Vizzuality/landgriffon

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data/notebooks/Lab/8_Water_risk_test.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c59b3570",
   "metadata": {},
   "source": [
    "# Check Water Use Formulas and Alternatives"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b5ff0c0",
   "metadata": {},
   "source": [
    "The idea for this notebook is the check the differences in water use risk for a given commodity (soy) based in if the water map used is the especific for that commodity, or if it's the default water use map.  \n",
    "We apply the water risk formula with each of them and compare the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "86e54f65",
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "from shapely.geometry import Point\n",
    "import rasterio as rio\n",
    "import rasterio.plot\n",
    "import matplotlib.pyplot as plt\n",
    "from rasterio.plot import show_hist\n",
    "import time\n",
    "from rasterstats import gen_zonal_stats, gen_point_query, zonal_stats\n",
    "from shapely.geometry import shape, mapping\n",
    "import folium\n",
    "import numpy as np\n",
    "import rioxarray"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "093a6bc4",
   "metadata": {},
   "source": [
    "### Preparation of blue water footprint maps  \n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c01ee1a",
   "metadata": {},
   "source": [
    "First, the especific map of soy water footprint (using always the **blue water footprint**)  \n",
    "Change projection to EPSG 4326 (well,original map already has it) and muptiply by 103 (unit conversion factor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ab6cf393",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Input file size is 4320, 1668\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "<string>:1: RuntimeWarning: overflow encountered in multiply\n",
      "/opt/conda/lib/python3.8/site-packages/osgeo/utils/gdal_calc.py:367: RuntimeWarning: invalid value encountered in multiply\n",
      "  myResult = ((1 * (myNDVs == 0)) * myResult) + (myOutNDV * myNDVs)\n"
     ]
    }
   ],
   "source": [
    "blwf_soy_orig='../../datasets/raw/Water/Reports_Commodities/Soybean/wfbl_mmyr/hdr.adf'\n",
    "blwf_soy_p='../../datasets/raw/Water/Reports_Commodities/Soybean/wfbl_soyb_epsg4326.tif'\n",
    "!rm -rf $blwf_soy_p\n",
    "!gdal_translate -a_srs EPSG:4326 -of GTiff $blwf_soy_orig $blwf_soy_p\n",
    "!gdal_calc.py -A $blwf_soy_p --outfile $blwf_soy_p --calc 'A*103' --overwrite --quiet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5c48a619",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Driver: GTiff/GeoTIFF\n",
      "Files: ../../datasets/raw/Water/Reports_Commodities/Soybean/wfbl_soyb_epsg4326.tif\n",
      "       ../../datasets/raw/Water/Reports_Commodities/Soybean/wfbl_soyb_epsg4326.tif.aux.xml\n",
      "Size is 4320, 1668\n",
      "Coordinate System is:\n",
      "GEOGCRS[\"WGS 84\",\n",
      "    DATUM[\"World Geodetic System 1984\",\n",
      "        ELLIPSOID[\"WGS 84\",6378137,298.257223563,\n",
      "            LENGTHUNIT[\"metre\",1]]],\n",
      "    PRIMEM[\"Greenwich\",0,\n",
      "        ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
      "    CS[ellipsoidal,2],\n",
      "        AXIS[\"geodetic latitude (Lat)\",north,\n",
      "            ORDER[1],\n",
      "            ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
      "        AXIS[\"geodetic longitude (Lon)\",east,\n",
      "            ORDER[2],\n",
      "            ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
      "    ID[\"EPSG\",4326]]\n",
      "Data axis to CRS axis mapping: 2,1\n",
      "Origin = (-179.991666649999985,83.088333349999431)\n",
      "Pixel Size = (0.083333333333333,-0.083333333333333)\n",
      "Metadata:\n",
      "  AREA_OR_POINT=Area\n",
      "Image Structure Metadata:\n",
      "  INTERLEAVE=BAND\n",
      "Corner Coordinates:\n",
      "Upper Left  (-179.9916666,  83.0883333) (179d59'30.00\"W, 83d 5'18.00\"N)\n",
      "Lower Left  (-179.9916666, -55.9116667) (179d59'30.00\"W, 55d54'42.00\"S)\n",
      "Upper Right ( 180.0083333,  83.0883333) (180d 0'30.00\"E, 83d 5'18.00\"N)\n",
      "Lower Right ( 180.0083333, -55.9116667) (180d 0'30.00\"E, 55d54'42.00\"S)\n",
      "Center      (   0.0083333,  13.5883333) (  0d 0'30.00\"E, 13d35'18.00\"N)\n",
      "Band 1 Block=4320x1 Type=Float32, ColorInterp=Gray\n",
      "  Min=0.000 Max=21419.039 \n",
      "  Minimum=0.000, Maximum=21419.039, Mean=8.846, StdDev=167.826\n",
      "  NoData Value=3.40282346600000016e+38\n",
      "  Metadata:\n",
      "    STATISTICS_MAXIMUM=21419.0390625\n",
      "    STATISTICS_MEAN=8.8464326002017\n",
      "    STATISTICS_MINIMUM=0\n",
      "    STATISTICS_STDDEV=167.82576734828\n",
      "    STATISTICS_VALID_PERCENT=28.81\n"
     ]
    }
   ],
   "source": [
    "!gdalinfo -stats $blwf_soy_p"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fbf1cc49",
   "metadata": {},
   "source": [
    "Now the same for the **default** water footprint map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5e3f7e8b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Input file size is 4320, 1668\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "<string>:1: RuntimeWarning: overflow encountered in multiply\n",
      "/opt/conda/lib/python3.8/site-packages/osgeo/utils/gdal_calc.py:367: RuntimeWarning: invalid value encountered in multiply\n",
      "  myResult = ((1 * (myNDVs == 0)) * myResult) + (myOutNDV * myNDVs)\n"
     ]
    }
   ],
   "source": [
    "blwf_default_orig='../../datasets/raw/Water/Report50-WF-of-prodn-RasterFiles/wf_bltot_mmyr/hdr.adf'\n",
    "blwf_default_p='../../datasets/raw/Water/Report50-WF-of-prodn-RasterFiles/wf_bltot_mmyr/wfbl_default_epsg4326.tif'\n",
    "\n",
    "!rm -rf $blwf_default_p\n",
    "!gdal_translate -a_srs EPSG:4326 -of GTiff $blwf_default_orig $blwf_default_p\n",
    "!gdal_calc.py -A $blwf_default_p --outfile $blwf_default_p --calc 'A*103' --overwrite --quiet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5f299daa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Driver: GTiff/GeoTIFF\n",
      "Files: ../../datasets/raw/Water/Report50-WF-of-prodn-RasterFiles/wf_bltot_mmyr/wfbl_default_epsg4326.tif\n",
      "       ../../datasets/raw/Water/Report50-WF-of-prodn-RasterFiles/wf_bltot_mmyr/wfbl_default_epsg4326.tif.aux.xml\n",
      "Size is 4320, 1668\n",
      "Coordinate System is:\n",
      "GEOGCRS[\"WGS 84\",\n",
      "    DATUM[\"World Geodetic System 1984\",\n",
      "        ELLIPSOID[\"WGS 84\",6378137,298.257223563,\n",
      "            LENGTHUNIT[\"metre\",1]]],\n",
      "    PRIMEM[\"Greenwich\",0,\n",
      "        ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
      "    CS[ellipsoidal,2],\n",
      "        AXIS[\"geodetic latitude (Lat)\",north,\n",
      "            ORDER[1],\n",
      "            ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
      "        AXIS[\"geodetic longitude (Lon)\",east,\n",
      "            ORDER[2],\n",
      "            ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
      "    ID[\"EPSG\",4326]]\n",
      "Data axis to CRS axis mapping: 2,1\n",
      "Origin = (-179.991666649999985,83.088344470000010)\n",
      "Pixel Size = (0.083333340000000,-0.083333340000000)\n",
      "Metadata:\n",
      "  AREA_OR_POINT=Area\n",
      "Image Structure Metadata:\n",
      "  INTERLEAVE=BAND\n",
      "Corner Coordinates:\n",
      "Upper Left  (-179.9916666,  83.0883445) (179d59'30.00\"W, 83d 5'18.04\"N)\n",
      "Lower Left  (-179.9916666, -55.9116667) (179d59'30.00\"W, 55d54'42.00\"S)\n",
      "Upper Right ( 180.0083622,  83.0883445) (180d 0'30.10\"E, 83d 5'18.04\"N)\n",
      "Lower Right ( 180.0083622, -55.9116667) (180d 0'30.10\"E, 55d54'42.00\"S)\n",
      "Center      (   0.0083478,  13.5883389) (  0d 0'30.05\"E, 13d35'18.02\"N)\n",
      "Band 1 Block=4320x1 Type=Float32, ColorInterp=Gray\n",
      "  Min=0.000 Max=269629.781 \n",
      "  Minimum=0.000, Maximum=269629.781, Mean=671.265, StdDev=3877.382\n",
      "  NoData Value=3.40282346600000016e+38\n",
      "  Metadata:\n",
      "    STATISTICS_MAXIMUM=269629.78125\n",
      "    STATISTICS_MEAN=671.26517331326\n",
      "    STATISTICS_MINIMUM=0\n",
      "    STATISTICS_STDDEV=3877.3820618236\n",
      "    STATISTICS_VALID_PERCENT=28.72\n"
     ]
    }
   ],
   "source": [
    "!gdalinfo -stats $blwf_default_p"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d3262a0",
   "metadata": {},
   "source": [
    "### Crop production data to match water raster extent\n",
    "Use top left and bottom right corners from water map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cb97b67f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Input file size is 4320, 2160\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n"
     ]
    }
   ],
   "source": [
    "prod_soy_orig='../../datasets/raw/spam2010v2r0_global_prod.geotiff/spam2010V2r0_global_P_SOYB_A.tif'\n",
    "prod_soy_p='../../datasets/raw/spam2010v2r0_global_prod.geotiff/spam2010V2r0_global_P_SOYB_A_new_extent.tif'\n",
    "\n",
    "!rm -rf $prod_soy_p\n",
    "!gdal_translate -projwin -179.9916666 83.0883333 180.0083333 -55.9116667 -of GTiff $prod_soy_orig $prod_soy_p\n",
    "\n",
    "#Remove pixels with codified NA value (-1)\n",
    "#!gdal_calc.py -A $prod_soy_p --outfile $prod_soy_p --calc 'A*(A>0)' --overwrite --quiet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "31eaa5c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Driver: GTiff/GeoTIFF\n",
      "Files: ../../datasets/raw/spam2010v2r0_global_prod.geotiff/spam2010V2r0_global_P_SOYB_A_new_extent.tif\n",
      "       ../../datasets/raw/spam2010v2r0_global_prod.geotiff/spam2010V2r0_global_P_SOYB_A_new_extent.tif.aux.xml\n",
      "Size is 4320, 1668\n",
      "Coordinate System is:\n",
      "GEOGCRS[\"WGS 84\",\n",
      "    DATUM[\"World Geodetic System 1984\",\n",
      "        ELLIPSOID[\"WGS 84\",6378137,298.257223563,\n",
      "            LENGTHUNIT[\"metre\",1]]],\n",
      "    PRIMEM[\"Greenwich\",0,\n",
      "        ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
      "    CS[ellipsoidal,2],\n",
      "        AXIS[\"geodetic latitude (Lat)\",north,\n",
      "            ORDER[1],\n",
      "            ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
      "        AXIS[\"geodetic longitude (Lon)\",east,\n",
      "            ORDER[2],\n",
      "            ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
      "    ID[\"EPSG\",4326]]\n",
      "Data axis to CRS axis mapping: 2,1\n",
      "Origin = (-180.000000000000000,83.166694000000007)\n",
      "Pixel Size = (0.083333000000000,-0.083333000000000)\n",
      "Metadata:\n",
      "  AREA_OR_POINT=Area\n",
      "Image Structure Metadata:\n",
      "  INTERLEAVE=BAND\n",
      "Corner Coordinates:\n",
      "Upper Left  (-180.0000000,  83.1666940) (180d 0' 0.00\"W, 83d10' 0.10\"N)\n",
      "Lower Left  (-180.0000000, -55.8327500) (180d 0' 0.00\"W, 55d49'57.90\"S)\n",
      "Upper Right ( 179.9985600,  83.1666940) (179d59'54.82\"E, 83d10' 0.10\"N)\n",
      "Lower Right ( 179.9985600, -55.8327500) (179d59'54.82\"E, 55d49'57.90\"S)\n",
      "Center      (  -0.0007200,  13.6669720) (  0d 0' 2.59\"W, 13d40' 1.10\"N)\n",
      "Band 1 Block=4320x1 Type=Float32, ColorInterp=Gray\n",
      "  Min=0.000 Max=36800.898 \n",
      "  Minimum=0.000, Maximum=36800.898, Mean=300.321, StdDev=1349.069\n",
      "  NoData Value=-1\n",
      "  Metadata:\n",
      "    STATISTICS_MAXIMUM=36800.8984375\n",
      "    STATISTICS_MEAN=300.32094059949\n",
      "    STATISTICS_MINIMUM=0\n",
      "    STATISTICS_STDDEV=1349.0686876433\n",
      "    STATISTICS_VALID_PERCENT=11.56\n"
     ]
    }
   ],
   "source": [
    "!gdalinfo -stats $prod_soy_p\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "75c65472",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total production: 250163095.77999127\n"
     ]
    }
   ],
   "source": [
    "# for lack of a better method: production = width * height * pct of valid pixels * mean\n",
    "tot_prod = 4320 * 1668 * 0.1156 * 300.32094059949\n",
    "\n",
    "print(f'Total production: {tot_prod}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6109023",
   "metadata": {},
   "source": [
    "### Calculate risk maps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0fc2c630",
   "metadata": {},
   "outputs": [],
   "source": [
    "!mkdir '../../datasets/processed/water_indicators'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b007623",
   "metadata": {},
   "source": [
    "FOR THE ESPECIFIC MAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d3c235da",
   "metadata": {},
   "outputs": [],
   "source": [
    "!gdal_calc.py -A $blwf_soy_p -B $prod_soy_p  --outfile='../../datasets/processed/water_indicators/water_risk_soy_especific.tif' --calc=\"(A*B)/250163095.77999127\" --overwrite --quiet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3e86c05d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Driver: GTiff/GeoTIFF\n",
      "Files: ../../datasets/processed/water_indicators/water_risk_soy_especific.tif\n",
      "       ../../datasets/processed/water_indicators/water_risk_soy_especific.tif.aux.xml\n",
      "Size is 4320, 1668\n",
      "Coordinate System is:\n",
      "GEOGCRS[\"WGS 84\",\n",
      "    DATUM[\"World Geodetic System 1984\",\n",
      "        ELLIPSOID[\"WGS 84\",6378137,298.257223563,\n",
      "            LENGTHUNIT[\"metre\",1]]],\n",
      "    PRIMEM[\"Greenwich\",0,\n",
      "        ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
      "    CS[ellipsoidal,2],\n",
      "        AXIS[\"geodetic latitude (Lat)\",north,\n",
      "            ORDER[1],\n",
      "            ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
      "        AXIS[\"geodetic longitude (Lon)\",east,\n",
      "            ORDER[2],\n",
      "            ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
      "    ID[\"EPSG\",4326]]\n",
      "Data axis to CRS axis mapping: 2,1\n",
      "Origin = (-179.991666649999985,83.088333349999431)\n",
      "Pixel Size = (0.083333333333333,-0.083333333333333)\n",
      "Metadata:\n",
      "  AREA_OR_POINT=Area\n",
      "Image Structure Metadata:\n",
      "  INTERLEAVE=BAND\n",
      "Corner Coordinates:\n",
      "Upper Left  (-179.9916666,  83.0883333) (179d59'30.00\"W, 83d 5'18.00\"N)\n",
      "Lower Left  (-179.9916666, -55.9116667) (179d59'30.00\"W, 55d54'42.00\"S)\n",
      "Upper Right ( 180.0083333,  83.0883333) (180d 0'30.00\"E, 83d 5'18.00\"N)\n",
      "Lower Right ( 180.0083333, -55.9116667) (180d 0'30.00\"E, 55d54'42.00\"S)\n",
      "Center      (   0.0083333,  13.5883333) (  0d 0'30.00\"E, 13d35'18.00\"N)\n",
      "Band 1 Block=4320x1 Type=Float32, ColorInterp=Gray\n",
      "  Min=0.000 Max=inf \n",
      "  Minimum=0.000, Maximum=inf, Mean=-nan, StdDev=-nan\n",
      "  NoData Value=3.40282346600000016e+38\n",
      "  Metadata:\n",
      "    STATISTICS_MAXIMUM=inf\n",
      "    STATISTICS_MEAN=-nan\n",
      "    STATISTICS_MINIMUM=0\n",
      "    STATISTICS_STDDEV=-nan\n",
      "    STATISTICS_VALID_PERCENT=28.81\n"
     ]
    }
   ],
   "source": [
    "!gdalinfo -stats '../../datasets/processed/water_indicators/water_risk_soy_especific.tif'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8d414640",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with rio.open('../../datasets/processed/water_indicators/water_risk_soy_especific.tif') as src:\n",
    "    image_array = src.read(1)\n",
    "    #msk = src.read_masks()\n",
    "    fig, ax = plt.subplots(figsize=[15,10])\n",
    "    rio.plot.show(image_array, vmin=1, cmap='Blues' , ax=ax)\n",
    "    ax.set_title('Soy especific water use')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63aaa729",
   "metadata": {},
   "source": [
    "FOR THE DEFAULT MAP  \n",
    "In this case, we need to filter the default water map by the places where there is soy production"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "406f9f8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "!gdal_calc.py -A $blwf_default_p -B $prod_soy_p  --outfile='../../datasets/processed/water_indicators/water_risk_soy_default.tif' --calc=\"((A*(B>0))*B)/250163095.77999127\" --overwrite --quiet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "81bcb346",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Driver: GTiff/GeoTIFF\n",
      "Files: ../../datasets/processed/water_indicators/water_risk_soy_default.tif\n",
      "       ../../datasets/processed/water_indicators/water_risk_soy_default.tif.aux.xml\n",
      "Size is 4320, 1668\n",
      "Coordinate System is:\n",
      "GEOGCRS[\"WGS 84\",\n",
      "    DATUM[\"World Geodetic System 1984\",\n",
      "        ELLIPSOID[\"WGS 84\",6378137,298.257223563,\n",
      "            LENGTHUNIT[\"metre\",1]]],\n",
      "    PRIMEM[\"Greenwich\",0,\n",
      "        ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
      "    CS[ellipsoidal,2],\n",
      "        AXIS[\"geodetic latitude (Lat)\",north,\n",
      "            ORDER[1],\n",
      "            ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
      "        AXIS[\"geodetic longitude (Lon)\",east,\n",
      "            ORDER[2],\n",
      "            ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
      "    ID[\"EPSG\",4326]]\n",
      "Data axis to CRS axis mapping: 2,1\n",
      "Origin = (-179.991666649999985,83.088344470000010)\n",
      "Pixel Size = (0.083333340000000,-0.083333340000000)\n",
      "Metadata:\n",
      "  AREA_OR_POINT=Area\n",
      "Image Structure Metadata:\n",
      "  INTERLEAVE=BAND\n",
      "Corner Coordinates:\n",
      "Upper Left  (-179.9916666,  83.0883445) (179d59'30.00\"W, 83d 5'18.04\"N)\n",
      "Lower Left  (-179.9916666, -55.9116667) (179d59'30.00\"W, 55d54'42.00\"S)\n",
      "Upper Right ( 180.0083622,  83.0883445) (180d 0'30.10\"E, 83d 5'18.04\"N)\n",
      "Lower Right ( 180.0083622, -55.9116667) (180d 0'30.10\"E, 55d54'42.00\"S)\n",
      "Center      (   0.0083478,  13.5883389) (  0d 0'30.05\"E, 13d35'18.02\"N)\n",
      "Band 1 Block=4320x1 Type=Float32, ColorInterp=Gray\n",
      "  Min=0.000 Max=3.612 \n",
      "  Minimum=0.000, Maximum=3.612, Mean=0.002, StdDev=0.024\n",
      "  NoData Value=3.40282346600000016e+38\n",
      "  Metadata:\n",
      "    STATISTICS_MAXIMUM=3.6116349697113\n",
      "    STATISTICS_MEAN=0.0019881288084366\n",
      "    STATISTICS_MINIMUM=0\n",
      "    STATISTICS_STDDEV=0.02433103840429\n",
      "    STATISTICS_VALID_PERCENT=11.14\n"
     ]
    }
   ],
   "source": [
    "!gdalinfo -stats '../../datasets/processed/water_indicators/water_risk_soy_default.tif'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4fbf0ac6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with rio.open('../../datasets/processed/water_indicators/water_risk_soy_default.tif') as src:\n",
    "    image_array = src.read(1)\n",
    "    #msk = src.read_masks()\n",
    "    fig, ax = plt.subplots(figsize=[15,10])\n",
    "    rio.plot.show(image_array, vmin=1, cmap='Blues' , ax=ax)\n",
    "    ax.set_title('Soy default water use')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d0d0570",
   "metadata": {},
   "source": [
    "### Calculate differences  \n",
    "formula used: $\\frac{Especific - Default}{Especific}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "439de6d9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<string>:1: RuntimeWarning: invalid value encountered in true_divide\n",
      "<string>:1: RuntimeWarning: divide by zero encountered in true_divide\n"
     ]
    }
   ],
   "source": [
    "especific_map='../../datasets/processed/water_indicators/water_risk_soy_especific.tif'\n",
    "default_map='../../datasets/processed/water_indicators/water_risk_soy_default.tif'\n",
    "\n",
    "!gdal_calc.py -A $especific_map -B $default_map  --outfile='../../datasets/processed/water_indicators/water_risk_soy_DIFF_esp-def.tif' --calc=\"(A-B)/A\" --overwrite --quiet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b4972c8d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Driver: GTiff/GeoTIFF\n",
      "Files: ../../datasets/processed/water_indicators/water_risk_soy_DIFF_esp-def.tif\n",
      "       ../../datasets/processed/water_indicators/water_risk_soy_DIFF_esp-def.tif.aux.xml\n",
      "Size is 4320, 1668\n",
      "Coordinate System is:\n",
      "GEOGCRS[\"WGS 84\",\n",
      "    DATUM[\"World Geodetic System 1984\",\n",
      "        ELLIPSOID[\"WGS 84\",6378137,298.257223563,\n",
      "            LENGTHUNIT[\"metre\",1]]],\n",
      "    PRIMEM[\"Greenwich\",0,\n",
      "        ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
      "    CS[ellipsoidal,2],\n",
      "        AXIS[\"geodetic latitude (Lat)\",north,\n",
      "            ORDER[1],\n",
      "            ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
      "        AXIS[\"geodetic longitude (Lon)\",east,\n",
      "            ORDER[2],\n",
      "            ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
      "    ID[\"EPSG\",4326]]\n",
      "Data axis to CRS axis mapping: 2,1\n",
      "Origin = (-179.991666649999985,83.088333349999431)\n",
      "Pixel Size = (0.083333333333333,-0.083333333333333)\n",
      "Metadata:\n",
      "  AREA_OR_POINT=Area\n",
      "Image Structure Metadata:\n",
      "  INTERLEAVE=BAND\n",
      "Corner Coordinates:\n",
      "Upper Left  (-179.9916666,  83.0883333) (179d59'30.00\"W, 83d 5'18.00\"N)\n",
      "Lower Left  (-179.9916666, -55.9116667) (179d59'30.00\"W, 55d54'42.00\"S)\n",
      "Upper Right ( 180.0083333,  83.0883333) (180d 0'30.00\"E, 83d 5'18.00\"N)\n",
      "Lower Right ( 180.0083333, -55.9116667) (180d 0'30.00\"E, 55d54'42.00\"S)\n",
      "Center      (   0.0083333,  13.5883333) (  0d 0'30.00\"E, 13d35'18.00\"N)\n",
      "Band 1 Block=4320x1 Type=Float32, ColorInterp=Gray\n",
      "  Min=-3.604 Max=0.000 \n",
      "  Minimum=-3.604, Maximum=0.000, Mean=-0.001, StdDev=0.012\n",
      "  NoData Value=3.40282346600000016e+38\n",
      "  Metadata:\n",
      "    STATISTICS_MAXIMUM=0\n",
      "    STATISTICS_MEAN=-0.00066154223997327\n",
