IFgTp78M8xskhYhbCzwVBEJIKCuaU5+UVmG+//QEiIiJUpUuxKwv0b413NAZ3P/cpVHsGBthRU0NCUgZmcwbh4UKQYhboCQv+ak03OrlisqzM3w9TGdDX6xKTyU/IlNcK+XI4ZKNahZiVlcnGtACrVrGmqooTLrqI2dOmER0Xx6pXXkEvijjNGSrvA1i58gM+/vgRxo1LY+6kfC6/9lrcWrnvp665ViVlNps/1e0vf/k/oqOjue222wE57LJrVw39/f1YLBbS00cRHh6q0ByKEDELhpI7lpiYSF9fH93d3QdUHQvEunXruOKKZbz77oeMHj2Ov/3tUYqKNrNq1X+ornZQUlJIQ8NOWlqaWLJkKW+++R/GjcskPj6B//znderqqvnqq6/2sqjQiO4f1HYsUBjXakUuvPACPv74IxITE8nKGk9CQgImUwLh4VoMBj06nY7BQR0REeEYDDrs9j2UlpaydWspVmsT06bN5Ouvv2Dx4vORJDei6Ka9vYXWVquk10f8rrq68o1vn00IIwUhYvbD8MtIgBgBkCSpXRCEJKfTcd+ZZx570/33v8CUKXnqBbS+3i9OxYvtezvGmkxgs5GQkECePp7t2ytwOr2MGzdGXWVolBLAKerQan02Fi6X3JIJ/An9nZ3BFZkKTCaZGSlJYFarn7T5ugU4OjownnQS3HknA5MmkWw2s3HbNjJHjWLeokXceddjHHNMBiC3rFmz5hNeffUm7r77XiyWFC6+4Bz+cNFFRMQZZAs17Vho3nsq+fmTOP/8c5kwYSKLFy8mOjqaqVOn4XQ6aWtrBWSy5nA4MJvNIZIWQhCcTifNzU10dHQQGxtLXFwcsbGx++1iPxQDAwNIkhTUqLykpJiEhARstm5Gj4a+PgeDgyJhYWGIokhBwVxmzZqrpmsuW3azeh8WFRXNueeegsfjCcpx27B+LV+sX49HkkhNG8XOndUkJCRwww3/pxK4odeAjo4OnnvuOdas+R8lJdtJSUlh+/ZGrNYW8vJySElJQKv1Xw4UsTywaKmvr5eNGz/nrrteZ/ToNHQ6Nw88cCtNTa1dTU11E0NVl78sjJTKyeFEKI5zGEGSJKm8fNvNZWVbp1x//e8GX3rpGRTFU1G74kXZYoL6er8rvg92bTx2l47BwQhycqZisYyir89Fb29XkPfs0IuzKPqqPwMXmM3B1ZYmkyzbKYTMbJZ7Txpj8FqC85Sqc3J4evZsPgXeb2/nVr2ec597jqzUVP5y6aWkZWTQ3tHFeeedQWamhZycBLKzzaxYcR933XUPZ5+9lBOOm8OcY0/klnseVn1tlan5GgFgMkF/fwdNTXJv0KGhJoPBwLhxWYSHhyNJEl1dXWzaVEhpaQmufbHUXxgmTsw/2FM4KPB6vXR1dbFjxw5cLheSJBEZGcmMGQXk508KIlA/dZwTTjiOqKhIoqIieeqpp/niiy+4447bWbr0LJxOJ7Nnz6Subid/+cud/Oc/79Df309JyeZ9fk9dLujuHuSqq87l8cef3qvw4M233uKOu+7C7XLx5RfriImJ4Zlnnuajjz4C/Eq5x+Ph8cf/yqRJE8jPz2Lz5q95++3VpKam0trqwuHoITd3BuHhCXv12RXF4NdGI8TGRnPSSYtJTk6jqmoHCxfOo6ys5Nni4o2JIVIWQgh7I6SYHYYQxcFSQRBM77//2poNGz498uGH/4nRKFtgtIpJpDZ/41fMfFdvOzFB7v56vUBEhBaHw8nOnTtISEgiM3MMXq9GzTUbWlDmxIBBtPsXZGXJallnp0rI3BZZ4dLhVlfT2LrAZEKsrsIluvhozRqW+34M8vbsYbrBQLTBgN3p5Jq5c7k5K4tXtmxh5Y5aKitL0Wq1ZGZOpLy8jLq6DHW/N910J0cfPYU//vEB9HrtXgnPNTWNzJs3iSOOmM2GDV8xe/bsbz2nMTExTJw4EY/Hw549ewgPD6ejo4PW1hYSExMxmxMPaA7R4YCR1rPxu+D1ehEEQTVGNRgMJCYmEhYWhl6vJyoq6oCPWVRUxLp167jpphU88MC12O12br31ZjZu3MjEiflMmTKVhQvPYPz48Vx99XJqanby0Ucf8sknb1NQcEzQ91Mp4tm48X9ERRlZtGjJXuPF+XqfXvD73/Ovd97h888/w263MzAgsmrVB9xxxy3cf/9fuf/+uxBFHXff/SKTJ88gKioM6KKkpIa0tCyysycD+1bZlddKKqpyzQkLk3jnned59dUVA7t2VR0lioPbDvT5DOHQh0RIMfshCOWYHebIyso5NzIy8qW7717BkUfOI9XixS3K6pbO1g4mE3aXTCiUsEdgDpnJBIODbmprq5AkyM2dHOQbC8Hrq/Ycxd9AerqqhmlEN4gibq0BndartliKp0vNRSvt20Wbaw/HflqFVFrBSp2OVz79lJo9e7hv7FiuvPdeIlpa/KZtvoE3Lvkrzc3w0ks3YjD0s3Ll4+p8Zs7M5IUXPic/f3yQdZpWCytW3MP999+OTqcjNjaWrVu3kZaW9oPPrcfjoauri87ODrq6upgyZSp6vR6Px/OLqOwc6TlmijLW0dFBV9cepk6dhk6nw+v1DuvnK0kS69atIzo6mZdeepVVq95g4sTp/OMfr1JQkMo1V19NfUMjmZmZOBxO7r33AQDq6lrJzU3jV786hWee+UAlRqIINpud999/haeeuosHHniO8847da8bq+uuWy7nx9l7uP+hhzhlwQI0Wh3vvy/neh555Cw2bSrkxBPP5OGH30Cj0aDReBCEetrb2xkzJg+DQf6SDb02BF4jhv69e3c3d999KX19trINGz6fJUlS37Cc2BAOeYwXBOnx71/tJ2FBKMcshIONmpodLwuC8L/777+lfO7cebEP3PdnEOQfFbcpSVWurFZ/QrwCpYOA0agjO3sSLpcTSZKwWtvJyEhEiXQPVdB0olNum+QjXBrRLRcH6LXo8Ab1vbRr48EcT4yjlXRtBlEeLbpcLZoJk7lx82YadDpaw8K4r76e+88+m2MkidMXLWJxRgbRGg2YTMwWvwALvOAV0etl5UJOXxNxOnuIifH7Jun1/l7q999/O4IgYLM5GTUqmR97ExIWFkZiYiKJiYmqomKz2aioKMdgMBAXFz9syd8hHHhIkkR/fz82mw2LxUJHRwdWaxtmcyJjx4792T7H9evXc+KJxxMfn4Dd3kNKSiYbNnzEtm1rcTgcHDFzJg88+CCPPvoYRUWfqt+/lJRUsrNz+fTTD9X0zdLScl555Uk+/PBfzJp1Ai+++F+OPXYmnZ2dhIeH88QTj/Huu+/Q0tLC4OAg69dvYHRKMmPH57By5Qp+9avfsHbtl7z33n9YtuxWcnLicbmceL0aNBrQ6az09Q0wefIMwsPlG7yhN2pDVbPAIqLNmzdwxx3LRL1ef2VJyZanf5YTHMIhDc/BnsBhgBAxGwGQJKlFEISEmJiYV4497sSzn3/+JcaOHYtO68Ut6lRSBn7/WSVf30+6BCIjoxAED93du+nsbCInJ0cNZxlwgohaAQmAXo/G1oXbF0YFwOVCrzeooRWlt6eNVDL07cTHhIOmGwoLEbZs4cnsbE7T61nR2spXLhfbgO3vv89yr5fVl1zCtNNPp3XcNBobw/nkk2P54osWdaivv/6KjIwxTJiwb1uAyy+/gmuuuZbS0iLMZrNqrbE/UGw14uLiOOqo2dhsNmy2bjweD319fezatYu4OBMmUxxGo3G/GjaHcODhdrvR6XRYrVbq6+sAMJlMmM1mkpOTSU5O/tnnVFS0lcsvv4IVK1by7rsfYTKNY8mSWYwbl43BEMWxx/2G0087jZdffhGTr8BASap//fVVFBTk0tPTQ1FRKaeccgwAFksq27Zt4L//HcMf/nAyPT3yF37u3Lk8/fQ/yc7OJiYmBp1WgxcNF154Ieeee6FKoCZPPjqghW05oriDuLhEYmJSsVjSgqx0Av/+9lRMkRUr/sL69Z/1VleXT5QkqWmYTmcIIYw4hIjZCIEkSR7gd1qtdsXSpYs3XnzRRWEX//FyBgf9CtLQ/uFZWcEhCdnkP4z8/EnY7e3sqChmYl4ekTE+mc1qRdfc7O8KAOBwoFN2otXixKAm/waqc3o9NLqSyEg3wT/+IZvIVlXhbWvjZCAfsAK7gOe0WtLj4zn2xRfJeO896u12nE4nM2cew+jRqerxbNmyhdmz5wJ+Aqgk/gP87W9PAHDDDdezcOGiA3OikUlafHw88fEyIfV4PKSkpGCz2aiqqiQ9fRTJyclYrW3ExpowGAyHJVFLSUk52FPYL3R3d9PR0aES5yOPnEVsbCyTJ08hMjLyoH8Wa9asYfr06TQ1hZGXdyper0yi3O4BkpKS0evh7N+dw8KFp/HBe++p22m1MGlSDu3tDmJjo5g79yj+9renCQszkpY2BofDyaWXLsbh8zWMjo7m/vsfY9asGQGje4P2F6h+AWRmjuHGG/+MIAhERcUgCH47naHrKyp6YDhTq5Ud/G+99XJvVJTxnaKiwrN916YQQgDkPLMQvhshYjbCIIriN4IgxHz62eefvPHmm3MfeujvJCZOQRTlfDKFNBmNwT6vSuekmOYKnJkTSE5OxhxjROty0dXTgaa1lTglGbyqyu/uH+BVZndoglpGabWQZPbS3qkJvrNeuFA2j73tNmqBq4DV+CVuo9fLfUcdxfTBQX591lkcdfrZiKKI1Rr872ptqyM3J2uvcxDYMaqvr48XX3yBb77ZciBO7z4RGPIEOWQmiiK9vb00NTXh9XrJzBxDSkoKDoeDyMjIw6JXZ3Z2zsGewvfC6XTS29tLb28vg4Nu8vImMDAwgMEQSWpqKlFRUQiCQGRk5EGbo9fr5dZbb+GMM5bQ2rqbRYuWcskl53HUUUsYNWoKNlsXJlMCzc31ZGaOBuA3v/kNH374EQvmn4wwxHssKioKndaLzqjhwgsvCSrqOeec8/jnP5/k3HP/yB133EtSUrzqAyg/NGh85EzJRQU5Ob+/H15++QNSU9OIjjYF5ZkGYiiZU8iZ09nHypV38eWXq+1lZdvmSJK0/cCfzRBCGPkIEbMRCEmSnMAxgiBMuuqqP24qKDgu8tJL/0x0tEFVk5SL+VBzfwDDq88AoFmyBAQBQRDY3uMklggmREYSHtgmwHeVtjs06PWgc3SRYQQn/vBmksmNV6uTCwR8SpnSy3NJTw8JTidx+FSzyEjGDQyQ9MEHpFxzDa27d1NeXkZBwSQCiwQ1eOnr68MQFa36Nynk8uuvPyMjI42JEyfywQcfMHPmEYwZM2Z4TvY+IAgC4eHh5OTkAtDf3w/IhK2mZie9vb1ERESQlCRXwjqdTsLDww85/7StW7cwY8ahkUMrSRIOh8P3kM9fRsZoGhoakCQvRqNRJcYW5Z/8EMFLL73EQw89SFNTE//61+uqgpqXNxEAozEOm20Pu3btJDMzE5BV2d/8+ld77WsoWTLovYBGzet69NHHeeCBlQiCoNbQ7NPdQxTRabVIksDu3VYaG9vIyprGuHHynPa1zb4ImbJ87dpPuOeeG0S9Xv9QWdm22yVJChXfhbAXQlWZPwwhYjaCIUnSdkEQjDqd/oHf/37W8uuvf0h7zDHz1ZDfPi/YX37pT0QrLIT589G7NIwfb6K5uY5iIpmprOtTy4I8zgA6OzGIvn1kZeHV6nwXdR26WbNkYubD+bGx/N3t5sn4eM4cNw73tm085PXylteL8MgjRADXJybxpz/9iT/96fqgFkoWi4XGxoaA11BRso1TTvkVzz33AhMnTuSVV17mrLPO/oln8qchUK2ZOnUakiThdDrxeGSNsKWlmd27d6PVaomJiVFVH8V09GCF3hwKe/+Z4fV6fYa/vfT2OkhISMBsNrNzZzUGgwGjMVo1d83Lyzsoc/yhWL16NVdcsQyQfeEiIyNJTU2nvr6WsZka7A4QxThycyfywQf/YepUf9jRi0/d8t11aL7FsV+vl29UtFrlPYGhH11gfpiC/v5+Nm/didfrISsrh/BwwZfOsPe2axs+R6eJ4OhRwTYdLS1WbrttObt2VVdUVZWdJElS6/6eqxBCCEFGyC7jFwJBEFJnz563OSbGknrDDY9hNlvUXudabYAxbWcnvP22nEc2a5aa2O9rQ4nRIOKx29nV0MCYlBQi4uNxin5/L0NzdXBmsMuFd9ZsRFHuHmB3aIixVsvvL/F5Lflu7Ts6OgDQATG+/XmBRuBsIGHBb3j99X8RGy1XZm7euo1TTlnA11+XkJlpQSO6ycnPp3rnTgZWr0YjCMSccgqtrVZiYpQ9HpqQJAmXy0V/fz/x8fG0tLTQ1NSI2+0mIiKCKVOmIkkS7e27iYjQExkZicFgGFaVbbjsMkRRZGBggKioKHp6eujoaKe/38XAgIucnFw0Gg07dlRhNEZjNBqJi4s7qKHI/YHX6+XKK6/gtddeZcWKx7nllpvIyclhw4YNZKSlkZKSQuGmTbhFOcy/fPkVNDTI34vPPvtc3Y8SdlQSuIYSMw1elcB50QS6zKiCtqIoKzdjguRhT7dAV1cvLped5OR0lZQNvVlTlOj/1rxPhEbHiWPnq8f30kvP8uSTK1y9vfZzW1ub/z08ZzKEkYQsQZAeHuYxFofsMkI4XOC7k03LyBiz9I9/PP7FCy+8Vn/eeRej1/su9CIyKXM44LLLgrbViU6ScIALMJpBo0EfG8um6l2MGiWSmJiqKll2SzYxRi8UF6smS5pPPkIHMD+gAXthIVx8sfz3PffQ0dFBM+AAMgCb7xnf84bzzuMSt5ulixfywUcfER4ezowZM7jooos599wl3Hnn3eh0Oqp37uT8M85AFx7OhrVryU5KwlQk55d55x1/4E/sAYKSB6UQkLS0NNLS0vB6vQwMDKDT6RgYGMDr9dLd3UVbm4u0tHTMZjNbt24hIiICvT6S2NhYkpOT6erqUlvyaLVaoqOjVcuPH6rA/RBDXUmS8Hq9iKKIKIpqSHb37t14PPKyiAg9FouF6upqOjraVSf96dNnIAgCen0kJlMcer0eg8GARqNh+vQZ3zv2oYxFixby4Ycf8PLLr7J8+TWMzsigvq6OG6+9lhVPPcWaTz4BQOeyozXGYDJF8vzzq7n0Uv93TxMY9FHLp/f9mdgdmr1WDYTyur29h5qanZjNqcTEpGIyycqjoqIHQgmPAvwm6zTVM62mpoLrrlsm9ff3/7e6uvJsSZIOjrQaQggjFCHF7BcIQRCMxx578icul2v2448/JRQUTEDjsPtDjJmZ/jJHxWIi0PQ1Kwu3qMHp7GPHjl1YLFkkJOjxeARioyW/N4fNBs3N/sZ5Su5PTY1/HYdDDonW17Pt4YdVYqZD5ooAoy64AB55BFEUOX3JEpKB5y66COkP5yGKIk8++XeeeeZpGhoacDqd3HbNNdy9aBE3P/YY4WFh/OWKK+SQarq/a8BIgRIWdblkxUmni8BsNtPY2EBvby+iKCJJElOnTqO5uZldu2oICwtDq9UyYcJEdDodVVWV6v6SkpJITU2joqICt3sAgNLtLr4AACAASURBVIgIPXl5ebS0NNPR0aESscmTp+B0OikvLyM8PBytVktGxmiSkpKoqqpSx4mKiiIpKQmXy6UuO9iVkcON4uJi/vSn5WzatInrli+nqrKSjV9/jVarZWBggN1VVX4mpNWyo6mFZcsu5R9PPkl2dva37neoYvZt0WaFnClkKiJCora2gv5+O2lpYzGbk/B4hCHNyuXnQIVNIWZy0ZCLxx+/l88++7CvomL7saIobt2/sxPCLxXjBEF6aJjHWDICFLMQMfsFQ6vVzpgwIX/9qaeeGnX7NVehH2JK9N6HH5Ko0zF78mS5zHJIQ0171nT1wt/WVo/N1s3MGWOI8Xr9xAtk9QxkYmaxyFd+vV62zfCRMqxWmcQBDWvXqsRs1AUXyApeTQ3Mn4+jupqT//AHxmZk8M/bbiPSZwrqLjiC+uoqPn73XR57+mmm5OSwfedOnrztNub/+tcjkpTtDyRJwuPxqOoWyA3cFURERBAZGYndbqexsZH09HQ0Gg0xMTH09/czMDCARqNBq9Wq+W8jnWT9VCxbdhnPP/8cou/7c/Jxx/Hp228HEbNvLYHcB7xo9tkrE4JVLlGE3t5BBgd7iI830929h/h4k68R+r5JXWDuqVYrfy2beutYveE93nnyeY8gCH+tqCi9RZIkce+tQwjhuxEiZj8MIWL2C4cgCNqjZs58pK+v78pHli8PO2n2bPUHQsjJIUavp+fee2HdOnjkEf9teGEhAO1LLkcUYXBQwuu10lZfRbzJRE5MzL5/sBVS5uufZHdo/r+9Ow9vsszaAH4/aZombdKmbdomXWhKW7YCLYtFENlEYERxUMdlHFdQnAEdRp35FHEcR1EZ+GYU1w+LAi6IIgKK6CCLGxSEthRK931vQ5u02Zq8yfP9kaRNS5VFQks5v+vKRZumed/EQm+f9zznIPj5v3UFs2nTgMmTXY99//2uUKbVQqirQZPQhkCDHYs3f4LMwkL8+5FHcENKCkRms+t7Jk9Gc1kZdn77LQJlMvxu9mwwhYKC2XkY6COZfM1gMGDp0j9j48YNaKmowMIlS1BVWwsRYzi0e3f3MNbzT6DXin3PipmnfszzEO/aMEFw1YDV19eipqYK4eFRiI9P7OxJ5t1ew/t7vE9BKnX9NS8vb8Bf/nEnmqvqK0pO5k/lnFddqPeHXH4SGeMv+fgYt1IwIwMFY2zQ+NGjd4aHhKSsXLaMPbdmDT7dtQsAYPrNbxAIuDrSAsC997qC2ZEjnb8Rqp54AyoVENDRCkNZGcL8/dHU1oawqCiIPT27PL9J1GrXDE+jCMFCS+dKGZYu7QpmKpXr+klJiWuHglYLXU0RfjjxJcaGj8KguBR8XVmJZa+/jma9HvdMnYp7H3gACbNcdWyigpNdL04up2B2HiiYnb/MzEysfO5ZnCgowF+XLMFDDzyAxro6DJ84Ea16PVY9+yweX7r09EDmXYHfS3+KnsHM60vdlJWVw2QyIj5+MCSSoF6/x3vVrefindVqxGuv/S+2bdtsMZuND9bWVn/A6ZcF+ZUomJ0dKv4nAAD3/wmPEovFV9zz2GM7Kmtq1B+8+CJeffttZKakYEZenuuBw4a5VrK8XX99Z/mYX00zwvz9wTlHa1sbiquqoE1KgiY4GCKns2tAp9EIKL3CUk0N8JL7r6xU2hXKSkpc9xmNCAsLwyTEIszPVbA8+6qrMHvcOBwrKcEbH36IpN/8BpWV1YiNjYVz2AjfvVmE/IL9+/fjmmum4/4770TWvn0Ice8IjoqMRPb+/XjkiScQ0HNjhXf1vWf5quekcC+9DRE3mw2oqirD4MFDERen7Vyx7hnIvA/Zk91ux/vvr8M776yxi0R+LxUX5z/PObed85tAyM+gPmZnRsGMdCMIwk+MsehghWLeinXr3lMHBCg+zMrCjGeecTWF9VCpXCEtNha2mde5vxeQuDcLsIICDFUqEZOYiNLaWvCICMRaLOCcgwGAWIxgXZnruTwrZkDXJAGxuCuUJSUBSUlo4xwLv8/G/en+UEmkWLFyJXYfPYqQwEB02Gy4fe7cPpl9OFBd6jsjLyadTofrr78O48aNx/LlT2PalCnYuXs3mk+dQsaKFYh0j8KI12iw/YMPXN/kKfTqpamgZ2Ws285MQYDIvaLmvQnAZrOhuroY7e1t0GoTOsdOeY9M8v7TM/3De5WNc46vvtqGV1991qFQhHxWWJi/gHPe5pM3ixDyi+hSJvlZjDG/FK320ebW1hf+NH+++H8eeQTb9uzB9e3tkMfEuB505ZWASgWzMto16NzTnNZr3hOPikKLUQKTqR3V1WUYGSpBiFLpeoyntkylcu0AlctdGwe8Ng/s+/RT3LR2LbavXo2pDz2Ea6ZOhcFkxZEjh5D36qtQAZBNmoSgtLEX9w0a4Nrb2zuH2JPu2tvbsWTJYuTlncDjj/8NOp0Or722BsXFxTCbrfjkk0+wMWMtRIxBFhCA7RkZ3Yv89frun7u3QjqlgacdSwSvzTTuGk0nRK4mxB0WSAIDUVvfgOjomM7CfonYFei8NwpYrejW5wxwHTo7+0f861/LYLdbv8vOPnw757z+YryH5PIzmDG+wsfH+P0AuJR5ehtpQtw4544T5eWrmgyG4C0//vjW2Ftu4X944gn8bu9e1CYn4zOTCfUOByCVItDa0hXGvK+RGI2dO/eCghQID4/C0YY2fPJjI6zV1d1XywQB0OnwY1YWiqurUVRVhYydO/FSZiasdjvmPvoobp0/H9/s2IE9ezJhtTox7E9LoPrTEih6tisfAHQ6HRYuXIDQ0BCUlpZe9ONnZVE3hN588cUXUCqDMXbsOGRnZ+POO+9AdXUlnE4nZs+eA7vdjqeXL0NsdDRy8vKwY/dufHfoUFfbGO/qe+9bL7syRca27jucrVZY9HqU5B3H0cwD0BsMEIvFiIsb1Dl/tefTeHZOe77m+XppaQEWLfotnn32z8WHD383PCvr0FQKZYT0PbqUSc6Ic24B8EfG2PLRw4Z9mFdaOith9mxcM306Hnz+ebz98sv47dy5cCrDoHfPyAxrcBffy+WATocwAC3SaERGahARocbRo83YXJGKmhoDHhj9AyKiosAEAQ6FApPvuguRERGQikS4eswYzJw4EZ+sXYtgjaZzXowUgFjctevTmfTzvZ8uRZWVlbjvvntgt9vR1tbW2WqB9D3P7NP8/JNYtGgRTubl4Y6bb0ZUlBrt7e2IiXENq3/+uefwzssvY8vnn2NEcnL3J/G+tthbILOaTysMczgcEIlEyMvPR3h4ONLHjHE1ARYECJD02m2jtzoyg6Eeq1f/A1lZB3VFRSd/63AIP573m0HIOXL09QlcAiiYkbPGOT8FYDZjTHvF2LFbHQ5H2r9XrmR/efppPPzEE0hMTkZ8/BDEqEMR4+eHCaNGYdykSfDEpzC0AEolDmSK0NAQidpaAGDYb4mB7ptv8N5776G8qgpTJ0/G7r37O1cARDXdd+g7xZIB+4PLOcff//40XnjBteAvl8vxl788+otNR8nFFeO+jJ+R8TY458j56Sd8vGULXli5EgCwc+cuXDdnVud1w1tvvLHrWiLw88X9RiNESuVpgazNaERVYyMcDgdShwzBuOHDwfz9O5/DKZZ0dWN2swmi0wr+jcZ2vP76Kuzatc3W2Fh/V0uL7hPaaUlI/zNQf78RH+KcVwAYyxgb06zT7Zgwfnzs3XffDT+RCHlFtbAYG5Gbm4v/rF8PiyBgkFqN2IQEpAwbhuDISGiik5CWdjW+/no/IiNrUFdxHLt27cJLS5di3KBBUE+Z0u14l1Ori/z8fLzwwgqkpKTgnXfWY/To0Wc1GskX4uO1fXLc/u7LL3fiz0uWYPmTTyJx+HCYTCa8v2kTXlixAsueegpZhw66gllPngIvTxdY71UzlapraLmX4pIS6FpbMSguDuqICIBz125Lr2uTIsEGsVjS66BywFUP9847a7Fp0wbucNiXFxUV/IsaxJK+wN038suo+J/8amI/vympqanvRUapBz15/324Oj0drLAQnHNU2u2oBVDZZkTeiVy06s3IysrGsWOHMWHC1UhMTMbIpFjMlckwJD0d0GpRZDSjqakRsbGxiI6OgfgsO6IPFDU1NYiO7po/SvqXmTNnYPGiRfhmzx58tmMHGhsbAQC533+P0VdfDalUiq+2bcPUa691TbXwtIfxNFf27MBUKrsV/zshcrWZOdWMxvJyDI+Ph41zSPz9IfKE8156m0EqhdMrmHnurq1txCuvrMGuXTucAQEB/87OPvoPzrnJ9+8QIb1LYIz/08fHuHsAFP9fXr/xiE8IDsd3AOIZY6NPNTVtlPqJUh9duBDzZs2CNjAQg1SRmAgAuB2Aq97fM48vTGrueiL36KakpCRoNBpUV1ehoKAAI0eOhNPpvGyCSqxnPmkfO3jwACZOnNTXp9GvFBYWYt++feBOJw5mZmJcaipWPfMM7v7Tn2A0GDBt8mTs/+EHTJszB7aGBvj39iSeH36gK2hZrTBYLCgpKgLjHPGRka4B755A5mmr0dukcbh2borFrsuXpaWlWL16NY4ePewwGtuXlpYW/x/n3O6TN4SQc0R9zM6Mghm5YDjnuQDSGGNasUTy/nOvvjpp8aJF7M7bboN/eETn4zy5w3uzGQA4r+wKAUFBQRg2bDg45+Cc48iRnxAUJIdGo0FoaCjNZ7wIbDbqK9rTqhdX4PrrrsPUq69GeVkZFi9YgOtnuS5blp44gdrqagCALiencxYp5HLXzWo9rV+ZxWpFg8GAQbGx8BMEJCYkIFShcP18e7ZT9rbxo5eQlp2djRdeWImKitL2kpLiu9vaDDs45/R7kJBLDAUzcsG5a9AmM8ZU6zdtev3ltWt/d9ddd7MHHngQwe4u6IDrSo7TNezJtQutF54ANnbsODQ1NaK8vAwtLSFISkqGw+Ho3CBAiK/Z7XZs37kTf1+2DO9t2gQn52jT6RDsXtU6WliI4spKJMTGIlwmc61yyeXdZx+5tZtMKNPpYDQaERUZCafTiWBPzzjPdIyegcwT0rzCHecce/ftw8r//Q/sdtup73/4fp4gCAd8+kYQcp44aMXsbFAwIz7DOdcBuI0xdv+77767bOPGDU9cf/0Nokce+fNpHfp7a6zpTSwWIzo6BhpNNJxOJ5xOJw4fPoSQkBBoNNFQKpW0inaByQdgb7jz0d7ejjfeeB02WwcMBgP+tmwZhiQkIDwkBHfMmwcA2LN5M5Kio1FXX497fv/7rukVXiw2G+rtdsQoFBCJRFBHRCBi+PDul+g9GwK8P3YNr+y6D67WGVu3b8d/3ngDCoWibPc3u2/gnJ8EIeSSR8X/5KJhjPnHxcUtDA9XrZkwYYL4scceR2Ji4nk/nyAIaGpqRH19PVQqFeLjtRAE4bLbLEB8a+XKl7Bs2ZOYOWMGvtm7t9vX7rnlFqx/5ZXuwanHYHKT2YySujoYTSZEqVSIi4tzzcr0PM4zJ9P7+7zb9XutnFmtVmz87DO89eGHiIqKOvjV7t23cc6rffoGEHKBaBnjT/v4GAup+J+Qs+cuQH6TMfZ/5eVl844dO/ZhZGSkbMGChZgzZ845ByrvVTTOOex2Ow4fPoTQ0FBaRbsAiooKMWTI0L4+jT634d13MDghAbt37cIflyzBps2b8diDD2LdRx9BFR3d67Bxi8OB+pYWRKlUEEulUKtUiBgyxLU65nm8p6Dfw3t1zLu2TCxGSUkJ1m3ejC/27uXqqKhPsnNz/8g5b7lIbwEh5CKiYEYuOndB8jYAgYyxUXa7bd3y5cvGz5t3I7vvvvuRkJBwTs/nGfkkEokwYcKVaGpqRGlpCTSaaERHR8NkMiEoKIhC2jmqr6+/7IPZ0aNHUVhcjOnTpgEA9DU1sFqtePj++/H0k0+66r08I5YAmDs6UNzU5Fodi4iAn58fAvz8EKVSuR7gWQ37uYJ+r4+tViu2bt+Odz76CDa73VheWbmkpq5u0/H8fNqVQS5ZVGN2ZhTMSJ/inB8HkM4Yk7a2tv5h3759LwcGBgYtWLAQN954IwICAs7p+bxX0QBXwXZe3gkwxqBSRUCtViMw8Jfr2Qjx0Ov1mJiWhj3LlyPj2WfR2t4OsViMj7Zvx0MPPgibzYbmpiY0GwwYFB2NYJUKmoAAqMLCOmvHbNJg11DxHpclO3k2CLjl5ucj4913se+775zRGs2Xe7777mH3hhpCyGWAghnpFzjnVgAZADIYY4l+fqLXn3/+uVnXXnstW7BgIUaMGHFOz+dZHZNIJEhPnwCj0QidrhlmsxlSqRSVlRUID1dB4WlNQAiA8vJy3HzzfPz1scdwx513YfKIYSiqqMD6r7/GA6tWIT46GjMnT8btN94IQ0MDjldUIEylQkxUFELkcvgBiPSsjrkbv/Ycl9TJ3RwWcG0w+GjLFrz73nsOfz+/ptwTJx7St7XtPH7yJI0WJAMG7co8OxTMSL/DOS8FMIcxJq6srJiXk5OTIQhC6L333odbb70VQUFB5/R8jDEoFAoo3O0IXAPBGQoLC+BwODB4cCIiIyPBPeNuCADgyisn9vUpXDSeUUifbd2C/Px87Pj8c9xx512oqavDKb0ei15+Gf9YvBhfZ2Xh0YcfBrNaERwWhkmjR0PkvQKr03X1LetJKnV93Y1zjsxDh5CxYQMOZGZatHFx2w4eOvQo57zB16+XENJ/UTAj/ZZ7nt9WAFsZYzESif+qV175z21XXjlRtGDBQowfP/68gpRYLEZCQgK0Wi3MZjMYY3A4HDhy5CeEhYUjIiICwcHBl82kgZ/T3t5+zpeSL3VbP/sMQ4cORUJCAjosJnTIgvDUU8vxww/fY9zs2diwcycmp6VBZDYDjIGJRK6w5blM6R3IrFaIpIDEe3g5AN2pU3h/yxZs3LLFEaFS1e3Zv/8uh9P5XX5BAW2RJwMerZidGQUzckngnNcC+D1j7A95eXnTKyrK39fpTqnnzJmD+fNvwtixY885pDHGuq2+jRo1Gs3NzSgtLUFYWBgSEgajvr4ecrkccrn8sltNy8s7galTp/X1aVwUToiQn3cclZWViNZoMGrkSGTn5CAsXIVly56CVCqFxdSOuvr6rp+DnkX8nsawQFdzWbdmnQ7bP/8cWz//HA1NTVaJRPJqdm7ui5zz1ov4MgkhlwAKZuSS4t7RuQeAhjEWVFJSPDcz8+CLjY2Ng669dpb4pptuxsSJE89rIkBgYCDi4+MRHx/fOQrKaDSipqYaNpsNMTGx0Gq1sNls8Pf3v+yC2kDU1taGxsZGZGS8DYO+FYwxjBo5Ert27UK4SoXSsnJs2LARUqkUW9avx1Xjx4N1dHRv/uqpFfN063eHspq6Ony2dy+2fvEFb21tNYj9/Tcezc5e475UT8hlhwOgoskzo2BGLlmccxOAjwF8zBgLKCgomHH8+PGVdXV1w6ZMmeI/f/5NmD59etfMwnPgCV3JyckAgI6ODtjtrjnQ+fknYbFYoFQqERYWjsjIyAv1kogPORwOGAwG6PWtaGtrQ2pqGgRBgE7XjLfeehMmkwlRkZHQqNVYuXo1HA4Hfjd3LpY+uBBDExPx77ffxrZ167p35+9xmbKkuhpbv/0W277/nncIQrPVZnvjZFHR25zzuj562YSQSwwFMzIgcM47AOwCsIsxJi4oyJ9cUlK8YunSR8alp6dL5s+/mc2aNQsymey8nj8gIKCz3mr06FRYrVa0trbCarUAAMrKyiAIdigUwVAoFAOib9qQIUP6+hTOG+ccHR0dMBqNsNvt0Gg0KCsrg9lsglKpRELCYACATCbD6tWrYTQakXXkCCZddRXsjY2YmJqKH7Ky8Pzjj2PM3LlIiItD9jffYJBajazDhzE0Lg5BEgm4nx+OFxVh63//ix3ffusQi8V1VfX1LzXqdB+7R5IRQrxQIeWZUTAjA45708B+AFcxxkSFhYXjm5t1Ly1b9uSVKSkjpDfddAu77rrrug1UPxeMMchksm4hLyoqCq2trdDr9WhoqEda2hg0NjZCr9d31qgp3DMSLxWeXnD9HeccFosF7e3t8PPzg0qlQm7uMZjNZsjl8s7/zklJSaeF5U0b3kXmgR/x3MMPY4xMBpVSieLKSvyQlYXBgwbh5XXrEKJQ4KZrrsGnW7bgwy++wNETJzB3yhSkDB6MXQcOCEGBgeUniov/aTSZdnDO2/riPSCEDBw0K5NcNpjrt/LImTOvfbaxsWGmXK4InDZtmt+0adMxadKkC9541mw2Q69vRXu7ESaTEcOHj4AgCKipqYZcrugMa/11tue33+7vd8X/TqcTJpMJRqMRQUFBUCgUOHDgR4jFYsjlCqhUKkRFRZ31zNSHFt6Pr77+GtV1dUgfNQrFlZW4eeZMHMzNxb1TpmDNzp34ww034MWMDEj8/REsl0MikQiDYmJOHs7OftrJ+W7OueUivHRCLnmDGOOP+fgYSwfArEwKZuSyxRhTikSiKTNmzPhrQ0PjGKUyRDZt2nTRtGnTMXHiREjdzT8vJJvNhpaWFhiN7TAajYiNjUNoaChOnjwJmUwKqVSK4OAQBAcHw+FwnNcmhgulL4OZzWaD0WhER4cVFosVGo0GDocD2dlZkMlkCAqSQ6PRQKlU/qrB9c2V5fhg/XpckZSE9spKLH3zTWQsXgy7zYaFb72FkMBAXq/XOzVRUbXNra1v1jU2bgNQyOkfTkLOGQWzs0PBjBA3xli4SCSaOnHixEf0ev0VKpVKOn36DNG0adORnp7us55eDocDLS0t6Oiwwmq1doaOrKyjsFgskEqlUCgUGDJkKNra2mC32yGVukKcL4Obr4KZp/7L6XQiMDAQ9fX1MBj0sFqtsNlsuOKKdDQ1NaGhod79OmVQq9WQSCRwOp0X/DUziwnvrVmDf772GuyCALsgOEKDgxuNFktGVWPjJwDyKIgR8uvFMcYf9fExHqVgRsjAxRiLlMlk14wdO3Zxa2vrWLVaHeAJauPHj4dEIvHp8TnnEAQBFosFDocDoaGhaGhoQFNTU2eIS0+fAIvFgoqKcvj5iSEWi6HRaBASEoLa2prO+zzhzmazgTEGsVh8xs0Jx48fx6hRo3723DwhqaOjAxaLBYIgQBAEqFQq2O121NXVQhAE2O0CoqKiEBERgZ9+OgyLxQKJRILwcBWSk5PR3NwMQRAgk8kglUoREBDg040TnHNUVVVh37592L9/Hw4ePCD4iUStto6OjPLKyo8B5LrbshBCLiAKZmeHghkhZ4kxFi2Xy2empqYuaW3Vp0ilAQGjR48WpaWNYampaUhNTUVISMhFOx/P311BEGA2m90hyI7g4GDIZDKUlZV2hqWgIDm0Wi3y8/PR0nKq8/LfVVdNRl1dHcrKulprpaSMhEwmw5EjP3Xep9FEIzExEVlZR2E2m+F0OiGTyXDFFemoqamBTtfcGQIHDx4Mzjmam5shFovd9V9yyGQyWK1WSCSSi7YJQhAEFBUVIScnBzk52cjJyUFdXa1NoVA0t7W1fVRQUPARgGzOObVXIsTH4hjjS318jMcpmBFy+WKMSQGMCA4OnjBq1OjbjEZjqiDY5cnJQ/zGjBnD0tLGIC0tDTExMf2udYb3ipfT6YTT2bVA5LlUeOzYMYwcORIAIBKJIBKJ4HA4wDnv/Lw/MZlMyM3NRU5ODo4dy0FOTo7DYrE4g4MVZQaD4cu8vLyvABzjnDf29bkScjmiYHZ2+ud2MEIuAZxzK4As9+1NAGCMifLy8gbv2LE9bfz48TcDmGI0mlRqdZR4zJixotTUNKSlpSE5Odnnl0J/CWOsM4D9XMgyGPSnFdX35WYED845GhoakJubi2PHcpCdnY38/HwBgFmtVlfm5GS/29zcfADACXcTYkJIP8BBszLPBgUzQi4gd21Sifu2xXM/Yyxy7969qcOHD58VGhp2Q1ubIQZAgEIRLBo8eLCfVqtFfLwWWq3rFhcX16fBrS95LoNWVFSgoqIClZUVnR/X1tYKDocgBAUFGcRicWZmZuZmznk2gGK6HEkIGQgomBFyEXDOmwDsdt/+6rmfMSY/ePBAPABtVFRUSmJi0lTO+bD29rZIAAEhISFirTaBeYJbfHw8tFot1Gr1JTtdwNMypKqq6rTg1dDQwG22jo7AwCCDTCatOHWqJTM//2Qm57wCQAWAJirMJ+TSRX95z4xqzAjpxxhjQQDiAWjVanVKYmLiVM75CLPZEmqzdUhEIpGfSCTy8/f39wsJUTKlUomQkBAolcrOW0iIssfnIQgMDPxVoc5ut7vnTuqh1+s7PzYY9J33ed+sVis45w5BsNsZY/bAwECTVCqtPHXq1MGTJ08LXvSPEiEDUCxj/GEfH+MJqjEjhPiSu0bqpPv2JYBVvT2OMeYHIBiA0vvGGFPGxMTEqdXqRKlUGguwCEGwKwVBOGP3XKeTM5GI/UxIYg6JRNJmNpsqZTKZ0WAwVJaXl5dYLBYdAH2Pm8Fdj0cIuczRitmZUTAjZABw11e1um+EEEIuURTMCCGEEOJztCvz7PSvRkSEEEIIIZcxCmaEEEIIuSicPr79Goyx5xhjuYyxHMbYfxlj0V5fe5IxVsIYK2SMzf6Vh/pFFMwIIYQQQoBVnPPRnPM0AF8A+DsAMMZGALgdQAqAOQDecG+48gkKZoQQQgjxOU+NWX9dMeOct3l9GuQ+ZQC4EcBHnPMOznk5XA3E03/l4X4WFf8TQgghhABgjK0AcDcAA4Dp7rtjAGR6PazGfZ9vzoF6ORJCCCHE1xhjXwFQ+fgwUgDefRPXcs7Xep3DNwDUvXzfU5zz7V6PexKAlHP+DGPsdQAHOefvu7+2DsCXnPNPffECaMWMEEIIIT7HOZ/TD85h5lk+9EMAOwE8A9cKWZzX12IB1F3gU+tENWaEEEIIuewxxpK9Pp0HoMD98Q4AtzPGAhhjCQCSARz21XnQihkhhBBCc/yMbwAAAHZJREFUCPASY2woXPsIKgE8BACc8zzG2MdwjcYTACx2T1vxCaoxI4QQQgjpJ+hSJiGEEEJIP0HBjBBCCCGkn6BgRgghhBDST1AwI4QQQgjpJyiYEUIIIYT0ExTMCCGEEEL6CQpmhBBCCCH9BAUzQgghhJB+4v8BRZ7SC3hNGrIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create the figure panel \n",
    "fig = plt.figure(figsize=(10,10))\n",
    "\n",
    "# create the projections, centred on North Pole\n",
    "ortho = ccrs.Orthographic(central_longitude=0, central_latitude=90)\n",
    "geo = ccrs.Geodetic()\n",
    "\n",
    "# create the map using the cartopy Orthographic projection\n",
    "ax = plt.subplot(1,1,1, projection=ortho)\n",
    "\n",
    "# transform lat/lons points to othographic points\n",
    "points = ortho.transform_points(geo, df['longitude'].values, \n",
    "                                    df['latitude'].values)\n",
    "# add coastlines and gridlines\n",
    "ax.coastlines()\n",
    "ax.gridlines(draw_labels=True, linewidth=1, color='gray', alpha=0.5, linestyle='--')\n",
    "\n",
    "# compute a circle in axes coordinates, which we can use as a boundary for the map.\n",
    "theta = np.linspace(0, 2*np.pi, 100)\n",
    "center, radius = [0.5, 0.5], 0.5\n",
    "verts = np.vstack([np.sin(theta), np.cos(theta)]).T\n",
    "circle = mpath.Path(verts * radius + center)\n",
    "\n",
    "# set boundary\n",
    "ax.set_extent([-180,180, 66.05,90], crs=ccrs.PlateCarree())\n",
    "ax.set_boundary(circle, transform=ax.transAxes)\n",
    "\n",
    "# provide a title\n",
    "ax.set_title('Volumetric Soil Water (0 - 7cm) Anomaly and Fire Radiative Power, JJA 2019', fontsize=12)\n",
    "\n",
    "# plot data (soil moisture and FRP)\n",
    "im = plt.pcolormesh(swv_an_2019.longitude.values, swv_an_2019.latitude.values,\n",
    "                    swv_an_2019, cmap='seismic_r', vmin=-30, vmax=30, transform=ccrs.PlateCarree())\n",
    "ax.scatter(points[:, 0], points[:, 1], \n",
    "           c='green', s=(2**df['frp']), alpha=0.1, label='FRP')\n",
    "\n",
    "# add colourbar\n",
    "cbar = plt.colorbar(im,fraction=0.046, pad=0.04)\n",
    "cbar.set_label(label='Volumetric Soil Water Anomaly (%)')\n",
    "\n",
    "# save figure as PNG file\n",
    "fig.savefig(f'{DATADIR}/SM_FRP_JJA2019.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <a id='EurAQ'></a>CAMS European air quality forecast data\n",
    "\n",
    "In this part of the tutorial we will download CAMS European air quality forecast data from the ADS https://ads.atmosphere.copernicus.eu. The ADS is very similar to the CDS and has the same keyword and filters functionality to refine your search. We will search for the following dataset: `CAMS European air quality forecasts`.\n",
    "\n",
    "Having selected the correct dataset, we now need to specify what variable, parameters and temporal coverage we are interested in. These can all be specified in the **\"Download data\"** tab. In this tab, just as with the CDS, a form appears in which we will select the following parameters to download:\n",
    "\n",
    "- Variable: `Dust` and `Particulate matter < 10 µm (PM10)`\n",
    "- Model: `Ensemble median`\n",
    "- Level: `0` (height in meters)\n",
    "- Date: Start: `2021-02-20`, End: `2021-02-20`\n",
    "- Type: `Analysis` (default)\n",
    "- Time: `12:00` \n",
    "- Leadtime hour: `0` (default for analysis)\n",
    "- Area: `Full model area`\n",
    "- Format: `NetCDF`\n",
    "\n",
    "At the end of the download form, select **\"Show API request\"**. This will reveal a block of code, which you can simply copy and paste into a cell of your Jupyter Notebook (see cell below)...\n",
    "\n",
    "### Download data from ADS\n",
    "\n",
    "Having copied the API request into the cell below, running this will retrieve and download the data you requested into your specified directory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\cxcs\\Anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:979: InsecureRequestWarning: Unverified HTTPS request is being made to host 'ads.atmosphere.copernicus.eu'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "2021-02-21 16:27:00,718 INFO Welcome to the CDS\n",
      "2021-02-21 16:27:00,722 INFO Sending request to https://ads.atmosphere.copernicus.eu/api/v2/resources/cams-europe-air-quality-forecasts\n",
      "C:\\Users\\cxcs\\Anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:979: InsecureRequestWarning: Unverified HTTPS request is being made to host 'ads.atmosphere.copernicus.eu'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "2021-02-21 16:27:00,805 INFO Request is queued\n",
      "C:\\Users\\cxcs\\Anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:979: InsecureRequestWarning: Unverified HTTPS request is being made to host 'ads.atmosphere.copernicus.eu'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "2021-02-21 16:27:01,885 INFO Request is running\n",
      "C:\\Users\\cxcs\\Anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:979: InsecureRequestWarning: Unverified HTTPS request is being made to host 'ads.atmosphere.copernicus.eu'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "2021-02-21 16:27:03,475 INFO Request is completed\n",
      "2021-02-21 16:27:03,479 INFO Downloading https://download-0001.copernicus-atmosphere.eu/cache-compute-0001/cache/data8/adaptor.cams_regional_fc.retrieve-1613924820.3752525-31115-16-0b8f3a25-3cb1-4f87-89f0-7e3d773cb33c.nc to ./20210223/CAMS_AirQuality_20210220.nc (2.2M)\n",
      "C:\\Users\\cxcs\\Anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:979: InsecureRequestWarning: Unverified HTTPS request is being made to host 'download-0001.copernicus-atmosphere.eu'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "2021-02-21 16:27:04,513 INFO Download rate 2.2M/s                                                                      \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Result(content_length=2357960,content_type=application/x-netcdf,location=https://download-0001.copernicus-atmosphere.eu/cache-compute-0001/cache/data8/adaptor.cams_regional_fc.retrieve-1613924820.3752525-31115-16-0b8f3a25-3cb1-4f87-89f0-7e3d773cb33c.nc)"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c = cdsapi.Client(url=ADS_URL, key=ADS_KEY)\n",
    "c.retrieve(\n",
    "    'cams-europe-air-quality-forecasts',\n",
    "    {\n",
    "        'variable': [\n",
    "            'dust', 'particulate_matter_10um',\n",
    "        ],\n",
    "        'model': 'ensemble',\n",
    "        'level': '0',\n",
    "        'date': '2021-02-20/2021-02-20',\n",
    "        'type': 'analysis',\n",
    "        'time': '12:00',\n",
    "        'leadtime_hour': '0',\n",
    "        'format': 'netcdf',\n",
    "    },\n",
    "    f'{DATADIR}/CAMS_AirQuality_20210220.nc')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read CAMS air quality data and inspect metadata\n",
    "\n",
    "We will now read and inspect this data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create filename variable\n",
    "fn = f'{DATADIR}/CAMS_AirQuality_20210220.nc'\n",
    "# Read the air quality data into an xarray data-set\n",
    "ds_aq = xr.open_dataset(fn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (latitude: 420, level: 1, longitude: 700, time: 1)\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 335.05 335.15 335.25 ... 44.75 44.85 44.95\n",
       "  * latitude   (latitude) float32 71.95 71.85 71.75 71.65 ... 30.25 30.15 30.05\n",
       "  * level      (level) float32 0.0\n",
       "  * time       (time) timedelta64[ns] 12:00:00\n",
       "Data variables:\n",
       "    dust       (time, level, latitude, longitude) float32 ...\n",
       "    pm10_conc  (time, level, latitude, longitude) float32 ...\n",
       "Attributes:\n",
       "    title:        Dust/PM10 Air Pollutant ANALYSIS at the Surface\n",
       "    institution:  Data produced by Meteo France\n",
       "    source:       Data from ENSEMBLE model\n",
       "    history:      Model ENSEMBLE ANALYSIS\n",
       "    ANALYSIS:     Europe, 20210220+[12H_12H]\n",
       "    summary:      ENSEMBLE model hourly ANALYSIS of Dust/PM10 concentration a...\n",
       "    project:      MACC-RAQ (http://macc-raq.gmes-atmosphere.eu)</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-31f2f439-ce28-46df-84d4-a9477c65cde1' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-31f2f439-ce28-46df-84d4-a9477c65cde1' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>latitude</span>: 420</li><li><span class='xr-has-index'>level</span>: 1</li><li><span class='xr-has-index'>longitude</span>: 700</li><li><span class='xr-has-index'>time</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-afdbd050-fd46-4660-9bf0-f1f27ad81b44' class='xr-section-summary-in' type='checkbox'  checked><label for='section-afdbd050-fd46-4660-9bf0-f1f27ad81b44' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>335.05 335.15 ... 44.85 44.95</div><input id='attrs-c0c0ee87-1226-4aa3-9381-45331beb8458' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c0c0ee87-1226-4aa3-9381-45331beb8458' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c78318e-cec8-4f6b-83ca-3845e45bee76' class='xr-var-data-in' type='checkbox'><label for='data-8c78318e-cec8-4f6b-83ca-3845e45bee76' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([335.05, 335.15, 335.25, ...,  44.75,  44.85,  44.95], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>71.95 71.85 71.75 ... 30.15 30.05</div><input id='attrs-6973e6bd-0bd6-49a7-9100-7d87c6cbdc9f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6973e6bd-0bd6-49a7-9100-7d87c6cbdc9f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-431996b6-56f9-4c95-b1d2-dec79d68d371' class='xr-var-data-in' type='checkbox'><label for='data-431996b6-56f9-4c95-b1d2-dec79d68d371' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([71.95, 71.85, 71.75, ..., 30.25, 30.15, 30.05], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>level</span></div><div class='xr-var-dims'>(level)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-506263c2-0d28-440c-b80b-d28af1bb81d7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-506263c2-0d28-440c-b80b-d28af1bb81d7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d522ae20-5475-4520-b1b5-3bb545dd5a41' class='xr-var-data-in' type='checkbox'><label for='data-d522ae20-5475-4520-b1b5-3bb545dd5a41' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>level</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([0.], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>12:00:00</div><input id='attrs-79f799d3-9438-4756-9df8-0b6d3b828eea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-79f799d3-9438-4756-9df8-0b6d3b828eea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4e26ab26-6738-407b-9518-aaa0cd1fd35f' class='xr-var-data-in' type='checkbox'><label for='data-4e26ab26-6738-407b-9518-aaa0cd1fd35f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>ANALYSIS time from 20210220</dd></dl></div><div class='xr-var-data'><pre>array([43200000000000], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cfd51ec9-af17-41c1-841c-7fd44478afbc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cfd51ec9-af17-41c1-841c-7fd44478afbc' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>dust</span></div><div class='xr-var-dims'>(time, level, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b90015d3-a7f8-48b4-a9a7-f6ef43b37bf4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b90015d3-a7f8-48b4-a9a7-f6ef43b37bf4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-519004c4-bdb4-4799-a4f4-cd1d22c6ee6a' class='xr-var-data-in' type='checkbox'><label for='data-519004c4-bdb4-4799-a4f4-cd1d22c6ee6a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>species :</span></dt><dd>Dust</dd><dt><span>units :</span></dt><dd>µg/m3</dd><dt><span>value :</span></dt><dd>hourly values</dd><dt><span>standard_name :</span></dt><dd>mass_concentration_of_dust_in_air</dd></dl></div><div class='xr-var-data'><pre>[294000 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pm10_conc</span></div><div class='xr-var-dims'>(time, level, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b2095aa0-ad96-40eb-a8e4-9516080090ae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b2095aa0-ad96-40eb-a8e4-9516080090ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-44eb54b6-f0bb-48ab-9661-3f620bee6e27' class='xr-var-data-in' type='checkbox'><label for='data-44eb54b6-f0bb-48ab-9661-3f620bee6e27' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>species :</span></dt><dd>PM10 Aerosol</dd><dt><span>units :</span></dt><dd>µg/m3</dd><dt><span>value :</span></dt><dd>hourly values</dd><dt><span>standard_name :</span></dt><dd>mass_concentration_of_pm10_ambient_aerosol_in_air</dd></dl></div><div class='xr-var-data'><pre>[294000 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-717db40b-b6b6-4cf5-b577-7feed36a566d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-717db40b-b6b6-4cf5-b577-7feed36a566d' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>title :</span></dt><dd>Dust/PM10 Air Pollutant ANALYSIS at the Surface</dd><dt><span>institution :</span></dt><dd>Data produced by Meteo France</dd><dt><span>source :</span></dt><dd>Data from ENSEMBLE model</dd><dt><span>history :</span></dt><dd>Model ENSEMBLE ANALYSIS</dd><dt><span>ANALYSIS :</span></dt><dd>Europe, 20210220+[12H_12H]</dd><dt><span>summary :</span></dt><dd>ENSEMBLE model hourly ANALYSIS of Dust/PM10 concentration at the Surface from 20210220+[12H_12H] on Europe</dd><dt><span>project :</span></dt><dd>MACC-RAQ (http://macc-raq.gmes-atmosphere.eu)</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (latitude: 420, level: 1, longitude: 700, time: 1)\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 335.05 335.15 335.25 ... 44.75 44.85 44.95\n",
       "  * latitude   (latitude) float32 71.95 71.85 71.75 71.65 ... 30.25 30.15 30.05\n",
       "  * level      (level) float32 0.0\n",
       "  * time       (time) timedelta64[ns] 12:00:00\n",
       "Data variables:\n",
       "    dust       (time, level, latitude, longitude) float32 ...\n",
       "    pm10_conc  (time, level, latitude, longitude) float32 ...\n",
       "Attributes:\n",
       "    title:        Dust/PM10 Air Pollutant ANALYSIS at the Surface\n",
       "    institution:  Data produced by Meteo France\n",
       "    source:       Data from ENSEMBLE model\n",
       "    history:      Model ENSEMBLE ANALYSIS\n",
       "    ANALYSIS:     Europe, 20210220+[12H_12H]\n",
       "    summary:      ENSEMBLE model hourly ANALYSIS of Dust/PM10 concentration a...\n",
       "    project:      MACC-RAQ (http://macc-raq.gmes-atmosphere.eu)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Inspect the data (note the two variables of dust and PM10)\n",
    "ds_aq"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot map of dust over Europe\n",
    "\n",
    "Let's look more closely at the dust data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a data array of just the dust data:\n",
    "dust = ds_aq['dust']\n",
    "# as there is only one level and one time, we can remove\n",
    "# these by dropping all coordinates with only one entry\n",
    "dust = dust.squeeze(drop=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can visualise this data by plotting it onto a map of Europe. \n",
    "\n",
    "For this plot, we may want to create a customised colourmap similar to that used in CAMS products. This is optional however, as there are many default colourmaps that can be used, which are listed here: https://matplotlib.org/stable/gallery/color/colormap_reference.html."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# The colour map typically used in CAMS is a discrete, not continuous, colour scale. Each\n",
    "# row in 'matrix' corresponds to one of the 14 colours in the scale, and each of the three\n",
    "# columns corresponds to red, green and blue, respectively. The numbers range from 0 (black)\n",
    "# to 256 (white).\n",
    "matrix = np.array([[210, 214, 234],\n",
    "                   [167, 174, 214],\n",
    "                   [135, 145, 190],\n",
    "                   [162, 167, 144],\n",
    "                   [189, 188, 101],\n",
    "                   [215, 209, 57],\n",
    "                   [242, 230, 11],\n",
    "                   [243, 197, 10],\n",
    "                   [245, 164, 8],\n",
    "                   [247, 131, 6],\n",
    "                   [248, 98, 5],\n",
    "                   [250, 65, 3],\n",
    "                   [252, 32, 1],\n",
    "                   [254, 0, 0]])\n",
    "\n",
    "# Each of the 14 colours in the colourmap will be multiplied by n to create a final\n",
    "# colourmap of 14*18+1=253 listed colours. The addition of 1 is just to create a starting\n",
    "# colour of white.\n",
    "n = 18\n",
    "\n",
    "# 'cams' is an initial empty colourmap, to be filled by the colours provided in 'matrix'.\n",
    "cams = np.ones((253, 4))\n",
    "\n",
    "# This loop fills in the empty 'cams' colourmap with each of the 14 colours in 'matrix'\n",
    "# multiplied by 'n', with the first row left as 1 (white). Note that each colour value is \n",
    "# divided by 256 to normalise the colour range from 0 (black) to 1 (white). \n",
    "for i in range(matrix.shape[0]):\n",
    "    cams[((i*n)+1):(((i+1)*n)+1),:] = np.array([matrix[i,0]/256, matrix[i,1]/256, matrix[i,2]/256, 1])\n",
    "\n",
    "# The final colourmap is given by 'camscmp', which uses the Matplotlib class 'ListedColormap(Colormap)'\n",
    "# to generate a colourmap object from the list of colours provided by 'cams'.\n",
    "camscmp = ListedColormap(cams)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can plot the data with the customised colourmap we have created."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16,8))\n",
    "ax = plt.subplot(1,1,1, projection=ccrs.PlateCarree())\n",
    "ax.coastlines(color='black')\n",
    "ax.set_extent([-25,45,30,70], crs=ccrs.PlateCarree())\n",
    "ax.gridlines(draw_labels=True, linewidth=1, color='gray', alpha=0.5, linestyle='--')\n",
    "ax.set_title('Dust over Europe, 20 Feb 2021', fontsize=12)\n",
    "im = plt.pcolormesh(dust['longitude'].values, dust['latitude'].values,\n",
    "                    dust, cmap=camscmp, transform=ccrs.PlateCarree())\n",
    "cbar = plt.colorbar(im,fraction=0.046, pad=0.04)\n",
    "cbar.set_label('Dust (µg/m3)')\n",
    "fig.savefig(f'{DATADIR}/Dust_Europe_20210220.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot map of PM10 over Europe\n",
    "\n",
    "Let us now compare this with a map of the other variable: PM10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "pm10 = ds_aq['pm10_conc']\n",
    "pm10 = pm10.squeeze(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16,8))\n",
    "ax = plt.subplot(1,1,1, projection=ccrs.PlateCarree())\n",
    "ax.coastlines(color='black')\n",
    "ax.set_extent([-25,45,30,70], crs=ccrs.PlateCarree())\n",
    "ax.gridlines(draw_labels=True, linewidth=1, color='gray', alpha=0.5, linestyle='--')\n",
    "ax.set_title('PM10 over Europe, 20 Feb 2021', fontsize=12)\n",
    "im = plt.pcolormesh(pm10['longitude'].values, pm10['latitude'].values,\n",
    "                    pm10, cmap=camscmp, transform=ccrs.PlateCarree())\n",
    "cbar = plt.colorbar(im,fraction=0.046, pad=0.04)\n",
    "cbar.set_label('PM10 (µg/m3)')\n",
    "fig.savefig(f'{DATADIR}/PM10_Europe_20210220.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <a id='AOD'></a>CAMS near-real-time global AOD\n",
    "\n",
    "In this final part of the tutorial we will retrieve near real-time (older than five days) data for total Aerosol Optical Depth (AOD) at 550 nm, from the CAMS catalogue https://atmosphere.copernicus.eu/catalogue#/. This catalogue contains a large number of freely accessible datasets, categorised into product and parameter groups. \n",
    "\n",
    "The dataset we will use is accessible through the catalogue, but can ultimately be downloaded from the CAMS Near-real-time download form https://apps.ecmwf.int/datasets/data/cams-nrealtime/levtype=sfc/.\n",
    "\n",
    "We will use this web form to download the following dataset:\n",
    "\n",
    "- Month: `Feb 2021`\n",
    "- Time: `00:00`\n",
    "- Step: `0` (lead time)\n",
    "- Parameter: `Total Aerosol Optical Depth at 550nm`\n",
    "\n",
    "Having selected the fields above, click `Retrieve NetCDF`. This will lead you to a summary page where you can submit your request. As soon as this has been processed, a link will be provided to download the data.\n",
    "\n",
    "Having downloaded the data, place it in your `data` directory. After which we will open it and create a plot."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read NRT data on total AOD at 550nm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "fn = f'{DATADIR}/CAMS_NRT_AOD.nc'\n",
    "ds_aod = xr.open_dataset(fn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (latitude: 451, longitude: 900, time: 14)\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 0.0 0.4 0.8 1.2 ... 358.4 358.8 359.2 359.6\n",
       "  * latitude   (latitude) float32 90.0 89.6 89.2 88.8 ... -89.2 -89.6 -90.0\n",
       "  * time       (time) datetime64[ns] 2021-02-01T18:00:00 ... 2021-02-14T18:00:00\n",
       "Data variables:\n",
       "    aod550     (time, latitude, longitude) float32 ...\n",
       "Attributes:\n",
       "    Conventions:  CF-1.6\n",
       "    history:      2021-02-19 22:47:05 GMT by grib_to_netcdf-2.19.1: grib_to_n...</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-60fd274f-e6ff-4ae4-acda-be969ea10901' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-60fd274f-e6ff-4ae4-acda-be969ea10901' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>latitude</span>: 451</li><li><span class='xr-has-index'>longitude</span>: 900</li><li><span class='xr-has-index'>time</span>: 14</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d7b54469-9ad1-4696-95e0-9abd76298ec3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d7b54469-9ad1-4696-95e0-9abd76298ec3' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.4 0.8 ... 358.8 359.2 359.6</div><input id='attrs-ecea72b4-4a7c-43a5-8401-0aaca9a6678a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ecea72b4-4a7c-43a5-8401-0aaca9a6678a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e225f77c-09a1-4ef7-bfd3-86bae7c4f8d7' class='xr-var-data-in' type='checkbox'><label for='data-e225f77c-09a1-4ef7-bfd3-86bae7c4f8d7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0. ,   0.4,   0.8, ..., 358.8, 359.2, 359.6], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>90.0 89.6 89.2 ... -89.6 -90.0</div><input id='attrs-742f315e-e6ff-47c1-ac54-c9f2045f3cdb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-742f315e-e6ff-47c1-ac54-c9f2045f3cdb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1893c8d1-db70-4f68-b759-0adfc75199d1' class='xr-var-data-in' type='checkbox'><label for='data-1893c8d1-db70-4f68-b759-0adfc75199d1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([ 90. ,  89.6,  89.2, ..., -89.2, -89.6, -90. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2021-02-01T18:00:00 ... 2021-02-...</div><input id='attrs-59f2b060-9622-4bf2-8dee-80899b232205' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-59f2b060-9622-4bf2-8dee-80899b232205' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-509e1a8a-1c2e-4a5b-be38-02457c1d9416' class='xr-var-data-in' type='checkbox'><label for='data-509e1a8a-1c2e-4a5b-be38-02457c1d9416' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2021-02-01T18:00:00.000000000&#x27;, &#x27;2021-02-02T18:00:00.000000000&#x27;,\n",
       "       &#x27;2021-02-03T18:00:00.000000000&#x27;, &#x27;2021-02-04T18:00:00.000000000&#x27;,\n",
       "       &#x27;2021-02-05T18:00:00.000000000&#x27;, &#x27;2021-02-06T18:00:00.000000000&#x27;,\n",
       "       &#x27;2021-02-07T18:00:00.000000000&#x27;, &#x27;2021-02-08T18:00:00.000000000&#x27;,\n",
       "       &#x27;2021-02-09T18:00:00.000000000&#x27;, &#x27;2021-02-10T18:00:00.000000000&#x27;,\n",
       "       &#x27;2021-02-11T18:00:00.000000000&#x27;, &#x27;2021-02-12T18:00:00.000000000&#x27;,\n",
       "       &#x27;2021-02-13T18:00:00.000000000&#x27;, &#x27;2021-02-14T18:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5d81c9c8-3ffc-40f0-8aed-c440c0b921ca' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5d81c9c8-3ffc-40f0-8aed-c440c0b921ca' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>aod550</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9f41d319-4065-4524-9d10-684d4140efc1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9f41d319-4065-4524-9d10-684d4140efc1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2eb0b307-33ec-41ea-914b-067019b920f5' class='xr-var-data-in' type='checkbox'><label for='data-2eb0b307-33ec-41ea-914b-067019b920f5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>~</dd><dt><span>long_name :</span></dt><dd>Total Aerosol Optical Depth at 550nm</dd></dl></div><div class='xr-var-data'><pre>[5682600 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-55db2117-8098-42fd-94e7-1aa9d10156b5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-55db2117-8098-42fd-94e7-1aa9d10156b5' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>history :</span></dt><dd>2021-02-19 22:47:05 GMT by grib_to_netcdf-2.19.1: grib_to_netcdf /data/scratch/20210219-2240/4e/_mars-webmars-private-svc-blue-008-6fe5cac1a363ec1525f54343b6cc9fd8-3_nSxC.grib -o /data/scratch/20210219-2240/f6/_grib2netcdf-webmars-private-svc-blue-003-6fe5cac1a363ec1525f54343b6cc9fd8-VDQ_32.nc -utime</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (latitude: 451, longitude: 900, time: 14)\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 0.0 0.4 0.8 1.2 ... 358.4 358.8 359.2 359.6\n",
       "  * latitude   (latitude) float32 90.0 89.6 89.2 88.8 ... -89.2 -89.6 -90.0\n",
       "  * time       (time) datetime64[ns] 2021-02-01T18:00:00 ... 2021-02-14T18:00:00\n",
       "Data variables:\n",
       "    aod550     (time, latitude, longitude) float32 ...\n",
       "Attributes:\n",
       "    Conventions:  CF-1.6\n",
       "    history:      2021-02-19 22:47:05 GMT by grib_to_netcdf-2.19.1: grib_to_n..."
