{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Useful Scripts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Location of the scripts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here are some scripts that you may find useful. They are in the folder \"./eppy/useful_scripts\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And now for some housekeeping before we start off"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.chdir(\"../eppy/useful_scripts\")\n",
    "# changes directory, so we are where the scripts are located"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# you would normaly install eppy by doing\n",
    "# python setup.py install\n",
    "# or\n",
    "# pip install eppy\n",
    "# or\n",
    "# easy_install eppy\n",
    "\n",
    "# if you have not done so, the following three lines are needed\n",
    "import sys\n",
    "# pathnameto_eppy = 'c:/eppy'\n",
    "pathnameto_eppy = '../../'\n",
    "sys.path.append(pathnameto_eppy) \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you look in the folder \"./eppy/useful_scripts\", you fill find the following scripts\n",
    "\n",
    "The scripts are:\n",
    "\n",
    "    - eppy_version.py\n",
    "    - idfdiff.py\n",
    "    - loopdiagram.py\n",
    "    - eppyreadtest_folder.py\n",
    "    - eppyreadtest_file.py\n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## eppy_version.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Many scripts will print out some help information, if you use the --help option. Let us try that"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "usage: eppy_version.py [-h]\n",
      "\n",
      "I print the current version of eppy. Being polite, I also say hello !\n",
      "\n",
      "optional arguments:\n",
      "  -h, --help  show this help message and exit\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "# ignore the line above. It simply lets me run a command line from ipython notebook\n",
    "python eppy_version.py --help"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That was useful !\n",
    "\n",
    "Now let us try running the program"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hello! I am  eppy version 0.5.52\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "# ignore the line above. It simply lets me run a command line from ipython notebook\n",
    "python eppy_version.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Redirecting output to a file"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most scripts will print the output to a terminal. Sometimes we want to send the output to a file, so that we can save it for posterity. We can do that py using \">\" with the filename after that. For eppy_version.py, it will look like this:"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "python eppy_version.py > save_output.txt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some of the following scripts will generate csv or html outputs. We can direct the output to a file with .html extension and open it in a browser"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compare two idf files - idfdiff.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This script will compare two idf files. The results will be displayed printed in \"csv\" format or in \"html\" format. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You would run the script from the command line. This would be the terminal on Mac or unix, and the dos prompt on windows. Let us look at the help for this script, by typing:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "usage: idfdiff.py [-h] [--idd IDD] (--csv | --html) file1 file2\n",
      "\n",
      "Do a diff between two idf files. Prints the diff in csv or html file format.\n",
      "You can redirect the output to a file and open the file using as a spreadsheet\n",
      "or by using a browser\n",
      "\n",
      "positional arguments:\n",
      "  file1       location of first with idf files = ./somewhere/f1.idf\n",
      "  file2       location of second with idf files = ./somewhere/f2.idf\n",
      "\n",
      "optional arguments:\n",
      "  -h, --help  show this help message and exit\n",
      "  --idd IDD   location of idd file = ./somewhere/eplusv8-0-1.idd\n",
      "  --csv\n",
      "  --html\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "# ignore the line above. It simply lets me run a command line from ipython notebook\n",
    "python idfdiff.py -h"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let us try this with two \"idf\" files that are slightly different. If we open them in a file comparing software, it would look like this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from eppy.useful_scripts import doc_images #no need to know this code, it just shows the image below\n",
    "for_images = doc_images\n",
    "for_images.display_png(for_images.filemerge) # display the image below"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are 4 differences between the files. Let us see what idfdiff.py does with the two files. We will use the --html option to print out the diff in html format."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../resources/iddfiles/Energy+V7_2_0.idd ../resources/idffiles/V_7_2/constructions.idf ../resources/idffiles/V_7_2/constructions_diff.idf\n",
      "<html><p>file1 = ../resources/idffiles/V_7_2/constructions.idf</p><p>file2 = ../resources/idffiles/V_7_2/constructions_diff.idf</p><table border=\"1\"><tr><th>Object Key</th><th> Object Name</th><th> Field Name</th><th> file1</th><th> file2</th></tr><tr><td>MATERIAL</td><td>F08 Metal surface</td><td></td><td>is here</td><td>not here</td></tr><tr><td>MATERIAL</td><td>F08 Metal surface haha</td><td></td><td>not here</td><td>is here</td></tr><tr><td>MATERIAL</td><td>G05 25mm wood</td><td>Conductivity</td><td>0.15</td><td>0.155</td></tr><tr><td>CONSTRUCTION</td><td>Exterior Door</td><td>Outside Layer</td><td>F08 Metal surface</td><td>F08 Metal surface haha</td></tr></table></html>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "idfdiff.py:193: UserWarning: No parser was explicitly specified, so I'm using the best available HTML parser for this system (\"lxml\"). This usually isn't a problem, but if you run this code on another system, or in a different virtual environment, it may use a different parser and behave differently.\n",
      "\n",
      "The code that caused this warning is on line 193 of the file idfdiff.py. To get rid of this warning, pass the additional argument 'features=\"lxml\"' to the BeautifulSoup constructor.\n",
      "\n",
      "  soup = BeautifulSoup()\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "# python idfdiff.py idd file1 file2\n",
    "python idfdiff.py --html --idd ../resources/iddfiles/Energy+V7_2_0.idd ../resources/idffiles/V_7_2/constructions.idf ../resources/idffiles/V_7_2/constructions_diff.idf "
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "reprinting the output again for clarity:\n",
    "\n",
    "<html><p>file1 = ../resources/idffiles/V_7_2/constructions.idf</p><p>file2 = ../resources/idffiles/V_7_2/constructions_diff.idf</p><table border=\"1\"><tr><th>Object Key</th><th> Object Name</th><th> Field Name</th><th> file1</th><th> file2</th></tr><tr><td>MATERIAL</td><td>F08 Metal surface</td><td></td><td>not here</td><td>is here</td></tr><tr><td>MATERIAL</td><td>F08 Metal surface haha</td><td></td><td>is here</td><td>not here</td></tr><tr><td>MATERIAL</td><td>G05 25mm wood</td><td>Conductivity</td><td>0.15</td><td>0.155</td></tr><tr><td>CONSTRUCTION</td><td>Exterior Door</td><td>Outside Layer</td><td>F08 Metal surface</td><td>F08 Metal surface haha</td></tr></table></html>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It does look like html :-). We need to redirect this output to a file and then open the file  in a browser to see what it looks like. Displayed below is the html file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<html><p>file1 = ../resources/idffiles/V_7_2/constr.idf</p><p>file2 = ../resources/idffiles/V_7_2/constr_diff.idf</p><table border=\"1\"><tr><th>Object Key</th><th> Object Name</th><th> Field Name</th><th> file1</th><th> file2</th></tr><tr><td>CONSTRUCTION</td><td>CLNG-1</td><td>Outside Layer</td><td>MAT-CLNG-1</td><td>MAT-CLNG-8</td></tr><tr><td>CONSTRUCTION</td><td>GARAGE-SLAB-1</td><td></td><td>is here</td><td>not here</td></tr><tr><td>CONSTRUCTION</td><td>SB-E</td><td></td><td>is here</td><td>not here</td></tr><tr><td>CONSTRUCTION</td><td>SB-U</td><td></td><td>not here</td><td>is here</td></tr><tr><td>OUTPUTCONTROL:TABLE:STYLE</td><td> </td><td>Column Separator</td><td>HTML</td><td>CSV</td></tr></table></html>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from eppy.useful_scripts import doc_images #no need to know this code, it just shows the image below\n",
    "from IPython.display import HTML\n",
    "h = HTML(open(doc_images.idfdiff_path, 'r').read())\n",
    "h"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pretty straight forward. Scroll up and look at the origin text files, and see how idfdiff.py understands the difference"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let us try the same thin in csv format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../resources/iddfiles/Energy+V7_2_0.idd ../resources/idffiles/V_7_2/constr.idf ../resources/idffiles/V_7_2/constr_diff.idf\n",
      "file1 = ../resources/idffiles/V_7_2/constr.idf\n",
      "file2 = ../resources/idffiles/V_7_2/constr_diff.idf\n",
      "\n",
      "Object Key, Object Name, Field Name, file1, file2\n",
      "CONSTRUCTION,CLNG-1,Outside Layer,MAT-CLNG-1,MAT-CLNG-8\n",
      "CONSTRUCTION,GARAGE-SLAB-1,,not here,is here\n",
      "CONSTRUCTION,SB-E,,not here,is here\n",
      "CONSTRUCTION,SB-U,,is here,not here\n",
      "OUTPUTCONTROL:TABLE:STYLE, ,Column Separator,HTML,CSV\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "# python idfdiff.py idd file1 file2\n",
    "python idfdiff.py --csv --idd ../resources/iddfiles/Energy+V7_2_0.idd ../resources/idffiles/V_7_2/constr.idf ../resources/idffiles/V_7_2/constr_diff.idf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see the same output, but now in csv format. You can redirect it to a \".csv\" file and open it up as a spreadsheet"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## loopdiagram.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Diagrams of HVAC loops"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This script will draw all the loops in an idf file. It is a bit of a hack. So it will work on most files, but sometimes it will not :-(. But it is pretty useful when it works. \n",
    "\n",
    "If it does not work, send us the idf file and we'll try to fix the code\n",
    "\n",
    "Make sure [grapphviz](http://www.research.att.com/sw/tools/graphviz/) is installed for this script to work\n",
    "\n",
    "Again, we'll have to run the script from the terminal. Let us look at the help for this script"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Couldn't import dot_parser, loading of dot files will not be possible.\n",
      "usage: loopdiagram.py [-h] idd file\n",
      "\n",
      "Draw all the  loops in the IDF file.\n",
      "\n",
      "There are two output files saved in the same location as the idf file:\n",
      "- idf_file_location/idf_filename.dot\n",
      "- idf_file_location/idf_filename.png\n",
      "\n",
      "positional arguments:\n",
      "  idd         location of idd file = ./somewhere/eplusv8-0-1.idd\n",
      "  file        location of idf file = ./somewhere/f1.idf\n",
      "\n",
      "optional arguments:\n",
      "  -h, --help  show this help message and exit\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "# ignore the line above. It simply lets me run a command line from ipython notebook\n",
    "python loopdiagram.py --help"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pretty straightforward. Simply open png file and you will see the loop diagram. (ignore the dot file for now. it will be documented later)\n",
    "\n",
    "So let us try this out with and simple example file. We have a very simple plant loop in \"../resources/idffiles/V_7_2/plantloop.idf\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Couldn't import dot_parser, loading of dot files will not be possible.\n",
      "constructing the loops\n",
      "cleaning edges\n",
      "making the diagram\n",
      "saved file: ../resources/idffiles/V_7_2/plantloop.dot\n",
      "saved file: ../resources/idffiles/V_7_2/plantloop.png\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "# ignore the line above. It simply lets me run a command line from ipython notebook\n",
    "python loopdiagram.py ../resources/iddfiles/Energy+V7_2_0.idd ../resources/idffiles/V_7_2/plantloop.idf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The script prints out it's progress. On larger files, this might take a few seconds. If we open this file, it will look like the diagram below\n",
    "\n",
    "*Note: the supply and demnd sides are not connected in the diagram, but shown seperately for clarity*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fIRo1apQfOn7IIYf4/bXeswLa22+/PVOcOi19UdBnuvocJl3p1fDwMLlZwv3wq2LBtIaD6crwoYcemhNQq70a2uZmzc50lFpCy80ebjfffLMPJPVTy1VpqTA3U3VYpP8ZxatUXfO9sgvQs1hHHnmkX9Yq6l3pcB3t8Kfy07nQkDM9ox4mtVFJz0SHKb8uWi5DFxxOOOEEu+CCC7y5lhfTOZOZUrgMls6TytDSISQEEEAAgcoIlOpTopaa//e+En11lD4yv75upmu/KbtvUpu1/JT6Z31P0Eiz8OJylH5KfZMuDOsufnZS35j/rLD2Cy+oh99j7rrrLj9vi5bt1HcZfRfQZ7oBEPa1+f2rygqHep988sm+WC2fpe36buNmK/fb9F1I3zGKpTD/8Kf2q2+frmP1WJvmwunVq5cflacbGG5CMtPvg4bn06dLiZR6Afc/FwmBVAl89dVXfjZHt/5ioNmatWyEZqLUUlblJM2sqRkh3f+EgVsbOdAMlkqaeVKzYWrZqVtuuSXQsllagssF1znZu47KLztxzDHHBK6zDPr37x+453Vz9nEBsZ8V0wWZgZZj0rJP7tkfPzNnzo55b9zayIEbohW4dZID16H55Z5cZ+yXydAMnmHSzKBujUnfBnc1OXAduF86TO3SMlBKUb1K1bWYV1gX/dSs6lqmzH2ZyN4812stgaWlOdxVZ193LXXhLkIE7lnz4KijjvLb3AgDP3u3u1ASuHUy/Tb3BSpwQ8n9rKiFzp272BC459z8vjqvq6++ul8mK7sCstVnmi3cDePL/ojXCCCAAAIxCZTqU6IWU6zviauvjtpHZtdXyzRqZmx38dv3J1q+0QXP/p++LxzgloX8z3/+k5l5O/vYuvopF4QG//znP32eWsbKBcZ+BnCtMKJ+S+WF+arP1LZFF100s3SnluB0d5f9rN5aMUTLhWrGbxeMBloVw42a88do2Su1W0tOaWUS5eNGlWVW0HAXpAP3fHvgJg8L1ltvPT+rtr6D6LuRlgLNT5Xq07XEl77jqU2qo37K3Y0uy1SBPj1DwYuUCjRTvdwvMAmB1AjoeWNdjTznnHPMBbJ+KJJbSzEz3CeuiurKp4Y66eqnJgwrlPS/x4cffuiv+Lq1qTPDr8N93frS/llnXQXWrJpuuYucGTLD/fJ/uk4uc8VVx+nOrJ7Hzp8YLTxOk5lpxm8lXaXW7JlhiupV37qG5einJkjT0Di3ZmX25sRf61k3Df8qNLGMzpkmNdFELSQEEEAAgcoIxNGnRKlZQ/vqqH1klLqUs09d/VQ5+eTvqzvQGuEWJt1dDh8NC7dF+ak77LLR9x/NRaK+0wXmUQ6NfR/d+deIOw371iR22Yk+PVuD12kUYDbvNJ4V6pQR0B9V/XHNTsOHDzf9qyspkDr99NPr2sUHvoVm7M4+SAFb+Bxz9vZCrzUEOWoKhy5pfx1X6tgwkNb+2YG03menQl7Zn4evS5UX7pf/87rrrvMzeudvT/q9JowrlnTOCKSL6bAdAQQQiF+gUJ+Sxr46ah8Zh1Bd/VRD8s8OpJVPfQJpHafnp8MbCZqAtTGTHiPLXmI0uy706dkavE6jAMF0Gs9KjddJzxMrFZvRWsG1G8Jbp5LuECeRVFdd3dUzQ8XuKle6HqW8wvLrW9ejjz7aP1+uidP0r9CXprAMfiKAAAII1IZAqT4lLX111D6yNs4arUQAgbgFCKbjFiW/Bglosg9NPqGkibw06+Q+++yTM/Soa9eupn+NnYYOHerXe9QQJE3oMXDgQFtrrbUSrVYUL1WoIXXVjJ+aYEWTrWjCLxICCCCAQG0LROlT0tBXR+0ja/ts0noEEGiIAM9MN0SPY2MX0LPH4VXkMHPdZdYwn7QlPcelQDpMGmqloUpJpqheDa1rfZ/JStKCshBAAAEEkhFoaJ+STC3NrxrRVL5TJGVCOQggEK8AwXS8nuSGAAIIIIAAAggggAACCCBQAwKsM10DJ5kmIoAAAggggAACCCCAAAIIxCtAMB2vJ7khgAACCCCAAAIIIIAAAgjUgADBdA2cZJqIAAIIIIAAAggggAACCCAQrwDBdLye5IYAAggggAACCCCAAAIIIFADAgTTNXCSaSICCCCAAAIIIIAAAggggEC8AgTT8XqSGwIIIIAAAggggAACCCCAQA0IEEzXwEmmiQgggAACCCCAAAIIIIAAAvEKEEzH60luCCCAAAIIIIAAAggggAACNSBAMF0DJ5kmIoAAAggggAACCCCAAAIIxCtAMB2vJ7khgAACCCCAAAIIIIAAAgjUgADBdA2cZJpYfQJt27a1YcOGVV/DaBECCCCAAAJVLED/XcUnl6bVpADBdE2edhrd1AWmT59uM2fObOrNoP4IIIAAAgjUlAD9d02dbhpbAwIE0zVwkmkiAggggAACCCCAAAIIIIBAvAIE0/F6khsCCCCAAAIIIIAAAggggEANCBBM18BJpokIIIAAAggggAACCCCAAALxChBMx+tJbggggAACCCCAAAIIIIAAAjUgQDBdAyeZJiKAAAIIIIAAAggggAACCMQrQDAdrye5IYAAAggggAACCCCAAAII1IAAwXQNnGSaiAACCCCAAAIIIIAAAgggEK8AwXS8nuSGAAIIIIAAAggggAACCCBQAwIE0zVwkmkiAggggAACCCCAAAIIIIBAvAIE0/F6khsCCCCAAAIIIIAAAggggEANCBBM18BJpokIIIAAAggggAACCCCAAALxChBMx+tJbggggAACCCCAAAIIIIAAAjUgQDBdAyeZJiKAAAIIIIAAAggggAACCMQrQDAdrye5IYAAAggggAACCCCAAAII1IAAwXQNnGSaiAACCCCAAAIIIIAAAgggEK8AwXS8nuSGAAIIIIAAAggggAACCCBQAwIE0zVwkmkiAggggAACCCCAAAIIIIBAvAIE0/F6khsCCCCAAAIIIIAAAggggEANCBBM18BJpokIIIAAAggggAACCCCAAALxChBMx+tJbggggAACCCCAAAIIIIAAAjUgQDBdAyeZJiKAAAIIIIAAAggggAACCMQrQDAdrye5IYAAAggggAACCCCAAAII1IAAwXQNnGSaiAACCCCAAAIIIIAAAgggEK8AwXS8nuSGAAIIIIAAAggggAACCCBQAwIE0zVwkmkiAggggAACCCCAAAIIIIBAvAIE0/F6khsCCCCAAAIIIIAAAggggEANCBBM18BJpokIIIAAAggggAACCCCAAALxChBMx+tJbggggAACCCCAAAIIIIAAAjUgQDBdAyeZJiKAAAIIIIAAAggggAACCMQrQDAdrye5IYAAAggggAACCCCAAAII1IAAwXQNnGSaiAACCCCAAAIIIIAAAgggEK9Ay3izIzcEEIhb4NVXX7URI0bMle1DDz1kEydOzGzv2LGj9e/fP/OeFwgggAACCCDQeAL0341nT8kIJCXQLHApqcIoBwEEyhcYPHiwXXHFFda6devMwfrftlmzZpn3s2fPtjZt2ti0adMy23iBAAIIIIAAAo0nQP/dePaUjEBSAgzzTkqachCop0CfPn38kTNnzrTw36xZszKvta1FixbWr1+/epbAYQgggAACCCAQtwD9d9yi5IdA+gS4M52+c0KNEMgR0F3odu3a2dSpU3O2578ZNWqUbbrppvmbeY8AAggggAACjSBA/90I6BSJQMIC3JlOGJziEChXQMO59Sx0q1atih7aoUMH22STTYp+zgcIIIAAAgggkKwA/Xey3pSGQGMIEEw3hjplIlCmwN57720a2l0oKcjef//9c56hLrQf2xBAAAEEEEAgWQH672S9KQ2BpAUY5p20OOUhUE+Bzp072+TJkwsePW7cOOvWrVvBz9iIAAIIIIAAAo0nQP/dePaUjEClBbgzXWlh8kcgJoEDDjjAWracezW7Ll26EEjHZEw2CCCAAAIIxC1A/x23KPkhkB4Bgun0nAtqgkCdAnvttZdpCazspOBanTQJAQQQQAABBNIpQP+dzvNCrRCIQ4Bh3nEokgcCCQloKPf48eNzSps4caItv/zyOdt4gwACCCCAAALpEaD/Ts+5oCYIxCnAnek4NckLgQoLZA8V0yyh66yzDoF0hc3JHgEEEEAAgYYK0H83VJDjEUinAMF0Os8LtUKgoMCee+5pc+bM8Z81b97cz+JdcEc2IoAAAggggEBqBOi/U3MqqAgCsQowzDtWTjJDoPIC3bt3t9GjR/ulsKZMmWLt27evfKGUgAACCCCAAAINEqD/bhAfByOQSgHuTKfytFApBIoL9O/f33/Yo0cPAuniTHyCAAIIIIBAqgTov1N1OqgMArEIcGc6FkYyqTYBDaXW801DhgyptqY1Sns06/h7771nK664YqOUT6EIIIAAAtUv8Nxzz9muu+5qP/74Y/U3NuEW7rTTTvbwww8nXCrFIZB+gbkXrU1/nakhAhUVUCC933772UMPPWRXX321tW3btqLl1Sfz6dOnW5s2bfxQ7/ocn9Qx77zzjp177rk2a9Ys++677wimk4KnHAQQQKDGBBRI77jjjrb99tvbHnvskdrWN5X+W4B//vmnXX755TZmzBibNGlSak2pGAKNKUAw3Zj6lJ06gexA+tFHH7VevXqlro5NpUIjRoywCy64wH+xGTZsWFOpNvVEAAEEEGhiAmEgrbunQ4cOtRYtWjSxFqSvuvo+tM8++9hbb71lvXv3tq+++ip9laRGCKRAgGemU3ASqEI6BAik4zsPCqR1h0DD7S677LL4MiYnBBBAAAEEsgQIpLMwYnoZBtKPPPKI6cbCUkstFVPOZINA9QkQTFffOaVF9RAgkK4HWpFDsgPp22+/nTsERZzYjAACCCDQMAEC6Yb5FTo6P5DeYostCu3GNgQQ+H8Bhnnzq4CAE+jXr589+OCDpmUrrrnmGv8PmPIFZs6caQqmdUeaQLp8P45AAAEEEIgm8MYbb9g222xjHTp0MAWAe+21V7QD2atOge+//95eeuklf0eaQLpOKj5EwAtwZ5pfBAScwMiRI23VVVe1JZdcEo8GCEyePNlatWpFIN0AQw5FAAEEECgtMGrUKN/fbLjhhqmfjLN0a9Kzx8svv2yDBg0yAun0nBNqkm4B7kyn+/xQu4QEFAAOGDDAjj322IRKrM5iLrnkErv44osZ2l2dp5dWIYAAAqkS0KoW9957b6rq1NQr06lTJ1t66aWbejOoPwKJCXBnOjFqCkIAAQQQQAABBBBAAAEEEKgWAYLpajmTtAMBBBBAAAEEEEAAAQQQQCAxAYLpxKgpCAEEEEAAAQQQQAABBBBAoFoECKar5UzSDgQQQAABBBBAAAEEEEAAgcQECKYTo6YgBBBAAAEEEEAAAQQQQACBahEgmK6WM0k7EEAAAQQQQAABBBBAAAEEEhMgmE6MmoIQQAABBBBAAAEEEEAAAQSqRYBgulrOJO1AAAEEEEAAAQQQQAABBBBITIBgOjFqCkIAAQQQQAABBBBAAAEEEKgWAYLpajmTtAMBBBBAAAEEEEAAAQQQQCAxAYLpxKgpCAEEEEAAAQQQQAABBBBAoFoECKar5UzSDgQQQAABBBBAAAEEEEAAgcQECKYTo6agWhD4+eefbdiwYfb3v/89UnMnTZpkV199td1yyy327bffRjqmvjtdfPHFdtVVV9X3cI5DAAEEEECgqgQmTJhgF154oT399NO+XfThVXV6aQwCiQgQTCfCTCG1InDffffZwQcfbHfeeWfJJp9//vk2YMAA23LLLa1Lly7Ws2dPGzlyZMnj6rvDTTfdZLfddlt9D+c4BBBAAAEEqkZg4sSJdu2119qJJ55oX3zxhW8XfXjVnF4agkBiAgTTiVFTUC0IHHDAAbbeeuuVbOoTTzxhp512mulu8UorrWTdu3e34447znr37p3p1EtmUuYOr7zyij333HNlHsXuCCCAAAIIVJ/ACiusYIceeqhvWMuWLf1P+vDqO8+0CIFKCxBMV1qY/GtOoEWLFtasWbM6233eeefZ2muv7f+FO+67776mIWY33nhjuCnWnwsssIDNN998seZJZggggAACCDRVgebN//s1OPypdtCHN9WzSb0RaBwBgunGcafUJi6g55tvvvlm01BtDQv75JNPCrbopZdesrPOOsvuv//+zOfTpk3zw7nXWGONzDa9mHfeeU1Xyu+5556c7aXeaHianoUOgsCef/55O/XUU+2KK66w3377LedQ1VlDvcM0e/Zse/LJJ23UqFH2zTff2HXXXWennHKK6Q52fpoyZYo/9h//+Ic9++yz+R/zHgEEEEAAgSYh8OKLL5r6MvXfn332ma9zsQvg9OFN4pRSSQQaVeC/41oatQoUjkDTEvjhhx9s++2394Gr7vTut99+vgHLL798piF//PGH7bTTTj7AVaCtjlt3nm+//XYfeP/555/WoUOHzP7hiyWXXNLUeSswLta5h/vq59ChQ23w4MH2+++/2/jx423mzJn29ddfm+58qywFyrrirtdHHXWUzT///P45bQXgRx99tD3wwAO2884725w5c2zZZZe1Bx980C666CK76667bPfdd/dFaWi4ngEfNGiQLbTQQrbrrrta//797corr8yuCq8RQAABBBBItcDpp5/uJ/u89NJLTRe21S8r5fe39OGpPo1UDoF0Cbgv7SQEal5gqaWWCtzzy5Ec/vOf/wQ9evTI7OuC5eCOO+7IvN9hhx2C1q1bB++//77f5gLnYJdddgnc//nBY489Fjz88MP+tQuwM8eEL1yQ7j+bOnVquKnkT/dlIHBfBIJ33nkns+8ZZ5zh87nmmmsy23bbbbegXbt2mfcff/yx36dv376ZbS4QD5ZYYolAHrNmzQp++umnwF0kCNzw88w+Bx10kD/u5ZdfzmwLX8hQx2anzz//vOj+2fvxGgEEEEAAgagCLiAOOnbsGHV33/+6IdzBjBkzMsfceuutvn+iD8+QeFPZZid38T3YZJNNsjfxGgEE/l+AYd7purZBbZqAwCqrrGIvvPCCv6Ltgl7r3LmzuUA1p+arrbaarbzyyn6brnjrrq7S8OHDbcEFF8xs9y+y/qM7xPPMM4+1adMma2vdL/UstCZPUZlh0nBtbdNwtjAp3+yk45TWWmutzGYXbNvAgQP9JGhatkt3pDVc/KSTTrIjjjjC/9Odbw1Hd8F45jheIIAAAgggkGaBc88919Zdd11beOGFM9XcYIMN/Ov8O9P04RkiXiCAQAkBhnmXAOJjBPIFevXqZSeccIIfDu3uMttll11mBx54YP5uOe832mgjP9xazx4vvfTS/rNffvklZx+9cXeC/ezemgClIUnDud0dYlOwX27S7OJKOvbdd9/1w9EZ0l2uIvsjgAACCKRJYNy4cdanT5+cKuUH0TkfZr2hD8/C4CUCCOQIcGc6h4M3CJQW0DPIF1xwgZ+8S889a61oTWRSV9KVcN2R1nPVCqZ1V9gNf57rED3D1bVr17m2l7tBz3vpDnL2c9xR8/j000/9rjpWQf0HH3xgbsh31MPZDwEEEEAAgVQJaMLNX3/9teAEm6poqaCaPjxVp5PKIJAqAYLpVJ0OKtMUBLR0lSYQ23rrrW3s2LG25ZZbmnuOus6qa78ff/zRtttuOz+M2z13bGPGjPH5hAfq848++sj22GOPcFO9f7rnmf2kZDvuuGPZeYwYMcIPhWvfvr2tueaapjvo7tnrnHw0CZtmECchgAACCCCQdgE99rTqqqv60VZavaLcRB9erhj7I1A7AgTTtXOuaWlMAgp4n376aZ+bhlNrduvFF188J3etF62AO0z33nuv7bnnnj7w1rbjjjvOvv/++5wls+6++26fV/7z12Eedf3UVfcJEyZkdtFSXG6SNMsOpnW32k28Yto3O2kW8DB9+eWX9tprr2XutKvOupOuYe26G68ytHTXIYcckpnFPDyWnwgggAACCKRV4OSTT/ZV0woY6g/VR6vfVdLKF999951/rf/Qh2coeIEAAiUEeGa6BBAfI5AvoIm8jjnmGD8ZV9u2bf3dZK05HSYtOaVOe9ttt7Xu3bvbV199ZW6GbBsyZEi4i1+GSpODaVKvN954wzTxl9a7rO/dXg0917FaqkvDx3U3+ZFHHvHlaQKxG264wU+apiW0tDTI8ccfn6mL6nfwwQebluV66qmn/DJautuupLZqLWpdMNAkZPq3+uqr22233eaXycpkwgsEEEAAAQRSLLDPPvv4/viss86yRRdd1Pdl/fr1M/XjblJe3wfrNX14ik8iVUMghQLNNKt3CutFlRBIVEB3X3W3+Nhjjy1Zru7sasjYt99+64PNRRZZpOAxCmL1DHQ44VjBndxG7aM8WrVqVWyXOrcfdthhdtNNN/k1phVIK6/s2UqLHaxnqvXM9znnnOMvDmjo23LLLVf02TE9S63nypZZZpliWdoll1xibnmsnOfBtaa1DDT0XJO4kBBAAAEEEGiogCb//Pe//20aUVVOUh+u/k+TdGo+EH0NdstZzpVFLfbhQujUqZO/cK6LCmHSDQSNWhs9enS4iZ8IIPD/AtyZ5lcBgTIFFEgr6U5uXUl3iUsF0jo+f4i4tmkJLf2rK6nD013m7BSlvOz9w9carq4lvupKyy67bF0f8xkCCCCAAAKpF1AfrkBaqa6L2PThqT+VVBCBVAgQTKfiNFAJBHIFFNhuscUWuRvz3oV3xDVDqa606xmvcA3rvF0LvtVxSppMjIQAAggggAAC8QjQh8fjSC4INAUBgummcJaoY80JaHmsKEtkDR061D/nrGFqek574MCBttZaa5X0mjx5sum5MSVNVqZZTvU8WaGhbiUzYwcEEEAAAQQQyAjQh2coeIFA1QsQTFf9KaaB1Syg2bp32GGHTBM1YViU1LFjR7+cV/aSXnUNd4uSJ/sggAACCCCAQHQB+vDoVuyJQFoFCKbTemaoFwIRBMKh3hF2zdlFd6C5C51DwhsEEEAAAQQSFaAPT5SbwhCoiADrTFeElUwRQAABBBBAAAEEEEAAAQSqWYBguprPLm1DAAEEEEAAAQQQQAABBBCoiADBdEVYyRQBBBBAAAEEEEAAAQQQQKCaBQimq/ns0jYEEEAAAQQQQAABBBBAAIGKCBBMV4SVTBFAIBS4+OKLrUWLFta2bdtwEz8RQAABBBBAoAkIaCnNBx980Nq1a9cEaksVEUhegGA6eXNKRKBmBI4//ni7/PLLbciQIbbiiivWTLtpKAIIIIAAAk1dQIF0z549/cXwG264oak3h/ojUBEBgumKsJIpAggokL7ssst8IN2vXz9AEEAAAQQQQKCJCISB9GKLLWbPPPOM6ScJAQTmFiCYntuELQgg0EABAukGAnI4AggggAACjSTw3Xff+TvSBNKNdAIotkkJEEw3qdNFZRFIv8APP/zAHen0nyZqiAACCCCAwFwCs2fPtiuuuMLfieaO9Fw8bEBgLoGWc21hAwI1KKAJso477jj/rwabH2uTmzVrZnfccYcxtDtWVjJDAAEEEMgSUL89ZcoUU59Dildg+eWXZ2h3vKTkVsUCzQKXqrh9NA2BSAKvv/66TZo0KdK+adhpwIABNmjQIFt//fXTUJ2cOiy33HKprFdOJXmDAAIIINCkBWbMmOEDvj///LNJtSPN/bcgmzdvbltttZUtssgiTcqVyiLQWAIE040lT7kINEBAV+Lvuece69u3bwNy4VAEEEAAAQQQSFKA/jtJbcpCoPICPDNdeWNKQAABBBBAAAEEEEAAAQQQqDIBgukqO6E0BwEEEEAAAQQQQAABBBBAoPICBNOVN6YEBBBAAAEEEEAAAQQQQACBKhMgmK6yE0pzEEAAAQQQQAABBBBAAAEEKi9AMF15Y0pAAAEEEEAAAQQQQAABBBCoMgGC6So7oTQHAQQQQAABBBBAAAEEEECg8gIE05U3pgQEEEAAAQQQQAABBBBAAIEqEyCYrrITSnMQQAABBBBAAAEEEEAAAQQqL0AwXXljSkAAAQQQQAABBBBAAAEEEKgyAYLpKjuhNAcBBBBAAAEEEEAAAQQQQKDyAgTTlTemBAQQQAABBBBAAAEEEEAAgSoTIJiushNKcxBAAAEEEEAAAQQQQAABBCovQDBdeWNKQAABBBBAAAEEEEAAAQQQqDIBgukqO6E0BwEEEEAAAQQQQAABBBBAoPICBNOVN6YEBBBAAAEEEEAAAQQQQACBKhMgmK6yE0pzEEAAAQQQQAABBBBAAAEEKi9AMF15Y0pAAAEEEEAAAQQQQAABBBCoMgGC6So7oTQHAQQQQAABBBBAAAEEEECg8gIE05U3pgQEEEAAAQQQQAABBBBAAIEqEyCYrrITSnMQQAABBBBAAAEEEEAAAQQqL0AwXXljSkAAAQQQQAABBBBAAAEEEKgyAYLpKjuhNAcBBBBAAAEEEEAAAQQQQKDyAgTTlTemBAQQQAABBBBAAAEEEEAAgSoTIJiushNKcxBAAAEEEEAAAQQQQAABBCovQDBdeWNKQAABBBBAAAEEEEAAAQQQqDIBgukqO6E0BwEEEEAAAQQQQAABBBBAoPICBNOVN6YEBBBAAAEEEEAAAQQQQACBKhMgmK6yE0pzEEAAAQQQQAABBBBAAAEEKi9AMF15Y0pAAAEEEEAAAQQQQAABBBCoMgGC6So7oTQHAQQQQAABBBBAAAEEEECg8gIE05U3pgQEEEAAAQQQQAABBBBAAIEqE2hZZe2hOQhUncCrr75qI0aMmKtdDz30kE2cODGzvWPHjta/f//Me14ggAACCCCAQOMJ0H83nj0lI5CUQLPApaQKoxwEEChfYPDgwXbFFVdY69atMwfrf9tmzZpl3s+ePdvatGlj06ZNy2zjBQIIIIAAAgg0ngD9d+PZUzICSQkwzDspacpBoJ4Cffr08UfOnDnTwn+zZs3KvNa2Fi1aWL9+/epZAochgAACCCCAQNwC9N9xi5IfAukT4M50+s4JNUIgR0B3odu1a2dTp07N2Z7/ZtSoUbbpppvmb+Y9AggggAACCDSCAP13I6BTJAIJC3BnOmFwikOgXAEN59az0K1atSp6aIcOHWyTTTYp+jkfIIAAAggggECyAvTfyXpTGgKNIUAw3RjqlIlAmQJ77723aWh3oaQge//99895hrrQfmxDAAEEEEAAgWQF6L+T9aY0BJIWYJh30uKUh0A9BTp37myTJ08uePS4ceOsW7duBT9jIwIIIIAAAgg0ngD9d+PZUzIClRbgznSlhckfgZgEDjjgAGvZcu7V7Lp06UIgHZMx2SCAAAIIIBC3AP133KLkh0B6BAim03MuqAkCdQrstddepiWwspOCa3XSJAQQQAABBBBIpwD9dzrPC7VCIA4BhnnHoUgeCCQkoKHc48ePzylt4sSJtvzyy+ds4w0CCCCAAAIIpEeA/js954KaIBCnAHem49QkLwQqLJA9VEyzhK6zzjoE0hU2J3sEEEAAAQQaKkD/3VBBjkcgnQIE0+k8L9QKgYICe+65p82ZM8d/1rx5cz+Ld8Ed2YgAAggggAACqRGg/07NqaAiCMQqwDDvWDnJDIHKC3Tv3t1Gjx7tl8KaMmWKtW/fvvKFUgICCCCAAAIINEiA/rtBfByMQCoFuDOdytNCpRAoLtC/f3//YY8ePQikizPxCQIIIIAAAqkSoP9O1emgMgjEIkAwHQsjmSCQnECfPn1s3nnntQMPPDC5QikJAQQQQAABBBokQP/dID4ORiCVAgzzTuVpoVII1C2g4d0dOnTwQ73r3pNPEUAAAQQQQCAtAvTfaTkT1AOBeAQIpuNxJBcEEEAAAQQQQAABBBBAAIEaEmCYdw2dbJqKAAIIIIAAAggggAACCCAQjwDBdDyO5IIAAggggAACCCCAAAIIIFBDAgTTNXSyaSoCCCCAAAIIIIAAAggggEA8AgTT8TiSCwIIIIAAAggggAACCCCAQA0JEEzX0MmmqQgggAACCCCAAAIIIIAAAvEIEEzH40guCCCAAAIIIIAAAggggAACNSRAMF1DJ5umIoAAAggggAACCCCAAAIIxCNAMB2PI7kggAACCCCAAAIIIIAAAgjUkADBdA2dbJqKAAIIIIAAAggggAACCCAQjwDBdDyO5IIAAggggAACCCCAAAIIIFBDAgTTNXSyaSoCCCCAAAIIIIAAAggggEA8AgTT8TiSCwIIIIAAAggggAACCCCAQA0JEEzX0MmmqQgggAACCCCAAAIIIIAAAvEIEEzH40guCCCAAAIIIIAAAggggAACNSRAMF1DJ5umIoAAAggggAACCCCAAAIIxCNAMB2PI7kggAACCCCAAAIIIIAAAgjUkADBdA2dbJqKAAIIIIAAAggggAACCCAQjwDBdDyO5JJygZ9//tmGDRtmf//73yPVdNKkSXb11VfbLbfcYt9++22kY+q708UXX2xXXXVVfQ9P9XGfffaZdzz44INTXU8qhwACCCCQHgH12Y888oidfPLJvlL04Y1zbujDG8edUpuWAMF00zpf1LaeAvfdd58poLvzzjtL5nD++efbgAEDbMstt7QuXbpYz549beTIkSWPq+8ON910k9122231PTy1x+nLz+jRo+3ss8+2J554IrX1pGIIIIAAAukSUJ9x1FFH2V133eUrRh+e/PmhD0/enBKbpgDBdNM8b9S6TIEDDjjA1ltvvZJHqQM/7bTTTHeLV1ppJevevbsdd9xx1rt3b/viiy9KHl+fHV555RV77rnn6nNo6o7Jviiw4IIL2l577WUbbrhhveqZnVe9MuAgBBBAAIEmKdCnTx/bYIMNrGXLlr7+9OHJnMbsfpc+PBlzSmn6AgTTTf8c0oKIAi1atLBmzZrVufd5551na6+9tv8X7rjvvvuartDeeOON4aZYfy6wwAI233zzxZpnY2SmCwK6EJGf9GWolHv+McXyyt+P9wgggAAC1SnQvHlz078w0YeHEpX5WazfpQ+vjDe5Vo/Afy/5VU97aEmNCwRBYC+88IK99dZbpo53lVVWsa233noulZdeesmefPJJ69atm+2+++7+82nTpvnh3P3798/Zf95557UVVljB7rnnHjvrrLNyPqvrje5kP/zwwzZo0CBfJ5XXqVMnO+igg3KCZz2T/eijj/qh5cpv9uzZ9uyzz5qC7BVXXNE/6/3JJ5/4u+P5d3mnTJnih1CrrE033dQPTa+rTsU+e/PNN33bf/31V1tnnXVsm222yQTAem5t4sSJpqvUGir/008/+WHps2bNsg4dOtiee+7p76zvsssu/phrr73WOnbsaDvttFOx4vz2Z555xnRXvk2bNj6Ptm3b+u3q0MvNq86C+BABBBBAIPUC06dPNw3nnjx5sh9Jpv682IVY+vDc00kfnuvBOwQSFXB/rEgIVI2AuzMaXH/99b49r732WuCGiWXatsMOOwSdO3cOdtxxx0CvV1111cD9zxa4O89+HxfY+fennnpq5pjwhXtuOmjdunXw559/hpvq/DlkyJDABYmBu+McHHbYYYF7BjvYfvvtff6q08yZMwMXNAc333xzsNBCCwXt2rXz+X3++efBbrvt5vfbeeedfT0PP/zwwAWtgbs6HLgvGplyR4wYEQwcODBwnWjgAv3ABbuB9i03HXvsscEee+wRuIDZ5+UuMARqr7u4kMlqtdVWC5ZaaqnM+x9//DFYeOGFg4033thvGzt2bOCC+WCJJZYIXDAc6H2Y+vbtm3PsH3/8EbigPHDPrwfuokfghvMFiy++ePDuu++WzCvMk58IIIAAAtUj8P777wfrr79+4ILkwF2oDdxF2WCeeeYJ3ONWmUbSh2cocl7Qh+dw8AaBxAUs8RIpEIEKCSjQVVCmYC5MbvKr8KUPTBUQq9NW0v7uDqgPXB977LHA3UX2r//xj39kjglfhIHw1KlTw00lfypId1fVg3feeSez7xlnnOHLuOaaazLbFDyHwbQ2fvzxx34fBaFh+vrrr32gqoBWXzTc3eFg+eWXD9zw83CXwN3x9se9/PLLmW2lXtx6660+KP7hhx8yu37wwQc+n/Aigz5QwJsdTGubu4OdCab1ftdddw2WXnppvcxJ+cH0hRdeGLg7/Jl9dAFBFzW23XbbzLZieWV24AUCCCCAQNUIuFFXwYknnphpj/pn9XH5wTR9eIbIv6APz/XgHQKNIfC/h1ESvR9OYQjEL6DhYCuvvLIfMqxlsJROOOGEnILcHVa/jzZqfw3BVho+fLgfxqzXhYaVzZkzx9xVcj8kWftESRqmrWeNVGaYTjnlFL/txRdfDDf5fDNv3Asdp7TWWmv5n/qPC7bN3YX2k6BNcst2aVby3377zU466SQ74ogj/D8XcPvh6C4YzxxX6sWll17qh8IvssgimV018Zq7g2/u7rq5O9CZ7VFeFLLLP06Tu7k715l6n3vuuf6caIhfdoqSV/b+vEYAAQQQaHoCbpSVf+Rniy22yFRef//dneq5+mP68AyRf0EfnuvBOwQaQ4BnphtDnTIrJnDFFVeYuxNq7s6mf3546NChPhAtVuBGG23kJzjRs8furqrf7Zdffplrdz0nrCBTz2E3JM0///zm7vCau8NddjYqX0nHuiHR/nnlK6+8sux8wgPc1TubMGGCbbLJJuGmzM/NNtvMFLS7u/h+RtXMByVelAqA3R1wk7WevS71THWpvEpUhY8RQAABBJqAwLhx43wtV1999ZzaRukD6MPpw3N+aXiDQCMIcGe6EdApsnICupuriTjcs8P2/PPP+8m08u94Zpfunvv1d6TdcDIfTOuusBt2nL2Lf63Jybp27TrX9nI3uOeFTXeQVV656dNPP/WH6FgF9W44tmkSsPomfVHR5F/u2XLTnffspInPlPR5OanUl59wZtbx48eXzLZUXiUzYAcEEEAAgdQLhCOgNCFlfirVD9CH04fn/87wHoGkBQimkxanvIoJKFC9/fbbzU3oZbpjq6HbX331lT3wwANFy9RwY3Xk2223nR9urZm2x4wZY+55rcwx+vyjjz4yN0lXZlt9X7jnme333383Nwla2VloKNy6665r7du3tzXXXNN0B909e52Tj+78XnXVVTnb6nqj2cF1110O2UkXJJZccslM0K/h6qp3XUlfevKD8vz99cVHQ8ivvvpqP0w9+3MNK//ss8/8pih5ZR/LawQQQACBpimwxhpr+Iqrjys30YfTh5f7O8P+CMQtQDAdtyj5NZqAhi0ruNRPJS3v5CYk8//CSmm96OxA+d577/XPWG+55ZZ+l+OOO86+//57u//++8ND7O677/bDxt1EYZltUV9omSsNpQ6T8u3Ro0dOMK2LADNmzPBLYoX76Wf23dsvv/zS30E+//zz/S5ajkrD0vVM+AUXXODL0NJdhxxyiO23337Z2dT5Wutq61lwXYQIk3wU9OuzcFi7LHV33s0+7oN4/fzuu+9MS3bJS0nLZOmuu7ZpKa1wuLzaptfheXGTzPhnv3v16uVHD+jLkJuQzBsss8wydeblP+Q/CCCAAAJVI+BWrvBzd6gfCucT0eNAWuZSyz6+/fbbmf6RPjz3tNOH53rwDoFGEXBfcEkIVIWAm5DLLyHVr1+/wAXJgQsygzPPPDPTtqeeeipYe+21g6222ir429/+Fhx66KHBX//6Vz87dmYn90Kzb7uANzj55JMDN1lWcMwxxwTuDnf2LpFeK38XjAZHHnmkn6VU9XLPCQfuTrc/3q3pHFx++eWBW1/Zz2btJhMLvvnmG1+W+2Pg66AZurVUl7sjHbhAPKfc9957z890qn31zz1v5pe2ytkpwpuRI0cGyy23nG+nm7gtcOtsB+7Ofs6Rmj3cPZvmy9GSYu5uv1/CSzNwh0uRaRZ1Ld+16KKL+nbpfFxyySV+eTDVT+dC7dMsrWqT9tV2/XQTswXurnamzPy8Mh/wAgEEEECg6gTcHB1+aSz1CZrFe++99/b9Zffu3QM3kilQf0IfXvi004cXdmErAkkJNFNB7o8XCYGqENCdYN1Z1R3S8C5nfsM0C7busoYTjuV/Hr7XPprlulWrVuGmsn669aXtpptuMremtH8OW3lpmHOppLrrLu8555xjLpA3F4CaC3bnmtU0zEfPUmtYdLH2hvvV9VN/Bj788EM/5FtD7nS3ulDS5GduLWn/kYZ9zzvvvDm76S60novWUPtSSedBd7E17FsTs+WncvLKP5b3CCCAAAJNT0B9jPoDzV+iu9ALLrjgXI2gD5+LxI/8og+f24UtCCQhwGzeSShTRmICerZXqa7Acr755isZSCsPDRHPT3oOW//qSp06dbLTTz89Z5dSgXvOzllv9KVCwWZdadlll53rY03AVippSHi4/JaCcS0rViqFgbT2yw+ktS17iS29ryvpPGQvG5a/bzl55R/LewQQQACBpieQ3ccUCqTVoob04To+av+ofcNEHx5K/O8nffj/LHhV2wIE07V9/ml9mQIKbLPXwix0eBgEumHc/jmvYlfXCx2rbTpOSZOJ1TeVqqPyzf7SUt9yOA4BBBBAAIGmJBC1f6QPb0pnlboi0HgCBNONZ0/JTVBAy2NFWSJL61u757v80Cv37LUNHDgwcxe4rmZPnjzZT8alfTRZmXs+2fbZZx9r3bp1XYfN9ZnW2iYhgAACCCCAQK5AlP6RPjzXjHcIIFBcgGemi9vwCQL1FtDzvtnTEegZZA2JKpX0fHV4ZzrcV3e6NQybhAACCCCAAAKVF6APr7wxJSBQLQIE09VyJmkHAggggAACCCCAAAIIIIBAYgKsM50YNQUhgAACCCCAAAIIIIAAAghUiwDBdLWcSdqBAAIIIIAAAggggAACCCCQmADBdGLUFIQAAggggAACCCCAAAIIIFAtAgTT1XImaQcCCCCAAAIIIIAAAggggEBiAgTTiVFTEAIIIIAAAggggAACCCCAQLUIEExXy5mknHIO7wAAQABJREFUHQgggAACCCCAAAIIIIAAAokJEEwnRk1BCCCAAAIIIIAAAggggAAC1SJAMF0tZ5J2IIAAAggggAACCCCAAAIIJCZAMJ0YNQUhgAACCCCAAAIIIIAAAghUiwDBdLWcSdqBAAIIIIAAAggggAACCCCQmADBdGLUFIRAfAJt27a1YcOGxZchOSGAAAIIIIBAxQXovytOTAEIJCpAMJ0oN4UhEI/A9OnTbebMmfFkRi4IIIAAAgggkIgA/XcizBSCQGICBNOJUVMQAggggAACCCCAAAIIIIBAtQgQTFfLmaQdCCCAAAIIIIAAAggggAACiQkQTCdGTUEIIIAAAggggAACCCCAAALVIkAwXS1nknYggAACCCCAAAIIIIAAAggkJkAwnRg1BSGAAAIIIIAAAggggAACCFSLAMF0tZxJ2oEAAggggAACCCCAAAIIIJCYAMF0YtQUhAACCCCAAAIIIIAAAgggUC0CBNPVciZpBwIIIIAAAggggAACCCCAQGICBNOJUVMQAggggAACCCCAAAIIIIBAtQgQTFfLmaQdCCCAAAIIIIAAAggggAACiQkQTCdGTUEIIIAAAggggAACCCCAAALVIkAwXS1nknYggAACCCCAAAIIIIAAAggkJkAwnRg1BSGAAAIIIIAAAggggAACCFSLAMF0tZxJ2oEAAggggAACCCCAAAIIIJCYAMF0YtQUhAACCCCAAAIIIIAAAgggUC0CBNPVciZpBwIIIIAAAggggAACCCCAQGICBNOJUVMQAggggAACCCCAAAIIIIBAtQgQTFfLmaQdCCCAAAIIIIAAAggggAACiQkQTCdGTUEIIIAAAggggAACCCCAAALVIkAwXS1nknYggAACCCCAAAIIIIAAAggkJkAwnRg1BSGAAAIIIIAAAggggAACCFSLAMF0tZxJ2oEAAggggAACCCCAAAIIIJCYAMF0YtQUhAACCCCAAAIIIIAAAgggUC0CBNPVciZpBwIIIIAAAggggAACCCCAQGICBNOJUVMQAggggAACCCCAAAIIIIBAtQgQTFfLmaQdCCCAAAIIIIAAAggggAACiQkQTCdGTUEIIIAAAggggAACCCCAAALVIkAwXS1nknYggAACCCCAAAIIIIAAAggkJkAwnRg1BSGAAAIIIIAAAggggAACCFSLAMF0tZxJ2oEAAggggAACCCCAAAIIIJCYAMF0YtQUhAACCCCAAAIIIIAAAgggUC0CLaulIbQDgWoVePXVV23EiBFzNe+hhx6yiRMnZrZ37NjR+vfvn3nPCwQQQAABBBBoPAH678azp2QEkhJoFriUVGGUgwAC5QsMHjzYrrjiCmvdunXmYP1v26xZs8z72bNnW5s2bWzatGmZbbxAAAEEEEAAgcYToP9uPHtKRiApAYZ5JyVNOQjUU6BPnz7+yJkzZ1r4b9asWZnX2taiRQvr169fPUvgMAQQQAABBBCIW4D+O25R8kMgfQLcmU7fOaFGCOQI6C50u3btbOrUqTnb89+MGjXKNt100/zNvEcAAQQQQACBRhCg/24EdIpEIGEB7kwnDE5xCJQroOHceha6VatWRQ/t0KGDbbLJJkU/5wMEEEAAAQQQSFaA/jtZb0pDoDEECKYbQ50yEShTYO+99zYN7S6UFGTvv//+Oc9QF9qPbQgggAACCCCQrAD9d7LelIZA0gIM805anPIQqKdA586dbfLkyQWPHjdunHXr1q3gZ2xEAAEEEEAAgcYToP9uPHtKRqDSAtyZrrQw+SMQk8ABBxxgLVvOvZpdly5dCKRjMiYbBBBAAAEE4hag/45blPwQSI8AwXR6zgU1QaBOgb322su0BFZ2UnCtTpqEAAIIIIAAAukUoP9O53mhVgjEIcAw7zgUyQOBhAQ0lHv8+PE5pU2cONGWX375nG28QQABBBBAAIH0CNB/p+dcUBME4hTgznScmuSFQIUFsoeKaZbQddZZh0C6wuZkjwACCCCAQEMF6L8bKsjxCKRTgGA6neeFWiFQUGDPPfe0OXPm+M+aN2/uZ/EuuCMbEUAAAQQQQCA1AvTfqTkVVASBWAUY5h0rJ5khUHmB7t272+jRo/1SWFOmTLH27dtXvlBKQAABBBBAAIEGCdB/N4iPgxFIpQB3plN5WqgUAsUF+vfv7z/s0aMHgXRxJj5BAAEEEEAgVQL036k6HVQGgVgEuDMdCyOZjBgxwnbddVf76aefwECgJgS23357Gz58eE20lUYigEB1CLz44ou2884724wZM6qjQbQCgZgEevfubQ888EBMuZFNLQnMvWhtLbWetsYioEB6p512sh122MH69u0bS55kUrfA9OnTrU2bNn6od9178mmcAn/++addfvnlNmbMGPv000/jzJq8EEAAgYoKKJDWRcBtttnGtFQTqXEE6L8bx71QqZqD5rLLLrPXXnvNJk2aVGgXtiFQUoBguiQRO9QlEAbSu+yyi91+++3WokWLunbnMwSarIA63f3228/eeust0xVsPa9OQgABBJqCQBhIb7fddnbnnXday5Z8/WsK5406Vk5g9uzZ/qKSlhvVaI3vvvuucoWRc1UL8Mx0VZ/eyjaOQLqyvuSeHoEwkB42bJg98sgjtswyy6SnctQEAQQQqEOAQLoOHD6qSYEwkH788cftscces06dOtWkA42OR4BgOh7HmsuFQLrmTnnNNjg/kO7Vq1fNWtBwBBBoWgIE0k3rfFHbygvkB9Kbb7555QulhKoWYJxPVZ/eyjROz5Zsu+221qFDB5s1axbPXlWGmVxTIvD999/bSy+95O9IE0in5KRQDQQQKCkwduxY22qrraxdu3YWBIHtvffeJY9hBwSqXUB9+ssvv+zvSBNIV/vZTqZ93JlOxrmqShk1apS1bt3aNtxwQybAqqozS2MKCWiyscMOO8wIpAvpsA0BBNIqMHr0aD+Pifrq5s35upfW80S9khXQxfEjjjjCCKSTda/m0rgzXc1nt4JtW2yxxezee++tYAlkjUA6BJZeemlbaqml0lEZaoEAAgiUIbDwwgvbfffdV8YR7IpAdQu0b9/e1K+TEIhLgEuVcUmSDwIIIIAAAggggAACCCCAQM0IEEzXzKmmoQgggAACCCCAAAIIIIAAAnEJEEzHJUk+CCCAAAIIIIAAAggggAACNSNAMF0zp5qGIoAAAggggAACCCCAAAIIxCVAMB2XJPkggAACCCCAAAIIIIAAAgjUjADBdM2cahqKAAIIIIAAAggggAACCCAQlwDBdFyS5IMAAggggAACCCCAAAIIIFAzAgTTNXOqaSgCCCCAAAIIIIAAAggggEBcAgTTcUmSDwIIIIAAAggggAACCCCAQM0IEEzXzKmmoQgggAACCCCAAAIIIIAAAnEJEEzHJUk+CCCAAAIIIIAAAggggAACNSNAMF0zp5qGIoAAAggggAACCCCAAAIIxCVAMB2XJPlUXGDWrFn27LPP2rHHHmuPPfZYxcurlgLS7lZX/S6++GK76qqrquVU0A4EEECgJgQ+++wzu/rqq+3ggw9ucu39+eef7ZFHHrGTTz65ydU9u8ITJkywCy+80J5++unszRV/XaxP/+STT2zAgAH2xRdfVLwOFIBAkgIE00lqU1aDBMaPH2/33HOPXXrppTZlypQG5VVLB6fdra763XTTTXbbbbfV0umirQgggECTFlAwOnr0aDv77LPtiSeeaHJtUZ2POuoou+uuu5pc3cMKT5w40a699lo78cQTEw9ei/Xpb775pt18882mz0kIVJMAwXQ1nc0qb8s666xjRxxxRJW3Mv7mpd2trvq98sor9txzz+WgTJ06teAXNILuHCbeIIAAAo0isOCCC9pee+1lG264YaOU39BC+/TpYxtssIG1bNmyoVk12vErrLCCHXroob78pNtRrE+Xq/rv7bbbLselUJ9eaFvOQbxBIEUCBNMpOhlUpbRA2Ck0a9as9M7skRFIu1ux+i2wwAI233zzZdoxZ84c23vvvW3y5MmZbXqhgPu0007L2cYbBBBAAIHGE9Df9abaVzdv3tz0rymnsP7hzyTbUqxPX3zxxXOqUahPL7Qt5yDeIJAygaZ72S1lkFSnuMDs2bP9s84KjFZccUUbNmyY6dmZ3r17x3bl+qeffvLPUesZoaWXXtq22WYb/zO/VhpmNHLkSPv1119NV0+1X3Znr2d5Hn74YRs0aJC98MIL9uSTT1qnTp3soIMOygnq8vMt9P7bb7+14cOHm37qKrHKW3755f2zWBqCpav3ep5MddddVT1n1KFDB9tzzz19dlHqUl9bPXv++eef+3LmmWce22233Uw/X331VXvvvfesTZs2tssuuxRqVsFtxdqqnaO0o2CmbqPyffTRR/1zVn/88Yfts88+9swzz9iSSy7pz9vOO+9s77//vq+rzqOGtXXs2NF22mknn6UeB9CQPdVh0003tS233DKnqJdeeslmzpxpq666qt16663Ws2dPf0ciZyfeIIAAAjUgUN/+pFyaUv2w8ivVpzekXylU3+nTp9t9993nL9Sut956FgRBzncDHVOqP9H3j6+//tp69Ohhjz/+uH3wwQfWt29f/13kzz//9EPfX375Zdt8881to402yqnGhx9+aGPGjLG3337b91X6fhQmnRddMFZQvPHGG/vvEMq7X79+ttJKK4W7+Z8vvviiPf/8874/13cOpezvOH5DhP8U69Mb8jsiA32v0nef9ddf3wr16dtuu62dcMIJc/Xz+m6kpP5fI9b0HUXfldq2bZtpzffff2933nmnHX744d5flscff3yTHmGQaRwv0i3g/mCQEChLwE0KFSy11FKRjnEBW+ACtcD9XxC4wCfYYYcdAveHLnB/GAN35TJwnVekfMKd3n33XZ/XDTfcEG4K3nrrrWCNNdYI7r///sB1AIGbcCNwf6wDFxxl9tELN3FZsMceewQukA1cZx5069YtcMFTMG3aNL/fkCFDAvcHOnB3QoPDDjsscBNlBNtvv70vzw35ClzQlZNfXW/cH/Vg3XXXDdwXgsB1PoEb8hbce++9mUNWW221HMMff/wxWHjhhQPXUUauSzm2+W6//PJLoDrovMgjO62yyiqB66izN9X5uq62RjXNr5/Mbr755mChhRYK2rVr58v/4Ycfguuvv97X2T0HFrgvF4HKHjt2bOAC5WCJJZbw2/ReacSIEcHAgQP9uXbP2vvfCf3uKbk725lz656NC9yFg2D++ecP3BcY/3n2f/S7rt/57KTfpfBcZW/nNQIIIJAWgf/85z+Bu/AYqTrl9CeRMnQ7uUAyp5/TcaX6Ye1Tqk+P2q8oryjJXZANXHAXuIurgbuoHbiLsoG7uBy4QDVzeF39ifpvF7T5vknfd9TPnHrqqcFmm20WtGjRInAX1f13AO2j/kTffVzgnMn7kksu8d9FXLAZTJo0KVhuueUCN/Gm/9wF+YELmn3e7mJy4EZmBUcffbTvF/U96rvvvsvk40ZnBe4CfeCeWfd9XPfu3f1xd9xxR2afKC+K9enl/I7k9+l674Z5+/q4iel8NQr16eqbC/XzLvD2bXPBsv/9UF7uLnegfJVuueUW34fLVr/3a665pi9r3Lhx/vPs/+g7hfbJTkceeWTgLnJkb+I1ApEFdPWNhEBZAuUE08r4448/9n/U1LGGyV299cGPOhZ1XlFT/h9o/YFV8HfmmWfmZKEOp3Xr1pk/tAqsFazqj3eYFDAqmNx3333DTf61u4obvPPOO5ltZ5xxht/vmmuuyWwr9UJ/qN3V6cxu7k58kN2hqSPIvyDhriLnBGiqV6m6RLXNd1PF3B143y51XGFyV959hxe+j/KzVFujtKNQ/VS2vpiEwbTe60uWztmNN96ot5m06667Bm5EQua9LmK4UQD+S0W40Y0u8Me6OwN+00cffeTfy13Buy7EuOe0wt0zPwmmMxS8QACBJiSgv81Rg2k1K2p/EpUgP5iO0g9H7dOj9CtR6+me7Q50gTZMCmrVf4TBdJT+RMcussgiPih3I998VgqyW7VqFSj/cJsuZOu7iZucLSwu6NKlS+Dmg8m8V3+mC/lh+u2333xftcUWW2S+L4X9t5t13O/mVjjxgfuMGTPCw/wNBfWX2d89Mh/W8aKuPj3q70ihPt3dKfbtCINpVaFQn15om26SnHXWWZlaK7BX29yd7Mw2XWzQtgceeMBvcyMFMp9lvyCYztbgdRwCTfuBEPd/DSn9AhrerbTWWmtlKuv+mJm7a+iH37orsZnt5b7QEF4N880fMqWhQhq+64Iun6VmAHdBt7nOLlOEhkd17tzZ3FVuc52e36666lkfd9c2s98pp5zit2n4VNSksjScyXX4fsINlaOh1OWkKHVpiO2OO+7ohzdr+Sn3x8RXzXW61r9//3Kq6V3ramuUdhQrUEPPC6VCw9ayt2mol/sCYieddJKftE4T12n4nYbbuy8DPksNB1dyoyXM3T0wd2fb8p/n8jvwHwQQQKAGBBrSn0ThidIPR+3TG9KvZNfV3XH2w4ZdoJrZrL5Ew5DDPiVKf6KD3QV738eE83y4kVX+sSM93hZucyOg/LDv7O89Gpatmc+V9JiVCxTNXez17/Wfeeed19dF/Ze+nyh17drV/9QSZErnnnuuudFwvg5+g/uPJlFTCtvh30T4T13fXxryO1KsPy9Wx+x663uKG3WW6c/V3pVXXtk0PD9MYZ8ePqKmdpAQSEKAZ6aTUKaMggLhsz6atVGdTX2SOh4lPYOTndzwKv9WzzApUNTPTTbZJHsX/1r7qVNTQB52PPk7qfNzdyd9UJz/WbH3vXr18s/9XHTRRf4Z7Msuu8wOPPDAYrtH3h61LlFs1VFp2Qyt+6h1uxVU6nkkN4Qscn20Y33aGrUdxSqS3cmG+2Rvc1fF/fPnV155ZfjxXD/DSVkUSJMQQAABBAoLROlPCh/5v61R++Eoffr/cs19VZ9+xQ0D9pmsvvrqOZmV25/kHJz1plAA6e5Wm7tDndlL87I89dRTfn4QN6LNB+RvvPFG5vNCL8J+K7wQrnZotuzslN2G7O2lXtenT2/o70ihuobb3IhC/7y65pgJ50Mp1IawTw9/FtqHbQhUQoA705VQJc9IAp9++qnfT5Ny1Tcttthi/lBN6pGdll12WVOHpUkq9AdZP1977TXTLJHZKQzi9XmxpEkydFeznHrqj/kFF1zgJzDTxBkKWM8///xiRUTeHrUuUW01oZc6cgX9CkB1Rz688h21UvVpa9R2FKtD2Mlmf569TV80NEGLJnUjIYAAAgjUXyBqf1JXCVH74Sh9erFy6tOvhKPSNKlVfgr7lIb0J2EexfLWdvcomb8zre8Iu+++ux8plb9/Xe81KZgmVS3UBh1XrA7F8qxPn97Q35FCdQy3hcEx61MXO2Nsb2wBgunGPgM1XL6GV2lYUvv27eutEK5jmT8E2z3z7AMpzXyppP00O6iGCWUnzSqqmaHrCpQVqP/++++mYdFRk4aXa+bKrbfe2pepWaTdc0iZwxWwKs9yU9S6RLV1z27ZMccc42cK1V3q+tw9L9XWQm2M2o78Y8PONf+iiLZnb3OTj/gr/+4595wsdIXbTeySs403CCCAAALFBaL2J8Vz+O8nUfrhqH16obLq06+4yUt9VmpjsVTJ/kQj4zTEW4+EhUPB9d2hnKTvE1qRQhfEv/nmm3IOLbhvffr0+v6OFOrT87dp+LwelXPPWvvHt7Irrcf0wqHu2dt5jUCSAgTTSWrXeFnZVxW//PJLf6e43Lu1bnINr+hmq/Q/1cntv//+pmA6+w/qqFGj/NDxQw45xO933nnn+aUibr/99sxZUIelzlefhUOm9KGu8mpYeJjcLOF+qYtygmk97/T000/7LDT0zE0okvM8rpbkcrOIm5ux2gd9+ulm5fRLhrmZNMOiI9ellG2+W6YA9+LQQw/1z5KrPtnPimfvU9frUm3VsaVMi9VPdxr0mY5XCpfH0HnT8DYtfRFu1+gBLbmmZcd0rrREmpbY0AgBnU83o7fp92G//fbzx4TD7NRuEgIIIIDAfwVK9SdRnfS3W39nw6HIUfrhqH266lCqX4lSTy2vqGdr9d0gvCivJbA0D4iW31Ifo7vFpfoTtVFtVZ+VnfRdJfu5Xn2m/cKL6eF3mbvuusvP3aKlO1UPfQ/QZ7oJoJ/KX/PAhCnstzQ3iNLJJ5/sfw4ePNjXQd9v7r77br9N34f0/SJqitKnl/odKdSnhzZh3VWfQn16oW262K/zoSHoesZcN0bchGT++8Eyyyzjmxb26eW0NaoJ+yFQp4D7H5SEQFkC5c7m/dVXX/kZFjW7tWZU1pIRWjZKS1mVk9wQJj9zo/uFDtZee+1As1cqaaZLzYSppZ60PIKWzdISXC64zsnedVJ+yQl3JzZwa10HbqKtwD1Tm7OPCyz9jJhaJkGze2pJCveMTqBZOctJml3cddB++QXNpKnll7QcV5g0O6ibNM27uCvKfvZJzVytmSnD2bWj1CWKbTG3sC76qaXA8i2yP6/rdam2lmpHofpp5tPLL788cGtIeiM3kVjgrrj7ari7/H6bZjZ1Q8v8Ni2T5a7OB4suuqg/Thvds3d+Nlb9vuifeyYucw40k7vOv7Zrtls3MU7Rpc+YzdsT8x8EEGhiAuXO5h2lP4lCoD5Zyz1pmUn9jVUfEf79jtIPR+nTS/UrUeoZ7uPuDvtZuFVXzeKt1UDU72tpKc08rfrU1Z/o+8E///lP31Yt0egCY78sptqtPLXEo86F+jV3QcFvU18VLt+pZTjVf2lWb60aoiVDNeO3Cxz99xh9f1A+bhRfoNm73c0Iv4yjtrmLD8Hrr7/um+IuHPvlodyEZYFbK9svE6o+VN+Psr9/hO0u9rOuPj3K70ihPl1LgYVLY6kvfvTRRzPFF+rT87e5iwP+u6Oc1G79dJPDBm5Ems9H3/vcI2v+My2BqjoUS8zmXUyG7fUV0NUuEgJlCdQ3mD7nnHMCd+Uw0DJR+sMYd9KyV6NHjw60ZEKxpHK1pqR7fjpwV4bn2k0dtJayUFIw7q6uzrVPlA3hcl/6ApG9HFf+sVqOKUzqsLNTlLqEHVtDbd1wdL9mc3b5UV+XamuUdkQtS/vpHLor1HMdIudCFz20bmUYdM91UIQNBNMRkNgFAQRSJ1DfYLqh/UkpiFL9cHh8XX163P2KylR/7O4C++J1wbtQamh/UihPbcvvuwp9Pyl2bPZ29cfhdyB3Jztwd4OzP470uq4+Pa7vHNkVKdSnF9qmY3RBQkuX6rtkfRPBdH3lOK6YALN5u0tcpOQENORZz75kp+HDh5v+1ZU0Sdbpp59e1y5+qHKhGbuzD9KzOFpOIUrSsK78dPjhh+dvmuu9hhKHy4Dpeey6kpZjCpOWvyiWCtUlf99Ctvn7FHqvWUD1zLi7Up7zcbnnpVRblXmUduRUosAbnUP9PuSn7GXPsj/TZHQkBBBAAIHoAsX6k3L7wEIlRu2H9Te9VJ+u/Av1K+X2X8onuz/OXyFEnytVqj/RMlrZqdAs4NmfF3vt7tj61Uf0uSZhzU7lnrtSfXqx35HsMqO8LtSnF9qmvPRceX0eR4tSD/ZBoL4CBNP1leO4yAKaZVLJXWUueIyC6+w1HgvtVCxQKrRvQ7aprnoOS88oFepMS9VTZWd3yJWsi/IuZVusfC27oTWYNfmKnj966KGH5to1rvNSynSugtmAAAIIIJC4QJT+JMk+sC6AUv1KXP1XXXVoap/Fce6i/I40NRfqi0BDBQimGyrI8XUKuCFRfpII7aSJvDTjpJZj0izSYeratavpX2OnoUOH+rUe3TAOP5nHwIEDM3eYw7r17ds3fFnRn1HqEsW2WCXdECo/AZyCaveMti233HJz7RrHeYnSjrkKZgMCCCCAQKICUfuTpPrAuhofpV+Jo/+qqw5N8bOGnruovyNN0YY6I9AQAYLphuhxbEmBjh07+iWhspeFyh96VDKThHbQDNBu4rJMafUdZpXJoAEvotSlIbbrr7++n2FU6zeGazg2oLpFD43SjqIH8wECCCCAQCICDelPEqlgViH0K1kYCb5sSr8jCbJQFAJGMM0vQUUFdAc6+y50RQtrYOZJDSWPUs0odWmorZ6tqnSK0o5K14H8EUAAAQTqFmhof1J37vF+Sr8Sr2fU3JrS70jUNrEfAnEIsM50HIrkgQACCCCAAAIIIIAAAgggUFMCBNM1dbppLAIIIIAAAggggAACCCCAQBwCBNNxKJIHAggggAACCCCAAAIIIIBATQkQTNfU6aaxCCCAAAIIIIAAAggggAACcQgQTMehSB4IIFAzAloe5IEHHrB27drVTJtpKAIIIIAAAtUo8Mknn9hDDz1En16NJzehNhFMJwRNMQgg0PQFPv30U9tiiy2sTZs2dsMNNzT9BtECBBBAAAEEalRAgXTPnj19IH3ttdfWqALNbqgAwXRDBTkeAQRqQkCBtDrdRRdd1J555hlr27ZtTbSbRiKAAAIIIFBtAmEgveSSS9rTTz/tL5JXWxtpTzICBNPJOFMKAgg0YYHp06cTSDfh80fVEUAAAQQQCAWmTZvm+3QC6VCEnw0RIJhuiB7HIoBA1QvMnj3brrzySu5IV/2ZpoEIIIAAAtUuoD79sssuMwLpaj/TybWvZXJFUVK1CLRo0cK++OILa9asWbU0iXYgUKdA586dGdpdpxAfIoBA2gTUV3/77bf01Wk7MdSn0QW6dOnC0O5GPwvVU4FmgUvV0xxakoTAjBkz/B+hav3VGTVqlN1+++02c+ZMO+mkk2zVVVdNgrWsMgYMGGCDBg2y9ddfv6zjKr3zH3/8YWeddZZpxuvtt9/e+vTpY/PPP3+li61o/rpotNVWW/k70xUtiMwRQACBGAV+/PFH31f/+eefMeaa3qzU79x88802YcIE6927t+21116prGxa+29h/f77774P1xwh2267rfXt29cWXHDBVDrWt1LNmze3rbfe2hZeeOH6ZsFxCOQIEEzncPCmlgXefvttO/LII2306NF20EEH2b/+9S9bfPHFU0miAO+ee+7xHV3aKqgvbtdff72dfvrp1qpVK/v3v/9t++67L3dH0naiqA8CCCBQBQLfffed/fWvf7XrrrvONthgA7v88stTd6E5mznN/bfqqT78pptu8n34nDlz7J///KcdcsghppEOJAQQmFuAZ6bnNmFLjQn88MMPNnjwYFtnnXX83ehXXnnFd8ppDaTTfnp01ffQQw+1Dz/80HbddVc74IADbLPNNrO33nor7VWnfggggAACTURAgd4VV1xhK664og0bNszflX7ppZdSHUg3BVr14QcffLDvw9V/H3300bb22mvbc8891xSqTx0RSFyAYDpxcgpMi4CGqd9444220kor+bu8uqr98ssv23rrrZeWKjbpeiy22GJ29dVX22uvvWayXnfdde2II44wzYxNQgABBBBAoL4CI0aMsLXWWsuOP/54GzhwoH3wwQfWv39/RkDVF7TAcYsssohdeOGF9s4779gyyyxjvXr1st13390mTZpUYG82IVC7AgTTtXvua7rlCvA22mgjfwdVz1WpI9ZzTEyqFv+vhe746zl0DRu7//77/cULXbiolef44hclRwQQQKA2BfRctObi2HLLLW255Zbzgd75559vCy20UG2CJNBq3XB49NFH7bHHHrP33nvPunbt6ofV//LLLwmUThEIpF+AYDr954gaxigwdepUfxV7ww03tPnmm8/Gjh3rl0hYdNFFYyyFrPIFdJFi//3398PGdPdAd6j1bNuYMWPyd+U9AggggAACOQK//vqrnXnmmX5CUN0pVWD3yCOP+CHeOTvypmIC2223nWluGc0no+H1CrKHDBniR55VrFAyRqAJCBBMN4GTRBUbLqBnq7RW8Morr2yPP/64DR061J5//nlbY401Gp45OUQW0OyZF198sX9+Wq832WQTPyJAy7eQEEAAAQQQyBe4++67bZVVVvEXvs8++2wbP368KbAjJS+gSUWPPfZY++ijj2zHHXf0F8nVj7/66qvJV4YSEUiJAMF0Sk4E1aicwMiRI/3zuscdd5y/K/3++++ndsmMyimkK+fVVlvN9MzbXXfd5Zdu0RVuzcA6e/bsdFWU2iCAAAIINIrAuHHjrEePHr6/1vKEmtRSz0groCM1rsASSyxh1157rb3xxhvWunVr/9icJiv76quvGrdilI5AIwgQTDcCOkUmI6A/6lqSafPNN7f27dv7q9l6tqra1kxMRrMypeyxxx6mixuHH364nXjiiX7G0BdeeKEyhZErAggggEDqBbTU1aBBg3JW2NCcG+3atUt93WutgpoETn22Rg9otJ8ujJ933nn2xx9/1BoF7a1hAYLpGj751dr0WbNm+RkoNaRba0Y/+OCD9sQTT/g/8tXa5qbcrgUWWMA/g/Xuu+/6GUN79uzp70R8+eWXTblZ1B0BBBBAoAwBlroqAytlu/bt29cmTJhgJ510kl+XWqPPHnrooZTVkuogUBkBgunKuJJrIwk8/fTT1q1bNzvjjDNMw7o186TWOialX6BLly42fPhwe/jhh/3zV3pGTiMJZs6cmf7KU0MEEEAAgXoLsNRVvelSc6AmddV3L62OoglGe/fubVtvvbXpQjkJgWoWIJiu5rNbQ2379NNP/fqH22yzjZ9kTEH03/72Nz9jdw0xVEVTd9ppJ9/56gr33//+dz9J3JNPPlkVbaMRCCCAAAL/E2Cpq/9ZVMurpZZayu644w6/JOb3339va665pg0ePNimT59eLU2kHQjkCBBM53DwpqkJ/P77735I0aqrrurXm9Rwbg0t6ty5c1NrCvXNEph33nn9FW4NG1t99dXtL3/5i7/KrS9eJAQQQACBpi2gpa7OOusslrpq2qexztpvuummfpTZddddZ/fee69fxkyrqmg4PwmBahIgmK6ms1ljbdEak3ou59///rfvlLVcxrbbbltjCtXd3GWXXdbuv/9+e+qpp/xEZbpoohEHv/32W3U3nNYhgAACVSoQLnV16aWXGktdVelJ/v9mNW/e3C9/qZnYDzroIP/4nSYte/bZZ6u74bSupgQIpmvqdFdHYz/++GPbYYcdbOedd/bP5Wg26JNPPtkvz1AdLaQV+QJ67urtt9/2oxC0TnXXrl2Z3CQfifcIIIBAigVY6irFJ6fCVVt44YX9jY933nnHjxzUUmd6pvqTTz6pcMlkj0DlBQimK29MCTEJ/PLLL3baaaf5u9GfffaZX4bhzjvvtE6dOsVUAtmkWUBri55wwgl+chMNH1NHrOHfuuJNQgABBBBIpwBLXaXzvDRGrVZccUU/yageydNEZbowfuqpp9rPP//cGNWhTARiESCYjoWRTCotcM8995hmd77qqqv81c2xY8dajx49Kl0s+adQoEOHDjZkyBB78cUX7euvv/YTlJ1yyil0xik8V1QJAQRqV4Clrmr33JdquR7J02gzrdhxzTXX+KVLb7vtNguCoNShfI5A6gQIplN3SqhQtoCWVOjVq5f169fPL7Ggu5BHH320tWzZMns3XtegwGabbWZvvPGGXXTRRaYJTnSxRSMVSAgggAACjSvAUleN698UStf3OH2f++ijj2yXXXbxz1ZvtNFG9sorrzSF6lNHBDICBNMZCl6kSeDHH3/MTFSh1y+99JLddNNNtuSSS6apmtSlkQVatGhhRx55pB8utt1229k+++xjPXv2NE1GR0IAAQQQSFYgf6krXRDX3ceFFloo2YpQWpMRWHzxxe3qq6+2N9980+aff37beOONrX///jZlypQm0wYqWtsCBNO1ff5T13oN8bn11lszQ360jMKrr75qulpJQqCYwBJLLGHXX3+9v6Ktmb7XXnttf8V7xowZxQ5hOwIIIIBATALFlrrq0qVLTCWQTbULdOvWzZ577jm/jNbIkSP998B//etf9scff1R702lfExcgmG7iJ7Caqq+rkppYasCAAbbbbrv5iaUOOeQQ09IKJASiCKy//vo2ZswYu/baa/2Q75VWWsluvvlmnsOKgsc+CCCAQD0EWOqqHmgcUlRg9913twkTJviJyRRMa0nMBx54oOj+fIBAYwsQpTT2GaB8mz59ug0aNMgUCClw1nOwmmhsscUWQweBsgWaNWvm17PU8/V77LGHDRw40A8be/3118vOiwMQ+D/2zgNsilrr44ciSFGaKIgFUVTsBUURRRELCnYUEMGKKGLv5VoesWHv3SuW68Wu2BvXT+y9FxAbKoqIIr3Ml390ltl9Z2cybXdn5p/ned+dzSSZ5JezyZzkJCEBEiABdwI86sqdC32jE1h66aXljDPO0Eu4unfvLvvss49sv/32XMIVHS1TSIAAlekEoDJJMwKLFy/WM4iYPXzkkUfk3//+t8C0Z6ONNjJLgKFIwINAy5Yt5ZprrtHrsBo1aiTdunUTWDpMmzbNIxZvkQAJkAAJeBHgUVdedHgvTgI4+hSnd0yYMEFmzpypl3CNGDFCIIN0JFArBKhM10pN5Cwfr732mp6JxuZRQ4cO1aOPBxxwgGBWkY4E4iSAdVg4Ruuuu+6SJ554Qq/DguUDjm2hIwESIAESMCPAo67MODFU/ASwKRl2+b711lu1yTfOq8Zg+cKFC+N/GFMkgYAEqEwHBMbg0QhMnTpVDjzwQL02ulWrVgIzMRxttOyyy0ZLmLFJwIfAoEGD9KDNoYceKscee6x07dpVj3b7RONtEiABEsg9AR51lXsRqDoATLbg/RFLuGBlduKJJ8qGG24ozz33XNXzxgzkmwCV6XzXf8VKj9HDK6+8UtZaay1Bpzx27Fh5/vnnZZ111qlYHvggEmjevLlccskl8uGHHwp2AO/Ro4c+guPnn38mHBIgARIggRICpUddffzxxzzqqoQRv1aWAI5Zu+iii+TTTz8VzFDvuOOO+pzqiRMnVjYjfBoJ/EOAyjRFIXECOOoA66BPPfVUfSbw559/rjeTSPzBfAAJlCGw9tpry7PPPisPPvigNgHHun1YSCxYsKBMDHqTAAmQQH4IlDvqCsoLHQnUAoHVV19d77eDmelJkybJuuuuK6eccopeW10L+WMe8kOAynR+6rriJf3hhx9kwIAB0qtXL+nYsaN88skncv7550vTpk0rnhc+kATcCOAINhzBcdxxx8mZZ56pTcZeeOEFt6D0IwESIIFcEOBRV7mo5swUsnfv3vL+++/LpZdeKrfccoveFwUb2lqWlZkysiC1TYDKdG3XTypzN3/+fLnwwgsFs384jujxxx+XcePGCUYR6Uig1gg0adJEzj33XD3Yg1kXdMz9+/eX7777rtayyvyQAAmQQGIEeNRVYmiZcMIEGjZsKCNHjpSvvvpKMEiOvVE233xzwWa3dCSQNAEq00kTzln6Tz31lKy33np6Bvq0007TCkrfvn1zRoHFTSOBTp06yaOPPipPPvmk3hivS5cuMmrUKJk3b14ai8M8kwAJkIARAR51ZYSJgVJAoE2bNnLdddfpmWpsbLvVVlvJ4MGDZcqUKSnIPbOYVgJUptNaczWW78mTJ+sNIHbZZRdtKgvT2TPOOEMaN25cYzlldkjAm0CfPn0Em+zA7BsWFliHBcsKOhIgARLIEgEedZWl2mRZnAQwqYMlW9gXBbPT2PwWywznzp3rDMZrEoiFAJXpWDDmN5E5c+bI2WefrXflhnkNdui+//77ZZVVVskvFJY89QQaNWoksKzAZnk4Qqtfv34CCwtsckJHAiRAAmknwKOu0l6DzL8JgT333FPv+o3JnYsvvlhgcfbAAw+YRGUYEjAmQGXaGBUDlhJ4+OGHdcN0xRVX6BE/rLfafvvtS4PxOwmklsBKK60k9913nz7ODUfEYJYaM9bY6ZaOBEiABNJGgEddpa3GmN+oBGAhicHxL774QrbZZhvZd999ZbvtttPLuaKmzfgkAAL11G533O6OshCIABokbPSA4wiwFmX06NHSrl27QGkwsDmBN998UytzzhjoGAYNGiTrr79+wXvFFVfUZyYXPHgRKwGclX7ttdfKOeecI1iLdfnll/OIt1gJMzESIIGkCGAAEDNzl1xyiay66qqCQXAsaaFLlgD772T5hkn9jTfekGOOOUZvkIuNymD+vdxyy4VJinFIQBOgMk1BMCbw119/yXnnnSdXXnmlnqGDYoHNHeiSJYCBC7CG6bHtMAZWr149+6tA0WvVqpVMmzat4MeLZAhMnTpVn2U5ZswYfezb1VdfrZc5JPM0pkoCJEAC0QjgqKuTTjpJ/vjjD/nXv/4lRx99tCy11FLREmVsIwLsv40wVTwQ3qHuuusuOfXUUwXLFTFIPmLECMGu4HQkEJQAzbyDEstYeDQo2ITEz9177716A4dbb71VK9M48oqKtB+1eO7vs88+OiEcOWb/LViwoHANvwYNGugzveN5IlPxIrDCCisIzrCcMGGC/P7773rDvRNOOEH+/PNPr2j6HuqNjgRIgAQqQYBHXVWCsvcz2H9786nWXUxGDBkyRL788ks54ogj9AD5BhtsIM8880y1ssTnppgAlekUV17UrEOJ3mmnnWTrrbcue7j9hx9+qNeYHHDAAbLrrrvqhufII4/UylvU5zO+GQGs8Wnbtq1nYChpAwcO9AzDm/ES2HLLLeWtt97SVgN33nmnHmzCSHe5lTPXXHONQBGfOHFivBlhaiRAArkiMGzYMOnevXvZtoZHXdWOOLD/rp26cMtJ8+bN5YILLtCblK299tqy88476w1HsaFuOYclEptssonRAHq5NOifMQLqxY8upwSUSYtVv359rJm3lDJQREHNuFlHHXWUpWY8rW7dullKaSi6zy+VJaBmPi1llqfrCvVV+te+fXtr8eLFlc0Un1YgoF5ereHDh+vfk7LYsN57773CPVz8/PPPVtOmTS01Gm6tvvrqFn5fdCRAAiQQlMBFF12k23+0JbfddltRdLXcx1KDdpZa8mOhT0C/zn6hCFFVvrD/rgr2UA9Vx2lZ6lgtSy2rs0488URLLY0oSkedV22pDc30b1BtYmapiYyi+/ySTwIY2aTLIYHrr7++SCFTB93rRgMdrzLlttRMqLX88stbt99+OzvjGpCPd955p6i+nMo0lGy17qcGcsksoJ7UjJFWqpUFhwUlG05ZdlhqLZauQ3yyE6askAAJBCWgjvQp6gdat25deNl3KgEnn3yypZadBE2e4RMiwP47IbAJJYtBqeuuu87C70tZk+l3YmXJqZ+2//77F/pyTDYdcsghCeWCyaaJADcgU1pJ3hx24YYpi1KcC0XHpgvYmfvTTz8V1fDrjRjOPfdcadmyZSEML6pLYLXVVhMca+LmsDYO633oqk9AdQCCzclOOeUUvTEcNqDB5iZOpyxCBKaaN9xwg9Ob1yRAAiTgSgBLSnr06KH3yrADoN9GO4JNER988EHp27evPmWgc+fOdhB+1ggB9t81UhEBsjF9+nQ5++yz5cYbb9R7oxx22GGiLNDqpIBd8tUAVh1/euSHAJXp/NS1Lunnn38um222mcyaNavOeiu84KOzxs7RziOXcoaoZouLwQ0c4YCdu51ujTXWEK/1Pc6wvK4cAWxIho5YzSbJTz/95LrRH3YCh7JNRwIkQALlCHz33Xd6jeaMGTPqtCPYfLJnz56iTFJ51FU5gDXgz/67BiohZBY++eQTfZTWyy+/rCeh3Dbtvf/++3lUZki+WYjGDciyUIuGZcCmJJiRnjt3bh1FGklAmYajIq0x1Nw/bDBWqkhjZuLAAw+subwyQ6LPol5rrbVErbGq8wJs88FZl9w91KbBTxIggVICM2fO1BuF4lgrt5d47EqMvptnRpeSq63v7L9rqz6C5GbdddcVbMKL9y+33yDSUubfgvOr6fJJgDPTOal37Pas1mnqH3upQlaKYOzYsdK/f/9Sb36vAQIw5f7oo4+KcjJp0iTp1KlTkR+/VJ8ATMRg2ud1ZBZehJs0aaJ3BV9nnXWqn2nmgARIoGYI4MUdSvJLL71UZyC1NJOPP/64NvMu9ef32iHA/rt26iJITv766y/dl0+bNq1sNAxotWjRQt59913p2LFj2XC8kU0CnJnOZr3WKdXhhx8ur7/+um+HjJf7o48+WmbPnl0nDXpUnwBmoTEbDYe6wvEMVKSrXy9uOTj99NN9f0dYXz1v3jxtMeLVUbulTz8SIIFsE0BfrDYW8+238SKvTt8oWk+dbTLpLB3773TW26hRo0SdwOGZeexBBCuSHXbYQbAcgy5fBKhM56C+L730UrnjjjvKmqc4EWD9lTrGR+6++26nN69rhMB+++1XqEe8QA0dOrRGcsZsOAlgScXNN9+sl1Ng0MPLYfYJa6r79evHl2EvULxHAjkicNVVV4k6daNoo9Byxceg3Lfffis4556udgmw/67duimXM/Tll112mdHvEFaf2CR2jz32EFiD0uWHAM28M17XMP3afffdXddIqyOVtGKGETV1bp6os/VEHesjXbt21Y3Bsssum3E66SweNombMGGCnpn+8ccfpV27duksSMZzjbXQr776ql5a8eabbxZGttX5la5KMwayBg0apHcCzzgaFo8ESMCDwLhx42S33XZz7bfRTmCAzl6utfLKK8vmm2+u+23MfLI/8ABbA7fYf9dAJQTIAga71TFZ2rIT/fjXX3+tf5elv0NnkriHNdaYxKLLBwEq0xmu5w8//FC6deumNxxzKs54mYfivOWWW+oOeNNNNxWs10QDQFf7BDDjCbP9bbfdVq+lq/0cM4cg8MMPP+hj595++22tYOOoG9sczKlgX3TRRfpYLVIjARLIH4H3339f983YKBRLejDrjBd6KNA4uWGLLbbQy3uwxGejjTbSGx3mj1J6S8z+O711h5zPmTNH8G6N3+l7770nULCx2/f8+fP1bxTv2riGu+CCC+S0007T1/yXbQJUpjNcvzgPDyNjUJQx4wylGbPO+G6vu81w8TNbNGxs1aFDB7nppptkyJAhmS1nHgr2/fff11Gw8dLstz4rD2xYRhLIIwGcZXvnnXdKly5dtOK88cYba+UZm1ctvfTSeUSSqTKz/85UderCYLDriy++KCjYGCiHoo2BMAyYY0keXbYJUJnOcP3iB44fMxXn7FUyzLvbt2+vR0KzV7p8lwgbkmHZBR0JkED+CLDfzn6ds//Ofh2jhOzL81HPKCWV6fzUNUtKAiRAAiRAAiRAAiRAAiRAAiQQEwHaHsQEksmQAAmQAAmQAAmQAAmQAAmQAAnkhwCV6fzUNUtKAiRAAiRAAiRAAiRAAiRAAiQQEwEq0zGBZDIkQAIkQAIkQAIkQAIkQAIkQAL5IUBlOj91zZKSAAmQAAmQAAmQAAmQAAmQAAnERIDKdEwgmQwJkAAJkAAJkAAJkAAJkAAJkEB+CFCZzk9ds6QkQAIkQAIkQAIkQAIkQAIkQAIxEaAyHRNIJkMCJEACJEACJEACJEACJEACJJAfAlSm81PXLCkJkAAJkAAJkAAJkAAJkAAJkEBMBKhMxwSSyZAACZAACZAACZAACZAACZAACeSHAJXp/NQ1S0oCJEACJEACJEACJEACJEACJBATASrTMYFkMiRAAiRAAiRAAiRAAiRAAiRAAvkhQGU6P3XNkpIACZAACZAACZAACZAACZAACcREgMp0TCCZDAmQAAmQAAmQAAmQAAmQAAmQQH4IUJnOT12zpCRAAiRAAiRAAiRAAiRAAiRAAjERoDIdE0gmQwIkQAIkQAIkQAIkQAIkQAIkkB8CVKbzU9csKQmQAAmQAAmQAAmQAAmQAAmQQEwEqEzHBJLJkAAJkAAJkAAJkAAJkAAJkAAJ5IdAzSjTn3zyiYwePVomTJjgS//FF1+UE088US677DKZMmWKb/goAS6//HK5/vrroyQRKe7XX38tBx98sPzwww+B0vnuu+/khhtukEMPPTRQvDwFDiJzM2fOlJtuuklOPfVUufXWW2X27NmJoQpb53FlKOzzKXP+NfDXX3/Jo48+Kueee65/YEcIxJk7d67DJ/7Lard1YZ6/YMECeeGFF+S4446TJ598Mn4oTLGIwGeffSaXXnqpPPfcc9o/jDz//PPPMn78+KJ04/4Stg2LKx9hn0959q6BKPLHPtybLe5S/vwZoc17/PHH5ZRTTtGBg7aBedJfctWnWzXgvvjiC2v//fe3lGRa//nPfzxzdNFFF1nrrbeeNWzYMKtdu3ZW/fr1rXHjxnnGiXJz3XXXtbp16xYliUhx77//fs1FvSgap6M6Devee++1VlxxRatDhw7G8fIUMIjMff7551rWOnfubDVq1EjXx+qrr2799NNPiSALU+dxZiTM8ylzZjVwxx13WMstt5y11lprGUVA27bppptqmZs+fbpRnLCBqt3WhXn+O++8o/sC9B233HJL2KIzngGBiRMnWsccc4yWxdtvv13HCCLPv/zyi3XCCSdYTZo0sY4++miDJ4YPEqYNC/+0ujHDPp/yXJel7RNF/tiH2xS9Pyl/3nxwF7/tjh07WqussooOHKQNzJv+kqc+XfxFpzIhXn/9dd1JeynTkyZNsu67775ChvAC36JFC6t3794Fv7gv1KiTpWYh4042UHq//vproPB24D333DOUMn3nnXfaSWT600TmAKBPnz7WBx98oFnghVDN9mtZVRYDifEJW+dxZSjs8ylz/jWw8847GynT3377rYW/gQMHVkSZrnZbF/b5+G2GUabxW37qqaf8K4whCgQ+/fRTzXrMmDEFP1N5fvPNN3U7irpKWplG5sK2YYWCRbwI+/yw8pyHfjus/LEPNxdmyp8/q3333dfq1KlTIaBJG5hH/SVPfXrNmHk3aNBA9bEi9erV059u/2CCst9++xVuNW/eXNTLuyy77LIFv7gvmjVrJmokPe5kA6WnZrIChbcDN2zY0JOnHc75+dJLL8npp5/u9MrstYnMqZFaUVYTssEGG2gObdu2lfPOO0+URYS8+uqribEJW+dxZSjs8ylz/jUAufNq5+wU1Mi34E+NgtteiX5Wu60L+3zIHJwJUxvgokWLZNCgQfLNN9/YXvw0IIB2D87+xLWpPG+22Way9tprI0pFXNg2LK7MhX1+GHnOS79ty539ibrykz/24cEkmvLnzwvyF0QGkWIe9Zc89el/v4X4y04sIdQwjvzvf/+T999/XzeA6Fh32GGHOmkrc0ZRphTy559/Sv/+/Qsvk8o0sijs4sWLRY32yIUXXljkb/Jl4cKFeq0dKluZ7+p1jFjnBOVcmXUXklCzF6JMLfW6ZdsT65cfe+wxOeKII3R5nnnmGVHm1HLIIYcUKd4//vijPP3003q981ZbbSXbb7+9nYTxJ8oIZhg4wMsI3Pfffy8PPfSQjBw5UtRIrc47Xrqh9Dl/4OUe8vzzz8sbb7whrVq10oMTbdq00UHRIe++++76pRTrg5WZuPTr169cMqnxRx0+8cQTgk9lni2bbLKJqFHFovyXkzkoMgjvdO3btxdleit2p+O853VtKnNudW4qc3h+ufr1ypvzntvzkXfIB+Rryy231GuGlKm8DBgwQNZcc01ndNfrcr+FrMqcaVuHARm0Hxis2XvvvV3ZRfU0lZ3Sts5UXpG/cvUbJO9uz09C5ubNm6fbSvxOll9+ed3e7bbbboLfNV1dAi+//LJe49y4ceNCW1hu4KJW5LlcG4b19X59PgiwDa0rB9XyiSp/cfbhYGDSnlL+0v/e6JR3vB8+8MADevC1a9eusOgtO3hbrg2MU38xkUHk361PNW0Dk+jTkack9Jea6NMLdgoVuFAznoV1bW+99Za1+eabF56K74qzdcABB1gbbbSRtcsuu1iq07OUwmfBPKzUKWGy1MyCdfLJJ5fe8v2uKtPaa6+99GDopGoAAEAASURBVPPUS5S16667WkceeaSlXqYspSBZ6kdjqRdJC2shlllmGWuFFVYopHn33XfrPGHd1/Dhwy2Y+iKvyDvKM3/+fB1WbTJgHXbYYda7775rjR071lLKsH5GISGDC7VBlrXPPvvotNVmYjqGUuItNTuq/a644grroIMOsvr27au/X3DBBUWpqoEIa6WVVir4KYHTJsowpVcDGjptNXpu4Tlw7733nqWUfp2+eonV3wuRU3rx+++/6zWnWBKAOoXJLNa8wAWVOScCrNdXM9ROL89rE5lDAm51bipzfvXrmcF/bro9H2t1ldKsZQx7G+B3h7WT+F3gN/Pbb78Vki6VOdzw+i1kUeZQZq+2Du3Naqutpn+3uO7SpYtmO3jwYESt40477TR9H/UQ1JnIjltbZyqvyI9X/Zrk1+35QWQOMov2V20MWHicV55mzJih+yHEOemkkyy0dWgn6OoSgBxjWQvM9dQsvtWjRw/NGnty2C6IPKONAvewZt4m8uzWhpnKcy20oUHlOattKOQrbvmzZRafQftwxKH81X2fzbL8oc6x3l5NZFlKSbbU7LKlJposNbBoqUkE3NYuSBuICFH0FxMZdOtTTdtA5M+r/8R9P+f2fMQx1V/c2kCvtrkW+vSKrZlWI3V64x28uNju/PPPty8Lis3QoUMLfljTutRSSxUp3bipdhLVaw7RKeMPL/hBHTazQFy8/NtO7TKqFUkooPjRwEHpdirT8MNLrxqZtz7++GN81e6ss87S6d14440WFDesp8ALiO3UrLW+/9prr9leRp8ffvihjmcr04ikdpTWfmr0vJCGmj3VSmPBQ12UKjZqF1br7LPPLgTBjwsMdtppp4LfHnvsYa288sqF72m/uOaaa6yePXsWiqGsD/TmbPCwlWkTmSskoC6UpYAepEA9B3GmMudW534yh3yY1K9Jft2eP2fOHC0r2223XeG3gYYR8qN2tiwkWypzJr+FrMmcX1uHjhcb2aGThkN4ZRGiWbptNBhFmUb6JrKDcKVtnYm8mtQv0jZxpc83lbnSjtckTxhMhOzedtttJlnLZRjIojKhtf74449C+bEuF9xKlWlTeY6qTCMjJvLs1oaZyHMttKFh5DlrbSjqOQn5Q7pwYftwxKX8WVbp+2wW5Q91DYcNiDHoajv013i/L1WmTdvAOPQXExlEfkv7VJM20KT/tFn4fZY+H+FN9JfSNhDx/NrmavfpFVszDbMwmDlgzTOOeYHD8ValTsEveMHcGua0amZapk2bVvBXG46JehGVyZMni5rFlnvuuUeb8RYCGFzA1AsO8W2nlGZRs8najAdpw8G0rdQhLkx81U51hVs4Mgl+MElSM7+iXgRFzZrLiBEj9B+OA4GJsRLmQhyTC7fn22u4nevP1llnHcHRRF4O29SrUcRCnmAejzqBCYvTlTPhc4ZJyzUYwUxeNT6iNoQRNSMoThlDOZzfy8mcXV6stfzXv/6lzfxheh/EJSlzyIdp/frl2U3mll56aW3WBBm2zdshc3Becmf6W8iSzJm0dWg7bLMvhMeSETgsR4jb+bVX9vNK691EXk3r136G12fp85OWOeQlS3LnxTbMPfQP6H+de5Io6yudVCm3WpPnUllCpk3kmW1oGElJJk5S8helD7flyOv9D2Eof8nIRKVTVTO0ekmkmkQoPBptH5Zchm0D49Jf/GQQGS6VQ5M2MMk+HXnKqv5S0TXT1157rV4DrUax9PphKMFQYL1c9+7dRc1Q6zV5pRt6YC0M0kBHjjBqxscrKaN79vpPKF5YS23qmjZtKmpGWytsalRFr7+77rrrTKNHDodNONTgTdl0lBmEZohzp/3WQZc2EmUTTcGNXr16Fc4kxzr3q666SpRpvGfOvWQOA0DHH3+8bLzxxp5pBLkZh8wFqd8gefMKC5mD85I7099ClmQOTIK2dVtssYVej451SpVwzvYq6POc8mpav0GfUS58nDKHZ2RN7spxC+OvdvUVtcyoKKoprzTKM/ZMwe/PpI8sghLhS5zybFo3EbJb0ahJyV8SfXgc7Snlr6LiZfQwyCCcOo63KLzJb82vDYxbf4lDBqH3VLpPB9gs6C8Vm5kGMMwCqzXEotYn6w1NsLFT6awowjkdNsGC4GJG0c1hdgxh1PoXt9uB/dRRNDpO6QZVfgkp8zXB7DPiQTCwORN276sVZ29M9tFHH/lmyaSh8E2kRgKg3KNHj9abPGGDIbXGXS6++GLP3JWTuZtvvlkr0disKE4Xh8wFqd848+6XlulvIUsyByZB2zrM/sHSIWi748e/3H1ne1UuTDl/p7ya1m+5tJLwD5KnrMldXDzVmjdRR0LqWRm3NP24pVWeUVaTPtKNSVJ+pvLsVydJ5S+JdJOSv6T68LjaU7Ck/CUhUeHSxCbIcNiwt9T5/d5M2sA49Ze4ZNC0vSnlkeT3IO+3fvWSVD4rpkyjou+66y5RG3oJZmxhzvjTTz/pXam9CgcTXeyEjXhuDiMpmJXbcccd3W4H9oNZB0zbgirnai20zJ07V9RmYLLhhhvKrFmzRK2fLno+8nn99dcX+VXqC37YGJBQa6+1CbrzuWpDg4KpLgQRZlBZcWpNpKg1LnrXeJi4Y0d1tY7as3huMvfwww/rGdghQ4YUxUXYqC4OmTOt36h5DRrf5LeQNZkL09ZBNtFxq/NQgyIOFd7ZXgVNwCmvJvUbNP2o4U3yZHe4WWrronJzxocJodoYT89STJ061XnL6DqN8gxLNJM+0ghAjIFM5TlLspyE/CXZh8fRnlL+YvzRxJTU+uuvr1NCnxfUmbSBceovccgg9B6T9iYoi6jhTd5vq92nV0yZhikolEvbJBTKL8y2S0231WYnBe4QNJhvw2QSDsdMjRkzRo+Y24GgLGGmMYhJth0Xn85RwClTpojalKpo5hIvxsgTRkqdDt8/++yzgteDDz4oaqMrrUxjXbjaxEubF2NWFOHUjt4ybNgwUbuVF+KYXOD5cM414/Zomdo5vJAE7iOszRc3kG8o9baf2kRBrweH6fP48eP1+mm1IZkOh6O14DB7ixl2mBzh2DHET7P76quvRG34oIsAMxgsMQgic4iIY1IgY7A0gCziD+bihx9+uKiNbgLjMZE5JOqsc3z3kjncN6lfhPNzbjKnNtPTclQqc0gL+wPYrlTmTH4LWZM5k7YOPDHIYzscBQhWbsfnqZ2mdTAM1oV1frKDdMu1dV7yalK/pnkufX4QmcMzEB7OJE+QOTi8gKC+wvyOdQIZ/nfKKafo0uEIRtQN5PW///2v9nvllVdE7eJfKL2pPMchy3ionzy7tWF2Zr3kuVbaUOQ1qDxnqd9G+eOUv7j7cMpf8fts1vpwyB8crBCx7w4mArEfEhyWgmASBcdTod+ALMD5tYFx6y9+Mog8lfap8IPzagNN+s+/U/H/7/Z8E/3F1gPtNhBP8mubq96nqxeJijjszKoKq4/YwdFESsm01EZOhWerF0V9zJTa4Mg69thj9ZEIqlL1EU52IGWio4+YUqMUllJMrXPPPVfvymjfD/KpZsX1rqTY6Rk7E2LHXDUjbSmlWCejTNysq6++2lJnMOtwOIJLjdDre0qJ0rucHnXUUXqXPxwbpNYhW0pICllQ5z/r3f6UDOj4as2FPiarEMDgAruZ20djIb4679pSSrDeSRDp4sgSlENtGGCBCfzOOeccvZs4js3C8V3wA2fkHbsQopxq1Ff74xM766kR7UJusNs6/Fu2bKnLX7iR0guUXTWGFnb1xg60OJIFx5XBmcjcO++8o49os+vR+ak2SCo6FsoPkZ/MIb5bncPfROZM6hdpeTm356sGTXND2dXIpd69Ww08WepMdi1HaiTTmjBhguUmc3iW328hazLn19Y9++yzllpzb6mNSPTvFXV75plnFnZJt+tHvRxrpuosZM1ZWUVYiBvU+clOubbORF6RF7/69cuv2/PVYJ6vzL399tuWMr/TpxFANsHU3g3dJE9q4EJzxQ71ynTdL5u5vI9+Wg1CWmjr1PmqekdV9IlqY81CO2oqz6gb9OmoK8j0LbfcovuvoGD95NmtDcMzTOS5mm1oFHnOWhtqy0Qc8hdnH458Uf7EKn2fzar8ob7VZsT6aCy0W9jFG0eD4n0fxwTilB309yZtYJz6i58MuvWp0AFM2kCU2aT/RLhyrtzzTfQXvEvihKHSPt2kba5mn45R+Yo5HDelRip8X1xwZJOaEXXNFxQ/vGQCbBRnC9WoUaP0s/DyZpomBBlHdsGpnYyLjg4pzRPO5qy1FzUIOo71KsdYmaMXDQyUlilN3+0jztCQoFzlnJfMlYsT1L9SMudXv0HzHVd4r99ClmQOvEzaOtQT2o+kXZD2ypmXoPLqVb/OdCt57ZUntPc475POmwBkGe0jnLJM0X24W4wsyTPbULcaro4f5a863N2e6tWeZq0PLy3/L7/8UjjuFsdHuTm/NjAu/SXPfbpX21zNPr2iu3ljHQycbVKsv7j8w67Y5RwWonvtAI7NzfwczK2da6Jh/ltugzO/tGDO7eVWXXXVOrexXtzvCJwOHTrIGWecUSduHB7Ymt55rFdpmi1atCj1Su13W+bUTIhnGbxkzjOiumlan8oCopBUkjJXrn5NfxvO4+IKGY7hwu23YCebJZlDmWy582rrUE9+7YfNp/TTVOZK25CwzzORV7f6rWWZwxortLN03gQgy3b7qAaRywbOkjyzDS1bzRW/QflbgryW29Os9eFLqP991bZt24JXuWNR/drAuPSXQkbURd769HJtM5hUs0+vqDLtFICkrp3nwZV7Bn4UanRD31ajaeWClfVHXKxXgD1/uR9V2cjqBhR3v3xmvWHy4pO2e6b1WU2ZA1M/mUMYZ4eB73S1ScBU5pD7sO1VFHm1qVHmbBL89CJAefaiw3tJE6D8JU2Y6ZsQMO0v2aeb0KxwGDdThaz7YQ3E4MGDtU0+1kDcfvvtZU3XSlmona8tNTOu46pRQkvt2FcahN9JoA4BylwdJPSoAIGw7VUUea1AsfiInBKgPOe04muk2JS/GqmIHGeDMliblV8P2aqw/l71x2FHYnvWxc4MZoLtrdVtP7dP7DLnRNa4cWOB2QEdCXgRoMx50eG9pAiEba+iyGtSZWG6JEB5pgxUkwDlr5r0+WwQoAzWphzkUpmuzapgrkiABEiABEiABEiABEiABEiABNJCoGLnTKcFCPNJAiRAAiRAAiRAAiRAAiRAAiRAAn4EqEz7EeJ9EiABEiABEiABEiABEiABEiABEighQGW6BAi/kgAJkAAJkAAJkAAJkAAJkAAJkIAfASrTfoR4nwRIgARIgARIgARIgARIgARIgARKCFCZLgHCryRAAiRAAiRAAiRAAiRAAiRAAiTgR4DKtB8h3icBEiABEiABEiABEiABEiABEiCBEgJUpkuA8CsJkAAJkAAJkAAJkAAJkAAJkAAJ+BGgMu1HiPdJgARIgARIgARIgARIgARIgARIoIQAlekSIPxKAiRAAiRAAiRAAiRAAiRAAiRAAn4EqEz7EeJ9EiABEiABEiABEiABEiABEiABEighQGW6BEiQrw8++KCssMIKQaIwLAnEQqBNmzby6KOPxpIWEyEBUwJt27aVhx56yDQ4w5FATRFYvHixtGrVSp544omayhczky8C7L/zVd+1Wlr05w8//HCtZi9V+aIyHaG6/vjjD5k9e3aEFBiVBMIRmD59usyfPz9cZMYigZAE/vrrL8EfHQmkkcCsWbNkxowZ0qBBgzRmn3nOCAH23xmpyJQXg/15fBVIZToCS3TMzZo1i5ACo5IACZBAegg0btxY5s2bl54MM6ck4CCAPhuO/bYDCi9JgARySQD9+dy5c3NZ9rgLTWU6AlEq0xHgMSoJkEDqCCy99NJUplNXa8ywTcC2JKMybRPhJwmQQF4JcHA8vpqnMh2BJZXpCPAYlQRIIHUE2PmmrsqYYQcBzkw7YPCSBEgg1wQ4OB5f9VOZjsCSynQEeIxKAiSQOgI0C0tdlTHDDgJUph0weEkCJJBrAuzP46t+KtMRWFKZjgCPUUmABFJHgDPTqasyZthBgMq0AwYvSYAEck2A/Xl81U9lOgJLKtMR4DEqCZBA6gjQLCx1VcYMOwhQmXbA4CUJkECuCbA/j6/6qUxHYEllOgI8RiUBEkgdAZqFpa7KmGEHAfTZDRs2lEaNGjl8eUkCJEAC+SPA/jy+OqcyHYEllekI8BiVBEggdQRoFpa6KmOGHQTYZztg8JIESCDXBNifx1f9VKYjsGTHHAEeo5IACaSOAM3CUldlzLCDAPtsBwxekgAJ5JoA+/P4qp/KdASW7JgjwGNUEiCB1BGgWVjqqowZdhBgn+2AwUsSIIFcE2B/Hl/1U5mOwJIdcwR4jEoCJJA6AjQLS12VMcMOAuyzHTB4SQIkkGsC7M/jq34q0xFYsmOOAI9RSYAEUkeAZmGpqzJm2EGAfbYDBi9JgARyTYD9eXzVT2U6Akt2zBHgMSoJkEDqCNAsLHVVxgw7CLDPdsDgJQmQQK4JsD+Pr/qpTEdgOXv2bGnWrFmEFBiVBEiABNJDgGZh6akr5rQuASrTdZnQhwRIIJ8E2J/HV+9UpkOynD9/vixcuJDKdEh+jEYCJJA+AjQLS1+dMcdLCECZbtq06RIPXpEACZBATgmwP4+v4qlMh2SJThmOM9MhATIaCZBA6ghwJDt1VcYMOwhwZtoBg5ckQAK5JsD+PL7qpzIdkiWV6ZDgGI0ESCC1BND5zp07N7X5Z8bzTYDKdL7rn6UnARJYQoD9+RIWUa+oTIckSGU6JDhGIwESSC0BmoWltuqYcUWAyjTFgARIgAT+JsD+PD5JoDIdkiWV6ZDgGI0ESCC1BGgWltqqY8YVASrTFAMSIAES+JsA+/P4JIHKdEiWVKZDgmM0EiCB1BKgWVhqq44ZVwSoTFMMSIAESOBvAuzP45MEKtMhWVKZDgmO0UiABFJLgGZhqa06ZlwRoDJNMSABEiCBvwmwP49PEqhMh2RpK9M8ZiMkQEYjARJIHQGahaWuyphhB4HZs2fzBA4HD16SAAnklwD78/jqnsp0SJZQpps0aSL16xNhSISMRgIkkDIC6Hwty5L58+enLOfMbt4JzJkzRxYvXkxlOu+CwPKTAAloAuzP4xMEaoIhWUKZ5qx0SHiMRgIkkEoC6Hzh5s2bl8r8M9P5JWBbkzVr1iy/EFhyEiABEviHAPvz+ESBynRIluiY2SmHhMdoJEACqSSANVZwVKZTWX25zjSV6VxXPwtPAiRQQoD9eQmQCF+pTIeER2U6JDhGIwESSC0BeyR77ty5qS0DM55PAlSm81nvLDUJkIA7Afbn7lzC+FKZDkNNxaEyHRIco5EACaSWgN35cmY6tVWY24xTmc5t1bPgJEACLgTYn7tACelFZTokOCrTIcExGgmQQGoJ0CwstVWX+4xTmc69CBAACZCAgwD7cweMiJdUpkMCpDIdEhyjkQAJpJaAPZJNM+/UVmFuM05lOrdVz4KTAAm4EGB/7gIlpBeV6ZDgqEyHBMdoJEACqSVgd740805tFeY24+iz69Wrp4+0zC0EFpwESIAE/iHA/jw+UaAyHZIllemQ4BiNBEggtQRoFpbaqst9xtFn4zhLKNR0JEACJJB3AuzP45OAhvElld2U3nvvPbn88sv1iDaOw8LfZ599JjNnzpRbb71Vf4df69atpUePHtkFwZJVhcCbb74pL774Yp1nP/LIIzJp0qSC/4orrihDhgwpfOcFCUQlAPmC/GEmGn8zZszQSd5+++3y3HPPFfw7dOggp556atTHMT4JxEJg/vz5MnLkSFmwYEGhf/7oo4+0In3TTTcV/NBvb7HFFrLsssvG8lwmQgKlBNh/lxLh92oRYH+eHPl6lnLJJZ+NlB966CHZe++9pUGDBlK/fn3dIdvYFi9eLIsWLSoUdOLEibL66qsXvvOCBKISwEvhtddeK40aNSokBflzzrAsXLhQWrVqJdOmTSuE4QUJRCVw0EEHyb///W/d9kHebJmzP5E+FJZVV11VJk+eHPVxjE8CsRDAwE+LFi0ESnXDhg0Lcot2E3/ot/EHd8EFF8hpp50Wy3OZCAmUEmD/XUqE36tFgP15cuRp5m3AdocddtAdMpRmvDiig8Yn/pyK9FprrUVF2oAngwQjsM8+++gIkDv7z5ZD+zsGegYMGBAsYYYmAR8CGESEQzuHARu73bPlDp9QVvr37++TEm+TQOUIYC0g+m0M+jjbSlxDjm1FGjnac889K5cxPil3BNh/567Ka7bA7M+Tqxoq0wZsl1lmGenZs2dhdNstCpSZo446yu0W/UggEoFtttlG2rZt65kGXhIHDhzoGYY3SSAogT59+shyyy3nGQ2yt9dee3mG4U0SqDSBPfbYw/ORsDKDiffaa6/tGY43SSAKAfbfUegxbpwE2J/HSbM4LSrTxTzKfsPoNTrfcg7K9ODBg8vdpj8JhCaA2RWshV5qqaXKptG+fXvp3r172fu8QQJhCKBdO+SQQzxlr02bNtKtW7cwyTMOCSRGoG/fvkUz0KUPgrn3iBEjSr35nQRiJcD+O1acTCwCAfbnEeD5RC2vHfpEzNvtfv36FZl0O8sPM8f99ttPWrZs6fTmNQnERmDQoEHaXNEtQSjZQ4cO9bSccItHPxIwIYB1Vph9dnOQvX333Zey5waHflUlsMIKK8jGG29cNg/NmzcX2wS3bCDeIIEYCLD/jgEik4iFAPvzWDDWSYTKdB0k7h6rrLKKdOnSxfUm1mANHz7c9R49SSAOAptssol07NjRNSmaeLtioWdMBLAXxOabb+5qmUMT75ggM5lECGCNoJtFD/xgcWEfDZPIw5koCfxDgP03RaFWCLA/T6YmqEwH4IpRbLeOuXPnzjSxDcCRQcMROPDAA/VmT6Wx11hjDdlggw1KvfmdBGIjcPjhh7umhdm9bbfd1vUePUmg2gR22203V6sKDAIddthh1c4en58jAuy/c1TZNV5U9ufxVxCV6QBMYepdau6INQjceCwARAYNTQAbjMEKwumwxACdNB0JJEkAptylA4mQPWzyhE86EqhFAuuvv76suOKKRVnD3idY47/OOusU+fMLCSRJgP13knSZdhAC7M+D0DILS2XajJMO1bVrV8FmO06HjvmAAw5wevGaBBIhsOaaawpeDp0OyjV38XYS4XUSBDADjaPXnIozZM8+aiOJZzJNEoiDQKmpNzcei4Mq0whKgP13UGIMnxQB9ufxk6UyHYApdmXErt72DA1eLDHC06pVqwCpMCgJhCfgNBWDPGItVqdOncInyJgkYEgAa0ydlhE4y3ennXYyjM1gJFAdAqUWZc2aNeO56NWpitw/lf137kWgZgCwP4+3KqhMB+TpXIOFF0tuPBYQIINHIoBd4xctWqTTgFUEdvGmI4FKENh6661l1VVX1Y/C8padd95ZmjRpUolH8xkkEJpAz549pWnTpjo+BsIPPvhgbjwWmiYjRiHA/jsKPcaNkwD78zhpilCZDsizd+/e0qhRIx0LGz/16NEjYAoMTgLhCXTo0KGw2d3ixYu1ZUT41BiTBIIRwMYlsMiB7PFYoWDsGLo6BNBf9+nTRx/fhj1Phg0bVp2M8Km5J8D+O/ciUFMA2J/HVx1UpgOyxEwMFGq4ESNGBIzN4CQQncCQIUN0IphxadeuXfQEmQIJGBKAJQQsI2AV0bdvX8NYDEYC1SWAjfKwVnqzzTaTddddt7qZ4dNzTYD9d66rv6YKz/48xupQHUzNuW+++cZaffXVLVVM/sXAQB2bVHN1XOsZUib81uDBgyl/McgffsdqNtP68ssva73aayZ/lL94237KX3Ki/eKLL1rLLrss28qY2krne49a751cxWU0ZcpjvG0n5THaD4XymA95rLkzTb799lvZdtttpWXLljJ27Fj1O649BxPHP/74o+Y3HhszZow88cQT8sMPP9QexBrOEWbesEP7I488IjfccEOdHdxrIevTp0/X8odNyGrZffzxx3LhhRfqI+V+++03wZnsdN4Eal3+5syZo2f57HWo3qWp7l3KX7L8X3rpJW2hsMsuu9T8khO0ma1bt04WSAyp4/3i6quvltdff10mT54cQ4r5SSIt8piW/huSQ3kM//tJgzymqT+vZXmsKWXaqUg///zzNanEhP9ZVTbmCSecIE899ZTsv//+Mn78+Mo+PMVPcyoy48aNk169eqW4NNXNuhqRldGjRwtetB999NHqZiYlT6f8xVdRlL/4WLqlZL8oYrfse+65R7ApHV00Avj9o89+//339ckhP/30U7QEcxSb8hh/ZVMewzOlPIZnVy5mLctjzayZpiJdTnyC+0ORvuqqq+Tuu+/WRycFTyGfMajIxFfvUGSwphZrFSGLdP4EKH/+jExDUP5MSYULxxfFcNy8Ytkvio8//rhgIHellVbyCs57DgKURweMmC4pj+FBUh7DsysXs9blsSaUaVuRbtGihXBGupwomfk7FekBAwaYRWIovamSbdrNGeloAuFUZO666y7OWBngpCJtAMkwCOXPEFTIYHxRDAnOI1rpi+J2223nEZq3nAQoj04a8VxTHsNzpDyGZ1cuZhrksepm3lg70rVrV72mUm2UJUcccUQ5nvT3ITBjxgzBiyRmpG1FWm2d4BOLt0EAvB5++GF91NmNN94o+KMLTmD+/PlaBjEjTUXanB/lz5yVV0jKnxed6Pfeeecd2XHHHaV9+/Z6AHLgwIHRE2UK8vvvv8urr76qZ6SpSJsLBOXRnFWQkJTHILSWhKU8LmER51Ua5LHqM9Nqh1+ZNm2abLnlltK4ceM4+ecuLayz6t+/f0GRzh2ACAX+v//7P+nSpYssv/zyEVJhVLUTvyy11FJUpAOKAuUvILAywSl/ZcDE5P3KK6/o33e3bt30uc0xJZv7ZF577TU9kUBFOpgoUB6D8TINTXk0JVUcjvJYzCOub2mQx6rPTNuwb7nlFq4RsmGE/MSABGYMnK7Wd3t25rWa11AADz74YDnuuOOqmY3UP/uKK66Qyy+/nKbdAWuS8hcQWJnglL8yYGL0btWqldx///0xpsikOnToICuvvDJBhCBAeQwBzScK5dEHkMdtyqMHnJC30iCPVZ+ZDsmW0UiABEiABEiABEiABEiABEiABEigagSoTFcNPR9MAiRAAiRAAiRAAiRAAiRAAiSQVgJUptNac8w3CZAACZAACZAACZAACZAACZBA1QhQma4aej6YBEiABEiABEiABEiABEiABEggrQSoTKe15phvEiABEiABEiABEiABEiABEiCBqhGgMl019HwwCZAACZAACZAACZAACZAACZBAWglQmU5rzTHfJEACJEACJEACJEACJEACJEACVSNAZbpq6PlgEiABEiABEiABEiABEiABEiCBtBKgMp3WmmO+SYAESIAESIAESIAESIAESIAEqkaAynTV0PPBJEACJEACJEACJEACJEACJEACaSVAZTqtNcd8kwAJkAAJkAAJkAAJkAAJkAAJVI0AlemqoeeDSYAESIAESIAESIAESIAESIAE0kogU8r0J598IqNHj5YJEyb41seMGTPksssuk2OOOUaeffZZWbRokW+csAG+/vprOfjgg+WHH34ImwTjpYTAX3/9JY8++qice+65Rjl+9dVX5ZxzzpFRo0bJm2++aRQnbKDLL79crr/++rDRGS8FBILKn10kyOzcuXPtr4l8Uv4SwZq6RD/77DO59NJL5bnnntN5p8ymrgozleGo8sg+PFPiUPXCRJXHF198UU488USt30yZMiXR8rBPX4I3M8r0l19+KRdeeKGcfPLJ8v333y8pocvV9OnTpWvXrvLBBx/Ixx9/LH369JHu3bu7hIzH691335U77rhDPvroo3gSZCo1S+CBBx6QQw89VP7zn//45hEDObvssouWjTPPPFO22GILueSSS3zjhQ1w++23y5gxY8JGZ7wUEAgifyjOE088odvCPfbYQ+bMmZNoCSl/ieJNReKTJk2Sm266SU466aTC4DJlNhVVl8lMRpVH9uGZFIuqFSqqPF588cV6gnDmzJl6wHKVVVbRfXxSBWKfvoRsZpTpNddcU0aOHLmkZB5XY8eO1bOAUCxeeOEFPTOIWUGTGW2PZMve2meffeTXX3/VSnvZQLyRCQIHHnigVk78CvPQQw9J/fr15bfffpNvvvlGnn/+eWnVqpWcccYZAkuGJNwbb7whL730UhJJM80aIWAqf8jud999J+uvv76g7ayEo/xVgnJtP2P11VeXww8/XGeyYcOG+pMyW9t1luXcRZFH9uFZlozqlC2KPOK9sWPHjnrSDgOWX331lSyzzDJy5ZVXJlYY9ulL0GZGmUaRGjRooEtWr169JSUsuZo/f77stNNO0rp168KdIUOG6Otll1224Bf3xXLLLRd3kkyvRglADr1kENl+7bXX9MihHXb77beX/fbbTxYuXChvvfVWIiVr1qyZNGnSJJG0mWjtELBlyi9HGLXGHzrgSjjKXyUo1/4zMIgIZ3/imjILCnTVIGDLof2JPJjII/vwatRW9p9py6H9aSqPCxYs0O+QNqHmzZvLnnvuKUnqNezTbdoifw8NL/meiqtffvlFmy7gEyM5m2yyiXTq1Kko7zDlvv/+++XPP/+U/v37F14YGzVqJKuttlpR2A8//FD69u2rZ2mKbvh8geKDmW0IVOfOnfVaWYwOQYC7detWiL148WL53//+JxDuzTbbTPtj/fRjjz0mRxxxhL73zDPPSIcOHeSQQw6po/Bg1hIjQJi5hMLVpk2bQtq8qA4BExlEzrCeCnW7wQYbyN57713ILJYjoMN2OsjgDTfcoOvZ6e93bSpLyPO4ceP0+n2kaSq/CPvjjz/K008/rU0zt9pqK4HyT1c9AlHlL86cU/7ipJnNtF5++WUZP368NG7cWPfXKGW5AcdybWacZCizcdJMX1pxyCP78PTVe63mOA55XGuttYqKB70DZuNY/hrUsX0MSkyFt6rs1OiehWyodc5GOfn999+tTTfd1FJrAiylDFgDBw60lNKs46oZPZ3WAQccYG200UaWWo9qKUXXUkqopcy466SvhM3673//a62zzjrGz7cTQX732msv/bzddtvN2nXXXa0jjzzSat++vaXM1yy1DkwHVZuiWcrMW4dTipL2u/vuu3We1CyhNXz4cEttTqbzCg6bb765pWbPdbh58+ZZav2tpdbfWu+//75OR81wW0jTzak1t9Zxxx1XdEttEGCttNJKRX78UpcAGIGVifOSQcSHLKgBG0spx/q6S5cuuv4HDx7smfyNN96o5eKPP/7wDOe8aSJL+J3ccccdljL5sVZYYQUd3VR+EVhtaGEddthhllr7b6klEpYaFNKy7syHfe0mb3gWZBu/dTp3AtWUv9NOO03XjxqAdM+chy/lzwNOBm8pk0FrxRVXDFSy008/XfdjaqMxSy1psXr06KHl7d577y2kE7TNzJLMAgKYgq3TqfW4ltrLxenF6xICtSKPdray0IejLJRHu0aDfdaKPCpl2Bo0aJClBnyCFUCFrrU+HQVIgzymTpm+5pprrJ49e4Kvdmom2LI7ZVuZHjp06D93Lev111+3llpqKa2kFjzVBTp2KAhNmzbVHXvLli1dFW5nnNLriRMn6rhq5rtw6+eff7batm2rFVhldqH91cy3Dmcr0/CEYqVG5i21AVoh7llnnaXDoUGGUzueWmeffba+xj9bKVFm6gU/5wWVaSeNYNdBlBkvGcRT8WKoLCCszz//XGcCgza77767rtsnn3yybMa22267Oi9UZQM7bpjIEoJj8MdWpvHdRH4xaKWsPvTvBXHglPWELoubckxl+m9GQf9XU/6iKCYoJ+UvaG2nN3zQl0W0d8oCx3IOEN555526/bD7bdAI2mZmSWZR/jS8LCKfteZqRR5tLlnow1EWyqNdo8E+a0Ee1SkJlpql1m0sJjH233//YIVQoWupT0fm0yCPqVszvfbaa2uzaFXZelMvmGwrJUHJzBLn/A5zazWTrTccmzZtWiEQTLNvvvlmwa53V1xxhf5UM8uF+yYXSANOzYIXgitlRZSSrs1hJ0+erP1h2lbqEBcbsKy77rqFW6eeeqr2g8kHnFJM5L333pMRI0boP5hrwJQDJux01SNgIoOoV9vsBuaMMOeHw+7Jbg5HEymrBr0To9t9Lz8TWUL8Ujk0kV/sSo5dnmHSZsuhGjDSyyuUMu6VLd5LiEAS8hclq5S/KPSyHRd9Fvpf57o9ZX2lC11q5h20zYxCjjIbhV564yYpj+zD0ysX1cp5EvLYu3dvURM5Av0Dusk999xT9r2zXLnZPpYjU94/dWume/XqVThDDWuOr7rqKjnooIPKl1DdwbFXaoZar/ss3QgMi/yPPfZYvbYVuzMq0+o6Sodn4i437d1xsYM31lKbOjVLLmqGSg8S4BxsrFPFMUv9+vUzTYLhKkAgjAzi2CvIGuq01GHXRRwxgF3m43JOWQqaplN+cXY7lPzrrrsuaDIMnxCBuOUviWxS/pKgmr40cfwkTrNwulIl2nnPee3VZjrDxXVNmY2LZO2mk5Q8sg+v3Tqv5ZwlJY8oMzYWhSKNQUroP8r6JxIKto/e+FI3Mw2FZPTo0XpTJ7zkq/XGgrPVvJwyEdCbnZRuPOaMg9EcbPBVOnvnDGN6/e233+qgpZui+cWHIo9ZP8Szd/Lj2dR+1Cp/P4wMYmYGG9CVygQGTc455xx9/nMcsmfTcMqS7Wf66ZRfbJL2xRdfCHaKpKsNAnHKX1IlovwlRTY96WKDw9mzZ+vNM91y7adUl2sz3dKKw48yGwfF2k0jKXlkH167dV7LOUtKHp1lVvtBCfSfdu3aOb1DXbN99MaWOmX6tttuE+xSt8MOO2gTaOwqrNawepYSO2ljB2KcuVbOYQYurhlgtWGTNm0LKsA4amHu3Ll6Z3G8SED5x+7OMLN1OrVBgD4j1unH68oRCCODMNfHzvJ9+vQpZBQvmjCfhnVFixYtCv4//fSTfPnll4XvYS6cshQ0vlN+N9xwQ5k1a5aodfxFyeAF4vrrry/y45fKEIhL/pLMLeUvSbrpSBvLmNTmi4K+derUqYEz7dZmBk4kQATKbABYKQyahDyyD0+hINRIlpOQx9KiwToW72o77rhj6a3A39k+eiNLnTINcxq1wF6XCmYHe+yxh5SabqvNTgqlhjDBxOHaa6/VflBMR40aJWrjr0KY3377TSvmWDsdxjlnj6dMmaLPCXbOlmNEB865ZhvfMTL12Wef4VK7Bx98UNTmalqZhsdJJ52k117DrBPHiuDlQm1IJigfzoelqw4BExlUG9zpQR87hzimDcea2UdKYaYX5o+Q3fvuu0/LJ2T0vPPOE7UbfZ3j2+x0yn36yRLiQQ4hOwjrdF7yizyvvPLKemkFLEIgrzBHHzZsmM6nMx1eV4ZAHPLnzKnanV5/xUBeWEf5C0su2/FOOeUUXcCRI0fq9gcD4eoEDe33yiuvCPpe2/m1mXY4fFJmnTR4bUogTnlkH25KneHKEYhTHnF06ZgxY7Q1kP08DLxDFwmy3NSOyz7dJmH2mbo10zCFxRpnbIaE85bxYqmO/dGlXX/99bXZ97nnnivqGB+Bso1z1qB8Y4YNDp05lFa1c7Z07dpVdt55Z63QqF1HtRmuDhTwH2YSsbZ5+eWXl2effVbuuuuugtKE86HVrtw6RbxEbLzxxoW1CzDXxOyeOiJL1E7degbw8ccfLzxdHZul/aHEqF0i9eZkJ554YmEzq0JAXlSUgJcMIiPqSBNBI6l2XRd1DIxAPtQO7wKLAtsNGTJEnnrqKf1n+9mfmK1WO9DbX40+vWQJA0i33nqr3rgPCtMZZ5whJ5xwQiFdL/lFWXFONgatkC/8rbfeerrR9rL0KCTOi9gJxCF/yBRmC7HBHPaKgMMGiNjYEVY/QR3lLyixfIRXO8nq9g+DwOrEDN12DBgwQPfdapNWbWGFftykzQQxymw+5CapUsYpj+zDk6ql/KQbpzxChzj++OMFA5doYzt06CDbbrutbLPNNqGAsk8PiA3bjlfTKdMBvYU7jn0ycfZxU6pTtZT5QtkoSE+Zp5a9j7OCve6Xjei4oZQQnXc1063TwjFdOAbJxB1++OH6yC6E/e6774qODimNr0yJ9BFafvnl0Vil5My/BzmayFQGUW+o26RdEFly5iWo/OKMWLWe2plEnWsejVUHiZEH5W+W5dd+Uv6MRCnRQEGPfrEzgzbT7uPnz59vKSsZ+1bRZx7bTABIw9EvRRVVI18oj8HeQU3aUMpjeOGutjwuWrTIwvG8pnpIuZLW0jtlWuQxdTPTWGcAh1lgL4ddsb0cRsnLORxfVO4IIzsORn3Uebv2Vz0L7rXBWSGgywXMaL0cZq6dR2h5heW95AmYyiDqza9uy+XWVAYxy+x0YZ8HKw4/+V111VWdj+J1lQhQ/qoEno8NTQAya/fJXlY3bDNDI2bEAAQojwFgMWjiBOKSR8wm43heN8d3Sjcq8fmlTpmOr+jlU4JSAbNqL4cNo7D5BBwW+Ad1iIs1CVgnhl2e6UjAScBUBhEnrCxFkV9nXnmdPQKUv+zVadZLRJnNeg2nq3yUx3TVV9ZzS3lMtoapTLvwxXby+PNyylxGr7tGGKzBxq6lWP/QqFEjr2j6Hs5+w9pqZb6g19Yedthh+nB134gMkBsCJjIIGGFlCfKLdYxwQeVXR+K/TBOg/GW6ejNZOMpsJqs1tYWiPKa26jKZccpjstVKZTokX5zdhiO5nMdyeZmvOR/Tt2/fwiZk8MeGQnQkEIZAWFmKIr9h8sk42SRA+ctmvWa5VJTZLNdu+spGeUxfnWU5x5THcLVLZTocNz0DbTIL7Za880xht/v0IwFTAmFlCbIbVn5N88Zw2SdA+ct+HWethJTZrNVoustDeUx3/WUt95THcDWaunOmwxWTsUiABEiABEiABEiABEiABEiABEggPgJUpuNjyZRIgARIgARIgARIgARIgARIgARyQoDKdE4qmsUkARIgARIgARIgARIgARIgARKIjwCV6fhY1mRK2DGcjgRIgARIgARIgARIgARIgARIIF4CVKbj5VlTqf32228yZsyYsoe411RmmZnMErj88sulQYMG0qZNm8yWkQWrXQKUv9qtG+bMnQCOLnz44YfZd7vjoW+FCVAeKwycj/MkUIvyyN28PassvTehSG+//fbyxx9/yPjx49NbEOY81QROOOEEufrqq+Xuu++Wzp07p7oszHz6CFD+0ldnec8xXhS33XZbPfh466235h0Hy19lApTHKlcAH19EoFblkTPTRdWUjS+livSqq66ajYKxFKkiAEXmqquu0or0gAEDUpV3Zjb9BCh/6a/DvJXAflFs3bq1PP/884JPOhKoFgHKY7XI87luBGpZHqlMu9VYiv3mzJlTNCNNRTrFlZnirFORSXHlZSDrlL8MVGLOioBBcMxIU5HOWcXXaHEpjzVaMTnNVq3LI5XpDAnmggUL5IEHHiiYdlORzlDlpqgoM2bM4Ix0iuora1ml/GWtRrNfnoULF8q1115LRTr7VZ2KElIeU1FNuclkGuSx6mumsTER3Morr5wbwUiyoMstt5xeI01FOhhlyOHxxx+v/4LFZOhSAvXq1ZN7771XaNpdSqb8d8pfeTZB71D+ghIzDw85/fHHHwWM6eIl0KlTJ5p2B0RKeQwILEBwymMAWP8EpTwGZ2Yao9blsZ46OqmqZyctXrxYxo0bJ/PmzTNlWrVwQHXwwQfLUUcdJZtuumnV8lHuwXjB6dGjh7Rr165cEPqXIfD222/L5MmTy9ytPW/I4RFHHCGbbbZZzWWuY8eONZmvmgPlyFDa5A9ZP/TQQ/XfFlts4ShJ9S8pf8nVATa0xFpe9NtpcZjxbdiwoQwfPrxms1y/fn3p3bu3tGjRombzWIsZS6M8gmMt99/IH+URFIK7tMrjO++8oy1jbr/99pocKE2DPFZdmQ4urtWLMXfuXGnSpIk8/vjj0rdv3+plhE/OPQEMnIwdO1b69++fexYEUB0CyyyzjDbnx4shHQnUKoF+/fpJq1at9DGRtZpH5itfBNh/56u+a720mNBEO4k9l5Zeeulaz25N5o9rpgNUC5RpuMaNGweIxaAkQAIkkD0CzZo1k1mzZmWvYCxRpgjA6o0viJmqUhaGBEggRgK2TpMGC+EYix1rUlSmA+C0Bc0WvABRGZQESIAEMkWAynSmqjOzhcEgOPvszFYvC0YCJBCRgN0+2hOGEZPLZXQq0wGq3VamOcodABqDkgAJZJIAlelMVmvmCoV+235ZzFzhWCASIAESiEjA1mlsHSdicrmMTmU6QLXbozbsmANAY1ASIIFMEqAynclqzVyh8IJovyxmrnAsEAmQAAlEJGDrNFSmw4OkMh2AnS1otuAFiMqgJEACJJApAlSmM1WdmS0M+m322ZmtXhaMBEggIgG7fbQnDCMml8voVKYDVLutTHOUOwA0BiUBEsgkASrTmazWzBWKa6YzV6UsEAmQQIwEbGXa1nFiTDo3SVGZDlDVtqDZghcgKoOSAAmQQKYIUJnOVHVmtjDotzkAntnqZcFIgAQiErDbR1vHiZhcLqNTmQ5Q7bYJBJXpANAYlARIIJMEqExnslozVyi8ILLPzly1skAkQAIxEbDbR1vHiSnZXCVDZTpAddujNvYoToCoDEoCJEACmSJAZTpT1ZnZwtDMO7NVy4KRAAnEQMBWpm0dJ4Ykc5cElekAVW4Lmi14AaIyKAmQAAlkigCV6UxVZ2YLw5npzFYtC0YCJBADAXuC0NZxYkgyd0lQmQ5Q5RjhbtCggf4LEI1BSYAESCBzBKhMZ65KM1egRYsWCf7sl8XMFZAFIgESIIGIBGy9hmbe4UFSmQ7AjiPcAWAxKAmQQKYJQJmePXt2psvIwqWbgP1ySGuydNcjc08CJJAsAbSRnJkOz5jKdAB2EDSOcAcAxqAkQAKZJcCZ6cxWbWYKZr8cUpnOTJWyICRAAgkQgG5jt5cJJJ/5JKlMB6hibmQSABaDkgAJZJoAlelMV28mCme/HHIQPBPVyUKQAAkkRIAz09HAUpkOwA8dM0e4AwBjUBIggcwSgDK9cOFCmT9/fmbLyIKlmwDNvNNdf8w9CZBAZQhAt7Hby8o8MVtPoTIdoD6hTHOEOwAwBiUBEsgsASjTcLNmzcpsGVmwdBOwZ6Y5CJ7uemTuSYAEkiVAM+9ofKlMB+BHM+8AsBiUBEgg0wSoTGe6ejNROFuZ5iB4JqqThSABEkiIAM28o4GlMh2AH828A8BiUBIggUwToDKd6erNROFss0XOTGeiOlkIEiCBhAjQzDsaWCrTAfjRzDsALAYlARLINAEq05mu3kwUzp6ZpjKdiepkIUiABBIiQDPvaGCpTAfgRzPvALAYlARIINMEmjZtqsvHNdOZruZUF85WpmnmnepqZOZJgAQSJkAz72iAqUwH4Ecz7wCwGJQESCDTBJo3b67LR2U609Wc6sLZyjRnplNdjcw8CZBAwgRo5h0NMJXpAPzQMXOEOwAwBiUBEsgsAc5MZ7ZqM1MwrpnOTFWyICRAAgkS4Mx0NLhUpgPw48x0AFgMSgIkkGkC9evX14OLnJnOdDWnunDosxs1aiT16tVLdTmYeRIgARJIkgDXTEejS2U6AD+umQ4Ai0FJgAQyTwCbkFGZznw1p7aAHABPbdUx4yRAAhUkQDPvaLCpTAfgRzPvALAYlARIIPMEqExnvopTXUAOgKe6+ph5EiCBChGgmXc00FSmA/DjKHcAWAxKAiSQeQJUpjNfxakuIPvsVFcfM08CJFAhAjTzjgaaynQAfhzlDgCLQUmABDJPgMp05qs41QWkNVmqq4+ZJwESqBABmnlHA01lOgA/jnIHgMWgJEACmSdAZTrzVZzqAnIAPNXVx8yTAAlUiADNvKOBpjIdgB9HuQPAYlASIIHME6AynfkqTnUBOQCe6upj5kmABCpEgGbe0UBTmQ7Aj6PcAWAxKAmQQOYJUJnOfBWnuoAcAE919THzJEACFSJAM+9ooKlMB+DHUe4AsBiUBEgg8wSoTGe+ilNdQA6Ap7r6mHkSIIEKEaCZdzTQDaNFz27sZ599Vh555BGB6QOEDH9//vmnvPzyy7rQ+I57HTp0kG233Ta7IFiyqhN488035cUXX6yTD8jnpEmTCv4rrriiDBkypPCdFyQQN4FXXnlFpk+frs+WxvnSEydOlB9++EHOPPPMgt+cOXPk+OOPl4033jjuxzM9EihLYOrUqXL++edL/fr1dX+N/vmNN96Qv/76S6699tpCP960aVPZddddpUmTJmXT4g0SiIsA+++4SDKdOAmMHz9epkyZIhhwxEQhdBvoOOecc47+Dj/c23PPPWWHHXaI89GZTKuepVwmSxaxUHg5HDVqlDRq1KiQkhPV4sWLZdGiRYKOGS+VdCSQFIGRI0fql8FSWaxXr17hkQsXLpRWrVrJtGnTCn68IIE4CUBx7ty5cyHJBg0aaMUFHpBFtI92u/jggw/KXnvtVQjLCxJImsAHH3wgG220kUAu8Wc7u9+25RMy+uSTT0qfPn3sIPwkgcQIsP9ODC0TjkAAVmWzZ8/WbSUGIG3nfK+cP3++nHHGGXqQ0r7PT3cCSwi638+t7+67767LDmGy/xYsWCD2HxTppZZaii+MuZWQyhV8n332cZVFWy7xiZfHAQMGVC5TfFLuCKyxxhqy1lprFcqNNtBuDyGDuIZfw4YNOZJdoMSLShHYcMMNBdY5kEFn22jLKAYcoUg3b95ctttuu0pli8/JOQH23zkXgBotPga7ocM4+3G0lc62E1m3daEaLUbNZIvKdJmq2GyzzWSFFVYoc/dvbwjeoYce6hmGN0kgKoFtttlG2rZt65kMZHHgwIGeYXiTBKISOOqoo4pm/UrTw6h2z549ZZlllim9xe8kkDiB/fbbT78glnsQXh6xFAYm4HQkUAkC7L8rQZnPCEoAugveG70cdCDoQnT+BKhMezDad999PTvmlVdeWdBQ0pFAkgSgoOAFEC+C5Vz79u2le/fu5W7TnwRiITB48GBPZRrmYlhjRUcC1SCA2RavF0TcO+SQQ6qRNT4zpwTYf+e04mu82NBdoMOUc3jfhA5EZ0aAyrQHJ6+OGaaMhx9+uF4r6JEEb5FALAQGDRpU9iURjd7QoUMpi7GQZiJeBFq2bCmY/UP75+ZgMtavXz+3W/QjgcQJYEARe0eUc2uvvbZssskm5W7TnwQSIcD+OxGsTDQCAQzyQIcp15dj4JH7npgDpjLtwWrrrbeWFi1auIbASyMUGDoSqAQBvAB27NjR9VFo9Gji7YqGngkQGD58uGD9qZvr0qWLrLLKKm636EcCiROAZcTee+/tasWDfSUgu3QkUGkC7L8rTZzPMyEAHQa6jJuD7gMdiM6MAJVpD07ofDEyUzpyA//tt99eVlppJY/YvEUC8RI48MAD68ginoCNoTbYYIN4H8bUSKAMAcz+OXf1toPBQsLebMf24ycJVJoAlOlypt5YpkBHAtUgwP67GtT5TC8C0GF69epVZ+kWdB7oPtB16MwIUJn24QSBKp2FwY6ghx12mE9M3iaBeAlg9rlUFtHooZOmI4FKEnDbiAwKDE28K1kLfJYbAbwc4tgXp0M7udtuu0mbNm2c3rwmgYoRYP9dMdR8UAACw4YN06ccOKPgPZMm3k4i/tc8Z9qHEQ4uxzpBHF5uO+xU++uvv0rjxo1tL36SQEUIYAb6o48+KnrWpEmTpFOnTkV+/EICSRL4/fff9WkHzhlAKCpoF7EWi44EqkkAissDDzzwYUkVAABAAElEQVRQNPjIs6WrWSN8Ngiw/6Yc1BoB6Dg4LWbmzJmFrOG0gxkzZlDHKRDxv+DMtA8jKMy77rprwdwBpoyYCaQi7QOOtxMhANmzlx1AacFaLCrSiaBmoh4EsMkTdvq0ZRHtInbxpiLtAY23KkYApt7OtYB4Wdxxxx0r9nw+iATcCLD/dqNCv2oSgC4DuUQfDgfTbug81HGC1QqVaQNeWAcI0244zMQcfPDBBrEYhATiJ4CdlO2XRGy2w03w4mfMFM0IODciQ7sIM1o6EqgFAn369Cka6MGyLK7/q4WayXce2H/nu/5rtfTQaWwrM+g63PskeE3RzNuAGcwfWrdurU3G1l13Xfn4448NYjEICSRDoEePHjJhwgQ9C/jjjz9Ku3btknkQUyUBHwLYiGzixInSqFEjbRbWpEkTnxi8TQKVIdC3b1954okn9MO++uorvVFjZZ7Mp5BAeQLsv8uz4Z3qEVhvvfXkk08+0YOQ06dPFyxnpTMnwJlpA1YQKmxqAsejNQyAMUiiBIYMGaLT79mzJxXpREkzcT8CI0aM0EF69+4tVKT9aPF+JQn0799fP26LLbagIl1J8HyWJwH23554eLNKBGzdBroOFenglUBl2pAZNjTBy+KgQYMMYzAYCSRDACY42CDioIMOSuYBTJUEDAngxRDtoq24GEZjMBJInAB2lofFxJFHHpn4s/gAEjAlwP7blBTDVZIAdBv05dB16IIToJm3ITOsI5g6daq0b9/eMAaDkUByBGDeDVnkhk/JMWbKZgR++uknvbM31vDTkUAtEWA7WUu1wbzYBCiXNgl+1hIB9uXha4PKdHh2jEkCJEACJEACJEACJEACJEACJJBTApxKyGnFs9gkQAIkQAIkQAIkQAIkQAIkQALhCVCZDs+OMUmABEiABEiABEiABEiABEiABHJKgMp0TiuexSYBEiABEiABEiABEiABEiABEghPgMp0eHaMSQIkQAIkQAIkQAIkQAIkQAIkkFMCVKZzWvEsNgmQAAmQAAmQAAmQAAmQAAmQQHgCVKbDs2NMEiABEiABEiABEiABEiABEiCBnBKgMp3TimexSYAESIAESIAESIAESIAESIAEwhOgMh2eHWOSAAmQAAmQAAmQAAmQAAmQAAnklACV6ZxWPItNAiRAAiRAAiRAAiRAAiRAAiQQngCV6fDsGJMESIAESIAESIAESIAESIAESCCnBKhM57TiWWwSIAESIAESIAESIAESIAESIIHwBKhMh2fHmCRAAiRAAiRAAiRAAiRAAiRAAjklQGU6pxXPYpMACZAACZAACZAACZAACZAACYQnQGU6PDvGJAESIAESIAESIAESIAESIAESyCkBKtM5rXgWmwRIgARIgARIgARIgARIgARIIDwBKtPh2TEmCZAACZAACZAACZAACZAACZBATglQmc5pxbPYJEACJEACJEACJEACJEACJEAC4Qkkpkz/9ddf8uijj8q5555rlLsXX3xRTjzxRLnssstkypQpRnHCBrr88svl+uuvDxu9puN99913csMNN8ihhx5a0/msdOaCyuOrr74q55xzjowaNUrefPPNRLNLeUwUb00mHlQe7UKgTZ07d679NZFPymMiWGsyUcjh448/Lqecckohf5988omMHj1aJkyYUPDzu/j5559l/PjxfsEi3f/666/l4IMPlh9++CFSOrUYecGCBfLCCy/IcccdJ08++WQtZrHieSqVzaBtJvvweKqM75R1OX722Wdy6aWXynPPPadvBpHNGTNmaD3nmGOOkWeffVYWLVpU9wEx+bDNjAmkSTJWQu6OO+6wlltuOWuttdbyfcJFF11krbfeetawYcOsdu3aWfXr17fGjRvnGy9sgHXXXdfq1q1b2Og1G2/mzJnWvffea6244opWhw4dajaf1chYEHk8+uijrRYtWlirrLKKpX5DVr169ayLL744sWxTHhNDW7MJB5FHFALt4aabbqrlcfr06YmWi/KYKN6aSvz++++3OnbsqNs6ZOyLL76w9t9/fy1n//nPf3zz+ssvv1gnnHCC1aRJEwvtZpIOeUV7rJTNJB9TlbTfeecd/f6D8t1yyy1VyUOtPbRUNoO0mezD46lNvlPW5Thx4kRLKcK6Lbr99tt1AFPZ/O2336zVV1/dOuCAA6xevXppXWfzzTev+5CYfNhmxgTSIBkxCBM6yM477+yrTE+aNMm67777Cs/AjxeKTO/evQt+cV+oUSRr9uzZcSdblfTuvPPOOs/dc889QynTbmnVSTzFHiby+OCDD1rHHnustXDhQmvx4sXW888/b7Vu3dpq2LChBVlNwlEe3alSHv/m8u2331r4GzhwYEWUacpjvuRx3333tTp16lQo9Ouvv26sTCurHeuDDz7Q4ZNWppHBX3/9tZDPNF9gEOKpp54qKoLNMagyneV2slQ22YcXiUwiX9zkie+Uxag//fRT3eaNGTOmcMNENpXVqAWF2nbnnXeeTueVV16xvWL/zEqbCTClshm2zXRrf6OCT8zMG7PiDRo0EDWrh8uyDuZN++23X+F+8+bNRf1wZdllly34xX3RrFkzUSPpcSdb8fReeuklOf300+s8Vyl+vtxLI5VLqzRcmr+byONrr72mzXfssNtvv72WT6Vcy1tvvZVI8SmPdbFSHpcwURYSgj81g7jEM8ErymNduFmWR2UJJvizHdo+OL++G2E222wzWXvttXFZEaes3SrynCQfArPOQYMGyTfffFP0GPTbcCbc7YhZlkuU0U02/fiwD7elI/hnOXniO2UxS7u9tD9x135nLA655Nv8+fNlp512EjU5U/AcMmSIvk5S38lCmwlIbrIZps0s1/4WKiXkxd+td8jIiKa0efnf//4n77//vhYmdKw77LBDnRSxfuWZZ56RDTbYQPbee+/CfWUGXrjGhZoNFDUDKBdeeGGRv8kXrKV67LHH5IgjjtB5wvOUubMccsghRcqzGpUQZTap118hXShKWK+El8jOnTvrtd5YawClXpmDFz36xx9/lKefflqv29pqq60EylYY9+6778r//d//iZohl0022UR23HHHQieKNWxggIEFrH1Ws/WiRsAEAw/t27fXyh0Ea/fdd9dxbrrpJlGm3dKvXz/PrKhZVnnjjTekVatWOo02bdro8GHS8nxQFW9GlceTTz5Zy7GzCH379tXr0MEtiKM8Uh6jymMQefMLS3mkPEJG1DIBeeCBB7Qy17VrV92Hl1NQEFaZCsqff/4p/fv3T2RAx7T/xbsB3jXQL0KJhzOVaYQt1//hnqlDX4w1zVgzufLKK+t+G59wJv32vHnzRJnR67wsv/zyuv/ebbfddL9eLg/l3jmy1G/bZQ8im+XeKdmH853Slqc4P19++WW9L0Tjxo31OzvSLtduuslmo0aNZLXVVivK0ocffih4v1x//fWL/E2+mLR9bm2maXuLPCTdZv7000/y0EMPad0GeqNaYqaVZjXjrBHstddeeiIhTFvnlvcw7a9JXegwUae21cxoYY2PmrmznPb/u+66q6WEx1LCYuG6S5cu2qRh8ODBro9VwmGpEVtLNYau97087777bkspO3rt1vDhwy21UYm1yy676OchT2pUSJvuYm3DMsssY62wwgo6ue+//95SFabDqU5N5/PII4+0lNKqTXvVS0fhsWqTNOuwww6zlCJsjR071lKduoWwQZ3aZMSC+RLMhpGWGmCwtt12W2vatGmFpLBucaWVVip8Vy8zlhq9srbcckvt995771lKmbfatm1rKUGz8N126qWnKK4SIEsp5RbWwKlBD2ufffbR69nVRjO+adlppuUzTnm0y3zjjTdq2frjjz9sL99PyiPlEUISpzyedtppup0Ks2aa8kh5hDx+/vnnllJELfWyZ6nBWUsNxFrq5dBac801cVs79OPq5UCv69too410P6oGmnUbCLPuUof+BeHDmHmb9r/oq9Bv4TkwlYQzkWmE8+v/EMbEoe9UL70WlgLBTFBtQKTfAZymh379ttp8SL8voRwnnXSS7rt///13/XiUEf633nprITte7xxe7wCFBFJ0YSKbQd8p7eKzD7csP9n0kqc8v1NChtCP4x0aS6CURYnVo0cP/VvFHkW2CyKbWEL43//+11pnnXUstIFBnUnb59Zmmra3lWwzoUuVtntq42rtpyZENZpysunWZnrl3av9DVoHpeEjrZmGQGCTMShztjv//PPtS62YqtEY3YHDE+HVbKqGVLqJiNoVT6+vBlT8YROUoA5Kuhopsj7++ONC1LPOOkunh8bUdlCebWUafthQAM9Eg2E7tTupVlSh0OKlA2u5sa4MPybbqRlvHU+ZFdlevp/oeKEUo1Jth01f8HznIANeHJzKNMKqGeyCMo3ve+yxh6VGxXFZ5EobPnT6Z599diEMflB4njI5KfiVS6sQIAUXccqjs7jbbbeddeWVVzq9jK4pj39jojy+VJCXsO0jEoiiTCM+5REULN3OO9vWvLSPKDs23oQSZzu0mejX3JTpoUOH2sEsrKNeaqmligbL7ZtRlGmkYdL/IpyaxdH9lq1Mw89Epk3qF2l5OZRRWd1Z//rXv4qCYfAf7zh4qYMz6behlKP/ve2224rSKn0xNHnnyEK/bUMwkU0oLKbvlHa6+GQfbiab5eQpr304ZAe6ijLhtpyTKXiPx2+4VJk2kU3oEJiUa9q0qU6jZcuWltsgJZ7t5UzaPrc206S9rWSbCX0NLJ2DiMrCWPvZyjQ4uMlmaZuJcH55L9f+Im4Ut2ShlCpNUAcTB5hpY80zjmyBw/FWTodpe9uUG+Fhgg33xBNPOIOJ2nBM1MikTJ48WdRouNxzzz11whRFcPkCM23Y0OOZtjv11FO1H0w0bAczDadDPDg813ZK2RYl8NqMDHlSs7oyZ84cgQnRiBEj9B+OA1E784kSTjua76dSyvQaM7XJWiGsepHR5h9qtEmb0xVuGFyUMzNxRsVRN2pkp5BvmNCjTmBS5XQmaTnD19p1nPJolw1yDdN6HGMQ1FEe3YlRHpdwMW0fl8QIf0V5dGeXF3nE8ZNY5qMUiwIItJkwmXZr+2FiZzssd1K7yetjApUFle0dy6dJ/4sHlfbb8DORadP6RXrlHJZ24f1kiy22KAqCNZBYC6kU4yJ/ky9uzJ3xTN85/NJxplmr10FkM2ibyT78z0DVbiJPpr8pk7QCZa4KgfG+jLbPua5ZWbvqnJSWz0Q20WbdfPPNevnmFVdcoT+VhWvgkpm0feXaTDzMS98xrV+vTFejzUR+TPNeWndeZTG5F3nN9LXXXqvXUqlRA71+GEowFNFyDp0RFu1jHZCb66g22UEaEEo1Gi5qJNItmLGfGv0RNQshakc74zh2QCi5cIirRkC0UnXdddfZtwN/qlEPvdaqe/fudeJuvfXWeiABHbb9Q60TyMXDTyBwph1YY+2135pqv7RcHl9zXnHK41dffSXq6ANRZiixlZPySHmM0j7GJoj/JER5zI882uvQ1DGURWJk2u6j30KfjP6kEpvaOPtf7GVi6pwyHaT/80pf7d6rb2O9ttOh34bDGuqgzo+76TuHXzpB81WN8FFk0+udkn34ZD0IxHfK8FIN2VQWJ0UJmP7mvGQTepA6OUawvhrrhpX1i+uAYdGDfb442z6foHVu2+0t9osy1RnqJOLwqEabGaS9N61DR5E8LyPNTCNljG5gMy2MrIwfP14vzC+d8XTmAKM76JCUaZnTu+harSPQG2qpM6eL/MN8gYBiBtnreeXSVcfR6FuIi536lDm2XihfLryfPyoPm1hhV+jSg9rtl4Wgm1z5CYS92+BHH33klz3X2QnfSDUWIC55xI/ynHPO0Ru/uY3uhS025fHvJofy6C5BJu2je8xwvpTH/MgjNhGDw+x0qfPrRxAem1wiXOkmOqVpxfXd2f8GSdMp00H6P69n2DvwYqdop1t11VVFmb/rft3pb3Ltx9z0ncMvHZO8VDtMFNks12ayD/97AIrvlOGlG5t1YZNgtzYTqfr99srJpjNHsMpFHcXxnuls+5zPMLkubW9N3tG80q1GmxmkvferO6+yud2LpEyj4u666y5RG3oJZmxhum3vzub2MPjB3BgNZ58+fcoF0TPBaAixw3VUh85v7ty5ese8oGnB9AjmHVDqN9xwQ5k1a5aotddFySCf119/fZGf1xeYy2FHUHBwOgxIYHdPW+mHuTry7eUgDKVKeWl4/Jjx8qPWmWkzded9mJV/99132sskLWfcWryOSx7ReMKc/6qrrhKnOT5k+8svv4xUdMoj5RGj0OWcSftYLm4Yf8pjfuTR3jEW/VoYh520cYIF+vtKOGf/G+R5Tpk27f/80ke/DedcLobvar2fHmBXG4Piq15SZtJvI6xf323yzpGFfhssosimW5vJPlz0JBffKSFd4R3ew9XGydoyderUqYETcpPN0kRggeJnNVoap9x3Z9tXLkw5f7u9xcSeic5QLh3bP0ibiTgm7aZfm2nS3ttKtF9adjlMPyMp0zBbhnKJTzgovzD/cpqAqcX2+rgrO0M4ZgNrrO0jpWBXj2Of0PjZDuuPLr74Yn1Mle1n+omRJKfJldp5U3r27FmkTEPpUpsJ6COxnOk6R2KmTJmiZ5CRDzjkGUdgYE346NGj9TNg/jts2DA54IADnMl4Xl900UV6BAqDELZTm8AIfgS4h9FoOLDE2jS1+7hW4vGpDnsXmGCo3T91GKzlxaw7/HCUFpR9OJQN13a9qA1n9NrvXr16aesB/MDVhmQ6HM6vhSuXlr6Zkn9xyCOOH4NJD2T4vvvuE5iN4++8887T9Rx0VobySHm0f4dh2kfnT8/+3ft1Os44pdeUx/zKI45gwtGV6HtspRDmfFCSccwKjmmBfNgO/YjtsNQJJt5oC0tdHHKJNL36X9xHvw1XumbbT6ZN+j+dsMc/KLZqQzbNzR6ARvBXXnlFv6fgPQDOtN9GWPT5aBvAHc7mjXcmOJN3jiz02yhrENn0e6dkH/73EbN8p4RkRXennHKKTmTkyJG6DcL7utqJW/vh94/3ctt5ySb2XBo1apQegLPDIy7ex7F2Oozza/vKtZl4lld7W8k2E+blHdXyXrxvY3YcS12hJ8KBDXjDubV1pW0mwvnlHenAlba/2jPKP9WYh3ZKOPQRUgMGDLBU4S2lZBbtdvnss89aG2+8saXMGCxlMmsdfvjh1plnnql3x7Yfqhbi6+Ml1IiCpTokC1uiq87dvh3oE+lj172jjjpK71iKfKkRHwvHSsEphd26+uqrLXW+st4pDkdwqdEmS8046u9K6bawQzd2zVUz0voIDGcG1BoAveup4q3Dq7Vn+mgrZxiTa3W+tKWEx1LrJSy1OYalDm631Mx+UVTs5KnWW+jn4EgxNZulj/DCDty33HKLDotd1NXImYXdAFEu1If6UerjwZBH7DyK8mHHVpQJYeGPT7Uxm6VGZgrPLE2rcCNFF3HII2TGrt/Sz6BHtlEeKY+q4baitI/4+eFkAfyu1SyDlk20F2hbgzrKY77lEfKiNtPUR2OhbVNWUPooSvSROOoFu2SjDVWDNfpoSbW5pu6jcCyMUuz0sYqlMoedbnEP6UE+0TehPw3iTPpf7CaOnbLxHPS748aN04/wk2kEMun/TPILNmrzUX3E0L///W+9+yx2l1bKdSG6Sb+NwGoyQZcFu0yrF0hLmZHq0zVQPrwz2aed+L1zZKHftuGZyKbJOyX7cL5T2jIV1yd0G7Ue2Vp66aWtrl276h2joUegPcDxtnB+sqkUbf3bVjOjug3GSUPK+lGfFBQmn35tX7k206S9rWSbibJjJ2/oMThueODAgVoHxIkb0JFw2hFcaVtXrs00yXtp+6sfEPFfpKOx8GwcG6VGP3SHUC4vUGKdHU5pOCh1eGEEhCgOwoXjO+DwPDVqYZScLVxq1MhSM7qWmun1zAvOmUMHGMWhrGoExsKZnnh5KedwnqXt0JmXOmVmXhgsKL1X+h31gG3oUUY3FyQtt/i14BeHPMZVDsqjN0nK4998/NpHb4rmdymP3qzyII82AfQreLmDgwJYzuEYxXL9Rbk4Qf2D9r/O9IPItF/9OtP1ukY/OWHCBM/zYf36bfT/yhrA6zFF97zeObLQbzsLayKbbDOdxP6+5jtlXSZx+uDd0j4TWu3gr/Uet/T9ZBPnysfRpgZp+5z5DNLeVrLNhH5jT3yCr3Oyz85/kLbOK+9B21/7+V6fkXfzxpoCONtcWH8p+dekSRNtIl3iXfiKRePldrjFOuzSY7QKEf+56NChg5xxxhlF3jDJDuOwG56fKS82HSl1JlvbwxTM3o4edvv2kWGlaTm/t23btvBVjYoVru0L55pe26/cJ+oBu6SXc0HSKpdGtf3jkEevMlAeKY9e8lF6j/L4NxG2j6WSUd3vzn6ldIdqZ85wEkZYZ1rnzo1GTfrfcvnx6/Pd+r8w7Tn6SbcTOZz5cvJ167fR/+O9xdS5vXPYcbPQb9tlwaeTXTnZ9HundKbndm0qm864fvLlDOu8NpFpt/o1zSPfKZ20k7tGX263h9h0sJzzk001A1suqtZ1aknfcWszkfmgsmnSZqKdtNvKcnyDtHXl8o78B21/EcfPRVam/R4Q9T4UW+e5mG7p2YDVSIRe84V1C+UaYbf4iAenRj3cbhv5+eURiTg7CaNEGajmCFAea65Kcp0hymOuq7+mC2/aJ0bpf8P2+Ta4IL8fOw4/008giGxiXSrfKdNf52koQZD2KGzbF6W9tRma/n7s8Ln49Jq2TtM9tTO1pWa39TokNWpiqYXrRtnHOp3BgwfreFhDps4VLmu+YZQgA5GAIkB5pBjUEgHKYy3VBvNiE4jS/4aVafvZ/CQBLwJh5SuKTHvlh/dIwCZA2bRJ1M5nPWQlC6MG2NXNWRSc2YZpfj+nbPOLdhJHeMx0wwyAjgTCEqA8hiXHeEkQoDwmQZVpRiUQpf8NK9NR88z4+SAQVr6iyHQ+yLKUUQlQNqMSjD9+ZpTp+NEwRRIgARIgARIgARIgARIgARIgARJwJxDpnGn3JOlLAiRAAiRAAiRAAiRAAiRAAiRAAtkmQGU62/XL0pEACZAACZAACZAACZAACZAACSRAgMp0AlCZJAmQAAmQAAmQAAmQAAmQAAmQQLYJUJnOdv2ydCRAAiRAAiRAAiRAAiRAAiRAAgkQoDKdAFQmSQIkQAIkQAIkQAIkQAIkQAIkkG0CVKazXb8sHQmQAAmQAAmQAAmQAAmQAAmQQAIEqEwnAJVJkgAJkAAJkAAJkAAJkAAJkAAJZJsAlels1y9LRwIkQAIkQAIkQAIkQAIkQAIkkAABKtMJQGWSJEACJEACJEACJEACJEACJEAC2SZAZToj9fvrr7/KWWedJTNnzsxIiVgMEiABEBg7dqw89thjhEECJJAxAlOnTmW/nbE6ZXFIwI0A+vGHH37Y7Rb9MkCAynQGKhFF+Oijj+S6666Tzp07y2233SaLFy/OSMlYDDcCbdq0kUcffdTtFv0yQuDtt9+WHj16yIABA+TVV1/NSKlYDBIgAZuA3W+vscYactNNN8miRYvsW/zMMAH23xmu3JKivf7669K9e3fdj7/22msld/k1KwSoTGekJnv16iUTJ06U/v37y/Dhw2XTTTeV8ePHZ6R0LEYpgenTp8v8+fNLvfk9AwSmTJkiQ4cOlc0331zq1asnb731llx00UUZKBmLQAIk4CTQu3dv3W8PHDhQRo4cKRtuuKE8/fTTziC8ziAB9t8ZrNSSIn3zzTdagd5yyy2lUaNGgsHxSy65pCQUv2aFAJXprNSkKkfr1q3lmmuukQ8//FDat28v2223ney1114yadKkDJWSRSGBbBKYM2eOnHfeefL/7N0JvFXT///xT5PMldBkKjJLwhfVT4giQiollEKEfIXMw5ev8RuZMg+RCpkqU0mZypAxmYlMGSpk1rT/672+333+59577r3n3DPtc85rPR655+yz99prPfd11/nsvYYtttjCXnjhBXvggQfsxRdf9DfGirPG1AoBBNRuX3vttfbee+/5nmX77befde3a1fc2QwcBBApLYMmSJXbmmWfalltuaW+99ZZNnDjRP9hq165dYVWE0qYkQDCdEldh7LzVVlvZk08+aU899ZR99NFHtvXWW9vw4cNN/5OTEEAgWgJBENj48eN9EH3VVVfZeeedZx9++KHvZRKtklIaBBDIloCGaGlM5fPPP2+LFy+2HXbYwQYPHmwaV01CAIFoCyxfvtxuuukm05ANDbXUU+h3333XDjrooGgXnNJlRIBgOiOM0cxk3333tTlz5tjIkSNt9OjR/q73LbfcwrisaF4uSlWCAhpPpW5gRx55pHXp0sU++eQTO+uss6x+/folqEGVEUBg991390M71Gbrhri+nF966aWmniskBBCInsDjjz9u2223nQ0bNsz69+/vh26cfPLJVq9evegVlhJlRYBgOius0cm0bt26duKJJ/r/uQ8//HDT/+Bt27a1Z555JjqFpCQIlJjAV199Zfr/UROTrLbaavbGG2/YHXfcYU2aNCkxCaqLAALlBTRXgm6wffzxx77LqOZM2Hzzze3ee+819WQhIYBA/gX0sErzHnTv3t223XZb++CDD+zqq6+2hg0b5r9wlCCnAgTTOeXO38n0P/c111zju520bNnS9tlnHzvwwAN9Y52/UnFmBEpL4Pfff7cLLrjAd+l+9dVX7eGHH7Znn33W3+AqLQlqiwAC1QnoRpuGfajHisZSDxw40HbeeWc/p0J1x/I5AghkR2DBggV29NFHm8ZBaznamTNn2oMPPmitWrXKzgnJNfICBNORv0SZLaDubmvN2mnTpplmG9TdNHVN+emnnzJ7InJDAIGYgJ4mjRkzxj9duv766/1EY++//7716NEjtg8vEEAAgUQCTZs2tdtuu81PaKRllTp16uT/dijIJiGAQG4E/vjjD7vooot8Oz59+nQbO3asaahWhw4dclMAzhJZAYLpyF6a7BZMXVM006Bm/x43bpwfTz1q1CjTJAokBBDInIDuWmuZq0GDBvnuYPoCfPrpp/vlMjJ3FnJCAIFiF9C4zKlTp/qx1Po7ss0229gpp5xiWmqJhAAC2RFYuXKl3X333f57suYgCicJ1ZJ2GpJBQoBguoR/B+rUqWPHHXec70KmL/qnnXaatWnThnUuS/h3gqpnTkA9P/r06WP/93//58dQ6eaVJgBcb731MncSckIAgZITCCcX1c3w++67z09SpmFcS5cuLTkLKoxANgVmzJjhl6c85phj/NBI3cTSJKGrrrpqNk9L3gUmQDBdYBcsG8Vt0KCBn8Zf3U61Np7GZumfJlMgIYBAagIaQ3XOOeeYlqh7++23Y8Mq9FSJhAACCGRCILwZ/umnn9rxxx/v/+ZoGcxHHnkkE9mTBwIlLaBlZTWvUOfOna1Zs2b2zjvv2M0332zrr79+SbtQ+cQCBNOJXUpy66abbuobYk2I9N133/mn1EOHDvVrXpYkCJVGIAUBdQXT+pKal0BPoC+//HI/4Z9m+iQhgAAC2RBYa6217LLLLjN9+d9ll12sV69evjfMa6+9lo3TkScCRS2waNEi0/dezSf0xRdf2NNPP21PPvmk6UYVCYHKBAimK5Mp4e177LGHX6pHAcFDDz3kx4lce+21tmzZshJWoeoIVC7w3HPP+a5gekKkL7PqCqaxjKwzWbkZnyCAQOYENtpoIz//iVYJUFJgfcQRR9iXX36ZuZOQEwJFKvD333/biBEj/JAJfe/VU2gNzdLKNyQEqhMgmK5OqEQ/r127tp/6X+tcKkA4++yz/Z06LU5PQgCB/wrMmzfPDjnkENtzzz1NM+6qK5jGMWrGXRICCCCQawEtnfXiiy/6pXo00/AWW2zhu4Br+AkJAQQqCkyYMMEPy7rwwgvt5JNP9jfDNUZa34NJCCQjwG9KMkolvE/YhUzjp7fffns/G7Hu1L377rslrELVS13gl19+sTPOOMN3/frwww/97LpPPfWUb5BL3Yb6I4BA/gV69uxpmgdFXcDVy2yzzTazW2+91VasWJH/wlECBCIgoJtN7du3t759+/qhEXp4dPHFF9uaa64ZgdJRhEISIJgupKuVx7Jusskmprt3uuP9888/W9u2bW3IkCG2cOHCPJaKUyOQWwF9EdUXUn0xveuuu+zqq6/2T6M1uy4JAQQQiJLAKqusYsOGDTNNUqZlfDQWVDfFp0yZEqViUhYEciqglTYUQO+2225Wv359e/311+2ee+6xDTbYIKfl4GTFI0AwXTzXMic16dixo82ePdtPtDR58mQ/nvqqq65iSY6c6HOSfAo888wztsMOO/gvpIcffrjvCnbSSSdZ3bp181kszo0AAghUKbDOOuuY5j157733fJut1Tq6du1qc+fOrfI4PkSgmASWLFliZ555pl+1RuOhJ06caJpwt127dsVUTeqSBwGC6TygF/optUj9gAEDTF1iNL7kggsu8N1dH3300UKvGuVHoIKAfs+1RIaGN2y88cZ+iIPWdG3UqFGFfdmAAAIIRFWgdevWpnb6+eef96t06Obg4MGD7fvvv49qkSkXAmkLLF++3G666Sbfo0wrbvznP//x7fhBBx2Udt5kgIAECKb5PaixwBprrOHHl4RLcoQTMWltXRIChS6g4Qynnnqqn3jv888/t2nTptljjz3ml74q9LpRfgQQKF2B3Xff3bR01ujRo/18Dxq2cumll9qff/5ZuijUvCgFNGnudttt54c79O/f3w950EMgVtooysudt0oRTOeNvnhOvOGGG/olOV5++WXfGO+4446mmRC5210817iUaqK72DfeeKO/iz127Fi7/vrrTTeI9t5771JioK4IIFDEAuphduSRR/oeZur6esUVV/gbhffee68FQVDENadqpSAwZ84c32Z3797d3xDXJLqa46Rhw4alUH3qmGMBgukcgxfz6XbddVdTQK3GWAvdq0uZGmit30dCoBAENDGPJujRE+mBAwf6cdFaGq5OnTqFUHzKiAACCKQksNpqq9l5553n/9ZpLLX+7ml5rRdeeCGlfNgZgSgILFiwwAYNGuTHQWs5uJkzZ/pl4lq1ahWF4lGGIhUgmC7SC5uvaulud79+/Uxdv08//XS75JJL/GQPDz74YL6KxHkRqFZAd627detm+jKpdVm1pMyIESOsQYMG1R7LDggggEChCzRt2tRuu+0208RMjRs3tk6dOlmPHj18kF3odaP8xS/wxx9/2EUXXeR7V8yYMcPUq0xLX3Xo0KH4K08N8y5AMJ33S1CcBdDdbk1MpqBa47P69Onj1/F74403irPC1KogBX788Uc/O3ebNm3s22+/9TN7PvLII7bpppsWZH0oNAIIIJCOgMaXTp061Y+l/uSTT2ybbbaxU045xfS3koRA1ARWrlxpd999t+8JOXLkSN/L4sMPP/RLwenhDgmBXAgQTOdCuYTP0aJFC79+36uvvurHYan72FFHHWXqikNCIF8Cy5Yts+uuu86Pi1aviVtuucV0o2ePPfbIV5E4LwIIIBAZgX333dc07vSGG26w++67z/+t1CoGS5cujUwZKUhpC2hZq3COHq24oZs/Z511lq266qqlDUPtcy5AMJ1z8tI8oYJojV25//777bnnnvNdcdQFnNlDS/P3IZ+1Dmf31KQ7xx13nG+Ajz76aKtdmz+H+bwunBsBBKIloLki9Dfy008/Nc0dcc455/hlMNV7h4RAvgTU41HB81577WXNmze3d955x26++WZbf/3181UkzlviAnx7LPFfgFxX/9BDDzV1wVGjfOWVV/rx1LrrTUIg2wLvvvuudenSxTS7p7p16/fw8ssvt7XWWivbpyZ/BBBAoGAF9Dfysssu88O2NNFor169/LAtLa9FQiBXAosWLfLDsrbddlv74osv/ES3TzzxhL/Bk6sycB4EEgkQTCdSYVtWBdQFR8G0uuRouaEjjjjC2rdvb+oKTkIg0wILFy60IUOGWNu2bf24vxdffNEmTJhgm2yySaZPRX4IIIBA0QpstNFGfmKnsK3eZZddfPv95ZdfFm2dqVj+BbQijCYE1XroDz30kH8KrYny9tlnn/wXjhIg4AQIpvk1yJuAZg+988477fXXX7dVVlnFdtttN98wf/3113krEycuHgGN7dO6klqibfLkyf53TU9SOnbsWDyVpCYIIIBAjgU0bEs3JTXfhGZM1goIukGupYhICGRSQDe+t9pqK7vwwgvt5JNP9g9hjjnmGIZlZRKZvNIWIJhOm5AM0hXYYYcd/Dhq3XHUOtVqmPWHU0sdkBCoicDEiRP9LLTnn3++7xb28ccf24ABA4zZPWuiyTEIIIBARYGePXv6ZQTVBVyTOOrJ4a233morVqyouDNbEEhBQDdp1GOxb9++fkiB2vCLL77Y1lxzzRRyYVcEciNAMJ0bZ86ShMAhhxziG2YF0tdee62fpOzee+/1s4AncTi7IOBnn9WkJFofVU9PNC763//+t62xxhroIIAAAghkWEC9yoYNG+YnKTvssMP8zcvtt9/epkyZkuEzkV0pCMyfP98H0OqpqN8t9Vy85557bIMNNiiF6lPHAhUgmC7QC1esxa5fv76dccYZvivP/vvvbwMHDjSNy3rppZeKtcrUKwMC33//vR177LHWrl0736NBvy/jx483jfEjIYAAAghkV2CdddbxN8Hfe+89P7Rmv/32s65du9rcuXOze2JyLwqBJUuWmFbY2HLLLU3jodW77Dm38ovadBICURcgmI76FSrR8mmJA3UXe/PNN23ttde2Dh06+LuVmsGRhEAooIlJrrjiCv/lTU9CxowZ44cK6K42CQEEEEAgtwKao+LRRx+1559/3hYvXmwaxjV48GD77rvvclsQzlYQAsuXL7ebbrrJDxHQHDr/+c9/TCtvHHTQQQVRfgqJgAQIpvk9iLSAljB65plnbNKkST6w1l3Lc88913777bdIl5vCZV9AY+w1MYm6cZ922ml+2ZbDDz+ccdHZp+cMCCCAQJUCu+++u2nCx9GjR9tTTz3lb3heeuml9ueff1Z5HB+WjsDjjz9u2223nR8m0L9/fz9UQJOM1atXr3QQqGlRCNQKXCqKmlCJohdYtmyZjRo1yk9CoeW1NOmJJpWqXbu47wnNnj3bZsyYUeb6nn322davXz/fEIUfNG/e3NQgFXt64403fOM7c+ZMP/u71opu0aJFsVeb+iGAAAIFKaAAeuTIkb4XUcOGDX3brSUxS2FCSNrvir+yc+bM8TfAp0+f7tcsv/LKK61Vq1YVd2QLAgUiQDBdIBeKYv5/gUWLFvnZvtUNXE+uNVmZ7oIXaxo6dKi/iaDJOMKke2DxX0TUVapRo0Ymm2JN3377rV9+RZORqBu3rrsmGSMhgAACCERfQF29L7jgArvrrrusbdu2PsAu5rZbV4T2+///Xi5YsMDOO+88P6HYTjvt5K+/hvCRECh0geJ+pFfoV4fyJxRYd9117cYbb7R33nnHNLa6U6dO/u7mZ599lnD/Qt/Yq1cvXwWtmxz+01P68LV+1qlTx48pL/S6Jiq/nmpccsklvpvgs88+a/fdd5/NmjWLQDoRFtsQQACBiAo0bdrUbrvtNj/BVOPGjX3brZUXPvnkk4iWOP1ilXr7LUEtc3rRRRf5FVrUy27s2LF+fXIC6fR/v8ghGgIE09G4DpSiBgJbb721X37jiSeeMM0gqveaDfKXX36pNDd1NTvggAN8IFrpThH7QHfu11tvvSpLpeBay5IUUtINkc6dO1e5Jun999/vZ/dUN7BzzjnHL3XVp0+fQqomZUUAAQQQiBPQONmpU6f6sdQKpLfZZhs75ZRT7Mcff4zbq+zLt99+2/bYYw/T081CSsXafqt33PHHH29XX311pZdj5cqVdvfdd/sb4frupafSWq5S31Xie9ZVmgEfIFAoAhozTUKg0AVcMBlcf/31gVueI3BPqwN39ztYsWJFmWp99dVXgesqrTkCAjfeuMxnUX/jJtgK3KQcvuwqf/l/zZo1C1zDFfVqxMr3yCOPBK4x9fW45ZZbYtvDF6+++mrgunIHbjx84JZHC9wXqPAjfiKAAAIIFImAG6IUqA1Qu+2GKgUu6ArcKg0Vate+fXvfXrib5oFbRqnC51HeUGztt6yHDx/ur4e+l7i1oSvwu/HQgevKH7hec4ELugO3fGWFfdiAQLEIWLFUhHogIAF3Zztws0EGdevWDdx46kB/0MPk7ob67QpEFci5u6ThR5H/6SbdqhBAhwG1GrOzzjor8nUIC/jKK6/EbmqoDm5CmuDnn3/2H+uGh5uYxl8fd0c/UL1JCCCAAALFLeB6lAVuYs3ATS4abLrppsHDDz8cq7Buvobtndp294Q6cMObYp9H/UUxtd+ydhPBlrkehx56aOwSuCfPQffu3f3n3bp1C1yvwdhnvECgWAWYgMz9hSYVn8BHH33kZ4tUF3CtV6glk9wf/AoV1bqGgwYNqrA9ihtatmxp7g5wwqJpdkxNxhb1pHHtO+64o++Kry5gSu7LkZ144ommWV5HjBhhGlentSZ79uwZ9epQPgQQQACBDAp8+eWXfkjP+PHjTWNq1RaoW7C70WphmxHOEaKxt4WSiqH9lvXEiRPtkEMO0YO4MvTqtv/YY4+Z62Xgh9xdddVVts8++5TZhzcIFKsAwXSxXlnq5QWefvppO/XUU31D/Pvvv1cYn6tltaZMmVIQf/Q1gYcm4tLM3fFps802K4gJXDQeTjN46ktR+TroOqy++up2/vnn2z//+U+rX79+fBV5jQACCCBQQgJao1pt9/vvv2+u51IskA4JNOZWS0Rq7epCSIXefsv45ZdfNtcrwDRHS3wwrRvimhhW6d///rd/QFHsS5b6yvIfBP4nwARk/CoUtUCXLl18g6tJydwY6gp1VYNw8MEH+5nBK3wYsQ26O18+CFUjdtRRR0WspBWL48bA2f77758wkNbeanj1FOKMM84gkK7IxxYEEECgpAS07OHkyZP9ZKHhE+l4ALXdl112mWmJzEJIhdx+y/fjjz+2fffd138HiQ+k9Zm+l2jZM/UiOOaYY3x7ru0kBEpFgCfTpXKlS7SeWlbJjb/yf+jLNwAhibqM6a6qG9dkLVq0CDdH8qe6cs+dO7dM2ebNm2etWrUqsy1Kb+SuLvaPPvpowhsa8WXV0le6801CAAEEEChtgWHDhpkbn1vhJnK8ip5QT5o0ydw43fjNkXxdiO23IH/44Qffq+zbb7+t9FroOmywwQb26aefmpvoNZL+FAqBbAnwZDpbsuQbCQEt26CGoLJAWoXUE+vFixebnmL/+uuvkSh3ZYXQU2g9jVZS49WuXbtIB9Iqp5YrcxPIVBtI66bGSSedVKE7n/IgIYAAAgiUjoBuEt9www2VBm/xEr1797bZs2fHb4rk60JsvzU8Tt+Nqgqkha3vWN98842/+RFJfAqFQBYFCKaziEvW+RX46aef/HiqRN27y5dM3ZTUjalHjx5JNd7lj8/Ve62xHNZHXaMHDBiQq1PX6DyajESTiiXqplc+Q9VL64VrbWkSAggggEDpCrgVKmJtXVUKCuLUfnft2tUUgEc5FVr7rTa5V69evl0uP8QskbPa+QsvvNBPMJroc7YhUKwCBNPFemWpl62xxhp+MqtOnTpZgwYNYiJuKamEY3rUWDz33HM2ePDg2L5Re6Fu6G69TV8sNVyJZiiPSpmffPJJO+GEEyotjrqC6em6kq7Jdttt5ycu2X777Ss9hg8QQAABBIpfoGPHjqZx02rHw6Q2I9HEVgr6fvvtN+vcubMtWrQo3D1yPwup/RbecccdZ5rEtbJAOr4NV8+y1q1b+5m+9ZqEQCkJMGa6lK52idd1wYIFfqIxLSP19ttvm2YL/fzzz/1TUzXQ6j7t1q70Spo1+9xzz42k2G233eYbOY0t1hjjKKY333zTTyj2119/mRpWBc1hg7zeeuv57uk77LCDKXDWv80339zvF8W6UCYEEEAAgfwJaLkszRUS/tP8JnoKrTZFbYtuxoZtt4Y+zZw501ZbbbX8FbiKMxdC+63ia1buCy64wNdEvrp5H/aK0/KVYfutceDbbrutbbnllv46VFF1PkKgaAUIpov20ua3Yl988YXtvffefjKK/JaEsyOQGQHNVDp8+PDMZEYuCCCAQEQEHn74YTviiCNMNz9JCJSCgJbp1AMVEgKZEPjvTEaZyIk8EPifgO4i66mpulZPmDChIF20jqLuxkY1ac3mRo0axbpJR62cuoutsWyF3t1LE9JdfPHFfmKVqI/Hi9rvAOVBAIHoCyiQ7tu3rx3lJrfURFOFnqLedss36u23ylgIjipnqumuu+6yqVOn2tdff53qoeyPQKUCBNOV0vBBTQT0RHrPPff0gfT06dOtcePGNcmGYxDIu4BmeNcYPA0BUDe2NddcM+9logAIIIBApgTCQPr444/3M2dnKl/yQSCKAkOHDrVnnnnG+vXrZ6+88koUi0iZClSACcgK9MJFsdgKpPVEeu211zYC6SheIcqUrEAYSC9ZssSPS69fv36yh7IfAgggEHkBAunIXyIKmEEBBdJaXUSrhejmOAmBTAoQTGdSs4TzCgNpde0mkC7hX4QiqHp8IK3Z3TfeeOMiqBVVQAABBP4rQCDNb0IpCcQH0j179iylqlPXHAnQzTtH0MV8Gq3nrMkcNMZGMzsOGTKkmKtL3YpcYP78+aYn0gTSRX6hqR4CJSgwbdo06927t2266ab2/fffR3p5xRK8PFQ5wwJqy2fMmOGfSBNIZxiX7GICBNMxCl7UVODjjz/2azvuu+++RnfYmipyXBQE/vjjDz/D58SJE3kiHYULQhkQQCCjAgosGjZs6Jc2ymjGZIZABAW0TKfGSBNIR/DiFFGRCKaL6GLmuypaP3HDDTfMdzE4PwI1Fvjqq69so402Mq2jSUIAAQSKUaBly5YFu9JGMV4P6pQ9gR133NGaN2+evROQMwJOgDHT/BoggAACCCCAAAIIIIAAAgggkKIAwXSKYOyOAAIIIIAAAggggAACCCCAAME0vwMIIIAAAggggAACCCCAAAIIpChAMJ0iGLsjgAACCCCAAAIIIIAAAgggQDDN7wACCCCAAAIIIIAAAggggAACKQoQTKcIxu4IIIAAAggggAACCCCAAAIIEEzzO4AAAggggAACCCCAAAIIIIBAigIE0ymCsTsCCCCAAAIIIIAAAggggAACBNP8DiCAAAIIIIAAAggggAACCCCQogDBdIpg7I4AAggggAACCCCAAAIIIIAAwTS/AwgggAACCCCAAAIIIIAAAgikKEAwnSIYuyOAAAIIIIAAAggggAACCCBAMM3vQMEKLFu2zKZPn27Dhg2zJ598smDrkeuCR91t5MiRdtNNN+WahfMhgAACCGRJ4Msvv7Sbb77ZjjnmmCydIXvZ/vbbb/bYY4/ZmWeemb2T5CDnfNTjs88+s0GDBtnXX3+dgxpyCgTyI0AwnR93zpoBgblz59qECRPs2muvtQULFmQgx9LIIupud911l40ZM6Y0Lga1RAABBIpcQEHcrFmz7JJLLrEpU6YUXG1V5pNPPtnuv//+git7fIHzUY8333zTRo8ebfreQUKgWAUIpov1ypZAvdq1a2cnnnhiCdQ0s1WMuturr75qzz77bGYrTW4IIIAAAnkRWHPNNe2www6zXXbZJS/nT/ekvXr1sn/84x9Wt27ddLPK6/H5qIfOuXDhQttvv/3yWndOjkA2BQr7L0M2Zci7IATCxq1WrVoFUd6oFDLKbmussUZUmCgHAggggECGBNTuFGpbXbt2bdO/Qk/5qMe6665b6GyUH4EqBQimq+Thw2wILF++3I91VtDUunVrmzRpkmlcTY8ePTJ651rdi1588UX7448/TE9ju3TpUqEhr24fjfOZPHmyDRkyxJ5//nmbOnWqtWjRwo4++mhbbbXVUuL54Ycf7IknnjD93HTTTX2ZWrVq5cdizZs3z3T3XuPJfv31V9/NWWObmzVrZn369PHnScYtmX0SFVpjz7/66iv/Uf369e2QQw4x/Zw9e7a9//771qhRIzvooIMSHZpw259//umv64EHHujrqzHtzZs3t+7du1udOnXs+++/965q2Hv37m1rr712LB/5PP74436c1YoVK+yBBx6wpUuX+s833HBD22qrreyZZ56xlStXWtu2bf2/8GB191dXNl23Dh06WOfOncOP7KeffrL77rvPTjjhBHvqqafsnXfesdNOO63gnzbEKsgLBBBAIMMCmWwDKytade2wjlO7qHbkgw8+MLUDas/1M0w1bfvC48v//PHHH+2hhx6y+fPn20477WRBEFT4/qBj1BapN5XaSLXVjRs3jmWlsn733XfWqVMn3+Z89NFHvr1TudV+qev7yy+/bLvvvrvtuuuuseP04uOPP7ZXXnnFt1Nqy/T9KEyqq3pvqf3cbbfd/HcI5d23b1/bfPPNw938z2TrUeagBG9qWhfVU9+d9P1m55139t2933jjDX8GfRfQddT113eCevXq2aGHHup/hkWoypc2PVTiZ94F3B8IEgJpCbg/+IH7RQ7cBCPV5uMCtsAFan5/F2gF+++/f+CCm8AFjYG7ax24xqvaPOJ3eO+993xed9xxR/zmwE1KFrg/yoELUgP3hzpo06ZNsMceewSLFi2K7VfdPmPHjg1cAxm4oDk4/vjjAzeJRtCtWzd/PtflK3ABXiyv6l64P/rBjjvuGLgvBIFrCAPX5S148MEHY4dts802wQYbbBB7/8svvwQuwAxcQ+m3JeOWzD7hCcq7/f7774HKoOsos/i05ZZbBq6hjt9U5evnnnsucDdJfF5XX311MHjw4GD48OHB6quvHvTs2TO4/fbbg8MPPzxwDX/gnlIELsD2+cll9OjRwVprrRU0adIkdg5Z6PqpbJ9++qnf3rFjx8CNX4vtoxczZswIjj32WH+93Vj6wDXe/ndLn919993+/Podu+GGG4Ltt9/e5zdnzhx9HEv6HdZ59Dsdn1z3xMAF3vGbeI0AAggUnMBZZ50VuJvLSZU7k22gTuhunJZp57StunZY+7z99tvBdtttFzz88MOBu9kaXHXVVf7v+z333KOPg1TaPn9ANf/58MMPAxf4BS+99FLgbmoHt956a+BuLgcuUI0d+ffffwfu5nfgbtD68rnuzIF7AhuobVWbpfZCbYm+7+g7ztlnnx383//9X+ACyMDdVPffAbSP2n21S/FtzjXXXOO/r7hANPj888+DTTbZJHCTcvpzu+DYt53KW+1ov379gn/+85++zdT3qMWLF8fKmEw9YjtX8iKdushCLiqrm3wudga1x9p2xBFH+G3uBnjgbjiU+X5Wla8OSrZN1++6fufj0+WXXx64Bxrxm3iNQFoCuttGQiAtgVSCaZ1IAZH+kKphDZO7exust956vmFR45VsKh8U6jg1sApEf/7551g2Cgbj/3gns48O1h97BXzvvvtuLK/zzz/f53XLLbfEtlX3QgGcGoswuSfxwfjx48O3vsGJD6b1gRqBMJjW+2TcktlHeSVyc0/gfb0U7IbJPen1ZQvfJ/vTzcjt84q/YaAGTddAX4jCdO655/ovKe4JdLjJf/mID6b1gcqrLzMKzN2sqsEFF1wQ218vdJPCPeUP3EQ3se2u94A/n7vz77fpi4fO/8gjj/j37k57bN/wBcF0KMFPBBAoRoFUgmnVP1NtoPIqH0wn0w4rqNIN3fJ/8xVErrLKKr5tUN7Jtn3at7qkm6e6ARwmBbVqX+KDaQX0F154YbiLD+jVvnTt2jW2rUGDBj4od73j/DYFpu7pa6D8w226ka16uMnZrVqfOwAAQABJREFUYsdtttlmgZsPJvb+4IMP9jfyww2u55dvy/bcc08f7Gt72H6rfQxTMvUI963uZ03r4nqA+bLGB9M6l36vVl111cA9gQ8OOOCAQN8B41Myvsm06QTT8aq8zpZA4Q8AcX+9SIUlEI6JVRfdMLngydxTRd89192JDTfX6Kdm93aNr7k//rHj1fWpZcuW5u60m2vQ/Azg1e2jg1VWjfNyT21jebkvI37bCy+8ENtW3QudS12dXAPiJ+NQWdSVOpWUjFsy+1R2Tteg+S7UWprK/cHxu7mA3/r371/ZIZVuD+3d04TYPltssYV/7Z4Kx7bJxX1ZKjMbu7qXl09bb721uS9T5gJ9u/76683d0Cizi7pvq2v5GWec4Sel08R06l6n7vTuS5bfV93MlcLu6jo3CQEEEECgcoFMtYGJzpBMW61hO+4Ja4Vu0C5o9cN/7rzzTp91Om1ffNlcDyffbdsFqrHNGuetLsrx473VTr711lux9sY97TS1cepWHSYNX1IbFA4Jc72u/HAnDW8Lt7keW767evz3Hte7y898rnw0zMo9ebdPPvkkzNZcEOrLorz1/URJbaSSliBTSrYefuck/lPTuiRqz3W66667zho2bOi7qWvpLH0HjE/J+NKmx4vxOp8CjJnOpz7nLiMQjvXRzI9qbGqSFARqbE/79u0rHO66WJkaLH1e3T5qvDV7Z6Kkxs89RfZBcaLPE23ba6+97PTTTzfX7dmPFVZDMnDgwES7prwt3k2NdaIUv09ltvqi4O7G+7HKGpvmuuD78WCuC1miLFPelqhR1RgpJXd3vtr8FCi77vz+hovGUodfInSge3Ltx5ffeOONleYTTh4T/qx0Rz5AAAEEEKhUoCZtYPnMkmmr1Q4rmFTSmNv4pPZcSW15VSmZti/+eDf0x7/ddttt4zeXCaRdrzd/A1hznGgekFRSZe1gfBuoeVmefvppP3eI69HmA/JwnHFl59L4Y6XwRngy9agsr2S3J1OXyvJaZ511/A0DGWrptPiUrG/Yloc/4/PgNQK5FODJdC61OVeVAl988YX/XJNy1TQpINREIK+99pop4IpPYRCpP+LV7aPPK0t6kqqnnqmUU3/sR4wY4Scw06RiuhN75ZVXVnaKlLYn45bMPjqp6zblJ1hT0K8AVU/k44PWlApWbuf4u/rlPirzRaX8Z+F73a3X3Xd9wbrooovCzf6nvkhoAhZN2kZCAAEEEMieQE3awPKlSaatVjus9lpJE3XFp4033thPVFVVW639k237wrzVc01Jk4qVT2EbFgZvNVk7Ocyjsry1XT2vtCa3viO4eUb8pJ3l96/ufTL1qC6P6j5Ppi6V5aGJyTQhqyZe0w17facKUzq+YR78RCCXAgTTudTmXFUKqFuSm6TLmjZtWuV+1X3oxgn5mT/VBSs+acbI9ddf3wfByewTf2z8azXqf/31l6lbdLJJXdHUeOyzzz6+a5hmmXbjqGOHK2BVnjVJybgls4/O7cZu2SmnnOJnCtVT6kw9Pa9JveKP0Z1qfbFw4639zOq6MRF/p15dx3Vn341jjz/MdJybuKXMNt4ggAACCNRcoCZtYKKzJdMOax+l8sOq3Dwm/uapZrOuKiXb9oV5hEOTdFxlSV2eNVTLjQP2w4vi99NQsrCrdfz2ZF+r95wCaQ0JC7uC67tDqimZeqSaZyb3d5Os+SFXGkqm1Tq0YkqYsukbnoOfCGRSgGA6k5rklZJA/F3db775xj9NTvVp7ZIlS/w547sJXXHFFX5Zp3vvvTdWHjVG+gKgz/QUM5l9woO1DEV8VzIFdOp6lUowrfFO06ZN81mqi5ybUMTi117U8hBupnFzs1n7oFA/3aycfskwLf8Qn5Jxq26fRG7hOY477jg/3lzliR8rHn6ezE8tY6KkJxhhCq9R/JiysGtb/I0EHaPyyT1MQ4cO9WOm1a1M105PKxToa5y0kpYk0XIj6kqvQFvXy83obW7CMjvyyCP9PuG55EpCAAEEEEhOIBNtoM6kv+v6Oxx2RU6mHdaN0gEDBvhgOj5InTlzph8Opr/x8am6ti9+30SvtZyj5tPQ94cwgNeSi5rzRMuEaUlFeehms95rCJd6TenmvZuQzNdxo4028nVUXePbQJ1P7WB8G6ht2i9sA8N20q1W4ed30fKeKoe+B+gzta36KcNwyUjlofZaKWwTk62HP6ia/+hcNamLsg3rH5ZP23QjRGa6rropoSfxEydO9HPa6HOl6ny1j8qkRJvuGfhPPgXc/yQkBNISSHU272+//dbP7qjZrTXjspaM0LJR8bM8J1Mg1w3Lz5zp/v8Jdthhh8CN840d5hogv5yEe8oauHWsAzeJVuDG08Y+14tk9nGBpV/K4qSTTvKze2o5Jy3lpFk5U0maidQ10H5ZJs3iffLJJ/slnMI8NBu16+7kXdw6yn7GaS2poZlBw9m1k3FLZp+q3MLyaCmw8l7hZ9X91HIi4dJTrrEMNHO5WxPTz06ua6Xl0DQ7t/YL66xlzDTrp5tcLHDrdHoHN0baL9MlezeGLHABsj+1W48ycOtu+n323XffwN2o8Nvd2Do/26rOoX9uzFvMWEunKQ9t17lkkCgxm3ciFbYhgECxCKQ6m3cm2kDNPq3lnrTMpP4Gqz3U33GlZNphHa/ZrbV8o5ZE0t9ztSP6ex2mZNq+cN/qfrqnw34WbpVVs3hr5nC1+1qSUbNSqzzuBr3/7uJ6lfk66adstTKFvh/8+9//9tu1SomWcVQbr3orTy3/qBU+NKO3u6Hgt7nJuPxKJCqbluFUfprVW6uGaMlQzfjtAndfZ31/UD6uF59f3cI9jAjcOtR+m9re119/3VcxmXpUZ5FOXfTdMFwaS+3x448/7pew1FJf7sa3N9T5x40b58uu2b3D7ztV+eqYZNt0ZvOWFinbArq7RUIgLYGaBtOXXnpp4O4s+mBLfzgznZSnG18buPHTgbvrmzD76vbRFwktZaGkhtvdWU+YT3Ubw+W+9AXCdT2udHetoRkmNdjxKfyyUJVbMvvE51nZa9cdPdDa2IWY5s+fH7hxcjUqOsF0jdg4CAEECkSgJsF0JtrAqniqa4fDY9V2zpo1yy9DFW4Lf2aq7Qvz00+1x+4psN+kYDhRUkCspTP1XSaTqfwN+8q+wyRzzmTqkUw++dgnXV+C6XxctdI7J7N5u9t7pPwJqMuzuvmUTyeccEL5TRXeq3tX/PJa5XfQ5BjhckzlPwvfJ7NPuK+6EZdPmkBD/6pKmpnTrafsd9GY7aqSu4sd+1jLX1SWKnOL3z+ZfeL3D19rFlBNrqZlK+JTqnWNPzaXrzUxDQkBBBBAILMCidrAXLXVqomWXEy0Ukf5WiZq+2rSfsW3x+VnEw/PqXHNNR0OFeaR6Gf5lTkSzZyd6LhE2yqrRyauXaLzZXJbtnwzWUbyQoBgmt+BnAu4O43+nJocqrIUv8ZjZfvENxCV7ZPudpVV46M0RilRY6obAdWVNVxzORNlUR5VuSVjm6gcmsxLS09p0hKNZdL4pfIpl3Utf27eI4AAAgjkXqC6NrC69k8lzlVbrXNV1j7SfkmnbIrKtStbKt4hUHgCBNOFd80KusSuC66fpEOV0ERebnywX45Js0jHp969e8e/zctrN47Hr/XoOqzYmWeeaccee2yFJ+Faqkn/sp2ScUtmn8rK6brZ+QngFFS7MUvmxjRV2DVXda1wYjYggAACCORcIJk2MAptdTJtH+1XxV+fKFy7iqViCwKFJ0AwXXjXrKBL3Lx5c78kVPyyUG48ViTrpNm63SQnsbKl080qlkkNXyTjlsw+lZ1+55139jOMan3HcI3HyvZlOwIIIIBA8QtEqQ2sSjudtq+qfPkMAQQQSEaAYDoZJfbJmICeQJd/Cp2xzDOcUaa6Z2eiWMm4JbNPVWXRWtckBBBAAAEEJBClNrCqK5Ju21dV3nyGAAIIVCfAOtPVCfE5AggggAACCCCAAAIIIIAAAuUECKbLgfAWAQQQQAABBBBAAAEEEEAAgeoECKarE+JzBBBAAAEEEEAAAQQQQAABBMoJEEyXA+EtAggggAACCCCAAAIIIIAAAtUJEExXJ8TnCCBQ0gLTp0+3d955x5o0aVLSDlQeAQQQQACBQhb44YcfbOzYsbTnhXwRI1h2pu+N4EWhSAggEA0BBdLdu3e3Hj162KmnnhqNQlEKBBBAAAEEEEhJYOHChda5c2f766+/bMqUKSkdy84IVCXAk+mqdPgMAQRKViA+kB4zZozVqVOnZC2oOAIIIIAAAoUqoEB6r732sj///NOee+4522CDDQq1KpQ7ggIE0xG8KBQJAQTyK/Daa6/FnkgTSOf3WnB2BBBAAAEEairwxx9/EEjXFI/jkhIgmE6KiZ0QQKCUBE4//XTftZtAupSuOnVFAAEEECgmgWXLltn48eN5Il1MFzWCdWHMdAQvSqEVKez+utFGGxVa0SkvAgkFunTpYgTSCWnYiAACBSyg9vrNN9+0WrVqFXAtKDoCyQusv/76dO1Onos9ayBQK3CpBsdxCAIxgZUrV9oTTzzhJ3WIbeRFVgUGDRpkQ4YMsZ133jmr5ynFzFdddVXr1q0bY6RL8eJTZwSKXECzGb/wwgvGV7/8XWja79zZ66bR7rvvbgqoSQhkS4BgOluy5ItAFgXUQEyYMMF69+6dxbOQNQIIIIAAAghkUoD2O5Oa5IVA/gUYM53/a0AJEEAAAQQQQAABBBBAAAEECkyAYLrALhjFRQABBBBAAAEEEEAAAQQQyL8AwXT+rwElQAABBBBAAAEEEEAAAQQQKDABgukCu2AUFwEEEEAAAQQQQAABBBBAIP8CBNP5vwaUAAEEEEAAAQQQQAABBBBAoMAECKYL7IJRXAQQQAABBBBAAAEEEEAAgfwLEEzn/xpQAgQQQAABBBBAAAEEEEAAgQITIJgusAtGcRFAAAEEEEAAAQQQQAABBPIvQDCd/2tACRBAAAEEEEAAAQQQQAABBApMgGC6wC4YxUUAAQQQQAABBBBAAAEEEMi/AMF0/q8BJUAAAQQQQAABBBBAAAEEECgwAYLpArtgFBcBBBBAAAEEEEAAAQQQQCD/AgTT+b8GlAABBBBAAAEEEEAAAQQQQKDABAimC+yCUVwEEEAAAQQQQAABBBBAAIH8CxBM5/8aUAIEEEAAAQQQQAABBBBAAIECEyCYLrALRnERQAABBBBAAAEEEEAAAQTyL0Awnf9rQAkQQAABBBBAAAEEEEAAAQQKTIBgusAuGMVFAAEEEEAAAQQQQAABBBDIvwDBdP6vASVAAAEEEEAAAQQQQAABBBAoMAGC6QK7YBQXAQQQQAABBBBAAAEEEEAg/wIE0/m/BpQAAQQQQAABBBBAAAEEEECgwAQIpgvsglFcBBBAAAEEEEAAAQQQQACB/AsQTOf/GlACBBBAAAEEEEAAAQQQQACBAhMgmC6wC0ZxEUAAAQQQQAABBBBAAAEE8i9AMJ3/a0AJEEAAAQQQQAABBBBAAAEECkyAYLrALhjFRQABBBBAAAEEEEAAAQQQyL8AwXT+rwElQAABBBBAAAEEEEAAAQQQKDABgukCu2AUFwEEEEAAAQQQQAABBBBAIP8CBNP5vwaUAAEEEEAAAQQQQAABBBBAoMAECKYL7IJRXAQQQAABBBBAAAEEEEAAgfwLEEzn/xpQAgQQQAABBBBAAAEEEEAAgQITqFtg5aW4CJScwOzZs23GjBkV6j1x4kSbN29ebHvz5s2tf//+sfe8QAABBBBAAIH8CdB+58+eMyOQK4FagUu5OhnnQQCB1AWGDh1qo0aNslVWWSV2sP63rVWrVuz98uXLrVGjRrZo0aLYNl4ggAACCCCAQP4EaL/zZ8+ZEciVAN28cyXNeRCooUCvXr38kUuXLrXw37Jly2Kvta1OnTrWt2/fGp6BwxBAAAEEEEAg0wK035kWJT8EoifAk+noXRNKhEAZAT2FbtKkiS1cuLDM9vJvZs6caR06dCi/mfcIIIAAAgggkAcB2u88oHNKBHIswJPpHINzOgRSFVB3bo2FrlevXqWHNmvWzNq3b1/p53yAAAIIIIAAArkVoP3OrTdnQyAfAgTT+VDnnAikKNCvXz9T1+5ESUH2gAEDyoyhTrQf2xBAAAEEEEAgtwK037n15mwI5FqAbt65Fud8CNRQoGXLljZ//vyER8+ZM8fatGmT8DM2IoAAAggggED+BGi/82fPmRHItgBPprMtTP4IZEjgqKOOsrp1K65mt9lmmxFIZ8iYbBBAAAEEEMi0AO13pkXJD4HoCBBMR+daUBIEqhQ47LDDTEtgxScF12qkSQgggAACCCAQTQHa72heF0qFQCYE6OadCUXyQCBHAurKPXfu3DJnmzdvnrVq1arMNt4ggAACCCCAQHQEaL+jcy0oCQKZFODJdCY1yQuBLAvEdxXTLKHt2rUjkM6yOdkjgAACCCCQrgDtd7qCHI9ANAUIpqN5XSgVAgkF+vTpYytWrPCf1a5d28/inXBHNiKAAAIIIIBAZARovyNzKSgIAhkVoJt3RjnJDIHsC3Ts2NFmzZrll8JasGCBNW3aNPsn5QwIIIAAAgggkJYA7XdafByMQCQFeDIdyctCoRCoXKB///7+w06dOhFIV87EJwgggAACCERKgPY7UpeDwiCQEQGC6YwwkgkCuRPo1auXrbrqqjZw4MDcnZQzIYAAAggggEBaArTfafFxMAKRFKCbdyQvC4VCoGoBde9u1qyZ7+pd9Z58igACCCCAAAJREaD9jsqVoBwIZEaAYDozjuSCAAIIIIAAAggggAACCCBQQgJ08y6hi01VEUAAAQQQQAABBBBAAAEEMiNAMJ0ZR3JBAAEEEEAAAQQQQAABBBAoIQGC6RK62FQVAQQQQAABBBBAAAEEEEAgMwIE05lxJBcEEEAAAQQQQAABBBBAAIESEiCYLqGLTVURQAABBBBAAAEEEEAAAQQyI0AwnRlHckEAAQQQQAABBBBAAAEEECghAYLpErrYVBUBBBBAAAEEEEAAAQQQQCAzAgTTmXEkFwQQQAABBBBAAAEEEEAAgRISIJguoYtNVRFAAAEEEEAAAQQQQAABBDIjQDCdGUdyQQABBBBAAAEEEEAAAQQQKCEBgukSuthUFQEEEEAAAQQQQAABBBBAIDMCBNOZcSQXBBBAAAEEEEAAAQQQQACBEhIgmC6hi01VEUAAAQQQQAABBBBAAAEEMiNAMJ0ZR3JBAAEEEEAAAQQQQAABBBAoIQGC6RK62FQVAQQQQAABBBBAAAEEEEAgMwIE05lxJBcEEEAAAQQQQAABBBBAAIESEiCYLqGLTVURQAABBBBAAAEEEEAAAQQyI0AwnRlHcilAgffee89GjBhhs2bNSqn0ixcvtssvvzylY1LZ+bPPPrNBgwbZ119/ncphGdu3puf/8ssv7eabb7ZjjjkmY2UhIwQQQAABBCTwwQcf2FVXXWXTpk3zIL/99ptNmjTJLrroopSAaMMTcy1btsymT59uw4YNsyeffDLxTmxFAIEKAgTTFUjYUAoCH3/8sQ+IzzjjDPvqq69SqrKCxeuuuy6lY1LZ+c0337TRo0fb3LlzUzksY/vW5Pz6UqObEpdccolNmTIlY2UhIwQQQAABBObNm2e33nqrDR8+PHaj+aGHHvI3b++7776UgGjDE3PpO8eECRPs2muvtQULFiTeia0IIFBBgGC6AgkbSkFg8803t6FDh6Zc1dtvv930RDubqVevXrZw4ULbb7/9snmaSvOuyfnXXHNNO+yww2yXXXapNN+qPhgzZkxVH/MZAggggEAJC2y66aZ23HHHeYG6dev6n0cddZTttNNOKanQhlfO1a5dOzvxxBMr36GKT2jDq8Dho6IXIJgu+ktMBSsTqFOnjv+oVq1ale1SZrueZr/11lt2wAEHlNmejTfrrrtuNrJNOs+anl9fcpL1DAvz7LPP2jnnnBO+5ScCCCCAAAIVBGrX/u9X1vCndlA7nmybQxtegbTChvBGRbKmyoA2vAIjG0pM4L+390qs0lS3tAR++OEHe+KJJ0w/dXdbd19btWpVBuHHH3+0Bx980H755Rfr3bu3bbLJJmU+11ii8847z+6880678MILy3yW7Jvly5f78UhrrLGGtW7d2o/10vjkHj16lHmiu3LlSnv++edNT3t33nlnn73GT0+ePNmGDBniP5s6daq1aNHCjj76aFtttdXKFOGZZ56xV1991Ro1amR9+vSxxo0bl/m8ujeJzq+yq8HUl5jddtvNHnvsMfvoo4+sb9++pqf81SV1GVP3b9WjQ4cO1rlzZ3+I8jzooIP8lyF14WvevLl17969uuz4HAEEEECgBAReeOEFe+6556x+/fq+7VaVKwv0XnrpJVPb2KZNG+vZs2cZnUy04cowmba4sjZU45Gra/91DtpwKZAQKBwBnkwXzrWipDUQ+Pnnn61bt24+QD799NPtkUceMY0Jjk8KtBXcKVjVRCYKtl977bX4Xeziiy+2U045xdZaa60y25N9owZYge2+++7rJz1TEDxnzhxT16iOHTvaww8/7LN6//33/X577bWXvfHGG37buHHj/JcDlf+EE06we++919555x3fTX2PPfYwfUlQWrp0qR177LG2aNEi//RcgeqWW25pyjPZlOj8P/30kx155JHWpUsXP5Zb53j55ZftpptuMp1fNyKqSirHv/71L9thhx1sq622soMPPjjWlUwBv7746IvSFltsYRtuuGFVWfEZAggggECJCJx77rm+vTvttNP8jVu1w0rlg+m///7b34S97LLL/E1xDVVSmxWf0m3DlVcybXGiNjTZ9p82PP6K8RqBAhIISAgUscANN9wQdOrUKVZD9yQ4GD9+vH/vAubA/a8aDBgwIPb5K6+8EtSrVy/4xz/+Edvm7ooHLhiMvXczXQZNmjSJvU/2xaeffurP5558xw757rvvgvXWWy/YYIMNAhcU++0uUPb7uZmxY/sdccQRgfsCEbz77ruxbeeff77f75ZbbvHb3CyngXtqHvvcTazmP+/atWtsWzIvEp3/zz//9HntueeesXK6mw9+m3tKHctWdVNdwvTrr78GrhdA4CYoCzcF7kaCP84F5H6bC64DF0THPucFAggggEBpC7jZpAPXhTtYsmRJDOKee+7xbUfYhuuD/fffP1hllVWCDz/80O/nngoHrreT3095KGWqDVdeybTFidrQZNr/KLThbk4Yb3fHHXeougFtuGfgPwhUKUA37wK68UFRUxfQk1l1mXYNoF1zzTXWsmVL35U4PqdDDjkk9lYTaO24447mgmr/hFfjh0aNGmWpzhYayzDuhbp3KbVt2za21QXl/mmy7qh//vnnvvu3ntKWTzpWZdlmm21iH5111ll+RnJ1g9PELCNHjvSTscRPIKKnvdU9OY5l+L8Xic6/6qqr+qcB6iYfjqnaeuut/RFaEquyJDcXiJtmTQ+Tu4Hgu9u7Lxe26667+s3lnzSE+/ITAQQQQKD0BLT8pNritddeO1Z5d5Pbvy7fXqhdVFunpM80HEpLZqnXmYYlZaoNV/7JtMWJ2tBk2n/acAmTECg8AYLpwrtmlDgFAXWXVvfoq6++2nfj1pJWAwcOrDKH9u3b+2Ba43wVgGvcsrqAh+mTTz6xv/76y3cZb9iwoekc6aRwzLFm8NZY6mTT6quvbu4psJ/5W93ZVV4t+ZGrMcfhBG7udl2lRdbM582aNbMbb7yx0n30QfkvR1XuzIcIIIAAAkUtoGFQ6q4dn5JtJ3STVvN7qE3UmsnZbsPj2+L48ibzOmz/NX8KbXgyYuyDQPQECKajd00oUQYF1KCOGDHCj/c96aSTbNCgQX4isjPPPLPSs2gSLDXaeoqtAHfatGll9nXdzuyPP/6wk08+2T8pTjeY/uKLL3z+5SdFK3PSBG80TkxPeV03bv/FQbtonchcBdMJilRhkwJuTVSmcd2u+3yFz8MNyX5JCvfnJwIIIIBAcQpowku1sZpIM1Gqrr3Q02xN4Kk21XX/znobHt8WJypvVdvKt/+04VVp8RkC0RSoHc1iUSoEMiOg2bc1s+Y+++zjl7XSRGNuHHWVmatbuGac1mRjjz/+uJ+9UxOIhP/UhcyNc/bvNXNoumnGjBm+O1vTpk1TykqTgOkJuZbq0pcHBf9unLXvVh2f0dixY62qrtjx+2b69fbbb2+///67uXHdZbLWk3RNYKakL0YrVqwo8zlvEEAAAQRKU0BDiTRZpXo2ff/99ykjaAlLrcyx33775aQNj2+LUy1s2P6rVxpteKp67I9ANAQIpqNxHShFlgTUJTt8sqyuWJpJuvwaynrSHCY9idZ4aY2xylbSnecwffPNN37m8CuvvDLcZLrLraRZueOT7tZ/8MEHsU2aAdxNrhZb93r48OE+wNeTci0loi8UWsZL9dtoo41ix1X3ItH53QRipu7cmm00TGH5NCY6TDqXguew67dmMNcM3epqrx4CKv+ECRNs8ODBsdlW1Q1cT9jVzW3evHn++DA/fiKAAAIIlJ5A2Hts6NChvk3UTfEHHnjAQ8ycOdMWL14cQ1H7pM/DpGUu1faESzCG2zP1s7q2OFEbGp67qvY/Km24yipTJdpwz8B/EKhaoMrpyfgQgQIXuOCCCwI3CVmgWb01A6jrmh24pbF8rdxT3cB1+w7cpFqBW/YqOOeccwLXcARvv/12lbV2DV6NZvP+9ttv/SyZml1cM1qfffbZgZtgJXBBcex8mk3cjRPz+2277baBezLuP3MTjPmZTV1X9UDnd+s7B647d+DuvseO1SymytPd1ffH66ebpCxwT31j+1T3ItH5NRO33NxfksA9PQ80e7e7CRC49bH9Nvf0OZg1a1bgxpcHbs1rv03u7omCP51bKiRw48L8duWheoXXQDu4pbN8md348+D666+vroh8jgACCCBQAgLuBmzgboIHbgLMYKeddgo023Xjxo0DN8lmrA15+umnA7fsYrD33nv7VTfUVp533nmxVScSMdW0DVde1bXFidpQHZdM+5/PNvz1118PXLf6QKt/qJ2WaTgbOm24riAJgcoFaumjqsNtPkWgcAV0B1ldxn744Qe/lnGDBg0SVkZduNdZZx3T0+tsJT191VPYSy+91K9Zre5rm2yySVKTbx1//PF21113+SfDbskrUz3iZzmNL7OeFOspr7qMZbM+8edM5rXGhqlLd6Kn5HqirfHtNV3HO5nzsw8CCCCAQGEJqA1X26nJNjX3hr6yuqWwKlRC7Z56S6knVDZTKm1xfDlSaf9pw+PleI1A9AWYgCz614gSpiGgQFpp/fXXrzIXNdQ1TVp+Q/+qSi1atDD3NDq2i4JcBbs1SdV9WXBPh8ssoRWe44QTTghfVvpT3a/jl+6qdMcafLDxxhtXelRlNzkqPYAPEEAAAQSKXkBteNg+VzWJpdq96trGyrCSbcPPPffcMlnU9HzVtf+04WWYeYNA5AUIpiN/iShg1AUUFO+5555VFlPBomYnVdLkW6kmHas79BrHpFlKa5KqK6Py1MRqJAQQQAABBEpFINk2XB41bYvTaf/D60AbHkrwE4FoCRBMR+t6UJoCFNh6661N/6pK8+fPt/PPP9/voonDNFPp4YcfnrC7Wvl8xo0bZ25cmO/epklZjj322Bo9Pe7du3f5rHmPAAIIIIBASQsk04YLqKZtsdp/TQaqlGr77w/6339ow+M1eI1AdAQYMx2da0FJilhAs2CHd6bDauppdXXrZWpfjSeOn9qgfv36pm5gJAQQQAABBBDIjUBN2+J02v/c1IyzIIBAOgIE0+nocSwCCCCAAAIIIIAAAggggEBJCrDOdElediqNAAIIIIAAAggggAACCCCQjgDBdDp6HIsAAggggAACCCCAAAIIIFCSAgTTJXnZqTQCCCCAAAIIIIAAAggggEA6AgTT6ehxLAIIIIAAAggggAACCCCAQEkKEEyX5GWn0ggggAACCCCAAAIIIIAAAukIEEyno8exCCCAAAIIIIAAAggggAACJSlAMF2Sl51KI4AAAggggAACCCCAAAIIpCNAMJ2OHscigAACCCCAAAIIIIAAAgiUpADBdElediqNAAIIIIAAAggggAACCCCQjgDBdDp6HIsAAggggAACCCCAAAIIIFCSAgTTJXnZqXShCzRu3NgmTZpU6NWg/AgggAACCJSUAO13SV1uKlsCAgTTJXCRqWLxCfz444+2dOnS4qsYNUIAAQQQQKCIBWi/i/jiUrWSFCCYLsnLTqURQAABBBBAAAEEEEAAAQTSESCYTkePYxFAAAEEEEAAAQQQQAABBEpSgGC6JC87lUYAAQQQQAABBBBAAAEEEEhHgGA6HT2ORQABBBBAAAEEEEAAAQQQKEkBgumSvOxUGgEEEEAAAQQQQAABBBBAIB0Bgul09DgWAQQQQAABBBBAAAEEEECgJAUIpkvyslNpBBBAAAEEEEAAAQQQQACBdAQIptPR41gEEEAAAQQQQAABBBBAAIGSFCCYLsnLTqURQAABBBBAAAEEEEAAAQTSESCYTkePYxFAAAEEEEAAAQQQQAABBEpSgGC6JC87lUYAAQQQQAABBBBAAAEEEEhHgGA6HT2ORQABBBBAAAEEEEAAAQQQKEkBgumSvOxUGgEEEEAAAQQQQAABBBBAIB0Bgul09DgWAQQQQAABBBBAAAEEEECgJAUIpkvyslNpBBBAAAEEEEAAAQQQQACBdAQIptPR41gEEEAAAQQQQAABBBBAAIGSFCCYLsnLTqURQAABBBBAAAEEEEAAAQTSESCYTkePYxFAAAEEEEAAAQQQQAABBEpSgGC6JC87lUYAAQQQQAABBBBAAAEEEEhHgGA6HT2ORQABBBBAAAEEEEAAAQQQKEkBgumSvOxUGgEEEEAAAQQQQAABBBBAIB0Bgul09DgWAQQQQAABBBBAAAEEEECgJAUIpkvyslNpBBBAAAEEEEAAAQQQQACBdAQIptPR41gEEEAAAQQQQAABBBBAAIGSFCCYLsnLTqURQAABBBBAAAEEEEAAAQTSESCYTkePYxFAAAEEEEAAAQQQQAABBEpSgGC6JC87lUYAAQQQQAABBBBAAAEEEEhHgGA6HT2ORQABBBBAAAEEEEAAAQQQKEkBgumSvOxUGgEEEEAAAQQQQAABBBBAIB0Bgul09DgWAQQQQAABBBBAAAEEEECgJAUIpkvyslNpBBBAAAEEEEAAAQQQQACBdATqpnMwxyKAQPYFZs+ebTNmzKhwookTJ9q8efNi25s3b279+/ePvecFAggggAACCORPgPY7f/acGYFcCdQKXMrVyTgPAgikLjB06FAbNWqUrbLKKrGD9b9trVq1Yu+XL19ujRo1skWLFsW28QIBBBBAAAEE8idA+50/e86MQK4E6OadK2nOg0ANBXr16uWPXLp0qYX/li1bFnutbXXq1LG+ffvW8AwchgACCCCAAAKZFqD9zrQo+SEQPQGeTEfvmlAiBMoI6Cl0kyZNbOHChWW2l38zc+ZM69ChQ/nNvEcAAQQQQACBPAjQfucBnVMikGMBnkznGJzTIZCqgLpzayx0vXr1Kj20WbNm1r59+0o/5wMEEEAAAQQQyK0A7XduvTkbAvkQIJjOhzrnRCBFgX79+pm6didKCrIHDBhQZgx1ov3YhgACCCCAAAK5FaD9zq03Z0Mg1wJ08861OOdDoIYCLVu2tPnz5yc8es6cOdamTZuEn7ERAQQQQAABBPInQPudP3vOjEC2BXgynW1h8kcgQwJHHXWU1a1bcTW7zTbbjEA6Q8ZkgwACCCCAQKYFaL8zLUp+CERHgGA6OteCkiBQpcBhhx1mWgIrPim4ViNNQgABBBBAAIFoCtB+R/O6UCoEMiFAN+9MKJIHAjkSUFfuuXPnljnbvHnzrFWrVmW28QYBBBBAAAEEoiNA+x2da0FJEMikAE+mM6lJXghkWSC+q5hmCW3Xrh2BdJbNyR4BBBBAAIF0BWi/0xXkeASiKUAwHc3rQqkQSCjQp08fW7Fihf+sdu3afhbvhDuyEQEEEEAAAQQiI0D7HZlLQUEQyKgA3bwzyklmCGRfoGPHjjZr1iy/FNaCBQusadOm2T8pZ0AAAQQQQACBtARov9Pi42AEIinAk+lIXhYKhUDlAv379/cfdurUiUC6ciY+QQABBBBAIFICtN+RuhwUBoGMCPBkOiOMZFJsAupKrfFNY8eOLbaq5aU+mnX8/ffft9atW+fl/JwUAQQQQKD4BZ599lk7+OCD7Zdffin+yua4ht27d7fJkyfn+KycDoHoC1RctDb6ZaaECGRVQIH0kUceaRMnTrSbb77ZGjdunNXz1STzH3/80Ro1auS7etfk+Fwd8+6779rll19uy5Yts8WLFxNM5wqe8yCAAAIlJqBA+oADDrBu3brZoYceGtnaF0r7LcCVK1fa9ddfb6+88op9/vnnkTWlYAjkU4BgOp/6nDtyAvGB9OOPP2577bVX5MpYKAWaMWOGjRgxwn+xmTRpUqEUm3IigAACCBSYQBhI6+npuHHjrE6dOgVWg+gVV9+HDj/8cHv77bf90/7vvvsueoWkRAhEQIAx0xG4CBQhGgIE0pm7Dgqk9YRA3e2uu+66zGVMTggggAACCMQJEEjHYWToZRhIP/bYY6YHCxtuuGGGciYbBIpPgGC6+K4pNaqBAIF0DdAqOSQ+kL733nt5QlCJE5sRQAABBNITIJBOzy/R0eUD6T333DPRbmxDAIH/CdDNm18FBJxA37597dFHHzUtW3HLLbf4f8CkLrB06VJTMK0n0gTSqftxBAIIIIBAcgJvvPGGdenSxZo1a2YKAA877LDkDmSvKgV++ukne+mll/wTaQLpKqn4EAEvwJNpfhEQcAIvvviibbXVVrb++uvjkYbA/PnzrV69egTSaRhyKAIIIIBA9QIzZ8707c0uu+wS+ck4q69NdPZ4+eWXbciQIUYgHZ1rQkmiLcCT6WhfH0qXIwEFgIMGDbJhw4bl6IzFeZprrrnGRo4cSdfu4ry81AoBBBCIlIBWtXjwwQcjVaZCL0yLFi0YI13oF5Hy51SAJ9M55eZkCCCAAAIIIIAAAggggAACxSBAMF0MV5E6IIAAAggggAACCCCAAAII5FSAYDqn3JwMAQQQQAABBBBAAAEEEECgGAQIpovhKlIHBBBAAAEEEEAAAQQQQACBnAoQTOeUm5MhgAACCCCAAAIIIIAAAggUgwDBdDFcReqAAAIIIIAAAggggAACCCCQUwGC6ZxyczIEEEAAAQQQQAABBBBAAIFiECCYLoarSB0QQAABBBBAAAEEEEAAAQRyKkAwnVNuToYAAggggAACCCCAAAIIIFAMAgTTxXAVqQMCCCCAAAIIIIAAAggggEBOBQimc8rNyRBAAAEEEEAAAQQQQAABBIpBgGC6GK4idUAAAQQQQAABBBBAAAEEEMipAMF0Trk5WbEL/PbbbzZp0iS76KKLUq7qhAkTbPbs2Skfl+wBI0eOtJtuuinZ3dkPAQQQQACBohb44IMP7KqrrrJp06b5etKGF/XlpnIIZEWAYDorrGRaqgIPPfSQHXPMMXbfffelRPD666/bEUccYW+++WZKx6Wy81133WVjxoxJ5RD2RQABBBBAoCgF5s2bZ7feeqsNHz7cvv76a19H2vCivNRUCoGsChBMZ5WXzEtN4KijjrKddtoppWr//vvv9q9//cuWLVuW0nGp7vzqq6/as88+m+ph7I8AAggggEDRCWy66aZ23HHH+XrVrVvX/6QNL7rLTIUQyLoAwXTWiTlBqQnUqVPHatWqlXS1zz77bDv33HOT3r+mO66xxhq22mqr1fRwjkMAAQQQQKCoBGrX/u/X4PCnKkcbXlSXmMogkHWB/96Ky/ppOAECxSXwww8/2BNPPGH6qbvb7dq1s1atWlWo5EsvvWRTp061Nm3aWM+ePSt8/uijj9rmm29u22yzTYXPkt2g7mmTJ0+2IUOG2PPPP+/P16JFCzv66KPLBM8q6+OPP26DBg3yWS9fvtymT59uCrJbt27tx3p/9tln1qNHD9tll13KnH7BggU2ZcoU3xWuQ4cO1rlz5zKf8wYBBBBAAIFCEHjhhRfsueees/r16/u2W2Wu7AY4bXghXFHKiEB+BQim8+vP2QtQ4Oeff7Zu3br5xlhPeo888khfi/hg+u+//7bu3btbEASmAPXiiy/2Y6LvvffeWI0VoD7yyCOmbb/88ktseyovxo0bZ0OHDrW//vrL5s6da0uXLrXvvvvOrrjiCp/vzJkzTXfcdY6TTz7ZVl99dR9MKwD/5z//6c9/4IEH2ooVK2zjjTc2BfdXX3213X///bHgX13DNQZcwfpaa61lBx98sPXv399uvPHGVIrKvggggAACCORVQL3AdGP52muvtUWLFvl2WQUqH0zThuf1MnFyBApLwH3ZJyFQ8gIbbLBB4Ga7TsrhhhtuCDp16hTb1wXLwfjx42Pv999//2CVVVYJPvzwQ79t5cqVwUEHHRS4vwzBk08+Gdt22GGHBS7w9e+XLFniP7/55ptj+ST7wk1cFrgvAsG7774bO+T888/3+d1yyy2xbYccckjQpEmT2PtPP/3U79O7d+/YNpVnvfXWC+ThxnAHv/76a+BuEgRuhtPYPu6Jtz/u5Zdfjm0LX8hQx8anr776qtL94/fjNQIIIIAAAskKuIA4aN68ebK7+/bXdeEO1N6G6Z577vHtE214KBJ4U9nGJ3fzPWjfvn38Jl4jgMD/BBgzXVj3PihtBAS23HJL351as28vXLjQWrZsaS5QLVMyddveYost/Dbd8dZTXSV1DVe65pprzAXT5oJb/z6d/6ibtiZPie8qftZZZ/lt6s4WJnVpi086Tqlt27axzSrPscce67tzf/755/6J9J9//mlnnHGGnXjiif6fnnyra7sLxmPH8QIBBBBAAIEoC1x++eW244472tprrx0r5j/+8Q//uvyTadrwGBEvEECgGgG6eVcDxMcIlBfYa6+97PTTT/fdoTVW+brrrrOBAweW363M+1133dV3t1bX7o8//ti0/IbyUDdvpT/++MP/fOutt/y23XbbzZo1a+a31eQ/6s7tnhD7YD/V4zWGW0k3Ct577z1fDrp0p6rI/ggggAACURKYM2eO9erVq0yRygfRZT6Me0MbHofBSwQQKCNAMF2GgzcIVC+gMcgjRoywLl262EknneTHIGsM1plnnlnpwboTvuaaa/pJyjRe+csvv/RjmMMDXE8R/3LChAn+6fWdd96ZVjCt8V56gty1a9fwFEn//OKLL/y+GgOuWU0/+ugjv2xXvXr1ks6DHRFAAAEEEIiKgCbc1E1rLRGZKFUXVNOGJ1JjGwIISIBu3vweIJCigAJdNw7a9tlnH9OTZM1s7cZRV5mL9tMkY/vtt5/pybYC6vh/n3zyiT9e3dC0vSZBcHwB3HhmPynZAQccEL85qdczZszwXeGaNm1q22+/vWkdbDf2usyxmoTtpptuKrONNwgggAACCERRQEOhttpqK9/b6vvvv0+5iLThKZNxAAIlI0AwXTKXmopmSkCB77Rp03x26k6t2a3XXXfdMtm7Cbt8wB1ufPDBB61Pnz5ZW1JKd90/+OCD8HT28MMPm5skzeKDaT2tdhOvmPaNT5oFPEzffPONvfbaa3bllVf6TSrzhhtu6Luk62m8zqGn54MHD47NYh4ey08EEEAAAQSiKhD2HtMKGGoPdVP8gQce8MXVyheLFy+OFZ02PEbBCwQQqEaAbt7VAPExAuUFNJHXKaec4ifjaty4sSm4Hj16dGw3LTmlRltPlzt27GjffvutuRmybezYsbF9Mv1CXc/1pFhLdbnZs/3T5Mcee8yfRhOI3XHHHX7SNC2hpaVBTjvttFgRVL5jjjnG1l9/fXv66af9MlrhOtKqq9bJ1g0DTUKmf9tuu62NGTPGL5MVy4QXCCCAAAIIRFjg8MMP9+3xhRdeaA0bNvRtWd++fU3tuIZaafiVXtOGR/giUjQEIihAMB3Bi0KRoi3glp2yiy66yK9VqWBTs3LHJ3X/1j8FsVrHUk92q0t6wh2Om65u30SfK5hWV3MF0g0aNCgzW6kCbN2J17/4pDHVShr7rZsD6vp26aWXVlhvU13jNG5aY6k1rmyjjTaKz4bXCCCAAAIIFISAJv5Ue6f2T5N0uiUgfdvolrOMlZ82PEbBCwQQSEKAYDoJJHZBIF5AY6+U9CS3qqQgNplAOlEeWkIrXEYr0efa1qJFC/+UOf7zmp5PwbyW+KoqbbzxxlV9zGcIIIAAAghEXkBtuAJppaom1qQNj/ylpIAIREKAYDoSl4FCIFBWQIHtnnvuWXZjuXd6Aq2kGUo1DlpjvDRjeLIpXI5Lk4mREEAAAQQQQCAzArThmXEkFwQKQYBguhCuEmUsOYGtt97a9K+6NG7cOD/OWV3ENU772GOPtbZt21Z3mM2fP980bkxJk5WpK7fGk8V3das2E3ZAAAEEEEAAgQoCtOEVSNiAQNEKEEwX7aWlYqUgoNm6999//1hVNYY7mdS8eXM/xjp+Sa+qurslkyf7IIAAAggggEDyArThyVuxJwJRFSCYjuqVoVwIJCEQdvVOYtcyu+gJNE+hy5DwBgEEEEAAgZwK0IbnlJuTIZAVAdaZzgormSKAAAIIIIAAAggggAACCBSzAMF0MV9d6oYAAggggAACCCCAAAIIIJAVAYLprLCSKQIIIIAAAggggAACCCCAQDELEEwX89WlbggggAACCCCAAAIIIIAAAlkRIJjOCiuZIoBAKDBy5EirU6eONW7cONzETwQQQAABBBAoAAEtpfnoo49a06ZNC6C0FBGB3AsQTOfenDMiUDICp512ml1//fU2duxYa926dcnUm4oigAACCCBQ6AIKpPfYYw9/M/z2228v9OpQfgSyIkAwnRVWMkUAAQXS1113nQ+k+/btCwgCCCCAAAIIFIhAGEivs8469swzz5h+khBAoKIAwXRFE7YggECaAgTSaQJyOAIIIIAAAnkSWLx4sX8iTSCdpwvAaQtKgGC6oC4XhUUg+gI///wzT6Sjf5koIQIIIIAAAhUEli9fbqNGjfJPonkiXYGHDQhUEKhbYQsbEChBAU2Qdeqpp/p/JVj9jFa5Vq1aNn78eKNrd0ZZyQwBBBBAIE5A7faCBQtMbQ4pswKtWrWia3dmScmtiAVqBS4Vcf2oGgJJCbz++uv2+eefJ7VvFHYaNGiQDRkyxHbeeecoFKdMGTbZZJNIlqtMIXmDAAIIIFDQAkuWLPEB38qVKwuqHlFuvwVZu3Zt23vvva1BgwYF5UphEciXAMF0vuQ5LwJpCOhO/IQJE6x3795p5MKhCCCAAAIIIJBLAdrvXGpzLgSyL8CY6ewbcwYEEEAAAQQQQAABBBBAAIEiEyCYLrILSnUQQAABBBBAAAEEEEAAAQSyL0AwnX1jzoAAAggggAACCCCAAAIIIFBkAgTTRXZBqQ4CCCCAAAIIIIAAAggggED2BQims2/MGRBAAAEEEEAAAQQQQAABBIpMgGC6yC4o1UEAAQQQQAABBBBAAAEEEMi+AMF09o05AwIIIIAAAggggAACCCCAQJEJEEwX2QWlOggggAACCCCAAAIIIIAAAtkXIJjOvjFnQAABBBBAAAEEEEAAAQQQKDIBgukiu6BUBwEEEEAAAQQQQAABBBBAIPsCBNPZN+YMCCCAAAIIIIAAAggggAACRSZAMF1kF5TqIIAAAggggAACCCCAAAIIZF+AYDr7xpwBAQQQQAABBBBAAAEEEECgyAQIpovsglIdBBBAAAEEEEAAAQQQQACB7AsQTGffmDMggAACCCCAAAIIIIAAAggUmQDBdJFdUKqDAAIIIIAAAggggAACCCCQfQGC6ewbcwYEEEAAAQQQQAABBBBAAIEiEyCYLrILSnUQQAABBBBAAAEEEEAAAQSyL0AwnX1jzoAAAggggAACCCCAAAIIIFBkAgTTRXZBqQ4CCCCAAAIIIIAAAggggED2BQims2/MGRBAAAEEEEAAAQQQQAABBIpMgGC6yC4o1UEAAQQQQAABBBBAAAEEEMi+AMF09o05AwIIIIAAAggggAACCCCAQJEJEEwX2QWlOggggAACCCCAAAIIIIAAAtkXIJjOvjFnQAABBBBAAAEEEEAAAQQQKDIBgukiu6BUBwEEEEAAAQQQQAABBBBAIPsCBNPZN+YMCCCAAAIIIIAAAggggAACRSZAMF1kF5TqIIAAAggggAACCCCAAAIIZF+AYDr7xpwBAQQQQAABBBBAAAEEEECgyAQIpovsglIdBBBAAAEEEEAAAQQQQACB7AsQTGffmDMggAACCCCAAAIIIIAAAggUmUDdIqsP1UGg6ARmz55tM2bMqFCviRMn2rx582Lbmzdvbv3794+95wUCCCCAAAII5E+A9jt/9pwZgVwJ1ApcytXJOA8CCKQuMHToUBs1apStssoqsYP1v22tWrVi75cvX26NGjWyRYsWxbbxAgEEEEAAAQTyJ0D7nT97zoxArgTo5p0rac6DQA0FevXq5Y9cunSphf+WLVsWe61tderUsb59+9bwDByGAAIIIIAAApkWoP3OtCj5IRA9AZ5MR++aUCIEygjoKXSTJk1s4cKFZbaXfzNz5kzr0KFD+c28RwABBBBAAIE8CNB+5wGdUyKQYwGeTOcYnNMhkKqAunNrLHS9evUqPbRZs2bWvn37Sj/nAwQQQAABBBDIrQDtd269ORsC+RAgmM6HOudEIEWBfv36mbp2J0oKsgcMGFBmDHWi/diGAAIIIIAAArkVoP3OrTdnQyDXAnTzzrU450OghgItW7a0+fPnJzx6zpw51qZNm4SfsREBBBBAAAEE8idA+50/e86MQLYFeDKdbWHyRyBDAkcddZTVrVtxNbvNNtuMQDpDxmSDAAIIIIBApgVovzMtSn4IREeAYDo614KSIFClwGGHHWZaAis+KbhWI01CAAEEEEAAgWgK0H5H87pQKgQyIUA370wokgcCORJQV+65c+eWOdu8efOsVatWZbbxBgEEEEAAAQSiI0D7HZ1rQUkQyKQAT6YzqUleCGRZIL6rmGYJbdeuHYF0ls3JHgEEEEAAgXQFaL/TFeR4BKIpQDAdzetCqRBIKNCnTx9bsWKF/6x27dp+Fu+EO7IRAQQQQAABBCIjQPsdmUtBQRDIqADdvDPKSWYIZF+gY8eONmvWLL8U1oIFC6xp06bZPylnQAABBBBAAIG0BGi/0+LjYAQiKcCT6UheFgqFQOUC/fv39x926tSJQLpyJj5BAAEEEEAgUgK035G6HBQGgYwIEExnhJFMEMidQK9evWzVVVe1gQMH5u6knAkBBBBAAAEE0hKg/U6Lj4MRiKQA3bwjeVkoFAJVC6h7d7NmzXxX76r35FMEEEAAAQQQiIoA7XdUrgTlQCAzAgTTmXEkFwQQQAABBBBAAAEEEEAAgRISoJt3CV1sqooAAggggAACCCCAAAIIIJAZAYLpzDiSCwIIIIAAAggggAACCCCAQAkJEEyX0MWmqggggAACCCCAAAIIIIAAApkRIJjOjCO5IIAAAggggAACCCCAAAIIlJAAwXQJXWyqigACCCCAAAIIIIAAAgggkBkBgunMOJILAggggAACCCCAAAIIIIBACQkQTJfQxaaqCCCAAAIIIIAAAggggAACmREgmM6MI7kggAACCCCAAAIIIIAAAgiUkADBdAldbKqKAAIIIIAAAggggAACCCCQGQGC6cw4kgsCCCCAAAIIIIAAAggggEAJCRBMl9DFpqoIIIAAAggggAACCCCAAAKZESCYzowjuSCAAAIIIIAAAggggAACCJSQANgljtQAABXASURBVMF0CV1sqooAAggggAACCCCAAAIIIJAZAYLpzDiSCwIIIIAAAggggAACCCCAQAkJEEyX0MWmqggggAACCCCAAAIIIIAAApkRIJjOjCO5IIAAAggggAACCCCAAAIIlJAAwXQJXWyqigACCCCAAAIIIIAAAgggkBmBupnJhlwQyJ/Al19+aU888YS98cYbdscdd+SvIJWc+e2337ZJkybZb7/9ZjvuuKN17tzZpk6dakcccUQlR2R387Jly+yFF16wxx9/3PbZZx/r1q1bxk745ptv2muvvWYffPCBNWvWzNq0aWN77bWX1a9fPyPnyGbZM1JAMkEAAQQQSCgQxbb6p59+silTplQob4MGDaxJkybWunVrW3vttSt8Xqgb1Dbr+9L222/v2//q6vHzzz/bs88+a3PnzrVffvnFtt12W2vfvr1tvvnm1R2a9OdR/L1IuvDsiIAT4Mk0vwYFLaAAddasWXbJJZckbBDzXbkxY8bY7rvvbuuss44deOCBNnv2bNt6663thBNOyFvR1ChOmDDBrr32WluwYEFGyrFw4ULr16+f9e3b1xo3bmzDhg2z3XbbzVT/tm3b+muUiRNlo+yZKBd5IIAAAghULhDVtrphw4a+TT7//PN9GzZ+/HjTTdu33nrLrrvuOttoo41sv/32s1deeaXyyhXIJ/PmzbNbb73Vhg8fbl9//XW1pX7ooYe8zYsvvmj77ruvDRkyxFauXOm/05x++un2xx9/VJtHdTtE9feiunLzOQJlBAISAkUg0KNHj6BFixaRqslff/0VrLXWWsGxxx5bplzvv/9+4O56B7/++muZ7bl8M2fOnMD9IQhuv/32tE/7559/BltuuWWwzTbbBD/++GOF/FyjG9SuXTuYOXNmhc+S2XDPPfeU2a2mZf/hhx+Cp556qkxevEEAAQQQyJ1AFNtq1f7oo4/2beIDDzxQBuObb74JevbsGay22mrBI488UuazQnyj7x9q+92N7iqLP3r0aL/fbbfdVmG/L774InAPCIKuXbtW+CyZDeXbdB1T09+LRHklUwb2QSCTAjyZLnNrgTeFKlC3bl2rVatWpIr/2WefmQuYTd2k4tNWW21lgwcPzthT4fi8k30tL6VMmJ133nn24Ycf2r/+9S9r1KhRhSJccMEFprv/AwcONBd4V/i8qg3qXnbOOeeU2aUmZV+xYoV/6jB//vwyefEGAQQQQCB3AlFsq1X7yrpyN2/e3MaNG2dbbLGF9erVy+67777cYWXhTO7Gts81/JnoFHpqfcopp/gu3cccc0yFXfS0/tRTT/XD1VIdWpeoTdcJavJ7UVleFQrMBgSyLPDfb9RZPgnZI5BIQH+wJ0+e7LsOPf/88/4Ps3u6bO4Osbm7wIkOSXmbgtknn3zSj+HdcMMNrUuXLqaf8am6fZYvX27Tp0+3NdZYw4+f0vhnBcruTqrtsssu8VmVea3Gd+ONN7ZHH33URo0aZSeddFLsc3WDrlevnn//2GOPmbpfrbnmmqaGS+VR92h1NdO44z59+vj9kilHMvvEChH3QvX76quv/BaNbz7kkEP8OGd1S3d3sn2QfNBBB8Ud8d+Xv//+u11zzTWm8WU6JlFyT+f9Z2p03V1/c3ezzd3h9/XTmG33RNuPyXJPnP3h/6+9swe5o+ji+L4IIlYWUSwsErVMCiWKYCSalEbQIoIETRBEUTSNGMXCj5DEoEmhaNIoQhQEESySJgSx8IMQbEQLTcBKVDCFZdLMe37nfc8yd7Mfc59n703i/g883ru7M7OzvzX3zJk55wztoKxRlNwTgx/XNAY1Dz30UNst6nOnTp2qTp8+7f2FGy7nFy5cqHbs2FFx7aabbvL2cLmHrUQEREAERKCfwDJ0Nfk2cCfGdfjOO+90Xd2c7F2Uru5/+sp1oa3QVnfffXf10UcfVY899lhdhVApYq5hdO+993pOlLjI5DHjBfSNeUb5WCT02DXXXFP99ddfPgbCsN2+ffuMQU/dr7/+uoILZR9//PGK8VEI+ho9+vzzz7uO5j7oTXRd01AmRwptodthizTZRrt8Ml75559/KibCu8rt2rWrYiKdEDvGLSXjmLF0On1cSVvUk4jAQgiMucyttkSglMAnn3ySbBXTXaeeeeaZ9OSTTyZLhOVuRaaw0sWLF0ub8nKmiNItt9wyU8cSf6UNGzakL774IuHi+8477yQzWFPuFjRUxhRWMuPO+2UKMT344IPJ4p2TGWLJZlKTxRTN3LN58N5773ld+8fr7ZjCbRbxY1yk8/5boo9kM+XJ4o79ekk/SsrEzX/++Wfvlxm4fsqMYnfTpp9m2Ecx/8SF+5dffpk5FwdmuHo7cO6TvXv3ejmbRPBiFrM9c39OvvHGG37OkrN5GYtZSzY4STfeeGMyxZk4Rpp955wZzMkUerJVg8Q7tRWEtGbNGi9rngHuzs6zWayYt2VJZ6gmEQEREAER6CGwDF2NXnj00Udd95jxmCxxZbr//vvT33//Xfds0bqaPqAjmm7e0QGb3E7XXnttskn1xHfkq6++8jAu+oxOY3zB+AAx4zVZ8jJv89ChQ8m80Vz/XH/99e42ToiVGb7J8owkM1iTTRR7Pf5jkwYetobeswnyhP60iflkEw1exhYhXC/SX5vMTub1lbZt2+b32r9/f90OX8yzy3WjxSYn88xKmzZt8nIWGz5TLj+wGHEvw9ipS8zbK9mCgJdDxyJD45gunU7d5hiuT6dTvq8trktEYJkEqmXeTPcSgZyAZbN2JfLTTz/Vpy0JiP84Hz16tD5X8qXthxgj0GZWZ6pbkixXiBhk/FgPlaHyuXPnvE/cI+TPP/90ZYYBHIo1rjU/iU0iRhrFRwx1W5wyxl9uTNOGzSDXxjTHJf0oKUNbbQYpCpo+5v2zWXc3TKnTJjZL73VQvn0S8VfmGeDFeOfcK4x5Tsb9w5jm3MMPP5zMk4CvtbT1nYmS1157rS7DxALtR0wXAzGOP/zww7qMvoiACIiACAwTWKSuZnKbieMwyOgNk7f8XnNfZBm6esiYph8Y+fSLSWQM3ltvvTVhpIZE3PX333/vpw4fPuzlP//88yiSXn75ZT+XG6qvvvpqslXjhIGKMIFhq8uJcQYS+ss8xfyY/0Q75nFVn2PMYDuG1MfmlZdsVTvZKnN9Dt48Q58xbSvc9XPWFVu+YODT1nfffedXS8YxbTqdys0x3JBOp05XW1yTiMAyCShm2n4JJJeHAG7TxMng5htiCsLP4Za0GsHtijjee+65Z6YZXIxt1bsyo8pds4bKUJl+ImSlDmHLDEss5q5dv/32W5xu/cQ9i/uYsnAXbuoRM23/0FvLd50s6UdJma72bWa7Ip7bBgB138hs+sQTT3RVqXDhRoZioeN6V1xa5w3sQpebWV6HPttMdfXcc8/534EDBzzGzRKi5cWK2pqpoAMREAERmDiBRepqdpWwSW0PFQrMbLu0bt26yoxK346pRJ9TdzX6L+7d90nmaYT7EDuNXnvppZdqvWPGb3XbbbdVNqnt5Qh/Qsxzyz/5D+FfCFtThfD8NmFQ51HBjdwmnH1rLktkWhEGh5w9ezaq1KFw1A1hpxC2mQpBD7IdZ653cVVH+vTqovV6372j79LpQUKfVwMBxUxfDW9pQn00F6jKVmgrtlpajRDnixCHnMt9993nh+y1aO7D/r2vTF63+T32WaSv7EXZJzfffLNvR0XMMLFGtvpb7dy502Os+uqVXMv7EUqwWS8v09VXFBxbZpjLvcd2mUu7xxnv3r272Vx9HBMhxIv1ia0U+2X2nZ5XhhQvCd6IWyNuayimeqitefum8iIgAiIwRQJj6GomlNHF7FvcFHQ1E9VMRJfo82b9/LhE/+Xl276jZ8iVgo5l0hkdTt6N999/v6145znilpsS+VPIQYIQ88yEPTHL1113XXXXXXf5ebal6hNiq/NJevKQkDQtlxIdiF43D7De7bMw/hn7mOt7PUGQ36fv+1AfpNP76OnalUhAK9NX4luZcJ/4gWZ219ynVkWBfZ0Rc7eaaYeEYCgusk6XlJmp3Diw7SH8TFdfLV66Iot0LiTFYqUaITHZGDLUD+5RUoZyJC8hyYnFeLkyRaniPdAlGOaUZzbc4pC7ivksOxfbBk2dlf5/YUjxRrIV9qAekqG2hurrugiIgAiIQOUrqavV1fweo4vPnDlzia6MSd9l6OqS9xnecni3oXMwXM0d3RNpltSPMn06KK4xiXDHHXd4wjN2s2DcMq+QjJRkbiTkbJO4V9s1i1f305EUtK0MxjaGOyvdfWOEtrp996a8dHobNZ27kgnImL6S384E+4bxi1sTLserkciyHQow2sJ1iizZltirzsTdVybqtX1a8hF3oWLVuU0wYHEnbwoZrBFmnENQRjz3SmSoH7RZUoZyzDKzJYYlPvFVaraz6hP6TeZPXOfffffd1qKsPJw4caKyRCt1ptNQvkPPjNJtTkg0b4ILGy6BR44cucTdHDdBDP1Q3kNtNdvWsQiIgAiIwKUExtTVZOkmTCcXsliz+wKT1SX6PK/b/F6q/5r14hj3ajyf0DOWz8VP46bNSnIcR1lWVT/44IM4XNHn66+/7uOUGAcNrUi33QQdywo6Ri9Zw+cRwtBwDyeDOVm92+Ttt9/28UK+Ml8yjhlLp9Onkrba+q5zIjA2ARnTYxNVe3MRYPYUYyvEknJUmzdvntuY5gcfxRYuTig63KgxlPMYom+++cZdslEWJWWiX3zmK5+///67z6YfPHgwLzLz/fbbb/c9kr/99tuZ85999lmFixyrwCFs2WWZSytL1OXPwef58+fdray54lvSj6EyoSAjBiz6wefTTz/t8Wv0J9y48+vN75YEpHrhhRd8NduSh81cZuUCgxw3u3yAwfHatWsrWDDpgCufJWnxugyqYvCAGx1t4F7H9mG847a+456Oq/mWLVsqy6LqAzNLSOZl2S4ktsFiAMj/Iz/++ONMP3UgAiIgAiLQTWBRuvqtt97yLZuOHTtW35zff36rucYK8KJ1NTe2TNd+/8jvwQHPzPZT6Gfcs9l+iu0WEbzM2GbzxRdfrDAsGcdYRm/PhxLeZ0wSIHjchYTOzfN5hHt3TC5z/Mcff3i4FXo4dCfhTBjriO344Z9MZIdQlnvFOGjPnj1+ie2zOA9XQs0QxkKMMdoE5oxBcGnfZWFp0b8oyyIBYzU82PLQrZJxTJtOp93mGG5Ip1Onqy2uSURgqQTsH51EBC4LATPaPNOk7b/sW0awRQTbQ7AtVKmY4vOtIWxfas8qSfZum4X16lyzhFS+XcPHH3/smaPZ2sqM67r5kjKm1LxtM/IT2TpfeeUVz5iZZ+OsG8y+nDx5MlmsU7LYL89UaXsyJpthT2ZIJtvXOSv5v60wLFma38dmk5MpcN9Ki2zUkV27pB8lZchESrv2Q5PMlSyR8bMpbFdmM87N073Hx48fT5YAxbf9YHsO3q8lW0k8N5ybQibvG264wbcTsYQryZKseEZzWxmvt+JiaxCb7fZytvLtWVTb+m6DBH8vlOW5+CTbaWRH5d5bt271aw888EAyA77ZHR2LgAiIgAi0EFi0rrb9pZNNriZ++81gTZb08hL9syhdbQal6wozHF0/WKxyYtcJ/hgvmDGZ2OIytqXK8Vgst+tzdA5/69evT2yThZDh2iYB/LxN7CebEE7oMzJuU5a22ZmCcqH72R7s119/9XNkyibD9yOPPOJjFrJ0s52oGbm+7RaZxGmHLSHR+2wLSVZ0ztnKdr3LiBn6ie24zBMubdy40bcItQkBHxtFX/Nnyr+zhSTPzziBd/Pmm286F8YxeWbxqEOG83iWrnFMU6fzXtneqzmGK9HpzbaiH/oUgWUT+A83tH98EhFYOgEz2CrbWsldhElQRebLPOvkWB1ixhNXJ1YoSW7WJn1lWBllBnTfvn3uAo3LFKuq4Trc1h7niFfCpZznMoXhq6/EadOPrrok9IjEaMxS567gJf0oKdPV3/w8M8zMspuxm58u+s5sPLP0uL/zrH3CM8KIGXA+mRGPeKmox7vhHGWGBM6sYuOOx+p/LvzUMbNPjLdEBERABESgjMAydDW/z2ZI+o4XZL9uS9RFbxehq8sodJfCuwqdPqTvulu49AqryOizyFAOH3QkoVjzCivsjA0Y/9AGbc3TDuXRq6yK4zre1K3N/vSNYyg7lk6ft61mP3UsAmMR6M4sNNYd1I4IFBDAXaopxNny1ycYRrZHY18RN2aHEl9h8A6V4SYoEQy1EskVjs26ekKRoXphSFMuN6Sb9Ur6UVKm2S7HJB0hTm0lhjT1MXpj+w2O+4RnjOeMjKbN8rG9SPN82zGcu1zTGezIkG6jpnMiIAIiUEagTVc/++yzg5UJrcq3l2xW4Pc5to1qXsuPF6Gr8/ZX8n0lCcKG7sMEchjSlIXPPAZw3j6xzLGQ0KVn8/LN79ybLb9KZWgcM5ZOpz/ztFXaf5UTgXkJyJiel5jKj0aAlVtmTIkham5PxU0wWs0lt/d+y/ghpZ9IxCr1dmiBF0v6UVKmrYs//PCD75fJigAxx19++WVbMZ0TAREQARGYGIEhXT2kp8GVG1iLwrdS/beo/qhdERCBaRCQMT2N93zFPeWnn35aWUyxuxuRJOOpp566ZNba4m8r/i6nkJSERFYICTdwcSJx2EpniFf6LCX9KCnTdX9cytieBKOa/TPXmhu7RAREQAREYNoESnT19u3bLzuk1ei/y955dUAEROCqJqCY6av69V29nSdmhjicEOKjcNG90oRMmTHbHX1jNRy3p2VKST9KyvT1GS8BXMuaMct9dXRNBERABETg30tAuvrf+271ZCIgAuMQkDE9Dke1IgIiIAIiIAIiIAIiIAIiIAIiMCEC2md6Qi9bjyoCIiACIiACIiACIiACIiACIjAOARnT43BUKyIgAiIgAiIgAiIgAiIgAiIgAhMiIGN6Qi9bjyoCIiACIiACIiACIiACIiACIjAOARnT43BUKyIgAiIgAiIgAiIgAiIgAiIgAhMiIGN6Qi9bjyoCIiACIiACIiACIiACIiACIjAOARnT43BUKyIgAiIgAiIgAiIgAiIgAiIgAhMiIGN6Qi9bjyoCIiACIiACIiACIiACIiACIjAOARnT43BUKyIgAiIgAiIgAiIgAiIgAiIgAhMiIGN6Qi9bjyoCIiACIiACIiACIiACIiACIjAOARnT43BUKyIgAiIgAiIgAiIgAiIgAiIgAhMiIGN6Qi9bjyoCIiACIiACIiACIiACIiACIjAOARnT43BUKyIgAiIgAiIgAiIgAiIgAiIgAhMiIGN6Qi9bjyoCIiACIiACIiACIiACIiACIjAOARnT43BUKyIgAiIgAiIgAiIgAiIgAiIgAhMiIGN6Qi9bjyoCIiACIiACIiACIiACIiACIjAOgf8CeclNuczvB9AAAAAASUVORK5CYII=\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from eppy.useful_scripts import doc_images #no need to know this code, it just shows the image below\n",
    "for_images = doc_images\n",
    "for_images.display_png(for_images.plantloop) # display the image below"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That diagram is not a real system. Does this script really work ?\n",
    "\n",
    "Try it yourself. Draw the daigram for \"../resources/idffiles/V_7_2/5ZoneCAVtoVAVWarmestTempFlow.idf\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Names in loopdiagrams"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- [Designbuilder](http://www.designbuilder.co.uk) is an energyplus editor autogenerates object names like \"MyHouse:SAPZone1\"\n",
    "- Note the \":\" in the name.\n",
    "- Unfortunatley \":\" is a reserved character when making a loop diagrams. (eppy uses pydot and grapphviz which has this constraint)\n",
    "- to work around this, loopdiagram will replace all \":\" with a \"__\"\n",
    "- So the names in the diagram will not match the names in your file, but you can make out what is going on"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## eppyreadtest_folder.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Not yet documented"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## eppyreadtest_file.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Not yet documented"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}