      "    STATISTICS_MINIMUM=-3.6040132045746\n",
      "    STATISTICS_STDDEV=0.012225360191462\n",
      "    STATISTICS_VALID_PERCENT=28.72\n"
     ]
    }
   ],
   "source": [
    "!gdalinfo -stats '../../datasets/processed/water_indicators/water_risk_soy_DIFF_esp-def.tif'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1f491ec6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with rio.open('../../datasets/processed/water_indicators/water_risk_soy_DIFF_esp-def.tif') as src:\n",
    "    image_array = src.read(1)\n",
    "    #msk = src.read_masks()\n",
    "    fig, ax = plt.subplots(figsize=[30,20])\n",
    "    rio.plot.show(image_array,vmin=-4, cmap='RdBu' , ax=ax)\n",
    "    ax.set_title('Soy water use differences (Especific - Default)')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eea99c62",
   "metadata": {},
   "source": [
    "## Compare values"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3471356",
   "metadata": {},
   "source": [
    "Create a dataframe to better understand the range of differences between especiific and default water risks. To simplyfy, the dataframe is built for a extent covering US and nearby land, sellecting pixels where soy production is > 1tn and differences in risk are not greater than 10 times the especific risk values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a22cc3ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "especific_map='../../datasets/processed/water_indicators/water_risk_soy_especific.tif'\n",
    "default_map='../../datasets/processed/water_indicators/water_risk_soy_default.tif'\n",
    "prod_soy_p='../../datasets/raw/spam2010v2r0_global_prod.geotiff/spam2010V2r0_global_P_SOYB_A_new_extent.tif'\n",
    "diff_map='../../datasets/processed/water_indicators/water_risk_soy_DIFF_esp-def.tif'\n",
    "\n",
    "#!gdal2xyz.py -csv $diff_map '../../datasets/processed/water_indicators/differences_soy.csv'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a6ace6f",
   "metadata": {},
   "source": [
    "First, transform the differences raster into a (cropped) XYZ file, so it can be loaded as a dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c0ff6e7d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Input file size is 4320, 1668\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n"
     ]
    }
   ],
   "source": [
    "!gdal_translate -projwin -126 49 -72 25 -of 'xyz' $diff_map '../../datasets/processed/water_indicators/differences_soy.xyz'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "569b9952",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>difference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>186624.000000</td>\n",
       "      <td>186624.000000</td>\n",
       "      <td>8.992200e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-99.075000</td>\n",
       "      <td>37.005000</td>\n",
       "      <td>-inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>15.588480</td>\n",
       "      <td>6.928180</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-126.033333</td>\n",
       "      <td>25.046667</td>\n",
       "      <td>-inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-112.554167</td>\n",
       "      <td>31.025833</td>\n",
       "      <td>-8.543826e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-99.075000</td>\n",
       "      <td>37.005000</td>\n",
       "      <td>-1.654380e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>-85.595833</td>\n",
       "      <td>42.984167</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-72.116667</td>\n",
       "      <td>48.963333</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   X              Y    difference\n",
       "count  186624.000000  186624.000000  8.992200e+04\n",
       "mean      -99.075000      37.005000          -inf\n",
       "std        15.588480       6.928180           NaN\n",
       "min      -126.033333      25.046667          -inf\n",
       "25%      -112.554167      31.025833 -8.543826e+01\n",
       "50%       -99.075000      37.005000 -1.654380e+00\n",
       "75%       -85.595833      42.984167  0.000000e+00\n",
       "max       -72.116667      48.963333  0.000000e+00"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diff=pd.read_csv('../../datasets/processed/water_indicators/differences_soy.xyz', sep=\" \", header=None)\n",
    "diff.columns=[\"X\", \"Y\", \"difference\"]\n",
    "#diff.dropna(inplace=True)\n",
    "diff.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "14df04a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>difference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4901</th>\n",
       "      <td>-95.62</td>\n",
       "      <td>48.38</td>\n",
       "      <td>-9.604154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6827</th>\n",
       "      <td>-97.12</td>\n",
       "      <td>48.13</td>\n",
       "      <td>-7.468331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6828</th>\n",
       "      <td>-97.03</td>\n",
       "      <td>48.13</td>\n",
       "      <td>-4.611923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6829</th>\n",
       "      <td>-96.95</td>\n",
       "      <td>48.13</td>\n",
       "      <td>-4.273904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6830</th>\n",
       "      <td>-96.87</td>\n",
       "      <td>48.13</td>\n",
       "      <td>-4.388415</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          X      Y  difference\n",
       "4901 -95.62  48.38   -9.604154\n",
       "6827 -97.12  48.13   -7.468331\n",
       "6828 -97.03  48.13   -4.611923\n",
       "6829 -96.95  48.13   -4.273904\n",
       "6830 -96.87  48.13   -4.388415"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diff[(diff['difference'] > -10) & (diff['difference'] < 0)].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "df096f3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>difference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>55202.000000</td>\n",
       "      <td>55202.000000</td>\n",
       "      <td>55202.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-102.916260</td>\n",
       "      <td>39.167698</td>\n",
       "      <td>-0.957373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>12.978602</td>\n",
       "      <td>6.409059</td>\n",
       "      <td>2.222186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-125.530000</td>\n",
       "      <td>25.050000</td>\n",
       "      <td>-9.998277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-113.200000</td>\n",
       "      <td>34.380000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-105.870000</td>\n",
       "      <td>39.960000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>-94.120000</td>\n",
       "      <td>44.550000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-72.120000</td>\n",
       "      <td>48.960000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  X             Y    difference\n",
       "count  55202.000000  55202.000000  55202.000000\n",
       "mean    -102.916260     39.167698     -0.957373\n",
       "std       12.978602      6.409059      2.222186\n",
       "min     -125.530000     25.050000     -9.998277\n",
       "25%     -113.200000     34.380000      0.000000\n",
       "50%     -105.870000     39.960000      0.000000\n",
       "75%      -94.120000     44.550000      0.000000\n",
       "max      -72.120000     48.960000      0.000000"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diff[(diff['difference'] > -10)].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6e2574c",
   "metadata": {},
   "source": [
    "Transform both risks maps and the production map (only production map has been later used in this example)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "08e983d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving especific data\n",
      "Input file size is 4320, 1668\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "Saving default data\n",
      "Input file size is 4320, 1668\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "Saving production data\n",
      "Input file size is 4320, 1668\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "All done\n"
     ]
    }
   ],
   "source": [
    "print('Saving especific data')\n",
    "!gdal_translate -projwin -126 49 -72 25 -of 'xyz' $especific_map '../../datasets/processed/water_indicators/risk_especific_soy.xyz'\n",
    "print('Saving default data')\n",
    "!gdal_translate -projwin -126 49 -72 25 -of 'xyz' $default_map '../../datasets/processed/water_indicators/risk_default_soy.xyz'\n",
    "print('Saving production data')\n",
    "!gdal_translate -projwin -126 49 -72 25 -of 'xyz' $prod_soy_p '../../datasets/processed/water_indicators/production_soy.xyz'\n",
    "print('All done')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d998ceec",
   "metadata": {},
   "outputs": [],
   "source": [
    "esp=pd.read_csv('../../datasets/processed/water_indicators/risk_especific_soy.xyz', sep=\" \", header=None)\n",
    "esp.columns=[\"X\", \"Y\", \"esp_risk\"]\n",
    "#esp.dropna(inplace=True)\n",
    "\n",
    "#dflt=pd.read_csv('../../datasets/processed/water_indicators/risk_especific_soy.xyz', sep=\" \", header=None)\n",
    "#dflt.columns=[\"X\", \"Y\", \"dflt_risk\"]\n",
    "#dflt.dropna(inplace=True)\n",
    "\n",
    "prod=pd.read_csv('../../datasets/processed/water_indicators/production_soy.xyz', sep=\" \", header=None)\n",
    "prod.columns=[\"X\", \"Y\", \"production_soy\"]\n",
    "#prod.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "6918a8c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>production_soy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>45048.000000</td>\n",
       "      <td>45048.000000</td>\n",
       "      <td>45048.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-89.536414</td>\n",
       "      <td>39.243173</td>\n",
       "      <td>2045.920975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>7.707292</td>\n",
       "      <td>4.939934</td>\n",
       "      <td>2627.062358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-110.041946</td>\n",
       "      <td>25.291926</td>\n",
       "      <td>1.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-96.375334</td>\n",
       "      <td>35.791884</td>\n",
       "      <td>76.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-90.125360</td>\n",
       "      <td>39.708535</td>\n",
       "      <td>729.349976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>-83.375386</td>\n",
       "      <td>43.041855</td>\n",
       "      <td>3380.299988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-72.042098</td>\n",
       "      <td>48.958498</td>\n",
       "      <td>36800.898438</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  X             Y  production_soy\n",
       "count  45048.000000  45048.000000    45048.000000\n",
       "mean     -89.536414     39.243173     2045.920975\n",
       "std        7.707292      4.939934     2627.062358\n",
       "min     -110.041946     25.291926        1.100000\n",
       "25%      -96.375334     35.791884       76.000000\n",
       "50%      -90.125360     39.708535      729.349976\n",
       "75%      -83.375386     43.041855     3380.299988\n",
       "max      -72.042098     48.958498    36800.898438"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prod[prod['production_soy']>1].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69587069",
   "metadata": {},
   "source": [
    "Join both datasets by index (note: joining by coordinates didn't worked properly)  \n",
    "Create a clean dataframe with cases where production > 1tn and differences < 10 times greater (> -10 because they are all negative values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f317ecca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>production_soy</th>\n",
       "      <th>difference</th>\n",
       "      <th>esp_risk</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>-96.63</td>\n",
       "      <td>48.96</td>\n",
       "      <td>8.200000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.402823e+38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>-96.54</td>\n",
       "      <td>48.96</td>\n",
       "      <td>4.100000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.402823e+38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1006</th>\n",
       "      <td>-96.13</td>\n",
       "      <td>48.88</td>\n",
       "      <td>1174.199951</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.402823e+38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014</th>\n",
       "      <td>-95.46</td>\n",
       "      <td>48.88</td>\n",
       "      <td>3.700000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.402823e+38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1096</th>\n",
       "      <td>-88.63</td>\n",
       "      <td>48.88</td>\n",
       "      <td>16.500000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.402823e+38</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          X      Y  production_soy  difference      esp_risk\n",
       "352  -96.63  48.96        8.200000         0.0  3.402823e+38\n",
       "353  -96.54  48.96        4.100000         0.0  3.402823e+38\n",
       "1006 -96.13  48.88     1174.199951         0.0  3.402823e+38\n",
       "1014 -95.46  48.88        3.700000         0.0  3.402823e+38\n",
       "1096 -88.63  48.88       16.500000         0.0  3.402823e+38"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prod=prod.round({'X':2, 'Y':2})\n",
    "diff=diff.round({'X':2, 'Y':2})\n",
    "df_combined=prod.merge(diff['difference'], left_index=True, right_index=True, how='inner').merge(esp['esp_risk'], left_index=True, right_index=True, how='inner')\n",
    "df_combined_clean=df_combined[(df_combined['production_soy']>1) & (df_combined['difference'] > -10)] \n",
    "df_combined_clean.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "de82823b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>production_soy</th>\n",
       "      <th>difference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>12010.000000</td>\n",
       "      <td>12010.000000</td>\n",
       "      <td>12010.000000</td>\n",
       "      <td>12010.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-93.149123</td>\n",
       "      <td>41.010784</td>\n",
       "      <td>3859.473206</td>\n",
       "      <td>-4.309352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>5.779124</td>\n",
       "      <td>3.769613</td>\n",
       "      <td>2750.514817</td>\n",
       "      <td>2.766869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-109.960000</td>\n",
       "      <td>25.380000</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>-9.998277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-97.290000</td>\n",
       "      <td>38.710000</td>\n",
       "      <td>1419.699951</td>\n",
       "      <td>-6.560200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-94.790000</td>\n",
       "      <td>41.130000</td>\n",
       "      <td>3792.500000</td>\n",
       "      <td>-3.807894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>-89.960000</td>\n",
       "      <td>43.960000</td>\n",
       "      <td>5988.299927</td>\n",
       "      <td>-2.191409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-72.040000</td>\n",
       "      <td>48.960000</td>\n",
       "      <td>17557.699219</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  X             Y  production_soy    difference\n",
       "count  12010.000000  12010.000000    12010.000000  12010.000000\n",
       "mean     -93.149123     41.010784     3859.473206     -4.309352\n",
       "std        5.779124      3.769613     2750.514817      2.766869\n",
       "min     -109.960000     25.380000        1.100000     -9.998277\n",
       "25%      -97.290000     38.710000     1419.699951     -6.560200\n",
       "50%      -94.790000     41.130000     3792.500000     -3.807894\n",
       "75%      -89.960000     43.960000     5988.299927     -2.191409\n",
       "max      -72.040000     48.960000    17557.699219      0.000000"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_combined_clean.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "4b878775",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>production_soy</th>\n",
       "      <th>difference</th>\n",
       "      <th>esp_risk</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>10861.000000</td>\n",
       "      <td>10861.000000</td>\n",
       "      <td>10861.000000</td>\n",
       "      <td>10861.000000</td>\n",
       "      <td>1.086100e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-93.919715</td>\n",
       "      <td>41.067490</td>\n",
       "      <td>4212.267766</td>\n",
       "      <td>-4.765244</td>\n",
       "      <td>1.884474e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4.761545</td>\n",
       "      <td>3.517652</td>\n",
       "      <td>2631.363702</td>\n",
       "      <td>2.508564</td>\n",
       "      <td>5.355799e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-103.290000</td>\n",
       "      <td>29.880000</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>-9.998277</td>\n",
       "      <td>8.910866e-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-97.460000</td>\n",
       "      <td>38.880000</td>\n",
       "      <td>2052.500000</td>\n",
       "      <td>-6.867135</td>\n",
       "      <td>3.689474e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-95.210000</td>\n",
       "      <td>41.130000</td>\n",
       "      <td>4138.399902</td>\n",
       "      <td>-4.260152</td>\n",
       "      <td>1.299382e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>-90.540000</td>\n",
       "      <td>43.790000</td>\n",
       "      <td>6208.500000</td>\n",
       "      <td>-2.567209</td>\n",
       "      <td>5.726611e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-75.130000</td>\n",
       "      <td>48.130000</td>\n",
       "      <td>17557.699219</td>\n",
       "      <td>-0.595164</td>\n",
       "      <td>7.213552e-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  X             Y  production_soy    difference      esp_risk\n",
       "count  10861.000000  10861.000000    10861.000000  10861.000000  1.086100e+04\n",
       "mean     -93.919715     41.067490     4212.267766     -4.765244  1.884474e-02\n",
       "std        4.761545      3.517652     2631.363702      2.508564  5.355799e-02\n",
       "min     -103.290000     29.880000        1.800000     -9.998277  8.910866e-09\n",
       "25%      -97.460000     38.880000     2052.500000     -6.867135  3.689474e-04\n",
       "50%      -95.210000     41.130000     4138.399902     -4.260152  1.299382e-03\n",
       "75%      -90.540000     43.790000     6208.500000     -2.567209  5.726611e-03\n",
       "max      -75.130000     48.130000    17557.699219     -0.595164  7.213552e-01"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_combined_clean[df_combined_clean['difference'] != 0].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "95b57f34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1086, 5)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sampled=df_combined_clean[df_combined_clean['difference'] != 0].sample(frac=0.1)\n",