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_aod"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice how there are 14 time steps in the dataset corresponding to the days in February up to 5 days ago."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create xarray dataset\n",
    "aod = ds_aod['aod550']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create global map of total AOD at 550nm\n",
    "Here we create a 2d map of total AOD at 550nm for the first time step, 1 February 2021."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ypZLd7udmtP5PBiAbuALtQt3nQoirgHzgvCNs4w+0pstPAUgp7UKIcqBASunssMiVLuX6O9+E1mxMB7zr6o+pnHza4zjSQwixpdX7d6WUL3dItEqH6shzEJcFQohG1+tKKeWUjtgPpXOo/KV7E3+20lAURVEURVEURVG6u2FCyA4ajXmjlHJYB2y6Q7hDM2ZFURRFURRFURRFaVcq2VUURVEURVEURVFOOCrZVRRFURRFURRFUU44KtlVFEVRFEVRFEVRTjgq2VUURVEURVEURVFOOJ1666GjtW1HeSQwo4M/JhnIacfl3PUzj9aJ8H24c2xd8ZnuHFtXfKY7x9ae1Pdx+M/c4Xrue4Tl2vMz22O59qTKx/F9pvo+jm85d/3Mo3UifB/uHFtXfGZHxrZsYN+Izi6jyhG4ZbILvHrDtRfOra2t7uo4FEVRFEVRFEVR2iQEZGzf+ouUcnpXx6L8yV2TXWprq/nk81+7OgxFURRFURRFUZQ2eRl0pPUMC+vqOJT9uW2f3aZGS1eHoLixzIz1XR2C4sZU+VDaosqH0hZVPpS2qPKhKN2L2ya7iqIoiqIoiqIoinK8VLKrKIqiKIqiKIqinHDcNtn10Om6OgTFjfn5B3Z1CIobU+VDaYsqH0pbVPlQ2qLKh6J0L26b7BoM3l0dguLG4hN6dXUIihtT5UNpiyofSltU+VDaosqHonQv7prsplqtTV0dg+LGCvJ3d3UIihtT5UNpiyofSltU+VDaosqHcjg2u7OrQ1AOwV2T3T1Oh6OrY1DcmNlU19UhKG5MlQ+lLap8KG1R5UNpiyofyuF46t01rTq5qb+KoiiKoiiKoiiKcsJRya6iKIqiKIqiKIpywnHbZNfbx9jVIShurE+/4V0dguLGVPlQ2qLKh9IWVT6UtqjyoSjdi9smu3a7ratDUNxYTU1FV4eguDFVPpS2qPKhtEWVD6UtqnwoSvei7+oADsdus3Z1CIobKy3OJTg4vKvDUNxUdy4fdrud6upKrNZmbFYrVqtVe23Tnq1WK06nE71ej06nR6fTuV7r0On06PWe6PQ69DrX/ANe63R67b1eh6enAQ8Pt73m2WG6c/lQOp4qH0pbVPlQlO7FbZNdRVG6ltPpxGIxYzLVYbVacdjtOJ0O7A5Hy2uHw0l8fBIBgYGYTPVYzGbM5npMpnrMZhMNDRb0ej0GgxdeXl54ehrw8vLGYDBg8PLC4OmabnBN9zSg9/RECNHVu99u6uvr2JOVSVlpMcLDA71Oj4fOAw8PLUn18NCh03lQWlLMyhWLWb16GV4GL+37MXjh6emJwVP7jgwGAwaDF8JD4HQ4cTjs2O12HA4HdrsNh+tvY3fYW147HA7tvet163WklERHxxITG09sbMIBz4mEhoWfUH8LRVEURVFOLirZVZSThM1qRSLx9DTsl8A4nU4WfvkRW7dsoLi4gNLSIupqa7BYzPj6GvHzC8Dg5dWSpOk8dOj0ejw8PBBCkJebTUODGT+/APz8/bVnP3/8/QPw8TXicNixNje31FDuq51sbm7Gam3SnpubW2ovHQ4HBley5+3ljdHP37W9QPz9AwgODiUhMZnEpB4kJvYgJjYevb7rD2U2m43c3D1k7dpBVlYmWbu1R319Lak904iOiUM6ZUvC6XA6tITVqSWlwSGhjB03mbvueYKw8IhOibmpqZGS4kKKiwooKi6gqDCfJUt+pqgwn+LiAhosFqJj4g5KhPv1G0RcfFKnxKgoiqIoinK8uv4M8TA8DV5dHYLixuISUrs6BLclpaShwUJ1VSUlJYVs2riG9etWsX37Zuw2O1I6MRr96T9gCCNGjuWPVb9jtVo5+5wLOHPWuURFxxESEobR6IdOpzuqzwParQbQ4XC0NOFtbGrEYjZhMtVhNpkwmeupqqogPy+b7775jF27MoiPT+KH/63dbxuHKh9SSpxOJ1LKlpiREon2+sCLAKAlsHuyMtm+fQuFBXnExSeSnJxKckpPQkLCWpa32WxMnTwYP78AevfuR89efZkz9yJ69epLTGxCpzYV3ncxwWG3Y7fbsLtqeu12O3abraVmV5un1Qjr9DpiYxOIjo7F4RiB05WImy0mCvNzSU/fxMIvP8LhcODj48s5c+Zx971Pdto+tTd1/FDaosqH0hZVPhSle3HXZDf1ZOxHphw9b++Td7Rum9XKl198SGlJEUVF+ZSXl7hqSa1YLCZqqqvQ6XQEh4QSER7F4CEjuOKqmxgydCRGox82m436uhq2bNnAurUrGDN2Epdcdv1RJbaH0t7NXHU6Hd7ePthsNpqaGqmrq6WmppKqqkpys7O0WtOsTGxWG337DWLw4OEs/GoBZaXFlJUVU1tTTVNTI/X1dTQ0WLBYzDRYzDQ0WPaL+c+4BSCJiIxmzNhJpKX1Jysrk4ztW8jKyiQ2NoH+A4YQF5fI9vRN/PDt52RnZwGQnJJKSGg4tTXVVFdVUl1VCUDffoPoP2AoERFR7frdHElFRRlTJg487vXDwyPxNfpRWJCLw+HYb97tdzzI2PGTSU7u2WZZaWpqpLammpqaKmpqqqmtqUKn1+PvH0hAQCD+AVoNvb9/IJ6enscd619xMh8/lCNT5UNpiyofyuHY7M6uDkE5BNFSw+FGtu0o/2L2rDFzv/5+VVeHoripzIz1J+3w/9u2beSSeWfQt98gzjr7Anqn9cfb2xtPgwE/oz/BIaF4e/t0dZjHzGSq58LzplBYkHfQvAkTpxIcEkpiYg969e5Lz559uOP2q8jJzqJf/8FERsUSGRlNZFQMwcGhOB0NREUn42v0w+jrh9Hoh6/R77DNnaWU7N27i1UrlpC1O5OevfvSv/9g+vQZiK/x4BMbKSU1NVXk5uyhpqYas6me8vISFv32Izsz0/dbdtXaPfj5+bfPl3QUKivKWbd2BR46HV5eXhgM3tqzlxdertcIQWVFGSUlRZSVFlFaWkxpSRGlpUU0NFhITOyh1WD36IW/fwBPPnY3Hh4evPXeVxTk55Cfl0NFRRk1NVUtiW1tTTXVNZU47A6CQ0IJDgohOCSUwKBgnA4nJlMdpvp66utrMZnqMZnq8DX6cfMt93D+hZd3at/gk/n4oRyZKh9KW1T5UA7Hy6AjrWfYRinlsK6OBeAULyHXxrT/b6tnrnSbfTwa7lqzqygnrZqaKl5+4QkWfrWAxKQe6Dx02GxW7HY7kVExzJl7MXf+8xHWrlnBqy8/RWrPPlx97a2MHTe5Ww8mVFdXs1+i6+3tw+ChIzh37sUEBgaxI2MbOzK28vOPC6mpraamupK4+CTefOfLg7alnYwc/XFYCEFqahqpqWlHvXxISBghIWH7Tb/muttbXjc1NZKTnYXR6HfUcbSHsPAIzph57hGXS0rqccRl0rdt4uJ5M1re33HbVVp/6YQUIqJi6N27H8EhoQQFhRAcHEJwSBi+vsbDlsMGi4W9e3eRlZXJnt2ZrFy5hCcfv5uUHr0YPmLM0e+kclKzWMw4HA4CAgK7OpSTmt1uZ8eOrezZnUlxcSHl5SWUl5VSUVGKr6+RESPHMmLkWAYNHt4tL8AqinJiUMmuoriJHRlbeeO1Z9m8aS2NjY0AXH/DHfRO64+npwG9p55dO7fz6SfvsXtXBqeOOY0L5l1JbW0VTz1+Dw0NFvr0HUDffoNISxtAeESUq3/mn30ztVF4tb6bek9PjL5ajafRaMTX6EdUVGynDfaUsX0Lvy/+WUt89uyksqKcoaeMIj4+CS8vb2pqqti1czsP3ncraX0G0LfvQCacNo0rr7mF4KAQAoOC8fHx7ZRYj4e3tw99+h5/k2J3EBefyKOPv8SQoSOPeSAwm9XKqpVL2J6+mT17dpKVlUllRTlJyamk9kyjZ88+/PPux+jZsw8RkdEduBfdk8PhoLamiqqqCqqqKqmqqsDHx5ceqb2Ji0tESsmWzevYuGENvr5GwiMiCQ+PJDwiivCwyEO2SHBnD95/KxvW/0FtTTUWi7lleu+0/kink8FDRtDY2MDGjaupqqygubmpZZk5517EQ48+3xVhn1SklGTv3c3atStYt2YFGzasJioqhj59BhIbl8DgwcMJj4giIiKauroa1q1dyeuvPMPu3TsYOOgUzpkznylTzsTTYOjqXVEU5STitsmuTue2oSluIOgEused0+nk6afuY/Gin7jm2tt49vm3DnsVPCYmntMmzSA3dy9bNq+jpLgQm81OdEwcBQW5rF2zks2b1mEweBERGUXW7syjjkMIwYOPPMeccy9qr107iJSSjRtW8/abL5GTncWss89n1lnn0yO1NxvWr+a/779ObU01I0ePY8LEqdxw4z9ISk495v7EJ1L56ErBwaGcPfvCQ86rrq7k6ivmUFZaTHOzNpI2gI+PLykpvSguLiA5pSfDR4zhzJlzSe2ZRnxCsluMnN3Z5UNKid1mO+gkv7m5ifr6Omw2KzabjS0b1/Lhh/+hqqqC+rpa/AMCCQ0Nb3mYzSays3dTWVGOXq8nITGFESPHUVdXTfq2jZSXl1JZWUZlRTkGgxc9e/UhtWcfevXqQ6/efRk4yH1bnS1f9hs11VUHTb/+b3dQVlrCv568t2Wah4cHQUEhCCGwWpvp139wu8aijh8HKysr4eJ5MygvK0EIwZmz5vLNdyvbHDl+xMixgFYTv2rlEj7/9H2ee+Yh5sy9mLnnX9rpYxq0F1U+FKV7cds+u/POnzr3k89/7epQFKXDWa3NXH7JWfj7B3DbHQ+Sltb/uJsjOxwOKivKWLVyCS+/+CQ9e/clM2Mrp0+dRY/U3jicThx2OzabjfLyEirKS+nVqy9Dho5k4OBh+PsHtMs+OZ1OsnZntgwYpQ1WVMXmjWuprqniyqtvZubMuS0n/1ZrM/+88zpyc/ZQXFRAQEAgsXGJxMUn0rfvQC665Np2iUtpP6UlRUybMvSg6fHxSTz1zBuEhUUQHRPXBZF1HafTyepVS8nLz6aoMJ+iwjwKC/MoKszH6XRyxVU30X/AEJxOJ8VFBbz7zis47HY8PQ14enpSVVWBr68Rs9lEREQU0TFxeBoM+Hj7cstt9xEXn4gQgoYGC83NTQQHhx4yDikl1dWVbNqwhldf+Re5OXsA2JpR1plfx3ErKS7kyy/+y7atG8nJziIiMpqEhGTGjp/CyFHjCAoK6bLBzU5WUkrS0zeRl7OXvLxsfv5pIWedfSHXXn/7Mf1e7dmzk88/eZ+ff/qaUaeO55FHX+x2rRAU5XBUn1335LbJ7pyzx81d+O2Krg5FcVM5ezNI7tGvyz5/08Y15ObsISAwmICAQAIDg4mIjGqpbThWNpuN9955he+++Qyrzcopp4xCp9NjaTCz7PdfGH3qRF77v4+PaZvbtm7g0Yf/QXb2bjw9PTEYvJg4cRp33/fkX+5HajLVc8n8MygtKUKv1xMdHUdSSirNTU00Nzexd+9ufH2NxMUlaoMVBYcSHBxCckpPJkycdsiaWpvNRmlJEQUFuWzetJZ1a1aQnr6JyVPO5Nnn3zqm+Lq6fJxMmpoaeeap+1m18nfuuvdxJk0+o6tDOqKOKh8VFWXMmjGK1J5pnD51FrGxCcTGJxIbm4DFbOK1V56mqqoCnU6HweDFnLkXMXbc5Jb1bVYrW7duYOXyRaxYsZj8vBwiIqLwDwhgT9ZOHA4HRqM//gEB+Bn98fMPwOjnh9PhpLGxgaamRpoaG1teNzc3MXbcZM6cNZcxYyepBPEoqePHkVVWlHP9tecTFRXLqNHjGTxkhKvLzdGVsaqqCqZNHsqS5dtxOh2sWL6YwoJc7HYbERHR9EjtTd9+g/D1db9EWJUP5XBUsuueur492WFIpxq+Wzm8pqaGv7yNmpoq1vyxjMamRmJi4khM7EFkVMwR74kqpeSKS88GICQ0jOjoOJqbmygrK0E6nVqNZFwi8fFJxMYnMmrUeBISk1vWz8nOYsninzAYvPDy8iYgMIgePXpx9bW3cc11t5OTncX29M1IKXnw/lsBGDJ0xFHvl91uZ9nSX/lkwTvk5u4hNCSMgMAgmhob2Z6++bhvMdSaEAKnUzvBBjCZdnDlNbfg7e2Nl5cPMbHxBw2A5HQ6qawsJ33bJoqKtNquoqJ8Vw1YPhUVZYSHRy8u1+AAACAASURBVBIbl0BsXAJjx09m/iXXHFfy1B7lQzmystJibr/lCuISEln43fJOH4zreHVU+QgPj+TVNxZw59+vJiIiitMmz2j5fwsICOTxp15pc31Pg4Fhw09l2PBTue2OB7Fam9mZmc6ypb9SVVVJeVkJBoOB4cNPZf7F12I212M2m9Dr9Xh7++Dt7YOPjy/ePtprf/8ADOqe9cdMHT+OLCw8gvc//J7fl/yPLZvX8fXCjykuKiAuLpGIyGjCIyKJiIh29eGNwmj0w2w2aQ9TPTk5WfTtN5AdGVt44L5bGTBgKCk9euHl5c2undv5/rvPycrKJDm5J4MGD2PQoGGcMvxUIt2gf78qH4rSvbhtsqsoHUVKycwZIw95ixuAZ59/i6nTzjrs+kIInv73f7jrzuta7q36/EvvaSe1UuJr9KOmporCglwytm/m9Vee5rwLLuPa627H02Bgw4bVfPLxu0ydOotmazO1NdW8sjOdxoYGxoybzFXX3MJZ51wAwJrVy1i3diUmk4k1q5cREBCEv38gfv7++PkF4HQ6WmpyTKY6Fv32I19+8SECqK2tITmlJ0OGjCAuPon4hESGDB3ZLqNi+vn5892Pf1BYkMs1V83Fw8ODceOn7HeLneXLfmP5st9aktrSkiKMfn7ExiYQExvvun/tUKbPmE1cXCJR0bGq5qmb+e8H/0da3wE88NCz3Xok8PY0bPipvPjyBzz/74d5+cUnuXD+lcyeM5+AwKBj2o7D4eCRh+5g1col2KxWkpJTGTZsNMEhYURFx7J3rzaom9Pp5KJLrlFJrdLp/Pz8mXXWecw66zxAa/FTWJhHRXkp5WUlVFSUsWP7FpZVlGGxmDH6+eHvF4CfXwC+vkZiYxN54L5beeyJlxg1esJB229qamTj+tUsX/4bLzz/GCEhYXz25aLO3k1FUbo590121YmT0ga9/viSopqaKn747gt0Oj0RkdHYbFacTqdrNFPtCvSEiVOPuJ0BA4cihCAsPJIBA4fy/Xef47Dbqa2tJmt3JuERUfTtO5D4+CTOnDWXN//veb7/9nN++nU9kybP4JMFb1NWVsLp02YRFhZBbs5elv7+P378/gvGT5iCj7cPek9Pnnz6dXKys/j2m894+82XMJtNLfcrNZnq0On0ePtotTk+Pr6MGjWeSy69lheeewyA3bsy2L0rg0lTzmDoKSMJCgo5ru9tn6qqClYsX8TunRns2qU9evbsw6yzztuvVs/pdHLf3TcRFBzCpEkzuPb6v9M7rV+nNUk73vKhHBshBImJKd0u0e3o8jF4yHD+u+BHtqdvZsFHb3HG9BGcfvpMBg8ZQZ++A0hO6dXmhR0pJW+8+gxlpcV8sfB3wsIiEEJwzz9vYMGHbxIcHMrIUeMIC48ke+9uFv32A6NGjyc+IZmkpFQGD1H3AP0r1PHj+Pj7B9CnzwD69BnQ5nJFRfncefvVZO3OZPac+fy+5H98+/Wn1NfXUVdXQ319HfV1tZhMdRgMXgQGBhMSEsZd9zzRSXvSNlU+lMOx2VWrVHfktn121QBVSluqKstZvXo5TY0NeOh0eHh40NjQQHl5CWVlJQwZOpLzzr90v3UqKso4Y+pwrNZmBg0exshR43E47Fof0Y1rqagoIzgklN+XZ/ylk3e73U5u7h4yM7ZRUlJIfX0dlRVl7N69g48/+wVvbx9Mpnp+/P5LVq5cjKm+Hg8PwaaNaw+5vaeefv2Q902VUh4yzvNmn4aHTkdCYjI52VkHjcj87Q+rSEpOPaZ9qqgoY/OmtTz79IMMHjKcfv0G06t3P3qn9SM09OCRKaWUfPvNp2xP30zWrh1kZWXi7x9Ias80goNDtT6HfgEttdT+fgF4+/jg5eWNt7c3ySm92m2wLKXjvPryv8jL28sjj73oln3r3EVFRRk///g1a9csZ+WKxRgMXvx3wQ8H3ZqqwWLh/ntvZuOG1YSEhPHWu1/tN9rtqSN6YLGYSUhM4bLLbyA8Iorc3L28+cZzmM2mluW6y0BUyslpzeplfPft5wQGBhEYGIy/a9yLgIBAvLy8qautobyilKLCfLKzd9Pc1ESv3v1I69OftLT+9Ordzy1GdVeUA6k+u+7JbY8WdtdtLBRln8KCXBYv/pkli36iuclMbFwKAQGBOKUTp1Pi7eVNRGQUDQ0W9mQdfMud8PBIPvtyEVu3biB960ZWrVxCWFgEScmpjL55IklJqQwcdMpfrqXS6/WkpqaRmpp22GX8/QO4cP6VXDj/SgoL83j/3dfw8NDR1NTIvgtQXl7e6PV6eqf1P+Q2WsdZUlxIbu5eSooLiI1LYMvm9Xzw0fd4e/tgt9spKsona9cOPvv0PewO+1Hvy8cL3ubpJ+9z7Zcnc869iL/d/M/DjgLbOrZzZs/jnNnzANcotX8s45uvP2brlvXk5+e0uf4pw0bz7gffHHWcB6ooLyI8Iva411eOzGa1MnbcZFYsX8RZZ4zmhhv/wZy5F3eLWt7OLh/h4ZFcevn1mEx1rFyxmKioGPbu3U1UdOx+/0vvvfsqEskXX/9+yNuyvPXuV+Tk7KGkuID09E2Ul5USF5fIbXc8SO/efUlN7aNGtm0Hf7V8OBwOTKY6fH2Nqnn5IYwaPWG/ZstWazM//biQ1155mpzsLJKSepDaqw+pqWmcOmYi6ds28Z83nmtZ/sxZczn/gsvp1btvl1xkU78vitK9uG+ya7d1dQiKG7DZbCz67QcWfPgmRUX5nHbadK657jaCAn3pP3A0oNWk1tRUYbGY2bRhNbsyt3P61Jk4HA6cTud+zQVTevQipUcvZs+Zf9Bn5ebu5ZUXnyQjYwsRkdEkJ6dy+ZU3/aV+pFJKiory2bplPfV1dXj7+NDU2EhpSRFXXXMLfv4B3HDthTidDsaOm0xUVCxWq5Xm5kZ27cxg08Y1PPTAbfj4+O633dSeaZwzez690/rhdDqZdcZoeqf1IyWlF2l9BjBt+tl4emq39dHr9SQmppCYmMKUqTMPig84bIISFRWDf0AgdpuNxsYGPv/sfULDIrj+b3cc0/fg4eHB1i3rWbLoZ+x2G+MmTGHu3EuIS0giKioWX1/jEQcGOxaVFcXqZKSdSSn5+qsFbNmynp2Z28nL3UtwcCgGLy+CgkP45utPmDBxWpv33XQXXVU+brz5LmafO59VK39n0W8/8K8n7iEuPgmj0Y+mpkby83L4YuGSw95/tF//we1+T1nlYEdTPqSUFOTnsm3bRtK3bWRHxlYqK8sx1dfR0GDB1+iHj48vt9x6L7POPr+TIu9+TKZ65p13OvEJydxy232MGDn2oN/csLAIvvvmMyKjYggLi6CutobHH/0HoaHhzJt/FevX/4HZXI8QAoHQfs+E9uzj40ufvgMYOHBYy627/ir1+6Io3YvbNmOePWvM3K+/X9XVoShdxG6388Sj/+T3Jf+jR2pvLrrkGiZMnIaHhwe1tdWsX7OEPXtz2LJ5HdvTN+Pl7Y3R14+UHr04ZdgoMjO3s3rVUsxmE6Fh4URHxRIdE6c9ouNITOrB0FNGtfyobtm8nssunsmkKWcwd+4lVFVV8M3XnzB4yHBuuU2r2Txcs+HWtm5Zz+uvPYvB04BEsnNHOlJKBg0eTlhYBI2NDVgsZpqbm9iZmc7T//4PtTXVLFv6K6tXL8NkqsPfP1AbxMPfH4PBi5DQMGacMbulT6zTKdm0cQ3vvv0KL7/2IWPGnsZNf7uINX8sx2az4ulpwGAwYPTzJzgohOCQUIxGfxobG2iwmLE0mLGYzVgsZiwWE3q9JxERUS19liMio4mIiKK2ppqtWzeQsV1L/gcOOoVBg4YxcdL0QzZdPhq1tdX8+sv3/PjdF+TlZzN27GRGj5lA/wFDkU4nzc3NNFubsFmtNDc3Y7fbcDjsOOwO7A47TocDh8OBh84DLy8f1+jP3nh7+5CUnNrS9DkzYz19+ql+i+1JSsnDD97Ost9/pbGxgbPPuZBpM87mlGGjuzq0Y+Yu5cNmtZKRsRWbzYqXlxeRkTFERsV0dVgntcbGBtb+8Rtl5dXk5e7FZDZhNtdj2TeSsNmExWzCZKonKDiEgQNPYcCgU+jffzChoeGYzSbXAIV5fPrJuzQ3NfH19ysOumB5IrDZbFRXV9Lc1ERTUwNNzU00NzVhbW4mPiGZ+IQk7DYbO3ZsZdPGtWzetJYtm9e7ElMPdDodTqeTOedexL0P/OuYP/uqy8/Bx8eXESPHEhwcipRSe+C6kCslZrOJjO1bSE/fhLW5mf4DhjBk6AjOmT2P0LDjuzDnLsePw2mwWCgoyKWmphIptQveOp0evV6HTqfHaNQGitx3n3ul/ahmzO5JJbuKW5JSMri/VrsRG5dAUFAI1VWVVFaW4+3tzcyZZ+FjDGbwkBEMHjycwKBgmpubeOG5R1m65BeuvOYWxo+fQmhYBOXlJZSWFFFcXEhJcQGlJUXs2pVBQX4uEydNY9q0sxkxcixff/0Jr7/yNJdfeSOXXHY9NdVVXHn5Odis2iBWZWXFeHv7EBYWwQcffX/IH8qff1zIpx+/y4Xzr8RsMRMfn8jQU0YdsinbO2+9TFlZCffe/1TLPjc0WKipqSIvdy++vn7U1FTy0w8LWbd2JQ8+/O+WmtmmpkbmnD2e+vo6+vQZwKjR4zl96lkEBgXj4SGQEhosZmpqq6mprsJsrsdDeLgSXZN2MuB04nA6abBYsJjrsdltNDc30dTUhJfBi/DwSAYNGc7AgacQGBTc7n/jwsI8/li1lNV/LGVnZnpLkr7vlkwGgwFPTwM6nQ4PnQ69Tt/y2ulw0NSsnVQ1NzfR0GAhN2cP0TFxDBg4lEED+zNg0Kmk9OjdLrdaUv7kcDjYkbGVlSsW89kn7/HGW58dcUCazpCxs/KQ0/ulhR00zd1PVpXOYTab2JmZTuaObWRmppO5I53ionxmzToLp/QkKbknAYGB+Bn9Mfr54+fnj4+vL/V1tVRUlFFWWkJhQS75+TkUFORQXlZKRGQUcfFJJMQnM3DwMKZPP7tbJxVai4NsLBbLnxdLLWYaLGa+/OIj6utq/hxvwcsHL2/t2L13zy48dDrq62pJSExhyNARDD1lFEOGjiQkJAynU2t55XQ48fH17ZTuD2VlJaRv28Qfq37nt1++5/Irb+Sqa2455u246/Fj3dqV3HfPTdTX1RIbl0BwcCg6nQ6Hw4HdbsfhsGO32zGb6ikrKyEiMoqEhBQSEpNJTOpBYkIKiUkpRMfEq9/N46SSXffktsnuBXMnz/3sy8VdHYrSxex2O4WFedTVVhMaFkFYWATe3j40Nlrw8fmzr87ePbv4553XkpSUykOPPNfmbT4cDgdWazP5eTmsWrmEpb//j107M/A1GrE2N2M2m5g67Syeff4tTKZ6bXTl8EiiY+JosJi55qq5XHTxNS23B2pt29YNXHbxLLy8vPH1NdLU1MhNt97D/Iuu3m85KSV/u24eY8aexsWXXkdJcSFv/ecFMjPTyd67Gx9fXwICgjj/gsu4cP5VLF70I1998SFvvvPlftupqiwnMzOd35f8j+XLfqPBYqapqQmn04HR6Kfd4sFopKamigaLhZjYBGJi4vA1GrX7cXr7ttQ4NDY20NjYQH1dDRs3rqF//yFcc91t3abmzmazsWfPTtK3biRzx1Y2blxLVWU5b7//tVskYycSq7WZ8rISXnjuMfr0HcDV197W1SHt51CJb+uk98Djh3JyKC8vZfOmtWzauIbNm9aRn5dNr959SeszkD59B9Cnz0B69OiF3WHDx8dIcXEBmzetJSd7D7k5e8jJyaIgP5fQsHCSk3uSkJhMQmIKCQnJxCckExMd160TW6fTSVNTI5k7trF+3SrWrV3JjoytRMfE4+/vj6+vH0ajH76+RnyNRgYOOoUzZ8495LaklOTl7iU0LMKtBhuUUpKfn8MrLz5JdEwcd/zj4WPehjseP8pKi5l3/lQeefxFxoyddMRuQTabjeLiAvJy95Kfl01ebjb5+dls3bKBlJRefPz5L+zI2MqjD9+J0ehHSEgYwcGhhISGERYWobUEi4wmIjyS4JCwdu2G1J2pZNc9uW2fXUUBrflNUlIPoEebyy1f9hsmUz3Llv7KBedNwcfHF5vNhs1qxWptxmqzYqqvO2i9WWedz38X/IjFYmb3rh2kb9tEYWEeHh6C/7zxPA0NFhobLDS4Hrm5e4iJiWfipOmHjGPgoGFs2lbccpX6mafu59OP32XXzu1ERsbQ0GDBZKqjsqKcsrJiLph3JQX5uVx28UySU3py0y33MGTICHx8fdmyeT1/v+0KMjK28uDD/+bF5x7j888+YMiQ4UTHxOPn509oWARjx01m7LjJ+8Vht9tpsJgxW7Qmd4FBIYSFRRz1D1JjYwP/ff//+Ocd1/K/3zZ2ixM4T0/Pltte7DsZueXGS3jysbuYfsZsJp42jdjYhK4O84TwzL8e4IvPPiAhMYXRpx58f8yudqjaXOXkdu/dN7J82W+c4qpdPPPBc+nTZ+B+xzYpJZk7trF82a8sWfQz5eWlDB85hh49ejNl6syWBPdEapJcWJDLi88/zu9LfsZut2MweNGzZx+GjxjDVVffwpChI49r0DMhxDGP+t8Rmpub2LVzO+npm9mevpktm9Zhs9sYfepErrjqpq4Or92UlZfg7ePD00/ex5SpMzl96iz69huElJLyshLy8rKpqChDCPAQHggPDzw8PPAQHkTHxBMbl0BSUQ92797BPa7WZr/+8h2ZO7YBEB0dR2xcAmVlxTQ1NWKxmKmurqSoMB+9Xs8FF17BP+95vCu/AkU5LLet2VXNmE8u1dWV1NZUa/1KWyWX+xJNo58/MTFxJCSkEBkVw67MjYdsRmSzWikpKaK5uRFPgxeenp4YDF4YPA1MmjAAu91GbFwCffsOIj4hiaqqCvbs3kl29m4CA4PpkdqbqKgY7b61vkbtCravVgvq62skIDCQ4SPGHnXSaLGYydi+hby8bMrLSvDz88c/IJAA/0AGDh5GREQUlRXlvP/ea6Rv28SundsxGLy0q+dGI2VlJdz/4DNMn3EOmzau4e03X6KkuJDikgI8PQ3ERMcRFR1LZGQMQcEhBAWHEBAQhKenJ9Lp1EaqdjixO7Tk12LR+uuaLSYtGTabMBi8XLXm4dTX15Gfl01+fg7VVZXMOvt8bvv7A39pkK6usK+ZWUODhTWrl7H0919Y9vuvXHr5DVx59c3dYsRgd9ZgsfD8c4+weNGP3Hvfvzh92qyuDumYuGszRKX9OZ1OtmxexwvPPUpoaDgvvvLBfvNtNhvr1qxg6e+/sHSpdmu42bPPZfDQcQwaPOyEbs75f68/x8cfvcUll13HRZdci49P5zQn7khOp5P161ay6Ncf2b59M9l7d5OUnEr/AUPoP2AIgwYNIzml51/aT3c9fkgp2ZmZzm+/fs9vv3zv+p234O8fQHxCMpGR0QghtObj0ol0an2ctddOPDx0XP+3O+jVu1/LNuvrasnI2Mr29E2kb9tEcXEBZpMJs8VEU2MjpwwfzbTpZzNlyplttqg7WaiaXfekkl2lyzmdTs6YOpySkkJSUnoREhqGj69vS4Lp62vEVF9PSUkheXnZVFWWc9ppk1izZg2engb0ej2engYiI6MZN2EKp02aQY/U3gd9zicL3mHL5nXoXIM1+Pn5abcI6plGSo/eHdbUyuFwYLNZ8fb2OeKyTU1NrFyxiNV/LGPvnl0to0nq9Xp0ej1+fgHExsYTExNPQGAQ3t4+mM0mKspLqauroba2mvr6Omw2Kx5Cu3IrPDxcg1IY8TP642v0w8/PH6OfH0ZfP5qtzVRWllNVWY6fXwAJiSkkuprneXl5d8h30tEOdTJSVlbCTdfPZ/CQEdx17xPqPo3H4babL2PF8kXY7XY8PQ34+hoJDAzis68Wd6v77LrryarSfvLysvnhuy/48Ycv8fb2YdZZ5zPzrPMID49sWSYzM52H7r8NvU7PlKkzOW3SdJJTep4Q5aPBYsHSYEav16PXe6LT6fDUe4IQNFjMmMz1PPHoXezauZ2HH3uB8RNO7+qQ28Wgfn/+fYePGMMZM8+lf//BJCWnUlZawu7dOxg5ahx+fv7H/RndoXxIKSkpKSQoMGS/mnkppWuwSguhYeHd/uKGu1HJrnty12R38+xZYwarZPfkUVlRziMP/Z2c7Cw+X7ikzRNnu91OZsY6klL6Y7fbtObKNiu5OXtZsfw3Fi/6iYiIKM6dezHnzJnfLn1J7HY7P37/Jbt378Da3IzV1kxUVCzjxk+h/4Ahh1ynqrKcrxd+zFdffERFRRnRMXGk9kxDr9O7EtMaTKY6Lr/iRi6YdwXV1ZXcefvVmE31TDhtGn37DcTb21cbkdhux+5wUF9XQ3FRAZs3r2PD+j8YMXIsb737Vctn7t2zizVrllNeVkpFRSnlZSVUVJRRXlbCvQ88zayzzsNms1GQn0N2dhbZe3eRk51FdnYWycmp3H7Hg3h7+3DbLZdTXFSAwcur5YKDr68RPz9/ho0Yw2mnTXfrW8wc7mTEbDZxx+1X4WXw4l/P/l+3StDcQXV1JZ9+/C4ff/QWE0+bzuNPvdLVIR2X7nCyqhy/jRtWc+Vl5wDw0KPPM3vO/P1O6q3WZt5843m+/PJD/n7HQ8w6+/z95nfH8rEjYytvvPYspSVFlJYWY7U2YzT6YbfbXaPaO7DbbTidToxGP/z9A1taGg09ZRQ33XJ3V+9CuyguLqAgP4ey0hKKivLJ3rubPVk7yc/PITQsnJAQrc/pmbPmsmnDGioqy6goL6WmpqqlVZXWskp7Nvr64efvz4Xzr2q5Jdjhyse3X3/KxwveJjg4lOCQUEJCwggJCUXvaQDXSNE+Pr6MGTeJuLjETvtOTKZ6vv/ucxZ++RF5udkIIfD29sHg5cWoUeMZdeoEpk07q1t0V3J3Hh6CAX0i3CYRVMmuxl2rNvbo9Z7qZoInkfz8HHbtymDmrLlH7A+l1+uJik7crya2ocFC1u5MrM1WPD092ZGxlbzcvbzz9iskJ6eSltafS6/4GwEBgYA2wuShalqt1uaWkZP37tnFb7/+QE72bmx2G4t/+xGAGWfMZsTIsXz6yXu8+/Yr/LpkM8HBofttx+FwMHfOaeh0ep5/6V369BlIXt5e9mTtBCAoKJjNm9bx2SfvsWL5Ii6YdwXvvfMqsbEJPPL4i4dN0JuaGvlkwTvsydrJNdfexlXX3grAH6uW8p83nqOoMI+Jk6YTHR1HampvgoJDePThO5l42jSmTz+b9999jTdee5aIiCiSU3qS0qMXo0+dyLyLr2bFskWcf+5kzpk9j/Rtm7jsihuYPuMcbDZbS7Py2ppqVv+xlJdeeJwePXoz44zZXDDvCre7OhwWfujbt/j5+fPq6wt49OE7ufryObz82odunbR3pZ2Z2/n7bVfgdDgBaLY2UV9XR2hYOGl9BnTrk+PDlQ+l+9u7ZxffffsZHh4eTD9jNqNGj9/v+LRu7UqefPxukpJT+WLh7/vV9O7TEeWjuLiAstISwsMjCAuPPKqWPsdi797dNDRYePTJl4mKiiEoKMTtjsudISZGa/l0IIfDgU6nw2azcf015/Pf999g1tnnM3LUOMLCIwkJCcNqa3Z17zH/2e2nwczmTWu57+4bOX2qNvikXi8oK6vCy9sHb+8/b4G3ZvUyRo0az/CRY6iprqK6poqa6krsdnvL36KuroY3Xn+WqKhYppx+Jmedc+Fh76vdXv5+6xWsW7sSgL79BhEaGo6v0UhRYT7ff/c533/3OZUVZVx+5Y0dGsfJwFOvBupyR+5as/vFvPOnzv3k81+7OhSlE6xds5y7/nE9jz3xMuPGTznq9XJz9rBi+SKWLP6ZbVs34u3tTVNTE3HxiQwfMYZTho0mtWcaD953KzsytjJy1DgaGiwUFuRhMtWRnNKTM2fO5Ywz55CdncUH773OurUrOGXYaM6ZM4/6ujpefvEJ7rnvKazWZnbtzGDxoh+pra3G6OdPQEAQz73wDml9+rfEVFZazN3/vAFvbx8qKkrJ2p2p7ePG3P1ObhosFs6aeSqm+jrmnncJY8dPYfWqpTQ1N7Xcimif7embefvNF9mTtZPy8lJGjhrHnXc9SmJiCgCbNq7h77ddyf0PPMOE06bt17/Wbrdz+y2XYzabSE5OJX3bJl55/SOiomMP+Z3m5+XwryfvJTs7i+joWHJz9zBq9ASqqyooKiqgrq4Gp8OJwWCgulob8fbbH1a5xUAkx0JKyX/eeJ4vP/+AO/7xMDPOnNPVIbmNff2+IiKiWLFiMa+/+gwhIWHc/+AzpPUZoJp/K27J6XRy+y2Xk75tE+ddcBlzz790v0S2qrKc5/79CBvXr+auex/ntEkzOiUZLC4u4G/XzaOurobY2ASqKiuorCzHy9ub8PAowsMjmD1n/n7HoA/ee51vv/mUWWedf9SDKK3+YxnvvfPKQSP2KwdzOBxaF5+j/Ps3WCy88/ZL1NXV0tTY6LpFn/bc3NREo+u1tbmZR594ieEjxrS5PbvdzuZNa/nh+y/YtmUjH3/+S4cNelZXW8Oi337k558WUllZjo+PD17ePnh5euHj6+oqZvSjT9+B9OjRm6CgYAICgwgICFLH+uOgmjG7J7ctyU1NDV0dgtIJtmxez13/uJ5/P/82w4afelTr5Obu5ctP3+Knn34gJjae7L27Oe+CS5k0+Qz69x9y0MiRZ5w5hx49ejNy1Dji4pOIj08iJDRM+7H57gvOPWcC4RHRXHbFDTz7/Fus+WMZr736NHPOvZhevftRW1vDpZdfD8B9Dz5N5o5tPPbwPxg0ePh+ie7/s3fWYVFlbxz/DCDdKBLSYBcoKBhgYne3q66ru+baa6y5rrW6xtrdrrF2KxaKAaJYdHf3zDD39wfKTyxCUNzl8zw8w9y5ce6dM+ec95z3/b4AjLlCcAAAIABJREFUEomYRw/voqamjl3Dxri260pISNB7s/iqampcvOLJi+dPuHXzCpPGD2PNut3MnjUOZ5e2NHZsjiAIbN28hkMHt/PTuBlMmDSbKibm+YzZiIhQpkwayZKlG3Bq4vLes1JQUGDNut1s3riKly992LHn5CdjlUzNLFi/cT8D+7XLVZwWBDwfeZCdnU1KSiJVbWpStXpNXr7wITs7G1U1NTZtXIW9QxNatepQKvl4i4PvSy9sqn3cOUQkEvH9D5Pw93/BhnXLcG3frTx1ArliPQ3rV8l7r6KiikOjpnh7P+T6tQsfddn/1iiofpTzbZGVlckzH2+uX7vw3sQi5Ob0HtSvPV269eX4yZsFqguXVP2QSqXMnDaWTp178d3I8XltjCAIJCcnEhsbjd+r56xcMZ+27brmE8OqpG/AsaP7qFhRn85d+5CQEIeXpwcvnj8lMzMDiUSMRCJBLBajq6NHjVp1efH8KVcun6VV6w6fXfZ/M0UVHVNVU2PchFl57z+3figoKGDv0ARbu0b06dmSvbs3MWr0pGKf72NcvHCSObPG49S0BT16DsTUzJKUlGSSkxJITk7K/UtKIDkliWtXznHi2P7X23JDrHJFObXR1tLNfdXWQVNLB21tHbS0tDEwrEKLlu3K+85yyjxldmW3XKDq309QoB/9+7Slc9e+jB4zGT29SgUes+7PpRw5tIvvR/+If0AgT709+WPtzs9KKSOVSpGXl883yxseHsKQAR2xa9iYp96enLv0IN8x8fGx9Oruwvq/9lOzVr18n8XFxnDjxiVuXL/IfY/bVK1WC5cWrnTs1OuDLrNicTbNnKpx7YYPN90u8cvMn5BIJABYWlZl4W9rqV37wx3rvbs3WL1qESXtBTGwXzvE2dmYmVvlJpw3s8KhUVMMjf5vCMlkMoIC/fDyus+dW9dwv3MduwaN6TdgBE2atijR8hSVgmLuMjLSmTNrPHFxMaxas71Qde+/gCAIHD64k6AgP169fMaD+3cAsGvQmJGjJtCkWcuvXMKS4VuMySznw7x66cOg/h2wtKqKnV0jpkxf8N7gOywsmKEDO3H5unehVvNKon6EhQWzdvUSkpIT+WvTwQ8aBGJxNvPn/UxwkD979p8lKNCPk/8c4tTJI7mrg4LA3bs30NLSIS42mrr1GlKzVj3U1TWoUKECFRSVUFRUJCI8lOtXz/PypQ9ycnIs+m3tR/PflvP5lFT78ftvv3D65N8c/PvSB8cwKclJHD9+gNq161O3XsP3siIkJSWgqKj0nvaEVCpFkMlISUmif19XfpnzO84ubYtUNplMRlpqymujOJHkpMTc1zfvkxN57PkAVTU1Fi1Z+1Fvsf8a5Su7ZZMyaezu2P3PhYnjhrRVVFTGuIopNWrWpUbNujR3boOu7reXPzE2NpqbbpdQUVXDxMQcU1OLcol2chvygwe289jrAY8fP0BHW5f6tg44NXGhXYfueYOSnJwcQl/H9M6aPpYz5z24deMsCxfMprFjc2rWqoeZuRXq6ppkZqTj5/uCWnXq09a1y2eVz/ORB2vXLGHu/JWvc/3m59jRfZw/e/yTbmNZWZnc97jN1ctnuXL5LD16DcTKujoa6hq8evUMz0ceeD9+QEOHJjRu3JxNf62kW4/+WFlVIyw8hPDQYNyuX8SxiTOjRk/CxqZGvvNLxGJaONfmr00H0dTSRoQIA0OjvLjjL0laWipXL59l2dLZDBg0iojwUCIjw4iKCqdJk5b8NGFmXsx0aVPQYMTt+kUmTxhOg4aOaOvoEhoShIKCAp279KFdh+5frJxliZMnDqGto0uz5q3zfntpaakcPbKHPbs3Ua9eQ5av2vKvmMX/rxq7giAgFmd/syrrHyIlJRnXVrZ06twbM3NLzMytsLSqms94EASBju0caNa8NYMGj8bE1PyT5/yc+hEcHMDWzWu4cf0ivfsOZejwsR9U+pfJZHw/ohfyCgosWLSGaZNHERIaSOcufejSrS+6uhVxbWVH9Rq10dTU5s/1ewpckQwPD+H6tQvIcnIYPPSHYpW/nIIpqfYjOiqC35bMIijQj9lzl+XzbsvMzOCHkX3Q0NQiPj6W0JBA7Bs1RVtLh8BAPwIDfPMEOnV1K+ZqcFjaIM2RcuH8P6SmJKOiqoYgkyGSk+Oq25MSHxfk5OSwc/s6tm9dS7369jRr3ppmzVtRxcS8RK/zLRAU6Meli6dwcHBkyKCuZcYQLDd2cymTxu7l694nhgxo37Vv/xE88X7Elcu5wkC/zPmdPv2Gfd3CfYK0tFS8Hz8kPi4GTS1t4uNiOHf2OM+fP6FJkxa5RltoEKEhgZibWzNj9hIS4mJJTU1BSVkZRUUldHX1qFvvm6k/JYZMJiMg4BVejzw4fHAnpmaWaGpq8fKlD/5+L9HR1aNatVrUqduA70aOw9/3CTkyeR573WfJohm8W48b2juxbefxUi2zRCymvas9AwaOpFWbjnkxtB8jLCyYI4d2ExMTSUpyEpZWVbG1c6C+rQM33C6xb/dmli7f+F7apNTUFI4d3ceOrWuZPXcZrdt2yvf5uj+XcvjgTpKTEwH4deEfdO8xoGRvtghs37qWrKxMDI2qYGRUBV29Shw6sINrV84xZPhYatSog5VVVXT1Si/tQaC/DxZWtT65T2pqCnfvuJGVnUVKShLRURGc/OcQiQnxtGjVnh49B+LUpMV/Jm5p2W+z2bd3C9Y21Rk+Yhzt2nfLu3exOJtB/Tsw9qdpuLRw/col/XwKUz++NaRSKSdPHOTa1fPIKyjkrvxVUEQQBGKiI4mJjiQ6OpKcnBzMzC2xtWv0+s8BIyOTb1rM6In3I548eURwkD/BQQH4PPVi9rxlODVpgbKyChUqVCAyIoyDB3Zw4th+6tZrQP+BI3F0cv7gfRe3fmzfupbdO/+i34ARDBg08pOTZoIgsHHDCg7s28aCRatxd3fj8sXTTJ46jw4de5KQEMeKZfPwe/WcyMgwzl16WGrp8copGiXdfly9cpblS+cikhPh0Kgp9g5NOHv6GDo6eixYvAY5OTni42Jwd79BRnoaFpY2WFjYoFexEjKZjIjwUAICXhEU6Ed2dhbtO/TAuIopqSnJJCTEkZWdRfXqtUvtN/6mL71x4zK3b15BU0ubps1aUb++PRKphMzXApcZGem5aY8y0snIyCAzI53s7Cw0tbRzFaxfq1jb2TX6pnRA5s2ZyIljB6hdx5Y5c5fSt7drmTEEv5axKxKJTIDdgAEgAzYLgrDmnX1EwBqgA5ABDBME4VGJF5YyauweOXb17HdDu7dv1rwV6hqa1KxVD1tbB8wtrMtMhxwTE0VIcACREWH4+Hjh+ciD4CB/ataqR2UDI1JTklFVU6Nt2y40bd4qXwyRIAicPnmEVSvnY2ZmhXEVU7KzssjISOf2rat06tIbQ8MqGBgYkZOTQ2xsNBKJBDMzC8zMrTA3typVQ6E0iI2N5trV85iZWWDXwPE9d5y3ychIZ8+uTWhqalGtei1sqtb8aCcfFhbMqOE9SUlJonqNOlhY2qBYQZFscTbZWbkiElnZmchyZFSubIiBYRV0dHTR0NAskTjNJ96POPb3Xm7evIKKiirNm7fGsYkLdnaNC4wLe5tNf61CIs7mpwkzP7rPM5/HTBw/jJ69BvP9D5Pyff+zZ47j1MnDDB76A23adkKvoj56epVKTfSiODzxfsSJ4wcI8H+Fv99LACwsbbCyrkanzr2xa9Doq5Rr394t7NqxAVNTC2QyGa9e+pCampL3+fxFq+nWvf9XKduXQBAEHj5wZ/PGVcTFxfDz1Pls3/onMdGRuLbvRnJSItHRETx75k39+vas+GPr1y5yOW8hCAJu1y+y5o/F6Ojo0m/Ad8jJySORiJG+DoeopF8ZAwNj9PUNqaCoyKuXPnh5euD5yAPPR/eQk5fH1s4BRyeXrzpRVlLc97jNrBk/kp6WSmZmBnJycqioqOb1w7Gx0QAsXrqeTp1Lzt135rQxWNvUYMSo8YU+5trVc2ze+Af7D13g6RNPZs34EZcWrvw89de8fQRB+Kb6+3KKjiAIBPi/wuPeLTw8bqGpqcXsucs/OVYqi8hkMp4/8+bmjcs883mMkrJyvvSFqqpqqLz1f4UKFUhJTiYxMZ7EhHji42O5desKjRo1Y9bspWVGB+RTXLpwig3rl6OiosLkn2czYnivcmNXJDIEDAVBeCQSiTSAh0A3QRCevbVPB2AcucZuI2CNIAilMhAsk8au97OYI726Off6+4Tb1y7Ke3g/fsD2bet49OAullZVMTAwonqNOtjaOVCjZt0iuYl8qAN7+MCd4OAAYqIjiYoKR15egUqVKqOgoEBwcCAhQf4EBwcgkYippG+QrwHR0tbFwsIaNTV1IiLCiIwMRYTotRt4HWrUqFtq7tM5OTk883mMr+9zggP9CQryIys7izFjp2JiYsavcyeTmZlBZmYGKclJjB03Hdd2XZGTk0MQBO7dvcGZ08eYO295Xq43iViMvILCBw3SyIggDI3MgdxZxUsXT/Hk8UPu3btJeFhIocp89uL9z4r1fRtBEHjx4ik33S5x7+5NfJ56Ub1GHRo7OjN8xI/53AazsjLZteMvEhJiaezYHHuHpvy1bhmJSQlMmTb/k676gQG+9OvThh/GTMmn0imTybhz+xon/zlERHgo8XGxxMfHoqikhImJOVVMzDA0rEJlAyNMTSzQfm3wa2hooqGp9dF6KxGLefrUiwP7t9KggSOdu/QpkhH/qeeVkBBHgP8rnj3z5sjBnejpVWLx7+tLJP/g2/WjoHI0bmjBkWPXMDWzyNsulUqJigrH4+5N6tW3R1tbB72K/84URevX/s7mjasAMDAwRlVNHQV5eV69epZvv1/mLqNDxx6fFDj7Vihs/SgLpCQn8fy5N898vHn27DHPfbxzc4IqKaGspIIgCKiqqTFx8px8LuiFZe7sCZw8cQgr62o0atSMqTMWEh8X+69JySUIAlKJhMysTDIzM8jKykScnYW+vuFHB9IRYQEYGlsU+VkGBwcwZEBHdu09VeiVKalUSqMGZty660t8XAyDB3Zk+cothRZsLOfL8y21H98i6elpjP2+J/Pnz6dLl8KFo3k/iynSNa5eOcujh/dycyHrVURPLzcHs55eJXT1KqKoqJQX9iEWixFnZ31yrPSG8pjdDyMSif4B1gmCcOmtbZuA64IgHHj9/iXgIghCZEmXt0z655kYaSASyb52Md7j2tVzLF4wnRGjJvDb7xs+e9XsQx1pg4aONGjoWOCxSUkJxMfFkp6RRmZGOunpaSQmxBMQ4EtYaBCGRlVwdmlLjjSHF8+fcP3aBV6+eEqFCooYVzHF2Pj1XxVTjKuYYW1djcoGH88tmLvi9Yz7HrfIzMxAW0cPXR09ssVZ3Lp5lTu3rlGxkj41atTF3MKKzl36kJ6expTJI8nKzKBZ89YsXb4RNTV17t29wZo/FrNj2zr69hvGmdNHiYuLIS01BQ+P2ygrK+Pl6cHmjX+QnZ2FkrIy+pUMaOTYHEcnFxwaNSUpMTavs9HQ0KRHz4Hc97hNeFgIXbv3o7lzWypXNkRf3wBBEMgWZyPOzkJbR4+KFfVLfJZcJBJRo0YdNDW1sLKuTmpqMrdvXmXTXyvo1XswSpWUiY6O5MK5fzh0cDs1a9ajRs26HNy/nV9m/IRN1ZooVFCgc/vG2No14oexU95TvvXze8HIYT2QSiQkJSVy4fw/VKtWC3MLa+Tk5GjarBVNm7XK2/+N4mdoSK7r/No1vxEdHUFOTg4ikej1JIIImSw3DYO6ugbaOnooKSrlKjYmJyKRSDAyqkKffsPwuHeLFcvmoaaujpGhCWPHTct3vaI+Lz29SujpVcLeoQmDBn/Pvj1bGDW8J1u2//3ZMT9v14+CyqGsrMKrV8+oWEkfVVU1BEEgLjYaj3u3cLt+kd9/m42jkzOr1+76rDKVVUaMGk/3ngPIkeaQkyMlOzube3dvcv7ccXyeemFTtQat23SirWvnf4WhC4WvH18LmUzGDbdL7N75F898HlOtem1q1apHc+e2/DBmCpX0DRBnZ5MtzkIiFmNialFkhdk39OozBL9XL5CTl0NOXp72bRqSlJSAuYU1nbv0pl2H7t+0gJtIJKKCoiIVFBULFYt/7+4NTp3Yw4ULF6ikX5lKlQzQ1zegUqXKVNI3wMDAiJq162Nq+r4xbGpqgbm5Fe533DAztypUPxMZEUbFirl5dydP+I6R308sN3TLOGW9/fhWqVvzzQSbPhkZGRw7dgyJRELNmjUJDg7m5cuXBAUFIRaLkUqlefmLK1eujLGxMUZGRhgZ5XpEPn4ampcr2cTUIs9zrG5NfU6dOsWShdP4+eefiY+Px//VIy4GhJGQEEd8fCyJCXGIRCIkEgmKioooKSmhpKREamoq5ubm1KxZk1q1auW9Vq1aFSWlXCM4LV38lZ5e2UUkEpkDtsC9dz4yBkLfeh/2eluJG7tlcmU3NDzJ06W5ff2yosb86qUPp0/9zcl/DjF/4eoiq9qVFd6spoWHhxAeFkLE69fw8BBevvBBX98A5xauuLRwxdqmOkpKykRFhrNr5wbOnj6Gto4u9g5N0NLSzkuYLhKJcHRyoVmzVvmUet8gFmcDvDcbJggCVy6f5cSx/bi260r7jj1YumQW166co0oVM0zNLBk5eiImJuZkZWYSHh6M+50buN+5jpenB23atiU5OQNzCxssLK2xsLDGxNQCt2sXWLN6Mc4ubZFKpSQnJWJlVY0atepSp65dkVdypVIpIcEB+Po+JyE+joyMNCQSKSamZlhaVsXMzCrfSueMqT9w7uxxDAyMaezUHEuragwdNgaJWEwrl7okJyfSp+8wfho/g+TkJNLTUzE2NuXq1XP8tW45DRo2pm69hmzdvBpHJxcmTZmbt9KbnZ3F1ctniYmJIjoqgoAAX2Jjozh6wo07t69z9cpZ+g8Y8V7M7xt6dG3O7ys2YW1dncyMDBKT4omLjSY2JpqnT704d+YoikrKdOnah46de6GlpYOqqlq+AZtELCYlNZkn3o9YuWwe5hbWLPl9Q4nEkkkkEpYsnM7t29c4eOTSZ4nRFUVA5MTxA5w8cYhnPo8xMTEnMio8LzWEs4srN90uUa16bb4bOa7Y5SnrpKamcM/9xmsV8UsYGZnQqk1HWrftVGAs+rdIWRWoEouzOX3qb/bs3IiikhLDho+lddvOpe7KKJPJOHP6KKEhgbRp2wlLq2rc97jFqZNHcLt2AQtLGypWqvz/lY/XqyGGhlWoWatesQ3tssiSRTNJSojAqVk77OwaExcXTUxMFDHRUcTGRhEZEcbTJ55kZWVSr35DmjRrRYuW7ahUqTLx8bEMHdiJ2NhosrIyGfn9BH4aP/OTRu/1axc4fHAn6/7aR/s2DZk8dR42NjXQr2z4r5lc+rdRVtuPfxPPfB5z5/Y1vDzvEx4WgLm5OdWqVcPS0hJlZWUUFBRQUFBAJpPx+EkAMTG5ugRxcTHIy8vn5Q9WU1Pn2dOHmJubs3DhQpycnPDy8qJTp06MHDmSuXPnvuc9mLuiK0ZRUTHfbzc7OxtfX198fHx49uwZd9wf4e//kqjIcBo6ONGiRTv69utDreqm/4WV3WAg7q1NmwVB2PzufiKRSB1wAxYLgnDsnc/OAL8JgnDr9fsrwDRBEB6WdHnLpLE785ff7qxfu9TR1q4RAwd/T2PH5l/kutnZWcyf9zPeXg/IyclBIpUgEYtRUVGlQ6cedOzU66OGxLdOTk4O3o9zc2neuH6RkJBAlJWVkZOTp3vPAfQb8B1GRiZfu5hArsF1/95VMrJyCAr0zVUm9PclLCyYbHEW+vpGiMVZSCQSFBQUMDW1QEFBgefPnvD9mMm0aduZjPQ00tJSSX/9mpaaQmpqMmlpqaSmppCclIiv73MC/F+ioaFFxUqVUVRURJydjbKKKkpKyiQmxhMaEoiGhiZ6FfXzBoJ33d0YPuInBg7+Pl+5k5ISuHb1PFcuneG+x210dSuipKREVFQE1arn5utNiI9l264TqKqqMaCvKyNGjqdr934ffA6+vs8ZO7o/tWrVw8/3BW1cO3P82H6cXdoybvysfG6IUqkU11a27N5/5qMGv0wm4+aNy8yfO5mrN55+8jtITU2haWMbAHr0HIi9QxOsrKtjaVW1yAPzkycOcf7cCR573ce4ihn2Dk0YPebnz1JELs5gJCM9nYCAVxgZm6Cjo4e//0tuXL/Evj2b2XPgbJmp/yXBm/iwmzcuc/PGZZ4/86a+rQNNm7fCpYXrv+peP0RZG6ymJCdx5PAuDuzbRtVqtRg6fAwOjZqViTjN9PQ0Xjx/QkJ8HAkJcXmrHwnxcQQH+xMfF0uTZi1p7twGpyYtCj3x9WbyVUdHr8QUviMiQnn08B6PHt7F3+8lamrqDB0+hkaN3x9DyGQyXjx/wp3b17jrfgMr62p8P3oSehX1OXxgI4sXzftkvH50VASPHt3D7doFbt26ioWFNS1bdaBl6w6YmVnyzOcxv8wch6aGJhN/noutncMHz3Pn9nVmThvDqNET0dLW5e9DuwgODkBf34DDx66WyHMpp2Qpa+1HOZ+mho0Ou3fvZuHChdSoUQMbGxtOnz5NYmIinp6emJubF+u8b1ynU1NTuHXzCteunqNjx+6M/2nYf8HYLfAeRSJRBeA0cEEQhFUf+PyLuTGXSWP37oOAo106OvVQV9ckKNAPhQoVqFmzHj+Nn45Do2aldt2J44fx2Os+EyfNoV79hqioqqEgL4+ObsV/RbqNoiAIAqkpySgoVCiRGM2SRiIRU6GC4nvb09JSiYwIJT09HU1NLdLT09i+bS1XL5+lVZtORISHEBMdiZq6BurqGqiqqqGhoYm6uibqGhqoq+fGsSYmJnDi+AGqVDHDzNwSZWUVNDQ0MTIyISoqnGtXzqOkrMz4ibOwtKxKfHwsUVERpKWmoKiomC910rv4+j5n2s+jiQgPQVFRCRUVVaqYmmFgYMys2b9RoYIikRFhDBvchXOXHnzUXT48PIRe3VwY+f0EBg0ZjZKSMikpyYwd3Y8WLdvnE0n5bfFMgoMC2LDpwEfrclRkODOnj0VNXZ11G/YV+B24XbvAvXs3CfB/hUyWq/iakBBHM+fWtGzVAacmLoVy9T+4fzsn/zlEgP8r7B2a4NSkBU5NW3zQTbCwfKx+FERaWiqLF07H/c511NTUadDQkcFDf3gv5VNZJiEhjszMDADSUlNz0z9FhhMZGU5kZChRkeGEhQajpKRMs+atadq8FfYOTcqUmFlpU9z6UdKEhQaxd89mzpw6irNLW4YOH4NN1Zpfu1hFIjIijBtul7jhdgnPR/eoXceW5s5tcHZx/WSKnwf37zBiWHcqVFCksoEhBgbGVDYwwtDQGGubGrRr3+2Tv/83EzaPHuUat48e3EUsycbOrjFaWtqcPXOMihX1WbB4DXduX+fKpTNIpRKkOVJycnLISE+jYqXKODm50MixOR73bnHqn8PYNWjEs2ePGTlqIj16DSqUGrtELMbD4zZXr5zl+tXzaGnrvG4DWzBv9gTMLaxZu2HvR4/39X3OymW/EhkZxsEjl+jeuRnTZy2iRcv2BV77S+PzIncxp1b1by8NZElRVtqPct7n/67Qucbo2+/FYjG7du0iISGBVq1aYWtr+9leKe/GCpfH7ObyWml5F5AgCMLEj+zTEfiJ/wtU/SkIwodnBT+TMmnsej+LOdKnZ8teh49eRSqVcuL4fo4fPUBsbBTaWjp07d6PDp16oqOjV6LXdb/jhtv1C3h53ico0I/WbToxaMhoqteoXaLXKefzSU1NREPj0yp9MTFRzJj6Aw8fuKOtrcuIURNo1rwVWdlZZGZk5AlmZWZmkJyUwPPnT0hKTGDEqPGoqWmwcvk8Xr16xsTJc96b3RcEgUsXT7F29RKSk5NIS0tBTk4eQ0Nj7F+nDrCza4RYLCY2NoqYmCjSUlOQV1AgIjyUc2eOcfzULRQUFAgNCcLb+yGrVy7ApmpNPO7dRCqVMn7iLwWqespksnzGq1icTUvnOuzacwor62rk5OSweeMqLl44xe59pz+56rJi2TzOnj7K4aNXCxSncbt+kbm/TKChvRN6epW4efMydera8fOUX7l65RxXr5zFz+8Fq1bv+OiKxrskJsZz1/0Gd25fx/3OdcTZ2VQxMcPExBwLy6r0GzAcbW3dQp2rMPXjXaRSKRN+GoKuXiV+/GkaBobGRTr+a5KdncWZ00c5eeIQfr7PUVfXRCQSoaKqipGRCQaGxhgaVsHQ0BiDvFfjMrFy+DUoTv0oSQL8X7Fh3TLue9yme88B9B84ksqVDb9aeUqKjPR07t27gdv1i9x0u4ympjb9BnxHrz5DPjioPH5sP0sXz2LDpgNIpRKiIiOIiorgwvkTODVpwc9Tf82ro1KplBfPn7xeuXXH85EHaurqNGjgiG2DRtg1aIyZmSUikYhTJ4/w9+HdJMTHkpSUSKs2HejTdxhq6hrIy8ujIK+AkrLye2OIyIgwrl07j4tLG4yMPy6U9+6A+m1kMhlPvB9y9fI5brhdooG9I1OnLygwt/GfqxcTEhzI7ys2MWHcECpUUGT5yi1lLvXZG2P3Df9Fo/drtx/llB5v/7aLwpt2oMwZu5oiwb1hyYeZKF3LKcjYbQrcBJ6Qm3oIYBZgCiAIwsbXBvE6oB25qYeGC4LwoMQLSxk2drt3btLr3ZhdmUzGfY9bnDh+kJtul3Bo1Iyu3fvRpGnLEu8QkpMS+fvIHg4e2I69QxNm/vJbeY67MkRh3Igy0tM5feoI4eGhREWGERkZRmJiAirKKrlpKFRVUVHJ/ctNc5Sbh27ThpVUrVaT8PAQ5OXk+Xnarx90gwNexwUnoKmlg7y8PH6+z7nvcZv7Hrfx8rqPiooq+vq5Qlnq6hrHViZXAAAgAElEQVTkyHKQSqXo6xswcfKcfOfq17sNKSlJ7D90AS0tnWIZIlKplPlzJ+PldZ+Jk+ewZ9dG5OXlWbJ0/ScFyN4cu2r5r/j4PGbX3lOf3Ld924bMmr2UZs1bIxGL2bJ5NdeunOPI8Wt5+9y+dY1fZv7IsX9uFDn+VhCEPDfx0NBgHj28y/Wr55kybT7tO/Yo8NkUx81s2W+z8fd/ybq/9n9T6R5CQ4KYMnkkOjp69O0/jKZNW+UpmpfzYYrrhvjuQP8NRRnwX750hkULpjJ8xDh69x5SJj1nSgKZTMbTJ4/4Y+VCxOJstmw7+t69bli3jIcP3Nm09QgKCgps3LCCfXu2kJGRTmUDQ/YeOIeubkWWLJrJ6ZOHMTI2wc6ucZ5xW1oTBIWpH58yeItCVlYmq1Ys4OaNS+zZd5aUlCSW/z6XkJAA9h08X+gJvi/Bx+o//LeM3nI35rJNQQbruyu+n0OZX9n9SsZuWaNsTRkWgJycHI0aN6dR4+akpqZw4dwJVq2Yz4rf52JlUx11NQ3U1NWxNDdAU1MTTU1N7O3tadgw//dRmI5JS1uHEaPG03/gCP5YsYAeXZvTrn03WrRsR7369v8qQY5/K6pqavTpN6zIx7Xv0J3jR/djamqBU9MWnzSsFBQU8qWkqVqtFlWr1XovXrcwtGrdAWeXtp81uFFQUGDhkj+5dOEUa/5YRM/egxk8ZHSBbvgSiYS77m6EhARiUIBRDNC0aSsWzp+KgoICKclJ1KxVj2Ur82sTSKUSpFIpgQG+RTZ2RSJRrgiObkXq1benU+dedOvRnwXzfubM6aO0atMxd6JCWQVjE7PPdjMODw9h394tjJsw85sKWbhy+SwL509h9A8/02/Ad//ZldqvQVEH9zKZjA1rf+f0qb/ZsPEANWvVK6WSlTzvepAUBjk5OerWa8j2XSfo26s1fn7PqVsvf1+ckpJEQnwcfr4vqF6jNsFB/rTv0J2fp/2KoqISCfGx3Lp5hYvn/+HMBY8S9+b6HN4eMNetqV8sg9ff7yXTp47GwtKGQ39fQUFegX69WzN42BjWrNtVpFSGXxufF3H/KYO3nLJDUQ3Xwuz/ORNY5ZQ9vilj9200NDTp1WcIvr7POXpkLxoaWrTo34609FSSU1OJiAwlNS2FpUuXUrVqVWbNmoWLiwsikeijM7Jvtj/2iSY8LBjvxw95+sSTbHEWRkYmyMvLs3TxLDIy0lm2cvM3NVgpDf6t7kzKyir0Hzjii1931OhJJXauNq6daePaOe99UJA/F8//g6OTC7Vq10cmkxEbE0VoaBBXLp/h4oWTVKliRsdOvejQqWeB5582cxG9+w5BRUUNdQ2NfINQiUTCujW/cf7cCdau31toN2bIjX2Lj4/NTSfwjtFdt24DDhy+xMH92/Dy9CAzMwN/v1wBsYJWogvC2NiUPfvPMHRQZ1q26oClVdXPOh+UXmxbSnISbtcvcuHCP/j7vmTt+r3UqWtXotd4gyAIpKWlEhcbjUQixqZqzUIb1ImJ8Vy/doHYmKg8DwoTUwsaNS493YXiUJRBenG/y9TUFGZOH0NGejr7Dp3/ZlL57Nu7hWW/zQagiokZVlbVsLapjrV1daysq2Nhaf1Jgyw2Npq9uzYRER6CkpIK3o8fEBIShIaGJpaWVZkxawnr/lzK2NH9uOL2hCHDx7Jm1SLatKiPRCJGUVEJE1Nzxk/6pUwZum8o7gqRIAj8fWQP6/9cyviJuWOKqZNH8sT7Ee06dGfosDGlUNrC8anV28Ic+28ZB5RT9imJ1dlyo/a/QZk0dnNychCEXJXWwEBfJkya/dF9e/UeTHpaGikpSR9UrZWIxZw5c5Th341CW1uHMT9Ow9HJOd+PRBAE/PxesH3rWrw8PfD2foiCQgXq1WtInbp2VJYz5p/jB6lv60CTZi25fvUCQwZ2YtWa7TR3blMqz6As87HO8Eu6OBmU57grNBKJhPlzJ6OpqcW5M8eJigpHLBa/Th1ijFOTluzee+aTYjLvUqFCBapWq/XBz+b+Mp6kpEQO/n2p0APU5KREBvRzJSoyHB3dioizs+nQqQc/jpuRL3ygQoUKDB76A5ArxDRu7CB69hr03vmKUz+CAv2pXce2RAzdN3xuvc/JySE0NIjkpAT8/V5y+dIZHnvdx75RU9p36I5Li3aoqamXUGn/j1QqZfGCaZw9cww5OTkqVtRHKpWioaHJwMHf065DN+Tk5HG/c50zp/7Gy/M+VavVpF79hlS1NuLEiRPcv38fV1dXbGxsSE9P4MWLpyycPxV3j4Cv7rr7dv0o7cF5gP8rJo4fhqOTM1OmLShxF3mZTEZkZBhBgf5YWVUt0VhzR0dnbO0a8eL5E6pUMcPWrhHZ2dlcu3qeLZvXEB4WjJGxSZ4RbGJqQUx0JAH+rwjwf0VIaCBt23Zm4ODvmTt7AhnpadSuY0tqago+Pl6YmloSGRnGrDm/5+Uq37jlENFREaioqn2WIvvnUJT2481g+c2YojCDZz/f5yxZOB0NDS327d2Curom340cR736Db+a2/LnGLn/NcrHH2WDDy1WFbRfOf9NymTM7toNe6+M/3FwS2VlFbKyMrn7IJDHTyNIiI+ibm0TjIxMCnSpys7OIjk5idSUZFJTU3jsdZ91fy7FqYkLa9btzttvw7plnPrnMIigWfM22Ns7Ubdeg3yrSpmZGezZtRGZTEBBQR4FhQrIy8vT2Mn5m1JpLSmK0yl+a7O9RbnHsnxv6elpTJk0kri4aMwtrLGyqk7vvkPQ0tIpFeETb++HDO7fgZvur4o0UL118worl/3KvkPnUVVVIykpgTWrFnHz5hV+nvrre8qsFy+c5Pclv9ChU08mTJpdIvfyxPsRUyePwqmJC5On/vrFc1xGR0Xg5/eSAP+XBPi/4uVLH/z9X+altDI2NqVl6w40a9a61I3F6VNG8/CBOwuXrMXGpga6erl13P32dfbt3YKfrw8ymQxra2sGDRpEy5Ytefr0Ke7u7sTHx9O1a1dcXV1RVf2/wrObmxtdunRj+67j35zicHG5eOEkSxbOYMLk2XTvMaDEzvsmTv7mjcsEBviioamFqakFvq+eY2Fpg2v7rnTr3h9V1ZKpJ7Gx0Rzcv41DB3Zw9cbTvNVcsTib4CB//Pxe4u/7guCQACpXNsLSqiqqqmp43LvFlUtnqFPPjv79R+DYxCWv75ZIJNy+eQWZIKNlqw4lUs6vSVGMXch9dpGR4URHRVCvfsMCBaxKk5I0dMtyf1hOOaVNecxu2aRMGrvnLz082buHS+dFv63j3NnjXL54GlVVNbS09cnISCM9LZmevQcyfebiDx4vCAJNG9vkpovR1EJDQxNTM0v69h9O3boN8u27f99Wtm5aTY2adRn5/cQiuVyW8/UoKwIRJSFYU1okJyUyakQvatWuz62bVxg6bAwnjh9AsYISKqqq9O47lBYt2xVpkHXs6D7OnPobmUyGLCcHmSBDIpG8zlOcQnJyIoIgsHHLYRydnItU1gW/TuHpE0/G/DSVdu27oayswmOv+yxeMB2JREK7Dt1xauLCzu3r8fd/yYJFq9+LAXxDcetHWloqq5b/yp3b11m2ctNHz1+SZGZmsGLZPC5dOEW16rWwtKqKpWVVqlarhU3VGl/c6BYEgTV/LCIwwJeoqAiCgvzIysxk+PDhbN++HQBfX1/k5eWxtLQs9HlzcnKYt2AVG9b9TsdOvZg4ec5XEwIr7fZDIhazcsWv3LxxmRWrtlKjZt0SO3dwcAAzpv5AxYr6jPx+ApZW1fK8HyRiMe7ubmzcsILmzm35YezPJXZdgA6u9mzcfBhTM4u8bU+feCKT5VCzVv18k06zZvyIt9cD/tp8qEheI2WB4taPohq8ZYGCDN2C+rJ/azjTp3i7fpS7bpfzNuXGbtmkTLoxR0WFK6lraOLSoh0tWrYnKysTZWWVvM+TkhLo1c2FsNBg6tZrQN16DWjQ0Cmvo/V+GklmZiabd91979zvNswDBo6kZ69BnPrnMFMnj2TwsDE4O7ehiok5CgoKeZ3XI+8I5OXlEYlExMfH4vPUi+fPnnDh/AkmT5lH02atSvGJ/Lv51vL2FWYW/GsPANLT05g3dxL169vTsnUHnvk8ZtCQ0dg7NCUkOACZIOPokT0s/HUKjR2daebcGkdH508qNl84/w9/rV/OvPkrUVFRRSSSQ15eDgWFCmhoaJGdnQlQrFU7LW0dVq7ehpfnff7asJwVv8+lWfPWuLbvxoEjl3ji/YhzZ48xbcr3uLbrypLf15fKSoi6ugZz569k7+5N7Nm9ieUrS7ctz87OYmC/dlSrVoszFzzKhOK7SCRi0ODRTJ4wiKjIULIyM5GTk0NP7/8u6TY2NoU+39sDfycnZy5fPMX1a+cZMWp8kYXLvgUiIkKZOnkUlfQNOHD4Uom74i6aP5UmTVvy47jp+bwdcnJyuHLlLHt2bSQ8LISKFUs+LlhbS5fk5ETAgpycHOb8Mp6H993R0tImPDwE2waNcHBohkOjpvw4bjr9e7flxo1LDBw0qsTLUlb5lgxd+Py+qVb1iv9JF+i37/nt/7+VcUxZoSgTRMUVgisNUpKTyMhIR11DEwUFBdzvXOf82RO0a9/laxetnA9QJo1duwaNU1RVVPM68rcNXQBtbV0OH7vKowd38fZ+yJo/FpOYGE9T5x5oa1ckNTUJFZXCuW+9mZXr1WcIDR2asHrlAg4f3EFsTDRGxiZIJRKSkhJIT0+jkr4BVavWxMvTg1q163PX/QaQGzNVTvH5VjqHb6FDl8lknDl9lDV/LKJx4+ZMmjKXfXs20/h16qRq1WtRrXpurK1ru64kJsbjdv0it29dZdXy+ZiYmrNz98kPpq7Z9NdK9PQqkZgQT7J8IulpaaSmppCenkpaWhonju0nOzsLK+tqtHXtQlvXLkWOf61va8+mLYeJj4vh8qUz/LV+OXt3b2Lthr3Ut7Vn5i+/ff5DKgS2do345/jBUr9OQnwcqakpLPl9Q5lSUtarWIkfx8/By/M+AX6PcXd35+ChI6iqG9Cz9+AinSsxMR7PR/e4636TC+dOMGTYDwwaMvqrum2WBllZmRw6uJMd29by3YjxDB46usS/05TkpNzYaU2tvHNLxGJOnTrCjm3r0NbWYdT3E2navHWxXPsLmnjU0tZhz+6NtGnTmfp2DkgkYjQ0Ndm64xjSHCkP77vjce8WR//eQ0R4KA0aOmJsbFr8G/7GKCsD8S/Nt9KHlwQ+L+KIi8ugYuWPf/5feh4lRUFG79vK55/a70vxx8oFHDu6D8hVnrdr0BjX9t1o2qzFVy1XOR+mTLoxez+LOdKzW/NeR0/cKPwx3g85d+YY4RHxALRq2wdrm7okxEejpa2HIAjUqKqbF2tUUKeemZlBaEggikrK6Orooa6hSUhwAF5e93Fp4Yq2ti7Xrp5jw9pl9B84gh4fEMkpp/QIDXmFiWnJCQkVREkYuqXRAT56eJe/1i8nJDiQjIx0MjLSqVa9FjNmLaZuvYa8eunDzOlj+W7kODp26pXvWN9Xz/hz9RKiIsNZunwj5hbW9Oz2f9fjHj0HvVZczo27zMrK5NLF01y/eh5FRUXU1DVQU9NAXV0dNXUN1NU0aNS4GZGR4Vy6cJKLF0+hraVDuw7dcG3XlSom5h+8h5iYKLS0tD9o/OTk5DBj6g8YGlVh8pR5hX4un1s/srOz6NnVmR/HTad9xx6f3PdzVvFPn/qbfXs2c+DwxWKV80tw+9Y1Zk4bQ3JyIn37f0fTZi0xMDDCwMA4n9EFuS7QERGhPHp4D8+Hd/F85EFMTCR16zXErkEjunTtW2C+5y9BSbYfEomEE8cPsHnjKmrXseXHcdOxtq5eIud+Q0pKMvv2bObg/u24tHTlx3Ez0NHR4/DBHezcsQErq2qMGDWehvZOpTppEhYaxMULp3j06C5envcxNbEgMNCXA0cuYW5ulW/fnJycbzZF35fuX8op+7zdzqckhaCpXbxJnHJDOD/vCkt9Kyu8MpmMf04cZO3qJUydsZD2HboD5W7MZZUyaeyevex/5KcfuvZavOwwUPzG4Yn3Iwb1b59vW5u2nWnQ0JEqJmbUrmNbaLVYQRAQiURER0eycf1y0tJTkZeT59bNK4z5cWqx8qqW8+1QUqu6JdnRHTm8m22b1/DjuOk0tHdCVVUNVVW1vFXZo0f2sGjBNGQyGRqaWoz6fiIDBo7k1q0rnPrnCJ6e9xg5agIqKqqsWDaPypWNkJOXo3JlIyIjwwkJ9mfFH1tp0bJ9ASX5MDKZDC9PDxbOn0aA/0vuPQx6z0sDoJVzHeLiYrCyrsbYH6fh1LRFPmGdhIQ4enVz4c/1e6hdx7Z4D6sYvHzhw+iRvfl52nw6d+md77PPjdUWBIFrV8+xYN4U/tpyiBo16nx2eUuL2Nhobt+6SlRkBNFR4URFRRAVlfu/TCbDwNCYypUNqaCoyHMfbwRBwNauEXYNGmHXoDE2VWuWihja1yYmJoqrl8+yd/cmjE3MGDd+ZonXz+ioCA7s38aJYwdo5tyG70dPwsTUnMAAX36Z8RMaWlpMmPhLsdLgfagOF6V9kkqlPLh/mxfPnzJ0+Ngy5ZlQTjklRWl7dP2Xjd+PKSh/bUO2KDx/5s2oEX1YuPQg+pWrYFBZjZZNzcuMIVhu7OZSJo3dA8eeHZkxuVuvpatO5Nte1EYhMiKMxYumExsTjZaWNvfu3sz3ee++Q5k9d9lHj09NTWHc2EH4+70kKyuTGjXrEBwUQK8+g7GyqkZ6RjotW7ZDr+Ln5/oqp2juPyU98/6lXJQ/t2OTyWT4+78kJiqSnTvW0659t4+6lcbERBEZEYqWti4SiZgRQ7sjJyeHuYU1nTr3ol2H7sTGRBEY6ItUKiU+LhYlZWViY6LR0dGljWvnEsltefnSGZYvnUPFSvr07DUI5xau+fKMymQyNm/8g7/W//+32KJVe1xauFK/vj2mZpZ8N7Qb/QeOwLVd10Jds6Tqx8sXPsyY+gPVa9Rm1pzf82Jqi2soyGQyrlw6w+aNqxDJyTF5ylwaOxZeyKuskZqaQnR0BNGREWRlZ1GjZh0MDauUecOnuPUjODiAq5fPcvXKWYIC/Wnm3JruPQZg79CkRMv3zOcxe3Zv4taNK3Tq0ouBg0bleUZ4ed5n4rihjB03nd59hhT7WX/JVHHfGqWxslvu3lr2Kew44HNWdj9GUevGv7k+lYWV26Kwf99Wdmxbx6/zV9HYyQW7uoZlxhAsN3ZzKZPG7g33kCPDB7XqdfzU7RIV+klJSeauuxvBQf40tG9Cnbp2H11xSEtLZfbMn9DR0WP8pF+oUEERn6deGBubfNQds5zPp7Dfd0FqmUURjPgcQ7cw9bGkxCuCAv2YN3siMbFRmJpZUrmyId+PnlTo+uj9+AG6epWoUsUMmUzGyuW/cub039Sr1xAvz/skJSUwY9YS+g8ckXdMYmI8KiqqeSuyWVmZ3L51jajIMMzNrbGwssHAwDhfKrDkpEQSE+Mxt7DO25aTk8PtW1c5cewAHvduYmRkQmMnZxydXLC1c0BZWYXExHjW/LGIM6eOUrdeA3R1K/L0iSepqcloamlz8ox7oVcIS1JtNzMzg5XLf+XO7WssWbqB+rb2xW6Xhg7shFgi5oexU2ju3KbMG4X/VopSPwRB4Njfe9m/bytJiQm0aNWeVq070tDeqVBq0kWNMdu5fT37921l4KBRdO85MJ/AVUZGOl06ODJvwSqaNW9dqPN9jM9V4f03U1bU/sspHT53cjsu2oeKlT+cZ/5zKe545b/2e33m85iAAF+SkxPR1dErMNyopBAEgZCQQDwf3UNNVR0DQ2MMDavw4MEdtm/5k39Ou5W7MZdByqRvmbbW/2P3SvIHrKmpRVvXgpXSvB8/YPrUH2jcuDnTZi7Ki1ls1LhZiZWlnA/zRtmxuN/7hzqCry0s9bl1WBAEdu/ayPYtfzJ67M/06/9dgXmmP8TbaXSysjLZu3sTTZq2JCkpETV1dX4cN51uPfrnXfOv9cvZs2sjSkrKea62vbq5UEnfAGvr6ly/doHAQD/SUlMwMjahYkV9cnJyeP7MG1VVNXR1K9KlW1+69xyImpo6zZ3b0Ny5DVKplKdPPLnr7sbG9ct58eIpBobGmJlZYmpmSafOvTh2dB/1bR04d+kB8XExSHNyvporrIqKKrPnLuPqlbNM+GkIm7f9DfxfnaQo328VU3NMTCxwdmlbCiUtp6SJj4th3pxJxMfH8suc36lv61Do3967Lnofctl71wBOTkpkx7Z17D1w7oPpehQUFJCXV/hsheev3SaWU86X5Fuq799SWb8W3t4PGT92MI5NXPB56oWVdbVSNXaTkhK4d/cmd++4cdf9BhKphIYNHckWZxMVGU5kZBjJSYn07T+81MpQzudRqNGjSCTSBrYCtQEB+A54CRwCzIEgoI8gCImv918OtAB+FgTBTSQSmQOBwHhBENa+3mcd8EAQhJ0ldjfF4F2hqqSkBCZPHMGMmYtp3bbT1yzaf5biGrxfo5MobVciQRBYvjRXFfdjA+DioKqqxp79ZwgK9EddQ4Pmzm3zGZNSqZTNG1fRxrUz9+/dRuN1rlc9vUr8MHZKvomf1NQUoiLDiI2NISdHSoOGjigrq/Dg/h2OHN7F1s1r6N13KAMHj0JbWxcFBQXq29pT39aeH8ZOITs7i9DQIEKCAwgOCiAtLYW69Rrg5emBRCwuM2ECLVt1ICUlmdkzf2LfofN5YndFoXOX3vy2eFaJ5z8tp3TYvXMjqmpq/PHnziLlBP5YLFpB+40YtYhWbTp+9HeuqKjEmJ+msu7PpWzZfrTQ5XlDUdrIf7Ob5JemMM+9/FmXPOWGY9knNTWF8LAQwsKCCQ8LJjwshPj4WCZOnvPBdjAoyJ8ZU39gzq8rqG9rT48uzZkwaXaJlsnf7yWXL50hLCwY31fPCAkOwK5hYxwdnRk0ZDSWVlXf88oSi7MLHBP8m22psk5hl0rWAOcFQeglEokUAVVgFnBFEISlIpFoBjADmC4Sid7IUDYHdgJur9/HABNEItEmQRDEBV1QuZCpgz6XdzuYBx53yEhPIyMjPU+U6muQnZ3FubPHkUgk9Oo9+D/p7vgp99+y5GJWWoNCQRD4c/ViHj68y5btR4u8mlNQRy+vZI5VdXMAXvolAf9/zhUqVODkGXfOnjlKr95D8lyla9e14+mTR/mMXQ0NTTQ0ar6XX9ehUVMcGjUlJDiQrVtWM3xIN2bMyvWUUFFRRUVVDWNjU5SUlLG2rl6iCralVT+6duvHtSvnmDR+ONNnLsbUzKJIxx/cv50ePQeWStnKKTyFrR96FfURS7KLZOgWF6lUysH927h79y6fCi6ysLAmJSW5WNf4r+ZELSol2X4U9nmXTy6UDF+ifpeWC3Nx+RbrzfNn3sybM4mQ4ACMq5hSpYoZxsammFlYUUFRkbmzJ7Bt53Hk5OQQBAH3O27s37uFp089+W7EeFxauDJ/3mQ6den9nhJ8cRAEAc9H99ixbR1Pn3rSqXNvbO0c6N5jAHXq2H4wHePbFHLy+4vbUuXkUqCxKxKJNMl92MMAXj9csUgk6gq4vN5tF3AdmA7IAzJyZy3ettBigdvAUGBLAZe1lkolhbyFkqV1205UrFSZ6VNGY2RsQkN7py96/YyMdLZvXcuWTX/kbbN3aJLvx+zr+5yH9915+eIpIjk52nfoToOGjsVybf1WeHcFPjExFh2dSvn2eXsgFxQa9cnzmZsYvLetOB1GaXashw7swO36RbbtPP5BQ7c0rp3/nBo0azks33adijbcvnmWxs3+b7AV9NxMzSyYv3A1GzesYPPGP8jKyiQzM4Pw8BB+X7YRl5btSvo2Plg/SgKRSMSylZvZu3szgwd0wLZBI5QUlfImo+QVFOjQoQdOTVu8N0Hl5Xmf58+e8PuKTSVernKKRmHrh4mpGR4eucKGn1qtfdcdubjiKj16DqJ//yFs3HIITS3tD+7j5fWAqu9MLBWFTxm83+KguTQorfajIEpK3+G/zJeY0MnKTERZRadUr1EUvqWJEolYzOZNf3Dk8C6mTFtAx0493+src3Jy+G5oN3ZuX4+6ugYH9m1DQUGBAYNHsXDJn5w/e4JunZqgraPL+r/2f1Z5xOJsLl44xYF9W0lOSmTI8LEsX7Xlg5kjCnV/UtkHt38lW6qc1xRmZdeS3Ie7QyQS1QMeAhOAyoIgRAIIghApEon0X//vIxKJVIFbwNR3zrUUOCcSibYXcE0/qURcvwj38VlkZ2dx+9ZVQoIDSUtLRUtLG2ub6uzYtg6JREJjx+ZfZGU1PT2Nn8YM5NHDu4hEIpYu34ijozNa2vkb1VnTxmJgaEzTZq3IzMxg+dI5JCcn0aRpC2ztGlHf1oEqJmbf9Grwux3Wuw15VETQe4MRnxdxxTJy3z6+qB1GaXUwGenpbNq4ki3bj+ZTRP7aqzI1azuwbdMCkhJj0X79/AszQBOJRIz5MX9z8NPYwq9whgQHEh4egqNT4ZSLP1Q/SgolJWVGjBpPt+798PC4jSDL7dwEBNLT0/l96WwMDY2Z9PM8qteoTd2a+jz2iWbtmiX88OOUD+YTLufLUtj6UcXEnLDQ4EK7JX8uU6YvYPWqRfTs7sL4ib/QsVPP9yYxjY1N2b9nC927NGfY8LF07d4v3+eCIBAaEsTTJ4/weepFWFgwmZkZeX/a2rr0HzgSlxau32we3NKmpNqPr91e/1cpbYM3LSWiTBm73wovnj9lzqxxGBpV4cixa1SqVPmD+8nLyzN/0WoG9nXFvlFTZs1ZSrXqtdmxbS3dOjWlQUNHFiz+k/q29u+Nc9/1yAwK9MPt+kXcrl/k1atndOven6HDx6KnV4nNG//g8MEd2FStwcjvJ9Dcue1nt4kVFD666PQ1bKlyXlMYY1cBsNBf1IUAACAASURBVAPGCYJwTyQSrSF3mf2jCIIw7iPbA0UikQcwoMglLUUe3Hdn0vjcwPI6de2Ijo6kdm1bGjVuxrLfZqOsqs2w4SOJiY4kODgAJSVlvhvxU4nFEgqCgNv1i6z78zfq1m1AZmYGo8dMzstvKggCMTFR+L56xquXzxBLxNS3dcgLhh/23Y/4+b3A494tbt68zJrVixFkMiytqpKRkU5qagpSqQQbmxrUrFWf2rXrU6NWXXR1y/ZMYHE6rE8Zs4WhrMyQXrp4irp1G+Rz7S0LAyctLT2aNOvI2VO7GDBkynufv7sC/ymUFJVJz0grcL+TJw6xasV8ABb9tpamzVoVsdSlg15F/bxE8m/TvccAjv29l7Gj+6Gjq4cgk5CcnIqWtg6du/T5CiUtp7i0b2PPoIhQZDLZF/GcEYlETPp5Di1btWPGtDEEBrxi/MRf8u3Tuk1HWrZqj5fnfeb+Mp4XL56grq5JeHgI/2PvrAOiyto4/AzdIB0qrSiKAdit2Mrareva3bF2r+3umqtrdzd2r90oKoqKHXQ38/3Bwg4wwwwwwOA3zz/KnXvPOffec889v/u+530/fXzPm9cv0dHRpULFKrhWqExVj5ro6OhmLB94+/YVc2aOY82qRew7eFEpeJX8kChd9hWHpKQkNm74gz27NzFu/Cxat+0k1RhjZ+fI1Rv+CAQCjh/dx+QJg6lX34ude05RspQd8fFx+Jw8iIGBEWZmlkRHR7Jrx99c/+ciAwePITw8jMuXzhAXF0u9+l706TsUe3tn9uzaSPu29XBydiE1JYW/Nx/CwVG+acYk8MNrKUVGauohgUBgCdwSCoV2//5dl7Qb5AQ0+PdLhBVwWSgUlpVQhh1wQigUVvjXD/0AcBW4I25Rte+z7/vbtqrRcdHilRnb7BzS3LYC3zzL2GZqZo2ZuQ2v/B+R7vaspaWDvaMrXz4HEh4WlLGvU5lKxMfH8PF9QMY2S2s7SpQw47nfXWJionnp78fzZ36ERUTSqmVb7OwdSE1N5cXzJ1y6fAlHRydsbKyJjAjnxfMnjJ0wHzNzKwJePs4o06iEGVbWdrx97Ud8fCwAamrqOJetTND3TwQHfc50TrdvXuXaFR+EQiHuHjUp51qFbp1bsnX7QUJDg/j4IZCHD+5x8+YN6tSth729A4ZGJShVyo6qHvXFnpORkSl3bl0gIjwMDQ0NDAyNMTa15tnTu3z7+omg718JCvqGr+9TatSsQ736DbC2LgVAydJOaGnp5uucCvI+pRMREUKNWs358P4l0VH/rV8r5+pJWFgQXz8HZmxLP6cbN25mbNPSLoGegTXhIa9JTo4HQEVFDWOzspgbJ8j9nJ4++4SW2n8v3qzn9D04Fg1NfQyMShMZ/p7AgJvEx8VRo1Z9yrl6cv/hK6Ij/2uTgVFp1NS0CA1+ibmpDt+DY3M8p9jo78TG/NcmI2MHAMJD3wBgbqqT4zndvuNLfFwY8XEx3PjHB6HAkHYd+xMZ/j6jTD0Da7S0SxD8zS+jTD19Q0qVLiP2Pu3etYHw0G80aNgs030S7Xtv3rzmz98XM3f+UmKiIzl96ghtvLtQp16LHPte0PdPmJnbFEjfy+mcRPteYmIiCNTRNzAiJOgj2traqKqqKeTzJOs5SbpPxe2cHt67nCkuRNZzsjDTxcrKirJly+Ll5cXgwYMxMTFBQ0ODWrVqERgYSGDgf9dEW98WgBvXziAQCLCyLpmvc/ry5RPr1qxg8bKNxMWGSTynmJhoHty/RXKKKtramqQkx5OclERKagr+/i+JiIjA09MDQ8MSqKioEBeXwJnTJ3FydqRu3UbYOzgr9H0qqr4XFhZErTot831ON289IDEh6r+6LFyJjwuTOJZD2rhZ3J4nRR4jvgen1ZX1/QRkeufm5j7FRn9HR888X+9cAB1dM3T0zAkN8ic1Nfnfa6KFkYkj0ZGfiY/779k3Ni1DcnK82HeuSspbud0nbR191NS0eP/+JQJAQ0MDHR09XMq7Exz0meCgz6SkpBD4NoCz507zLvANnh4e6OjooqdvSOu2XbC2sc/yPIUxbEgfps1YQPnyFcTep3RE+15Q0Df+uXaBiIhIevUZjqGhbsY5Pbh/iyOHD+Hg6ISOTtp62vLlK+HsUomd2zbg5lYRW1sHTM0sKGFsnqnvxcbG4P/Cj2YtO5OakijXvlfRzQNXF8tsaXmKQkuBMvVQOjLl2RUIBNeA/kKh0F8gEMwC0mcJISKLqo2FQuFECcfb8e8N+vfvfUANYIYksdu5Q6OO+w5ezP0ZFQLP/B4zafwgjvncJDY2Bp+ThzA0NMLBsQwODmUyWQASExP4+OEd9g7OYt0tOrdvRHJyMhu3HsbY2BShUEjLpp6EhgVjYmJGlarVaevdBc9qteVqWUhNTeXjh3fcuX2NzZtWYW1diiHDJlDVvYbc6ihIoqLC0NfPnRtRUUfEFFe/aH2iv+/b/SepyRHUbdgdExPLHAO2ZW1zbr9my3rOgW8DGDq4G94/dWPg4DE88w/JV7mvA/wZOqgbf6zahr2DUzb33gf3bzN2dF/W/72fMmXTAoJcOO/DvDkTWL12F+VdK0ksOy/9Q8n/D9L6h6jb8sCBA9EzsMrwLhDHqXP3WLZ4Fs+f+5KYkMCoMdNo+1OXXLcrMTGBp08eMXHcAGbNXSGTF4NQKKS9d31CQ4KoWKkqrq6VsbYuhaWVDRoamrx/94YP79+SKkxFQ0OT8q6VqFuvSbFe5lLQyGP8yItVURG8in4k8pJLWpb7lpgQhYamfp7bJW9y229SU1M55XOIB/dvExISRGhIECEhQYQEB5GamoqJiRl6evrExcUSHRNFdFQUQqEQfX0DdPX0iI6KwsnZhY6delGpiichwUEEB39jwtiBnDl/HwQCoiIjCA7+zpcvn/j65SMXL5zimd9jlv2+iSZerXJsX3JyMn+v/4O9ezYxYuSv/NS+e6b574P7txgzsi+btx3NsMoqynp3TQ1ViXl2C1tLgVLspiNrNOYRwM5/o4e9AfoCKsA+gUDQD3gPdMpFvfOBhzntoMjBlkzNLPge9JXhQ3rw+PE9PDxr8ejBHSIiwqhX34tSpe25/s8lzC0sefTgDtraOly48iSbu5hAIGDJir/p2rEJRw7t5pf+IxAIBGzZcRxtbZ1851LMCRUVFUrb2lPa1h7n8l68eXmJaVNGULKkLX1+HkpVjxoZ+YUVES2t3EfrLmq3JnGiVJLbtHOZSvgc38qd2yMICfmKo2MFps/dKtMENb08eZ/rrBljMTO1oFefQQgEAqkiW5pLuINjGeo3aMqUyUP5/OkDYyfMonOXPrx6+Ywjh3Zz/Nh+flu8NkPoAjRu0hIVFQFDB3fjz9XbcXNzF1t2XvqHkuLJ6wB/Du7fjlEJYwQCAbGxMcTExDB46DiJSzWk9Q/RAFMe1b1YvHA6gwZ0p2zZzB/cY2NjGTt+Bnt2baJn74EsWLSaL58/0r9ve+wcnCT2T3EsXDCFI4d2U9rWgaEjJsnsri8QCIiJiWLZ7xtx96iZbYyoUrWazG1QkoZy/JAPWd8J8hQh+X2/5ecjsZqaYsVdyM3yK/8XfiyYN5mkxETaeHemRo16mJiaYWJqjomJGbq6emLnGYmJCURHpwlfDQ0NLK1sMn6zti5FSkoKKioqeDWqjL6+IQYGhhibmGFtXRJLKxvate/OkGETcPeomWP7PrwPZOqvw9DW1mHP/vNYWFhl/CYUCtm/dytr1yxhwaI1mdyPi8mHokLXUkrSkMmyW9j4Pvu+v12b2h0PH79e1E2RyO1b14iLjcG1YhXMzCx4cP8W6uoanDl9lIiIcFq0bEdoaDBzZ43nr7/3U7lK5lQG8fFxnD19jN+Xz6VHr4F07NwbfX2DIhX5SUlJnDi+nyMHd+Hv70fZsq5YWZdEVU0NFRVV1NXV0dczwMTUnE5dehepGH7ud1dieghpX/gkvYBzs960IMnavtTUVKZN7EyHLsNw92yYbX9J7ZW3JTsk+DtLF8/k0cO7TJ2xSK5rZ9+9e8Po4X1ISkokMSmRtt5d8P6pq8R8o1cun2Xm9NH8uWobbpWyf1zMqX8o+XF49+4N/X5uRxuRNWDHj+3H2NiUzVuPoqMrXrTkpn8kJyez6s/f8DmxHzs7Ozp06MBz//cEvHrB06cPqVa9DmPGzsDKumTGMYcO7ODkiYP8vfmQTB+okpOTqVuzDMd9bmFqlvtYEKd8DrNk4XRCQoKYM++PbEGrlOQOeYwfSsuudG8macfmtG9hi13R/Z/73SVVVfa0c5I8uAoKcdctKiqSNasWccrnMMNHTKZdhx5yX6+flJiImrp6rr1GEhMT+PTxPXdu/8Pa1UvoP3AU3XsOyDYf3rxxFceO7uOPlVszpf1TlFgrkLNltyhQWnbTkNWyqyQLonlGgQz334puVTO23bp5BZdyFTOEblJiIvfv3+TCOR/OnD6Knb0jlSp7snP7etavW05qairdew5g5OgpRRI0RF1dnXbtu9OufXfi4mLxfXyfkODvpKSkkJySTFJSElGREVy84ENMTFS26LqKgrRBT1EGRUlktUCrqKjg3WEAB/etoUrVeqjI2Dfkbck2MTXnt8VruXXzClMmDWPhknVUq15HLmXb2jqwfbcPL/2fUamyh9T+X79BU+bO/5NRI/qwfuMBnJ3LyaUdSuRHQbnTpxMfH8fg/p0ZOnwi7Tv0yMhLHRYaQlvvzuze9TcgwLNaLbEfRGRFTU2N0WOnM3zkr9y8cZkrl89iampBuw49mDx1ASVLpq3XFQqF+D6+x4P7t+nZayDbtq7jxj+XqF23kdQ6Xr18hqVVSZmFbmpqKo8e3uH6Pxfp2Kk3LVq2o269JrT3roellXWez1WJfFAGRpKMrMIkt+/xgkqnJel4WT2o8jIfyW//Ef1wLxQKOXH8AH8sn0u9+l4cPnYtU4YHeSItF21WLpz3YeniGQQHfcfS0hoHxzJs2HQAZwmp1T5+fIe2ljbHj+2jqnuNjOwMij6nU1L0KMVuHpBmAUxMTEhbb7B7M8NGTALA1/c+wwf3oLStPQ0aNqNP3yFs3/YXtWo3Yuz4mQgEsHDBVE4c20fvnwdjYlL4Of5E0dbWySbo02nRqh1dO3rRxrtzxkTvRyBdHCrSV8J0PKt7cerEdk4c3YS9oytfv7wnLPQbNapXwcSweiaXIlEKwnW7Rs36LFi0mskTBrNr7xmJdecWPT19qrpXl3n/uvWaMGHiHIYO6sbmbUd/qL5YnMlrf8vtmqurV85R2tae9h3SUlglJMTz4P5t6tRtRFxsLCkpKfxz7QJxsTH5ErvpqKmpUbdeE+rWa5KxLTY2hmd+jwkO/s6qP34jPiGed4Gv6d6zPyNHT2Hp4pm4e9aUmrPx0cO7VK4sWxu/ffvCgF86oKqqRkW3KvzS5yfW/b0PS8u04IkVKlaVXogSJQWItDEgr+/YnMaI/Lyz8yOUcxK9svwma1vywqkzN9iyYR4CQRLL/9ycq2UVBU1CQjyHD+7E+6du9BswEnV1danHjBo9lXv3bvD40X1Gj+zD7XuBBd9QJT8ECit2VVUVtmkZZB2w4+JiOXXyENu3rad0aTu27/IhOTmJdWuWcfjgTiZMmkMb77TUI76+99mxfT3q6urMmzuR536+dO/Zn8VL10t0vVMUrK1LMXT4RHp2bcHwkZNp37FnobtfGxVQDlVFFbwqKir0HzSLlSvG88T3JhaWpTEqYcbZs8dZtHAaWpraVKlajcZNWlG/QdNcf2HNLTVq1qdBo+acOXOMPj8PKdC6cqJl6w58/PiOSeMHsXPP6YztBdU/lMiP/AZW8zl5iBat2mf8raWlzdYdxzP+jouL5eyZYzRq0jLbsfLoH1FRkfzcqw0CgQBjY1O6dv+FiIhwrlw+i6amFg0bteDs6WMsWTSD6TOXSCxHKBRy8YIP3u26Sa0zJSWFCWP706p1RwYOHoNAIODQwZ10bt8IBGnRSHV19fJ9bv/v5Kd/5FWsKNL7Jj/kdP6Snnlp5y6pzIJ6T0srU1z/EBW2ovOIoiA+LoaD+9Zy49oxfuo4lBEjhihUirHAwNeMH9MPOzsnevQaIJPQBTAwNKJR45aUKevK2dNHC7iVSn4kFFVROqlraBZ1GyQiai3zexGMi3MJNv39Jzt3bMDNzZ1Jv85FR1ePUSP6EBUVgVfT1ixcsi7Tul03N3cWL13PieP7+aldN/5ctS1bNFpFpmv3X6jqXp05s8Zz4vgBli7/O09rzfKKlbWd2LW38giIUZRreMV9uU5/ebq6mNKs6T/ZjhEKhbx//5Z7d66ze9dG5s2ZSLce/fml3/ACFb06OrqEBgdJ37GA8X18n1q1M69ltrK2K5rGKMm3xUZWLCysOHXyEC1atss2dsbFxTJyWC8qV6lGufJu2Y6VR//Yse0vXMpVZN6ClRlr1Pbt3UpAwAvWrVnK4KHjmTZzCV07NuHsmWM0bdY249ikxESSkpLQ1tHh/NkThIQE0ay5t9Q6v3z+wOfPHxkwaHRGne079KB5858QIixW7xBFpjDGjx9F3MqKuPPNywcv0WPkdQ1zW05O/SO9rLy2LTfHZZ2jCIVCLl08xaIF0/CoVouDRy5jYlp48zJZWf3nQpp4tWbQkHF5igofGhKEialiftBOSk4t6iYoEYOiit2AhIS4ykXdCEkIhULCg3x58eIJIcFBzLp3DwN9bbbtOImVlQ3Xrp1nzqzxDB4yntZtO0m0enpWq41ntdpybVthWiTLlHVl644TzJw2mgP7tzN46LgCqyurCLx+/TZGJo4Efvgq83GixysqskwIsiIQCLC1dcDW1oEOnXrx/t1bFi+aRtfOXrRs1QFDY2fsHV3R0socUCw/1+H2rav4nDjI9t0+eS5DXlha2bB710aCgr7StVs/XMpV4O1rP+wdXaUfrEQhEP1QJWu/nDh5Hn16tub6PxepXqNeJovmhHEDeOb3mF9q1iMo6Bvm5paZjpVH/4iOjqJs2QoZk7WkpCTu3v6HqMgIwsJC2LljA48fpeUpXbFsDl5N06zA8fFx9OrWknfv3iAUClFRUWHNX7tlsm7ExcWirq7D85ehma5TVm8gRfNMEU3lJBrpWlHJa/9QrtWVvHRGHh+PFaVPK8r7RfR6fPr0noXzp/D+/VvmLvhTbvE05E1MTDQ3rl9i2ozFuRa6Rw7vZvmS2cTERNO85U8F1ML8oa6muJlk/p9RVLGLMFXxvo6kpqZy4/ol1qxaTFJiIpWqePLwwUMC3z7HytqeaVPH8+a1HzYlHfHuMAxHl8bZJiUFiai1WRLybouqqirtO/Zg1oyxNG3WJlMoeHkj2nZjIxVSAbtSlhmCN/1fu1KW4g7PU33FcfJS2taelat3cPXKOe7cuoaPzwk+fQigctV6NPLqiKOzGxoaebMAxcbGsG7NUo4d3cuiJX9hY1Nazq3PPdNmLGbIsAkcOrCD4UO6U6++F229FfNFqEQyWT0ZpKGqqkppWwfmzByPmpoaf285jJ2dIwBt2namUiUPAgL8GT28D1t2HENDxFsoPj423+3V1NQkNjYaSPsA+uvEIcQnxLF950l69WhF+w49qFOnMYYGJTh6ZA/nzh7H0NCIE8cPYmfvxL5DF4mPjyMxIQFDI+k5Xf1eBBMfp0tIyBcSE+LFigdFHa+Kg8AVRR79IycURbQVFLl9lkWPU9Q+LEpB94/ckJSYyPZtf7F18xp69h7Ist83ZhrrFI1LF09Txb26TGOeKLGxMaz8fQEr12ynXHk31NULdqmWkh8LhRW7ioSv732OHdnL5Yun0dc3xMnZhZDQKE4cO0AZlyr06jsJO4fyREaEUKp0GcwtSmY6vrDcYYvqRVG5SjWaeLViYL+OWFmXZMr0RZQrV1GudWS9dt+DYzG1EL9vVmtvfsRvcZ2UCAQC6jdoSv0GTfF7EUx0dATXr55gx5bFfPn8jqSkBNTU1NHS1sbIsAQmJmZ07dGPFi3bZStLKBTy4vkTrl09z6EDO6nqUYODhxXLPcrExIwBg8bQtXs//lwxn927NrJ50wbsHZxxcChD5SrVKG1rr3AWLyXZkWTlffrkIdu2riUiPAxdXX0GDx2Hi0tFvn39zEv/Z6gI/vuinu4SLBQKGTOqL8uXzmbylAVybWfdel6MH9OPDp16YWpqjr+/HxMmzaFiJXeq16iLv78fTZq24fHjezRq0pJtW9aipaWNsYkp02cuQSAQoK2tky2FW0pKSrb1ddHRUYQH+fLwwW0AAgNfUKZsmvNTcfNe+VHJKchRcRBwBUF+lhGB4n68URTu37vJvDmTsLKyYeeeU5QsZVfUTZLKm9f+lCuXfWmJNJ743kegooKjk4tCi3klioniit08+PHLm3+uXWDKpGFERIRhYmKGnb0TgW8D+PjpK3Xqt2XQ8Pno6RnKXF5hTLRlDYcvT1RUVBg5eirDRkzG58RBBv7Skd37zxZYdFz1pJ8oZWaLvsE5PgWVp5rrMz4FlefT9/8GUHlZd38U9PQMadayB2PHjgLSREBiYgJxcbGEh4ex+s+FfP70IdtxG/5awd7dm9HW1qFuvSbZ1p4rGvr6BkydsYh7ty8RHhnLm9f+3LxxmeXLZlOzZn1mzlle1E1UIgOi42REeBirVy7i/LkTDBw8ltK2Drx9+4qB/Tvh5dWGMeNmMGxwd6b+OozStg64ubnTqUsfVFRUEAgEzJn7O107e2FgYETjJq0o6+KKmppsAVFyokrVatSu24izp4/So9dAunbry55dmyhVyo616/dy9swxFsybRJmyrkybsRg9PX2x5SQlJeH7+B43r1/m1q2rPH/mi6mpBc5lyjFg0GgsLW3o07MNNiVLU6VqdX7/cwvVa9RVqIAzPxq57R9KoVswKKrwlcf4kV8O7t/OnFnjMTO3pFat+ty4cYVOnW3ztAa2MElPtykr0dFR3Lp5latXzhIc9A2fk4fo3KVPAbZQyY+IwordrOsLi4K7d24QERGGh2ctnJxdcHQsS7XqdbCzd1KogVcchSF6L17wISU5BQNDQ0JDQ/D0rE0b784cPrSLM6eO0LffiAKJ0vw5qAL6RvApqDw2Zs8yttuY+2YSvOL4f7R4iDtngUCApqYWmppaGBkZExUViaNT2Wz7WVhYE58Qz+Spv9HEq1VhNFcueFT/N2DVv22OiYlm7OhfOHxwF9169CvClimRlaSkJPbv28r6dcvxqObFb8uOoKdvBEBlkwr85lCGMSP7MmDwGI6dvMHr1y95//4NB/Zt4+mTh8ycsxw1NTUMDI1YuXoHu3dtZNCATixaso7qNerJpY2OjmXx83sMQJ16TXj65CFDBnZFV0+P/gNHU7eeFz4nDtKscRVq1mpAqzYdaNCwOTEx0Vy5fIarl89x4/plrG1KUat2A0aMmkKlyh4EB31j146/GTa4O2pq6jRq3IIZs5fJpc1KpONcVvaQIQWdT1pJGop03XLTPwqKxl6tMLewIjwslNCwEA7s20ZMdBR9+w0H4Mb1yxw+tBMdHV0MDUvQpVvfTMuObt64wvIls+jUpQ+du/5caO2u6l6DyRMGk5iYINVCe/7cSaZPGUGlyp7Urd+E4z5jKFXarnAa+qOgISDVvgDWEV9KkX+ZBYhAKBQWdRuy4fvs+/5O7Rp03H/4clE3RSJ5EZFFMVjnNndlbqhW1ZaSpWwxNjbF/4UfU6b9RotW7Xn18hlzZ08gNTWVKdMWUt61klzrBQj6/gkz87T8rn4vgmVyXVakl6WisXDBFExNzek/cHS23x49vMv4sf05e+FhoaeYyiui/SMd38f3GDu6H716D8LDsxauFYp+wqJEMkMHdSMuLpYp0xfi7Fwu25g7bkQr2nceQu26rTO2ubqYEhsbQ6/uLRkydAJNmrbOdMzZM8fY9PdK/ly1OdtyE1m5euUcr14+IzExkaDvX7n+zyVOn7+fYVGJioqk38/tKFXKjrIurrRq0xE9XX3OnzvB3t2bUVNT58OHQCpX8aRBw2bUqdcECwurPLVFScEgbvyQhCxu5MrlEz8WuekfhcXXL5/o07MN6urqODiW4ZnfY4YOnwjAu3dvOXZ0DzNnL6dBw2YA3L51jYH9OqKmps69Rx8K1SLcvXMzxk+aQ1X36jnuN2JoT1q0bEfL1h0KqWX5R1NDFRdn0/tCoTD/yd3lgLupivC6t/ztmtqbkhTmHGVBYS27yclJRd2EHCku7kkF+YJt2Kg5mlpaTJw8j5ZNPfH4N7K0c5nybNl+nONH9zHglw6cv+ybbV1afgkO+pzxsklPy5N+PwI/fCXww9dMgregrkNBfkwoTBo2as7vy+fRb8CobC+9ylU8MTQ04vGje1SpWq2IWpg7RPtHOm6VPJgwaQ6PH95lxNCeTPx1Hs1bKANZKSquFSrz7dtnnJ3Lpf2d5fkyLmGEiWmaSPR9dJ3Vv49HR1cPfX0DPn18j1OZctnK9Grahi0bV3PzxgW820l3hQt8G8DlS2e4fOkMT3zvo6amjrGJKc2ae/M6wJ/ExAR27TvDM/+QTMftO3ghW1kdOvWi7U9duXD+JJUre2JppViTZSX/IW78EIes66WL87tBSXZk7R+FiaWVDafO3ePNm5c8e/qYaTOXZIpC36hxcyaOG8TDB3ewd3DmjxVzadbCm1s3rvLE9z5ulQpPt3hUq8XdO9clit3ExATevH7F/Xs3mf/bqkJrl5IfF4UVu0oUn8lTF7B44XSaNa6SljNSRNCqqKjg3a4r+/Zu4cG9W9Su26jA2yMqeAtD6GatG4omN688qOpek/i4OM6fPYFXszbZfvdq2pZzZ44VG7EriWbNvWnW3BuParXYu3uzUuwqML36DKZNixp8/Pgu2/r/yIhwIiPDsTRLi8gZ4P8PvX8eQlvvLkRFRZCcnJwRmVkUgUDA5GkL2LltJS/9A7BzVcQs9AAAIABJREFUcMbNzZ2yLtnTiPicOMjiRdNp4tWa/gNH4e5RE6FQiLq6Burq6hnP+leRVNPSnnt1dXVln1OiREmBoKKigpOTC05OLtl+q1TZkz0HzjF6eB9O+Rxizrw/qFuvCevXLefE8YOFKnY9q9Vm88ZVDBoyNtP240f3sf6vFXz98omSJW3p0WsgBoZGhdYuJT8uSrGbD3Jr3f3RXJlKlDBhwcLVTJ4wmNOnjtDeux579p/D2Pi/c+zUpQ9TJg+jVGk7mjbzpnPXPmhpaRdYm9KtvIWFpAAaxe1eq6urM3POcsaP6Ue16nWypQWoXqMus2eOlXB08cPc3IqoyMh8l1Pc7nNx4vkzX9TU1LJ5hSQmJjB+bH/q1feidp20tdl+LhXYtnkN3j91xblM+RzLdXNzJ6TFT7x794nr1y6wa/sGDh+/lmmf6Ogoli+dzZ+rt+Pm5i62HOV9//9G3lGwC9pTTNlfiw9Z+4K87l2JEibUqtOI7dvWYmub9jGwZq0GzJszUS7ly4qHZy0mjR9EZER4JjG7bctaRo2ZRv36XqhrKFMLKZEfiip2nTQ085YHtLApLu7MBYVAIGDBojWUtnVg/brlLP5tGguXrMv4/ad23WjVuiN3bv/D5AmDqepenQoVq+S7XjuHnCe0RUHWvlDcXJwrV/HEq1kbRgzryZx5f2Bn75Tx2/Fj+6jfoFkRti535NQ/IiPCOXniAKnC7Lm8leJVMfj29TOTJw5m3vyVmJiYkZSYyM2bVzh7+hhXLp+ldp2GjJs4G4BdO/9m/95txMRG8+rVcywsraWWX6OWF9VrwLvA12InVevWLKV23UYShW5x9eBQFApqMi8vcho/CiLVU2HMIYrb+0iRye38Iz/3V573SigU4vf0IYkJiegbGPy7LRU1tcKVAtraOlR1r8GNG5czPF3evnnF9+9fadioebGONJ+UnH1eoaToUVSxGwAUm+gx/++CV1VVlWEjJjF46HixAYzU1dWpVbsB8fFxmJlJSI77g1Dc+8L4iXPYs2sjfXq2oWfvgfTpO5RbN69y8bwPR09cL+rm5RmhUMj79285dmQve3ZvwtTUHDU1NR4/ukulyv+lUlJOAhUD38dp62NHDu+NkVEJEhITcHJyoWnztowcMzXTWrRPH94RHxdLW++uBL4NIPBtAB0795bqQXLi+H4uXjjF/sOXMrYlJydz4vh+Thzfz6GjVwvs/H5Eckq/I22f4kJuha4sH88K4pqkB2zMGqhROb4VPkUldMV9UNq6eQ0hIUGUKVueq5fP4d2uK6qqakRHRyEUCgs1SFW9Bk05e/oYTZu15cC+baxZtZihwycWa6ELoK5WPIJ4/r+hqGKXxIT4om5CgfAjW45yGqQEAgFdu//CH7/PZ8HC1fmuK/DNM8q5Kma+V3Fpn4rLfVdVVaVHr4E0bNyC+XMmsXGDC6VK2TF73u/ZXJsVmcA3z7C0dmDv7i34Pr7H0ycP0dbWQUVVBV1dPVxcKnD61BF0dPXyXVdxubfFCa9mbfBq1gZfv69EhIdQvqwZJqbm+L0IJigUgkL/u+Yjx0zFumRpFv82LeP4mrUaiE2llU7gm2eUKm1PREQY584cJy4uhgf3b/P40V1cylVk5eodmZZjZEV5v/9D0mQ+a4R8SYiLXCxtn4JG3Pslt0uWihJlnvmCJTfzj7x+AJflI4m4fSTVdf7ifTZuWMX8JfuICA9h6W/DaNi4BeXKu5GSnMyTJw8kerIUBK3bdGT92mX07NoCNXU1Nm45nOOYrURJflBYsVvcKO4WvYJEKBQy9dfhpKakcvPGZTp3aEzNWvWpUqUalap4UqKESVE3sUAojFzHBYW1dSlWrd3Jp0/vsbEprfCJ6kURCoW8evWcYUP60rBxCzp27sX0WUuZ9utwzMwsGDNuBn16tmHhknUZkX6VFB05PR+qqmoYm1jwNRi+BmfeL/24mIgXbN28hp69BzFg0Gj09Q05sG8b9+/fomRJW9689ufNm1cEvg0gPi4OBODiUoabN27St98ItmxeTfMWP9GhUy/mL1z1w45HBYG4e5dV5GaNjJ/b8nIzoS+MqPt5OTanduXmPZHTBwRZrrHS/V4xyTp/zKs3QE7PT1jQYypUrISJqRUmplbYO7qyd+8RBgzoQ50GHVi3dg3DRi2SqX55oKOjy7SZS/j29TMdO/cu9hZdJYqNUuwqKXCEQiEnjx+geYufqFOvEXfv3GDn9vXs3b2ZxMREatdpxLQZi2Raa1ecKW4WQIFAkC0KbmHx4P4tTp44SGRkOLExMQiFwjQXeQHo6xtiZmaBqakFZmbmGJuYERsbTVDQd0KCv+P7+D4W5sb8vmprxpfqTX+vRE1NjbkLVtKzWwt09fSoU7dxvttZnO5nYVJYH3gO7F3N6ZM7sHcoj+/je8ydNYGgoK9pItnYlLMRYTg4lKFMmfI0a94WXV19hEIhIUEfGDlmDtOmDGfQ4LF07Nw7V/UWt2dZXhTEfZV2LYsqCGR+3U/l6dkjKnJtzH0z/v/pu1u2fWQVvfIOpvX/+DzISk7GkPTrlhuDSV6udUREGIaGRhn1qKmpo6qmht+LYIYPH0KrZjV4++YZ9g7lC+3+puf8VaKkoFFYsaumpl7UTVAiJ1RUVFi9bhfjxvTD2ro0Hp61GDJ0AvHxsficPMTB/Tvo8FMDOnTqxc+/DJXJsmJqVnyEsdLqnzuOHt7DiuVz+KXfSMzMzNHV00cgEDB6xM8kJyfhUq4iwUHf0Nc3QEVFldDQYHR19TAzs8DE1JxmLbypXr0mVtZ2AAQGvmbr5jXs2neGpYtn8OL5E8qVd6NBnfLs2O1DufJuhb5e6UenMPq8UCgkIjyElOQkdHT0aNKsKyUMU0lNSaFpc29UVdP6xoXzPrRo2Q49PX0SEuK5/s9Fbl6/yrSp46lQsSrN8pAK6P9tYi96L2V1T5YVWS2bsvQped2X6DhddPK5wiE3gleWZyVd5NqYPQPgU1B5bMx9+fTdLeO3T9/dcmVJlweF/SwowocmUzPrXFvJs65dl5SPOae+kH5c+j7i7rWk+//50wfMRGIdJCUl4uRgDsC7jwl06DKMDevmMn/RLrHvQnFrgLOehzIImhJFRXHFrvqPG3ZcEQbrwqZO3cZcvf6CwLev2bVzA0MHd6Nj59783HcYhoYl2LZ1HQ/u3+LQge107vozvfsMyXGNqKIldJeGUvDmTGREOBcu+HDa5zAfP75j7V970Nc3IDIyIi2fqqUNI0b9yoplc3jx/AmamlokJMRTurQ9/QaO4qd23cSWm5qayuwZYxk4ZCw2NqXp2Lk3Xbr25fPnD4wc1ou1q5cQFhbCu8A31K3fhLbenaleo14hn33xQtokr6D7uajYatxyIL8MnJ5tcpbuEhcaGsy82RNY+fsCKlX24OGD27iUq0jT5t4MHjYZExOzAm3rj4DoxFoWciu05CFg5W3N1dEzl0t5okI+N+7YkkgXuumIWnYLE0WdvxSWm7aZuQ3fQwsm8JSsv0kTulnLuXH9Mv0GjMz4OzTkK0YljAn6/pmnvjdwdK7IGZ+d3L11jmo1m0o9h/RrnRuXanHtUqKkMFBYsRsfH1vUTVAiZzQ1tSjr4sqsOSt4+OAO+/Zs5sih3SxYuIoqVauxb+9WXr/258Xzp7RuUYOBg8fQq89gsWW98n+Ec9liE7AbUA7ykjh0YAfLl87Gs3odHB3LYmBgRP++7TEwMELfwBADA0Nev/anXn0vTp97gK/vPe7ducG9ezd589qfmdNGZxO7r/wfYWFlz9zZ4wHo2u0XgIw1ug6OZbh49SnXrl5AU1OTChWrsHbVEjb89TvuHrUKPRWDIpPbyUxh8+7jNwB0NVP5+CGAjx8COJAQRzWPitjZO1HC2IQFC9OikM6cvRxTM3Ne+T9SCl0pFLTIlQVpY6Y8xlRx/Tg0yB9jM+nBcmSpX5zQzc+z8ykoLe2NqNDNi+hV9PRPkijqdvq9CM7UP4rKeGFXyjLbsylJ6EZFRfLi+RPcPWoCYGwQT1RkCK6ulRk9cgifP73l+JFNfP3yjoP71sgkdvNKUa8bl/XDU1H3MyXyRXFndEJhUbdASQEhEAio6l6dqu7V2bxxFZMmDCYyMhxHJxc8PGry9MlDVq3dwbDB3WnXoQd6evrZykhOTiqCliuRJ0KhkE1/r2TLptW0bNWBu3eu8zrAnw6devHrtN8yRcN9cP8WA37pgJOTC736DKZZc28gLVWMuMAWsbHRdOnQGLdK7qxdv0fsPkZGxrRp2ynj77DwkIx6Nm87WgBnXPzIOgEQnVwVRcRXScLr9cuHbNswFZfy7pQs5YiGhjYXzvsQGBhAbEwMcXGxme61cvyQH4UpcsW5TuaVnARnamqy1OMLW+h++u6WIWrT3ZZFr31+3ZeLWoQoKqLXJf3/WftHYQve9LoCP3zN5MIu+pso166co3KVamhr6wAQFPwNK+uShIeHcu/uJVasPoW+vhGRkWFEhBfOR8yCcnmW5fnK6z7KZ6P4orhitxiSm6iK/4+uzOLo2284ffsNZ/WqRaxfuxx1dQ0MDAw5efwg7h41OXf2OO3ady/qZiqRM6mpqSxfOpvtW9ehoaFJeEQo02Yupqp7jWwuqbduXmHyhCHMmrOC1iKCBZBogY2LiyMqOhJAar7VdEaNnsqYsTPo2a0FoaHBOaae+X+lqFOapNefVfTq6Bqgb2CMV6uBuFf1yOhDri6myvXY+SSroMq6TRyyvtvyMqHM73uzsDwSpLl55hcbc18CP/x3L2R9NvOy5lraukxFEcp5qV+WwFE57VdU+L0I/veeW+b4oePunessXjidRUv/ythmYW5F0PevHDqwg2bNW1PD0+nfX0zxe5F5+Vhu+0tuczv7vQiWq8uzvJaMiStHlnl7UnJqvutWIn8UVuwKVBQrMbOs4rQgo+n9yHTs2It9u7ewZ/85oqIi+G3+FMLDQnni+0Cs2NXS0imCViqRB7GxMcyaMYYzp46ipqbGnHm/06JVe4n7h4eHUaFiFdp4d5a5jlcvn5OclISmlha/zf8VNVU1BCoqxMfHERMdhZ6eAR7ValGzZn0CAl4wf+4kWrZqT78Bo2jdphPbt65j1Jhp0iv6gVG0yZ0oWUWvmUVpHMtUZeOaCWxWEVDO1ZNmLXvg6tJYrNBVjh95QxZBlR+hm9P23JYvS1mSUFPTylf9BSlws5JV6Ehz0RS3zlO03MAP4vcTLT9roCRJ9RZnchLwWfuH6LWQZ95oWV1uJbkvX792kalThrNk+QY8q9XO2G5oVIKwsFA+fAhEmCrM8YNgTu7S6Yj+Ls8AabL2L3k9b1nryEufVldTLO2iJA2FFbuamrJZYwoTpTW24LCwtKaxVyt8Th6i34CR/Dp1AZ3aN6JkKfGpb+wdXQu5hUrkwceP7+j/c3u+fPlIiRImrF63C9cKktde+70IxtjcjXt3xxITE01qair6+gZi9xUKhXz7+hlLKxs6dO6HvqEZiQkJJKckk5KcTEpKCtraOujp6/P40X0mjhsIgImJGa4VKvPhQyAAevr6xMfHyf3clRQcamrqtOsyFtuSFnz/9gHfR9dZvmgE9++2Z9as2dnc2HMzfhT0Wi5Ffa/IaiFJTkrkie8tQoK/kJocyphhh6hTtzEzZi0tkHaJtsnJXo97d26QJDSRa9BCIxPHPB8rb6Gbk2UtPRpz1volTdrFRc9NEzNpZWVEes4S1TnrceLS5SiKdTcdWURmXtxZ08qQHElZXm60ovtKsqxnb9d/XLp4itkzx/HHyq1UquyZ6bgSBnGYmJox6df5DOrfiWVLZjFuwiyZPGDECdmsgjinviOu3YriDalofViJ/FBYsZuUmFDUTcjE/8sEpyhp1boDixdOp9+AkZQp68rCxWtx96wldt8vnwMzUssoKR4kJSXRqlk1AOrWb8LM2csxM7OQuH/6i0dX1wBHZzf6/9KNZ0/vMHve77Rs1R4NDc1M+/+1dhm7d27kyvXnRIQHSYzQDLBj23oAKlf2ZPGy9SxfOpsP7wPZs2sTB/fvYM+Bc/k93WKNIlt1RRG18Kb/38KyNF7NS1Othhd/LBvHnFnjmDl7eVqe5n9RpPFDEd4DSUlJXLl8lvfv3qCppUWPngNy2DeRe3cu8O3Le2JiIrl14zQpycmEi6z1ExdnQV7Ex8UQ8OoJd26d5db101jZ2PPty3u0dXRRUVElISGewcPnU8GtRp7riI78jJ5B9vR2hX2vsgpd0TRDOSGLIBK3T3rwK9H6pYkWaRGniwJZvQZy+pCQk3VS0vhRGC7P4urIet3Dw0OZOW0M6zbspbxrpWz7PX50F1MTc14HvMCzWm0uXTxNpUoeWNvWFFtnbi21WV3spX0wlPW6FVYfkyXjgKL0dSWyobBiNyVFeoAIJT8WZV0qEPg2IMOlJkfX1rAghZmsKpENdXV1zl16jImJmdiAUTnh1bwbG/+aBcDMaaOZOW00qqqqpKSksHDJOuJiYzh+bB8xMdH4v/AjNSU2x/6xe99ZhP8GwRMIBIydMIuL5314+fIZEybPxdq6VF5Ps9hTXISuKOImY4ZGpkycsoZVK0Yyb/YEps1ckiF4leNHZtatWcK1K+epVqMu+/dt5d3b1zg4lkFF3RwHp4poa+sCcOfWObZsmIdNKSecnN3QNyjBqPErSE5KYvmiYfzUrhvjJ82RaiHKSx8TCoX8vW4mN675YGtXFrcqdViw9ACmZtakpqby+dMbBAIVbt04za0bp/MlduPjwrKJ3aJ0X86JNPErmxgRbZ+o0JMkoLM+VzlN8nNy5VUkpJ13uqU8J3dcaeOHOPEm63p3SWXJ+rtQKGT1n4to4tUKoapNxj0TbZONjS1v3gYwfGhvjE0s+fA+kOf+HySKXWlIuqaSrmFO677zQkGmdiyO70Ml2VFYsavk/w89PX20tXUICQ7C1Ew+eQ6VKBbm5tJf9OJeLu4eDQh41Z7L5/ehoaFJZGQESUmJ2Nk7cf7sCR49vMOmbUc5d+YYXTs1Ye68JZRz9cyxHtEJuYWFFd169Mv9Cf2foKhBWqShpa3LqrU76d2jFVcun6FhoxZF0o7Q0GDu371JaVsHHBzLoK6uXiTtEIfPiYMcPbyHvQfOY2JqTouW7Xj08A4v/f04eOBXANZvuY6evhGP7l+lZdufae3dN1MZJoYJbCphjJ2Ds9yDgYWGfON1wFOePL7O29fPWLvparY11yoqKpQslRZkx9jYgm9f3ue5PlcXU56n6FBOAQSbuPWS4qy7kkSFJEtu1nW6WcvPiZwEbXERuZDZbTvTdrNnGRZuaeuXC6p9ktbgpiPpHiQmJjBz+hjev3vDyjU7+PJd/HHfQlQwNragaYvuNGzSgaOHNuDoXFHmcV6WoFXpLvaS9pVk9ZVGYVpVlbmCfxyUYleJQmFhac3Xr5+UYvf/FL8XwSQmxBMS8o3QkK/ExcWQkpJESnIyTs5uzJw5i2tXz3H92iV09XSxsLDG2NiUzl37cPTwbg7s206PXgMpWVL8Wm8l0pHH+qqiQtzkPvBDPGZmlmioa0o6LNdlZyWrpUI0gM/ZE2s4eHAHlSp58M+1C3To2JNBQ8ZhYZndTbawOXp4Dyv//I11f+/DxDRtzHWtUBkzc0sWL6yEkZExnbr0oWplW16+jqBsuars2r6MV/6P+PrlHZqa2lSv1YwrF/fRtdsvdOrcW6Z6JfWjrNuf+91jxZJROJepRMlSToybvDKb0A0N+cbjh9d4F+iPlpYOb988o2Il8ctfFBFprsWigjf9/1kFqTRxJEq60M1Yn5vFdTnrvtKCXxUXxH04EIe12dNMf4sKNrtSlvi9CEbWEESi/VlS/Xm1+GYlPDyUMSP7Ymxsyt+bD6GtrcOX7//1J9G+9e3rBwQCFZzKuKGmpk6HzkOl3ltxbZfmUi9uTXnW8vJy3uLEvqK/m5QULQordjVlTBdS1BQHt53iRFhYCMYm0q+lU5lKUvdRUnxIf46SkxL5ubs7+gYlsCnpiKqqKs/87iJMTaVho+b07tWJRo1b4u5ekzu3/+HmzSvs3LGBhPh4GjZuwb6DF7C0siEpKbGIz0hJYSLJypTerz59+pwh5iD340duAttkDdhz9Ogetm4/jqNTWerVLs+FC2c4d/YEVd2r88eqbblqh7x44vuAp08esnzpbNau34OTk0um31NTUqjqXoOX/s85feoENet1R0tLh5KlnbB3KM/d2+cz9g145cuIUb/Sq8/gXLUhJ8EL4Pv4Hqt+H8vy3zegZyRZkB3ct5pvX95TxaMBCQlx6BuUoHKVurlqiyh+L4Ipk8f3S14m3DlZqsQJjKyiKSehK6kt0qy3xR1J9yFzGq3M10GSpVdc2UlJ4oMkSkNWwS3LhzXRfd69e8PwIT1o1KgFo8ZOy1iuIclSe+XiIXT19Fk0dxCLlq6lVu0G2cpPJzeph0SvX04fUcSVX9Rp7WRFOdcvniis2E1NVfxcVaKDgvKLUv5JSIgnNCQYCwvpFo/4+BjU1TUKoVVKCgrRZyY1JYXHj67jc3wLxiaWTJ+zmccP/+HQvrVUr9GUtu37U6q0M1cvn2Xf3q08eniHKlWrU6NmPbr16IeTk0sm90ll/ygYFHGck8USHR4WTEi4aoawyE3/yKn81JQU3r3zp2H9qujq6mW7PgkJcURGRhAcpkr8i2BGjl3GU99btPLuy7jhzTl/9gRNmraW7UTlyPp1ywl49YIZs5fh7pF5nV7aOWgyfspGnvreYtnC4Vy7fIxrl48SERFCw8YdaNX2Z6xt7DE2seTqpSNs3riI3Ts30rBxCwYMHJ0nq3XW69yreyvmzPuD6jXqZdvX70UwKxaPIjT0G2GhQfToM56atTO7qMsSwVYST599QkNTP19l5AZxZYsTtFm3p5OTu7IkZBW8Wa2a4uosCArakJD1mqZfj09B5cWKXlG328SEKKpUspdrO/K6JvzB/VuMH9OfYSMm0aFTL5nqvHv7PENG/EZiUgJTfx1Gz16D6Nz1Z/T1DXB1MeXKNV80NLQwMDTO1blIunaiyCr4FRGl0C2+KKzYVbRozEoKni+fP2JlZSNT8KKP7wOkrslUotgkJibg//wB9+5c4M6tsxibWNKiVS9q1G6Ompo6J49tZdT4FZRz9SDgpS9TxndEU1ObJs27MmDoEqpUKimxbGX/+DGQJjZkmXw42esRExOJgcF/E7f89g9XF1OeP3/ChLG/oKqqxsK5IXhU86Jy1Xr06d2ZZ/4hAGhoaOFWqTa7dyynR+8JlHP1zKi3Ws3mjBvTj1v33qKtXXh5f4VCIU+ePGDPvnNYWtnkKOKcnCvSsetwnvvdpW37AVR1r49KlvG5fqN2uFaozuGDf3Hh3EkO7NtGpy69+XXqwkwRsCUh6R4OHDyWndvX06BhMwyNSmQ7JiE+jNevntBvwEjcKtfOdryoxTS3FtfI8PeYWmROT1XQ69YlWXHT65bFm0AUWV2aJZHVBbWwLXCiqXzyIjIkjR3i7mNW93BJbuLpRIa/B/Ivdu1KWeZJ5KYf43PiIIsXTee3RWupWau+THXGxkQRHPwFW3sXVFXV2LztGH+tWUrLpp7UqduIlNQULl04TeOmnenVd3I2N3r4ry+kXydRd+acLLrpx4srUxLydk/O6TmThjIKc/FFkB6RVJHwffb9Ybs2tSsfPn5dIReI5/fBUz4s4rl4wYf9e7exdv0eqfs+97urFDPFlISEeMaMHsaDu5coWdqZKu71qV6zGVbWmdfZzvy1I1Wr1vj35XuKbr0nUrN2C4kBcESfK2X/KFhkHQNldf/NaUxMSIjn4IEdHDm4ixLGJtjaOmJhaQUIEApT0dDQwtbOAXt7ZwBiYqJAIEBNTQ11NXXW/7WCpKRElizbkFGmLP0jMTEBgUAlWzCp27eusX7dcl69fM60mYtp2qwt379/xefEQfbt3ULn7uPxrN4445xCQ4OZOX0Kjx7+Q/fe46jXwBtIc9k/sHshr1/7M/+3Vdg7OOfYHnlx+eJpFi6YyrJVZzJtz2salqxcu3yUjX/NRl/fgDV/7cGlXIUc95c0gRQKhSxbMovnz3zZuOVwtt+Tk5PZtmUt166eZ9PWI5nGhdy+o7Oeu55GSDaxm9vypFlj08nNxF9cPZmEhhhrrbzW3MrT0lqYFmJpSOorOQX9yu37Jaf+mNfz3751HTu3b2DVup3ZliFkrTtdMAqFQp48vsHhA+uYOW97pvqDgr5x+dIZAgI+YWhkypVLR5gxd2uObZC2jje9P0rq1/L4gJKbJSa5fS5lqS8rKioCKpYzvy8UCj1y3LGQcDdVEV73lr9dU3tTksKcoywoqmU3AKhc1I1QUrgcP7afho2LJlqqksIhNTWVkcMHkZqawh9rz6KnbwSIf4GMGTeTx4/ukpKSzMGjVyhRwgSQnkOxqCdPStLIb7RWoVDIgf3b2fDXCsqWdWXC5LkkJiQQ+O413799RSBIi6gdEhLEzRuXCXwbgIqqCrq6aTlek5KSSE5OwtbOIZPQzYm7d65z+eJpHj++x6tXz0lJTsHcwpJSpewoWcqOqKgIfB/dZ/S46dSq3RADA0MAtDTTctNqaGpy88YFPKs3zijT2NiUlavXc+r0debM6IuDoyslSzlRqaI1bhX+YPPGVQz4pQMGhkZ079Gf9h17ymQRzQuXLp5i/pxJLBa5HvJ2KazbwBv3ao1Z+tswBvTrzJhxU6lRs57EdF6S+oRAIKBTlz4MGdhF7O9qamr0/nkIhw/tYveujbRu3REDQ/HjSWG636dfT2nXVXQynS54s7ouy+JGnR6d+dN3txxFQ37HRXmOq4o0Rku6xlmvZUG0Oacyk5OTOXZ0L5cunGL02Ok4OpUlOTmZC+dPsnP7emJiotmy/RiWVjZS67j/8B2zp/fm4/sAEED7TkOy7VfVqBaKAAAgAElEQVSihAmqGpZo60Tw9MktPr5/JbX94oSjNKu4rL/lBWnPedb6CsKlWl2tYMZuJflDUS27+zu1b9hx/6FLeXbPKSjk8dJUpIFeUQgJCcK7VS3OXHiIrq6e1P3DwoIoUcKsEFqmRJ6cOnmI7Vv/YsK0TVRxy/klLY2cnsX4uDC0tLO7PioqijbO5URBWCnEERISRKtm1Rg2YlKugx9JQ9z4kZKSQp0azvQbMJJKlT1xrVAZdTV1Pn/5yMf3gXz4EEhCYgKdOvVGRzct76xQKGTv7s2sWD6HcRNmU69eEzp3aMyipX9hYJxmGRR1mzzjs5Mb//gwYcoaqns4ZtSdmprKo4d3+GP5POIT4unS9WeatfhJprFQVlJSUmjvXY9Jv87H0CTN2irrRC+vk1LfR9e5cvEwL57doXvP/gwYNCZXqYnevnlF397ebN15AltbB7H7PHp4l783/M6De7eoULEKS5f/nSF6RZE1nYpdKUux44es5MdNMh3RiN6y4PciWO6Rk5UfDyWTl/mHJFdkcVy9co4Vy+ZSooQxtes0YvvWdZQpW57AwNfY2JSmR6+BNGzUXKYlX34vgtm26TeioyMZMGQ26uoa3Ll1DkfnipiYpPWXcmWMmTR+EH5+TynjUoXStmVxLlsZB8e0MSynnMNZydr/C9LtPTdB2Qqqvqxoaqji4myqMFZPpWU3DYW07H78HEVSsqBYTQCV5A8dHV1UVdUIDw+VaYKnFLrFk+9B37Au5UJMdAR+L7Kngskpr2DW33JaQyduoqrI620UtV3iELeGqiDab2JixoRJc7h29bzcxa648eP7ty/o6unTf+DoTNttbR0kCq1zZ4+zdfMaunXvx9MnD+jcpQ8r/tzMhLED+PmX4fTsPTBjX1cXU1JTuvL1y3umjO/IsNGLaP9TUyAtT2xV9xps3n6Mf65d4NDBnaxYNpcu3foydPhEuVh6IyLC+Pr1E+XKV+TzN2GuLBq5meyK4la5Nm6Va2NqlMjPvdtSo1Z93NzcZT7e3sGZkaOnMHhAZ7ZsP46FhVW2fSpX8WTVmp3ExcUyekQffE4eokOnXty5F4DRv/fZ1cVU6to/0fPLq9DNWk5WcvOc5GXf3D6HhfEcy9KG3NSrCC7QeZ1/SGvv8+dPOH5kL+fOnWDajMXUq++FQCCgabO2fPz4DjNzixxdlrOSfq0unT/E0j+Poa6uQcArXzasnQFAxUq1ad6qJ9s3n+HDxy8sWHpQYuA+WceA/Ljl5wbR51lR3p9+L4KxtNAt6mYoEYNCit2IyASSk+KybS/qDq2IkUh/FLS1dWjRqh0+Jw4yYNAYqfsr12QWT6xKurN+3e+cO72H1t596d57fKbfJb28cpv7Nfibn9g1d9KskoosiBWJwrpG6uoa6MjRupmOuPEjIiKc+Pjs7x1J+L0I5vmLD7hVcsfauhSfP38AwN2jJtt2nuDXSUO5fv0ic+f/ibl52qSvoqsFffr9SsVKNfljyRj2bLMgKSmJSVPmUaNmfVRUVKhX34t69b348vkjE8cPJCDgBfMWrERPTz9f52xsbIq3d1eWL1tO156Zx9isk9JPH19z785FXjy7x+tXT0hIjCc1JYXU1BR0dQ2o28Cbxk07Y20jW5AeC0trWrRsx4VzPrkSuwDtO/YkIiKcwQO6sGnr4YzlDFnR0tLm0aO7aOvosmbVYpKSU/h99Sn09I3EirqcxgJJ40d+KOhnRtqHQlnmL0Uxx8ntdVGE8Tkv8w9p7b5y+Swzp42mZav2zFvwZ6Yo5KVK21GqtJ3MdWWNyG1YwoyXr99gFSdg57bfadSsD1U8mnD/9hnW/DEZTU0tps/dKjVCfV4/esmbwsqpm5ePMLGxSQXVHCX5QCHFrijSOpsiTk4L60H80ShZ0pbPnz4USNmK9gXw/wGhUMiH94EEBX3l69dPPPF9wOPHT4iOCgdAR0fy5D23z3V+U4Tk1TKipGAxMDDk65dPBVpHXFwsPicOsvKP3xg5eqpMx6T3sWo1vJi4509u377GoiXrMn4vWcqOzduOseGvFXRq15DePw+hUeMWmP0reqt6NODYyX/48uUTXTo2ZlD/zhw9eQM7u/9cm62sS7Juwz6aNHDjxfMneHjWyve5du72M726tebt2wCq12mLqVlJypX9LzBWcNBnDuxdzaMH16hVpwWNvDoxaNg8tHX0UFFRRVVFlaCgz1y6cJC5M/pgY+NAvUbtqFS5NoZG4tdoJycnc/rUEc6dOc7Q4RPz1O6+/YYTHR3JwF86sn7TAbGCVyAQULqUPZcunOLM+QcsXDifTevnMnjEAjQ0pHuRFPd3dm6jNYuiHPeKnqmTh7F63S4qVc7fR/z0ey3quWFra8S634eBUIiWliYNvHqgpa1H7QYd6NYjbf1uTt4jipYuSJalNPJ4nmX1IijuY8f/Awopdm2s9FBXU8nVehVFGqwLa03bj4ZQKCQ5JSXjb3kKVOUHiMJlYL+O3L51LdO20WOnM3JUMz5+jsHW3gVdXYMCqdvVxZTnKTqUy4VLtBLFpHadRsyZNZ4P7wNzZdmQRnJyEpPGD+Lp04cEff9GeddK/L3lkMwugq4uply8/IDr105SsnQZ/J8/QFX1v9dp+lhTr3FfnMs1Yv/uPzl6ZA8hwd/pN3g21Wo0xdCoBIZGJTh5+jb7922nb++2ODuXo0evgRnuixrqGiQmJso0AU5KSiLg1XOe+D4gLi4WW1sHDI2MqVzFE4FAwK2bVzh8cBfWNvY8eXSZJ48uo6dvRFxcNKoqaujpGZKYGE+TZl1YvvIkOrriP0ZZWJaia4/RdOw8lHt3L3Hj2km2bVqIqaklZVyqEB0VwfdvHxAKEzEzs+D9u7fYlCzNmPEzaNgo7wEIh4/8lfj4eKZOHs6qtTvFTs77DRzFpPGDSE5JplffySz9bRjzZvZlxpwtqIlYrXK7LEIeZK1TnuPQyXNPZUrhokR+CIVCHj64w+fPH2jVukOu1qJnJT4+jqSkJBwcy+a5DHH5ldMjI48aXo5hw//H3nnHx3z/cfz5zV4iIheZhARZYseqUaP23qNGzZpViiqqtKq6VFu7yq81S0tLba2iyw6JWBUykASRPe9+f5y73F1u57K41+PhIff9fr6f/f18P6/Pe12nqps7lZydOPTLeiZO/8IgKa0i4VV3uKy4x9JEjk31jukzl02959O2H1XUCisoEJusTDNMh3JJdl0q2xWJ5acJxY3FZkb5weVL52jb7hW90jpVqlzCtTHDGGRlZdK8ibJqYxXXqnTp2ofwVkMACDYsTr1R0DY/zOtExYGVtTU2Nrbk55tWNezSxfPEx9/j6zXb8PH1w8rK8E/h40eJ7N29jhGj5zB23CTmzJrA9l1HqObhpbTR8vSqwfRZnwJw578oVn36Jt9vXsGidz+iXfsu+Pj6MXPWQrp07c3OHd+y5N1Z1A0M5e13PsTe3gEnp0pFwh/JkJaWyvlzfxEe/hKd2tfHzs6eVq3b4+joxNmzZzh18hjf/m8fhw7uY+f2TQSHNKWKqzu1AkLJyc7io8+lIXtq1XAg9WkK9vYOVHapotcm0crahuYtO9O8ZWcKCvL573Ykt25EEBJUA2/fGjg4OJKc9BAXl6o6ww8pQtO3XBAE3nhzIa+N6s2MqSPp1r0fXbv3U0rTtGlLbG3tGDa4kFS/1KanxnJA/cbdxrZ4KuOaoNqvpjrQVYzHa0bJIzb2Hu/Mn0V+fj6WllbcvHGNmbMWGpXXhfN/M3vmOOrVb2VUvG1tJNdbFAXAio+O0Lt3MB26vMq9+8F8unQ41kKGUfVVd0ikbr3QRKQrutBB0/oku+Zgr36tLitIbEHiZ/xBzPOCckl2AWxs7Ax+pqQJrylOisykXDMePIgnNTVFr7S+1esYnL+530se+fn5gFTtsFfvwdTw8yf65hO9njXl+BgzP8wof4i+dgUrKyv8agaYLM9vNnzBLz//wJp1O/D08jE6n/79OrPyEyeaNuvISy2D2b51I//9d5NqHl4an6lZK5jPvjpI1NV/WbzoTYZej2L8xDd4/CiZ1ycOoUYNf9LSUjlz+gSTJw5h34E/sbC04JsNqxg1ZnIRUv7tN1/yzYZVvDZuGm3aduLEiYMMGfoawSH1iYxOxtt3I2NGSuP6enn54uLqjrW1Dc6VXenUeQj1gt3leTk4FDpWMfRbZ2lpRZ9eHYAOStcNcaajWLYmWFtb06VrH1YsX8gfJ48SGFRPKT7xv/+cxsvbl0HDZuPhWQM3kaeSxF1fOLtU15nGVPaLptJcMqPk8eB+PB8tX8Ctm9HMmbeU8GYvsfCd6Vy88DcSiUQu3X2a8oTs7CyNa0FBQQEHftnNqVPHOHf2T5YtX42zawjXb6UYZSeqieR6ia6SkBTKg0RbGjQNJz4xDH8/D1q3681vx/YwYnRRswJDpa+ydMWxCTfEDMkY8yZTE2zzPr7iodyS3dzcbL3TlrT6kRmlg2XLVzN2TF+CQxrQsFG4Vql97L0bZkJTxpC9bxKJBNfK2Xh5+ZKZkY6joxMt2gwjK6+yXkS3JD4a5vlR8SGRSNj/y26ahrcqloqgIh4/TmbzptWsWf9dsYguSCWN9vZO1PCRSmOSkh7KHVHpem7QwO6EBHnzwZK5uFZ148H9OJydXXhv6ee4urrx1uwJuIs8sLCw4LutB5g6eQQ5OdlFbF7rhTWimocXMTG3ycvNZfSYKfj41JC/m63b9mLv7rWEN3+FcZMWy1V5i2N/VtabvBPHD7J46ee83L4LLi7KaiK1/OviVzOA9V/P5/fT0g2/rvaou5+ack8vwqsI1Ri52shwWfehGYYjJuY248b0o/+AEUybPpta/iHMnzeFzMwM1m38gb//+oO9P24j8uolHj9OxsrKmjZtO9E0vBU9eg1UChM0a+ZYUp+m0KfvUObO+wA3kfTQyZg9bEzsA7UkFyAhSapR4ermx/37SbhUkz7Ts2cX1q/9XKtavboDL9X5rE07Qh9ok5Bqyt8YGHp4p489v9kPTMVCeSW7AWIF283nCaZ8MZ6306XqNWrSuUtvLl74h4aNwoGiBxmy3+lpT8umkmbIEVy3Kid/O0yzFm1o3iSUpuGtiImJoXf/STg56a9mXhLz2Dw/Kj5OnzrOHyePsmnLXpPl+ev+PTRr3hpLC9OQ50qVHLgefZUtm1dzPyEOdzWhcVQhd4YW2oDFSz9jwriBfLtlHxYWlowY2pXTf99k7fqdSCQSQOrsaukHq5j6+nAGDBqpRKhbt+nE7l3fUZCfz1drthYWcl+6Xv7952Esrazp3X+iXkRX9X5ph3nRtRakpDwm+toVPv/iW7WxdOsGhlC/fhMS4u4RE3MbPz9/oxxR5eak6Uwj2/hriivavZP+qtuaUBZhdkqzzPK0h1FXl2tREfy4eyvx95O5dvUsA4ZOo037vsTGRVKzloSnKU+4c+cmS96dxaVLZxk/4Q0mTHoTv5oBpKU95cD+PSxaMAO/mv5yu/usrEx+O36Qb//3M40aNzO6rrJ5Fx6yQ05uZUhICiU+KVj+OyMrgZxcH/mc/OnHOKxUTCO0jYPiwY1iP+kiq8WFqfMyVFqtb1rFeublm212yyOKH7yvZHDLkMQy6V9Jwyw5LnmEhNTn6JFfyMrKlF9T7HfzGJQfRFw+x4xpo8jMzKB5izac/fcMDRq1oUfvMXo9HxP7QP7BLq13+HmDrN+ex7777/YNWrfugEhUzWR5tm7bib//OknqU/3MJXRh4KBRzJvzOg4Ojrw1b6nB4YHq1A3B378ua1d/wqk/jlE3ULoZFQRByQFTvbBGvDpqIlMmDiU9vZCIWVlZIQgCCQmxcnKsiC7dR9C8ZVc2rX8PMC7Mi+xfaUBbOWlpqbw6tBsDB49SS3Rl6N13CG3admLwgA7ExNwuiWoqQVHaZeqwLMX1Mq8PFNcQ2ca9tMa8PDiOjIxO5sDRq/K/ZYi4fI7XJw5BsHIhrH4rps36hHbt+8rv7/nhO06fOo6VlTX+AXXZs/ck/QaMwD+gLpaWlri4uNKgQVNsbe0IDmkgf87a2oYRr07gzRlj2PfTDqW66BN9REZ0vd0j6NNuAV6iq3iLIuRpZNJcgPjEMCKvexB15RQTJ4wDpBooG9evZOiwsTrLgsLDHHXOqUwJ1XlYFlCc+6r/tKVThLVVeaVVLzbKq2TXIJTmh7g4L2F5OcEsz+jctQ+nT59g9sxxrFy1GWsb7XHfzCgbPEpOZPO3qwG4EnGB/kPe4sqVS4wZv0CjJEXTxk0xAL1ZNcgwPM/9VKduCNu+30gNP38GDRldbFVmiUTClk1fI3L31NsBoi4MHT6Wvv2HYWdnX+SebGwiIh+QmvqESk6VqV/Pi7y8PB4lJ/LgQQLR0Ve5dTOa9PQ0Xunck6HDxmksa+z4GTx4kMC8OZP4anWhFHfxks+ZOWM0E8YO4N0ln/E0vdD2Nicni8sX/mDClPdN0l5tKOl3N+XJY/Ly8ujU7XWt6Vxd3Zg642127dyCs3NRDRNTE0jF9UsR6vI2pm8UtZtMJQlVF54GTE/W9YEx7TFVPyQlLCAvJxgIk0svFb3qWggWvNSmB1XdCjU2ZN7+W7YcSo9eA9W++yBdb5a9P48OHbspOZizsrLirXlL6TtgOFMnDce5cmWdXspVv5fhIVKSrEhyvUURxCeFARCfFEx8YhgSiYR/T+9m0OCRuIncSU19yusTBtOn71DavdxZr7JkKOm5UdaHK4aYdpj3KRUP5Zbs2tk76k5kxnMHCwsLFi/5nEkTRjFx/CA++2KT2nSGBnQ3w7RITHrIiWO/AjDrjbHk5+cxbcbbBqk1aft4FvdjYp4fpkNZqRq2aNmWt99ZxqIFb9C6bUe8vHyLld+tW9GcPn2CvT+fxsHRdN8XTZtdGX79ZQs/7lpDQUEeNja25ObmUsW1Ki4uVbh54xoAvtX9GDN2mtZYl4IgMG/+Mjq+HEZCQqy8P2JjY/Dw9OZ+Qhw7t39Ll55T5c9kpD8lLz+XmzcuERwaboLWakZJhdWRwcPTm/yCfO7FXNeZd2rqU/LyctXG41WEps2vW7WQYtVVE4rTL/o+p2nt1OQxtzxu2HX1k6nq/G/kEI3l2zjUokuP0cyd2ZdaAaFMnTaTFi3bAuDmXp1t32+gXfsu1KhRS20e9+/HcfXKReoGhrJ40UxatGzHK517yQ/tAgIC+eiTtbwxfTTBwfWLOLNSHS+ZNDc8JEpJbVm4I9XokNQU5OrL8YlhpKencGz/Wh4l3+O9JdLDruPHDuDp6cO4CW9obPfzDk3vvLo5py6skuy3GRUL5VbebupQE6aAvgtBeVD5qsiwtrZm/cbvyM3N4eiR/Wrb+eRJUhnUzAwZgoLqcSEigWoeXuTn5yFy92Ds+Bl6PWuoPYwxH2Dz/Cg+ykNIt3btu+DtU52kxKIxG/VFYuID3p47mQljB9C33zAcHB1NPj9u37rObycOEnsvpsi9J8n/ERBQl8VLPmffgT/553wMx367zNBhY2nZ6mVWff0dq9ftKEJ01c17KysrWrRsx2/HDwKQl5vL778d5sihn8nKyqRqVZFS+qpuniz7eDcXz//Bj7tWa6y/KdQHVfMwxEurYh6aYG1tzdBhY/n0o2kseXcWv504qDGtvb0DFhYWpKQ81lmmOlXE7Cz9PMiDlDBqOrhTF2u0tAiFOrVQ1fqU1z1EWdRL3Rh27zWaT1b9QvUaddi0cRVxsTHs3vU/pkwcRGTkJUaN6MGEsQNYOH86N65HKj3r5eXLz7/+xak/jvHk8SPWfv0J321Zp5SmfoOmDB8xnvnzpiiZIchUlWNiH5CXcwR355X0abeAPm0X0DR4G96iCHzSLyPckWBxR4ykpsCPh7sRlxhEfGIYUVfOsPqTiYjcvdm+64iSI7cqrlWVtGS0vfuyuV0WEv/yAMW1QZudshnlH+VWspufl1vWVSiC4qoxl/XGsSLB0tKSia/PYsWHC+jdZ7DSvcjoZCwKYqhSRaThaTNKA5aWlmRmSmP1bd91xGQec9XBUEnvgwTz/FCFIetPeTnhF4vF3PnvJieOHSQhIY7DB/diaWlFQO1Ahg4fW8Qbryqepjzh9QmDeemlDny37Vd8fGoA6ueHRCIhPT2N1NQUMjMzyMxIp6BATJ26wZw5fYIfd39PYuJDJBIxXl6+dOnah6Skhxw7up+kpIfUqRPMubN/MmrMZCKvXmL5ijU4V3bhvfdX8v3W3Rw+vI+PPnyHBo3CadOmEyAlcOpiiysSRdUxa9aqP+u+nMugwaO5c+cmmzd9JXWM8/qb2NjYFhm7Kq7uzJj9GW/P6s9rr43Gt7qfQWOg2D/Z2VnY2zuUiKMX0P1+jxk7FXfPMNKf3ubjj5bwww+7ef31KXh5+eBaVYRYLCY2NoZbN6Op7FKF27eu06RpS73LltU3PTUBO/sqWuumqW2qhLI0VEFl80RXf5dXSa46lLRXcHWSU3Xj41JFRO/+EzhxaCPDBnfBt7of09+Yy0ttupGdncWvB37kl327+Pabr/hwxRqlZ2vUqMXRE5cAiL0Xw5CBHakbGEKz5q3lacaMnca+vTu5EnGesPpNlGxymwbvwlsUISW1V6SOj8Q1LbC4I8bijhhxTQsK2luy92ANxoz7gabNblAgrkbcvWtMn/0ZgUGNuXUnHUgH4L87iTx9mltu1ndDUJL7Z33zrSjvjhlFUW7JrhlmtG7Tkd27/seWb1czfuJMpQU6MTmToDKsmxlSLFi0giXvztLbMY+uj6wm+zfF580fHMNhjHStPPRzQUEBL7fvQoG4gP0//0DzFm1wc3Pn0MG9rP5yBfMXLgek8VXXrv6EJ08eY/0sFm2BuIAnjx/RvecA3pi1UOkwpqCggH/+/oMTxw9y62Y0iYkPSEy8j6WFJc7OLjg4OuLg4IhEIiH62lXqN2jCoCGjCagdiIDA+fN/c+b0Cdzc3Jk2Y77Uw7OlJaNG9GT92s8AyC+Qxpy2s7OnRauujBv7Ko8eJXHx/D/s27uD06eOM3X622rbra3v+/TqwOED9ejXpy0TJs6kmocX9eo3xsbGVuMzVat60KP3GEYM64GbW1UkEgldu/VlxMiJ2Ns7cPTQdo4c3I6NrR3eXh5MmzGfwKBCRze5uTm8v2QO+3/+gRp+gdjaOZD0MI5V647pNY6mem8tLCzo2aMd0I4+/Yay5L3FLHhnFslJCeTlZiMIAlXdRPj716VX78FyD7j6QhNh1Nc8IzI6WR52qDShKHXSt6/DFGIsA0REJZZI3fSFJpVRfdKbCpoIb6VKLvQeOJu58z/AwsKC6Khz7P9lN1+vWk5qagqBQfVo2Li5xnwlEgkjR3RH5O7B48fKbbO0tKRz51788ftRwuo30ZiHuKZU88PqRL78d0F7S/6+MoTFH/zE+EnDiL6Rj7iggOWf7iliCigWizl+ZCcjX5uvd3+oQlN0DFNCmzqxqb//5eEbZ0bpwEx2SxHmF8twvDVvKcMGdaZ9h26Asv2VmfiUPbp07cOmDauIuXOLoGCpc4zifAj1kXyYx91wFNfer6xgbW1dRFoCEN68NQP7voy3bw2epjzm4IGfmD7zHQJqB5KfL90MWlpYYGNjSw0/fznRlUgknPrjGId/3cWdmHt06NiN9h264u7uiXs1TxwdnYqUlZeXp+RgBsA/oC6DBo8qknbzdz/TtVMTln+8FlfXon1YtaoIz+rNmTS9OT373Ubk7mPUfF6z7lt27PyFQwe34+vrR16uVBNKG0no2WcsDRq2BkEgNzeb079tp1vnFnh4+BITc51Zc1dha+dATsZdJk0YRKuX2lOQn09KyhPiYmMIqBPEmk2niL17g6WLRlM3qJFBdVZXv+LMM3t7Bz5cvkL++/zFuyAING5gWHxcU0JG1BTXMUUCpa8TnOL0i77PRkQlKhFe2d9lRXplfWeo1NHYNUvTgYS2A9fom08QFxRw8ex5Nqxfxey3v6KWfyj1VA4OVCEIAvXrN6FV6w507da3yH1Hp0o8efKoSNsTkkJJSArFS3QVn/TLWNwRI8RIkPgJiGtacDZqGN/veIxgVR2/uq/xcidPYmIfyImuIjlNfBjL05RHhIZpJuX6QLGOpv4W6zJ9MPV3ybyXeHFQbsmuWGJVLieiPqeOhp5QmqEZPj41eGveUiZNGMw33/5EWpZUgujsUnYbGjOU4ePrx717dwgKDtM63035LuhaG3yqB5isrOcdFdHxRtWqIl6fOof333sLgBkzF9Clax+1qvRpaals3vQVZ/89w3+3b1DF1Y15by+lVeuOepWlSnS1QRAEvH2q8+v+PTRoKJUqatrAefv4652vOgwZ3JMhg3sCUu/oX33xIU1aDqRSJRckEkmRvhAEgep+deW/A2qH0aZDJLfv3KHP0ACCggKf3Qlh5+5O/Hb8IE6VnHFxqcKdmCec/O0nHic/ICikKW/NX8PGte8CmkkDUITkqUqGTHm40rhhDa339Z3nIYFupHmHUalSFZOo/msjuor5l8V+QZHYqkp6yyNU548iNI2Vqciwt3sEf5wu4Jcfv8Jd5M6IsUuxsnPnXnyiVsdyMgwdPpZPVyxm4KCRau8nJWcolyeKkpPcpzvyuHCkgJuZEq6LBG4nCQiX6oBNZQ7v/4Gxkz8u8r6rtte5clWyszN5mpKMSwU18SmJw9ji8gzVuehRzexctzyiXJLduIQ0BKHc+s4yCGbCW3z07DWQnOwsxozsy7vLvqdqVQ+srOzKulpmII3ZFxV5mcFDR2tMo7rJNOZ9ULfJ0fbhs7Mzf3D0QUUkuiBVyfth5xbmzFtK9Rq1WPX5B/y0ZyvZOdmICwoIDKpHcEh9LC2t2LXjW9q068SMmQuoWas2rq5u5JWgT4gp0+bxyUeL5L8NOSCVpTcUe3Z/z4b1K9mwfiUAFhaWSCRiJBIJSz/agX9APdSvRFAAACAASURBVLXP1fIPoZZ/Uc/Dl6/E8iAxk91frkBAIDVV6uhpwcL38Kvpxs8/3aBe/ZZ6EV1Z+7QRleJAW9/pq5KsCtn6YchYaEqr7rBDnbqxvmtbSaGs1ZhB/TqvSYXcEFVnfa97u0eovQ5wPyGR7VtW02/ILAJDwrGwKDwE02V+A+DoWElu2qCI039GsXPH9wwZ8YY8r/CQHYTbb8Vibx5vb8xnS5yEupWgVktL7D0aYF3wCqlPk0l5GEnfARPw8KqlVA/FNoYEupGZkcaGNe/Sul1vrURXWzvK0/fB1O+HsfmpE2xlZpY/57pmlFOy+zQ1B4HccvVyyaDoCELfmF3lsR0VDQMGjeTG9ShOHv+RfoMmY0UcQYHm8DKlAXVz3NvDgr/O/M6mjV/Sb8BwmjVvo/U5Yza6uuzktOV168Zlc/ghHShvKsuGYPcP32Fra8uwEeMRBIFmzVtz579b8riq165FEHX1MmkZKaxet0PJ/hTUzw9NHmsN3fid/fcMNWoWSm1LQy2za7d+ODpV4uTvp/jnr8OIxQXyezeiL2oku5pw7NBGTp08xqgxk7l+PZITx37lxMkrVHWTSv/s7BywtrYxyOGSLq2Pkg7JY0j+plw/QgLdOHD0ahHyr/i/Oo/QLzJ0HRxogq45pk5aq/RbFKX0Oz4pWP739u/34u1bB/86jRDnJGBhr6xJoOtdOHb8DL7VQ4iMTiY9/Sn7933LmT9+ITs7k3bt+yHyCsXdeSXdB27D8kQBTw/lM+vvAu46wJE/mnI9bhjxiWH4+XogFotJT0uhknMVJYluypMkrl2/wb2YKPLycsjMSOXLz85y6eIp6jd4iZGvzdNaR01tKC2hjSHlGGKfrm85ug7HtNVNlk4slmhMY0bZoVySXW/PonZT5QVm9+NlhzrB7fj84xncvBFBw4b1yCuwICyscVlX67mDts22WCxm17YvOHpoO4HBTWjXcSjjJ45Xek4VhhBdYyQp5dHcoaKgIvbbwwcJrP7yIzZu/lG+0bOxsaVuYKGE0tPL55mdv3FQ3ATn5UQQnximdF+TI5sdW1fyz5+HmTXvyyLkuSTDd/hW92P4iPE0aNKXtLQUxAX5NG7oh62tnVGb1KnT3ib16VMO7N9D1259eWvuEjnRjYxO5m7Mdbw8qui9OS0rDSfFNaIs1wnZ2CvOG8V5oW7NNa9r+qO4Hq9VSS4oE12AYa/2YevWf/hk6QheG/cGnn7KZFdXHdxEXvz4w2oWvT2M+wl3CG/eiXkL15MrdkAQBMJDduAlukpOtJgvNuWx5mwBvXpbMabD+/xw2Itz/xzk9s31pDy+T1ZWBgUF+Yyd/DEd2ncF4PiRXezY+jlOlapibW2DlbUttrb2tGjZkdHjF1CpkovB/QK6Vf5NjeJI7fXVkDHGYaOuNLLy7O3KJa164VEuR8WlcvlVUTV/gMoGkdHJBIU04YMVu4i9d5PcrAQmTxyOk6MjA4a+wbixr+p83jxu2qG6qCv+zsvL5cTRH7h04RQZGal8vvowzs7S0BxR1x9pzLM0+tw8roahokp0JRIJv504yOefLGH4q+MJCAjU/ZCeUJ378Ylh8s0nSDfDiptfRfKruMmNuPwP9Rt35FFKFvmUrkdeWRtkm1pjiS5AWlYl1m7YqbaMyxdPcT3qH5a+f8KgPHVtYktyjS4psl0cSZAMigRYsQ9iYh9UuHe0JKGtL2UesE1BdFVJrgwenu7Mmt2TqMhALp8/S7XqrTTa6qpT768X1pxxkxZTqVIV3Kv54FJFREzsAwRBerjmJbqKd9olxr6Tw+6/xbRuXZMHKTX4cNkO7sVEYm/vhLggjwaN2nAt8hxV3Tx48ugB+Xm5bNn0IdFR55g4fRVu7r4mO1jT1wt5WUKXqrp5D2IGlFOyC2BpWT6rpo/9iHnimxaKfSty96Zdm/rcT4ihcfMBRF39hzVfvsPB/d+xbv33uInc1dqHmcfEeGRmprN00ShcXavRuOnLtG7XC1tbe4PyMLVUVxcqqgOOkkZF9B+Ql5fH0cM/s2XzGvLz85g3fxmtWrfX+Zw2TQN954fMA6pPzcvEBdcnISm0yGZYcWM5dPg0dm7/mrN//crM+d9iZWVTJI0+KO67UBLrnaw/9+xczaw571GpkrPWssrbXDOkT/SZH4bYg6oj24ohitQR3pLUBHgeoU9/Kfa5NvtcVcgIcXxSMMEhtTlz8hK3rp+jTlC43nnEPXhM46aF65Ysli5AoO82jm27zO5j+WRkQduXm3Pyt79p0SoQ1yoClpb1eaXzAM6c2s8rnTsRFxtNncCGHPplAyePb6eahx9jp67Ezs7RJPOmrEluSWqCmDpf896yYqB8MkrAWkvMwLKEPuSptKSILzKR8/Tyw9MLrK1bs+abk+zds44hg7qyc/chQgLNRMcYqDu0OfPXNX7a9SkeHjWYPutTtd5utcEQ+xtT4nGqE55eJs2yQkN1HCrKmpGdncWUScPIz89n8tQ5tG7TUS/Pp6DdLisk0E/+twyK0hjFjbDFHbGU8La/DCLNkh+AevVbUq9+S9Z8+TaffTCSJuHtadi4LU52YjIz0vDyromVtY1e9deE/Px8khIf4CaqptVTtCnVqGV5XY34m6dPH/Ny+y46n1Hsf9k3saScVJkanl5+Wu8ba4etCtUQRbJrZk0kZeg7l3U5KCtis/vM47EMCUmhRbQ4VNMDhDbwZ++PG6hVuyFWVvp5a1dVX/d2j8BbFEXT4G188WYOa44X8OH7Nrh5DyM1dzb1Gx5iw9p3EQSBydOXs3HtYnr07MfXX35K63a9aNKyPw2b9ebunasEhrTAwsKixIhuWcBUa0VJrjXlpa/M0I1yS3ZzcrLKugp6oTxM9hfxw3jndiQ1n3kRFQSBvgMmcT/hLgcP/MiIkRPl6V60fikuZP0lkUjY+v0GNqz9nJatezFh5OsGE11DyzQGmua+g/VDwDz2UHGJrkQiYfab43Cv5sn7y77E0tLSZHmfOfMPLlWLhv7RJe3xFkWQIAotYsOritenfUh83H9cOPcb+/d9y727N3FwcCb1aRI1awXTrGVnwlu8QhU1EkRN43M/IY6Pli/grz9/p5KTM0+fpuDl7UtwcBgLF3+itT6g2c5YFxTnzy97v2HA4ClE33yita4yqCO8pYHilqX4fTEUuvpZn/syVJR3tTSg2C+a+lDbuKsSXXXvsCLxBc0HWyHBIfz+201+P7qVjl1H66q6UvkykisLK2T1TT6jR1vz9W8FRFwPxyV9MAE1oVevTmxc9x69+41n3dcLqOUfSrfe0+naaxp34x4C4OhUmeB6rfQqXxMU39HyON/08bBeFiiPfWWGZpRbsisRi8u6CkajrF6C8rxgmRrZ2ZlFFr22L/dh88b3GTZivN7SHzOKIjc3h4XzpxMXd5dv/7ePmrVqy++V5YfGkLKzszNLsCblB9o2d+VlU2As7t79j+vRkRw8cs5ooqtJupufn63xGZn0xkt0FYlIIL+9cZ/JPIkD9Rp3p17j7vKNeXZ2JlFX/+XvPw+zc9sqmjTvyuSpi3XmdfHCv8ycPpphI8bxwYdf4ejoRE5ONrGxMWxct5Kxo/sSGNKKRo3bUlXkydVrRePsFhe5OdncvH6JGbM/NzoPfbzpmuL7VRxPraB+/dBWd13OiVSJljpHVdqeKc/fdH0iUhQXDfzHERP7vvwwKj4xTK/DG0XpoKIKswyaDq28RFflUl51KMiXMGlyFxa+/SVePrWLEE5th2ZNg3fhLYpAuCP12ps31pr0pDAmTm3G5k1HcK68jPmL1vDz3h106dKTnn1eo3O34XIP6zKiW1wp7vMUMaS4UmBd7TebKVZ86PyKC4JgB/wB2D5Lv1sikbwrCIIrsBPwA2KAQRKJ5MmzZz4GXgZmSSSSk4Ig+AF3gOkSieTLZ2m+As5JJJLNpm3SiwPVU/MXBZHRySQnZ+JWTfl6cGg41ta2nPrjGG3bvQLA05QnvLtoJl279cXX14+g4LASk1A+L/jw/bfJzMzgm80/YWdnmG2uoTDFh+NFOuRRhbo26xMeoSLg0K8/0bbdK1hZlf6ZrEzCE58UhnfNwo1rfFKYVjVmdVDclNrZOdCoSTsaNWnHteu3+GzZKOJiR+DjGwBoHs+l781mwaIVdHylh/y6ra0dAQGBvPf+Srbv2EvEpTNsXLuYpKR46gY2olOXoYjFYhKTn+DlW5tKlVzVEoT8/DyepiTzNOURzpVdqermiSAIRebR0cM7qBvUCAcHw6IlGGp/V9aaSrLvi9jAb6om8qFomymDjKzpgrHS+NJESY9VZHQyPapdVksgDZXwGkp4QararIpKjklY2fsya85IPv3oI+oGvE71Gt7y+6okWVFi7C2StiPOSeoDgCipBNnOOQz/OsmICwoIquPKnDe2snzFWkDqbV6xDcVFRfoOqMKYUGPFIaum2l+YuVTZQp9dRA7QXiKRpAuCYA2cFgThINAPOC6RSJYLgjAPmAfMFQRB5iKzDbAZOPnsdyIwQxCEdRKJJFdnqWZCohcUT7BfJMJrYVF06gqCQJ/+E/jqiw95qXUHLC0t+ePkURLi7rFrx2bu349DJPJg0eJP8A+oWwa1Lv/45+9TnDv3Fzt+OFriRNcQGBKKICTQTW87qucNzwvRzc3NYdeOzWzYtKdE8vfyqEztusrSAOlGWCWd6CrxSYWbYcWNb3GJSFDdANq0H8yny6fRsHEb6gY1orp3T7njJ0VYW9vgWlX9+N26k07TZh1p2qwjAPl5uXyzfgm//rIFCwtLMjIzibt3nSpVqlEnKJyX23cnoLa0TRfOn2TLNx8gkYCzcxVSUpKxtralXYe++FavQ2i9ZtjZOxIfd5utWz7mDTVSXX02g9okrZrtqsvOSZe674s2qM4DbZKmpsG79M5XkRSXt/e3NA4ZI6OTycs5Iv+tjpiqvoe65o46wqspfy/RVZoGb5PeU1gH4uKb4y2KwlsE/7Ty4fatu1Sv4a1EclVVomU4GzWssLxnB2eych8k/IdrVU/eXzIHZ2cXBGtfje3QF8XVcqhI0NTG4rRdn7214n2Pao6akpUNlzID0IPsSiQSCZD+7Kf1s38SoDfQ7tn1LcDvwFzAEhA/S6PIWJOAM8AoYIOOYgPs7Bz0qX+ZQXXxKMuFRFb287qYqVtsXEXqyWrT5p04ffIH9uz+nkGDR1E3MIT0jDR2/XiCgoICPv5oIdu3fcOCRStKo+oVDufO/skrnXvi6Fi6sa5N+TGWzhWfF+YDr+tDXBH7IPXpU3LzcqnlX6fYealvv7a124N/I7Xb5Bri+VWbBG/4q1Np3Lg5t25G8PvxH1n31QL8a9ejcdP2tHm5Dw4OTogLCrC2qcSVKxdp1Li50vPqxr5+PS8mTnlf6drtmHjysx9y6fwpvlm3hNTUR9jY2OFUyYVxk96jfsOX5Gk/WDyWn3/aSEDt+qz69E2srKyxsbFjzPiFhLeQasyofvtkcWwNheo7qphHaby/qhIf2W9N3xdtUNcOdWOfkBSqRHjVSQ5lJEgmzczLieDA0TC6dwqV51/W73VJl3/p8jZ5P0lEAvHnNL+TmhxXaXNQpSgpjk8MU3o2LydCWbtDFEH1Kxfl930CLgNw+K8Cbt7IpUM7MU2D49TWTZ0Hd3kdFMhxfGIY3ftOZvfWj7CxrsPMuWv11kLTZNf6vO8NSwv6+CaQQSyWqE1TRlzKjGfQ6/hSEARL4DwQAHwtkUj+EQShmkQiuQ8gkUjuC4Lg/uzvSEEQHIDTwFsqWS0HDgqCsElHkbfy83IbGNKQ0sKLJkEtD1DX35npiTg4uRe5Hhok4q25S5k8cQhdu/UloHYQyUmJZGVlYm/vQMdOPVj63luIxeLnyq73wf14fv/tMA8fJiAuEOPp5YO9vQOJifdJSkqkQYMmdOjUHVtb7TGss7IyqVzZuODzxYGpP8ay+fG82dqoC6ulDRW1zW4id+xs7UhIiMXbu7rJ809KjEfk7l3kumx9N0Ziq7rh1raxlsHCwoLg0HCCQ8Pp1Xec1BfBlb/589Sv/PjDGtq178t/tyNxcrRh4MCRSuXpivGqCH8/b8CbuoGNGDx8BvcT7pKTnYlfraAiaee8swaJWIyNrR0SiYSsrIxnhFd9hARDVZQ1XZN5a9aUn1gs5vjRAzRv2RYnp0pIJBKTruGK5crWD2Ok95HRyVrD2xTGbo4gPilMq7osSOeLLJ8DR5WlhbJyZCT4ecGly9vwFkWRkBRKuP1WJCIBb/cI+buj+LcMsnFSdxAD6h1UyfrV2z1CrtUhcyClSFLPMggskXtPjjvvQ/WUGMa9m8OsUdaMGRrPwyeF5SqOpTazh/ikYHk7/Hw98PP1oFGDHXr3ky5tCjNKH/Z2mmlVGXApM55BL7IrkUgKgAaCILgAPwmCoHVllUgk0zRcvyMIwr/AMHX3FZGfn6dP1coU5eF09UWDrL9PnowsQnZl9wKDQmnTrhPr1nzK7DnvERAQyKGDe+nbbxiNm7TAwtKOwwf30rV7v1Kvv6HIy83lwYMExBIx1avX1HjS27ljI0LrNaRtu1ewtLTk1q1oMjMzqFbNEx+fGuzbt5MN61aydsNOoqIus/W7DVhaWjJ77hJq1y7c8DZp2pLvtqxl/MSZasvRJIUxFvqqwhl6yJSZkaT2MKSiQrGfyiqcU2nDv3Yg16KulAjZTU5KUEt2jYWqp1hNUNygqyNRdnYONG7ansZN2/PwQSxHD22nWYvOTJkyUR5myBQOgTy9ami8Z21tw+NHD8l9/BAPzxpyG111hyzq6qLLFlUTeVQNTyRDZkYGn6xYRGLiA27fuk5WdiZOjpVwE1Xj2//tK5YPBk3vk2z9MPbQIzxEmbCoEh4Z0ZVBE9GVP68wbxSlvSC9Xlp+Cww5YCku4pOCaRq8C4lI4GzUMCWiq/g/gLXtK0p11PdAUDFPpQOpZyRUVeXZWxTF2ahhPM7IwqdDHBMniNn2az4N2lmiahmly7ZfkeQaCkMkjWaUH5QFlzJDCoMMUyQSSYogCL8DXYCHgiB4PjuJ8ESqR64PlgG7kRpqa0SBuIBrkWflv/1qSReOmP8K1T7cRF6I3L25ef2SnBzb2TlQ0z+E+wkxpDxJkqcNqFOf7OwM4u7dkl/z8PKjShWRUjlOlSrjW70OsfdukJ72VH49KKQpT54k8SAhBgsgMTkTZ5fq5OU5c+vGZXk6lyoiPL38uHM7Uu7R0crKmtp1G5CUGE9yUkK5bJMMPtUDsLNzLFdtys51wc6+CskPI7lWIFVvz8mWtsPZ4THpaU9JTM7kWoGDvE09e/Zm147N7Nm1kTnzlzBn1kSsLAoIqB3IyFET2LF9I04udbEgHVcXi3I3TpFXLxJ59RL3E+KIjLqGi0tlagfUxtbWltTUp9jZOzNj5kIePoihoKCAseMm4l7NmyHDJqodp67denL08E8sWzoTkciDfv2HkZ6exqYNn9Cr92BcXKrgJvKieYs27PtxC//+fYxKlSprbFM+PuTnZ5Oacq+w/s5e8nGSwca2Es4u1UlNuUduTlph/1ULITvrCemp0n6+VuCgc+4lP5RuXCwsrHAV1SUzPZHMjMI6ubjWAiDl8X9kpieSDDg4inBwcudx0nVOPozE3c2hQr1PuWIPeZsATj5UbpNYnP/seTtcqvqTnppAdtYTeZ+Wxzbp8z5dj76KnY0FQcH1SmScsrMylNL6VA8g5l42j5NvyK/Z2VfBydmLlEe35d6bVedeylOpVpqlrXScCnIKN8YWVpXx9b7H08c5PEmWPLt/H0tbT9wqi5XeE1e3OkXep8qVvRgxeg7JDyO5deMSAClplmrfp7Zt2yqNU/Kz75OVlZ3BbQL458/D/LxvF1+uO05qijTPawUO/PnXZULqt+PUKc1zz+lZGOG0nMogzqUgt3DsLKxdiYmF/Ky7uFSWkmjFNeLkSek7KhunJ0+SiI+9TVbmExo2rM+CRR+RkZlBfOxNfv/tMAd+3krjpi8Va+5lZjkWeZ9k75Di+6RpnJycvWjcsLZ8PjlYXKGSzUWCLKO4VhDM3YRA8rNiScsQERr0H49TnLl3ryWpGdVIy3RH5JaFjU0B8QnS/kjLEGFrl4eDkzWpKTnkZ90FQBAssbTzITa+Ok62N56V9S8Z+fXJyjhEfHwVkh864e7mwK27OdSqFYiNEGfS71NIYNH3CdxMukYkJmfi4tqavNyT/HW+BdBC2vdOF7B3sEKSe4+CAoG0DBFpWb74BzQsMk5XCoqOkzjfBgurSvL+BHB398TZpTq3byciKZCGu3R2fEimOBxxfhrJDx8Vzucse/LzBaJv1iQrM59v9yzAL8iChsl/snFrKr17NwTA0lKCj3c6WZn5WAv3C7vJWnq4Fh9fRdoflR/h4CgNPaZrLQdo2bKFfJyuRd7ROk6mWMvPnPmnXO6NysP3SVub6oU1QRdKk0uZIYUgVSPXkkAQREDes8GxB44AHwFtgUcKRtWuEolkjoY8/ID9Eokk9NnvXUBzYJE6D2IRUYk/9O3ZasBPv5wxumGlAbNkt3Sg7tT65MmTtG3bVimN6lhcvXKRr1YtJyXlMTNnLeSdt6cxfcZ8/AM7sGPrSjIzUnltwqIieZclxGIx69d+xk97tvHGmwto2eplKrtUQSKRcC0qgpycHDw9vdn87dccPfwLNWvVJvZeDA8exNM0vBUbv/1Ra/7p6Wk4OjrJpSF7fviOjRu+YOfu4zg7Vwbgww/extbWjjdnv6s2D31tRA2V/OozBvrmmfwwErdqynEyy8sY6wNTSM0rUntlyM7O4rsta9m5YzMbvtmtFPbKlLgWeZagkKby38b0ty4JpjoV1uJIczTBUI/c+uBa5DmWLhrFG2+tJLx5J0IC3Th39k/Gju7L/He/ITSsucZn9fEyDLr7QLFdA/u+zFvzlhLerNC2+J+//2Dp4rf46edTWNvY6FWmOqjrK4uCO4gta+pdP0VcuryNvtXfweKOGHFNC+Kc6nM2ahCAPL4qaLflVIQ6p0xy6aaK119FiWRFfP9BqqpdRKKqpr3/Rg4B9HuX1M1J1ed0pZFJ7OOTgrl7tzJW9lLtiMgLX5EQ/5B35hV+bxSdU8mk9opjow/Ke/xbM9TD1saSwNpu5yUSiRLrLQsuBdDI20JyZpLpHXY6LMot0kaVum4CegCJsvqq3G8H7EPqXRrgR4lEssTkFX0GfSS7nsCWZ7rmFsAuiUSyXxCEv4BdgiCMBe4BAw0o9wPgorYENjpsC6F8xL4yE17TQVtfql4PD2+i9T5AaL2GrFm/g6+//IgPls5jxSfrmTF1JCNfy6Z1214sXTiKZi06E1KvmekaYSTEYjGnTx1ny7erycvLZeuOQ7iJCtVwBUEgOKS+/Pe8+csYOGgUyckPcXGpSjUPT728Jzs5VVL63X/gq1y6dI7v/7eOyVOl6+u4CW8wsO/L9Ow9SEnFWR8U913Q9XHXV41XJuU1Vb1KA6byBVAR2qoO8fH3mDppOH61Atj8v334+PoZnZeueSQ7vTcWqhtxVUJSGkTX1OOsaJ8aGNwYgJUfv8HFK1Lp1L6fpKq5/fq8wo3/UuXPgHo7ZUWokgZ9oPg96Nq9Hz/v3alEdps1b4NfrQC+3fQVEya9qV8jVfIH9WuKX61g7O0d9VYZV8xLlYCqxmtVJT/aIFOvVVXhlSE+KVhuRwogO77Ze/J9IqOLOhMrTRw4etVgW2KZvbyszurmiuoBga4Yx7LrutJp8tKszv5apskBEHn1Bs2aN1TrfdkYolteHJ+aYXKUCZcqQ2wGvgL+pyXNKYlE0kPLfZNBH2/MEUBDNdcfAR30KUQikcQAoQq/LyMdbJOgrBYERQmWeVEqGRSXAAiCwNTp8/jn7z/Izs5i6bJVzJg6kq83/Mb0WZ/yxadv8v6yLyCws4lqbDjiYmOYMW0U1tY2DB8xni5d++glqfAPqGuSEErBwWFERRaq/IhE1Rgw8FV+3b+HGTMXKKXVN7SNsZ5Z9YGh9rsV4d18UZ3ePUpO5ML5f0hIiOW7LWsZM24aw0eML1aexnj0NWROqYubKoOm6zKoOtHR5rVX3XOK9S1JCILA9Dc/ZdVns/j80yVMmTaXn/ftBOC3Py7i7eOv1k5ZkyMuRRhC9mXj12/AcHp2bUFS0kNEosIA6wsWrmDIoE60eqk9IaHafVqqOwDRl3jLoInkKv5u4H8V0kFc0wJJTQGvpKtFbHJVia7mGL3a6yOTFMs8Bgt3pJp6fdou4GxUFPFJwURGvyI/yCgtm96QQDejD3UU66hIQFU9F6uDJq/MqnkpHuyomwOyeayu/6Vl51DDbQN790VxI/oGa1c6yOsns8WWSe5lJNdPSxShivCNMqN4qAhcypSQSCR/PJNElwuUy04CyM3J1plGnTMLMyouDImRpmhPoQ0/793Jq8O6kZyUSFBwPdq93JluPfoTcWE/Awd0Y826bbz/3lt0aFuPiIjzxaq/MUhKesjoV3sxaPBotu86Qs/eg4qlkmcMLlz4m4aNwpWu1fDz5/at60rXSpLoqqK4echsXF80VKT18N9/TjOofwd++XkXDx8ksHTZl8UmulD4XdD2fdB3/Sjy3LONcXximNI/XVBMo07N3xBioGuMtUm1NfaHmg1/s5adCQlpwP82r2Hk8B5U8/CicdOXWbpwNA8fxMq9x2qCotMfQ0mlKlxcXOnWox9rvlpBbm6O/LqHpzfz5i9j+pRX+Xj5Qs7+ewZdplmKYZI01f/ff88pOcxSN5e0rVGSmoVOs1Q986rzwKsJWvv3GblSzF9WrnBHQtNgaeieXpmNmRnRhZjYB1y6vI2khAUcOHqVS5e3FfHuXByoc1xmim+Buj5QPVRS/a0a8kv2W9URleo1xb9VNTG8RVGE229lysBeNKz1OZ8v20Wl3Cj2brMkyL+Q6CYkIs4aTgAAIABJREFUhXI2ahD/Rg7RKc011R72RT0sLUsYG27tOYKbIAjnFP5NMCKPFoIgXBYE4aAgCCG6kxsPwyKnm6EWMqlARdpoVgSYYiGxsLQk4vJ5vl67jSpVqgIwZeocJowbSJ26IXTs1J2jv11m86av2bV9M2FhjYtdpiHY+t16Xunci8FDx5RquYoIb9aaw4d/pm//4XJb3g6durNi+ULuJ8Th6eWjN9EtDTxvUl1ToaK0NTI6madPHzF/9gSWr1hD8xZtdT9UxtCXrCmGM1G8BoWbZmM8GMtgKNE11O5PUeIlCAKjJyzl7Vl9adKkBeMmvsH9RDi4/zu+/GwWo1//BCsr3QdzMjVcY8L4yNoUEujG2PEzWLxwJsMGd2bHD8ewspJuX7p07UPNmrU5+fthliyeTf36TZi/cDkODo5F8srPyyUhIYZcsT0BNX21SvSNfZ9k5NO7ZqHHZZnqrTGq7IoSSG0HKwlJoXiJruJdUyrhtTxRQHUuYnFHjMRPkNubqtZF1r+azML02dsohlvSBH01LFT/joxOxtr2Ff6NDFMiorq0KLRBMdQQqLF9ViCpeTlHCA+RSsn/FQ2nKds4tyUPxycSPptljYWFgASkHqMV+lYXyTUFSjsutRnKeMH7O1mbza4euADUkEgk6YIgdAP2AiXjpAMz2TXjOUePngOQSCS8M28qgUGh9OozmK7d+vHBh18zc/pocnOy6dajP736DGbooFfYsO5zxo