    "df_sampled.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "7c00f94a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Production')"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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7mZxwVb3u9QUz1P8P1zdQMgAtQSIz2/4n6VtJQUkfGGPeMcaMMMacEHuNMMa8K+n92DXfWmtHJyEzAOzAqa5WtKra6xgAAAAAgBRpd9yhGvLRCwr17i5/VkgyP8508+dkKdC2tfZ7+i/qfcNwD1MiHjUlZZp86i9VU1SsSGm5omUVciqrtOHTbzT/zkdqvWfQyAfkS3B2W0a7NvLnJLbH108FWufudCwvf1/JGGX27KpA21ZJfR52tv9zf1P2gL71+vXhywxqn0f+0CCzqQG0HMYm8AmQ2F5s70g6VLV+dmPrZZLGSjrLWrvJ9cM8lp+fbwsKCryOAeAnwisL9c3g02VranTYuP/xyVQAANDolC9arsyeXeQLBLyOAgDNjrVWReOnas3/PlT1uo1Ky8tRx1OPVYeTj5Lx+72OhziseO6/mnPLvYqWh3c6588O6cRNU2Rq2aNt+TOjNefWv7uanebPDunQr0dr9o1/UtG45O16027YYRry0Qs7HXciERm/X8bEt/wpEhMpr1DBWb/Slu9mKlpescvrTHpAxu/Tvk/9Rd0uPD2FCbGNtVZV6zbKCVfKBAJKb98mqXu1AslmjJlirc2v7Vwiy0jKWrvJGHOUtu7bdrmkgyRt+xdkjaTvJD0vaZS1NprIswCgNqXfL5BTVS1Zqy0FsyjbAABAo7Jl8kyNO/Tn6nv7Ndrzz7/1Og4ANDvGGLU57EC1OexAr6PApfDKwlqLNklyKqvkVFbJH8rc6VzPqy6Qdazm/t99ciqr4lpS0peRLn8oqCEfvajc/fZU53NPVsm0OYpW1P78+vBnh9T55yfX/ty0hN6CRT2lZYU05OMXtWHMWC154DkVTZgmE0iTjURlfEby+2Uk9bjqfPX81UUK9ezqdeQWpWLJSq147jVt+GycyuYulqStH46wjpzqiDJ7dFbrQw5Q98vPVZsjD6akRpOR0My2nQYzxi+prbbOctvcnAo2ZrYBjZMTiWj+HQ8qUl6hvf/xO/kzg15HAgAA+EHNlhLNuv5u9b5+uFoPHeR1HAAAGp3C1z/SjBG/V7Rs5xlI6R3aatiqcXW+2V4yc56mXXyTwivWKFpRWWvpZtIDMj6fOvzsGO375D1Kb9NKklRTXKrPuh9e595/8fKHMnV84YRai0F4q2LZKhWNn6qaohL5MtKV0aWD2h13KDOoUqx46veac8u92jJ5lmw0KlsT2fXFxsiflalAq1ztcdeN6nbp2ZRuaBTqmtmW1LKtOaNsAwAAAAAAAJLLqa7WlwOOV1XhBtnoj5/bN+kBdTn/VPUccb5aDdm/zjfaty0nuuLZV7V53FSFV66Roo58GenK2qO32p9wuHpefYFCvbvvdO+Cvz6pJf94Zpez6+Lhz8pU/7tuVN/fXuF6DKC5cqqrNf+uR7XsiVFywlX1vt+flancQXvrgFEPKrN75wZICMSPsi0JKNsAAAAAAACA5AuvLNTk069S6ZxFkuNIkkzAL5OeLmOM0tu2Up9bRqjbxWcoLTsrrjGt49S619tPOZGIxuafqbIFS+ueabMLJj2gnIF76PAJr8f1PKAlqdlSoonHX6qyBUtc7a+4jUnzyx/K1MEfvqDWQ/ZPYkKgfhqkbDPGHOnmPmvtN64e6DHKNgAAAAAAgK3KF6/QyhdfV9ncxbKOo1Cvrup+2bnK3X9Pr6OhibGOo+9vvlerXni9zr3T/FmZCrRppUO++LdCvbolNUPV+k0ad9h5qlyzTra6Ju77TEa6Qj266NCxr/2wNCWArSKlZRp/xPkqW7isXr+v6uLPCmnoZyPVKn/fpIwH1FdDlW2Otu7NVh/WWtskdwSlbAMAoHGLVlWraNwUtT16CJ8oBQAAaCClcxZp1rV3qnjKLNmo8+NMIL9PvvR0ZfXrqYGP3ak2h9f6PlSTZx1HG7+YoMweXZS9R2+v46RMeMUaLX3sZfW8+gJl9e+V1LFnXX+3Vo96u86i7Qc+n9LbttIRU95RsHOHpOaoKSrWjF/+Ths/Gx9XFn8oU+1POUr7PfUXBfJykpollaLhSlnHUVpWyOsoaGYKzr1OGz7+Rk5VdVLHDbTO0zHzxyjQOi+p4wLxqKtsS/SdKFPPF+98AQCABlH42geadPLl2vTlRK+jAAAANEtFE6dr3GHnqWj8VDmV1TsuuRd15IQrVTprviadcqUK3x7jXdAGNP+PD2nKOddp7EFnqnzxCq/jpMzSf47U0kdf0qL7n0nquOve/0Kr/x1n0SZJjqOaohJNPf/XSc0hbX0DP/+NJzX41UeVl7+vfMEMpeVkSdv2ijNGaTnZ8gUz1GroIB34+j914OhHm2zRVjp7gSYcd7E+aTNYn7bL17f5Z2rzWCYaIDnWvvOZNo4Zl/SiTZKiFWHNvPbOpI8LJMr1LDNrbZ3FmTEmV9IQSb+XNFDS2dbab90+DwAAoC4dzzxe+0tq3Uw/RZ0qTk2Npl10k3pdd7HaHjXE6zgAAKCRCK9aq+9+dqWiZeW7vdYJV2r68FsU+uo/yhu8TwrSpU7ZgmWKVlbKHwyqqnC9svr28DpSSvS86gLVbClRn19fntRxF/3tKUXL4yzaYmwkouKp36ts/hJlD+iT1DyS1OHko9Th5KNUsWyVtkyeqZIZ8xQpK1dabrby9ttTrQ7eX5k9uiT9ualUvnCZxh15vqKlP/5+LpkxV5N+dqWGfPiC2hx2oIfp0NRFK6s085e/i79EryenqlobPvxam775Tm2PPLhBngG40WBLOlprSySNMcZ8JultSe8aYwZba5c21DMBAEDLFcjNVrfhZ3kdo+mzVk51jWwk6nUSAADQiCx5+AVFw5VxX+9UVmn+3Y/o4HefbcBUqbfPQ3fIl5Gu3IF7qHULKiSy+vXU/s/cm9Qxy+YvUcnMea7utdGolj4+Uvv+8+6kZtpeqFc3hXp1U5efn9Jgz/DKwr8+IaeWIsSpqNTc2+7XYWNf8yAVmovCNz6W08D/noxWhLXo709TtqFRcb1nW70eYswASXMlvWStvaLBH9gA2LMNAAAAAAC0RNHKKo3pPFTRsop63efLSNcxCz5TsEvHBkqGpmzJwy9o3h8ekq2ucXV/eoe2On71+CSnahnGdB6q6o1FtZ80RqdUzmEfbLj29aBTVfb9wgZ/ji8jXUfPG6PMbp0a/FnANg25Z1tcrLXzJZVIOj4VzwMAAAAAAEBybP52srs33v0+rXvvi+QHQrNQvbHIddEmSZHS3S9pitqZ9MCuz/n9P+5TB9RT9eYtKl+4LCXPMml+bRwzNiXPAuKRkrLNGBOQlCmpfSqeBwD4kbVWs3/zZ32194na9PUkr+MAAAAAaGKqNxbJzcpITrhK1Zu3JD8QmoW6Cp+47k/zJylJy9PtojNkMtJ3PuHzqePpx8lQtsGlkmlz5A9mpORZ0fKwNk+YmpJnAfFI1XzgMyUFJK1P0fMAADHhFWu04pnXVL5wmebe9g+v4wAAAABoYnwZ6a7efDdpfvlqe0MfkJTZvbP8WZmu78/o0DaJaVqWvreOULBLhx1+f5r0gAKtcrXX/bd5mAxNXfGMufXa3zNRWybOSNmzgN1psLLNGJNujOlrjPk/Sc9KspI+aqjnAQBqF+zcXln9ekp+nzr/ovlt7AwAANCQrON4HQHwXPZe/eTUROp9ny+YoZy9+jVAIjQHnc85STbq7s9YfyhTva67JMmJWo5A6zwd8d1b6nv71Qr17aHMHl3U61cX6cjp7ynUs6vX8ZBCNhpV6fcLtWHMWK3/5Btt+W5mQmVZ9YbNsi7+vnCrprgkZc8CdifN7Y3GmGh9Lpe0WtI9bp8HAHDHl56uI6e9q0hZhQJ5OV7HAQAAaDIWP/ic5t3xoI6c+p5y9qYwQMuVs1dfZQ/orZLpc+t1nz8jXe1POLyBUqGpC+TlqPO5J2nN6PfqXbpZx1G34Wc1ULKWIdAqV3v84Xrt8YfrvY6CFHMiEa3/4CstefA5bZkyW770wNa9+iTJWkUrKpXZq6t6XXeJul1yZv3eS3Kx5HBCUvw4oC6JzGwzcb4qJf1b0lBr7ZqE0gIAXDF+P0UbAABAPaV3aJfwMmdAc9H31qvq9XvBlxlUrxsv/fENXKAW/W67Wr6M+u3v5A9lquc1F/JvXMCFzWML9GW/YzX9sv9T0YRpstU1ipZVKFJcuvVVUiYbiahi0XLNv+NBfd7zCC1/enTc+3YGWudJKdxPMS0nlLJnAbtj3GxwK0nGmKN2c0lEUpGkBdba1M0dbSD5+fm2oKDA6xgAAAAAAAApZx1HU35+gzaMGStnN0uM+TLSlb13Px36zatyqmsUKS5VZvfOKUqKpmbdh19p6vm/3u2vK0nyhYJqe9QQHfTWvyhygXqw1mreHQ9q2T9HxfV7bXv+rEzlDR6og955Smk52XVeu+7DrzT9kpsVKSlLJG7cupx/qg4Y9WBKngVIkjFmirU2v7Zzrme2WWu/3s1rnLV2TnMo2gAAAJqbgnOv0ydtBqt0ziKvowAAgCbA+HwaPPphdfzZ0VtnuBlT63X+7JByD9hHQz8bJV9Gur4eeJK+3PN4FU+ZneLEO3NqarT2nc+05OEXtHnclLhnaqBhdTzlaB38/rMKtM6TPzur1mt8GenyZaSr20VnULQB9WSt1fc3/knLn/h3vYs2SYqWh1X03QyNP/oiRcor6rw2b/A+Ce35Vh++zKDaHF5r5wF4wvWebQAAAGi6iqfMVrSiUhXLVrEPEQAAiIsvPV0H/OcRbf52spY89Lw2fjZeJj0gI8mpqlHeQfuq760j1OGkI2X8/kZVZtUUFWvcYeepsnCDnOpq+QJpan/84Rr82mMyvkR2WUEytD3yYA1bPU7r3v1ci+5/RiXT5siXHpCNROXPyVLPX12oXldfqGDXjl5HBZqcVaPe1qqRbylaEXY9hq2qVvmCJZr5y99r8OhHdnmdP5QpG4m6fk79Qlm1O/aQ1DwLiIPrZSRbGpaRBAAAzUl4ZaHKFy9X26OGyOzik+loearWbdTat8eo60WnK20XnyxPtfUff62cvfsrs0cXr6MAQMKstYpWhLfO0klr+p9/rtlSoso162WjUWV0aq+M9m12vqakTJGSMmV26+RBwh/NueVvWvavV2Sra3445s8KadDIf6jT6cM8TIbaOJGIIiVl8mcG5c8Meh0HaLIq16zTV/ucpGhZ3TPS4uUPBXXA6EfV8ZSjaz2//OnR+v63f5GtafjF7loNGaTDxr7W4M8BtlfXMpJx/T87Y8zwZIWx1o5M1lgAAABwJ7N75xa3d0p41VoFu3Tg0+t1WPjXJ7X8X6/IqapW7xsv9TqOrONoxi9/r64Xna6977vN6zgA4Frp7AVa8thLWjP6fdmaiKzjKL1DW3X82dHqeslZanPYgU3ywy+BVrkKtMqt+5rcbAVy697jJxXWvf/FDkWbJEXLK7T+g68o2xohX1qa0tu08joG0OTN+8NDCc1o+6loRaW+v/FP6nDyUbX+vVU6d1FKijZ/Vkh9/29Egz8HqI94P0b1kqRkTIGzkijbAAAAkFLF0+Zo7NCzNfDRO9Xzmgu9jtNo9RjxC0UrK9Xp7BO9jiJp6/5Ah419TRkd2nodBUiajV9NVHqbVsrdb0+voyBFFt33tBb+9Qk51TVS1PnhePW6jVr5wuta+eLrCvboqv6//5W6XXKmfIGAh2mbr4xO7VWxeMUOx3wZ6Qp223FZwvDKQi1/ZrS6XniGcvbqm8qIcatat1HLn31Vm76YqEh5hQKtctX5nBPV9cLGMzMdgLeKp8/Vwr8+oXVvj0n62NUbi1Q0bkqt+6Vl9e0hX2bQ1d5w8TJpacobvI86nnZcgz0DcCOuZSSNMcu067KtvaRQ7OuIpE2xr9vqxzKvXNJGSbLW9naZ1VMsIwkAANB0RcrKNf+uR9XrmguV1b+X13EAtFCbxxZo0slXSNZq2Kpxu50RhKZv6T9Haf4dD8Y1q8CXGVTeAXvr4PefVVpOcmaCbfx8vObedp8GjXywxe/RuuHTbzXl59crWvHjG8D+7JCOmvXRDktcTr34JhW+9oFaDR2kw75tXMuT1ZSUaeaI32v9B19KPiMnXPXDOX9WSNZx1PNXF2mve2+W8fs9TAo0P05NjcrmLFbJrHmKllXIH8pU9t79lLPvAPkz0r2Ot4OVI9/UrOvvlt3uz4ikMkY9rjxP+/7rTzudqt5UpC/6HL3Dn7XJVtuf3UCqJLyMpLW21y4GvkbSo5LGSvqzpG+stVWxc+mSjpL0B0lDJN1nrX2q3ukBAACABKVlZ2mfB3/vdQwALVx6h7aSMQq0yZMvmOF1HDSwSFm55v3+gbg/3e+EK1U8Zba++9kvNfTzUUmZ4VY0cZpKZsxT2bzFLb5sa3/CEdr/xfs17/cPqHL1OuUO2ksDH71zpzdru15wmorGFqj7Zed4lLR2NUXFGnfYeQqvWCOnqnqn89HyrfsxLX/qPyqbs1AHvf0UhRtaPKe6WtMuvllbCmZpn4f/oE5n1H/J2PKFy7Tkoee16pV3ZdL8krWyUUfG55PxGTnVNep05gnqe+sI5e7v/az1FS+9rtm/ulM2Em24h1irzeOn1HoqvW1rHfi/f2rKz2+Q4ziylckt/HyZQQ3+zyMUbWiU4prZVuuNxhwr6VNJb0s6z1rr7OI6I+m/ks6SNMxa+5WrB3qMmW0AAAAAgERFyivkC6TJl964PgWP5Fv+7Kuae+vfFS2v3145/lCm9n74DvW44ucJZ7DRqMoXr1BW/15Nck84/Gj80Rdqy+RZstU7F20/5QtlqueIX2jvB36XgmRA47X23c80ffgtipaHld6+jY5fMyHue51IRIvue0aL73taTk2NVFd55fPJl5GuHr88T3vee4v8Hn2gZsvU7zXu0HN3WLK4ofiCGTq5dOYuz1dv3qLVo99TyfS5WvvOGEXLwzvtm1nvZ4aCOmDUg+yzCU/VNbMtkd3hb5ZkJP12V0WbJNmtbd7NsWfdksDzAAAAAABo0tKyQhRtLUTh/z6qd9EmSdGKsBb/41m5/XD09ozfr+w9elO0NXHFU79XybTv4yraJMmpCGv5M6+qpqSsgZNh9g336KuBJ6ty9Tqvo6AWWX17yjp265KPe8a/B6NTXa3Jp1+lJfc/s3V28u5miTmOnHClVjz3X40/8nxFSr35vTfzqt+npGiTti6rWZf0Nq3U+7pLtP+z9+qYeWPU8WfHyB/KdPUsXyiozF7ddOgXr1C0oVFLpGzLl7TFWrtydxdaa1dI2iLpoASeBwAAAAAA0CREEig6qgrXq7hgVhLTIFoR1thDf64v9ximiuWrvY5TL0sefbHWpSPrYnxGq195p4ESYZvCNz9R+YKlKv1+gddRUIucffrr0G9e1cAn79FB7z4d933Tht+izWOnxLXf5vaccKVKps3RtwedJeukpvTapmr9RpXOmJey5/n8ce1OJWlr8Xbgfx/XoFEPKNi9s/xZISmOD4H4s0PyZ2Wq9w2X6qjZHynvwIGJRAYaXCJlW46k7NjebHWKXZMVuwcAAAAAAKBZC7Rt5f5mY1Q2b0nSskAqm7tYpTPnKbxmnTZ9Ef9Sco3B+g+/kq3nbJVoeVhrXvuggRJhm6FjRmrwq4+q3fGHex0Fu5A3aC91u+gMpWVnxXV94ZufaMNH38S932ZtKhav0LInRrm+3435f3g4pc8L9uxc73s6nT5Mxy7+Uge985Q6nn6c0tu3kUkPKC03W2l5OUrLy5E/FJQ/FFTeQftqn4f/oOPXTNCef7lJ/gxWBUDjF38FvbOlkvaUNFzSc7u5drikgKRFCTwPAAAAAACgSeh2yVna+OlYV/dax5FTWZXkRHU8z1otuOcxhZeu0j6P36VAbrarcWpKyrRq1Fva9OVERYpLlZabrdaHDFb3y89RetvWSU5dP7mD9lL3K36uqnUb1ensEz3NUl/Rcndv+odXrZVTXc3StQ0oZ+9+ytm7n9cxGpyNRlU2f6nScrOV2a2T13EajBOJaNa1d9Z7Rltt5t3xkLpfdo7Sctz9eVpfRZNmpOQ527QeeoCr+4wxanvUELU9aoikrXu7lc9fqmhlpXyBgIJdOyqzVzeWP0aTlEjZNlrSnyQ9Zoypsda+XNtFxpjhkh6TZGP3AAAAAAAANGudzjph6zJZLvZeM36/Am3yGiBV7SqWrNTi+56WfD61PXqIul9+br3ur964WXNvu19r/vuhjN+3w151G8aM04J7HlPHU4/RXvffrszu9Z8NkQzG79fAx+705NmJ8mUEFN3N/ki1qVxZqAnHXKxDv31VxpfI4lZoLKy1Kp48S8ufGa3yhcskY5Szdz/1vOZC5e63Z4M8M1pZpYnHXaLS2QtkHUf9br9G/e+4tkGe5bX1H3wlp7r+v9dqY3xGq155V72uuTAp4+1OpKw8Jc+RJH9Oljqfe3JSxkpv00rph7gr7oDGJpG/aR+QNF1SUNILxphlxpiXjDF/jb1eMsYslfRi7JoZsXsAAABapFSv2w8ATU3V+k36etCpWvf+F15HARLmz0hX2+MOcXWvrYmo3bHu7nUjs0dntT1qiEI9u6rdcYfW696KpSv1zeAztHr0e3Iqq3Yo2qStexg5lVUqfOtTfZt/hkpnJ39vq3UffqWxh5yrVSPfSvrYjUHeoL3d3eg4KpkxV1XrNiY3EDxRPG2Ovh54siYeP1yrRr2tovFTVTRuila88D+NO/wX+jb/TJUtWJr0567+z7sqnb1A0YqwnMoqLfrbv1S1flPSn5OoqnUbtfTRlxKa4bX6lXcULU1OaRUtD2vVy28mZax4xLtMZjL4M4PqcOIRKXse0FS4LtustZWSjpP0tiQjqYekSyTdHntdIqln7Ny7kobF7gEAAGhxNn4+Xh/n7q+iCdO8jgIAjZaNRhUtDyuawuXzgIY08JE/SgF//W7y+dTxjGEKtE7dzDZfIKAhH7+oo+d8osweXeK+r3rzFk045iJVrdsoWxOp++Koo5rNxZpw3CUKr1qbYOIdzRzxexUXzNLMq+6QdTGTsLHrc+sI+XPq/0a6SQ8ovV0bpbfzdglPJK5owjRNOOZClS9YunWJw+0/xBd15IQrVTJznsYdcm7SC+1oWYVsNPrjAZ9P0fKKpD4jGSaddLnm/v4BTTx+uCqWr3Y1xpbJM5OaqWzOwpT9mdRqyP4peY4/K1N73nuLjL+ef7cBLUBCc8ittUXW2rMlDZH0sKSxkhbEXmNjx4Zaa8+01m5ONCwAAD+15o2PNfWCX6tqA3/NoHELdu+stscMVUaXDl5HAYBGK9i5g45d+Lm6JGlpIsBr2QP6qO2RB8ukB+K+x5eRrn7/d1UDpkqexf94VlUbinZ84383aopLNf8PDyU1R9ujhsgEAmo1ZP9muc9PhxOP2LrvU7zfWyBNuYP20p5/vUWHT3pDvkD8v/7Q+NRsKdF3p43YadboTqxVpLRcE0+8TNGq6qQ9v/PPT5Y/OyRfZob8WSG1OXSwMnt1S9r4yVK1YbNsbAnISHGpuzHWJXfGnlMTUSRJM+V2p89vLo//zwiXTCBNefn7qtvws+K63olENOu6uzT+qAtUMmNeg2YDGgPTHD/x0xDy8/NtQUGB1zEAAD/xxR7HKbx0lfZ79l51v+wcr+MAQJM2/85HlNW/p7pdEt8/oAEAu1dTXKqxQ85W5aq1cnbzBrgvM6h9n/qzul14eorSuedUV2tM50MUKSmr972+YIaGrRyrQKvcpGSxjqPw8tUKdu8sX1paUsZsbEpmzdf4Iy9QdDf7MplAmjI6ttMRBW8rve3OM9qs42jjZ+O06t/vqHrdRqXl5ajTmcer0zknyZ+R3lDxd84R23ts3Udfqapwg0yaX8FundTl3JOV1a9nynI0BUsfe1nz//jw1hltcfBnZ2nff/1JXc8/NWkZKtdu0Lq3xyitVa46n3tS0n+fhVesUc2WEuUM3MP1/oKbx0/Vwj89rnYnHqm+v73c1RgfhvbZ/SzdejDpAR2/enzS/qzbna8GnqTy+clfSlSSTFqaMjq10+GT3lRGh7Zx3bP27TGaftmtipaHlXvA3jriux2X+q1cvU7Lnhil1aPfU7SiUln9e6rPb69QpzOPZ+YcGi1jzBRrbX6t5yjb4kPZBgCN08avJmr9R19rjz9ct/XTngAA12Zdf7ey+/dS719f5nUUAGhWaraUaMovblTRhKmyNVHZyI5v5vqzs2R8Rvu/eJ86nT7Mo5T1s+Z/H2rmVX/YbflTG38oUwP+cpN63zC8AZI1XyWz5uu7n12pSFnFzvtKGSN/KFNZ/Xvq4A+er/XN8I1fTdT0S25RpKxc0bIflwH0x/Z62vuB29XjyvMa9HtwIhGtHvW2Fv/jWVWuXrd12eDYzEgTSJPx+5U7aG/1u/1qdfzZMQ2apSmw1uqL3kepcvW6et2Xs98AHTnl3QZKlVxLnxilebf/Q8bvU6uD9tPBH73gWWk+pvNQVW8sStp4Jj2gk0tmpKw4KnzzE00ffstuP9hRX9vK8EO/eVXBzvGv1LKlYJYmHHuxZKQOJx+tA1999Mdz383UxJMuk62u2SGvPytTrQ8drIPeeZpZuWiUUlK2GWNyJA2WtO133HpJU6217ubtNjKUbQAAAAAAIBGlcxdr2eMva+1bnypSViETSFNWv17qe/OV6nTW8fKlp25mUaLm/eFBLb7vGdf3d7ngNB0w8oEkJmoZnEhE6z/8Sov/8axKps+VU10tfzCodsMOVZ+brlTrQwfXupTmhjFjVXDOdXLClbsc2x8Kqv9dN6rvTVc2SPZIaZkmn3G1iqd8v9tZWv6sTHW98HQNfPyuFj3Dpaa4VGM6D63/bCufT6dUzmkSy6p+lLv/D78u/dkhHfTO02p75MGeZJl00uXa+Pn4pI2XvVc/HTXzg6SNtzvWWk2/9FYVvvWJbGUSCzdjZDLSNeBPv1GfX19Wr9mHRROmqXzR8q3LkQYzJEnRirA+63mkIltKar3HFwqq942Xas8/35SU+EAy1VW2JfwxAWPMvpL+Kulk7bwHnGOM+UDSH621sxJ9FgAAAAAAQFOVs1df7fvkn7Tvk3/yOkrCaorrv3zk9iKlid3fUvnS0tTp9GH1mgEZKSvXlPNuqLNok6RoRaUW3P2YOpxwhHIG7pFo1B041dWaeOLlKp01T04cJUC0PKzVr7wrG3W071N/bhKlUUOIVoRl0vz1L9uslY1EZJrAzCBfeuDHX5vWypeR4VmWTmefoKKJ03a/P14cfBnp6nhmamcqG2O0//N/k1NZqQ2fjI176dHdsla2skoL735MGz76Wge987T8mcE4brPypQeU0bm9IsWlP5Rta177YKcZ3ttzKiq1/Il/q/8frk/p8rZAotwtghtjjDlb0iRJP5Pkl2R+8vJLOk3SJGMMGz8AAAAAAAA0A+ltWyV0f6B1YvcjfqtHvyfFubCVranRkkdfSnqGeX94SKWzF8RVtG0TrQhr9ej3tOZ/H/6Yz3G0atTbWv7Mq3JqapKe02vWcbTi2ddU+MbHkqRAq1zZ6vrvIeZLDzSZJfgGjXxAvsygjN+vrhefqVYH7+dZlq4XnCbrJGnLJSP1uvrC5IxVD75AQINfe1z977xegTZ5PywTmwzRirCKJk7T5DOulo1G67zWiUQ0+bSrNOG4izX1/F/rywHHa8OYsZKkde99scNStrtSNntBUnIDqeK6bDPG9Jb0iqSgpOWSrpXUX1Jm7NU/dmxZ7JpXYvcAAAAAaEIipWWaNvwWTb3gN6opKvY6DgCgEWhz6GD5s0Ou7vVnh9Tu2KFJToRdWfbEvxUt3/0b25JkI1GtefX93b6RXh/RcKVWPPvabmfW1cYJV2r2tXf98OOVL72hWdfdpTm33KtF9/4raRkbi3XvfaHvb75X0y+9VWXzFsufGVSroYPqN4jPpw5NaL+7jqccrZOKpurEoqna9593ezqLMS0nW/1+d438ocyExvFlZqjbJWcp2LVjkpLVjzFGfW/+pYatHq9BL92vVkMPUFqrXCkJP7dOuEpbJs3Q4gefr/O6pY+9rE3ffqdoeViR4lJFyys05bwbFK0Iyzpx/PlijGxsP0egqUhkZtutkjIkTZC0n7X2KWvtYmttVey12Fr7lKT9YtdkSLo58cgAAAAAUmnFc//V2jc+1tq3x2jJ4y97HQdoUBXLV2vyWddo9avvex0F2rr03Np3PtPSR1/Smtc+SN6SWEhYu2GHKS3LXdkmSZ3PPTmJaVCXqrUb6nW9dRxFSpK3zGfh6x8ndH+ktFwlM+ZJ2rqHmRxHNhJVtQcfANr4xQRNGHaJNo8taJDxs/r3kozkz85Seoe2kqS+t46oV7Htz8xQn99escOxyrUbtOLZ17Tovqe15JGXtHncFFmbpBlcSWD8/riWJUyFvreOUGbvbjJpLndf8vkUaJ2nvf5xe3KDuWCjjjqedqwO+/ZV7XHXDfKHkvNzHK0Ia+FfnlD5ouW7vKZowjQ5FT8t2I0qlq9Ru2MP3W2h6dRElL1X3ySkBVInkbJtmLZOQr/GWrvLv4GtteWSrtHWZSVPSOB5AIAGFF61VpWF672OAQBohLL26C35/TKBNOXs2c/rOIAkqWLZKq3/+Oukj7vy+f9p/ftfas7/s3fX4VGcXQOHfzOzHg8EDxDc3Z0CLVXqpdSpl7q7vF+91Kg7dfeWClbc3V2CBYlnszYz3x8BShrbJLvZBM59Xe/1Njszz3MSonPmnHPHkyFfW5TP/j9mMLlhP5ZfdS/rH3qRlTc8wuQGfUmd+H2kQxOAoqqk3DkWtZw3yFW7jeSxFxyd3SPCr9xJA8NAsYWuBeGOd74IqmVcyUxSP/kBgKY3XkLj6y6m0eXn0vrx20ITYDmsf+AF0mcsZMNjr4Rl/Zh2LRixZx7DdszElhgPQJ2Rg4hu3SyofxPVYSehXzfie3cGIHf9FhadfQPTmg9lzV1Ps+HRV1j/0HgWnn4101sNI/WTH6tV0q06UC0W+vw1EXv9JBRr+b52FE3FmhBL36mfVephhMrS8z0sOO1q/oztzJ/xXdn99W9sevLNkMyiO8Lw+9ky/v0Sj7tSkot8/AyfD3vdWjS6/JyCTEEJVLuNRpedjSWELTCFqAqVSbY1AnJM01xV1omHz8k+fI0QQohqaO3dT7P+gfGRDkMIIUQ1VPf0ofSd9hl9/v6YBheeFulwhABg3X3Ps+jM6/BnZod03YaXjiJxYE9a/e+OkK4ryidz4UqWXHQrgcwc9Jw8DK8PPTcPPS+fNbf9j7Rfp0Y6xFLt+uwnVo17rOwTa7im4y4jpl0LVJstuAssGo7k+rR67NbwBiYKSejVqVzt4+z161S6jd6xPHsq+VCnYZK/bRcAmsNO+5cepNPb/4c1PjYE0ZVPy0dvIbZbe1o+eFPY9rBEudDs/35NKZpG7z8+JLplU9RSktSqy0Fsl3Z0//Z1FEUhY/5yZve9gP2T/sH0+QvaeBoGps+PnpdP/vbdrLnlCdbc+j9JuP2HvW5tBi78gVqDeqFFBfe1oEU5ie3SjoELfySqRZMwR1i6TU++QfqsRWAYGPkeVoy9H91T/jaupQro7P7iFwIltKhtce+12JISUQ9/LmsuJy0fHoctMR5rfCzdvnwV1eUAtXB6QnU6iGqVQtvn7g1tvEJUAaWi30wVRckCLKZplpliVgqa7eYBftM04yq0YYT16NHDXLw4PCXiQghRHXj2pKFoGva6tSMdihBCCCFEmdzbUslZt4W6pw2JdCgiDBacOpaDU+aUeDyqdQpDVleuNV04rbzhEQ5Om8vQDVMiOn+oKvgzs1lw6lhy125CL9Iy7F+q044zuQF9pn6Ko15SFUYo0mcvZuEZ1wY1t02LctL6qbtIGXdZyPaf0ngg3kp2UUk6eQC9fi99RtTxTnfns/WVj9g24RMMnw8MA1BAKZg11vCSs2h06Shi2rciP3UvMzufQSCn7HagmstJy8dupfmdY8s890Rjmib7vv+TDY9PwJO6FxOzUGtE1WlH0TSsCXG0fOgmkq86H0WtTG1LaCw841oO/DXz6NuK1Yrp94d8H0tsND1+fItag3oVe9yfmU3qxB/wH8ogcWAPkk4eWOh49sr1bH7mLfb9MhXT58feoC4pt11B0xvGhDThL0QoKYqyxDTNHsUeq0SybQnQBTjNNM2/yjh3JDAJWGaaZvcK7tca+PqYl5oBjwLxwLXAkQbUD5qmOenwNQ8AVwM6cOuROA/H8yqgAe+bpvlsWftLsk0IIURNc3D6PDY8+gq9fn0vIk99CiGEEEJUhGkYTHK1B90o8RzVYWPohik4GtStwsjKxzTNiCXaDs1cSObiVTS/8+oq2U/3+tj53tdsGf8evoMZBTd1DRNUBc3lRHM5Sbn1CpqOu1TagkWAaZrMHXARWcvXYvpKueGuKNiSEhmy7m+ssdEh2/+fjqeRt35LpdZoeMkoukx8PkQRld+Bv2eRu2EbTW64GNUauhabFWHqOof+WYB7x24UVcXVvDExHVszpV4f0FROSV/K+gfHs+OtzzH9gaDWtMRGM3zPvEIVdaKw7JXryZi/nMzFKwlk5qDFRBHfrQPxvToR16NjtXqwYuuEiWx45BWMI3NOVfVwcja0VLuN1v93R5EZgRVhGka1SFQKUZbSkm0VnPQIwM9AV+A9RVFOMU1zXQmbtwPepWC+208V3cw0zQ0UJPdQFEUDdgM/AlcBL5umWaj32eF9RwPtgQbAFEVRWh0+/AYwAtgFLFIU5RfTNNdWNDYhhBCiOtIcDqyx0Sia/MIqhBBCiJrDNIyCRE0pFFXD8PqqKKKKieSN120TPubAnzNpOu6yKrl5rtltoEAgKwdFVTEVBcWqgWlSa0hvun31KppdZrRFiqIo9Pz1XeYNuQT3tlQMj7foOVYLltho+k79NKSJNoC6Zwxl29ZUTF/Fvma16CjqnjE0pDGVRyAnl0Wjri+oYIqLKZg3FUGKplF7WL9CrxmBAAn9u6PabZi6TuqH3wadaIOCGV873vqcZrdfFepwjxuxndoQ26kNTa4bHelQypRy8+V49x1k92c/YU2MJz91D3p2Xsj3Mbw+8jZuC8lakmgTx4PKfBa/QkHCqxGwTFGUTxVFuVJRlBGH/3eVoiifAUsPn7P78DWhMAzYYprmjlLOGQV8ZZqm1zTNbcBmoNfh/202TXOraZo+4KvD5wohhBDHlYS+Xen1+wdYYkL7x7IQQgghRDipFgtRLZuWeo5is+JIrl81AdVAXSY+z5B1f1dZlcrWVz9iw4Mvoue6C+ZC6QamP4AZ0Dk4bR4rr3u4SuIQJbMlxtN/3re0eOgmbEmJaDFRWOJisMRGo0W5aHL9xQxa9ivRbZqHfO+mN15SnpFxRSgWjbqjhocuoHLSXE5iOrZG0TRiu7SNWBylUS0W+k79lN6TPiBnxfpyJy5Mf4B19z3PnIEXcWjmQkzTxJ+ZjWd3GoHc0CdpRHgpqkrbp+9m+M7ZDF7+G4oSvkSWEQgUeTt3/Ra8B9LDtqcQ1VWFK9tM08w+3I7xV6ApMObw//5LAbYBZ5mmmVPR/f5jNPDlMW/frCjK5cBi4C7TNDOAhsD8Y87Zdfg1gNT/vN67uE0URbkOuA6gcePGoYlcCCGEEEJUue3vfMmuid/TZ/LH0r5KCCFqgBYP3sjqmx5DP9IC6xiqy0HKbVeiWirTrOf4ZomOqrKfd4Gc3IJ2ZfnFz2sz3B72/fg3OfdcS0yHVsWeI6qGJcpFy/tvoMU915K1dA3+jCw0l5O47h3QnI6w7ets3ICE/t05NH0+lHOcjWq3Rbx1o6JpDFz4Y0Rbw5ZHIDePCmU3DYPM+ctZMPIqtGgXeq4bxWLB9PuJat2M5vdcS/3zRqI5pEq1prHERBHICtVt+WMoCvY6tY6+6c/KYe6Ai8hP3YOpG7Sf8AiNr7og9PsKUU1VKq1tmuYaoBPwALAcODyZE+Xwfy8H7gM6Hz630hRFsQFnAd8efuktoDkFLSb3Ai+GYh8A0zTfNU2zh2maPZKSZHivEEIIIURN5d64jZzVG9Dzi7ZNEkIIUf00HHMWja48D83lKJg1A6AoaFFOkoYPoMX915e5hntbKv7M7DBHKvZ+/xeKWvqNfcPnZ/vbX1RRRKIsiqYR37MTSScPJHFAj7Am2o7o8Npj5U4AK5qKvX4Sze++NkxRlU9NSLQBBZ1NypnUPJbpDxDIyMb0BzDyPZgBndw1m1h98+NMb3kSuZWcv1fTGH4/q299gj8TuvJnQldW3fwYhr+U2YfVUFzXdmFZ1xIdRVy3Dkff3jZhInlbd6Ln5WN4vKy++Qn0at7yWYhQqnQNqWmauaZpPmeaZnfABdQ//D+XaZrdTdN8wTTN3Mruc4xTgaWmaaYd3j/NNE3dNE0DeI+CNpFQ0LYy+ZjrjrSyLOl1IYQQQghxnGo7/gFGZi7HnpQY6VCEEEIEQVEUOrz6CH2mfErDi88kvldn6p1zMj1+epvu370eVFXb7N7nsuLq+6sg2hObe9su9LyiFYiFHJ4htemZt6S12AkqulUKvSZ9gBYTFVTVlWK1YK+XRN+pn2GNi6mCCI8fsV3aFsy+DDE914037RBzBl6Ee2tq2RccJ9be8xypH/+AnutGz3Wz65OfWHvX05EOq1xqDe2L6gx9RaLh9xPfs9PRt/3p2Zi+YxKRhlHhWY1C1EQVTrYpirJNUZQtiqK0OPKaaZr+w8mvNNM0w5Xiv5hjWkgqinJsk/ZzgNWH//sXYLSiKHZFUVKAlsBCYBHQUlGUlMNVcqMPnyuEEEIIIY5TiqKgaFqkwxBCCFFO8T070WXi8/Sf8w3dv55A7SF9gq4u6fjW/9HyoXFhjlBY42NRg5gNZ/oDbH7mbaY1G8LWlz+sgshEdZPQpwsD5n5LXPcOqE47SjFJc9VhR7XbSDplEAOX/IyzcYMIRFqzaQ47ja++EMUWhtabpkkgO4+lY24P/drV1J4vfsFw/9sm18j3sPuLXyMYUfk1uOj0SlU7liSmfctCX6PJY89Hi3KiWC1oUU7qnjlMZsiLE0plGpzXB3ymaW4OVTBlURQlChgBHNsv4nlFUboAJrD9yDHTNNcoivINsBYIAONM09QPr3Mz8BegAR+GqsWlEEIIIYQQQggRCro7H8PnxxofG+lQaqz6542MdAgnhHrnnsyGR14K6twjc902Pj6BQHYurR67NZyhlVvmwpXkrN1Eo8vPQVEr3QxKFCO6TXMGzPuO3PVb2PbaJ6T9PIVATh6oCtaEOJKvPI/G116Eo36dSIdao6XcfhWpH31HwBeGWgjDIGftZnLWbCKmfcvQr1/dFPd8RzXpKGoEAqT9Oo30WYtwNmlIo0tHYauVUOQ8e51a1DltKGm/TMUMBEKytxblovl9hVs6x3ZszYAFP5D22zTs9ZJoOPqMkOwlRE2hmBXMaiuKshVIMk3zhKjl7tGjh7l48eJIhyGEEEIIIYQQ4jjnO5jOP+1Horvz6f3XxyT26xbpkIQo1eILbibtp8nlukZ1Oej+zWvUOWVQmKIqv79q9yCQk0ePH96k7ulDIx2OEJWSMX8584ZdWritX6hoGslXnkent/8PAFPX2f/nTPb98Bf+7FyiWjSl8djziWrZtMilnj1p7P3uTywxUTQYcxZaEJWxkbTuwfFsf+PTo9VtmstBkxvG0Pa5+yIal+7xMu+kS8lduxk9z43qdKDarPSd9hmxndoUOd+zO41/OoxEz3VXem/FohHfuwt9p39eY2YZChEqiqIsMU2zR3HHKvOYzhTApShK10qsIYQQQgghhBBCiGN4du9HP3xTL2f1xghHI0TZGow+A8pZCWa4PWx68o0wRVQxDS85i5j2LYnr2i7SoQhRaQl9ulDvrGHhWVzXyVpaMMknc9FKpjQZyLLL7mLXJz+S9tNktr36ETO7ncWiUdcTyPs3uePZu5+ZXc9k/YPjWX37k8wffllY5suFUpv/u4OUmy/HlpSILSmRJjddSpun7450WOx8/xty1mxEP/zxNfI9BLJyWHHNg8We72hYlw5vPIHqdFR6b83lpOunL1bbRJs/M5sdb3/B5uffJWPesirfX/d42fzCe8zudwFLL76N7BXrqzwGERmVaSP5LAXzzl5XFGWEaZqVT4uLE8bB6fPY/Ow7dJjwKNGtm0U6HCGEECLs/BlZbHxiAnVOG0LSyQMjHY4QQohqLLZzG9q//DCePWk0uuLcsO8XyM1DUVU0lzPse1UXusfLoX/mo7s9JPTrhqNeUqRDqtG2T/gYKnDDPHv5OvI2bS+2+uW/TNNk96c/YatbK2zVcB1efTQs64rgZC1bi3vLDuJ7dZZZbSHiaFQ/bGsbXh/ZK9Yzf8QVRxM+R5j+AKY/wMFp81gw8ir6TvsM1Wol7ecp6PkeDK8PgOwVBd8DqvO9QUXTaPPUXbR56q5Sz/NnZOHZnYZiteBKaYRqK1qxF8jJZfcXvxLbpR0JvTtXKq69304qNEvuiJyV69HzPWjFJNUajTkLz849bHrmrWKvDYYWHUXvPz7CmRy+z63K8KYdZFbPs/Fn5mD6AyhWC+1efIAm146ushgWjbqejHnLMPI9ZC1exf5JM+j7zxfyIMcJoDLJtgAF89HeAVYrivIaMBfYD+glXWSa5s5K7CmOEzvf/YpD0+axf9I/Ef+B6s/I4sDfs7HEx5A0YoD0ZRdCCBEWqRN/YPubn7Pnm0mM2DMv0uEIIYSo5hpfc2GV7JOzeiNz+l8Imsqgpb/gatqoSvaNpD3f/8nKax9EURRM08T0+Um+8jzaT3j0uPl7UPd4yVm1gbgeHcNeeWD4/WTMX17Bq032/zGDlCCSbblrNrHimgdAgdPca1A0rYJ7iupG93hZdOa1ZC5aiaKqGP4AKbddQZsnS09uiIJKscxFK8GEuG7tiyRAots0R4tyFUmGhYKtdgKrbn681LUNj5ecVRvZ9+NkGlx4Gpb4WDjme5Lh8WGJiQp5bFUpY8EKNj/7Fgcnz0G1WTFNE0VVaXzNhaTcMbbQwxwrrn6A/X/MAAWGrP0bZ6N6Fd7XmhhX7OuKpqFYS77l3+L+G3A0rMvqW55A9/ogUOJt/EJUlwNHvTr0+P4NYjq0qlDMVWH9Qy/iO5BxdDadGQiw9o6naHjxmViiw/+5lr1qA5nzlx2dUYppoud72PT0m/T49vWw7y8iqzK/RW4DPgOigCbAeAqSbZsPHyvuf1srE6w4frR78UE6vPEEja+ruqcKiuM9kM6MTqex8oaHWTr6NpZdemdE4xFCCHH8qnvmScT16Ejze66NdCg1gnvHblZc8wD+rJxIhyKEEMe17NUbCxJOuk7uhuP/T/asZWtZcdV96Dl5BLJz0XPyMLw+dn36I5ufeTske5i6zpILb2FKk4Ec/Gd+SNYsr7V3P82cfhew95tJYd8rkJ2LWsqN3dIYHh++jKygznW1bEq9c08h5barJNF2nNn6ykdkLFiBnpdPICcPw+Nl+2ufRqT9W03h2ZPGwrOuY3rLYay46j5WjL2Pf9qdwvxTrsS9fdfR8xpceGpY2jRq0S7qnDqE7OVryzxXz3Oz5YV3Aah//kjie3Q6eszVvDGOBnVDHl9V2fHBNyw4+XL2//4PhtdHICcPPddNIDuXba9/yswuZ5CzbsvR8/V8T0ESyORoMqiiUm6+vEhFumq3Uf/C01AtpX9PbnTZOQxe/Sd1Rg5CtdtQS5mbp0W70KJdNLtjLINX/V6tE20AeRu3FfnYKhYL3n0Hq2R/z+59KP/9+Jsm+cd8XYrjV2Uq2yryaFT1bOQqqpyjQV2aRDjRBrDny1/xZ2QfLV9P+3Uqnt1pOBrW3B/0QgghqqeoFk0YMPfbSIdRYwSyc3Fv342e78EaFxPpcIQQIuzm9L8Q97ZUhqyfjDU2usr2rX/uyeSs2Yhqt5M0vH+V7RspW8a/d/Tvv2Ppbg9bX/6Q5vddV+ZNyrLkbtzO/kkFN143P/M2tYf0qdR6FVF7WD/SZy0mul0L0ib9Q9aS1cS0bU7dUcNRrdaQ7qXabZh6cJURRWhasa3Oij3VbqP7V69WbJ8ISJ+9mO1vfo5pGDS5fjS1h/aNdEhVKmfNJrQoZ1DVsnu//v3fKpDD9HwPab9OJaFv13CFWGN59u5nVq9z8R3MAF0v9D0tfcYCZvc+jwELf8DVpCGWmGgajD6dXZ/8BBX9Oi2BvX5SQQWVx1vmuTlrNgOgWiz0mfIJ+yf9Q86aTTS59qKQxlSVDs1YwNo7niryuXuE6fPjT89i/vDLGLphMpboKDp/+Bw73vmS+J4dK11JXntYP1o+fhsbH3sF1WrB8PmpNbQPHV5/LKjrnY3q0fPHt/HsSWP3579wcOpcsleuJ5CTB6qCvU5t4nt1ou7pQ6l37iloDnul4q0qsZ3bkrl0DeaxP+tNo8ru9Sb06Yrh9xd6TXXYqTtqeJXsLyKrMr9BpoQsCiEiRLVZCw9xNim11FqImkz3eDEDgSopmxeR4zuUwey+59N47AW0uP+GSIcjRIXFdmxN3ymfRDoMIYSoMt79Bwnk5GH6iiaCwkm12WjzfydOh4/sZWtLnC1meH3407Ow16lVqT2imicT27kNWcvXRaybS/1zTqHeWcNZePrVBRVDuW60aBdRz7xNv9lfB53gCoYW5cISG40/PbgKtULXuhwRHy0RDnu+/5MVY+87OhPpwB//0OG1x2l0+TkRjqxq7Pt5CssuuxNFUeg//wdi2jYv9fzi2uGpNivWhOLb5J3o1t79DP5DmcUmz0zdIJCVzepbHqfXL+8B0PKBG9n73Z/oOXkh2V9zOWn50LjyPZhgmkf/U1EU6p4+lLqnDw1JPJGy4ZGXS0y0HWWa6Hludn/5K02uHY09KZFWD48LWQzN77iKJtdeSM6azTga1KnQHDVHg7o0v+fa46YDS+sn7+Tg9Pl4du8DCr4mOk98IaQ/90pjjY+l03tPs/KaBwvaiuo6sZ3a0PzOq6tkfxFZFcoqKIqiUtA+MhZIN01zY0ijEqKKNLx0FNvf/Jz81L2Yuk7TcZdW+g8rIYSIJMMfwLvvIL5DmZEORQghhBDlMHjlJAyvD2t8bKRDOa45kuuTt2l7icctIaimVm02+s+JfDV72u/TjybaAPRcN7mbt5P68Q80vWFMyPZRFIUmN13K1vHvYXjKlyxWNI06pw0OWSzVxfoHXjiaaIOCysn1D794wiTb8jZtx9QNFIsFT+oeYto2R/d42fryh8S0bUG9s0cUOr/5vdeRtXgV+jEfM8VqoeGlo6o69GrPn5FF2i9TS21BaOoGh6bNx7N3P476dXClJNPrl3dZeMY16Hn5ldpfczlpdPk5NLvranLXb8UMct5XVKumldq3unFv30XWsrJbaALoeflsfelDmlwbnocvLNFRJPTuHJa1ayJrXAwDF//Egb9nEcjKJaFPF6KCmAsaSg0vOoOkEQPImLMER4O6xHZrH/b5qaJ6KFeyTVEUK/AkcD0Qc8zr6cArwNOmecyjCkJUc5boKAYu/pGsJWuwxMeW+bSVEDVZQcl/zSj7FxXnqJfEyKzl8oucEEIIUcNoTkeVPXUdKqmf/kjqB9/S5cPncDVLjnQ4QWl2x1Vkzl+O7i58w1m122gw+nS0UubW1DQZ85cfTbQdYbg9HPpnQUiTbQBNrhvN1hfeK9c1qt1GkxvHhLytZXXgSztU9LUDGRGIJDKa3DgG38F0bLUTqD1iAACpH33H5qfexNQNhqfOwlY78ej5dU4ZRIe3/o8ND47Hs+8AsR1b0/GN/+GoXydS70K1lbN2M6rdhlFG60bVbid75fqjH8PEAT3o+8+XLDl/HL5DGQVJt//cwlWddkx/AFQVxWbFOOb7hxbtwhoXQ8vHbiX5yvNQFIWYts2JbtOsoGK4FFqUk+Z3Hx9VU0fkbtga1L/DEfk7doc5InEszWGn3lmRbdtoS4yn7pnDIhqDqHrlrWz7CRhJ0dlrtYD/AS2BKysdlRBVSLXZpAe4EOK4Iok2IYQoyvD7UVQVRdMiHYoQx42tz79H7votpP0+nZRbLo90OEGpM3IwTW66hO2vf4oZ0DEDgYL2iq1SaP/SQ5EOL6Ri2rZAi3Kh5/17w1x12Int3Cbkeznq16HFQzex5dl3iiQyi6NoGvb6STS/65qQx1Id1DqpL/v/nAGHq34UTSVxYI8IR1V1LFEu2j57b6HX4rp1AMDVPBlLMXMpG405i0ZjzqqS+GoyRVWLJMmKP/HwuceI69KWoZumkj5rEVvHv8/B6fMxvD4UVcVWJ5EmN15C46svxJoQS9pv00mfuRB/Vg62WgnUOXUwtYb2KfK3ZocJjzH/5CtKbKeo2Ky4UpKpf+FpFX6fqyUTzBJaEhfrBPkbXfd4yd+5B9MfwJoQi71+Hbk/IU4oSrCFaIqiXAB8ffjNzcC3wC6gKXAJ0AAwgZNM05wR8kgjrEePHubixYsjHYYQQgghhBCinDy705jR8VSstRMYsvav8s0YEUKUKGvJavb/OYOUW6/AElP05nl1lrt+C3u+mUQgz03SsH7UHt6/yI3pmk73eJnVfRT5qXsw8r2odhvWhFgGLf8NW62EkO9nmibrHxzPjjc/LzXhptpt2Osn0Xf6Fzgb1Qt5HNWBZ+9+5o+4As+ugplB9rq16DP5E5yNG0Q4ssgy/H4Ui+W4u/nu2XeAne99xb4fJxPIykG124jt1IaU264kvk+XkL6/gTw3Uxr0LdRysySq04HmclD3rGE0u/VKYjq0KnKOaRigKJWK8eD0eSw5/2ZMw/i3mlZV0Zx2Yjq2odcv75Rr/p5n3wE2P/MW+378Gz3fizU2msbXjabpTZdUi581/uxcZvc8B/fWnUFfY29Qh8ZXX0jTmy4pVNVZ03nTDrJ0zB1kLV8Lplnws8ZhQ1EUDH8AxWIhoU9nUm67kqSTBx53P2fFiUlRlCWmaRb7BE15km0/A2cCfwOjTNP0HnMsFpgGdAU+ME3zukpHXc1Isk0IIYQQQoiaKWfNJmb3PhdUlZPTFtS4Vn1CCFFRgZxcdrz3NekzFxLXrUOV3OhN+20am558g5y1mzF1HdPnL7jxHuVEUVWa3DiG5ndfizUE8/GqM9M0yV6xHgyD2K7tjrsEkwB/Vg4rrnmAA3/MAEUp3FJQUdBcDux1a9P5g2dJHBC6ysZV4x4j9eMfML1Bzki0aKhWK83uHEurx24Ny+ei7vGy97s/2PP17wRy3UQ1b0yT6y8mvmenoNcw/H5WXv8wuz//GYzi71dbYqPp9OFz1B8VuRaBqR99x5rbnwyqihcKHjAwDRNMk/jenen3zxdhjrBqGH4/01qehHf3/jLP1aJd2OvUptuXrxDXrX0VRCdE+IQq2ZZKQfVaB9M01xVzfBgwGVhimmbPSsRbLUmyTQghhBBCiJora/k6rLHRNWaulKhe8nfuYevLH1H/vFNCesNUiONZztrNHPhrJr5DmWhRTqLbNKfuGUOPyxlt4sTjO5jO7H4X4N2zH6OMpJfqdNDt85dCNr/Jn53LnL7nk79jd5l7H0tzOWn9f7eTcuuVIYkjlExdZ+FZ13Fw8pwy22Qqmsap7tURq5JK+20ayy69s2DuXRkUTUWLjiKQmwe6gaNxA4ZtmV4FUYaX72A684ZdTu7aTeW6TnXaafP0PaTcfFmYIhMi/EKVbMsHDNM0o0o4HgdkADtM00ypaLDVlSTbhBBCCCGEEOLEtPj8caT9MhVrYjwjds+R2X9CCHECM3WdWb3OJXfdZkx/IKhrVKeDfjO+JK5ru5DEEMjJZcOjr5D60fcomkogzw162TPEtGgXI/bOR3PYiz1uGgZ7v/uTLc+/S86ajaCoJPbvRov7b6D2sH4hib042yZMZN0D4wsqYYPQ+++J1B7aN2zxlMY0TTY8+jJ7v5mEq1ky6XOWFMwA/c/ngupyYKudSI/v32T1LY/j2bWPzh88S+2TIhN3qPizcpjd+9yjs9nKS3U5aPPU3ZJwEzVWqJJtBrDPNM0SG0wHc05NJck2IYQQQgghhDgx7XjvK1aPexwt2kVct/b0nfJppEMSQggRIWm/TWPZZXf9O58sSLVPHkjv398PaSx6vocDU+aw7OLbg6py06JddHjtMRpdenaRY6ZhsHTMHRz4c0aRqi3N5STlzrG0fuzWUIVeaN+pTQbh3Xcg6GvC8bGsqLzNO9j6ykfs/vRHTN3ANAzsdWrT7K6rSb7y3CqfM2caBobXF7a26Usuvo20X6cF38a0GKrTQf9ZXxPbuU0IIxOiapSWbJOphEIIIYQQQgghRCmaXDuaU92raXL9xdQ9fWikwzmueNMOMrlhPzY99UakQxFCiKBseeG9cifaANJnLMCzOy2ksWhOB2ZAR7Xbgjpfz3WTuXhVscd2vP0FB/4ommgD0N35bHvpQw5Om1epeItzaMYCAuX8eKbPXIA37WDIY/FnZLH1lYmkzw6+4CKqRRM6vv44p6QvZdj2GYzYt4CTtv1Dyi2XV3miLX32Yv6u3YM/E7qy7LK7MI2yqx3L48CUORyYNKNSiTYAw+Nl6ZjbCLYISIiaQpJtQgghhBBCVDHTNJkz8CKWjrkj0qEIIYKkWiy0feYemt0xNtKhHFdM08Tw+TEDeqRDEUKIMnn2HSBryeoKX7/ri19CGE3omKbJluffRXeXPIdMd+ez+dm3Q7533oZtmHr5fgaodjvurakhj2X5lfey/qHxLDh1LPmpe4O6Jj91L1tf/ojcdVuw1U7EGhuNoighjy0Yy6+6l0BOwXy4fb9OZevLH5I+d2nIklobn5hQ6udI0EwTz579HPpnfuXXEqIasZTz/LqKopT23c8s4xzTNM3y7imEEEIIIcRxx7M7LeinkIUQ4njlqJfEKQcWRToMIYQIivfw72/BtGz8L8PrI7+cCSLP7jQMvx9X00YlnhPTrgVGkLOztCgXcV2Kzo3z7t2P71BmmddnzF1KIDePXZ//wraXPiB/515QFWLataD53ddS75wRqLby/X5rGiYFt5TLJ9RVW1Awjw/DBMXE8HqDumbeSZfi2ZPGxv9NYMSeeWFr3xiMYz8vDY+XjY9PAFUhsX93HPXr4NmThhnQsSUlUveMk6h33ki0IP8ece/YTfbydSGLVc91s23CJxGbvSdEOJQ38RWZtLwQQgghhBDHEUVROGnL9EiHIYQQQgghyqGyCZ7yVHDlp+5lRoeRmIZJ/9nflDjfKrp1M2LatQiu4s40aXDhacXEZUAQ1VimbjC9zcnouXmF2k1mL1/HyhseZtPTb9JnyqfYkxLLXCvtt2ls/N/r5G3ajuELLll4hOH14WzcoFzXBKPW0D4cnF5QbTW793m0f+VhGl12TqnX6Pn5mD4/pqqGJQFYHu1eeogVV90HChgeH4anIGF4cPKcIufu/2Mmq29+nORrLqT5Xddgr1u71LUz5y9HsVrAE1wSMhgZ85aGbC0hqoPyJNueCFsUQgghhBBCnGAi1V5GCCFEaJimSdaS1djr1saZXD/S4YhqRPf6WHjqWDIXraT1/91Bs9uvqpJ9femZ7P32D7z7DmCvl0T9C07FlhhfJXufKGx1amH4/BW6VrFYcDSqF/T5er6noOpLgUBe6TPN2j53LwvPvA4j31PiOZrLSfP7r0dzOYscczSog+awl3p9ARPf/kNQTFtCPddN3qbtLBhxOQMW/4RqKfm2c+rHP7D61icw3GXtV7zYLm1D/n03Y94yNv3vtYLEGQUJvVXjHie2c1tiOxWf6AToPelDdn7wDfXOORlLlCukMZVXg/NPpdagXqTPXcrSC28u9Vw9Nw+A7W98xu5Pf6LP5E+I6dCqxPMzl6yu0KzC0gSy8/ClZ8r3KXHcCDrZZpqmJNuEEEIIIYQQQgghgI2Pv8q2VyYC0H/ON6XepBQnlsz5y8hauqagjdsTr4U92WaaJpufeYvNT7+Fomno7nw0l5O1dz1NiwdvpMUDN8pDPiHiatIQZ9NG5K3fUu5rFYtG/QuKVpWVJLpVCn2nfYbu8ZLYr1up59Ya3JvO7z/DimsewNR1zGMTgqqK5rCRfPUFtLj/huJj0zSa3nwZW8a/h5FffOWSYrUCZrGJtiNMfwD3jj3s/2069c4eUfw5hsH6+5+vcKJNi3LS4t7rKnRtaXZ9/jP6f953w+djz9e/lZpsi+3Uhg6vPhryeCpKc9rZ8OB4UFXQy660M31+fIcymTv4YgYs+IGoFk2KPc93MKPUf/uKUG1WAlk5kmwTxw010gEIIYQQQojiZa9cz6Zn3w7ZQGshhBBChM7ByXPQ3fmYmGQtXRPpcEQ1Et2uJarNiuZyUnto77Dvt/21j9ny3LsYXh+6u6C1n+7Ox/D62PLcu2x/7eOwx3AiaXHPtWjR5a9gimnfkpi2zct1TXzPTtQa2DOocxtceBqDV/xG0xsvwZoQB5qK5nJS75wR9P77E9q/9FCpSdfm915HTPtWqA57kWOaywlKQTKtLHpuHlteeK/E476DGQRy8oJ6n/5LdTmoO2oEdc44qULXl7q21VKklaaiqoeTjDXH8rH3k79zT1CJtqNMk0CumwUjryqxFWaws93KwzSMcs/4E6I6k2SbEEIIIUQ1tffHv9jy/LsV/mNUCCGEEOHT5pm7sddLIrZTG+qOGh7pcEQJctZtIe3XqVX68JI9KZEh6/+mz+RP6PbNa2Hdy/D52PjEa0eTbP+lu/PZ+MRrGD5fWOOIFPeO3cw76RKmNBnIyhsfQfcWfj9z1m1hzZ1PsejsG1h3//PkbdlZ6T3rX3galmhXUDPOjlCdDlr/7/ZK710WV0oy7cY/wMn7F3K6Zx2nZC6j6bjL2PzsW0xJHsDfdXsxreUw1j/6Mp7daYWu1Rx2+k7/nOb3XYc1MR7V6UC123A2bkDLx24p19dQztpNJR6zxsegaFqxxzSXE9XpKHJcsdlQHTaSrziXLh8+G5ZKzeSrzkd1FE78qFYLjS49O+R7hYtnTxoH/piB4a3A17th4DuUyYHJs4s9HNOhFaqzaCK2UgwDe/2k0K4pRAQp8qR0cHr06GEuXrw40mEIIYQQ4gRiGgb+zGxpqyHECS5/5x5y1mwiaeQgaQMmhBDlNLXZEDype+k/7zvie3SMdDghd2DKHJZedCuB7NwSz9Fiouj+zWskDe9fhZGFn2ma/NNmBO7tu8EwUJ0Omlw3mnbjHwBg4xMT2PLi+xj+AAR0FKsFRdNo8/RdpNxyRaX2zt2wlTkDLiSQnQclVAIdobkctHz0FprfdU2l9iyvvE3bWXjWdXj3HihIxh5zD1g9XKXUcMyZdHjjCdT/VG+Zuo5330HQVOx1a+NPz2Rqk0FBJ3G0KCcjM5eXeHztvc+x450vCrWS1FxOOr3/NFEtU9j2ykccnDoXPd+DJTaaBheeRpMbL8HVpGE5PgLlt+/nKay+9Qm8ew/gTK5Px7f+R9LJA8O6ZyhtePxVto5/v2LJtsNqDelNn8mfFHk9Y/5yFpw2Fj2ED4LGdGrDoCU/h2w9IaqCoihLTNPsUdyxoGe2CSGEEEKIqqWoqiTahBAsGnU9Oas30uuPD4+7G6VCCBFuTcddyqEZC4hunRLpUMIikJUDZTxHr6AUnFeFctZtwZoQi6Ne+KpW9Dx3Qbu8w8kuI9/DwenzANj/5wy2vvRhofljpj+A6Q+w/qGXiO/RiYS+XSu8d3TrZgyY/wOLzroOz+60IsksoKDVpGHS/pWHSb7q/ArvVRG5G7cxp98FBUnYYgotjiRjdn/9O/m70+j1y7uFqskUTcPRsO7Rt60JcagOe9BJnKiWTUs93ubpu8Aw2PHuV0DB7K7W/7udBodn2nWZ+HxQ+4RavVHDqXvWMEy/v0a2N9zx1ueVSrRBQVLNsycNR4O6hV6P79kRzW4LWbJNi3LS+OoLQrKWENWFtJEUQlQZb9pBdn7wbYn9n4Nh+P149x8KYVRCCCGEENVbw0vOIq57B2Lat4x0KEJElJ7vIWPBCnI3bC3z3EBOLv90OJUFI6+qgshKZgQCHJq1CN3jLfvkamznxO/YXMoMpuqs+V3X0OuX97DEREc6lLCIatEUU9dLPcfUdaJaNK2agIBDMxcyu+fZzGg/kkCeO2z7aFGugtlkhyl2K3Fd2gGw+Zm3S2ytaXi8bBlf+c/nqOaNGbz6D3r9/j51zzwJLcoJqoJqsxHVOoV2Lz7IiL3zqjzRZhoGC04dW2Ki7ViG20PG7MVsfv7dUs9TVJUmN445WhFXGi06imZlVPGpFsvRdpdD1//NiH3zaXrTpWWuXRUURamRiTbd48WfWfmkumq34d62q8jriqbR9LYrUZ2OSu8BYBomDWtQi04hgiHJNiFElTkwZQ4bHnkJ38GMCq+x8YkJzOl7fpX22xdCCCGEiKTmd1/LgPnf46hfJ9KhCBEx29/6nMn1+7LwtLHM6nUOM7ucgXtraonn+zOyydu8nYz5yyPyt4NpmmQtWc3G/73G/JMuZd09z1Z5DOVhmiburaklPhi59van2PDgePyltCoUlWOaJgf/mc/yK+5h4ZnXsvmF9/AdKvtv59jObXA0rl/qOY7G9Ynt3CZUoZYokOdm/cMvceDvWaAoBZ9PIfj62znxO+YOHkPGghWFXlcUhd5/fISzaSMUq5XEAT1o9/LDAOSsKXlmGKZJ1tI1lY7rSAyJ/bvT4/s3GZm5nNO96zk1bxVDVv9J47EXoLmcIdmnPA5Mno0/PSvoj73u9rDt5Q8xAoFSz2s67jJUR+kzuxRNw5aUQL1zTg5qb81hx9GgLqpFmq9Vlp6bh2oNzccxkFP89/pmt12JLTGu2GPloUU5afP0XVhjj8+HIMSJS76TCSGqTMMxZ1H3tCGFnjwrr8ZjLyS+Z2eZVyKEEEIIIcQJYv9fM1l///Pox8z2yVm3hXnDLuWkzdMKtT47wtm4AYMW/4wWExWRvx3SZy5k/vDLqX3yACyx0cT1rN6zwra/8Slr73yapjdfRvuXHipyvOev7xLIzJYbo2FiBAIsOf9mDv2zAP1wJdihGQvZ8sxb9Pr9gzLbHXad+ALzhl129NpjaVEuuk58oVLxmabJoWnz2P3Vb+jufGoP60fD0WeguZx49qSx69OfqH1SX9LnLGXryx+CadLr1/eIat0MS3RUpfYGWD3ucUyfn3X3PEu/mV8WOhbbuQ0nbZpa5Bot2lVq60xLXEyl4wqGaZpV/j1o6/j30XPL1+rP8Ovs/2069c4egeHzkfrR9yhWC8lXnHv0e6yjXhJ9Jn/C/JOvwPB4Mf5Tsau5nNiSEug77XO0ICrgIsGfkUX+rn3Edmwd6VDKRXfns/7hl9FcDlo9dkuRGXsAWkx0wXzCECipElhzOuj21YSCz4F8T7HnlEW124jt3LbaVDIKEUpS2SaEqDKKolQq0QbgapZMvVHDQxSRqEr5u/bxT7tTODB5dqRDEUIIIYQQYZC1dA2evftDvu6W594plGgDwDDwZ+VwYMqcEq+L6dAKV5OGIY8nGDHtW1L3rGE0v+daTjm0hOTLz41IHMGyxEaDaRb8fzFqDexJ3TOHVXFUJ46tL33AwenzCiXLjHwPgZw8Fp55bZltSOO6d6DfrK+oPawfqt2GFhOFardRe1g/+s36irjuHSocWyDPzdxBo1l8/jh2Tfyevd9MYu1dTzO12RByVm9kyQU3s/HxV5k37DJiO7dGAZzJ9UkY0AN7vdqkz15M3uYdFd4foMEFp6HYrDS64pygr0m+6vwSWx6qLgeNr72oUjGVJW/TdqYk9+fP6I7s+e6PkK0bTKVu5uJV5V5Xz80jfc4SANbd9zxr73mGNbc/yaan3ix0XlzXdgxZ+xct7r8ea62EgkScquJs3IA2z97DoOW/4WxUr9z7VwXd6+Of9iOZ0+8Ctr3+aaTDKZftb3/Bjne+YNuEj9nz9e/FnqPZbZW+5wYFbVZdzZJLPJ7QpwvdPn8J1VX+dpKq00502xb0+u09FFXSEuL4I5VtQgghqoSiqahOB6qt6BNYQgghhBCiZvNn5zK797kk9O9Ov3++COna+Tv2FPu6qet4du4N6V6hYqudSI/v3yz7xGoi+fJzqX/uKSGpQhLlt+2ViRj/TSgfZuo6+378m4YXn1nqGrEdW9P7z4/wHcrAdyAdW1IitloJlY5t9bjHyV6+rlAVk57rRs91M/+UK4lqnYJitaBYNBL6defk9KVHW9nNG3YZ2cvXYuoGnT98lgbnn1qhGLpMfJ4uE58v1zXNbr2CXR//gHffAcxjqn0UmxVncgOSrzyvQrEEa8c7X+JNOwSmyfoHx1f4fT/Wxv+9xqan3qTe2SPo/vWEEs8zvP4KrR/ILqgEzNu0HSPfC4pC3qbtRc6zJyXS8qFxtHxoHHq+B1S12layHcvweAlk52KaJvnbi84kq85cTRsdrTB0lvIQSdObL2XLc+8WqTosj4QBPcpsXV73zGH0nfwpS0bfiu9QRonfv45SFFSHnUaXn0O7F+5HC9HcNyGqG0m2CSGEqBKO+nUYtOTnSIchhDhObXvzM7IWraTzh89Jq2EhhIgAS0wUbZ67l7gu7Sq1jmd3Gpufe5tGl59LfI+C1ovxvTqRv2sf/GeemKIoxHZpW6n9xL8k0RYZuteH71Bmycdz3eSu3xL0erZaCSFJsgH40jPZ+/2fJd641/M9JF95Ho0uPZvEAT0KJVzyNu8ga8nqo63mtr70YUgSTsGyJsQxYMEPrLv3WfZ++wcoCigKjS4dRZtn7sES5Qrr/nE9O6E57YBCfM9OIVlz+5ufg2Gw78e/0d35Jc6Ds0Q58WeWM+GmKKBqbHrqDSzRUVgS47DGxtDysVtLvawmJU2scTH0+uNDspasofE1F0Q6nHKpf+4pOJPrF7Rg7FTy/MXG11zElmffqfA+WrSL5ndfE9S58b06MWTtX+x463O2vvxRwZw300TPyz+8mIYlyonh9VH7pL60eGgcCb07Vzg2IWoCSbYJIYQQQoga7+Dk2WTMWYKp6ygyYF2IKrXsirupPbw/yZcF395LHH8URaH5nVdXep3tb37Gjre+IGvZWvrP+hqAlg+NY/+kGeju/KPnqQ47cd06VPgmtmdPGvt+nEwgJ5eYDq1IGjkIVX5+iAhQbVY0h61oq9Qjx10O7PWSqjiqArnrtqDabSUn23LyyF23hbbP3FPkmL1uLVSLBYOCr9fYziUnCMLFnpRIl4+ep+PbTxbMHEyIRbVVTQVWw4tOx14nEW/aIeqfezKmrrN/0j9sGf8+2cvXYZom0S2b0uzua6h37ilBVYY1v+daNv1vAvUvOK3ERBtAnTOGsufLXzF1o8RzilBg1yc/gGFgBnQATJ+fBSMup8Nrj1H3jJOCX6saqzWwJ7UG9ox0GBUSzM87R70k6o4aTtovU8tf3aaq2OvUpvZJfYO+RHPYaXbHWFJuu5LslRvIWrqa3A1bMbw+7EmJxHZtT0KvTthqJ5YvFiFqKCWYXr8CevToYS5evDjSYQghjnOHZi5k1yc/0uG1x2rUE2JCCBFppq5j+ANoDnukQxHihLPi2gdJGt6PBhedEelQxHEgd/0W1tz5NM1uv5KkkwcefT1jwQrW3PEkWUtWoTkdNLriPNo+c3epN5yLY5om6+55lh1vfwGqguH1o0U50ZwOev3ybqVmWwlRUatufpzUj77D9BWtRlIddoZtnxGyarXyyF65nrmDLi40S64IVQWloKKu8XWjaXL9xTgOJwezlq9jy/j3cDVtSMuHxp2wf+MGcvNYePo1ZK9YX+RjqUW7cDSsS99pn2OvUysk+2UtX8fcQaOPVhVWlup00PGNx2lUgx6q8Wdk4d1/CMViwVE/qdw/K2qyQJ6bOX0vIG/LjmK/pxRLUbDGxTBg0Y+4mjYKb4CiXHSvD+/e/diSEsNekSuCoyjKEtM0exR7TJJtwZFkmxCiKqwa9xg73/2KIWv/Iqpl00iHI4QQQgghRLVimmal2gVvfvZtNj/zdqEquSMssdEMXvPn0USBEFXFl57J7D7n4d174N9qFEVBddpp/9JDNL76wojEZZom05oPxZMa3GxE1WEHBTq981SZM+ZOJAtOHUv67MUlVhopVgtRLZoyaNkvR+dyVdb8EZeTMW8ZhtcXkvVUp4NBS38hqkWTkKwXDqaus//PmWx54T0yF60smBdvFrxe7+wRNLtjLHHd2kc6zCrhz8hiwaljyVm3uex5apqKrVYCfad9RnTrZlUToCiTaZpsfvZttjz/LhgmpmHQ6Ipzaf/Sg1VWoSuKJ8m2EJBkmxCiKuheH97dabiaJUc6FCGEEEIIIY4rutfHlAZ9CWTnFntcddhpdvc1tC5jRlFlbfzfBALZebQb/wBQcEPN8PpQ7TaZO3oC82flsP2tz0n98Fv0HDdxPTrQ4v4bSOzfPaJx7f9zBksuvLVcVVKq00GXic9T/9xTwhhZZPmzctj73Z+4t+4saJlXtxZ1zhhGTNvmhc7LWr6OeYNHl9gm9AgtOoqun44PWbtGf3YucweOLoivvO0Ei6FYLTS+9iI6vPpoCKILPV96JgtGXkXepu3oucVUYqoqqsNGw4vPpOMbT4QsqVmd6V4fqR99x9bx7+M7mFHwkMkxeQDVYcPw+EBVafHgjWH/2SfKZ+urH7Hx0VcLt9B2Omh48Rl0euepCEYmJNkWApJsE0IIIYQQ1ZGp69XqhoF3/yHW3PkU+dt20fDSUTS5YYzcPK7h0n6fzpo7nqT37x9I5b2o0TIXrmTBqVeVmGwDiG7XgsErfg9rHJMb9cefkcXQjVPY+sJ7pE78AT3fg2q10OCi02nxwI3VunpEnHgOTJnD2rueJnf9VjCCmwNmiYthxN55qFZrmKOrWu6tqWx88nX2fvsHiqai5xXcCFesFhSLRky7lrR8eNzRpNmKax5g92c/BTU/LXFQL/pO/TRksQby3Ky98yl2f/FroVihoH2l4fdjeoNsMwhoLienZCxFUdWQxRgKgdw8Zvc5H/e21DLbJmouB/XOOYXOHz1XLX8/PTJaJL5HRxpff3FIYjRNk4w5S9j99e9496Rh+APY69TC2aQBm59/D0VR6PLhs9Q//9QQvAciFEzTZHL9PvgPZRY5pjrsDE+djTU+tuoDE0DpyTaZ/iuEEEIIIUQNtfWVj1h373MkDuxBn8mfRPzmh2mazB9+GXmbdmAGAuSs3ogl2lWjZnyIovwZ2Xj37C/zqXwhqrugHjauggeSBy78gbwtqczqNopATi6mPwCA4fWx6/Nf2PvD3/T5eyLxPTuFPRZRdXyHMtj5/jfsfPcrfBlZWONiSL76Appcd3HIZnWFS9Lw/vT75wsmJw/ADLItoanr7PtpMg0uOC3M0VWd9LlLWXTGNQTc+fCf5JnpD2D6A2QtWc3SS+6g6Y2X0OaZe8hZvTGoRBtA3sZtIY3XEuWi0ztP0faFB9j16Y9kzltGIM+NvU5tGlx0OqtufBT31p1Br2cEAgSyc6vdTf71D75I/vZdQc0n090e9v30N/XOPZl6Zw2vguhKiMPjJZCVg+qwY4mJQlFVctZtYdGZ16K7Pez99g+MQICUmy+v9F6KopA4oAeJA4rmBuqeMQzD6yOhT5dK7yNCx/D58WdkF3tMtVrIT91b7b4ORQFJtglxgtrw6Ctse/Uj+s//oUibAyGEEELUDDvf/QpMk4y5S/HuPxTxOUOBnLyjiTYA3Z3Pvl+mSrKthmt06SgaXToq0mEIUWmxnVqXetNbtduoc3poWriVxtGgLgtPvwZ/ZnbRKiFdR8/NY9HZNzB856xqVbksKi5r+ToWjLgc3evFyC9o6afn5LHluXfZ9vJH9P7jI+J7Ve/k6v6/ZqHarOhBJtv0XDe7PvnpuEm25azeyMLTrkbPK6ZF4X8Ybg873vocLToKxRr8rVfFEp6vd2tsNCnjLoNxl1VuP8MIW4wVFchzs+vjH8o1m07Py2fL8+9VebLNn5nNrk9+ZOvLH+LZux/Vai34maRAgwtOJbpdKzj8PV9355MxZ2lIkm2lievaLqzri4pRbVZstRPw7T9U5JjhD+Bs0jACUYlgVK+6XyFEldHzPej53qM3w4QQQghR87R6/FastRNoOOYs7HVrRzocLNEuLDFRR99WnXZiO7WOYERCCPEvzemg6S2Xo7qcxR5XrBaajrs07HFkLVmNe2tqqe349HwP+yf9E/ZYRPj5s3NZcPIV+DOzjybajjA8XgLZuSw4bSy+g+kRijA4/vSsct8/qO7vU3ksH3t/UIm2I3S3hy3PvUN8z06oDnuZ5yuaRq0hvSsTYrnF9+6MogV/a9hWOxEtyhXyONJnL2Z6q+Gsuqn88+D2fvsHqOVvtZi9Yh15m7aX+7qKMAIB1tzxJFOSB7DhkZfx7NoHuoHh8WL6/Zg+P3u++o1NT76GnpeP6nSguRw0lAedTliKotDy0ZvR/vP7iupykDz2Aqyx0RGKTJRFkm1CnKDavXA/p+atIraj3AATQgghaqoGF57OyXvn0/mDZ6vF3AlFVen12/s4GtZFsVqpM3Iwze+9PtJhCSGqyL7fpjHvpEs5+M/8cl2XtXwden7VtClt/fitNLjgVFSH/WjFiRbtwhIbTa9f38PZqF7YY8iYvxyzjLlXek4eh2YuCnssIvx2ffpjmdVghs/Pzg+/q6KIguPesZu19z3H7L7nM3/EFWSvWo+ilq+qyVJDbwibpsmOd75k/18zAchZs4nc9VvKv45hoHu9QNntaRWblZTbrgp6bd3rY/dXv7HwrOuYM/AiFp97E/t+moxRjoRoyq1XothsQZ2rOh2k3HFVWH7f3PrSh7i3pbLzg2/xpWeW69rMBSvQc4NPgh6h2qxkr9pQ7uvKS/f6WDByLKkffovh8aK784s9z9SNgmS8YWAaBu1ffZS6pw8Ne3yi+mpy3cW0fupOrIlxqHYbWpSTpjddSrsXH4h0aKIU0kZSiBPY8TaoWAghhKgs97ZULHEx2BLjIx1KjRXfqxPDts+MdBhCiAhYPe5xvHvSWH3L/xiyalJQ15imyZpbn6DJDWNoOOasMEdYUD3S+f1naHHf9ez5dhL+jGxiO7eh/vmnogVRfRKaIIK7WV2eihNRfaV+8A1GCTfYjzDyPaR+8A0t7r2uiqIq3b5fprLs0jsxdf3oHKyMBcsxPMEnxRW7jdguNbNFXeaCFay+9QkUReXU/DVsm/Axhr/seWD/Zfr87P3yN5rfex1bx39QYqJFczmpf9FpxHVpG9S6+/+YUfDvYxiFEk0Hp89HtVvp/u3r1BrYs8x14rq0Jb5nRzIXrCizDaPmsJN85XlBxVdeTW++jIwFy6k9tA/WhLhyXRvIzavQnqZhlPjvESqmYbDs4tvJXLi8SFVrqdd5fay98ykS+nYlunWzMEZYVCA3j6Wjb8eflU33rybgaFi3SvcX/1IUhZSbL6fpjZfgz8jCEhcj93FrAPnNTQghhBBCiMPmDb2Eldc9FOkwhBCiRkq+4lxUh53kq4K/IasoCt2/fZ0Go88A4ODUuczqdQ5pYW6hGNWyKS0fvIl2L9xPo0vPrrpEG1BrUM8yE25atIvaJ/WtoohEOPkzsoM7LysnzJEEx7N3P8suvRMj33M00QYFCUEIvqrJ9PrY9trH5aq0qgqG38++nyaz6cnX2fDEBHZ/9Ru6p3AiJLZTa+qcPpRmd12NoihkzF8GAb1C+5mGQcNLRtHikXGoDnuhtnCqw45qt5F89QV0evvJoNbb/+cMllx0K4Hs3CIVXXpuHv5DmSw64xrS5ywJar0eP7xFVIsmJbe61DQssdH0/vvjsD2MVvukvozYPZeun71U7so5e93aQT/AcCxFVcud2CuvtF+mcnDavHIl2o4I5LpZfuW9YYiqdGm/TuPQrIVkLlrJzo+qV7XtiUrRNGy1EyXRVkNIZZsQlZSzbgtZi1fR8NJR1aJ9kxBCCCEqrtN7T+NoIE9wCiFEcTz7DrD27meoc+pgGl1SdJZM6//dTuv/3V7udY+dObn5+XfJXraWzc+8Td3ThlQi2uorpkMrYjq0InvZGszibuArCtb4WGoP71/1wYmQ8mflYKtTq2BGUxlsSbWqIKKy7fzgGzBLaHtY0uv/oTrsGIEA8V3boWjlaz0ZLqZpsv21j9n4f29g6npBoso00aJdrLrxEVJuu5JWj96CoqpoLic9f3jr6LV6XsUroBRNQ8/Lp8Xd19LkmovY9cmPHJq5EFM3iO/RkcbXXBj03F3D72f5ZXcfTnyWTHd7WHbpnZy09Z8y71NZ42LoP/dbtrz0Adtf+xTT7z+avDL8ARpccCotH7kZV9NGwb3DVazuqOHsfP+bcs3Tg4LWrYlBVP9VxpYX3it3XEeZJjlrNpK7fgvRbZqHNrBSJPTpgmqxgGGSNKxfle0rxPFCkm1CVNL6B15g/+/TSRzYo9r+8iGEEEKI4CSNGBDpEIQQotpK/fBb9n4zibSfJhebbAuFNv93J5scb9C8mrTTC5ce377O7H7n40/PwjimqkaxWdFcTnr99j6KKs2I/kv3+vClHcTZuEGkQynT/r9msvicG7FER6FFuUq96a5FOWk67tIqjK5kGfOWFfqc/C81ygl6wVypYyvfAFAUNKeDJjdcTOtn7kGtRp/Da+54il0ffVekdeCR6rBtL39E7trNdPvq1SJfe5aYqArvawYCR2fXWeNjSbn1ClJuvaLYc91bU0n7fTqJ/bsT1619keNpP0/BCLLCzp+ZzaF/5lN7aNkVsprLSauHb6bF/TeQOX85vkOZaC4H8b27YK3mc/cSB/TAViue/HIktRSLRoOLTg/r+5a7YSvZq9ZXag3Tr7N1wsd0fOOJKnu435WSzIi98zADeqEqTCFEcKrPTz0haqh2Lz5It68n4GzSMNKhCCGEEEIIIUTY1DvnFGLatSDl9qvCtkd8r070/PkdEvt3D9seJdG9PhafdxOLL7gZw1f6/KLKcjSsy+Dlv9HiwRux16+DYrVirZ1Ayq1XMHjl78S0bxnW/Wsi0zCY1fVMprcZwdZXJ1bZvllLVrPyxkfxHkgv13WZC1cC4M/NK0jWlJR4UhS0KBeNLgn/zMJglNUqUFEUun7xCk1uGIMW7UKLcqHFRKHabSSNHEjP396j7XP3VatE275fprBrYtFE27F0dz4H/prFzve+LnKs1tA+KLaKtXBTHfag5l75s3KY1esc1j/wAnOHjCF3/ZYi5+z++nf0IGeU6blu9n7/V/litVhIHNCDeqOGkzRiQLVPtEHB52OrJ25HdTqCvka1WWl+9zVhjAr2fP07pr9irUePMAMBUt/7mkmOtvxdtxdr73kG9/ZdIYqwZKrNJok2ISpIKtuEqKSo5o2Jat440mEIIYQQQgghRFjFtG3OoOW/RTqMsMlZtYH9f8wo+O/Vm4qtLAkla0IcLR+4kZYP3BjWfSLNdygDz+40Yju1qdQ6hs+Pe9suTMMgc9HKEEVXti0vf8jer38noXdnkq8Mfh5hyq1XEMjJI7ZTaxIH9GDe0EvwZ2YXmrOlRbuwRLvoM/UzLDHhT2y4d+zGszsNRVVxNmmAo36dIuckX3keab9OK7ESzxIdRd3Th1DvzJNo8/TdeHenYfj92OslYY2LCfe7UCGbn3k7qFaQujufzc+9Q+PrRheqJGo67jJ2vvc1wTXR/JfqsNP05ssK2vKVwbNrH6bfj+H1oUW7yFmzqUj7wECQ8/+O8B/KLNf5NVWjS0eRvWIdO976DMPrL/Vc1Wmn62cvhb01Y/7OPZihmldomPjTs9j+5ufsePtL6pw2hC4Tn0crR4JRCFE1JNkmhBBCCCGEEEKIE15c13Y0HXcZiqYS27lyiSHxr9W3/o+0n6dwSvoSVJutwutoDjs9fniTg1Pm0Oyea0MYYenaPnMPif270+DC08p1nTUuhnbP33f07aEbJrPvx8lsf+tzvGkHsdVOoMn1F1P//FPRHPZQh32UEQiw74e/2fLCu+Su34pqt4FpYnh9xPfqRLO7r6XOyEFHWyfWOqkvcT06krlwOUZ+4XaSqtNB+9ceO3quZrfhapYctthDIX/XPnJWbwz6fH96FllLVhPfo+PR16KaNya2UxsyF64o9/6Nrx0d1HnRbZqR0K87h/6Zj6NBXZJOLtra3FanHHP9VBV7/aTgz6/h2r1wP87keqx/6CUMr6/IfEFF07AlJdLl0/HUHtIn7PHoZczVqwjT58cE9k/6h7mDL6bfjC8l4SZENaOYQQ43PdH16NHDXLx4caTDEEIIIYQQQgghhKgxctZtIXfdZuqfe0qkQznh+LNyWHj6NeSs3lhipZoW5aT2sP50/eJlNHtBMlT3eFl377OkTvwB1WrBDASw1alF+5cfpu4ZJ1Xlu1BpGQtWsPD0qwlk5QR1viU2ms4fPUe9s4YXej31kx9YefUDQe+rWC10mPAYja+5MOhrTNPEn5GFNT622JmN+/+aydLRtxWqjiyJFuWkz+RPiO/ZKej9qzsjECBv/Vai27cscYaZ7vGy99s/2Pryh3jTDqJoGjHtW9L8nmsL2oFW0eyz1bf/Hzve+Cxs66sOO0kjB9Hj29fDtkdV8GdksfuLX9Hz80k6ZRCxHVtHOiQhyqQoyhLTNHsUe0ySbcGRZJsQQgghhBBCCCGEqAl0r495Q8aQs2pDQaVPKVSng6Th/en+3euFkjyB3DzyNu1Ai3IS1bJplSUqQil7xXrmDh2DnhPcrDNLbDRdv3iZOqcMKvT6/j9nsPTi24NKdAEknTaEXj+/U+54S2MaBlObDsa7d3/pJyoK0a2bMXjVpJDuH2lr732WbS9/RKf3ni5XS9dI2PPtJFZe/3DQn3cVoTrsDFr+W40dbeM7mM7MbqPwZ2Zh+gMoVis9f3yL2sP6RTo0IUpVWrKt+kwrFUIIIYQQQgghhBBCVFrqh9+Ss3ZTmYk2ACPfw8Fpc9k/6Z9Cr1uio4jr2o7oVik1MtEGENU6pUhLwdIYXh/x3TsUeT26bQvMgB7UGprLQZNrLwp6z2ApqkqPH95Ei3KWcpKCJSaKbt+8FvL9Iy22c1tsdWoR1aJJpEMpU71Rw4utTgwlUzfY/sanYd0jnLZN+BjfwXSMfC9mQMfI97Bq3GORDkuISpFkmxBCCCGEAGDfL1OY0qg/WUvXRDoUIYQ47nkPpLPr85/J27wj0qEIIY4zpmmydfz7GO7g50bpeflsGf9+GKOKDM1hJ6Zdi+BOVlXqnDEUW+3EIodcTRoS37NjMRcVs4zTSZ1TB5cnzDL5M7PZNuFj1tzxJNbEeBSrBY5N5qgqmstJdLsW9Jv9DTFtm5e4lmkY7P3hLzIXrQxpjOHW6JJRjNg9l8QBxRaUVCuqzUaT6y8umJEYJqbfz66Pfwjb+uHmTTuI6Q8Ues2fkR2haIQIDUm2CSGEEEIIAAJZuXjTDqK78yMdihBCHJd0dz6Zi1ZiBALM6jGK1eMeY1bPs/HsTot0aEKI40jWolX4DmWW/7olq8nftS/0AUWQ7vWRvXpTUOdqLietn7i9xONtn70P1eUoYw0HbZ+9B0XTyhNmifJT97L8ynuZkjyADY+8TOb85XhS9xYkKQwDxWopmEvWoRU9fniTwct/KzXRBrD7819YfuW9zDvpUrz7D4UkTlFU03GXhjXZBhDIycMI/Juw8mfnMqv3ufzT7hTyU/eGde/KqnPaUDTXv1Waqt1G7RH9IxiREJUnyTYhhBBCCAFAo8vO5jTvuhrxtKgQNY17ayoLTr8a97bUSIdSpQy/n4VnXsue7/6IdCjVQurEH1h4+jXk79iNb386el7Bww15m7dHNrDj2P6/ZjKz65lsfvbtSIciRJXJ27oT1PK3fVTtNvK37wpDRJHj2bmnzBaYqtOBJS6G3n98SHTrZiWeF9+rE92/moDmcqI67IWOKVYLqsNOy0dvCdk8sewV65nVfRS7v/oNw+Mt9oE40x/A1HVy121m+ZX3krdpe5nr2mongGmg2qxhTwadyBwN6tLrt/cLJZRCTlHAMI6+mTl/GblrN5O/cw8H/pwZvn1DoN6o4bR89GZUpwPFolF7WD86vf1/kQ5LiEqRZJsQQgghhDgq3LMFhDhRedMOkrV4Nb4DGZEOpUqZAZ28TTvI37E70qFUC42uOIceP71NVPMmJF99Pqgq0W2ak7NuMzs/+BZ3mD9OGfOWsfzKe0+opO/qcY+Ts3ojGx5/FX9WTqTDEVUka+kaFp97I3/Gd+HP+C4sPm8cWcvWRjqsqnPMzffyMssx36wmsMTHYgYCJZ+gKrR85GaGbphMQp8uZa5X59TBDNkwmeb3XYejUT20KBe2pESSx17AwMU/0fyua0ISd96Wncw76RL8GVmglz0rzvQH8KYdZO7gi/Hs3V/m+zBw8c8MWfc31riYkMQripfQtyu9/5qIJS6mSII2FFS7DdX2b8I0cWBPag3pTVz3DtQ9e0TI9wu15nddw8is5ZzqXkPPn9/BEh0V6ZCEqBTlePshGi49evQwFy9eHOkwhBBCCFFOm597h7RfptLtq1dxJtePdDhCCCEEAL5DGSw+/2aylqwCFBRFwTR0kkYOpuvHL4TlSfi5g0aTMW8ZTW+9gvYvPhjy9aujVTc9SurHPxDVogmDlv4SstZu1VX2qg1sef5dkkYOotEloyq9nj8zm7lDxqDn5dN3+uc4G9ULQZThtf/PGSy56FaMfC8cueelKKhOO92/eY06pwyKbIBhlrthKzvf/4Yd736FUc7W4KrTwaBlvxLVvHGYoouMuUMvIWPu0iJJSMVuo/nd19D68dsiFFnxTNNkZufTyd2wrdyJU8ViIaFvV/pO+yxM0R3/slesJ5CbR0LfriiqStbSNWQtX4vh8WGrFU/SyQOwJsSVa03v/kPsfP9rtk34pKBKMc/970FVAaP89+cVTaXB6DPpMvH5cl8rhKg4RVGWmKZZbDsgSbYFSZJtQgghRM00uWE/fAfS6fz+MzS6/JxIhyOEEEJg6jozu55F3ubtBXN3jqE67NQa1JNev38Q8n0PTp/Htlcn0vbZe4luU/pMn4rI27Sdtfc8S5tn7ilzZlBVMU2T/B27cTSoU+jp/+PV9DYjcG/ZieqwM3jl77hSkiu13sFp81g06nrApNM7T9FwzFmhCTRMDL+fyQ36EsgsvorRmhDL8N1zUa3WKo6sauSu38LsPudhmiaG21Pu62M6tGLQsl8rHUfe5h3s+3kyZkCn7ulDienQqtJrViqeLTuZ0+8CdHc+hscLFMxnczVvTL9ZX2GJckU0vv/KWLCCBSdfUeE5yqrDXpA0bdEkxJEd/zY98xabn30bRVGJapWCnp+PZ2fB7DPz8Iw80x+g3jkn0+qRm4lq2TTotQ2fjxXXPMTebycVrKcHwGJBoaC7iOH1lStWzeWg74yviOvStlzXCSEqp7Rkm6WqgxFCCCGEqErdv3mN9LlLqX/haZEORQghhABg/6R/yE/dUyTRBmB4vByatZjsleuJ7dQmpPvWHtqX2kP7hnTNY2UuXsX+36dTb9TwSiXbspavA8Mgrlv7SsekKAqupo0qvU5NYaudgGd3GoqqhqQ6MnFAd+pfcBp6bh51zzwpBBGG14G/ZmHqJT9UbgR0Dvw9m7qnD63CqKrOoRkLMQ0TI98DmlpQMRsouwUhgBblovk911Y6ho3/9zpbnn8XUzfANNj01JskX3Eu7Sc8WubstHCJat6Ywav/YMc7X5D28xRUu53kq86n4SVnoYWhtV9lbX35A/TDScGKMHWd7a9/QvtXHglhVMcX0zTZ9upENj/zNoGsHBIH96Lze0+z7eWPjiaqs5etKXrh4X+Xvd/8TtqvU+n5y7vUGtizxH18B9PZ+eF37P7iF9xbdmB4/pNQ8wcwAVNRylXhplgtxHRoLYk2IaoZqWwLklS2CSGEEEIIIYQIhaUX387e7/4o+QRNpeUDN9LqsVurLqgQME2TvE3biWrZtMI31XPWbmZ2n3MB6DfjK+K6tgtliMc9X3ome7/9g/jeXU7Im7A73v6Ctfc+V5BsKobqdNBu/AM0uW50hffI27KTQ9PmoVg0kkYOwlG/ToXXCrXsVRuYO+BCDH8AxWLBGheD78ChgsRXKRSbldgOreg366tKVYBmzFvGgpFXov+nqk6LctLlk/HUO2t4hdc+UeheH38ldsP0+Su1jhbtYmTGshBFVTr3tlSyV24guk0zols3q5I9Kyv14x9Yc+v/jlYPKpqKo1F9LIlx5CxfC0HeLteiXPSf912RB0xyN25jwyMvs3/SP5imiRlM1dqR2dlltA5VrBZsdWoxcNFP2JMSgwtUCBEyUtkmhBBCCCGEEEJUE4HcvNJP0A0CFWwfFkmKohDdKqVya1g0QAHTPPzfojxsifE0uf7iSIcRMc6mDUv9vFEsGq6mDSu0tuHzsfyKe0j7bTqKqhZ8mt6i0/j6i2k3/oGIVW0dK7Zja/pO/4KD0+dRa2Av7PWTmDtkDL79h462T/wv1ekgulUKvf/8qNKtVnd+8A16ftF99Lx8tr0yUZJtQfAfykDRNEwql2zT3R4Mny/s7XMPTJnDkvNuQrFYMPwBOr33NA0vOj2se4bC1pc/LNSm09QNfOmZtHjwRlbd+Mi/8x7LoLvz2fDwi/T4/s2jrx2asYBFZ99QkHQux8w9xWrBViuBQHYOeq672HO0aBeulGR6//GhJNqEqIYk2SaEEEIIIYQQoky+9Ez8hzLLNZ9EFC9xYE8OzVhYYvWNFu0ioWensO1vBAIsPOMa6p87slIVPuEQ3SqFQUt+xjSMGlMhIaqPpBED0Bx29JziE9qaw0HtYf1KXcN3KIOdH3zL7s9/RnfnE9OuJSl3XMWebyaR9vv0Ikmr1Pe/wdm4Ps1uuypk70dlxHVrX6gF66Clv7D99U/Y9tonGD7/MUkEBWtcNCl3jKXJ9ReHpJ2iZ+/+EpMU6bMXs2jU9bR78cHjcpZY3qbtHJqxEH92DhaXk7huHYjr2bHcSVjD4ytI5laSoqno+d6wJ9vW3PFkoUrGtXc8WSOSbcUlnxVF4dCMBag2a9F2jyUxTQ78NQvv/kPY69QiY/5yFp11XZHqzmB1/uAZDK+PLS+8R+bClah2K5gF8yhrDelD87uvptaQPtUiuS+EKEqSbUIIIYQQQgghSuXZncaMTqdh+Py0fvJOmt12ZaRDqtEajz2fzU+9WeJx1W6n7qjwVYCYuoF78w7c23eFbY/KkISuqChF0+j+zWssPOMadK8Pjswrs2hodjvdv5mAopVc+ZaxYAULTxuL4Q8cTYbnb9/NoX8WFMzQKqZKRXfns/mZd0i5+fJS144Ua1wMLR8aR4v7b+DQzIV4dqWBWjDLMKFft5DdtPfsSSNr0cqSTzBN9v8xg/TZi+nz98fEde8Qkn0jLW3SP2x+5i2yl69DUVUMvx/FYkFRFez169D8nmtJvuLcoD83LHHRmIGi8zzLywzoWGKiKr1OWQxv4Qo8o5LtL6tK8lXns+npN4/OZwNAVQsehAk20XaEprLvp8k0uPC0gu89FUy0mV4f+dt30fiai6h7+lD8WTn4DmagqAq22glYYqIrtK4QoupU/lEJIYQQQggRVqZpsvL6hzk0a1GkQxFCnKBy12/B1HUMj5dD0+ZFOpwaz1Y7kW5fv4rmcqLYrEdfVx12LLHR9P79fVSrtZQVKkez2zhp83TaPn132PaIJJlNf2JLHNCDgYt+IvmKc7HXS8JeL4nkK85l4OKfSBxQ7IgVoKB6d8HIqwhk5xapOtXd+aW2g9Pz3PgOZoTsfQgHRdOoPbQvjS47m0aXjCKxf/eQJdoMn4/5wy8nUEJF4VGmSSA7l/mnXFlQBVeDmabJmrueZtnFt5M5fzmGx4vuzsc8nKjV8/Jxb97B2jueYsFpV6OXUMn8X9aEOCxxMZWOL6pFk5BUyJWl1SPj0FwOFJsVzeWk+f3XAwXtkne89xXzT76CWb3OZf4pV5I68fugPw4A+al7SZ+9OCzf05vddTX1zzsV1W5DdTpwNKpH70kfEMjKKfdaRr4X38F0dn3yI6a/conS1InfH/1va1wMUc0b40pJlkTbcShr2VoWn3sTc4eMYfP49zDL0XJUVF9S2SaEEEIIUc0pikL980cS16VtpEMRIuz8GVns+2kyZkCn7lnDsNetHemQqi3D5yPtt+nUPqkv1vjYsO6VOLgX9c49hdy1m2nz1F1h3etEUWfkYAat/J3tr3/Cgb9moWga9c8fSeNrR2OvUyvS4dVYuz77mRVj76PvP1+Q2K9bpMMRERLVsimd3n6yXNekfvgden7FZiWauo4W5azQtceDfT9PwbN3P+aRSsIyGB4v21//tEb/PNn42Cukvv9NoblfxdHd+WTMXcqS82+m56/vlpkAU1SVlFuvYNNTb2AUM/8uGFq0i+b3XFuha8ur0WXn4EpJJnPRSmI6tiZpeH+2vvoRGx99BRQVPe/f2WOZC1ew5vYnaTv+fppcc1Gp63r3H2JG59MxdZ1md4yl9eO3hTRu1WKhy4fP0v7FB/BnZuNs2ghFUVAs5b9Vrmgaqs3G1pc+KPPzoSzZK9aTu3Fbpeefiuote8V65g0Zc/TzJXvZWtybttPpnaciHJmoLKlsE0KIKmSaJsuuuIcDU+ZEOhRRDeVt2s7ysffhr8DTdOL4lzRigDzRKI57GQtWMLXZUNbc8RRr736GaS2Hsf/PGZEOq9ra+f63LL3oVtbd/3zY9yq4KfUcA+Z/T0yHVmHf70ThatKQdi88wOCVkxi07FdaPjROEm2VZImNwpaUiOZ0RDoUUcPs/uIX0CtQWaCq1BrSB0t0+Fv2VVdbXngPPddd9omHGV4fO97+AsNXznZ91UTelp1sffmjoBMrhsdL+pwlpP0yNajzG199AVSmmMs0aVDK3DTPnjTSfp9OzrotldjCJGf1Rg5MmYMRCFD//FNJGt6fDY+/ysZHX0V3ewol2gD0XDd6npu1dz3N1pc/LHV9f0ZWQZWg10fexu0VjrMs1oQ4XCnJR6s8Y9o2L/caqtOOqesh+Tve1HW2Tfi40uuI6m3zc+8U+v6hu/PZ9elP+LNzIxiVCAWpbBNCiCqkKAq1BveSp5REsdzbd3Fw6jz86ZlYQ9A6RAghapoVY+9Dzy3cgmr5lfcyYvfcajkHJ9Jqn9SHxIE9aTD6jEiHIkS1Ue+s4dQ7K3zz7sTxqzzt7Y5QLBYs0S46THg0DBHVDL7MbLKXr6vQtZmLVpHYv3uIIwq/7W98ilnOxKye52bL+Pepd/aIMs+11U4k+eoL2PXR9+WulNJcTprfdz2aq/hKy/UPv8i2Vz9GtVkx/AFqDepJ9+/fRLPbgns/3PmkfvoTW8e/h+9A+tFKMMPrI7p1M3LXby4yx+2/DLeHDY+9StKIASU+wBPduhkdJjxK5pLVtHx4XFCxhUKzu65h+VX3opfVEvUYmt0GmopewUrEY5n+ABlzl1Z6HVG9+bOyi7ymaBp6nhtrrDxgW5NJZZsQ4oRhGka16AvfeOwFOBs3iHQYohpKGjGA4Ttm4kpJjnQoQghR5XR3Pu4tO4u8buR7yd+xJwIRVX/RbZrTd9pn1B7SJ9KhCCFEjRfToRWUMcNMtdtIOm0w1vhYbLUTSL76AgYu/YWoFk2qKMrqx7NrH1RwppY/s+gN5+pO93rZ+cG3mP7SE0rFyV65jrxiftcpTvsXHyRhQHdUV/BVuprLSd1Rw2lx/w3FHj84fR7bX/sUw+M9Opvw0MyFbB3/flDre/YdYFbPc1h/73Pkb9+NnpdPICuHQFYOhsdL9op1ZSbajjB9fra+8lGp5yRfdT4dX38cR72koNYMhTqnD0Fz2IM+X3U6SLn9KgKZ2aAH10a1LBWZG1cVjszQ2//nDNLnLMGz70CkQ6qx6p09onBCXFVxNKgj7fOPA5JsE0KcMHZ/+StzB40mkBv8E0pCCCGEqBqqw44W7SryumkY2JISIhCRqArZK9czb/jlzO57vrQMFUIExZ+RxYEpcwjkhLbdVrPbrkQrI7ER06EVvX5+l5MPLGLE3vl0fP1xnMn1QxpHTWOvUwvFZi3/hYpS5se7OjH8fjY9+zZTkwdiVHAul2qzkbdxW1DnKppGz5/epv45p6C5HChaKbdwLRqq00Hy1RfSZeLzR1si/teer34vUiln5HvZ/Pw75KfuLTWeQG4e80+6FPfW1ErPJYOCdol7vv4dowJJy3BSLRZ6/vxOiZWBhc512onv3oFmd44td6VjaRRr9WlEZ+o6ab9OZe6g0fzT7hQWnX0Dyy69i0Wjrmd6i5NYMPIqDk6di2mE7v0/ETS+5iKa3DgGxaKhWK24miXT+8+PypzpKKq/6vPVK4QQYVb3zGHY69Q6oXvpCyGEENWVoqq0euwWNjz88tGbOJrLSeMbxsi8wuOUPzuXecMuJZBZ8AT3kgtvpf+cb4jt2DrCkQlx/DACAfb9+Df2eknUGtgz0uFUmu7xMqPzGQSyc3E0rMvg1X+UmFgor4T+3al71nDSfp5SbDJBi3bR6d2nQrLX8cRWOwFrXAy+A+nlus7weonpUH2+3wfy3Gx7dSKqzUrTW64o1FbRCARYePo1ZMxfjlGBdqNHmSa6J/hWg6rVSpeJz5N1y+VsfeUj9v00GcVqBaOggkrRNAx/gIYXn0HKrVcS075lqetpLgeoKvwnMWK4Pczpdz6D1/xVYgu7ba99Qn7qXsxAIOj4g+FPz6p21TzxPTvRZ/InLDzjGgy/v8g8wiMJkqQR/en6+cuoViuBEM7astVODNlalZG9Yj0Lz7iaQG7+0Tbvxn8+fw9OnUvGguXY69Si16QPiWreOBKh1jiKotD22Xtp9cTtGO58LPGxIftZJiJLkm1CiBOGNTaapBEDIh2GEEIIIUqQcssVOJMbsO21TzD9fhpfO5qGl46KdFgiTNybd4Dxb+sxRVXIWrxKkm1ChNCaW//H7s9/wTRNun89gTqnDo50SJXiO5iB71AGps9P3uYdGB4vmjM01VGKotBl4vNsevINtr3y0dGWkobPT0zH1nR6+/+I7dQmJHuVVyA3jw2PvEzDMWcR37NTRGIoiaKqNL31CjY//VbwiShFIWnkYOxJ1SOpALDqxkfZ9/1foCp49h6g/YsPHj2265MfyVywonKJtsOsCbHlviauewe6fvoi/owsDs1chD89E1QVW614ag3uFfRDSclXnc/OD7/FcBd9PwJ5+aTPXEjdM04qcszUdbZP+LhIoqXSTBPFUr1m8uas3sjWlz8kkJNHu1cfQQG2jH+f3PVbMP0BtGgX9c85mZTbryr0+0pZic5gaVFOGl1xTkjWqoz0uUtZeNrV6HnuMs/Vc9243R5m9z6XfjO+DNnH4kSg2W1Bz0sUNYMk20S1kTFvGdvf/Iym4y4joU+XSIcjhBDVnvdAOpbYaPnlTAhxXKl39gjqnT0i0mGIKuBKaVS47ZBpRuxGthDHq+yVG9Dd+Sg2K7nrt9T4ZJujYV0aX30Be776nabjLg1Zou0IRVVp9egtNL/vejLnL0N3e4