6fUWoxeB8+vE+rl9qXSlma0KfvULZ9v5FjR/bTqXNPABwcHOnWox/79u5g0uTZRF87z1+nfyUnO5s/ft/Lwnc/pt+AEaXWT8YefJSnDYCmulREZ1TG9KtiO7du+YSevQaVGdFNTM5EbIDasiFQR0i0bXz1VWHWl+gWF4qk1NunFh06dce9mif3n/kI7dJ9BNFR5zi4bz09+0/VO9/i2CpL55sHX6/dxrQpIxj/Wn8WvvsxtfzrAFA3MIS6gSGMGDmRD5bOZcTQrkyeOpfwZi/h7FyZfT+f4OefNnIl4k8qV3YjOyuDLd/vA7TH9tUGXZJemZRPVZJrLFRtSjURXznpbS8lvRZ3xAgxEprX/I579RpyNmqQkh2wTOqpSKo1HUyohvVRnbuawgEZgyJ21L4egIeSdoVieYpt0qSiLHtGXVgh2X0ZClXzldXO445046+MJFa/ZY3gb0FcUhgkFY2ZK4OptZ4UYawzSDP0g7ZvdnnZV+iErdSkorxBIpGkKvz9qyAIqwVBcJNIJCUymXV6Yy4LREQlXhzYt12DH376vayrojfMXvOMh7oTZV3Ox5IS4w2Kk5mTk83a1Z+wedPXNGzUjHeXfEZuTjbjxw5g0+a91PKvQ2LiA+a9NYnk5ERWrtos30iVJBbOn07jpi3o03doiZelDbv3HOLrL+by8Rc/Y28vlYgcPbSde3dvMnbiIob1L9QwcXBwJDMzg2EjZzN3rmqsc9N+eI3ZiIYEuhk8P0obxemjsnTGV1wkJyVw6Jc1XIm4wK49J3BwLCp9MzXU1fu//6KxsHZRumasV1d9oC5vU5FcY6BtLFXtHu/FXGf50gmsXH1Y7jgyIyOVOTP70WfgG9QOVH+4r8l+tziELyTQjYKCAjZv+orjx35l287DRdJIJBJ+PbCHA7/s4eKFf3BzcycvL4/Rr03hpTYd+PP0b9y/H4e4QMzM2YvUlmPM+iHrU3fnlfJr+jihguI7LdPmudhLdBWf9MtY3BHLPUQDRTxFy59XtI1VcAal7rq3KEopjeo4K5JmfQ/6dJFDXfa2iuWrgyYbXV1tAbhz7z5bN75O85bhtH25ica05n1gxYTqfNN2mKBpjC0sBOoFuWv1VFyaaFTLQnJqia3J83V6NVtnG1W9R6vc8wAeSiQSiSAI4UjDKNWQlBApLX90X4pbVtala7dYXJjth42DukVEHy/bhm5EbG3tmDFzAecuxdG+Q1dGDuvOvXsx9Ow1iF/37wHA3d2Dbzb/BEBmZoZB+RuLGn61uHjhn1IpSxuCQpoQWq8ZO77/XG7zlpGRJlcFXLhkM6u+/o59B/7k81WbAWjcqKhHW1OfMBubn5nolj/k5+fx0fsTsbJx5b0Pd5UZ0QWoVStQ6be+ZENmY6n4Tx/IpGWK//RBWYy3apuq+9UloE59ft1f6FTT0dGZUWPmcHj/RsRisc48Ve0kjT00iIxOxtLSkmbN25CdnUVMzG1GDe/B9q3fyNMIgkD3HgNYvW47v5+O4sMVa/jl4N/06j2YubOlkt+X23fh0MG9GutuzPohGytVgqhqJyqDrJ9NGYYKFOzJn6ksJySFEudUn4L2lkUkPN6iCJoG75LW89m/IvWXO15Svt40eJdB9VLnzEtTOm32kIr9pfoOansv1c278JAdcqLrJbpa2FYNhzPxMed58kTMS20aytOp2l9X5DX6RYa2+agKbWNsbVVeaVXpQhCE7cBfQF1BEOIEQRgrCMIkQRAmPUsyALgqCMJlYBUwpKSILpRjNWZZ4GczXlxoW1BuXr9E7bravW+qg6WlJSNGTsTTy5cd277hrblLmDxxKCNHv45zZRcEQUAikfDHyaPU8POnUiXn4jRBJ/z8Ajhz+rcSLUNfDBs5m+VLJ7B+9UImTnmf2zev0CRcqmI9oH9XebonqXZMfH0WzVu0Kauq6oSx86OkYYy9cYVSmdKC03/sp4prNQYPfwNBEMo0dNzjpOv4+RbfkznoDrtjbH5lCdU6vDpmHgvmDqJJeHt8fAMAaNq8E8eP/sCu75YxZNQC+XOa+kHV8U9xbHgdHBx5mvKERe9Mp169Rnz68WL6DxyBjY2yBMPW1o7Qeg1JS0tl6qRhxMfdIySkAWH1m+DjW4MWTWtRzcMLX18/QkIbEBLagDp1gklLS6aOHuuHWCwmJeUxSYkPOXfhBt4+/rhUVmn3MwKpTs3WVGOtLrSTImGLTwomQRRK0/bb5B6bC+sXgbeo0L5YBsV4wLqgTnqtaR6UhMqtrn5U9KAuU2WWh2yKGoaXqNBjtiZ720fJ9/nfpuWMGLuE+HhnLO185AfDNat7Phdr9IsGXXPRUKJrRiEkEolWdUWJRPIV0tBEpYJyS3Yph+rVZpgW2qS6uhaU/Py8YpXt71+HB/fjqVM3hPYdu/PpJ4t5b6lU/Wz12u2sWf0xPbo0472ln9OufZdilaUN27d9w6DBo0osf30g63Pnyq4sWrqFaZM6kpOdxfXoC0yZsVye7uGDBCZNfJVx41+Xx+Q1NUxl31Tc+WFqGBJWSZ9rFRGJD+5RJ7Ch3AmaqaG6dmjrc7E4X/63uk25MSREG9EzJA8ZSnLcDTUPELl70af/BL779iPmLVxPaJCIyOhk3nr7a2bP6EVWaixBIdIor+rCxajGRi0uavnXoW+/YWxYv5KFiz9h184t5OflFyG7AAkJsUyZNJzmLVoz482FfLJCqrr8zeafyMzI4MGDeGJibhF59RLbvt/A7VvXqV8/jIT7idSsVRsbGxuSkxJJSnpI6tMUsnPyEIsLEIvFZGakYmfvSJUq7jhXdiU+7jYjJ3wI9YPVOj2S9Y8m6BoXfdZHVeKrRESfETuQklxFqBJeRZIrk3wqXpepPyuSQ01xarU5Z9MHxXlH83KO4O1eOBdlhw+ykE2gHA9XHW7duceGL9+kVdv+VPcLxsnmEY7OlfjgvQkgyefLrzcBz8c6/SLAGNMoMyo2yi/ZNcMMLUhMziRI4behNtMFBQWkpaVy4fzfTJvxNt07hzN5SoL0lL+6H8uWf01ExHmmT36VjdX9yMk3vZr6o+RErl+PpOMrPU0ivVP0qqlPXuoWfDt7R97/aBfXIs8ycOg07Owd5Xl9s2kLBflZfLnyQzp36SP3hqotP03Q5v3TGFSUj5GhntufF18AeXm5/PPXUV6bsFDt/eLMf0M3LjGxD8jPSic91zSSWEUUR8pbWkRXsQxD+q5T5yGc+WM/+/dtIjRorvz5wKBGXL92QU52QUZ4i3q5NRUio5MZO2EGG9av5Nf9e6gbGKJWLf72retMmjCY0WMmM/zVCWRkpJMQH8vNG1HUrhOMg6MjtfzrUMu/Du07dJM/d+nCKSws7fnvv5vk5eUhElVDJKpG5couWFpacevOUywsLHBwdFYi2H+dOcj/1s3DeurnEFzU/lMfD736jovhxFdZqqlIZmVEVhtUCaG6Nplay0ER6iTjmqBsw6x8T5XQyqS6ijFxFfHf3QT2//g1lZxdadNhCH6+HiTExrNi/kjq1K1HUmI8f575vcwPrc3QD+ZoDi8myi3ZFUrJy6sZ5Q/6LDBWVlJHKersgPR5vpZ/HWbOWsT8uVNo3rINHh5ezJo5lqnT58k9xIaFNWbOvKWMG9OP1ya8R0jgQCNaoxkXL56lQcOm3Lj91KjnFYmQalxDVa+Zqum0oZqHL9U8fOXPyPKoVs2X9LRU8vPzOXf2jJInXWM/INrGyphNnwx2dg5616c0oG+bn0e1qSePE1mycCS1/EMJDg1Xm6Y4bVQXXke1H1U334JFyfuEUKdaqi1NeYeVtQ0z565i0byh+Favw/BhfQHo2nMky94bR2aOmKbNu2FtYytvV3xSsFo7SFPgv7uZrN/yJ7aWj9m08Uu+WrUcR0cncnNzsbW15XFKPvt+3MCceYvp3mMAAI6OTkx/Yz6zZk5i1ryvcBN5Fck3JNCNypVdqekfQlh99f5XHqfaqb3eolVXYu/eIOLcrzRuuEB+3c9Xe1tU57/ioZg+3zRN99XFcpaRXhmMCeGj6NVYJrlVdWxmaqh6Stbn/fJ2j1CyLU5ICpXnoy3ckAyJD+P4ZvUcCgryGT1hGTWrewJw/uwf1K4TwoqPP+eVDg1oUQHCp73oMEtzX2yUW7Jra2tf1lUwowShbeHR5+PuUtW/WGqugiDQu+8QOr7Sg09XvMu9e3cYO3468+a8ztr1uwgMkp5id+vRHx/fGrz15gSy0mOZ+PqbRpepiqTEB3h5VQdKxj5TX4cgmqBaj7FjR5CVHsuG9StJTS0k6NriM2rL05C4i4bGwqzpX6LxyU0OU8f6NDWMfddyc7JZsex12rbvR5/+xsScNwz6xrC1tPXUmIcpNuuqeRiSZ2mOuaHS3apVPejVdxyrPn2T4cP6PqtrIDPf+oJdO1Zz8ewRRk1YJo9hamqCqwonp8pAZTq8MpijRw4RFNIEH2830tNTiU94xGsTFuEX0E7pmb79h3Mt+i7z3xpI7Tr1qVkrmIZN2uIfUA+QrcHq1w99+qpD58HMe7Mv6WkpdOo6lMAgaex2TaGKNI23oqTXWKgbX21qzooOqtRJ5VW9FWua56ZQ6VfNV7Et2pycKUqAFYmtquRWncqyLM/q3u6cOPoDP+z4kpfaDaJVu/7UqiF1WpaffYdDB3/m4y9+4a8/f8fHpwa+1f1M1lYzns9DXzPKFuWW7Obl5pR1FcwoAZjKOUV6agJOzkVP5WVl6LswOjo6sei9T6kbGMqGdZ8zecocpk0Zwa+Hz2JtbQ1AWP0mbNt1mFeH9SItQ6Brj1dNsvBmZKTh5OSkVGdj1I9N0afp6U9JfBCLrZ0DDcKqY2lpiVgslsfRldVr+MgJWFnb0LhJiyJl65LSFgeGqP2GBLpxPyEGTy+/YpVZWqgIH3ZjY5EeP7oLV9dq9O43Xm2eJQ1NG2Jx3iMsrKsWua6JlJZkrExN5ZQWDB1bsbiAl9r2VLoWGNyYV8e9z897VnHkwCb6DZmldL+kSe/YiYUhhHT1oSAIvLPgHdq83Ifbt65w68ZlVn78Bl17jKRbT6kqqrr1Q98+qlrVg09XHeDfv4/y5WezealNT95d/J5hDTIhdMUDVoQSmdVAelVViWXzpyQkupok3jIyrUhsNUmoFT0mg0r8XDWhkhLibrF25TRsrK1YuGQz+TgptW3P7u8ZOOg1mjbyY/bM9+nVZ4jJ2msMytLRn6lhikNffUx/jD1EN6PiotyS3YKCfN2JzKhQMNUmMTI6meysJxrJrjEYPHQMkZGX+Pabr7CztSviRKdqVRFz3lnHe++MwLWqOyGBw4tdZlpaGs7Oyt6e9V2oi9uXYrGY82dP8PvxH7l54zLpaSm4uXni4GBHZmYGeXl5ODo50b17fwYNHYO7u/RjX6VKVSZNnqUj98J6liYUVbiTH96tMGRXVz9V5M3MscM7mTjl/SLvk6nbYTBhy09XIrtlrU5c1uOqj1MvGdyr+XDowPccPHSG6n6FHq1rVvfklW6v8ekHIxk4sAEeniI50VAkJeUFrVuF4Fq1Gk2bdaRj5yEsensofjWDCA4N58ZN7euHrsMP58qudOw8mPDmnVj71TuMGtGDL776HyJRtSLPqDucLUlbfcWxlhE8xTFSJY3xScFcj75NfvYVsvLyqReWS/LTJjrrpxpn1xio9o1qXyt5nFZTd32Qk5PFk8cPuBl9jmuRf3Hl4u+80v01+g8YIz/shcK2urt7YmGRR0rKY/7+6ySL3vvU4DJNAU0xYSs6DFmLtEH1HTJEk8yM5w/lluxWRGRnZyEIAra26u15XmSUpDTEVHh98ltUrSpi5OjX/8/eeYdFcfRx/HNHR0Q6SscKglgx9t5j7xrbG3uMJsYSjTFqYosaYzTGEruJNZZo7CXFFjV2UexYUBEEkSJS7t4/8M7j2LvbK8ihfJ/HR2532s7Mzs53fi2X8yWABvXCSBm/kBnfDKRkqQo0qGfc5u1u1E1ate6k/K2+AVJAk4deTRJBXX2dmZnB1K/6kZmVSclSIVw4d5SijsWIi3vEB70GMnb8VORyOZGRl9m2ZR29e7SiSdP3efjoAcHBFfhf/+FYWVmZFQkzxrO3uaIgvDPqUO3r02ejSE5OxLGYSz62SDP02YTnVfgnc5ubYqSAVcMb8SI1hWlT+tOr71jqNmirvGdnX5T3arfl4P4j9OrbMUc+dcL7JiSBYtJHRMbh7uHNsE9m8e20IXT/YCTh4VVEl61tzXUs5sKqNZuYNfNLJowbxtLlv2lcq3St3Xm9nqmq/qqTxl07D5OclIJMdoczpy/SurOwLbOq/a4+cai1Qahv1DU21Em7rsOVuNgHbFy1FJ+Ahvx1cB32RRxxLOZGCa+SjBy/gvJBOcOSqfZ5nbqN2fDrYn5eMo+GjVvh6FhMvfg8haGaQOb0vdYEfc2c9CnPkPuFeHtgrmS3dH43QF+kpqRQs3pJfHz92bX3VH43xyxgzGbd2FNLQzYGJbx8aNJyCA9j5Dg7C6d5v1Vdbl7rxenjm40mu07OLpy/cB1v/1o52ipGTVmTepeuPo+Lfcj40Z1ISX6Oh2cJzpw+yHfzllGrdkO6dGzEul+XcfToYUqU8KZWnUaMGjOJWrUbcDfqFhUqVmXn75vo17sN385eDDjkaGN+fTh0PXN+ts0QFESSCznn5PPEZ/wwZyRVqzWkeAl/jenyGpo223ExT3P8FnNIpOu+GCdBYtIXBNSp3wb/wCDmfjuCtLQUmrbooSQgRYoUIy7WRZBsmJuEV3VsQsNqUC28Ec8T45X3jNW6iIiM4+yF+/yxcxsNGncURWYVZeWl5E7dcZU6eUxJecEvq7fi5FSUrCwZ9+89ZNiIvvj6lmDiF9+RELOZAN/heterj6RXvU0ZL/er/BK2F85lg6w2354nxnHh7GFO/L2Fau815tx/B+gzYCq+AcHKMkD7u2xlF4iffwDLly3h913HRD2LMRDzPdCWRqyTs7cFhuwVTdk3GZkyk5VVCNPBXMnuTRtbO90R3c0Idvb2jJ8wQ/l786Y1/PTjt6z5Zdc76bzAlBt2IWKXUaom1289F9UOfew9xaQpF9KYaZP780GfQXh56XCzqQXt2vdg1MiBNGzSmfAqAXrlVfewfPlqLE9i7nPzxkXSXqQS6O9GYmIC9kUcKFu+mVKNNObxfVKSn1O6TBit2vajT68uWFlbExEZx8y5O0lLS8XF8SUPo++zft1ylvw0hyrVauDs7Iabuwc/LvqV776bR/euLej74Xhq1X3f4Oc3BTSNmYtb2TfckoIFTZIkfQmbpny7/tiCpaUVH6rYUuoqNy/susXMD3U1N0P6RKzZwdu04fT1K8OIUd/xw5zPKF2+gXKNsbG1Jy0tRZlOGYZIjXgYq+JqLNTHOTPtDpFXz9B/yGQqVfDCykq3x24xkqPLV2Op16AtZ04dJjisMcWc3IHXxEomk5GZmZEjhJGxB8W63gX1d//Gtf+IvPwvMY+jeBobjSwrBV8/LywtLUhNeUH1GpUoXSYAgOYt63PsyGkqCwh382I8FWV6u1/hVERu+9jExKds27yYc2f+oXgJPzy9y1GqTGX8A0O4cr0EackXePTwLmf/O8KD+9d5r2ZTRn4+nzJlKwrWJ8bWs4THUELDauDj468xrbHIyz3U2wZd66u2faCp+8bKsjCSjDnCXMkuMlnBOh2RSCR07/mh8reVlRXxT+OY9s3nnDj+F0OHjaFDpw/w9NTsBfRtginsSrUhLS1FtG2HLsKr7wm6r18ZqoY3YO/u7Xw4QP/TbQUqV6lOqTJhHPvnD8KrfCzYFl34+8hFTh3bzJ7d27CwtCQsrCrFnJw58TACR8diHNi/hyEfOytDvoRUeI91WyKU+a2sszd06s8cWLIMtes2IvFZAv/++w9Pn8Yya8ZEGjRswejRIwkuX40F34/m963LqFylCt269wPyx0ZXCJmZaVhbWL3B1pgGuk7o31RdmurWlEf9Hbty9TZlylbE0lJ4DN6U9FoT0Tx34Q6VQ4TXYtVnNZXTtYK62dS1jgcEBpOZlcXDBzeoXjWN6CdhlPAuxaG9q0l/+YKypQOVadUluvlFdIWeJ/X5NcaMGsjESXMIrxJAUlKCKLIrVKb6WIcGu9Ozz2gcijqxdMFIPhzyLa7u3lyJvMaZU/s4dewPnF08+fCj2UDOftFmzytUn9j3SpFO4eTpn0MbcXXzpl6jrri5++DlcYNiTkUFzXn8/b05fPAYcrk8h2NFdWmxpraJPeRQlzirE125XM6Rv35n3dq51KnXmlHjFvAk5gEHD2zjn4PrWbLqKHOn9sIvoBxe3oG0atOLKlXrY63FzEzTIYH6dSsrC+rVb6rzGQyFmHE0Zo+V14dvhn5bDG1PobryuwOJROKICneVy+XxYvKZLdkt6N6Y23foQctWHYiKugnfwaKFs1m0cDb7Dp6leAnv/G5ensNQe1KhPEJ4cO8mwSHhen3c9dkUaFt4ZVlZ/HlwC/UarhVVtzZUqdaA/04eIiLSMI+OS34cQ1jFqqxcuwN//5I57iUkPGXf3l3Y2TsI5hXzASjm5EzzFu0AuBt1i57dmlOxUjWaNG3Nth1/cuP6FX76cTYfdG9B2/bdeb91xxzxd/MKusbv+bN7uHmGFKiPnDmoL4sheGLU6kt4BbBl40I8fUKpWaN2rjoMqdtQCJGF58/uERFZ1GRk9m2EmPn4Mi2V5KQEvD2jiH7SDAAvnzIElApjz86lWHf+RGm7acpQNIZC/ZlkMhnF3eV8OHIUU76ZR/0G2c+g+L7oW6a2OdO2wwDS0mH+7EEUc3InOSmBKlWD6Nf/fX6av5ISbueRSqVE3c9NePVphz4aDpBNGq0tnxNerQLVa9gS/cQLVzfN6QNL+ZKVmcWePVtp1eq1zwkx33d9DzhU06vOoZdpqcz8ZhBJzxP4/MvFBJbM9hzt55+tsZH+IpG7dyKxsbVn9PiFWuvQt79Av/mhL8QSXVPVZQq1X1OZrBUEu+JC5A8kEslg4GvgBSB/dVkOlNSYSQVmS3bfBtjY2FKuXCiLl27kyD8H2bNrK8t+/oHOXfoo47i+C1B3OmDKxdyYU20x6YRUqGdMn4FUaoGXt6h3TCs+6NGJrZsW8dehrTRo3FF3BpV2ZGRkcC3yMmvX7cbCwiLHfZlMxsD+Pald933lRkA1ryEY98V0Tp08yumTRxn+US/WrttFWMVqzJqzhFOnjhEXG8Pno4dQqXI4P/y4xqA6xEDs+BW0j6VYIpnX0LRp1ue9qd+oA3Jg6/qZVA/fhoVF/n1qdNlJFrR58iagzc5Y9Z6VtQ2yrEzcPVyJffY6XZuOw1kweyDbZTIaNe9NWOib+d7pO57LFk3i5Im91KnbWEl09a1PATH1Vq/VmirVmxH75D7lSsYQVOoeIGfdGgkWWaeQS2sAr+1ThWLZGtoG9W9l1P3HZGVlsn3LPpKSUggNy3bKpMujsYWFBf8b2JUf5s6lQmiY1u97XrxfWVmZrFs5BW8ff8ZOWJRrbQmrWIvFC75g9vSPqF6zGXK5PJc3eNX26nM9r2HqA099tAL0aUdeH8zmZf8XrvkFFqOBELlcbtDkKyS7bwh16zUh8uolfpw/k78O76XHB/3pP/CT/G6WySFGPUYX4c3rhUgfCbNQuvAaTdm1czVpL1KNbotjMSd+XrGR/n3b4+NbmtJlxTtviYl5iLOLWy6iC7Bp8x+8TEule6+ROa4b07cSiYSwilWZMG4YEomE8Z9/REpKMs7Obtjb25OQ8JTk5CTc3D158SKVQf07k5mZSYkSPtjZ23M9MgJLKytKlw7i/TadqBBWlSJFhKXOmiB23Dzc7A15RNFtyKs5aq4fYUM2P/UbtmfD2rnEP42hQb2Kb1xybcyhlinV/PQlRKrtMceNmer6aWFhiZOzJ5evuqJqoWNn78CQTxdw9M/N/LzgMyZPX5Pv0l31+ZCc9IyTJ/Zx+O/L2BcpYlRZ+hwMWVpaU61SCt7u9/ByvwyAtZUU12LXsCnimEvdW6zarxiiqyC56S9f8N+/ezj612Zc3LwZ9fkg7O3tgNzemNXj2EY/CcPBJYz32xdl2uQBHD/SkWatelKnZrBg3dpshcVA9bmi7j9mx2/zcXAoQv/BX+Uiun8e3MKBfRvIysrAw9OX82f+4eC+jTRtIaw5ZQ7vlyHror4CA3M4RNUHTTeMAAAgAElEQVSGN9UWcxjvQhiMW4DBm26zJbuWetjLFBQkJj6jV5/BBJcPY8K4YXTs3AtnZ1fdGQsY9F1MDFl8iusZQ9WUC1wJrwDadhjA97M/IajML0arpQcElOLDgSP4Y8dKPh39vag8EZFx/Ll/PXXrNha8//jRXaRSC+WJtqme39bWjlnf/YyVlRXFijljb1+EhIQ4UlNTcHJ2xcvLFysrK+7cvsHFC2cA6NK1D9HR92jXvjv29kX47/Rxpnw1Clc3d5o2a0O3Hv/D1tZO1DOLQUiQGwkJct0J9UR+qxnr6yTKGBiiMaGe71JEDKmpSbwXXiZP+04bWRUiVwG+xXmeak2yConQplqtgCHqfrquiXGoYg4bNG31+wYEc/vmeTxLBOS47ljMjVbth+Lg6MLUSQOYu2BnvhFeobFISUnCzs5BkOhq+77omhOa5pLiudUlp97uF7G0eElxl2vYOdop73u7XwGyyaWpnHlF3X/Mi8QdzJ+7gjJlA+nRbxK+/kG8yIToJ6/TCcVGVifhlao1oZizBxtWT6VccBUl2VUQWrFt1pVOdf4/T3xKxMUj/LjkYC6iu+7XRZw4so2Phk+jTNmKpGekM31Kf5KeazfpM+T90nf/IVRnXkLoUEHsQdubQn5oLOX3OloIozAeOC6RSE4CSjtXuVw+Qkxm8yW7GhybFGRUqfoeI0f8Dz//ksz6buk7T3SNWXicnd1z/DblIi2mrFZt+pKWlkqn9g3p0KkHAwd9SjEnDfGKRKBd++6sWrGEXTtWUbd+W42xSdNfpnEt8iyHDmzm7p1Ifl6xUTCdu6sNYWFhJl/cJRIJVaq+l+Oam7tHjt9yuZzAkmW4EBFDm5Y1sLaxZfgnXyjvh1aoTM9eA1ixbAFz50zhjx2b+WrKd1QIyx3b0hBkj5+EhzHG2//oIkFv8kRaTBpj22NMfvW8UgsLqtdoyoFDp7Cwyb5nSqdEmmy9dCHq/mOklkWVf6u3SUFKjGmrIVJl9TxCz6eLXL0Jm2fFNUXbg0Nrc+r4TmrWbS+Yv27Drvx3YjdHj/5F3boN88wxlT4qmRGXTvLnwd+Ij48hIz1d6ahPAfXvi5h69IG3+xW83C/j7Z5NbB2tJcRHyKje9iIP3UPxcr/M6Stds9O+Ir9R97PzCvWfWCKTmbqHH75bTv/B3XH37qE1vZgQUYGlwgipWJcTx3bzQc8Oynq0tUEBTSRX27O8SHqAt09JbO1yH1DcuXmBpq0+VNrS7t65Gjd3Lzp0Gar1GQwZT23zQxfelAqwKuE1J6JbSDgLYSCWAIeBS4DeHozNluymvUjRnaiAoX6D5sxbsIr3atTD3l4/tam3DcYueFcjTudyEGGoNMoQSCQSOnX9iEZNu/DbhgX07N6atet+x8VF+AOj65TVwaEoo8f9yLq137Ft82LcPbwYOnwGUgsLLpw7ysPoO0Tfv8ndqGv4B5SjSrUGLPhxaS6JaGZmJh8N7s7Jf4+w4KdfTPrMz57Fs/inOcTHx+Hj40/ZciE0btwqx0Zx2dJ5rFi2AP+AUvj4+lO0mAdTvhpF02atsbGx5cH9KC5dOkdgYBmcnFzo1XsQScnP6de7Dbv2nsLOzp5Z304kNTUFhyJFKVO2PD17DRD0CqoNcTERuHmGAAXb/kffeayvIzZVGOKoRVNeRT6ZTEbMo7vUqhuaI52xanVi26VJkpj54i6Wdq/DhuiSLoltW16pJJoynz7linnuJo1bsXXDHM6c3EuV6s0J9MvWZ1b0u0QioVJ4U44f2Ubdug1N3l5tbRTqoz9+X8n+3b/SpsMAmjTvnovoQvb3RWbx2pO0qd9xBdGV3MnWQKnuJ+HkJRnV276+513/Igs37wBySoOF5qquwxAPx3mkPXvGD3N20ed/XahUOSSHJFcbNL0XivFt0XoA82cPYvWaTVSr3ihXGqH82qT72tbUSlXq8duGHzny1w7qNmib456zszOPH1wh9kk0/x7fxx+/r2TcVz9rtNcFw8f15IkD/P77dqQSKS1atef2rRu079gDR8diBpVnKgj5GAHh+WHo+mFIGfltAx0S5FZIsgs+MuVy+WeGZjZbspvfEHsips9m18LCgoaNWhrdtkK8hqL/39RCpv7xdnZ2Z8CQKfx1YDmtW7xHWMVqlCwTTgmvAOTy+nqpEfv4lWbshEVkZWVy7MguJo7rTlFHF6qGNyAgMJhadVpSqkwYVSv5aSxDLpdz8t8jALxXo66RT5sTf/25j/W/Ln9FPq34etIoPh89mL+PXcXJKVsSbWFhSZYsiysRF7gScUGZd1D/LvTsNYAZ08aT9Pw5dnZ2NG76PlZW1pw+dYwu3friWdyLY0cPc2DfTsoFhXAlIoIdv29EauVO5ar6e3g2dk6Yu9qyqfOZshyFVMHZxZ34+Ny7amPGRt92CUlunYo54OYpvIk3RvJoiE2iPmUrkN9zUxW2dkUYMGwOW9bP4da1k4wY9R22tvY5+rFnz6GMHdmeSxeOU6FiLeX1vOwv9XJjHt8jIT6Wvw9vY8jw6cpwbIaUpQ4x81no4EV6J1tAUbOslM0XZXSMfS1NldyRUz1kA9Gx5XPY0SrUmhVlamunol0P7x9n7OfX6T+gFiGVKomS2gqVLwRrGzs69RjDmuXTqRreUPnN06Wy7u1xUSmtFmoz5N5f2djY8fHI2UyfMoDSZStSwuv1gVWHzoPZsW0Zo0e0JqxSbSZN+wVvH+OdSArh8qVzyGUyQitVZf7307h2LYKQ0IpUrVZTa768fG/ftPT2TZrViIUhqtuFKDD4UyKRDAJ2klONuWCHHspviH1JCl+m/IUpJS7apE4KCH38JRIJDZsN4MP+wzl+7E/2HzjMX4e2cvLEPr6ZOlO0urrqs1hYtKNy1fq8V62U1pNpdVhZWVGkiAMbNh/ERks8QUPQrn135HI5ixfOITExAS9vX54lxBP75LGS7P6v/8fUqFWf54kJlA+pxLOEeIoVc2LbtvWMHTWIXr0HMXL0JK5ej0cqzQ6+3qHrWACuXHuKpa0/9Rq258XLLIq5lKJZy55UqlJPVPtU++9qlnEOqvTZFOSnszVTIi82YikpSfj4lgGEpTl5KTHVhADf4sTFPM11zVQQs46YQ5m66hKTTtGeWjXrUj28Bt/P+oQDe9fTpn3/HGlt7YowYMhkFs77nL4DvqBm7ZaC5RgCBSHSVsZfh7ay4ZfvKe7lT0iF9wgKrponKv9in+NhbCje7heRBUqxPJxJLVsYfT4LL7cLPIyrSHRsGD5coNaJ1WQ2skReX0L0KyLcvv6XRMeG8TA2NBcRVkChJp2VJufu32f4bk0GS3+ywdG9LHBFmU4T6dU7RFDJCrxMf0lc7EPcPTT7sFAdJ9W6Vcm7KsEV6mP/gCA6dhnKwh/GMnnaL0qTtxJeAQweNpVBH30j6ptp6PjLZDJu3ohk8EdfEBBYmu49P6RJgzCKFnXMkS6/31Vj69c0v02pbWSqQ09Vs4pCvLXo+er/8SrXCn7oIamAh9lCvD0wZGFSzeNQNLe6kLGSKNW/DfUY2aRZa5o0a01S0nN+nD+DDm3q0rPXADp17oWrm4eOUnKiRnhpvdIDZGVlkZqagmMx06tTSSQSOnTsSfsOPYiNjcHd3VNwUxEcXEH5t2ID0KfvEMqUCaZSpXCu3XymJLqqUGx4GrYYmKteXcilFi4wP8TC1KffhnyAzUlyZwgU7X/8MIoywXU0Snjya4NibVNUr/TmtJEyFwmv0Ka1R6/PmDr5Q5o2757LrjKsUm3GfrmYb77qi7tXKJaWVoL2hfpCU97MzAwiLp3Ezt6Bg/s28EHfMUrVV11j6VC0GM/19PupT/sVXpgBZIFSSsjlWFrAvQdy/H1fEdfk7HvSOzK4A36cU6b3DnxNbhXE9mFsqLJsn+QL3L4mY/DUdCzS5RxYbItNUGUexr7OowpV4mnIwY9EIqGEVymi7lzNQXYDfItzKyoaqVSqVG8PCXLT6DhOG1T7t1nLnlw4d5TfNi6k+wef5mqLLhjzLic9TyQ2NpaAwNff57btu/HbprV8MXFmrra+Sbwpe2BT5dF3XX1bDpYLoT/kcnmg7lSakXvHaSawtjatVKoQ5gVjHAZFRMbh61c213VTtsVYR1tFizoyfsIMVqzezqOHD2jXpg5jPhvIxvUruRYZYVCZYvDyZRoARYrot5nXBxKJBA+P4npJnCUSCbVqN+DO/Re57kXdf6xV3U2X91ahvlKfH/kJxZzVx2mRucAYz7k3r18kLu4xdeo0yFGe6j+xMPVGxtHJT+9y9Rk/sWnFzG31gzj1+0Lp3iRU6/XxK035kHD+PLQ1RxrFeEutXalYuS47fvtBazn6QLWvMzPS+e/UYTb8Oo9Rw1uzecMCViyZQkiF96hes6noenz9ypq8P4XGWh4oQRYoRV7SgqoVLPjvbLZas8KWVxaYvUWT3pFh8WcW0jsypHdkSO7I8Xa/iJf75RzEWdXp1Q+LM6hcXMLeL6wp5SNV3leFgvSq2wTreg71NHK5nMePbiu1OBS4fu08c77pxb9HfwdevxvqkmhVoium3yUSCYM/nso/f27n1L8HdKZXhbHj+vx5ItEPH+W45udfkvj4gmf2oqkv3uRaItb5oqZ0hST33YFEIqklkUh6SiSSPop/YvOarWQ3PT0tv5tQCDOC+kJ3/951JaExNdEVc08sSpYqy6Sv5zJy9CQO7NtBxOXzrFi2gICSpek/YARVqtbI5Xzp6pWLXL92BTd3T6pXry3oQEUImZmZzPn2K96rWQ8rK93ezI2RVmlSHdRVnnoeXRsrQ9VLVeeHOUFTn5sTwVVAHzIq5FX48eN7lClbERsbOwJ87XKVp+/Y6iP90zUPFfPDWJU81euGQL0PDNF20dauN42QIDfq1G/Dlk1Ladm6t2CagUOnMGxgI9p2HqGx3apzRdFHQtdU8ejhXaZ82RsXVy+qhddj6IjpBAVXzdU+MRCzfgjNeX0QHRuGt/tF5IHZh4ZVa0v5+4QLNWoFgAM5HFgByAOyibEsUIo88LVaswJe7peRy+XsPhzIzh2R7DmTxW+fWkMpi+w6Yl+nA5SSYG/3K0THls8VakgImtaEmEd3sLS0pniJ7EOk9PSX/L5lKYf2b6JWg878uf8XqlRvTrnSgUTdf0z1kNdhlVShzxwuVsyVkWN/YMHc0dy/8x+t2o/ATsBLs6HlC+HZs3iGDe1JhdDX2ktJSc/5fdsGOncVnu95DUO10DT9NieYo11wIfIHEolkLVAKOA9kvbosB9aIyW+2ZFeWlaU7USHeSYQEuXE14g6Qd0TX1HB0LEanLr3p1KU3Genp7NyxidkzJ/Lw4X1q1KxPy/c78iI1hd82ryU29jGVKlfnwf0oxo0ZQq8+g/mw/8c6Se/ePdvZ8tsvtG3XjTGjBmJpaUXp0kG8fJnG9m3rKWLvgEQqQSqVEhxSm9btPyQiMnc5xthR6iK/piS62tqZnJSYo05z+SgWNKKrzROrLuc4KcmJOaT/hoZMUU9vig2Q6vwQm9+QTaWx3rC1Ib/njdDzRUTGEVqhBgu+H8utm5coVbpCrnwxcclYWFiSnJQAaHa2p4DQOiE0Pw8f2ETDxp3o9sEnGtsrFrfvPOJ5qnD4N1UYKsF/GJsdXkiVsJYu85y1G27RvUdLrKwslGmoAN6NLirTKiS3quUAjJuYyKnT97GySqdLRy/OHo/DxVmCgi57u1/MUZ+q6rMhz6CKhPjHvHiRxOrl07Gxd+X08R34+Zdl6Gc/UczJnds3zhP7YBM2Nn1z5VWMoZiD0tzXGuPts42VP3/D0h9HMfyzhRpN4MQ4G9WVLjHxGXejbtGq1fsAxMfH0bVjI2rXbUTjJu9rLT+vYMpDwDcBoQOivFwnC/HWoBpQXi6Xy3WmFIDZkt1CFEIBTQ4NCgrRVYeVtTUdO/eiY+dePH0ay1+H97J54yocHBzp3vNDmjZro5T2PnhwlxlTxzNkUDfmL1xLkSIOGsutWbMenbv2ISH+KRUrh2MhlRIT8whra2umz1xIEYeiZKS/JCtLxs4dm/hidGe69hhB7XqtRaskG+tIRgFj1GNBf0Iu1rt6XsNc2qEJxo6LAslJz9i5bTmfjPleazpT2mzpymPIZlrsfaFDnTdFdBUHD0L15fU8E5ISRUTG0bXXOGZNG0q/AROoWbtlDs+8nm4OvEhNoqijZsd9QtJcofsAT2IecHDfBv46vJXPxs4X1c78gtKjcmx55TUFWa1apSi+Pras33Cexi16K9N5u1/JQUpVbXMVOHrKi+MnLvLtzJb4+jrh4xnBi0xvomNzkmNVKMpRtEWbVFfXuhAcWotpszaxb+9Wou9f54O+o3Et/voZS3iVIjUpIof6smp9xoyPvb0DQz+ezvSvB7BtyxI6df0oVxpTHTLa2trh6upO/QbNADh/7hTlgkKZ8s08o8o1FAWZJOqzlzO3thciX3AZKA480pVQCIVktxDvHMxp4XR1dVdKfIXg4+PP/IVrmfb1WAYP6MJPi9fjWMxJuCw3DyZOmi2q3spVqrNh405++O4zUlOTaNYy29GdqftG6CP2pomu+jVTSe6MQX5L5dSh75hok7onxD9h+ZIphNdoSpmyFXWWJVYVXqxHdU3qpUKkNy/WgrwcW/WyTXU4YUpk92lHypUtx8J5n3Pm1GH6DfxSOWdu3bwEgLtLbpVTdSmV0DyTZWVxLfIs588c4fzZv3n6NIZ6Ddox9duNeBbXLSkWAw83e4INdJqlrm4tNEbRT8JyeFH2cr+MRCJhysSSdOh2hTLB0VjYtcxWLX5FeJV51Qjww9hQ/v33PHXqBODv76y8poCq9Ff1mqIsXc+gDtUQSKpIy7ShfpMegs9cupSce3ee53gGMI0XdMU7PG/+Utq2qkW7jgOVHpqFYOj7GREZhyxLSpYMnjx5jH9ACvfvReHt429263lBg/p6bU57tEKYDdyAKxKJ5BQ5Qw+11ZzlNcyW7Kp7cixEIVQRHBJuUocM5gwLCwsmTp7DnFmT6N+vAz8sXIOXl6/R5VaoWJOwirWQSrPVvsSqeRkDsZtzTZsg0W200N9xnzH2dwUR2sbCmE3o0p++4taNiwwZPl1nfUL1GLPhESLOQuMZHBKud9li6nuTiLr/WKedpbEq/Ibmz84TwvQ5m9m/axHjPuvIiM/mUDaoMqVKV6BqeCP+O3mQRk276FVH7JOH/DDnUzIy0qlcrQF9B0ygTNmKWFgIb2V0eYLVlMbQ+aE+x1V/qztlAgFpqhT693dg7aot9BvaUuPYKsiiggS7udpz5068YBoF1G11xUh0tbVdE4Tec1+/EhzcF5urPiFzCEPh6VkCzxJ+3L4VQdlylXLdN4VWktTCgjGfT2bExwOwsrLmi4kz+XfLRt5vN5ynT2NwdSuulWjnJ8zJnEcTzL19hchXTDYms9mS3czMjPxuQiHMGGfO3cDWzlnjfSHiUpAXUolEwuixU1i7egndOjdnwKDhBAWF4lnci4CAUgaX+/LlC7KyMoG8l3qKIbqGklzI2ca0Fwka54cudU99bS0LIsR4XAXDSO/wkbOZN2ckB/duoH3nwTnuqasxatvsGuoASMxcSUiIxdnZXWN9upAf80PIDCD6SZiokC1CatamWA+1laO4XqXidLz9qjD32xGMGv8jZcpWpGr1Rpw/+w+NmnYRzKf6rE+fPubC2SNkZKSzfcsSWrf7kFZt+mo0vdD30E6I9Crmh9i1QNf7pIssqhLT8hXLsXDhJJKTEnAomr2GaSOk3u5X8PNzYsvW19JbIYmtqrRXF9HVh9yKgX+AD/HxL4iPf5brnofjPGCqSeoJLl+NyIjTuciuqcxvAALLNKB27cacPPkP9Rs0Y/26tfyvVzhF7B2xtLKmeasPaNS0M0WKOGooMf9QKDktREGFXC7/WyKRuGT/KU/QN7+5kt3SmRnp+d2GQpgB1Mmq4nfy84eCZEYfT4MFbeGXSCT06TeE8Pdqs+6XZRz5+wBRUbfw8ChO/4GfUK5ceXx8A4DswPdCsWzh9XM/ffqYG9fO88no73Pc0+ZUylAY44xK04ZTq4MqDfNDE942cptf6q2Kepu3GcqieR/TrGVP7IsUFR1aSpfTK9Atgdc1lhGRccTFXMHNM0RjXlP5BhADQ9YfsYcQmvrKEDtpTeuCGOLcu1dnAvyc+GLccMZ/tZRq1RuxevkMEuK24ezWIVf7MjPSiY9/wtn//mL7b0sIDgnHzq4IIz6bS3BINb2fQ8wYqj7n44dRysMQbXNBzHsmRBxVJfJChNMvMIQXSQ8JLR+scf2Luv9YmVdqG0h09F5BkqseU1dX21TzaFJzFgNVdWapVErlyl6cPxtBubB6yrqL2Z3DQnaZ334/QXC5MrnK0OTBXZMNbnBIdQ7t30jbjgNz3RcLXXNFLpdTuWp1zp8/zacjBpP0PIGAwGC+/2Epv/22g5s3LvLJ0OYsXXlUo7Os/EZBkPIWVGRkyvK7CTlhLVGGMCuIkEgkfsAsoBGQmH1J4ggcBsbJ5fIoMeWYK9m9CeTWQynEOwsxC7Ohi3d+OHYxBsHBFfhmWnacSplMxu/bN7Bty69cvnyO8uUrUqp0OdasWkS5oFA2/nYwhwRE9VkfPriNX0A5rK1tBOsx1SbfWOJlKKl5G6GPGrix/a6vVFe1vmLOHsjlMjKzMvPERtuYsY+6/xgHHdG83tTc0vRswp5nNRNXfQ4FDCGIxhyAKdK6eFSi34AJzJ35EeMnrcTK0pIHMeVwflV0ZkY6O7YvZ9eOVaS/TKNoUSdCw2oyZsJPObw6m8prtaZ+i4iMIy+2hvoQSG/fspw/f4p+fbsBurVN7O1tSU/P4N6j8viV0ExuFR6YtRFgMW3Upfqsuv54e1zE2/0KXbuEMX7CXgZ7t8fFtQRR0UFM/WIMRR1ATg8WLvsv11qhyT5YY72BwTy4d1NUWkORmprElcunsLS04ub1Cwz5eAbPn92kY9u6SCRSPvt8PmdOHyY55TmOjuIPXN80Cglv3sDKsuASSzPFRmAe8IFcLs8CkEgkFkAXYANQQ0wh5kp2C1GIHDD15vNtIUpSqZQOHXvSoWNPUlNTOPLPQR7cv4ubmwfXIi+TkPAUFxfhD5qNjR1paam5rpu6b4RIk66YmUIwlcQ5LyTXeQFDSKJik/kmJbuCtrg+nsiysrC2sibA11klrUoa3+Jax0KM92NNY6dQj9bUD88Sk0lON1xV21TQ18xClzaKmLltCo0WffKqErUatZrj7Cjnm4m9SU5O5OJ/u8lMi+Pm9QtcvvQvcpmMb+duw9WthKCasinDM2kjwYrQdrqg61BJQdZUyaUirq02ePuU4eSxnaIJybVbvlhZ2SKTyXI4vgJyOLhSdVal7tVZl9MqZXkiiKc60QUICvKgYgU3UhL24eLaj9SUROyL2DFvjh9jvrjLtm1rcffww8evnDKvsj9e/R11X7udf1paCvZFimptm7FmKkWKOFI+tDoPHsbj5u5FTMw9xo79AvfiocQ/jWHhD+PIyszk9y1LaNK8Bw5Fi1G06GunkoZojZj6wE9XGYUkuBBmBDe5XL5R9cIr0rtBIpF8I7YQsyW7VhqkTYV4e2DMpsvR6bXXTVNugAoy7O2L0LxFOwC6dOvLyBH9mPTlp0yb8aPSg7Pqhz4+/gkvBciuqZGVlcnyJV8TdfsKvfqNpXxoddycbIl68JjQ4CBRZehLUFXnh3oZ6htIc7PRNYaomorkiiWAmuqztLLG168MN65fpELFmrnKFUvWtEHbmOlqv4W1u6h0YPihg6Ewx42mrrVaHxIeEtSLChWr0rl9A86f/ZuoO1coWSqU6jWa0rzVB4IOfgztE/V3W4wNeERkHOmZ4urTl+iq31cljqrkzqW2NTu3XCPqzlUgWGsbop+E8e/RlVSq1gQrK2vlNW2EVxVCtrzaIMrRloZ0KanpOBQtgrfHRbJeROPsZEmGPBj/QCse3N7PoT23cfcsR4u2gwDhvoHsMVIcaKnODVcnGZ6eOW3xVaFIa+yaXyW8NUeOHOH4kV2MGj0WgAoVawFQumxFVv48lb27fuHoP3+QlZnJV9+spmWL2hrbo3gmTffeNAqatlsh3mqckUgkPwGrAcVxuS/QFzgnthCzlbdrsjd81xARGaf89zZC1wKq6b6lpa3yb337JyTITflPEwp6fzs6FmPx0o24u3sybuxQMjMzlfcUz37h3BEaNumcp+2IeXyPWdOGEv/0MaFhNdi+ZSnJSc+YMLYb29fPFF2O6nsgZmxU54dqGWCekl2FNNYcQskYS3QV+Rs17cKCuaNITk4EdNvPv9FxkOrQY36FvBwPY70k6ypPm9Rb6L6YMTCVJCjyyiWcnV0Z9uksJkxeQY/en/F+2345iK62dTojPZ2DB3bRuH4FGtTRTNA0Sc51tdfS0tao+ajNwZOX+2Ul8fT2uKj8pwo7O1vadWzG8qXTkcvlOuu7cOYQ1Wu1znFNEd5IvW5NMMY+VxMUz6moNzNThoPtLQAuXYwkOMgDf39nho3oy5CPezNr7gTCwtz47ZcJyGS5bR+9PS4KrpOKefIsIR4nJxeTP4f6fLG2KcLCRSsZ8ekEjh67wPKf5yudqnr7lOTLKSvo2Wc0rq7FafF+L06f2Kp3HaZObyzM4TtZiHcSfYBLwBRgH7D/1d+XAeGYnQIwW8nuy7QX+d2ENw4xG4236XRNXw+7qoiPu57LwYwh/WOIt9eCAitra8ZPmMEnw/syYlhv5sxdhn2R1yG9Yh7fJyi4qknrlMlkXDh3BPsiRbkeeY6d21fQum0/EhJi2bdnHUOHz+DWzcskJyUgkUiYM2MYrm7F6drzE5N6rxSaH0LIq3EXo6ZtDsRWCGJDBOlS4WzQuCMRl0/y9Zd9qNewPTJZXyqU9xBM+6bXtaI2iSSnuwo6wBF6JrgCylkAACAASURBVH1tB8XAUBVmTb/F3BMT6sVQQqvrMENxPzMzk7WrF+PgUJSKob4kpmgvQy6Xcy0ygsOHdvP8+TOi7tzi3NmT+AeUYsJX3zL+8490Poe+80uxfqi225RrhTrpFCKaPbs6cfzIXfbtmkRQxZzPqD6GmZnp2ItYP9WlunlBcCEn2Vc8q5f7Zdq3C2HV6mtM+qYlR/85zZhR2SGeVKXfgz4swYWzmaQ/+5ZSQe/niEmcI96w2rv4z7HLrFq5kLr1mgq2yVCncwopsEwm49yZv+nTuwtXI05TtGg4/QeOYNrXn7Np4yosf5yFtbUts+b9jhy4fPFfou5cpW27Dqz/dStyuVyjB3GhNpoj3rY9aCHMH3K5PB1Y9OqfwTBbsvsuQN+PpyaVrHcBYuPxmXIxfhsWditra+YvXMv7zavz0ZAerFq7Q3kv7sk9PIvnVvc1BMlJz1i2ZArXr54lOTmRgJLlKVbMlW9mbsCzuC/fz/qEjPSXbF4/n4z0lzRp3o1GTbtw5/ZVIi6dZPIXHzDuq59xdc05xmKkVWlpqVy7ehaZLIvKVetrbaeqdFcxvqYmvNpibZozDHFqpeudHDxsKjeunWfjr/OIuPQvA4ZMpl6dClrzaIJY4iHmGZ4lJmNp5yoqr5DtoDq0kWBda5ep1xhdEl0xaSHn98YUbVSMn6WlJb9u2MvPS+cx+rOBrNu4j6vXX8eITUt7wZOYx1yLvMzePds5dvQwjsWcaPV+R3x8/KkWXpvv5i2nSBEHIi6fJyCgtNbnMsa+WT29mLVCbNgedVtZdVhaSpn7rQ99+u+ifsMaWFpmb9dUQ3Yp/tcm/FUQxbwiturQpr4tk8uRWLhw+qwdGekZOHk0BCJzpJFIJPTpXYXFS07y00JvvEOuKNWwhZ7h8tVYTv27n9XLZ9Cn7yDeq9PDpM+jGPNTJ/Yzf+4oWjSvm+N+cEgY77fpTGjFpsz9dgT796zjxLG9JD7Ljis8f152vPGYxw8pXsLbpG0rRCHedkgkEje5XB6n8rsXUJ1sye7PcjGqLxSS3TcOYzbWmk72Czoh0wRD++ptIKmmhKWlJc1btmP1yp9yXB82YhybN/7IhMkrdJ44a0NWViaTvviASlXqMfGb1Ti7eGBra58jTaOmXTh98iCt2vSlUdMuyvo8i/tRo1Zzli6cyLzZn+LjW5qXaS949iwOW2sJn38xjfIhFQH4fs7X7NyxiYxMGS/TUnn5Mlv7w8bGDksrK1KSn7N6wzml3Zo26GvHJxYFhdiqQxvRNcb+1NLSiuCQcL6cspKN6+az9KevcHX72aD3U4ydtan7XyxxUbe/1HTgIfbATgF95qaxBwC6yjaU/Aq1y8ramiEfjebsmX/5fMxgatSox6VLZxl94gixsTF4eBbHz68kzZq3YeLk2RpVU589S8DGJqd/D3M+EFZ4Q9akTqxua2vvWB0/vycc+jOZ0Ir1cqUP8C1OcnIiMlmW1jVc/TBGPd61OvSJsytkd6yqvuztfpHo2DAexoayd/+/VAlvyfXL66hdNxypVJrDnliBGjX8OXb8LiM+2UGNcGsqV4smvHxCrvjAt29eZs3KmbxMS2X4yDk5wlJpgiHrfFZWJtu3LMTGxpYrl8/j6fn6oOxlWhr/nT7On4f2IJFK2LFtGQA9PujP+l+XU6lSOJO+nouHZwm96zVHFO6vCvGGsR+oAiCRSL4E6gLrgNZkOzQYKaYQsyW7FhZm2zSD8TaqyuYlVDdX6ptEXTFUCxfknAgsWYaGjVty+dI5YmIeUdynOqXKNSIzfRnbNi+iY1dhVUAxuH/3BlKplN7/+zzHdcX4BZd1Yda0XwFITk4U3JR17DqUiEsnkcvlWFvb4OTsTlzcIwYN6EbJUiFYW9sSefU0s7/7mbJlg7l55zmfDmtJuaDKnDvzN+VDq3Px/DGlzZ+YGLuGqrW9bdBGwEzlqdjSyppO3T5i2IAGnDvzD5C9cTfVO6ovmXN3jSMh1T/XdTGbfPWNuWIDbqiqszaJtbHzUtUrriFt09QWVfIrdgzV00mlUhb89AuLf/qOCxf+o1xQKH36DiUgsLRonx0b16+gTbtugm00hpDrE6NbDFTJrerfD2NDcxE4dUnse7WSOXr0AK1bdwVyagrcvHGRGVMG4OxaAhvb1yYquqBtHoglupoIdO73I0z5nDJ5FJmZGRw/dokhny4g+olXjmdVzfvpJ3W4ePERt+/EM2fO39y67kTNhjIexWVHpYyPiWTpwol07zWSeg3a5WlM2zUrZnLv7m2CgisQVqkaL9OSlffeq1GXpKTnXIu8xP37d7kWeRlbOzs+6DWI9b8u5+nTWPwDSoma0wVFgFG4vyrEG4TqhrEjUFcul6dIJJJ1wFmxhZgto3wbvTEbY6P6tkPbJkVIKuLg6KW1vEJV5pyoVbshv65dygfdWwCwaOlGHF1CWLR0I316tSczM5MuPYbnIqKxT6I5eWI/Ts7uVK5aT9Cu9vatyzniYCqgGNO9+49z4/p5ps3ezOQJvWjTvn+uD7+buxf1G3UAckqzwirW4vatCBKfxTH442mEVwkA4HGclM/G/sCva+ZgY2PHrRuX6NJjhLL9uuaHavtMhYIq1dUEQ4iuNntfW1t7Ro6dz8+LJnHr5iU6dxtmks2dGI+4uWGFvcNraawhJFf1ujEqovo+uy61aNX+0PZcuqTNuiTFinYYs0ba2dkzctREg/JmZGTw3+njfP0q5rihc0noOTWtH/qaPXi7XxGU4qqH+VEnjqq/S/iXJGp1NyJv3CKoTCnldZlMxqqfp9K3/xdILIux5IcRdOs9Ac8SAaLbpxh71TmjKl02hY26guhGPwlDItnD07hoLC2tcHXzylGHOum1sJBSubI3lSt706NzBk1anse/bAwSG7h25STbNsxh9BcLKV1GXBsNmadyuZwd25ZxYO96yodUZPmqbdjbFyEiEuKfZ5dXslRZvK9eZMf2DazbtJ9unRszavRkfP0C+HXDXs6ePcmCH6YzcPBIihRx0Ng2Y9uanygoJL0QBRJ2EomkMtkOlS3kcnkKgFwuz5BIJFliCzFXsltaoaL4LuBdJbgKGCLNePb0Fk6upQTvvSuhiPQJVeDpWYJNWw6zYtl8LC2tmDFtPB4exZk1ZwnrN+5i4oRP+HX1bNp2GIBjMRdiHt/n8IHN/PPXdsqHVOfEsT3Y2NoREBjMwKFf4+UdiFwuZ+e2ZWzfspQuPUbkqlOxMfT1K4uzswd7/lhL6TJhVCjvIdq5jpOzO1WqNRC8Vz60OtNmbUIul3Pi6G5WLZtGlWr18fEtrXV+5AXMmeiqkhmhdmpquzZSJfZ51fOHhtXg65nrmDKhN8VL+OMTWE1JmFTLVqgFq+dXJxtiiZ066ThzqToliqdqJLAKKNRO1a8pVDPVER1b3iCioP5M6mrlqqREaEy0kTDFMyqIhBibcqGwOIrfivqF4iQLIa82wJcunsXXL5DoxzKiH5uWHGhaP9T7WEj9X/0ARZNNrqYDEqHxDSr/HpGXT2BrW0R5P/ZJNHfvXsPa2pY7t8/i5OTCikWjGfX5AsoGVdbLLEF9jVAfa01Q1xxQ9778MDaUUxHdAfDzcufm9TN8OXkFJ/7ZxoE/FtG4aRdKlg59VRbKslRVm6NjyxN51Rp3j2jkVk34c/8v/HtkO6PHLRBNdBXQ51uflZXJqmXTOLR/E1ZW1vy0ZD137r0AXijnh4KUVqwUTlraC76eNAofH3+aNMv2jF0uKJQtm9dy8uQRdv2xhV837MXDQ9whorp/CXODUJuMMXN4W4hyRmZuL+KFMAqPgLmv/o6XSCQl5HL5I4lE4gpkasmXA+ZKdm/KZbJK+d2IvIapFrCCvlgYEgIoMzMtr5qTA+bYp5r6RNc8kEqlDBj0KQC9+w5h7KhBrFr5E6PGTGbox2Po3rkJu3eupmLlOty6eZkGjTow7OMxzJk1mSIOjnTsMhRLSyu+ntiXDp0H8+hhFFcjTjN7/k5cXYtr3IhLpVL69h/PgX0bGTN2gol64TXuPojBK6AqZcvX4OSJ/djbF0Vmwvmhj72lOcEU7TWWxAvNiWLFXPlk9FymTfqQ+YsPCOYTIrpg2JopJF2zsXwK2AG5HQWpElxNRDe7XGHCq6xXjTBqgiYCpep9VkEYQLhPNfWLav1i7TbVvd6qe8BVzIn8Xht/376esMqNlL8NUWEW830xxpGdkD2q4ro+qFGrBfv2/EqLlh0B2P7bEvbu+oW69dvh41ua7VuW8OGgr0hMjGfRgvHMnLvN4PffmHVD0/MCRN25StGiTvj4lebTMfOIi7nK5vWz+XziamW9CqKt7lArS1qH+Pg1rFg0FllWFjO/24KLq6fB7RSDVcumc2j/JkqVLsf8hWt5GPPaD476/sPHx5/5C9fyw/fTeL91Z+RyOffu3aF75yZIJBLGjp/KX4f3cuHcaZo2b6NXO8yR6OpCQZNMmxJWloVhU00JuVzeUMOtZyjsoUTAXMnuW428Wrze1gWmoJGMvIQ+jmq0zQULCwtCK1Rm1YqFxMU9wc8vkJ+WbMDFxY3Hjx9QtlwIm9av4qcfZzHmi4W4uJZg3Gft6dRtGCPHzuPUiQOkvUhh4tercCjqpCxXfSOutOurUCP7Xx6eUgeF1ODgntXs2/0rPXv2I7y2r0nCGYmVbpgLdNngvun2CoX38Q8IwtHJndNnTlO3ToNc98VCG6FUlzIpSCrA5aulchFgIbtKIWdCkjty5IGGOXQT61VeTDlC0m+hsdVqn6mI9+r+2uOtaqgY1QMA1fLye02Oj4/j0MHdzJ73h+B9Md9CfdYhbWmF3inN9qu5Sa7q+Gjq19p13+dKxClmTR3CwI++YffO1UybvRl3D28SEmJ5+vQxpcpUwMLCkhNHd7N752o6dB4i+vmEoK5hoC38mJAqskJ1WZHur8MniH5wi3Nn/qFKtQYElelA8ybVuXH9AmXKVtTYJwBOztC4eR9SU5No2KxXnhPdB/dvcmj/Rjp2+oAJX83C0tKSRC1zQC6X8/z5MxISnjL724kcPXKIq1cv0rPXAIZ/8kV2mfeiuH79it5ktyDC2MOmQhRCEyQSiQNQFrgtl8ufic1nvmTXCO+w5oy8frnN2ROlKSGVmm7qFiRHRaYki/0+HEZQcAWGDOxKg4bNOXH8Lx4/fsikKXO5eSOSVSsXsvG3Q2RJsjc55YKrci/qGm07DKBcUJVc5WnaqL2p/g2tWI/QivVIeh7P/ZsHGT2iNaPHLxS0JzZ3CPWlGJKa3yREDBTP4etfnmtX/s1FdoXSQu5ny74nbHOrTjJUiS6Am9N9UW0NL79O+bfkTs4IBwqpriY11VxE59UGXh/Cq00CqI3E6iLAqlBIq6vfkSO9I4PHIAuU8sDhNQHJTfrzd55t2rCaqtUa41hM2Euzsd8+fb8vYg6RdBFdre2xsGDg0K9ZvmQyYz5pQ9eeI3D3yA5j8yTmPiVKBGBhYUlIkBudun3E1En/4/02/bC2sdXrOSDnfBEzV1VV7IWeR3Hf3T3bRnfxgs/5etoPhAS1omadllw4eyQX2RWss37HN7a+uXt4M/O7rfgFlOPazWcCztWy54fi+oTxHxN59RL9B47g5cuXnDt7ipmzFhNaobIyT6kyQRzcL3w4Y66qynkBoed8m/eqhTAOEonkJ7lc/tGrv+uQ7Yn5FlBaIpEMlsvlu8WUY7ZkVz10yduCd2lRMwU09ZeLezmNeYwh/Or1maO0XFc4ErHtlUgk1KxVnwsRMcpr386YwEeDu9O1Wz8Aftu8hg5dxwJQr2F79u3+hbQXKdja6fb8qd53b2reF3V0oXyVrnh6VWD29GF8OXkFPn65Y3HmN/TduJlKKpsf0l0h1G3YhSXzP6G4V0llWBVDNrPaiK6q2rEqqhU9jdz99YFqdGyYYDp1gquzLRqcVenr6Ce7H1TUmbWEitE1lkJOiIQgvSPD4s+sbMIL8D2CXnIVyK+1MSUlmQ3rl/PllDWC903RJm3fF03Q1M+aDiyE7GK1SVGlUin9B0+mXcdBeHj6KK+7uhYn/mmM8rmbNXmPJQt9uHjhONWqN8pVjj7Q533URXo7dWxBWsoUqoXX5KMhPbC3L0LpMmHs/WMNcrkciUTyRjzDi4GNjR1+AbnngHJuqcyx27euc+L4X3wy8kvOnT3Fvj2/Y2llSctWHZQOE+Nin+Dt48f9+1EaNa8K0qG7LujbfnPcZ2nCuyJQMiPUUPn7G6C9XC4/K5FISgKbAFFk12yVyzMz0vO7CQUab9NLGBLklut5UpOfiMobERmn/KdPfUJ/mxsU/aL+zxh8Pn4aq3/5g7//3k/Dxi2p06CX8l7N2i0ILFmeZUsmI8sS7QQvXyDLeIZr8WAaNu7Enl1ryMzMyJN69CWNAb7Flf8MQUGQ3AK5CJoQXNy86DtoOju3/MimX2YQG3Nf6eVXAU39pe4YRwiaYpkC3LPxIzo2TPlPlehK7siVJNcQdWV1h1DqG3991bTb1/+S8PKbNKapHrKB9g2+pHrIBuU1TV6xFXUrnWjFluf0la5s/3sq/xbvzZ0R1cj40IqshhZ4u2fXnV3/OmV61efJj0355o2rqf5eHUp4BeRZHbdvRxqVXxlGSA+iqwpN64pUKs1BdAGcXTxISkogPf2l8lrZMqVITXmud7sVkty8WKMsLCzo028I5UMq8vXUH5gzaxJdOr1Pamoy69Z8x/PnCQbVZ2okJT3j0P5NRN2+qjFN7JNo5d9/Ht7Li9RUVi7/ET+/kixauoGKFavx3+ljANy8GUmHtnX5fdsGUlKSRLXBVN/z/EBBbLM+KMhj8xbAUS6XnwWQy+W3AdHxxsyX7ObR5tQckBck5V2Aal852KXoFd9RU1pVMqzYuKlLdgv6Kau+qFQ5nP2HzjHwozm4e7wOwWFhYUnf/l8QHxfDn4e25GkbFOOl6V1RHU+hjZksMxEAF89SXLl8iqmT/kdycqJJ22gI0c1LiC3fUKmu6iZYqC4FwRUbp9Pb4yLhVV4w+/vR+PlIWLrgU/46sE5rHlUyrKseTerFAA8e+eLtflH5T9XRlCaCa3k487XUUwWaSHX0k7AcpEbf8Vcdp9NXuir/Vu3n17ahFwkvv47qIRuU18SOs7f7FcLLb1I+x70KlYlqWxXJHTnWE9Nx8E7BtldajgOB/NIMeP48kTWrFjHwlaO9vIJi/TAlFPNBYfNsqvXAwsISD08ftm3PdvYmk8m4ffsGxUvkjiOtDaYcU12EuU7dxgCsWrmQVWu38DD6Np8Na8nSn75CJss/b7ZyuZylC7/k5In9zPhmIBGXTirvqX5z4mIfKv9u064rPXsNYN3GffTpNwSJlS8REREElK5FRGQcy5f+QKnS5fht0xpCKtRR5hO7r9AmATZHFJT90ru4tyugCJJIJBclEskloKxEInEGkEgkUsBKbCFmq8b8LkKXemohckOXWrghHwYhdSJdY2LuHyB9oel5LSwsqdewPVcun6Jxs6457qmPhaF9okp0xaRT1CmkRlimXDW+W7CbdWvmMGVCb4YOn46vf1lksixu37xMYmI8bm4lCCgZjKWl6HXT4NA7+kKf8CGGlqULYurSRDzV1W+F0tnZ2dKpaysaNa3NrOmLkMhuktFoHGVK+inTaHIAlOOajjBCCkKrIG3JKXKOHMti90EXbty8woPoTNLT5UilGWRlgasLrFlqS9nSUiR35MgCc54NK0iyojwhcq1QGVe3g1Tc0wRFmugnYWz/e6pmJ1yvHAJFv0qj6klZ4TlZWz2KtKevdBX21twEwkdswtv9IpI78mw1bRPEXjUUixfOpkGjFpQpmy0xzSuVQqdiwvFQDYW6JFe9reprmL7o1HUYa1fOJDUpisOHdmNlZYV/YJDo/HntcT63zauUJcs2061zE+o3aMaqNZs4c/4es6d/xLdTBzN0+HScnN3zpC3a8PfhbTx+dJfpc7Zw9r8/Wf/LXLZuPwjknGuqK4GHR3FGfDrh1f1sL8216rZi66ZFDBgymTLBdbh+YzUlvAKUseQV0DeSxtu2z1CFIarMhqo/F+6xCxSC1X4nv/rfBfhKbCGFZNcMYQq73oJkA2EsNB0SmCIGpNgDiPzqb2PtdvUpUwFLSytepOYOx5Fftizq7QjwLc7N63eVv6VSKb36jcXdw5uf5o8n9skDMrMy8fIKwMu7JDGP7xHz+AEBpSoQElaHoNBaODg45SjvTUIsGSooKs2gotb5RNihFICzczHGT/yY1Ss2s2D2IDr3GINfYEiudGKJrrrE1dv9IjKZnK27Azh52oouPV9SvnwRar5nxf/6euHjbYOtbfY21sJCwj9HEmjZ6T6/r7cktLwU7mh4tlckWuG9WKG6Wj1kw6u4uznbqLif8VL/eLy56s4hOc6OVaokva+8NQvNFdXwLq8ljTnLVsQ9zU9yq4qbNyPZvWsrW3f8o7xWkL5xefm+vlerOVciTnHl6i2atOhH5ar1sLAQt70ztZQ+OTkR5HLsizgilWpWHnR1dadGjXpEXr1ESGglqlby4/Mvl7B18yKmTe7Pl1+vpFgxV5O2TRv2/LGWXTtW8fOKjZQu7UVGei22bV5Mx3b16dipJ4Fl6+MskoC3bvchWzb+yNiR7ShdJgyJRMLseTuQWghrXWrbu7yp0JLm4E9G1z7KVO0rSOvGuw65XH5Xw/U4YKvYcsyW7BriRbAQ7w4CSua2hcrLBUyM84g3He/Y1HGaxeLG9QvUrFXfJHWbCuqHEhY2uTeWzVt9QPNWH5CRkc7TuEd4FvdTOhBJSnrGpfPH+OuvXezevpg6jbrSoElPpFJpvhFLXZtQfaUxYh0ViYHYMjQRJU2k19HRgeGf/o99BxJZu/wrWrQZSNX3WgimBXiRmobs5UkOX0okMTENqVRCgzrJlC5lh0wmQSrNHl+5XM72P7KYND0dG5soOrSTsev3Sri5WueQyCoUKIu7XaZTB08yMuV8NuEpK5eG4N3oIhaHsx04yZAiD5TkUIEWcnClCaqOrHTF41WQUX2k/EJOrIQIrxDJ1VauOt7UWpeVlcX0b8YxcMhIXFxMU6e2zb2TS0mjy1ceKJjosEBbeyUSCR8OEi3kyAVTrm9fjetBQsITsjIzcXUrjpu7N17eAXTr+SnhVQNzpH306AFN3Forf1cO88ba+lNkWZks+fFLxnzxk3KNziskJj5lzfIZ3I26xq8b/sDLK/uFsC9SlBnfbeVqxGnOn9nND/OmM2POFry8AwX3H6qwt3eg9//G0aZ9f/bvXU+NWi00El0hqJK+QmKWN4f6hXi3IJHL9fM2+SZw8cqTzd06N+688bdD+d2UfIWxZOZtXghevEjBToRH4LyEubvQN0barG3uHT+6mxNH97Bi1XrRfaDvXFbG5zWw/Rcu3cfSyk5nHULtS4h/wrw5I7GycaBLz8+xeeUZXpOTJCGYavNoDDE1Nj6w2PBHSmdHBm7qNalAP4yO4fs5ywguX5q27Zvi5p4dZiYzM4uLF67y58HjXIu8hWdxNzyLu+Pk5IiVRSwXzj/k0eMkiha1oVZNfxwdbfj33+tYW0v4clwgXn61SE+3wMZGt21gRkYWffpuZOyY+rzfLEFJaKNjw4iNTefQX/E0qOdMcU8bpaqvPFDC6Ss9X6XLvSlWjWmrel9T/2k6pFDvd6F0mtTIVaXM6mRaKH4v5O/a9uP8mVw4f5rFP2/CQg/SIAZCa1Nmxgud64cmCMWVFoI5SNKMgSZV7EXzPyEsrCrhtbrxNO4RsU+iOXbkD57GPuLziUuxsrJW5jm4byN//7mNr2esJzT4tdQ0Iz2ddm0a0LPPaCpXrZdnz5CWfIMxnw2kTduuDBk2Gju73FFAVq5az4K5oyha1Jmde47j6Fgs1/4jL8fxXYlZK9YbtTntsYQglUqoEOxxRi6XV8vvtgBUCbKQ/73c9MJDxzqpZvOMYmC2kt30l2n53YQ3Am0bekM/hua+GJgCUbevEBwSnq9tKAj9nBfq1eXL+XDs75Qc1zSpexv6ATb2w/0s/jZunrlVYDUhZx+54TBlJcuXTOG3dbPo1mcClpZWuaRjQtI2Y0iuevmaPOpqiz1rSoiVHOeVmquXtyeTvv6UP3Yc4qsJ3xFQsio2tvZcu3ISV3dvmjevxPCR/bC2fr15VlVnfvToOceO34Ws+8yeUYaQ8kWQSCQ8jJXwOKYI/n66PaNaWVkwelQ9ps/4kydPquNSrATbdz4hNeUid++l8TwpiwsXkpkxNTu0lTxQ8srDs7DkR5XgaouhqwpNhxL6hiBS2POGl1+n9Db9oHzFV3mFyzWHNe7okUP8vn0DGzbtNznR1QR91w99ISbsjCkODfMSmtrStec4Znz9P9LSbWncrCtNGlWja5fWDBncj4U/fM7wkbOVKtaNmnbht40LcXPKGX3DytqaFi3f5+6dq3lGdqXyR4wa2Z+ZsxZRo6awplJS0nOePonE09OLPQf+U15/k/sPsd9wUxye5KffGDF1msN6pAtWlmbr97dAQyKRdJHL5Zt1XdMEsyW77wrE2Iya0weuEAUPhqhXa7ODXnz4HOnpL0lOTspVbkH4GIlpY6UKXsz89ju6d2nJ4u8/YubcrYIOrExJNsWUZUqiK0atWb2OvIjRK+gY6RUcihah+wdtadO+KWdOXyQ9PYPu3T/Cs7g70U/CiH2mJr18JTEFKFHCkc6dKuD1Kp6uqrpyUoo7oJ3sKsho1aow/ONaHDkaRVamjA7tPCjuYU1YBQfSXsro3P0SS1ZI+V/vUAK9hD0zq9vrCqbRofL6f/bOOjyKow3gv40bSQjxAAma4C5fcZfiUKwUl6KlOLS4e5ECBQql0NJCKaW0aPHi7g7BIQmQkBDP7fdHeuFyOdmz3AXu9zz3EHZnZ97dnZ2Zd+ad95Wf19c0Vnlfs1hA4Ok1AHfV5wAAIABJREFU9R6rwfy+H+7eucnX4waz4Js15PH2NZscuqD4jaj7RjW1yeZ43trK1GUMksc7gBFjv2PahB7Y2tlTIqwPtra2LP12FX16fcr8WYMZMmweFcoFc/VGFPnyF+bK5fP4BwRlyifqZaLRJjeU+7Mgfxs6d+jJmHEz1Cq6yclJdOvSjKJFi7P4W9UxnRXzNCXqvkNTfZ/WcacVC2QsoKzYqjqmEquymwPQFDZHWxorHyaqOirFAZZUBViVOfH/PqrJhh9XkJiQgKboZebqLFXdp/z/uuDq6sasBVuZOqE7Z07uo2q1xgbLps70T5nsDO2i62qxKRReRVR5bXZ1daZm7SqZ0mhKr4gqL8m5XCPVl69CIa1ZsyA1a6bv41R0fOXkZMucGYWZu/AiEc9d6dWnc6brtHmIVkyX7sxKuyKrvN9Zk6dmlddHlgY3Mim6xtxbaixeRkUwaMCnDB8xifIVqppbHJ3IKc7jTDVu8A8IZsyElcyfNZiXETcZPXYajo5OfL/2F0YMG8LsaT2Zv/B7SoSF0H/AECaN/5KwYiXJmy8kI4+XL58TGlZObxnUTSTEx7+lb692NGzUgsZNWqm9fu3335I3bzAz5yw3+b5hKWjyFaK4v1efLUPyfFTlpTxeMFe/bh3jfpgIgtAEaAoECYKwWOGUO5AqNR+LVXZ1CQPyofIhf/zePoHaE33AaOqUdPWgrHg8MTGBCV8P5euJc/H28eXFS9N2fPquSkd6Fdb5OnVlV6/ZjFMn9hqk7BoiR3YMnHUtw9QKrya0KoNyx08aFE0PjySV1+hD+XLuLF8SRvPWF2nUJJq8eT1VplO3fzfLMTVKrOL/pcQyVjcJIPcYreo5Kpdtrj4mISGeIYO60rxFe5q3bK/9AiPj4mr6sDe6PFtTKBimfrd58xVm+tzNrFv9FQvnT2HMuBnY29vzzeJlbPz5ez77tCnLV/5KjZr1qd+oM6NGj+Dnn3/LuL5AweI8fHBTr7KV7y0y8gVnTh3l1q1rHDt6kKJFi/PFl19rzGPrlp8YN36WSkVXcfxhCSEjDSlbrtDKxwyqnGMpW29l971+yGNdKzwFzgAtgLMKx2OBL6VmYrHG5XYKTgysWFHGxzdIeyIrRuWnDav4rFNTioYWz5gRNySWrmJHqvhTha6dqzHrR/lKdbh04SjJyUnaE6tA02BI3b1nh4Kr6vnrgjlWrzQpaFnSRhZXq8R6eiRrTSMlHznxyeVwdnEhJUW10yt11yseV1Z8pcQu1oTUdFlk+s85lbkGmBERz+ndow2FCofSf+BIs8jg4mZak2ldn62u6bVNRJm6fDmVyocwbcYSdu/axrWrF4F0z9GdP+3N1xPmMmTgZxw8fInqtVpw/85Fdu/alnFt/uCinD19kCeP7xok5+5d22jToiZ79/yFk5ML/QeMYOKUBVpXa4eNnMisGeOIiX6d5Zwu/UtOUNT0XQ02Jfr2S1beL0RRvCiK4jqgsCiK6xR+v4uimPXjVIPFruwmJsabWwQrFsztmxcoElrW3GK8V2ja//PoYTirVixk9rzvKFe+sl75G7I/TdcOz5j1w8MjD8EFwrh88RgVKtXR6VpDZv319YYrJUxDdofJ0hUpJrX6KnMA124WwsPLUW2ZuppFx71NJirqLTZO/+NJZOZ9hrqsGit7aJZ0jQoTZGX5FRVp5fzlq/Tp9S09FJGx6oWusc/PnzvFyOF96NipB736fGE289FXkTfx8gk1Wf767LWU6q1WjjFDphniaLBEmDdjxs1gwOedGDFqCh83a4sgCNRv8DEXL91m9rR+1K7Xhlat2/PN/Kn8s+cvxn49k/affEz4/eusXzubMeNXSi4vJSWZF8+f4uefvvq6c8dWxn41g6bN2uoke8NGLTh+9CArv1vIyNFTMp1T1b+oW/FUdSw5OYkL5w5ToVIdyfGQswNdVm2lbsnRpWx5PpbaL1kxKyGCIMwEigMZ7qVFUZQUJ86kX5kgCI2BRYAtsFoUxVmCIAQCG0hfgv5UFMU4lRdbYEgkK5ZDamqKuUV4L1HX0fyycQ25crlTpWoNyXkYo8PSNw9j1A/Fjr9GrRasXDae5q160axlD8l5qPJOremeTGkips5TtiWY4ZkSZbPmJ5HFkcnUe/vXR4nes08kNKwIdna2GebD8vLUhRiSUo6yIqvtGlXnNZlzy5Uh+b+mUnIVj6sqIzExgeVL57L9z01MnLKAWrUbGkUOKaj65mQyyVvBsh0p36k+Sq4hjgyV81A+1qhxS/IHF2Tc6IE8CL/LwMGjAWj8cRccHZ1JSnhGUoqM+Pi3vH0bR8dPGjBvwSqGDh1MgzprefTwNvnyF9EqT9FCHgwZ+Blnzxzno2q1cXB05PTJfxn71UzJ96RImixNZV+irn9RrktPHt8jJTmJkILFMqX7ad0c9u76hb4Dp1Hlfw3NHkbRGGjrR6ROtr7Piq5BOpGVtcBEYCFQB+gBSJ4NNZmyKwiCLfAt0AB4DJwWBOFPoCswGCgIdAFWmEoGK1aspGNIGIt7d2+x4cfvGDpsvNa0xlCYLKmzeydLG3x8A/lh9QydlF1VqNsnre3ZSdlfrc/zN+SdaQuVZCzUxYvVBW0rptryVPT0rJznubPrKVk6TCcnTxmelZWUcXWemxXlU06jq5JrSlNlKfVYsdyLF04z4euhFA0tzm9/HMTLyzzeiPX9DvRZQTV3G6du0kGb3wZtz0jTcyxWrBTfrd5Eq+Y16NylN7lz5wGgTv22Gfl/0qErQwd3o3qNegwZ1JWGjVri7uFOatIToIhaOeTHF8ybjL29PfsPX2HXjq3Y2zswdNh4/PwCNMqtjl59vuCLQV2ZMW0sI0dPwd4+3ZdMUlISc2dPIDS0BPUbNsPF5Z2yWiLMG1EU2bJ5PVMnj8Qtlycrfziacf7+w2ecOLaH5q168s+ujdy8fpZ+A6dJeoamRNmXhyFblLRZdJi7/psDq05kMM6iKO4TBEEQRfEBMEkQhCOkK8BaMeXKbmXgjiiK9wAEQfgFaEn6jIbsv586rbywYGOx24mtWABOTlmDv1vJPGMqxdOyJh48uMf0qZO4dvUUXbqP4rNun6stz9IwRf14+iQcJ2dp+UqNv6vr85MPrC3xuZtD8QXdVkrl2Npl7Xqk5KNqhRbgTawz0dFvMq3EBvpcIcjnUrr3Y1Qr2+rKVOVASlnJ17TfV5Pc8vLCH2WdbDGWNYaU+imKIuvXfccPa5Yy9quZNGjU3OCypawqqUMxzdGXThpSpqNYx9WFGlKnnFnCNgJlGTTJoou8qlZ7392/HZUq1+f3336iV58hWZwiFSlSjBUrN9GlUxOmzVrCzetX6Na9PzVrNcDd3UNtGXLOnjnOqDFTcXPLRbv2XbXKqo3Ll85RomRZft24huTkRCZNWcjzZ0/45ec12Ng5s2fPn0ydPBIvL2/8/ANwcXEjLS2VmOjXxMREAzBm7NRM9cDL3Z7k5CSq1upM2fI12b51mcHKoOK3q8u70vSdWs2J9SMlVbXfBgzTiaxAoiAINsBtQRAGAU8Ayc4VTKnsBgEKoep5DFQB5gLrgRigs4rrAO44OjpbN2RaUUuBQiXMLYJFoau5rBTOnDrKmzevWLh0Jy6uubCzy9xcqHO4ZGqkdObGqh/yss6c2s/WzcsZP3Wd1mtMqejllJAmxvbWrG41V1MIIm2rrLER6suSo9b5lVLeoiiSL19ApmuCfC5huz+NoLqXVO7zNQa6hjZS/luXyTFjKsMpyclMmTSCmzevsuGXnQQG5jMoT6lWEVLlr1atSpZjymXoUseNuVXAXCt/iuUaUg9q1G7Bj2tm0qvPkCz5AuTLH8IXX37F9MmjGfPVDGrXaSQ576dPHxFgYF2Sc/v2dRbMnUSvPkOoVbshxYqVJiUlhS6dmuDrF0DNWg2IioqgfsNmPH38kEePwvHM7UWZMhXx9w/ixvXL1G/YLJM38fRV3zw4ODjw6sUNzp4+AIL2iRVd0McMXddtB1LyNdZKcU7D3k7tQp0hOpEVGAq4AEOAqaSbMneTerEplV1VMxTif8vPNbVdnKKn51MrHwbPnoYTEBhibjEsAlMNfA4f2kvZ8jVwcc1lMR2V1Hs1Vv2Qd9pHDm4jKF8hLp7/l/D713F398I/MJg8eTIrn+YKx2OJZJfCq5xGCrKUl9jY55FUJmQ1o1YkJTmJ+3cuMmBQk/S0PtcI9LnCk8jSBNVNvy79/+rNqHVxyKVs7iwVxfRBPtd4ElE64/3o4vxM6uqeum9VJpMxYfxQYmNj+GH9n5lMQHXBlAqfqvZD1T1pq+PanldOUALk96wca1UX54KKzy00rDxJSYnMmTOPUaNGZCpHnmebdl0ICMzH2NH9GTNuhsZ4uIq4urjxNi4WfA2fFNyyeT3tO/bg08/6ZhzbuWMrkZEvKFOmHKkpKRQuHIaDoyOONepiZ2fPo4f3uXr1Is7OLnzW7XOVTrEEQaBixSosmDOEYsUr8lH1pgbLamgd0qT0WoIVwnuCQTqRvoiOIBbI+QvGoiie/u/PONL36+qEKZXdx4DiFFte0uMlSSI5JYnrV09n/D+kYPpAIfzeuw7b2ycQH98gbt+8kOEwwMnJhQKFSvDsaTjRryMz0hYuWobExLc8fngn45h/YAi5c/tkKsctlwf58hfl0cNbxMXGZBwvVqISr19H8vxp+Lsbyl8YJydX7ty6mHHMM7cPAYEh3L97NcOjtJ2dPUVCyxIZ8YSoyHePwHpP+t9TTMxLAgJD3qt70uc9HTt2POOYk3Nu3NwDiX55l9TURA69gEB/j0z3FBGVfq+eXgUpWtiL8HvXiIiKx9fbJdM9PXv2GDdXR9q2aUyRot5Z7imVvKSmJvIm+uE7+d0DAW+T1L2jR0+SmpruVMjGxg4vn1CN7yky4gnRryON8p5KhPnQqXN37t25QnxCLI/CH3LlyhX8fD1p1aYHr19HkMc7kIC85ZClxiJLeZVxva2DD9g4cOfWSTw93FS+J8V7io+LIP7tO5k8vdIdDUa/updxzMXVBxc3X15F3sxwpGNn54RnnkLEvXlKYsI7b/xe3kVVvicn59xEvbiacczBMRfunvl5E/2Q5KTYjOPefiVITHhN3Jt3z9ndMz92dk68irqVcUzdPYXkC+XevRvIUt+9e1vH9IFoWtI7JcHGzgMbe0/SEh8jimkACDYO2DoGIEt5iSw13WfHgwce2DoFgSyZtORI4EH69fZe2NjlIjXhQUaegq0ztg6+pCVHIKYlZBy3cw4mLflVRp7y9xScLx+vom4RHRP3n0xu2NjnIS3pGQ8eeODu+gIbm/RBgywlOuOeIp7dp1DR0ri4uPA6KhFnIYFXUYXw9X4FlObm7WAePCsDJBKbkA9bRzLdE4CtUxDJyWm8ffPO8Y0sNTbTPb2OSsTewQZ8ICLSmYSEd913cP5YnOwf8vSZD7Hx6ZZdPt4JODik8eSp27t375ZCHq9Ejp+rhShLz1cQbLl6wx9frySN7V5UVDwurj5cvQEOwmOt31PRomW4cu1Jlrq3YN4S3N2c6Ny5Cw/uXzN6uwfqv6eE4IqZ7glUt+WvX0cSEBgi6Z78vd99T1EvXgKZv6dDh959Z6q+p/NJ774nX+/0bRLa+iebtMxtOejfRqQU+p/G/skGiIiKz7in4yfO4ZkrjetX72t9T/K23AZ489YRN/dA3kSH8+XwCRw5tJ1lS+cyYNBIfL2SuHb9DodegK+3CyEFi5MvfzCVK1XCx9uT61dPS2rL69aty5VLJ8ibL9jgPtfBzo48Xrky0ufNX5h/9m6ndu3a1KpdiyJFS2V6T3Fxb3B2tKFs2TJUrFyHyIgn3L55PiNPxe+pWrWPEGWJ/K9aPTp27suRI0fx9nLIdE9PH9/j2rXznD55FBcXV/wDC1CqdDkQUzK8lBt7vKf4npS/J8K8dRobOQiPefo8JqPuQdZxxPs4hi1VuiJqMEgnsmIYgmgir8eCINgBt4B6pNtWnwY6i6J4VeOFwKVrEZtbN6/Wbuv2o9qSWvlAuX71NMVKVDK3GGZH1zABUva0xca+YcrE4fj5BzJi1GSdyjT27K+U+1NVprHrh7IcMTEvGdq/Ee4eXnh4evP44W0C8haheKlqlClfF7dcubPkYckmyIqrU6aQU8oKr3K5plwlT014gJ1zsFHKnT+9Ky3aDaFIaMUML8yBPlcymS6r2oOrjLq9yIrn1K3mBvpcyfhbm8m0Klm0OauS4hxN23UAe3dt5ND+zfzw4zY8PLN+I1LzMQQp8uvSfphihVnq6qmxyzb2Cr/yNYrEREcxcVwXevYdT6eOLbPk+8+ev5g2ZRTDR02mbr0muLq6ZclTmV07/2Dt90vZuGkPNgb4fXkTE53uIKtxCzp/2huAuLhYGtYtS8fOPXkV9YRBX0ziyuVz7NyxlVs3r3HvXvrkX9tPPmPCpHka809OTqJKhRBkMhlnLz7J2CJ0+VoEO7ct5tKls9y9cxNvHz8+HzAcWZqMU6eOcvrkvwQG5eP7H7aaLCyXFCdkVtTj6GBLWBHvs6IoZtJ6DdGJDKFcGVvx0E5no+frEfQ2yz1aMiZb2RVFMfW/TcS7Sd+AvcbUL9WKFSuGc+b0UW7cuMKYr2bkCBMmc5gCOju5YmNrS7sOg6hRuwW37tzn3p0LXD5/iH071xFSqBTlKjWkeKnq2NraalWoLEkRNmZ8Tjny/NQpkvoonMZQjo1xn2mpqTjYp++708UbsxRUmW2rUmyfRpbMOK54Xjmdoil15vi60jBE0U1KSuD3zctZs+53SYquKUNwGbO9MIVCqmg6rC1UmaZ0upYttb03xj5OD09vOn82jI0bFtChffMM5VR+L/UbNsPVLRdTJ49g59+/s+y7jVrLaNS4JT+tX8mCeZMZMGiUXibyF86fZvSIftSr35S27bpkHD9yaC/lK1RlyNCvWP/DYjq0q4ednT0DBo2iTr0mTJ00grr1mlK3XpNM+al6pg4Ojvy9+xQpKSmZfGGUKu7LisX3SE1NZebsZVSuUgMX1/R7aN6yPTKZjI8bVebu3ZsULhym871JwVx7wt93rDqReTHZyq4hXLoWsbnjJ/Xb/bL5H3OLYsVCSUlJxt7ewdximBVTzeo/ehhO7x5t2L3vnMqO2hCPp7pgyP3J0lKwsU0PE2GoXOrkSEtLxdbWLovCkJjwlh07tnD8yFYC8xahVfsvEQRBrbdiS1F0s0MmVQqpqrL0UXalXgcgiqkIgp1Beciv/WPrBo4e2kL/L5diY2Mr2amVMlpj6P63qquszCqu5KpSdOVp5Iqu4t5neQgikBbOSl9l9+6dy/ywejqlS5di0pSFkq8zFdruwxT9iyH3ZYy2VdfyTTWBqCiHKIpMHPcpPXr2pVnzdlnOA+QLsKNR/fLsO3g5Q/HTxIvnT5k8cTjBIQUZPXa6zvIN6NeJ2nUa0b5j90zHZ8/8Cv+AvHTr3p+UlGT279uJv38gP29YzbGjBxk2ciKt22T1L6TrhHFcXCzLl87h4sUzPHnykF827cXPPzDj/PChvajfsBlNmrbOdF1k5AtWrVjIyZNHAPAPCKJtuy7UqdMYewfd63J2WnC9T6hb2TUX78PKriAIdUgPzxT636HrwFJRFA9KzcNi4/vIZGrdd1uxQmLiW3OL8N7y7NljEhMTuH/vNn//+YO5xdEL+V4jY6CuY7e1TZ+RV1aYnJxdadO2K70HzufenQvcvnGaqMjHHD6yn7vhjzOFKbEURRfeyWNKmaQol9ni5EuWrDWJ4vNQ9ZPTstWnuLq6cvPyfiBdgZQrtuo8O2eYJfteyvipI8jnWibzZV09O6tKryijHFUe3Y2heJ49vZ95MwdSr0F72nYYY3B++iL3OC1loG6K/kVq2aowxrvQ5f5NiWL5giDQuetwlnwzg9jYNyrTu3t4Urd+U6ZNHcWJ44eIf6v53fj5B9KhUw8ePrivl3xJSYkEhxTKdEwmk3Hu7ElCQ9MnjBIT39KocUviYmPZv28X0+f+RtHiDTW+J6nvz80tFyPHTGXDxp106NiTfn3aM3hAFzq0q0//vh3x9w/k7u0bmWRbumgmbVrUxMHRkXkLVvHN4h9o1boTv25cy8dNqvDzT6t5+vQRuixuadvWYF39tZIdCILwMbAG2E66t+pPgR3AGkEQJHt3M6WDKoOwemO2oonHD+9Y9+zqgZQV2rz5gvHzD6Rj+wYkJyVTqUp9k5i1mZI30Q+pVauWQXkY2pk7OrkgiiIb103D0dEZF1d3ol+9oEDhMhQOrYBdjfrY2zuSmppCamoyfn75cHLWzzOtKlTFu7QEVJk062M6bYhSnJYciZ1zsNpydZFFEAT6D57BxHFdCClQjGIl/nOC9F+QCUWPzvI4vFI8S2tCbrasSfFV3jOsDsVnYKzVHHk+mzcuYcdf6xg5dhnFS1bOOCdlFdnY6GK+bMr+xRAzUWOGf1LMU9N5TbLokl5d/iXCGnH14l4WzJ3ExCkLVJpmjxg1mcULp7Nk0Uzs7OxZvfZ37O3t1ebv7x/E8+dPdJJJTkzMa9zccmU69sfWjdjZ2VGpcnUAzp4+wr59+6hVrys1arfkp3XzGDxsXsY+WimhfOLfvuX8+VPcvhuBIAjk8fYnOCSMUsXfhQ6tXacR2/7YyOFDezOOhRUryeXL55DJZNjY2LByxUJOnfqX37YeyLQCXKBgEZo0bc2Vy+dZt3YZa1YvISH+LeXKV6F5y/bUrdtErxVfVffz6GE4zZpUoUrVGowaO02SibUh9cfKB8VIoJUoihcVjl0QBOEMsIR0xVcrFqvsWrFixTwEBuZj/c9/M2fWeE6d/JcqlYpknDOXwqRrnEq5V1NzEpLPn5btvsAztx/evnkRBIG42NfcvXWe2zfPMGvaFkSZDCcnZ2xtbYmLjaZN+wHUqd82Y9VYH9QNHIwZ61MZQ02gFa/Rtr/X1Ogjv59/fvoPnsGSBcMZM2EV+YOLqgxLoykusCrkMXFVOaZSp+iq2p+ryoRarniD6skGYwxATx7fw8Sp6wkpWMzgvIyBuWKDqyrT3AqvoiyGYqjiMmzERD7t2Jgff1hB1+6fZ8knd+48TJyyAJlMxqD+n7Lhx+/o0WuQ2vyC8uYn4sVzatcojpeXN/Fv3/JJpy8pXLQ0zx6dITLyOd26D8DdwzPTdW9ionny+CFFi2aeHLp7+waVq6T7X3jw4B7bt23i5KkzlK3QlM+6j2LC2E4cObiNmnVUh0iKfh3J7h0/k5j4FkcnF9p1GMjq5RN58fwuvn7+REa8JibmFbGxr6lZuyUzZ80B4NjRAzx98ojR46ZnOMqKiX7N4IFd+LRjYxo1bslvm39k46Y9+Pj4qSy7ZKlyzF2wKl2O6FccObyPzb+uY9aMcbRo0YEWrTpQsFBRtQ6vpMTi9XCFggWLcvLEEdq2rEX3noMYOHgUDg6OKq9RlYdiWdlFTgj9ZQV/JUUXAFEULwmCoLrSq8Aild0XEW8Lm1sGK1YsHV2VF+VGXZPHzxPHD7N713ZGfbVcq5MPU3UWqvKVsjIN6aEyZP/dm7qBmLYBmjEcdRQJy7ylxS1XbspUqEuZCnWBzIpV+L3rbFg3h907fqJrzzGUKvORTmXpEvdSGUPv01AFV9N5Uyu9mlaVdakDZcpV57OeY5g1pQ+jvl5BSIFiSvu0s16jSeFVjqervDqrSgE+fa19Rr5y0s2us+avLI+x92yfPL6blJRk8ubP2p1bipUBZJWlRJh3RvuhjCmUTEt6FlLRJLOq56kNN7dcfLdqE90/a0Hu3F40b9leZTobGxuCQwpq9UTs5paLw8duEBUVwauXUcTEvOaLQV2xsbWnXIWaeOdxo0nDivj5B9L2k8/4tEsfXr9+yYK5kyldtmKWFc9POnanc/uG3L1zk+GjJuPi4oK3tzehRXwpWSovPv4FM4WvUSY+Po4/t64itFgFHoTfwMcnkGtXThET85K7d27i4OBAamoq7u4e7Ni+js6dO1KqdHl69h5MiZJlGdCvE5+078Y386fQ5OM2rNvwFzv//p3vVy9mzryVahVdZTw9vWje4hOat/iE8PC7bP3tJ/r364ijoxN16zahdt3GlC5TAVtbWyBz+6ep741568a0uVtxsImgR7dW/LBmKZcvnWXFql/VKryq2tbsXu01VhmKcjs7W6RalZPRtG9B8n4Ti3RQdfj4w819ejRpt/n3A+YWxYqF8vp1JLlz+5hbDIvBmM4k1q9bwY/rVjBvwSrKlM1symcpKyOg+Z4TE17j5JxbJ1NeUyiBcqQ6ZhJFkXNnDrJ25VSatuhGk2ZdJYeYMJUjLktDVydXyiusIfn8uXf/NjZ2udReb4gJ+Mnju1m7ajpfT15D3nxZFT1FWRRXV+X/z/hbSZlVZYqsKo2qsEKqSEnak+GgSpWia0h9unojilFDW9Kt1zhKlKqidz7mQt5+SMXQZ6UP2uqoKdplUzu5unvnJr26t2btj9soULCIyjTdujRn4ODRVK5SXae8Y6Jf4+qWK8P78atXUTx+FM6QgV0pX6Eqp04eITb2jdrQQY8fhdOpfSN+/Okvhn/Zg+YtOvLrxrUsXLyWf49dYNPPi5k251fc3DxUln/gny0cPfIXHh556NlvAi4uuUhOTsTGxhZ7eweSkhKIi77ByhUL+N9HtRk4eHTGtQ3qlqVEybI8efSAly8jqd+wOYOGjMHdPb2s0v+ZPl+6FqHTM4H0Puf6tUsc2L+Lg/t3EZ/wlplzllO6dAVJE8WKJCS8Jfb1dX7+aTWnThyhStUarPz+N7Vlvy9OsBQnBNLSZJQvHWB1UGUkBEGIBg6rOgVUF0VRUkNtkcrupWsRmzu1b9hu46Y95hblvSQ7OkUrOZPXr1/SvOn/2LxlPwGBebOczynKLkhTWEyp4CqjS7ihqMinzJnenxKlqvJZ91HY/DfTrgl2o8nlAAAgAElEQVRzeGw1N6YIkyQ13qwmDu3fyp9bv2fq7F9wcckcH1RRZlWKu7qYuppWdlWZLKvyuKwogxxVz89Q5e30yX38+P1UFq3Yb1C8UymYog7oiyEOqIxRpik95esio677uxXT/7F1I0u+mcHwkZNo8nGbLJN9H1UuxK69Z7OYIOvL4UN7efz4Ac2atePly0h8fP2z7NmV0/XTjxk4eDSf9+nA+cvPWLZ0DuHhdxg8ZBzNmlShaFg5Jkz90eA6r/z8zp09ybF/9/NJx+44OTqx6JvpHD64h6bN2uLr689H1epQsFBRg8qUs3/fDqZOHsmAQaP5pH1XrekV68W9WweYP2cidnZ2JKckExP9mj37zmfaS6zpelXkpPHp1RtR+Pu5Urd6iFXZNRKCIGh0viKK4iEp+VjsentigtXbril4XxTd61dPWx1UmYB/D++jZMlyKhVddZhj34u2DjLqxVWuUkJjGk17W02h9OkyIPf2CWTi9PUsnD2EaZN60rBJZ0KLlcfJyQVnFU6scup3bCj6KjlRL67i7ae5fhhCrbqtuX3rIiuXjeeL4QsyDdhV7U+GdwqoKtNmVau6int55Xt7QXsII1Pz4vlDVi0bz/JVG02u6IL2OqBpQkvdOX3rh75todTtGdrKVNd2GdpGmzLmseK/JcK8adW6E4UKhTJ54jD+2v4bEybNwz8gCEhfhYyPf4urGmVUH2rWapDxtyYFWiaT8eTxQ/wD8lKrVi1SU1MpGlqCn9avZO/u7Ti7uBHx4jE3r5/NMjZRtDLRh/IVqlC+wjsLiQmT5nHl8nlOnjjCwwf3WbN6CaFhJenyWV/+V622Qd9d3XpNKVKkOP37diA1JYVOn/bSmD418T5584XgnsuDHX9conCRMDw9vUhMTOTVy8iMZxoXF0t8/Ft8fY0zMWWJDq7kK7tWjIdcmRUEwQkoDIjAXVEUdQq5YbHKrhX9kNIpWUrDYMXyqF6zHnNnT+DJk4cEBeXPcl7doMxcDiZMhakUXl1wdXVnzPiVHDu6k317NvHj9zOIj4+jfMXaDBgyEzsTxJk2xqpmTiA6Jo64ZOkrgvrce9eeYxn9ZStu37xA0bByWtMrmhNnrM7K9+tqidGrDuVVXXm9NtVK6NUbURw5+CfVajbPYgaZ3Wiqy9rOXU9zoZia/YrKSB10S1U4DW17TNF26bK/WJc+QDlf+b+lSpdn46a9rFm9hG5dmrNqzRbyBxcgNTUVGxubjD2l2cnVKxdwcHQkb95gbGxsSU5Oon6DjwkOKcjcWePJ41OQyxePkZaWluk6fXwOaKp3oihy8cIZyparRMlS6e3K8FGT2LXjDxYtnMbcORMYNHgM9Rs20+Mu08mXP4QZs79lwtdDad22M05O71YGHz8K586dmxQsWJS0tFS6ftqMNm0/5dWrKOLiYmnVpjNzZ41n0+/78fX1z1C8vxozkIMHdnP81D1J8ZIVn4W2OqXN3Do7xyUuzuq9hFvRHUEQ7IAZQE/gAekhc/MKgrAW+EoUxRQp+VisspuSap0dMQXvizJixTTkzp2HBo2a89umH/niy6/NLY5KjDWQ09aJWoLiZ2fvQM3aLalZuyUAyclJTJ3QjXNnD1G5agMtVxuX7HCok91Oe1SZwCoPkPSVxcHBkZp1WvLv4e20btVAUj7K+2cVV3RV70t+97fiiq5cOdZHqTWkj5DJZBw+uI1vl6/XOw9LQqpyaqy8FNOqssIy96SiqWRQvl/53/36DyNPHm/69GxLz96DSUpKws7enn3/7MDFxRVXNzeKFSutMQyRsQgMykeuXB58VLkQTZo05dbdGOztEwAfqtduz7LFY6lStSFFQ8tmus6QiSVVfdTOv39n7OgBLFy8lrr10sOMOjo60bJ1R1q06sCpk0cYOawvJUqW1clCS5niJcoSElKIBnXKUr/BxzRv2YFy5SuzfNk8/vpzMz4+ftjY2lK6TAVu376On18gES+esWbVYr4cMQF/JdPlajXqcfDAbgYP7MJ3qzdn7J3WB10cpMmPWce+OZa5QC6ggCiKsQCCILgD8/77fSElE4vds9u8afV223f8a25RchT6euXNiTx6eIt8+Y2zR+VDQOrqQ0pKCnVqluDz/sPp0rWfTvlqy9uYaLuf4yfO4e6ZdWVaHebYa6cvf21bS2TEY3r0GZ9xzNLMyC2du3cvYevgm+mYKVY7nzy+x7iR7Vi38ZxO18kVXsV9t6BeRqlOu6SgrORLrVtXb0QRFxfDkH71OXn2fqY8tJWlmIdU+bRdY8g38b70L6Zqn7NDeVCsf7t2/sGpk+njwX3//E2xYqV5E5tIclIMb9/G0a37AGrXaZRh7iwnLS3NaKvAV29EEVrYk7i4N8S+ieJNvFem86IoSnYmqAvKz7ltq/QtjE0/bkuvPkNUXrNs6RwePQpn5uxlBpf/4sUz/t7+G9u3bcI/IIhBQ8aw+Jvp3Lp1jYaNWhAaWoIrl8+zZ892OnbsQb8BI1ROPkRFRtCmZU0cHByoVacRY8bNwN7eXu9xqz59kLptC8asy44OtoQV8bbu2TUSgiDcBoqKSsqqIAi2wA1RFFV7slPOx1KVXauDKsP4kBRfK+rRx9vhP3v+Yv68SVSsVI3xE+dojZVnqfvAs/MbkNph6jqYV5X+QfgNFs0bxoKlO1Rek53o653V3MqyOtNCYyu8iQlvGTqgMf0GTadchZqSrtFk9ihV2TXkPvRRduVpRVFkYO/aNGvRlv4DR/LgcZLWcoyJpbZFVnRHsU2Vv9dVyycgkMDc+au4eSea8EfPeXD/KscO/87Vi0cYOHQ27u65cXJ2xd7ekdnT+uHunovKVapTpUoNKlb+iNy582TKMyegWI/LlEgPM/T7tsMUKhyqMn1M9GuaNKzI4WM3DVpBlXP40F6O/rufX35ew6+/7SOsWEkePrjPzh1befr0IYGB+WnX/jPy5HkXIUNV+/HH1o0sWjgNJydnKlT8HynJyTRo2peAwGBJchiyt135elX5GKO9sCq7xkUQhFuiKKqcedR0ThmLNWNOTtZp77EVJSxlUGkq3peZd1Oi77uv37AZ1WrUZfy4IfTp2Y4l365X6bhDsTMzt3mdMo8e3gK8tKYzFrqYMhr6TebLX5T4t7FERjzBxzdI+wUmRGo7o/x8DB20GIpXrmTcPfNnURKN7dnXydmVYaMXs2D2EJau3Kd1n7U2T83qHN0omj8bW2HXNpGj+P4EQWDm/C0sWzyWDT+u5PMBwzOlMXX7YKz8rf2LZaBYt2QyGRHP7/L06SPq1y7Ntr+OAv6E5POnVs16HPjnN/7Z8zuCmEJCYjwJ8XFUrtqQ2vVac+XSCX76aT3jvx5K1x5jqFW3tUFyvYl+qJPlkCEo1+mevQfj7e2rVtEF8PDMTWBQPm5cv5yxr9cQdu7YSlzsG4aOWEiBgunh1PIHF6Bf/2Far1X89lu26khM9Gt+3rCamjUbMHJ4H3bt/IMBX8ymes1mpKYka2wjTdFXqFsxtpSxjBWuCYLQVRTFHxUPCoLQBbghNROLVXZlSpv8reiHpkFlTv6Y42JjzC3Ce42zswtz5q9k3OgBbFi/kgGDRmVJo1h/LK0u3bv/DG8/7cquOeTWNruszbuqjY0NwQXCeBB+M0PZNfeeJEOUeHM4A4uIeMarWIcse2RNQdGwcvj4BXHw0F4Kh1bIdE6V0qrqb6kyqgoxpE75VXzu2pR8XVY/3D3ygJhIYYXBuKW1D9qw9i+Wh42NDT//uhuAaVNG0bJ5NcqWq0zZspVw9ypCGs6Uq9SQ0qXK0KhBVa7fepVxbXBIGB+36M7RY4f5cdVXvIh8iWduPzy9/PDKE4CdXbrZrdSJouSkWL3uQR9TXOUV7vpNPtf4PclkMpYunsnz50+Jjn6lNp0q3sREc/z4IQoXDsukTDdu0oqpk8fStEV/HB2dJOWlzvlYxf+1p+L/2gMwf8kOvhrZjmWLRuMfkJ8JYzpRvEQlevabSGBQAZ1kNxY5ra36ABgI/C4IQk/gLOnemCsBzkAbqZlYqrJbWFsC6+yL7lif1YeFoe/bxsaGPv2+pE/PtnTs3BMvr/ej/sgH+Zb0PWhzlKU4KBJFkQfhNwkOCcsO0SRjqMKriLGVXymmwbqs6upqalyhUl0e3T9P/fof66VcS5FLrrirU5hBfT2TpzPGN5GamsK1qxepWVuzAzVL+watWBaa6sbXE+bQu88XXLhwmosXTrNn158kp4K7e2727VzD7GmJhJWoRrGS/yMoX1GcXdJDFVX7qCZpySO4dnkbly+k8PrVc1KSk6hR5xPatc8aYufRw9t4eOTB3SPrxKnyHt0Xzx8hk6UREBii8/0on1du/+TfiipLGuV89+7Zzr9H9vPL5r0IgsDJE0coVrw07u4easu+e+cm3y6ZzckThylTthJ37tzAzS0XjZu0okfPQdSq3ZA3MdFMn9yL8PsjqFmnlaR70nZfAYHBfL/hFGmpKdjY2tGgcSf27trIiCHNaNthIK3bfY6NjY3RJkSzo82xOtc1LqIoPgGqCIJQFygBCMBOURT36ZKPpSq7d4Cy6k6qWwWx8g5LjEFmJedRqHAordt2Zujgbvywfnu2xM00Br7eLqjrcpRnmhXRZ99tdnxfip39s6fhONg74OOb2dvl+9QW6mrmrG0wpGqVVNOqqiGoUporVanHzMl96N77K6OUoa5cxX+lKLqatiDoO8AsVtQLGxtbbG01Dy/el7pqxTz4BwTROCCIxk1aZRyT19cnj+9y6sRe9u36kWdP7+Lk5Iqrmye5c3uBKBIXH0/JkhWpUfsrkpOTWDRvGEcO/MqEqesIyluI27cucur4Hg4f3MbbuJj0spq0onaDXqz7fiYujgn8e/QoTZu2wcfXn1Mn/+XY0QM0bNKZufMWZsgjiiLXrl7k9KmjbPnlPhERzzhy6B++mjCH9h26qb03Q7yAr1yxABvBhrmzxnP50jkCg/Jx985NwoqVYv4332eZtH77No7OHRoxcPAYps5YjKurGzKZjEsXz/LNgqnY2dnTs/dgmrdsT8lS5ejSuRmFi5YhMKiA5L5QUzsiCEKG6XKPPl9TsXJdvv1mJFt+/ZaQ/L4cPLALGxsbVq3ZwrWbL7U+F3Njb5czxkg5DVEU9wP7AQRBKCQIwtdAR1EUS0q53lKVXZycpcfhsvKO98lUWRPKQdutmI5BQ8bSuUMjDh7YlRHqwNLRVD+0hS0wRSgRQ1GU+ca1M4QVV+0XwhIVXkPl0ed9aFd8DVNsNe2rVUVU5DNkogyZzDjbc4xp+q3NqgA0W1IpH0tNTcXHx4/z505SsdJHRpExu7H2LzkTxbrYul0hWrf7HJlMxsuo58TFRRMXG4ONjYAg2HDl0nHmzxzEmzevKVykFFU+aoSvXz4SE+NZPH8YebwDKF++EjKZjPPnTrLhx1WUq9yKfXt+JTSsJMWLl+GnDasyyhNsbGjXrk3Gt/LmzWv27VrF0SP7qV6jHk+ePOTEsUMA2Nr7q1y9VXUvqo5r+maHjZjE9ZuPKRiSh76fD6NEybKkpaWxfOkcun/WgmXfbSQoKH/GqrSDgyOiKNK6bWdcXd2AdKuusuUqMXX6Yrp0akLjpq0IDMxHgYJF6D9gGGtXTaXfwGl4eHpjr7DHVlX/o2s7VarMRyxddZDdO36iSNFiHDt6gOPHDnL82CE+qlbb4HbPEvtIK9oRBCEA6AB0BkoDM4FOUq+3WGU3NVVSnGArCnwoii7A69eR5M7toz2hFYMRBIFevYeweuUi6tRtYpLwCsZGU/0whqJgrm8rLi6G7X98T5fuWfdQmxtLcoan7R0nJrzGyTm3weWo2iOrigP//Ebrdv2wtbUz2gqy8j1q2n9sjPoqNQ87OzsGfTGGpYtn8cP6Pw0u1xxY+5ecTda66pulPShesjLtOg4mISEOV1f3jOOvXj4nj3dA+oqjQ26CQ0Kp26gbudw8uXfnKh+36E5w/hBex7zBx78IQXkLEhwSRkBgCLa2dsjS0vjjt3ns3vkHYcVKEVa8FPv++ZugvPmZMftbgoI/yqQgqkNd+6VNWatWvQ7Vqmc+Zmtry6AvxuKZ24u2LWuRnJyEq6sbZcpW4t69W4QVU704li9/CH37D6Nvz3asXPMbgYH56Ni5Fzt2/M3IL1rQsm1fWrXtq1JuQ9ocOzt7nj65x9F/Y2ncpBXHjx1k4OedOHryjqT+29iOBqUgl8nfz7pQZ0wEQehDulKbF9gE9Aa2iaI4WZd8LFfZTUk2twhmR5cZqA9ttur503DrYCQbqVu/KUuXzOLUySNUqSothIqp0VTnDakflvgtlQjz5vylJyxZMIKy5WtSoVJdteksCUt1mhX35qlRlF1l1A2wSpetxvmzh2jQWPJENKB+dUdxD5+qe1SUw1Bv6fpMYjRq3IpFC6dz88ZVQsNK6Hy9ubH2L+8fqqwUrt6IyqToAvj552fS9A2ZjsVERzGob11sbe0oV74yNuIrunT7grBiJbN8H2dP/sbdOzfZuGkvQwZ+RmhYSYYOG09wcEGTTQhK7bO6dO1Hl679SE1N5c2baM6cPkZAQF5KlS6v9ppPu/RBEAS6ftqMBd98T+kyFfn5lz/55ec1zJw+lk0/L+L7DadwlmiNKWXlV5aWxuGD28jt6UVUVARtP/mMLZvXc+L4IUnWZdmp6CrLHx9vXagzMt8Cx4HOoiieARAEQeeYuRYbZ7d182rttm4/qvK8riuY1v2r7x/Xr562mpplM9u2/sJf2zezas0Wc4uiFSn1Q9cYxPru8TUGiYkJ9O7ZGVc3DwYMmZnhPdRc8qjCUi1LVL23qBdX8fbLPiUsMTGeIZ83YOqsX/DzzwdItzBQZ0psrDiT6jC0vq/6biHHjh5kzvyV+Pj4Sb7OErD2Lx8OqsaHqiaH7ty5wdLFs7h29SJly5TmydMX/PTLrkx5paWlUb50IB069eTCuZNUqlKdkaOnZClHFdq2YZi7PT14YDeTxn9J5arVCQkpTP7ggjx8cI/vls+nTNmK1K7fmSr/a2S08i6cO8KZU/u4c+ss4yfO5deNa+j7+TBCw9JXoS3JOktxsiEtTUb50gHWOLtGQhAEb+AT0ld3/Uhf3e0uimI+XfKx2JVdY2LI4MAYWOog0NRY4gqZFf1p2qwtK5bP49zZE5SvUNXc4pgMqYqu4nFT1vOEhHh69+yMu4cX/QfP0Or4xxxYkgmzMlLbf2XlU1cnWZpwcnKhYZPOfP/dZMaMX0mp4r4qy1SFOpm0XWuoub6hdbp7j4E8f/6UJYtmMGXaIoPysmLFVKj6TlTV/cKFw/hm8Q9cuniGK5dO8nGLIlnS2NjY0LJ1R2SyNPp+Pow69ZoAuschzw5kMhnb/viFxk1a4ezsojV97TqN+HnTbs6dPcnDB/f49/A/PHx4n8DAfFy8cIbY2Fh69vjUiBLWoGz5GgDkD3Lgn71/88/ev6nfoBnzFq42OHdjjk8V83FxVj0RbUU/RFGMApYDywVByAt0BCIEQbgObBVFcZyUfCxv1PQf9g6OJs0/u0IXqWrkPgQlUJ3HW2Pdd978WqNTWTEy9vb2DBg4ikULpvHDhu0WvXdXSv0wppMfU7UnV65HMmtqXzw9vfl80HRsbG1Vpnvf2xNjoPiMYoNKkytXVjNmdc/RGIpv63b9+KJ/I148f5Sh7MrzNkWMYnP3PfYODrRr35Xx4wZnS3nGxNq/WFFH6TIVKVCwkMr2QxCELBM7hlhgXL92iQvnT1OhYlVA/SSsPt/0siWzWffDcp49fcyAQdJ8QAQG5iMwMPOC2v59O0hIiKdChf/pLIMmFCcpHz5J5stRi/ht40L+2fsXMTGvzT6ZZyX7EUXxMTAPmCcIQijpiq8kLFbZzSkhTrSh7oN83xVeKfHgDMHJyeoEwJhIfU9Nm7Xlh7XfcujAbmrXbZwdoumFrvXDWNYfxvyur96I4tG9I8TFxTD6qxVWRdeIGNJ+6DvIsrW1I1cuDxIS4vQuW51n1uxYWdenbqckJ+HkZHwTOlNj7V8+LHSt17rUD/n3qfO3k5JCx0/exar+30e1mT5rKXnyGGcv+b59Oxk5egqbf10nWdlVhakjNMifX6Uq9alUpb5W6xYp7aEuvnC0pbdukzQPoijeBCQ7qbJYZTcu7m2WY1JmsKVUtuxa1bViumd859ZF654qE6GpY7a1tWXI0K9YtHAaNWo1wFaNAmZu9K0fmlb2pCoUxlJ4C4W4MnzQdPoMmKFS0bWU9ssS95dpw5D2Q1/FUhRFIiOe4uMbZJT8tF2bXUqwJlJT04w6cf3i+VOio1+b3OmVtX+xogld64eu7WFaWhqIIifPhjN5wjByuXuSK1cuWjarRvXqdfHzDyKkQCHcPIpw88o/bPrpBcHBhejZW5oVxa49x3n9+jXBharz+PE0/j2yj+o16ukkY3aiOBmtbfyu6rw+7aDiNVJ1hqs3oqzemC0Ui1R2lU1gdXWqoWnPnbk7fys5i5w4kDcGmhS2mrUasGzpNyxduoIvvhiYzZIZF8VOVFNcQ+W0pkKed/HQPMydPYFSZcrTtk2jLOWaqg4aw5z2Q/g+lJFSN3b9vYHAoAK4uXmYvB8yxUqEPu81MDAvT58+ViuHLnlevPyU8WM7Ef3qBRs37yEoKL/O8lj5sFDXlluyZd3JE4eZOX0cz54+xsXVFVsbWwYOGUPrNp3p0Kknhw/u4fnzp+z4awvXrl6kVZvO2NnZ8/OGVYQUKCRppXXPzp+p2+AT3HJ58vnA4eza8YdFK7tyVL0zKdaTuq7kSjmvblxg9cacjiAIa4BmQIQoilliWwnp++AWAU2BeNKdTp0zlTwWqewaipSGzFIbOiuWhSbvjB8qgiAwbeZ8+vRoS8eObfDzCzC3SAaj66BfXacoj++n72CqRJg3KcnJrFm9hIsXTrNuw196y6kP2eXpNyejz31eOHeEP7euYtL0DZn2ukupS9khn6nw9Qvg9auXpKSkYG+f2XGLrnK6Or9BlppIj16DmPj1UFat2WLRfgNyApas9IH+EzNSrAAt8d4vXTrL6JGfM2nKQipVrkbsmxj8/AMz6rmvrz/t2nfNSC+KIoIgkJAQz7F/D+DlJc3E2dE+lQC/XJQI8ybA9xPat63HhfOnKVsuZ1ozGGu7oDksuN5jfgCWAj+qOd8EKPLfrwrpTqiqKCcSBEF9XCxAqoJskcpu5MtobGzeme3p6kVTXRqp+WUXVgVKfzyzOQbi+/6OVH1DmhrzIkWK0b5jd2ZMHc03S9ZZ3KBT3/phzLZB385w4oQvOX/uJGt++ANXV7eM4+97HcxOjNl+aKszUZFPWb5kLMNHL8HPP/NqpKZr1cXKNVSu7KxHNjY2ODg4kJKcnEXZ1ZWL50/j5x9I1+792bxpHdevXaJ4iTJGkjQz2d2/mIuc1Kbo0p5K/V70/UZMVT9mTB1Dj16DqV0n3ZpHsf1XhSAIHD60l1XfLaRy1eqSldWTJ47Qu+9QALy8vGnZqgMnjh/Kscou6ObZXtP7VacrqJp8VC4v/NFzggI8Jcv8PiOK4mFBEEI0JGkJ/Cimx789IQiCpyAIAaIoPlNKN19TMUBdKfJYpLL7Nj4RG1uHTMd06eyza1VXqrKqTXar0qs7AYEh5hbhg6d7z4HUqlaMZ88eZ/HQaG6MVT/02cOraUVO27f+JiaaQwd2s2P3aTw8s3r7tGIcjFE/pPZHW3/7jnoN21M0rJzkvNWZ60kp31Imc+XY2zuQnJKEC/rtZbty+TwzZ0zmQfgNflj/B7a2tjT9uC17dv9pMmXX2r9YBsqKhy5jJUP2rGtTrKXWD2V5IyNfcPnSWar+rxYuLpm/h5/Wr+Thg3uULFlWJ1l379pGUlIS4yfOk5Q+OvoVSUmJFCxUNOOYm5s7L19G6lSuJaJu0l4flK+TamWTmJisV3mmIiXVmSeRpU2Q83FvQRDOKBxYKYriSh0yCAIeKfz/8X/HMim7oijW0V/Gd1iky2NvLw/SUpP0vt7SOnuwKrLG5v7dq+YW4b1D2cuhFBwdHUmfmLMsjh49adL81bUxIfn8JXWKigM3RZ48eUhQUH6zK7pyL7/KP3VYYpurCUPbD6n3m5yUyKkTe2jQSHuEBCnPWTl9TsDe3p7kZP0HgNduPOXKpeN8OXIRhQuHARAWVpLw8LvGEjEL1v7F8tD1+5Bfo285mpBSPxT9L+z4awvNGlehdYsarFu7nLYta3H0yP6MtE+fPmLlioVs3nqAChWlh/BJTEzg/LmTDB85CTs7aWtXzs4upKamkpz8boydP7ggF86f4tLFM2zepM7q9P1Dnemzvv1ZSD5/8ni5GypWTiFKFMWKCj9dFF0AVeaAGgeTgiCUFAShvSAIXeU/qYVZpLLr5uqMKMoyHdNmbqJrI2gMjO2wJqcNGM1JYmK8uUV4L1H8jrR9Ty4urnTo1INvl8y2OIXXy1O/pk0fhV9qWinft6OjE0nJ+k/0mZqcomBpw5D2Q5d2+uqVkwQHh5Lby1dtGkP6LkP7PfnAzpR9T6HCoVy6cEZ7QhUkJSWy6+/1tGjTJ8NRG0BQvmCePHpgLBGzYO1f3h9MMYGkrX7Iv6cC+Z1Z/M10xo4egGduLw4cusK6DduZOGU+478awoH9OwH4849fqVe/qc5O1xbMm0KZMhWpUrWG5Gvs7R1AgKTExIxjtes0Iib6NcOG9mLN6sX8unGtTnJYEiXCvElIeMveXRtJSVE9yabY5in/Lc9D1wlfOU6ODlrTWAHSV3IVTQLzAk/VJRYEYSKw5L9fHWAO0EJqYRZpxiwVKW7ApaQzVAb5x2KMcqyb3q3kJLr1GMiAfh0Z8WVvpkxfpHWPUU5A1xVMXT0+akrr5OycaRCSU/gQ2ix9FMLw+9cJLlDMBNJkRlfHKtmJg6Mj8fFZQwlq48GDe4z8sjfBIYVo3UgsDOQAACAASURBVK5fpnPBwQWJiHhOePhdQkIKGUtUK+8R+oabMVZbVjw0DzOnj+PJ4wds2XYowyoBoOr/arFk2QY+79OB2NgeODg4ZjovlRPHD9Gv/zCdrrGxscHH249nz57g7pG+v9TW1pZVa7aQy92DyMgXDB7QBRtbWz5pL3nhLFuQ6rDs2ZP7/LB6Osf/3cmEadpXqnXpww0xj7eSiT+BQYIg/EK6Y6oYFft1FWkHlAHOi6LYQxAEP2C11MIsWNnV7PBGqqKbXRirgfwQBo3GwM7OMGcnVoyDu7sHa9b9wazp42jXujZjxs2gVu2G5hYr2+qHPiEN1F1z9UYUAb7OJCYmGEU2K+rJjvohiiJHD/9NnwGq495/CG19ePhdLl88x9z5q3S67vbt63zeuz19+n1JyXLNKVnsnUOglJQU5sz6mlKly7N58x+MHDnc2GJ/sP2LdbJdmkNUdfVD8dq5s8Zz4dxJvvt+M7lz58maT8myHD52A5lMxsuXkZnMiqUyacoCxo0eyLmzJ+nTdyj+AUFar4mPf0tMTDS5vTLLJL/W1dWNGjXqEfsmRmd5TI2ioqlpMat4WHqEiBvXzxL/NhYX11xq8zNUDlX/twKCIGwEagPegiA8BiYC9gCiKK4AdpAedugO6aGHemjJMkEURZkgCKmCILgDEUBBqfJYpLL76uULB00W1qbes6Eryk4UPvTOIjsoEqqbEwcrpsPBwZEJk+dz4vghZkwby9YtPzFq7DSzOq0yVf3Qd+uCvDPU5gUyIuI5go1lebbWRk5s70xRP5TrxoPwG6SlpVA0tFy29UOWFjJq0cJpdO3eH2dnF61pIyNf8Nefm9myeT2RUS+YNHkB+QvVzCLf+XMn2brlZwB69fnCJHJb+5ecg6qJRNPHQs+rtgyZTIa7axy/b/mJvQcukiuX+j2cgiBga2uLr6/uIcYAyleoyqbf97Pi27m0b1uPj6rVZuToKeTxVr9t4uD+XZQuU0FjmT6+/jx//kQvmUyNlHdcoGAR2rXvyuZf13H71kXKlKuuMg9D5VCue6Io8vat7lYs7yOiKHbScl4EBuqQ5RlBEDyBVcBZIA44JfVii1R2Xzy5UDo5KU7lOUM9H5sSbTNOqj7SnDhQtAQiI57g46t9FtNK9lH1f7X4besB1q1dRqdPGtLp09506dqXB4+TCH/0HHjn0dDU9d6Q+iF1wkrXe5CS/vat6xQqFKpSJn3LNXZe70ObpU/90LQir/ivPO29m8+oUKFSplVJU2PMqAWq0GVr0MoVC7h/7zYzZy/TmO7hg/t0aFcPGxsb6tb/mFlzV1CwYFHuP0rIKFOxvNDQEgiCwNivZlKufGWd70EKltK/aHqXxo4qkVPR5rncFPcXHxeBi1tmhTIpKYFTx/dibxvL4m9mULxEGY2KrrFwd/dg1NhpDBoyltWrvqF923rMmruCSpWrqUx/6tS/FCpaRWM/ULHSR0wcP9SkchuKqncsP3b91itatx/F5l/XMXtaP2Yv/IN8+YsYve+S53fsxA3u3TrEnt1/0vaTz4xahpV0RFEc8N+fKwRB2AW4i6J4Ser1FumgqkzZctccnZx0MlW2hAZbVWgIS5DrfSQqUu0+ditm5Pa9WD6q9RmTZmzk8uXrNGlQmW2/ryIpKSFD0ZUrvqbEkPphCkVXKrdvXSM0tITG8qxtiuFkR/sh96ydnWSHoqsJURS5dPEMo0b0ZeffW1m1ZgtOTs4arzlz5hi1ajfk3xO3mTp9ESVLlctQdFXJam/vgKOjE81bttf5HqRiqf2LPh6Jpear+O/7gDHGX+r6qvi3mcP03H/4jJXfjmf5krEs/mYGEyfPZ9bcFQaVrSsurq4MGfoV02ctZdSIvowfN4R/j+zL5Dzy7ds49v+zkw4dWmvMq3iJMrx6FcWRw/+YWmyjoK5/HP31Cmxt7YiJfmmyup2cnMSXAxszd/YELl44g6PDh7kFwtQIgrBP/rcoiuGiKF5SPKYNi1R2ixQtHm9nawuojy2ozpOasWJs6YuqjkjfwOVWrORUfP3yMuCLWYyfuo5HD24xb2oXNvy4BFEUCcnnn+VbtSQFzpyy3Lp1jSKhxVWeM4XCm90Tctnh/Te7UeexM4+3L5FRL8wsnfHQ1F8lJyexfMX3tG5Zj7GjB1CiRFnW/fQXPj5+GvNMSkpk7fdLadqsLYKQbr6vzfJg6pSRNP24TZY4pe87phovWLqiq6+jKWMgJYxc+KPnHD20hYiIx4waOw2Aff/sIDhY8nZCySi2n+p+uXKXYMLUn/DMU5C5syfw7ZLZpKamAvD39t8oX6GK1kk4W1tbps9YyoSvvyAtLc3o92EMVI0flN97mXI1WL/pIh3aNzN6+SnJyVw4f5prVy/xUbU6tGjVkWUrNtK8RTujl/UhIwiCkyAIXqTv/c0tCILXf78QIFBqPhZpxqwNbaY9ljCQ0mbyZqkdixUrxiQob0EGfTmXxw/vMH1ybypXrk7RsHJZ0lnK92DutuPunZt06txL7XlT+QfIDl8D6iYiLeXdG5vAgLzs/2dHtpYppf8z9HkrX3/u7AlGDutDYN4itOswkM6dWmNjI20e/eqVizg7OVOzVgPJ5T8Iv8uYr2boJLMxyU6/HJYynjEHqpQZXT3lmxr5yu/zx9dp0boP7du3Jk8eH53qs1R0uT9fv7w0/rgL5SrUZMmCEWzd8hOFi4Rx985N5i38XlIe1WrUxcfbj4sXTlO+QlV9xTYpUp6JKb5VURQZMqgrDx7cJTU1lZSUZLb9dQx3dw/JbZ8VyfQDhpKu2J5TOP4G+FZqJhar7Do4OmX8bWlhFTSFH9HGh9x5GZOQgqpXv6yYDuV6q8tKY978henQeQjzZg2iXoP2tGzTGydnV5MNHHWpH8qx9bSlMRVnTh8jIuIZhQpn3bOrClUOMgzB1IP47HAeI5XsaD9ye+Xh0cP7pKSkYG//fpi2KdePY0cPMm70APoNmknpsul7BHUZ7Hl65s4SV1pTHymTyXj+7AneGhzwGAPF+qFKluxSeI39rViyvxDFZ2pJ4z1VeHoVzFB0RVEk+nUkudw9sXdwoHGTVkYvT9/79PPPz7Q5m3B1iuHalQvUqddEkrM4Ob5+AURHv9Kr7OxC0zjEVHVcFEUunD/FqLHTSElJYfHCaTg6OpqkrA8dURQXAYsEQRgsiuISffOxWGVXGakz1tnR+BlajqV1Mlas6IOu30Dtem0oVfYjvl8xmV9/Xky3XmM15m0J34lcDvk3r6z0SpFT6qrEhh+/Y+iX43Uyz1QOxWDoyoelPPf3gdCwkhQoWIRZM8bx9YQ5GWa6piY7+kGZTMaOv39n3pwJLFz8A+XKV9arTF+/ACJePCMpKRFHCRPcFy+cIbdXnmzx9J4dzqGyG3PLbegztYSJMkVksjT+2PQNabI0mjSsrv0CPTDGPb9N9KBps7aZjklpJ9LS0izWu7A2x2SmxMbGhsnTvmHPrj9xdHJi+qxvM7VfVkzCd4IgDAFq/vf/g8B3oiimSLnYYpXd5KRESenMtVpg7k7jQyf83jWKlahkbjE+KIyxZzRPHn8af9yF7X9oNqVS7Ij1+dZ0qR/awgGpkkkRYyiIJcK8efz4AaFhJfW6Vp1cyuk0nVc8np1mmuYgO9oPW1tbZs5ZTrcuzdi86Ufad+hm0vIUUdcvGuN5JyUlMuyLnrx8Gcny736hWPHSeuft5paL0LCSHD92iNp1GmlNv2f3Nho2aqlzOboSfu8aJUpUMrtylVPHGepWkFXdj6r2xlgTNqYaH0a/ugfk4eK5/Tx7cpcpM9fj4poz95BrqmNdPuvL9Gmj8fX1p3KV6tk2YZcTaNioBQ0btTC3GB8Sy0iP0yt37/8ZsBzoLeXiHG9c/r7v+7JixRIx5HsLCAzh+bMHkvNRdkBn7gGoKgzdJymKIo8fPSAor37eexUHdaqekbpZcG1m21YMw80tF9NmLmXt6iWZvKKaC0Pfa2zsG4YP7YWLqysbNu7MUHQNoV37rvy8YZXWdKmpqezZ9SeNGmfPANPqWDIzqpwhGQPlSVRj5a3re5KbJYc/ep7ppzb9vcvs+nMl3XuNxtnZ8hVdVT4TtD2jj6rXof/AUcyYNoaun37M+XOSw5oaFUvu+62YFkEQ5IuylURR7CaK4v7/fj0AyTPWOUrZNafZghUrVjKjbwiMPHn8iYl++X/2zju8iqKLw79NbnpIIwmEkEJNIID0IiK9iHQBEVRQ+VREUMRewYYFEBDpICAiAooUQVGKFBGQFgmEHkgIKTckkF73+yO5YbPZ3bu93Oz7PD6SvbNTds6UM3PmDIpoZ/XY4qd6C9X63CfVpJkPfMP9vHkdwsMbKHIvo706UlvhrWl9dnR0C3h6eeH4scOqpy3nt87Ly8WIoQ+ibkgoPv1sESwWeQzD6tePQG5uTrXn9LwfO3oIderWQ2SDxrKky0ZcvBVp1jzO37Xqf5RQNvmmy5UfrrB8j0/IWR4xch8ZVpdRuU1ITEFpaQkO/bUdO7Z+i+/XzMafv/+IDWs+wgtTP0VMy05yZJkVpvFPLFTZ4RMXQRAYPGQUft56AI+NfQavvTIRs7/4APn57O1Dat74hKOSYU1DdvZdUxF2XGwrLKUEQTSyPSQIoiEA3q7CdWvGbLE4hkMPE2UIDOLtcdxEYYSanDk5O8PdwwsF+eLOAlHPz7IN2HzkQ6y5ru09eyvlvBXis6fx9YJZWL12m+C82EtLiOM8WzxKKKP0eLVWeNXsPwiCwGNjn8H6dcvRsZMy5/q4oMuqWGuomzdvwNurFt59/wtZ8/fH79vQomV1D+10ft2xGQ/Tzh0qhadXEOfvasqvEXaY2fpEvu8qDVfeqH0f/aqhzMx07PtjE5YdPwCCKEPzmA7w8PBCi1ZdMXrcB3BydlalHrSua2dnZwwc9Ai6dO2Bzz99B8MHd8OCb9aiKcOd8FIR4luiqKgQvbq3BOHkhBGjJqFk+ERYXFyrhdf6+5lIwmY7/yqAfQRBXK34OxLAU7wj0YNpFZ3Yc2mnHhvdr/UPG3cz/s73LJrUc38mJibciJ2oTH2+L977cDWCgkNFK5xU+Dhm4uvkTki6bO/y7XfuZGVizOi+mP7qDPTpJ+4uQCNMhms6+fl5eKhve6z9/leERzTQLB9SHARdv34V4x8fhF+2H4KfX4As+Yk/fxaTnnsUP289AH//2qzhCgsL0Lt7S/yy/TACg5T1xGzDbFdVEdvXy+HrQWx6VPiMGRnWNHy3din2/LkTIElkZWXioYdHoF7YfWjZqgvcKebKWskBvRy23WiuO4Hlzuuo4T3x0MMj8PTEKZLjkioTK5fOxMX4U/DzD0JBQR6WLP0OqRn8jVbl/jZOTgRaNgs+QZJke1kjFkmLGG9y03rpx03oNG99RJUyEgSRBGBuxZ8eAJwB5AJwB5BPkuRctnep6NWM+XJBAbuZhJAdAq3NHk2U4dKF01pnwQTVTY354ubmAa42LhR6+2aSDzEmUtRn9t6nO2Xh8012796OFi3byK7omnCjdv/h4eGJsY9PxNw5M1VNV04iIhpiwEPDMH/ux7LEZ01Pw6KFn6Nf/yGcii4AHDm8H1HRLVRTdNnkw2iKrlz9g9R41DC7FjIOMYXb/fs2DB/yIPLy8jDnqxWY9cVibP31MN5+dxYmjB+Ddm0iKtO4nX5B7uzbhekbUs2u2c4XKyGzH34yH2vXLMbpU8dlj1soEya+g+A6YXB1dUN0s7Z4dGQ/XL4Yy/t9ueXSxaJXtcqwOAPwBlAL5dbIRMXflopnvNCtGTMk7DibZ3sdn5ISXt7GTThg6uSltBNhZmyk7A57qKayNvmQY5ImNR4u0+CrVy6gRcu2kvImJt2ajhb9x4SnJ2Pk8J744/ft6Nt/sOrpA+xtlK+cvDD5dTzUrz2mvz4T3t685xmMrFwxH66ubvjfs9Pshv3jjx3o3fdhSekJoaSkGDExVXckjdCWlPIWLwU1lFy+4ajforioCFeuXERmZgZ++H4F4uPPYtnKzYhuZt8jfmBAVVNZpb8x2zeknzOm7/IqladmzVvhpWnvYtWKBVjwzXeKpMEXZ2cLpk6fg5VLZiD2zN/o3f9RzJ41GSNGT0K/h8byioPNe7iJLrhFkuSHUiMx5BKE0M7TFF4Tk6oo6XzIXnsrKytDeloygkWaMHNBXf3WYteTb5r/xaVi2y8/4rddv6BFi9ai0pLDYYmJeri6uuGTWQvxyUdvYMfOA1pnpxIhMuTj64e6IaFYMO9T1jB828DJE0fxxPjn7O7WFhcV4cD+P9C7j3rKLh2jtLOattAvpWxr1yzGE2MH4r13pqJHrwH4ZfshXoqu3PngGz/Tf0C5Ykv/Tw369R+Ckyf+waoVXyMpMUGVNNlwcXHFcy9+gl59RmHn9jWIadkJv2xeio3r52uaLxNZkOW+K90qu4STbrNmogPc3T21zoKhUXNwppOZmQZPT2+0axOhWPq3s8oUi1sMdC+qa7/9DD9u+BZzvlqFdu27iIqLb1iT6mjVf7Rs1RaPjZuI+LN7DFk3cfFWNGjUBgnXLtkNZw9nZ2deaR4//jciGzRCnTohvMLLgVLyodaZVbHHS4yEmLLZ3snPz8O3q75BUVEh3p8xGyMeGQdPT/7XB+ll/iHFx4RUvLy8MWjIKBw+tBdDBz2AV6fxuu60CnLmjyAI9B0wBp/O3gwXVzfk5t6Fk7Nw41XziiPd0VuOSHRrxlxGujCaFphCaAIADRrJ7wXQkeHTbrgce0g1b6ayafMxNGjYiCU0M/YcPiUkplRZ0farLSx+vtDTYYL6veLirTgXfxEJV/9DwpVYZGdnwsvTHadPHMDWXw8hOFj8KrwQhdeRJ71i0LL/aBrVDD9v/t6wddIkqjUSLnNfGwbYl7uGDZvi7NnTuK8191WJhw/txQPd+gjOpxTklg+jO8oU62lZKaR+RxcXVxQXFWHdD7vQspXwYyR6mn/Ymxsr2f+/+Xa5hcfmjWsx65O3JMfH5mxWCLVr18XzL36C5yZ/DIIQvylo9DbrKJAkeVuOeHS7fWpxqn59khAPrCaOza3kBK2zoHuE3sdI332kmwTLNdlxxm2EhQvzSMtnsSshMaXyzFLO3WTxGeRAiInY3j07MX3KEMz+eAyOHtoGD08fdH2gH1q36Ybpb36N9NvqrDWa/WR1tOw/XFxcUVJSoln6Url+7TxC67NbZdC977K12REjx2HD+lUoK+O2wjjy937c37WHmKyKRm75cIRdVr3kX458FBcXwcnJCQ0bNRX1vh7nH1wypvRCxYiRj8PFxRVpacxOsthQ8jo6KYouFT0t8piIR7c7u6WlJaq7rDcxDlmZ6QipF6l1NkxEcP36NYSHR4p6l21ApCuhBfmZ8PaRdpcqm9MKtkW3Hbv/Q3TIK9i0PRIfn0lB5u009B/8HBo1bQvnCnMqtc5T0fNmUhUt+w+LxYLi4iJN0gakXQUTEx0IF1c3XLvKbcbMhzZtO6GkpBg3rl9FZIPGjGFuJSfBmp6G5jH3SU5PCOb4wo1WO71y9WffrlyI+7v2hJeXt6j3+chHq+bBiD2XJip+KbDVjZI7lU5OTpjw9It4ZvwwLFyyHhERDQW9z5QnPc35Teso46NbZZeKuaOrHXJ77DVRHj0NEkxcT7iMQYNHCXqHPtjQJ+xKHXNgc/hCTScu3orM22lYu/wdZKQnoVHTSPQb8Bhat+uO5NTMynByKbpCymoO0vqjfv0IXL9+VetsAOA2G2SSG2t6Gq5e+teusyg+MkoQBIKC6iAz8zYiWQw9tm3diP4DhvI+32uiLPQ+WO9jDRuHDu7Bq69LdvBaSavm5U7WYs+lVf67pvH8C9MRFBSMp54YgllfLEanzt14vad3RdeGOZYaG10qu0nJ2SguKTMVLY0xv7/xYFq9lTJwKFHf165dRkQD/mdq7eVfTUWXiSOHd2HNylno0/9RDHtkKSwWl8rf1N7JZcIcpPVFaP0IFBcXITUlGXXqSrM+kBN6+6HKTWzsCfywbgUOHvgTYx//H56cMIlXnPYUogYNm+DY0UNo07Zjtd+Ki4vxy5b1mDtvlYBSOBZ6X+hXU+GVs+zh4Q1w8MAfaNuuk+S4qMot9d9SdnXlikdtHhn1BMLCG+D1V5/FJ7O+QdcHejKG4xqTtFJ0pZwXpoatW4e/ozMT9SDkvutSDvYcTDj1vwkPt/7ky01Vnuuto3dE9D642iguLoKLi6v9gDRq0sRfb0ouUD6Bvb9jIxz65yLc3Nxli5de1rLSYjg5u7CEro7Y8q5Y+R3Wr52Naa8vQEOK0xIhk0CxaXPFz5R+TZF7PojtP+Ri6uQnMHjIaNXv22UzZaT3i3HxVpAkiX+P7cW+P9YhLfUWHhs3EUOHPQpfP3/Z8nPj+jU8/thD6N6zP54c/xyaNG2O/2JP4vvvluHwoX1o174z5n29Rrb0+KK1fBgNJa+yU4Lr169iwhODsXX7Yfj4+gl+nyofTDu5bAoqH9Nm6i6xXLDVD32hWK7vferkMUybOgFz53/LuKDANA/T424uE/a+UU5uEbp2DDtBkmR7lbLESYsYb3LT+layx9u89RHdlJEPunRQFVTb87KrK1FjXOjrBSNNjgsKcgW/Y5TOVGvYzIqEOrxi4mbSddSpEyKrogtUd85RUlLAGEYu4uKt2PLLH1iz4lO89taiKoquUmnyjVtvK+Z6REz/ISdt2nbCsaOHNEmb712sK5bMwMb18/FgrzHYvusfPDnheVkVXQAIj2iA7TuPICKiASY9OwbDBpdfYdLyvnb4aetfmii6gPbyYaIsZ04dh7OTM+bN/UjU+0rJh1Im0HTzcyYlV86xqk3bjnj9zY+waOHn1X6jOr1ky6OesTcHqu3voWJuTPiiS2UXAIqL7F9tYCIfRut4km5c1joLmmKvw+Vj+su2kMTkiVlo+mwkJyehXmiY4Pf4YivL3awbgt4TWpaExBQs/eY9TJw0E+GRUZzxKXkXIr3+zCva+KF1/9Gn7yD8+ecOlJZWv3VAafgsXJWUFOPAvl8waeosdL6/Py5czlJMpnz9/DHx2Zcx++vf8N4HX2LHrn8w7vH/SbqWSypay4fRUGJTQsk5yHvvTEV6eip+2rwOYqwbbfLBppyyPbe3Wxt7Lq3yP6kwzenUnNf17vswLsTHIT09lfc7ep93mhgXXZ7ZNdEWe+c9zQ5JH/CpBz5hxCrNYuQgw5qGwKA6gt8TSnCgJ5oxOJJiQkw5ggI8kXk7FW3bdecVXumzbWabNBZh4ZHw9fXHpYvnEd2sheLpCT1/ZrG4oFXrrti5fQ1efPmLKr8pJWsuLq5o3bKLInGbqIeRHFe5ubmDJElR19TY24XVyhuzDbnmB2Jxc3NHg4aNcTPpBoKC6vDeUBGzYGskmTPRBt3u7JpoAx/HRkbtVBxFIeDz/ZVcZZcSt9WahsBA4aZadKWV786yvR0HseUoLSmBk5MzykjmO0Jt9/0K2eE1qVnc17o9zpw+rmgaTO3EJpts2OQ0uE4Y6odVvxLIqP2/iXrova977Y1yT8yH/7kEJyfh0+A6QfpzQiTmGjGlYbNckSNtJnNsMe/yCcdkCWf2g8ZCtzu7FtM5hOoI8eCrtaOnuiLvQNT7IMyFEoqTkDjlSNNqTUNwnRBe+WJarWX7m66MZ2baN02TUh4f3wB4efuglkc2GjZqWi1fVC/MWrcVG3rIg14Q23/ISbdufbBq5dcYPWaCqJ0lPjC1IapssjmJKSsrw7F/duPtD1YiITFFF17F1UQP8mF0pOy2Kd1XjXviWfzzzwGsWb0IE599mfd7tt3cZL8SpbImGj3273fv3oHFYhE8d+FrUSZGvpiO/bDFxzV26/F7M1Fc7IHkdCWsh44oEKdy6FfZtfD3pGoiDXsKBRW9NHB//yCts6AYSqwY6sUc/UL8WbRpU/2aET7wMbe2lSk5lYA/zZeObfIlR7mLigqRlWVFaP3wKunqxRpCKS+bjoIe+o9efQZi+bJ52LFtEwYPHa1YOkLq3hZ27/5TcHJyQmj9hgBQTeF1dLnSg3zUVNSQKYIgMPrRCfh+3XJByu49s2QLrFnGuRJIK0Y8Mg4rls3D/ybPASBN0ZXqvZnvTi4fhdeeN3sT/cHLfoMgCHeCII4RBHGGIIg4giBmVjwPIAjiD4IgLlX835/yzpcEQfxLEET3ir+dCIJYQBDEWYIg/iMI4jhBECxXyQMF+aY3RDUQOmnRi+nG+Thlzf+0QIhpLp+46O8wmfSq6e087uxp3LhxDd179OMOx7EKbC+vtm9oTY1j/F2uciZcPYe6dSNw+VoOY/6EpqPk1R3mIFwdsf2HHB7JbTg5OeHDj+dj7pyZ2Ld3l+T45CIu3opbyQmoGxJZ5Tnd/NmR5Uqv44tcsqcWfGVEzXHIRlRUDOLOnsb5c7GC39WrfOiNsY9PxOnTx5GaksjLUaMSiq5QueLjtNNe/pjQQo8yuQffwwqFAHqRJHkfgNYABhAE0RnAmwD2kCTZBMCeir9BEER0xXsPAphc8e9HAdQD0IokyZYAhgPIkqUUJqJg87LL5z2jDbqOCN2rKpMXZTmdMkll5fIFGD9hElxc2Y8o8DGfB6SbQknh5JlE/LRxEbr1GMKZD70ovCb6JSo6BgsXfY+ZH0zHpYvntM4OAKCosADbf1mJ9h17Aaiq5No772uiLI64eKVVeerUrYd33vsc06c9o0n6NQE3N3e4urrByclZ1nj5LNhLbStM79p2fkWO1aYepSG8zJjJct/sti0Ml4r/SABDAfSoeL4GwH4AbwBwBlBWEcZ2GCkEwC2SLPfoQpJkEkeS1b1imMiGWCWXb1xUHG1gVgKh396oStHxY4fx9rufcYZhOo/DdvaLz5kwuc85p6Wl4LOZ49G4aTO8/PIUu+GFOrOoaeZQRjOHVSKfMS1a49nn6uJ5vgAAIABJREFUX8Hc2R9i8bINsscvhN1/HsWCOdMRFt4EvfuVm1ZTzZcTElMqTZqVkFWjyYOJffRcl337DcbCBbNw+NA+dH2gp9bZcTgKCvJx504matXytRuWa5znCq/kES02hZeL4hJmp5Ua6FEmFHif2SUIwhnACZQrot+QJHmUIIg6JEneAgCSJG8RBBFc8e84giA8ARwC8FpFFBsBHCIIohvKVy/WkSR5iiW5y07Ozq3FFcmECyXNJZWCaQLkzaPzNNHXRCOgdiDu3MlEYBA/b8z2zslQn9Hl2tWtlt346XJlb6JNkiQ+nDEd9z/QEy9Ne1cxp0I1Ca3OFivdfwhVBEeNehI/rFuBvw/vx/1deyiXMQ4uX47HR+9NwOixU9Gzz0hG+aY7qnLUxRlzfKkZWCwWTJv+AZYs+lKQsmvKBz/+2r8brdt0RLs2EXbDClFa9WSxRsfFwm4wq7IeZUKBt7JLkmQpgNYEQfgB2EIQBKd7L5Ikp9D+TiIIIgpAr4r/9hAEMYokyT1M77u6uvPNmokApHqy44pPKagreLb0wsKbKp6u0dFDx08lMDAYVmsqGjWO4hVejKdo2zs+fuGc8XE9Zwt38/rfuJmUiK/mfStY0RXimdRRFQgu1C6vkv2HmH7VxdUVL73yHuZ8+QE6dtoDi0Vd35FFRYWYNvUpjBv/Grr1GGI3vBIemqV475Ubc3ypOQQFBbNekcOGKR/82L/3N/TpO0i2MU0v/YNY1NajTO4heEQlSTKLIIj9AAYASCUIIqRiNSIEAKd7OpIkCwHsArCLIIhUAMNQvjpRjfz83CpOACIbNgdQ7hjGRmBQPQQFh+LShdMoKSkGALi7e6JBoxjcSk5AVmZ6ZdjGTe9DQUEukm5crnxWt14k/P2DqqTjXcsXYeFNkXjjInKy71Q+bxbTAZmZ6UhJTqh8Vj+8MdzdvXD54pnKZ37+QQipF4lrV+JQUJAHoNyzdJOo1khPuwlrerJuyhQT0wEnTl1Czt17efLxC4fF4o7b1ouVz9w9/OHtUw9ZGVdQUlIAAHBysqBbt66qlSkmurxM5+OuAQAKC/PRuu2DDlFPVmt5+q5uteDjF467WTdQVJh9L606MSjIz+RdT54uqSgoyMP5uGu6kb3rCRcQHByA0uI8nI87zquenETUU8MIDyRcPYfEpFtwc/eFp1cQPL2DcTv9AsrKSired4df7UbIuZuMgvzMyvcDApuipKQAd7Nu3Mu/Tz24e/jjVuJJ7PnjF0yZMg0pKQmi+girNQ/BgZ7w8w/C7bve1dpTQFAU8nLSkJebjr9SgeBAT837CCO2Jz5lij//L8iye9dTyVGmi5dvI+v21cpn6QGNBZWpY6f7cfJ4R/y8eSVatmyraj0dOHAA993XBs2aNap07uYX0BBNGwfg2LF/K9+3tScf9zuwpmYAAA5nuKNr106y1JM19RYA4Hypp6ayl5+XjbYdepntqQaUKTQ0Ap6erjgb+w+cnZ15lenOnQz4+tbWbZn0Uk9kWQEiwsvnjkAgZ5ls8yDbmOtUeq1yvuddyxd38wJY50aeruXHVs/HXdNc9lq2ag97qKVHmdyDKDcjtxOIIIIAFFdUkAeA3QA+B9AdQAZJkp8RBPEmgACSJF9niaMtgBSSJJMJgnACsBpALEmSs+lhY8+lbRo+uOvILdsPiy6YiX3kXiVTa3cmLt4Kp9JraBbTQZX0lEauetDzbuCxo4cw58sZ+HHzn6qkZ1OohX5bph0rkiSxfNH7cLZYMPerr0Xnibq6LZfXbUdEjZ1tm3zIBZP3czFcuXwBz0wYjh827kZIvfpyZM0ux44ewpuvPY/3P/4eQcGhlc/FWAFJrTe9nNmVWz5M9M3T44dh+CPjMHjIKF7hTfngx4P3R+OXHYdwK427TdszYTbCdZg23FydEd0k8ARJklW0XrX1KBtRTYPIRYuGy1M4Cn36Lq9WRj3Dd2c3BMCaCntzJwAbSZLcQRDEEQAbCYJ4BsANAFw9RTCA5QRBuFX8fQzAQpH5NpEI04RSqtKl1kQlJjqwcsWvpqO3jp6N4qIi+Pn52w8oM2Im7FSPs+H1grBq+UdISIjHd9//IioP1HSFKHI10ZwZMI5M25Bz0bBR4yg8Mf55vPv2FCxf9ROcnPhemCCOkyeO4o3XnsNzk2dVUXSBqvKnpImxWumYmLAxecobeO+dqRgwYCjnbQFKUVZWhtSUZOTkZiMvNwc5OTnw8fFFy1ZtVc+LXKSnp4IkSfj4+CEgwCJoPDOqomsHU4/SEL7emGMBtGF4ngGgN884fgPwm6DcmSiGWEWXy2GAwToeXSBlYmek7x3RoBGuXbtsP6CCCJ1I5+XewdwvPkJhYQHe+3A1fHzkcUpiTuYdByU8gU54ejL27d2FPX/8ir79B0uKi4v9+37HjPem4bkXZ6Hlfffzfo/LOkHoOEC9Jo2q8JqYqEm79l0QElIff+3fjT79BqmSZoY1DYcP7cPfh/fhnyMHYLFYUMvHD15eXvDy8kZS0nXUrRuKp555EXVDQlGvXhg8Pb1UyZsc7P1zJzrf/yAv/wO2sZnvvNSIfYSpR2mLul4wBODuYZxG7WiIWV1Xu/OxmagasdOTihHLHBJSH3eyMpGXl6vKgM1mYmZPtm0mzAnXzuObOS+g8/0DMObxaWjdsp7ovPBpT9TdZKoZdU2VcaVRygRRjrpydnZG8+b3ISMj3X5gkfy8eR0WLvgMXy9aByfX8CoySv23Tf6EXP0lVmb1JOumiWrNo32H+3H+fCwvZVeofJz49wh+/20bCgry4OnphdjTJ3Aj8Ro6deqGrhXe/enHFkpKSvDr9s1YvuQr3L17B5mZGRj16HiMfXwi/P1rC0pfbYqLi7H6228w6/PFvN/ho+jqpX8wMR66VXZth8BN1IN+UbcNPe5EZWamAyB0NUESipjvatSyAuUeZ/NVUnYzM9Ph7x/E+Bsf5XPDuq8wdMT/0O+hsaLSZzvDyZZuZFjdSoWXfm7YyDKuV7jkQwhK1EtCwhXs2rkFn33Bf6LIl6KiQnw9fxb27/0Nb89YDSfXcq/lXO2ByVu5PbNjo9/BK5d8mBiDuHgrEq6noFl0Q17h+chHauotHD1yAFt+Xo/0tBQMHvoogoLrICc7G716D0Sbtp3g4uLC+r7FYsHQ4WMwdPgYAMCN69ewetVC9HigOZat3IxOnbsxvldaWgqSJFX36G4jJycbn896F2FhkWjdpuqigNh+wRz/TKSi7IEgCZQUF2mdhRoFn85ETx1OSnICYqIDdZUnObGVjf6fUYmLO406dUJQO5DfHbtSoXqc5Ivt+168cBpJiVfQs8/IKs/5wHbJPfXqLD7xUXd6be+byIcY+VCL4OC6sLhYZHVQVVxcjD1/7sTI4T0RFxePdz5chz69qvoWsckmH1njcy2YGCdsfM7nqdEW9CwfJvITEx2IDGsKSuHHK7w9+dj9+zY8Mqw7Dh74E6MfHY9fdhzGc5NewYhHxuHJCc+jY6cHOBVdJsIjGuD9mXMQElIfy5bMRW5uTrUw2dl38fhjD2H9uhWC4paL7Oy7GDWiJyzOzpgzb1WV38QcbzAxkQu97uw21joDJvcwspKlVxzpLAofDh/ci64P9AKgD4+rbGnnZJ3D/NlTMf6Z9+DiUu6oRKxjDSbY4qIrt9Rntl1ec4e3ZuDp6YW+fQfj0MG9aNiI332eRUWFKC0thYeHJwAgLy8XFosF27duxMWL57D7920ID2uAUY+9grbtewBgN1GWsvPCdWc1W7z0d/n0D3roQ0wcg5KSEiz+5gtcvnQKU1+aJvhd+g5qYWEBvl25EDNmzlXk/O/WXw9j5gfT8carz2He12sq08/NzcGLz49FVtZt3Lhx1U4syrBxw2q0btMRH3w4lzUM29lcNstCo1FcUqZ1FkwY0OvOrraebExMFMQRFF2hK6/79/1eqewC6pX11MljeP/dl1BQkG837LWrl/DGq89j8kuz0bFz3yq/yX09lJDyJySmVCq+5op3zaCMLMO8uR+iuJj5OM/Nmzew+JsvMfihzniob3t06xKFHg80x6ABnfDUk0PR44Hm6PFAc2z8cQ2Cg0Pw7dptWPP9Djzx+Mgq8dA9hUtFSrtmmgCzeTI3Ul9pom8Sb1zDlp/WY/HSDWh1H/dNKpcuncfLU8Zjy8/r0afnfejQJgyDH+qMl6dOwPhxgzDk4fsxoG871A+LQM/eDymSXzc3d8z8aB6KS4qxasUCAOU7ycMGP4CIBo3g5eWNZs1aKpI2FxkZ6Vj33VI8PXGK7HEbadxzsehVrarZ6HVnFy6ubvYDmdRY6ocbc/PfkRRdvjuNsWf+RXb2HbTvUO7xVY2y2uTjzOnj2LplAy7Ex6FR4yjUrx+BRx97CrVrVz1v9e/xv/HJR2/ihSlvoHmLjoxxyr2zSt3RCg2Orfb7zbRWVf62neU1d7Wko/f+Y/yEF7DpxzV4buIojBj5OAYNHonz52KxdMlcxJ09jaLCQjz08HB8PnspvL19EBRcBy4urrhx/SqSkxPRtm1nZGZloJa3D3x87ZtmynnlD9c5XtvvQt5lu59aSfnXu3yYyIeffwBcXFzx4YxX8dK0d9C5S/dqYc6fi8WvO37Crzs2Y+KzL6Nxo6aY8MwrCAqqixvXr+LKlQsIDAyGv39tuLq5ISSkvqLXhrm4uKB374E4dHAPUlOS8dGM17Bw8TrcunUTqSnJyMq6jdgz/9pV3uVk4fxZGDLkUTRp0kzWeNW0aDp//j/s3PETRjwyDg0aNlElTRN10K2yq/T9gibGxt3dcbx1O4rSwuY9cf26FXhs7DNwdnZWLS82+eg3YAj+2L0dZ/87hV69ByIt7RaGDuqKiIiGyLCmo3WbDkhLS0Fa6i0MHDIRzVsN5IxXyYE3NOgc6gWdRXJ6iyrP6UovNS+A48iPmui9/wgLj8TREwnY/ds2LFsyF6tWLEBmZgYmvfAaXn19JkJDw0EQRLX3GjZqWmn67Ol1r4x8PJvKvZDDpjzba0NMiq3aOzt6lw8T+fD3r42du49j/77fMfOD6WjRog0GDBwOJycCnp7e2PPnTuz5YweGjxiLOV+tQtt2nVBcXFR5zKVR4yg0ahyler67PdgHv/+2FUMHdcXQ4WPQNCoGs7/4AF5etfDN159jwMDhqim7hYUF+OOPHfh56wHZ41ZzfDt39jTWrl6MXTu34IvZy9CmbUfGftbEeBAkSWqdh2rEnkvbNHxw15Fbth/WOismAlBz8n0+7rjhrodwBFf6QiadMdGBSE29hZHDemDn7uOoVctHwZxVhSofpaWlWLt6MdZ8uwjLVm5CQEAQEhIuIzAwGCdPHoW7mzvqN+gKZ2f+a39y19uvf5xFaHAshnV/FwBwM71cwU1Ob4Gb6c2rKLxUT81K5cfRMVL/kZebi+vXr6B+WKSoNiTHmVwpyGHNonYZjCQfJvJx6kwSjh7+EfHnY1FWVoa8vFxERDbCSy+/U8VCQi/yQZIkTp08isaNo7FwwWf4ccO3qB8WgT59BuHI3/ux8ee9quRj/fcrsH/vb1i2cjNnOKY5op58UZSUlGDMqD7w96+NtLQUFBUVYsnyjYiI4OelGwDcXJ0R3STwBEmS6m2rcxDVNIhctGi47PH26btcN2Xkg253dk2MBZ9VeL10aCbqseWn9Rjw0DBVFV06zs7OeOqZF7F9+y/471wSopvVgUetpsgtBEY8Mk7UrpHck++H+7ZAXHxd/PIX0KH5RoQG3TNrrhd0FqFB53AsrvwKCrrjKmp+uDzjmu3PmHh6eaFZc+bdfT7IaaIsZ/pCHb+xnd81MZELVzd3dOs1Ht16GWO+QhAE2rbrDAB4fvKrmPTia/D3r40XXxiH5OREPPXkUIx74ln06fuwYnlISkzAssVzsXrddt7v6PX8vcViwZdzluOZCcPx0adf4/DBPdixbRMmT3lD66yZSMRUdk0UhXpnqCPsbNZkhE6Yy8rKsG3rBsyeq801CHQIENi/52dERkbD3aPcTFEuJYDvNStcSnL5v8fidHw//LI/BR1jNqBe0FkAFQpvxbleNrNmaj6Y2pXY845muzU+eqkve15Y7b1rKrwmJswEBNxrC/MWrEFqajIuX4rHpx+9iYKCfAwaPJLjbfHs2rkF/QYMRWRkI0XiV5sGDZtgzrxVmPbSBIwdNxE7tm/Gs8+/IviqKBN9oVtlV4hJIRXzHJu68JnkU69VoZtgit0h87NzobvecASFQcgOUUx0II4dPQRPT2m7UmJhko+132/B1MlP4K99v6D/wHGMO6RKIuTblX/rl3EsLqVSyQ0NOlclXEJi+f+Z8m8vLTmvU2KLX8r7SmO0/sPoUM/hSrliRIjCK2UuwCYfcsi1qaTrF0eZf1gsFoSGhiM0NBw+Pn547+0peHjQI4qcPz10YA9eoO188j2Xr1fatO2I2XNXYNKzYxBaPxzjHu2P4DohePPtT1A/LFLr7JmIQLfKrhhvzOaqr7rwmbxHhtWtouzS7xPlUn656i+kXiTPXJpoweFD+7Bk0ZcYNvwxTRw8MMmHq4srsrPvonZgiOr5YYOrn7qn9Ja3kWNx5YsGocGxVXZ3qdYTfJGrb+TTB+jxWIPZf2iDEnVub6wXI39s8iGHSbjUb2Au6GuPkfqPNm07orS0FNeuXuJ9bzdfysrKcOFCHJrH3Ff5zFHm3u073I8BA4ejrKwUO7ZtwoULcfDw9MSXc5ZrnTUTEehW2S0stH8vJhWtnXDURJhM0piwTcTpii71GdfuFFNdXrsShwaNYoRlWEc4snzGRAfi5Smr0aBhE4wY+bgmeWCSj3lzP0JISCiefGIUzl3IUG1H1x58V8HvTbTrIjJMXFp8lQKhu75anHuWsstm9P6jJsN2PRH1dz5wtTsu+dC679Y6fRPj9R8dOz+A9d+vwDvvfS558ZkkSRQVFaKwsBAn/v0bxcXFcHPjtzmltf8Aobz08jsY8nAXfDl3Oe7eycKSxXMQf/4sopuV35hw8sRRnD93Bt0e7IvwiAYa59aEC70qu43JsjJeAU0lVz/Ym/jSlQu+O75MdVxQkCcpr2rjKHJpb7CyldPH1w+tW3eAp6c2V3jQ5WPPnzuxd88uzPh0A85dyNAkT1zw+ab0f9t7X0hYMWHEmqNyXUnDFr+99IWkZcT+w4Q/QibTbAqvFvKhd9N/k3sYrf94ZfoHeOH5x/DOWy/isbHPIKZFa8brPW8lJ+H7dctBEASmvzajym8ZGenYuGE1Nv64Gtl378LNzQ2hoeH4Zsn3cKVYYrIdWaBiFOuEwKBg+AfURtOoGERENMSdO1l46cUn4eHpicDAYCQkXEFYWCRiz5zA57OXAgCKS/jpLibqoldl9zKA1lpnwqQ6cq7KURVaurJr75yveQuzvqldOwhpaama5uHov1dw9O/fcfjADqSmJmDBN9+hVavGAJS5t1OpVWs+SiD9KgcupOzG0vMlZrLCd3dZjgkRm6MuqzUPZQ5iblcTESLvRsRRTEFN9IGvnz+WrdyMFcvm4f13X0ZmphUNGjRBTIvW6PZgb7Rt1wX/xZ7Aa6/8DwEBgSCcnKrsYB75+y+89cYk9Oo9ECu/3SKLObTe5JtpsamsrAx3sjLh4+MLgiDwzP+mYsLTk3Hx4jmkpiSjTZuO+OLz99C6TcfKd10s5uxUj+hV2QVEmlqYg4RyKDmpoJ/tpcJk6my9XaRYXkyk0779/Vi+bB6ef2G6YmlkZmbgs0/eRi0fXwQEBCI/Pw9pqbeQcD0J4fWDcPDgAbRq/QAeHjoBjz06DC6urpXvyqXw0VEqXip8lVkh78iRFzn6XabvJ7f1Tkx0IA6mW6rFbY4bxkSJRSaLRTnPq46onNc0lJQPpfDy8sZL097FS9PeRWpKMhISruD0qeNYMO9TXLt2Ba6uLvhk1jeIiGiAjT+uwdQXn0Dz5q0QFt4AO3f8hLnzVlVecyQFKR7ZlYJpHMjPz8P6dSvg718bAQGBaNU8GAAQey4NzZq1RLNmLZGVdRuHDuzBlKlvaZJvE/4QJElqnYdqxJ5L2/TY6H4jf9i4mzOcI3i41TtiB2YpExA2pdcGfafXrHP14Kto5eXloluXKBz8+wI8vZQxZc7LzUXP7jGY8NRkpKXnws3dA/4BdeDvH4SA2nUQULsO3Nw8quSLDXMCqi5yOOkRa8ZsD6Ob3tVEpLRftepTTlk0MZGLuHgrbmekgnBywgNdmlU+LywswI8/rMalS+fx8rR3UDswWLH0AW1lnSkP4x8fDF9fP0x56S08MqxH5fPYc2nYumUDPvv0bZSVlWHYiMfw1juzKn93c3VGdJPAEyRJtletABxENQ0iFy0aLnu8ffou100Z+aDbnd2SYnPnzshImXxwObSyPQ/2d4Knd3BlWuakQB34LmJsWL8Kbdt1goenp2J58fTyQmBgMPr0fRhFZVUH4ryctEpFlw9Gc5xhdKTu1kpt73k5aZX9Bx22/sQmI3r0Lm0iL+lpNxEUHKp1NnShCDg6YuYPasuHknJQHmf1eN3c3PHkhOdlT48pfT2OvRaLBQkJV3Dh3N9I7xqDoKB7101t3rQWH32yAB07d0OtWj4a5tKEL/pVdkuKOX83d3WVRQ+dD5fSm5x8DY2b3pusmgqvfigtLcWKZfOw8ee9ojw/8h3YDxz6D1lZd1BQEgiqr42Y6ECcj7uGZqY8GAa1HQ3m5aZXKrtMxyTETC5NZ4naIfeE2ZqerAtl14YpW8oitL0rLR+2+QyX13FA33Kg9F3ucsKU/opvf0bsmX+xYf0q7Nq1CwuXbAZBEMiwpiExMQEh9erDx8dXg9yaiEG3yq6JNuhByaXDdp6X69oiE+Vgm1jaBozExAT4+vmjfv0I0fHTuX3bCjc3d3h5eVc+u69FfRQXFSC0rhMCAtQZLOU4k6vmmVq1YLPCENs2mSZ1Yha0+NQX06Ka7ZnR66UmodcdIjnQWhlwZNTwsyAEWz6Ees3nugpSiPwcPrgXObnZiG7WEhERDSuf5+fnIS0tBb6+fvDzC+Adn1EoKirE8qXzEH/+Pyz45jsQBIH7WndAVHQL9HigOa5euYiGjZpixvuvYMQj4xDTwvShayQMq+w68sAmF0JWK/X6LZnyzuS5OTKsbo3d3dXCyoGr/V28EIeoKPnuIDz6z0G8Pv1ZlJaWoHvP/mjcOBqJiQk4fvQQOnZ+oMq1B1Jgm/TY835sQ0o98PVQrFe4lFqua8X4ImQCKBYuJ3li4Op/xTgZM7GPUC/Nev/Oes9fTR1zlUSsp3F7ii/fevr8s3cREhKKy5fiEVwnBG3bdsLZs6dxIf4s/ANqw5qehnU/7EJUNPcYL1YutDLdnzL5Cbi7uePWrSQsXTwX/xz5C336Poz09DR07vIgGjZqig3rVyHDmo6581apmjcpFJW442Z6c62zoTm6VXZd3dy1zoJhEbqip+fJtK2TpioikWF1UVLsC4uLR+XktKYqvFx3lqqh8DKldTE+Dk1lVHYvXohDv/5D8PzkV7Fzx09ITb2Fpk2bY/CQ0WjTtiPjO5ENxXfuYr+bUt+ba8XeCOjR8sIvoCHjcyXyKqYt1rR+TG8I6T/4jLdC26yR6l6qR3M9yLrQ+pEyviiN7VvSF6T5fueGDZugecx9WLR0A44dPYT/Yk/guUnT0bpNB3h6euG5/42G1ZqGKMg3xlPzxuYbQUkZuRAfh7OxJ7H/0Hmc+PdvfDTzNYwdNxFfz59Vfteuf228+/YUHDm8H6u/217lZgcTY6BbZddEGGJXAOVA6goe33BUpffMf4kAmHdj9DB4qoFelB76t46/cBZDhj6KpMQE1A+LlBx/WHgD7N/3O3x9/XF/154AgEaNoyTHa1SkLGDpzWSvpmB+b/3Bd4yg7zRx1SV17BGzQ2W0cUuu68a0dsTFtnCrJUp47+ZTvjff/hRjRvVFrz4D0eX+7uhyf/cqv9fy9kF29h3W+PnkQ8y79hZVxNbd9etX8ewzI/HWu5/BxcUFtfxj8MW8nfBwuY2FCz7Dj5v3YPE3X8Lb2wdv7ZwFb+9agtMw0R7dXj00fHDXkVu2H+YMZzqpYkepyZVermmwpsahe/eqnfCvf5wFcG93xpFkgf49uMwttSw/SZLo2S0GT0+cijlffoD7WrfHnHmrEBRUR3Scd7IyMfXFJ3Hz5g0UFhTAzz8AP//yF+fq6vm442gW00F0mjWZmqCYWVPjEFhHvp0JudHj5NtoSDEV/+uvvwTLh9iz+Gb9VkXNu6/Fti81xhcl+2F7ZV644DOUlpbgpWnvVnkef/4snn92NJYu38RqxiyHwis0v9T3+Sj8NsrKyvDlp5MQ07IzBg19qvL53Tu38emMJzHx2ZcxdPgYXmnb0NvVQw0ahpEzP5kue7zjx07TTRn5YO7s6hihDZ8tvFRHTloMxmLOZNPL56gTRTnPFcpN4o0EuLq54fr1K3jl1Q+wdPEclJWWSorT188fK1dvwXvvTMU/R/5CSXExbt+2ok7dejLl2oSK0c2mlcZ2ZEJJ6OaHVByxT1MCsX495NxRs7cbbNZldaj1pvSOr1jHd0ZESBnbtuuMubNn4IUX34CLiwsAIOXWTaxauQBDh46xe14XEDf/kqMeuNKltsOiokIsWfgOCgryMODhxyufF+Tn4stZL6D/gKGCFV0T/eJkP4h+odr423CEiRnXXY5M4fiEFzM5o5oNy43UFe/gwOr3tyqZX61hKldkWN3K/5jQoi2cO3cGAPDX/t2oHRiM2rWDJCulGdY0PDdxFG7ftmL+12uwc/dxU9FVEVu7ov9X00hITKniI0CrRSdHGONqGjWxvUiB3sfwneeIRW9tSon8CImzy/3dUbduKBZ/8wUAICkxAROeGILfd21FaJi4WxbUhC4r9L//O3MEb74yHE5OTnjr/RWwWMoV+gzrLXzw9jhENmj5UIYUAAAgAElEQVSOyVPfVD3fJsqh251dm/DZoyYOIlJ3PLlQ83vyMVdiWxnPyfdijbcmygT17DJ1J1/ts1APdOuNwoICJCVdR1ZmBtp3uF9ynLM+eRtNo5rj1dc/hLOzM693AoNMZVhp+JqLiTXvVBJPr6DKf/O1lGG6oojpuiI1UHs3yqi7y1y7u1zfkCoffNIQS03ZVRQLU/3J/c3EHBlQe3yRy9cC3zISBIGZH8/DuEcH4IfvV6KwsABvvv0pevcZiFoGuluW/r1uXL+ITT8swI3rl/Dk02+iXYeelb9lZ2dh/94tsKYnY/Xan0EQhNrZNVEQ/Sq7Lvy9nSndGSqJEOcXSqL29xJqYkZf5fX0DlYiW7qG/s3o5pR0Z11MSi9bvHLxX+xJnDp1FD169Mfmzd9h4MARkuO8cvkCnpv0Cm9FFwCCgkMlp2siDS650toah9p/sI0XbHlkUnptf+vR87QUxNaNnpRjMQqv3OOLPadWgHEWENSGTeG1/SZnOnyRe3yx187k7CPtmfnafqtdOwg7dx9HXl4ucrLvom4IvzLbOwajhZwf3L8N27YsR07OHQwa+jQWL12Ny9dyAAC5uXexYd1XOHL4NzRo2AztO3ZBRkY6AoNq3hzTkdGtsltQkMc7rBqrf0rAdS5LTfTgAVHoewcPHkYcauYEgb6La2+CzceZlVz8tmsL7t69g+/WLsV/sSfx/ow5kuLLy81FcnKiYK/Oly6cRpMoY1/6boQ+TA7UPiMcEx1YRT74HqkQstOrhtKrtHyodd5Vj9xOv4CAIPse3+X8/jWlvYuBbcFCK0WKa3yhKuJ6bQ9siwX0v52cnODtXUvXHoi5vnFJcRHWfvsZzsb+g2df+AjDh/WFk1P56c2Y6PLrTT/6cBGyMtMxe/42+PkHmW3QQdGtsguBXqL13LHYoA9m9DzTzWns7cZJLa9eGrWYfAQGuKKZTvKvJrZ6ZzJbFouck6y4s6cx48Ov0KJlG5SWlgrajbVRXFSEdd8tw7Vrl5CaegtduvaAh0f1M9pclJQUC05XT6jloEWPqGHlQpUPvt9WbL6UUoCVlgl7O6L0fNjbvTSCDNvKUFZWInuc9jDC99ESPnMeteSMaXxh233WM1qML7LONzi+8d07tzH7sxfh61sbm7f8iVq1fKqFyc/Pw1/7fsL0NxaZiq6DY2gHVXT05kVUbPpMjreov0lpkDXZwYyjYc9BFZ/3bcjRVvLz85B4IwFNo5oDgChFN+HaZYwZ3RcnT/yDNm07YcBDw/DOe59LzpvRYOvLtO7T+CCXIxmj9FX09sf2t5ZOrcQi5Nvbqy89Wy8JkVm55dIIMq4X+HwnteVMaH+nx7o2wrgihLKyMiz++m00atwSK1Z9z6joAsDa1UvQpm1HhEfat+IwMTa63dklnOTRw7V05GHPRIT6jK2zkWPioMfOVSru7sJ2+hwJviaVXDApyFJXeTesX4Xo6BZwdXUT9T4AfLPwc/TtNwTPTXpFkoMIR5APej3zUXi1but8j2YIzaecljtx8VZ4SpAPtvbHdaRA6NEDo6C1vMkBk1xZLO6qpO0I30+PKD3vc3f3dDgFUSmY5rhK18/RI7+jID8Tn3z6Q6XZMp1jRw/h+++WYf3G33Enx2yLjg5BCjQXVoPYc2mnHhvdr/UPG3eLel/oJEuPpoJsSjPf82UmNQMlB1w+TiwAgCRJLFr4BX7/bSuWLt+IkHr1RaWXn5+Hbl2isO6HXYhu1kJUHI6Klotb9tLm6lOloNQujtznLIXAtBglRfFVq68XezZSD85pqGh99EePcw0josf+UIhndqFHIpgW2Lji4GPJYC9vUuCScyH5tedMiw0LUjHhicHw8w+Aj48fuj3YB+Oe+B98ff1xM+kG5s6Zifjz/+GNtz5Bj579+RSJN05OBFo2Cz5BkmR7WSMWSYOGYeTMT6bLHu/4sdN0U0Y+6HVn93JxUSGrdxkhq0JMuyNsO65anyuidhDUfJsKbnVuJScgpF6k1tnQHL47XmIGDL7t4fSp41i2ZC5atmqLTRvXoG27znigW2+779Fxd/fAS9PewaTnHsU7732B3n0Git7ddTT50HP7ZutTpSoWSikGcfFW5NxNRqeOrSTHxVZOtt1busd0rrC23+jvU9NWC7Fp6W1s5UvO3WR4+1S/XkZqObRux2IUIyXS5Js+fdFfrNM0ucvIJh+AvIou3ccLH/iE4zryJ8f3Evq+3H19Cepg997TyMq8jcxMK37+6Xv069UWRUUF8PLyxjP/m4rPvlgMNzf5LThcLA51OtRh0OvO7qbhg7uO3LL9MGsYeyvGXObERkLPJotacj7uOJrFdNA6G7pAiowIMZ/nanMpt27i+PG/8elHbyA8oiF+2Lib1XzIHrGxJ/De21NxJysTLVq2wbvvf8H72gMbpnzIg1S/A3qN05oah8A6Mbzj50KIsmv7TSxaKbtGgGmSLlbWmOTDhlG/ux4VXT75EOLd2N4RAbl2LenyoaQTOjmsI/jUvdrywXfuwaZ8C11EiYu3onlUbZAkKXpuwgc3V2dENwnUza6nubNbjl53diUj5xkvLZCyGmpSsxAj61LNP+lOOVJupWDJoi/x8OCRePX1mZIGk1at2mHrjsO4fv0qRg7rAScRjq5M9ItQEz4bSi9gyrkDRJ/0UsvMtLsrBq13S/WIGt+ETxpS8lETFurZwkpd0LJ3dl4JaxElnc7ZK7MUBZXP91SyPUm1ShMCtRxSfIGYGBfDKrvUhsLWGGxh+K6M6WWQMXdzTYTC1R6EKhVCzKBscW/ZvAQdOw/Eu+/PEJQWG4WFBdi65Qd06tINwcGO4czHiEhZNFRysVGpuMVM7oR8I1tYuRReNdHL+MiG2EUUMfA5kyhUlpjyLaeywSSnQix7mPImN/Ty2v6WcjZeLWdwaqUjRgHmA9t3VrLds8kk3zmIkTe0TNRFt8blbu4edsPYzrbaC0OHTwdPHbCYFGa5sZcOn7LWJBo3vU/rLOgONhlhOk/JNywfMjPTcfLf/Rjw8OOS20lJSQnWfLsID/fviEsXz+PV1z9kDcvVXkz50AaxCofa1/IEBDZl/U2q1QPfsGyT49Dg2Mr/5EpTKnyVJKFxKjG2yjFWZhf6Vsokl2zyyXt29l3EnvmXM4w93wlyIeeun1JQZUKMQkNvV0x1J7V81P5DyvV/XHBt4tDP8tr7jw98d3rFwtbWmfIotX7MubIJHd3u7JaVlckWl1iHAHSUWOEyzZXFUVCQCxcXV62zYRi4Bk6pJN24hIiIKHjX8pMc10+bvsPvu7bimyU/ICqa+cycDa52XVSYDVe3WnbfNRGPPZkSMmFRe6ezpKQArs4urL+LMXeUY2eRS8HV23VFcu466skkOyExBSgrApwt1Z+jej1w1ffZ8+kYN7IFACCmRWs0ahyNNm07YsQj4+y+S09DL99HbUVYjh08uc/U2us/pEBXZKnYFEahCzpMGzlcYdWyyuEqKx/oedVLGzHRH7pVdouLCmWPk8k8Rsg7UpHDWYNJOUk3LpsOiHRATHQgiNII/LwxX7Lc5uRkY+niOVi0dINdRZeeBypx8VbczbrB6mDGFobtfbnR87EEPme+1MqjmsqcPfmwIZdZMz0eoebMbGeA1YJJkZeSB72bH5YWpcPiEcH4mxDFyZp+C75+tfH1kj9xIf4Ubt44iZnvv4KmzfsJOjuoRT8hh4WD3vo+6nleKQsIfPsPIag1H+WzKMel8Ir9bkJMloUsNmo9hpoYA90qu0pDbfBqNBa9dfpKoqdVaBPlScsgYLVaJdV7UmIC5n/1Cbp26233jl17E+6Y6ECcL/VEM54r1HzP9AtFaNpCjlzQEZNnJcrtiG1frjLxUXhvprVCaHAsbqbduxZJTzu6RqpbqWc9+Yblqh83dw9k383CpIndUVRYgNLSErz+1seaKLpKLTCIWQwSk4ZcliJSFF69L9IIwd7mjxI7vELOjbPlS2y6JjWbGqvs2lCrEdSUxqbnwcARJ+JaYqvrWrV8kX03C2Wlpfj1j7OVEwk+37qsrAwfz3wNe/7ciWEjxuKZiVPsvkMdMPkovvT82kOMCascSD0PJXbSJmc5mczS2MqlphMZ+sS3JD8HgXX4vauEdQ9XnDZFl+2bmH2YfrAntz4+/li0Yj8IJye4uXnAxcVV9zu6QlHLSk4rhVeNOY3W9cx1JEVOx2l6nh+aODZ6VXYbW1Q4j2kqP9LQsuOqWy9S8DtmXQuDT/0mJKaAJEmERTbHqpVfYvz4tkhI5K+8rFu7DFevXsKu3f/C08uLd96YlFhqfguK/HiZ6NLf4/NcK+wpj0L6Mz20BXvXhAjBXjzU3xISU+DkEsA7bblMmam/ceWPKZxWCzBKQP0ufJUOtcZqW14K8t2QYi2s9tyGTYmi7+4yyZSPb0C195jSVBItdnX5yKxQizcxCq8N+reny54QvH3qCQrPhZ7btJA+jA9i/BoYbZ5eXCKfvyET+dCrsnvZYnFprUZCjjSJUAs9KAH+/kFaZ6HGY5s8EASBEWNexZyPH8eYMfdMkPkMUk5OBCIbNBKk6NKhpmFNT8OO7ZvQqHEUAnyBjz/6AL5+tTHy0cnw9QtkNdey5VePGPnckr1vKtdEX0g85WH5h5dzB0NsXeq1fuWA7xlYucdqrnbv7uGPyDD7cdDzzMcTsFropT9jqzd7+WN7Tw7zWqn9jruHv6T3jY45b2bHxaLbS25qNHpVdlGQn6t4GtTBzvToxg+9eI88H3fcdFClI65dPo1GTdvBeqd95TM+9d+j1wCsWD4fxcXFcHER790yK+s2li/5Ctu2bkSnzt1wM+kSdmzfhqcnTkFKSjJenfowdu4+Dj+/AEkTJbl2IqVgpP5JjBk5V1xMcdAVCl6Og1LjeDmYUcrEmwpVpoxUt1LhqwiynfGT8q3svWtPPvjImBjHY44Cm+mr2LjkUHipZs3UNiemT+fbf/DFkZRHPmXR+wKzieOhW2VXTegTMlPxlQdH6sBrGnwGIepkISCwHqxpiSgszENU44a86ryoqBD5+Xnw8wvA6BG9sHb9r6hVy0dUfk+e+AfrvluGkaOfxO+/bUXfvn3x2Lhn8M+RAzgXdwaDh4yGr688q/FqnjUFjGfGxYaUHVLbu0yTXPrZPLkWJNRQdAHHVXjsYas323VLCYnlz/l+dyntQslJNl3JpV4nRXU8JjeOqjhwnScFxJfb1k9Q+w+xbVHK+9T8662vF7obLyZ+epx6WFA2cTxMZZcGvQM1FTZp2Doz8/s5JpWDfMOWaNOhL+Z8PB6Dho5Hbr/R6NiuIeM7WVm3sXXLBqxa8TWKS4phcbbgzp1MbN3yAx5/8jlR+ejeoz+enjgF1vQ0/PDjbpw4vg/Jt9Lx9DNT0KJlG/j63VN05VxVtqf4ynW/Y01tQ1wmvdT64zqbJ1e6SlMT69dGaNC5in8xn11WymO6ktDvTKYrunKeF9dC0RXqH0DOnV16/HzjZnNaZXvO1neoqXwZpa9XIo/0s/BA+bc3yjcx0S+6VXadnJ01TZ9N6aX/bsIMk1dWOfGu5St7nDUVMZMQpklBn4cmYO/v32HrT8uw7edlmDT5VYx9/FlYLPe6md92/YIPP5gOAKhTtx5Gjn4SNxOvY8+fO9H/oWGiy+Ds7IyXpr1LedIVw8Kbcr4j1RSODpeSpfZucE2AzUSaz/d1datlN0654HK6pGS6ekDIJDU06ByOxd1TCOX4JnzbOH28Z5MPNqjt256SC/DvA4woF0rItZwKrw0p/TBVPpj6fbkWOY2MEC/dXHVn2+k1FV4TKehW2XV1ddc6CwDYVyX5DqCONKFhKwt191utFeYwO4qMCT/E1hfbIP7KazMw98sZAICv53+G79YsxRtvf4JuD/aBm5s79u/9Dc2at0KLFm3w8vT3Kq/h8PTyxsz3X8HXi9YJupqDDSXlg0vhVRJ7dWX0/kUKQnePfPzCZUtbqsfSmlxvwD1lMDToHEKDYyu9uctlVcVnXKL/LkQ+hCq6fBFizq0n2Ky5hHjCZ0IuhZe6i0sdx4T06zb5YPLwzPS3EKVXr/0Bn2/LNE8WovDSjzbcQ9y9yCYmNnSr7BYVFWidhSqIObughGMNLeAzyaafdVa6rIk3LpoKr464d6ZyEjp16oZpUycgLDwSmZm38fr0ZwEAkQ0aI/lmItzc3PHl3OVVlNrnJk3HuDEDMP+rj/H0xKnw8ZG2c29PPuTw5ilU4RXi1EbojoDR+hStuZt1o5pCI/QbCr02heldR603e9/G9rutHVGVQpvCa/udy9mRUt+PST6ocJ3LBbiVXD5t26iKrlCELpBzLSyJtVCi+p7giz35oOIIu7tsbVBOB4Q2yvuEqm1KyL3IJvqBIIgBAOYDcAawgiTJz2i/9wCwFcC1ikc/kyT5oRJ50a2yW1ZaqnUWOJHSyB1ht1drr8w52Xdkj7MmIcfAxLpST9TF+x+vx8qlM2G1ZuDZ56ejVi0f7PnzVwDAnHmrEBBQ9V0XFxd8teBbLFr4BQYN6IShw8fgoYHD0ahxFNzchFt52JMPIeaNbOGETpKYHG/YM4m2N1Eyav9hg9o/iN0hFSPLRYXZnHmROz0539crQsrF1K5uprWqnODSnVaxtQM+x4vkko/y/LDv4tpgU3TlVHIB7eSIj1m+3qF7ZrYXlk5RYbYi1j1G68/5bvoINWemK7xUiw9qukb7XjUJgiCcAXwDoC+AJADHCYLYRpLkOVrQgyRJDlI6P7pVdo2EFI91Rmi0aponmyiDlPoTs8vg4xuAaa/Px+WLsdj4wwKkpSbgsbHPYOSoJ+Dj68f4fmhoOD6ZtRAnT/yDX3f8hPfffQk3rl9DvdAwTHz2ZQwaPFJ0GcTCZ/WayzEV3+dsONq1NGKuJGFTaJTok8Quzqn1jl6RUhdUxYO+wxsaHIubaa14n3lX6kgNHyUXEOeEyoajKbp82pLQcrDNteT+Hja5YyIhMQUl+TmweNSWNU299gdqyhq9b6cvgNEXvxxh40hpiks8FfUCz0FHAJdJkrwKAARBbAAwFABd2VUFvSq7jbXOgBS4Vpe5JsH0gVGJxiv23J+QCaaUfNMnK2yDm9WahzKzo+ON0rLE5jU3JroXhg7phfjzZ7Fu7VIM7N8B9cMiERYWibbtOmPQkFGV1w2RJIn//juJaVOfgo+PLx56eASyMm9j568/ITKykWJ5FxqW61tSV6aFwDSZtg1QTHdDGk3e5ZwwKT35oi9ASjFXZorbaHXHBzbl0t4ZSwBVzupRcXHrx+n8hwq9vQmVEXqcJfk5yCmqng6XEsSVHyakyIGcMiRlTOezUCVkM4AtrJQNBTFQ65htzkaXBb6ywYSe+wQpi4tiy1U+dyjvU+g7vMA9iw+AWfEVmrac/XJxSZks8TgAoQAoNYUkAJ0YwnUhCOIMgGQAr5IkGadEZgiSJJWIVxKx59I2PTa638gfNu7WOiuisdfJc+3wMA2Ucno1tIdUMyWpeeVSouSceDoCQk0Htebu3Tu4nnAFiTeuYd++3/D3oX0Ij2iI4OC6SEq6jrzcXLz40pvw8qqFc3Fn4OVdC+3adUaLlm0UzZdSA7mQeOkKrz0vrnqoTz44qlWIUb6/3mEbF4VYTLBhT+mU2xTVqF6WxY6rQucTYhRdtjzI0a8IrX8hu/qAceWBjpqKLlO6TE6rqN+b6zsLtS6Qmm83V2dENwk8QZJke0kRyUT98Chy8vTFssf79su9rwOgfrxlJEkus/1BEMQoAP1JkpxY8fcTADqSJDmFEsYHQBlJkjkEQQwEMJ8kySayZxY6VnZHjeg5ctPP+7TOCi/4NhZ6ODFnRbji54MU5UjNDs+eeXdmZjr8/YNExe0IyFkXYs9KioGeVlg9FyQkXIY1PRV+frXRuk0HODk5SU5HqnxINa8TGyffRTC9T46Y0JPSW5CfCXcPf/sBGTDitzcCTEqvnMqqkLuYy0qy4WRhvn5IisMhMf2EGvImZgxQoj2z7SIqdU5YiPxQla3CglK4ud+7HtPejq7NckHJjQwlEPt95bY8KC6svvEl5MiAEDk2lV1+vP1yb84yEgTRBcAMkiT7V/z9FgCQJDmL450EAO1JkpS9c9GrGTNKiou0zgJv+Jp50E297Hl0ZRvwxeywium06LvTYs5BiT2TTP2mTO+mJCfUaGVXjGmRlsoGl4ljq1btZE9PqnwIbTt8diz47E44gudOJuTcAZKDnLvJgpVdPU9KHQG6gxo+iG0v9t6zpmYgsI48bVHsQpia8kYfT5RwCscHNcco2/zKnvkx025uXk5xpbLL13TZUft2KkrIbEx0IH79o1W1ehBiNs5Xrs0+XlaOA2hCEEQDADcBjAEwlhqAIIi6AFJJkiQJgugIwAlAhhKZ0a2ya0T4epwDmM/2CTnPywepAwfbOUwxaUhVeh0VKbuqcpmVs8Ujp/MHI9ejVAsHrjoWex7KUc9+2lBC8aXGeb7UE81EmleaKIeSzsfUwsjOypTYyVWyTuWIW4rzHqnnt/VS73KgZFmYriMCqiq8fObJTOOm3M7sTMohSbKEIIgXAfyO8quHVpEkGUcQxPMVvy8BMBLAJIIgSgDkAxhDKmRubEhlV6zipCeYJtBcV5mIvX9TLHy/rdCOwhHqTk6kTOr5fnt7Zjp8lDlHV66EIJcixraYUFMGXiF9jFCE9jNiHCyZKIfR2oMjyokc312qZRg1L3ydnfGFz9VxbGd07+bWQV5ZBO80mHAUmVGrHHwUXj6Yc1D1IElyJ4CdtGdLKP9eCGChGnnR7Znd0Y/0Grnxp70AjOeERyr2zvbqTeEF1HdgkJ2diVq1xJ25E4PZQRoLreRDCmwTfPok0agyqKcyUOXDVHKNh9IKcFFhNlzdqp/ZdXS5kPO7KuFUSomdZyZl194dymRpHghnT9Y4HUnJ1YvVS7ln5num53RuprWSZW5sntnlh70zu3qD984uQRB+AFYAaAGABPA0gAsAfgQQCSABwGiSJDMrwn8JoCeA6SRJ/kUQhBOAeQB6VbxfUBH+GlN6RUWkIVZ0lUAvnaEQBU9tUxB3dy9F4mVbQdZLnZjwQyn5YEMOByrU9mZv992I6KkM7u5eppJrYJSup+JiH7i4uCqahtYoNV4rWTds47Mciq4gT8tOzLKhhFNRLbH3XdVewOTyc2O7h1fPZ6PV1qNM7iHEjHk+gN9IkhxJEIQrAE8AbwPYQ5LkZwRBvAngTQBvEAQRXfHOgwBWA/gLwKMA6gFoRZJkGUEQ9QHkMiWUlJyNkpICUQVyRLQ26dJiUmivE7188QyaxXTQJG0T/cMkH0ZRbkz5U56//z6CwDoxVZ6Z39rEhpLjix7QStG1d1xAqjNAvjApTDfTqjtBYjOPLS24CYtHVTNmo3la5oOQTQwtvIgzIfXIH9MmjxCZq1uHc6FdNT3KpCq8lN2Ku5AeBDABAEiSLAJQRBDEUAA9KoKtAbAfwBsoP4xchvKVB6Li9xAAt0iSLKuII4ktvTt3CxsLK8Y9HP1soRKmQWKQI02uST118FOzTh1ZdmoKcfFWWK15KBMwcZJS70q2P1PxlR+tJmV6mQyamEh1umcvPnth6enZxni58yX2aiGAXdGNDKvL6a3b0dq1EqbjUvPBdHYXqPosIfHeczUdvGbczmd8rrYeZVIVvju7DQGkA/iWIIj7AJwA8BKAOiRJ3gIAkiRvEQQRXPHvOIIgPAEcAvBaRRwbARwiCKIbgD0A1pEkeYolvcsAWospUE1E7gFCTzjawGGiDHQTYJu3XT7XgUlNU2nMNiAvVPlQGine1o2OqdzrF7l9DCiF2N01IUquDS4nR3yUpZoo31qVmc1ZFRWhnpqFQpUxatwe7qxqldp6lAkFvsquBUBbAFNIkjxKEMR8lG+1s0KS5BTa30kEQUSh3Na8F4A9BEGMIklyD9P7Tk7ld5hp5ZzJyGhp9sx1dpFLKRe6e+tXg+/YNamObbfAJkdU+eBy/CQWpdtVTZw4qYnS/YejKLliysHnKjN7cWiNo44vYjz+q4W9YyZaXEvFNt+k3tGtZzl2RGxjvU3hpcLkqRkoX8iQqvByLaDwNJ1WXY8yuQdfZTcJQBJJkkcr/t6M8kpKJQgipGI1IgRAGlckJEkWAtgFYBdBEKkAhqF8daIK6RlZKC4pw+WLRyufObuVC5HtmZ+vNzy9guDpHYzb6RdQVlZSXiCLO4BA3EpOQFZmeuX7jZveh4KCXCTduFz5rG69SPj7B+F83PHKZ961fBEW3hSJNy4iJ/tO5fNmMR2QmZmOlOSEymf1wxvD3d0Lly+eqXzm5x+EkHqRuHYlDgUFeRV5ckGTqNZIT7sJa3pyZdjIhs0BAAlXz1U+Cwyqh6DgUFy6cBolJcUAAHd3TzRoFCOqTE6UMh355ySKCrPvpVUnBgX5mci5ey9PPn7hsFjccdt6sfKZu4c/vH3qISvjSuVZaicnCwKCopCXk4a83Ht5OlPcEE0bB1QrU0x09TLFRN8rU5o1D+dLPQXVEwCHqSdbmRxJ9tQo07nz99Lv2LHcMaAt/azMdAQH1QOAyjI5yVCmrGxn+PiF427WDUXak7dHLs7HXXOoetKb7Ll7eFUJK2eZ0qzlYW3jkyuRVFmma1dSDVNPRWXlY27W7avIupMDAKhXrwE8vYNx8ODhKmNu166dcPRYLAryMyvfDwhsipKSAtzNuoHgQM9qZbLJOFOZ0qx56N69u6ayB8AQ9cSnTGnWPFgs7vCr3Qg5d5MZ68ndck+JVLpM1tTytNjmEX4BDQEAf/31FwAgONCzskyuRBKSU+5UfBPmMoXXuyd7lfn3qYcUayFK8q9XPiOcPeDsGozSojSQpeXmp36+3pV9uTU1rjIsvS/38SqsWBQJNEy/5yh9uRPK+4jIsPJ6Skosr5Pr130REnIbFosT7twurHzf3/MEMhNKLkoAACAASURBVPPa4crlUyDLiuDn621X9rJuX618djfXGU4ufigtSAJJlgIACCdXOLuFoKw4A2Ul5f3j5YvXERbZAiyoqkeZVIX31UMEQRwEMJEkyQsEQcwAYDuFnUE5WB1AkuTrLO+3BZBCkmRyhUex1QBiSZKcTQ87a/7eTQu/nDjyxddWMObF3uqMudJmH6PvTF27EocGjWLsB4SxdhSEYprSMp+7pcuHmB1dJb+tnr9nTUBI/8EXRztfTb3qgw7fHRKpbU2r76iEfKgNn/5LSzm15U+qQyG+2DNtFiLTjiAfjgDXNZ1c10cJlTUhZvG1/T3x3PgujNfyqKlH2TCvHipHiDfmKQC+r/AgdhXAUyjfONxIEMQzAG4AGMXxfjCA5QRBuFX8fQyclwmXMT41zZjlQS+OrsRiW3EUg9GdmOnFNF0vMOWvoCBP9CKHnheCHHnhRk2k9B9UHE3BtcHWBsR6nDXS2ALIJx9qIuQb61FWlVZ6pcRL/15GlA9HhG7aTr2aiOpdOzSofOf5ZnrzyiuKbKisU6isR5nY4K3skiR5GgCTFt+b5/u/AfiNb3pMmIqusshxVyj1Hb0MqExnfeTwwuvoGPHb2OrVas1DYB39KLj0tIR+W0dVqoxITagL6rk4rjBcGE3BNSpGV3LpsDn+0QojfLOaDtXDN+ddvEHnqvxtO8trgy5vYhydcaEHPaqmImRnV2UI+0FYMBUZeRG7ci9F4bW3g2WxuAiOk+3KA6b49YgSk0cjlFsItvJcInzRJErYdRg29Gi+7Gj1pDVi+g8bNb0u5NjJ1cLZkBCkyIca6NnRFB+o+WdTTrRWdLm+md7loybCpPDadndvpjevpugCVU2d6YqviWOhW2WXcHKt8rfYe7L01sk7Kmp/5yZR4m6mYlNq9GYeapSrIfSKWPkAmBdFpMRloj+kyEdNRi6TZb5js1ZjuF7lw9GtCvSs4FLRq3zUdOwpvFzwvWfZxJjoVtm1eTwDpHWApsJrfJjqLz3tJoKCQ2WNl0v55ZsvsUhVrkwZr0p62k2k3XZDaWkJ0tNuwt+nGC1btoWLqyvne44+mTQpR47+w9GRYoXAV+FVKg9S0at8OGqfpIWSK+Vb6lU+TNgVXhtcd/NSYQpnKsDGRa/KbmOQJbJ0gI46ODg61A6LydTYmp4s+2Ajl8m1mHQcQU61MAlnW8y6dTMB8RcvY9niOXBxcUUtH1/c/j979x3fVLk/cPxzknSPpOnee1Foy0YQByIOnIiIG/dAvQ4U9x5Xxev1utcP98C9FQVBRfYehe490zZpujPO74+UyiilI23S9nm/Xn21SZOT5yTfPOd8z7Nqa3jl9Y9JSj7yLJrD4XMYqXoTfwNRfwwH9rrY09OE1569KOxJxEfv9aa1vrecrV4W8eHcuouXQ9fmPdSBa/P2RWNTe5+eJwwsp0x2A7TqXKVS2e9+Is5WQQrDk4izI7eKD/R7s3/7tbU1rFu7mj27d7Bl8zqCAv2wyCquvvZWKirK+GP1r0RExhAaFjmg5REcR3wP7etoycvRLi4cmsgeOoRk/+3uxu8OpTkVBDH8RnA+h9ZD3U1gBf1vvfX26r73mOAYTpnsent5HHafPWcKFpyf+FyHliN1CR+ozzHI30JZaTEGQz3LPnmHv/48eE31oBNOIGv3DvLzspl9xlweefx50tIyUSqVA1IeYeCJLuYD79ATw/6Ov+3N/V218vYk2e6Jwe5t4qjXHorE++MchvOQv94mvH2xvyfqUUZKCQ7ilMkugJeXp5i5VDiimLjuJxsQHGuguifuzdrMql/fZ9vWjWg0fhQXFwAwZerxzJ17KdOOnYGnlxdNTUbqamsJCQ3HxUXMnDmUDUTyIOqPI+vtd9eex9vebKs3j+1qf7p7vr3iYySdi/QkbobL+zHU64/efL+HSxLc1Zq80P/lhQ4dbunuJrJdZ+SUyW54qHefnjccvpCCMFzYO+Fd/sOrLP/lG666+haeee4NFi+6jnETpnDHoofxVWsOeqxCoSAyKsZury04jqjXB5+zjqU9VH8uhHS3f2ZTCyqXlsPu78n2nX1ZpYF0pNUOevsdbm1twc3NHUnq+xKUw9X+9/XXnz8hKtKP02fPwd398N6QR3t+bx4zEMMJHJVE97RuCw/accQuzUeaTygtJQCLxdqv8gkDwymTXY3anfa21h49VpwIDS89PUEozN9DatrEAS6N0F/9PWmOjfTg++8/5/tvl9HU1Mgny35FrfEDIHvfHl585f3DEl0Q8SF0T8TH0XX33XXkcbe7+mRXVg0GvY7ysgLcVEbq6nS0trbi4+uLn0ZLYFAIUVGxBIeEdbtNfV0+AcGHT2TXmxP0kX5u0pf9b29v4713XuX/3noRpVLFhElTmT37PI4/YdZRZ9LvKbPZzM4dWzAaDYwdNxkfH99eb8PR9Ycsy/z0/Xu4e3ix8rcfeenVD3v0vO4uDu3eqxvUCzTO/P3obsbm7hJdAE8P0ZPMGTllsiuMTCPxSvhw1p/Ps7W1mY1/f8bCj95m3PgpXHXNv5g67URcXFywWCwYDPWkpqVz/TUX8NGy5QQHh9qx5IIggHOckHZXj6SlBKCrqWblih9Zu3Y1W7esx2qxEhuXiLdPMHFxEbi5uVNclM/2bRupqa6iID+HsPBIbrzpLo6dflLndg6UZfEk1Qn2fbD9vWYVupoqzjx73qC2qprNZlat/JkXnn+c+IRkln2xAjd3D/76cwUff/Q2zy15mBtuvJPTzzgPlarnp61Wq5WNG/7i04/foaAgl7a2Fgz6esLDo1Br/Fi86DpOPOk0brvjQQIDgwdwD3uuwaCntraG1tYW2traAFty29Cgp7q6kqy9hVRWFOHm5s6Dj73LbQtPZf26P5k8ZfoRtynGkR9ZV+N3e9KiK97DoUUku8JR9Xa8U3+3LQx9ff1crRYL+dm/8/JLT5M5diLvffgDUdGxAJSVFfPs0w/y5+pf8fLyITIqhssW3IDWz9+eRReEIW2knNimpQTw6cdLefGFJ5l+3ExmnjybuxY/RmhYRLfPM5vNfPPVxyx55iGCQ8JITEwdpBI7t6KifO5dfCN+fv7s3r2Nu+99csATXlmW+e6bZfzvhScJD4tk8b1PdF6AADh3zkWcO+citmxex8svPs1rry7hiqtu5qyz5+Hm5n7Qtpqbm6iuqqC8vJTysmJyc/eycsVP+PqqmTf/Cm5YuAg3Nw9bK3/HMaO5qYnXX/sP5541neOOPxmtNoC21lYCg4I5/YzziIiIPmr5N29ay7tLX2Hfvt3U1erw9vYhOiaesPBIAgKCcHFxIT8/h7KSIqyyFaVCiX9AECEhYQQFh6LW+FFYkMe+rJ0UFuZhMrUTEBiMh4cnrq6unZ+Bt7cvQcEhyJIPCYnpzL3gJtzdPVn4r2e447ZruPiyRaRnTmPaMalYLBaamhoxmdqxWq3oaqpoaWkiyF+BxWJm44Z9yLKMxWLBbDahUCipqGrFxcUND08vvL3VeHmrUakObqV0hvG7A3k+2h2R6A5tkizLji7DYXbsqf7s/HNPmPvZV6scXRThEI5KTg+tXMSi7s6tL2sPt7a2sHjRddTW1rDorkfJHGvrJtbc1MSrrzzLN199wiWXXcvlV9x42InOoUR8CN0ZzvEx3CYJ2r8/hflZrP79a9raWpAkibLiPdToqlj67jfExiX2aptms5nXXlnCN19/QnBwKBdfei1jx07CvyM5GQ7x0dbWyr69u6isLMffPxBftYb6ulqqqiqoKC+hsrIchUKBl5cP1dUV/Ln6V26740FmnXo2N143n8bGRsZPmEJUVBx+Wn8sFjPlZSU0NRpRa/xQq/1wcXVFoVDY7m9qRK3WEBefzOQp02lrbaW4OL+zdbLR2EBRUR4Gg57QsAh8fNR89uk7tLa28tAjz5E2+uirTW7dsoG333qBtWtWoVK5oFKpkCQJi8WC1WolKCiEkNBwwiOiiIqK47gTTiYhIeWo29Xr6/jph69ob2/Dzc2dgoIcfvnpG7y8vRkzZhwpqWPwDwjCz0+Lq6sbtboKqqtr+O7bZbS3t3P5ghuYOu1E/LT+NBqNFBbmUlFRRq2umtbWVmLjEoiKikWlUmE2m6mpqaKyspzqqgr0+jpiYuJJSR1DbGwCWv/Ao15kOPQ7nr1vG198+jL5ebtob2/DYjZ1JMtuKJVKrLICDw8vAgO0qA6YsFGpVKJSuWCxWtDrm2hvb6WluYmmpgZMpjamH38W5869DrXmnzpjoOuPwZgcr6/nsT15PTdXJSmJAZtlWZ7Qpxexs4ioZHnhHa/afbv33nqS0+xjTzhtsnvhvFlzP1623NFFGVIcdUV/MBLgnu7LSGnVGGwD8Rkf+tl889UnfLbsXZa++03n+Kz8vGxuWXgpmWMncevtDxAQGGT3cgiOd7SuqkLvDdWkt1ZXzbp1f9BoNBIWHsm27TmsWvEl9fXVnDhzLn5+gVgsFo4/bhKjx4ztVbfWQ1ksFv5c/Ssff/Q2eXnZ1Nfp8A8IYvYZ53HOnIuIjo476PEmk4mff/qaD957HXd3DzLHTiIhMYWwsAjCwiIJDArpV3nsYfu2jbz95v/YuGENUdFxhIVHUlerw2CoR6sNIDg4lJDQcEJCbMl8U1MjXl7enHzKmWi1tpgwm83szdrJtq0bKC8rob6+FqVSRWhYBN4+vjQY6jEY9JhM7VjMFtv93j4YDPVk7dnJ5k1rcXf3IDomDk9PLwA8PL2Ijo5HrdZQWVFGdU0lp5x6NrNOOavXS8KZ2tsxmU2YzWaAjqTd264t0VarlcKCXHbu2EL2vt3U1deir6+jra0VjUaLv38gM2edwcRJ01AoFHZ73d449DsuyzJxUZ64e3gcVKaeTDB16Lbqaqu4/655nH/hLZw487zDHm+vyeD6yt71l73OHUWy65ycNdndeu5Zx2Z+9e1fji6KYAd9qeiOVtHk7NtGYnLXV4JFwmtjz3VJ+9JS21uFhXlccdlZ/LR8U+fskvffczMhIWHc9K97erWt7uJjJBvsLmADeQW9PwY6PvpzcjfS6iuTycTOHZtZ89dK/vpzJWWlRUyYNA2tNoCK8lI8PDw5Z86FTDt2xoCvk22xWCgsyGXlr1/xyScf4u8fSEJSKj4+vuTlFZO1ZxNRUYmcee7VKJUqsvduobysAF1NObqaCozGegICgvDT+uOr1qBUKFEqlSy8+W5SUkcPSJlbW1vYvm0Tmzb+zdYt6ykszOPGhXcyc9aZ+PqqB+Q1j8ZisRz2WQ2nIUt1NfvQBib36jkD9b0+2nG+r3X+7r06PvngeVb8uoyExAwSkzNISEwnITEdTy+fIz7vSNvu7vMvLKk84sRPvS23oykUEmNSg5wmERTJro2zjtnNRZbFmeowcaTlCLp73NGYzaZutzOcDqx9Ze/1L3vynvbnNSMiopFlmaqqis4WlWOPO4nnlzzKpCnTmTT52B5vq7v4EAbuOzJUkryBjo+j7YszjH3rqfr6WlavWk5ISBixcUl9ngxOlmUKC3LJzdlLcXEBhQW55OXuo6Agh+iYeI6Zejx33f0Y6RkTHLY2tlKpJD4hmfa2k7jy2jvZvm0jpSVFGI0GMjImMO6JZ6g1uHU+fnT6lIOebza1E6A1U19Xi8GgR5at5OflcNu/FvDxsuVoNFq7lbWwIJeX/vdv/vpzBUnJo5gwcSqXX3Ej48cfg6eXl91epy+6uijR1zpnML4nvS2X1Wo+6mMG6/t94Pva03qlJ49LSwngscef4IxzriRr90Zys7fz9eevU1Cwh+DgSKJjUwgKjiQ4OJKAoDACAkLx0wZ12Yrc3NyEpa0QWRneOQ74wHIfbYbjocRF5ZhW/iNxdXXp0YWE4c5Zk11hmDpwDcLB7mY9FCtOZ9Lf989sNrNxwxpysrMwmdq46JJr8PDw7PzfIw/ezugxYw/qOnjqaefg5ubGQw/cirubB9OPn8mZZ88Tk8r00YGf4UB8H3qzxuhI/j4OlX1f8duPPPbIIsaOm0yDQU9OdhZnnzufa669tXPJr+560lRXV7Jn93a2btnAyhU/0t7WRmpaOpGRMYwdN4m58y4lNi7JYS2Q3VEqlYwbP4Vx4w9OaEM6cv2uYlzl4ore6Irk4sm0Y8cCcOz0k9Dpqlh85/W89sandulqu+av37l38Y1cfsWNPPzY83h7H7mlzZk4a9wfWi5n7ZHSE4eeWx3pIkNPz8EmT4hn8oR4YD4A23eWU1iwl9KSXKoqS9iyeTW6mnLqdJUYGmrRakMIC48hIHB/Yiuz/u9f8PTypcFQy7gJJ3DV1dcgy/7dNoQ4w3spDB9Om+xKDhoDMVw4e8tBf8vm7u5pp5IIg6HBoGfR7VdjMOjJHDsRXU01F11wKu9+8B0eHp4svP5ClEoVz/337cOee+KM0zj+hFPYvWsbq3//hRuunU9S0ij+/exrRzxJFvHhGENlnKiIj+61tDTz3TfLeO2VJbz86kedkwfp9XU8+tAiTpk5jqDgKKxWC41GA3EJo5lz/g3ExKV2Hnu+/OJD/rPkEcaMGcfoMWN5+tnXSB2VPqhL2vRVT+LjaC2VBx6Db7rlbo6ZGE9Lc3OfW11lWUanq+bvv37n+ece5fn/LT0sERfs42i90VSqwydIdJa6DXqX8O7/f09ljAkjY0wYu/cevjyP2dROTU055WUF1OoqsFjMWCwW7rr/NWJiU6mrrWLtmp+4a9GNyLLMmIxjiIlNxVetxcfHD41fAH7aINzcPJz+HFYYWpx1zK6YoKqfxFUy+45ZFfrnlZeeoSA/h38/+1pnF7dHH16EscHAJZddx8MP3s7nX/3eozF5JpOJ/yx5mKw9O/m/d7922OQgwj9GWktuQ4OBmupK4uKTOpM3WZa7TeRM7e00Nhnx8PDEzc39oMc2NTVSVVlOXZ2OtrY22tpaAFCpXPDw8CQwKISgoJDOyX7sRZZligrz2L17G9l791BeUYKuppqc7D2MSR/PbXc8QFJy2mGfb0KsN3uzdnYu5fL7ip94682XCAoMJD4hmR07NtPW2spb73xFTEy8XcvsrLr6DrS2NrNz+9/kZa8la892Pj/KChNVVRX8sfpXSosLaWlpprWtBX19HZUVZZSVFePi4kp8QjKLFj9KauqYAdqTgeOoZWMGgjMlYz0dHjZQEwH2tiVclmVKirLZuWMt5WX5NBjqMTbUUV+vQ19fjVoTwMJbn2bOObP6XCZHcbYJquISRstPPLPM7tu96Lw0p9nHnnDaZHfuOcfP/fzr1Y4uypDmrAcWe3QrrigvJDQspkevcyBn2P+R6KX//RuVSsX1Ny7qvK+1tYWbbrgYf/9Adu7cwjffremchflorFYrl108m9lnzOXCi6867P89iQ/BPobiTMp9iQ+r1UpuThZr/vqd9959FaVShZeXN16e3pSWFqFWa3jg4SUHjS2XZZlvv/6U5b98y9Yt61GpXGhpacZsNnHq6eeSnJzGJx/9H/X6WkJCwvHz88fN3R33jqW1zGYzzc1N1FRXUl1didVqxdvbh6TkUTz48BIiInu+Dw0GPSUlhZSXlVBZaUue1vz1O62tLWRmTiQpeRQREdH4BwQRH5+Ef0BQrz5bi8XCls3rKCkuYEzGeOLjk4fshaj+1B+79+owm9r59qu3WP7Tx0THppCeOY1JU07mhOMyjvi8nJwsbrzuQiZOmkZ8fBKent64ubujVvsRFhZBaFiEXcf8DoQjxYuz1gN95WzHl972qHGWc6OuGmV2ZdWwbcsfvPbSfajVvqSNzmTatBmcNvtcXF3djrAl5yGSXefktN2YLZajTwAgdK+rriuOHL9qzwlx9PU1TnWwEbrX0txEQGDwQfe5u3vwnxeWcuH5J6NW+/Hf/zzGnXc/1qPtKRQKnvz3K1x5+dnU19dyw8I7D2opG8nxMRitrEOlu/KRHC0+mpoaO5de2bN7ByXFBRQXFxAYFMLEiVN59fVPSU5JY8/u7VisFiIiotmxfTP333szU6edwFlnX0BhQS5/r1lFcVE+115/O0/++2XUGj/A1k34iUcXs2/vLp7/31JSUsf0qHtvW1srjY1GfvjuCy6cdwonnHgK7u4e5OdnU1lZRltrK21tbVitFsCWbJvNZsxmE25u7kRGxhAWEUVoaDihoRE8s+T1I752by9iKJVKJk6axsRJ0466H86uv/WH0ajni89eZfpxZ+LiriE+cQyBQeFHbA0sKS7kpusv5tbb72f2GXP7UXLHcvbvvb040/GlJ/V9V92aD/2/I84Nu3otSZIYO/54Xn1rNRUVhbQ2FvLTj1/x4v+eYvKU6URGxhIcEtpZt7m4uODt5YO7hwdWqxWLxYxSqcLHR42vWk1QYAg+vuohMXxCGDhOm+wKA2uwu/g6okuxmJXZMVpbW9i1cyuFBblIkoSrqxs//vglb7z12WGP9fVV88jj/+W+exayevWvxMYlMnfeZT16najoWD757DcW3nARWm0A8y+60t67Miz19vvXm++QPb7bZrOZ0tIiPDw88fT0wtvbp/NEpampkSceW8zmjWvxDwgkLi6JBx5+Fje3f8bQWa1WdLpqaqor0emq0dfX4ebujpeXNympYwjsuOii19eRk51Fbs5eSooLKK8opaLc9tPW1kp8QjJjx05i5smziY6JJyIy5rAx4vvHsgKccOIpTJg4lZdf/DdLnnmI+IQU0jMm8Mjj/8XLy/ug53l4ePL4Uy/2+r1xc3PHzc2dyxZcz1nnzOPbr5ehVCmZMfN0wsOjcPfwwNXVFaXyn0O7SqVCpXJBpVL1+ITPWVp+hio/bRBXXvMAlRXF/LHqa/w0PqSkjgcOTjyqKst58YWn+POP37jmuluHdKIrDD57nd8403f7wLKMSQtm9954Xj3nAnJz97J75zZKigvYsmkdCqUCpVKF2WyiqbGRlpZmFEoFKqUKs9mMscGAoUFPdVUFAJFRsYxJH0dG5kTS0jKIjokf8KXMBOchkl1hwMaeOEOi2ZvZYe2ppaWZxkYjWm3AiKlQN6z/i6++/Ii//lhBRGQ0ScmjUEgKWttaufa620lMGtXl88ZPOIbWllYee+JF7r7zeiKjYpk8ZXqPXjMgMIhbbr2PpW+/KJLdDvb6Lvf0O2Ov1zObzbz+6nN8+fkHuLq52ca4NhpJHZXOzFMX4O7hyc/fv49K5cJbS7+kXl/L22+8wDlnHIuf1h9PTy9qa3WUlxXj6eVFcHAYAQFBqDV+tLe1YTQ2kJu7l3PnXIS+rpwff/yBhMRU4hOSiY6JZ+y4yYSGRRAWHomfn3+fWgK8vX1YfM8Tdnk/jkaj0XLZguvttr2R0gV1IB34Hk4+Zhb/XXIbUdFJpIyZcdhaonuzdnH9tfOYe/5l/PDLhiEzo7Iw9Azl7/D+Rou0lBQSElJ6/XxZljE2GCgszGXH9s38sWo5b7z6HNU1lYwffwwXXHgFxx1/smj5HeacNtl1c/dwdBGGBUe1bg50y0BC0pHHPnVlMCv7F55/nP9760X8tP4YGxoICAjCT+uPl5c33t4++Kr9CA+PJDgkjObmJqorKwgLj2Te/AVDusK9564bOOucC/j6+7/w9w8EbC1xFRWl6GqqupzAx2q18uvy79D4aZkwcSr33PcUr72ypMfJLkBsXAKFBblYrdbOMYK9jQ/hYIOd+NTW1vDEo4tpam7kraVfEhuXCMDO3VX88tOH/PDtUkztbbio4NEnXyAyKobIqBiWPP82RUV5NDc30dLchJ+fPxERMUec8Xblih/ZvHEtM04+h7vuebbHY8Qdob91aG8uYoqW3IP1pf449D38338WUVNdxsVXPY6Lq+18Jq+wDE9XMyuWL+PLZS9x3wNPc/IpZx51uyP5s3BG4vgyuPoT/5Ik4avWkJ4xgfSMCVxy2XUANDYa+XX5d9yy8FJW/rGr85xFGJ6cNtm1Wq2OLsKw0ZPWzb4cULub8XmgD86trU24uDjPiWpra0vnDKupo9JxdXUjI2MC8QnJKBRKqirLqamporq6koKCXH5f8SNGYwMA7h4etLW2UllZxr9uu79Pr2+1WqmpriQ4JMyeu9Urc+ddxofvv8HOHVtoaDBQUV5Ku6mN1hbbzLL3P/QsSoWC/PwccnP2UlycT3VVJRo/LUv+8xaSJFGjq+p1S3hISDhh4ZF89MGbnQcyZ4uPoWYwTq7NZjNff/MbG9YtZ80f3zPtuDO54erHaW7/53MbkxbMmLTbgdu73IaLi0uvrvbPOOl0Zpx0OkZjvVMmuke7MNnbC5eD3QV9uLBH/bHg6vtY/tNHLH31LhqN9ahc3LBaTGj8AomITOCu+98gLDqlT2MuBcdyluNLT9cHHoqTCA40vb6OZZ+8w4yZp4tEdwRw2tmYzz1z2tyvvlvj6KIMa329mu8Myxpl7d5IatrEQX/dI5l77glUlJcSHR2Pl7c3SqWKxsYG6utqaW5pQqlQ4avWoNH44af1R6PRolKpcHNzx9XFlQZjA0qlok9dINvaWrn/nptZueInTjr5dK646mbi4hIPGsdosVgGpTt1Y6ORrVvW4+8f2Dl76MMP3kZDgwFvLx+QJGJi4klMSiUsPBKFQkFVZQU7tm/m779WojfU8+xzb5CUnNar112/7k+effoBPvnsN1QqldPFx0i3e68Og15HYcFe8vN2kZu9g5zs7fgHhDB+4gxOnHke/v7/dPEc6DplKMRHbxPbwpLKg24f2GW2OyP1ZLc7/YmPrj43WZZpbjbionLF1e3wNVq7Iz4f5+NM9Yc9e+6NlFgrLSnk6ivO4+JLr+GSy66za486MRuzc3Lall1h4HU3W3NPn99bFouFTz9ZSva+3QQGhjB23GQyMyd22e2wrKyY31f8RERkDNHRcYSFRx6UwO1ft9LPz7/X5bC302efx+ZNa7nuhtttXSpbmjGZTHh6euHh4YnZbKa8W8yN/QAAIABJREFUvISS4gI2b1rH2jWrOOXUs7ntjgdxP6DLvtVqpb6+lory0o4ZYAspKytCV1ONTleNh4cnmZkTSUweRWvHuODfV/5MUFAIK1fv5OOP3mbxouuoKC8lMCgY2SpTX19LW1srM046nUsuu47gkFDcXN1w75gAqMuZWHdt44H7biFt9FjOnXMR4eGRGAz1GAx6NBo/4uKTu0yevb19mH7cTABqaqpY8duPxMenUFVZRnVNJXW1Onbv2kpdnY5Go5GAgCDCwiMZM2YcC65ayPTjTkal6n21NGHiVHx81Hz95Uc9nuBKGHjNzU189um7vPfum7S0NBIdk0JsXBrHnXg2V133EFr/4KNvZIQa6CEoI+XEdrB11domSRJeXr792o4gHGgg6oaR0AJckJ/DDdfO58qrb2be/AWOLo4wSESyO0L1taLsb4WnUCh4+sn7uvxfXFwSN9x0J7NOOQuARx+6g3Vr/yAuPhlTexuVleWo1RqCg8MIDNSwatUqALbvrur2NfX6On5f+TNlJUXMnXcZIaHh/dqHrsybv4AP3nsdY0MD06bPOOrj9fo6nn7qfo6bmoKnly0hRgadrhpPTy+CQ8KIjo4jKjqWzMyJBAQGExgYTEODnq1bNvLH6uUdM9X6MvuM85g77zIUCgXX37iI629chMlkory8BKVSaZtsB4kvPn+fxx+9k0ajkXZTG83NTSCDf0AgoaERJCalkpCQwpYt61nz50oWLX6UutoaHnvkToxGA2q1BrXaj9raGqqrKhg3fgoLrlxIbGwiBkM9en0debn72LVrK9u3baKuVkfG2AlERcYSHBLG6DFj0foHoNXafvy0AXZbh7OttZW21la0/sPjgDwcmEwmbll4Ke7uHrz0yrtYpNAeXUEfLidV9tCbCfZES65zEu+3MBB6O36/v4bqcnMNBj0///wNZSVFVFSWsnHDGm697QHOPne+o4smDCKn7cZ8/pwT53725e+OLsqw0tcKz2Rqp6w0j6bGBnx8NEyelIxGo6WhQU+troba2hp8fHwJj4g+bGkOi8VCXZ2OmurKzokCfH01NDUaycraQWFBHpWVZfyx6lfKy0uIiorlu5/WAZCXu4+PPnyLFb/+gKSQ8PDwpLWlhdraGkJDQxmTPpHgkDDKy0ooKyumsbGB2NhE4uOT8fbxobi4kMKCHPLzspk85TiCgkP44bsvuG3Rg8w57+J+v5+HWr/uTx647xZiYuLx9w/E29uXiZOndSbvXWluaqKlxdYSDBAQGHxQS+9Aa25qQqerpqysmJzsLHKy9xATm8C8+Qvw8TlyS0RDg4EVv/3Au0tfQa+vQ6PRolb7ERMbT9rosaSnjycxKXVQuk6vX/cnTz1xD2PSx/PgQ7ZJh+rra/DzE+NwHKlWV82VV1xARVkBMXGpLL7vNdw9up44ar/BOmEaavEhuioOrqEWH8LgGoj4cIZk0lGNIPZksVjIzdlLXu5ecnP38s1XnzB+4jEkJ6cREhpOSsoY4hOSB+z1RTdm5+S0ye6F82bN/XjZckcXZcg7dH3b7ia62L1Xh9Gop7Q4h9amYnbv3s72bduori4lKCgCH18/TO1GaqqrMBoN+Pio8Q8IRKsNwNhgoLS0CKVKhbu7BxaLGavFSmOjEV+1msBAW6tDg0GPXl+HydSOj48aH181np5emEzttLe1YTKZOtdKUyiVKBRKlEoFsgwWi5n2tjYsVgvGBgPxCclMnXYi8QnJhIdH4eXtQ2F+Drm5ezEajURHxxIVHceotAw8PW0n2UVF+Vx/zTySk9NITBrF32t+Jy93H5MmH8uJJ53GuPFTCAgIOmL33qMxGhvYsnkdjY0NNBgMfPrJUuLjk7n51nuJiYnvwycoHGrlih/58osPqa6qpKamEg8PT26/4yFmzjrD0UUTOuzeq8NgqGXT+hX8ueobXFzduefBN7tsyXemEyVn15+kV7zPgiAMZwZ9PbffeiXVVRUkp4wmPiGZE048hdRR6YNWBpHsOienTXbFBFW919bWSmlJET6+aoKCDu7SVl9fy84dW9ibtZO2tlbMZgsWi5nGxgYMBj0GfT3FRfk0NzeRkJhCcvJoUtPSSR2VTnx8Ejn5xs5tpaUEdDnhkSzL6PV1tLe3o1QoUSgV+Hj7djnrqam9nYYGPUZjA83NTbi4uuLq6oaLiwtWqxWLxYLFbMZitWAxW7BaLUiShIurK26u7tTqSsgc1/PlaQ7U2trCF5+9T3V1FdOOPZH4+CTWrfuD31f8zJ4926mr1WG1WgkPj2LsuElkjp2El7cPLS3NtLY0o9NVU1xcQGlJIW1tbbh2lN3Dw5OAwCACA0MICg4lLCySgIAgXnt1CX/9sYLVa7I6k26h96oqy3n1lWdZv/ZPbr3jASIjYwgMCsHfP/CwJMqZJhAZKWRZpry8hO1bN/L555+RtXsT6WOPZeLkkxg34QTc3Gw9Fpwh6RLxIXRHxIfQHREfzqWpqZHPP3ufpW+/yNlnz+eW2+4blF5lXRHJrnMSY3aHgd+Wf88zTz9AfV0tIaHhGPT1zDx5NiaTibKyYspKizEaDYweM5bUURl4d8wWrFQqiYmJR6PR4qvWEBEZTWhoxBFaNG3J7v4T1a4qEkmSejxZlIurK/4BQfgHBPVpnxuNNX16HoC7uwcXX3rtQffNPmMus8+Y23m7ubmJoqJ8tm5Zz19/raC9rQ0PD088PDzRagOYPHk6c8+3jUdsb2+nvd02BlZXU0VNTRW7dm5h+c/fUFZWTFtrK//93zsi0e2FxkYjFRWlFOTnsGnjWjZv+pvKijLOv+ByPv1ixWHd5YXB19hoZG/WTnbu2MKaNWvJyd4OskxicibjJ53Ewn89jbuHl1Mkt4IgCMLwIssy7/zfyyx9+yUmTT6Wt5Z+2aul6ISRQyS7w8BzSx7mwouu4rIFN6BUKqmqquCH7z5H46fljLPOJzw8ktCwyH5d6RppJ6yenl6kpo4hNXUMF118taOLMyzJskxlRRn5+TkU5GeTm7uX3Jy9FBbkYjabCQ2LJDIymvETjuGss/9LSuqYPs3ULPSdxWJBX1/Luo37qCwvoqwsn7KSPAoLsqivqyYyKpH4xHQmHXMylyy4i4DAsMMulh06lEIQBEEQ+mvp2y/xw/ef89GyX4iIiHZ0cQQn5qxnjgkKB3VBGCqam5soLy/B2NDArFPO5ttvlnHFVTcBEBwcypVX3+zgEg4sbx/RsjdU1dXpWPr2S3z5+Qd4eHoRF5dITGwio9IyOevs+cTGJaDRaPu19p2Ij67JskytroaysiIqKsqoqa6kpqaK6qoKKivLaWo0YjKbaG9vo7WlBYOhHh9fNQEBQURGxRIXl8i4sWeSknoPMTEJQ/big4gPoTsiPoTuiPhwvPLyEt5d+grLvlxJcHCoo4vTyWS2OroIQhec9Uwl19XVPdPRheiPv9esQqVSkTl2Iq6ubkd83P4x00c7sTebzeTm7GXLlnX8ufo3tm3dQHBIGL6+anx9Ncw46VS7lt/ZRUYl2XV73U3cJRzuzNOPwdhgIDDQtk6q2WKhpbmJpqZGmpubkGUrLi6uqFQqXFxckWWZ9nbbBGSSJHHueRfz5Td/EBwSNiDls3d8DGWyLLNxwxo+fP8N1q37Aw93T8LCIwkNjSAoOITAwBCSktMICQnD29sXV1dXXFxccffwQKPR4uLi4uhdsDsRH0J3RHwI3RHx4Xg7d2xh7PjJTpXoArio7LOcomBfzprs0t7e6ugi9MsrLz1NdXUlrS0tnDDjFPz8AmhsbKDR2IDR2EB9fS11tTrq6nSEhIZz48I7mXzMcTQajRiNBvT6eoqK8ijIs80uvDdrJyEh4aRnjmfOeRfzzHNvdLs0zHBXUpzdqwNOT2Yx3f8YkfQe3fTpJ/HhB2/S2GgkNDScsIgoJk06luNOOJno6DgUCiUmUztms5n29jYUCgUuLq64urqiUrnYbX3dI+ltfAwnVquVvLx9bNm0js2b17Jl0zp8fNRcdOk1PP7USyO63thvJMeHcHQiPoTuiPhwPLVaw57d29m+bSMZmWKyMKF7TpvsWi0WRxehX6ZMOQ6rbGXeBQtY8dsPtLa2Eh4eibe3Dz6+arTaALTaAPy0/mzftpGXX3yafz95H94+Pvj4qPH1VRMVHUdcfBIzZ80mdVSGmJTnAI1GQ48e15elOsQYw6O7657HWXDVTVRWlFJRUUZZaTE7tm/i3aWvEBERza13PMCkycc6rHw9jQ97kGWZmpoqSksK8fD0IioqFi8v7wF/XavVSmVlGcVF+RQXF1JSXEBhQS7bt23C11fN2PFTmDZtBrf8617CI6L71S18uBnM+BCGHhEfQndEfDjelGOO5667H+fmGy/lvY9+EEs7Ct1y2mTXGW3dsoHKilK0/gH4+fmj1Qbip/XvcuKnY4+byaLbriI2NpF5Fyzocvmd/SZPOY7JU44byKKPSP1Zk/LAbYiE9x9Wq5Xionyys/eQk52FrqYKL28fvL19mTBxKlHRcXz6yVLuXXwjPy7f2G0X/qHKarXy9Zcf8eMPX6LX11FaUoSHpyeRkTE0NzdRUlyIl5c3ySmjmXXqWZw0c7bdLlRlZe3k04//j+y9e8jPz8bbx5fo6DiiomKJjIolI2MC9z/0rNN17RIEQRAEe5p58mzq62u5esG5XHjx1Wj9A9Bo/FCrtcTExqPVinM3wUYkuz1027+uYOVvPzLr1LOor6ulrs7WBRkZph9/MifPOoNjp5/U2T0zc+xEHnnsv7z7zis89cQ9pGdMYMLEY5h58hnExCY4eG+GP3skuiBadg/12itL+PLzDxg9ZiyJSaNITcugpbkJo7GB0tIifH01vPHWZ6SNHjtkJy/qTlbWTp5+8j7a29u4+tp/ERYWRXhE1EFdg61WKzU1VWzftpGffvyKJU8/yNXX3to5gVxfNTYaueryc7j2+ts5d85FxMYlid4egiAIwoh1/rzLiImJZ/Wq5RQW5HZegK7X1/LO+9+JFl8BcOJk193DudYkTUvLYP3aP3B1deOZ597ovGJUUV7KypU/8erLz/Lcsw+z+J4nmDrtBACmTZ/BtOkz0Ovr2LplPZs2/M2CS89ixszTiY1NwMvLG08vb7y8vPH1VaPWaPHTaPHxVQ/4mMah7kgLuoskd2Bl7dnB4nue4ORTznR0Ubp1pPjoK1mW+eiDN3nzjf+y8Oa7mXPexUdcykuhUBAcHMqsU85i1ilnUVVVwUXzZpE5dhJjx03qcxlysrOIiU1gwZULe/wci8WC2WxCqVQNy4sPfWXv+BCGFxEfQndEfAy+9vY2tmxeR1tbG2azGbPZRFtrK+XlpZSUFFBSXEBlZTl1tTrc3NzQagPYtnWDSHYFAKT9swE7kx17qj87f86Jcz/78ndHF+UgjY1GXn3pGb7+6mMyMicy5ZjjGT0mk5bmZvSGOn7+8Wt2bN/MD79swNvbp8tt1NXp+PLzD6ir1dHU3Ehzk20G24YGPfr6OvSGepqbGvHw8MTF1RVXVzfcXN1wc3cnNjaRUWkZjEpLH/FjeOvra/DzCzzovv4kuiK57ZklzzzEF5+9T9roTE6fPYc5cy9xdJE6mdrb0RvqCQwM7jI++qqqspwnHltMZWU5z/9vKeHhUb3exqcfL2Xb1g089cyrfS5HaWkRl8w/jRNnnHrQ+Nv29nb0hjoM+nr0+nr09XW0trZgNpuQZRmlUknm2Em8/c5XfX7t4cae8SEMPyI+hO6I+Bhcu3dt4/57b8HDwwOtNgCVSoVK5YKrmxthoRFEdgzjCQ0NR+sfgJubu8PK6uaqJCUxYLMsyxMcVogDxCWMlp94Zpndt3vReWlOs4894bSX+s2mdkcX4TDe3j7cefdjXHfDHWxY/xfr1v3Br8u/xdvbF7VaQ2hYJKPHjOu2VVarDeDqa2/t9nXMZjMtLc20t7fR3tZGu6mdluZmcnP3krV7O6+98hx7s3YSFBzK6DFjuXzBDSQlp9l7d51aZXnhUQ82IoG1v0V3PcKNC+9iw4a/eOrxe6iuruSkk2eTkJDi0AmQduzYzCMP3k5ZaTHpGeM5+5w5zD7zol5vp6WlmfKyEsrKiikrLebvNb+zdesG5s+/gueef7vbsfdHYrVaCQ4OJS8vu9fPPVBERDT/e+V9svfuPuh+lYsLGrUfGj9/23gljR+enl6oVC4olUqqqiq44LyT+HzZe5zbTYv0SNKT+kMYuUR8CN0R8TF48nL3ceN1F7L4nsc5bfYcMdGi0CdOm+w6M1+1hpmzzmDmrDMGZPsqlarL5UFSUkdzxplzAVtCnJ+3j08+XsoN187n6+/XjPglRURyOzg8vbw44cRTCAuL4PPPPuCWhZciW2WiY+JQa/zQqLWoNX74af2JjIwhJiaBsPDIXidZUyfF09TUyPgJx6BSqTq74np6euHh6Ymnh+13UWE+27Zt5LY7HuDkWWfy5uv/5c/Vv3L6GRf2+MC4ZfN67rz9aozGBkLDIggLiyQ8IoqTZ53J00tex9Pz6MMqZFmmvr6WwoJcCvJzyM/PYd/eXezN2omPj9ouXb/T08eTnj6+V8/x9PTiltvu44lHF/PB+2/w0isfEBEZ0++yCIIgCMJAaWlp5vnnHuX8Cy7n9DPOc3RxhCHMWZPdETmDk8ViodHYgLeP7xETg5qaKrZv3ci2bRvZumU95eUlnHfeJbg7sNuGMDIlJadx7/1PIctPUlSYR1lZCQa9rSu+QV9PQV4Oq1ctp6ggj7o6HRGR0YwalUF6xnjSMyYQn5CMi4vLEbd/8aXX8sZr/2HzprWkpI4hbXQmFosZg0FPdXUlBkM9jY1GgoNDufveJwkKDqG8rIS1f69izpy5vboC/OMPXyApFFx86TVMmjydoKAQXF3dcHFxoaWluXOMUG1tDbW6anQ62+/KyjLKy0psP+UlSJJEbFwiMbGJxMYmcMWVN5Galm63WSFlWcZgqKeyopzKyjIM+noaGvQ0NBgwGg0YDLbhEPX1tbbf+lokJOLikjjt9HOJi09CrdHapSyCIAiCMBDycvdx953Xk5SSxrXX3+bo4vSYyWx1dBGELjjtmN15582Yu+yLlY4uil1s3LCGq6+Y03nbzc2d1FHpqFSqzvG6DQY9zc1NeHh4IkkSY9LHk5E5ET8/Lfn52eTn2X5MJhPpmePJzJxIesYEMsdOHJbLuxyN0ViPj4+fo4sh9FBLSzOFhXns3rmVHTs2s3P7FsrKiomMiiEhIYWExBTCwiPx9dXg46PGx8cXH181Hh6e5ObsZf26P9i1aysKSWFLQl1dcXV1RSEpaGpupMFgoKFBj9HYQErKaO5/6GnU6p4ndW1trWzbuoGN69ewadNa9Po62tvbMJlMmEztmNrbUSpV+AcEERAQSEBAEFr/QEJCwggLjyIsPJLwsEh8fNU9TrKtVisF+TmUlhYhW61YZStWq9z5t8Ggp7qynKqqCqqqbL8rK8twcXElJCSMkJBwNBotvr5qfHxta3P7+mrw0/rj5+ePxk+Ln8YfD09P0fXrEKL+ELoj4kPojoiPgffO/73Ma68sITIyhomTpnHxZdf2ab6MwSbG7Donp012558/c+4nn/3m6KLYhcVi4acfv2Lb1g1s27qBnOwsAM46+wImTJzKmPRxBAQE4eXtg1KppK5Ox/ZtG9m2ZSNGo4G4+CTi4pOJj08iKDhUnLgCJlM7Li69Hz8pOI/W1hYKCnLJzdlLbnYWVVXlGI0NGI0GjA0NnS2Wbm5uBHckd8HBoQSHhBMeEUVCQgqxcQldTkZhz/iQZZnq6koKC3IpKsqnuakRq9WKLFuxWm0JqiSBl5e3bc1hLx+8fXzw8vJB6x9AUFBoZwu2LMt8+/WnfPftMrL27MDPz5/omHiUSiUKhQJJoUAhKZAkCV+1huDgMIJDQgkKCiU4OJSQ0HC8vLztsl8jmag/hO6I+BC6I+JjcJhMJrL2bGfV77/w9Zcfc8ddDzPrlLO77RHmaCLZdU5Om+yee+a0uV99t8bRRRkQVquVVb//zA/ffUFe3j7KSosJC4/k0suuY+68yxxdvCEha/dGMf3/CLC/225Vpa1Vs6rS1n23pKSQvNx9lJYUERoWQWJiKolJo0hKtv1u0FcxanTPl/kxm80UF+VTVJTX0SW5lPLyEirKSykuysfd3YOY2ASio+M6Wm8VKBSSLUGVFMiylebmJhqNRhqbjDQ1Gmk0Gqmr01FTU4XWP4DQ0PCOpYDMLLx5MekZ49GILsUOIeoPoTv2jI9DVwkQc0sMfaL+GHxbNq/j5Refpqgon1NPO4djpp7A+AlTcHf3cHTRDuJsyW7a6Ez542XL7b7djLRgp9nHnnDWMbvDmkKhYMZJpzPjpNMB2/phK1f8xDNP3S+SXUE4gCRJaDRaNBotySmHzzhuam+nsNDWOpydvYcvPvuA7Ow9jB83luTUjZx/weWHtYTW1taQk72H7H1Z5ORkkZO9h4L8HIKCQoiJtU2mFRYWSWbmRELDIoiKjuvXMl9msxldTRUVFWU0NOiZOu1Ep74yLQiC/YjkVhD6b9z4Kbz9zlfkZO9h5YqfefP151l02y6SU0aTkTmRjMzxjEkfT2BgsKOLKjihEZXsHniF1ZkOQMYGAy+98BRXXHWTo4siCEOKi6sriUmjSEwaxWmz/xkX/+fqH/j2269577RXuee+pzCZ2vnzj9/YsP4v2trbSEoaRWJSKhkZ4zn/gstIiE/B0+voMy73hUqlIiQ0nJDQ8AHZviAIgiCMBPuP99fdcDtNTY3s2rmFbVs38fmy93n4gdtx9/AgbXQmKSljiIqKITwymsjIGDQarRgCOII5bbKrVNq3aId2JTr09oEGOxF+9OFFnHraOVx6+fWD+rpDmUascSd0IyExjWefm83WLRt44rG7CA+PYvpxM7npX/cQFhYpDnojnKg/hO6I+BC6I+LDOXh5eTN5ynFMnnIcYBv2VFpSxK5dW8net5uVK36ipKSQ0pJCZFkmJXUMTz79CsHBoQ4uuTDYnHbM7oXzZs3trp95c1MT7h4eKBSKg+6XZZnKijJqdFU0Go0YjQYajQ0YjQ00GhuQkUnPmICHTwJeXn1bl9aeybAsy0yfmgyAv38gGo3WNpuqRktQcChnnHk+kVExdns9QRAEQRAEQRgJ9s/98fmy9/h82ftMmDgVtcYPjcYPtUaLn0aLWuNHbFxiv7tBizG7zslpW3YbDPWcfspElAol8YkpJCamEheXSF5eNqt//4Wiony8vL2ZOu1Ejp1+EhER0axetZzffv0eg6Ge0NAIfHx88fb2xce347ePGovFzIfvv8HOHVuIjoknI3MCGRkTSM8YT3hE9GEtPl21ANuzO7QkSaz+K4uGBj31dbXo9XXU1dWir6+lsDCPSy48jcyxE4mIjEGt1tiWGlFrbF9StR9qjR+uLm4olAoUCgUKhbLjt8I2w6ukQKFUHnHd3qGqIG83sfGHj+EUBBDxIXRPxIfQHREfQndEfAwt++f+uPraWxk3/hhKigvQG+rR19dSUV6KXl+PwVBP9r49jB03iWnHzsBgqKe2toZaXQ06XTW1tTUYjQaCgkKJjIwhIjKGyMhoIqNiiIyKJTg4bNidZw8nTpnsrvx9jbfRaOCZ594kKCiUnJwscnP28tuvPxAZFcO9DzxNesZ4KivLWPPnSn764UtKiguZfvxMHn3iBUaPHntYi++hTO3t7Nq1jR3bN/Hbrz/wnyWPYDDo8fcPROsfgL9/IP4Bgfj7BxIQEExEZDSRUbGEh0Xi4nrwlPPddYk+VFfJsVKpxM/Ptjbmoa6/cRGrfv+F2toaDPo69u3bjaHji2n7rafd1IZslbFYLMiyFYvF0rEkihWr1QJILF+5FX//4dP1prW12dFFEJyYiA+hOyI+hO6I+BC6I+Jj6Bo3fjLjxk/u8n/NTU388ss37Ni2CT+tP1HRcYwbP6UjDwjC29uXqqryzq7RO3du4acfv6KkpJD6ulrCwiN54MF/D/IeCT3hlMnuqNTEcK02gCnHHA9AXHwSp5x6duf/d+/VsTennrSUKObNX8C8+Qt6/Rourq6MHTeJseP+WZ6kubmJujoddbU1nVd0amt15OXtY/Wq5ZSUFFBVWUFgUDAREdFoNFq8vX3w8VUf0Ips+9vHxxeVSkVtbQ06XQ21umpqaqp4U1eNTlcNgKenF56eXnjs/+3h2Xmfp6cXXt7ehIZGMmnysQQEBHXZZbux0UhVVTlVFeVU11RSU12JrqaaGl0VupoqqqoqiIyMGVaJriAIgiAIgiDYi6eXF+fOuYhz51x0xMcEBAaRNjrzsPtbW1soLS1C6yeWE3RGTpnshoQE7ZMUijFH+v9ATSC1P8mMiIg+4mNMJhMV5aWUlRVjMNT/Mx64sYGa6iqMRgPGxgaMDQ2YTO2dV4QCAoNJShpFwLQT8fcPRJKgpaWZ5uYmmpttv1uam2hpaaauTkdpaRENDXrba5UW09hoJDQsgvDwKCxWC9Ud647KskxIaDjBwaEEBYUSGBRMTFwCEydNIzAohIDAIIKDwwbk/XIklUos3SIcmYgPoTsiPoTuiPgQuiPiQziUu7sHCQkpuLmKrszOyCmTXQB3d09HF6FLLi4uREXHEhUdO6iv29zcRHl5CaUlRbioXAgKCSU4OAwfH98RObNsYvLhV9YEYT8RH0J3RHwI3RHxIXRHxIcgDC1Om+yaTe2OLoJT8fT0IiEhhYSEFEcXxSnUVJcRGCTWLRW6JuJD6I6ID6E7Ij6E7oj4EIShpftZnBzIbDY5ugiCE9PVlDu6CIITE/EhdEfEh9AdER9Cd0R8CMLQ4rTJriAIgiAIgiAIgiD0lUh2BUEQBEEQBEEQhGHHaZNdVzd3RxdBcGIxcaMcXQTBiYn4ELoj4kPojogPoTsiPgRhaHHaCaoEQRAEQRBVqJz8AAAHm0lEQVSEvtm9V+foIvTbQC01KQjCyOGUyW5VdVNCU1OzXStqUWEOL4X5e0hNm+joYghOSsSH0B17xcdwSCaEw+mqdhMQnOboYgxrQ/mcTBxfuibqQwjQeji6CEIXnDLZ1dW15AJ2XchMfAkH3lA+eAmCMxD11ODQ6ZqxivdaEBxmKNd1ov4QjqTdZHF0EYQuOGWyC3whSYq5SqV00J0Wi8yh9x2qJ48ZiMf1hCPKNpiv2W6y4OaqPOo29pNlkHrw1nb1OHcPz8Pu68n2+vOaA/24kfKag1G2vsZHTw3U++HpoaKtveuDpajb+r8tXx83ABrqPQ577kh8P+zxuJ4Yau+Hq6uID3s9rieG2vsh4mP4l62v24qJVB/1OcLgk2RZdnQZuiRJ0iZHl0EQBEEQBEEQBKGHdLIsn+roQgCkjc6UP1623O7bzUgL3izL8gS7b3iAOGvLLkPpTRQEQRAEQRAEQRCci9MuPSQIgiAIgiAIgiAIfSWSXUEQBEEQBEEQBGHYEcmuIAiCIAiCIAiCMOwMarIrSdL/SZJULUnSrgPuy5QkaZ0kSdskSdokSdKkA/53jyRJuZIk7ZMk6ZQD7j+h47HPDGb5Bfs5Qiw8K0nSXkmSdkiS9JUkSZoD/tejWJAk6WxJkr4+9HkH3D5TkqRvB34PBXuRJEkjSdLnHbGRJUnSMZIkaSVJ+lWSpJyO334HPP7Zjpg4vuP2V5IknXPA//dJknT/Abe/kCRpzuDulTBYJEk6teMzz5Uk6e6O+8IkSVopSdI3kiR5O7qMwsCzQz0SI0lSS8e5yv6fyxy3R0J/DNQ5SMd9qzoetz9OPh+8PRMGgshfhrbBbtl9Bzh0hrJngEdkWc4EHuy4jSRJo4D5QFrHc16RJGn/ujY3ANMBpSRJKYNQbsH+3uHwWPgVGC3LcjqQDdwDvY6Fv4FjDtjmMUCDJElBHbenAmvsvjfCQHoB+FmW5RQgA8gC7gZWyLKcCKzouM0B9cFxwMKOv//G9rkjSZI/0MjhMfL3AO+D4AAd9cTLwGnAKODCjvrkFuBm4C3gEseVUBhE/a1HAPJkWc484Oe9wSu+YGfvMDDnIPtdfECczB243RAGyTuI/GXIGtRkV5blP4C6Q+8GfDv+VgPlHX+fDXwiy3KbLMsFQC6w/6qJouN5VsBOK2cKg6mrWJBlebksy+aOm+uAiI6/exwLsizXAAZJkhI6/h8OfEFHstPxWyQ2Q4QkSb7YTjjfBpBluV2WZT22mHi342HvAvtbbpXYYkHmn7phDQd//t8DgZJNLNAiy3LlQO+L4BCTgFxZlvNlWW4HPsEWO/vjRBxDRgA71SPCMDJQ5yADXnDBIUT+MrQ5w5jdW4FnJUkqAZbQcSUNW5JScsDjSjvuA9vV+L8BhSzLWYNVUGFQXQn81PF3b2Phb2CqJEnJQA62g9ZUSZJUQDqwcYDLLthPHFADLJUkaaskSW9JkuQFBMuyXAHQ8Tuo4+/dgCfwF/BqxzY2A6MlSXLFluyuBfYBqYiW/uHuSHXHS8DrwPXABw4olzC47FGPAMQf0o15+uDuhjCI+nMOAvDhAXHy7ICXVnAEkb8MEc6wzu4NwG2yLH8hSdI8bFdeZ9L1FQ8ZQJblX4BfBq+IwmCSJOk+wAx8uP+uLh7WXSzsb8lTYktsNmDrYjIW2CfLcusAFFsYGCpgHHCzLMvrJUl6gY6uhkciy/LNh9xukyRpd8d2pmDrahSHLUbGIlr6h7Mu6w5ZlouwtfQJI0O/65EOeR1dFoVhzA7nIGDrxrxpYEooOAmRvwwRztCyeznwZcffn/FPU38pEHnA4yL4p4uAMExJknQ5cAa2A4XccXdvY2H/GM2pwFpZlo2AO3ACohVvqCkFSmVZXt9x+3NsJ61VkiSFAnT8rj7Kdv7Gltz4yLJcT0drP6Jld7gTxxEB7FePCMOcnc5BhJFB5C9DhDMku+XA8R1/z8DW7RTgW2C+JEluHePqErG10AnDlCRJpwKLgbNkWW4+4F+9jYU9QBi2SQC2dty3DVuXRdGKN4R0jKUt6eiSDnASts/3W2wHGjp+f3OUTa0BrgO2d9zega2VNwrYbc8yC05lI5AoSVJsRzf2+dhiRxhB7FiPCMOYHc9BhJFB5C9DxKB2Y5Yk6WNsrWsBkiSVAg8B1wAvdIynbAWuBduYGUmSlmE7IJmBhbIsWwazvML/t3f3KHlEURiA34MhapVGsoF0Fq7CLbgASWMRF5AVpHcBdmlcgWDvT+cKLEwnX29h8FjMQIIQJOCo3/g81cwwXO4wh2He4VxmOv+ohe9JVpOcVFWSnHf33v/WQnd3VV0k+dTdd+Phswy1Jewun/0M658+JrlKspvhQ91RVX1Ncp1k54kxTjO0Lv9Iku7+XVU3SX519/1kM+dVjff5W4a2sZUkh+N6TN6f53iOfKmqy7/2D7v7YJLZMqkp30FGP6vqdtxedPf2FNfBy1jW/LK+9iFbm5+fPnHm6k+XBgAAAMuuqo6TbEww9KK7H/+K6c0SdgEAAJidt7BmFwAAAJ6VsAsAAMDsCLsAAADMjrALAADA7Ai7AAAAzI6wCwAAwOwIuwAAAMzOA5eTzFzi31i3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16,8))\n",
    "ax = plt.subplot(1,1,1, projection=ccrs.PlateCarree())\n",
    "ax.coastlines(color='black')\n",
    "ax.gridlines(draw_labels=True, linewidth=1, color='gray', alpha=0.5, linestyle='--')\n",
    "ax.set_title('Total AOD at 550nm, 1 Feb 2021', fontsize=12)\n",
    "im = plt.pcolormesh(aod.longitude, aod.latitude, aod[0,:,:],\n",
    "                    cmap=camscmp, transform=ccrs.PlateCarree())\n",
    "cbar = plt.colorbar(im,fraction=0.046, pad=0.04)\n",
    "cbar.set_label('Total AOD at 550nm')\n",
    "fig.savefig(f'{DATADIR}/AOD_20210201.png')"
   ]
  }
 ],
 "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": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}