hq2TTiM9myl69j++ufEsjJq3bJNoDGV1/IlmffCfp81WmnxT3XhTGi8svfuQfD5wNFIX9n4VmxW1/6IDStEw2DhN5dKny9NSGOeqOGV/j62E5t6Pze06y87uEiSRQFSpy9d2jmQnSvr8L7lkR1OrAmxIV83YrKWr6OeUMuRnd7wDQ58NcsWj56M4OW/AyAaZolVh9FtWgCmlb5uW2mScMxZ1VujUrK27yDRWdcE1Si7SjDIJCdy/zhlzFw2a9VOmdPiOpEGoGKamPpJXew56vfWHbJHZEORQghqj3TNJnZ5QzW3PJEpEMRQgghKsSaEEev3z8gpmNrXM2S6fj2k8R17xDpsISoUkYgwLLL7mLFNQ+EZeZN+5cfwtWiCQl9upB85XkhX7+qKYpChwmPcfL+hbR67Naw7aPZbdQa3Js6pw6OeKINClpc9v7zI9q9cH+kQymWPSmR7t9MQA0i+am6HLT+vzuI71W9kobtX3kEV4smRLdtTtun7y50LH/b7kqvr1itJF95XsgTxOXV4MLTGbplGtZa8QUtJQFUFdXpIHFQr2Kv8aTuK9J6srJUu42m4y6tVjOqNv3vNfS8/KNJR92dz8bHJ2Aefru0Nn+JA3uiVnLWmmKx0PCSUViiis4wPlZ+6l7mDb+MKckDWHzeTfjSMyu173+tf+hFAnkVSC6bJv6sHLY8VzTxrnt95G3eQc7qjXj3HwpqubzNO1hzx5PM7nMe84ZdRurHP6CHoLpUiHBSzBKeWhCF9ejRw1y8eHGkwziuLbv8bvZ+M4n6F51O149fiHQ44hiBPDeayyn9g4WoZnZ9+hMxHVoR17VdpEMRotowDYPMhSuJ7dpOqj6FqCK5G7YS1bJptbphJkRNkbtxGzM6ngamyUlb/8HZqF6kQxKiwg7+M5+lF92G4fMfnfF0hBblAtOk3csP0XjsBRGKsGL+qt2DQFZOpdbQXE4GLfsVV7PkEEVVOe5tqay45kHyNm0jqmUKnd9/GldK8bHt+vQnVt/yRPkqncqgRbsYsvYvLDFRrLrpMWyJcbR78UEULXJtJecOGUPGnCWFX1RVTs1bhWopO5G2+rb/Y8dbn5dYIVgWa3wsA5f9WurPAVPXmd5mBJ7UfZi6jmKzEt+jE/1mfFGhPf/LdzCdqSlDKtUyVItyMWLvPDSnA/f2XWx77RNSP/wWTEBVMLw+Yju3pfk911LvrGHF/pvv/PBb1tz+JGYggOkvmBOoRbuwJsTRb+ZX8rNSRJSiKEtM0+xR3DFpIymqjS4fv0Db5++rdoNRT3S618fMLmfQ/O5raXL9xZEORwhxjEaXnR3pEMQJwtR1PHsP1Ig/anZ/8QsrrrqPZnddTdtn7410OEIc97wH0llywc20f/URag/tG+lwhKhxolo2pd34+1Ftthrxc1aI0tQe0ofhu+ew/7fpbH3lI9xbUzENA3u92jS96VIaXHR6mVU74eLPyuHg5NlkLFxB7trNmKaJq3FDEvp2pfawfjga1i3x2vrnjyT14x8gULEWgarTQdfPXqw2iTYAV0oyfad+GtS5zqYNj84wDAXN5aDHd2/gqF+H3V/+yr4f/gKg4SWjItomte6ZJ5G9bO2/LUMtGnFd2weVaANo+fA49n73B74gK7eOUhS0KBe9/5pY5s8Bz+40vGmHMA+3qzR9fjLmLS1IvIUgUbnzg28r/2+twN5v/8CaGMeyS+7ECAQwff5Cp2QtWsmKq+5jR6/O9PzpLTSX899jS9ew9o4ni8xI1HPdGPleFo+6noGHW3sKUd1Isk1UG4qiSE/fakiz22j1yC3UGton0qEIIYSIkK2vTmTDQy8xeNWkatFKqTRx3TsS17MTSScPjHQoQpwQ7EmJdPviFaLbNo90KELUSIqikHLLFZEOQ4iQUS2WajV/1bPvAOsfHM/eb/9AsVrQc92FKo92f/Urpj9A4sCetHvhfmI6tCqyRvN7rmPPV7+jB0qo7FKUYquZtGgXiqrS7atXSRoxIGTvU1VL7N8dS5SzSLVimTQVRVUx/QEUqxXFouJKaUzyVecR26UtALUG9cKRXB9rfCwx7VuGIfrgNbtjLO7NO0id+D2oKtFtmtPj+zeCvt6elEj/Od8wb+glePbuB73s1ptatAvN5aTP3x8H9f5bE2KLtPS0xEaHrCJwzzeTiiS5ykvPdbP9zc/JWbup1LX0PDcZ85ay+Nyb6DXpg6MdEraMfw/dU/yMQFPXydu8g8zFq4jv0bFScQoRDtJGMkjSRlKc6LJXrEd12Ihu3SzSoQghhKhiuRu3sfvLX2n5wA2oNmnNKIQQ4vhk+P1se+0T6p99crWqQDkR5azbwp5vfscM6NQ/byRxh2/Mi9Db8/VvpE78gY5vPlFiG8Gaas/3f7Ly2gcxPN6jrehKpCioDjst7r+BFg/cUGSMRvrcpSw+54bDLTLdBdVILieuZo1oft8NpH7wDRlzl2J4fShWC9FtmtP87muod97I46K1+ZYX32fjE68FnYhRnQ66fPQc7m2p+DNzsCbEkr9jN7s+/gFF01AsFgbM/75afq/V8z0YHi/WhLiKXe/1sfe7P9n4xKvkb9v17wFFAQVUux1FUXA2bUjze66l/vmnojnsQa+/472vWHvXM6g2K6Y/QNcvX6HuaUMqFOt/TU0ZgmfX3kqvo9isRarZSqJFuej21SvUGTkYgMmN+uNLO1jq2m2euptmt19Z6TiFqIjS2khKsi1IkmwTJ7p9v03DGhNFrcG9Ix2KEEIIIYQQQoRcztrNzOxyOq0ev42WD94U6XCOK7kbt7Hm1v9Ra0hvWtx/Q6nnFtxIfhrTr2MaBqrdRssHbyzzOlEx/3Q4lbwNW2nz3L00v/PqSIcTMjve/ZK1dz9b7iodzeWkwegz6Pj2/xVJuBl+P2k/TyF97lJUu426Zw4joW/XQueZhnG0QkfP97D32z/Y99Nk9Px8otu1pMn1FxPdKqXy72AV0/M9zOl3Abkbt5WZRNFcTpKvvoD2Lz307/UeL38ldMU80opTVUm+6jw6vf1kOMOOONM0yd+1j0NT5+JLz8T0+bHGxxLfqzNx3dpXeN28LTtxb91JdNsWIW1BPDVlMJ5d+yq/kKqAEXzOIXFQr6NtTac0GYh3z/6Sl3bYafPMPaTcfFmlwxSiIiTZFgKSbBNCCCGEEEIIIY5v2SvWE9Wm2XFRiRKMfT9PIX32Ylo/cVuhmTmhtuSiW9n3w18oVgtDN04t8eawLz2TqU0GYXi8hV5XHXaGrPkTZ+MGYYvxRJU+ezH7fvybFg/eiK1WQqTDCYlDsxax8PRrKtwOT3M5af3kHZVq8br/r5ksvfh2MM2CSjhAsVpQNI06pw6myyfjy1XNFGmmaZK9agMrrroP95ad6HnFtNRUFDSXg0aXn0v7Vx4+mnQE0N35/FWr+7/JNkWh0WVn0/mDZ6voPRDBmNn1THJWb6zyfRWrhZP3L8QSHcWqmx8n9cNvS6xGVR12Bi39haiWTas2SMC9LZXsFeuJ7dzmuKsEFsErLdmmFveiEEIIIYQQQgghxIkmtnObEybRBrDy2gfZ9upEDvw9O6z71D1jKIqm4WraCHudxBLPS5+1GMVqLfK6oqkcmDInnCGesBIH9KDdiw8eN4k23Z3PsjF3VGrulO7OZ/1DL+Hemlqh6w/NWsSSC25Bz8k7mmgDMP0BDI+X/X/OYMn546hJBRDLLruLuf0uwLNrL63/7w6i2jQHTQNVLahiUhXie3Wi5y/v0mHCo4USbVCQwGx83Wi0KFfB/6JdNDuOKimPF/XPH4la2SSwVv50g2q14k/PAgpm56nF/BwAUO02ag3uFZFE28F/5jOzy5msGHs/M7ucycF/5ld5DKL6k2SbEEIIIYQQQgghxAmo7fP30nDMWdQ6qW9Y92l02TmcfGAhg1dNKnX+qyUuGigmAaGqWONjwxegOG7s+vxnAjm5lV7H8PnY9PSbFbp29bjHSk32Gfle0mcvJmPOkoqGV6UMn4+9X/+O4fWhuz1kLlpJ/vZdqBYNDKOgXaBhkrNmE2vvfgZfemax67R/5RF6fP8GHSY8yuAVvxPTvmXVviOiTI2vuQgqnQRWyj7lP0xdR3U6AIhq3pgeP72FFhOFFu06vKSCFuUkrmcnun35SiXjq5hNT7yG7s4nkJOL7s5n0xOvRSQOUb1Jsk0IIYQQQgghhBDiBJR85fl0mfg81tjosO9liYlG0bRSz6k1sCeWmGj4z6ws1WKhzqmDQxpP1tI1zDvpEuYOGUPmwpUhXTtYuRu28mdiN/Z8Myki+x+Ptr74AXpefuUX0g32fDOJQG5euS7LWr6O/B17yl7e7WHLSx9UNLoqpVitxHZphxbtwjR09v3wF4bHi+H1FTpPz3WTs2YT84dfjhEo2gIwf+ce4np2otHl5+BMrl9V4YtysNetTdLJA4p8Dw6WYrGQ0L/bv0myIFniYrDVij/6du2hfRmeOpt2Lz5I8tgLSLn1Cnr/9TF9p31W8DMiArQo578fl8PJPyH+S5JtQgghhBBCCCFEFfBnZjN/xOXs+uynSIciRLWkaBp9Jn9MVKsUVKcDzeXE2aQhvf/+GO1w1UMoBPLczB9xOemzCqqLFoy8En9mdsjWD5YlNpqYti2w10+q8r2PR/6MLPJ3lp3oCpZqtZC1ZHW5rslZtaGgrWJZTJPsZesqGFnBDLX9f81kxztfhvR9Lo6iKPSb8QVdPn4BW+3EIkm2QnH5/Li3pbL/938Kvb7u/ueZ0X4k05oOInfD1rDGKyqnzTP3oEWVL1l2hCU2is5vP1lQ8Rgk1ekg5farirQetUS5aDz2Ajq98yTtxj9AQu/OKBVMAoZCu/EPYE2MQ4tyYU2Mo934ByIWi6i+JNkmhIgo36EMVt/yBL6D6ZEORQghhBDihHBw2jzWPfA8WcvWRjqUE45n7wEO/bOA/ZNmRDoUIaqt6FYpDF41iUFLf2HAgu8ZumkqcV3ahnQPz659mHrhm8Hu7btDukcwHPXr0H/ON9Qa2LPK9z4eZa1YF9KkrO7xkrW0nD8rg0m0HaaU49z/2vj4qyy96FbW3vMsM7ueiXv7rgqvFQzN5cRWO5FAdtktOvVcN1v/U7WXOvGHgjaUHh/7/5gZrjBFCES3bkbPn95Cc5WjcktR0GKi6P3Xx0S1bEqTGy9BdQX3tajarDQee34Fo6060W2aM2z7TAYu+pFh22cS3aZ5pEMS1ZAk24QQEWV4fXgPHEL3lPxklDgxmKbJwWnz2P3Vb/izciIdjhBCCFFu7h27yVwUvlZk+Tv3kDF/eaXWyF2/hUVn38DW8R8wb+gl8jO3isW0bc7QzdPo/NFzkQ5FiGpNURSiWjQhuk3zsFQyOJs2whIfA5oGmorqdBDdqmnI9xGQtWQ1/iASNKHgP5RZ7Mi/ijJ9/nI/GJzQqzNmQC/zPEVTSaxEknXH21+g5+Vj5HvQPV72/Ti5wmsFK2/D1qA/vnmbthd6u+Ho01GddlS7laQR/UMfnAipWoN702fqp1hrxZfZElKLicLRoA4D5n579MGI1k/eSa1BvVDLSNhpUS56/fY+tloJIYs9nDSHnaiWTdEc9kiHIqopSbYJISLK0aAu3b+agLNRvUiHIiJs4+OvsvjcG1l14yPM6nE2ujsEffaFEEKIKrTiynuZO2g0pl72TbaK2PDYKyy7/K5KreHZd+Bomx4zEAjqCXURWq4mDdHstkiHIcQJTbPbGDD3W5redAlNbhjDgPnfl6+KQwQla8lqZvc5j1U3PFwl+ylWC4Q4N6vYrOU6P6plU2I7l12JqdhspNx+VUXDwl7v39ajqtWCo2HdCq8VLMVmDfrjq1gshd5u9/LDDFz4IydtnkZM+5ZhiE4EK2vpGjIXryrzvPgeHRm+cxad3nmK2C5tUZ0OLHExWGKjscTFoDrsJPTrRtdPxnPSlumFKr1Ui4WeP71Nym1XYImJKpSwUywWVIed+N5d6DfrKxL6dAnHuylERFjKPkUIIYQIv53vfnV0kLVfUchctJJag3tHOCohhBAieO3GP4B7x24UTSvzXNMwyFywgtjObYK+wdtu/AP4DmVWKsZaA3tS98yTOPDXLBpfPxpncv1KrSeEEDWVo0Fd2r/0UKTDOK5FtWpK/QtPo9Fl54R1H2/aQawJsUS1aIpZjllRZdFioohulVLu6zq9/X/MGTgaPTev+HVdThqOObNS7VG7fTWBxefeiHdPGg0uPpP654+s8FrBSuzfPciqPY3aJ/Ut/JqiSNu9auDg9HksGnUDAN2/mUCdkYNLPV+12Whw4Wk0uPA08jZtx71jN4GcPKxxMbiaN8bVpGGJ1yqaRpv/3UHLh8ax7/s/yVy0Ej0vH0dyPRpcdEaFvraEqO4k2SaEEKJacDVvjC8jG3QdI6DjbNwg0iEJIYQQ5RLXvQNx3TsEdW7qR9+z6oaHqX/BaXT74uWgrrHVSqh0mx1F0+j66YuVWkMIIUT1ZJpmWNpuVpQlJppunwf3M66idn32EyuvfZCoVikMXPIzpj8QsrVNXQ/65/qxYjq0ou/0z1l60S140w4VdG0xTTSXE9MwaDruUlo/eWeFYtry4vukTvyBRpecxdB1f1dojYpyNW1EfO/OpM9aDKUkNRWbtVJVeyJ8PLvTCv7DNPHs3l+ua6NaNiWqZdNy76nZbTQccxYNx5xV7muFqGkk2SaEEKJa6P7Na6y8/mE8e/bT6tFbcKUkRzokIYQQNVD2ivV49u2nzimDIh1KqaJbp2BNiCO+V6dIhyKEEBHlz85l+RV30+CiM2g4+oxIh1Nu/uxc0n6dinfvfhTNQlTLJiSNHIRqqbpbbrrHy4JTriJj3lIajD6DLh+/UK2SbuGUs2oDqCruLTtRFIV655zMnm8mlZoMCpazYb0KJRcA4rq0Zcj6yWTMWcKBv2ah53uIapVCg4tOxxoXU6E1c9dvYeMTEzDyvWx6+i3qnDqE2M5tKrRWRXV+92lm9T63oA11MR9jzeWk8XUXlbtqzzRNMuYtY/vrn5K7fjOq3U7dUcNpfPWF2JMSQxX+Ca/B6DPw7NqHqRs0uvzsSIcjxHFHMc0QTg49jvXo0cNcvHhxpMMQQgghKsyzJw1rYrwM8xXiOKR7vGAYMm8GmFy/D76DGQzdNBVX00aRDkcIIcrNNE18BzOwJcYF1Za2pstavo7ZPc+m9rB+9P7zo0iHE7T8XfvY+Pir7PlmEoqmYnh8oCqodhuq1UKTmy6lxb3XoTkdYY9l3y9TWH7FPei5blSng4ELfzhhWvYFcvPY+f63JPTpQkKfLmQtX8fcQaMx8j2VWleLctL+1UdJvuLcEEVaee5tqczodDqGx4vqtDNw0U9Et25W5XHkbd7B0jF3kLN6Q6FKQsVioenNl9H2+ftQFIUDk2ezYux9dPvyVRIH9ChxvUBOLotG3UDW0tXobg8cvletOh1gmnR47TGSrzwv7O9XWQyfD9Mk4nNXTcNgw6Mvc3DqPJreeAmNLg9vm9ZwMXw+/BnZWOJi5B6FqFEURVlimmax39TUqg5GCCFE5JmmSdrv0wtuzooaz/D7SZv0D/6snBLP8ew7wNQmg1gx9r4qjKz62vXJj8zocgaGzxfpUIQIiX/ansyURv3l+zrQ/N7raHTFuTga1Yt0KEIIUW6G38/8YZcxtekgpjUfimdPWqRDCru4Lm3pP/dbugbZUrc6yFm9kVndzmLX5z9j5HvQc92YgQCmz4+ek4c/PYut499nTv8LS/0dPVSimjXG1A1QFBRVxVanVtj3rC4s0VE0u/1KEvp0AQo+nxqOORO1MjfvVZWoVik0uuzskMRYEu+BdAIlzHUrjislmc4fPkfSyQPo+PaTEUm0Adjr1gJdR9EK31Y2TYOd737J/j9mAOA7kI5330F86ZklrmUaBgtPv4bMhSsKZrgfUxRi5HswPF5W3/o/9v5YtS0zj6Xne1h2+d38Gd+Vv+K7sviCmwnk5OLPzGbBaVczuUFfVt74CKZe9jy7UNj73Z9sf/1TshavYtXNj5O3aXuV7Bsqnn0HWHH1/fxVqwfTWpzEX7W6s/Ti23BvTY10aEJUmiTbhBDiBBTIzGbLc++Qs3JDpEMRIbDjrS9YPOp6Vt3wcInn2BLjCgZnX3BqFUZWfcX17ESD0WegWK2RDkWIkHA0rIu9fp0iNz1ORM3uGEvn95+p0vZdQggRKumzFpO1bA2mz4837SA7P/w20iFVifienbAlxkc6jKB40w4yb/hl+DOyIFDyzXXD4yVv4zYWnn4NZghaGpYmpkMrev36Li0evJF+M7+slh9Lf0YWBybP5sDfswo+dmHUbvwDOBrVQ7FW7HcBS0wU3b+agKKG7/eqrRM+ZmrTQUxJHkD2ivVBX9fgglPp9fsHNIrg/KtV4x4nd8PWgmrOY+kGutvDsotvx7v/EA3HnMXI7BXUO2t4iWsdmj6f7FUbMLwlPwRp5HtYe8dTRKo727p7n2Pfj39j+gOYgQAH/pjBqnGPs+7eZzk0YwG+A+ns+eJXdn3yY5XEE8jKwTQKPhaKohDICT5hG2mevfuZ3fNsdn/xK4bHi+HxYvr87P3hb2b1OqfGJQ6F+C/5a1wIIU5A1oQ4+kz9VObEHCfie3fBVrcW+bvSSvxDXrXZ6PrJeOqfc0oVR1c9xbRtTsv7bzhhZlmI41//2d8wZM2fqJJAFqIIf1YO2SuDv5EpRCTZ69Q6+vucarPibChVutXN1lc+CvrmtuH1kbNmIwenzg1zVFBrcG9aP34bsZ2qdoZXWfR8Dyuve5ApjQeydPRtLL34dqY0HsiKax9Ar2Srx5JYoqPoN+NLXCnJqK7g23gqNivWxDj6Tv8cV7PwzhDf8eZnBZWQuW72/vhXWPcKJd+hDPb9+HepyTHTNNn5/tcAZbZR3fryh+i57jL39Wdlkz5rUfmCDZHdX/2GcUz3CMPrY98Pf+HevhvT5wdA93rJ3101lcgNLzmL+F6dUJ0OGl52NrFd21XJvqGw7r7n8R7MwAwECh8wDALZuaws5QFiIWoCSbYJIcQJSm7IHj8SendmyKo/aHbHVWF9+lIIIYSoiXa8/QWrxj0W6TCECEpMh1Z0fOv/SOjXjaa3XVljZ/Ecrwyfj53vfnX0Bnsw9Fw3W154L4xRVV9HWgQeSVYEsnMJZOdieLzs+ep3Fpw2Nmyt9+x1ajFw6S80vWEMqsOOYiv5719FU1GdDpJOGciQNX8S27F1WGI6VoOLTkd1OlCdDuqcMigse+z7bRp/RHVg9S2Ph2zNjPnLUUv5WEJBJVraL1ODWi9n7eagzjN1g9x1W4I6N9SKm9Gm2qw0u3MsqsuBFhOFJcpFw9FnVE08Lid9p3zKqdkr6Pj64zXmAdJAnpt9P/5dckWwaZK5cCWeKkpaChEOckdOCCGEOA5YE+Kof65UrQkhhDgxZS5exdp7nsV7IL3IsZTbrqTbl69GIKqidn/xK5Oc7dg58btIhyKqsUZjzqLfjC9p8787UDQt0uFUmmkY5G7cdlzMyk2fvaRi181aFLYqrurswN+zyFq6BiO/6ExZw+Mle/k6Dvw9O2z7a3YbbZ+7j8Gr/yDllsuxN6iLYrVgiYnCEhtdUMlWK54Go8+g+7evk3Lz5RjlSKRWRusnbmfAvO8Yuv5vEvp2DcseGXOWYuoGB6fOK/S6EQiQv3MP7m2p5f68DDY5Gux5QX+PUxSUCLUIT7njKjSX8+jbqstBk3GXUWfkYAbM/4HO7z/D4FWTiGrRJCLx1RS+tENltrxX7Tbyd+6pooiECD0ZZCCEEEIIIYQQokZbfcsTZC1eha1WPC3uv6HQMc1hx9moerTiU+w2TN1AMWvGU+hChMLi88dx8O/ZuJo3YdDSn2t0AtF3IB0qMDdKsVrxZ2SV2VLveLPj7S/R80puEajnutn+9hfUOXVwWONwNWlI22fvpe2z9xLIySV/514wTWx1a2NPSuTAlDksOW8cutcHpknPX96lzikDwxoTQEz7lmFdv+WDN+BMrk/t4f0A8B5IZ9trH7PjrS8KqjMVBdPQqX1SP1Agb+N2Ajl5aE47zsYNaHLTpdQ986RCc3DjurYvMyGp2KwkDuoVVIxJI/qT+tH3RdsK/pdhkDige1BrhlqzO69GcznZ9upETN2gyY1jaHb7VUDBeIKYts0jEldNY02Mw/CX/u9s+PzYaidUUURChJ4k24QQQgghhBBCVJru9aEoBXNCq1rLh8ex463PqX/BaVW+d3k0OO8UGvhkfpw4sRyaNh/D6yNvw1YC2blYE+IiHVKFqXYbVKRlm2EUXHuC8ezeV6Fz3FtT2f7mZ2QtXYOtVjwNLjmLQGYOgawcEgf2JK5b+wrHZImJJqZ9S/I27yDt16nEdmjN6pseQ3fnHz1n9bjHOGnztArvUV1YYqJpetMlAORu2Mq8IWPw5+Rh/mfe2v7fpxe51r01lcwlq1EtGk1vuYIW912HarPhTK5PYv/uHJqxALOEdoCKqpIy7rKgYky59Qp2ffZT6ck2RSG2cxuiWzcLas1QUxSFpjdeQtMbL4nI/scLa3wstQb2LHWGpSulEVEtm1ZdUEKEmCTbhBBCCCGEEEJUyr6fp7B0zO0oikL3b18Pe5XCf9U9fSh1Tx9apXsKIYLT9rl72PTkmzS85KwanWiDgpl6FWkzqLmcNf59PyJj/nLyNm8vmDlWxhxwV7PGZK9YX3I1oKIQ1axxoZd2vPsla+96BlM3MP0FH+t9P0853EZQQ9E0Or37JA1Hn1nh9yF7xXrmDh4NJoCJ8p+HRMqssqph/p+9+w6PolrDAP7OzPbd9EZ6Qgu9ht6rUgQb0hRUwIaKiNiviL1go1hRUTqCIr33Tui9hABJSO+b7TNz/wgiSMom2d3ZTb7f89znkp2Zc95gSDbzzfmOTV+M/b0fhSUnv1IrM/miYvAAEj//CVmbdqP92p8h99ahxdyPsafjQ7Dm5N/1d8VqVGj0wRRo6kbaNYeuUT3EvjAWSbN+h1BGS0uZlxYt535sd25XKjhyGtd+XAzBxiPqyWHw7yLN6jtHMmflIvHzH5Gxais4nQbRz4xC1BMPO2RVcuPPX8e+biNKXfHKalRoPmd6tecgREq0ZxshhBBCCCGEkGq58L8vIVqsEMwWnH/7S6njEELcSPTTo9A3eQ8af/Kq1FGqTVs/Gt4tGlXqGlalRPTER8Gwnn8LzpSagQP9xuDUc9OQOGNuhefHTHwUnKbs1pmcRoWYiY/e+jj/8Emcm/oJBJP5VqENQEmBSBBKfs4YTTg54S2IglDlzyNlwUrwxUbwBiN4gwkyL03JnlwcB06jRr3Xnq7y2O4oddGqkuJGFVqgAoBgNKHg2FkcGjgOgsUCdUQddEtYicgnHgKnUYPTqMEo5PBu0xRtl8xE7AtjKjV+3VefgjIksNRjrEqJdqt+hK6R+7VqzN13FPt7j0byL8uR+vtfODjgSWRt2i11rGqx5ORhd/xQXJ2zAIbE6yg6cR7npnyMY4+94pDxvZvHodO2BfBqHgdWrYLMxwucRg1N/Wi0X/Uj/LvGO2QeQqTi+T/pCSGEEEIIqWEsufmw5ORJHYMQu3k1jwOrVIBVKeHdsnI3ogkhxJPUf/1pcFq1/RcwQPRTI5wXyIUYGQeGZcEwJav1KuLfrR2C+ncDW0rBjdWoEdi3yx17eyXOmAveaK5wXNHGl7sXXEXU0WFgb+6fx8hl8OvQGm2Xz0bcey8h/s9va1y7wCtf/gK+2FjxieUQzRYUnjyPSx98CwBQ1QlC82/fQ7/MQ+hxah36Xt+Nbgf/rPTKdlEUcXjweJjSMks/zvM49ew7ENxwteHFd78Bb/h3NZ5gNOH8W184bb6Tz/wP671b4MrXvzptjqRZv5esWLxtBS9vMCJj7baSVaoO4NOmKbofXYVuh/9CmyXfoPOepeh5diMCenSo0niCzYaL02diX4+ROPf6ZyV7LxIiEWojSQghhBBCiLsRBAhC1Z4+lhpvMiNtxQZoosPp6dRapOXcj3E1vjlYlkXU0yOljkMIIU4TPLg3wkfeh9RFq+/Y56s0rFqFFj99BFVosIvSOZcyJBBdD/0J47VUBPbrWuH5DMOgzeKvcemDOUia9fut1WgMwyD2xbFo8PZEMLftgZe374hdq68UQf7gdNoqfx7RT49EweFTyFi3HV7N4tB05jtQBvkjyI7PyRMZr6U6ZBzBaMLVbxegwdvP3dqflVMqoI4Kq/KYubsPo+j0xbv2kfuHaLXBmHwDmWu2o879/So9vigIKDpzCdp6UXYViCvDVlR892v6qheByyOKIpJ/WQaIQNI381D3pSecMk/Gmm0QSvlvIdp4ZG8/4NAHqnRxdR2yD9+5Vz/F9Z+XQTCYUHDsDMzp2Wg17zMHJCSk8qjYRgghhBBCiJtRBPpLHaHKTjz+KjLX74Qoimi36gcE9uwodSTiApxahXqTn5Q6BiGEOB3DMGg2Zzpk3jpc/XYhREGEaLnz5jSnVUMURLT89VOEPXSvREmdo7I3yBmOQ8NpL6L+G89Af/5KyRiN6t4q1txxbimv/ZfMxwvtV/90R5Gusli5HK1++7zK13ucavxd/ZfIC0j/ewvChg10yHjXvltU4ao7Xm/A1Tnzq1RsO/PS+0j+ZTnUMeHocWp9tb5u/itsxCDoz16+VXTnNGqEPeKYv5f/YhgGsZOeQMrvf6L+m886ZQ4AUPj7lvo6K5dD7uvltHmrI2P1Ngg3VxgKRjMyN+ySOBGpzaiNJCGEEEIIIcRhis5eunnTQUTxhSSp4xBCCCEOx7AsGn/6Gnqe3YjwUffdcYzTadDoo1fQN2VvjSu0VQerUMC7RSN4t2hUaqENAMIeGQRGIS9zDJm3Dr2vbKd2xZVQcPwcGJnj1lrw+mJcnTW/UtdYcvJw+fOfcPCex3FoyFNIWfg3eFNJu1DD1RS7VjMak9OqlLfwxHkIFisMV5KBauzzV5rYFx9H7OQnIPPxgsxLi8hxj6DhOy84dI7bNfn8dfTPOIToCc5rSxsz8bEy2uSKqPNAf6fNWx26uFhAxpV8wLLQ1ouSNhCp1Tyu2MYwzFWGYU4xDHOcYZiEm6/5MwyzmWGYSzf/3+/m6wzDMDMZhrnMMMxJhmHa3DbO2JvnX2IYZqxUnw8hhBBCCCE1SbM506GpGwn/LvF33YAkhBBCahJ1ZCg0MeEA++/tNdFqQ8xzj0LurXNZDmNKOmxFepfN5yyxLzwGTn33/m5AyaqhuA9ehtzbPVfXuKvrPy2GYDQ5dHWbMfmG3edmb92HbfV649L7s5G9bT+y1u/E6effxfa4fjBcTYEiwNeuceR+PlXK2vLnTxA1YTjarfoRDMdVaYyyMAyDuHcn4Z7sBNyTexRNv3zT4XO4WsiQPoh+eiRYlRKcVg3OSwtOq0H8im8h93HPf3st5n4M76YNAZaBtkEMWi/8UupIpBZjRDueHnAnDMNcBRAvimL2ba99BiBXFMVPGIZ5HYCfKIqvMQwzEMALAAYC6ADgG1EUOzAM4w8gAUA8ABHAEQBtRVEscxf6+Ph4MSEhwWmfFyE1lf58IkRegFfTBlJHIYQQQgghhBCHKDxxHhc/mA2fVo1R/41nwbAe9ywzcZCU+Stx+vl3b7WSU0eFoXfidpfNb9MXY2NAPPy7xaPTlsqtOHJHhacuIOGBZ2HJyYPIC2A4DiLPo8E7z6P+KxOkjudxii9dxbm3vkDe/qOwZOTYtYqsIvIAP/RPP1DheaYbGdjR5J7S20SyLDQxEWj08RScGPcmeP3d+5/9g9Np0GTGm4gaN6zMc67/vAxXvvwFDd56DuGjhtj1ebgD/cUkZG3YBUtuPlgZB2WdYNS5v6/kLeWN128ge+s+yLy0CBrQAzKtRtI89hBF0aFtQgkpC8MwR0RRLHVz8pqyZ9tQAD1v/vk3ADsAvHbz9d/FkoriAYZhfBmGCb157mZRFHMBgGGYzQDuBbDYtbEJqfmyNu+BYOWp2EYIIYQQQm4ReR6XP/0BIYN6Uzsw4pEODRoHc0Y2sjftgbZhrMP2LyKeJ3z0EOTuPoTUxWugrBOE+OVzXDo/p1EjasJw+HVs5dJ5ncW7eRx6XdqKvL1HUHTmEuS+3gge2AMyL9etFKxJtA1iEL9sFkypGdjZchBsBUXVHlOms6/wcvX7RRBtfOkHBQHmzGxwWg3kft4lxeoy2jxyKiXCRgwqd66zUz8BX1SMs1M+dvtimyiKyFi1FYmf/YjCk+cBUYRgtgAMA06twpmX3kfwoF6o98p4+LZrIUlGdVQYIp94WJK5q4oKbcQdeOKjVyKATQzDHGEY5qmbr4WIovhP8950ACE3/xwOIPm2a1NuvlbW63dgGOYphmESGIZJyMrKcuTnQBwk7+AJ7Go7FImf/yh1FFKG2BfGot7LT0odgxBCCCGEuBFzZg4uvTcbKQtXSh2FkCoRbDYAJTcoBItV2jCl8LQuRp6MYVm0+PEjDCg6id6Xtrr8AQKGZdF89ruIePR+l87rTAzDwL9rPKKfHomw4YOo0OYAqvAQNPnyLTBl7JdnN4aBd6vGdp2atX5nSRGpDLzegNzdh9Fp63woQwLv2iuM06ghD/BFxy3zK1xZFfZISTHO3VuYCxYLjo6chONjX0H+oRMQTOZ//45EEbzBCMFsQfrKzTjQ9zFc+foXaQMTQirFE1e2dRVFMZVhmGAAmxmGOX/7QVEURYZhHPKuUhTFHwH8CJS0kXTEmMSxEj/7AUUnz+PCmUuoN/Wpii8ghBBCCCGESE4VGoye5zZCGRZS8cmEVAFvMuPG4tVQhYcgqH83h48f/+d3uPDWF/Bu0xRhw8tfceFKIs/jyIhJyFi1BV5NGqDjlt+hCPCTOhYhxA2EDR+Es5M/gM1SdgGsIpxGhbovPWHfyRW112UYMCwHTWwkep7biNTFq3Ht24UwZ+ZA4e+DqAkjEDHmAbv2Cmvx/ftoPufdSu2ZJgoCCk+chyU7F6IgQBHgB+9WjcHKnHO7XBQEHBk+Cdlb95Xso1ceQQBvMOHitJkAy6Lui487JVNpbqzYgKz1O+ET3wyaulHI3XUYfp3bIGRgT5dlIMRTeVyxTRTF1Jv/n8kwzF8A2gPInNK3JwAA2BZJREFUYBgmVBTFtJttIjNvnp4KIPK2yyNuvpaKf9tO/vP6DidHJ04Q8/xjKDh6BmGPUMsOQgghhBBCPIkmNrLik0itwpvMyD94HH6dWoOt5uqL42OnInPDTgBAq3mfI/SB/o6IeIt/5zbotH2hQ8e0hzkzB2krNsCcngWZToOge3vAu3ncreNZm/cge8teQBChv3AFSXPmI+6dF12ek9Quoigib+8RZKzZBoZjUef+/pK1vyNl45QKRE0YjqRZ8yFWseCmCPKHX5e2dp1b5/5+0J9LLLOwxGlUCOrfFQAg02oQPX44oscPr1IuAHYX2iw5eUietwJJX/0KW7Gh5DoREEUBrFyOmBceQ/SEEVCGBFY5S2mufrsAOdv2V1xouw1vMOLi/75CQJd4+LRt5tA8pUlZ+DdOP/cOeIMJqYtXA4IA0caD06jQ7Nv3EDF6qNMzEOLJPKqNJMMwWoZhvP75M4D+AE4DWAVg7M3TxgL4++afVwEYw5ToCKDgZrvJjQD6MwzjxzCM381xNrrwUyEOEtirE/ok7UTjT1+TOgohhBBCCCGEkGo4+8pHONBvLC5M+6baYxWdvQzBYIJosaH4YpID0knLWqjH0ZGTsK1eT5x77TNc/ug7XHjnG+zt8gh2xw9F4akLAABOrQJutpBkOBYytbq8YWsdkeeRvmoLDg15Cns6PoQT415HwdEzUsfyaLzJjAP9xuLQ4PG48sXPSPx8Lg70HYOEhyfearfqCURBQPa2/Uia+Rtydh6ssa1YYyY+BlZRtbUXnEaNhu++ZPfeWFHjh4OVlz4XI5NBUzfK7sKdo6Sv3IxtdXvi4vRZMGdkg9cbYCsogq2wCHxRMay5+Uj89Edsq98byfNWOGxeURCQ+OmPJXvTVRJvsiDxi7kOy1KeG4tWgTeUFANFi/XWnnu8wYQbi1a5JAMhnsyjim0o2YttD8MwJwAcArBWFMUNAD4B0I9hmEsA+t78GADWAbgC4DKAnwA8BwCiKOYCeB/A4Zv/e+/ma4TUOjZ9sdQRCCGEEEIIcUtJs3/HmckfQOR5qaPUCt4tG4NVyOHVrGG1x2o2839QhgXDu1VjRD45zAHppGPTF2Nfl0eQsXobBJPl1qoI0WaDYDSh8MR57Os+AgXHz8G/e3tEPT0KiiB/BPbtgpiJj0qc3n6W3Hxc+34RBKtz9sCzFuqxp9PDOD52KrLW70TBkdNIXfg39vUchTNTPqqxxRVnu/D2F8g/eBx88c0iws19p7I278GVrzxjvynebMH+Po8h4aHncP7NGTg89BkcuvcJp30tSkkdGYr4Fd+CVasqdR2nUSPiyYcRMXqI3dcog/zRYf2vkPl6g9P9u+cap9NCWz8aHdb/YnfhzhFSFq3CsTGvgDeYyl1dJpjMEExmnJ70HpJm/uaQubO37YdNb6jaxYKAjNXbYMnJc0iW8uia1AervLmynGFutQJl1Sp4t3H+yjpCPB1DbybsEx8fLyYkJEgdgxCHujLzN5yb8hHqv/EM4t6bLHUcQgghhBDk7kmA8foNhI+y/2YOIc6yMaAtbIV69L6yA+rIUKnjeBTBZoMlKxcybx1kWk3FF5AynXr+XaTMWwHBXH7bN1VkKHonbnfpzWtHyli9FSfGvY4u+5ZDWz/a4eMnPDwRmRt2QSzl75HTqNF01jREjnnA4fPWZILNhk1B7cCXUURQBAegX+o+F6eqvGs/LsbZqZ9CuG3VEadRo9msaYioQV8TBcfP4cqXPyN392GINh7m7DyAAWAtZwUiw4BTqxA98VE0+nBKlb6/8EYTbixbh+zt+8EplQh96B4E9u0CpqI93RwoP+EU9vd5FILB/haOQEmRqd1f3yGwT+dqzX901GSk/bGuytdzWjWafPkWopz88Iit2IBjj76MnB0HoW1UDz4tGyFv31H4d2+Ppl++eavFs3izqM7KZdVu+0yIp2EY5ogoivGlHfO4PdsIIY5jvJYKRsbBcC311muiIODUxGmIePR++Lt4OT+pWURBgPFaKtQxER77Cz8hhBDXO//WFyg4chphI++jnx8SsuYX4vz/vkK9V8ZDEx0udRzJtF8zF+asHCq0VYJgs+HSB3NwddbvEKxWiLyA4Hu7o9nMaVCFh0gdz+PYig1Inf9XhYU2ALDmFSBn+wEE9u7kgmSOFzy4N3qe2wRFgJ/DxzalZiCrjEIbULIv0uUP5yDisftv/ewxXE2B/lwiggf0cHiemoIvKoZgKXv1lyUrF6Iouv3P84xV2+4otAElXxMZa7bWmGLbtZ+X4ezkDyFaLBB5AQDAKOSAKIJRK8Fw3B1FU4bjwMg4BPbpjHpTJ8C/6933lS25+eBUSnCa8tvVcmoVIsc+iMixDzr2k6qES+/NgmA0V/o6wWjC+f99ha7VLLaZktOqdT1vNMOSmVOtMewh02rQ7q/vS89gMOL6gj9w5YufUZx4DQzDQBREMDIOAT06oN4r4xHQq6Pb/3snxJk8rY0kIcSBGn8yFR02zkOLHz689Zpos6Ho1IU7CnCEVMWp56ZhR+N7cO61T6WOQgghxIO0WfINuh76i35Rl5jhaipS5q1A4YlzUkeRlF+n1qgzpK/UMTzKsUen4MpXv8BWqIdgNEO0WJGxdjt2d3jQJS2waprsrfvAcJxd5/J6A1IX/l3xiW6KYRinFNoAIHffkZLCQjmMyWmwFRTd+vjC21/i8P3PwFakd0qmmkDmrQOnLHtVizIk0CN+nqujw4D//Dtj5DKooyMkSlQ5aSs3Y1fboUhbubnU4/qLSTg7+UMIRtOtQhtwc08uqw2cSoUmX79d8t/rZpEtcvww9Lq0Fe3+/qHUQlvG2u3YGtkVWyK7wpCU7LTPzRFMaZnI3n7g1n6WlVV0+gL0F65UK0O121GLIkSJ9kC0FRtwetL72BzWCWenfFSyDyovlOznJggQLVZkb96DhIeew7bYHrj+yx/UlpfUWlRsI6QWY+VyBHRvD06l/Pc1hQJd9ixDBLVucohLH36LA/3GgLfjSdSaxpyeBXAszBnZUkchhBDiQVShwfBqUl/qGE5n0xdjX6/RuPTht1JHKZVPq8bon3GQCk2kUgpPXUDmuh13t+niBdjyC3F1zgJpgnkwa14hREGo+MSbzBnOX/ngiewu+Nx2XqNPXkWH9b9A5qVzUirPx3Acop4eCVatvOsYq1Eh9uUnJUhVebEvjgWnurNoyCoViHludJnXCFYrrv/yB/QXk5wdr0Ln3/gcRSfP4/zrn5V6/Oqs3yGW0ypSsFoh06jR8/wmtPj5Y3TeuQTNZ0+HKjS4zGsy12yHYLVBtPHITzhV7c/BmZLnrQBQ9eKPaOVx7ftF1cqgCPKv1vWsSgG5n2+1xqgKU3oW9nR4CMk/LwNfbCyzZSxQ8sCHKTUDZyd/iFPP/o/2uyW1EhXbCCHEibK370fOzkPgi6u4Ea4Ha73gC8SvmIMW338gdRTiYWxFeqQs/BuCRE/uEUKIK1iycpG3JwEZq7dKHaVMZbWFsuYVIGn2fBhT0l2c6G4izyNz/U5c+epXXP/5D5izcqWOVKtlrNpaZks5wWxB6qJVLk7k+eS+3navbAMARXD1bujWVH5d4yGW0+4QADQxEZD7eN36WB1Rx2NbclaHISkZO1sMxKH7JkCwVPzQaNz0SQjo0aHkZwbLAhwHVq1CnaH9UPfFsS5IXH26uLrouGU+/Lu3hyLQDwG9O6HT9kXQxEaWeU36n5tw6um3cWz0yy5MWrp6r4yHMiwY9aZOKPV47r4j5a6K4vUG5CecgkynRcToofBt36LCOWMnPwGvpg3g17kNggf2rGp0lyg6dRGCqeoPQJd0gLpYrQyhjwwEp9NWfQARLm9pay0owv4eI2FIvG5XK+N/8AYjUhevwamJ02iFG6l1aM82QghxovZrfwavL4bC31fqKC4n02kRfC/tb+BJTk2cBmNyGtqv+lHSHFkbd+P0c9Pg1aQBfFo3kTQLIYQ4iyY2Ej3Pbqz2k85SuPjBHFyd9RuyNuxE+zVzJcuRs/swjg5/EbzRDMFiASuX4cyk9xA5/hE0/eLNShUopGLOysX5Nz5H3AcvQ1UnSOo41SbYbEA5q7BEGz3lXlmBfTpBKGdFyu04nQbh1KGkVKo6QQgZ0gcZq7eWetOd06jR4J0XJEjmftL+2oTiS1dhuJKMojOXK3w/zioUaL/6J+QnnELm+p1gZBxCBveGd/M4FyV2DN/45ui0db7d5/t3jYd/j/Zusadb1LhHEDXuERiT03BmykcQTGZEPzUS3i0bAQA4dfl7qoFjIatg37X/0jWMRfdjq6sa2aUc0QrWpi+u1vWhD92L089Pr/L1vvHNoalbdvHXGY6OmARTakaV2lcKBiNuLF4D3w6tEPXEw05IR4h7opVthBDiRJxS4bR9BwhxNFV4CFThIVLHQJ0H+qPLvj+o0EZqNN5gROIXc3Fq4jSkLFhJT33WUtoGMZD7eksdo9LqDOkDTWwkwkcPlSxD4cnzODx4AixZueD1xRAtVvDFRghmC1J+XYEzUz6SLFtlWPMKUHj8LKzZNWMvs6A+ncFpVKUeY+QyhAzuVanxMjfsxOawTtgS1Q25exIcEdHjlKw0GQJGUfa+WP+Q+3jVypVY9mrx00fwbtUEnE7z74uyklVYMS+MQfiIwdKFcyNhDw+AV/NGCB7UC17NG9p9nW98czT83/No8MazdxTaTOlZ2NF8AK7+sNgZcSWjCg9Bpy3zETnmQamjAAAs2bnY3e5+XJ0zH9d/XIJ9PUag6HTJaqyIMfeD05ZdTGMVCtS5v7+rorqc3M/HAWNU7/0ap1IiavwwsOXscVjmtVoN6paxatFZ9BeuIHdvQqVWtP0XbzDi0vRZ9HsOqVWo2EYIIYQQAECDN59Di+/elzoGGI6DV9MGUscgxGl4swV7uzyCi+9+g+s/LsHpie/i1HPvSB2LELsF9OiAXhe2IHzkfZJluDDta/BGU6nHeIMRyXOXwZzp+r2rCo6dxa42Q2C4kmzX+bqGseiW8De8mtl/Q9ud+XVpC69mDcGUcjORVSkRO7ns/ZtEUcTFD+Yga8veWx8fHfkSLFm5MKdl4uioyU7L7e4affoaNNFh5d6k5bQaxK/4Fgxbc27zCDYb8g+ddNiNWplWg847F6Ptslmo8+A98Osaj6hxj6DrgRVo9IH0rQDdhToqDN0O/Ym2S2eClVW/IRZfVIzi81dgcIO9zWqyrE17SgojfMnqYt5gQuqSNQCA8FFDIPPWlbT5/A9WpYR/l7a3VsHVRP5d24LTaio+sQysSgn/rvHVztFw2otQR4eDqcS/K1atQsjQvi5vIZk063eI1uqvRrcWFCJnxwEHJCLEM9Scd2GEEEIIIYR4gMy122G4mnKrjRVvMCL1979gzsiWOBkhnkGw2ZC1YTdQzg14huOQscr1++GpIuogsG9nKIJqZ2cDhmHQYf0vCBnYE6xSAZmPFziNCtpGddFp6wJoosPLvNaak4dL02fi8off3npN5P9tSVmVNlY1hdxbhy77/kDQPd3BKhVgVcqSAxwLTqOGrkl9dNqxCD5tm0kb1MFS56/E3i7DHLq3JcOyCOrXFW2XzkTn7QvRfPa78GpS32Hj1wSGqyk4++on2NF8ILY36oeEh55Dzq5DVS56ahvE4N7CE2g84w0HJyW3k3nduR8YI5eVFNhQskK28+6l0MXFgtOqwSjkYFVKsColAvt0Rtvls6WI7DLhI++DWE6L4wqJIqLGD692DplOi07bFkBTL+rf7+Pl4DRqBA/ogZZzPwLDMGWel7l+JwpPnq92vn/Yig1Inb/SIT93eb0BiTN+dkAqQjwD7dlGiAewFRsgq8ZTOISQqrPmFUDmrfOIfV8IIZ7BVqi/q0jAyOWwFeqhDAmUKBUhnkMwmSs+x2p1yB4tlaUM8keTz153+bzuROalQ9tls2DOyIb+YhIUgf7walyvwusUgf7osn85VBF1AJQU7lrO/Qgnxr8JhmPR8pdPnB3drcl9vRG/Yg5MaZlI+2M9TGmZkHnrEHxPd/i0aSp1PKcIuqcb6r3+tENWlBD7XP78J1x6bxZEQYBosQIADFeSkb11P3zaNEG7VT9CptNWMMrdOHVJe1nebIFgMDqkrR+5U9CAHvBp3RQFx84ADANFoB+inxpx67gmOhzdT6xF/oHjyDtwDIxMhuABPaCtHy1hateQeekQPnIwkn//C6js3qEMg8B+XR32Hl0ZEoiuB5bj0vuzcf2npRBFgL99PziGAadVQ+7rjXqvPY3op0eWW2grOHYWh4c8BZm3DvfkHHFIxvzDJ8HIHHf/g1a2kdqEob6p9omPjxcTEmpnj3girfRVW3DiydfRdf9yaBvESB2HkFrFmleALZFdETH2QTSfU/XNjAkh5HbFl69hd9sh4A03W+CxLFRhweh1cQtYuVzacIR4AFEUsblOB1hzC8o8h/PSovWCLxEysKfrghGn+OeeRXk3G8uS/vcWKAJ84d81HrzZgkvTZ0LXqB4ixjzg6JjEAU499w6yNu1Bh/W/0O++Erg2dynOTfno3/cn/8EqFfDt2BodN/9WpX+P1vxC7Gh2L6y5hWi7bCZCBveubuQaw3A1BRemfY3MdTvAyGQIHzEYDd95odJFSZHnkbPrEASzBQHd24PTlL1PW21juJaK3W2GlDz0VgmcVoMu+/5wygpY3mxB+p8bkbZ8PcyZOWBkMqgjQxH55MMI6NHBrn9n1oIiHBo8Ht4tG6P57Hcdkivtz404OeHNSv9dlYllMUB/kn7PITUGwzBHRFEs9UkgWtlGiJvzbdcCdV9+EqrIUKmjEFLryLx1iHziYYQM7St1FEKImzNcTUHm2h2IHDcMXAVtYbT1o9F2xbc4PnYqLDl58GpUD21XfEu/gBJiJ4ZhEP3co7gyY26Zq9w4pQLB93RzcTJiL1NaJnJ3HYZvx1bltpYEqlZkA0qKdEeGPQ9N3Sj0Or8J2Zv34MpXv0DkeYSNGARWUfb+Z0Qa6X9vgSUnDwXHzlKxzcUEqxUX3pxRZqENAASzBQUJJ5F/4Dj8OrWu9BzG6zdgK9BDFEoKQlRsK2FMTsOe9g/CWlAE3Gx1eO3HJchcvxPdjvxdqS5HDMchsFcnZ0X1aJrocHRY/ysO3DMWfLGx3FbU/+A0KsSvmOO0VrOcUoHwkfdVaw9cuY8Xuuxe6sBUgGi12fX3Yy+GZUrGdMHvOqIgIH3lZhiv3YBXswYI6tfV6XMScjsqthHi5lShwWjw5nNSxyCkVmI4Ds1mTZM6BiHEA5x/6wukLVsHeYAvwkcMrvD8oL5d0C91H0RRrPKNZEJqs/pTJyBz1VboLybdWXBjGHBqJdos+YZaQLspa14BdrUaDMFiBcMw6HFqPVThIQ6fh2EYdNg0D3LfkpUh/l3awr97e3g1bUCFNjck2GyIfOIhsHIFQh+6R+o4Dpf45c9QhQZX66Z6eaz5hYAoVrk9Y9bG3RDsaK/HG0xImvVblYptXs3jUP+1p1F09jLqTRlflZiVZrx+A1e/XYDMdTshCgICusUj5oWxbrVP3+WPv4OtqPhWoQ0ARIsVprRMpCz4GzFPj5QwXc3i274FuuxZhoQHnoU5K6fMohun00LmpUX88jnwbd9CgqTSkvt5AyzruAFFgL3ZStaZREHA4fueQu7eIxCsVrAyGSKffBhNv3rb6XMT8g8qthG3cOWbecg/dAJNv/4flEH+UschhBBCCKmU+q8+DVV4HQTf271S17my0MabLUj7Yx3yDp6Ad4s4hI8aQnvCEo/FadTovHsJLn/+E659u6DkRqUoIuie7mj47iT4tGosdURSBv35KxAsVvB6AzidFgXHzzql2AYAgT073vqz3M8HHTfOc8o8pPqyNuxC4qc/QhVRBw2nvSB1HIfijSacf+0zKOsEOqXYZriWil2tBgOCiG5H/q7SHlzFl65CMFsqPlEUUXT2chVSlrznafD2xCpdWxWpi1fj5NNvQ+QFiJaSz6048RpSFv6N+m88iwZvPOuyLOXJXLcDos121+uCwYT0PzdSsc3BvJo2QM8Lm5G7JwFXvpiLrI27bz2cI9ps8O/eHvVeGY/Avl3AOLLg5EG8mja07/uBnTT1olzyO0/631uQu/cI+GIDAIC3WHH95z8QNe4ReDVr6PT5CQGo2EbcgLVQj3NTPwHDsvBp3QT1XpkgdSRCCCGEkErxbtkITVo2kjpGmXiTGfu6Dkfx5avgi43gNGokfvYTuh36s8pPwRPiTOasXCT/8ge0DWMR+kD/Us/hNGrETXsRDd95Aby+GKxKSe1YPYB3q8ZQhYXAlJIOuY8O/l3aSh2JuNCVmb8hffl6tF74FdS3bZXg17kNggZ0R/CAntKFcxJOrULHbQsg9/ZyyviWzByINh5gGJjTs6pUbGMVCjAsC3sax7EK536fFQUBvMEImU5b5THyDp7AyaffhmD8T1tMGw/BxiPxk++haxCD0IcHVDNt9ZW3r5rMW+fCJLUHwzAI6NYOAd3aQbDZSvYmEwTIfL3Byiq+VW4rNiB392H4dWhVI99Hq8JD4NelLXK27qv2WJxOg3qvuGYlq+n6jbsK16xcBmNyGhXbiMvUzhI9cSsyLy3q3N8PqvCQGvnGmhBCCCFEaqmLVkF/qaTQBgC8wQhzWiaS5syXOBkhpTs85ClcfHcmjj8+FZkbd5V7LsMwkHnpam2hzVakx/l3vsKuNkNw+P5nkH/4pNSRysWpVeh2dBU6716Cnmc3Qu7rLXUk4kJJX/2CvAPHkb1l7x2vK/x90X7VT4h5drREyZwroFs7eDvpoRzfdi3QeuGXaDXvM/h3ja/SGAG9OgJ2LDxh1UqEDOlTpTnsdaDvGGwKbIfcPQngDUakLlqFotMXKzXGpQ9nl7mnJ1DSDvPCtG+qG9UhIsc/UmaLPZ82TV2cpvZhZTIo/H2hCPS3q9AGAIeHPo0jj7yIvV0eKfMcwWJByoKVyE845aioLlXvlfHgqlHwvkUUETZ8UPXHsYNX87i7WogLVht0cXVdMj8hABXbiBtgGAZtl81C78Tt8GraQOo4hBBCCHGg3D0JyNl1SOoYtV7OrkMQDMY7XhPMFuRsOyBRIkLKZ7qRUfJ0sgiYUjOkjuO2REHA/t6PIenLX1B06gIy127Hgb6PIf+QmxfclAp4t2hU7oqOsoiiCNvNFlHE87RZ9DXiPngZYf/Z37To7GXk7kmQKJXnqzOkL0IfrPped15N6sOrSQOgolZvIhA9YUSV57GHKS0TYBlYcvJxdNRknHr2HeztMgzGlHS7rhd5Htmb95a6F9ftjMk3YLiW6ojI1RIz8TH4tG4CVqm861jaig0SJCIVMadnQzCZYcnOLfOcc69/jlPPTcP+3qNhTE6r1Pim9CycfOotHB01GUXnEqsbt0oCe3eC3Ld6q3FZpQIRjz9UpZ/1VRHYuxOinhoBVq2CzFsHVq1CkxmvQ1M30iXzEwJQsY0QQgghpFYxZ+Uibfl6iBXcgHCEonOJODjgSRwaNB6FJ8+Xes75d75C6pI1Ts9S23k3iwOrvvMmDiOXOe0pe0Kqq9W8z6CNq4vge7s7ZY+jmiJ3TwKKL9+51xJvMOHSB7MlTOU8gsWC3W2HYqN/W1ysoZ9jTefXqTXqv/oUuP+s5NnfazT29xpdUmghkmj1+4yStoVlFNw4jQpNv3wLypBAp+bosmcpOu9agpDBvaA/nwjeYIQoAta8Aruu58tZ0XY7RiYDX1RcnagOwSkV6Lh1Ppp//z4YpeKOY7V1xba7a/fXd6j/2tPosGFemeeUPDAklPxZECo1/sF7nkDK/L+Qtnw99vcYCf6/7VBdgGFZxP/5XZULZYxMBk1sJBp9OMXBycrX5PPX0fXACrRe+CV6nFiD6Kdoz0PiWlRsI4QQQgipRW7c3Czekp3n9Lnkvl5g5DIwHFfmfgbZW/YhZ+dBp2ep7aLGDYPM2wvMPzdtZBw4jRp1Jz8pbTBCyhDYqxN6nl6Ptstm3XVTnvzLeP1Gqa8XJ6W4OIlrFCcmo/hiEiAISP51hdRxiAPFTByNsBGDoQjyr9L1gs2GguPnXPIwUU2laxiLLvv+gF/HViV7YGrUYNUqcF5aKEOD0WLuJ4iaMNyusXijCdd/Wgr9hSuVzqEI8INvfHNkbz8Ac3oW/Lq2RaMPX4Z38zi7ruc0anBaTYXniRYrVOEhlc7nDKxMhohHh6JP4naoo8PBadSQeevQbNY0qaORUmgbxCDu/cnltvls/OlraPL5G2i/9mdoosPtHlsURejPJ5bswyiKEMwWmNOyHBG70nxaN0H8X9+B01au4MYqFVBHhaHjlt8hs+PfoqN5NamP4Ht7QBNLK9qI6zH0RsQ+8fHxYkICtTQghBBCiGcTLBYYrqZC1zDWJfNZC/WAKELuU702JKT6TOlZuDJjLnL3JMCnTVPUe/UpaGIipI5FCLGDTV+M9JWbEdCjA9SRobdeN1xLxc5mA+7Ym4hRyhE78TE0/vQ1KaI6lcjzODzkKeTsPowmX7zp9HZ2xHNc+vg7XHzna7T8+RNEjHlA6jger/jSVeTsPgzRYoU2LhYBPTqAYe1/Xj/xi7k4/9YX0ERHoNeFzVXKINhsyNlxEIG9Ot61D1NFzr85A1e+mQfRYi39BJZFyH29Eb98TpWyOZNgtcKUnA5lnUCXtd8j7uXQoHHI2ZMA8AJUkaHocWqd3fvJOUPB8XNIeOAZWPOLwOvLXg36z0OW/t3i0WbJTMi9dS5MSYjrMAxzRBTFUjdJpWKbnajYRgghhBBCnMGYnAb9hSsI6ttF6iiEEDd17LEpSP9rE5ShQeh9adsdxxJnzMXF6TPBcCzAslBHhKLz7iX0kAO5xVqoh2ixQB7gB6aiPbk8VM7uwzg39RO0+Okju1dAVYYoijX2784Zcvck4PADzyLi0aFo+tXbLp/fkp2LXW2GwJKVW7JC6HYMA5mXFl0PrIC2QYzLs1WW6UYGUuavhLZBDOo80J++Dp1AsFpxdORLyN11GHVfGYf6rz4taR7ebEHKb39CMJoQMeaBMjuEuJIoCMjetv/Wg3usSgkIwq22s6KNR/hj9yP2hTHQxdWVOC0hzkXFNgegYhshhBBCCHGGPZ2HoeDwSXQ99Bd8WjeROg4hbi1pzgIIBiPqTZ0gdRSXOvPS+7g+dxl0jeuj2+G/7jpuSEpGzs5DUEXUQWDvTpVagUJqrqIzl3Bq4jTkHzoBMAzUkaFo8uVbCBnYU+poHqU48Tp2tRyEyHHD0Oybd6SOU6MZrqYg6etfkbLgb9j0xZD7eiPqyWGIeXEsVHWCKjWWKTUDR0ZMQuGJsyUFAUEEw7JQRYWh7ZJv4NW0gZM+C8cRRRHb6vaEOT0LrEKBZt9OR8TooVLHqnEy1m7HsdEvgy82gJHL0O/Gfsh9vaWO5baMKenQn7sMa14hGLkMcj9v+LZrIUnLSEKkQMU2B6BiGyGEEEIIcYYbS9cgY+0OtPj+fWoXREgFNod3hq1IjwGFJ6WO4lIizyM/4TS8mtaHTKct/1xRRMGR0yi+fA1+HVtRu9haynAtFbvbDIGtqBi47b4Pq1ah7R+zEHxPdwnTeZbiy9ews+UgRD35MJrNerdS1wo2m6Tt35xNsNlgSs2AOiqs2iuucvcdxaFB4yCYLRCttluvs0oFWLUKnbcvhFezhpUeV38+ETm7DkPkefi2awHf+ObVyulKvMmMDb6tAF4AAMROehxNZrxR6rmC1QpboR6KAD8XJqwZCo6fw77uIyCYzJB5aRHYtwvMGdloNmuaU1bKEkI8GxXbHICKbcRZLrzzFTLX70KH9T9DEVi1zaAJIYQQZzNev4EbS9cgZuJjVBByE/qLSSg4chp17u8HTq2SOg4hLmG4mgLRxkNbP1rqKG5JsFpxeOgzyNt3BGBZiFYb6r/2NBq8PVHqaKQSzFm5yFy7HeGj7gOrUFRpjNMvvofrc5feUbT4h65xPfQ4ua66MWuVf9pIZq7fCU6rRkD39hVek/bXJhwd/gLqTX0KjT6c4oKUrnfovgnI3rwXDd99EfVff6bK49iK9Nga0wO2Qn3pJzAMlCEB6J20s0YXL0tzauI0JM9bAU6jQuddS+HVuN5d54iCgJ0tBsKQmIy2y2Yi5L4+EiT1bFmb9yB3TwLMmTlI+f0viBYrfa8khJSqvGJb7foJRYgbSv97K/RnL8F47QYV2wghNY4oikiZtwLeLRrBp20zqeOQakhZtAoX//cVfOKbI7BXJ6njSKLwxHlYcvIQ2Fv6z583GLGnw4MQeQFZm3aj1a+fSR2JEJegVVrlS/n9L+TtPQLeYLz12uXPfkDosAEu3UPFmJwGiCLUUWEum7Mmufb9Qlx6bzaUdQIRfG+PKo2RuWFnqYU2oORhDd5oogc1KoFhGFgLinB4yFNg5HIMNJyu8BpTagbAsDAkpbggoTSMyWkAx8KQlFytcVIWroLI82WfIIqw6Y3IXLMdde7vV625/itzw04ogwLc9neV5nOmo+G0FyHz1oFTKUs9R+R5GK+mguFYFJ1LLLXYZkrPQsbKzTBlZEMwmaAI8INv+5bw79aO9oEDENSvK4L6dcWlD+eAYRmILAtWRd8jCSGVQ8U2QiTWcdM8GK/dcNs3doQQUh0FR07j5FNvQdsgBj3PbpQ6DqmG2BfGwDe+OQJ6dJA6imQyN+6CKTnNLYptoihC5AVAFCBYrFLHIYS4iYw12+8otJVgkLPzkEuLbWdf+RiizYb4Fd+6bM6aJPrpUVBHhFbr5015e+cwLAtGTreDbld0+iK0cbFg5fIyz5F561D/zWch9/e1a8yYiY/Cv1Nr6Dxgb7Cq6rDuZ+TsOIiQoX2rNc6NxavBF//3e9edeH0xbvyxzqHFttw9CTgy7AWIgoD+GQcrbNMrFWVwQLnHWbkcHbcuQOGxM4h4/KFbr4uiiLy9R5D4xc/I3rwH4FgIBhMAgJHJwKoUkPv5oO6UcYh47AHIvXVO/Tw8Qd0p42HJLYA5LbPGrkglhDgPtZG0E7WRJIQQQipPsFhw/u0v4d+tHeo4oZ2JJTcfmet3InhADyjsvPFBSE1RcPwc8g+dQPjIwZB51aybI4LNBobj6ElrQirp7Guf4uqs3+9Y0cR5adFm8dcO36OLN5pwauI0xL4wFj6tm9xxzJSWCYgiVGEhDp2T2C9p9nycf2vGrRvr/2A4FsEDeyH+TyqE/iPv4Ans6/oIGn/2GupOflLqOLXS7vYPovDYmQrPCx7UE+1W/uCweQ1XU7C7zVAow4PR/djqGtWiUrDZcOq5d5C2dB14o+mOvRv/i9Oqwem06Lj591LbVBJCCPlXeW0kWVeHIYTUDJbcfKQsWCl1DEKIm2MVCjT57HWnFNoA4PjYqTg54S0ce+wVp4xPiDvzadUY0U+NqHGFtqwte7FB1wKHBo2XOgohHif2+TEl+2rKOAAAq1JCExOBoL5dHD6XNb8Qmet2oOjspbuOqUKDqdAmsajxj8CrSYM79lllVUrI/XzQ9Ou3JUzmfryaNUC9155GyJDqrc7yRLzJDN5skToGvFs2AsNx5Z7DKhXwbt3UofNqYiLQP/swepxcd1ehTRRFnJo4DRt8W+HoqMnlt7l0M6Ig4Niol3Bj6bqS1c4VLLTgi42wZOZgX9dHoD+f6KKUhBBS81CxjRBSJcWXriFn+wEIttL3ASCEEFfQNoiByPPQ1o+SLEPB8XNI/3uLZPMTUtMUnjwPcCwKjla8Hw4h5E7qyFB0S1iJqCeHwa9zG9R/4xl03rW4wpvYVaEKDUa/tAOIGD3U4WOT6uNUSnTasQhNvngTvu1awKt5HOq9OgHdT66rUXvppa/aitPPv1utQohMq0GjD16Gtp507yf/SxRFXHxvFvb1Go2CY2edMkfOrkPYFNQOm0Pao+CItD9zY58fA0ZRdgtPAAADRI8f7vC5GZYtdSV98YUrSJm/EnyxEZnrtiPvwHGHz+0sF9+bhayNeyDc1Va4HKIIW1Ex9vcdA1uR3nnhCCGkBqM2knaiNpKEEEIqYkrNwMmn34IyNBjN57wLVqGQOlKNJ4oizOlZUNYJkqzdXMJDzyHv4An0S9kryfyE1DS82YLUhX/Dr31LeDVrKHUcQgghbizhoYnIWL0V/dL2QxHgJ3Uch9FfuILd8fdDMJnh26EVuuxZ6vA5Tox7HSm//wUAqPvKODT++FWHz1GpPOPfQNof60vZdxLgNGrEThqLuPcmO23+3L1HYE7PQkCP9lAE+sOSnYtt9XuDLzaCVavQ48QaaGIjKx5nTwKS561A5OMPwb9rqV3GnMpWbMCWsM6l/j3ag9Oq0eiTVxHzzCgHJyOEkJqhvDaSNacZMSGEECKxy5/+gKzNe8GplAge0AOhD94jdaQaj2EYqEKDJc3Q8udPYC0okjQDITUJp1Qg6slhUseo0Sy5+bj03iyoYyMQ++LjtDceIcRjtZ4/A5bsvBpVaAMAZWgwZF5a2AD4d3NOwSZizAO4sWwdGJZF6EMDnDJHZbT48UMogwNwdc58gOMgWm1g5TKIoogGb09E3ZfHOW3u829/gauz5gMcC1YhR7eEv6GOqINO2xYifdUWBPXralehTeR5HBw4DoLRhBvL1uHevKNOWVlcnhuL1wBs1X+u88VGXJkxF9FPj6T3B4QQUkm0ss1OtLKNEEJIRVIWrcKpp98Gw7LoenAFdI1oc2lCPJkoinSTgdRIJ8a/gdSFq8Aq5GizbCaC7+kudSRSy5x7YwZUkXUQ+9yjUkchxG1ZC4pgSk6DrmkDp70f4Y0mgGHAqZQQBQGHBk8AX2xAh02/gVNK06XDpi9G5rqdsGTlQhkWjOABPcCplABK2iNe/uR7RIx5EC2+f7/CsXiTGVe/XQCFnw8iHn+o1L9HwWbDBq8WEG03W5FyHBq89Swa/u+FSmcXRRGbQzvBVqSHTKdFv/QDLn8vub1xfxguX6vWGJxWg/ZrfpJkZR4hhLg7WtlGPF7u3iPI3rIXMS+MgcLfV+o4hBBSqohRQ+Ab3xwyL63kq60IIdWTs/swjj06BZ22/A5tgxip4xDiUIpAPzCKktUCch9vqeOQWkYURVyd9Rs09aKo2EZIOeQ+XpD7eN3xGm8w4ur3i+DTugkCe3Wq9hycWnXH2Nnb9gEiYMnKhTqiTrXHrwqZTouwRwaWeuzqdwshWm1InrfcrmLbpQ9mI+nreWA4FjJfb4Q+0P+ucxiWBVgWQEmxjeFYsEpllbIzDIMue5chc+12BA/q5fJCm2C1wpB4vfrjWCzIP3ySim2EEFJJVGwjHuHw/c/AVqiHTW9Ak89flzoOIaSWSl+1BXIfLwT06FDmObqGsS5MRAhxFl3DWEQ8OhTKMCqcE/clCkLJTcJKint/Mryax0EdGQq/jq0cH4y4PcPVFKT8/hfqTZ1wx812V2AYBr0ubb21UoXYx5SagZzdhxE+YrDUUYiErn6/CBfe/hIQRdyTf9yhq89kOi0671wCwWKBOS0Txx+fimaz3oVXY/fp1tHgzedw6YPZiJowwr4LGBa4We8qq/DFsCyafv02zr78ERgZB2WdIEQ/Zef4pdDWi0Lsi2OrfH11WPOLwCrkEMyWao0jWm2w5hY4KJVn4w1GmLNyAV6APMD3rgK4I9mK9EhZuAop81bAkp0HRi6DrnE9xL44FgE9OlDHDTeUt/8Yjox4Ebb8IsS+9Djipr8kdSQiMSq2EY8Q1L8rMlZuRmCf6j+5RQghVXXt24VQBPmXW2wjhNQMypBANPpwitQxCCnTsUdfRvrKzeh+fA209aMrdS0rlyNi9FAnJSOeIGP1Nlz6YA5CBveGT5umLp+fOgBUXuri1Uj87EeEDOoJmZdO6jhEIj6tmwAi4NW0IViF3OHj+3VoCQC4/NmPyN15CPkHj7u02GYtKMKpZ/4HbVws4t6ddNfx2BfGIPaFMXaP1+DtiVAG+UPu54OQoX3LPC96wggED+gJS2YOdE0bSNZCs7pYpQKiIFR/IIYBq669D0SIooi8fUdx5ctfkLlhJ1i5DAADwWKBd6smqDd1AkLu6w1W5pjb6qIg4MLbXyJp9nwwLAO+2HjrmCHxOnK2H4Dczwetf59Bqw2dxFpQBHN6FrQNYir1INvhB56BNScfAJD0zTwE9etK/41qOdqzzU60ZxshhBDBagXDsi7f5JoQQgj5r0P3TUDWpt3ofmwNvJrUlzoO8TCCzQbD5WuS7C9bnHgd+7qPQMTYB9H4o1dcPr+nEqxWmNOzoY4MlToKkRhvtoBVyJ26ykWw2VB47Cx82jar0grqqkpdtAonxr8JkbehX+o+KAL9XTZ3TSCKItZrm0O0Wqs1DqdRo8kXbyJq/CMOSvYvURQhGE1gVUqXfm3Zy5pXgEP3TUDR6YvgDSaglPvmnE4LmbcWHTfOq/bPUVEQcHTEJGRt3A3eYCz3XFatQpsl3yBkYM9qzUnuVHQuEfu6PgLBakNgn85o99d3dl0nCgLWaZoCfEmBm9Np0OL7DxA2fJAz4xI3UN6ebe73XY0QQghxU6xcToU2QgghbqHdyu/RPyuBCm0VKDpzCUdHTELiF3NBD5r+i5XJJCm0ASU3Mi2ZOdCfT6z+WPmFKHbA/kTupuj0RaQtX3/HChVWLqdCGwEAcEqF09vJsTIZfNu1qHQxxJiSjv19HkPybyuqNG9Q/67w79oWUeOHQx7gV6UxajOGYVDngX4396CrOlEQ4BPfDEI1i3a3xhNF5Ow+jMNDn8Z6TVNs9G+Ldeqm2NdjJDLWbIPI8w6Zp7qsBUXY0+lhFBw/V7K6rIz3Dby+GOa0LOzt8giKzlXvZ9nF6TPtKrQBgGA04djIl6C/cKVac5I7pf+5ATa9AYLRhMz1O2At1Nt1HcOyiHj0fnBaDTiNGpxWg8B+XZyclrg7WtlmJ1rZRgghhBBCiPsRbDZkrtmO4IE9wCo8s+0TcZ7tDfvCkJQMTqtGm6UzEXxPd6kjEQCmGxlQBPpV+9/sjuYDUHz+CrofXwOvpg0clE56G3xbQbTxaPnzJ/SEPPEoKQtW4sQTr8GreRy6H13lsnlFUYQlKxeKIP9av69VfsIpHOjzmF3Fm1KxLPy7t0PujoOIHDcMLb7/oFp5eLMFx0ZNRvbWvaWuFON0Guji6qLDhl8h9/Wu1lzVdXDgOOTuOmT/nncMA0VwAHonbq9S61HeYMTmsE53tI2sEFdS4Gk59+NKz0dKl71tPw7f/wwYhoEyLBg9z2yw+0EDURCQsXobLNl5CBnSB8ogWo1bG9DKNkIIIYQQQkiNkbf/GM6++gkAoPj8FZx56X0UHDkjcSrillgGYBhAhFu2q6qtVGEhDimOezVtCGVIIOR+0t6gdTSf1iX76Gnj6kqchNQUR0dPxuVPf3D6PKHDBqLZrGloveBLp891u2s/LMKW8M64Ome+S+d1R77xzaGKCqvy9ZxKibqTHod3m6bw79auWllEUcSxUZORtXlPmSvFeL0Bhacu4EC/seDtLXI5gf5iEnJ3H7a/0AYAogibvhjpf26s0pw3lq4teY9SGbyAG8vW2b36ilQssHcndNz8O5rOfAdd9/1RqfeLDMuiztC+iBo3jAptBADgmJ0cCSGEEA/Gm8xImvU7Ant1hG98c6njEDfDG4xgFHKHbYBNCKk+VWQovJo2BAB4NWuILvuXQxUa7LDxRVGs9U/G1xTt/v4Blz/9AT7xzRHYl1r71DRtl3wjdQSn6LR9IX0fIg7FMAzggi8nTqlA9DOjnD/Rf8j9fMFwHBTUehIA0Gbhl9jXfST4YkOlruM0aoQ/dj9CBvdGyODe1c6RuycB2Vv3QjCayj1PtFhRfDEJNxavRuTjD1V73qq4Ont+ldpZCsVGXPjfVwgfeV+lr01ZsBK8vnL/jQCAkcmQs20/6tzfr9LXktL5dWgJvw4tpY5BagB6tI8QQkitl7lmGy68OQMnx78hdRTiZsyZOdgU3B77ez0qdZRay5ichrNTP4HhSrLUUYgbUUfUQeTYB2997MhCW9rKzVinboKTz7ztsDEdwZSagX09R2GDX2tsb9QPuXuPSB3JI+ji6qLVL58i9rlHqXBBPAp9vZLSXP/1D2yO6IJDgydUqk1g6wVfov6rTzsxmbTChw/CQNPZKhU8AMBwJRkJD01E9rb9Dk4mDe8WjdDu7+/BaTV2X8Np1Age3AvNZr7jsBxXvphb0jrSDrzBiMTPf3LY3JV1Y8lqiFZbla41XktF6uLVlb7Okp1XpfnA87Dk5AMo2WcuY802pMxfiRt/rEPR6YtVG5MQ4hD0iDYhhJBaL7BPZ4Q/dj/qPHiP1FGIm2FkHDitGnJfL6mj1FrX5y5F0te/QuR5NP3yLanjkFqg4NAJMAzjVsUswWbD/t6PwnAtFeB5GPTXcWjQOHQ/vgaamAip4+H0C9ORu/swOm5bAIW/r9RxCCGkRhKsVpx+7l2INhtydh1C6uI1iBo3TOpYLrev+wioYyPQ+rcZDhszdclqZKzaAktOHgJ7d3LYuFIK6NEBnXctxrHHpsB4NRWC2QyRF+46j9NpABGo99pTiHziYZx69n8wZ+Qg5rnRCOrfrcrzi6KIrI27S20dWRbj9RswpqRDHVGnyvNWhSiK1W7LeP7NLxA2YnClHpRgq7DPW8mFDCzZuTj+5GtI+2M9WIUcoiCUtKTkeWjqRqHe1AkIfWQgdWchxMXoXxwhhJBaT+7ng1a/fCp1DOKGFP6+6J9xSOoYtVr00yMhCgKixg+XOorbujh9JmwGI5p8+prUUWqE+m89B039aAT26ih1lFuMSSkwZ2QBt7c3Eks2dI96UvobrVlb9sJw+RrMaVlUbCOEkEoSRRGJX8yF6doNxL0/GXLf0vcgZDgOMi8NrHmFYBgGyjqBt44VnjyP1EWrYCvQI7BPJ4QM7QtWLnfVp+BSvh1bQRMb6dAxo8YPhzW3AOGjhjh0XKl5t2iEHifWouDoGVz55lekr9hY0iqRZSFabdDG1UX9qRMQOmwAGBmHHU3vhSk5HaLNhuxt+9Fh3c/w7xpfqTmLzl5G+spNiH5qBGB/nQ0AwCrksOYVuLzYBgAMmMrGvYMlJw+FJ87Dp1Vju6/xbtEIRSfPl1oELY9oteHi+7MBGw+R5yGYzHccLzp9EaeeewfX5y5Fu1U/QqbTVmp8QkjVUbGNEEIIIYS4LVVYCBq9/7LUMdwa56UFKrGRtycQbDZcnT0fDMsiZuKjYDjOZXPLtBq3KGDdjlWrINr+s48Iy4BTq6QJ9B+ddyyCOT0bXk0bSB2FELcgWCxgZDIwNex7M3GOnB0HcPn92RAsNnA6DRp/PLXU8xiWRafti3D12wXwiW+O4IE9IYoizrz0PpJ/XQHBYgF4AalLVkPxxgx03rXYoW2W3UWTz153+JjK4AA0mVH5LQVEQYAh8TrUMeFuXdz0adMUrX+bAXHe5xCMJghmC2TeujveXxVfvgZLZg5EW0krRcFoQsba7RUW2wSrFTeWrEXWpt3QNaqLwtMXkb58A7xbNYEoVq6IJFhtkOnsb33pKAzDQO7nXfW2jijpiGJKSbO72CaKIqKfHYUby9ZBrGBPu/8SLJYKC5l8sRH5h07i0KDx6Ljld7f++iSkJqFiGyGEEEIIIR6s3svjpI7gcMlzl+HC/74CGAaczv2KX66mjqiD4IE9kblxFwSDCYxCDkWAH0Lu6y11NACAMiQQypDAik8kpBYQeR5bIrvCt11LtF8j3f5DxHOoI0IBAIxcBl1c3XLP9WraAM3nTL/1cdqKDUj57U8It92s5/UGGE1mHBv9MjptW+Cc0AQAcOzRKUj/ezO8mjZA14N/uv1eiwzDgNOowWnUdx1TBPmXtCK8idWooK0XXe54oiDg4L1PouDIKfDFRrAqJViVEo0+ex1B/bvCr0Mr5O0/Znc+ua831NHh9n9CDhTx+ENImvk7RIulSteLFitk3jq7zuVNZuxqNRim1AyowkNgSLxeycnsO00wW1B4/Cyu//wHYp4ZVbk5CCFVQo9ZEUIIIYQQQtwKp9UALAOGYSDTuv4JZ3fUetFXaPjOCwge1AvRz4xC10N/UlsgQtwRyyKgVyf4d20rdRLiIbQNYtD9xFp03rEIkY8/VKlrr3zxM/hi490HbDzyD5+E8foNB6UkpcnZcQCixYrCE+durQjzVHIfL7Re8BU4rRpgWYQM7o3IJ8r/eszeth8FR0/f+hoUTGbwegMMl6+ClclQb+qEkj3h7MCqVag7+QnJVgTHPDsaDFv1YqlgtuDqtwsg2rFHnSU7r+Tfpigi7JGBJe977cDIOKCSGXmDCVdmzLUrFyGk+mhlGyGEEEIIIW4uc/1OqKPCak2bvvBHh4LTqMBwHEKG9pU6jltgZTLUmzIe9aaMlzqKW7DmF+Lypz8g8vGHKlwJQogrMQyDtku+kToG8TCamAggJqLS1xnKKaaxSgWM129AHRVWnWikHM1/+ACXps9C5PhhkrXpuz5vOc69/BE09aPRYcOv1do7tc6QPrgn7xhEngcrq/iWcdGpixAs1jteE2025CecAgAED+wJXVxdFJ66APE/592BZaEI8EWkHZ0MbPpipC5ejes/LIE5MwcMx0HbMAaxkx5H8D3dqtx6XB0VhpDBvZCxdjsEo7niC0qRuW4nDInXoa1f/opAdUQdtPjpIxRfvIr6rz+NoHt74PB9E2Ar1Jd5DadVQ7Txd7cVt4MlOw95e49Uev89Qkjl0co2QgghhBBC3Ji1oAiHhzyF44+/KnUUl2EYBqEP3Ys69/dz+5ZMRBrZW/biyoy5uP7TUqmjSIo3mpB/6KTUMQipMXL3JODK1/NK9kTyAOXd1BfMFmjqRlZp3MJTF7A9ri8uvPN1FZPVDnXu64NuCSsR88xoyTKcefF92IqKoT9zCSm//VXt8RiGsavQBgDerRqBVdxZZGTkMvh1al3yZ45Dh/W/wKtx/ZIVc6Vg1SqowoLRaftCyH28ypxLFEVc+eoXbA7rjHNTP0HhiXMwp2XClJKGnG37cWz0ZGyJ6oacXYfs/Ezv1vKXT6FrVB+sWlml61m5DNa8ArvOjRg9FHHTJ4FTq+DfuQ16nFwHvy5t/h1LrYTMWwdOo4KuSX00nfkOBHMVW1zyPApPnK/StYSQyqFiGyGEEOKmis5cgq3YIHUMQojE5D5eaPnrp2jw9kTkHzoJka/8E63Efd1Yugabwzrh2tzaXTSqrJChfdF6wZeo/8YzUkeR1I0la5Aw7HnYisp+Gp4QYr/DDzyLc699irQ/N1V5jJSFfyN1yRoHpipbvVefKnX/LUYhR0CP9lCFhVRp3Jxt+2G4moLkeSvsviY/4RROjHsdGWu2VWlOZ7l9H7KaSB0VBkbGgZFx0NSrWnG1qgJ6doRfpza32iCyahXkvt6o/9rTt86R+/mg895laPrV29A0iAar+reIpAwNRtz0Seh+Ym3J6s5ynH9zBi6+OxOC0VRq61Reb4AlMweHBk9A1qbdVfp8OLUKnXcuQlC/bmBVSkBWxio5jgWjUgLcnbfVGZaFrnG9Ks2tCg9B5x2L0fv6HsT//QNa/vQxWsz9GJ33LEOPE2sR+tC9JW0kq0Cw2cAb6L4CIa7AUM9W+8THx4sJCQlSxyCEEFJLmNIysTWmO6KfGYVm37wjdRxC3IY5Mwf7eoxE6MMD0Oj9ya6ZMyMbN5atg61Ij6C+XeHbvoVL5r1dzq5DOHzfBIBh4depNdqv+5lWfNUQh+9/Bplrt8OvS1t03rFI6jjEw/BmCwyXrsKrWUOpo5BayJSWieyt+8AbTNDEhCOgdye7V8S4q/NvfYGszXsRv2IO1JGhVRpjrbIxWIUcA4pcs+r04vSZSJwxF6IgQLRYwek00MREoOOW36EI8KvSmLZiA659uwABPTra/b5nY2A8bAVFYFUK9Lq4FarQ4CrN7Ugnn3sHKb8uR8fNv9fYFnqm9CykzFsBbVxdhD7Q3+XzCzYb0v/ahOyt+6CLq4uIsQ+W2cpSFEWYUtJhzSuATKeFOibcrj3a0v/eguNjXgFvKGV/wlJwWg16nt1Q5WIzAOgvXMGhweNhvJp6c1AWDMsieGAv1H35Sfh1ao2r3y7AuVc/BcOy4HQatF/1I3zbOef3BFEUsU7dBOArXzxmNSo0+ex1RD890gnJCKl9GIY5IopiqT9UPPtdECGEEFJDKUMC0fjzNxDUp7PUUQhxK9a8AhguX0PBkdMumS9zw04ceeRFQBQhWKxI/PRHhD58L1rM/dilxa6U3/4EbzABAHJ2HIStoAhyX2+Xze9MqUvX4NQz76DFTx8i7OEBUsdxOb8ubWFIvI5ms9+VOgrxQJxSQYU24nLmzBycfOotZG/ZC0Yug8gLYGQcWLkcDd99EdHPjPLYB0IafTgFjT6cUq0xOmz81a4CQnWIPA+b3gC5jxcaTnsREY8/hLQVG2Ar1COgWzsE9O5Urf8GMq0G9aY+Valr/l11wzj987eX8doNiLwAS3ae1FGcRlUnCPVfd94q7/S/tyBt+Xo0m/1uqW0eWZkMYcMGImzYwArHYhgG6sjQSheyL743y+5CG1Cyb9y1HxYjbvpLlZrndoLZAktWbskHDIPIJ4eh+Zzpd/y7ip34GKLGD4c1rwDK4ACnft0zDAPfdi2Qf+B45S8WRAT07ODwTFIRBQFZm3bjyle/ouj0RfAGIziVEuqYCMROehyhD/YHq1BIHZPUUu7x048QQgghd2BYFnVfHAuvpg2kjkKIW9HF1UWf5D2I/+s7p8/Fm8w4NmoyBKMJgskMCAJ4gxFpKzYia+Mup89/u4DencBp1GBVSqgi60DmrXPp/M5UdPICeH0xis5cKvc8W5EeF6Z9Df35RBclc43szXugP58IZUig1FEIIaRC5qxc7G73ALI27YZgtoDXG0rauhUVw5qbj/Ovf17r9/kK7NkRAd3bO3WOU8+/iy3hnWEtKAIAaKLDUe/lcYh7dxIC+3SWpNjZaesCxL70BNqt/tFtfqbFL5+N7sfXoM79/aSO4rEuf/wdbixZg7z9RyWZv/DkeRRfulqpawSzBVe/XQjBaq3yvIogf/zTDY5VKaGtH13qvytOqYCqTpBLCsz1pk4Ap9NW+jrvFo2gi6vrhESud23uUmyJ7IqjI19Czrb9sGTmlLQQzc5DQcIpnHr2HWwO7YSL02dS630iCVrZRgghhBBCPIqqTpBL5snbewQo5ZdqvtiA1IV/I/jeHi7JAZRsoq4I9IMhMRlhjwxwmyfGHaHh9EkIGdIXPm2blnte9rYDuPzRd7DkFqD5rGkuSud88X9+C2tuAZRB/lJHIYSQCp2Z9B4smTkQbbZSj/MGI5K+mYfQh+6FT6vGLk5Xe4QM6QuIImQ6jdRRbvFq2gBNPn9d6hh34NQqeDWpL3UMj9bq9xnIP3AcQf26lno8//BJXJj2DZrNfAfa+tEOnz93dwJQhS2QRJsNxZeuVfm/vyo0GPHL5+DKFz/DJ74ZYl8cW6Vx7GXNK0DhyfMAw8CnTVPISimqBQ/sCZmXBry+2O5xOY0a9d981pFRJSGKIk6/MB2p81eWu8rxn7+bK1/+gryDxxH/1/fglLTKjbgOFdsIIYQQQohbsxYUgZFxkGldfEOJLfupcIar2gbl1RF8T3eXz+kKrEwGvw4tKzwveGAPtJz3WZk3ezyVTKct9YYKIf9lSs/C+TdnoMGbzznlhiYhFbHk5CFj9bYyC23/EC0WJH3zK1r9+pmLktU+IQN6IGSA6x76IbWXrmEsdA1jyzyeuWk3sjfvQd7+Y0752WTTF1dphRrDcbAV2V+UKk1Qv65Of99pLdTjzAvTkfbnhlutDwWrDZFjH0Tjz18Hp1LeOpeVydB+7c/Y132kXQU3TqNG5PhHEDKol9Pyu8qF/31VYaHtdrzBiNw9CTg2ajLa/jGrRj2oSNwbfaURQgghhBC3ZUxJx9aobthWtydsxQaXzu3fpS0Y7u63y5xWjYgxD7o0CwFYuRwRo4dCGRwgdRRCJFF06gJS569E3oFjUkchtVTevqNgFfIKzxN5AVkbXNtuuSYQBUHqCG5HFEWY0rMgWCxSRyFlqD91AjrtXIzw0UNKPc6bzEiZvxLHH38V596YUemWkDKdFqy84u87/yXyvNu3XbcVG7Cv63DcWLEBgskCW6EetkI9BKMJyfNW4OA9j99VaPRuHofOOxdBEegHroyVrYxCDlalROyksWgy4w1XfCpOVXjiPJJm/lapffsAQDCakb11L9L/3OikZITcjYpthBBCCCHEbQlmC0SBh2C2QuRdexOKVSjQdvkccDoNOJ0GrEoJVq1E1PjhCOjV0aVZCCEkqF9X9L6yA+Gjh0odhdRSvMl8aw+jigjW8le/SSX51+U49fy7Use4g8jz2NttONZpmiJl4d9Sx3ErJ558Ddvq9cLW2J4wpWVKHYeUglUo4N+5Takrhyy5+djV+j6cfnE6Uhf+jaRvfsWutkMr9XUe0KN9qW3dK8wll0HbwL1XgV//aSkMV1Mgmu8uJgsmMwpPnEP6n5vuOubdohF6J+1Es9nvQte0ARiFHJxWA1atAqfTIvqZUehxYi3i3pssyf6Njnbl618gVrHgzhcbcfnznxyciJCyURtJQgghhBDitrT1otDjxDqwSgXkEjydGtC9Pfpc242MlZthLdQjqF+XGrPBOCHE86gjQ6WOQGoxbd0owM7VV+qoMCenqRpLbj4s2XlSx7iDKS0LBQmnAV5Ayq8rEEEFdQCAYLUidUFJUcZWVIzMdTsRNW6YxKk8jyiKkhVcLvzvKxiv34BoKVmdJVptEK02nHrmfwgZ1AtyX+8Kx/Bq1hC6uFgUHj9n97ysSoHoiY+Blbn3be+kmb9BMJrKPM4XG3Hly58RNnzQXcc4lRIRo4ciYvRQWPMKYM0rBKtWQhHoV6WVgO7Kml+ItOUbqvXQpf7cZRSduQSvpg0cmIyQ0tHKNkIIIaSSqI0JIa6lqRsJVXiIZPPLvXWIGPMAYp9/jApthBBCai3vNk2hDA2u8DxOq0HdyU+6IFHFrv20BNsb90f6mm0AgHpTxqPtkm8kTnUnVXgIIscNg7ZBDBq++6LUcdwGK5fDu3UTcDoNGIaxa39Xcqezr36CdarG2NPp4Uq34HOEG0vX3iq03Y6Rcchct8PucRpOexGcRmX3+YxMhuinRth9fnl4gxGnJk5D4oy5DhnvduYbFa/WNFxNrfAcuZ9Pye9LocE1qtAGAFkbd4ORV69oKlhsSFu+3kGJCCkfFdsIIYSQSkj+7U+s1zZH5oadUkchxC2Iokh7jBBSg/AGIzLW7aB/14SQuzAMgyafvw5WXfZNb4bjoAjyQ+iwAS5MVrZL78+B4fI1JH70ndRRysQwDJrPfhc9z26Ef9d4qeO4lc47FqH1/C/Q7cjf8GrWUOo4HoU3mpD0zW+AIEJ/PhFZW/a6PIPI82UcqFyr2ZDBvREz6XFwGnWF57IaFeKXz4HKjgcD7JGxZjuS563A+be+gCk9yyFj/sOeAqLMq/R92WoLc2ZOqQXbSuF5mFIzHBOIkApQsY0QQgipBLmfN+R+PpDptFJHIURS1rwCHH98KtbrmmOduin2930M+vOJUscihFTTjaVrcWTY8yg8dlbqKDVC7p4EpK/aInUMQhwmZHBvNP3qLbAqJRjFnSsoOJ0G6ugwdNq+CJxKKVHCO8W9/xJ0jeuhwbQXpI5S44mCAL6clnhVwWnUCBncG9r67r33ljtiVUpoYsLBadWAIMKrietb6AUP6AmUspebaLMhqH/XSo3V6L3JiPtoCjitGpzu7gIUp9NCGRaMDut+QWCfzlWNfJeAHu3h1awh6jzQH8rgAIeNCwChjwwEZFyZx1mVEhGPP+TQOT2NyAt27xVaHsFazYIdIXZiHPEFWxvEx8eLCQkJUscghBBCqiR7236owkM8rgWeYLMh/a9N8O/SFqow6doIkjuJoojdbYdCf+HKv08aMgxkPjr0PLPR4b+IEkJchzeakLv7MAL7dgFTyg2y2sCaX4gbS9cieGDPau+RtjGgLWyFevRLPwBFgJ+DEhIiPWNyGq59txBpf24EbzRBEx2B2EljETKkT41rY0YqljRzHs69MQMiz0PXsC7arf4Rmuhwh4wt5Z5jns6Sm4+sDbvg06YpdI3quXx+w7VU7OnwEHh9MQRzyVYMnEaNeq9OQIO3JlZpTN5owo1l63Dth0Uwp2eDkXHQxdVF7KTHEdi7k0e9dylOvI7dbYeCLzaUelzu640eZzbU6t+tkn/7E2cmvV/m35G96k4Zh8afvOqgVKS2YxjmiCiKpS5Fp2KbnajYRgghxFMVnrqA3W2GQFknEH2TXd8+pDpuLF2LY4++jMB+XdFh3c9SxyE3Ze84gIQHngWvv/OXHlalRP3Xn0GDt56TKBkhhFTfiQlvInX+Svi0bYYue5dVa6zr85bDnJqB+m8+RzeLCSE1Usa6HTg2chJ4w81VbSwLTWwEep7bVO3vezeWr8eJx1+F3N8H9d98FqqwEITc14e+n3oQc2YOkmb/juxNe6AMDULs82PKXXkmWCxI/mU5BBuPqHHDwJXTtrYmyNt/DIeHPg3BagOvLwZQskpPplOjw/pfa337VMO1VOxsdi8Ek6XKY3A6DeL//BaBvTo5MBmpzcortlVvh0FCCCGEuD1NbAQCenWEb3vP21Tcr0tbBPTqiKgJw6WOQm6jP5sI0Xb3HgyCyYyCo2ckSEQIIY7j37UtUn7/C/492ld7rKjHH3ZAIkJcpzjxOpJ/Xga/Lm0RMqiX1HGIB8hcs+3fQhsACAJMqekwZ2RDVSeoWmOfe/VTCGYLzGlZOPPSh+CUCsR9NAWxEx+rZmriKsrgADR6bzLw3mS7zj/9wnSkLl4DiCJydx1C22WznJxQWn6dWqNP8h6k/7UJOTsOgOE4BPXvhuBBPcHK6La9Jjocfh1bI2fHwSqPIffxRkDPjg5MRUjZ6F8tIYQQt5O5cTdEqxUhg3tLHaVGkOm06LjpN5fOKdhsyD94ArrG9aDw963yOOqIOi7PTiqmbRgDRiYDYL7jdValgHfLRtKEIoQQB4kc+xAixjxIKydIrXSgz6Mw3cgEO3s+uuxeSj/XSYXkft4AxwH8vw9iibwAWSn7alWWd4tGsGTnQbRaIfICBLMFhsvXqj2uJ9BfTML5t75A8IAeiHpymNRxXCb/0EkIN/f+qy0P8XFKBcJHDEb4iMFSR3FL9aZOQH7Cqbu6qtiDVatQd8o4ek9HXMZzGtkSQgipNYzJN2C4lip1DFINJ554FYcGjsPO5gMdvlE6kV5g705QhYeAkd/53BarUCDqqRESpSKEEMehmzKktrIW6IGbe2RZ8wukjkPcjCiK4E13PmwV/eyjkHlpgZt7ZXEaNaImjIBMp632fG0Wf42mX76F5j9+iMB+XRDYtzPqv/5Mtcf1BGcmf4CMlZtxeuK7sOTmSx3HZeq/PRGsUgFWqUD9t56VOg5xA4F9u8CvQ0uwKmWlrmNkMqgj6iDySeoyQFyH9myzE+3ZZj9rfiGufD0PdSc/AbmPl9RxCCGESGBH8wEoPn8FjEKO3onbq91ChrgfS3YuTj77DjLXbgcEEd5tmqLF9+/DuwU9AU88izWvAILVVqs3nyeEkH9kbdmLi9O+RkCfzoib/pLbFJ5NqRm4OH0mQocNQFC/rlLHqZVEQcDersNRcOQ0mn//HqKe+He1lfH6DVz++HuYM7IRPKAHIsc/4jZfO57q8mc/4OL0WVCF10HPsxtqVUtBa34hREGoVocUIi2R52EtKIJo4yH38wYrl1drPFuxAft7jYb+fCIEo7nC8xm5HMpgf3TZ9wdUYSHVmpuQ/ypvzzYqttmJim32sxYUIembXxE7iYpthBBSW+UfPokL73yNkKF9EfPMKKnjECcSrFaINr7Gb15Oai5LTh54swVq+kWcEELc1pnJH+LqnN+hCA5Av5R9Useplaz5hdhUpwPACwjq3w3t186VOpLbs+YVIP/wSQT07ABWoaj09cbkNCiCA8ApK3+tlASLBQkPTkTRuUtou3gmfNu3kDoScQGR55G5cTeufP4TcvcdBSPjwLAsBLMFmtgI1H1lPMJH3lflVa+8yYwT499AxsrNAADBbLn7JBkHVi6Db9vmaLt8NhQBftX5lAgpFRXbHICKbYQ4ljkjG4ZrqfBr31LqKIQQQgjxYEVnLkHu6w1VOBXLSO0g2GywZOVCFRosdRRCXCZv/zEcGzMFkY8/hAZvTZQ6Tq2VOGMuMtdtR9Ov/kf7+dlhb5dhKDh+DtFPjUDTr96WOo7L5O47ioP3PgHBaELowwPQZvHXUkciTnb9lz9w4e0vwRvN4PXFpZ7DadWAKCLyyWFo/OmrVSpAAyVF6GvfL8K1HxZDMFvAyDiIPA+AQcToIYh5YSy8mtSvxmdDSPnKK7bVnjXIhBC3wirkkGmrv2EyIYQQQmq3Sx/MgaZeFBp98LLUUQhxiStf/IzEGXPRJ2mHQ/ZEIo5VcPwcDInXEDK0b61q++Zsfp1ao/elbVLHqPXqvTIe9V4ZL3UMj8HptIAogvOqXd+rvVvEQR0VBkNSMiLGPiB1HOJEoiji7JSPkPzzH+ANxnLP5YtLjl//+Q/kHz6J9ut+gdxbV+k51ZGhaPThFMS99xIsOfmwFerBadVQBPhWuYBHiKPQyjY70co2QgghziLyPMCytK8BIYRUgbVQD1ap8LgWS/YqOH4OmugwyP18pI7icKIoovD4OXi3iAPDcVLH8RiGqynI2XkIEWMeoPcObsZwLRU7mw8EGKDupMcR995kqSMRQiTEmy0ovpgEr2YNa+X3a1EQwLCs1DGIE1145yskffNbhYW2/2KUCvi0bopO2+ZXez83QlytvJVt9B2P1HiXPvoWObsPSx2DEELKtL/Xozjx5GtSxyCEEI8k99bV2EIbAKQuWoXsbfuljuEUNxavxp72D+Dqd4ukjuJRNDERiBz7YK28cVsRm74YhqspEAVBkvlL9o8RIdp4WAv0kmQghLgPTqmAd/O4Wvv9mgptNVv29v1VKrQBgGi2oPDEOVycPtMJyQiRDn3XIzVe8L094Nu2mdQxCCGkTOGjhyB02MC7XjempEN/PlGCRISQmkjkeRwdNbnGFm5qqsafTEXoQ/dKHcMpfDu0QvDg3gjo0V7qKMTDiaKIc69+ik11OmJni0HYGt0duXtc35lG1zAWbZfNQqMPX0Gjj6a4fH53YrqRgWNjXsGhIU8h7+AJqeNUiTkjG1mbdoM6QhFCyN0uf/JDlQpt/xCMJlz7bhF4s8WBqQiRFrWRtBO1kSSEEOJKIs9jY2A8BLMFPU9vgKZupNSRCCEeTuR5nBj/JiKffBgB3dpJHYcQQhzm7NRPkPT1r3e8xnlp0S9lLziNWqJUtdv2xv1hSEoBeB6cVo2e5zZBFRosdaxKOTLseaSv3Iwue/+Ab/sWUschpFYwZ+Uib/9R+HVsDWVwgNRxSBmM129gR9N7IZjM1RqH02nR/Lv3ED5isIOSEeJ85bWRpN16CSGEEHfEstA2jIUpJR0yn8pvGkwIIf/FcBxa/fqp1DEIIcThrv+87K7XGIZBzq5DCL63hwSJajfebIEh8Tpw8+FuhpNBfy7R44ptsS89AVV0OLxaxLlkvsIT5yGYLVTYI7WWtVCPXS0GgjdZwCoV6HV+E+S+3lLHIqW49v0iiEL1F/Dw+mJc+fwnKraRGoOKbYQQQogbYhgG3Q7+KXUMQgghhBC3pwqvg+L/tN4WBQEyL3pgSQqcUgGv5g2hP3cFos0GiAK8mrumYOVI/l3awr9LW5fNt7fbcAhGE+4tOglOpXTZvIS4i+KLSeCNJvDFRkAUoT9/BX4dW0kdi5Qi78BxiBbHtH/UX0xyyDiEuAPas40QQgghxA7684m4sXSt1DEIIYQQ8h+t5n0GVim/9TEjl0EVFgK/Tq0lTFW7ddz8O2ImjkbEmAfQefdSKIP8pY7k9uq//jTqThkHVqmQOgqpxYpOX4QlN1+Sub1bxEFbPwasUgFNbAS8WzeRJAepmDW/wGFjCWYLRJ532HiESIn2bLMT7dlGCCGE1G5HRkxC+ooN6J95CHI/H6njEEIIIeQ2OTsP4vxbX8B4/QaC+nVFo09epQKPB7MW6sEq5DVqhVf+oZMwZ2Qh5L4+UkchpFS5+45if6/R0MRGoNf5zZJkEHkeptQMqMJDwHCcJBlIxfZ0eBAFR884ZjCWxUDTWTAM45jxCHGy8vZso5VthBBCCCF2aPrlm+i4dT4V2gghHufG0jXYHNYJN5aukToKcZLk3//E/r5jwBtNUkeRTECPDuiyZxn6Xt+Dlj9/QoU2D7er5SAcvm+C1DEc6uzUj3H8ydeljkFImRSBfuBUCmgbxEiWgeE4qKPCqNDmQiLP48T4N7C1bk9c/uwHu65RhAQ6bH6ZTkOFNlJjULGNEOI0Z156H4dq2C9IhJDaSxUWgoDu7aWOQUiNk7p0LU4+/TbyD5+UOkqNlbF2ByzZechYu0PqKMRJik5fRMHhk7W62EZcQxRFXPr4O5x5+UPYig1OmyfmhTGIemqE08aXQpvFX6PzriVSxyCkTLqGsbgn/zjar/5J6ijEhdJXbkba8g0wJafh0gffQn/hSoXXhI8aAk6nrfbcDMchZGjfao9DiLuQSR2AEFJzyXy8IPPxkjoGIYQQQtxU7p4EnHzqTQgGE24sXYO+KXshc8Av7uROTb96CwHd26POA/2kjkKcpPGnr6Hxx1NpJQBxutxdh3D5k+8h2nhoYiIQ++JYp8xT7+Vx1R7jwrSvkf7XJjSbNQ0BPTo4IFX1qMJCoAoLkTqGx7Nk5+L6L8uRuX4nRLMFusb1EPPco/Bp20zqaB6p8NQFHB/zCvw6t0Gz2e/SCqNaiJHfXh4QwcgqLhfUeaA/Tk+cVv25FXLUnfREtcchxF3QyjZCSJXl7EnAjWVryzweN/0ltFnwpQsTEUJqO0NSMorOJUodgxBiJ3NG9q2bOoLVBr7YKHGimkkR4Ieo8Y9AEeAndRTiJAzDUKGNuIQmNhIsx4FhGXi3bCR1nDJZC/W4/Mn30J9LxLk3Ppc6DnGQKzPnYWtMD1z6YA7y9iQg//BJpCz4G/t7j8a+XqNhLSiSOqLHufrtAhSdvojkn/+AOS1T6jiSSP97Cw4NnoC0PzdKHUUSIYN7I/rZUfBqHocmX70Nbb2oCq/hlApETRgORiGv1tza+tFu/bOEkMqiYhshpMrkXjrI/X2ljkEIIbcoQwKhCg2SOgYhxE4h9/VGQO9OkPv5oMFbz0HpwP0fCCGEOJ46Kgy9r+xA78vb3WK1WFlkXlr4d2sHMAwixjwgdRziAEmz5+Pi/76GYLZAuL1lriCAN5hQcPgkDvR5DLzZIl3I/8hYsw1Js353asvV6op8/GEow4IRfF9vKOvUvt+jrAVFODZ6MrI27sLxMa/Akp0rdSSXY1gWjT+eiu5HVyF63CN2Xxf70hOQaTVVnpdVq9DkizeqfD0h7ojaSBJCqsyTnz7JWLsdfh1b0RPehNQwnEYNTqOWOgYhxE6sQoF2f34ndQxCKs1aqEfSzHnIXLcT2vrRqP/a0/Bq2kDqWIS4hNzX267zBJsNRScvwLt1E5e3pmMYBp22zIfI87TqswawFelx/s3PIRjNZZ4jmC0ovnwVaUvXukWBNWfnQRwbPRkiL6DgyGm0mveZ1JFKxd5sIZi1YRcuf/QdGrw9UeJErsVwLMDeXIvCsna1UCQlVHWC0GHjPOzvNRp8JQvKrEaFpjPeRGCvTk5KR4g0aGUbIaRWSl+xEfmHT0odgxBCCCGEeBjBasW+rsOR+OmPKDh8EjeWrsXezsNQcPyc1NEIcSvXvl+MPR0eRPpfmyTLQIW2miFl4SowbMW3MPliIy5//pMLElXMVqgHwECw2WDNK5A6TpmOjZkC841MCCYzLn/2I4rOXnbo+KIg4Oq3C3BszBRc/GCO2/1dyHRadNw4D9ETH0WHdT/b/TABKeHTugk67VgEub8vWLWq4gtkHFiNCs2/ex9RE4Y7PyAhLkblekJIrdTyl0+kjkAkUnT2MlIXr0bc9El2/cJGCCGEEHK7zHU7YUxOg2C6ucJCEMAbTbg4/Ru0++t7acPVQEWnLyJ5/l8I7t8NgX06Sx2HVEJQ384IG3kf/Dq0kjoK8XDZW/fZva9r8YUrEGw2sBKvUAoe1Av133wWxZeuIu69lyTNUh5e/++KJIZl7/jYERI/+xGXPv4OgqGk9Wfa0rXocWqdQ+eoLr9OreHXqbVd55ozc2DJzoO2YYzkX2PuwqdVY/Q8sx7XflqKqzN/A2+2gC8qvuMcTquBKAgIH3Uf6r70BHSN6kmUlhDnou8KhBBCahVNTDj8u7alQhshhBBCKiRYrUj84mdEPTkMyuAAAEDxpaR/C23/EEXoz1+RIGHNJvI89vUcBVtBEa59txA9Tq6DJiZC6lhureD4ORzsPxatfv8cwff2kDSLrlE9tP59hqQZSM0g2mz2n8wwgCA4L4y9MVgW9V97WuoYFWr8xZs48firAAME9GgHn/hmDh0/d8+RW4U2ADCnZzl0fFdK/m0FTj8/HQzHQh0Zhs57lkLu4yV1LLegCPRHgzeeRf1Xn0Lmhl1I/3MjzBk5EG02KAL94N+9HcJHDYFMp5U6KiFORcU2QgghtQqnUSP4nu5SxyCEEEKIB7AVFCFzzTYEdG9/q9jm17E1WKUC/G03fxmZDAHd20sVs8YSRRG88d+btPxtN2xrOlEQAFGsdBtETqWA3M+b9rAlNYp3qybI3rwXgtlS4bmKQD+wCoULUtUMYQ/di8CeHWDNL4KmbqTD91eMeOIh5O4+BFEQAQBtls506PiuIgoCTk9899bXoCEpGde+X+QRBVVXYjgOIYN6IWRQL6mjECIJeqyfEEIIIYQQQggphSLQH132LIN/5za3XvPr0hZB93QDp9UAADitGooAXzR85wWpYtZYrEyGtn/Mhl/XeDT6cAq8mtSXOpJLmFIzsDmsMzYGxqPo9MVKXatrVA+9LmzxyOJvfsIpbArpgGNjXwEA3Fi6BgnDnofJg1fCEMeIGveIXeexKiViXhjj5DQVy1i7HUdHT4ZNX1zxyW5AEeAHbb0ohxfagJJiXqdtC9Hixw/RJ2kHAnt3cvgcriDyPEQbf+tjwWqDrdixLTcJIZ6Pim2EEEII8ViiKOLMS+9jg19rHB01ueQpcEIIIcSJGIZBmyXfoO2ymaj7yng0+fwN9Dy3EarwEKmj1UghA3ui8/aFiH1hrNRRHCr3wDFkbd5T6rH8wyfBG40QrFbk7Dzk4mTSydt39OZq0u0AgHNvzEDG35uRsXKzxMlqH1uRHmenfoyMtduljgIAUEfUQdiIwWA1qnLP47RqRE8Y7qJUZUv+ZTnSlq1D8cWrUkdxCz5tmyF85H1QBPpLHaXKWLkcUc+MBKdVg9OqIfPSIurxh6WORQhxM4woilJn8Ajx8fFiQkKC1DEIIYQQchvD1RTsbDYAgtkCTqtGhw3z4NexldSxCCGEEELKlbPzIGx6Q6mttniTGSfGvQ6+qBgt530Ghb/vrWOC1YobS9fCr0MraBvEOCVb3oHjOPXcO2jx44fwjW/ulDlKwxuMuPbDYvh2aAX/zm2QtWk30ldvQ6P3XoLcz8dlOQhw7cclOP3CdMh0GtyTc0TqOABKvvaPjngJ2Vv3gi823nVc5qVF5z3L3GIFrDW/EMWXrsK3XQupoxAHEkUR2Vv2wnQjE0H9ukAVRg/ZEFIbMQxzRBTF+NKO0Z5thBBCCPFYigBfsEoFRF4AREAVUUfqSMQBRFHE9R8Ww7d9S/i0aSp1HELIbayFeuTuPgxFgB893EBINQT06FDmMU6lRJuFX5V6LPnXFTj94nSoo8LQ++JWp2QrOn0RRacuQH8u0aXFNk6jRt3JT976OKh/NwT17+bUOUVRxNERk5B/8Dji//oePq2bOHU+TxF0Tzf4xjdH8MAeUke5hZXL0Xb5bGRv3YcrM+Yib/8xiDYerFYNVVgw2q3+CZrIUKljAgDkvt5UaKuBGIZBUL+uUscghLgxWtlmJ1rZRgghhLgn/YUryFizDYG9OlFhxkUEqxWnnvkfcnYcRNRTIxy+Mbi1oAibgtsj9OEBaLPwS4eOTQipOkt2Lna1HQq+yACR5xE5bhiafvmW1LEIqVUKjpzGwUHjEfbIADSbOc0pc4iiCOO1VKijwyGYzDg68iXUmzoB/l3aOmU+KVkL9dgUGA+IInw7tkL4qPsQ8+yjUscihBBCiJsqb2Ub7dlGnMaSk4ekb+bBWqiXOgoh5CbeYIQhKVnqGIQ4lC6uLupNGU+FNhdKXbQaacs3wHj9Bi5/9C0Kjp9z6PhyHy90P7oKzee869BxCSHVkzJ/JSzZebAV6UvavX2/CLai8t/r2/TFuDDtaxRfuuqakITUcD5tm6F/+gGnFdqAktUbmpgIMAwD0WaDJSsXNn1xmefzJjMMV1PgiQ9zy711iPvwZfh3jUf+geM489IHHvl5EEIIIUR6VGwjTnNj6TqcfeVjZKx2TmsLQkjlFRw9g5xdtWeTdUI8hSktE2emfIRTL0xH8eVrUsepkMjzEPHPjSgG4HmHz+HVtAHkvt4OH5e4B1N6FizZuVLHqPFy9yTgytfzoL9wxTEDMiwYhvnPa0zp5/6TYe8RXP7oOyT/utwxGcgtoigi8Yu5VMisBfIOnoDhaorT5xEFAcWXr0GwWm+9JvPSocveZQi+p3up1wg2G3a1HIQdTe/FpQ/nOD2jM9Sf+hQ6bluAuI+moNW8z+/+PkcIIYQQYgcqthGniRj7AFov/ArBg3tDFASp4xAXsmTnYn/fx5CfcErqKOQ//LvGI3LsQ1LHIITchjeZsbfTw7j27QJc/2Ex9nR62O2LEOGjhyKofzcoAv0Q/dxoeNfwVYWGqynI3rZf6hgeq/jyNZgzc+54bX+PUTg44MkyriCOkLFuBw4NGofzb83Ano4POWRle+TjD0IZFgLOSwtWrUK9156GTKct95qgfl3RbtWPqPf6M9Wen9yN06jBKORSxyBOdmTYRJyZ/KHT5zn++KvY2XIQ9vcabfc1vN4A4/UbEC1W5O467MR0zsUwDOpPfQp+nVrj/JszatXvstZCPS599C0uvj8Lltx8qeMQQgghHksmdQBSc8m0Gni3bIQtYZ3g16kNOm35XepIxFVYFpxKCUZG32IIITUXbzLDeC0Vuri61Rqn+GISrIV6iLabq8MEAfmHTyF4gPtsSP9fnFKB+D9mSx3DZQSTucJWeaR0WZt2I+HB58Aq5Oh5YQuUQf4AgMafvgpWrZQ4Xc2WuXY7eIOp5AOFHHn7j0ETG1mtMeW+3uhxYg3yD5+EIsAPXk0bVHgNw7Ju/f3MkzEMg5hn7S+KEM/V7u8fobj5/dOZcvckQLRYUXDkNERRtGuFl9zXG82+ew+Za3eg0Qcv33EsZ/dh2Ar1CBnUy1mRHe7EE68hd+8RJP/2J/ql7pM6jkscGvBESUtwEUhbsRE9jq9x6ny82QJOqXDqHNUlCgIY1nXrE4zJadBfuILAPp1pZSUhhHgwWtlGnEqwWCHyPHiDUeooxIUU/r5ov2YufFo1ljoKIYQ4TdLM37C36/BqF2FU4SEQb2vDKFht0MRGVDcecSBdo3qoM7Sf1DE8kulGJsCyEKw28Lft91Pn/n5ltiQjjhHUvxs4jQrgWEAU4du+pUPG5dQqBHRvb1ehjZROFEUcGjIBW2O6ozjxutRxiAfwad0E6og6Tp+n5S+fIKBHB7T6rXKtFKMefxjxf8y+4wEkc1YuDvYfiyOPvICCI6crlSN7236kr9pSqWscxadtMzAcB6/mDSWZXwr5R05DtFghWq3Qn70MwWJx2lxnXv4QG7yau7RjAG+2wFZssPv8i+/PxjpVE6T/vQWW7Fxc/vQH5Ox27qrNPR0eRMIDzyLltz+dOg8hhBDnomUnxKm8m8ehX8peyLx1UkchhBBCHCry8Yfg1bQBZF7V+xmnCPBD22WzcOrZdyBarWj08VToGtVzUEpCpBXx2P0Aw0AdGVrtVVWkcuoM7Yu2y+eg4MhpBA/sCW39aKkjkZsEixVZm/aAYTkUJJyCtl6U1JEIAQAE9uyIwJ4dHTKWzFsHbYMYWPMKoYoMtfs64/UbOHTfBDAsi45b5sOvg2MeFLBX489fR8wLY1xS3HQXAd3bI+/AcUAU4d0iDqzCeavO+GIjIAKC2XkFvdsJNhu2RnWFNb8QrFwOZZ1A1HvtaUSNH15mQdmQVLI/ojElDSeefB1Zm/eCkXHoc20XFP6+TsmpDAmENa8AypBAp4xfWaIoIuPvLdDERsK7ZSOp4xBCiMdgRFGs+CyC+Ph4MSEhQeoYhJAarODIaRwaPB5xH05B1JPDpI5DCCEey5ichnNTP4Eoimjy+etQR4VJHYkQQu6QuXEX9OcSETPxUbBy2nPtv0SehzkjG8o6QS5t5UakZ9MXY2ezAeCLjeh+Yg1UYSFSR7pLwfFzyNt/FNHPjKoRLf94kxkp81ZA5AVEPP4gZFqN0+YSBQHW3HwoAp3fFhUo+V57ePCEO17jNGrEvvwk4qa9WOo1gsWCorOJ8G7ZCMcefRkZq7eBYVn0ub4bcic9SC5YLLDmFbpNsS176z4cGjwejEKOAQUnpI5DCCFuhWGYI6Ioxpd2jFa2EUKImzBn58KSnQfDlWSpoxBCiEdLePBZFJ68AKBkT7zux1ZLnMhzZG3ZC3N6FsJHD60RNxCJc+gvJkHbIIa+Rqoh+J7u1Eq1DLzZgr0dH4L+whX4dWyNjlt+p4JbLSLTadH7yg4AcNv/7klf/4LURasRNnyQ01Y6uRKnUiL6mVEumYthWZcV2gDgwltf3PUabzDiyhc/o96UcZDptHcdZxWKW1titJz7MdJXboZPm6ZOK7T9M6e7FNoAQBtXF8qwEPi0biJ1FEII8Si0ss1OtLKNEOIK5qxcKAL9PP7mVfJvfyI/4RTqvfwktQ27jTW/EFe/XwQAiHlmFOS+3hInIqRm2hzaEZbsPACA3M8H/TMPSZzIMwgWC9Z7tQDAoOv+5fBp01TqSMQNmVIzcOi+CWjxwwfwbddC6jikBio4chr7+zwKvtgIViFHz3ObaIUycSvWgiIYr9+Ad/M4qaOQCqzTNIVotd31usxbh45b5lMxiRBCSKWVt7LNPR8TKgXDMJEMw2xnGOYswzBnGIaZdPP1dxmGSWUY5vjN/w287Zo3GIa5zDDMBYZh7rnt9XtvvnaZYZjXpfh8CCGkNMogf48vtOXuPYIzL07H9R+XIOHB56SO4zZEUcT+nqNw6f3ZuPT+bOzvNRr0wAshzhH34RSwCjkYhRxx70922bx5+4/Bml/osvkcjZHLEfHYAwjo3g7auFip4xA3pQoPQeuFX8EnvrnUUUgNpY2LhdzXB5xWA3XdSCjDgqWORNyEKIrIWL0VptQMSXPIfbyo0OYhylpFJ5gtUIYGuTgNqUh+wikUX74mdQxCCKkyT2ojaQMwRRTFowzDeAE4wjDM5pvHvhJFccbtJzMM0wTACABNAYQB2MIwTMObh+cA6AcgBcBhhmFWiaJ41iWfBSGE1HSiCPGf//egYpIoioAoOq1dDa8vhv78FYg8DwDQn0sEX2wotXUJIaR6op4chtAH+gMoWdnmKtd+XILggT0QNmxgxSe7IYZh0HLux1LHIG7AlJaJ/EMnEdS/Kzi16q7jXo3rSZCK1BYynRY9Tq0t2TOpRRxYmSfdtnB/hmupsGTlwqdtM497yC//0EkkPPgcggb0QPtVP0odh3iAuq+Mx8X/fQXeYPz3RZZFYN8uUNWhYps7ydt/DAf6jwVYBn2v7ZasC0xx4nXk7jqEoHu7QxVKD3sQQirHY961iqKYBiDt5p+LGIY5ByC8nEuGAlgiiqIZQBLDMJcBtL957LIoilcAgGGYJTfPpWIbIYQ4gH/XeDSd8WZJG8lXn5I6jl0MScnY23U4bIV6tPv7BwT27uTwOTidFuqYCBivpQIA1DHh4Jy4+TghtZ0ri2z/aPHTh3RT2EUKjpyGISkZoQ8PkDqKR+FNZlyY9jXCHxkEn7bNSj1HFEXsbjsUtmIDgvp2QfyKb12ckhBA5qWDX4eWUsdwiGs/LUHqotUIH3UfoieMkDRLfsIpHOjzKAAg+rlH0fjjqZLmqSzvlo0QO/lJ1BnSR+ooxEPEvjAGptQMXPt2AViFHILFgoBendDq9xkVX0xcitOV/G7MqZRg5NK8n7YWFGFP+wcg2GyQe3uhz7Vdbrt3JCHEPXnk3QCGYWIAtAZwEEAXAM8zDDMGQAJKVr/loaQQd+C2y1Lwb3Eu+T+vd3B2ZkIIqU2iJgxH1IThUsewW9pfm2DNK4BotSFp5m9OKbYxDIPOuxYj8Yu5AIB6r0zwuKeJCSHlo0KbCzEMwNL30MrSn7+CpC9/Aa83oHkZxTYIAniDEaLF5tFtUQlxBwVHTuPcKx+DN5hQePQ0fNs0K7PQ7Qq5e45AsPEQLVZkrt3uccU2TqVEk89ekzoG8SAMw6DJp6+iwZvPovhCElThIVCFh0gdi5TCu3kceiduB6tSQibRQ6nW3HwIZgsEswUWixWCxQpOpZQkCyHEM3lceZ5hGB2AFQBeEkWxEMB3AOoBaIWSlW9fOHCupxiGSWAYJiErK8tRwxJCiNvKO3gC13/5Q/J9EFwtqF9XsEoFWIUc4Y8OrfI41+YuRfJvf5Z5XBkcgCafvoYmn74GZVDp+wcQ10pftQXWQr3UMSpUcPwcUhevkjoGIW7Dp01ThD54r9QxPI5Pq8bovGcZGn9S9g12huPQacdixH0wGa0XfuXCdITUPDZ9McDcvO3CsCUfSyj04XuhDA4Ao5Cjwf+elzQLIY7Em8w4MeENpC5ZU+pxuY8XfNu3oEKbm1MGB0DurZNsfk1sJOq+Mh6aupFo+vX/qNBGCKk0xpP202EYRg5gDYCNoih+WcrxGABrRFFsxjDMGwAgiuLHN49tBPDuzVPfFUXxnpuv33FeWeLj48WEhAQHfSaEEOJ+0v7ciBNPvAqAAauUo/vJdbWqj71NXwzBYoXC37dK14uCgHXKxmCVCgzQn3JsOOIUvMGIfd1HouF7LyFkYE+p49zFnJULQ+J1+HVsBf3FJBiuXEfwvT2kjkUIIYTcpfDUBejPJ8K7eRx0je7e0+/qtwtgTs9Cw2kvguE4CRJKQxRFnHr2HaT/tQl1HuiP5t+95xadDURRdIschFTWtZ+WIOnreeiy7w/IfbxuvV5w9Az2dHgQuib10ePEWgkTkuoSRRGm5DRwWjUUAX5Sx6n1cvck4OjIl6BrVBftVv9EBUhCADAMc0QUxfjSjnlMrxum5J3gzwDO3V5oYxgm9OZ+bgDwAIDTN/+8CsAihmG+BBAGoAGAQwAYAA0YhokFkApgBIBRrvksCCHEfaXOXwneYCr5gGORt/cIQh+qPasGZDptta5nWBYdNs4DI6s9N5A8HadRo/PuJeDUKqmjlCrxsx+RumAl+qbsha5hLHQNY6WORAghhNwl+dflOD3pfTAyDqKNR8tfPkHYbfsp2ooNODPpfYBlETKkL3zjm0uY1rUYhkGL799Hi+/flzrKHajQVjtZC/U49czbCH34Xo9dHS7abBCsNuA/Cwe8WzdB2+VzoGt8d7GfeA5RFHHiydeRtnw9IIpo/t17iHjsAalj1WqXPvoW5vQs2Ar1yNt31ClbbhBSk3hSG8kuAB4D0JthmOM3/zcQwGcMw5xiGOYkgF4AJgOAKIpnACwDcBbABgATRVHkRVG0AXgewEYA5wAsu3kuIYTUav7d24HTqEs+4Hl4NY+TNpAHCuzdCQHd20sdg1SCuxbaAKD+G8+g/dqfa9UKAOK+BKsVF979BsWJ16WOQghxI6Io4szkDyAYTeCLiiEYTSWFtdvItBo0eOd5RD75MLxbNpIoae2Ts/swdrYchC3R3XBmykcQbDapIxGJFZ08j7Q/1iPpm9+kjlJlMc8+it4Xt0Du633H6wzDoM7QvvRwmoOIooizr36C7Y37I3Vp6a05ncFwJRlpKzZAMJkhmC04O/UTl81NShfx2ANgZBxkvt7wbtVY6jiEuD2PaiMpJWojSQip6URBwLUfF6Pg6BlEjnkQ/l1LXRFNCHES3mhC8i/LIQoCosYN+7f4XctYcvJw6cNvETywJ4L6dpE6DrlJFEWkzF+JOvf1htzPR+o4hBA3IYoi1mubQbT+W8iReetwT84RCVOR4sTr2N1mCHiDEQDAaVSIemY0mnz6qsTJiJREUUTmuh3wbtEI6shQqeNIwpiSjkvvz0bungToGtVFg7efh0/rJlLHcjuFJ89jb9fhEIwmsColBhSddMm8prRMbG/YF4LJDABQR4eh9+XtLpmblM1WbCjZ417mMQ3yCHGqGtFGkhBHyTt8EnxRMS19JuQ/GJZFzDOjpY5BSK11dOQkZG/dDwDIXL8THdb9LHEiaST/8geuzp6PG0vWoN+N/VLHITcxDIPIMdTGhxByJ4ZhEPn4Q0hduAq8wQhOo0bU0yOljlXr5ew8WLKBxk28wYT0PzdSsa2WYxgGIYN6SR3DpURBQNbmPUj57U+Y07KQf+QUBIsN4HkUX7qK7C170WnbQvi0bSZ1VLeirBMEhmPBadRQR4e5bF5VaDCazHgD59+cAZmXFm0WfeOyuUnZZFqN1BEI8Rie1EaSEIeQaTWQ+eikjkEIIYTcIW/fsZKWKSYz8g8elzpOuSw5ecjevh8izzt87ODBfeDVPA6xLz3h8LFrguxt+7EppAPyE05V6jpjSjoufTgH1oIiJyUjhNRWzWa/i8ZfvIHIcY+g2ex30ejDKVJHcku2YgPOvzkDp557B6bUjLuOJ89fifXeLXHxgznVnksR4Ic7qm0AFEH+1R6XEE9iLSjCno4P4eiISUj7Yz1y9yRAMJqBf96/iiJ4gwkXpn0taU5XSlmwEtsa9Mb2Rv2QvmpLmecpgwPQ7dBfaPbtdHTeudiFCYHop0finpwj6HN1F3zbt3Dp3IQQUl1UbCO1jleT+vBtW3s25SaEEOIZwkbdB06rAafVIGz4IKnjlGt/r9E4fN9TSPz8J4eP7dW4Hrof+Rv1X33K4WPXBJxGDUWAb6X3G7yxZDUuvjsT2Vv2OikZqYmyt++HJTv3jtdy9x7B3q7Dsa/nKBQcOS1RMuJOGJZF9PjhaPH9+4h47H4wDFPxRbXQ6YnvImnmb7j+y3IcHPjkXcez1m2HYDIjc822as8VMrgXfOKbg9Npbv2v2cx3qj0uqRzBZoM5KxeiIEgdpVY6OnIS9Gcug9cbyj1Pfy7RRYmklbsnAacnToPxaioMiddx7LEpKDx1oczztQ1iEDF6KLUPJ4SQSqA2koT8v737jm+y2v8A/jkZbZLuUkqhlL2XjLJlCCi4xb331uu+Drw/971e98SBXkXFiXsjCIhsiuy9KQVK98pOzu+PBKjQkaZJTsbn/XrxapPnec75pElD+nyfcw4R+U1KyRMqFNZqtu1G5ZpNaH3+qaqjNKr3S/9C1jknA1KixdhhquM0SJtggnS7oU3mSPFQSxvWH2M3zmryce1vvhQJ3Toi87SxgQ9FUavwp3lwma1Hph2zl5Zj+enXw1XjOXG59JSrMH7vn5xeiMgH1Vt2wm2zAwAse/cft73Xiw8jqV8PtD5vUrP7Eloths16H0W/LYSjrALpo4fA2Dar2e2S74rnLcHK826D2+6APj0FQ3+djqReXVTHihk12/eg9M88uO32hnfUaJA69IQGdylbtgbb/j0VHW65DJmnjglgytAqW7Ya7lrrawohUL5iLZL7dleYiogounBkGxGRQs4aM1zexX8jjXS5sOHup1C1cbvqKBSDLHv348CXvzS6X+nCPBz8dnYIEjWfEAIZY4ch46ThYV/EHj53Bkat/B4dbuE6j5FCl5iArLMmcGFzapLez0/52/o+lt0FEJqj70/S5YLtQFFQ+g7GNLVEKvV46h5ojAYIvR7dHr/ruO2G1pno+tAtSOzW8ch9bqcT1oP+/Y4JrRaZp45B9qVnRVWhbc//vsCctiNh3X/8VJzhwmW1Ie/cW+GsqoHbZoftYDFWnn+b6lgxpfj3xYAPn6d1iSZ0r+P3sbb1/3gcRb/8gTXXPRigdGok9ugMTZz+6B0SSOzeSV0gIqIoxGIbEZFCFas3oaqBqRvCmdBq0e7aC5DYvWPjOxMF2IFvfsOWx16FlLLB/XKuOR8DZrwYolTR68DXszC/76mY2208tj39JjSGeCT17Bz2RUEiCqyE7h2hMRoArQZCp4M+LQXG9m0C3s+6Wx/Bz4ZeWDTyArhsjYxKIIoQGeNH4JRDy3FK4VJ0uuMqn47Z9sRrmN/zFDirqoOcLnLojAZokxIgwvjiEdvBIsBd6zOqlDDvylcXKAZ5pu5s+O8EABi18jskdO3Q4D7Zl54JodWi9YWnBSacIpmnjUWH2y6H0Osg4vTo8n+3IX3kINWxiIiiimjsJBV55Obmyry8PNUxiCjKHH4P5glroqaRUsJltnDqshAo/n0xVky+BW6LFYBnzbAuD92MLg/erDgZhbvdb30Ce2Exuj16h+ooFECW/APY+fL7EDotOt19LQxZLQPavrPGjFnpAwG3hDbRhNxv3kRGmE+tG82klNj50vso+PhbJPfrgT6vPgJdEqcQDpWqTTtQMncJ2t96Gf9eiCBuux2zs0fCWV7puUOjQVKvLhi96ge1wWJI5botWDTywiOfX+uS2KsLxqz5KYSpwoN0uwEh+J5CROQnIcRKKWVuXds4so2ISCHBD7lEfhFCsNAWIvkffv23ExUuswX5079SmCi2bX38VcxqMQj7fZhGVbX892Ziz9ufqo5BAWbMaY3eL0xBr2ceCHihDfAU9BO6doA20QSh0SCxR+eA9xFsNdt2R81IpINfz8K2x19F1dotODDzF6y95RHVkWJKUs/OnpEo/HshogitFukn5gJazym3hG4dkPvNm4pTxZbkvt2R1KcboNPWuV2bYETXh2Nzak+h0fA9hYgoSFhsIyIiIqJ66Uym49a80BjiFaUJvKLZC7HnrU+80w2Fv4JPf4CzshoHvvhZdZRGDZ/3McZunKU6BkUYIQROXPIlBnz8Esas/TkoBb1gW3H2Tdj21NQmHSOlRPHvi7HstGsxu/UwzMk5EWtvehhVm3YEKaVvKtdtgctsAQC4bXZU/rVBaR6iSFA8dwlK5i0BXG4IvQ5j1v4MU4e2qmPFnNyvpsKYnQVt7Qv0NBpoTUa0u/4itL7gVHXhQsReWo4lE67Ar6n9sXjMJbAdKlEdiYgoqnEaSR9xGkkiIiKKRdWbd2Dh8PPhqrEAUkJjNGDAjBeQddYE1dEC4pekfnBbbRix4DOkDR+gOk6jypatQcEn36HTXdfA1DFHdRwiqkN53joY22cjvmW6T/tLKbHmugdx8OtZnvfaw3RaaPR69H39MbS9cnKQ0jasbMkqLJ14NdwWK7QmIzrceRV6PHG3kixEkaJq/VYsHHEBpNOJ+NaZGL9jnupIMctlsWL/5z9h77ufw1FRjeS+3dHxzquRNvQE1dFC4q+L78TB7+dAOpwQOh1anjwSg7+fpjoWEVFEa2gaSRbbfMRiG5F66+94AtLlQt+pjzernd1vzAAAdLj18kDEIopZu16djsReXdFywkjVUSjIqjfvwK7XP4LLYkXbK86JqvWTtj39JqrWbMYJ7/0XWpNRdRyKQdLl8qydouGkI7Fq5yvvY+sjrxwZQXYsjdGAEfM/QcrA3iFO5lG6MA8Hv5uD5L7dkX3FOZx+jMgHJQuWo3z5GrS5+EwY22Y1uG/FyvUAgJRBfUIRjWLI/L6nombzziO3je2zMW77XIWJiIgiX0PFNl2owxAR+UubYIR0OpvdTvWmHeCFBkTNlzKwD4zts1XHoBBI7NEZfV9/THWMoOj60C2qI1AMky4XZmePREKXdhi58AvVcUgB6XJhxzPT6i20AZ7pG3c8/w4GfvJy6ILVkn5irmf9KSKql8tqw4ozb0B53np0f+IudPzHlWgxeohPxy0ccT4AYFL5amiNhmBHpRiSdfYE7Nr7IdxmKzQmA1qdOU51JCKiqMZiGxFFjJ5P/zMg7fR57dGAtEMU63jijYiomYRAQpf2MHbghQuxwO1woGT+MqSPGgytd+3L6k074LJYGznQjUO//BGChNHPvCsfJfOXoeWk0TC0zlQdh6JI0W9/onzFOrhqzNj04LPo+I8rfTpOEx+HtldMhnS7o2pNXAoP3R+/C7qkRJTMW4q0E3PR5cGbVEciIopqLLZRVCpd/BdshcVoPfkU1VGIKExUb9mJDXc9CVthCdpcfAY6//MGToNERERKCY0GIxd+rjoGhcieNz7GxvueRpd/3Ybuj94BwDOqxZcpRKW9+bM7xDqXxYo/h5wLt82OuPQUjNv1Bz8LUsAkdu8ESDe0CUaYOrfz+TghBE549+kgJqNYJrRadHngJnR5gEU2IqJQYLGNolJS764wtG6pOgYRhQlHeSUWj74YjrJKQEps37EX0Ah0ue8G1dGIiIgoRrQ4aRjSRg5C5sTRR+5L6NwObpu90WNNnXOCGS0muCxWuMwWSLsDtkNOQEqAxTYKkMTunTBy0UxUrNmEVmdwqj4iIqJYxFW4KSrpU5Jg6sg/SIkCafW1D2L/5z+qjuGXir82QDpdnpMqAFxmC/Z/FpmPhYiIiCJTcr8eGDH/E6QN63/kPn1aCjJPPwnQ1v+nuTbBiE73XBeChNEtLj0VfaY+hrThAzDw01d8GlFI1BRJfbqh7WVnQ5+SpDoKERERKcCRbURE5BPpcsLtdKmO4Ze4jDS4HbWmX9JoYMji6FciIiJSr9cLU1Dyx3I4yysgXe6/bdMY4pHcrweyLztLUbro0u7q89Hu6vNVxyAiIiKiKMRLuYiIQuDQL3+gauN21TGaZcAHz6PtZWerjuGX5H490O7a86ExGqBLToQ+LQW9X/4/1bGIiCiCSJcLBZ/9CGd1TaP7Vqxcj78uvQuFP83zuz+304mtT76OZaddh4IIHVleF2eNWXWEsGNsm4VRy79Gi3EjoImPgy4lCbrkRGhNBuRccx6G/vYBNHq96pgUIVxWG0oX5uHQrAWoWLUR0juzA1FzSbcbKybfglVX3Ks6ChERUVgS/ODlm9zcXJmXl6c6BhFFqN+yhqLFqMEYNPN11VFiWtX6rbCXlCF5QG/okxNVxyEioghi3pmPxWMuQb93//O3NbfqMq/HyTDv2Auh02FS1RpodE2fUGTrU1Ox47lpcJut0JqMGPzDNLQYPcTf+GHB7XAgb/It6PLgzUg/MVd1nLBkLShE5fot0Oj1SB3SD7rEBNWRSAFHZTUKZnyLsuVrkNi9E3KuOb/RWRkcldXY9uRr2PvuTAiNACAgXS7o01PQZcotaHfdhRBco46awWW1YVbaQGgMcZhY+hdfT0REFJOEECullHX+McNpJImIQmDEH58iLiNNdYyYl9Snm+oIRBRCleu2YP9nP6Dz/Tdx/RRqNlOnHIxa+R3iWqY3um9ij86w7j+E+KyWEFqtX/2VL10Nt9kKAJBuFyrXbI74YptGr0f3J+5GUl/+f1wfQ3YrGLJbqY5BClnyD2Dh8PPhqq6Bq8YCjSEeO56dhmGzPkDqkH51HmMvKcOikRfCuu8g3Db737a5aszYdO/TKP1zBfpPf44FEvKb1hCPsZt/g9Bq+ToiIiKqA6eRJCIKgcTunRDXgsU2f5j3FMCSf0B1DAozpQvz4KyqVh2Dwtz2Z97GjmffQdGvC1RHoSgRn9nCpxOMg754FUN/eQ+j8r71+4Rk2ysnQ2syQmOIh9Dq0PKUE/1qJ9ykDOzNKRGJGrDhridhLyqFq8YCAHBbbXBVm7HqynvrnRLyr0vugiX/wHGFtsNcZgsKv52D3VM/8jmHs8aMvPNuRfmKtU1/EBS1TO2zYWybpToGERFRWGKxjYiIQqZy/RZYCwqbdMza6x/C2pv+FaREkS//g69x4LvZADzr+2x59BXUbN+jOFXj7MWl+L3TWOyf+XOTjrMeOIS8C/+BFZNvQf70r4OUjqJFj6fuQa+X/oVWZ41XHSWsFM9dgorVm0Ler9vhwKYHnkH15h0h7zvUNHFxSB85qFlTFre58DQM/vEd9Hj6nzhx+ddI7N4pgAkpFA7+OBe735ihOgZFmEO//AG43cfdb91fCMueguPur966C2VLVkHaHQ226zJbsOOZaZB1tF0vITz/iIiIiKhRLLYREVHIxKWnQpfStBOPfd94An1eezRIiSJfcp9uSOzmOQGr0emQPioXhpzWilM1TpuYgIwJI45k95Wzqga2goPo9+5/0O76C4OUjqKFqUNbdLz9CmiNBtVRwsq2f7+B3a99EPJ+NXo90kcNhrFdm5D3HalajBqMjrdfgcRuHVVHIT8k9+2OtGEDVMcIe4d+/QNzO58E6/6mXZAVrYSmntM0EnVOS7vvg68hnS6f2nZWm1G2+C+f9tUlmJD75VSk5vY9blvZ0tVYcfZNKJ63xKe2iIiIiGIB12wjIqKQMbRp+hokCV07BD5IFEkZ1Odvt1tOGKkoSdNoDfE4Ydp/mnxcYreOGLloZhASEcWOwd+/DY1ezZ8Brc4Yp6RfIhVM7bOB9tmqY4S9xJ5dkHX+JOjTU1VHCQutzhqPg9/MhnQ6/3a/qVMOjHVcUGXeve+4feulEbAeONTsjBvufgoVeetQvW0XTtr4W7PbIyIiIooGHNlGRERERBRDdAkmaOLiVMcImZI/lsF2qER1DGqE2+lE4c/zA1IIoMhiap+NXs88AK0hXnWUsND7pX/B0CYT2kQTAEBrMkKXmowBM16sc39dYoLPbQsgIKO92914MfRpKWh/w8XNbouIiIgoWrDYRkRERBQAe//3BX5J7BsT61H5ausTr6Hwp3mqY8QUR0UV7MWlqmOEDbfdjpUX3I6dL72nOgo1YvvTb+KvC/+BxWMuUR2FSKn4VhkYs3EW+r7xBDredQ16PvsAxm2fi+S+3evcv9WZ46BN8q3g5rY7kH5ibrMztrvmfJxyaDk63X1ts9siIqLGuaw25H/wNXa9Mh1VG7erjkNE9eA0kkREREQBENcqA6ZOOdAmmFRHCRv6tGTofDwBSIGhSzTB7ePaPZHE7XBAo9c3+ThNXByG/T4DRk7lF/b0aamQbjf0qcmqoxApp42PQ/YlZyL7kjMb3Tfz1DHQxsfDVVXT8I46LbLOOZm/YwQAKFu2BqaObRGf2UJ1lKhQuWYzDs1agNIFK2A9UAgIgYSuHdDixMFoddb4OqeAJfKVy2bHopEXwrxjD9wOJzSPvITB309DizFDVUcjomMIKaXqDBEhNzdX5uXlqY5BREREYcZtt6N6804k9ekGoeGkARQeDv44Fxvvfgp933wyYtZyrE/ZklX465K7MPTX95DYo7PqOBQkUkrUbNkJY/vsgExzRxRLimYvRN55t8Ftsda5XWg10KenYtTK72BonRnULC6Llb/DYa5q0w4s6Hca0kcNxvC5M1THiWglC5Zjwx1PoGZnPqTLBWl3/G27xmgApET6qFz0efVRJHRprygpRbL9M3/G2hsehqvGfOS+5BN6YlTet+pCEcUwIcRKKWWdUwXwjBARUYSRbjc2PfQc8s67Fdb9harjEMW8vy67BwuHnYdNDz6nOkpYKfrtT5Qu5IVKqhT9PB+W3QUomrVAdZRmS+zVBR3vvIqj06KcEAKJPTqH/CS92+HAwe/nQLqib0QoRTbboRLsm/EtfLlAuuXJJyL3y9ehS02GtvYabhoNtAlGJHTvjJFLvgx6oa1q43bM7TQWxfOXBrUfah5Th2xkX3oW2t9yqeooEcvtdGLdbY9i+Rk3oGrDNrgt1uMKbQDgtljhttpQ/PsSLBh4Fna/9YmCtBTpXNVmAH//v8BZVa0mDBE1iNNIEhFFmPIV67B76gy4bXYY22ej94sPq45EFNPcFhsgRL1Xk8ei8hVrkXfebYCUGLPhV5hYJAm4g9/Pga2wGO1vuLjO7T3+ez9anDQMmaeO8ak9e0kZpFsivmV6IGMGhD4lKSbXBZJuNyAEhBCqo0S1qnVbsen+Z5DYvRMSu3dSHYciwIGvZyGlfy+YOuUEtZ/CH+Zi85Tn0XLiaJ/em1ueMgon71+Mwu9/x/6Zv8BZWQVjTmvkXHshUof0C8l7ialDNjredQ2S+/UIel/kP63RgP4f8CIxf0mXCyvPvx0l85b4/vnf7YbbYsXmB56Bo7QCXafcEtyQQbRpyvPY9fL7GPTFa2h1xjjVcWJCxoSRQK0ZVLQmI9pedZ7CRERUHxbbiIgiTELnHOgSjHC6XJyjmygMDPriVVT8tQGpQ09QHSVsxGe1hEavgyY+DvqUJNVxopKjrBKOkvJ6t+uTE9HmgtN8bm/ZqdfCZbZi7PpfApCOmqts6WosnXAFEnt3xYlLvgz7KWpdZgscFVVBHzUTDCkDe+PEJV9Cn5aiOgpFiKp1W6BPSw56sS3nmvOQeapvhbbDNHo9Wp83Ca3PmxTEZPXTmozo8sBNSvomCpWtT7yG4nlL4DY3/UI7l9mKHc+8hZSBvZA5ybcLosJN+bLVkG6JitUbI67YJt1uuG12aAzxEXUxkzGnNUbM/wQb73sa9pIytLn4THS+9zrVsYioDlyzzUdcs42IwonLYoXLbEFcizTVUYiI6uSy2iA0Apq4uDq3u+12lP6ZhxbjhkfUH7vR6tCsBXDb7Mg6a4LqKARg16sfeKamdbtxSvEK6GpPCxdmXBYr5nUbD3tpBQbNfB2tThurOhIREVFQVK7bgkUjL/DMbNEM+vRUjNv+O3RJiQFKFjr24lKULlyJzNPG1Ps5P5xIlwuHfp6PHc+9g7JlawABCK0WWeecjE53X4vU3L6qIxI1yu1w4MDMX7Dvw2/gdjrR+vxT0faKc6BLMKmOFpMaWrONI9uIiCKQ1mjgwuNE5De3wwGNXh/UPrSG+Aa3V/y1EVseewVDcvty9FsYyJw4WnUEqqXd9RfCUVmFlP69mlxoc1RWQ58cupN3LrMF9tIKCCFg3rY7ZP0SERGF2ranpsJtO35ttqZyWW3I/+AbaAxx2PvO58g8dQy6PXpHRFyAFpeRjqxzTlYdwyeOymosP+06VG3Y6l33zEO63Djw5a849ONc5Fx3IXq9MCUifvYUm1xWG5aOvwJVG7bBVeN5HVesWIddL72HkYtn8iL8MMORbT7iyDbyh8tihSY+Luyn/iEiovDjslhRMn8ZMsYPD+hVo2VLV2PF2TdiyI/vInVwv6Ydu3wNHKUVyJwUmMKMy2prtChHRL7bcPdT2D11BjrffyN6PHVPyPotnrsE1Zt3Iue6C6CND+1V7o7KajjKKrg2JBERBZWjvBJz2o6E22YPSHvxbTLhKKuE22KFNsGIATNejLhpGcOZdLmweMylqFi9EbKB50xrMqLDP64M6ecmoqbY8fy72PrEa8etESn0OrS9YjL6vf2UomSxq6GRbawAEAXRpn/+F3ve+Vx1DCIiikDbn5uGFWfdiD1vfRrQdhO6tkfONefD1Lldk4/VJSVCn5F65Hb1lp3Y8eJ7fmdhoY0osMrz1kNoNajIWxfSfjPGDUeHWy8LeaENALSGOI72JyKioCtfsRaaAP4/ZyssAWoNpnLWGnlFzVf44zxUrd/aYKEN8IzQ3/Xy+7AVFocoGVHT7H3ns+MKbQAgHU4UfPqDgkTUEE4jSRREHe64qkkLWhMRER2Wdfo4lC9dg4wJIwPablyLNPT87/1+HZvUs/Pfbmvi9NAaWTAjChcDP30ZB7+ehdYXnKo6Ssho4uIQn9lCdYyo5bJYUTxnEaRbImPCCK4NQlFPSonSP1fAbXcgY9xwzlJDR1Su2QRXHSe8/aVNMKLlhBEombsU6WOHovV5EwPWNgE7npt2ZMq9RgmBve9+jq4P3xbcUEFiPViEqrWb0WLccGh0PNUfbZxVNfVuc1ttkFJyGtQwwt9AilklC5ZDl2BCyqA+QesjsVvHoLVNRETRLWVQHwz9+X+qYzTI1DEHHW65THUMIvIyts1CxzuuUh2DooSzugYLh50Pa0EhACAuIw2jVnwDfWqy4mREwVG9ZSdWXnQHzLvyITQatDxlFAZ9/qrqWBQmHKUVkA5nwNoTALIvPRuDPn8tYG2Sh3S7Ub58rc/7u602HPjmt4gstkkp8eegs+GsqkHOteejz8v/pzoSBVjayEEo/G4OUMdSYEl9u7HQFmZ4iQ7FrNVX3od1tz6iOgaFGfOeAnAtSyIiosix46X3sPyM61G5bovqKERRZd+H38KytwCu6hq4qmtgO3CIU+RTVNMlJ6Jm6y64zVa4qs04+M1vcDscqmNRA6SUsB0qCUlfGqMBCOhJbQFNvD6A7dFhLosVQtu0U96uGkuQ0gSZlHDbbICUcHEq0qjU7f9ur3M2GY3RgB7/uU9BImoIi20Us4b8/B4GfvZKSPuUUsJeWh7SPsl3LrMFa6+fgrIlq1RHIaII5qyuQfXmHapjUDNY9xeiaPZC1THIBzXb92Dr/72Eoll/Yt3N/1IdJ+Js+/cbKJ6/VHUMClPO6hq47UdHcbjtDjjLKxUmouay7DuI0kUr4ais9ut4854C7J46A9LlCnCy8GBonYmkvt0hdDpAo4GhbRY0ehZDwtnGe/6NOdkjsPfdL4LeV2KPTtAlBm4qXbfDgcQenRvfsZkOfj8HW594DfaSsqD3FS60JmOTC6NxGWlBShNcQqPBiUu+Qt83nkCfVzmgIBol9+uBwT+8A1PndtAYDdCajIjPaokT3n8GmRNHq45Hx2CxjWJWUq8uMHXMCWmfWx5+AbNbDUXBZz+GtF/yjdZkRL93/4O04QNURyGiAHGZQ3+FYvmyNSiavSjk/VLgFP4wF7tenq46BvkgrmU6tCYjNCYDkgf0Clm/u177EKWLVoasv2BwO53Y9cp07P+EC6tT3bLOGg+tIe7Iba0xHq0vOE1hImqOgs9/xPxeE7HirBsxr+t41Gzf0+Q2Cr+djU1TnoPtYPHf7ndZrHA7Aze9nkpDfngHOVefi+zLzsLweR+rjkONcNvsgBAhGYGYOrgf3IGcRlKnhbF9dsDaq0vlui1Ydfm92P70m1hz7YNB7SucCCHQ6szxgI9rLmoTTWh37QVBThU8CV07oO0V53iKjBSVWowegrGbfsOYNT9iVN63GL9nAdqcN0l1LKoD12wjCiGh9/zKNXU4O9XNsnc/9GnJ0CUlBqxNU5A/7BJR6JQvX4u882/FkB/fRXK/HiHrN2P8CGSMHxGy/ijw2t14MXKuPV91DPKBPiUJYzb8ipptu5E2rH/I+q3Ztgtxmekh6y8YNDodTto+F1qTQXUUClOJPTpj+O8zsP2ZtyHdbnS+93qk9O+pOhb5af2tj8JtscJtAaDRYMsjL2HgJy83qY0Ot1+BrHMnwpDd6sh9W596Hdv//QY0BgOG/vy/iL9wMT6zBfq++aTqGOSjPq8/hs733xj0ohUAmDq0RUK3jqhau7nZbQm9Dm2vOCfoay2Jw8UmISB02qD2FW463X0tin5d4NvFl1KizUWnBz8UUTMIIUI+aISaTnBtIt/k5ubKvLw81TEoCjirqgNaHIpV1v2F+L39aKQNH4ARCz5THYeIGiGlRPHvi9Fi9GBo4uIaPyAAnDVm7PvgG+Rccx60Rp5MJmqMy2bH1sdeQcfbr/zbiVQiIop8vyT1g9tqO3K75WljMeS7t5vVpstqw6zUAUemlUw/MZejwSiqHfjqV6y57sFmr++lMRow+q/vkdClfYCS1e/QrAWoWr8V7a67EPrU5Eb3ly4Xtv/3LRT/vgQtTxuDzvdeH/SiYLCsu/0xFHz0bYMFN43RgP4fPIfWk08JYTIiimRCiJVSyty6tnF4DVGIqSy0FXz6A7Y/O01Z/4GkT09FxsknotXZE1RHISIf2ItKsemf/0X58rUh61OXYEKHWy9joS1G5E//Crtena46RkRzVdegYsU6WPcXqo5CREQB1vm+66FNMHrXezGgy/03NrtNjV53ZHSs0OsQzws1KMplnTsRKbn9POv6+UlrMqDTPdeGpNAGAJkTR6Pzvdf7VGgDgB0vvYcdz05D6Z8rsP3Jqdj79qdBThg8fV59BO1vvgSa+DhoDH+/4FObYILWZET/6c+y0EZNZt6Zjz/6nYYVZ98UkmlsKXJwZJuPOLKNosEfJ5yOmm27cWr1uqPTCRARhYijvNLnP/Iodkm3G7te+wBtLjwdhtaZPh9n3pkPl9mCpD7dgpiO6lK+fC2gEUjN7as6ChERHcNltaFyzWYYc7JQvWkHarbvQfroIUjq2Tkg7ZctW4PNU55DfOtM9Hn1EcSlpwakXaJwZT1YhIW558BeXArpcjfpWI0hHskn9MTweTOg0euDlLB5Vky+BYd+nHvkdptLz8SAD55XmKj5rPsLsWfaZyj8bg5cZgviWqQh57oL0ebi06FLMKmORxFo50vvYfOU5wGNBqOWf4Ok3l1VR6IQamhkG9dsI4ohw377AK4aS9AKbVUbtqHg0+/R9spzkditY1D6IKLIxUIb+UK6XLDmH4SjvKpJxTZTJ85ff5iUEq7qmpCNpj806w8IjYbFNop6LosVi0ZeCFeNBSOXzGRRgcKes6oaC4eeB+vBIkiXC7kzX0f7my4JaB9pQ0/A8N9nBLRNonBmyGqJEYu+wJJxl8NeVAq3xerTcVqTESm5fTH4+7fDttAGAK3PPQUlc5fAZbZAazKg1VmRP5uQoU0rdH/sTnR/7E7VUShKtL7gNBz4ahZMndshsUcn1XEojHBkm484so2ocfO6T4B51z4k9e6K0at+UB2HmsjtdMJZXom4jHTVUYiIqBlcZgscldUwZLVUHaVJXFYb7IdKYGzXRnUUojqZ9xRgfo+TAY0GIxd8hpRBfVRHImpQwSffY92tj8JVYwYApAzsgxOXfaU4FVF0cFms2PTAs8h/byYAwG2z17mfNsEISKDHM/9E+xsviYhZhg58PQslC5aj5YSRaHXGONVxiIjCCke2EVFIJPXpBkv+AST17a46Cvlhx/PvouDDbzBmw68RuwAyERF5rpzWmoyqYzTZknGXo+Kv9Rj683vIGDdcdRyi45jaZ2Pg56/CZbay0EYRQd8i9egNjQZxmbyojihQtEYD+rz6CLo8cBP2TPsUB7+ZjZrtuwEhAAlo9Fok9uyKtlefi7aXnRWyGQcCofW5E9H63ImqYxARRRwW24goYAZ98RrMu/ZxKq8IlXPFZKSc0JOFtihnO1SC+MwWqmMQkVfx/GVw2+3IPGWU6ijKaeLjICAg9PwThcJXVhRMp0Wxo+Upo5Bz3QXY9/6XMHVuh75vPKE6ElHUMWS3QvfH70L3x++C2+mEq6oGEAK6lCT+bU1EFGM4jaSPOI0kEVHjbEWlKPp1AVqdPQH65Mi5ci9WVK7ZjHX/eAy5X04NSMHNVliM+FYZAUgWOrumfoQ9b36CUSu+gdZoUB2HCNVbdkK63Ejq1UV1FOXcDgecFVWczpiIiOB2OLDulkegNRnQ++X/i4ip94go9risNgidFhodLxYjihUNTSPJTyukzK6pM7BgwJko/n2x6ihEFCCrr7wPa2+cgo33/lt1FKpDUr/u6Pv6YwEptFkPFmHTA8/CUV4ZgGShY8xpg8RuHTlyJorseOk97Hn7U9Ux/JbYvVPYFdrMO/Ox9ampkG53SPvV6PUstBERhZjLZkf+9K+w+pr7sfPl9+GoqFIdCQBQuWoTCj7+HnunfY6a7XtUx4l4zhozqrfshLO6RnUUoqhhKyzG7KxhWHDCGaqjEFGY4JkmUmbzA8/AbbNj4wPPYHTed6rjEDWJs7oGusQE1TEaJd1u7HxlOkwd2qL15FOC3l/q0BNQ/PsipA7u1+i+jvJKbH3sFXR+8GYYsloGPRsBQggk9+sRkLYMWS3R+6WHoU9NDkh7oZJ11nhknTVedQwKoFanjoEmPk51jKhiLymDeedeSJeLIwkoLDirqrF76gy4bHZ0vO1yFmWJAkS6XFg67nJUbdgKV40FB76ahV2vTMfov76HPi1FabbkAT3R9qpzoTUZkNClvdIska54/lLkTb7Fc0NKDPpyKlpOGKk2FFEUkE4XpMsFl8WqOgoRhQlOI+kjTiMZeOtuexQFM75FzxemoP31F6mOQ+SzyrWbkT/9K/R6YUrYz8FetX4rFgw4E5r4OJxavS4kfUq326eTs47Kamz79xvofN/1iG/Jk2YN2frU68h/9wuMWf9LRBR5Sb3iuUuQ0LUDjDmtVUchImq2JeMuR9my1YCUMHVoizEbfg37z2BEkaDwx7lYdcW9cFWbj9ynMcSj6//dhi7336QwWWBJtxsrzr4J9qJSDJ01HfqUJNWRQka63fgtIxfOqqMj2rSJJpxStILT3hEFgKOsApr4OGhNRtVRiChEOI0khaW+Ux/HpIo1LLRRxEnq2x1dHrgpIk7yJPbsjE73XIteLz0csj59HQWhT05Er2fuZ6HNB8Z2bWDq0h5Cr1cdhRSTUsKXC6X2z/wZJfOXAfCMUlpz/UPYNfWjYMcjIgqK8uVrIO0OSIcT5p35cJktqiMRRYWqjdvhstr+dp/bakNFXmgu0gsVZ2U1in5biMo1m1GzdZfqOCHlKK+Ey2b/233S4YSjpFxNIKIoo09LYaGNiI7gZSxERE0khEB8qwzVMXwitFr0fOYB1TGomXKuPBc5V56rOgaFgR3PvQN7SRl6NfJ73e/NJ498v/edz1Ew4zsUfPwdWp87EYbWmUHJtmvqRyj8/nfkfv0GdAmmoPRBRLEpY8JIFM9bCkiJxB6deFKLKEBSBvaGNj4eLmetkW1GA9JHDVGYKvD0qcnI/foNOEorkJLbV3WckNKnpSAuIw22/YeO3KdLTUYcL3gkIiIKOI5so5hV+NM87HhumuoYREQUxawHi1C1fisAwHaoBCsm34zqZlxRnXX2BGRf1LQFuFuMHQZNfByS+vVAXEaa33035tAPc1EydwmvlCaigBv0xavo/eLD6PnM/Rg+d0ZEzC5AFAkyxg1HizGDofVeJKNNNMHUoS1yrj1fcbLAa3X6SWh7xTkx9/4hhMDQX96HsUNbQAgY27XB0F/e45qsREREQcCRbRSzrPsPwbL3gOoYREQUxZaMuRTmnXtx0tY50CYmQGh1zTq5kdi9099uO6uqsfPF99D2yskwdcyp85i0Yf0xqWK13336KvfrN2AvLoOxXZug90VEsUUTF4d2112gOkZIVa7bgqLf/oShTSu0ueh0nhinoBAaDXK/eQtFv/2JsqWrkdijM7ImnwJtfJzqaBRASb26YNy23yFdLgitVnUcIiKiqMViG8Ws9jdwrTgiIgqulEG9oU00Ia5lOnSJCcj98vWAtl/yZx62PTUV0GrQ7V+3B7TtptKajDC249RuROQ7KSWk0wkN1yT9m9KFeVh++nVwO5zQxOlR+P0cDPz0FdWxKEoJjQaZk8Ygc9IYAMDB7+fAmNMGKQN6KU5GgcZCGxERUXDx8jiiCCelROniv2ArLFYdhYgo4rjMFph35Qet/TYXn4neL06BLjEhKO1nThyFwd9PQ6e7rml2W46KKlj2HQxAqqMOfD0Lu9/8OKBtElH0WHXZPZidNQwui1V1lLCy47l34DJbIR1OuGosOPj977AXl6qORTEioVM7GLJbqY5BREREFHFYbKOIVZ63DstPvx41O/aqjqLU/s9/wrJTrsKfQyarjkIUNC6zBQtHXIBt/35DdRSKMkVzFqHg4++D1n7WWePRYszQoLUvtFpknjrG72JeyYLl+HPoubAdKsHWx1/F2pseDmi+lAG9kDZsQEDbJKLokTqkH9JGDoQmjiPbatMY4oFj1pUSOk5KQ6GR1Kcb4jNbqI5BREREFHH4iZ0iVvHcxSj67U+UL1uNhM7tVMdRRp+aBOlyIy4tRXWUiFe1cbtnyh6rDYO+egPpIwbWuZ/LZkfJvCVoOXF0zC2wrYrLYkXlqg28ypYCrtWZ45F56hjVMZTRJSYgvlUGNHF6dJ1yCxwV1QFtv7515FSo2rANjoqqet/biSj0Ot11TUBG5kabbo/egeI5iwApId1utL/5UuhTk1XHIiIiIiKiBggppeoMESE3N1fm5eWpjkG1uB0OVK7ehJRBfWJ+wXDr/kLo01OhNcSrjhLRVl9zPwpmfAcASB81GMPnzqhzP1thMQ58+Qva3Xgx1xgJIZfZAo0hPqp/3ytWbUR865YwZLVUHYUo6sxuMxz2olJMLF0JXVKi6jgUIJa9+3Hw+znocNsVvAAmTLnMFhT/vhhSSmSMHwFdgkl1pIhgPViEsiWrYGidibRh/VXHIVLKZbYAWi208XGqoxAREVGME0KslFLm1rWNI9soYmn0eqQO7qc6RlgwtOFon0BIGdgHB7/+zfN9bt9694tvlYEOt10RqljkpTUZVUcIKntJGRYOmYy0kYMwYv4nquMQRZ0u/7oN1vwD0AZp/TxSw3awGNVbdgFSHjftHqlX8ucKrDj7Jgh4nhsp3cj96g1kjBuuOFn4M2S1ROvJp6iOQRQWNtz7NPQpiej53/tVRyEiIiKqF0e2+Ygj24iin5QSh36eD7fVhqxzTobQalVHohgipcS2p15H6uATkDlptOo4RBSjnFXV2PfRd2h9wamIb5ke0LbNO/NRvXUnMifF7tStscRtt2N29kg4yyv/dr82KQEnFyyG1mhQlIyIIk311l3QGuJhbNdGdRQiIiKKcQ2NbIveubiIqFHWg0XY9cp0uO121VHCghACrU4/Ca3Pm8RCG4WcEALd/u8fLLQRUcC47Xasv+NxVG/Z6fMxBZ/+iA13PoE9b9Q9lXJzlC1fg6JZCwPeLjXOVliMOTknYtmp14asz7IlqwC3+7j7hRAoWbA86P1bCwpRtnR10PshouBL7NaRhTaiMFe2dDXWXP8Qtj/7NtwOh+o4RERKcBpJohhW9OsCbH74BWScfCKSenUJePv2kjJY9uxHUr/u0Oj4dkNERNHPsnc/8ibfAggg9+s3lZ4clE4XbAeK4Kyq8fmY1udPgr24DG2vnBzwPNkXn4Hsi88IeLvUOHtpBWyFxZAuV8j6FFqtZ3rPY0kZks+F255+E6ULVmDM2p+C3hcREVEsM+/Mx7KJV3vWWTcaYNl7AH1ff0x1LCKikOPZb6IY1vbKyWgxdihMHdoGvO2abbuxcOh5kG4XUgf3w9DfPoAI07VU7MWlyDvvNgitFrlfvwF9arLqSEQUo5zVNbDuP4TEbh1VRyE/7XpjBirXbwEA7H7zY/R8+p/KsmhNRgya+XqTjolLT0XXKbcEKRGpktSzM0av+gH69JSQ9Zk2fAC0Ccbjir0iTo/00YOD3n/Pp++DvbQi6P1Q9CiavRBCr0PG2GF/u9/tcGDLo68g/38zAQG0u+FidHv0H00qGjsqqqCJ03P6VCKKShWrNwJaz+RpbosVJfOXKU5ERKQGp5EkimFCowlKoQ0ADv26AC67Ha4aC0r/zIOzsjoo/QTCwe9+R8XK9ShfsRaFP81THYeIYpjtQBEse/erjkHN0GLkIGji4iB0eqQM7K06DtERSb27wtA6M2T9Ca0WQ376H+LbZEKbaII2KQHxrTIw9Kf/QaPXB71/XVIiTO2zg95PQ6TbDWtBodIM5Lv897/EvulfH3f/5ikvYPfUj+AoLYejpBy7Xp2OrY++3KS253Ubj2UTrwlQUiKi8JI65ARAAhACWpMRWWeNVx2JiEgJjmwjoqBoMXYoNFotkJiAhM7toEtOVB2pXhkTRiAuIw3QapFx0rDGDyAiCpKErh2Q0LWD6hjUDK3OHI+hv76PZZOuYeGUYl5yvx4Yv+sPVKxcD0ggZVDvmFoX99CvC7D7tQ8x5Kd3ITS8zjXcDfjoBaCOmTj2vvsF3GbrkdtusxV7pn2OHv++z+e2c66/CAkdg3ORIxGRasa2WRi5eCb2f/ETEjrmIPvys1VHIiJSQsi65tGn4+Tm5sq8vDzVMShMuaw2uGrMiGuRpjpKWDHv3ofqLTvRYvQQTplCFCBuhwM7np2GnGsvCOkIBfL87CtWbURqbl+eNKVGFc1eiNTB/Tg1MVEMky4XLHv2w9QpR3UUaoZfU06Aq1axDQB0yYmYWLJSUSIiIiIiUkUIsVJKmVvXNp4pImqm8hVrMafNcMxpNwrr73hcdZywYurQFpkTR7PQRk1y6Jc/YC8uVR0jbLmtNlSs2gjbweKAtusor8Qf/c/A3K7jYdl3sGnHlsXImjhSQjqcqlNQBKjatAPS6WKhjSjGCa2WhTYvy979WHPjFDgqqlRHabLsy8+BxhB/5LbGGI+2V05WmIiIiIiIwhGLbUTNtP3pN+GsqoG0O7D3nS8i8g9IonDhrDFjzbUPYN9H3zW4X8mC5ajatCNEqcKLLikRuV9ORcqAXgFtt2Lleph37IXtwCEUzVoAt93u03Fuux3m3QWIhZHymrg4pI8cxFFt1ChnRRVsB4tUxyAiChsuswX2olK47Q7VUZqs14sPI/vys6ExxENjjEfOleei5zP3q45FRERECpQtW4NFIy5A3gW3x86Fx+QzTiPpI04jSfXZ9MAz2P3Gx3BbbdClJOHkA0tCsug7UbSq2bEXxpwsaOLi6t1nw93/hrFDNjrdeXXogkU5t92OtTf9C85qM+CWSOrbDd0fu1N1LCIiIiKisGA7VAKh1XD5CCKiGDY7ewTsh0og9HrkXHs++r7+mOpIFGINTSOpC3UYomjT7Ym7Aa0Wlp356PLQLSy0ETVTQud2je7T+6WHQ5AkeFw2OzY/9Bza33wpErt1VB0HgGfUVv/3nwUAVK7bgrgWqWoDUbO5nU5Ilxva+PoL10RERETUMCkl1t4wBQWf/gAA6HDb5ej17IOKUxERkQrS6fJ+IyEjcMQ+BRfnQSJqpn0ffg2X2Yr+Hz6H5BN6qI5DRBFAE6dHam5fGFq3rHN7wWc/YunEq1G5ZnOIk3kk9+0OQ5tWSvqmwDn4zW/Y/8n3qmMQERERRbSSuUtw4MtfIO0Oz/IRb3+KilUbVcciIiIFBn3xKhK6d0T6iYPQ/al7VMehMMORbUTNtOGupyAdTrS54FSkjxykOg4RRQAhBLIvPave7etvfwzOiipsefRlDP72rRAmo2jS6oxxcDucqmNQiLlsdsDthtZoUB2FiIgoKthLygEhjtwWOh3sJWXqAhERkTItxgzF2PW/qo5BYYoj24iaqd+0f6Pz/TcgdUg/1VGIKEq0v+VSxGW2QLsbLlIdhSKY1miAPjlRdQwKoYqV6zG71RD81nIwimYvVB2HiIgoKmSMHw6tIR5Cp4OI00OXnIi0Yf1VxyIiIqIwI6SUqjNEhNzcXJmXl6c6BhERERFRnTY98Ax2vvgeAKDVOScjd+brihMRERFFB2tBIfKnfwlotWh//YWIy0gPeB9V67eiZudeJPXqioQu7QPePhFRbW6nE9b8A4hvlQGtyag6DlHEEEKslFLm1rWN00gSEVGzWAsK4aiuQVL3TqqjEDVIulwQWq3qGERBk3XOKdj95ieA242cq85VHSfiVG3YhgNfz0LXf90GUWu6MCKiUFh/x+OA0KDPK/+nOgrVwZDdCl0fvi1o7W9/5m1s+88b0Oh0cDuc6Pf2U8i+5Myg9UdEsc26vxCLR18Ce1EpIARyv30TGWOHqY5FFPE4jSQRETVLfFYGjG0yVceICdLtVh0hYrksVux46T04q2tURyGFrAcO4c/cs7HqinsRjbM7pA0fgAn7FmFC/kK0OmOc6jgRx5K/H1VrNwNR+NogovAX1zIdcRmpqmOQAtaCQmx78nW4zVY4K6vhtlix9oYpcDscqqMRUZTaPOUFWAoOwmW2wFVjxuor71MdiSgqcGQbERE1i9BqoUviulDBVrZkFcpXbUDHWy9XHSUiaY0G5Fx5LnSJCaqjkEKlC/NQtXE7KtduQd83n4jK1wPX6fs7l8WKg9/8BvPufUjN7YuMCSMhNHVfb5g5aQwyJ40JcUI6zLynAPs//QGpQ05AxrjhquMQhVy3//uH6gikiK2wGJr4OLht9iP3SSnhrKxGXIs0hcmImsdZVQ3pltCnJKmOQsewF5UATteR287KaoVpiKIHi21EFBasBYXYeP9/0ev5h2BozVFSRMdKye2DeI4gbJb4zBYNbneUVUCbYIQmLi5EiYDi3xdDYzQgfcTAkPUZy1qdOR6d7roGiT07R2Whjf7OWlCIhSPOh7OyGq4aC7QJRqQM6I2hv74X0t9zapyUEotHXgh7SRmEXo/hc2cgNbev6lhERCGR0K3D3y8E0WhgaJMJfXqqskxEgbDinFvgtloxctFM1VHoGB3+cSVK/syD22aH1hiPdtdfpDoSUVTgNJJEFBZEnB76tBRo4vSqo1AA2QqLUbowT3WMqKDR62Fqn606RlRbfsb12PzQ80Hvx7wr/8gUhn9dfg/W3jAl6H2Sh9YQjx7/uQ9tr5isOgqFwMb7/gNbYQlc1WZASriqzahYuR75079SHY2OIZ1O2IvLIJ0uCI0Glr37VUeiKOV2OEI6pTSnASRf6BITMHTWdBg7tIXQaZHUqwuGzfogJOuHli1djVVX3INdr34QlVNsk1pd/3Uruj16h+oYVIfMSWMwbNZ0dHv0H+g37T/o+dyDqiMRRQXB/0x9k5ubK/PyeMKYiKgpbIXFqNm2G+kn5qqOQtSo4vlLYWqXDVOnnKD1UbF6E5afdi0GfvoyWowZiso1m6ExxCGxe6eg9RlJVl9zP4rnLsGYNT9Bn5qsOo5SLrMF0u3mCLxmmJU+EM6q40+qtxg7FMNmf6ggETVk19SPsO3J15E2tD8GfvEatPEcfUiBN7/vqbDsLsBJW2bD0KZV0Ppx2exYOuEKlC9djdbnT8KAT14OSeGEqCkcFVX4vf0oz+hvkxF93ngcbS87W3UsIiKisCaEWCmlrPNEJ6eRJCKioIlvlYH4VhmqYxD5JGPssKD3kdSnK/q8/hhShw0AACSf0CPofUYSR2kFHKUVkC5X4ztHOZfVxmJbM2kTE44vtgmBuJbpagJRgzredgU63naF6hgU5UJV8CpbtBJV67cCAAp/mAvL7n0wdQzexTxE/nCUV0K63AAAt90Oyx6OKiYPKSUq8tZBEx+H5H78e4WIyFecRpKIiIgoRDQ6HVqfO5EjNuqR++1bmFj2F+JapAEAqjbvgLWgUHEqNeLSUxGfwaJQc3S840poTca/3ac1xqPDrZcrSkREqo1a+R1OKVwW1FFtAJDQtQMgAY3JAG1Swt8uPqvasI3T9VFYMLZrg+zLz/asEde2NXKuPT8o/TjKKlDwyfco/Hk+pNsdlD4ocKSU+OviO7H05KuweNRF2Hj/f1VHIiKKGJxG0kecRjL4ypevRVLfbtAaDaqjEBERURiw7i+ENsEEfUqS6igUgaTbjY3//C/2TvsMQqOB0OvQ64UpyLnqXNXRiAKmYvUmOKtr0IJTdoed6i07UbpoJTInjoYh21PcsxUWI+/cW9Bn6hNI6d9TcUIiD7fDAaHTBWXkp72kDAsGnHlkpHnmpNEY+OkrAe+nOVxmC9ZcPwXGDtno+Z/7VMdRzpJ/APN7TYTbagMACK0Wk6rWQKPXK05GRBQeGppGkiPbKCzYDpVg2enXoWDGd6qjEEUEt9OJg9/+BpfFqjoKAKBm226svuZ+OKuqVUchoihiaNOKhTbym9Bo0PuFKTj54FKMXv0DTj6whIU2ijrxmekwZgd3lBb5J7F7J7S79oIjhTbAM8X6oC9e5zTSFFY0en3Qplg9+M1sOCuq4Ko2w1VtRuEPc2E7VBKUvvxVvmItDn4zCzufewfO6uPXeo01ukTT325rjAYIHVchIiLyBd8tKSzEZ7bA4G/eRMrA3qqjUISr2bYbzhozUvr3Uh0luKSE2+kKm2k4bEWlqN60A84aC3RJiarjEBERHaFLMEHX0dT4jkQR6PB0iDU79sJ+qARpwwcoTkSNMbA4SjFEazIAtQp5Ukpowmw69bQRA9HxjqtgbJ/NtXIB6NNScMJ7/8WGO5+E0Osw4MPnQ7beJRFRpOM0kj7iNJJEkcFltcFtsUKflqI6ClFMk1LCUVp+ZO0tIiIiCp7SRSth3r0PbS87W3UUJcy792HvezPR6Y6rEMf1LonChtvhwLJJ16J8xVrA7Ua3J+9G57uvVR2LiIjIbw1NI8mRbUQUVbSGeGgN8apjUCPMO/NR8scy5FwTnEW4Sb3qzTtRvWUnWp9zsuooUaNkwXKkDjmB73FERHSc9JGDkD5ykOoYyuyd9hl2PPcOTDlt0O6Gi1THISIvjV6PYXM+hHnHXuiSEhDfKkN1JCIioqDhmm1ERBRyzhoz7KUVqmNQECX17IyssyeojhE1nFXV2HDHEyiZt1R1FCIiorDT8e5r0Wfq42hz6Zmqo4TUga9+xaYpz6uOQdQgIQQSurRnoY2IiKIeR7YREVHIJfftjuS+3VXHiBnS5YLb4Qz5iCjO7R84uqREDJvzIfScljPgHOWVWHvzv9D2qvPQ6tQxquMQEZEf4lumo/2NF6uOEXKli1aibMkq1TGIiIiICBzZRkRRyFljxprrHkT15h2qo0Qde2k5LPkHVMegJrLs3Q/zznzVMaiZ4jLSA1LArNm+B3vfmwmu2+tRtX4rDn41C/n/+0J1FCKKABV/bUD+h1+rjkEEAOj94sM4ccmXqmMQNcne92aidNFK1TGIiIgCjsU2onpUrd+K/V/+ojoG+UGj18HQNgu65MQmH2srLA5CoujhKKuM6Z+Refc+uB2OgLQl3W7seP4d1OzYG5D2GmLqmIOkXl2C3g9Fht1vzMC6Wx6J6d/l2tJGDsKw3z9Cv2n/Vh2FiCKAqXM7JPXk/6mRzLx7n+oIEcm6vxCli/8KSV9SSrjMlpD0RaG3ecrz2PXK+6pjEBERBRyLbUT10JqM0KelqI5BftDExaH743fB0KZVk4+tWLUB9uLSIKSKDgmd2yE1t6/qGMrs++gblNU6ybD7zY+x/Zm3/RshJAR0yYnQGkM7tSNR98fvxIlLvoQhq6XqKGFBCIEWo4cgLj1VdRQiigD6lCSkDu6nOkZEc9nsWHX1P1Gxcn3I+3ZW12D/zF/grDGHvO9It2/Gd9j+9Fsh6avkj2XY+y5HnEerMWt+Qv/pz6mOQUREFHCCUwj5Jjc3V+bl5amOQURECrkdDmj0es/3Tid+MfYGAEwoWIz4zBZB6bPw5/lIOaEnDNlNLx4TERERhRuX1YZVl96NTvdeh/SRg1THIR9JtxsuixW6BFPw+3K54Kio4oUwREREFHaEECullLl1bdOFOgyRrypWb0R8VkteeU9Bt+u1D5HYuytajhuuOgqFucOFNgDQ6HTo/9ELcFXXBKXQJl0u/HXZPdAa4pE6qE/A2yciIiJSQWuIR+7Xb6iOQU0kNJqQFNoAQGi1LLQRERFRxGGxjcKWPi0F+pSkv92375PvkNK/N9ceooBymS1wW22qY1AEyr74jKC17aw24+BXv8LUpT3iW2UErR8iIiIiIiIiIiJqHq7ZRmHJvHsfNDodtEbD3+5P7NIRxnatQ5aD06zGhi4P3IRWp41tdD+304nCn+dDulzBD0UxT5+ShJO2zMGIBZ+pjkJEFFb4+YwosrkdDhT+8Luyz9TVm3fg4LezlfRNRERERNGLxTYKKkdlNRwVVU0+TptggtZkOO7+1CH9oEtMCES0RhX/vhi7X/8oJH2FmqO8EpVrN6uOEXFcZivMO/fCZbGqjkIxwtQpB/Et01XHOI5l30Gf9zXvzEf5ynVBTEP1sZeWw8VRu1Hv4HezUb58reoYIVO+fC1+TemP+b0nwVljVh2HmsBaUIgNdz8FW2Fx0Pty2ewoz+P/PYFUsXI9Ds1aEJC2XDUWmPcUwG2zB6S9pjr4/e/YM+1TJX0TEQWCy2bHvo++4Wd9IqIww2IbBVXFyvWo+GtDk4+Lb5kOfVpKo/u5nU5UrFzvT7RGpQ0fgEwfRjtFoqqN2/16XmKdPjkRHW+/MmQFX6JQsReXonrrrkb3c9vtKFu+FpXrt8DtdPrUtrFDNhK6dmxuRPKDy2rjFLkxwNi2NfQtUlXHCJlDv/0Jt90Oy54C1GzbozoONUHpwjzsfv0jlC1dHfS+nBVVsB4sCno/gWDelY/Cn+apjtGoxD7dkDKgd0Da0qcmo+PtV0JrMgakvabq/M8bMOSHd0LWX/77XyL//S9D1h8RRT/pcMBRWQ3pcKiOQkREtcRssU0IMUkIsUUIsV0I8aDqPNHEUVZxZORPxknDkHHSsKD1VbV+G/a+/yWk2x3wtrUmIxI6twt4u/6wHjiEwp/nB6y99BEDkXP1eQFrj4gim9DroTXEN7qfdLkhBJA5cTQ0Ot+WfRUaDfTJic2NSH4wtmkFfWpySPusXLMZNdvDpwASC1f7pgzqEzafV2o78OUvmJU+CBWrNwW03XbXX4jMiaPR/uZLkdyve0DbpuBqfeFpGLPuZ7Q6a3zQ+4rPbIGsM8YFvZ9AsB4oQs223apjNEobH4f4zBbK+pdSovCH3wMyMlIIAaHVBiCVb9KGD0Da8AHNbkdKibIlq/yaOYbCgyX/AFxmi+oYUatyzWaULFiuOkZI6BIT0PG2K6BL4t9ZFF1KFizHwe/mqI5B5LeYLLYJIbQApgI4FUAvAJcIIXqpTRU99v7vC+z/4ueQ9JXSvyf6vPYohMb3l3L11l0w794XxFRA8bwlcJRXBqw9fUoS4jMan0ounNYwcTudsB44FJC2qjfv4B+VYc5aUIh9H3/X5OOklHAH4Go8l83OP1ybQZ+SBGO7No3upzUakDq4H4QQIUgVes4ac9DfR10WK/7MPRv7Pvym2W3ZS8vhtjc+Bde+j79DwWc/NLs/X5TMX4rSRXkh6asxVRu2YfVV93HqX0WETgcRp4fQBvbPDUNWSwz+7m30ev6hJn3+C7Wi3/4MyQiuSCKEQGKPzlH7f4i/0kcMRMc7r8bmh59H8fylIenTWWNG6aKVPv2fVzJ/GewlZSFI1bCyRSuRd+6t2HDPv1VHabLEHp2R2KNzs9sp/n0xFo++GKuv/mcAUpE/iuYswvxeE/0ukO96/UOeRA6iyrWbULZsjeoYRCFV+ONcVK6JnmViNj/8Ajbc9aTqGER+8+2y9OgzBMB2KeVOABBCfAbgbAAblaaKEu1vvhSaOH2z26neuguW/P1oOX5kg/v58ge7y2qD0Gmh0emgS06ERhfcKxm1JlNAfgZH2zMidUi/RveTLhck4POIk2DS6HSIq7XWlNvh8Jx48+MEy8Hv5iCxZ2dknTUhkBEpgGxFpTDvanoRe9drH2L/J9/jxKVfHbfNZbbAUVEFQ+vMRtvRxOkhXeFz0tVlsUITpw/pVdOBVLZ8DSAE0gY3/r4TTVZddg9aX3Aq2l52dtD6EFoNDNlZ0AdqLT4f3lPNO/MDXvCoT8c7rw5JP75I7NkZXf91O7TG49eApeDLOudkZJ1zsuoYymx55GXEt87E4G/eVB2FIoGU2D/zF0CjRcbY4M0KcpguwYSELu19+lye1K874tJTg56pMSmD+qDTfdej9XmTVEdRJqlXF6QO6x/TPwPV7MVlMO/eB2dVjV/Hd3vkH/xcEkRtr5isOgJRyOkSE6CJD9z5R9UGf/MmXFY1a7oSBYIIp5EwoSKEOB/AJCnl9d7bVwAYKqW8/Zj9bgRwIwC0a9du0J494TMtUixwOxyw7j8EU/vs5rfldEJotbySViEppd8//+YcS+HNvDMf5SvWos1Fpx+3TUoJZ2U19ClJCpI1j9tuh9DrI/Z166ioAoSIuekfy5evRUKPTjH3uIko8BzllRB6HXQJJtVRKEJItzusR2sSEREREREghFgppcyta5v64S9hTEo5DcA0AMjNzY29qqRiGr0+IIU2IDxGesW65hQdIrVgQY0zdcqBqVNOnduEEBFZaAMATVyc6gjNEqk/9+byZQQxEZEvQr1eIkU+FtqIiIiIiCJbrH6iLwBQ++xuW+99RERERERERERERERERD6L1WLbCgBdhRAdhRBxAC4G8L3iTERERERERERERERERBRhYnJuPSmlUwhxO4BZALQA3pNSblAci4iIiIiIiIiIiIiIiCJMTBbbAEBK+TOAn1XnICIiIiIiIiIiIiIiosgVq9NIEhERERERERERERERETUbi21EREREREREREREREREfmKxjYiIiIiIiIiIiIiIiMhPLLYRERERERERERERERER+YnFNiIiIiIiIiIiIiIiIiI/sdhGRERERERERERERERE5CcW24iIiIiIiIiIiIiIiIj8xGIbERERERERERERERERkZ9YbCMiIiIiIiIiIiIiIiLyE4ttRERERERERERERERERH5isY2IiIiIiIiIiIiIiIjITyy2EREREREREREREREREfmJxTYiIiIiIiIiIiIiIiIiP7HYRkREREREREREREREROQnFtuIiIiIiIiIiIiIiIiI/MRiGxEREREREREREREREZGfWGwjIiIiIiIiIiIiIiIi8hOLbURERERERERERERERER+YrGNiIiIiIiIiIiIiIiIyE8sthERERERERERERERERH5icU2IiIiIiIiIiIiIiIiIj+x2EZERERERERERERERETkJxbbiIiIiIiIiIiIiIiIiPzEYhsRERERERERERERERGRn1hsIyIiIiIiIiIiIiIiIvITi21EREREREREREREREREfmKxjYiIiIiIiIiIiIiIiMhPLLYRERERERERERERERER+YnFNiIiIiIiIiIiIiIiIiI/sdhGRERERERERERERERE5CcW24iIiIiIiIiIiIiIiIj8JKSUqjNEBCFEEYA9qnNEiAwAxapDEBGFKb5HEhHVj++RRET143skEVH9+B5JRKHQXkrZsq4NLLZRwAkh8qSUuapzEBGFI75HEhHVj++RRET143skEVH9+B5JRKpxGkkiIiIiIiIiIiIiIiIiP7HYRkREREREREREREREROQnFtsoGKapDkBEFMb4HklEVD++RxIR1Y/vkURE9eN7JBEpxTXbiIiIiIiIiIiIiIiIiPzEkW1EREREREREREREREREfmKxjYiIiIiIiIiIiIiIiMhPLLZRQAghLhBCbBBCuIUQucdse0gIsV0IsUUIMVFVRiKicCCE6C+EWCqEWC2EyBNCDFGdiYgonAgh/iGE2Oz9bPms6jxEROFGCHGvEEIKITJUZyEiChdCiOe8nyHXCiG+EUKkqs5ERLGFxTYKlPUAzgWwoPadQoheAC4G0BvAJABvCCG0oY9HRBQ2ngXwuJSyP4BHvLeJiAiAEOIkAGcDOEFK2RvA84ojERGFFSFEDoBTAOxVnYWIKMzMBtBHStkPwFYADynOQ0QxhsU2Cggp5SYp5ZY6Np0N4DMppU1KuQvAdgAcxUFEsUwCSPZ+nwJgv8IsRETh5hYA/5VS2gBASnlIcR4ionDzEoD74flMSUREXlLK36SUTu/NpQDaqsxDRLGHxTYKtmwA+bVu7/PeR0QUq+4C8JwQIh+eERu82o6I6KhuAEYJIZYJIf4QQgxWHYiIKFwIIc4GUCClXKM6CxFRmLsWwC+qQxBRbNGpDkCRQwgxB0BWHZsellJ+F+o8REThqqH3SwDjAdwtpfxKCHEhgP8BmBDKfEREKjXyHqkDkA5gGIDBAL4QQnSSUnIEBxHFhEbeI6fAM4UkEVFM8uXcpBDiYQBOAB+HMhsREYtt5DMppT8ngwsA5NS63dZ7HxFR1Gro/VII8SGAO703ZwJ4NyShiIjCRCPvkbcA+NpbXFsuhHADyABQFKp8REQq1fceKYToC6AjgDVCCMDzt/VfQoghUsqDIYxIRKRMY+cmhRBXAzgDwHherEVEocZpJCnYvgdwsRAiXgjREUBXAMsVZyIiUmk/gDHe78cB2KYwCxFRuPkWwEkAIIToBiAOQLHKQERE4UBKuU5KmSml7CCl7ADPEg0DWWgjIvIQQkyCZ03Ls6SUZtV5iCj2cGQbBYQQYjKA1wC0BPCTEGK1lHKilHKDEOILABvhGcJ9m5TSpTIrEZFiNwB4RQihA2AFcKPiPERE4eQ9AO8JIdYDsAO4ilclExEREZEPXgcQD2C2dwTwUinlzWojEVEsEfzblYiIiIiIiIiIiIiIiMg/nEaSiIiIiIiIiIiIiIiIyE8sthERERERERERERERERH5icU2IiIiIiIiIiIiIiIiIj+x2EZERERERERERERERETkJxbbiIiIiIiIiIiIiIiIiPzEYhsREREREVEQCSGmCyGkEGK66iyBIoQY631MMtTtCyGu9m7b3cDxZwkh5gohyoQQbu/+Lx+zzzVCiCVCiMrDfQkh7gr4gyEiIiIioqinUx2AiIiIiIhCTwjxGIBH69hkA1AM4C8AMwDMlFIGpaAS6YQQYwGMBbBbSjldZRY6SghxHoAvvTdd8Lye3QAqa+1zL4DnvTedAA4BkABqQpeUiIiIiIiiBYttRERERERUWOv7FADZ3n9nArhaCDFZSmlTkiy8jYWnYPkHgOkN7HcAwBbvV2q+Cnh+ngX1bP+n9+tXAK6UUpob2OdVAPdJKR2BjUhERERERLGE00gSEREREcU4KWXW4X8AEgD0ATDbu/lUAE8pCxcFpJQPSSl7SCkfUp0lGkgpv/H+PMfXs0tf79fpdRXahBAtAbTy3nyHhTYiIiIiImouFtuIiIiIiOgIKaVbSrkBwFkAtnvvvkkIwVkxKFKYvF+rG9ne0D5EREREREQ+Y7GNiIiIiIiOI6W0ApjpvZkEoAcACCE6CCGk918HIURnIcQ0IcQuIYRNCLG7djtCiBQhxCNCiL+EEJVCCIsQYpsQ4k0hRKf6+q/Vx1ghRJYQ4nVvH1YhxEEhxMdCiB4NPQYhhEEIcZcQYrEQosx77B4hxIdCiP4NHLfb2/fVQohEIcQTQoh1QoiqWo9b4uiad2Nq5T387+pa7U333je9gT7HCiFmCiEKvD/HYiHE70KIa4QQ2nqOeczb7nzv7fFCiJ+EEEXex7pJCPGoEMJQz/EmIcQl3p/Hau9xNiHEfiHEt0KIUxv6+TaXEKKH93k86M27UwjxmhCiVSPHXe193Ltr3XfkdVlr13nHPCdjvdt319pnV63tte+v3e7LQogNQohqIYRZCLFZCPGKEKKdL/mEECd5f54HhBCuY18HQogkIcSDQoglQohS73OQL4T4TAgxvJ4+jv09bOXNdPh3pNB7fGO/IxohxIXefIdfe0VCiJVCiGeEEH3qOa7JmYmIiIiIohmvTiUiIiIiovrsq/V9ch3bRwB4G0AiADOAv03HJ4ToDeBXAG29d1m9+3Tx/rtGCHGZlPKrBjJ0BPApgCwAFu/xrQBcCuBc4VlP7tdjDxJCZHv7PlwscHgztgNwBYDLhBB3SSlfa6DvFgBWAugGwO49HgBy4FnnLhGeaTcdAEqPOdbSQLvHZn0RwN3emxKeNclSAYzz/rtcCHGOlLKqgTb+CeAZ780KAHHwFEgfg6cYeLKU0nXMYRcCeL9Wv5UAnABaAzgbwNlCiBeklPf5+lh8JYSYBOBbAPHeu6q9/d4O4DwADzexSReOrj14uFhXBs/zdpjdu48WQIb3vmLvsQBQdEzGywD8r1ZGGwA3gO7ef9cIIc6XUv5WXyghxJ0AXgIg4HleXMds7w/gBxz9HXHB8zprC+AiABcKIR6WUj5d/0NHbwDvAcjE0ddopvf4U4UQo6WUa+rIlgHPunaja91dDsAAYKD3X3cA5wQhMxERERFRVOHINiIiIiIiqk+HWt8fW0wCPIW2DQAGSykTpJSJAE4BPCNfcPSEfAGA0wEkSCmTAfQHsBSeIsbHQogTGsjwEjxFklO8xycBGApgHTxFgc+FEG1rH+AdCfYVPIW2CgCXA0iUUqYC6AzgR3j+FnqlkdFbj8FTZJzsPT4NnkLbSu/6ds9791tce90777/PG2i3dtbbcbTQNg1AG28/Kd77nfAU3N5poJkTAPzX+y/Te3wqgCe8208CcFUdx5V5H8OJ3seXKqVMANAGnlF7DgD3CiHO8uWx+Mr7fH0Oz/O/FsBQ7/OaAM8agS4ALzalTSllfq11Bw8795jnZLF3++Ba+wyutf3I/UKIkwF8CE9h7ll4ir5Gb8Ye8Iz6TAIws74RbvAU/V4A8AGAdt7XnxHAk94+WgOYBc/vyNcAcgEYvb8jrbz7uQD8RwhxTgMP/yMA27yPJQGeIvDJAA7A8/o9rqAsPNPCfgtPoc0G4AF4Xzve5yIbwE0ANh5zXKAyExERERFFFRbbiIiIiIjoOEKIZACXeW+WAthax24lACZIKfMO3yGlPLzfrfAUKBwAJkkpf5ZSur37rIGneLYbnoLLvxuIYvQeP1tKKb3HLwcwwZsrGcBDxxxzPjwFOQC4UEr5sZTS7j12JzzFs2XwjDZ6tpG+T5NSfiuldHiP3yelNDdwjM+EEEYAj3tvfiqlvElKedDbT42U8mUA93i3XySEGFRPU6kAnpRSTpFSFnuPr5RSPgpPQQQALjn2ICnld1LKf0opF9V+TFLKA1LKJwBM8d51h/+Psk5T4HneSgCc7H0+D68X+Cs8BbeEAPfpMyGEBsBUeP5evk1K+YCUcrc8aouU8kIA38PzOO6ppykDgO+klNdIKfMBQErpklLu8G5/Cp4RaJ9IKc+TUq6s9To7JKV8BMD93n0fayByITw/xzzvsU4p5Rx4imUAMOrYgjQ8xdeR8IxoPFdK+ayU8sjIPinlfinlNCnllGOOC1RmIiIiIqKowmIbEREREREdIYRIFUKMBzAXnhFOAPDK4ULZMV6XUlbX09RF3q9fSinXH7vROyXi4ULXqUKIlHramSml3FTH8YcAvHVMX8f2vaSuKf6klE4cLXL1EUL0rafvX6WUq+rZFggnA0j3fv9YPfu8Ac8IJcAzdWZdbDg6yu5Y33m/9mtqOAA/eb8OF/WsG9dUQgiBo8/PW97n8W+8r5cvA9Gfn0YD6ArPFJPvNrDfh96vExvYp86pFIVnHb3Dz+czde1zTB8nNLCW3QtSyrqmLf0FR6fRPPY1fq33689Syp8b6P+IAGcmIiIiIooqXLONiIiIiCjGCSFkA5tnoP6RZ4vqaS8OR4s7cxpoe7b3qwae9aHm1bHP3AaOnwvPKKkWQoiOUspd3vtzfeh7HjzT3Wm9+6+rY586H18AHc6ZX2tE4N9IKV1CiLnwjDLMrWsfABsaKHru935Nr2ujtxhyKzwjDbvBM33lsYU1E4A0eIpPzdWxVpbGntvjRuOFyEjv1xQA+z31wTrFeb+2r2e7BcBf9WwbBM/INwD4rYE+amuPo+vS1basrp2llE4hRBE8U0Ieef69U0genjLzB1869gpkZiIiIiKiqMJiGxERERER1T4ZboOnqLIKwMdSyroKYIcdNyrJKx1HCzYFDRy/r9b3mfXs09DxtbdlAthV6/sGj5VSWoUQxfCsM1Vf3/U9vkBpNKfX4Z9TfTmrGjjW6f163N9+QojhAH6GZxrKw6oBmOGZXlALIMN7fwICU2yr/Rh8fW2E2uERnXp4Xh+NMdZzf0k9I0Jr9wEf+wA8Rc+6+PL862vd16LW7T0+9g0ENjMRERERUVRhsY2IiIiIKMZJKbP8PNQV0CDhJ2ofn3d006fwFNpWwzNCcKF3es/D+3QGsP3wzRBHVOlwoXiZlHJYM9pp6PVTe/SgUUppbUY/TdXQSNaGqMxMRERERBTWuGYbEREREREFWimOFhraNrBf7W31jSLLbuD42tsO1fF9vX17159q0UjfwdZozmO2BzLncHim+HMBOENK+UvtQpuXv0XYhtR+DL4+t6F20Pu1vukhA9lHsPupSykAhx99q8xMRERERBTWWGwjIiIiIqKAklLaAaz13hzfwK4TvF/dqH9tq5MaOP7wttJa67UBQJ4PfY/F0Zk+VjSwX0MOTxHo76ivwznbCiG61bWDEEKLo4/T35x1yfF+LZJS1jed44R67m+OXfAUe4CGn9txQejbV4fX6ssSQtS3Tl5zrQBg935/ZpD6qJOU0glguR99K8tMRERERBTuWGwjIiIiIqJg+Mz79XwhRJ9jNwohEgHc7735s5Syop52LhBCdK/j+AwAN3lvfl5P38OFEKfUcawOwCPem+ullOvrfxgNqvR+TfXz+NkASrzfP1bPPjfh6FpZn/rZT10O/7xbCSGOW39LCNEWwB0B7A8AIKWUAL7w3rzZ+zwe23cvAOcHuu8mmIej02e+JISIa2hnIUR6UzuQUtYA+MR78wEhRLtA99GI/3m/niaEOM2XA8IgMxERERFR2GKxjYiIiIiIguFNeEYx6QH8IoQ4VQihAQAhRF8AswB0BGAD8K8G2rEC+FUIMUEIIbzHDwYwB0AGgCoA/z3mmK8ALPN+/4UQ4lIhhN57bEfv9uHe7ffDf4eLdL2FECOaerCU0oKjRbZLhBBvHS58CSFMQog7ALzs3f65lHJlM7IeayGAGnhG5X1xeGSdEEIrhJgIYD78X9urMU/D87xlAJh9ePSY8DgFwC8AzEHqu1HekV83A3ACOBHAAiHE+MOvIQAQQnQSQtwshFgB4FY/u5oCYD88P4clQogrhBBJtfpoKYQ4TwjxDQJbaAWAj+B5DQgAXwkh/lm78CmEaCOEuFsI8UwYZSYiIiIiClssthERERERUcB51/86C0ABPGuO/QygRghRAc8UkyPgKbRdLqVc00BTdwMwwDMKrFoIUQXPFHgneI+/REq595i+XQDOA7ABQAqAj73HlgHY6c3lBnCnlPKXZjzM+QC2ANACWCSEKBVC7Pb+82lklpTydQAveW/eBOCAEKIUnpFnr8BTrJwH4IZm5Kyr3woA93lvjgawxfuzrQbwKzw/t2sC2WetvvcCuASe568/gBVCiEp4in+z4HnM9wSjb19JKX8HcAE8RcGh8BR3a4QQxUIIK4Ad8BSUc+FnUVJKeQCeqTq3wjN68UMA5UKIEiFENTzr230J4BwE+G93b0FxMoA/4fn9ehbAISFEmfd1UADgRQDdjzlOWWYiIiIionDGD79ERERERBQU3ukZe8Mzems1PCOF4uEpVLwFoLeU8stGmtkFYACAqQCKAMTBc0L/UwADpJQ/1dN3ATyFkHsALAVgAWACkA/PqJ5BUspX/X90RwoW4wG8682ZAKC9919iE9q5B541yr4CUOg9tgqeItu1AE72Fi8DSkr5FoDT4SkaVsOzhl0BgNfgKWauC3Sftfr+CcBAeKb8PATP81oI4HV4nu9d9R8dGlLKbwF0AfA4PAXeanimDLUBWAPP8z4ZwHPN6GMTgH7wFFp/A1AMIBmeEWfbAcwEcCOAC/3to4G+i+FZu/ByeEYTFsHzGjYDWAnPiNEp4ZSZiIiIiChcCc+U+UREREREROFDCHH4D5WTpJTzVWYhIiIiIiIiaghHthERERERERERERERERH5icU2IiIiIiIiIiIiIiIiIj+x2EZERERERERERERERETkJxbbiIiIiIiIiIiIiIiIiPwkpJSN70VEREREREREREREREREx+HINiIiIiIiIiIiIiIiIiI/sdhGRERERERERERERERE5CcW24iIiIiIiIiIiIiIiIj8xGIbERERERERERERERERkZ9YbCMiIiIiIiIiIiIiIiLy0/8Dh2IDLqYsq7AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=[30,15])\n",
    "x=df_sampled['difference']\n",
    "y=df_sampled['production_soy']\n",
    "z=df_sampled['esp_risk']\n",
    "plt.scatter(x, y, c=z, cmap=\"coolwarm\", s=z*1500, vmin = -10, vmax=0)\n",
    "plt.xlabel('Proportional difference', fontsize = 25)\n",
    "plt.ylabel('Production', fontsize = 25)\n",
    "\n",
    "#Size represents water risk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0b707ba4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}